diff --git a/.editorconfig b/.editorconfig new file mode 100644 index 0000000..d4a2c44 --- /dev/null +++ b/.editorconfig @@ -0,0 +1,21 @@ +# http://editorconfig.org + +root = true + +[*] +indent_style = space +indent_size = 4 +trim_trailing_whitespace = true +insert_final_newline = true +charset = utf-8 +end_of_line = lf + +[*.bat] +indent_style = tab +end_of_line = crlf + +[LICENSE] +insert_final_newline = false + +[Makefile] +indent_style = tab diff --git a/.github/ISSUE_TEMPLATE.md b/.github/ISSUE_TEMPLATE.md new file mode 100644 index 0000000..80a79c5 --- /dev/null +++ b/.github/ISSUE_TEMPLATE.md @@ -0,0 +1,25 @@ + + +**Is this a BUG REPORT or FEATURE REQUEST?**: + +> Uncomment only one, leave it on its own line: +> +> type: bug +> type: feature + +**Environment**: + +- Chartify version(s): +- Operating System(s): +- Python version(s): + +**What happened**: + +**What you expected to happen**: + +**How to reproduce it (as minimally and precisely as possible)**: + +**Anything else we need to know?**: diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md new file mode 100644 index 0000000..5356621 --- /dev/null +++ b/.github/PULL_REQUEST_TEMPLATE.md @@ -0,0 +1,21 @@ + + +**What this PR does / why we need it**: + +**Which issue(s) this PR fixes** + +Fixes # + +**Special notes for your reviewer**: + +**Release note**: + +```release-note + +``` diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..f6b0aa8 --- /dev/null +++ b/.gitignore @@ -0,0 +1,91 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +env/ +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +*.egg-info/ +.installed.cfg +*.egg + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*,cover +.hypothesis/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# IPython Notebook +.ipynb_checkpoints + +# pyenv +.python-version + +# celery beat schedule file +celerybeat-schedule + +# dotenv +.env + +# virtualenv +venv/ +ENV/ + +# Spyder project settings +.spyderproject + +# Rope project settings +.ropeproject + +.DS_Store diff --git a/.travis.yml b/.travis.yml new file mode 100644 index 0000000..a43415e --- /dev/null +++ b/.travis.yml @@ -0,0 +1,15 @@ +# Config file for automatic testing at travis-ci.org +# This file will be regenerated if you run travis_pypi_setup.py + +language: python +python: + - 3.5 + - 3.6 + +# command to install dependencies, e.g. pip install -r requirements.txt --use-mirrors +install: pip install -U tox-travis + +# command to run tests, e.g. python setup.py test +script: tox + + diff --git a/AUTHORS.rst b/AUTHORS.rst new file mode 100644 index 0000000..d43679f --- /dev/null +++ b/AUTHORS.rst @@ -0,0 +1,15 @@ +======= +Credits +======= + +Development Lead +---------------- + +* Chris Halpert + +Contributors +------------ + +- Amar Patel +- Lynn Root +- Skyler Johnson diff --git a/CONTRIBUTING.rst b/CONTRIBUTING.rst new file mode 100644 index 0000000..c3b743a --- /dev/null +++ b/CONTRIBUTING.rst @@ -0,0 +1,130 @@ +.. highlight:: shell + +============ +Contributing +============ + +Contributions are welcome, and they are greatly appreciated! Every +little bit helps, and credit will always be given. + +Code of Conduct +--------------- + +This project adheres to the `Open Code of Conduct `_. By participating, you are expected to honor this code. + +You can contribute in many ways: + +Types of Contributions +---------------------- + +Report Bugs +~~~~~~~~~~~ + +Report bugs at https://github.com/spotify/chartify/issues. + +If you are reporting a bug, please include: + +* Your operating system name and version. +* Any details about your local setup that might be helpful in troubleshooting. +* Detailed steps to reproduce the bug. + +Fix Bugs +~~~~~~~~ + +Look through the GitHub issues for bugs. Anything tagged with "bug" +and "help wanted" is open to whoever wants to implement it. + +Implement Features +~~~~~~~~~~~~~~~~~~ + +Look through the GitHub issues for features. Anything tagged with "enhancement" +and "help wanted" is open to whoever wants to implement it. + +Write Documentation +~~~~~~~~~~~~~~~~~~~ + +chartify could always use more documentation, whether as part of the +official chartify docs, in docstrings, or even on the web in blog posts, +articles, and such. + +Submit Feedback +~~~~~~~~~~~~~~~ + +The best way to send feedback is to file an issue at https://github.com/spotify/chartify/issues. + +If you are proposing a feature: + +* Explain in detail how it would work. +* Keep the scope as narrow as possible, to make it easier to implement. +* Remember that this is a volunteer-driven project, and that contributions + are welcome :) + +Get Started! +------------ + +Ready to contribute? Here's how to set up `chartify` for local development. + +1. Fork the `chartify` repo on GitHub. +2. Clone your fork locally:: + + $ git clone git@github.com:your_name_here/chartify.git + +3. Install your local copy into a virtualenv. Assuming you have virtualenvwrapper installed, this is how you set up your fork for local development:: + + $ mkvirtualenv chartify + $ cd chartify/ + $ pip3 install -r requirements_dev.txt + +4. Create a branch for local development:: + + $ git checkout -b name-of-your-bugfix-or-feature + + Now you can make your changes locally. + +5. When you're done making changes, check that your changes pass flake8 and the tests, including testing other Python versions with tox:: + + $ flake8 chartify tests + $ python setup.py test or py.test + $ tox + + To get flake8 and tox, just pip install them into your virtualenv. + +6. Commit your changes and push your branch to GitHub:: + + $ git add . + $ git commit -m "Your detailed description of your changes." + $ git push origin name-of-your-bugfix-or-feature + +7. Submit a pull request through the GitHub website. + +Pull Request Guidelines +----------------------- + +Before you submit a pull request, check that it meets these guidelines: + +1. The pull request should include tests. +2. If the pull request adds functionality, the docs should be updated. Put + your new functionality into a function with a docstring, and add the + feature to the list in README.rst. +3. The pull request should work for Python 3.6. Check + https://travis-ci.org/spotify/chartify/pull_requests + and make sure that the tests pass for all supported Python versions. + +Tips +---- + +The Makefile contains a bunch of useful commands for developers. + +Note: You must activate the virtualenv where you installed requirements_dev.txt +for these commands to work. + +To run all python tests and generate code coverage: + $ make coverage + +To generate documentation: + $ make docs + +Use `help` to see the list of available commands: + $ make help + + diff --git a/HISTORY.rst b/HISTORY.rst new file mode 100644 index 0000000..60fc988 --- /dev/null +++ b/HISTORY.rst @@ -0,0 +1,8 @@ +======= +History +======= + +2.2.0 (2018-09-17) +------------------ + +* First release on PyPI. diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..151c28c --- /dev/null +++ b/LICENSE @@ -0,0 +1,188 @@ + + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. diff --git a/MANIFEST.in b/MANIFEST.in new file mode 100644 index 0000000..3111e8b --- /dev/null +++ b/MANIFEST.in @@ -0,0 +1,12 @@ +include AUTHORS.rst +include CONTRIBUTING.rst +include HISTORY.rst +include LICENSE +include README.md + +recursive-include tests * +recursive-exclude * __pycache__ +recursive-exclude * *.py[co] + +recursive-include docs *.rst conf.py Makefile make.bat *.jpg *.png *.gif *.py +recursive-include chartify/_core docs *.rst conf.py Makefile make.bat *.jpg *.png *.gif *.py \ No newline at end of file diff --git a/Makefile b/Makefile new file mode 100644 index 0000000..0a34f96 --- /dev/null +++ b/Makefile @@ -0,0 +1,84 @@ +.PHONY: clean clean-test clean-pyc clean-build docs help +.DEFAULT_GOAL := help +define BROWSER_PYSCRIPT +import os, webbrowser, sys +try: + from urllib import pathname2url +except: + from urllib.request import pathname2url + +webbrowser.open("file://" + pathname2url(os.path.abspath(sys.argv[1]))) +endef +export BROWSER_PYSCRIPT + +define PRINT_HELP_PYSCRIPT +import re, sys + +for line in sys.stdin: + match = re.match(r'^([a-zA-Z_-]+):.*?## (.*)$$', line) + if match: + target, help = match.groups() + print("%-20s %s" % (target, help)) +endef +export PRINT_HELP_PYSCRIPT +BROWSER := python -c "$$BROWSER_PYSCRIPT" + +help: + @python -c "$$PRINT_HELP_PYSCRIPT" < $(MAKEFILE_LIST) + +clean: clean-build clean-pyc clean-test ## remove all build, test, coverage and Python artifacts + + +clean-build: ## remove build artifacts + rm -fr build/ + rm -fr dist/ + rm -fr .eggs/ + find . -name '*.egg-info' -exec rm -fr {} + + find . -name '*.egg' -exec rm -f {} + + +clean-pyc: ## remove Python file artifacts + find . -name '*.pyc' -exec rm -f {} + + find . -name '*.pyo' -exec rm -f {} + + find . -name '*~' -exec rm -f {} + + find . -name '__pycache__' -exec rm -fr {} + + +clean-test: ## remove test and coverage artifacts + rm -fr .tox/ + rm -f .coverage + rm -fr htmlcov/ + +lint: ## check style with flake8 + flake8 chartify tests + +test: ## run tests quickly with the default Python + pytest + +coverage: ## check code coverage quickly with the default Python + coverage run --source chartify -m pytest + $(BROWSER) htmlcov/index.html + +docs: ## generate Sphinx HTML documentation, including API docs + rm -f docs/chartify.rst + rm -f docs/modules.rst + sphinx-apidoc -o docs/ chartify + $(MAKE) -C docs clean + $(MAKE) -C docs html + $(BROWSER) docs/_build/html/index.html + +# servedocs: docs ## compile the docs watching for changes +# watchmedo shell-command -p '*.rst' -c '$(MAKE) -C docs html' -R -D . + +dist: clean ## builds source and wheel packagels + python3 setup.py sdist bdist_wheel --universal + ls -l dist + +install: clean ## install the package to the active Python's site-packages + python3 setup.py install + +release-dev: clean ## package and upload a release + python3 setup.py sdist bdist_wheel --universal + twine upload --repository-url https://test.pypi.org/legacy/ dist/* + +release-prod: clean ## package and upload a release + python3 setup.py sdist bdist_wheel --universal + twine upload dist/* diff --git a/README.rst b/README.rst new file mode 100644 index 0000000..6886975 --- /dev/null +++ b/README.rst @@ -0,0 +1,61 @@ +Chartify +======== + +|status| |release| |python| + +.. |status| image:: https://img.shields.io/badge/Status-Beta-blue.svg +.. |release| image:: https://img.shields.io/badge/Release-2.2.0-blue.svg +.. |python| image:: https://img.shields.io/badge/Python-3.6-blue.svg + +Chartify is a Python library that aims to make it as easy as possible for data scientists to create charts. + +Why use Chartify? +----------------- + +- Consistent input data format: Spend less time transforming data to get your charts to work. All plotting functions use a consistent tidy input data format. +- Smart default styles: Create pretty charts with very little customization required. +- Simple API: We've attempted to make to the API as intuitive and easy to learn as possible. +- Flexibility: Chartify is built on top of `Bokeh `_, so if you do need more control you can always fall back on Bokeh's API. + +Examples +-------- + +.. image:: /docs/_static/chartify1.png +.. image:: /docs/_static/chartify2.png +.. image:: /docs/_static/chartify3.png +.. image:: /docs/_static/chartify4.png +.. image:: /docs/_static/chartify5.png +.. image:: /docs/_static/chartify6.png + +`See this notebook for more examples! `_. + +Installation +------------ + +1. Chartify can be installed via pip: + +``pip3 install chartify`` + +2. Install chromedriver requirement: + - Install google chrome. + - Download the appropriate version of chromedriver for your OS `here `_. + - Copy the executable file to a directory within your PATH. + - View directorys in your PATH variable: ``echo $PATH`` + - Copy chromedriver to the appropriate directory, e.g.: ``cp chromedriver /usr/local/bin`` + +Getting started +--------------- + +This `tutorial notebook `_ is the best place to get started with a guided tour of the core concepts of Chartify. + +From there, check out the `example notebook `_ for a list of all the available plots. + +Code of Conduct +--------------- + +This project adheres to the `Open Code of Conduct `_. By participating, you are expected to honor this code. + +Contributing +------------ + +`See the contributing docs `_. diff --git a/chartify/__init__.py b/chartify/__init__.py new file mode 100644 index 0000000..93d209b --- /dev/null +++ b/chartify/__init__.py @@ -0,0 +1,46 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Top-level package for chartify.""" +from chartify._core.chart import Chart +from chartify._core.colors import color_palettes +from chartify._core.options import options +from chartify import examples + +__author__ = """Chris Halpert""" +__email__ = 'chalpert@spotify.com' +__version__ = '2.2.0' + +_IPYTHON_INSTANCE = False + + +def set_display_settings(): + """Enable notebook output settings if running in a jupyter notebook""" + from IPython.core.getipython import get_ipython + from ipykernel.zmqshell import ZMQInteractiveShell + from bokeh.io import output_notebook + from bokeh.resources import Resources + + ipython_instance = get_ipython() + if ipython_instance is not None: + if isinstance(ipython_instance, ZMQInteractiveShell): + _IPYTHON_INSTANCE = True + # Inline resources uses bokeh.js from the local version. + # This enables offline usage. + output_notebook(Resources('inline')) + + +set_display_settings() +del set_display_settings diff --git a/chartify/_core/__init__.py b/chartify/_core/__init__.py new file mode 100644 index 0000000..7666474 --- /dev/null +++ b/chartify/_core/__init__.py @@ -0,0 +1,15 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. diff --git a/chartify/_core/axes.py b/chartify/_core/axes.py new file mode 100644 index 0000000..ac5e80e --- /dev/null +++ b/chartify/_core/axes.py @@ -0,0 +1,496 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" +Module for logic related to chart axes. + +""" + +import pandas as pd +import bokeh +from bokeh.models.tickers import FixedTicker +from math import pi + + +class BaseAxes: + """Base class for axes.""" + + def __init__(self, chart): + self._chart = chart + self._initialize_defaults() + + @classmethod + def _get_axis_class(cls, x_axis_type, y_axis_type): + if x_axis_type == 'categorical' and y_axis_type == 'categorical': + return CategoricalXYAxes + elif x_axis_type == 'categorical': + return NumericalYAxis + elif y_axis_type == 'categorical': + return NumericalXAxis + elif x_axis_type == 'datetime': + return DatetimeXNumericalYAxes + return NumericalXYAxes + + @property + def _vertical(self): + if self._chart._x_axis_type == 'density': + return False + elif isinstance(self, (NumericalYAxis, + NumericalXYAxes, + DatetimeXNumericalYAxes)): + return True + else: + return False + + def _initialize_defaults(self): + xaxis_label = """ch.axes.set_xaxis_label('label (units)')""" + yaxis_label = """ch.axes.set_yaxis_label('label (units)')""" + if self._chart._blank_labels: + xaxis_label = '' + yaxis_label = '' + self.set_xaxis_label(xaxis_label) + self.set_yaxis_label(yaxis_label) + + @property + def xaxis_label(self): + """Return x-axis label. + + Returns: + x-axis label text + """ + return self._chart.figure.xaxis[0].axis_label + + def set_xaxis_label(self, label): + """Set x-axis label text. + + Args: + label (string): the text for the x-axis label + + Returns: + Current chart object + """ + self._chart.figure.xaxis.axis_label = label + return self._chart + + @property + def yaxis_label(self): + """Return y-axis label. + + Returns: + y-axis label text + """ + return self._chart.figure.yaxis.axis_label + + def set_yaxis_label(self, label): + """Set y-axis label text. + + Args: + label (string): the text for the y-axis label + + Returns: + Current chart object + """ + self._chart.figure.yaxis.axis_label = label + return self._chart + + def hide_xaxis(self): + """Hide the tick labels, ticks, and axis lines of the x-axis. + + The x-axis label will remain visible, but can be + removed with .axes.set_xaxis_label("") + + """ + # self._chart.figure.xaxis.visible = False + + self._chart.figure.xaxis.axis_line_alpha = 0 + self._chart.figure.xaxis.major_tick_line_color = None + self._chart.figure.xaxis.minor_tick_line_color = None + self._chart.figure.xaxis.major_label_text_color = None + + return self._chart + + def hide_yaxis(self): + """Hide the tick labels, ticks, and axis lines of the y-axis. + + The y-axis label will remain visible, but can be + removed with .axes.set_yaxis_label("") + """ + self._chart.figure.yaxis.axis_line_alpha = 0 + self._chart.figure.yaxis.major_tick_line_color = None + self._chart.figure.yaxis.minor_tick_line_color = None + self._chart.figure.yaxis.major_label_text_color = None + + return self._chart + + def set_xaxis_tick_orientation(self, orientation='horizontal'): + """Change the orientation or the x axis tick labels. + + Args: + orientation (str or int): 'horizontal', 'vertical', or 'diagonal' + """ + if orientation == 'vertical': + orientation = pi / 180 * 90 + elif orientation == 'diagonal': + orientation = pi / 180 * 45 + elif orientation != 'horizontal': + raise ValueError( + 'Orientation must be `horizontal`, `vertical`, or `diagonal`.') + self._chart.figure.xaxis.major_label_orientation = orientation + return self._chart + + +class NumericalXMixin: + def set_xaxis_range(self, start=None, end=None): + """Set x-axis range. + + Args: + start (numeric, optional): the start of the x-axis range + end (numeric, optional): the end of the x-axis range + + Returns: + Current chart object + """ + self._chart.figure.x_range.end = end + self._chart.figure.x_range.start = start + return self._chart + + def set_xaxis_tick_values(self, values): + """Set x-axis tick values. + + Args: + values (list or DatetimeIndex): Values for the axis ticks. + + Returns: + Current chart object + """ + self._chart.figure.xaxis.ticker = FixedTicker(ticks=values) + return self._chart + + def set_xaxis_tick_format(self, num_format): + """Set x-axis tick label number format. + + Args: + num_format (string): the number format for the x-axis tick labels + + Examples: + Decimal precision + >>> ch.set_xaxis_tick_format('0.0') + Label format: 1000 -> 1000.0 + + Percentage + >>> ch.set_xaxis_tick_format("0%") + Label format: 0.9748 -> 97% + 0.974878234 ‘0.000%’ 97.488% + + Currency: + >>> ch.set_xaxis_tick_format('$0,0.00') + Label format: 1000.234 -> $1,000.23 + + Auto formatting: + >>> ch.set_xaxis_tick_format('0 a') + Label format: 10000 -> 10 K + + Additional documentation: http://numbrojs.com/old-format.html + + Returns: + Current chart object + """ + self._chart.figure.xaxis[0].formatter = ( + bokeh.models.NumeralTickFormatter(format=num_format) + ) + return self._chart + + +class NumericalYMixin: + def set_yaxis_range(self, start=None, end=None): + """Set y-axis range. + + Args: + start (numeric, optional): the start of the y-axis range + end (numeric, optional): the end of the y-axis range + + Returns: + Current chart object + """ + self._chart.figure.y_range.end = end + self._chart.figure.y_range.start = start + return self._chart + + def set_yaxis_tick_values(self, values): + """Set y-axis tick values. + + Args: + values (list): Values for the axis ticks. + + Returns: + Current chart object + """ + self._chart.figure.yaxis.ticker = FixedTicker(ticks=values) + return self._chart + + def set_yaxis_tick_format(self, num_format): + """Set y-axis tick label number format. + + Args: + num_format (string): the number format for the y-axis tick labels + + Examples: + Decimal precision + >>> ch.set_yaxis_tick_format('0.0') + Label format: 1000 -> 1000.0 + + Percentage + >>> ch.set_yaxis_tick_format("0%") + Label format: 0.9748 -> 97% + 0.974878234 ‘0.000%’ 97.488% + + Currency: + >>> ch.set_yaxis_tick_format('$0,0.00') + Label format: 1000.234 -> $1,000.23 + + Auto formatting: + >>> ch.set_xaxis_tick_format('0a') + Label format: 10000 -> 10 K + + Additional documentation: http://numbrojs.com/old-format.html + + Returns: + Current chart object + """ + self._chart.figure.yaxis[ + 0].formatter = bokeh.models.NumeralTickFormatter(format=num_format) + return self._chart + + +class CategoricalXMixin: + @property + def xaxis_factors(self): + """Return the categorical factors of the x axis. + + Can be a list or Pandas Index or MultiIndex. + + See additional usage notes in .set_xaxis_factors docstring.""" + return self._chart.figure.x_range.factors + + def set_xaxis_factors(self, factors): + """Set the categorical factors of the x axis. + + Note: + Advanced feature for custom sorting of factors: + - Retrieve the factor values with .xaxis_factors + - Reorder as necessary + - Set the custom order with .set_xaxis_factors() + + Easier and recommended approach to reordering factors is to set the + `categorical_order_by` and `categorical_order_ascending` parameters + of the plotting function. + + Args: + factors: Sequence of factors. + Can be a list or Pandas Index or MultiIndex. + """ + self._chart.figure.x_range.factors = factors + return self._chart + + def hide_xaxis(self): + super(NumericalYAxis, self).hide_xaxis() + try: + self._chart.figure.xaxis.subgroup_text_color = None + self._chart.figure.xaxis.group_text_color = None + except: + pass + return self._chart + + hide_xaxis.__doc__ = BaseAxes.hide_xaxis.__doc__ + + +class CategoricalYMixin: + @property + def yaxis_factors(self): + """Return the categorical factors of the y axis. + + Can be a list or Pandas Index or MultiIndex. + + See additional usage notes in .set_yaxis_factors docstring.""" + return self._chart.figure.y_range.factors + + def set_yaxis_factors(self, factors): + """Set the categorical factors of the y axis. + + Note: + Advanced feature for custom sorting of factors: + - Retrieve the factor values with .yaxis_factors + - Reorder as necessary + - Set the custom order with .set_yaxis_factors() + + Easier and recommended approach to reordering factors is to set the + `categorical_order_by` and `categorical_order_ascending` parameters + of the plotting function. + + Args: + factors: Sequence of factors. + Can be a list or Pandas Index or MultiIndex. + """ + self._chart.figure.y_range.factors = factors + return self._chart + + def hide_yaxis(self): + super(NumericalXAxis, self).hide_yaxis() + try: + self._chart.figure.yaxis.subgroup_text_color = None + self._chart.figure.yaxis.group_text_color = None + except: + pass + return self._chart + + hide_yaxis.__doc__ = BaseAxes.hide_yaxis.__doc__ + + +class DatetimeXMixin: + @staticmethod + def _convert_timestamp_list_to_epoch_ms(ts_list): + return list( + map( + lambda x: ( + (pd.to_datetime(x) - pd.Timestamp("1970-01-01")) + // pd.Timedelta('1ms')), + ts_list)) + + @staticmethod + def _convert_timestamp_to_epoch_ms(timestamp): + return (pd.to_datetime(timestamp) - + pd.Timestamp("1970-01-01")) // pd.Timedelta('1ms') + + def set_xaxis_range(self, start=None, end=None): + """Set x-axis range. + + Args: + start (str, pd.Timestamp, optional): the start of the x-axis range. + end (str, pd.Timestamp, optional): the end of the x-axis range. + + Returns: + Current chart object + """ + if start: + start = self._convert_timestamp_to_epoch_ms(start) + if end: + end = self._convert_timestamp_to_epoch_ms(end) + self._chart.figure.x_range.end = end + self._chart.figure.x_range.start = start + return self._chart + + def set_xaxis_tick_values(self, values): + """Set x-axis tick values. + + Args: + values (list or DatetimeIndex): Values for the axis ticks. + + Note: + Values should be a DatetimeIndex or list of + pandas._libs.tslib.Timestamp objects. + We suggest using pd.date_range to generate this list. + + e.g. for a range of month start dates in 2018: + pd.date_range('2018-01-01', '2019-01-01', freq='MS') + + Returns: + Current chart object + """ + values = self._convert_timestamp_list_to_epoch_ms(values) + self._chart.figure.xaxis.ticker = FixedTicker(ticks=values) + return self._chart + + def set_xaxis_tick_format(self, date_format): + """Set x-axis tick label date format. + + Args: + date_format (string): the date format + for the x-axis tick labels. + + Examples: + Daily precision + >>> ch.set_xaxis_tick_format('%Y-%m-%d') + Label format: YYYY-MM-DD + + Monthly precision + >>> ch.set_xaxis_tick_format("%Y-%m") + Label format: YYYY-MM + + Yearly precision + >>> ch.set_xaxis_tick_format("%Y") + Label format: YYYY + + Second Precision + >>> ch.set_xaxis_tick_format("%Y-%m-%d %H:%M:%S") + Label format: YYYY-MM-DD HH:MM:SS + + Day of week and day of month + >>> ch.set_xaxis_tick_format("%a%d") + Label format: Wed07 + + Month and year + >>> ch.set_xaxis_tick_format("%b%y") + Label format: Jan17 + + See bokeh.models.DatetimeTickFormatter documentation + for more formatting options. + + Returns: + Current chart object + """ + self._chart.figure.xaxis[ + 0].formatter = bokeh.models.DatetimeTickFormatter( + milliseconds=[date_format], + seconds=[date_format], + minsec=[date_format], + minutes=[date_format], + hourmin=[date_format], + hours=[date_format], + days=[date_format], + months=[date_format], + years=[date_format]) + return self._chart + + +class NumericalXAxis(BaseAxes, NumericalXMixin, CategoricalYMixin): + """Axis class for numerical X and categorical Y axes""" + + def __init__(self, chart): + super(NumericalXAxis, self).__init__(chart) + self._chart.style._apply_settings('categorical_yaxis') + + +class NumericalYAxis(BaseAxes, CategoricalXMixin, NumericalYMixin): + """Axis class for numerical Y and categorical X axes""" + + def __init__(self, chart): + super(NumericalYAxis, self).__init__(chart) + self._chart.style._apply_settings('categorical_xaxis') + + +class NumericalXYAxes(BaseAxes, NumericalXMixin, NumericalYMixin): + """Axis class for numerical X and Y axes.""" + + +class DatetimeXNumericalYAxes(BaseAxes, DatetimeXMixin, NumericalYMixin): + """Axis class for datetime X and numerical Y axes.""" + + +class CategoricalXYAxes(BaseAxes, CategoricalXMixin, CategoricalYMixin): + """Axis class for categorical X and Y axes.""" + + def __init__(self, chart): + super(CategoricalXYAxes, self).__init__(chart) + self._chart.style._apply_settings('categorical_xyaxis') diff --git a/chartify/_core/callout.py b/chartify/_core/callout.py new file mode 100644 index 0000000..d6167dd --- /dev/null +++ b/chartify/_core/callout.py @@ -0,0 +1,213 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" +Module for chart callouts. + +""" + +import bokeh +from chartify._core import colors +from chartify._core.axes import DatetimeXNumericalYAxes + + +class Callout: + """Class for adding callouts to the chart.""" + + def __init__(self, chart): + self._chart = chart + + def line(self, + location, + orientation='width', + line_color='black', + line_dash='solid', + line_width=2, + line_alpha=1.0): + """Add line callout to the chart. + + Args: + location (numeric): + dimension (str, optional): (default: 'width') + - 'width' + - 'height' + line_color (str, optional): Color name or hex value. + See chartify.color_palettes.show() for available color names. + line_dash (str, optional): Dash style for the line. One of: + - 'solid' + - 'dashed' + - 'dotted' + - 'dotdash' + - 'dashdot' + line_width (int, optional): Width of the line + line_alpha (float, optional): Alpha of the line. Between 0 and 1. + + Returns: + Current chart object + """ + # Convert datetime values to epoch if datetime axis. + if isinstance(self._chart.axes, + DatetimeXNumericalYAxes) and orientation == 'height': + location = self._chart.axes._convert_timestamp_to_epoch_ms(location) + line_color = colors.Color(line_color).get_hex_l() + location_units = 'data' + span = bokeh.models.Span( + location=location, + dimension=orientation, + line_color=line_color, + line_dash=line_dash, + line_width=line_width, + location_units=location_units, + line_alpha=line_alpha) + self._chart.figure.add_layout(span) + return self._chart + + def line_segment(self, + x_start, + y_start, + x_end, + y_end, + line_color='black', + line_dash='solid', + line_width=2, + line_alpha=1.0): + """Add line segment callout to the chart. + + Args: + x_start (numeric) + y_start (numeric) + x_end (numeric) + y_end (numeric) + line_color (str): Color name or hex value. + See chartify.color_palettes.show() for available color names. + line_dash (str, optional): Dash style for the line. One of: + - 'solid' + - 'dashed' + - 'dotted' + - 'dotdash' + - 'dashdot' + line_width (int, optional): Width of the line + line_alpha (float, optional): Alpha of the line. Between 0 and 1. + + Returns: + Current chart object + """ + # Convert datetime values to epoch if datetime axis. + if isinstance(self._chart.axes, DatetimeXNumericalYAxes): + x_start = self._chart.axes._convert_timestamp_to_epoch_ms(x_start) + x_end = self._chart.axes._convert_timestamp_to_epoch_ms(x_end) + line_color = colors.Color(line_color).get_hex_l() + # line_width = '1px' + segment = bokeh.models.Arrow( + x_start=x_start, + y_start=y_start, + x_end=x_end, + y_end=y_end, + end=None, + start=None, + line_color=line_color) + + self._chart.figure.add_layout(segment) + return self._chart + + def box(self, + top=None, + bottom=None, + left=None, + right=None, + alpha=.2, + color='red'): + """Add box callout to the chart. + + Args: + top (numeric, optional): Top edge of the box. + bottom (numeric, optional): Bottom edge of the box. + left (numeric, optional): Left edge of the box. + right (numeric, optional): Right edge of the box. + alpha (float, optional): 0.2 + color (str): Color name or hex value. + See chartify.color_palettes.show() for available color names. + + Note: + The box will extend to the edge if the corresponding position + argument is omitted. + + Returns: + Current chart object + """ + # Convert datetime values to epoch if datetime axis. + if isinstance(self._chart.axes, DatetimeXNumericalYAxes): + if left is not None: + left = self._chart.axes._convert_timestamp_to_epoch_ms(left) + if right is not None: + right = self._chart.axes._convert_timestamp_to_epoch_ms(right) + color = colors.Color(color).get_hex_l() + box = bokeh.models.BoxAnnotation( + top=top, + bottom=bottom, + left=left, + right=right, + fill_alpha=alpha, + fill_color=color) + self._chart.figure.add_layout(box) + return self._chart + + def text(self, + text, + x, + y, + text_color='black', + text_align='left', + font_size='1em', + angle=0): + """Add text callout to the chart. + + Note: + Use `\n` within text for newlines. + Args: + x (numeric): x location of the text. + y (numeric, optional): y location of the text. + text_color (str): Color name or hex value. + See chartify.color_palettes.show() for available color names. + text_align (str: 'left', 'right', 'center'): Text alignment. + font_size (str): Font size. + angle (int, 0 to 360): Angle in degrees from horizontal. Default: 0 + + Returns: + Current chart object + """ + # Convert datetime values to epoch if datetime axis. + if isinstance(self._chart.axes, DatetimeXNumericalYAxes): + x = self._chart.axes._convert_timestamp_to_epoch_ms(x) + text_color = colors.Color(text_color).get_hex_l() + source = bokeh.models.ColumnDataSource({ + 'text': [text], + 'x': [x], + 'y': [y] + }) + text_font = self._chart.style._get_settings('text_callout_and_plot')[ + 'font'] + self._chart.figure.text( + x='x', + y='y', + text='text', + text_color=text_color, + text_align=text_align, + angle=angle, + angle_units='deg', + text_font=text_font, + source=source, + text_font_size=font_size) + return self._chart diff --git a/chartify/_core/chart.py b/chartify/_core/chart.py new file mode 100644 index 0000000..34971e5 --- /dev/null +++ b/chartify/_core/chart.py @@ -0,0 +1,492 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" + + +""" +from collections import OrderedDict +from io import BytesIO +import tempfile +import warnings + +import bokeh +import bokeh.plotting +from bokeh.embed import file_html + +from bokeh.resources import INLINE +from IPython.display import display +from PIL import Image +from selenium import webdriver +from selenium.webdriver.chrome.options import Options + +from chartify._core.style import Style +from chartify._core.axes import BaseAxes +from chartify._core.plot import BasePlot +from chartify._core.callout import Callout +from chartify._core.options import options + + +class Chart: + """Class Docstring + + - Styling (.style) + - Plotting (.plot) + - Callouts (.callout) + - Axes (.axes) + - Bokeh figure (.figure) + + """ + + def __init__(self, + blank_labels=options.get_option('chart.blank_labels'), + layout='slide_100%', + x_axis_type='linear', + y_axis_type='linear'): + """Create a chart instance. + + Args: + blank_labels (bool): When true removes the title, + subtitle, axes, and source labels from the chart. + Default False. + layout (str): Change size & aspect ratio of the chart for + fitting into slides. + - 'slide_100%' + - 'slide_75%' + - 'slide_50%' + - 'slide_25%' + x_axis_type (enum, str): Type of data plotted on the X-axis. + - 'linear': + - 'log': + - 'datetime': Use for datetime formatted data. + - 'categorical': + - 'density' + + y_axis_type (enum, str): Type of data plotted on the Y-axis. + - 'linear': + - 'log': + - 'categorical': + - 'density' + Note: + Combination of x_axis_type and y_axis_type will determine the + plotting methods available. + """ + # Validate axis type input + valid_x_axis_types = [ + 'linear', 'log', 'datetime', 'categorical', 'density' + ] + valid_y_axis_types = ['linear', 'log', 'categorical', 'density'] + if x_axis_type not in valid_x_axis_types: + raise ValueError('x_axis_type must be one of {options}'.format( + options=valid_x_axis_types)) + if y_axis_type not in valid_y_axis_types: + raise ValueError('y_axis_type must be one of {options}'.format( + options=valid_y_axis_types)) + + self._x_axis_type, self._y_axis_type = x_axis_type, y_axis_type + + self._blank_labels = options._get_value(blank_labels) + self.style = Style(self, layout) + self.figure = self._initialize_figure(self._x_axis_type, + self._y_axis_type) + self.style._apply_settings('chart') + self.plot = BasePlot._get_plot_class(self._x_axis_type, + self._y_axis_type)(self) + self.callout = Callout(self) + self.axes = BaseAxes._get_axis_class(self._x_axis_type, + self._y_axis_type)(self) + self._source = self._add_source_to_figure() + self._subtitle_glyph = self._add_subtitle_to_figure() + self.figure.toolbar.logo = None # Remove bokeh logo from toolbar. + # Logos disabled for now. + # self.logo = Logo(self) + # Set default for title + title = """ch.set_title('Takeaway')""" + if self._blank_labels: + title = "" + self.set_title(title) + + def __repr__(self): + return """ +chartify.Chart(blank_labels={blank_labels}, +layout='{layout}', +x_axis_type='{x_axis_type}', +y_axis_type='{y_axis_type}') +""".format(blank_labels=self._blank_labels, + layout=self.style._layout, + x_axis_type=self._x_axis_type, + y_axis_type=self._y_axis_type) + + def _initialize_figure(self, x_axis_type, y_axis_type): + x_range, y_range = None, None + if x_axis_type == 'categorical': + x_range = [] + x_axis_type = 'auto' + if y_axis_type == 'categorical': + y_range = [] + y_axis_type = 'auto' + if x_axis_type == 'density': + x_axis_type = 'linear' + if y_axis_type == 'density': + y_axis_type = 'linear' + figure = bokeh.plotting.figure( + x_range=x_range, + y_range=y_range, + y_axis_type=y_axis_type, + x_axis_type=x_axis_type, + plot_width=self.style.plot_width, + plot_height=self.style.plot_height, + tools='save', + # toolbar_location='right', + active_drag=None) + return figure + + def _add_subtitle_to_figure(self, subtitle_text=None): + """Create the subtitle glyph and add it to the bokeh figure.""" + if subtitle_text is None: + subtitle_text = """ch.set_subtitle('Data Description')""" + if self._blank_labels: + subtitle_text = "" + subtitle_settings = self.style._get_settings('subtitle') + _subtitle_glyph = bokeh.models.Title( + text=subtitle_text, + align=subtitle_settings['subtitle_align'], + text_color=subtitle_settings['subtitle_text_color'], + text_font_size=subtitle_settings['subtitle_text_size'], + text_font=subtitle_settings['subtitle_text_font']) + self.figure.add_layout(_subtitle_glyph, + subtitle_settings['subtitle_location']) + return _subtitle_glyph + + def _add_source_to_figure(self): + """Create the source glyph and add it to the bokeh figure.""" + source_text = """ch.set_source_label('Source')""" + if self._blank_labels: + source_text = "" + source_text_color = '#898989' + source_font_size = '10px' + _source = bokeh.models.Label( + x=self.style.plot_width * .9, + y=-55, + x_units='screen', + y_units='screen', + level='overlay', + text=source_text, + text_color=source_text_color, + text_font_size=source_font_size, + text_align='right', + name='subtitle') + self.figure.add_layout(_source) + return _source + + @property + def data(self): + """Return a list of dictionaries of the data that have be plotted on the chart. + + Note: + The format will depend on the types of plots that have been added. + """ + datasources = self.figure.select({ + 'type': bokeh.models.ColumnDataSource + }) + # Extract the data attribute from the ColumnDataSource object + # and place in a list. + datasources_list = list(map(lambda x: x.data, datasources)) + return datasources_list + + @property + def source_text(self): + """str: Data source of the chart.""" + return self._source.text + + def set_source_label(self, source): + """Set the chart data source. + + Args: + source (str): Data source. + + Returns: + Current chart object + """ + self._source.text = source + return self + + @property + def title(self): + """str: Title text of the chart.""" + return self.figure.title.text + + def set_title(self, title): + """Set the chart title. + + Args: + title (str): Title text. + + Returns: + Current chart object + """ + self.figure.title.text = title + return self + + @property + def subtitle(self): + """str: Subtitle text of the chart.""" + return self._subtitle_glyph.text + + def set_subtitle(self, subtitle): + """Set the chart subtitle. + + Args: + subtitle (str): Subtitle text. + + Note: + Set value to "" to remove subtitle. + + Returns: + Current chart object + """ + self._subtitle_glyph.text = subtitle + return self + + @property + def legend_location(self): + """str: Legend location.""" + return self.figure.legend[0].location + + def set_legend_location(self, location, orientation='horizontal'): + """Set the legend location. + + Args: + location (str or tuple): Legend location. One of: + - Outside of the chart: 'outside_top', 'outside_bottom', + 'outside_right' + - Within the chart area: 'top_left', 'top_center', + 'top_right', 'center_left', 'center', 'center_right', + 'bottom_left', 'bottom_center', 'bottom_right' + - Coordinates: Tuple(Float, Float) + - None: Removes the legend. + orientation (str): 'horizontal' or 'vertical' + + Returns: + Current chart object + """ + + def add_outside_legend(legend_location, layout_location): + self.figure.legend.location = legend_location + if not self.figure.legend: + warnings.warn( + """ + Legend location will not apply. + Set the legend after plotting data. + """, UserWarning) + return self + new_legend = self.figure.legend[0] + new_legend.plot = None + new_legend.orientation = orientation + self.figure.add_layout(new_legend, layout_location) + + if location == 'outside_top': + add_outside_legend('top_left', 'above') + # Re-render the subtitle so that it appears over the legend. + subtitle_index = self.figure.renderers.index(self._subtitle_glyph) + self.figure.renderers.pop(subtitle_index) + self._subtitle_glyph = self._add_subtitle_to_figure( + self._subtitle_glyph.text) + elif location == 'outside_bottom': + add_outside_legend('bottom_center', 'below') + elif location == 'outside_right': + add_outside_legend('top_left', 'right') + elif location is None: + self.figure.legend.visible = False + else: + self.figure.legend.location = location + self.figure.legend.orientation = orientation + return self + + def show(self, format='html'): + """Show the chart. + + Args: + format (str): + - 'html': Output chart as HTML. + Renders faster and allows for interactivity. + Charts saved as HTML in a Jupyter notebooks + WILL NOT display on Github. + Logos will not display on HTML charts. + Recommended when drafting plots. + + - 'png': Output chart as PNG. + Easy to copy+paste into slides. + Will render logos. + Recommended when the plot is in a finished state. + """ + self._set_toolbar_for_format(format) + + if format == 'html': + return bokeh.io.show(self.figure) + elif format == 'png': + image = self._figure_to_png() + # Need to re-enable this when logos are added back. + # image = self.logo._add_logo_to_image(image) + return display(image) + + def save(self, filename, format='html'): + """Save the chart. + + Args: + filename (str): Name of output file. + format (str): + - 'html': Output chart as HTML. + Renders faster and allows for interactivity. + Charts saved as HTML in a Jupyter notebook WILL NOT display + on Github. + Logos will not display on HTML charts. + Recommended when drafting plots. + + - 'png': Output chart as PNG. + Easy to paste into google slides. + Recommended when the plot is in a finished state. + Will render logos. + """ + self._set_toolbar_for_format(format) + + if format == 'html': + bokeh.io.saving.save( + self.figure, + filename=filename, + resources=INLINE, + title='Chartify chart.') + elif format == 'png': + image = self._figure_to_png() + # Need to re-enable this when logos are added back. + # image = self.logo._add_logo_to_image(image) + image.save(filename) + + print('Saved to {filename}'.format(filename=filename)) + + return self + + def _set_toolbar_for_format(self, format): + if format == 'html': + self.figure.toolbar_location = 'right' + elif format == 'png': + self.figure.toolbar_location = None + elif format is None: # If format is None the chart won't be shown. + pass + else: + raise ValueError( + """Invalid format. Valid options are 'html' or 'png'.""") + + def _figure_to_png(self): + """Convert figure object to PNG + Bokeh can only save figure objects as html. + To convert to PNG the HTML file is opened in a headless browser. + """ + # Initialize headless browser options + options = Options() + options.add_argument("window-size={width},{height}".format( + width=self.style.plot_width, height=self.style.plot_height)) + options.add_argument("start-maximized") + options.add_argument("disable-infobars") + options.add_argument("disable-gpu") + options.add_argument('no-sandbox') # Required for use in docker. + options.add_argument("--disable-extensions") + options.add_argument('--headless') + options.add_argument('--hide-scrollbars') + driver = webdriver.Chrome(options=options) + # Save figure as HTML + html = file_html(self.figure, resources=INLINE, title="") + fp = tempfile.NamedTemporaryFile( + 'w', prefix='chartify', suffix='.html', encoding='utf-8') + fp.write(html) + fp.flush() + # Open html file in the browser. + driver.get("file:///" + fp.name) + driver.execute_script("document.body.style.margin = '0px';") + png = driver.get_screenshot_as_png() + driver.quit() + fp.close() + # Resize image if necessary. + image = Image.open(BytesIO(png)) + target_dimensions = (self.style.plot_width, self.style.plot_height) + if image.size != target_dimensions: + image = image.resize(target_dimensions, resample=Image.LANCZOS) + return image + + +class Logo: + + def __init__(self, chart): + self._chart = chart + self._logo_image = None + self._path = options.get_option('config.logos_path') + self._logo_file_mapping = {} + self._logo_file_mapping = OrderedDict( + sorted(list(self._logo_file_mapping.items()), key=lambda t: t[0])) + + def _add_logo_to_image(self, image): + """If the logo is set then add it to the chart image.""" + if self._logo_image is None: + return image + + x_dim = image.getbbox()[2] + width = self._logo_image.getbbox()[2] + padding = 10 + coords = (x_dim - width - padding, 0 + padding) + image.paste(self._logo_image, coords, self._logo_image) + return image + + def _resize_logo(self, logo_image): + + logo_width, logo_height = logo_image.size + + # TODO smart scaling of logos + target_height = int(self._chart.style.plot_height * .1) + + if logo_width == logo_height: + logo_image = logo_image.resize( + (target_height, target_height), resample=Image.LANCZOS) + else: + logo_width_to_height = logo_width * 1.0 / logo_height + logo_image = logo_image.resize( + (int(logo_width_to_height * target_height), target_height), + resample=Image.LANCZOS) + return logo_image + + def show_logo_options(self): + for name, filename in self._logo_file_mapping.items(): + logo_image = Image.open(self._path + filename) + display(name) + display(self._resize_logo(logo_image)) + + def set_logo(self, logo=None): + """Add logo to the chart. + + Notes: + Use .show_logo_options() to see available logos. + Logo will only appear when .show('png') is used. + """ + try: + filename = self._logo_file_mapping[logo] + except KeyError: + raise KeyError( + 'Must supply a valid logo name: {valid_options}'.format( + valid_options=list(self._logo_file_mapping.keys()))) + + logo_image = Image.open(self._path + filename) + + logo_image = self._resize_logo(logo_image) + + self._logo_image = logo_image diff --git a/chartify/_core/colors.py b/chartify/_core/colors.py new file mode 100644 index 0000000..8cc50dc --- /dev/null +++ b/chartify/_core/colors.py @@ -0,0 +1,331 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +from collections import OrderedDict +from bokeh import palettes +from IPython.core.display import HTML +import colour +import yaml + +from chartify._core.options import options + + +class CustomColors: + def __init__(self): + + config_filename = options.get_option('config.colors') + try: + self.colors = self.from_yaml(config_filename) + except FileNotFoundError: + self.colors = { + (232, 232, 232): 'Light Grey', + (83, 88, 95): 'Dark Grey', + } + + def to_yaml(self, filename): + """Write colors to a yaml file""" + with open(filename, 'w') as outfile: + yaml.dump(self.colors, outfile, default_flow_style=False) + + def from_yaml(self, filename): + """Load colors from yaml file""" + return yaml.load(open(filename)) + + def overwrite_colors(self): + """Overwrite colors in the colour module with custom colors.""" + if not self.colors: + return + + for color_rgb, color_name in self.colors.items(): + # Remove color from default names if it already exits. + color_name = color_name.lower() + if color_name in list(colour.COLOR_NAME_TO_RGB.keys()): + delete_color_value = colour.COLOR_NAME_TO_RGB[color_name] + del colour.RGB_TO_COLOR_NAMES[delete_color_value] + del colour.COLOR_NAME_TO_RGB[color_name] + colour.RGB_TO_COLOR_NAMES[color_rgb] = [color_name] + + colour.COLOR_NAME_TO_RGB = dict( + (name.lower(), rgb) + for rgb, names in list(colour.RGB_TO_COLOR_NAMES.items()) + for name in names) + + +# Load custom colors. +CustomColors().overwrite_colors() + + +class Color(colour.Color): + DISPLAY_HEIGHT = '20px' + DISPLAY_WIDTH = '200px' + + def _html(self): + return """
'{name}',
""".format( + height=self.DISPLAY_HEIGHT, + width=self.DISPLAY_WIDTH, + color=self.hex, + name=self.get_web(), + foreground_color=self.foreground_color()) + + def show(self): + return HTML(self._html()) + + def foreground_color(self): + return Color('#000000') if self.get_luminance() > 0.4 else Color( + '#ffffff') + + def linear_gradient(self, finish_color, n=10): + """Return a gradient list of (n) colors between + two colors.""" + # Starting and ending colors in RGB form + s = self.get_rgb() + f = finish_color.get_rgb() + # Initilize a list of the output colors with the starting color + RGB_list = [s] + # Calcuate a color at each evenly spaced value of t from 1 to n + for t in range(1, n): + # Interpolate RGB vector for color at the current value of t + curr_vector = [(s[j] + (float(t) / (n - 1)) * (f[j] - s[j])) + for j in range(3)] + # Add it to our list of output colors + RGB_list.append(curr_vector) + RGB_list = [Color(rgb=r) for r in RGB_list] + return RGB_list + + +class ColorPalette: + def __init__(self, colors, palette_type=None, name=None): + self.colors = colors + self.name = name + self.palette_type = palette_type + + def _html(self): + return """
+

{name}

{colors}
""".format( + colors=' '.join([c._html() for c in self.colors]), name=self.name) + + def show(self): + return HTML(self._html()) + + @classmethod + def from_hex_list(cls, colors, palette_type=None, name=None): + hex_list = [Color(color) for color in colors] + return cls(hex_list, palette_type, name) + + def sort_by_hue(self, ascending=True): + new_palette = ColorPalette.from_hex_list( + colors=self.colors[:], + palette_type=self.palette_type, + name=self.name) + new_palette.colors.sort(key=lambda x: x.get_hue(), reverse=ascending) + return new_palette + + def sort_by_luminance(self, ascending=True): + new_palette = ColorPalette.from_hex_list( + colors=self.colors[:], + palette_type=self.palette_type, + name=self.name) + new_palette.colors.sort( + key=lambda x: x.get_luminance(), reverse=ascending) + return new_palette + + def sort_by_saturation(self, ascending=True): + new_palette = ColorPalette.from_hex_list( + colors=self.colors[:], + palette_type=self.palette_type, + name=self.name) + new_palette.colors.sort( + key=lambda x: x.get_saturation(), reverse=ascending) + return new_palette + + def expand_palette(self, target_color_count): + palette_color_count = len(self.colors) + if target_color_count <= palette_color_count: + return self + target_color_count = target_color_count - 1 + extrapolation_count = [ + target_color_count // (palette_color_count - 1) + ] * (palette_color_count - 1) + for i in range(target_color_count % (palette_color_count - 1)): + extrapolation_count[i] += 1 + + extrapolated_palette = [] + for i, count in enumerate(extrapolation_count): + extrapolated_palette.extend(self.colors[i].linear_gradient( + self.colors[i + 1], count + 1)[:-1]) + extrapolated_palette.extend([self.colors[-1]]) + + return ColorPalette.from_hex_list( + colors=extrapolated_palette, + palette_type=self.palette_type, + name=self.name) + + def __getitem__(self, key): + if isinstance(key, str): + color_slice = Color(key) + else: + color_slice = self.colors[:][key] + + if isinstance(color_slice, Color): + color_slice = [color_slice] + + return ColorPalette( + colors=color_slice, palette_type=self.palette_type, name=self.name) + + def __repr__(self): + return "Color Palette '{name}': \n{colors}".format( + name=self.name, + colors='\n'.join( + ["'{},'".format(color.get_web()) for color in self.colors])) + + +class ColorPalettes: + def __init__(self): + self._palettes = OrderedDict() + + config_filename = options.get_option('config.color_palettes') + try: + self._from_yaml(config_filename) + except FileNotFoundError: + pass + + def show(self): + return HTML("""

Color Palettes

{palettes}
""".format( + palettes=' '.join([v._html() for k, v in self._palettes.items()]))) + + def _add_palette(self, palette): + self._palettes[palette.name.lower()] = palette + + def __getitem__(self, item): + try: + return self._palettes[item.lower()] + except (KeyError): + raise KeyError("""Invalid color palette name. + See chartify.color_palettes.show() for + the available color palettes.""") + + def __repr__(self): + return "Color Palettes: \n{palettes}".format(palettes='\n'.join([ + "'{}'".format(palette.name) + for key, palette in self._palettes.items() + ])) + + def _to_yaml(self, filename): + """Write the color palettes to a yaml file""" + palette_list = [] + for palette in self._palettes.values(): + hex_color_list = [color.get_hex_l() for color in palette.colors] + palette_list.append( + [hex_color_list, palette.palette_type, palette.name]) + + with open(filename, 'w') as outfile: + yaml.dump(palette_list, outfile, default_flow_style=False) + + def _from_yaml(self, filename): + """Load color palettes from a yaml file""" + palette_list = yaml.load(open(filename)) + for palette in palette_list: + hex_color_list, palette_type, name = palette + self._add_palette( + ColorPalette.from_hex_list( + colors=hex_color_list, + palette_type=palette_type, + name=name)) + + +color_palettes = ColorPalettes() + +# See available bokeh palettes here +# https://bokeh.pydata.org/en/latest/docs/reference/palettes.html +color_palettes._add_palette( + ColorPalette.from_hex_list( + name="Category20", + palette_type='categorical', + # Reorder the palette to prioritize the bolder colors first. + colors=palettes.Category20[20][::2] + palettes.Category20[20][1::2])) + +color_palettes._add_palette( + ColorPalette.from_hex_list( + name="Category10", + palette_type='categorical', + colors=palettes.Category10[10])) + +color_palettes._add_palette( + ColorPalette.from_hex_list( + name="Colorblind", + palette_type='categorical', + colors=palettes.Colorblind[8])) + +color_palettes._add_palette( + ColorPalette.from_hex_list( + name="Dark2", palette_type='categorical', colors=palettes.Dark2[8])) + +color_palettes._add_palette( + ColorPalette.from_hex_list( + name="Pastel1", palette_type='categorical', + colors=palettes.Pastel1[9])) + +color_palettes._add_palette( + ColorPalette.from_hex_list( + name="RdBu", palette_type='diverging', colors=palettes.RdBu[3])) + +color_palettes._add_palette( + ColorPalette.from_hex_list( + name="RdGy", palette_type='diverging', colors=palettes.RdGy[5])) + +color_palettes._add_palette( + ColorPalette.from_hex_list( + name="Greys", + palette_type='sequential', + colors=palettes.Greys[9][::-1][2:])) + +color_palettes._add_palette( + ColorPalette.from_hex_list( + name="Greens", + palette_type='sequential', + colors=palettes.Greens[9][::-1][2:])) + +color_palettes._add_palette( + ColorPalette.from_hex_list( + name="Blues", + palette_type='sequential', + colors=palettes.Blues[9][::-1][2:])) + +color_palettes._add_palette( + ColorPalette.from_hex_list( + name="Reds", + palette_type='sequential', + colors=palettes.Reds[9][::-1][2:])) + +color_palettes._add_palette( + ColorPalette.from_hex_list( + name="Oranges", + palette_type='sequential', + colors=palettes.Oranges[9][::-1][2:])) + +all_colors = ColorPalette( + name='All colors', + colors=[ + Color(rgb=[c / 255. for c in color_tuple]) + for color_tuple in colour.RGB_TO_COLOR_NAMES + ]) +all_colors = all_colors.sort_by_hue() +color_palettes._add_palette(all_colors) diff --git a/chartify/_core/options.py b/chartify/_core/options.py new file mode 100644 index 0000000..a81fadd --- /dev/null +++ b/chartify/_core/options.py @@ -0,0 +1,122 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +from collections import OrderedDict +import os +from pathlib import Path +import yaml + + +class ChartifyOptions: + def __init__(self): + + try: + options_path = os.environ['CHARTIFY_CONFIG_DIR'] + except KeyError: + home_path = str(Path.home()) + options_path = home_path + '/.chartify/' + self._options = OrderedDict({ + 'style.color_palette_categorical': + OptionValue('Category20'), + 'style.color_palette_sequential': + OptionValue('Blues'), + 'style.color_palette_diverging': + OptionValue('RdBu'), + 'style.color_palette_accent': + OptionValue('Category20'), + 'style.color_palette_accent_default_color': + OptionValue('light grey'), + 'chart.blank_labels': + OptionValue(False), + 'config.logos_path': + OptionValue(options_path + 'logos/'), + 'config.options': + OptionValue(options_path + 'options_config.yaml'), + 'config.style_settings': + OptionValue(options_path + 'style_settings_config.yaml'), + 'config.colors': + OptionValue(options_path + 'colors_config.yaml'), + 'config.color_palettes': + OptionValue(options_path + 'color_palettes_config.yaml') + }) + + config_filename = self.get_option('config.options') + try: + self._from_yaml(config_filename) + except FileNotFoundError: + pass + + def get_option(self, option_name): + """Return the value of the given option""" + return self._options[option_name].value + + def set_option(self, option_name, option_value): + """Set the default value of the specified option. + + Available options: + 'style.color_palette_categorical': (str) + Color palette for categorical palette types. + + 'style.color_palette_sequential': (str) + Color palette for sequential palette types. + + 'style.color_palette_diverging': (str) + Color palette for diverging palette types. + + 'style.color_palette_accent': (str) + Color palette for assigning color to specific values. + + 'style.color_palette_accent_default_color': (str) + Default color of values in the 'color_column' that + are not accented. + Default: 'light grey' + + 'chart.blank_labels': boolean + If False, chartify.Chart objects populate the default + chart labels with helper text. + Default: False + """ + self._options[option_name].value = option_value + + @staticmethod + def _get_value(option_value): + if isinstance(option_value, OptionValue): + return option_value.value + else: + return option_value + + def _to_yaml(self, filename): + """Write the options to a yaml file""" + with open(filename, 'w') as outfile: + yaml.dump(self._options, outfile, default_flow_style=False) + + def _from_yaml(self, filename): + """Load options from a yaml file. + + Overwrites any options that are specified in the yaml file. + """ + yaml_options = yaml.load(open(filename)) + self._options.update(yaml_options) + + +class OptionValue: + def __init__(self, value): + self.value = value + + def __repr__(self): + return '%s' % self.value + + +options = ChartifyOptions() diff --git a/chartify/_core/plot.py b/chartify/_core/plot.py new file mode 100644 index 0000000..250eb33 --- /dev/null +++ b/chartify/_core/plot.py @@ -0,0 +1,1727 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" +Module for chart plots. + +""" + +import bokeh +import pandas as pd +import numpy as np +from chartify._core.colors import Color, color_palettes +from chartify._core.axes import NumericalYMixin, NumericalXMixin + +from scipy.stats.kde import gaussian_kde + + +class BasePlot: + """Base for all plot classes.""" + + def __init__(self, chart): + self._chart = chart + + @staticmethod + def _axis_format_precision(max_value, min_value): + difference = abs(max_value - min_value) + precision = abs(int(np.floor(np.log10(difference)))) + 1 + zeros = ''.join(['0']*precision) + return "0,0.[{}]".format(zeros) + + @classmethod + def _get_plot_class(cls, x_axis_type, y_axis_type): + if x_axis_type == 'categorical' and y_axis_type == 'categorical': + return PlotCategoricalXY + elif x_axis_type not in ('categorical', + 'density') and y_axis_type not in ( + 'categorical', 'density'): + return PlotNumericXY + elif x_axis_type == 'density' and y_axis_type == 'density': + raise NotImplementedError( + "Plot for this axis type combination not yet implemented.") + elif x_axis_type == 'datetime' and y_axis_type == 'density': + raise NotImplementedError( + "Plot for this axis type combination not yet implemented.") + elif x_axis_type == 'density' or y_axis_type == 'density': + return PlotNumericDensityXY + else: + return PlotMixedTypeXY + + def _get_color_and_order(self, + data_frame, + color_column, + color_order, + categorical_columns=None): + """ + Returns: + colors: List of hex colors or factor_cmap. + color_order: List of values for each color. + """ + if color_column is None: + colors = [self._chart.style.color_palette.next_color()] + color_order = [None] + else: + # Determine color order or verify integrity of specified order. + if color_order is None: + color_order = sorted(data_frame[color_column].unique()) + else: + # Check that all color factors are present in the color order. + if not set(data_frame[color_column].unique()).issubset( + set(color_order)): + raise ValueError("""Color order must include + all unique factors of variable `%s`.""" % + color_column) + + next_colors = self._chart.style.color_palette.next_colors( + color_order) + if categorical_columns is None: # Numeric data + colors = next_colors + else: + # Color column must be in the categorical_columns + try: + color_index = categorical_columns.index(color_column) + except ValueError: + raise ValueError( + '''`color_column` must be present + in the `categorical_columns`''' + ) + color_order = [str(factor) for factor in color_order] + colors = bokeh.transform.factor_cmap( + 'factors', + palette=next_colors, + factors=color_order, + start=color_index, + end=color_index + 1, + ) + return colors, color_order + + @staticmethod + def _cannonical_series_name(series_name): + if series_name is None: + series_name = '' + return 'Series:{}'.format(series_name) + + @staticmethod + def _named_column_data_source(data_frame, series_name): + """Ensure consistent naming of column data sources.""" + cannonical_series_name = BasePlot._cannonical_series_name(series_name) + return bokeh.models.ColumnDataSource( + data_frame, name=cannonical_series_name) + + def _cast_datetime_axis(self, data_frame, column): + if self._chart._x_axis_type == 'datetime': + if data_frame[column].dtype != 'datetime64[ns]': + return data_frame.astype({column: 'datetime64[ns]'}) + return data_frame + + def __getattr__(self, item): + """Override attribute error + """ + raise AttributeError("""Plot `{}` not avaiable for the given Chart. + Try changing the Chart parameters x_axis_type and y_axis_type. + """.format(item)) + + def _set_numeric_axis_default_format(self, data_frame, + x_column=None, y_column=None): + """Set numeric axis range based on the input data. + """ + + if isinstance(self._chart.axes, NumericalXMixin): + # Warn user if they try to plot date data on a non-datetime axis. + if data_frame[x_column].dtype == 'datetime64[ns]': + raise ValueError("""Set chartify.Chart(x_axis_type='datetime') + when plotting datetime data.""") + # Warn user if they try to plot date data that hasn't been cast + # to the proper dtype. + elif data_frame[x_column].dtype == 'O': + raise ValueError("""Attempting to plot `{}` on a numeric + axis. Ensure that chartify.Chart x_axis_type and y_axis_type + are set properly, or cast your input data appropriately. + """.format(x_column)) + + if isinstance(self._chart.axes, NumericalXMixin): + max_x_value = data_frame[x_column].max() + min_x_value = data_frame[x_column].min() + max_x_value, min_x_value = max(max_x_value, 0), min(min_x_value, 0) + self._chart.axes.set_xaxis_tick_format( + self._axis_format_precision(max_x_value, + min_x_value) + ) + + if isinstance(self._chart.axes, NumericalYMixin): + max_y_value = data_frame[y_column].max() + min_y_value = data_frame[y_column].min() + max_y_value, min_y_value = max(max_y_value, 0), min(min_y_value, 0) + self._chart.axes.set_yaxis_tick_format( + self._axis_format_precision(max_y_value, + min_y_value) + ) + + +class PlotCategoricalXY(BasePlot): + """Plot functions for categorical x & y axes: + + Methods: + - heatmap + """ + + def heatmap(self, + data_frame, + x_column, + y_column, + color_column, + text_column=None, + color_palette='RdBu', + reverse_color_order=False, + text_color='white', + text_format='{:,.2f}', + color_value_min=None, + color_value_max=None, + color_value_range=100): + """Heatmap. + + Args: + data_frame (pandas.DataFrame): Data source for the plot. + x_column (str): Column name to plot on the x axis. + y_column (str): Column name to plot on the y axis. + color_column (str): Column name of numerical type to plot on + the color dimension. + text_column (str or None): Column name of the text labels. + color_palette (str, chartify.ColorPalette): Color palette to + apply to the heatmap. + See chartify.color_palettes.show() for available color palettes. + reverse_color_order (bool): Reverse order of the color palette. + text_color (str): Color name or hex value. + See chartify.color_palettes.show() for available color names. + text_format: Python string formatting to apply to the text labels. + color_value_min (float): Minimum value for the color palette. + If None, will default to the min value of the + color_column dimension. + color_value_max (float): Maximum value for the color palette. + If None, will default to the max value of the + color_column dimension. + color_value_range (int): The size of the range of colors in + the color palette. + A larger color range will result in greater variation + among the cell colors. + """ + # Cast all categorical columns to strings + # Plotting functions will break with non-str types. + type_map = {column: str for column in [x_column, y_column]} + self._chart.figure.x_range.factors = data_frame[x_column].astype( + str).unique() + self._chart.figure.y_range.factors = data_frame[y_column].astype( + str).unique() + + cast_data = data_frame[[x_column, y_column, + color_column]].astype(type_map) + + source = self._named_column_data_source(cast_data, series_name=None) + if text_color: + text_color = Color(text_color).get_hex_l() + if isinstance(color_palette, str): + color_palette = color_palettes[color_palette] + if reverse_color_order: + color_palette = color_palette[::-1] + color_palette = color_palette.expand_palette(color_value_range) + color_palette = [c.get_hex_l() for c in color_palette.colors] + + # If not specified set the min and max value based on the data. + if not color_value_min: + color_value_min = data_frame[color_column].min() + if not color_value_max: + color_value_max = data_frame[color_column].max() + mapper = bokeh.models.LinearColorMapper( + palette=color_palette, low=color_value_min, high=color_value_max) + self._chart.figure.rect( + source=source, + x=x_column, + y=y_column, + fill_color={ + 'field': color_column, + 'transform': mapper + }, + width=1, + height=1, + dilate=True, + line_alpha=0) + + if text_column: + text_font = self._chart.style._get_settings( + 'text_callout_and_plot')['font'] + formatted_text = data_frame[text_column].map(text_format.format) + source.add(formatted_text, 'formatted_text') + self._chart.figure.text( + text='formatted_text', + x=x_column, + y=y_column, + source=source, + text_align='center', + text_baseline='middle', + text_color=text_color, + text_font=text_font) + return self._chart + + +class PlotNumericXY(BasePlot): + """Plot functions for numeric x & y axes: + + Methods: + - line + - scatter + - text + - area + """ + + def line(self, + data_frame, + x_column, + y_column, + color_column=None, + color_order=None, + line_dash='solid', + line_width=4): + """Line Chart. + + Note: + This method will not automatically sort the x-axis. + Try sorting the axis if the line graph looks strange. + + Args: + data_frame (pandas.DataFrame): Data source for the plot. + x_column (str): Column name to plot on the x axis. + y_column (str): Column name to plot on the y axis. + color_column (str, optional): Column name to group by on + the color dimension. + color_order (list, optional): List of values within the + 'color_column' for specific sorting of the colors. + line_dash (str, optional): Dash style for the line. One of: + - 'solid' + - 'dashed' + - 'dotted' + - 'dotdash' + - 'dashdot' + line_width (int, optional): Width of the line + """ + settings = self._chart.style._get_settings('line_plot') + line_cap = settings['line_cap'] + line_join = settings['line_join'] + + colors, color_values = self._get_color_and_order( + data_frame, color_column, color_order) + + self._set_numeric_axis_default_format(data_frame, x_column, y_column) + + for color_value, color in zip(color_values, colors): + + if color_column is None: # Single line + sliced_data = data_frame[[x_column, y_column]] + else: + sliced_data = data_frame[data_frame[color_column] == + color_value] + + cast_data = self._cast_datetime_axis(sliced_data, x_column) + + source = self._named_column_data_source( + cast_data, series_name=color_value) + + color_value = str( + color_value) if color_value is not None else color_value + + self._chart.figure.line( + x=x_column, + y=y_column, + source=source, + line_width=line_width, + color=color, + line_join=line_join, + line_cap=line_cap, + legend=color_value, + line_dash=line_dash) + + # Set legend defaults if there are multiple series. + if color_column is not None: + self._chart.style._apply_settings('legend') + + return self._chart + + def scatter(self, + data_frame, + x_column, + y_column, + size_column=None, + color_column=None, + color_order=None): + """Scatter plot. + + Args: + data_frame (pandas.DataFrame): Data source for the plot. + x_column (str): Column name to plot on the x axis. + y_column (str): Column name to plot on the y axis. + size_column (str, optional): Column name of numerical values + to plot on the size dimension. + color_column (str, optional): Column name to group by on + the color dimension. + color_order (list, optional): List of values within the + 'color_column' for specific sorting of the colors. + """ + if size_column is None: + size_column = 4 + + colors, color_values = self._get_color_and_order( + data_frame, color_column, color_order) + + self._set_numeric_axis_default_format(data_frame, x_column, y_column) + + for color_value, color in zip(color_values, colors): + + if color_column is None: # Single series + sliced_data = data_frame + else: + sliced_data = data_frame[data_frame[color_column] == + color_value] + + cast_data = self._cast_datetime_axis(sliced_data, x_column) + + source = self._named_column_data_source( + cast_data, series_name=color_value) + + color_value = str( + color_value) if color_value is not None else color_value + + self._chart.figure.scatter( + x=x_column, + y=y_column, + size=size_column, + source=source, + color=color, + legend=color_value) + + # Set legend defaults if there are multiple series. + if color_column is not None: + self._chart.style._apply_settings('legend') + + return self._chart + + def text(self, + data_frame, + x_column, + y_column, + text_column, + color_column=None, + color_order=None, + font_size='1em', + x_offset=0, + y_offset=0, + angle=0, + text_color=None): + """Text plot. + + Args: + data_frame (pandas.DataFrame): Data source for the plot. + x_column (str): Column name to plot on the x axis. + y_column (str): Column name to plot on the y axis. + text_column (str): Column name to plot as text labels. + color_column (str, optional): Column name to group by on the + color dimension. + color_order (list, optional): List of values within the + 'color_column' for specific sorting of the colors. + font_size (str, optional): Size of text. + x_offset (int, optional): # of pixels for horizontal text offset. + Can be negative. Default: 0. + y_offset (int, optional): # of pixels for vertical text offset. + Can be negative. Default: 0. + angle (int): Degrees from horizontal for text rotation. + text_color (str): Color name or hex value. + See chartify.color_palettes.show() for available color names. + If omitted, will default to the next color in the + current color palette. + """ + text_font = self._chart.style._get_settings('text_callout_and_plot')[ + 'font'] + if text_color: + text_color = Color(text_color).get_hex_l() + colors, color_values = [text_color], [None] + else: + colors, color_values = self._get_color_and_order( + data_frame, color_column, color_order) + + self._set_numeric_axis_default_format(data_frame, x_column, y_column) + + for color_value, color in zip(color_values, colors): + + if color_column is None: # Single series + sliced_data = data_frame[[x_column, y_column, text_column]] + else: + sliced_data = data_frame[data_frame[color_column] == + color_value] + sliced_data = sliced_data[[x_column, y_column, text_column]] + cast_data = self._cast_datetime_axis(sliced_data, x_column) + + source = self._named_column_data_source( + cast_data, series_name=color_value) + + self._chart.figure.text( + text=text_column, + x=x_column, + y=y_column, + text_font_size=font_size, + source=source, + text_color=color, + y_offset=y_offset, + x_offset=x_offset, + angle=angle, + angle_units='deg', + text_font=text_font) + return self._chart + + def area(self, + data_frame, + x_column, + y_column, + second_y_column=None, + color_column=None, + color_order=None, + stacked=False): + """Area plot. + + Note: + - When a single y_column is passed: Shade area between the + y_values and zero. + - Use `stacked` argument for stacked areas. + - When both y_column and second_y_column are passed: + Shade area between the two y_columns. + + Args: + data_frame (pandas.DataFrame): Data source for the plot. + x_column (str): Column name to plot on the x axis. + y_column (str): Column name to plot on the y axis. + second_y_column (str, optional): Column name to plot on + the y axis. + color_column (str, optional): Column name to group by on + the color dimension. + color_order (list, optional): List of values within the + 'color_column' for specific sorting of the colors. + stacked (bool, optional): Stacked the areas. + Only applicable with a single y_column. + Default: False. + """ + # Vertical option only applies to density plots + vertical = self._chart.axes._vertical + + alpha = 0.2 + colors, color_values = self._get_color_and_order( + data_frame, color_column, color_order) + + self._set_numeric_axis_default_format(data_frame, x_column, y_column) + + if color_column is not None: + data_frame = ( + data_frame.set_index([x_column, color_column]).reindex( + index=pd.MultiIndex.from_product( + [data_frame[x_column].unique(), + data_frame[color_column].unique()], + names=[x_column, color_column])) + .reset_index(drop=False) + .fillna(0)) + + if second_y_column is None and color_column is not None: + last_y = np.zeros(data_frame.groupby(color_column).size().iloc[0]) + + for color_value, color in zip(color_values, colors): + if color_column is None: + data = data_frame + + if second_y_column is None: + alpha = .8 + y_data = np.hstack((data[y_column], + np.zeros(len(data[y_column])))) + else: + y_data = pd.concat( + [data[y_column], data[second_y_column][::-1]]) + + else: + + data = data_frame[data_frame[color_column] == color_value] + + if second_y_column is None: + y_data = np.hstack((data[y_column].reset_index(drop=True), + last_y[::-1])) + + if stacked: + alpha = .8 + next_y = last_y + data[y_column].reset_index(drop=True) + y_data = np.hstack((next_y, last_y[::-1])) + last_y = next_y + else: + y_data = pd.concat( + [data[y_column], data[second_y_column][::-1]]) + + x_data = pd.concat([data[x_column], data[x_column][::-1]]) + + sliced_data = pd.DataFrame({x_column: x_data, y_column: y_data}) + cast_data = self._cast_datetime_axis(sliced_data, x_column) + source = self._named_column_data_source( + cast_data, series_name=color_value) + + color_value = str( + color_value) if color_value is not None else color_value + + if vertical: + self._chart.figure.patch( + x=x_column, + y=y_column, + alpha=alpha, + source=source, + legend=color_value, + color=color) + else: + self._chart.figure.patch( + x=y_column, + y=x_column, + alpha=alpha, + source=source, + legend=color_value, + color=color) + + # Set legend defaults if there are multiple series. + if color_column is not None: + self._chart.style._apply_settings('legend') + + return self._chart + + +class PlotNumericDensityXY(BasePlot): + """Plot functions for single density: + + Methods: + - histogram + - kde + """ + + # def __dir__(self): + # """Hide inherited plotting methods""" + # inherited_public_methods = [ + # attr for attr in dir(PlotNumericXY) + # if callable(getattr(PlotNumericXY, attr)) + # and not attr.startswith("_") + # ] + # return sorted((set(dir(self.__class__)) | set(self.__dict__.keys())) - + # set(inherited_public_methods)) + + def histogram(self, + data_frame, + values_column, + color_column=None, + color_order=None, + method='count', + bins='auto'): + """Histogram. + + Args: + data_frame (pandas.DataFrame): Data source for the plot. + values_column (str): Column of numeric values. + color_column (str, optional): Column name to group by on + the color dimension. + color_order (list, optional): List of values within the + 'color_column' for specific sorting of the colors. + method (str, optional): + - 'count': Result will contain the number of samples at each bin. + - 'density': Result is the value of the probability density + function at each bin. + The PDF is normalized so that the integral over the range is 1. + - 'mass': Result is the value of the probability mass + function at each bin. + The PMF is normalized so that the value is equivalent to + the sample count at each bin divided by the total count. + bins (int or sequence of scalars or str, optional): + If bins is an int, it defines the number of equal-width + bins in the given range. + If bins is a sequence, it defines the bin edges, + including the rightmost edge, allowing for non-uniform + bin widths. See numpy.histogram documentation for more details. + - ‘auto’: + Maximum of the ‘sturges’ and ‘fd’ estimators. + Provides good all around performance. + - ‘fd’ (Freedman Diaconis Estimator) + Robust (resilient to outliers) estimator that takes into + account data variability and data size. + - ‘doane’ + An improved version of Sturges’ estimator that works + better with non-normal datasets. + - ‘scott’ + Less robust estimator that that takes into account data + variability and data size. + - ‘rice’ + Estimator does not take variability into account, only + data size. Commonly overestimates number of bins required. + - ‘sturges’ + R’s default method, only accounts for data size. + Only optimal for gaussian data and underestimates number + of bins for large non-gaussian datasets. + - ‘sqrt’ + Square root (of data size) estimator, used by Excel and + other programs for its speed and simplicity. + """ + vertical = self._chart.axes._vertical + + colors, color_values = self._get_color_and_order( + data_frame, color_column, color_order) + + for color_value, color in zip(color_values, colors): + + if color_column is None: # Single line + sliced_data = data_frame[[values_column]] + else: + sliced_data = data_frame[data_frame[color_column] == + color_value][[values_column]] + + density = True if method == 'density' else False + hist, edges = np.histogram(sliced_data, density=density, bins=bins) + + if method == 'mass': + hist = hist * 1.0 / hist.sum() + + histogram_data = pd.DataFrame({ + 'values': hist, + 'min_edge': edges[:-1], + 'max_edge': edges[1:] + }) + + source = self._named_column_data_source( + histogram_data, series_name=color_value) + + color_value = str( + color_value) if color_value is not None else color_value + + if vertical: + self._chart.figure.quad( + top='values', + bottom=0, + left='min_edge', + right='max_edge', + source=source, + fill_color=color, + line_color=color, + alpha=.3, + legend=color_value) + else: + self._chart.figure.quad( + top='max_edge', + bottom='min_edge', + left=0, + right='values', + source=source, + fill_color=color, + line_color=color, + alpha=.3, + legend=color_value) + + # Set legend defaults if there are multiple series. + if color_column is not None: + self._chart.style._apply_settings('legend') + + return self._chart + + def kde(self, + data_frame, + values_column, + color_column=None, + color_order=None): + """Kernel Density Estimate Plot. + + Args: + data_frame (pandas.DataFrame): Data source for the plot. + values_column (str): Column of numeric values. + color_column (str, optional): Column name to group by on + the color dimension. + color_order (list, optional): List of values within the + 'color_column' for specific sorting of the colors. + """ + # Vertical is unused since the logic is handled + # by the area chart + # vertical = self._chart.axes._vertical + + if color_column is not None: + color_values = sorted(data_frame[color_column].unique()) + else: + color_values = [None] + + data = pd.DataFrame() + for color_value in color_values: + if color_column is None: # Single line + sliced_data = data_frame + else: + sliced_data = data_frame[data_frame[color_column] == + color_value] + values = sliced_data[values_column] + + kde = gaussian_kde(values) + index = np.linspace(values.min(), values.max(), 300) + kde_pdf = kde.evaluate(index) + data = pd.concat( + [ + data, + pd.DataFrame({ + 'x': index, + 'y': kde_pdf, + 'color': color_value + }) + ], + axis=0) + + color_column = 'color' if color_column is not None else None + + PlotNumericXY.area( + self, + data, + 'x', + 'y', + color_column=color_column, + color_order=color_values, + stacked=False) + + return self._chart + + +class PlotMixedTypeXY(BasePlot): + """Plot functions for mixed type x & y axes: + + Methods: + - bar + - bar_stacked + - lollipop + - parallel + """ + + def _set_categorical_axis_default_factors(self, vertical, factors): + """Reassign the categorical axis with the given factors. + """ + if vertical: + self._chart.figure.x_range.factors = factors + else: + self._chart.figure.y_range.factors = factors + + def _set_categorical_axis_default_range(self, vertical, data_frame, + numeric_column): + """Set numeric axis range based on the input data. + """ + max_value = data_frame[numeric_column].max() + min_value = data_frame[numeric_column].min() + + max_ge_zero = max_value >= 0 + min_ge_zero = min_value >= 0 + + range_start, range_end = None, None + if max_ge_zero and min_ge_zero: + range_start = 0 + elif not max_ge_zero and not min_ge_zero: + range_end = 0 + + max_value = max(max_value, 0) + min_value = min(min_value, 0) + + if vertical: + self._chart.axes.set_yaxis_range(start=range_start, end=range_end) + self._chart.axes.set_yaxis_tick_format( + self._axis_format_precision(max_value, min_value)) + else: + self._chart.axes.set_xaxis_range(start=range_start, end=range_end) + self._chart.axes.set_xaxis_tick_format( + self._axis_format_precision(max_value, min_value)) + + def _construct_source(self, + data_frame, + categorical_columns, + numeric_column, + stack_column=None, + normalize=False, + categorical_order_by=None, + categorical_order_ascending=False): + """Constructs ColumnDataSource + + Returns: + source: ColumnDataSource + factors: list of categorical factors + stack_values: list of stack values + """ + # Cast categorical columns to a list. + if not isinstance(categorical_columns, str): + categorical_columns = [c for c in categorical_columns] + else: + categorical_columns = [categorical_columns] + + # Check that there's only one row per grouping + grouping = categorical_columns[:] + if stack_column is not None: + grouping.append(stack_column) + rows_per_grouping = (data_frame.groupby(grouping).size()) + max_one_row_per_grouping = all(rows_per_grouping <= 1) + if not max_one_row_per_grouping: + raise ValueError( + """Each categorical grouping should have at most 1 observation. + Group the dataframe and aggregate before passing to + the plot function. + """) + + # Cast stack column to strings + # Plotting functions will break with non-str types. + type_map = {} + if stack_column is not None: + type_map[stack_column] = str + # Apply mapping within pivot so original data frame isn't modified. + source = ( + pd.pivot_table( + data_frame.astype(type_map), + columns=stack_column, + index=categorical_columns, + values=numeric_column, + aggfunc='sum').fillna(0) # NA columns break the stacks + ) + + # Normalize values at the grouped levels. + # Only relevant for stacked objects + if normalize: + source = source.div(source.sum(axis=1), axis=0) + + order_length = getattr(categorical_order_by, "__len__", None) + # Sort the categories + if categorical_order_by == 'values': + # Recursively sort values within each level of the index. + row_totals = source.sum(axis=1) + row_totals.name = 'sum' + old_index = row_totals.index + row_totals = row_totals.reset_index() + row_totals.columns = ['_%s' % col for col in row_totals.columns] + row_totals.index = old_index + + heirarchical_sort_cols = categorical_columns[:] + for i, _ in enumerate(heirarchical_sort_cols): + row_totals['level_%s' % i] = (row_totals.groupby( + heirarchical_sort_cols[:i + 1])['_sum'].transform('sum')) + row_totals = row_totals.sort_values( + by=[ + 'level_%s' % i + for i, _ in enumerate(heirarchical_sort_cols) + ], + ascending=categorical_order_ascending) + source = source.reindex(row_totals.index) + elif categorical_order_by == 'labels': + source = source.sort_index( + 0, ascending=categorical_order_ascending) + # Manual sort + elif order_length is not None: + source = source.reindex(categorical_order_by, axis='index') + else: + raise ValueError( + """Must be 'values', 'labels', or a list of values.""") + + # Cast all categorical columns to strings + # Plotting functions will break with non-str types. + if isinstance(source.index, pd.MultiIndex): + for level in range(len(source.index.levels)): + source.index = source.index.set_levels( + source.index.levels[level].astype(str), level=level) + else: + source.index = source.index.astype(str) + + factors = source.index + source = source.reset_index(drop=True) + stack_values = source.columns + source = self._named_column_data_source(source, series_name=None) + source.add(factors, 'factors') + + return source, factors, stack_values + + def text(self, + data_frame, + categorical_columns, + numeric_column, + text_column, + color_column=None, + color_order=None, + categorical_order_by='values', + categorical_order_ascending=False, + font_size='1em', + x_offset=0, + y_offset=0, + angle=0, + text_color=None): + """Text plot. + + Args: + data_frame (pandas.DataFrame): Data source for the plot. + categorical_columns (str or list): Column name to plot on + the categorical axis. + numeric_column (str): Column name to plot on the numerical axis. + text_column (str): Column name to plot as text labels. + color_column (str, optional): Column name to group by on the + color dimension. + color_order (list, optional): List of values within the + 'color_column' for specific color sort. + categorical_order_by (str or array-like, optional): + Dimension for ordering the categorical axis. Default 'values'. + - 'values': Order categorical axis by the numerical axis + values. Default. + - 'labels': Order categorical axis by the categorical labels. + - array-like object (list, tuple, np.array): New labels + to conform the categorical axis to. + categorical_order_ascending (bool, optional): Sort order of the + categorical axis. Default False. + font_size (str, optional): Size of text. + x_offset (int, optional): # of pixels for horizontal text offset. + Can be negative. Default: 0. + y_offset (int, optional): # of pixels for vertical text offset. + Can be negative. Default: 0. + angle (int): Degrees from horizontal for text rotation. + text_color (str): Color name or hex value. + See chartify.color_palettes.show() for available color names. + If omitted, will default to the next color in + the current color palette. + """ + vertical = self._chart.axes._vertical + text_font = self._chart.style._get_settings('text_callout_and_plot')[ + 'font'] + + source, factors, _ = self._construct_source( + data_frame, + categorical_columns, + numeric_column, + categorical_order_by=categorical_order_by, + categorical_order_ascending=categorical_order_ascending) + + if text_color: + text_color = Color(text_color).get_hex_l() + colors, color_values = [text_color], [None] + else: + colors, color_values = self._get_color_and_order( + data_frame, color_column, color_order) + + self._set_categorical_axis_default_factors(vertical, factors) + + if vertical: + text_align = 'center' + text_baseline = 'bottom' + x_value, y_value = 'factors', numeric_column + y_offset = y_offset - 4 + else: + y_value, x_value = 'factors', numeric_column + text_align = 'left' + text_baseline = 'middle' + x_offset = x_offset + 10 + + for color_value, color in zip(color_values, colors): + + if color_column is None: # Single series + sliced_data = data_frame + else: + sliced_data = data_frame[data_frame[color_column] == + color_value] + + # Construct a new source based on the sliced data. + source, _, _ = self._construct_source( + sliced_data, + categorical_columns, + numeric_column, + categorical_order_by=categorical_order_by, + categorical_order_ascending=categorical_order_ascending) + sliced_data = (sliced_data.set_index(categorical_columns) + .reindex(source.data['factors']).reset_index()) + # Text column isn't in the source so it needs to be added. + if text_column != numeric_column: + source.add(sliced_data[text_column], name=text_column) + + self._chart.figure.text( + text=text_column, + x=x_value, + y=y_value, + text_font_size=font_size, + source=source, + text_color=color, + y_offset=y_offset, + x_offset=x_offset, + angle=angle, + angle_units='deg', + text_align=text_align, + text_baseline=text_baseline, + text_font=text_font) + + return self._chart + + def text_stacked(self, + data_frame, + categorical_columns, + numeric_column, + stack_column, + text_column, + normalize=False, + stack_order=None, + categorical_order_by='values', + categorical_order_ascending=False, + font_size='1em', + x_offset=0, + y_offset=0, + angle=0, + text_color=None): + """Text plot for use with stacked plots. + + Args: + data_frame (pandas.DataFrame): Data source for the plot. + categorical_columns (str or list): Column name to plot on + the categorical axis. + numeric_column (str): Column name to plot on the numerical axis. + text_column (str): Column name to plot as text labels. + Note: Null text values will be omitted from the plot. + stack_column (str): Column name to group by on the stack dimension. + normalize (bool, optional): Normalize numeric dimension for + 100% stacked bars. Default False. + stack_order (list, optional): List of values within the + 'stack_column' dimension for specific stack sort. + categorical_order_by (str or array-like, optional): + Dimension for ordering the categorical axis. Default 'values'. + - 'values': Order categorical axis by the numerical + axis values. Default. + - 'labels': Order categorical axis by the categorical labels. + - array-like object (list, tuple, np.array): New labels + to conform the categorical axis to. + categorical_order_ascending (bool, optional): Sort order of the + categorical axis. Default False. + font_size (str, optional): Size of text. + x_offset (int, optional): # of pixels for horizontal text offset. + Can be negative. Default: 0. + y_offset (int, optional): # of pixels for vertical text offset. + Can be negative. Default: 0. + angle (int): Degrees from horizontal for text rotation. + text_color (str): Color name or hex value. + See chartify.color_palettes.show() for available color names. + If omitted, will default to the next color in + the current color palette. + """ + vertical = self._chart.axes._vertical + text_font = self._chart.style._get_settings('text_callout_and_plot')[ + 'font'] + + source, factors, stack_values = self._construct_source( + data_frame, + categorical_columns, + numeric_column, + stack_column, + normalize=normalize, + categorical_order_by=categorical_order_by, + categorical_order_ascending=categorical_order_ascending) + + if text_color: + text_color = Color(text_color).get_hex_l() + if stack_order is None: + stack_order = sorted(data_frame[stack_column].unique()) + else: + # If stack order is set then + # make sure it includes all the levels. + if not set(data_frame[stack_column].unique()).issubset( + set(stack_order)): + raise ValueError("""Color order must include + all unique factors of variable `%s`.""" % + stack_order) + colors, color_values = [text_color] * len( + data_frame[stack_column].unique()), stack_order + else: + colors, color_values = self._get_color_and_order( + data_frame, stack_column, stack_order) + + self._set_categorical_axis_default_factors(vertical, factors) + self._set_categorical_axis_default_range(vertical, data_frame, + numeric_column) + + # Set numeric axis format to percentages. + if normalize: + if vertical: + self._chart.axes.set_yaxis_tick_format("0%") + else: + self._chart.axes.set_xaxis_tick_format("0%") + + text_baseline = 'middle' + if vertical: + text_align = 'center' + else: + text_align = 'left' + x_offset = x_offset + 10 + + cumulative_numeric_value = None + + for color_value, color in zip(color_values, colors): + + sliced_data = data_frame[(data_frame[stack_column] == color_value)] + + # Reindex to be consistent with the factors. + sliced_data = (sliced_data.set_index(categorical_columns) + .reindex(factors).reset_index()) + + text_values = np.where(sliced_data[text_column].isna(), '', + sliced_data[text_column]) + + if cumulative_numeric_value is not None: + cumulative_numeric_value = ( + cumulative_numeric_value + + source.data[color_value] + * .5 + ) + else: + cumulative_numeric_value = source.data[color_value] * .5 + + if vertical: + x_value, y_value = factors, cumulative_numeric_value + else: + y_value, x_value = factors, cumulative_numeric_value + + self._chart.figure.text( + text=text_values, + x=x_value, + y=y_value, + text_font_size=font_size, + text_color=color, + y_offset=y_offset, + x_offset=x_offset, + angle=angle, + angle_units='deg', + text_align=text_align, + text_baseline=text_baseline, + text_font=text_font) + + cumulative_numeric_value = ( + cumulative_numeric_value + + source.data[color_value] + * .5 + ) + + return self._chart + + def bar(self, + data_frame, + categorical_columns, + numeric_column, + color_column=None, + color_order=None, + categorical_order_by='values', + categorical_order_ascending=False): + """Bar chart. + + Note: + To change the orientation set x_axis_type or y_axis_type + argument of the Chart object. + + Args: + data_frame (pandas.DataFrame): Data source for the plot. + categorical_columns (str or list): Column name to plot on + the categorical axis. + numeric_column (str): Column name to plot on the numerical axis. + color_column (str, optional): Column name to group by on + the color dimension. + color_order (list, optional): List of values within the + 'color_column' for specific color sort. + categorical_order_by (str or array-like, optional): + Dimension for ordering the categorical axis. Default 'values'. + - 'values': Order categorical axis by the numerical + axis values. Default. + - 'labels': Order categorical axis by the categorical labels. + - array-like object (list, tuple, np.array): New labels + to conform the categorical axis to. + categorical_order_ascending (bool, optional): Sort order of the + categorical axis. Default False. + """ + vertical = self._chart.axes._vertical + + source, factors, _ = self._construct_source( + data_frame, + categorical_columns, + numeric_column, + categorical_order_by=categorical_order_by, + categorical_order_ascending=categorical_order_ascending) + + colors, _ = self._get_color_and_order(data_frame, color_column, + color_order, categorical_columns) + if color_column is None: + colors = colors[0] + + self._set_categorical_axis_default_factors(vertical, factors) + self._set_categorical_axis_default_range(vertical, data_frame, + numeric_column) + + if vertical: + self._chart.figure.vbar( + x='factors', + width=.9, + top=numeric_column, + bottom=0, + line_color='white', + source=source, + fill_color=colors) + else: + self._chart.figure.hbar( + y='factors', + height=.9, + right=numeric_column, + left=0, + line_color='white', + source=source, + fill_color=colors) + return self._chart + + def interval(self, + data_frame, + categorical_columns, + lower_bound_column, + upper_bound_column, + middle_column=None, + categorical_order_by='values', + categorical_order_ascending=False, + color='black'): + """Interval. + + Args: + data_frame (pandas.DataFrame): Data source for the plot. + categorical_columns (str or list): Column name to plot on + the categorical axis. + lower_bound_column (str): Column name to plot on the + numerical axis for the lower bound. + upper_bound_column (str): Column name to plot on the + numerical axis for the upper bound. + middle_column (str, optional): Column name to plot on the + numerical axis for the middle tick. + categorical_order_by (str or array-like, optional): + Dimension for ordering the categorical axis. Default 'values'. + - 'values': Order categorical axis by the numerical + axis values. Default. + - 'labels': Order categorical axis by the categorical labels. + - array-like object (list, tuple, np.array): New labels + to conform the categorical axis to. + categorical_order_ascending (bool, optional): Sort order of the + categorical axis. Default False. + color (str): Color name or hex value. + See chartify.color_palettes.show() for available color names. + """ + interval_color = Color(color).get_hex_l() + + vertical = self._chart.axes._vertical + + _, factors, _ = self._construct_source( + data_frame, + categorical_columns, + lower_bound_column, + categorical_order_by=categorical_order_by, + categorical_order_ascending=categorical_order_ascending) + self._set_categorical_axis_default_factors(vertical, factors) + + # Set the axis precision + max_value = max(data_frame[lower_bound_column].max(), + data_frame[upper_bound_column].max()) + min_value = min(data_frame[lower_bound_column].min(), + data_frame[upper_bound_column].min()) + max_value, min_value = max(max_value, 0), min(min_value, 0) + if vertical: + self._chart.axes.set_yaxis_tick_format( + self._axis_format_precision(max_value, + min_value) + ) + else: + self._chart.axes.set_xaxis_tick_format( + self._axis_format_precision(max_value, + min_value) + ) + + interval_settings = self._chart.style._get_settings('interval_plot') + SPACE_BETWEEN_BARS = interval_settings['space_between_bars'] + MARGIN = interval_settings['margin'] + BAR_WIDTH = interval_settings['bar_width'] + SPACE_BETWEEN_CATEGORIES = interval_settings[ + 'space_between_categories'] + INTERVAL_END_STEM_SIZE = interval_settings['interval_end_stem_size'] + INTERVAL_MIDPOINT_STEM_SIZE = interval_settings[ + 'interval_midpoint_stem_size'] + + def bar_edges(index, category_number): + """Return start, midpoint, end edge coordinates""" + bar_num = index + 1 + start = ( + bar_num * MARGIN + (bar_num - 1) * MARGIN + (bar_num - 1) * + (BAR_WIDTH) + SPACE_BETWEEN_BARS * (bar_num - 1) + + SPACE_BETWEEN_CATEGORIES * (category_number - 1)) + midpoint = start + BAR_WIDTH / 2. + end = start + BAR_WIDTH + return (start, midpoint, end) + + aggregate_columns = [lower_bound_column, upper_bound_column] + if middle_column is not None: + aggregate_columns.append(middle_column) + # Categorical_columns to List + if not isinstance(categorical_columns, str): + categorical_columns = [c for c in categorical_columns] + else: + categorical_columns = [categorical_columns] + # Cast categorical columns to str to prevent dates from breaking + type_map = {column: str for column in categorical_columns} + values = (data_frame.astype(type_map) + .groupby(categorical_columns)[aggregate_columns].sum() + .reindex(factors).reset_index()) + # Need to keep track of changes to categorical columns + # To calculate spacing between values + values['new_heirarchy'] = False + if len(categorical_columns) > 1: + for col in categorical_columns[:-1]: + values['new_column'] = values[col] != values[col].shift(1) + values['new_heirarchy'] = values[[ + 'new_heirarchy', 'new_column' + ]].max(axis=1) + values['category_number'] = values['new_heirarchy'].cumsum() + else: + values['category_number'] = 1 + for index, row in values.iterrows(): + bar_midpoint = bar_edges(index, row['category_number'])[1] + if vertical: + # Vertical line + self._chart.figure.segment( + bar_midpoint, + row[lower_bound_column], + bar_midpoint, + row[upper_bound_column], + color=interval_color) + # Top + self._chart.figure.segment( + bar_midpoint - INTERVAL_END_STEM_SIZE, + row[upper_bound_column], + bar_midpoint + INTERVAL_END_STEM_SIZE, + row[upper_bound_column], + color=interval_color) + # Bottom + self._chart.figure.segment( + bar_midpoint - INTERVAL_END_STEM_SIZE, + row[lower_bound_column], + bar_midpoint + INTERVAL_END_STEM_SIZE, + row[lower_bound_column], + color=interval_color) + # Middle + if middle_column is not None: + self._chart.figure.segment( + bar_midpoint - INTERVAL_MIDPOINT_STEM_SIZE, + row[middle_column], + bar_midpoint + INTERVAL_MIDPOINT_STEM_SIZE, + row[middle_column], + color=interval_color) + else: + # Horizontal line + self._chart.figure.segment( + row[lower_bound_column], + bar_midpoint, + row[upper_bound_column], + bar_midpoint, + color=interval_color) + # Left + self._chart.figure.segment( + row[lower_bound_column], + bar_midpoint - INTERVAL_END_STEM_SIZE, + row[lower_bound_column], + bar_midpoint + INTERVAL_END_STEM_SIZE, + color=interval_color) + # Right + self._chart.figure.segment( + row[upper_bound_column], + bar_midpoint - INTERVAL_END_STEM_SIZE, + row[upper_bound_column], + bar_midpoint + INTERVAL_END_STEM_SIZE, + color=interval_color) + # Middle + if middle_column is not None: + self._chart.figure.segment( + row[middle_column], + bar_midpoint - INTERVAL_MIDPOINT_STEM_SIZE, + row[middle_column], + bar_midpoint + INTERVAL_MIDPOINT_STEM_SIZE, + color=interval_color) + return self._chart + + def bar_stacked(self, + data_frame, + categorical_columns, + numeric_column, + stack_column, + normalize=False, + stack_order=None, + categorical_order_by='values', + categorical_order_ascending=False): + """Plot stacked bar chart. + + Note: + - To change the orientation set x_axis_type or y_axis_type + argument of the Chart object. + - Stacked numeric values must be all positive or all negative. + To plot both positive and negative values on the same chart + call this method twice. Once for the positive values and + once for the negative values. + + Args: + data_frame (pandas.DataFrame): Data source for the plot. + categorical_columns (str or list): Column name to plot on + the categorical axis. + numeric_column (str): Column name to plot on the numerical axis. + stack_column (str): Column name to group by on the stack dimension. + normalize (bool, optional): Normalize numeric dimension for + 100% stacked bars. Default False. + stack_order (list, optional): List of values within the + 'stack_column' dimension for specific stack sort. + categorical_order_by (str or array-like, optional): + Dimension for ordering the categorical axis. Default 'values'. + - 'values': Order categorical axis by the numerical + axis values. Default. + - 'labels': Order categorical axis by the categorical labels. + - array-like object (list, tuple, np.array): New labels + to conform the categorical axis to. + categorical_order_ascending (bool, optional): Sort order + of the categorical axis. Default False. + """ + + vertical = self._chart.axes._vertical + + source, factors, stack_values = self._construct_source( + data_frame, + categorical_columns, + numeric_column, + stack_column, + normalize=normalize, + categorical_order_by=categorical_order_by, + categorical_order_ascending=categorical_order_ascending) + + colors, _ = self._get_color_and_order(data_frame, stack_column, + stack_order) + if stack_column is None: + colors = colors[0] + + self._set_categorical_axis_default_factors(vertical, factors) + self._set_categorical_axis_default_range(vertical, data_frame, + numeric_column) + + # Set numeric axis format to percentages. + if normalize: + if vertical: + self._chart.axes.set_yaxis_tick_format("0%") + else: + self._chart.axes.set_xaxis_tick_format("0%") + + if stack_order is not None: + if not set(stack_values).issubset(set(stack_order)): + raise ValueError("""Stack order must include all distinct + values of the stack column `%s` + """ % (stack_column)) + stack_values = stack_order + + legend = [bokeh.core.properties.value(str(x)) for x in stack_values] + + if vertical: + self._chart.figure.vbar_stack( + stack_values, + x='factors', + width=.9, + line_color='white', + source=source, + fill_color=colors, + legend=legend) + else: + self._chart.figure.hbar_stack( + stack_values, + y='factors', + height=.9, + line_color='white', + source=source, + fill_color=colors, + legend=legend) + self._chart.style._apply_settings('legend') + + return self._chart + + def lollipop(self, + data_frame, + categorical_columns, + numeric_column, + color_column=None, + color_order=None, + categorical_order_by='values', + categorical_order_ascending=False): + """Lollipop chart. + + Note: + To change the orientation set x_axis_type or y_axis_type + argument of the Chart object. + + Args: + data_frame (pandas.DataFrame): Data source for the plot. + categorical_columns (str or list): Column name to plot on + the categorical axis. + numeric_column (str): Column name to plot on the numerical axis. + color_column (str, optional): Column name to group by on + the color dimension. + color_order (list, optional): + List of values within the 'color_column' for + specific color sort. + categorical_order_by (str or array-like, optional): + Dimension for ordering the categorical axis. Default 'values'. + - 'values': Order categorical axis by the numerical axis values. + - 'labels': Order categorical axis by the categorical labels. + - array-like object (list, tuple, np.array): New labels + to conform the categorical axis to. + categorical_order_ascending (bool, optional): + Sort order of the categorical axis. Default False. + """ + + vertical = self._chart.axes._vertical + + source, factors, _ = self._construct_source( + data_frame, + categorical_columns, + numeric_column, + categorical_order_by=categorical_order_by, + categorical_order_ascending=categorical_order_ascending) + + colors, _ = self._get_color_and_order(data_frame, color_column, + color_order, categorical_columns) + if color_column is None: + colors = colors[0] + + self._set_categorical_axis_default_factors(vertical, factors) + self._set_categorical_axis_default_range(vertical, data_frame, + numeric_column) + + if vertical: + self._chart.figure.segment( + 'factors', + 0, + 'factors', + numeric_column, + line_width=2, + line_color=colors, + source=source) + self._chart.figure.circle( + 'factors', + numeric_column, + size=15, + fill_color=colors, + line_color=colors, + line_width=3, + source=source) + else: + self._chart.figure.segment( + 0, + 'factors', + numeric_column, + 'factors', + line_width=2, + line_color=colors, + source=source) + self._chart.figure.circle( + numeric_column, + 'factors', + size=15, + fill_color=colors, + line_color=colors, + line_width=3, + source=source) + return self._chart + + def parallel(self, + data_frame, + categorical_columns, + numeric_column, + color_column=None, + color_order=None, + categorical_order_by='values', + categorical_order_ascending=False, + line_dash='solid', + line_width=4 + ): + """Parallel coordinate plot. + + Args: + data_frame (pandas.DataFrame): Data source for the plot. + categorical_columns (str or list): Column name to plot on + the categorical axis. + numeric_column (str): Column name to plot on the numerical axis. + color_column (str, optional): Column name to group by on + the color dimension. + color_order (list, optional): List of values within the + 'color_column' for specific color sort. + categorical_order_by (str or array-like, optional): + Dimension for ordering the categorical axis. Default 'values'. + - 'values': Order categorical axis by the numerical axis values. + - 'labels': Order categorical axis by the categorical labels. + - array-like object (list, tuple, np.array): New labels + to conform the categorical axis to. + categorical_order_ascending (bool, optional): + Sort order of the categorical axis. Default False. + line_dash (str, optional): Dash style for the line. One of: + - 'solid' + - 'dashed' + - 'dotted' + - 'dotdash' + - 'dashdot' + line_width (int, optional): Width of the line + """ + settings = self._chart.style._get_settings('line_plot') + line_cap = settings['line_cap'] + line_join = settings['line_join'] + + vertical = self._chart.axes._vertical + + source, factors, _ = self._construct_source( + data_frame, + categorical_columns, + numeric_column, + # Each color has its own stack for parallel plots. + # This causes each color to appear as its own column. + stack_column=color_column, + categorical_order_by=categorical_order_by, + categorical_order_ascending=categorical_order_ascending) + + colors, color_values = self._get_color_and_order( + data_frame, color_column, color_order) + + self._set_categorical_axis_default_factors(vertical, factors) + self._set_numeric_axis_default_format(data_frame, + numeric_column, + numeric_column) + + for color_value, color in zip(color_values, colors): + + if color_column is None: # Single series + color_value = numeric_column + legend = None + else: + legend = bokeh.core.properties.value(str(color_value)) + + if vertical: + x_value, y_value = 'factors', str(color_value) + else: + y_value, x_value = 'factors', str(color_value) + + self._chart.figure.line( + x=x_value, + y=y_value, + source=source, + line_width=line_width, + color=color, + line_join=line_join, + line_cap=line_cap, + legend=legend, + line_dash=line_dash) + + # Set legend defaults if there are multiple series. + if color_column is not None: + self._chart.style._apply_settings('legend') diff --git a/chartify/_core/style.py b/chartify/_core/style.py new file mode 100644 index 0000000..5412b30 --- /dev/null +++ b/chartify/_core/style.py @@ -0,0 +1,423 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" +Module for logic related to chart styles. + + +""" + +from itertools import cycle +import yaml + +import bokeh + +from chartify._core import colors +from chartify._core.options import options + + +class BasePalette: + """Base class for color palettes.""" + + def __init__(self, chart, palette): + self._chart = chart + self._set_palette_colors(palette) + + def _set_palette_colors(self, palette): + + try: + # Palette is a string. + # Retreive the appropriate ColorPalette object. + if palette.lower(): + palette = colors.color_palettes[palette] + except AttributeError: + pass + + palette_colors = getattr(palette, 'colors', None) + if palette_colors is not None: + # Palette is a ColorPalette object + self._colors = [color.get_hex_l() for color in palette_colors] + else: + # Palette is a list of color strings + self._colors = [ + colors.Color(color).get_hex_l() for color in palette + ] + + @classmethod + def _get_palette_class(cls, + chart, + palette_type='categorical', + palette=None, + accent_values=None): + if palette_type == 'categorical': + if palette is None: + palette_name = options.get_option( + 'style.color_palette_categorical') + palette = colors.color_palettes[palette_name] + return CategoricalPalette(chart, palette) + elif palette_type == 'sequential': + if palette is None: + palette_name = options.get_option( + 'style.color_palette_sequential') + palette = colors.color_palettes[palette_name] + return OrdinalPalette(chart, palette) + elif palette_type == 'diverging': + if palette is None: + palette_name = options.get_option( + 'style.color_palette_diverging') + palette = colors.color_palettes[palette_name] + return OrdinalPalette(chart, palette) + elif palette_type == 'accent': + if palette is None: + palette_name = options.get_option('style.color_palette_accent') + palette = colors.color_palettes[palette_name] + return AccentPalette(chart, palette, accent_values) + else: + raise ValueError( + """Type must be one of: ('categorical', 'sequential', + 'diverging', 'accent').""") + + def next_colors(self, color_column_values): + """Return a list of colors associated with each value.""" + return [self.next_color(o) for o in color_column_values] + + def next_color(self, color_column_value=None): + """Return the next color from the color palette.""" + raise NotImplementedError + + +class OrderedPaletteMixin: + """Mixin for palettes that should be applied in order.""" + + def reset_palette_order(self): + """Reset the order of the color palette.""" + self._color_cycle = cycle(self._colors) + + def next_color(self, color_column_value=None): + """Return the next color from the color palette.""" + return next(self._color_cycle) + + +class CategoricalPalette(OrderedPaletteMixin, BasePalette): + """Categorical palettes are those that have no designated order.""" + + def __init__(self, chart, palette): + super(CategoricalPalette, self).__init__(chart, palette) + self._color_cycle = cycle(self._colors) + + +class OrdinalPalette(OrderedPaletteMixin, BasePalette): + """Ordinal palettes have an order associated with the color dimension.""" + + def __init__(self, chart, palette): + super(OrdinalPalette, self).__init__(chart, palette) + self._color_cycle = cycle(self._colors) + + def next_colors(self, color_column_values): + """Return a list of colors associated with each value.""" + palette_colors = self._colors + if len(color_column_values) > len(self._colors): + palette = (colors.ColorPalette.from_hex_list(colors=self._colors) + .expand_palette(len(color_column_values))) + palette_colors = [color.get_hex_l() for color in palette.colors] + return bokeh.palettes.linear_palette(palette_colors, + len(color_column_values)) + + +class AccentPalette(BasePalette): + """Accent Palette. + + Accent palette assigns specific colors to specific values + within the color dimension. + + The default color is used for values that are unassigned.""" + + def __init__(self, chart, palette, accent_values=None): + super(AccentPalette, self).__init__(chart, palette) + self._accent_color_map = None + self.set_accent_values(accent_values) + self.set_default_color( + options.get_option('style.color_palette_accent_default_color')) + + def set_accent_values(self, accent_values): + """Set values that should be accented. + + Args: + - accent_values (list or dict): List of values that + should be accented or dictionary of 'value': 'color' pairs. + """ + if isinstance(accent_values, dict): + self._accent_color_map = { + value: colors.Color(color).get_hex_l() + for value, color in accent_values.items() + } + else: + self._accent_color_map = dict( + list(zip(accent_values, cycle(self._colors)))) + return self._chart + + def next_color(self, color_column_value=None): + """Return the color for the given values. + + Args: + color_column_value: TODO + """ + return self._accent_color_map.get(color_column_value, + self._default_color) + + def set_default_color(self, color): + """ + Set default color of values in the 'color_column' + that are not accented.""" + color = colors.Color(color).get_hex_l() + self._default_color = color + + +class Style: + """ + Contains attributes and methods for modifying the aesthetic + style of the chart. + """ + + def __init__(self, chart, layout): + self._chart = chart + self.color_palette = BasePalette._get_palette_class(self._chart) + self._layout = layout + self._set_width_and_height(layout) + + self.settings = { + 'legend': { + 'figure.legend.orientation': 'horizontal', + 'figure.legend.location': 'top_left', + 'figure.legend.label_text_font': 'helvetica' + }, + 'chart': { + 'figure.background_fill_color': "white", + 'figure.xgrid.grid_line_color': None, + 'figure.ygrid.grid_line_color': None, + 'figure.border_fill_color': "white", + 'figure.min_border_left': 60, + 'figure.min_border_right': 60, + 'figure.min_border_top': 40, + 'figure.min_border_bottom': 60, + 'figure.xaxis.axis_line_width': 1, + 'figure.yaxis.axis_line_width': 1, + 'figure.yaxis.axis_line_color': "#C0C0C0", + 'figure.xaxis.axis_line_color': "#C0C0C0", + 'figure.yaxis.axis_label_text_color': "#666666", + 'figure.xaxis.axis_label_text_color': "#666666", + 'figure.xaxis.major_tick_line_color': "#C0C0C0", + 'figure.xaxis.minor_tick_line_color': "#C0C0C0", + 'figure.yaxis.major_tick_line_color': "#C0C0C0", + 'figure.yaxis.minor_tick_line_color': "#C0C0C0", + 'figure.xaxis.major_label_text_color': '#898989', + 'figure.yaxis.major_label_text_color': '#898989', + 'figure.outline_line_alpha': 1, + 'figure.outline_line_color': 'white', + 'figure.xaxis.axis_label_text_font': 'helvetica', + 'figure.yaxis.axis_label_text_font': 'helvetica', + 'figure.yaxis.major_label_text_font': 'helvetica', + 'figure.xaxis.major_label_text_font': 'helvetica', + 'figure.yaxis.axis_label_text_font_style': 'bold', + 'figure.xaxis.axis_label_text_font_style': 'bold', + 'figure.yaxis.axis_label_text_font_size': "11pt", + 'figure.xaxis.axis_label_text_font_size': "11pt", + 'figure.yaxis.major_label_text_font_size': "10pt", + 'figure.xaxis.major_label_text_font_size': "10pt", + 'figure.title.text_font': 'helvetica', + 'figure.title.text_color': '#333333', + 'figure.title.text_font_size': "18pt", + 'figure.xaxis.minor_tick_out': 1, + 'figure.yaxis.minor_tick_out': 1, + 'figure.xaxis.major_tick_line_width': 1, + 'figure.yaxis.major_tick_line_width': 1, + 'figure.xaxis.major_tick_out': 4, + 'figure.yaxis.major_tick_out': 4, + 'figure.xaxis.major_tick_in': 0, + 'figure.yaxis.major_tick_in': 0, + }, + 'categorical_xaxis': { + # Used for grouped categorical axes + 'figure.xaxis.separator_line_alpha': 0, + 'figure.xaxis.subgroup_text_font': 'helvetica', + 'figure.xaxis.group_text_font': 'helvetica', + 'figure.xaxis.subgroup_text_font_size': "11pt", + 'figure.xaxis.group_text_font_size': "11pt", + 'figure.x_range.factor_padding': .25 + }, + 'categorical_yaxis': { + # Used for grouped categorical axes + 'figure.yaxis.separator_line_alpha': 0, + 'figure.yaxis.subgroup_text_font': 'helvetica', + 'figure.yaxis.group_text_font': 'helvetica', + 'figure.y_range.factor_padding': .25, + 'figure.yaxis.subgroup_text_font_size': "11pt", + 'figure.yaxis.group_text_font_size': "11pt" + }, + 'categorical_xyaxis': { + # Used for grouped categorical axes + 'figure.yaxis.separator_line_alpha': 0, + 'figure.yaxis.subgroup_text_font': 'helvetica', + 'figure.yaxis.group_text_font': 'helvetica', + 'figure.yaxis.subgroup_text_font_size': "11pt", + 'figure.yaxis.group_text_font_size': "11pt", + # Used for grouped categorical axes + 'figure.xaxis.separator_line_alpha': 0, + 'figure.xaxis.subgroup_text_font': 'helvetica', + 'figure.xaxis.group_text_font': 'helvetica', + 'figure.xaxis.subgroup_text_font_size': "11pt", + 'figure.xaxis.group_text_font_size': "11pt", + }, + 'subtitle': { + 'subtitle_align': 'left', + 'subtitle_text_color': '#666666', + 'subtitle_location': 'above', + 'subtitle_text_size': '12pt', + 'subtitle_text_size': '100%', + 'subtitle_text_font': 'helvetica' + }, + 'text_callout_and_plot': { + 'font': 'helvetica', + }, + 'interval_plot': { + 'space_between_bars': .25, + 'margin': .05, + 'bar_width': .9, + 'space_between_categories': 1.15, + # Note each stem is drawn twice + 'interval_end_stem_size': .1 / 2, + 'interval_midpoint_stem_size': .03 / 2 + }, + 'line_plot': { + 'line_cap': 'round', + 'line_join': 'round', + 'line_width': 4, + 'line_dash': 'solid' + } + } + + config_filename = options.get_option('config.style_settings') + try: + self._settings_from_yaml( + config_filename, apply_chart_settings=False) + except FileNotFoundError: + pass + + def _set_width_and_height(self, layout='slide_100%'): + """Set plot width and height based on the layout""" + self.plot_width = 960 + self.plot_height = 540 + height_multiplier, width_multiplier = 1., 1. + + if layout == 'slide_75%': + height_multiplier = 1. * .8 + width_multiplier = .75 * .8 + + elif layout == 'slide_50%': + height_multiplier = 1. + width_multiplier = .5 + + elif layout == 'slide_25%': + height_multiplier = .5 + width_multiplier = .5 + + self.plot_height = int(self.plot_height * height_multiplier) + self.plot_width = int(self.plot_width * width_multiplier) + + def set_color_palette(self, palette_type, palette=None, + accent_values=None): + """ + Args: + palette_type: + - 'categorical': Use when the color dimension + has no meaningful order. + - 'sequential': Use when the color dimension + has a sequential order. + - 'diverging' + - 'accent': Use to assign color to specific + values in the color dimension. + palette (color palette name, ColorPalette object, or list of colors) + See chartify.color_palettes.show() for palette & color names. + Default: 'Spotify Palette' + accent_values (list or dict): List of values that should be + accented or dictionary of 'value': 'color' pairs. + Only applies to 'accent' palette type. + + """ + self.color_palette = BasePalette._get_palette_class( + self._chart, + palette_type=palette_type, + palette=palette, + accent_values=accent_values) + + return self._chart + + def _apply_bokeh_settings(self, attributes): + for key, value in attributes.items(): + self._apply_bokeh_setting(key, value) + + def _apply_bokeh_setting(self, attribute, value, base_obj=None): + """Recursively apply the settings value to the given settings attribute. + + Recursion is necessary because some bokeh objects may + have multiple child objects. + E.g. figures can have more than one x-axis. + """ + # If not a bokeh attribute then we don't need to apply anything. + if 'figure' not in attribute and base_obj is None: + return + + split_attribute = attribute.split('.') + if base_obj is None: + base_obj = self._chart + if len(split_attribute) == 1: + setattr(base_obj, attribute, value) + else: + for i, attr in enumerate(split_attribute): + if i < len(split_attribute) - 1: + base_obj = getattr(base_obj, attr) + if isinstance(base_obj, (list, )): + for obj in base_obj: + self._apply_bokeh_setting( + '.'.join(split_attribute[i + 1:]), + value, + base_obj=obj) + break + else: + setattr(base_obj, attr, value) + + def _apply_settings(self, key): + """Apply the specified bokeh settings""" + setting_values = self.settings[key] + self._apply_bokeh_settings(setting_values) + + def _get_settings(self, key): + """Return the values of the given settings key""" + setting_values = self.settings[key] + return setting_values + + def _settings_to_yaml(self, filename): + """Write the chart settings dict to a yaml file""" + with open(filename, 'w') as outfile: + yaml.dump(self.settings, outfile, default_flow_style=False) + + def _settings_from_yaml(self, filename, apply_chart_settings=True): + """Load the chart settings dict from a yaml file""" + yaml_settings = yaml.safe_load(open(filename)) + + self.settings.update(yaml_settings) + # Apply the settings that have been loaded. + if apply_chart_settings: + self._apply_settings('chart') diff --git a/chartify/examples.py b/chartify/examples.py new file mode 100644 index 0000000..a7228c6 --- /dev/null +++ b/chartify/examples.py @@ -0,0 +1,1361 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Examples""" + +from functools import wraps as _wraps +from inspect import getsource as _getsource +import numpy as np +import pandas as pd + +from chartify import _core + +import chartify + +_OUTPUT_FORMAT = 'png' + + +def _clean_source(source): + source = source.split('"""')[2].replace("\t", "") + # Replace the output variable wth its value + source = source.replace("_OUTPUT_FORMAT", "'{}'".format(_OUTPUT_FORMAT)) + return source + + +def _print_source(f): + """Print code after the function docstring up until the first + set of triple quotes""" + + @_wraps(f) + def wrapper(*args, **kwargs): + source = _getsource(f) + print(_clean_source(source)) + return f(*args, **kwargs) + + return wrapper + + +@_print_source +def plot_line(): + """ + Line example + """ + import chartify + + # Generate example data + data = chartify.examples.example_data() + + # Sum price grouped by date + price_by_date = ( + data.groupby('date')['total_price'].sum() + .reset_index() # Move 'date' from index to column + ) + print(price_by_date.head()) + """Print break""" + _line_example_1(price_by_date) + price_by_date_and_country = _line_example_2_data(data) + _line_example_2_chart(price_by_date_and_country) + + +@_print_source +def _line_example_1(price_by_date): + """# Line with datetime x axis""" + # Plot the data + ch = chartify.Chart(blank_labels=True, x_axis_type='datetime') + ch.set_title("Line charts") + ch.set_subtitle("Plot two numeric values connected by an ordered line.") + ch.plot.line( + # Data must be sorted by x column + data_frame=price_by_date.sort_values('date'), + x_column='date', + y_column='total_price') + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def _line_example_2_data(data): + """# Line grouped by color""" + price_by_date_and_country = ( + data.groupby(['date', 'fruit'])['total_price'].sum() + .reset_index() # Move 'date' and 'country' from index to column + ) + print(price_by_date_and_country.head()) + """Print break""" + return price_by_date_and_country + + +@_print_source +def _line_example_2_chart(price_by_date_and_country): + """# Line grouped by color""" + ch = chartify.Chart(blank_labels=True, x_axis_type='datetime') + ch.set_title("Line charts - Grouped by color") + ch.plot.line( + # Data must be sorted by x column + data_frame=price_by_date_and_country.sort_values('date'), + x_column='date', + y_column='total_price', + color_column='fruit') + ch.show(_OUTPUT_FORMAT) + + +plot_line.__doc__ = _core.plot.PlotNumericXY.line.__doc__ + + +@_print_source +def chart_blank(): + """ + """ + import chartify + + # Blank charts tell you how to fill in the labels + ch = chartify.Chart() + ch.show(_OUTPUT_FORMAT) + +@_print_source +def plot_scatter(): + """Scatter example + """ + import numpy as np + import pandas as pd + import chartify + + # Generate example data + data = chartify.examples.example_data() + """Print break""" + _scatter_example_1(data) + _scatter_example_2(data) + _scatter_example_3(data) + + +@_print_source +def _scatter_example_1(data): + """# Basic Scatter""" + # Plot the data + ch = chartify.Chart(blank_labels=True, x_axis_type='datetime') + ch.plot.scatter( + data_frame=data, + x_column='date', + y_column='unit_price') + ch.set_title("Scatterplot") + ch.set_subtitle("Plot two numeric values.") + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def _scatter_example_2(data): + """# Scatter with size""" + # Plot the data + ch = chartify.Chart(blank_labels=True, x_axis_type='datetime') + ch.plot.scatter( + data_frame=data, + x_column='date', + y_column='unit_price', + size_column='quantity') + ch.set_title("Scatterplot") + ch.set_subtitle( + "Optional 'size_column' argument for changing scatter size.") + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def _scatter_example_3(data): + """# Scatter with size and color""" + # Plot the data + ch = chartify.Chart(blank_labels=True, x_axis_type='datetime') + ch.plot.scatter( + data_frame=data, + x_column='date', + y_column='unit_price', + size_column='quantity', + color_column='fruit') + ch.set_title("Scatterplot") + ch.set_subtitle("Optional 'color_column' argument for grouping by color.") + ch.show(_OUTPUT_FORMAT) + + +plot_scatter.__doc__ = _core.plot.PlotNumericXY.scatter.__doc__ + + +@_print_source +def plot_text(): + """ + Text example + """ + import chartify + + data = chartify.examples.example_data() + + # Manipulate the data + price_and_quantity_by_country = ( + data.groupby('country')[['total_price', 'quantity']].sum() + .reset_index()) + print(price_and_quantity_by_country.head()) + """Print break""" + _text_example_1(price_and_quantity_by_country) + + +@_print_source +def _text_example_1(price_and_quantity_by_country): + """Plot text with scatter""" + # Plot the data + ch = chartify.Chart(blank_labels=True) + ch.plot.scatter( + data_frame=price_and_quantity_by_country, + x_column='total_price', + y_column='quantity', + color_column='country') + ch.style.color_palette.reset_palette_order() + ch.plot.text( + data_frame=price_and_quantity_by_country, + x_column='total_price', + y_column='quantity', + text_column='country', + color_column='country', + x_offset=1, + y_offset=-1, + font_size='10pt') + ch.set_title("Text") + ch.set_subtitle("Labels for specific observations.") + ch.show(_OUTPUT_FORMAT) + + +plot_text.__doc__ = _core.plot.PlotNumericXY.text.__doc__ + + +@_print_source +def plot_area(): + """ + Area example + """ + import pandas as pd + import chartify + + # Generate example data + data = chartify.examples.example_data() + + total_quantity_by_month_and_fruit = (data.groupby( + [data['date'] + pd.offsets.MonthBegin(-1), 'fruit'])['quantity'].sum() + .reset_index().rename(columns={'date': 'month'}) + .sort_values('month')) + print(total_quantity_by_month_and_fruit.head()) + """Print break""" + _area_example_1(total_quantity_by_month_and_fruit) + _area_example_2(total_quantity_by_month_and_fruit) + _plot_shaded_interval(data) + + +@_print_source +def _area_example_1(total_quantity_by_month_and_fruit): + """# Stacked area""" + # Plot the data + ch = chartify.Chart(blank_labels=True, x_axis_type='datetime') + ch.set_title("Stacked area") + ch.set_subtitle("Represent changes in distribution.") + ch.plot.area( + data_frame=total_quantity_by_month_and_fruit, + x_column='month', + y_column='quantity', + color_column='fruit', + stacked=True) + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def _area_example_2(total_quantity_by_month_and_fruit): + """# Unstacked area chart""" + ch = chartify.Chart(blank_labels=True, x_axis_type='datetime') + ch.set_title("Unstacked area") + ch.set_subtitle("Show overlapping values. Automatically adjusts opacity.") + ch.plot.area( + data_frame=total_quantity_by_month_and_fruit, + x_column='month', + y_column='quantity', + color_column='fruit', + stacked=False) + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def _plot_shaded_interval(data): + """ + Shaded interval example + """ + + # Sum price grouped by date + price_by_date = (data.groupby(['date'])['total_price'].agg( + ['mean', 'std', 'count']) + .loc['2017-12-01':].assign( + lower_ci=lambda x: x['mean'] - 1.96 * x['std'] / x['count']**.5, + upper_ci=lambda x: x['mean'] + 1.96 * x['std'] / x['count']**.5) + .reset_index()) + print(price_by_date.head()) + """Print break""" + _shaded_interval_example_1(price_by_date) + + +@_print_source +def _shaded_interval_example_1(price_by_date): + """# Line with datetime x axis""" + # Plot the data + ch = chartify.Chart(blank_labels=True, x_axis_type='datetime') + ch.set_title("Area with second_y_column") + ch.set_subtitle( + "Use alone or combined with line graphs to represent confidence." + ) + ch.plot.area( + data_frame=price_by_date, + x_column='date', + y_column='lower_ci', + second_y_column='upper_ci') + # Reset to ensure same color of line & shaded interval + ch.style.color_palette.reset_palette_order() + ch.plot.line( + data_frame=price_by_date, + x_column='date', + y_column='mean') + ch.show(_OUTPUT_FORMAT) + + +plot_area.__doc__ = _core.plot.PlotNumericXY.area.__doc__ + + +@_print_source +def plot_bar(): + """ + Bar example + """ + import chartify + + # Generate example data + data = chartify.examples.example_data() + + quantity_by_fruit = (data.groupby('fruit')['quantity'].sum().reset_index()) + + print(quantity_by_fruit.head()) + """Print break""" + _bar_example_1(quantity_by_fruit) + _bar_example_2(quantity_by_fruit) + _bar_example_3(quantity_by_fruit) + _bar_example_4(quantity_by_fruit) + + +@_print_source +def _bar_example_1(quantity_by_fruit): + """# Plot the data ordered by the numerical axis""" + ch = chartify.Chart(blank_labels=True, x_axis_type='categorical') + ch.set_title("Vertical bar plot") + ch.set_subtitle("Automatically sorts by value counts.") + ch.plot.bar( + data_frame=quantity_by_fruit, + categorical_columns='fruit', + numeric_column='quantity') + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def _bar_example_2(quantity_by_fruit): + """# Plot the data ordered by the categorical axis labels""" + ch = chartify.Chart(blank_labels=True, x_axis_type='categorical') + ch.set_title("Vertical bar plot - Label sort") + ch.set_subtitle("Set `categorical_order_by` to sort by labels") + ch.plot.bar( + data_frame=quantity_by_fruit, + categorical_columns='fruit', + numeric_column='quantity', + categorical_order_by='labels', + categorical_order_ascending=True) + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def _bar_example_3(quantity_by_fruit): + """# Plot the data with color grouping""" + ch = chartify.Chart(blank_labels=True, y_axis_type='categorical') + ch.set_title("Horizontal bar plot") + ch.set_subtitle("Horizontal with color grouping") + ch.plot.bar( + data_frame=quantity_by_fruit, + categorical_columns='fruit', + numeric_column='quantity', + color_column='fruit') + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def _bar_example_4(quantity_by_fruit): + """# Plot the data with labels""" + ch = chartify.Chart(x_axis_type='categorical', blank_labels=True) + ch.set_title("Vertical bar plot with labels") + ch.set_subtitle("Hidden y-axis") + ch.plot.bar( + data_frame=quantity_by_fruit, + categorical_columns='fruit', + numeric_column='quantity', + color_column='fruit') + ch.style.color_palette.reset_palette_order() + ch.plot.text( + data_frame=quantity_by_fruit, + categorical_columns='fruit', + numeric_column='quantity', + text_column='quantity', + color_column='fruit') + # Adjust the axis range to prevent clipping of the text labels. + ch.axes.set_yaxis_range(0, 1200) + ch.axes.hide_yaxis() + ch.show(_OUTPUT_FORMAT) + + +plot_bar.__doc__ = _core.plot.PlotMixedTypeXY.bar.__doc__ + + +@_print_source +def plot_interval(): + """ + Interval example + """ + import chartify + + # Generate example data + data = chartify.examples.example_data() + """Print Break""" + avg_price_with_interval = _interval_example_data(data) + _interval_example(avg_price_with_interval) + _interval_example2(avg_price_with_interval) + + +@_print_source +def _interval_example_data(data): + """Docstring""" + avg_price_with_interval = (data.groupby('fruit')['total_price'].agg( + ['mean', 'std', 'count']) + .assign( + lower_ci=lambda x: x['mean'] - 1.96 * x['std'] / x['count']**.5, + upper_ci=lambda x: x['mean'] + 1.96 * x['std'] / x['count']**.5) + .reset_index()) + """Print break""" + return avg_price_with_interval + + +@_print_source +def _interval_example(avg_price_with_interval): + """# Plot the data ordered by the numerical axis""" + ch = chartify.Chart(blank_labels=True, x_axis_type='categorical') + ch.set_title("Interval plots") + ch.set_subtitle( + "Represent variation. Optional `middle_column` to mark a middle point." + ) + ch.plot.interval( + data_frame=avg_price_with_interval, + categorical_columns='fruit', + lower_bound_column='lower_ci', + upper_bound_column='upper_ci', + middle_column='mean') + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def _interval_example2(avg_price_with_interval): + """# Plot the data ordered by the numerical axis""" + ch = chartify.Chart(blank_labels=True, x_axis_type='categorical') + ch.set_title("Combined interval plot & bar plot") + ch.plot.bar( + data_frame=avg_price_with_interval, + categorical_columns='fruit', + numeric_column='mean') + ch.plot.interval( + data_frame=avg_price_with_interval, + categorical_columns='fruit', + lower_bound_column='lower_ci', + upper_bound_column='upper_ci') + ch.show(_OUTPUT_FORMAT) + + +plot_interval.__doc__ = _core.plot.PlotMixedTypeXY.interval.__doc__ + + +@_print_source +def plot_bar_grouped(): + """ + Grouped bar example. + + ch.plot.bar() docstring: + """ + import chartify + + # Generate example data + data = chartify.examples.example_data() + + quantity_by_fruit_and_country = (data.groupby( + ['fruit', 'country'])['quantity'].sum().reset_index()) + print(quantity_by_fruit_and_country.head()) + """Print break""" + _bar_grouped_example_1(quantity_by_fruit_and_country) + _bar_grouped_example_2(quantity_by_fruit_and_country) + _bar_grouped_example_3(quantity_by_fruit_and_country) + _bar_grouped_example_4(quantity_by_fruit_and_country) + + +@_print_source +def _bar_grouped_example_1(quantity_by_fruit_and_country): + """Docstring""" + # Plot the data + ch = chartify.Chart(blank_labels=True, x_axis_type='categorical') + ch.set_title("Grouped bar chart") + ch.set_subtitle( + "Pass a list to group by multiple factors. Color grouped by 'fruit'") + ch.plot.bar( + data_frame=quantity_by_fruit_and_country, + categorical_columns=['fruit', 'country'], + numeric_column='quantity', + color_column='fruit') + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def _bar_grouped_example_2(quantity_by_fruit_and_country): + """Docstring""" + ch = chartify.Chart(blank_labels=True, x_axis_type='categorical') + ch.set_title("Grouped bar chart - Color groupings") + ch.set_subtitle( + "Change color independent of the axis factors. Color grouped by 'country'" + ) + ch.plot.bar( + data_frame=quantity_by_fruit_and_country, + categorical_columns=['fruit', 'country'], + numeric_column='quantity', + color_column='country') + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def _bar_grouped_example_3(quantity_by_fruit_and_country): + """Docstring""" + ch = chartify.Chart(blank_labels=True, x_axis_type='categorical') + ch.set_title("Grouped bar chart - Group hierarchy order") + ch.set_subtitle( + "Change chage order of 'categorical_column' list to switch grouping hierarchy." + ) + ch.plot.bar( + data_frame=quantity_by_fruit_and_country, + categorical_columns=['country', 'fruit'], + numeric_column='quantity', + color_column='country') + ch.axes.set_xaxis_tick_orientation('vertical') + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def _bar_grouped_example_4(quantity_by_fruit_and_country): + """Docstring""" + ch = chartify.Chart(blank_labels=True, x_axis_type='categorical') + ch.set_title("Grouped bar chart - Factor order") + ch.set_subtitle("Change categorical order with 'categorical_order_by'.") + ch.plot.bar( + data_frame=quantity_by_fruit_and_country, + categorical_columns=['country', 'fruit'], + numeric_column='quantity', + color_column='country', + categorical_order_by='labels', + categorical_order_ascending=True) + ch.axes.set_xaxis_tick_orientation('vertical') + ch.show(_OUTPUT_FORMAT) + + +plot_bar_grouped.__doc__ += _core.plot.PlotMixedTypeXY.bar.__doc__ + + +@_print_source +def plot_bar_stacked(): + """ + Bar example + """ + import numpy as np + import pandas as pd + import chartify + + # Generate example data + data = chartify.examples.example_data() + + quantity_by_fruit_and_country = (data.groupby( + ['fruit', 'country'])['quantity'].sum().reset_index()) + print(quantity_by_fruit_and_country.head()) + """Print Break""" + _bar_stacked_example_1(quantity_by_fruit_and_country) + _bar_stacked_example_2(quantity_by_fruit_and_country) + country_order = _bar_stacked_example_3(quantity_by_fruit_and_country) + _bar_stacked_example_4(quantity_by_fruit_and_country, country_order) + + +@_print_source +def _bar_stacked_example_1(quantity_by_fruit_and_country): + """Docstring""" + # Plot the data + (chartify.Chart(blank_labels=True, + x_axis_type='categorical') + .set_title("Stacked bar chart") + .set_subtitle("Stack columns by a categorical factor.") + .plot.bar_stacked( + data_frame=quantity_by_fruit_and_country, + categorical_columns=['fruit'], + numeric_column='quantity', + stack_column='country', + normalize=False) + .show(_OUTPUT_FORMAT)) + + +@_print_source +def _bar_stacked_example_2(quantity_by_fruit_and_country): + """Docstring""" + (chartify.Chart(blank_labels=True, x_axis_type='categorical') + .set_title("Grouped bar chart - Normalized") + .set_subtitle("Set the 'normalize' parameter for 100% bars.") + .plot.bar_stacked( + data_frame=quantity_by_fruit_and_country, + categorical_columns=['fruit'], + numeric_column='quantity', + stack_column='country', + normalize=True) + .show(_OUTPUT_FORMAT)) + + +@_print_source +def _bar_stacked_example_3(quantity_by_fruit_and_country): + """Docstring""" + # Get the ordered list of quanity by country to order the stacks. + country_order = ( + quantity_by_fruit_and_country.groupby('country')['quantity'].sum() + .sort_values(ascending=False).index) + (chartify.Chart(blank_labels=True, x_axis_type='categorical') + .set_title("Grouped bar chart - Ordered stack") + .set_subtitle("Change the order of the stack with `stack_order`.") + .plot.bar_stacked( + data_frame=quantity_by_fruit_and_country, + categorical_columns=['fruit'], + numeric_column='quantity', + stack_column='country', + normalize=True, + stack_order=country_order) + .show(_OUTPUT_FORMAT)) + """Print break""" + return country_order + + +@_print_source +def _bar_stacked_example_4(quantity_by_fruit_and_country, country_order): + """Docstring""" + # Add a column for labels. + # Note: Null labels will not be added to the chart. + quantity_by_fruit_and_country['label'] = np.where( + quantity_by_fruit_and_country['country'].isin(['US', 'CA']), + quantity_by_fruit_and_country['quantity'], + None) + + (chartify.Chart(blank_labels=True, x_axis_type='categorical') + .set_title("Stacked bar with labels") + .set_subtitle("") + .plot.bar_stacked( + data_frame=quantity_by_fruit_and_country, + categorical_columns=['fruit'], + numeric_column='quantity', + stack_column='country', + normalize=True, + stack_order=country_order) + .plot.text_stacked( + data_frame=quantity_by_fruit_and_country, + categorical_columns=['fruit'], + numeric_column='quantity', + stack_column='country', + text_column='label', + normalize=True, + stack_order=country_order, + # Set the text color otherwise it will take + # The next color in the color palette. + text_color='white' + ) + .show(_OUTPUT_FORMAT)) + + +plot_bar_stacked.__doc__ = _core.plot.PlotMixedTypeXY.bar_stacked.__doc__ + + +@_print_source +def plot_lollipop(): + """ + Lollipop example + """ + import chartify + + # Generate example data + data = chartify.examples.example_data() + + quantity_by_fruit_and_country = (data.groupby( + ['fruit', 'country'])['quantity'].sum().reset_index()) + print(quantity_by_fruit_and_country.head()) + """Print break""" + _lollipop_example_1(quantity_by_fruit_and_country) + + +@_print_source +def _lollipop_example_1(quantity_by_fruit_and_country): + """Docstring""" + # Plot the data + ch = chartify.Chart(blank_labels=True, y_axis_type='categorical') + ch.set_title("Lollipop chart") + ch.set_subtitle("Same options as bar plot") + ch.plot.lollipop( + data_frame=quantity_by_fruit_and_country, + categorical_columns=['country', 'fruit'], + numeric_column='quantity', + color_column='country') + ch.show(_OUTPUT_FORMAT) + + +plot_lollipop.__doc__ = _core.plot.PlotMixedTypeXY.lollipop.__doc__ + + +@_print_source +def plot_parallel(): + """ + Parallel coordinate plot example + """ + import chartify + + # Generate example data + data = chartify.examples.example_data() + + total_quantity_by_fruit_and_country = (data.groupby( + ['fruit', 'country'])['quantity'].sum().reset_index()) + print(total_quantity_by_fruit_and_country.head()) + """Print break""" + _parallel_example_1(total_quantity_by_fruit_and_country) + + +@_print_source +def _parallel_example_1(total_quantity_by_fruit_and_country): + """# Parallel with datetime x axis""" + # Plot the data + ch = chartify.Chart(blank_labels=True, x_axis_type='categorical') + ch.set_title("Parallel coordinate charts") + ch.set_subtitle("") + ch.plot.parallel( + data_frame=total_quantity_by_fruit_and_country, + categorical_columns='fruit', + numeric_column='quantity', + color_column='country') + ch.show(_OUTPUT_FORMAT) + + +plot_parallel.__doc__ = _core.plot.PlotMixedTypeXY.parallel.__doc__ + + +@_print_source +def plot_histogram(): + """ + Histogram example + """ + import chartify + + # Generate example data + data = chartify.examples.example_data() + + print(data.head()) + """Print break""" + _histogram_example(data) + _histogram_example2(data) + + +@_print_source +def _histogram_example(data): + """# Histogram""" + # Plot the data + ch = chartify.Chart(blank_labels=True, y_axis_type='density') + ch.set_title("Histogram") + ch.set_subtitle("") + ch.plot.histogram( + data_frame=data, + values_column='unit_price', + bins=50) + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def _histogram_example2(data): + """# Horizontal histogram""" + ch = chartify.Chart(blank_labels=True, x_axis_type='density') + ch.set_title("Horizontal histogram with grouping") + ch.set_subtitle("") + ch.plot.histogram( + data_frame=data, + values_column='unit_price', + color_column='fruit') + ch.show(_OUTPUT_FORMAT) + + +plot_histogram.__doc__ = _core.plot.PlotNumericDensityXY.histogram.__doc__ + + +@_print_source +def plot_kde(): + """ + KDE example + """ + import chartify + + # Generate example data + data = chartify.examples.example_data() + + print(data.head()) + """Print break""" + _kde_example(data) + _kde_example2(data) + + +@_print_source +def _kde_example(data): + """# Parallel with datetime x axis""" + # Plot the data + ch = chartify.Chart(blank_labels=True, y_axis_type='density') + ch.set_title("KDE plot") + ch.plot.kde( + data_frame=data, + values_column='unit_price', + color_column='fruit') + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def _kde_example2(data): + """# Parallel with datetime x axis""" + # Plot the data + ch = chartify.Chart(blank_labels=True, y_axis_type='density') + ch.set_title("KDE plot + Histogram") + ch.plot.kde( + data_frame=data, + values_column='unit_price', + color_column='fruit') + ch.style.color_palette.reset_palette_order() + ch.plot.histogram( + data_frame=data, + values_column='unit_price', + color_column='fruit', + method='density') + ch.show(_OUTPUT_FORMAT) + + +plot_histogram.__doc__ = _core.plot.PlotNumericDensityXY.kde.__doc__ + + +@_print_source +def plot_heatmap(): + """ + Bar example + """ + import chartify + + # Generate example data + data = chartify.examples.example_data() + + average_price_by_fruit_and_country = (data.groupby( + ['fruit', 'country'])['total_price'].mean().reset_index()) + """Print break""" + _heatmap_example_1(average_price_by_fruit_and_country) + + +@_print_source +def _heatmap_example_1(average_price_by_fruit_and_country): + """Docstring""" + # Plot the data + (chartify.Chart( + blank_labels=True, + x_axis_type='categorical', + y_axis_type='categorical') + .plot.heatmap( + data_frame=average_price_by_fruit_and_country, + x_column='fruit', + y_column='country', + color_column='total_price', + text_column='total_price', + text_color='white') + .axes.set_xaxis_label('Fruit') + .axes.set_yaxis_label('Country') + .set_title('Heatmap') + .set_subtitle("Plot numeric value grouped by two categorical values") + .show(_OUTPUT_FORMAT)) + + +plot_heatmap.__doc__ = _core.plot.PlotCategoricalXY.heatmap.__doc__ + + +@_print_source +def style_color_palette_accent(): + """ + Color palette + """ + import numpy as np + import pandas as pd + import chartify + + # Generate example data + data = pd.DataFrame({'x': list(range(100))}) + data['y'] = data['x'] * np.random.normal(size=100) + data['z'] = np.random.choice([2, 4, 5], size=100) + data['country'] = np.random.choice( + ['US', 'GB', 'CA', 'JP', 'BR'], size=100) + + # Plot the data + ch = chartify.Chart(blank_labels=True) + ch.style.set_color_palette('accent', accent_values=['US', 'CA']) + ch.plot.scatter( + data_frame=data, + x_column='x', + y_column='y', + size_column='z', + color_column='country') + ch.set_title("Accent color palette") + ch.set_subtitle( + "Highlight specific color values or assign specific colors to values.") + ch.show(_OUTPUT_FORMAT) + + +def example_data(): + """Data set used in Chartify examples. + """ + import numpy as np + import pandas as pd + + np.random.seed(1) + N_SAMPLES = 1000 + + example_data = pd.DataFrame() + date_range = pd.date_range('2017-01-01', '2017-12-31') + + COUNTRIES, COUNTRY_P = ['US', 'GB', 'CA', 'JP', + 'BR'], [.35, .17, .23, .15, .1] + + FRUIT = ['Orange', 'Apple', 'Banana', 'Grape'] + PRICE = [.5, 1., .25, 2.] + fruit_price_map = dict(list(zip(FRUIT, PRICE))) + day_probabilities = np.random.dirichlet(list(range(1, 366))) + example_data['date'] = np.random.choice( + date_range, p=day_probabilities, size=N_SAMPLES) + + COUNTRY_FRUIT_P = { + c: np.random.dirichlet([len(FRUIT)] * len(FRUIT)) + for c in COUNTRIES + } + example_data['country'] = np.random.choice( + COUNTRIES, p=COUNTRY_P, size=N_SAMPLES) + + example_data['fruit'] = example_data['country'].apply( + lambda x: np.random.choice(FRUIT, p=COUNTRY_FRUIT_P[x])) + + example_data['unit_price'] = example_data['fruit'].map(fruit_price_map) * ( + 1.0 + np.random.normal(0, .1, size=N_SAMPLES)) + example_data['quantity'] = example_data['unit_price'].apply(lambda x: max(0, np.random.poisson(max(3. - x*1.25, 0)) + 1)) + example_data['total_price'] = (example_data['unit_price'] + * example_data['quantity']) + return example_data + + +@_print_source +def style_color_palette_categorical(): + """ + Color palette + """ + import numpy as np + import pandas as pd + import chartify + + # Generate example data + data = pd.DataFrame({'x': list(range(100))}) + data['y'] = data['x'] * np.random.normal(size=100) + data['z'] = np.random.choice([2, 4, 5], size=100) + data['country'] = np.random.choice( + ['US', 'GB', 'CA', 'JP', 'BR'], size=100) + + # Plot the data + ch = chartify.Chart(blank_labels=True) + ch.style.set_color_palette(palette_type='categorical') + ch.plot.scatter( + data_frame=data, + x_column='x', + y_column='y', + color_column='country') + ch.set_title("Categorical color palette type") + ch.set_subtitle( + "Default palette type. Use to differentiate categorical series.") + ch.show(_OUTPUT_FORMAT) + """Line break""" + _categorical_example_2(data) + + +@_print_source +def _categorical_example_2(data): + """Docstring""" + # Plot the data + ch = chartify.Chart(blank_labels=True) + ch.style.set_color_palette( + palette_type='categorical',) + ch.plot.scatter( + data_frame=data, + x_column='x', + y_column='y', + color_column='country') + ch.set_title( + "Pass 'palette' parameter to .set_color_palette() to change palette colors." + ) + ch.set_subtitle("") + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def style_color_palette_sequential(): + """ + Color palette sequential + """ + import numpy as np + import pandas as pd + import chartify + + data = pd.DataFrame({'time': pd.date_range('2015-01-01', '2018-01-01')}) + n_days = len(data) + data['1st'] = np.array(list(range(n_days))) + np.random.normal( + 0, 10, size=n_days) + data['2nd'] = np.array(list(range(n_days))) + np.random.normal( + 0, 10, size=n_days) + 200 + data['3rd'] = np.array(list(range(n_days))) + np.random.normal( + 0, 10, size=n_days) + 500 + data['4th'] = np.array(list(range(n_days))) + np.random.normal( + 0, 10, size=n_days) + 700 + data['5th'] = np.array(list(range(n_days))) + np.random.normal( + 0, 10, size=n_days) + 800 + data['6th'] = np.array(list(range(n_days))) + np.random.normal( + 0, 10, size=n_days) + 1000 + data = pd.melt( + data, + id_vars=['time'], + value_vars=data.columns[1:], + value_name='y', + var_name=['grouping']) + + # Plot the data + ch = chartify.Chart(blank_labels=True, x_axis_type='datetime') + ch.style.set_color_palette(palette_type='sequential') + ch.plot.line( + data_frame=data.sort_values('time'), + x_column='time', + y_column='y', + color_column='grouping') + ch.set_title("Sequential color palette type") + ch.set_subtitle("Palette type for sequential ordered dimensions") + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def style_color_palette_diverging(): + """ + Color palette sequential + """ + import numpy as np + import pandas as pd + import chartify + + data = pd.DataFrame({'time': pd.date_range('2015-01-01', '2018-01-01')}) + n_days = len(data) + data['Very Unlikely'] = np.array(list(range(n_days))) + np.random.normal( + 0, 10, size=n_days) + data['Unlikely'] = np.array(list(range(n_days))) + np.random.normal( + 0, 10, size=n_days) + 200 + data['Neutral'] = np.array(list(range(n_days))) + np.random.normal( + 0, 10, size=n_days) + 500 + data['Likely'] = np.array(list(range(n_days))) + np.random.normal( + 0, 10, size=n_days) + 700 + data['Very Likely'] = np.array(list(range(n_days))) + np.random.normal( + 0, 10, size=n_days) + 800 + data = pd.melt( + data, + id_vars=['time'], + value_vars=data.columns[1:], + value_name='y', + var_name=['grouping']) + + # Plot the data + + ch = chartify.Chart(blank_labels=True, x_axis_type='datetime') + ch.style.set_color_palette(palette_type='diverging') + color_order = [ + 'Very Unlikely', 'Unlikely', 'Neutral', 'Likely', 'Very Likely' + ] + ch.plot.line( + data_frame=data.sort_values('time'), + x_column='time', + y_column='y', + color_column='grouping', + color_order=color_order) # Your data must be sorted + ch.set_title("Diverging color palette type") + ch.set_subtitle("Palette type for diverging ordered dimensions") + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def callout_line(): + """ + Line example + """ + import chartify + + # Generate example data + data = chartify.examples.example_data() + + # Plot the data + (chartify.Chart(blank_labels=True) + .plot.scatter( + data_frame=data, + x_column='unit_price', + y_column='total_price') + .callout.line(2) # Callout horizontal line + .callout.line(1, 'height') # Callout vertical line + .set_title('Line callout') + .set_subtitle("Callout lines on either axis") + .show(_OUTPUT_FORMAT)) + + +@_print_source +def callout_text(): + """ + Line segment + """ + import chartify + + # Generate example data + data = chartify.examples.example_data() + + # Plot the data + ch = chartify.Chart(blank_labels=True) + ch.plot.scatter( + data_frame=data, + x_column='unit_price', + y_column='total_price') + ch.callout.text("Description of what is\ngoing on in this chart!", 0, 6) + ch.set_title("Text callout") + ch.set_subtitle("Add narrative to your chart.") + ch.show(_OUTPUT_FORMAT) + + +callout_text.__doc__ = _core.callout.Callout.text.__doc__ + + +@_print_source +def callout_box(): + """ + Box example + """ + import chartify + + # Generate example data + data = chartify.examples.example_data() + + # Plot the data + (chartify.Chart(blank_labels=True) + .plot.scatter( + data_frame=data, + x_column='total_price', + y_column='unit_price') + .callout.box(top=1, bottom=-1, color='red') + .callout.box(top=2, left=4, color='blue') + .callout.box(bottom=2, right=3, color='green') + .set_title("Shaded area callout") + .set_subtitle("Highlight notable areas of your chart") + .show(_OUTPUT_FORMAT)) + + +callout_box.__doc__ = _core.callout.Callout.box.__doc__ + + +@_print_source +def axes_axis_type(): + """ + Axis type examples + """ + import numpy as np + import pandas as pd + import chartify + + # Generate example data + data = chartify.examples.example_data() + + # Plot the data + (chartify.Chart(blank_labels=True, x_axis_type='log') + .plot.scatter( + data_frame=data, + x_column='total_price', + y_column='quantity') + .set_subtitle( + "Set axis type for auto handling of categorical, datetime, linear, or log values." + ) + .set_title("Axis Type") + .show(_OUTPUT_FORMAT)) + + +# axis_type.__doc__ = _core.axes.Axes.set_xaxis_type.__doc__ + + +@_print_source +def axes_axis_tick_format(): + """ + Axis scale examples + """ + import numpy as np + import pandas as pd + import chartify + + # Generate example data + data = chartify.examples.example_data() + data['%_sales'] = data['quantity'] / data['quantity'].sum() + + # Plot the data + (chartify.Chart(blank_labels=True) + .plot.scatter( + data_frame=data, + x_column='%_sales', + y_column='unit_price') + .axes.set_yaxis_tick_format("$0.00") + .axes.set_xaxis_tick_format("0.00%") + .set_subtitle("Format ticks on either axis to set units or precision") + .set_title("Axis tick format").show(_OUTPUT_FORMAT)) + + +# tick_format.__doc__ = _core.axes.Axes.format_xaxis_tick_labels.__doc__ + + +@_print_source +def axes_axis_tick_values(): + """ + Axis scale examples + """ + import pandas as pd + import chartify + + # Generate example data + data = chartify.examples.example_data() + + # Plot the data + ch = chartify.Chart(blank_labels=True, x_axis_type='datetime') + ch.plot.scatter(data, 'date', 'quantity') + ch.set_title("Axis tick values") + ch.set_subtitle( + "Pass a list of values or use pd.date_range for datetime axes") + # Use pd.date_range to generate a range of dates + # at the start of each month + ch.axes.set_xaxis_tick_values( + pd.date_range('2017-01-01', '2018-01-01', freq='MS')) + ch.axes.set_yaxis_tick_values(list(range(0, 8, 2))) + ch.show(_OUTPUT_FORMAT) + + +@_print_source +def chart_labels(): + """ + Chart label examples + """ + import numpy as np + import pandas as pd + import chartify + + # Generate example data + data = chartify.examples.example_data() + + apple_prices = (data[data['fruit'] == 'Apple'] + .groupby(['quantity'])['unit_price'].mean().reset_index()) + # Plot the data with method chaining + (chartify.Chart(blank_labels=True) + .plot.scatter(apple_prices, 'quantity', 'unit_price') + .set_title( + "Quantity decreases as price increases. <-- Use title for takeaway.") + .set_subtitle( + "Quantity vs. Price. <-- Use subtitle for data description.") + .axes.set_xaxis_label("Quantity per sale (Apples)") + .axes.set_yaxis_label("Price ($)") + .axes.set_yaxis_tick_format("$0.00") + .show(_OUTPUT_FORMAT)) + + +@_print_source +def chart_layouts(): + """ + Layout examples + """ + import numpy as np + import pandas as pd + import chartify + + # Generate example data + data = pd.DataFrame({'Price': list(range(100))}) + data['Demand'] = 100 + -.5 * data['Price'] + np.random.normal(size=100) + + layouts = ['slide_100%', 'slide_75%', 'slide_50%', 'slide_25%'] + + def display_layout(layout): + (chartify.Chart( + layout=layout) # Assign the layout when instantiating the chart. + .plot.scatter( + data_frame=data, + x_column='Price', + y_column='Demand') + .set_title("Slide layout: '{}'".format(layout)) + .set_subtitle("Demand vs. Price.") + .set_source_label("") + .axes.set_xaxis_label("Demand (# Users)") + .axes.set_yaxis_label("Price ($)") + .show(_OUTPUT_FORMAT)) + + [display_layout(layout) for layout in layouts] + + +@_print_source +def chart_show(): + """ + Docstring + """ + import numpy as np + import pandas as pd + import chartify + + # Generate example data + data = pd.DataFrame({'x': list(range(100))}) + data['y'] = data['x'] * np.random.normal(size=100) + data['z'] = np.random.choice([2, 4, 5], size=100) + data['country'] = np.random.choice( + ['US', 'GB', 'CA', 'JP', 'BR'], size=100) + + # Plot the data + ch = chartify.Chart(blank_labels=True) + ch.plot.scatter( + data_frame=data, + x_column='x', + y_column='y', + size_column='z', + color_column='country') + ch.set_title( + 'ch.show(): Faster rendering with HTML. Recommended while drafting.') + ch.set_subtitle('No watermark. Does not display on github.') + ch.show('html') # Show with HTML + + ch.set_title( + 'ch.show("png"): Return a png file for easy copying into slides') + ch.set_subtitle('Will display on github.') + ch.show('png') # Show with PNG + +chart_show.__doc__ = _core.chart.Chart.show.__doc__ diff --git a/docs/Makefile b/docs/Makefile new file mode 100644 index 0000000..74bcdc8 --- /dev/null +++ b/docs/Makefile @@ -0,0 +1,177 @@ +# Makefile for Sphinx documentation +# + +# You can set these variables from the command line. +SPHINXOPTS = +SPHINXBUILD = sphinx-build +PAPER = +BUILDDIR = _build + +# User-friendly check for sphinx-build +ifeq ($(shell which $(SPHINXBUILD) >/dev/null 2>&1; echo $$?), 1) +$(error The '$(SPHINXBUILD)' command was not found. Make sure you have Sphinx installed, then set the SPHINXBUILD environment variable to point to the full path of the '$(SPHINXBUILD)' executable. Alternatively you can add the directory with the executable to your PATH. If you don't have Sphinx installed, grab it from http://sphinx-doc.org/) +endif + +# Internal variables. +PAPEROPT_a4 = -D latex_paper_size=a4 +PAPEROPT_letter = -D latex_paper_size=letter +ALLSPHINXOPTS = -d $(BUILDDIR)/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) . +# the i18n builder cannot share the environment and doctrees with the others +I18NSPHINXOPTS = $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) . + +.PHONY: help clean html dirhtml singlehtml pickle json htmlhelp qthelp devhelp epub latex latexpdf text man changes linkcheck doctest gettext + +help: + @echo "Please use \`make ' where is one of" + @echo " html to make standalone HTML files" + @echo " dirhtml to make HTML files named index.html in directories" + @echo " singlehtml to make a single large HTML file" + @echo " pickle to make pickle files" + @echo " json to make JSON files" + @echo " htmlhelp to make HTML files and a HTML help project" + @echo " qthelp to make HTML files and a qthelp project" + @echo " devhelp to make HTML files and a Devhelp project" + @echo " epub to make an epub" + @echo " latex to make LaTeX files, you can set PAPER=a4 or PAPER=letter" + @echo " latexpdf to make LaTeX files and run them through pdflatex" + @echo " latexpdfja to make LaTeX files and run them through platex/dvipdfmx" + @echo " text to make text files" + @echo " man to make manual pages" + @echo " texinfo to make Texinfo files" + @echo " info to make Texinfo files and run them through makeinfo" + @echo " gettext to make PO message catalogs" + @echo " changes to make an overview of all changed/added/deprecated items" + @echo " xml to make Docutils-native XML files" + @echo " pseudoxml to make pseudoxml-XML files for display purposes" + @echo " linkcheck to check all external links for integrity" + @echo " doctest to run all doctests embedded in the documentation (if enabled)" + +clean: + rm -rf $(BUILDDIR)/* + +html: + $(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(BUILDDIR)/html + @echo + @echo "Build finished. The HTML pages are in $(BUILDDIR)/html." + +dirhtml: + $(SPHINXBUILD) -b dirhtml $(ALLSPHINXOPTS) $(BUILDDIR)/dirhtml + @echo + @echo "Build finished. The HTML pages are in $(BUILDDIR)/dirhtml." + +singlehtml: + $(SPHINXBUILD) -b singlehtml $(ALLSPHINXOPTS) $(BUILDDIR)/singlehtml + @echo + @echo "Build finished. The HTML page is in $(BUILDDIR)/singlehtml." + +pickle: + $(SPHINXBUILD) -b pickle $(ALLSPHINXOPTS) $(BUILDDIR)/pickle + @echo + @echo "Build finished; now you can process the pickle files." + +json: + $(SPHINXBUILD) -b json $(ALLSPHINXOPTS) $(BUILDDIR)/json + @echo + @echo "Build finished; now you can process the JSON files." + +htmlhelp: + $(SPHINXBUILD) -b htmlhelp $(ALLSPHINXOPTS) $(BUILDDIR)/htmlhelp + @echo + @echo "Build finished; now you can run HTML Help Workshop with the" \ + ".hhp project file in $(BUILDDIR)/htmlhelp." + +qthelp: + $(SPHINXBUILD) -b qthelp $(ALLSPHINXOPTS) $(BUILDDIR)/qthelp + @echo + @echo "Build finished; now you can run "qcollectiongenerator" with the" \ + ".qhcp project file in $(BUILDDIR)/qthelp, like this:" + @echo "# qcollectiongenerator $(BUILDDIR)/qthelp/chartify.qhcp" + @echo "To view the help file:" + @echo "# assistant -collectionFile $(BUILDDIR)/qthelp/chartify.qhc" + +devhelp: + $(SPHINXBUILD) -b devhelp $(ALLSPHINXOPTS) $(BUILDDIR)/devhelp + @echo + @echo "Build finished." + @echo "To view the help file:" + @echo "# mkdir -p $$HOME/.local/share/devhelp/chartify" + @echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/chartify" + @echo "# devhelp" + +epub: + $(SPHINXBUILD) -b epub $(ALLSPHINXOPTS) $(BUILDDIR)/epub + @echo + @echo "Build finished. The epub file is in $(BUILDDIR)/epub." + +latex: + $(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex + @echo + @echo "Build finished; the LaTeX files are in $(BUILDDIR)/latex." + @echo "Run \`make' in that directory to run these through (pdf)latex" \ + "(use \`make latexpdf' here to do that automatically)." + +latexpdf: + $(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex + @echo "Running LaTeX files through pdflatex..." + $(MAKE) -C $(BUILDDIR)/latex all-pdf + @echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex." + +latexpdfja: + $(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex + @echo "Running LaTeX files through platex and dvipdfmx..." + $(MAKE) -C $(BUILDDIR)/latex all-pdf-ja + @echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex." + +text: + $(SPHINXBUILD) -b text $(ALLSPHINXOPTS) $(BUILDDIR)/text + @echo + @echo "Build finished. The text files are in $(BUILDDIR)/text." + +man: + $(SPHINXBUILD) -b man $(ALLSPHINXOPTS) $(BUILDDIR)/man + @echo + @echo "Build finished. The manual pages are in $(BUILDDIR)/man." + +texinfo: + $(SPHINXBUILD) -b texinfo $(ALLSPHINXOPTS) $(BUILDDIR)/texinfo + @echo + @echo "Build finished. The Texinfo files are in $(BUILDDIR)/texinfo." + @echo "Run \`make' in that directory to run these through makeinfo" \ + "(use \`make info' here to do that automatically)." + +info: + $(SPHINXBUILD) -b texinfo $(ALLSPHINXOPTS) $(BUILDDIR)/texinfo + @echo "Running Texinfo files through makeinfo..." + make -C $(BUILDDIR)/texinfo info + @echo "makeinfo finished; the Info files are in $(BUILDDIR)/texinfo." + +gettext: + $(SPHINXBUILD) -b gettext $(I18NSPHINXOPTS) $(BUILDDIR)/locale + @echo + @echo "Build finished. The message catalogs are in $(BUILDDIR)/locale." + +changes: + $(SPHINXBUILD) -b changes $(ALLSPHINXOPTS) $(BUILDDIR)/changes + @echo + @echo "The overview file is in $(BUILDDIR)/changes." + +linkcheck: + $(SPHINXBUILD) -b linkcheck $(ALLSPHINXOPTS) $(BUILDDIR)/linkcheck + @echo + @echo "Link check complete; look for any errors in the above output " \ + "or in $(BUILDDIR)/linkcheck/output.txt." + +doctest: + $(SPHINXBUILD) -b doctest $(ALLSPHINXOPTS) $(BUILDDIR)/doctest + @echo "Testing of doctests in the sources finished, look at the " \ + "results in $(BUILDDIR)/doctest/output.txt." + +xml: + $(SPHINXBUILD) -b xml $(ALLSPHINXOPTS) $(BUILDDIR)/xml + @echo + @echo "Build finished. The XML files are in $(BUILDDIR)/xml." + +pseudoxml: + $(SPHINXBUILD) -b pseudoxml $(ALLSPHINXOPTS) $(BUILDDIR)/pseudoxml + @echo + @echo "Build finished. The pseudo-XML files are in $(BUILDDIR)/pseudoxml." diff --git a/docs/_static/chartify1.png b/docs/_static/chartify1.png new file mode 100644 index 0000000..e62907a Binary files /dev/null and b/docs/_static/chartify1.png differ diff --git a/docs/_static/chartify2.png b/docs/_static/chartify2.png new file mode 100644 index 0000000..f50749e Binary files /dev/null and b/docs/_static/chartify2.png differ diff --git a/docs/_static/chartify3.png b/docs/_static/chartify3.png new file mode 100644 index 0000000..a978902 Binary files /dev/null and b/docs/_static/chartify3.png differ diff --git a/docs/_static/chartify4.png b/docs/_static/chartify4.png new file mode 100644 index 0000000..6f3c5e3 Binary files /dev/null and b/docs/_static/chartify4.png differ diff --git a/docs/_static/chartify5.png b/docs/_static/chartify5.png new file mode 100644 index 0000000..af6fd64 Binary files /dev/null and b/docs/_static/chartify5.png differ diff --git a/docs/_static/chartify6.png b/docs/_static/chartify6.png new file mode 100644 index 0000000..d611124 Binary files /dev/null and b/docs/_static/chartify6.png differ diff --git a/docs/_static/coverage.svg b/docs/_static/coverage.svg new file mode 100644 index 0000000..0e47543 --- /dev/null +++ b/docs/_static/coverage.svg @@ -0,0 +1,21 @@ + + + + + + + + + + + + + + + + coverage + coverage + 86% + 86% + + diff --git a/docs/authors.rst b/docs/authors.rst new file mode 100644 index 0000000..e122f91 --- /dev/null +++ b/docs/authors.rst @@ -0,0 +1 @@ +.. include:: ../AUTHORS.rst diff --git a/docs/conf.py b/docs/conf.py new file mode 100755 index 0000000..e2f12b2 --- /dev/null +++ b/docs/conf.py @@ -0,0 +1,277 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +# +# chartify documentation build configuration file, created by +# sphinx-quickstart on Tue Jul 9 22:26:36 2013. +# +# This file is execfile()d with the current directory set to its +# containing dir. +# +# Note that not all possible configuration values are present in this +# autogenerated file. +# +# All configuration values have a default; values that are commented out +# serve to show the default. + +import sys +import os + +# If extensions (or modules to document with autodoc) are in another +# directory, add these directories to sys.path here. If the directory is +# relative to the documentation root, use os.path.abspath to make it +# absolute, like shown here. +#sys.path.insert(0, os.path.abspath('.')) + +# Get the project root dir, which is the parent dir of this +cwd = os.getcwd() +project_root = os.path.dirname(cwd) + +# Insert the project root dir as the first element in the PYTHONPATH. +# This lets us ensure that the source package is imported, and that its +# version is used. +sys.path.insert(0, project_root) + +import chartify + +# -- General configuration --------------------------------------------- + +# If your documentation needs a minimal Sphinx version, state it here. +#needs_sphinx = '1.0' + +# Add any Sphinx extension module names here, as strings. They can be +# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom ones. +extensions = ['sphinx.ext.autodoc', 'sphinx.ext.viewcode'] + +# Add any paths that contain templates here, relative to this directory. +templates_path = ['_templates'] + +# The suffix of source filenames. +source_suffix = '.rst' + +# The encoding of source files. +#source_encoding = 'utf-8-sig' + +# The master toctree document. +master_doc = 'index' + +# General information about the project. +project = 'chartify' +copyright = "2017, Chris Halpert" + +# The version info for the project you're documenting, acts as replacement +# for |version| and |release|, also used in various other places throughout +# the built documents. +# +# The short X.Y version. +version = chartify.__version__ +# The full version, including alpha/beta/rc tags. +release = chartify.__version__ + +# The language for content autogenerated by Sphinx. Refer to documentation +# for a list of supported languages. +#language = None + +# There are two options for replacing |today|: either, you set today to +# some non-false value, then it is used: +#today = '' +# Else, today_fmt is used as the format for a strftime call. +#today_fmt = '%B %d, %Y' + +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +exclude_patterns = ['_build'] + +# The reST default role (used for this markup: `text`) to use for all +# documents. +#default_role = None + +# If true, '()' will be appended to :func: etc. cross-reference text. +#add_function_parentheses = True + +# If true, the current module name will be prepended to all description +# unit titles (such as .. function::). +#add_module_names = True + +# If true, sectionauthor and moduleauthor directives will be shown in the +# output. They are ignored by default. +#show_authors = False + +# The name of the Pygments (syntax highlighting) style to use. +pygments_style = 'sphinx' + +# A list of ignored prefixes for module index sorting. +#modindex_common_prefix = [] + +# If true, keep warnings as "system message" paragraphs in the built +# documents. +#keep_warnings = False + + +# -- Options for HTML output ------------------------------------------- + +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +html_theme = 'default' + +# Theme options are theme-specific and customize the look and feel of a +# theme further. For a list of options available for each theme, see the +# documentation. +#html_theme_options = {} + +# Add any paths that contain custom themes here, relative to this directory. +#html_theme_path = [] + +# The name for this set of Sphinx documents. If None, it defaults to +# " v documentation". +#html_title = None + +# A shorter title for the navigation bar. Default is the same as +# html_title. +#html_short_title = None + +# The name of an image file (relative to this directory) to place at the +# top of the sidebar. +#html_logo = None + +# The name of an image file (within the static path) to use as favicon +# of the docs. This file should be a Windows icon file (.ico) being +# 16x16 or 32x32 pixels large. +#html_favicon = None + +# Add any paths that contain custom static files (such as style sheets) +# here, relative to this directory. They are copied after the builtin +# static files, so a file named "default.css" will overwrite the builtin +# "default.css". +html_static_path = ['_static'] + +# If not '', a 'Last updated on:' timestamp is inserted at every page +# bottom, using the given strftime format. +#html_last_updated_fmt = '%b %d, %Y' + +# If true, SmartyPants will be used to convert quotes and dashes to +# typographically correct entities. +#html_use_smartypants = True + +# Custom sidebar templates, maps document names to template names. +#html_sidebars = {} + +# Additional templates that should be rendered to pages, maps page names +# to template names. +#html_additional_pages = {} + +# If false, no module index is generated. +#html_domain_indices = True + +# If false, no index is generated. +#html_use_index = True + +# If true, the index is split into individual pages for each letter. +#html_split_index = False + +# If true, links to the reST sources are added to the pages. +#html_show_sourcelink = True + +# If true, "Created using Sphinx" is shown in the HTML footer. +# Default is True. +#html_show_sphinx = True + +# If true, "(C) Copyright ..." is shown in the HTML footer. +# Default is True. +#html_show_copyright = True + +# If true, an OpenSearch description file will be output, and all pages +# will contain a tag referring to it. The value of this option +# must be the base URL from which the finished HTML is served. +#html_use_opensearch = '' + +# This is the file name suffix for HTML files (e.g. ".xhtml"). +#html_file_suffix = None + +# Output file base name for HTML help builder. +htmlhelp_basename = 'chartifydoc' + + +# -- Options for LaTeX output ------------------------------------------ + +latex_elements = { + # The paper size ('letterpaper' or 'a4paper'). + #'papersize': 'letterpaper', + + # The font size ('10pt', '11pt' or '12pt'). + #'pointsize': '10pt', + + # Additional stuff for the LaTeX preamble. + #'preamble': '', +} + +# Grouping the document tree into LaTeX files. List of tuples +# (source start file, target name, title, author, documentclass +# [howto/manual]). +latex_documents = [ + ('index', 'chartify.tex', + 'chartify Documentation', + 'Chris Halpert', 'manual'), +] + +# The name of an image file (relative to this directory) to place at +# the top of the title page. +#latex_logo = None + +# For "manual" documents, if this is true, then toplevel headings +# are parts, not chapters. +#latex_use_parts = False + +# If true, show page references after internal links. +#latex_show_pagerefs = False + +# If true, show URL addresses after external links. +#latex_show_urls = False + +# Documents to append as an appendix to all manuals. +#latex_appendices = [] + +# If false, no module index is generated. +#latex_domain_indices = True + + +# -- Options for manual page output ------------------------------------ + +# One entry per manual page. List of tuples +# (source start file, name, description, authors, manual section). +man_pages = [ + ('index', 'chartify', + 'chartify Documentation', + ['Chris Halpert'], 1) +] + +# If true, show URL addresses after external links. +#man_show_urls = False + + +# -- Options for Texinfo output ---------------------------------------- + +# Grouping the document tree into Texinfo files. List of tuples +# (source start file, target name, title, author, +# dir menu entry, description, category) +texinfo_documents = [ + ('index', 'chartify', + 'chartify Documentation', + 'Chris Halpert', + 'chartify', + 'One line description of project.', + 'Miscellaneous'), +] + +# Documents to append as an appendix to all manuals. +#texinfo_appendices = [] + +# If false, no module index is generated. +#texinfo_domain_indices = True + +# How to display URL addresses: 'footnote', 'no', or 'inline'. +#texinfo_show_urls = 'footnote' + +# If true, do not generate a @detailmenu in the "Top" node's menu. +#texinfo_no_detailmenu = False + + diff --git a/docs/contributing.rst b/docs/contributing.rst new file mode 100644 index 0000000..e582053 --- /dev/null +++ b/docs/contributing.rst @@ -0,0 +1 @@ +.. include:: ../CONTRIBUTING.rst diff --git a/docs/history.rst b/docs/history.rst new file mode 100644 index 0000000..2506499 --- /dev/null +++ b/docs/history.rst @@ -0,0 +1 @@ +.. include:: ../HISTORY.rst diff --git a/docs/index.rst b/docs/index.rst new file mode 100644 index 0000000..f8cb558 --- /dev/null +++ b/docs/index.rst @@ -0,0 +1,28 @@ +Welcome to chartify's documentation! +====================================== + +Release v\ |release| (:doc:`What's new? `). + +.. include:: ../README.rst + + +Contents: +========= + +.. toctree:: + :maxdepth: 2 + + readme + installation + usage + modules + contributing + authors + history + +Indices and tables +================== + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` diff --git a/docs/installation.rst b/docs/installation.rst new file mode 100644 index 0000000..1e9a10a --- /dev/null +++ b/docs/installation.rst @@ -0,0 +1,51 @@ +.. highlight:: shell + +============ +Installation +============ + + +Stable release +-------------- + +To install chartify, run this command in your terminal: + +.. code-block:: console + + $ pip install chartify + +This is the preferred method to install chartify, as it will always install the most recent stable release. + +If you don't have `pip`_ installed, this `Python installation guide`_ can guide +you through the process. + +.. _pip: https://pip.pypa.io +.. _Python installation guide: http://docs.python-guide.org/en/latest/starting/installation/ + + +From sources +------------ + +The sources for chartify can be downloaded from the `Github repo`_. + +You can either clone the public repository: + +.. code-block:: console + + $ git clone git://github.com/cphalpert/chartify + +Or download the `tarball`_: + +.. code-block:: console + + $ curl -OL https://github.com/cphalpert/chartify/tarball/master + +Once you have a copy of the source, you can install it with: + +.. code-block:: console + + $ python setup.py install + + +.. _Github repo: https://github.com/cphalpert/chartify +.. _tarball: https://github.com/cphalpert/chartify/tarball/master diff --git a/docs/make.bat b/docs/make.bat new file mode 100644 index 0000000..1420c23 --- /dev/null +++ b/docs/make.bat @@ -0,0 +1,242 @@ +@ECHO OFF + +REM Command file for Sphinx documentation + +if "%SPHINXBUILD%" == "" ( + set SPHINXBUILD=sphinx-build +) +set BUILDDIR=_build +set ALLSPHINXOPTS=-d %BUILDDIR%/doctrees %SPHINXOPTS% . +set I18NSPHINXOPTS=%SPHINXOPTS% . +if NOT "%PAPER%" == "" ( + set ALLSPHINXOPTS=-D latex_paper_size=%PAPER% %ALLSPHINXOPTS% + set I18NSPHINXOPTS=-D latex_paper_size=%PAPER% %I18NSPHINXOPTS% +) + +if "%1" == "" goto help + +if "%1" == "help" ( + :help + echo.Please use `make ^` where ^ is one of + echo. html to make standalone HTML files + echo. dirhtml to make HTML files named index.html in directories + echo. singlehtml to make a single large HTML file + echo. pickle to make pickle files + echo. json to make JSON files + echo. htmlhelp to make HTML files and a HTML help project + echo. qthelp to make HTML files and a qthelp project + echo. devhelp to make HTML files and a Devhelp project + echo. epub to make an epub + echo. latex to make LaTeX files, you can set PAPER=a4 or PAPER=letter + echo. text to make text files + echo. man to make manual pages + echo. texinfo to make Texinfo files + echo. gettext to make PO message catalogs + echo. changes to make an overview over all changed/added/deprecated items + echo. xml to make Docutils-native XML files + echo. pseudoxml to make pseudoxml-XML files for display purposes + echo. linkcheck to check all external links for integrity + echo. doctest to run all doctests embedded in the documentation if enabled + goto end +) + +if "%1" == "clean" ( + for /d %%i in (%BUILDDIR%\*) do rmdir /q /s %%i + del /q /s %BUILDDIR%\* + goto end +) + + +%SPHINXBUILD% 2> nul +if errorlevel 9009 ( + echo. + echo.The 'sphinx-build' command was not found. Make sure you have Sphinx + echo.installed, then set the SPHINXBUILD environment variable to point + echo.to the full path of the 'sphinx-build' executable. Alternatively you + echo.may add the Sphinx directory to PATH. + echo. + echo.If you don't have Sphinx installed, grab it from + echo.http://sphinx-doc.org/ + exit /b 1 +) + +if "%1" == "html" ( + %SPHINXBUILD% -b html %ALLSPHINXOPTS% %BUILDDIR%/html + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The HTML pages are in %BUILDDIR%/html. + goto end +) + +if "%1" == "dirhtml" ( + %SPHINXBUILD% -b dirhtml %ALLSPHINXOPTS% %BUILDDIR%/dirhtml + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The HTML pages are in %BUILDDIR%/dirhtml. + goto end +) + +if "%1" == "singlehtml" ( + %SPHINXBUILD% -b singlehtml %ALLSPHINXOPTS% %BUILDDIR%/singlehtml + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The HTML pages are in %BUILDDIR%/singlehtml. + goto end +) + +if "%1" == "pickle" ( + %SPHINXBUILD% -b pickle %ALLSPHINXOPTS% %BUILDDIR%/pickle + if errorlevel 1 exit /b 1 + echo. + echo.Build finished; now you can process the pickle files. + goto end +) + +if "%1" == "json" ( + %SPHINXBUILD% -b json %ALLSPHINXOPTS% %BUILDDIR%/json + if errorlevel 1 exit /b 1 + echo. + echo.Build finished; now you can process the JSON files. + goto end +) + +if "%1" == "htmlhelp" ( + %SPHINXBUILD% -b htmlhelp %ALLSPHINXOPTS% %BUILDDIR%/htmlhelp + if errorlevel 1 exit /b 1 + echo. + echo.Build finished; now you can run HTML Help Workshop with the ^ +.hhp project file in %BUILDDIR%/htmlhelp. + goto end +) + +if "%1" == "qthelp" ( + %SPHINXBUILD% -b qthelp %ALLSPHINXOPTS% %BUILDDIR%/qthelp + if errorlevel 1 exit /b 1 + echo. + echo.Build finished; now you can run "qcollectiongenerator" with the ^ +.qhcp project file in %BUILDDIR%/qthelp, like this: + echo.^> qcollectiongenerator %BUILDDIR%\qthelp\chartify.qhcp + echo.To view the help file: + echo.^> assistant -collectionFile %BUILDDIR%\qthelp\chartify.ghc + goto end +) + +if "%1" == "devhelp" ( + %SPHINXBUILD% -b devhelp %ALLSPHINXOPTS% %BUILDDIR%/devhelp + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. + goto end +) + +if "%1" == "epub" ( + %SPHINXBUILD% -b epub %ALLSPHINXOPTS% %BUILDDIR%/epub + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The epub file is in %BUILDDIR%/epub. + goto end +) + +if "%1" == "latex" ( + %SPHINXBUILD% -b latex %ALLSPHINXOPTS% %BUILDDIR%/latex + if errorlevel 1 exit /b 1 + echo. + echo.Build finished; the LaTeX files are in %BUILDDIR%/latex. + goto end +) + +if "%1" == "latexpdf" ( + %SPHINXBUILD% -b latex %ALLSPHINXOPTS% %BUILDDIR%/latex + cd %BUILDDIR%/latex + make all-pdf + cd %BUILDDIR%/.. + echo. + echo.Build finished; the PDF files are in %BUILDDIR%/latex. + goto end +) + +if "%1" == "latexpdfja" ( + %SPHINXBUILD% -b latex %ALLSPHINXOPTS% %BUILDDIR%/latex + cd %BUILDDIR%/latex + make all-pdf-ja + cd %BUILDDIR%/.. + echo. + echo.Build finished; the PDF files are in %BUILDDIR%/latex. + goto end +) + +if "%1" == "text" ( + %SPHINXBUILD% -b text %ALLSPHINXOPTS% %BUILDDIR%/text + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The text files are in %BUILDDIR%/text. + goto end +) + +if "%1" == "man" ( + %SPHINXBUILD% -b man %ALLSPHINXOPTS% %BUILDDIR%/man + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The manual pages are in %BUILDDIR%/man. + goto end +) + +if "%1" == "texinfo" ( + %SPHINXBUILD% -b texinfo %ALLSPHINXOPTS% %BUILDDIR%/texinfo + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The Texinfo files are in %BUILDDIR%/texinfo. + goto end +) + +if "%1" == "gettext" ( + %SPHINXBUILD% -b gettext %I18NSPHINXOPTS% %BUILDDIR%/locale + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The message catalogs are in %BUILDDIR%/locale. + goto end +) + +if "%1" == "changes" ( + %SPHINXBUILD% -b changes %ALLSPHINXOPTS% %BUILDDIR%/changes + if errorlevel 1 exit /b 1 + echo. + echo.The overview file is in %BUILDDIR%/changes. + goto end +) + +if "%1" == "linkcheck" ( + %SPHINXBUILD% -b linkcheck %ALLSPHINXOPTS% %BUILDDIR%/linkcheck + if errorlevel 1 exit /b 1 + echo. + echo.Link check complete; look for any errors in the above output ^ +or in %BUILDDIR%/linkcheck/output.txt. + goto end +) + +if "%1" == "doctest" ( + %SPHINXBUILD% -b doctest %ALLSPHINXOPTS% %BUILDDIR%/doctest + if errorlevel 1 exit /b 1 + echo. + echo.Testing of doctests in the sources finished, look at the ^ +results in %BUILDDIR%/doctest/output.txt. + goto end +) + +if "%1" == "xml" ( + %SPHINXBUILD% -b xml %ALLSPHINXOPTS% %BUILDDIR%/xml + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The XML files are in %BUILDDIR%/xml. + goto end +) + +if "%1" == "pseudoxml" ( + %SPHINXBUILD% -b pseudoxml %ALLSPHINXOPTS% %BUILDDIR%/pseudoxml + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The pseudo-XML files are in %BUILDDIR%/pseudoxml. + goto end +) + +:end diff --git a/docs/readme.rst b/docs/readme.rst new file mode 100644 index 0000000..bdff72a --- /dev/null +++ b/docs/readme.rst @@ -0,0 +1 @@ +.. include:: ../README.md diff --git a/docs/usage.rst b/docs/usage.rst new file mode 100644 index 0000000..d0224d5 --- /dev/null +++ b/docs/usage.rst @@ -0,0 +1,50 @@ +===== +Usage +===== + +To use chartify in a project:: + + import chartify + +===== +Chart +===== + +.. autoclass:: chartify.Chart + :members: + +===== +Plot +===== +.. autoclass:: chartify._core.plot.PlotCategoricalXY + :members: +.. autoclass:: chartify._core.plot.PlotNumericXY + :members: +.. autoclass:: chartify._core.plot.PlotNumericDensityXY + :members: +.. autoclass:: chartify._core.plot.PlotMixedTypeXY + :members: + +==== +Axes +==== +.. automodule:: chartify._core.axes + :members: + +======= +Callout +======= +.. autoclass:: chartify._core.callout.Callout + :members: + +====== +Options +====== +.. autoclass:: chartify._core.options.ChartifyOptions + :members: + +====== +Style +====== +.. autoclass:: chartify._core.style.Style + :members: diff --git a/examples/Chartify Tutorial.ipynb b/examples/Chartify Tutorial.ipynb new file mode 100644 index 0000000..a940bf2 --- /dev/null +++ b/examples/Chartify Tutorial.ipynb @@ -0,0 +1,858 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "

Table of Contents

\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Copyright (c) 2017-2018 Spotify AB\n", + "#\n", + "# Licensed under the Apache License, Version 2.0 (the \"License\");\n", + "# you may not use this file except in compliance with the License.\n", + "# You may obtain a copy of the License at\n", + "#\n", + "# http://www.apache.org/licenses/LICENSE-2.0\n", + "#\n", + "# Unless required by applicable law or agreed to in writing, software\n", + "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", + "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", + "# See the License for the specific language governing permissions and\n", + "# limitations under the License.\n", + "import chartify\n", + "import pandas as pd\n", + "\n", + "def print_public_methods(obj):\n", + " print('Methods:')\n", + " print('\\n'.join([x for x in dir(obj) if not x.startswith('_')]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Chart object\n", + "- Run the cell below to instantiate a chart and assign to to a variable" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ch = chartify.Chart()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Use .show() to render the chart." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ch.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Note that the chart is blank at this point.\n", + "- The default labels provide directions for how to override their values." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Adding chart labels\n", + "- __Your turn__: Add labels to the following chart. Look at the default values for instruction.\n", + "- Title\n", + "- Subtitle\n", + "- Source\n", + "- X label\n", + "- Y label" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ch = chartify.Chart()\n", + "# Add code here to overwrite the labels\n", + "\n", + "\n", + "ch.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Getting help\n", + "- From within a jupyter notebook you can see the available attributes of the chart object by pressing \"tab\"\n", + "- Select the space just after the \".\" character below and hit tab." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ch = chartify.Chart()\n", + "ch." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- You can also use \"?\" to pull up documentation for objects and methods.\n", + "- Run the cell below to pull up the chartify.Chart documentation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "chartify.Chart?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- This can also be accomplished by pressing \"shift + tab\".\n", + "- Press \"shift + tab\" twice to see the expanded documentation.\n", + "- Try it with the next cell." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "chartify.Chart" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Callouts\n", + "- The chart object has a callout object (ch.callout) that contains methods for adding callouts to the chart.\n", + "- Callouts can be used to add text, lines, or shaded areas to annotate parts of your chart.\n", + "- __Your Turn:__ Fill in the code below to add a text callout that says \"hi\" at coordinate (10, 10)\n", + "- Look up the documentation for ch.callout.text if you need help" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ch = chartify.Chart()\n", + "ch.callout.text(# Fill in the code here)\n", + " \n", + "ch.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Use tab below to see what callouts are available." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ch.callout." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- You should see this list of callouts:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# List of available callouts:\n", + "print_public_methods(ch.callout)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Axes\n", + "- The axes object contains methods for setting or getting axis properties." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Avaiable axes methods:\n", + "print_public_methods(ch.axes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- __Your turn__: modify the chart below so the xaxis range goes from 0 to 100" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ch = chartify.Chart()\n", + "ch.callout.text('hi', 10, 10)\n", + "# Add code here to modify the xrange to (0, 100)\n", + "ch.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Method chaining\n", + "- Chart methods can be chained by wrapping the statments in parentheses. See the example below:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "(chartify.Chart(blank_labels=True)\n", + " .callout.text('hi', 10, 10)\n", + " .axes.set_xaxis_range(0, 100)\n", + " .show()\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plotting" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Input data format\n", + "Chartify expects the input data to be:\n", + "- Tidy (Each variable has its own column, each row corresponds to an observation)\n", + "- In the columns of a Pandas DataFrame.\n", + "\n", + "Below we'll explore some examples of valid and invalid input data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Run this cell to generate an example dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data = chartify.examples.example_data()\n", + "data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pivoted data: INVALID\n", + "- Pivoted data is not Tidy (note the `country` dimension has an observation in each column)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pivoted_data = pd.pivot_table(data, columns='country', values='quantity', index='fruit', aggfunc='sum')\n", + "pivoted_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Melting pivoted data: VALID\n", + "- You can use pandas.melt to convert pivoted data into the tidy data format.\n", + "- The output of SQL queries with `groupby` produces output in tidy format." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "value_columns = pivoted_data.columns\n", + "\n", + "melted_data = pd.melt(pivoted_data.reset_index(), # Need to reset the index to put \"fruit\" into a column.\n", + " id_vars='fruit',\n", + " value_vars=value_columns)\n", + "melted_data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pandas series: INVALID\n", + "- Data in a pandas Series must be converted to a DataFrame for use with Chartify." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data.groupby(['country'])['quantity'].sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pandas index: INVALID\n", + "- The output below is a pandas DataFrame, but the country dimension is in the Index." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data.groupby(['country'])[['quantity']].sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pandas DataFrame: VALID\n", + "- The code below produces a valid pandas DataFrame for use with Chartify.\n", + "- Notice how the country dimension is now in a column." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "chart_data = data.groupby(['country'])['quantity'].sum().reset_index()\n", + "chart_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Axis types\n", + "- Specify the x_axis_type and y_axis_type parameters when instantiating the chart object.\n", + "- Both are set to `linear` by default.\n", + "- Look at the chart object documentation to see the list of available options for x_axis_type and y_axis_type" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "chartify.Chart?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- __The Chart axis types influence the plots that are available__\n", + "- Look at how the plot methods change based on the axis types:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ch = chartify.Chart(x_axis_type='datetime',\n", + " y_axis_type='linear')\n", + "# List of available callouts:\n", + "print_public_methods(ch.plot)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ch = chartify.Chart(x_axis_type='categorical',\n", + " y_axis_type='linear')\n", + "# List of available plots:\n", + "print_public_methods(ch.plot)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- __Your turn__: Create a chart with 'density' y and 'linear' x axis types. What type of plots are available?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ch = chartify.Chart(# Your code goes here)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Vertical Bar plot\n", + "- __Your turn__: Create a bar plot based on the dataframe below." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "bar_data = (data.groupby('country')[['quantity']].sum()\n", + " .reset_index()\n", + " )\n", + "bar_data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Implement the bar plot here.\n", + "# Set the appropriate x_axis_type otherwise the bar method won't be available.\n", + "# Look at the bar documentation to figure out how to pass in the parameters.\n", + "# If you get stuck move on to the next section for hints.\n", + "ch = chartify.Chart(# Your code goes here)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Examples\n", + "- Chartify includes many examples. They're a good starting point if you're trying to create a chart that you're unfamiliar with." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# List of available examples\n", + "print_public_methods(chartify.examples)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Run the appropriate method to see examples and the corresponding code that generates the example." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "chartify.examples.plot_bar()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Bar plot - Horizontal vs. Vertical\n", + "- Copy your bar plot here, but make it horizantal instead of vertical. Look to the example above if you get stuck." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Grouped bar plot\n", + "- __Your Turn__: Create a grouped bar plot with the data below." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "grouped_bar_data = (data.groupby(['country', 'fruit'])[['quantity']].sum()\n", + " .reset_index()\n", + " )\n", + "grouped_bar_data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Implement the grouped bar plot here.\n", + "# Look at the example for help if you get stuck.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# show('html') vs. show('png')\n", + "- Chartify charts can be rendered as either \"HTML\" or \"PNG\" (HTML is the default)\n", + "- HTML output:\n", + " - Is faster and good for iteration.\n", + " - Can be saved as an image by screenshotting, or by clicking the icon on the top right.\n", + " - Will _NOT_ show up in Jupyter notebooks when uploaded to GHE.\n", + "- PNG output:\n", + " - Is slower and better for the finished product.\n", + " - Can be copy and pasted directly from the jupyter notebook (Right click on the image)\n", + " - Will show up in Jupyter notebooks when uploaded to GHE.\n", + "- See the difference by running the two cells below" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "(chartify.Chart(blank_labels=True)\n", + ".set_title(\"HTML output\")\n", + ".set_subtitle(\"Faster, but will not show up in GHE\")\n", + ".show()\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "(chartify.Chart(blank_labels=True)\n", + ".set_title(\"PNG output\")\n", + ".set_subtitle(\"Slower, but will show up in GHE. Right click to copy + paste.\")\n", + ".show('png')\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Color palette types\n", + "- Chartify includes 4 different color palette types: `categorical`, `accent`, `sequential`, `diverging`.\n", + "- Note the differences in the examples below" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "chartify.examples.style_color_palette_categorical()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "chartify.examples.style_color_palette_accent()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "chartify.examples.style_color_palette_diverging()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "chartify.examples.style_color_palette_sequential()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Color palettes\n", + "- Chartify includes a set of pre-defined color palettes:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "chartify.color_palettes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Use .show() to see the colors associated with each:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "chartify.color_palettes.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Assign the color palettes with `.set_color_palette`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ch = chartify.Chart(x_axis_type='categorical',\n", + " blank_labels=True)\n", + "ch.style.set_color_palette('categorical', 'Dark2')\n", + "ch.plot.bar(data_frame=grouped_bar_data,\n", + " categorical_columns=['fruit', 'country'],\n", + " numeric_column='quantity',\n", + " color_column='fruit')\n", + "ch.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ch = chartify.Chart(x_axis_type='categorical',\n", + " blank_labels=True)\n", + "ch.style.set_color_palette('categorical', 'Colorblind')\n", + "ch.plot.bar(data_frame=grouped_bar_data,\n", + " categorical_columns=['fruit', 'country'],\n", + " numeric_column='quantity',\n", + " color_column='fruit')\n", + "ch.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Layouts\n", + "- Chartify layouts are tailored toward use in slides.\n", + "- Notice how the output changes for each of the slide layout options below:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "layout_options = ['slide_100%', 'slide_75%', 'slide_50%', 'slide_25%']\n", + "for option in layout_options:\n", + " ch = chartify.Chart(layout=option, blank_labels=True, x_axis_type='categorical')\n", + " ch.set_title('Layout: {}'.format(option))\n", + " ch.plot.bar(data_frame=grouped_bar_data,\n", + " categorical_columns=['fruit', 'country'],\n", + " numeric_column='quantity',\n", + " color_column='fruit')\n", + "\n", + " ch.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Advanced usage with Bokeh\n", + "- Chartify is built on top of another visualization package called [Bokeh](http://bokeh.pydata.org/en/latest/)\n", + "- The example below shows how you can access the Bokeh [figure](https://bokeh.pydata.org/en/latest/docs/reference/plotting.html#bokeh.plotting.figure.Figure) from a Chartify chart object." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ch = chartify.Chart(blank_labels=True)\n", + "ch.figure" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- The following example shows how you can modify attributes not exposed in Chartify by accessing the Bokeh figure. See [Bokeh](http://bokeh.pydata.org/en/latest/) documentation for more details." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ch.figure.xaxis.axis_label_text_font_size = '30pt'\n", + "ch.figure.xaxis.axis_label_text_color = 'red'\n", + "ch.axes.set_xaxis_label('A large xaxis label')\n", + "ch.show()" + ] + }, + { + "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": "3.6.5" + }, + "toc": { + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "toc_cell": true, + "toc_position": { + "height": "608px", + "left": "0px", + "right": "1176px", + "top": "111px", + "width": "212px" + }, + "toc_section_display": "block", + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/Examples.ipynb b/examples/Examples.ipynb new file mode 100644 index 0000000..f779176 --- /dev/null +++ b/examples/Examples.ipynb @@ -0,0 +1,4986 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Examples" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " Loading BokehJS ...\n", + "
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*/\n", + " safe: true,\n", + " /* Index of renderer in `output_area.display_order` */\n", + " index: 0\n", + " });\n", + " }\n", + "\n", + " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", + " if (root.Jupyter !== undefined) {\n", + " var events = require('base/js/events');\n", + " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", + "\n", + " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", + " register_renderer(events, OutputArea);\n", + " }\n", + " }\n", + "\n", + " \n", + " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", + " root._bokeh_timeout = Date.now() + 5000;\n", + " root._bokeh_failed_load = false;\n", + " }\n", + "\n", + " var NB_LOAD_WARNING = {'data': {'text/html':\n", + " \"
\\n\"+\n", + " \"

\\n\"+\n", + " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", + " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", + " \"

\\n\"+\n", + " \"
    \\n\"+\n", + " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", + " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", + " \"
\\n\"+\n", + " \"\\n\"+\n", + " \"from bokeh.resources import INLINE\\n\"+\n", + " \"output_notebook(resources=INLINE)\\n\"+\n", + " \"\\n\"+\n", + " \"
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e=t.measureText(this.model.text).ascent;return e}var i=t.measureText(this.model.text).width;return i},t.prototype.render=function(){if(this.model.visible||\"css\"!=this.model.render_mode||a.hide(this.el),this.model.visible){var t;switch(this.model.angle_units){case\"rad\":t=-this.model.angle;break;case\"deg\":t=-this.model.angle*Math.PI/180;break;default:throw new Error(\"unreachable code\")}var e=null!=this.model.panel?this.model.panel:this.plot_view.frame,i=this.plot_view.frame.xscales[this.model.x_range_name],n=this.plot_view.frame.yscales[this.model.y_range_name],r=\"data\"==this.model.x_units?i.compute(this.model.x):e.xview.compute(this.model.x),o=\"data\"==this.model.y_units?n.compute(this.model.y):e.yview.compute(this.model.y);r+=this.model.x_offset,o-=this.model.y_offset;var s=\"canvas\"==this.model.render_mode?this._canvas_text.bind(this):this._css_text.bind(this);s(this.plot_view.canvas_view.ctx,this.model.text,r,o,t)}},t}(r.TextAnnotationView);i.LabelView=s;var l=function(e){function t(t){return e.call(this,t)||this}return n.__extends(t,e),t.initClass=function(){this.prototype.type=\"Label\",this.prototype.default_view=s,this.mixins([\"text\",\"line:border_\",\"fill:background_\"]),this.define({x:[o.Number],x_units:[o.SpatialUnits,\"data\"],y:[o.Number],y_units:[o.SpatialUnits,\"data\"],text:[o.String],angle:[o.Angle,0],angle_units:[o.AngleUnits,\"rad\"],x_offset:[o.Number,0],y_offset:[o.Number,0],x_range_name:[o.String,\"default\"],y_range_name:[o.String,\"default\"]}),this.override({background_fill_color:null,border_line_color:null})},t}(r.TextAnnotation);(i.Label=l).initClass()},function(t,e,i){var n=t(387),r=t(72),o=t(190),c=t(5),s=t(15),a=function(r){function t(){return null!==r&&r.apply(this,arguments)||this}return n.__extends(t,r),t.prototype.initialize=function(t){if(r.prototype.initialize.call(this,t),this.set_data(this.model.source),\"css\"==this.model.render_mode)for(var e=0,i=this._text.length;eh(a-l)?(n=u(c(o,s),a),r=c(u(o,s),l)):(n=c(o,s),r=u(o,s)),[n,r]}throw new Error(\"user bounds '\"+e+\"' not understood\")},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"rule_coords\",{get:function(){var t=this.dimension,e=(t+1)%2,i=this.ranges[0],n=this.computed_bounds,r=n[0],o=n[1],s=new Array(2),a=new Array(2),l=[s,a];return l[t][0]=Math.max(r,i.min),l[t][1]=Math.min(o,i.max),l[t][0]>l[t][1]&&(l[t][0]=l[t][1]=NaN),l[e][0]=this.loc,l[e][1]=this.loc,l},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"tick_coords\",{get:function(){for(var t=this.dimension,e=(t+1)%2,i=this.ranges[0],n=this.computed_bounds,r=n[0],o=n[1],s=this.ticker.get_ticks(r,o,i,this.loc,{}),a=s.major,l=s.minor,h=[[],[]],c=[[],[]],u=[i.min,i.max],_=u[0],p=u[1],d=0;dp||(h[t].push(a[d]),h[e].push(this.loc));for(var d=0;dp||(c[t].push(l[d]),c[e].push(this.loc));return{major:h,minor:c}},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"loc\",{get:function(){if(null!=this.fixed_location){if(C.isNumber(this.fixed_location))return this.fixed_location;var t=this.ranges,e=t[1];if(e instanceof a.FactorRange)return e.synthetic(this.fixed_location);throw new Error(\"unexpected\")}var i=this.ranges,n=i[1];switch(this.panel.side){case\"left\":case\"below\":return n.start;case\"right\":case\"above\":return n.end}},enumerable:!0,configurable:!0}),t}(r.GuideRenderer);(i.Axis=p).initClass()},function(t,e,i){var n=t(387),r=t(77),o=t(198),s=t(103),a=t(15),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._render=function(t,e,i){this._draw_group_separators(t,e,i)},e.prototype._draw_group_separators=function(t,e,i){var n,r=this.model.ranges[0],o=this.model.computed_bounds,s=o[0],a=o[1];if(r.tops&&!(r.tops.length<2)&&this.visuals.separator_line.doit){for(var l=this.model.dimension,h=(l+1)%2,c=[[],[]],u=0,_=0;_=this.scientific_limit_high||a<=this.scientific_limit_low)){n=!0;break}}var l=new Array(t.length),h=this.precision;if(null==h||f.isNumber(h))if(n)for(var c=0,u=t.length;ct.maxX&&(t.maxX=r.maxX)}for(var o=this.index.search(h.positive_y()),s=0,a=o;st.maxY&&(t.maxY=l.maxY)}return this._bounds(t)},t.prototype.get_anchor_point=function(t,e,i){var n=i[0],r=i[1];switch(t){case\"center\":return{x:this.scenterx(e,n,r),y:this.scentery(e,n,r)};default:return null}},t.prototype.sdist=function(t,e,i,n,r){var o,s;void 0===n&&(n=\"edge\"),void 0===r&&(r=!1);var a=e.length;if(\"center\"==n){var l=g.map(i,function(t){return t/2});o=new Float64Array(a);for(var h=0;h=a.length?l:a[n],s[t]=r},h=this,i=0,n=o.length;il.end;if(!i){var u=this._get_weight_to_constrain_interval(l,h);u<1&&(h.start=u*h.start+(1-u)*l.start,h.end=u*h.end+(1-u)*l.end)}if(null!=l.bounds&&\"auto\"!=l.bounds){var _=l.bounds,p=_[0],d=_[1],f=Math.abs(h.end-h.start);c?(null!=p&&p>=h.end&&(r=!0,h.end=p,(e||i)&&(h.start=p+f)),null!=d&&d<=h.start&&(r=!0,h.start=d,(e||i)&&(h.end=d-f))):(null!=p&&p>=h.start&&(r=!0,h.start=p,(e||i)&&(h.end=p+f)),null!=d&&d<=h.end&&(r=!0,h.end=d,(e||i)&&(h.start=d-f)))}}if(!(i&&r&&n))for(var v=0,m=t;vn.lod_timeout&&e.interactive_stop(n),t.request_render()},n.lod_timeout):e.interactive_stop(n)}for(var r in this.renderer_views){var o=this.renderer_views[r];if(null==this.range_update_timestamp||o instanceof C.GlyphRendererView&&o.set_data_timestamp>this.range_update_timestamp){this.update_dataranges();break}}this.model.frame.update_scales();var s=this.canvas_view.ctx,a=this.canvas.pixel_ratio;s.save(),s.scale(a,a),s.translate(.5,.5);var l=[this.frame._left.value,this.frame._top.value,this.frame._width.value,this.frame._height.value];if(this._map_hook(s,l),this._paint_empty(s,l),this.prepare_webgl(a,l),s.save(),this.visuals.outline_line.doit){this.visuals.outline_line.set_value(s);var h=l[0],c=l[1],u=l[2],_=l[3];h+u==this.canvas._width.value&&(u-=1),c+_==this.canvas._height.value&&(_-=1),s.strokeRect(h,c,u,_)}s.restore(),this._paint_levels(s,[\"image\",\"underlay\",\"glyph\"],l,!0),this.blit_webgl(a),this._paint_levels(s,[\"annotation\"],l,!0),this._paint_levels(s,[\"overlay\"],l,!1),null==this._initial_state_info.range&&this.set_initial_range(),s.restore(),this._has_finished||(this._has_finished=!0,this.notify_finished())}},t.prototype._paint_levels=function(t,e,i,n){t.save(),n&&(t.beginPath(),t.rect.apply(t,i),t.clip());for(var r={},o=0;ou&&(\"start\"==this.follow?r=n+c*u:\"end\"==this.follow&&(n=r-c*u)),[n,r]},t.prototype.update=function(t,e,i,n){if(!this.have_updated_interactively){var r=this.computed_renderers(),o=this._compute_plot_bounds(r,t);null!=n&&(o=this.adjust_bounds_for_aspect(o,n)),this._plot_bounds[i]=o;var s=this._compute_min_max(this._plot_bounds,e),a=s[0],l=s[1],h=this._compute_range(a,l),c=h[0],u=h[1];null!=this._initial_start&&(\"log\"==this.scale_hint?0this.end},enumerable:!0,configurable:!0}),t.prototype.reset=function(){this._set_auto_bounds(),this.start!=this.reset_start||this.end!=this.reset_end?this.setv({start:this.reset_start,end:this.reset_end}):this.change.emit()},t}(r.Range);(i.Range1d=s).initClass()},function(t,e,i){var n=t(387),r=t(179),P=t(126),o=t(189),j=t(14),s=t(15),a=t(22),N=t(21),_=t(32),l=t(171),p={fill:{},line:{}},d={fill:{fill_alpha:.3,fill_color:\"grey\"},line:{line_alpha:.3,line_color:\"grey\"}},f={fill:{fill_alpha:.2},line:{}},h=function(u){function t(){return null!==u&&u.apply(this,arguments)||this}return n.__extends(t,u),t.prototype.initialize=function(t){u.prototype.initialize.call(this,t);var i=this.model.glyph,n=N.includes(i.mixins,\"fill\"),r=N.includes(i.mixins,\"line\"),o=_.clone(i.attributes);function e(t){var e=_.clone(o);return n&&_.extend(e,t.fill),r&&_.extend(e,t.line),new i.constructor(e)}delete o.id,this.glyph=this.build_glyph_view(i);var s=this.model.selection_glyph;null==s?s=e({fill:{},line:{}}):\"auto\"===s&&(s=e(p)),this.selection_glyph=this.build_glyph_view(s);var a=this.model.nonselection_glyph;null==a?a=e({fill:{},line:{}}):\"auto\"===a&&(a=e(f)),this.nonselection_glyph=this.build_glyph_view(a);var l=this.model.hover_glyph;null!=l&&(this.hover_glyph=this.build_glyph_view(l));var h=this.model.muted_glyph;null!=h&&(this.muted_glyph=this.build_glyph_view(h));var c=e(d);this.decimated_glyph=this.build_glyph_view(c),this.xscale=this.plot_view.frame.xscales[this.model.x_range_name],this.yscale=this.plot_view.frame.yscales[this.model.y_range_name],this.set_data(!1)},t.prototype.build_glyph_view=function(t){return new t.default_view({model:t,renderer:this,plot_view:this.plot_view,parent:this})},t.prototype.connect_signals=function(){var e=this;u.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.request_render()}),this.connect(this.model.glyph.change,function(){return e.set_data()}),this.connect(this.model.data_source.change,function(){return e.set_data()}),this.connect(this.model.data_source.streaming,function(){return e.set_data()}),this.connect(this.model.data_source.patching,function(t){return e.set_data(!0,t)}),this.connect(this.model.data_source.selected.change,function(){return e.request_render()}),this.connect(this.model.data_source._select,function(){return e.request_render()}),null!=this.hover_glyph&&this.connect(this.model.data_source.inspect,function(){return e.request_render()}),this.connect(this.model.properties.view.change,function(){return e.set_data()}),this.connect(this.model.view.change,function(){return e.set_data()});var t=this.plot_model.frame,i=t.x_ranges,n=t.y_ranges;for(var r in i){var o=i[r];o instanceof l.FactorRange&&this.connect(o.change,function(){return e.set_data()})}for(var s in n){var o=n[s];o instanceof l.FactorRange&&this.connect(o.change,function(){return e.set_data()})}this.connect(this.model.glyph.transformchange,function(){return e.set_data()})},t.prototype.have_selection_glyphs=function(){return null!=this.selection_glyph&&null!=this.nonselection_glyph},t.prototype.set_data=function(t,e){void 0===t&&(t=!0),void 0===e&&(e=null);var i=Date.now(),n=this.model.data_source;this.all_indices=this.model.view.indices,this.glyph.model.setv({x_range_name:this.model.x_range_name,y_range_name:this.model.y_range_name},{silent:!0}),this.glyph.set_data(n,this.all_indices,e),this.glyph.set_visuals(n),this.decimated_glyph.set_visuals(n),this.have_selection_glyphs()&&(this.selection_glyph.set_visuals(n),this.nonselection_glyph.set_visuals(n)),null!=this.hover_glyph&&this.hover_glyph.set_visuals(n),null!=this.muted_glyph&&this.muted_glyph.set_visuals(n);var r=this.plot_model.plot.lod_factor;this.decimated=[];for(var o=0,s=Math.floor(this.all_indices.length/r);ov?(o=this.decimated,_=this.decimated_glyph,p=this.decimated_glyph):(_=this.model.muted&&null!=this.muted_glyph?this.muted_glyph:this.glyph,p=this.nonselection_glyph),d=this.selection_glyph,null!=this.hover_glyph&&f.length&&(o=N.difference(o,f));var m,g=null;if(l.length&&this.have_selection_glyphs()){for(var y=Date.now(),b={},x=0,w=l;xi?n.slice(-i):n}if(S.isTypedArray(t)){var r=t.length+e.length;if(null!=i&&i=Math.pow(2,i))||e<0||e>=Math.pow(2,i))},t.prototype.parent_by_tile_xyz=function(t,e,i){var n=this.tile_xyz_to_quadkey(t,e,i),r=n.substring(0,n.length-1);return this.quadkey_to_tile_xyz(r)},t.prototype.get_resolution=function(t){return this._computed_initial_resolution()/Math.pow(2,t)},t.prototype.get_resolution_by_extent=function(t,e,i){var n=(t[2]-t[0])/i,r=(t[3]-t[1])/e;return[n,r]},t.prototype.get_level_by_extent=function(t,e,i){for(var n=(t[2]-t[0])/i,r=(t[3]-t[1])/e,o=Math.max(n,r),s=0,a=0,l=this._resolutions;ar.end)&&(this.v_axis_only=!0),(io.end)&&(this.h_axis_only=!0)}null!=this.model.document&&this.model.document.interactive_start(this.plot_model.plot)},e.prototype._pan=function(t){this._update(t.deltaX,t.deltaY),null!=this.model.document&&this.model.document.interactive_start(this.plot_model.plot)},e.prototype._pan_end=function(t){this.h_axis_only=!1,this.v_axis_only=!1,null!=this.pan_info&&this.plot_view.push_state(\"pan\",{range:this.pan_info})},e.prototype._update=function(t,e){var i,n,r,o,s,a,l=this.plot_model.frame,h=t-this.last_dx,c=e-this.last_dy,u=l.bbox.h_range,_=u.start-h,p=u.end-h,d=l.bbox.v_range,f=d.start-c,v=d.end-c,m=this.model.dimensions;\"width\"!=m&&\"both\"!=m||this.v_axis_only?(i=u.start,n=u.end,r=0):(i=_,n=p,r=-h),\"height\"!=m&&\"both\"!=m||this.h_axis_only?(o=d.start,s=d.end,a=0):(o=f,s=v,a=-c),this.last_dx=t,this.last_dy=e;var g=l.xscales,y=l.yscales,b={};for(var x in g){var w=g[x],k=w.r_invert(i,n),S=k[0],T=k[1];b[x]={start:S,end:T}}var C={};for(var A in y){var w=y[A],E=w.r_invert(o,s),S=E[0],T=E[1];C[A]={start:S,end:T}}this.pan_info={xrs:b,yrs:C,sdx:r,sdy:a},this.plot_view.update_range(this.pan_info,!0)},e}(r.GestureToolView);i.PanToolView=s;var a=function(i){function t(t){var e=i.call(this,t)||this;return e.tool_name=\"Pan\",e.event_type=\"pan\",e.default_order=10,e}return n.__extends(t,i),t.initClass=function(){this.prototype.type=\"PanTool\",this.prototype.default_view=s,this.define({dimensions:[o.Dimensions,\"both\"]})},Object.defineProperty(t.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(\"Pan\",this.dimensions)},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"icon\",{get:function(){switch(this.dimensions){case\"both\":return\"bk-tool-icon-pan\";case\"width\":return\"bk-tool-icon-xpan\";case\"height\":return\"bk-tool-icon-ypan\"}},enumerable:!0,configurable:!0}),t}(r.GestureTool);(i.PanTool=a).initClass()},function(t,e,i){var l=t(387),n=t(243),r=t(69),o=t(5),s=t(15),a=t(21),h=function(e){function t(){return null!==e&&e.apply(this,arguments)||this}return l.__extends(t,e),t.prototype.initialize=function(t){e.prototype.initialize.call(this,t),this.data={sx:[],sy:[]}},t.prototype.connect_signals=function(){var t=this;e.prototype.connect_signals.call(this),this.connect(this.model.properties.active.change,function(){return t._active_change()})},t.prototype._active_change=function(){this.model.active||this._clear_data()},t.prototype._keyup=function(t){t.keyCode==o.Keys.Enter&&this._clear_data()},t.prototype._doubletap=function(t){var e=t.shiftKey;this._do_select(this.data.sx,this.data.sy,!0,e),this.plot_view.push_state(\"poly_select\",{selection:this.plot_view.get_selection()}),this._clear_data()},t.prototype._clear_data=function(){this.data={sx:[],sy:[]},this.model.overlay.update({xs:[],ys:[]})},t.prototype._tap=function(t){var e=t.sx,i=t.sy,n=this.plot_model.frame;n.bbox.contains(e,i)&&(this.data.sx.push(e),this.data.sy.push(i),this.model.overlay.update({xs:a.copy(this.data.sx),ys:a.copy(this.data.sy)}))},t.prototype._do_select=function(t,e,i,n){var r={type:\"poly\",sx:t,sy:e};this._select(r,i,n)},t.prototype._emit_callback=function(t){var e=this.computed_renderers[0],i=this.plot_model.frame,n=i.xscales[e.x_range_name],r=i.yscales[e.y_range_name],o=n.v_invert(t.sx),s=r.v_invert(t.sy),a=l.__assign({x:o,y:s},t);this.model.callback.execute(this.model,{geometry:a})},t}(n.SelectToolView);i.PolySelectToolView=h;var c=function(){return new r.PolyAnnotation({level:\"overlay\",xs_units:\"screen\",ys_units:\"screen\",fill_color:{value:\"lightgrey\"},fill_alpha:{value:.5},line_color:{value:\"black\"},line_alpha:{value:1},line_width:{value:2},line_dash:{value:[4,4]}})},u=function(i){function t(t){var e=i.call(this,t)||this;return e.tool_name=\"Poly Select\",e.icon=\"bk-tool-icon-polygon-select\",e.event_type=\"tap\",e.default_order=11,e}return l.__extends(t,i),t.initClass=function(){this.prototype.type=\"PolySelectTool\",this.prototype.default_view=h,this.define({callback:[s.Instance],overlay:[s.Instance,c]})},t}(n.SelectTool);(i.PolySelectTool=u).initClass()},function(t,e,i){var n=t(387),_=t(62),r=t(14),o=t(15),s=t(238);function p(t,e,i,n){if(null==e)return!1;var r=i.compute(e);return Math.abs(t-r)r.right)&&(o=!1)}if(null!=r.bottom&&null!=r.top){var a=n.invert(e);(ar.top)&&(o=!1)}return o}function l(t,e,i,n){var r=e.compute(t),o=e.invert(r+i);return o>=n.start&&o<=n.end?o:t}function h(t,e,i,n){var r=e.r_compute(t.start,t.end),o=r[0],s=r[1],a=e.r_invert(o+i,s+i),l=a[0],h=a[1];l>=n.start&&l<=n.end&&h>=n.start&&h<=n.end&&(t.start=l,t.end=h)}i.is_near=p,i.is_inside=d,i.compute_value=l,i.update_range=h;var a=function(e){function t(){return null!==e&&e.apply(this,arguments)||this}return n.__extends(t,e),t.prototype.initialize=function(t){e.prototype.initialize.call(this,t),this.side=0,this.model.update_overlay_from_ranges()},t.prototype.connect_signals=function(){var t=this;e.prototype.connect_signals.call(this),null!=this.model.x_range&&this.connect(this.model.x_range.change,function(){return t.model.update_overlay_from_ranges()}),null!=this.model.y_range&&this.connect(this.model.y_range.change,function(){return t.model.update_overlay_from_ranges()})},t.prototype._pan_start=function(t){this.last_dx=0,this.last_dy=0;var 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notice,\n", + " * this list of conditions and the following disclaimer.\n", + " * \n", + " * Redistributions in binary form must reproduce the above copyright notice,\n", + " * this list of conditions and the following disclaimer in the documentation\n", + " * and/or other materials provided with the distribution.\n", + " * \n", + " * Neither the name of Anaconda nor the names of any contributors\n", + " * may be used to endorse or promote products derived from this software\n", + " * without specific prior written permission.\n", + " * \n", + " * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\n", + " * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n", + " * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE\n", + " * ARE DISCLAIMED. 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v 2.3.0\n", + " * Copyright (c) 2010 Three Dub Media - http://threedubmedia.com\n", + " * Open Source MIT License - http://threedubmedia.com/code/license\n", + " */\n", + " var f=e(444);f.fn.drag=function(e,t,n){var o=\"string\"==typeof e?e:\"\",r=f.isFunction(e)?e:f.isFunction(t)?t:null;return 0!==o.indexOf(\"drag\")&&(o=\"drag\"+o),n=(e==r?t:n)||{},r?this.on(o,n,r):this.trigger(o)};var h=f.event,o=h.special,g=o.drag={defaults:{which:1,distance:0,not:\":input\",handle:null,relative:!1,drop:!0,click:!1},datakey:\"dragdata\",noBubble:!0,add:function(e){var n=f.data(this,g.datakey),o=e.data||{};n.related+=1,f.each(g.defaults,function(e,t){void 0!==o[e]&&(n[e]=o[e])})},remove:function(){f.data(this,g.datakey).related-=1},setup:function(){if(!f.data(this,g.datakey)){var e=f.extend({related:0},g.defaults);f.data(this,g.datakey,e),h.add(this,\"touchstart mousedown\",g.init,e),this.attachEvent&&this.attachEvent(\"ondragstart\",g.dontstart)}},teardown:function(){var e=f.data(this,g.datakey)||{};e.related||(f.removeData(this,g.datakey),h.remove(this,\"touchstart mousedown\",g.init),g.textselect(!0),this.detachEvent&&this.detachEvent(\"ondragstart\",g.dontstart))},init:function(e){if(!g.touched){var t,n=e.data;if(!(0!=e.which&&0=e.left&&(t[0]||t.right)<=e.right&&(t[1]||t.top)>=e.top&&(t[1]||t.bottom)<=e.bottom},modes:{intersect:function(e,t,n){return this.contains(n,[e.pageX,e.pageY])?1e9:this.modes.overlap.apply(this,arguments)},overlap:function(e,t,n){return Math.max(0,Math.min(n.bottom,t.bottom)-Math.max(n.top,t.top))*Math.max(0,Math.min(n.right,t.right)-Math.max(n.left,t.left))},fit:function(e,t,n){return this.contains(n,t)?1:0},middle:function(e,t,n){return this.contains(n,[t.left+.5*t.width,t.top+.5*t.height])?1:0}},sort:function(e,t){return t.winner-e.winner||e.index-t.index},tolerate:function(e){var t,n,o,r,i,l,s,a,c=0,u=e.interactions.length,d=[g.event.pageX,g.event.pageY],p=g.tolerance||g.modes[g.mode];do{if(a=e.interactions[c]){if(!a)return;a.drop=[],i=[],l=a.droppable.length,p&&(o=g.locate(a.proxy)),t=0;do{if(s=a.droppable[t]){if(r=f.data(s,g.datakey),!(n=r.location))continue;r.winner=p?p.call(g,g.event,o,n):g.contains(n,d)?1:0,i.push(r)}}while(++t\",a.toolTip):l.updateColumnHeader(a.columnId,\"\",a.toolTip)}function o(e,t){32==e.which&&l.getColumns()[t.cell].id===a.columnId&&(l.getEditorLock().isActive()&&!l.getEditorLock().commitCurrentEdit()||i(t.row),e.preventDefault(),e.stopImmediatePropagation())}function r(e,t){if(l.getColumns()[t.cell].id===a.columnId&&d(e.target).is(\":checkbox\")){if(l.getEditorLock().isActive()&&!l.getEditorLock().commitCurrentEdit())return e.preventDefault(),void e.stopImmediatePropagation();i(t.row),e.stopPropagation(),e.stopImmediatePropagation()}}function i(t){s[t]?l.setSelectedRows(d.grep(l.getSelectedRows(),function(e){return e!=t})):l.setSelectedRows(l.getSelectedRows().concat(t))}function c(e,t){if(t.column.id==a.columnId&&d(e.target).is(\":checkbox\")){if(l.getEditorLock().isActive()&&!l.getEditorLock().commitCurrentEdit())return e.preventDefault(),void e.stopImmediatePropagation();if(d(e.target).is(\":checked\")){for(var n=[],o=0;o\":\"\":null}d.extend(this,{init:function(e){l=e,t.subscribe(l.onSelectedRowsChanged,n).subscribe(l.onClick,r).subscribe(l.onHeaderClick,c).subscribe(l.onKeyDown,o)},destroy:function(){t.unsubscribeAll()},deSelectRows:function(e){var t,n=e.length,o=[];for(t=0;t\",toolTip:a.toolTip,field:\"sel\",width:a.width,resizable:!1,sortable:!1,cssClass:a.cssClass,formatter:u}}})}}},441:function(e,t,n){var v=e(444),w=e(442);t.exports={RowSelectionModel:function(t){var c,n,o,u=[],r=this,i=new w.EventHandler,l={selectActiveRow:!0};function s(e){return function(){n||(n=!0,e.apply(this,arguments),n=!1)}}function d(e){for(var t=[],n=0;n=this.fromRow&&e<=this.toRow&&t>=this.fromCell&&t<=this.toCell},this.toString=function(){return this.isSingleCell()?\"(\"+this.fromRow+\":\"+this.fromCell+\")\":\"(\"+this.fromRow+\":\"+this.fromCell+\" - 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Cell editors must make sure they implement .destroy()\n", + " * and do proper cleanup.\n", + " */\n", + " var $=require(444),Slick=require(442),scrollbarDimensions,maxSupportedCssHeight;function SlickGrid(container,data,columns,options){$.fn.drag||require(438),$.fn.drop||require(439);var defaults={explicitInitialization:!1,rowHeight:25,defaultColumnWidth:80,enableAddRow:!1,leaveSpaceForNewRows:!1,editable:!1,autoEdit:!0,enableCellNavigation:!0,enableColumnReorder:!0,asyncEditorLoading:!1,asyncEditorLoadDelay:100,forceFitColumns:!1,enableAsyncPostRender:!1,asyncPostRenderDelay:50,enableAsyncPostRenderCleanup:!1,asyncPostRenderCleanupDelay:40,autoHeight:!1,editorLock:Slick.GlobalEditorLock,showHeaderRow:!1,headerRowHeight:25,createFooterRow:!1,showFooterRow:!1,footerRowHeight:25,createPreHeaderPanel:!1,showPreHeaderPanel:!1,preHeaderPanelHeight:25,showTopPanel:!1,topPanelHeight:25,formatterFactory:null,editorFactory:null,cellFlashingCssClass:\"flashing\",selectedCellCssClass:\"selected\",multiSelect:!0,enableTextSelectionOnCells:!1,dataItemColumnValueExtractor:null,fullWidthRows:!1,multiColumnSort:!1,numberedMultiColumnSort:!1,tristateMultiColumnSort:!1,defaultFormatter:defaultFormatter,forceSyncScrolling:!1,addNewRowCssClass:\"new-row\",preserveCopiedSelectionOnPaste:!1,showCellSelection:!0},columnDefaults={name:\"\",resizable:!0,sortable:!1,minWidth:30,rerenderOnResize:!1,headerCssClass:null,defaultSortAsc:!0,focusable:!0,selectable:!0},th,h,ph,n,cj,page=0,offset=0,vScrollDir=1,initialized=!1,$container,uid=\"slickgrid_\"+Math.round(1e6*Math.random()),self=this,$focusSink,$focusSink2,$headerScroller,$headers,$headerRow,$headerRowScroller,$headerRowSpacer,$footerRow,$footerRowScroller,$footerRowSpacer,$preHeaderPanel,$preHeaderPanelScroller,$preHeaderPanelSpacer,$topPanelScroller,$topPanel,$viewport,$canvas,$style,$boundAncestors,stylesheet,columnCssRulesL,columnCssRulesR,viewportH,viewportW,canvasWidth,viewportHasHScroll,viewportHasVScroll,headerColumnWidthDiff=0,headerColumnHeightDiff=0,cellWidthDiff=0,cellHeightDiff=0,jQueryNewWidthBehaviour=!1,absoluteColumnMinWidth,sortIndicatorCssClass=\"slick-sort-indicator\",tabbingDirection=1,activePosX,activeRow,activeCell,activeCellNode=null,currentEditor=null,serializedEditorValue,editController,rowsCache={},renderedRows=0,numVisibleRows,prevScrollTop=0,scrollTop=0,lastRenderedScrollTop=0,lastRenderedScrollLeft=0,prevScrollLeft=0,scrollLeft=0,selectionModel,selectedRows=[],plugins=[],cellCssClasses={},columnsById={},sortColumns=[],columnPosLeft=[],columnPosRight=[],pagingActive=!1,pagingIsLastPage=!1,h_editorLoader=null,h_render=null,h_postrender=null,h_postrenderCleanup=null,postProcessedRows={},postProcessToRow=null,postProcessFromRow=null,postProcessedCleanupQueue=[],postProcessgroupId=0,counter_rows_rendered=0,counter_rows_removed=0,rowNodeFromLastMouseWheelEvent,zombieRowNodeFromLastMouseWheelEvent,zombieRowCacheFromLastMouseWheelEvent,zombieRowPostProcessedFromLastMouseWheelEvent,cssShow={position:\"absolute\",visibility:\"hidden\",display:\"block\"},$hiddenParents,oldProps=[];function init(){if(($container=container instanceof $?container:$(container)).length<1)throw new Error(\"SlickGrid requires a valid container, \"+container+\" does not exist in the DOM.\");cacheCssForHiddenInit(),maxSupportedCssHeight=maxSupportedCssHeight||getMaxSupportedCssHeight(),scrollbarDimensions=scrollbarDimensions||measureScrollbar(),options=$.extend({},defaults,options),validateAndEnforceOptions(),columnDefaults.width=options.defaultColumnWidth,columnsById={};for(var e=0;et.maxWidth&&(t.width=t.maxWidth)}if(options.enableColumnReorder&&!$.fn.sortable)throw new Error(\"SlickGrid's 'enableColumnReorder = true' option requires jquery-ui.sortable module to be loaded\");editController={commitCurrentEdit:commitCurrentEdit,cancelCurrentEdit:cancelCurrentEdit},$container.empty().css(\"overflow\",\"hidden\").css(\"outline\",0).addClass(uid).addClass(\"ui-widget\"),/relative|absolute|fixed/.test($container.css(\"position\"))||$container.css(\"position\",\"relative\"),$focusSink=$(\"
\").appendTo($container),options.createPreHeaderPanel&&($preHeaderPanelScroller=$(\"
\").appendTo($container),$preHeaderPanel=$(\"
\").appendTo($preHeaderPanelScroller),$preHeaderPanelSpacer=$(\"
\").css(\"width\",getCanvasWidth()+scrollbarDimensions.width+\"px\").appendTo($preHeaderPanelScroller),options.showPreHeaderPanel||$preHeaderPanelScroller.hide()),$headerScroller=$(\"
\").appendTo($container),($headers=$(\"
\").appendTo($headerScroller)).width(getHeadersWidth()),$headerRowScroller=$(\"
\").appendTo($container),$headerRow=$(\"
\").appendTo($headerRowScroller),$headerRowSpacer=$(\"
\").css(\"width\",getCanvasWidth()+scrollbarDimensions.width+\"px\").appendTo($headerRowScroller),$topPanelScroller=$(\"
\").appendTo($container),$topPanel=$(\"
\").appendTo($topPanelScroller),options.showTopPanel||$topPanelScroller.hide(),options.showHeaderRow||$headerRowScroller.hide(),($viewport=$(\"
\").appendTo($container)).css(\"overflow-y\",options.autoHeight?\"hidden\":\"auto\"),$canvas=$(\"
\").appendTo($viewport),options.createFooterRow&&($footerRowScroller=$(\"
\").appendTo($container),$footerRow=$(\"
\").appendTo($footerRowScroller),$footerRowSpacer=$(\"
\").css(\"width\",getCanvasWidth()+scrollbarDimensions.width+\"px\").appendTo($footerRowScroller),options.showFooterRow||$footerRowScroller.hide()),options.numberedMultiColumnSort&&(sortIndicatorCssClass=\"slick-sort-indicator-numbered\"),$focusSink2=$focusSink.clone().appendTo($container),options.explicitInitialization||finishInitialization()}function finishInitialization(){initialized||(initialized=!0,viewportW=parseFloat($.css($container[0],\"width\",!0)),measureCellPaddingAndBorder(),disableSelection($headers),options.enableTextSelectionOnCells||$viewport.on(\"selectstart.ui\",function(e){return $(e.target).is(\"input,textarea\")}),updateColumnCaches(),createColumnHeaders(),setupColumnSort(),createCssRules(),resizeCanvas(),bindAncestorScrollEvents(),$container.on(\"resize.slickgrid\",resizeCanvas),$viewport.on(\"scroll\",handleScroll),$headerScroller.on(\"contextmenu\",handleHeaderContextMenu).on(\"click\",handleHeaderClick).on(\"mouseenter\",\".slick-header-column\",handleHeaderMouseEnter).on(\"mouseleave\",\".slick-header-column\",handleHeaderMouseLeave),$headerRowScroller.on(\"scroll\",handleHeaderRowScroll),options.createFooterRow&&$footerRowScroller.on(\"scroll\",handleFooterRowScroll),options.createPreHeaderPanel&&$preHeaderPanelScroller.on(\"scroll\",handlePreHeaderPanelScroll),$focusSink.add($focusSink2).on(\"keydown\",handleKeyDown),$canvas.on(\"keydown\",handleKeyDown).on(\"click\",handleClick).on(\"dblclick\",handleDblClick).on(\"contextmenu\",handleContextMenu).on(\"draginit\",handleDragInit).on(\"dragstart\",{distance:3},handleDragStart).on(\"drag\",handleDrag).on(\"dragend\",handleDragEnd).on(\"mouseenter\",\".slick-cell\",handleMouseEnter).on(\"mouseleave\",\".slick-cell\",handleMouseLeave),navigator.userAgent.toLowerCase().match(/webkit/)&&navigator.userAgent.toLowerCase().match(/macintosh/)&&$canvas.on(\"mousewheel\",handleMouseWheel),restoreCssFromHiddenInit())}function cacheCssForHiddenInit(){($hiddenParents=$container.parents().addBack().not(\":visible\")).each(function(){var e={};for(var t in cssShow)e[t]=this.style[t],this.style[t]=cssShow[t];oldProps.push(e)})}function restoreCssFromHiddenInit(){$hiddenParents.each(function(e){var t=oldProps[e];for(var n in cssShow)this.style[n]=t[n]})}function registerPlugin(e){plugins.unshift(e),e.init(self)}function unregisterPlugin(e){for(var t=plugins.length;0<=t;t--)if(plugins[t]===e){plugins[t].destroy&&plugins[t].destroy(),plugins.splice(t,1);break}}function setSelectionModel(e){selectionModel&&(selectionModel.onSelectedRangesChanged.unsubscribe(handleSelectedRangesChanged),selectionModel.destroy&&selectionModel.destroy()),(selectionModel=e)&&(selectionModel.init(self),selectionModel.onSelectedRangesChanged.subscribe(handleSelectedRangesChanged))}function getSelectionModel(){return selectionModel}function getCanvasNode(){return $canvas[0]}function measureScrollbar(){var e=$(\"
\").appendTo(\"body\"),t={width:e.width()-e[0].clientWidth,height:e.height()-e[0].clientHeight};return e.remove(),t}function getColumnTotalWidth(e){for(var t=0,n=0,o=columns.length;nviewportW-scrollbarDimensions.width);var n=canvasWidth+(viewportHasVScroll?scrollbarDimensions.width:0);$headerRowSpacer.width(n),options.createFooterRow&&$footerRowSpacer.width(n),options.createPreHeaderPanel&&$preHeaderPanelSpacer.width(n),(canvasWidth!=t||e)&&applyColumnWidths()}function disableSelection(e){e&&e.jquery&&e.attr(\"unselectable\",\"on\").css(\"MozUserSelect\",\"none\").on(\"selectstart.ui\",function(){return!1})}function getMaxSupportedCssHeight(){for(var e=1e6,t=navigator.userAgent.toLowerCase().match(/firefox/)?6e6:1e9,n=$(\"
\").appendTo(document.body);;){var o=2*e;if(n.css(\"height\",o),t\").html(\"\"+o.name+\"\").width(o.width-headerColumnWidthDiff).attr(\"id\",\"\"+uid+o.id).attr(\"title\",o.toolTip||\"\").data(\"column\",o).addClass(o.headerCssClass||\"\").appendTo($headers);if((options.enableColumnReorder||o.sortable)&&r.on(\"mouseenter\",e).on(\"mouseleave\",t),o.sortable&&(r.addClass(\"slick-header-sortable\"),r.append(\"\")),trigger(self.onHeaderCellRendered,{node:r[0],column:o,grid:self}),options.showHeaderRow){var i=$(\"
\").data(\"column\",o).appendTo($headerRow);trigger(self.onHeaderRowCellRendered,{node:i[0],column:o,grid:self})}if(options.createFooterRow&&options.showFooterRow){var l=$(\"
\").data(\"column\",o).appendTo($footerRow);trigger(self.onFooterRowCellRendered,{node:l[0],column:o})}}setSortColumns(sortColumns),setupColumnResize(),options.enableColumnReorder&&(\"function\"==typeof options.enableColumnReorder?options.enableColumnReorder(self,$headers,headerColumnWidthDiff,setColumns,setupColumnResize,columns,getColumnIndex,uid,trigger):setupColumnReorder())}function setupColumnSort(){$headers.click(function(e){if(e.metaKey=e.metaKey||e.ctrlKey,!$(e.target).hasClass(\"slick-resizable-handle\")){var t=$(e.target).closest(\".slick-header-column\");if(t.length){var n=t.data(\"column\");if(n.sortable){if(!getEditorLock().commitCurrentEdit())return;for(var o=null,r=0;r=columns.length||columns[e].resizable&&(void 0===n&&(n=e),o=e)}),void 0!==n&&u.each(function(l,e){l>=columns.length||l\").appendTo(e).on(\"dragstart\",function(e,t){if(!getEditorLock().commitCurrentEdit())return!1;c=e.pageX,$(this).parent().addClass(\"slick-header-column-active\");var n=null,o=null;if(u.each(function(e,t){e>=columns.length||(columns[e].previousWidth=$(t).outerWidth())}),options.forceFitColumns)for(o=n=0,s=l+1;s
\").appendTo($headers),headerColumnWidthDiff=headerColumnHeightDiff=0,\"border-box\"!=n.css(\"box-sizing\")&&\"border-box\"!=n.css(\"-moz-box-sizing\")&&\"border-box\"!=n.css(\"-webkit-box-sizing\")&&($.each(e,function(e,t){headerColumnWidthDiff+=parseFloat(n.css(t))||0}),$.each(t,function(e,t){headerColumnHeightDiff+=parseFloat(n.css(t))||0})),n.remove();var r=$(\"
\").appendTo($canvas);n=$(\"\").appendTo(r),cellWidthDiff=cellHeightDiff=0,\"border-box\"!=n.css(\"box-sizing\")&&\"border-box\"!=n.css(\"-moz-box-sizing\")&&\"border-box\"!=n.css(\"-webkit-box-sizing\")&&($.each(e,function(e,t){cellWidthDiff+=parseFloat(n.css(t))||0}),$.each(t,function(e,t){cellHeightDiff+=parseFloat(n.css(t))||0})),r.remove(),absoluteColumnMinWidth=Math.max(headerColumnWidthDiff,cellWidthDiff)}function createCssRules(){$style=$(\"\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", + " \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", + "
datecountryfruitunit_pricequantitytotal_price
02017-10-21USBanana0.30371141.214846
12017-05-30JPBanana0.25410941.016436
22017-05-21CABanana0.26863541.074539
32017-09-18BRGrape2.21527724.430554
42017-12-08USBanana0.30833751.541687
52017-06-05GBApple0.87011821.740235
62017-09-05JPBanana0.27917971.954252
72017-08-27CAApple1.02526544.101059
82017-09-14CAApple1.07883144.315324
92017-05-26GBGrape1.84090923.681818
\n", + "
" + ], + "text/plain": [ + " date country fruit unit_price quantity total_price\n", + "0 2017-10-21 US Banana 0.303711 4 1.214846\n", + "1 2017-05-30 JP Banana 0.254109 4 1.016436\n", + "2 2017-05-21 CA Banana 0.268635 4 1.074539\n", + "3 2017-09-18 BR Grape 2.215277 2 4.430554\n", + "4 2017-12-08 US Banana 0.308337 5 1.541687\n", + "5 2017-06-05 GB Apple 0.870118 2 1.740235\n", + "6 2017-09-05 JP Banana 0.279179 7 1.954252\n", + "7 2017-08-27 CA Apple 1.025265 4 4.101059\n", + "8 2017-09-14 CA Apple 1.078831 4 4.315324\n", + "9 2017-05-26 GB Grape 1.840909 2 3.681818" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chartify.examples.example_data().head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Both Numerical Axes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scatter" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scatter plot.\n", + "\n", + " Args:\n", + " data_frame (pandas.DataFrame): Data source for the plot.\n", + " x_column (str): Column name to plot on the x axis.\n", + " y_column (str): Column name to plot on the y axis.\n", + " size_column (str, optional): Column name of numerical values\n", + " to plot on the size dimension.\n", + " color_column (str, optional): Column name to group by on\n", + " the color dimension.\n", + " color_order (list, optional): List of values within the\n", + " 'color_column' for specific sorting of the colors.\n", + " \n", + "\n", + " import numpy as np\n", + " import pandas as pd\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + " \n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='datetime')\n", + " ch.plot.scatter(\n", + " data_frame=data,\n", + " x_column='date',\n", + " y_column='unit_price')\n", + " ch.set_title(\"Scatterplot\")\n", + " ch.set_subtitle(\"Plot two numeric values.\")\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='datetime')\n", + " ch.plot.scatter(\n", + " data_frame=data,\n", + " x_column='date',\n", + " y_column='unit_price',\n", + " size_column='quantity')\n", + " ch.set_title(\"Scatterplot\")\n", + " ch.set_subtitle(\n", + " \"Optional 'size_column' argument for changing scatter size.\")\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='datetime')\n", + " ch.plot.scatter(\n", + " data_frame=data,\n", + " x_column='date',\n", + " y_column='unit_price',\n", + " size_column='quantity',\n", + " color_column='fruit')\n", + " ch.set_title(\"Scatterplot\")\n", + " ch.set_subtitle(\"Optional 'color_column' argument for grouping by color.\")\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.plot_scatter.__doc__)\n", + "chartify.examples.plot_scatter()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Text" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Text plot.\n", + "\n", + " Args:\n", + " data_frame (pandas.DataFrame): Data source for the plot.\n", + " x_column (str): Column name to plot on the x axis.\n", + " y_column (str): Column name to plot on the y axis.\n", + " text_column (str): Column name to plot as text labels.\n", + " color_column (str, optional): Column name to group by on the\n", + " color dimension.\n", + " color_order (list, optional): List of values within the\n", + " 'color_column' for specific sorting of the colors.\n", + " font_size (str, optional): Size of text.\n", + " x_offset (int, optional): # of pixels for horizontal text offset.\n", + " Can be negative. Default: 0.\n", + " y_offset (int, optional): # of pixels for vertical text offset.\n", + " Can be negative. Default: 0.\n", + " angle (int): Degrees from horizontal for text rotation.\n", + " text_color (str): Color name or hex value.\n", + " See chartify.color_palettes.show() for available color names.\n", + " If omitted, will default to the next color in the\n", + " current color palette.\n", + " \n", + "\n", + " import chartify\n", + "\n", + " data = chartify.examples.example_data()\n", + "\n", + " # Manipulate the data\n", + " price_and_quantity_by_country = (\n", + " data.groupby('country')[['total_price', 'quantity']].sum()\n", + " .reset_index())\n", + " print(price_and_quantity_by_country.head())\n", + " \n", + " country total_price quantity\n", + "0 BR 208.553175 215\n", + "1 CA 473.922173 659\n", + "2 GB 370.257657 446\n", + "3 JP 263.204503 424\n", + "4 US 645.058909 1134\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True)\n", + " ch.plot.scatter(\n", + " data_frame=price_and_quantity_by_country,\n", + " x_column='total_price',\n", + " y_column='quantity',\n", + " color_column='country')\n", + " ch.style.color_palette.reset_palette_order()\n", + " ch.plot.text(\n", + " data_frame=price_and_quantity_by_country,\n", + " x_column='total_price',\n", + " y_column='quantity',\n", + " text_column='country',\n", + " color_column='country',\n", + " x_offset=1,\n", + " y_offset=-1,\n", + " font_size='10pt')\n", + " ch.set_title(\"Text\")\n", + " ch.set_subtitle(\"Labels for specific observations.\")\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.plot_text.__doc__)\n", + "chartify.examples.plot_text()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Line" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Line Chart.\n", + "\n", + " Note:\n", + " This method will not automatically sort the x-axis.\n", + " Try sorting the axis if the line graph looks strange.\n", + "\n", + " Args:\n", + " data_frame (pandas.DataFrame): Data source for the plot.\n", + " x_column (str): Column name to plot on the x axis.\n", + " y_column (str): Column name to plot on the y axis.\n", + " color_column (str, optional): Column name to group by on\n", + " the color dimension.\n", + " color_order (list, optional): List of values within the\n", + " 'color_column' for specific sorting of the colors.\n", + " line_dash (str, optional): Dash style for the line. One of:\n", + " - 'solid'\n", + " - 'dashed'\n", + " - 'dotted'\n", + " - 'dotdash'\n", + " - 'dashdot'\n", + " line_width (int, optional): Width of the line\n", + " \n", + "\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " # Sum price grouped by date\n", + " price_by_date = (\n", + " data.groupby('date')['total_price'].sum()\n", + " .reset_index() # Move 'date' from index to column\n", + " )\n", + " print(price_by_date.head())\n", + " \n", + " date total_price\n", + "0 2017-01-10 1.808778\n", + "1 2017-01-12 0.829621\n", + "2 2017-01-22 1.998476\n", + "3 2017-01-27 1.390764\n", + "4 2017-01-28 2.658465\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='datetime')\n", + " ch.set_title(\"Line charts\")\n", + " ch.set_subtitle(\"Plot two numeric values connected by an ordered line.\")\n", + " ch.plot.line(\n", + " # Data must be sorted by x column\n", + " data_frame=price_by_date.sort_values('date'),\n", + " x_column='date',\n", + " y_column='total_price')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " price_by_date_and_country = (\n", + " data.groupby(['date', 'fruit'])['total_price'].sum()\n", + " .reset_index() # Move 'date' and 'country' from index to column\n", + " )\n", + " print(price_by_date_and_country.head())\n", + " \n", + " date fruit total_price\n", + "0 2017-01-10 Apple 1.808778\n", + "1 2017-01-12 Orange 0.829621\n", + "2 2017-01-22 Grape 1.998476\n", + "3 2017-01-27 Banana 1.390764\n", + "4 2017-01-28 Apple 2.658465\n", + "\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='datetime')\n", + " ch.set_title(\"Line charts - Grouped by color\")\n", + " ch.plot.line(\n", + " # Data must be sorted by x column\n", + " data_frame=price_by_date_and_country.sort_values('date'),\n", + " x_column='date',\n", + " y_column='total_price',\n", + " color_column='fruit')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.plot_line.__doc__)\n", + "chartify.examples.plot_line()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Area" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Area plot.\n", + "\n", + " Note:\n", + " - When a single y_column is passed: Shade area between the\n", + " y_values and zero.\n", + " - Use `stacked` argument for stacked areas.\n", + " - When both y_column and second_y_column are passed:\n", + " Shade area between the two y_columns.\n", + "\n", + " Args:\n", + " data_frame (pandas.DataFrame): Data source for the plot.\n", + " x_column (str): Column name to plot on the x axis.\n", + " y_column (str): Column name to plot on the y axis.\n", + " second_y_column (str, optional): Column name to plot on\n", + " the y axis.\n", + " color_column (str, optional): Column name to group by on\n", + " the color dimension.\n", + " color_order (list, optional): List of values within the\n", + " 'color_column' for specific sorting of the colors.\n", + " stacked (bool, optional): Stacked the areas.\n", + " Only applicable with a single y_column.\n", + " Default: False.\n", + " \n", + "\n", + " import pandas as pd\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " total_quantity_by_month_and_fruit = (data.groupby(\n", + " [data['date'] + pd.offsets.MonthBegin(-1), 'fruit'])['quantity'].sum()\n", + " .reset_index().rename(columns={'date': 'month'})\n", + " .sort_values('month'))\n", + " print(total_quantity_by_month_and_fruit.head())\n", + " \n", + " month fruit quantity\n", + "0 2017-01-01 Apple 7\n", + "1 2017-01-01 Banana 6\n", + "2 2017-01-01 Grape 1\n", + "3 2017-01-01 Orange 2\n", + "4 2017-02-01 Apple 8\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='datetime')\n", + " ch.set_title(\"Stacked area\")\n", + " ch.set_subtitle(\"Represent changes in distribution.\")\n", + " ch.plot.area(\n", + " data_frame=total_quantity_by_month_and_fruit,\n", + " x_column='month',\n", + " y_column='quantity',\n", + " color_column='fruit',\n", + " stacked=True)\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='datetime')\n", + " ch.set_title(\"Unstacked area\")\n", + " ch.set_subtitle(\"Show overlapping values. Automatically adjusts opacity.\")\n", + " ch.plot.area(\n", + " data_frame=total_quantity_by_month_and_fruit,\n", + " x_column='month',\n", + " y_column='quantity',\n", + " color_column='fruit',\n", + " stacked=False)\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + " # Sum price grouped by date\n", + " price_by_date = (data.groupby(['date'])['total_price'].agg(\n", + " ['mean', 'std', 'count'])\n", + " .loc['2017-12-01':].assign(\n", + " lower_ci=lambda x: x['mean'] - 1.96 * x['std'] / x['count']**.5,\n", + " upper_ci=lambda x: x['mean'] + 1.96 * x['std'] / x['count']**.5)\n", + " .reset_index())\n", + " print(price_by_date.head())\n", + " \n", + " date mean std count lower_ci upper_ci\n", + "0 2017-12-01 2.130242 1.723854 3 0.179518 4.080967\n", + "1 2017-12-02 1.801198 1.385051 10 0.942735 2.659662\n", + "2 2017-12-03 2.157626 1.163018 7 1.296050 3.019202\n", + "3 2017-12-04 0.923048 0.472394 4 0.460102 1.385994\n", + "4 2017-12-05 2.179000 1.258695 7 1.246546 3.111454\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='datetime')\n", + " ch.set_title(\"Area with second_y_column\")\n", + " ch.set_subtitle(\n", + " \"Use alone or combined with line graphs to represent confidence.\"\n", + " )\n", + " ch.plot.area(\n", + " data_frame=price_by_date,\n", + " x_column='date',\n", + " y_column='lower_ci',\n", + " second_y_column='upper_ci')\n", + " # Reset to ensure same color of line & shaded interval\n", + " ch.style.color_palette.reset_palette_order()\n", + " ch.plot.line(\n", + " data_frame=price_by_date,\n", + " x_column='date',\n", + " y_column='mean')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.plot_area.__doc__)\n", + "chartify.examples.plot_area()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Numeric axis & Categorical Axis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bar plot" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Bar chart.\n", + "\n", + " Note:\n", + " To change the orientation set x_axis_type or y_axis_type\n", + " argument of the Chart object.\n", + "\n", + " Args:\n", + " data_frame (pandas.DataFrame): Data source for the plot.\n", + " categorical_columns (str or list): Column name to plot on\n", + " the categorical axis.\n", + " numeric_column (str): Column name to plot on the numerical axis.\n", + " color_column (str, optional): Column name to group by on\n", + " the color dimension.\n", + " color_order (list, optional): List of values within the\n", + " 'color_column' for specific color sort.\n", + " categorical_order_by (str or array-like, optional):\n", + " Dimension for ordering the categorical axis. Default 'values'.\n", + " - 'values': Order categorical axis by the numerical\n", + " axis values. Default.\n", + " - 'labels': Order categorical axis by the categorical labels.\n", + " - array-like object (list, tuple, np.array): New labels\n", + " to conform the categorical axis to.\n", + " categorical_order_ascending (bool, optional): Sort order of the\n", + " categorical axis. Default False.\n", + " \n", + "\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " quantity_by_fruit = (data.groupby('fruit')['quantity'].sum().reset_index())\n", + "\n", + " print(quantity_by_fruit.head())\n", + " \n", + " fruit quantity\n", + "0 Apple 608\n", + "1 Banana 1076\n", + "2 Grape 332\n", + "3 Orange 862\n", + "\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='categorical')\n", + " ch.set_title(\"Vertical bar plot\")\n", + " ch.set_subtitle(\"Automatically sorts by value counts.\")\n", + " ch.plot.bar(\n", + " data_frame=quantity_by_fruit,\n", + " categorical_columns='fruit',\n", + " numeric_column='quantity')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='categorical')\n", + " ch.set_title(\"Vertical bar plot - Label sort\")\n", + " ch.set_subtitle(\"Set `categorical_order_by` to sort by labels\")\n", + " ch.plot.bar(\n", + " data_frame=quantity_by_fruit,\n", + " categorical_columns='fruit',\n", + " numeric_column='quantity',\n", + " categorical_order_by='labels',\n", + " categorical_order_ascending=True)\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " ch = chartify.Chart(blank_labels=True, y_axis_type='categorical')\n", + " ch.set_title(\"Horizontal bar plot\")\n", + " ch.set_subtitle(\"Horizontal with color grouping\")\n", + " ch.plot.bar(\n", + " data_frame=quantity_by_fruit,\n", + " categorical_columns='fruit',\n", + " numeric_column='quantity',\n", + " color_column='fruit')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " ch = chartify.Chart(x_axis_type='categorical', blank_labels=True)\n", + " ch.set_title(\"Vertical bar plot with labels\")\n", + " ch.set_subtitle(\"Hidden y-axis\")\n", + " ch.plot.bar(\n", + " data_frame=quantity_by_fruit,\n", + " categorical_columns='fruit',\n", + " numeric_column='quantity',\n", + " color_column='fruit')\n", + " ch.style.color_palette.reset_palette_order()\n", + " ch.plot.text(\n", + " data_frame=quantity_by_fruit,\n", + " categorical_columns='fruit',\n", + " numeric_column='quantity',\n", + " text_column='quantity',\n", + " color_column='fruit')\n", + " # Adjust the axis range to prevent clipping of the text labels.\n", + " ch.axes.set_yaxis_range(0, 1200)\n", + " ch.axes.hide_yaxis()\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.plot_bar.__doc__)\n", + "chartify.examples.plot_bar()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bar (grouped)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Grouped bar example.\n", + "\n", + " ch.plot.bar() docstring:\n", + " Bar chart.\n", + "\n", + " Note:\n", + " To change the orientation set x_axis_type or y_axis_type\n", + " argument of the Chart object.\n", + "\n", + " Args:\n", + " data_frame (pandas.DataFrame): Data source for the plot.\n", + " categorical_columns (str or list): Column name to plot on\n", + " the categorical axis.\n", + " numeric_column (str): Column name to plot on the numerical axis.\n", + " color_column (str, optional): Column name to group by on\n", + " the color dimension.\n", + " color_order (list, optional): List of values within the\n", + " 'color_column' for specific color sort.\n", + " categorical_order_by (str or array-like, optional):\n", + " Dimension for ordering the categorical axis. Default 'values'.\n", + " - 'values': Order categorical axis by the numerical\n", + " axis values. Default.\n", + " - 'labels': Order categorical axis by the categorical labels.\n", + " - array-like object (list, tuple, np.array): New labels\n", + " to conform the categorical axis to.\n", + " categorical_order_ascending (bool, optional): Sort order of the\n", + " categorical axis. Default False.\n", + " \n", + "\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " quantity_by_fruit_and_country = (data.groupby(\n", + " ['fruit', 'country'])['quantity'].sum().reset_index())\n", + " print(quantity_by_fruit_and_country.head())\n", + " \n", + " fruit country quantity\n", + "0 Apple BR 57\n", + "1 Apple CA 144\n", + "2 Apple GB 177\n", + "3 Apple JP 65\n", + "4 Apple US 165\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='categorical')\n", + " ch.set_title(\"Grouped bar chart\")\n", + " ch.set_subtitle(\n", + " \"Pass a list to group by multiple factors. Color grouped by 'fruit'\")\n", + " ch.plot.bar(\n", + " data_frame=quantity_by_fruit_and_country,\n", + " categorical_columns=['fruit', 'country'],\n", + " numeric_column='quantity',\n", + " color_column='fruit')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='categorical')\n", + " ch.set_title(\"Grouped bar chart - Color groupings\")\n", + " ch.set_subtitle(\n", + " \"Change color independent of the axis factors. Color grouped by 'country'\"\n", + " )\n", + " ch.plot.bar(\n", + " data_frame=quantity_by_fruit_and_country,\n", + " categorical_columns=['fruit', 'country'],\n", + " numeric_column='quantity',\n", + " color_column='country')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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ht9vxt7/9DR06dEB2drasgIvunDk5OXC5XGjZsiUAwGazyWVe5s+fjyFDhmDSpElQFEVW+PV6PUwmkzyvPB4PbDab3N+///1vDBgwAElJSdBoNEhISIDZbIZer8eLL74Il8sl81FVVcTFxcmAQ4iJiZHjLhvTWPmer+J/6NAh2X1Uo9FgzJgx50woJK7L9PR0fPXVV/KBSuADjg8//PCirreGaLVaHDlyBI899hicTidatGgBq9UKk8kEg8GAqqoqxMTEQFEUvPPOO4iLi5M9SrRabb35HRsbizNnzpz3elAUBS+++CK+//57tGzZUk4mZzKZAAA5OTkwGAxIS0uTZS78nO5Pr732mnwYk5CQAACIjIyExWIJ2l9iYqIMXmfPng2fz4fk5GTYbDbZs8dut+Pll1/GkCFD5MOvH374Ac888wwiIiIQHR2NmpoauRJAaWkpNm3ahJSUFLhcrqCxxzabDU8++SSOHj2KhIQEOJ1OZGVlQavV4vDhw0hISIDP58N//vMf9OzZEz169OCs4kRERM0oLL+BS0tL4fF4AEB2iQvlcDhQWVmJqqoqVFZWory8HOXl5SgrK4Pdbg/qNuf1euHz+eQkQXq9Hv369cOIESMQHR2NiooKfPjhh4iJiZGVzkcffRQLFy7ERx99hBEjRqCqqgoWiwU2mw3vvfeerBSL7Yuf0MqyqqoNvh6YNo/Hg5iYGDz00EN44YUXMGPGDNl6mpiYiPXr12Pr1q3QaDRYsWIFNm3ahBYtWqC6uhp9+/bFBx98gE8//RS33norHA4HIiMjUVlZiVmzZsnW2dmzZwOoax2prq7G0KFD8dxzz+Hvf/87OnTocMETSYXSaOrWAb7lllvw/PPP49FHH5WV2djYWBw7dgwLFy6U3U4XL14Mo9GI4uJitG7dGm+88QYWLFiAt99+G9nZ2XA4HIiNjcWePXvkRE+NlefIkSNl0BFKBBJLlizBzp07kZiYCKvVik6dOuGVV17B+++/j0GDBsFqtcJisaC6ulq2JoXOuKuqKkaMGIH3338fc+bMwejRo2Gz2WSX/Z07d8r3L1myBKWlpXC73bBarXj00UexYMECfPLJJ7jppptkl2+73Y4jR47Ue1643W74fD6kp6djwoQJ6NixI1566SW89tprQRNCPfbYY1i4cCFGjx4ty6M+Ikip76ch4rXS0lI5cZHJZEK7du0a/azRaERERIQMRDUaDYqLizFr1qwLut7OR1EUvPfee6iqqkJUVBSqqqowatQofPTRR1i4cCEeeeQRmaexsbGYNWsWTp06dd78njhxItLT04PyQBAthYcOHcLXX3+NxMREOeb4vvvuwyuvvIL7779fPrwTE5cFPqj5Od2ftm3bJj8njlV0kw/dn8/ng9vthslkwsMPP4w5c+bgpZdeQqtWrWC32xEREQGbzYZjx44BqHugOXv2bKiqKu9fQ4YMwfPPP49//vOf6NSpE9xut8zDwP3m5ubi8OHDiImJgcvlwrPPPotFixbh888/x1/+8heUlJSgpqYGRUVF9V7zREREdHmFVQuwUFlZCaCuEhIRESG75Im/KYqCZ599Ft988w2ioqJkdzatVouqqirccsstePzxx4O2KVpO27Vrh+effx7t27eX25ozZw7KysoQFxeH6upq/OlPf8Jtt90GAEhKSsIrr7yCu+++Gzk5OYiKisLGjRtRWFiINm3a/GgVJZ/Ph6effhpjx44FAIwdOxbR0dF4/fXXERcXB5fLhY0bN2Lw4MFYvXo1tFotamtrkZGRgVmzZsnt/PGPf4TD4cCXX36JqKgobN++HS6XC2fPnsW+fftkC2vv3r3x+uuvyxahoUOH4vbbb8eZM2canEimMaJL8/3334/f/e538u/t27fHb3/7W/h8PhgMBmzcuBG//OUv4fF4kJ2djYyMDHg8Htx3333o378/ACA+Ph6dOnXC3r17ZYt0aD7XV56hrwuiK7Kqqli9ejWMRiPcbjeio6Px4osvyvPrxRdfxJQpU1BVVQWdToejR48CQFCvA5fLhXbt2uGVV16Rwfbf/vY37Ny5E06n85zJjuLi4jBixAgYjUZ07doVM2bMAFA3MdSYMWMwf/58eWwNnUuqquKpp57CtddeG9RCJwJu8bm0tDS0a9eu3jwI3JZYtiqURqNpcBy42FbgbMk6nU6+v6EAOHA/Pp8POp0OK1euRGlp6QVfb/WNBxbbP336NH744QfZa6Rv3774z3/+I8virrvuglarxb///W8ZVK5cuRJ33313vdtsKL8DiW7hK1euhNVqRXx8POx2O5544gncfvvtAIBhw4YhLS0Nf/7znxEZGVlvHon8+6nfnzZs2ICBAwc2aZ8aTd060vfdd59siW/Xrh0cDgdmzpwpxxKfOXMGAHDkyBHs2bMn6P4lJj8EgEGDBmHGjBk4deqULLPA7uniwZVGo8GZM2dQVlaGpKQkXH/99VBVFadPn4bD4UCfPn1k+oiIiKh5hGUALCo1ga0YQHAl2+FwoKqqSrY2iBk+bTZbveNAxRIZ9913H9q3by9n8lUUBQUFBQAAt9uNlJQUTJkyRe5TtMhcc8012LZtG7RaLaxWK/Ly8n6UCqYYg9u9e3eMHTtWBvMajQY33XQT5s2bB5vNBp1Oh+LiYng8Hhw9elSOMTSbzfjyyy+DltSpra2VE8FUVFSgqKgIRUVFcDqdMJvN8Pv9uOGGG6DT6eTEP4mJibj22mvx0ksvISYm5oKPw+v1Ii4uDjfddFPQ0ivDhg1Dnz59sG3bNhiNRhw/flwGC2+99RYAoKKiAseOHcPcuXNRXV2NgoICbNy4ERaLBS6Xq8F8CyzP83VZVBQFlZWVOHToECIiImC32zFq1CikpqbKc8FiseCtt96SY1VDAxaNRgObzYbhw4fDZDLB4/FAq9UiOjoabdu2xe7du6HRaOBwOADUnbe/+tWv8Ktf/QputxsnTpzA0qVLUVRUhLKyMqxevTpoxttQWq0WdrsdV199NaZPn37O+0Lzxu12N7jUjwimHA4HZsyYgdLSUuj1evl3l8uFzMxMfPjhhzAYDI1OIhbofN3OA4NLsb0Lvd5sNhvy8vKQlpZWbwsmAOTn58NqtcqxsTfccAM0Go0sIwC45ppr8MEHH8hu7/n5+QD+G+w0lN8NBffi76dPn5b7SkpKkscjzsnJkydj9uzZOHbsWKPb+qnfn06fPi3z8Xz79fl8sFgsuOqqq4Lu4e3atZP3KL/fL8/xkydPyiEVPp8P06ZNk+OQASAhIQETJ07EK6+8ImedFsT4ZtEF/8UXX8T777+Pbt26oWPHjujXrx+uv/76oLLhGGAiIqLmE5YBcGxsrBzj63A4cOLECQwePDhoUp+IiAjExMQgKioKXq9XdpnW6XT1BkI+nw/R0dHo3Llz0CypQN0YMdGtMzY2FhEREbJlTVTm2rZtKytmXq8XVVVVAM7fVe58r2s0GrjdbnTs2BHAf5dLURQF8fHxSE9Px+7du6EoijxOp9Mpx6Pu378ff/zjH4MqbFqtFiaTCW63G263G06nE8XFxbICabFYkJ2dHXR8qqoiPT0dBoPhgidPEmlr06aNnHRGdLtWVRXZ2dnYuHEjIiIiZBdIACgpKcGrr76KNWvWwOVyoaamRk76Exsb22B3ZuDc8mwKu90Ot9stgw0xW7QoB1VV0aFDh0a3oaoqIiMjZWAkZi0XNBqNPDfEefj555/jk08+QUlJCZxOpxzjLM7hxs4Rr9eLrKwsGRCILs/1dTuuLz31pd/pdMJut58TANvt9kZboRWlbskdEdh5PB5UVVUFzeocmp76zqMLvd7EfhpKF1A3cZg4r8Qs4mJ7Iq8sFgtatmyJgoICGeyKdDaW3w0R5etwOKDRaOD1ehEfHy+PR2xXURRkZWXh4MGDDT6k+anfn8TxN5XoyhwZGRl0LKIbdmDeAXWtuKJbs9lsRmpqquyF0ND9S5x7/fv3R69evbBp0ybExcUhMjISHo8HmzZtwurVq6HT6dCiRQv86le/wi233BK0XyIiIrr8wjIATktLkxUZ0QISWiGaOXMmHnroIdm17Ze//KUc09cQUVESQULoNgPfc7FCP9vUcbVN2W/oZEN+vx8Wi0VOjCOI8YYA5Dqxbrc76PM6nU5uJzAIvBQVv/q6I7tcLjz22GNYt24dEhMT4XQ6kZCQgBYtWmDAgAEoKCjAzp07G01PYHle7MRdDaWzMY21CoZu57PPPsOTTz6JqKgoqGrderTt27dH165dERUVhW+++aZJ5X6xx1jfttxut3xgJI7F4/E0GsCIfbdq1UoGKzU1NcjPzw+a2Vu8V1VV2O12vPfee3JcbZcuXTBt2rRztnu5xls2dV//S3439GDC6/We9/z6udyfLiQtoQ9r6htnHfp6fZ8DcE7wLFgsFrz++ut49913sXLlSlRUVMBms8FoNCIuLg6KoqC6uhp/+ctf4PF45IoD7AZNRETUPMIqABYVju7duyMuLg52ux2RkZFyXd82bdrIimRUVBSioqIAAJs3b8bJkydl19amEpUci8UiJ/WpqKiQy9UA/+1iePz4cTgcDsTExECn0yE2NjZoW6LiJdbTFLNQOxwOeDyeBmdXFq0YxcXFQa2mYqKoU6dOyQDWYrHIdOl0OthsNtx+++14+OGHUVtbK1uDLBbLOd3I8/Ly5CRENpsNJ06cQHZ2dtD4aTFZk1gKqakCj6GqqgpJSUlBwfaJEyfk8j9GoxHR0dFyUq+UlBTY7XZcddVV+O1vf4uWLVsiMjISr732GjZv3tzouMkLZTAYoNVq4Xa75VJSoQ8BNmzYgLKyMqiqiuTkZLl8y8Ww2WxysidFUZCamoqZM2eiZ8+esFgsOHr0KL755hsAP06LU1OCFJPJhKefflrmgTjXfD4foqKi5PnVUHp69eolu6Hq9XosWLAAN954I/R6vbw2/X4/9Ho9vvvuO7z88suIjo5GeXk5fvOb32DatGkwm80XdL3p9fpzrjdBpDM2NlZuw+l04uzZszLwFNeFzWaTY9xdLpc8ty42oBT3D5EfZrMZxcXFqKysRIsWLeRSRG63GwUFBTAYDA126W9s+z+V+9PF5Of5znvxenR0tFzuzeFw4PDhwxg4cKCckVzM6CzOwcA0+P1+xMXFYebMmfjtb3+LPXv2YPfu3di7dy927NghJw0EgE8//RTTp08P6uVBREREl1dYPYIWFazk5GQMHz5cPqUXy3sUFBTIsa3Cvn378PTTT19UZUVUkrKysgAAer0eJSUlWLp0qZxgSMzgunTpUtkNMSoqCl26dAEA2cVSrEEsxgOKNXa///77RtPl9/thMpmwfft27N+/X3bd02g0WLx4MYqLi+V435SUFOj1erRt2xYulwsRERHYuXMnDAYD4uPjERMTg9jYWGzevBmvv/463n//fbz//vuyC6Povur3+7F06VJZIRZLAC1atEiO/7xQer0eFRUVWLx4sRyPrdVqkZeXh+3bt8NsNqO2thYdOnSAVquVE0x5PB5ERUXh//7v/5CZmSkrovv27Tvvcj4XKj4+Hq1atYLH44HZbMbWrVvlUiqiG/Cf/vQnPPnkk3jkkUfwxRdfALi4li0AqK6uhsPhgE6ng91ux4wZMzB06FCYzWYAwI4dO+TyTz9GS6g45+pruRLnoE6nw6hRozB+/HiMGzcOV111FcaNG4cJEyZgyJAhDbZ6iWuud+/eyMrKgsPhgNlsRn5+PmbOnAm73S6vTb1ejwMHDuDtt99GixYtEBMTg5SUFFx99dUAgOzsbABNv94sFou83uprXQWAjh07ykBRo9Fg/vz5clkfse2lS5eioqJCPowR3Xqb2oU+lCgvMTmXXq9HeXk5PvjgAyiKAoPBAEWpW+6rsLDwgq+tn9r9SczWH9h6/b8S28nIyEBERAR8Ph+MRiPmzZuH0tJSGAwG6PV67N+/H0uXLkVkZOQ549JfffVVzJgxA3fddReee+45DBo0CPfffz/eeOMNfPXVVxg6dKgcx+x0OuWM80RERNQ8wqoFONBdd92FlStXwul0wmKxYP/+/bjzzjsxadIk9OzZEzqdDjk5OViyZAncbres/DVVYFfFq666Cu+99x6cTidMJhP+85//wOv1YvLkySgvL8drr72GHTt2IDY2FuXl5Zg0aRLS0tIA1FXMRIup3+/HCy+8gAcffBDR0dFYuHAhfvjhh3orZYHExFWPP/447r33XnTv3h2rV6/GG2+8ISt9FosFw4cPBwCMGDECa9asQUxMDA4cOIDf/e53ePDBB5GamoqVK1fiH//4B2w2m5xVdsaMGWjfvj2ysrJw4MABREdHY+3atXjyySdx1113wW634/XXX0dBQYGcMOZCibF57777Lvx+PyZPnozDhw/jueeekwGnz+fDiBEj5PvFsTudTmzduhWjR4+Gw+HA559/HhQ0/6/df8WDFZ1Oh8GDB2PXrl1ITExEUVERHnvsMfz+97+H2WzGW2+9BZvNhvj4eKiqilGjRgWl9WKIz2q1WuzZswdTpkyBTqfD9u3b8fHHH8uHEg0Frk0hzp+NGzeidevWMJlMsndEfRo6F8+XBtGCf/vtt+Oxxx6D2WxGVFQUvv76a5w6dQrXXHMNYmNjUVBQgIULF8Jms8FisaCsrAwTJ06UM+xOmDABH3zwwQVdb61bt5bHGppmAEhJScGQIUPw1VdfITExETk5OXjooYfw4IMPIiEhAcuWLcNrr70mx8bHx8fjqquuqnebTSU+N2HCBMyaNQtutxtRUVH44osvUFxcjC5duuDgwYP47rvvLjj4/Snen0aOHCnT/mMR20pPT0fv3r2xZs0axMXF4dixY7jnnnswfvx42O12LF26FNXV1XLoDPDfa6+oqAhr165FXFwctm3bhuzsbEydOhUGgwFGozHoAZTFYml07gEiIiK69MIuABbBTmZmJp5++mnMnDkTXq8XUVFR8Hg8+OSTT/DFF1/I7o2RkZFwu91o3bo1amtr5XqsgdsT42Drqzz7/X60atUKd999N/71r38hPj4eAPDSSy/JSq3oWijWiL333ntlxax79+6IjY1FZWUlLBYLDh8+jIcffhh6vV7+LXAZncYqh4cOHcJf/vIXWCwW1NTUwGQyQavVori4GNOnT0e3bt3g9/tx7bXXYunSpcjJyUFSUhJ++OEH5ObmIiIiApWVlYiIiJDdwZ9++mk5K+q9996LBx98EF6vF2azGV999RVWr14Nv98Pq9WKqKgo2XobOEb4fOUl8tfr9cLhcOCNN97A3LlzYbPZANTNplxRUYHu3bvLVsCOHTsGjXH84x//iD59+uD06dPIy8uDTqdDXFycbOESrcGi1bqhyc4ao6oqbrjhBsyfPx9WqxUxMTHYtGkTdu3aJWfPjYqKQmlpKfr374+JEycCgMyPxvYbmGeivBMSEpCUlISjR48iNjYWS5YswZEjR2A2m7Fjxw7U1NQgMTFRTv4jHjwETu7T2HGK8bxigqe5c+fi448/xp/+9Cdcd911sptrfWm9GOJ6mTp1KnJzczF37lzExcUhMTERBQUF2L17N/R6PTweD6KjoxEZGYny8nJkZ2fjiSeegEajgc/n+5+uN1H+IqAL7MJ+7733Yt26dbBarYiNjcX69euxY8cOGAwGVFVVwWQyQVEUlJWVYebMmTKoDtzmhZxXIj/EQ6aXX34Z8fHxMJlMWL16NVasWCEnDhNdj0VahZ/T/Um0OgceU+hxBV6/9d1jxOtiG+J1rVaL++67D1u2bEFNTQ0sFgtOnTqFV199Vb5usVjk/AKB+Tx16lQsX74cBoMBJpMJzz33HD799FNERUXh1KlTMv9Onz6NG2+8EZGRkRwDTERE1IzC8htYVPwmTZqEN998E6mpqSgvL4fNZoPJZAqqGNlsNkyZMgXvvPMOHA4Hzpw5EzQO2G63o6SkBKWlpSgrK6t30hVVVXH33XfjgQcegMPhQHV1NRSlbtkch8MBVVVRWlqKqKgovPjii+jYsaPsShwXF4eHH35YvsftdqO2thZlZWVo3bo1pk+fjurqapSUlKCsrExOPhS4f9E1eODAgbDZbKisrISiKLDZbCgrK8OECRPw5JNPygpdZGQkXnzxRYwYMQIVFRXwer2w2WwoLS2F3+9HVVUV3G43nnrqKYwZM0amddy4cXjyySdRW1uLyspK6PV6WK1WlJeXIy4uDtdeey1qampQXFyM8vLyJrWoOxwOlJaWoqioCJGRkRg5ciTcbrdcskn8PyMjA88++ywsFgtUVcXgwYMxefJklJaWwul0wuFwYMWKFcjJyUHPnj0xadIknDlzBjU1NcjNzcXixYubVJ4NEQ9WWrdujX/+858wmUwoKSmRx2C1WqGqKoqLi9G9e3f8+9//RkREBIC6inRZWRlKS0tRUlJS7zjzqqoqlJaWorS0VC6jFBERgV//+tcAgPLycqiqiu3bt+Pbb7+FTqfDHXfcIfdZXFyM999/H16vFxqN5rz7U9W6pat69uyJsrIyVFZWorq6GoWFhZesC2dggPS3v/0NDz30EFRVRUlJCXw+HyIjI2EwGGCxWGCz2VBRUYHBgwfjrbfekrMyi3K40OtNPBzwer0yb0pLS+X15PP5kJWVhRdffBFxcXEoKSmBqqpwOBzyeqqqqoLdbpdrzwa2FJ4vvxvLE5/Ph1//+td48MEH4ff7UVlZCZfLJYPfGTNmYPDgwXA6nbLbsvBzuj81lJ/iQRhQt3SXKLuysrJz7jGh5SuCWY/Hgx49euDVV19FSkoKqqur5XUGAAMHDsQdd9wh36/RaORDs6FDh+Lxxx+H1+tFRUUFVFXFsWPHsGvXLlRWVsLpdKK0tBTjx4/H/fffz7G/REREzSzsWoAFMRPq8OHD0atXLyxduhS7du3CiRMn5ORY2dnZGD16NEaPHg1VVfH73/8eZWVl6N27t9zOkCFDZCuoRqNBYmJi0H4CW5AefvhhDBo0CKtXr8aRI0dQXl4OnU6H1NRUdOrUCVOmTEFKSkpQ64Cqqrj22muRnp6OVatWoby8HFqtFgkJCZg2bRpatmyJxMRE2VqVlZV1zjIfHo8H6enp+Mtf/oKPPvoIBw4cgNPpRFRUFEaOHIlrr71W7ksEEKmpqXj//fexYsUKrF27FoWFhXC73UhISEB2djYmTZokK8IirX6/H7fffjvat2+PBQsWoKioCDqdDunp6bj++uuRlZWFhIQE2RKWkJDQYPmI9A8aNAhPP/00NBoNUlJScM0112DRokXYunUrrFYrzGYzsrOzMX36dCQkJMh80Gq1eO6559C/f398//33sNlsiI6ORrdu3XDrrbfKvNLpdLKFpinl2ZRzauTIkfj888/x1VdfoaCgAMXFxdBoNEhNTUWfPn1w/fXXw2KxyLwzGo148MEH5TJKgwcPltsTeXHnnXfiqquugqqqcsym3+/H1VdfjeTkZHz55ZdyHGibNm0wadIk9O3bF927d5cTM4nPJCQk4A9/+AO8Xi9cLpfcX+A5o6oqIiIi8J///AdfffUVioqK5LnUqVOnoPT9mAInGPrd736Hq666CitWrEBBQYFsTdPr9ejatStGjRqFSZMmATh35uwLvd5EK2Xr1q3x+OOPyy6r7dq1AwC5xuuQIUOCyvbUqVNyjers7GyMGjUKgwYNCjqm+Ph4PPbYY/B4PPXm9/nyQ6Tt4Ycfxh133IFVq1ahuLgYOp0OAwYMQJ8+fTBjxgxotVq4XC55Xamq+rO7PwF1D37E9eLxeNCzZ095PF27dsWTTz4pxxGLvBD7a926NWbOnAmgLujt27cvAMiHBkOHDsXKlSuxYcMG7Nq1C0DdGOxrrrkGn3/+uezZIR7EAHUPR2bMmIF+/fph8eLFOHbsGKxWq+xZ1Lp1a/Tp0wdTpkw5b3kTERHRpaeol2uNkCtUaFc0r9cru3YGznT8Y82iG7gd0b00sMWmvq5xF7p/8f6ZM2di2bJl0Gg0GD58ON54440Gt3m+330+n5yIp7G0Bv7N5/P9T2NPL1Rj3Qob6q57OdJRXzlfinMqdH3Xn3o3y9D0u1wueU4FjqNsKC8v9nq7kDR5PB6oqipnEG4sPRdKbOfIkSPIz8+X40+HDh0aNHv56dOnMX36dHg8HlRXV+POO+/EH//4xws+539K96cfm8PhwIYNG+TvaWlp6Ny5c9B7Hn30USxfvlyOTf/qq6/kOtvi4aEQOPv95TwOIiIiOr+wbQEWRIunqNiJsWMA5JIcohIpKjVihlTxnsBuhaEVnkCi67XYpuhCF7j/hmbYFZ8L3G9goBm4//Mdp0hj6O+h+xTbFq1QgfnQUGArWkED0yJ+F905m5JXQmD+in2KYw88hobyTgQBgWmvL9/E5y+kPBsittNYOYduU5xbgWlp6PXAVkFxbojPiTwTvwd+DoA8twMnImso7wLTLPYlzsHLUYkPzUcx1jwwXT/29aaqaqPnaOj9IjA4bOy6aGp+BxLHt3PnTjz22GOIj49HdXU1+vXrh5kzZyItLQ0nT57EK6+8gpqaGjkxWffu3YO28XO8PzV0vZyv/EJfF9eSy+XCX/7yF9nlW6/X489//jNGjBgBh8OBpUuXYvXq1YiJiUFVVRUGDRokg1/x0Ckw7wKPM/DvDH6JiIiaX9gHwEBwQBE6gUyg+ipvTa3M1rfN+gKapnwuNC0iqAndrmjFFhNPhe6nKfsNzZcLSauoHAamPTSt51Nf/l7IMQSmP/S99aXlQsuzIRdazk0th8b2VV9+N/S5ppZDU8r7UqovH4Gmp+tCy0FMktSY+u4X50vPhZ73wH/TPmbMGHTq1AlHjx5FixYtkJ+fj/vvvx9msxl2u12uOVxaWoq+ffti1KhRQQ/ufo73p4stv/peV1UVcXFxmDp1Kt59910kJyfD7/fjH//4B1577TX4fD7U1NTAaDTKcdY33nij/KwIahvKu59yLwwiIqKfIwbAIS7nE/pLva+amhqUlpZCo9Ggurr6f9rWxaT1SmrtaM60XK59X0n5fSn8r8d3KfLnUua5aAWNi4vDc889h7/97W84cOAAPB4PHA4HysrKZGu8z+fD4MGD8cwzz8BsNgc9LPhf9n8p/Zj3p/+VmOPB6XRi+fLlsFqtUBQFRUVFAOrywuv1IiEhATNnzsSwYcPO6fYc6Od+LRIREf2Uhf0Y4J8j0Srx3XffoaCgAIqiICMjAxMmTGjupBHRBRLXs9/vx4YNG5CTkyNnKNbr9YiJiUH//v3Rr1+/oPdfqa70+9Phw4exbt06nDlzBl6vFzqdDiaTCR06dMCwYcOCuj4TERHRTw8DYCKiK1xTJ+tiYHbxArstN+anPrkcERFRuGMA/DPW0MRJRPTTI2YbbmiG5J9aUHal3p/EpFWheQzgsk0AR0RERJcOA2AiIiIiIiIKCz+tJgMiIiIiIiKii8QAmIiIiIiIiMICA2AiIiIiIiIKCwyAiYiIiIiIKCwwACYiIiIiIqKwwACYiIiIiIiIwgIDYCIiIiIiIgoLDICJiIiIiIgoLDAAJiIiIiIiorDAAJiIiIiIiIjCAgNgIiIiIiIiCgsMgImIiIiIiCgs6Jo7Ac3N7/dDVVX5u6Io0Gg057xHvKYoymVN35VMVVWoqnpJ80WUj0aj+VH28VMuy59S2sW5Ic6P0GvqfJ8D0OTPXG6qqsLv91/QcTW2LfHzY53jPyVNuf9eyLbENsItHy+FplyLlzLPw7U8L8f3KhFRuFPUwNpHGBGH3dAXjPgCIgoHzVHZ/CkEu5fSpbzHBObtlViR5v2Xfi7C/T5GRPRTFJYBcGDlqqCgAAcPHgRQ9+XVrl07dO7cWb7X5/Ph8OHDcLlcSE1NRUJCAitn/9/hw4dRXl6O5ORktG3b9kfPF7/fj507d6Kqqgrt2rVDRkbGRe1DfKa2thYHDx6Ez+dDRkYGYmJifjJl6fV6kZ+fD7fbjTZt2iAxMfGKTHtgXu/evRsVFRVIS0tD165dm/T5yspKFBYWwmAwIDs7G1qt9hKnuOnEsZ08eRKHDx9GVFQUevfu/T+lsaamBnv37kVNTQ2ys7ORlZV1RZbrj6mp99+m5EPg+XbgwAH4fD5kZmYiLi7uZ5+Pl9rZs2dx6tQpWCwWtG/f/pzgTlVVHDx4EFarFampqWjVqtWPlud+vx/5+fmw2Wxo164dkpKSfvblKY7vzJkzOHnyJOLi4tC+ffvmThYR0c9S2HWBFvG+zWbDJ598gh07dsDhcMDj8UCn08FsNiMjIwP33nsvWrRoAbvdjrfeegtnz57FHXfcgfHjx8Pr9UKr1dbbZTG0S1/ge0JbZUKfHDe2LY1GU2+LjuiOKTS1C2Fj6Qx9j0hr6La/+uorbNq0CePHj8d9990XlMeii2h9nwvs4iX2U1+6vV4v5s6di/z8fNx6663IyMiQ7xXHGtpyGXgMIh2ie2l5eTneeOMN2O12PPjggxgwYIDMg8A8DM2LwH2cr8xCy+N/LX9xvA6HA++++y7Onj2Lu+66C1dffTX8fj80Gk2j5V9fXoe+T1VVbNiwAceOHUOHDh0wYMAA+Z76nK98XS4XXnnlFezfvx+VlZUYMWIEunbtGnQuAUBeXh5yc3MRFxeHcePGISIiArm5uXj//feRmJiIv//974iOjg7qHhxavqF5eqHnfuh5E1p2gfvx+XzQ6/XYunUrZs+ejXbt2qFr164wmUzndPlurEuz2LfVasXzzz+PkydPoqSkBDfeeCOysrKC8ra+NDZ2HMKZM2ewfv16aLVajB49GvHx8efcMy72+mzKvaMhTb3//upXvwoKegLTLLYTmOby8nK8/fbbsNls+N3vfievbXGPaKxc6ru+Gzum0PuySI8og/PlX1PzP3D7oelsaD/i9fqC1cbucYHv8fv90Gq12Lx5Mz799FOkp6fj//7v/xARERG0P6/Xi48++ggHDx7EjTfeiOnTp8Pr9UKj0QRtv75rqr7jCSS2fezYMdx///0YPXp0vffqxo41cJuh35kXkr/ibw2l9/Dhw9i6dSvMZjPGjx+PyMjIej/bUHrEvn0+H3Q6HbZs2YKPPvoIw4YNwyOPPPKzDvqJiJpL2AXAQN0X4HvvvYft27fDZDIhKSkJrVu3RklJCSoqKnDw4EG88847mDlzJnQ6nfxCFz8GgyFoW4FfUPVVwAMrR6FfgvW9r75KUWPvD22BOt+T8tDK48UcCwDo9XoYDAbo9frzpin0OAL309B7NRoN2rRpA5/Ph4SEhHrf29Cx15cOjUYDnU4HvV4fVJnX6XSN5mFgPjRUBo0d+/9S/mLfOp2u3rRrtdpG096UvFYUBVu2bMHatWsxZcoUDBw4MCjAqW/b9W1HBOSVlZU4fPgwjEYj+vXrh0GDBp3zPq1Wi8OHD2PevHnIzMzE1VdfDeC/ZaTRaBo9tsA8baqGrqvGXgvcj3gtLi4O2dnZSE1NDQpqmnJNBb73xIkTKCwshNlsxsiRI9G7d2+oqtrg9dCU69Pn80Gr1aKyshJfffUV9Ho9Bg4cKHuuAPifr8+mHmdDmnr/feyxx2AwGOR51dA5J9Ir7keBZdKU9DZ2fdf3ufq211hwE5jui7k/CvV9H5xvP43ts6H3iPdptVro9XrodA1XE/R6vbwniTII3X5DD6Uae1il0+kQExODiIgIxMbGyu01dB6E7rO+9zR0H24oPee7DsS1durUKXz55ZdISkrChAkTmvTZ+vYt9h8ZGQm9Xi8fWl3ItUVERE0TVgGwqEjl5uZi165diIyMRKtWrXDfffehVatWqK6uxgcffIC9e/di79692LhxI0aOHBn09Hb//v0oKCiAXq9Hjx49kJaWFvQFtWfPHhQWFgIAjEYjunXrhuTkZAB13R1FYJCZmYmcnByUl5fDZDKhf//+QV1y/X4/NmzYgKqqKlgsFvTt2xdFRUWw2WzIyMhAYmIiFEWB1WrFli1b4HQ6odVq0b59e2RnZzeaD4qiID8/H4cOHYJGo4HJZEKfPn3O6RK8c+dOnDhxQgaJnTt3DuqiGdoCJyoox44dQ15eHjweDxRFQVpaGvr06SP3X1hYiKKiIrRs2RLx8fFYu3YtMjMz0aVLl6D9a7VajBw5Er169ULbtm0BAGVlZTh+/Diio6ORmpqKbdu2oaamBjExMRgwYIBsjVMUBW63Gz/88AOqqqqQnJyM1q1bB7Wkq6oKnU6HsrIybN++HW63G3q9Hl27dkWbNm0A1FVy8vLyUFtbi+zsbJSVleHAgQPQ6/Xo06cPWrRoEVSxOnLkCPLy8qAoCsxmM/r06SMrcFarFYcOHWq0/EX5AMAPP/yA0tJSxMTEoHPnztBqtUGBqV6vP2/5Hz16FGVlZcjMzERtbS127twJv9+Pdu3aoVu3bgCAkydPwuv1IjExEbW1tThx4gRat27dYIW5ofJVFAU2mw07d+6ERqOBx+NBjx49ZOtv4DlSXl6OqqoqJCQkwGg0Ij8/Hx06dJAt2lqtFjU1NcjNzUVVVRViY2MxaNAgGI3GoPLdtGkTqqurodVqkZ6eLo+pofPe7/cjNzcXJSUlUFUVZrMZPXv2RFxcHFwuF/bv3w9FUWA0GtGxY0coioLjx4+jsrISqqqiU6dO6Ny5M/R6PaKjo2VwoNFokJ+fj4KCAgB1Ffhu3bqhTZs251RgxXUr9qWqKgYNGoTMzEwoSl133pycHFRVVQEAYmJi0LNnT1gslqDj2b17N06ePAlFURATE4M+ffrAbDbDZrPh1KlTiImJgU6nw7FjxxAVFYWYmJhGy6+x6zMjI0OW47Zt23D69GloNBpERkaiT58+TepyfKH33w0bNmDs2LHyvNq6dSuqq6tlnvTr1w/R0dFB52fg9SGuF5FeVVVhNBrRo0cPtG7dWrYUHjhwAA6HAx06dEBpaSny8vIwYsQIed2GnkO7du3CiRMnoNfr0atXL3g8HhQVFSElJQXp6ekN3t86d+7c5Pw/c+YMLBYLOnbsCI1GI7t4+/1+ZGZmIjY2FocPH0ZZWRnS09Oh0WiQk5MDr9eLDh06oEOHDkHXbEP3uMCHIoWFhdi1axe8Xi+6desmr8WGHoaJ7fv9fuj1epw8eRK7du0CAHTt2lX22Nm/fz9qa2vl8YjPHThwAHa7HXFxccjKygrarkajgcVigVarlWWs1WrhdDqxadMmOJ1OAEC7du3QpUuXoGMtLy+XPQtUVUViYiL69++PiIgIAHW9BY4dOwatVosOHTrAbDbLLteiO3fr1q2b9F1TU1ODkpISxMXFITIyEgUFBejQoQPsdjuOHDmCuLg4tGnTBuvXr0dMTAwsFgscDgcSExORkZEB4L/fMQ6HA23atEFUVBQURUFkZGTQcRER0Y8nrALgwMBOfKncfPPNSE1Nhc/nQ1xcHG677TbMnj1bfsH6fD74/X6YTCasXr0aZ8+eRU1NDSwWCxYvXozf/OY3shL0wQcfYMuWLbDb7XC5XLBYLLBYLLjhhhtw1VVX4ciRI/jPf/6DqKgotGjRAnv37pWV7W+//Ra///3v0bp1a1itVrz99tuyMuLz+dChQwdUV1ejpKQEd9xxByZNmoT9+/dj1qxZOH36NBwOB4xGIywWC6666ircdNNN53xxiorMF198gZUrV8Jut8Pj8cBisWDRokW455570KNHD7hcLsyaNQtbt26F0+mE2+2GyWSCyWTC1KlTMWXKlHrzV6PR4JtvvsGCBQvgdDplmiIiItC3b1/ce++9iIiIwHfffYdvvvkGmZmZMJlM2LZtG26++WYZAIuy8nq9mD9/Pg4dOoRp06YhPT0dO3fuxAcffICWLVsiKioK+/btk63Qa9euxUMPPYTY2FiUlZXhjTfewKFDh+ByuaDVapGZmRnUjU5RFGzduhWffPIJysrK4HQ6YTKZYLFYcP3112PChAmw2+145513YLPZkJaWhuLiYpSXl8NsNmPp0qW466670K9fP6iqikWLFmH58uWoqqqS+bp48WLcd9996NKlCw4fPtzk8n/nnXewe/duuN1u+P1+ZGVlwe12B3XFa6j8x40bh1/84hdQVRULFixATk4OOnXqhJKSEjmmT6vVYvLkyZg2bRpeeOEF1NTUIDIyErt378bevXvx/PPPIz4+/pwW14bKt3fv3njooYewadMmvPfee0hOTobRaMScOXNw/Phx/O53vwvqXrpgwQJ8//33SEhIQHV1Nf7617/iL3/5i6yker1evPrqqzh8+LBshdq4cSMefPBBREVFobCwEO+99x6OHj0Ku90OnU6HyMhIDBo0CHfffbcMTAPPf6fTibfeegt79uyB1WqF1+tFVFQUoqKicPfdd6NHjx5YsmQJDh8+DJ1Oh8cffxzp6el48cUXUVVVhaSkJPzzn/9ETk4O5syZgzZt2qBTp07QarWYP38+vvnmG1RXV8Pr9SIyMhLR0dGYNm0axo8fL/NPtBqtWLEC8+bNkw/HXnrpJdx8882YNGkSXnjhBRw9ehRWqxWqqiI6Ohrx8fG4//770bFjRzidTnz88cfYvHkzHA6HPI6vvvoKf/jDH3DgwAG8++678uHMK6+8gmnTpuHWW2/F0qVL8dVXX13Q9bl161bceuut6NixI/7zn/9g586dsNlsAIDo6GgsXboU9913Hzp37iyD3B/j/ivO82PHjuHNN9/E2bNnYbfb5cOlb775Br/+9a/lQ7nQ+5zVasVbb72Fffv2wel0wuv1wmw2Y/Hixbj11lsxYsQIeX1XV1ejffv2OHv2LEpLS9GlSxfExsYGnf/i3rl8+XK43W64XC60adMGBoMBx48fx8iRI/Gb3/ym3vvbTTfdhC5dumDZsmVYtGjRefN/+fLlaNOmDf7xj3/AZDKhrKwMb7/9dtDwjS+//BK7du1Cu3bt4HA4UFhYCJPJBKPRiGuuuQbXXXcdFEXB9u3b8fHHH59zj7vhhhswfvx4AMCmTZvw0UcfwWazwel0IikpCYmJiTCZTEFdjkOJ78bt27djxYoVKCkpQUREBBYvXoxbbrkFY8aMwbJly7B7924kJSXhH//4B2JiYlBRUYE333wTpaWlmDhxouz6Lx5QivuiSC8AHD9+HO+88w4KCwvhcDig1+vlQ8Z77rkHERER2Lt3L959911UVlbC4XDIB7yrVq3CAw88gJYtW8rvEIvFgj/+8Y/IyMiAx+PBnDlzcPDgQdxwww24+eabG/2u+f777/GnP/0J33//PebNm4eWLVvC5XLhr3/9Kx566CH4fD689dZbSE9PR2JiIrZv345hw4bBarUiPz8fGRkZ+Otf/yrPnddeew3V1dW49957kZ6eLh9oBp7PRET04wmrKQtF8HD69GkoioLY2Fg5sZL44m3ZsiWeeOIJPP300xg1ahRqa2tl96SzZ8+iT58+mDRpEiIjI+FyubBy5UoAwPbt27Fy5Up4vV4MGTIE99xzDzIyMlBbW4tvv/0WQF2LndFohMfjwYkTJzB58mT07dsXkZGROH36NH744QcAwLJly5Cbmwuz2YxOnTph2LBhOH36NHw+H4xGIwwGA3w+Hz744AOcPXsWycnJuOWWW9CjRw+oqoply5Zh27ZtssIN/Dfg27RpE5YuXQpFUdCpUydMnDgRFosFlZWVmDNnDlRVxerVq+X4we7du+P2229H69atAQALFy5EXl6e3Gbgv/n5+Zg/fz4AIDU1FTNmzECPHj2g1+uxadMmrFixQpaD2WxGVVUVjh8/jpSUFERFRdVbZmKstahUazQaREREwG63o7i4GNOmTUPnzp0RGRmJgwcPyuP+7LPPcPDgQZhMJvTu3Ru9e/dGYWEhvF6v7KpntVrx4YcfoqamBunp6bjtttuQlZUFn8+HefPm4ciRIzCZTNDpdIiIiMDJkyfRsmVLDBs2DJGRkXA6nZg9ezZqa2uxa9cuLFy4ED6fD3369MEvfvELJCQkoKqqCh9++CE8Hg8MBgMMBkOD5b9x40YAwNKlS5GTk4OIiAh06tQJgwcPxtmzZ+FyuWT3vqaWv2hJOHr0KBITEzF9+nQkJCTAYDBg3bp1qK6uxtixY5GQkACXy4VWrVph/PjxMhANPHcKCgrw5Zdf1lu+mzdvxooVK9CpUyeMGjVKPsDo16+ffEAQ2C2wV69eaN++PVwuF4xGI8aPH4/k5GR4PB5otVrU1taiuroaN9xwA7p06QKLxYL9+/cjNzcXiqLgww8/lC0s06dPx6BBg6DVarF27VqsWbMmKGgR18Dq1auxdu1aAMD48eNx5513IiUlBTU1NVi5ciUMBgPuuusuWCwW+P1+LF68GHPnzkVNTQ2MRiNmzJgBk8kkg1gxHOL48eNYvnw5NBoNpk2bhkceeQTt27dHWVkZ5s6di/LycpkecR536tQJQ4YMgc/ng6qqGDFiBHr16oVly5Zhx44dMBgMMmiNj49HcXEx1q1bBwD47rvvsHbtWuh0OvTs2RNXXXUVIiIicPr0aXz66ado06YNBg4cKLc9ZMgQ9OrVC0ePHsWCBQsu+Pps2bIlkpOTsXXrVmzbtk0G47/97W8RHx+Po0ePYu7cufD5fI12a72Q++9f//pXXHXVVXIs6NmzZ2GxWHDNNddg8uTJiIyMRGlpKWbPni33G9jLQNyrdu3aBYPBgIEDB+KWW25BYmIiPB4P5s6dizNnziAiIkIGSUeOHIHT6UTr1q2DuvKK83/nzp34+uuvYTAYkJKSgtGjR6O2thYVFRUwm81BvQFC869FixY4ceJEk+6PGo3mnK7H4m+BQyBEAFhcXAwAGDVqFGJjY6HVarFw4ULs378fVqsVH3zwQb33uC+++ALHjh1DTU0NPv74Y3g8HsTExGD06NGIjo5GUVFRo92fRV7rdDoUFhYiKioKQ4cOlT1ZPvvsM1RUVGDYsGEwGAyw2+04cOAAAODAgQOw2WyIjo5G//796912dnY2Bg0ahPj4eHg8HsyaNQunTp1CdHQ0JkyYgK5du0Kj0WD9+vXYsmUL3G63PNbo6Ghcf/31GDt2LEwmE44dO4Y5c+YAgBxKYjAYgoaKiPuzCDwb+645dOgQtm7diu7du6Nbt27yIeu4ceOQmZkJn88Hs9kMl8uFgwcPIjExEenp6ejTpw/0ej0qKipw/PhxmRfioUPv3r0RExODYcOGyV5PbP0lIvrxhVULMFBXGXa5XFBVFbGxsdDpdPW2koZ2WXQ6nejfvz8efPBBAEBVVRV27dolt6XT6TB27FjExMTg2muvRWRkJEpKSnD8+HFZYREBgNvtxvTp0zFp0iRUV1fj73//O+x2O5xOJ3w+H3bu3Amj0YjWrVvj0UcflS20y5Ytk934Dhw4gNLSUkRERGDatGkYNmwYKisr8fzzz8uubP379w8KHAFg69at0Gq1iIuLwwMPPICkpCQsWLAAy5cvBwCcOnUKW7duhV6vR5s2bfD73/8ekZGR6N27t2wJ27BhA7p06XLOF/MPP/wAr9eLmJgY/PrXv0ZGRgacTieee+45HDt2DBs3bsQ111wDnU4nJ1uZOHEixo4dC7PZHJTOprjzzjsxePBgnDp1Cs8++6wsp9raWuTn50Ov1yM7Oxu///3vodfr8eGHH2L9+vVQFEVOuGS1WhETE4Pbb78dXbp0Qf/+/fHyyy+jtLQUu3btkt3Uamtr0alTJ/z+97+HyWTC3Llz8f3338Nut2PXrl3Iz8+H3+9HixYtcP/99yM2Nhapqan4+OOP5bhGMXa8qeWfkpKCRx99FFFRUVi4cCG+/vprAEBERESj5S+6Ioryd7vdSEtLw6OPPoro6GhERkZi0aJFMBgMsNlsmDJlCo4fP47CwkK0b98eN954Y9C5H1i+opJcX/l+9913mDBhAm6//Xb86U9/gsfjwYQJE9C9e/egsZo+nw/9+vVDaWkpPv74Y7Ro0QK//OUvodFoZPdxv9+PO++8E0OHDsXJkyfx73//G4qiwOPx4OzZszh58iT0ej3GjRuHKVOmwOl04qWXXkJBQQF27tyJsWPHBl13AGCxWDBhwgQkJibK1rFjx47h9OnT8qFCmzZtMHHiRMybNw9Hjx7FkSNH4Pf7MXLkSPTs2TPoHBWBmwhAxPjTjh07IiUlBXl5edDr9efcS/x+P7p27QqDwSDf84tf/AKtWrXCwYMHMXnyZKSlpWHSpEmw2+3Yu3cvSktLodfroaoqtm7dKoOwhx9+GCaTCR9++CE2bdqEs2fPIisrC9dddx3+9a9/QaPR4KabbkJqairee+89+Hw+WCyWJl+fV199NcaOHYvo6GjMnz8fRqNRXj+9e/dGfHw8Tp48KVsKzzfWsan3X/FvXl4eCgsLodfrMWbMGNxwww0A6rpAL1u2DEVFRdi3b5/szquqKvR6PVwuF3bs2AG9Xo9OnTrhoYcegk6nQ/v27fHWW2/BZrNh48aNmDZtGlRVhdfrRWxsLO68805kZ2fLazUwbdu3b5fX3wMPPICMjAzs3r0bb731Ftxud9Bxiq7BV199NcaMGYPY2Fh89NFHssX0fPkf2p1bbDP0bz6fD/Hx8Xj44YfRpk0bbNmyBR9++KHs2l1aWtrgPa64uBj79+9HdHQ0bDYbIiIicN1112HcuHEoKSnBCy+8gNLS0kYDMDHUQdxf4uLi8O2332L+/PlwuVzYsmULxowZg88//xwVFRUoKCjAwIEDceTIEbhcLqSnp8shG6HX6+jRozF69Gh5Hpw5cwY6nQ6jRo3C9OnTUV5ejueeew4+nw9VVVVySElERARuuOEG+dlZs2Zh/fr1OHjwIIqLi2EwGJqcv0Lod41Op0NxcTFGjhyJ0aNH45133oHFYsHdd98Ns9mMnTt3yvvVsGHDMGXKFMTHx6OwsBBff/01bDYb8vPz0b59e7kyQWZmppzr4vHHHw/KYyIi+nGFXQAM/DcQdTqd53zh1fdlLyrtnTp1AgDZUuH3+2G32+F2u9G/f3/odDrs3r0bzzzzDM6ePQufz3dOFzKfz4eIiAg5ns5sNsNiseD06dMA6gItl8sFt9uNHj16yHF/w4cPx5o1a2QXwPLyctnVcvHixVi6dCm0Wi0qKirg8/nkmLfA7qsejwdVVVXw+XzIzs6Ws6xed911uOqqq6DT6eB0OlFVVQWv14vu3bsjMjISXq8Xbdu2Rdu2bZGbm4vKykoA/52ZWnxBl5eXyyAiIyMDXq8XJpMJPXv2REFBAWpra+F2u6HRaODz+RAdHY2pU6cGTSrWFCLIFl2m4+PjYTQaZUtQZWUlvF4v/H4/hgwZIrc/cuRIbN26FbW1tfD7/aiqqpLl//HHH8uxzjabDW63G2VlZTK9brcbffr0kd3xRowYgY0bN8JqtaK8vByVlZWyVfmZZ56BqtbNGuzz+VBTU4OzZ88iIyPjvOXvcDhk+ffr10+2jI8aNQpr166F3W6XY2jPV/5AXQu62+1GZmamnFFZVLJEJV3MQCpabQODVXH+q6qK8vJy+P3+BsvX7XbDarWitrZWlpXI61CqqsoxkH6/Hw6HA5GRkfJai42NlYFzQkICIiIiUFZWBo/Hg+LiYng8HkRERGDt2rX44YcfoCgKampqZAuj2+2Ws9aK83PEiBHQ6/XYv38/nnzySZSVlQFA0ERLqqri6quvRkFBAfbv3w+tVouMjAxMnz79nO69Iu0pKSlQVRVWqxXffPMN1qxZg8TERHTs2BETJkwI6koeePyB+STGK06cOBHr1q1DQUEBHnnkEVRUVARN0uZ2u+XQhW7dusn7y4wZMzB9+vSg/BT7EwFnRUVFo+VX3/V57bXXyuunZcuWqK2tRU1NDd5//31ER0ejRYsW6NWrF0aNGiUD9MD8qU9T7r/i37Nnz8LtdiMqKipocraBAwfi+++/R1VVFUpLS+UybEDdfam6uhoejwc+nw+9e/eGTqeDz+dDt27dkJiYiJqaGlitVtnjwOl0YsyYMejRo0e96VVVFVVVVfD7/UhPT5cPxnr06IHU1FQ5nlsIvL8ZjUYAdfMXNCX/A3svNEZRFLhcLnTq1EnOWdC/f38sWbIE1dXVqK2tlec4UP89rrS0FG63W15zQ4cOBQC0aNECffv2xaJFixoNgEUaxDh6ABgyZAhWrFgBh8MBm80Go9GIDh06YNOmTTh8+DAcDgeOHDkCVVXRrVs3+cClsUndSkpK5FCcPn36yPvY3/72N7jdbpjNZnz11VfyAU///v3lfaxv377YtGkTPB4PSktLz5lLoTENfdcEzuIdWGZ2ux0mk0leh+Khgrjnpqeno02bNti3bx8OHz4Mq9WKkydPQqvVygdsofdfIiL68YVVACxaB5KSklBYWIjKykpUV1cjISEBHo9Hdk0SYxwHDRqEnj17yi9Lr9cLIHhJBL/fD4PBgM2bN+P111+H3+9HdHQ0unbtGjSpTijxJScCELFd0W0R+O/MkaJyELidwKU9RLc4VVXRtm1bGYTWR3xOPAUXSy9YLBZZKRVCWyLOV3EQxyEqzOKzgeMxA1t4RMWnvlb3pggM2gK3IVpSRddlsY/AboqBQZ+iKPJYFUVBdnY2nE4nUlNT5b5E12OxLdEFVhyjSIPoXidaelq2bAm73Y6kpCTZ/Vrsv77yd7lc8jVR0RKt/qJbpghcL7T8xfvFeSw0pYVB7BNovHxDt6coipxMJ1BoBa++80osqRJ4TYi/i2MRXRZVVUVaWhoUpW5CqPpmxF26dCnmzp0LRVGQmJiI3r17o6qqCgUFBUFpEbPf1pcHocfgcrmQlpaGp556So4ftlqtOH78OE6cOIHNmzfjz3/+s5x0KTDAC20ZFl27V6xYAb1ej+TkZAwcOBBFRUU4cuRIg9ePWJ5JLL/S0BI+/+v1OWrUKJjNZqxatQpFRUWwWq1yTOPu3bvxxBNPyGCvPhdy/7Xb7RgzZowc7iFmJw4McgO7PYeWizhHxKzBoUsXhbb2iWss8PoOTbvIv9D7cn33RZF/Yj+B13lT8j/wd5/PB4fDIe9XoWUqtieuE61WK+8t4p4jZlcPvcclJyfLicVEHosHiaJXTlOIPBV5EjoTd69evbBt2zZUV1dj8+bNqKqqQmRkJHr16tXodsXxirzSarXyvBQ9EfR6/TnnRmBehv4euG3xnevz+WQgW5/6vmsCt1EfUbaBeSMC3X379qG4uBibNm2C3W5HbGysDIAZ/BIRXXphFwArioIOHTogNzcXTqcT8+fPxz333CMrvIsXL8batWvh8XjQq1cvWWloiEajgdfrxY4dO6CqKjp37oyHH35YdlsWXaEa2kZoUCuCNIPBgD179mDChAnQ6/XYvn07bDabrHxFRkbKL/17771Xtkjk5eXBbrfLWaID96HVamEwGKDT6eTssTqdDuvXr8eSJUsQExODu+++GyaTCVqtFgcPHpQBVk1NDU6dOgWtVitbQQNbmAEgKioKWq0WJ06ckOOwAODgwYOyIhDYShQYtDb1iXx9eReah/Hx8dDpdHLMmZhhdd++fbJlTEyaJIKHRx99FPHx8QDqZtd1uVxITU0NqkSdOnVKVuwOHjwIh8Mhl+uIjo6G2+1GSkoKZs6cCaBuEp6CggKoqop27drJ2cEbK3+RhyL/x40bB6BunFhNTc0FlX9gHjeUX4GviQClvqWANBoNoqKi5PI9DZWvwWCAw+E4X9EFpUNs+3zpFZX6uLg46HQ6eDwe3HDDDejbt69MR1VVFWJiYoICWFFx3b59O3Q6HQYMGID77rsPBoMBs2bNwr59+2RFWKfT4dtvv8WOHTvkjNNHjx7F/PnzcdtttwXliciv/Px8HDlyBF26dMFdd92FI0eOYOfOncjJyYHVasWePXvQunXrRrsI63Q6eL1e7NmzB0ajEWPGjMEdd9wBRVFkN0/gv2PixbhLEWwsXboU69atQ1xcHP70pz8F7cdsNkNRFDn52cVenxs3bkRlZSXGjRuHDh06IC8vDxs3bsShQ4dQVFSEM2fOICUlBVVVVdBqtXI8amCeNfX+63a7MWjQICQmJsqu+vn5+WjVqhUAoKCgQE6EJAJ/ETj4/X7ZvVpVVRw6dAjDhw+HRqNBUVERKioq5L1QXEPiGOt7WCP+brFYoNPpcPz4cRQVFSE1NRWHDx/GqVOn5APF0M+J/NNqtU26fkT+i3NWtP6fOnUKtbW1QYGeOP9OnjwpHxIUFRWhqqoKilI3jttsNsvzOvQe53A4kJmZia1bt8pW8+PHj6N9+/YAILvnN3ZvFmk4fPiwPM5jx47BbrdDq9XKByLdunVDQkICbDYbvvnmG9jtdrRp00aOcz3fQ7iIiAjodDo52VebNm3g9Xrxwgsv4PTp05g0aRISEhKg0Whgs9lw+PBh2Zp/+PBhuN1u6HQ6REVFobq6Wuav1+uVy4ZZrdbzTuDW0L1TEA+S67uGxPt69uyJJUuWwGq14ttvv0VtbS26detWb08RIiK6NMIqABZfLIMHD8aqVatQUVGBHTt2oLKyEt27d8fBgwexf/9+GAwGZGZmYuDAgXA6nbISEvjFJJ78i6e7ogLi8XhQWVmJvXv34vvvv5cBTWAQWt+2RGVNp9OhU6dOWLNmDY4dO4ZXXnkFiYmJ+OGHH+TYNrfbLbs/Op1OzJ07F2PGjMHZs2fx3XffobS0FNddd51chkJU6jQaDTp06ICCggKcOXMGH330EdLS0mSLjkajQVJSErp06YITJ07g4MGD+OCDD5CdnY0tW7aguroafr8/aMmOwApu7969sWXLFthsNrz11lsYNGgQDh8+jPz8fNn9ULSOigrf+QTmsyjD+taHFS0DPp8PMTExSEpKQm1tLbZs2YKIiAhERERgxYoVchIyr9crx/pZrVbMmjULQ4cOxcGDB+XSSffddx9Gjx4tu7L/8MMPMBqNiImJwbfffitbaXv27ClnxT169Cg++ugjtG/fHps2bcLevXvh9/vxzDPPBK1vW1/5+/1+GI1GtG3bFhUVFdi3bx/mzJmDFi1aYOXKlfIYA7u/nq/8Rd6EtsqGnocejwcmkwknTpzAli1b5GQtwH/X7e3duzc2b97caPkajcagintjlTlR+XS5XFi+fDmGDRsmW3MaKl+v14uUlBRER0ejoqJCzqgrKtYlJSUYNmwYOnTocE4Ln7hGnU4nSktLsX//fmzbtk0OM9DpdDh79iyWLVsGnU6Hdu3ayQcR69evR69evWRXSHFsOp0OeXl5eP/995GcnAyHw4EBAwagpKREPhQLXb6ooXIQrblarRYOhwOnT5/Gli1bcPjwYZjNZhlsZGRkoLi4GPn5+fjyyy8RFxeH1atX4/Tp04iLi4OiKLI1S6PR4LvvvsOYMWMwYMCAi74+FUXB2rVrsWXLFqSnp+OWW25BVlYW9u/fLyd4i4+Px7p16/DZZ58hNjYWDz30ENLT04OCU6Bp99+srCz07t0bbrcb8fHxqKiowOLFi+VxLV++XAa6PXr0gM1mk+ecmO05KysLubm5yMnJkUsurVmzBrW1tdDpdHLprvruyYHE+d+tWze5BM+bb76JLl26YNu2bbIrf+DDstBrDkCTrh+9Xi8n5rLb7fj444/Rpk0bLF++HBEREUGtwKInj5glu2PHjti4cSNqa2uhKAqysrIQFRXV4D2uoqICDz74ILp3744vv/wSXq8Xc+bMwdChQ+X9Xzw8aYzZbEZBQQHefvtttGvXDuvWrYPH45FLTgGQvaLWrl0LvV4Pt9uNXr16ydb58wWeHTp0kPe7ZcuWweVyobCwEAUFBaipqYHJZEK3bt3w+eefw+Px4NNPP0VFRQWsViu+//57AHVd+Nu0aYOamhp5v/3yyy/l95Z4GFrf9Rko9HwR9zFVVbFixQqMGDECRqNRngeB21NVFa1atUJ2djb27NkjH66IlnAGwEREl0fYBcCqWresyH333Yc333wTZWVl2Lt3L3JycmTlu1WrVrj77ruh1+vhdDpRU1ODqqqqoIlOnE4nKisrER0dLddV3LJlC44ePYonn3wSXq8XFosFdrtdrsupKAoqKyvleFWg7gvPZrPJZRsA4Prrr8fZs2dRUFCALVu2QFVVtG7dWn7G7XYjNjYW119/PebNm4e8vDw5M7OiKOjevXvQ0ivi7wBw1VVXyXUsly9fLivzFosFt912GwwGAyZOnIhDhw7h0KFDWLVqFVatWiUD/aFDh2Lw4MFBeeByuQAAAwYMwJ49e7B+/Xrs3r0bO3fuBFBXIczIyMB1110X9Dmx7nBjrFYrKisrZddst9uNqqoqWYEReSjKSLTwTp8+XS4tMX/+fHg8HsTHx8Ptdsuxad27d8fVV1+NFStWYMeOHcjJyZEVkgEDBmDw4MFwOp0y7/R6vZwFWVRSr7/+ekRFRWHkyJHYv38/cnJy8PXXX2PFihWyW+XEiRORmpqK3Nxc1NTUyG6dDZX/tGnTcOzYMVRUVODrr7+Gy+VCfHw8fD6fbKlorPy7desmlzdxOBxB2w7MQ9ECAgCxsbFwOBxynetXX30VCQkJ8vxQVRUDBgzA7t27Gyzfa6+9FkBdwFBdXQ2bzQaPx1PvdQjUTWQkxlq//vrrSElJgUajkeNe6ytfMVnPTTfdhA8//BBHjx7F66+/LgOstm3bynSIfYl1Srt164ZDhw5h7969+OMf/yjHUFutVhw5cgSFhYX44IMPUFRUBLPZjJtvvhkRERF44oknYLVa8eabb+K5556D3+9HZWUl4uLi4PF4MHr0aOTm5uL48eP49NNPsXDhQrjdbtkjRDwwCq1IizH5BoMBbrcbBoMBHTt2xLp167Bp0yZs2bJF9goRLcl2ux1Tp05Ffn4+ysvL8eWXX8oyatGiBW655RaZt6paNy557ty5cpzwkCFD8MMPP1zU9Tl16lTZdfnVV1+FwWCQXUIHDx4sH0qI8ZqhZX8x91+9Xo+bb74Zb7/9NkpKSjBr1iyZl0ajETfeeCPMZjPKy8tRU1Mjx7YCwPTp01FYWIizZ89i0aJF8nOKomDixIno1KmT/EzgfSyUOP+HDh2KQ4cOYcOGDTh8+DDy8vKQnJwMk8kUNJ67vvxr6vWjqir69OmDVatWoaamBqtWrYLb7UaLFi3k0kmB+SqG3GzevBlr166VY8IHDx6Mrl27QqvVYuLEifjmm2/OuccNHjwY/fr1g9lsxtixY7FixQocO3YM+/fvl+tcV1RUNNjVHABsNhsqKioQGxuLtWvXYuXKlbKH0JQpU9CuXTvZpbpnz57YuHEj/H5/UPfnxgI+cc4kJCRg4sSJ+Oyzz3Dy5Em888478pofNmwYBg4cCJ1OhxtuuAFz585FYWEh3n77bRnERkZG4tZbb5Xdv9u1a4f9+/djz5492LJlC+Li4qDValFeXi7LsrHvmsrKSvm+hIQEeW9+6623ZMu+mJAr9EGcoijo0aMHdu/eLXu0iAcFDH6JiC4PRb2Yvqc/ceJLqKKiAhs2bEBhYaFc7igzMxOjRo2SX2Jutxtr1qyBzWZDr169ZKvanj17cOjQIcTFxWHkyJHQaDRYu3atbPHr1q0bsrKysGfPHrhcLvTu3RtxcXFY+/+XLxk6dChiY2Ph8/mwYcMGlJeXIzMzU44Dcjgc2Lx5M+x2O6Kjo9GqVSu89tprsFqt+NWvfoXBgwdDURTk5+dj69atqKiogKIoyMzMxLhx4+QXb+AXqvi9vLxcrmksKlBDhw5Fdna2fBpvtVqxZs0aFBYWygmH2rdvL5e4AepmlD558iSysrKCxnKtXbsW+fn5qK2thV6vR2pqKkaNGiWXx9i7dy8OHjyI2NhYjBgxImhsWiC/34/169ejrKwMnTp1QpcuXXDs2DHs3LkTZrMZI0eORERERFAZde7cWU5WdvToUaxevRp2ux0tWrRA7969cfz4cTidTgwYMAAtW7aEoijYtWsXcnJyUF1dDZ1Oh86dO2P06NEyH55++mmUlJTghhtuQHR0tOwa2K9fPzkhi6iorVu3Ti5rYTKZ0L9/fxkAlZSUYMuWLdBoNOct/9OnT2PlypWoqqpCXFwc+vfvj9OnT6Oqqgq9evVCu3btGix/sfRHQ2V04sQJ5Obmwmg0YsiQIYiJiUF1dTXWrVsHh8MBg8GAq6++Wm4j1PnK12q1Yv369fB6vTKf6ytfn8+H9evXo7i4GKqqYuTIkfD7/diyZQsiIyPPW74nT57Ehg0bUFpaKh8SjRs3DrGxsfVe7x6PB6tWrcKhQ4eg0WjQr18/JCQkIC8vDzqdDm3atJHne0JCAoYNGwYA2Lx5M0pKSuD1ejFs2DDY7Xbs2LFDXvs6nQ4VFRVYs2YNzp49K/MwMzMTI0eOPKcFWKQn8HwYNmwYYmJiYLfbsWLFCpw6dQp6vR6DBw+Ws74bDAYMGTIEcXFxOHXqFNavX4/y8nIZIIwYMSJorPHOnTtx8OBB2WNALJO1bt26i74+jx49io0bN6Kqqgq1tbWIjIxEt27dMHToUHk+7t+/HxEREfLcCtXU+29g99GDBw9iy5YtcgK+uLg49OvXT54LNpsN69evlxMSpqSkAABKS0uxbt26oEkJu3btKh/iud1urF27FlarVZ5bjbXCqWrdLNxlZWXQarXo2rUrPvjgA+Tn52Pq1Km4+eabsXv3bhw+fLjB+1tj1494n1hmx+12IyEhAd27d5cTZQ0YMACtWrXCyy+/jK1bt2Ls2LHo1q0bcnNzoaoqsrOzMXbsWHlPOt89LvC63rNnDxRFQdeuXZGYmNjofVrcn8W9q6KiAkeOHIHP50Pnzp0xfPjwoPL2+/14/PHHUVJSgs6dO8uhIk0J+sQ2tm7dit27d8t1crOysjBmzJigruO7d++Www8URUFCQgKGDBmCtm3byu+3srIyWe5iYq2SkhKcPn0aXbp0QefOnS/ou2bz5s04ceIEvF4vBg0aBI1Gg5ycHFgsFowaNUoOpxDHW11djaeeekouE3Xfffex9ZeI6DIKywAYQKPdroDm64rk9/vx5ptvori4GCkpKbjlllsQExODTz/9FN9//z1UVcVjjz2GTp06ye6S9Wko/eer3AVWmn5slzNPm7qv873PZrPh6aefxtmzZ3HXXXdh7Nix9X6+Kfl6OdPeHOfvlVK+P2Y6mrKt873nx86XS3Xsl/M4LuT+e7HH+2OlV6R1yZIl2LhxI5KSkjB16lRkZ2dj06ZNmDNnDmpqanDTTTdhypQpF72fC73/vvLKK9i8eTPGjx+Pu+6667zbbU42mw15eXn45JNPUFVVhRkzZmDcuHHnPQ8uVHN+vzWFaEHOycnB/Pnz4XQ68eCDD6JPnz4/el4QEVHDwqoLdKDAmUADv3TqW4JAdFcNnF01cBZe8XnxWSD4qbf4rHhPQ9sC6rrbJSUlYfXq1Thy5Ahyc3Oh1+tht9tRW1uLXr16ISsrS3Z7rG/7oekPJCoAgccduo363tNQXoXmQX1pqO/3wONtTOg+VPXc2VgDy0i8L3BMXmA5BI7TE2mqL33iPapat8yFGHstZnMV3SJD164M3FZ9edhY+YemXXxW/F9sIzTtgWXXUF4HllF96RB/E59rrCJ2vvINLI+GZiQO3JYQmv9NKd/Q87ixc1+8p748FdsO/L/YT+gMwqFprC8tTUlPQ+XQULk39L6G9hWat41dj025PptyX2joHA91Ifff891HhdBzrqn3sdBzqyGtWrXCiRMncPz4ceTl5cFkMsklqZKSktCvX7+g7YXmX0PHGPp74PEGBmyh+erxeOB2u+V9KfD9oeO369tn6LEGvif0ftnQfTrw/iL2JT4XuP333nsPO3bskGvQ9+/fP+j9TdXY/TU07xq6NgI/G3jNi3Rf6HeN2EdgGgL/FvhZr9cr12r3+XzIyMhA9+7dLyoviIjo4l3RAXBgZfRiXj+f+iqn9VWA6vvyr+99oV/E9X22Kdu68cYbkZCQgK1bt6KkpAR+f93ak506dcLEiRODZuYM/WxTniCHHnd9n6mvEtqUvGpKmi7kKXfoexVFqTcP6/vb+Y6xKenTarVo27YtIiMjERcXJytGDQU2oedAaB429VwKrbA1FkhcyO8NpaOhtF3MPoHzP9i40M82VL5NLePQ95wvUL7QNF7I9RH4mca2c74HWec79ktxfZ7vvnAh59GPeU8BmnaO1LfP86VX7Ktfv36YOXNm0NCQlJQUtGvXDldddRVatWolH0w2ZXuNHUtTvkuSk5ORmZmJpKSkC7ovNWWfTb1HN/S+0DSYTCbExcUhPj4e06ZNC+rufSEau782lKam3F8bOoam3osu5HwU3yWJiYm45ZZbgrpvExHR5XHFdoEO/UJoape4nxNVVeXELDqdTq4XSZeXaOU4X2smEf18BX7viAmQNBpN0Lq+l/P+0FAPnCuRmHDPYDBc8Wm91DweD3w+HyIiIpo7KUREYavZAmCx5Edg17TQpSjsdjvcbjeioqLOCf78fr9czqChZUZ+ys7XRY2IiC6v+u7L/2tPpHDDsa7/FS4P84mIrjSXPQAWX347duzAd999J2eWrK2tRdeuXXHdddfB6/Vi1apV2L17t3zCPmnSJGRnZwMACgsLsWTJEthsNvj9fnTo0AGTJk2ST+J/Tl8orFwREV1ZeF++cAz2/ot5QUTUvC57n1px0y8pKUFERAT69esHRVHgcrmQmJgIANi1axc2bNiA4cOHo127dli3bh0WLFiA3/zmNzCbzVi0aBE8Hg+mTp2K8vJyLF++HNHR0Rg7dizOF8//1L54fkppJSIKB7wvXzjm2X8xL4iImlezBsCdO3fGkCFDgl73+/3YuXMn2rZtiwkTJgAAzGYz3n33XRw9ehTR0dEoLS3FTTfdhI4dOwKoaxHes2cPRowYcd4JJfjFQ0REREREFJ6aZVYln88Hl8uFU6dO4f3334fL5UKHDh0wbNgwKIqCsrIy9O7dG0BdQJycnAyLxYKamhrU1tbCYDAgLS1NjolNS0vDkSNH4HQ6odfrG9yvqqooKipCSkoKxyARERERERGFmcsaBYruyQ6HA+Xl5SgtLUVaWhqSk5OxZs0aLF68GF6vF4qiyImtFEWBTqeTga2qqjAYDDCZTHJWXjGzZH2tu36/Hx6PB16vFy6XC8eOHQtas4+IiIiIiIjCw2VtARYBqtFoxIQJE5CSkoKWLVsCAKKjo7F161b07t1bTowlAmbx/8C/CQ29JrpBFxUV4fjx4zAYDHICLnaDJiIiIiIiCj/N1gU6KysL0dHR8Hg80Ol0yMjIQE5ODvx+P7RaLSorK6Eoipwh2ul0wmg0QqPRoLa2FjabDXFxcVAUBVarFYqiBHV/FkFuamoqWrZsCUVR4PV6sWvXrvNOlEVEREREREQ/P5e1C7Toerx//348//zzKCgogF6vh6Io2LdvH3w+H5KTk5GSkoKCggLY7Xb5mtvtRuvWrZGWlgav14t9+/ZBURTU1tYiLy8PqampMJlM50yApdFooNfrg7pRExERERERUfhpli7Q2dnZSE5Oxrx589CrVy9UVVXhwIEDGDFiBGJiYtCvXz/k5+dj9uzZSElJQW5uLrp06YLU1FQAQNeuXbFy5UqUlZWhuLgY5eXlmDx58nn3z5ZfIiIiIiKi8KWozRQVVlZWYseOHTh9+jS0Wi26du2Knj17yhbcI0eOICcnB3a7HW3btsXAgQNhMpkAALW1tdi8eTNOnDgBk8mEPn36ICsr67z79Hq92LFjB/r27Qudrll6fxMREREREVEzaZYAuLF1ei/lNhkAExERERERha9mWQxXTG4VuBxR6NJEgbM6+/3+c2Z4Fu8X7+PMzkRERERERNSYZmsGVRTlnMmqQl9v7DXxOgNfIiIiIiIiaopmaQEmIiIiIiIiutwYABMREREREVFYYABMREREREREYYEBMBEREREREYUFBsBEREREREQUFhgAExERERERUVgIqwCYSyYRERERERGFr7AKgH0+H1RVbe5kEBERERERUTMIiwBYBL3FxcVwuVzQaMLisImIiIiIiChAWESCoutzcnIyjEYj/H5/M6eIiIiIiIiILjddcyfgctJqtYAK6HRaHNxajD1rCxERqYff/+N3i1YUwOdVMWBKBlplxkBVVY5BJiIiIiIiakZhFQCrqoq63tAKKs7YcXB7MSyxRvh9lyYA9rr96Doi9f/vHADjXyIiIiIiomYTVgFwIJ1eA6NZB4NJd8kCYI3OD42WUS8REREREdGVIGwDYFUFVL8qf350St32wUmniYiIiIiIrghhMQkWEREREREREQNgIiIiIiIiCgsMgImIiIiIiCgsMAAmIiIiIiKisMAAmIiIiIiIiMICA2AiIiIiIiIKCwyAiYiIiIiIKCwwACYiIiIiIqKwEFYBsKIozZ0EIiIiIiIiaiZhFQD7fD6oqtrcySAiIiIiIqJmEBYBsAh6i4uL4XK5mjk1RERERERE1BzCIgAWXZ+Tk5NhNBqbOTVERERERETUHMIiABa0Wi3HARMREREREYWpsAqAOf6XiIiIiIgofIVVAExEREREREThiwEwERERERERhQUGwERERERERBQWGAATERERERFRWGAATERERERERGGBATARERERERGFBQbAREREREREFBYYABMREREREVFYYABMREREREREYYEBMBEREREREYWFsAqAFUVp7iQQERERERFRMwmrANjn80FV1eZOBhERERERETWDsAiARdBbXFwMl8vVzKkhIiIiIiKi5hAWAbDo+pycnAyj0djMqSEiIiIiIqLmEBYBsKDVajkOmIiIiIiIKEyFVQDM8b9EREREREThK6wCYCIiIiIiIgpfDICJiIiIiIgoLDAAJiIiIiIiorDAAJiIiIiIiIjCAgNgIiIiIiIiCgsMgImIiIiIiCgsMAAmIiIiIiKisMAAmIiIiIiIiMICA2AiIiIiIiIKCwyAiYiIiIiIKCyEVQCsKEpzJ4GIiIiIiIiaSVgFwD6fD6qqNncyiIiIiIiIqBmERQAsgt7i4mK4XK5mTg0RERERERE1h7AIgEXX5+TkZBiNxmZODRERERERETWHsAiABa1Wy3HAREREREREYSqsAmCO/yUiIiIiIgpfYRUAExERERERUfhiAExERERERERhgQEwERERERERhQUGwERERERERBQWrpgAuL4JqlRVbXTiqvO9TkRERERERCRcMQFw6PJEqqpCURT598BAV/w/8HUiIiIiIiKixuiaOwEA4Ha7YbVakZCQIP+mKArsdjvcbjeioqKg0+mCXvP7/aipqYFOp4PFYmmOZBPReagqoCiAo8aNNXPy4fX6cSmeWSkaBZ5aH1p3iEP/a9oBKgA+GyMiIiKiEM0aAPv9fmg0GixevBhFRUV44IEHoNfr4fV6sWrVKuzevRsajQYGgwGTJk1CdnY2AKCwsBBLliyBzWaD3+9Hhw4dMGnSJBgMBgDntiYTUfPyuPw4ursUXrfvklyfikaBy+6FVn/FdGohIiIioitQswXAIvjdtm0bdu/ejZYtW8Ln80Gv12PXrl3YsGEDhg8fjnbt2mHdunVYsGABfvOb38BsNmPRokXweDyYOnUqysvLsXz5ckRHR2Ps2LEcE0x0BVIUwGDSQaO9NMMWFI0CVQX0Bu2Pvm0iIiIi+vlolgBYVVVoNBqcPn0aa9asQWpqKrxeLzSautab3NxctG3bFhMmTAAAmM1mvPvuuzh69Ciio6NRWlqKm266CR07dgRQ1yK8Z88ejBgxAnq9Xo4fJqIrh+pXofrVS9Y1WfVzUjwiIiIiatxl7y8oKqgejwdffvklsrOz0a9fP9TW1kKr1cLlcqGiogLp6ekA6lqKk5OTYbFYUFNTg5KSEhgMBqSlpcHv90NVVaSlpcHpdMLpdDa6bwbFRERERERE4atZBswpioKVK1fC6XTimmuugVarhaqq0Gq1UBQFqqrKia0URYFOp4NerwdQF0AbDAaYTCZoNBooigKDwSD/H8rv98Pj8cDr9cLj8VzW4yQiIiIiIqIrx2XtAi26Jufn52Pbtm2YOHEivF4vqqurAQCVlZVyIivxfvFv4E/oNut7TeyrqKgIx48fh8FggM/ng9fnuwxHSkRERERERFeaZgmAT506BUVRsGXLFmzcuBF+vx8A8O6772Ls2LEwm82oqKiQrcG1tbVwOp0wGo3QaDSora2FzWZDXFwcFEWB1WqFoiiylRj4b3fn1NRUtGzZEoqiwOv1Ijdn5+U8ZCIiIiIiIrpCXNYAWASlffr0QWZmJgBAq9XiwIEDyMvLw+TJk9GqVSscPHgQBQUFGD16NCIjI7Fv3z643W60bt0aWq0WXq8X+/btw/Dhw1FbW4u8vDykpqbCZDKdMwGWRqORk2txDDAREREREVH4apYAOC4uDnFxcfLvp0+fhs1mQ3Z2NhRFwYABAzBnzhzMnj0bKSkpyM3NRZcuXZCamgoA6Nq1K1auXImysjIUFxejvLwckydPPu/+OUMsERERERFR+Gq2ZZDEv4qiIC0tDWPHjoXP54NWq0VGRgZuu+025OTkoKqqCqNHj8bAgQNlAD116lS0aNECJ06cQHx8PMaNG4eMjAwAbOUlIiIiIiKi+jVLACyC1MBxuqJ1F6gLjDMzM2U36VAREREYNWpU0N+49i8RERERERE1plmWQQqlqqqcCAuAnPxKtBSL9X7re794H4NfIiIiIiIiakyztACHUhTlnAA2dCKrht7PwJeIiIiIiIia4opoASYiIiIiIiK61BgAExERERERUVhgAExERERERERhgQEwERERERERhQUGwERERERERBQWGAATERERERFRWGAATERERERERGEhrAJgrhlMREREREQUvsIqAPb5fFBVtbmTQURERERERM0gLAJgEfQWFxfD5XI1c2qIiIiIiIioOYRFACy6PicnJ8NoNDZzaoiIiIiIiKg5hEUALGi1Wo4DJiIiIiIiClNhFQBz/C8REREREVH4CqsAmIiIiIiIiMIXA2AiIiIiIiIKCwyAiYiIiIiIKCwwACYiIiIiIqKwwACYiIiIiIiIwgIDYCIiIiIiIgoLDICJiIiIiIgoLDAAJiIiIiIiorDAAJiIiIiIiIjCAgNgIiIiIiIiCgthFQAritLcSSAiIiIiIqJmElYBsM/ng6qqzZ0MIiIiIiIiagZhEQCLoLe4uBgul6uZU0NERERERETNISwCYNH1OTk5GUajsZlTQ0RERERERM0hLAJgQavVchwwERERERFRmAqrAJjjf4mIiIiIiMJXWAXAREREREREFL4YABMREREREVFYYABMREREREREYYEBMBEREREREYUFBsBEREREREQUFhgAExERERERUVhgAExERERERERhgQEwERERERERhQUGwERERERERBQWGAATERERERFRWAirAFhRlOZOAhERERERETWTsAqAfT4fVFVt7mQQERERERFRMwiLAFgEvcXFxXC5XM2cGiIiIiIiImoOYREAi67PycnJMBqNzZwaIiIiIiIiag5hEQALWq2W44CJiIiIiIjCVFgFwBz/S0REREREFL7CKgAmIiIiIiKi8MUAmIiIiIiIiMICA2AiIiIiIiIKCwyAiYiIiIiIKCwwACYiIiIiIqKwwACYiIiIiIiIwgIDYCIiIiIiIgoLDICJiIiIiIgoLDAAJiIiIiIiorDAAJiIiIiIiIjCQlgFwIqiNHcSiIiIiIiIqJmEVQDs8/mgqmpzJ4OIiIiIiIiaQVgEwCLoLS4uhsvlaubUEBERERERUXMIiwBYdH1OTk6G0Whs5tQQERERERFRcwiLAFjQarUcB0xERERERBSmwioA5vhfIiIiIiKi8BVWATARERERERGFLwbAREREREREFBYYABMREREREVFYYABMREREREREYaHZA2BVVRucnKqx15ryOhEREREREZHQbAGwCFwVRZFLEwUGs6qqNvpa6GeJiIiIiIiIGtNsAbCiKPB4PCgvL0dVVZX8W+DrdrsdlZWV8Hq957zm9/tRVVUFm812uZNOREREREREP0G6y71D0bKbl5eHb7/9Fl6vF16vF8nJyZg0aRKSk5Ph8/mwatUq7N69GxqNBgaDAZMmTUJ2djYAoLCwEEuWLIHNZoPf70eHDh0wadIkGAwGAGCrMBEREREREZ3jsrYAi+C3pqYGX3/9NcxmM6ZOnYpx48bh7NmzWLlyJRRFwa5du7B+/Xr07NkTU6dOhdlsxoIFC1BTUwOv14tFixahtrYWU6dOxfDhw5Gbm4sNGzYw8CUiIiIiIqIGXdYWYBEAnzp1Cg6HAzfeeCPatm0LADh9+jSOHTsGn8+HXbt2oW3btpgwYQIAwGw2491338XRo0cRHR2N0tJS3HTTTejYsSOAuhbhPXv2YMSIEdDr9XI/RERERERERMJlbQEWQWmbNm1w2223oWXLlqioqMDBgwdx7NgxtGvXDl6vF2VlZTIw9vv9SE5OhsViQU1NDUpKSmAwGJCWlga/3w9VVZGWlgan0wmn09mk/RMREREREVH4uawtwCIAtVgsyMrKgsPhwKeffoqKigr4fD6MHDkSer0efr8fFotFfkan00Gv1wOoa0U2GAwwmUzQaOrid4PBAI1GU2+A6/f74fP5oCgKvF7vZTpSIiIiIiIiutJc9kmwAplMJkyfPh2lpaXYuHEjVq9ejZYtW0Kn0wWt8Sv+X9+6vw29JrpBFxUV4fjx4zAYDPD5fPD6fJf1GImIiIiIiOjK0CxjgPPy8nD06FE563NycjI0Gg0WLlyI6upq6PV6VFZWQlEUqKqK2tpaOJ1OGI1GaDQa1NbWwmazIS4uDoqiwGq1QlEU2UoM/Le1OTU1FS1btpQtwLk5Oy/nIRMREREREdEV4rLPAg0AFRUV2LhxI44fPy5fKyoqgt/vR0JCAlJTU5Gfnw+73Q5FUbBv3z643W60bt0aaWlp8Hq92LdvHxRFQW1tLfLy8pCamgqTyXTOBFgajQZ6vT6oGzURERERERGFn2YZA9yjRw/s3LkTn332GXr16oWKigocOHAAffr0QWJiIvr164cDBw5g9uzZSElJQW5uLrp06YLU1FQAQNeuXbFy5UqUlZWhuLgY5eXlmDx58nn3H9p9moiIiIiIiMLHZQ+AVVVFdHQ0br75ZmzevBlnzpyB0WjEtddei759+wIA2rVrh9tuuw05OTmoqqrC6NGjMXDgQBlAT506FS1atMCJEycQHx+PcePGISMjQ+6DiIiIiIiIKNRlnwRLBMFJSUmYMmVKg+/LzMxEZmZmva9FRERg1KhRQX/j2r9ERERERETUmMs6BlgQQXBgl2S/3x/0nsDXxXq/ga+J94v3MfglIiIiIiKixjTbMkihAatY07e+1+t7TbzOwJeIiIiIiIiaollagImIiIiIiIguNwbAREREREREFBYYABMREREREVFYYABMREREREREYYEBMBEREREREYUFBsBEREREREQUFsIqAOaSSUREREREROErrAJgn88HVVWbOxlERERERETUDMIiABZBb3FxMVwuVzOnhoiIiIiIiJpDWATAoutzcnIyjEZjM6eGiIiIiIiImkNYBMCCVqvlOGAiIiIiIqIwFVYBMMf/EhERERERha+wCoCJiIiIiIgofDEAJiIiIiIiorDAAJiIiIiIiIjCAgNgIiIiIiIiCgsMgImIiIiIiCgsMAAmIiIiIiKisMAAmIiIiIiIiMICA2AiIiIiIiIKCwyAiYiIiIiIKCwwACYiIiIiIqKwEFYBsKIozZ0EIiIiIiIiaiZhFQD7fD6oqtrcySAiIiIiIqJmEBYBsAh6i4uL4XK5mjk1RERERERE1BzCIgAWXZ+Tk5NhNBqbOTVERERERETUHMIiABa0Wi3HARMREREREYWpsAqAOf6XiIiIiIgofIVVAExEREREREThiwEwERERERERhQUGwERERERERBQWGAATERERERFRWGAATERERERERGGBATARERERERGFBQbAREREREREFBYYABMREREREVFYYABMREREREREYYEBMBEREREREYWFsAqAFUVp7iQQERERERFRMwmrANjn80FV1eZOBhERERERETWDsAiARdBbXFwMl8vVzKkhIiIiIiKi5hAWAbDo+pycnAyj0djMqSEiIiIiIqLmEBYBsKDVajkOmIiIiIiIKEyFVQDM8b9EREREREThS9fcCaAQlyNIZys4ERERERGFIQbAVxoGp0RERERERJcEA+AriapC9fku+T4UrRbQhFXvdyIiIiIiIgbAVwS/H9Bo4Ni+HWeeehqKQX9JukIrWi18FRWIv+cexN8xA6rPVxcMExERERERhQEGwFeC/x/s+q1W1Obtg2IwXJoAWKeDt7QU3uLioP0SERERERGFAwbAVxKNBorJdEkDYMVkgqLX/+jbJiIiIiIiutIxAL7S+P11P5eidfZSbpuIiIiIiOgKx5mQiIiIiIiIKCywBZia4HK0GHP5JyIiIiIiurQYAFMTMDglIiIiIqKfvrAKgBWFgdxF8XsBqJemIVip2zQUDaDhkkxERERERHTphFUA7PP5oHICqKZRVUBRAEcFMGca4LEDihY/ehSsaAG3DWg3HJj6+o+7bSIiIiIiogBhEQCrqgpFUVBcXAyXy9Xcyflp8XuAs3sAVw2g0eGSBMAuJxCT8uNul4iIiIiIKERYBMCi63NycjJOnihs5tT81CiA3lTXDfpSBcB+L6Az/rjbJSIiIiIiChEWAbCg1Wo5DvhiqP7//vzoA4GV/79tdk0nIiIiIqJLK6zWAeb4XyIiIiIiovAVVgEwERERERERhS8GwERERERERBQWGAATERERERFRWGAATERERERERGGh2WeBFhNT1Tc7c2OvNeV1IqLGXa6J8XiPIiIiIroSNFsArKoqFEUJCl7F30L/39BrDHyJ6H/DewgRERFROGm2AFhRFPj9flRVVcHr9SIuLg56vT7odbvdDrfbjaioKOh0unM+W1NTA51OB4vF0hyHQEQ/dX5v3RrUCi5dY7CiAJpm72xDRERERGiGAFi03p46dQpfffUVbDYbVFWF2WzGxIkTkZ2dDa/Xi1WrVmH37t3QaDQwGAyYNGkSsrOzAQCFhYVYsmQJbDYb/H4/OnTogEmTJsFgMABgl2giaowKQAFUPzD/TqB4H6Az1f3+Y1IUwOcBLC2A2xfW7UPsm4iIiIiaxWUPgBVFgcfjwdKlS+F2uzF58mRotVqsXLkSixYtwkMPPYS8vDysX78eI0aMQLt27bBu3TosWLAAv/nNb2A2m7Fo0SJ4PB5MnToV5eXlWL58OaKjozF27Fg5LpiIqFGqCpQdBE7vBvQRlyYA9rqBmNZ1+yIiIiKiZndZA2DR+ltWVoaTJ0/iuuuuQ9euXQEAPp8PCxYswMmTJ7Fv3z6kp6djwoQJAACz2Yx3330XR48eRXR0NEpLS3HTTTehY8eOAOpahPfs2YMRI0ZAr9efM36YiKheOmNd8Ks3X5oAWNEBetOPu10iIiIiumiXdRkkEZRGRUVh0qRJaNu2rXytpKQEiqJAVVWUlZXJ1/x+P5KTk2GxWFBTU4OSkhIYDAakpaXB7/dDVVWkpaXB6XTC6XQ2af9ERADqWmZV/6X/ISIiIqIrQrPMzGKxWDB06FAAQG1tLTZs2IB169ahZ8+eSEtLkxNfAXVBq06nkxNkqaoKg8EAk8kEjaYufjcYDNBoNPUGuH6/Hz6fD4qiwOv1XqYjJCIiIiIioitNswTAYpzunj17sHr1atTU1GDo0KEYM2aMbNUNfJ+qqkE/oduq7zXRDbqoqAjHjx+HwWCAz+eD1+e7TEdJREREREREV5JmmwV6w4YNWLlyJTp16oSbb74ZLVu2BFDXIqzRaFBVVSW7RNfW1sLpdMJoNEKj0aC2thY2mw1xcXFQFAVWqxWKopyzjBIApKamomXLlrIFODdn5+U+ZCIiIiIiIroCXNYxwIGTYG3YsAEDBgzALbfcgpYtW8Lr9cLn8yEiIgJpaWk4cOAA7HY7FEXBvn374Ha70bp1a6SlpcHr9WLfvn1QFAW1tbXIy8tDamoqTCbTORNgaTQa6PX6oG7UREREREREFH6aZRbo48ePo6amBgcPHsTLL78sx+iqqoo777wTw4YNw/vvv4/Zs2cjJSUFubm56NKlC1JTUwEAXbt2xcqVK1FWVobi4mKUl5dj8uTJTdo/ERERERERhafLGgCLltmUlBRMnDgRGo0Gfn/wDKlarRZpaWm4/fbbkZubi6qqKowePRoDBw6Un586dSpatGiBEydOID4+HuPGjUNGRkbQPoiIiIiIiIgCNVsAnJKS0uD7VFVFVlYWsrKy6n09IiICo0aNOuczDH6JiIiIiIioIc02C3RD3ZEVRZHdocXvfr9f/j3w8xqNJuh9RERERERERA1plgA4MJht7D2CWO+3vs8z8CUiIiIiIqKmuKyzQBMRERERERE1FwbAREREREREFBYYABMREREREVFYYABMREREREREYYEBMBEREREREYUFBsBEREREREQUFsIqAOaSSfT/2rv36CiuO1/0312PbrXeQugBkngJxEvmDQFM/MCRHQ9kwI6dOOvknjPJDOPcWZM1a84fM//POvfPc86sWWtmZR53rhPHmeOJTWL8wo/YBmxs3hJICDASEkICCb3VkvpRVfv+0VTREhK0cLe6WvX9ZClYre6qrdL+7arfrr13ERERERGRd3kqATZNE1LKdBeDiIiIiIiI0kBLdwFmg5QSQgh0d3cjHA6nuzhEREQpJ5H6Dl8BjqwiIqLM4ok7wPbQ57KyMvj9/jSXhoiIKPXELPyPiIgo03jiDrBNVVXOAyYiojnPlLMz5UdVVCbCRESUUTyVAHP+LxERzWX2lJ9/OPsPeO/ae8jz5cGSVvL3AwlVqPhfj/8vLClY4uyXiIjI7TyVABMREc1lEhICAl3BLjT2NqLQXwhTmkndh4CABQua0BAyQhP2S0RE5HZMgImIiOYYXdER0AIIaIGUJsC860tERJmGCTAREdEcIyFhScv5SiY7AbaQ/KHVREREqeaJVaCJiIiIiIiImAATERERERGRJzABJiIiIiIiIk/gHGAiIiJKOSnt/0stIQS4IDUREU2HCTARERGlnBD2/xEREaUPE2AiIiJKGSklhBAY6Q+hr3MUqiqQivvAAoBlSRRX5CK3yA8pmW8TEdG9mAATERFRykgLECrQeu42PnrlIgI5Oiwr+SmwogiExww8c6AWa7+90Em8iYiI4nkqAeaJkIiIKD2EiCWpQhEpWYFTKCK2fZ7qiYjoPjy1CrRpmpCzsAAHERERERERuY8nEmA76e3u7kY4HE5zaYiIiIiIiCgdPJEA20Ofy8rK4Pf701waIiIiIiIiSgdPJMA2VVU5D5iIiIiIiMijPJUAc/4vERERERGRd3kqASYiIiIiIiLvYgJMREREREREnsAEmIiIiIiIiDyBCTARERERERF5AhNgIiIiIiIi8gQmwEREREREROQJTICJiIiIiIjIE7R0F4CIiIgoPSRgmanfjVBiX0RElHZMgImIiMijBKDwUoiIyEvY6hMREZG3SAkIAYzeBi4fTt1+hACMMFC2Fli0/e5+iYgobTyVAAuedIiIiAgSgAD6rgJv/OTu98mmaMBoGHjs5VgCDAuAmvz9EBFRwjyVAJumCSlluotBREREbiA0wJ+HWAKs3Pk3iRQNMAxAz0rudomI6KF5IgGWUkIIge7uboTD4XQXh4iIiFxBAtLC3cQ3yQmwtABpxoY+ExGRK3hiSUJ76HNZWRn8fn+aS0NERERERETp4IkE2KaqKucBExEREREReZSnEmDO/yUiIiIiIvIuTyXARERERERE5F1MgImIiIiIiMgTmAATERERERGRJzABJiIiIiIiIk9gAkxERERERESewASYiIiIiIiIPIEJMBEREREREXkCE2AiIiIiIiLyBCbARERERERE5AlMgImIiIiIiMgTPJUACyHSXQQiIiIiIiJKE08lwKZpQkqZ7mIQERERERFRGngiAbaT3u7uboTD4TSXhoiIiIiIiNLBEwmwPfS5rKwMfr8/zaUhIiIiIiKidPBEAmxTVZXzgImIiIiIiDzKUwkw5/8SERERERF5l5buAhA9DFPOzoJmmsIQISIiIiKaK3h1TxlJFSrA0exERERERDQDTIApIx38+iBujNyArupJvxMsIGDBgl/147+u+a/wqT5ISAhm3EREREREGY0JMGWkXzb9Esc6jyFXz4UlraRuW0AgKqMo9BfipVUvwaf6krp9IiIiIiJKD1ckwFLKKVdntu/sTbdy84N+TnNXob8QpdmlyNFzUpIAG9JAvi+fd32JiIiIiOYQVyTA0yW/8a/Hf2//NxNf7zKlCcMyYFhGyhJgwzKSul0iIiIiIkqvtD0GSUoJy4olLqOjo85/24QQGB0dxcDAAAzDmJDsCiFgWRYGBwcRDAZntdxERERERESUmdJ2B9i+g3vlyhW88847+LM/+zPk5+dDSgnTNPHRRx+hoaEBiqLA5/Nhz549WLFiBQCgo6MDhw4dQjAYhGVZWLlyJfbs2QOfz+dsm4iIiIiIiCjerN8Btuft3rx5E0eOHMFHH30Ew7g71FQIgfr6ehw7dgwbNmzAvn37kJ2djTfffBPDw8MwDAO/+93vEAqFsG/fPjz22GM4e/Ysjh07xsSXiIiIiIiIpjXrd4Dt+bstLS04fvw4srKyoGmakxhLKXH27FksWbIE3/3udwEA2dnZ+Jd/+Re0trYiPz8ft2/fxg9/+EOsWrUKQOyO8Pnz5/H4449D1/VpF9UiIiIiIiIi75r1O8CKEtvl9u3b8bd/+7fYuXMnQqGQk7CGQiH09/dj8eLFAADLslBWVobc3FwMDw+jp6cHPp8PVVVVsCwLUkpUVVVhfHwc4+Pj9903k2IiIiIiIiLvStscYFVVIYSAqqpT/jw3NxdALGnVNA26rgOI3SH2+XwIBAJOMu3z+aAoypQJrmVZME0TQogJQ62JiIiIiIjIW9KWANvDlO2hz5N/Nvnf+K/J753qZ/b2Ozs70dbWBp/PB9M0YZhmCn8rIiIiIiIicitXPAc4nhACiqJgcHDQSZBDoRDGx8fh9/uhKApCoRCCwSCKiooghMDIyAiEEM5dYns7AFBRUYHy8nLnDvDZM+fS9asRERERERFRGqXtOcA2O+G1E9asrCxUVVWhubkZo6OjEEKgsbERkUgElZWVqKqqgmEYaGxshBACoVAITU1NqKioQCAQuGcBLEVRoOv6hGHURERERERE5D1pvwMcjUYRDAYnDF/esWMHfvWrX+GVV17BwoULcfbsWaxduxYVFRUAgNraWnz44Yfo7e1Fd3c3+vr6sHfv3gfua6rh1kREbmB33v26+df4sO1D5Oq5sKSVsv39zba/wbKCZVw1n4iIiDwlbQmwfcFlP+7I7/cDiF0ELl26FD/+8Y9x5swZDA4OYvfu3di+fbvzmX379qG0tBTt7e2YN28e6urqsGzZsgnbJSLKJBISAgLNfc1479p7mOefB1Ombs2Cl9e/PGG/RERERF6Q9gR4wYIFWLBgwYTXpZSorq5GdXX1lJ/NysrCk08+OeE13sUgornAr/mR78tHri83pQmwKqZegZ+IiIhoLkv7EGh79Wb7kUYAJqwOLYSAZVkQQjgJbvxn4t9HRJTppJQwpQlLWikdAi3BKSFERETkPWlPgOMT28mv2+KT48mfYeJLREREREREiUj7KtBEREREREREsyHtd4CJiIiIiDLbbEwr4ahHomRgAkxERERE9I0wOSXKFEyAiYiIiIgelpSAZaRu+wKxG8yKAnAFf6JvjAkwEREREdFMSQsQCtB5Bvj9/x3771RQVGB8ENj2Z8Cu/353v0T0UJgAExERERHN2J15v+ER4GZ9ChNgDRgdA4a77uxWcsQ10TfgqQSYj0wiIiIioqQSCqBnpzYB1kOAqqdm+0Qe46kE2DRNSDkbq/QRERERkWdIK7Xbllbszu8MWOYsXPMKQFF4g4kyiycSYCklhBDo7u5GOBxOd3GIiIiIiJJPAhBANGzirf99DuFxA4oqkv6UJiEEohET5UsLUPena5K7caIU80QCbA99Lisrw/X2jjSXhoiIiIgodaSU6O0IYnwsCjVFCXAkbMCf7YlUguYYT9VaVVU5D5iIaKaknPHQu4ciROyLiIi+Mc2nQDdUKCpSkgBLqULTuRo1ZR5PJcCc/0tE9BBcmphalkz2NZ3DfuymEIDiwt+diOhBYn2XElIm/w5wbPtyVvpGiZLNUwkwERHNgJSAEDCHh2F0dwNKCnv6LQtaaSnUggJnvw/ChVeIiIhoppgAExHRlKRlQagqRj78EF1/87dQcnMBK/krnQpVhTE0hAX/z//AvP/yXyBNE0Kb+vRk58bBsIFz1wdhSZmSx2EKIRA1LSwsDGBVeV6iOTkRERG5HBNgIiK6P9OEDIch/f6UJMCwLMhwGDDNB75VQkJAoL1vDP/X/3sChimhpGB0n6oIDIxF8N92LsE/vLTR2S8RERFlNibARER0f0IAqpq6IdCKEtv+DG6xCsSSVCmRsgRYVQTn/xIREc0xTICJiOjB7JWgU7HiyWytMk1ERESex7XLiYiIiIiIyBN4B5iIiIjITWZjVIRLH29GRJRqTICJiIiI3ITJKRFRyjABJiIiInIJKSWi7e2QhpG6JNiyoGRlQa+sZKJNRJ7DBJiIiIgo3e48bFqGQrj+3/4E0e5uCF1P/lBoRYEcH0dgw3os/j//B0JVwQddE5GXeCoBFmzciYiIyOVkNAoZidz5JgUJcDgMGY0md7tERBnCUwmwaZqQfNQGERERuZn9bGxFSUkCPNPnbhMliyWtWdmPIvigG5qeJxJgKSWEEOju7kY4HE53cYiIiIimF//c7WQnwHzuNqURE1NyA08kwPbQ57KyMlxv70hzaYiIiIgyizVLSbPCO9NzWlNfE/rH+6EqKpCCKiUhoSkaNpVtgq7okJAQYJ2iiTyRANtUVeU8YCIiIqIZYmJKyfA/T/9PfNLxCXL13KQPhxYQMKSBXD0XH77wIYqzipO6fZo7PJUAc/4vERERUeIkAAHgleNtqL8+iIBPTfrdYAHAkoBPFfjvT6/CvBydC1PPUYpQoAoVqlCTfmdWQEBCQhXqjD4nZWyEg0BKbko7FIX3ot3CUwkwEREREc3cB0238MaZGygM6DCs5CfAppTI1lUceKwa83L0pG6f6H6EAFT2tngKE2AiIiIiuq9cv4biHB/yAzrMFCXAAV3lUGuaNfYiudd6R9HaG4RPVVM2WlRCoraiEMU5vsRGN8zWYnVCeHKoBRNgIiIiIrovS0oYloR55yuZ7AQ42dsluh9TApoAXj91Hf/jnWaU5PmTProBiNXviGnh13+6Hd9ZUwpLygffcfZoYjpbmAATEREREZEnKUJAVWJfqeiCEQBUKRLKZ6VlQSgKQhcvYuDVVwFNS8nEZKEqMEeCyN/zR8h76ilnv17BBJiIiIiIiCjd7gx7jrS1ofdf/g0iy5+SodBC02D09EBfuAB5Tz0FWBbABJiIiIiIiIhmm/D5oM0rgvCnLgGGaUAEAknfdiZgAkxEREREROQWUkKaJmCaqVkMSwhIw4zd+fUg79zrJiIiIiIiIk9jAkxERERERESewASYiIiIiIiIPMFTCbDg87SIiIiIiIg8y1MJsGmakKmYSE5ERERERESu54kE2E56u7u7EQ6H01waIiIiIiIiSgdPJMD20OeysjL4/f40l4aIiIiIiIjSwRMJsE1VVc4DJiIiIiIi8ihPJcCc/0tERERERORdnkqAiYiIiIiIyLuYABMREREREZEnaOkuANFcIiUAASCFo+05jZ2IiIiI6OEwASZKIic5ZZJKREREROQ6TICJkiRsWIgYVsrv0AZ0FarCDJuIiIiIaKaYABN9Q6YloSoC//ujK/jHT6+iOMcHw0rNGGhLSvx/P9mKby0thiUlFI6HJiIiIiJKGBNgoiQZj5oYGItCU0RKE2DD5OO8iIiIiIgeBhNgoiRRhICuCmiKSNkcYEtyESwiIiIioofFBJgoiaSMLQAtU3STNlXbJSIiIiLyAj4HmIiIiIiIiDzBUwmw4NhRIiIiIiIiz/JUAmyaJiTHkBIREREREXmSJxJgO+nt7u5GOBxOc2mIiIiIiIgoHTyRANtDn8vKyuD3+9NcGiIiIiIiIkoHTyTANlVVOQ+YiIiIiIjIozyVAHP+LxERERERkXd5KgEmIiIiIiIi72ICTERERERERJ7ABJiIiIiIiIg8gQkwEREREREReUJGJ8BSSi5sRURERERERAnJyATYTnqFEHysERERERERESUkIxNgIQQsy8Lg4CCCwWC6i0NEREREREQZQEt3AWZCSgkhBDo6OnDo0CEEg0FYloWVK1diz5498Pl8AMC7wkRERERERHSPjEqAhRAIh8P4/e9/j0gkgn379qGvrw/vv/8+8vPz8Z3vfIdzgomIiIiIiGhKGZMAW5YFRVHQ0tKC3t5evPjii1i1ahUAoKOjA+fPn8fjjz8OXdedO8UZSYjYl6u2LeK+ku3htyvi/pfcEj38dlN5pOztU7Kl6q/28NtNVd3+Ruz2IxXt00Nu150tk3u4sY10JzHp32Rv+yG367J4A9zYWrpJqs/+mX104rmxbXLl+cSVOcHckDEJsO327dvQdR1VVVWwLAtCCFRVVaGlpQXj4+PQdX3az05MigWkBGB/JUBihhVYwgnC+ybkd34mAAjThDBNIME72TMpkxAitv24RcQeVCYIAUgTkAYgBRI7WDM8UtIAYCX+fgASEuad/1kz/OyDCAhn28L520z/+9jvkRAwJZyvVLAk7taXDGi47lYjMaNYA2ZYi+SkkLnvB+PqNqw7ddsEZKL1KNGSibvbdv5WidSju3XbhJlgmR5C/N/mAWWa0DZZiR2nGbVN9vYn7fe+ZRJ3422GVSsxcdt+UJncZDbqkYCABSt2mZlAeyTi6n9Kz7t32oGZnHchEItRzKRgMyiVFLj7S8ft9z5lEkJAWFYsJhQloeuBmR0nCdy5FhDx5/rpihW3j1Sd40Tctu/WqeTuIyUm1CMDgDqDD6eqHtlvEROrdQJ/s4e5zp1p4+vF6ze7fidy/TbleTeVOcGk/XpFxiXAlmXB7/cjOzsbihJbw8vn80FRlCn/eJZlwTRjgWAYBqSUsX9hQNUBoUsIJbGKpQiR8BBrIQAFEoZlxPZnSQhlmsplmoCqIiolzOwAhO5LuLILIWAl+l5Ng5mdDUNVY2UyDCcZvoeUsV8iagBqNqBZgKIhkZYu0TQ5RgE0ExB+wDAS/pQOHQERQEAEEm5ARYJ/PwEBAwaykIVoNAoDBiTktI2oaUmoioAKEzkaENAAM8E2PdEy2SwJSDNWpywpobi8wbpbjaKxWJMy4YuaGcWbAqi6BIQFwzAecBa480PLBEQWoOUCagCJ1trE67cAoMe2HY3G/vs+BbOkBUUoUKWKbJGNgAgknLjMtB4BgGVYd+pRbL9TkaYJoaowAJjZ2ZCBQMIJ8IzaJlWFGYnAsNvp+7RNdr03jSiyNcAQgCIS+5vM5DipChDWAA1WxsQbcLceaVJLWT2yE2BNaDAN84H1yDIlFFXAkgZUXULo8k5v3oM9TDtgyjttpCWhTHfelVbsA4YEtBzEapCCpJ/jhApoYQBa7BwnzdhrU5Yp1mBa0SjMrCyYgQCErid0PTCTeIOiQAIwfD5Eo1EIVb3bWE9VLNxpzYREtgZkp+AcZycIWRpgGFEYhna/IrmH/fc0ZOxcMk0MTOUb1SPLBJTp6lFs49GoAaFJKLqMVbkEdjbj61xLAuqd826CdKk7bVPKrt9EFoyoAUO9//WbYUlI+/pNT931mwCgibvXb/Z141Ts824sJ8iG8KU4J1AURKNRKFJCVWfSgZPZhMyQSbP2EOhPP/0Up06dwl//9V87w51PnTqFjz/+GH/5l3+J/Pz8CY9J6ujoQFtbG3w+H6SUME0TqqrCNCyYUSvxrhIJmJYJVVFn9BnNp0JRE/uANAzIUCjBjcfaMss0oahq4kWSEorfHwuoxD4ARGa20rZ9jBMnY8m1np3wJ8aNcZhWrGNDJtitOdO/n4BAtpadcK9Y2LAQMcy7va4JmPmxAgI+ddqG062klIiGZ3AX6iHjTVEFNN8Mjmdk9M7dn8SP54z/ZkIAek7CV3JhM4yoGU1p3QaAgBaAOt2F+ORdRKOwwuGZ/Ckeom0ClCx/7II/AZYlMRY1Z3T3YUZ/OxGrt7qqIEvPvIuCsBFG1EptPRIQCGiBaRPfyWbvvKtAURNMRCwTiI4luPGYGbcBUgKaD9CyEn6/NTY2o7s+M403AICiQMmewXk3asIw73RipuocJ4Bsn5oRnU0TWAYQHZ/RR1Jdj6QEouEHdQjHf+Dh4k0oAro/8d/Dq9dvErHrNy3B67fZygnUrCxEASxZsgRVVVWZPY10BjLuDrCqqgiHwxgZGUFRURGEEBgZGYEQYsLwZ/uPV1FRgfLy8gnDtGRsjNSM/sCmYeDsuXPYtHEjVC3xwyYT7OW+UzhASbz38GHLBMtK+MQKYPpexikYholz585iw8ZN0LREPydivfEJD0EFFKHMaI6HYRg4d+4cNm7cCG0Gx8qUiSdtygzr1MOWybISOmW4zrQjIKbw0HVbyhlVbYiZJY0PVb8l7iTZiXFj3XZr2zSTjqCHPU5SykRvVrqKO+vRLJ13pZzZsEwXnuMwgwvrb9JeJjqiA5i9c5yZiQGHmbWRs1WP3HjedWPbJARm1OkyK9dvs3jelZblJPNeSH6BDEqA7T/IokWLYBgGGhsb8dhjjyEUCqGpqQkVFRUIBAL39FwoiuIMlf5G1FiPkqpqsV6oRKXwSctCCChSQhMC6kwqbAqHOAgVUGBBV2d2cRo7UKk7WAICUkgITUAkeEceALQUhohQY/NOhKpBzKBOJXpjI6M9bLyl2MPX7xTWIzfWbZe2TQ8TbwIpbcZdw431yI3tgBvPcQ8dbzO8wJ5xuR4y5jQPBJwb65Eb4w1wZ9vkxuu3b3Te9dDQZ1tGJcBSSixatAhr1qzBhx9+iN7eXnR3d6Ovrw979+5N6f4ty0IkEoEV10uSbpaUsTJJOaNlF1LJsiQikSgsS7oqnqQVO1bSkjNboyKF5J06JS3Lk43P/bgx3gB31m831m03tk2Mt/tzZT1yYTvgxjbAjfEGMObux5X1yIXxBrizbXJj3XZrO+BWGZMA2xRFwb59+1BaWor29nbMmzcPdXV1WLZsGYDU3bpXVRVLly51VaPAMiXOjeVyY5ncwq3Hxo3lYpkS48YyuYkbjw/LlBg3lglwb7ncwI3Hxo1lAtxZLpYp82XMIlgP4pVJ20RERERERPRwMu4OMBBLdqWUUBRlworP35R1ZzGIyXOG7f0JcfeZh/Z77aHZ8T9LNfv5x0IIpxyTzUZ5pjsGkzsjpjp+qS6X82y3Kco11TFLVdketC+7/k7VDzWbdSod3B5vbqzfbqrb9ytfutomxlti3FSP3NwOuLENmFy+dF8LMOYezE31yM3xZu/TbW3TdPtyS912QzuQiebMHWA3cNtd6HSUJ53H4H77dtvfJlGZWu7Z4KX6PdfqtlvL7NZyJctcq0fA7Jc7E4+Tm8vs5rKlUqb+3qkqN9um1HNbedKNCXCc5uZmCCGwatUqAHcrS1dXF27duoXa2lr47jw/98qVK7h27Rosy0JOTg5Wr16NkpKSlJdRSokLFy6gqKgIVVVV6OjoQE9PD1RVdXrwdF1HdXU1smfwfL+H0dTUhOvXr8M0TQQCAaxZswYLFixwjpv9b3d3N9ra2lBTU4OioqKUBqFhGGhoaEB3dzcURUF+fj7WrFmDwsJCp5fu8uXLGBsbm9CLN2/ePCxZsiSpZZFSJrSvlpYWDA0NTTgmqqqiqqoKRUVFSS2Tm7g93txWv91Ut6eS7raJ8ZYYt9UjN7cDbmsD4qU73uwyMOYezE31yM3x5qa2KVPqthvagUyVkUOgU+XYsWOIRCJYuXLlhEbp4sWLOHr0KKqrq+Hz+fDBBx/giy++QGFhIbKzs3H79m0cO3YM+/fvx9q1a1N68pNS4t1338W6detQVVWFU6dO4ezZsygoKHCGPoyPj2PevHl44YUXsHDhwqSVx26AIpEI3n77bdTX12PevHnIyclBb28vjh8/jr1792Ljxo0ThoR8/PHHOH/+PJ544gk8++yz37gcU5VLCIHe3l787ne/Q3t7O0pKSiCEQH9/P44dO4bnnnsONTU1iEaj+PDDDzE4OOg8NsuyLIRCITzyyCPYv38/FEVJyvEyTRMffPABhoaG7tnXunXrsG/fPiiKgiNHjuD69evIyclxhrJEo1EoioKnn34amzdvnpM9d26LNzfWb7fW7enKmq62CWC83Y+b65Gb2gE3tgH3K2s64w1gzE3HzfXITfEGuLdtypS67YZ2IFMxAY7j9/unfF3Xdfj9fvj9fty+fRtfffUVdu7ciaeeegqKoqCvrw+vvfYaDh8+jJqaGui6ntJyZmVlOftQFAVFRUU4cOCA81praysOHjyIzz//HD/4wQ+Sum8hBD777DOcPXsWdXV12LVrFzRNw+DgIA4ePIhDhw6hoqICpaWlAIBbt26hq6sL8+bNQ0tLC0KhELKyspJeJtM08dZbb+HWrVt46aWXsGbNGgDAzZs38Z//+Z9466238POf/9z5G9fU1OC5556DZVkIh8M4evQozpw5gw0bNqC6ujopDYQ952KqfZ0+fRrr169HdXU1AGDlypV4/vnnYRgGVFV1TgbHjh3DI488Ap/PN+caLTfGm9vqt1vr9nTS3TYx3qbm5nrktnbAbW3A/aQz3gDG3P24tR65Md7c2DZlUt1OdzuQqTzwuPHE2cMFpnrdsiwoioL+/n5IKbF48WLoug5VVVFaWoonnngClZWVs9J4x5fT/jcvLw+BQACBQABr167FokWLnLImq0xCCASDQdTX16O2thZPPvmkE2BFRUV4+umnUVpaimAw6HymqakJQghs27YN/f39aGlpATD14gIPw/79r1y5gra2Njz11FOora2FoihQFAUVFRWoq6tDTk4ORkZGnEUCfD4f/H4/AoEACgsLsXr1aliWhbGxsQnbTUb5ptqXlBLj4+MA4Dxzz+/3IycnB1lZWaisrMTq1asxOjqKcDiclLK4jdvizW312+11e7oyp6Ntit8/420it9cjN7UDbmsDHiTd8WbvlzE3kZvrkZviLRPapkyo225oBzIR7wAnyO6lKikpgc/nw6FDh9DW1oaKigpUVVVhw4YN2LhxY1rKJqVEKBRyeplu3LiBzs5OLF++fMIQl2/Cbhh7e3sxPj6OFStWOA2mPdegqqoKL7/8srO6oGmaaGpqQmVlJbZv346vvvoKFy9exNq1a5PagNpzZ/x+v9M42T+zLAtr1qzBihUroOs6TNOEqqoYHBzEhQsXIGXsweFnzpxBVVUVVqxYAeDeFRIftmyKoky5r8rKSixfvhzA3boVjUad36evrw+XLl1CSUmJM2/DS43WbMebG+u3m+v2TH6HVLdN8ftivN0rk+vRbLYDbmwDZmo2483eH2NuokyuR7N93nVz25TJdXu224FMxQQ4Qfa4fnsc/bFjx3Du3DmcOHECmqahpKQETz75JGpqama1XKqqYnx8HP/4j/8IIFbxR0dHkZOTgx07diR9f6FQCEIIBAIBZ4gIcDe44xuetrY29Pf3o66uDoFAAKtXr8alS5cwMjKCvLy8pAZhJBJxeg2FEBgfH8e///u/Y2xsDLquQ0qJJ554Ahs3boSiKOju7sYHH3zgNLKjo6NYsWIFDMNwGuBklE3TtCn3tXz5cmdfPp8Pra2t+Pu///sJc4eklHjxxRedk6aXGqx0xZsb67db6/aDzHbbBDDe7icT61E62gE3tgGJSEe8AYy56WRiPUrXedetbVMm1u10tQOZiAlwnKkqafxr9vCLmpoarFixAsFgEB0dHbhx4wbOnj2LgwcP4sCBAyguLk5qhTdNE0KIKXu1pIyt8LZt2zbn54qiYOXKlSguLnbK/U3Z27CD2e7tsssAxFbwu3TpEhYuXIji4mI0NjYCAE6cOIGGhgYMDAxgbGwMly9fxpYtW5J6jDRNc7Zn99xt2LABpmkiHA7j888/d4asRKNRLFmyBN///vdhWRYsy8KlS5dw6NAhHDlyBHv27EnKEBr7ZDLVvt566y0cPXoUf/RHfwTDMDB//nxs2rTJGe40ODiI06dP49KlS1i1atWcujCwuSne3Fy/3Vi3bW5om2yMt/tzaz1ySzvg5jbA5qZ4s7fHmJvI7fXILfEWz41tk5vrttvagUzFBBh3gz83NxednZ33NAbBYBCqqiI3NxdfffUV6uvr8bOf/Qx5eXlYs2YN1qxZg4qKCrzxxhu4efNmUhuGwcFB/OY3v8F3vvMdZyhNPMuyoOs6HnvssWl/r2QqLS2Fz+fDtWvXsHHjRqexVBQF165dw2uvvYYf/OAHyMvLw+XLl1FRUYGSkhJEo1FUVVVhdHQUzc3N2LJlS1LLlpOTg/HxcXR0dGDt2rXw+Xx49NFHAQDd3d34/PPPoaoqgLsNhL3UPwBs2rQJJ0+exO3btwEkr4G43756enoAxP6G8+bNw9atWyd81n4swVzrGXdzvLmxfru1brutbbK3y3ibmtvqkVvbATe2AYA7483eNmPuXm6rR26NN8B9bZPNjXXbre1AJuIiWLjbK7dw4ULcvn0bDQ0NAGK9Jj09PWhsbER5ebnTgF2/fh0XLlyY8PmBgQHnWWlAci4OgFhPYU9PD7q7uyGEwODgIEZHRyc0XEIIhMNhp4fKsqykV3S7Z66goAA1NTVoaGiYcJwGBwfxySefoKioCGvWrMHly5cRDAbx5JNPYs+ePdi/fz/27t2LtWvXor29Hb29vc42v2m5gNgqfPn5+fjss8/Q39/vvN7f34933nnHWZ7eLi8QaygMw4Bpmrh8+TK6u7udHrJk3d1IZF92vbIsC6ZpwjRNSClRXFzs9PTNJW6MNzfWb7fWbbe1TfEYb/dyez1ySzvgxjbA/j0Bd8YbwJibzO31yC3xFv95t7VNNjfVbbe3A5mId4BxNwjXr1+PCxcu4ODBg7hw4QJ0XXdW4rN7UzZs2IDm5ma88cYbaGhowPz589HV1YVr165h7dq1qKqqmrDNb1qmoqIiVFZW4tNPP0VfXx86Ojpgmqaz/Ho4HMbo6Kgzf2I2PPXUU7h9+zZ++9vf4syZM8jNzcW1a9cQDofx/PPPIysrC0ePHkVBQQGWLFnizJ1QFAU1NTX45JNPcObMGTzzzDPfuCz2iaGwsBBPP/003n77bfzzP/8zli1bBkVRcOXKFRQWFsLn800YQtPU1ISOjg5IGVs9b3h4GCUlJUmdI2EPf5puXzt37gQQe0abpmlQFGXC/JVoNIqbN2+it7cX8+fPnzMNmBvjLZ5b6rdb67Zb2ybG29TcXo/c2A64pQ0A3BtvAGPuQdxYj9wUb25tmwD31W03twOZSshkTgibAwYHB1FfX4/Ozk4YhoGSkhI88sgjqKqqcirw+Pg4Tp8+jZaWFkSjUeTn52PFihVYv369M0wjmfr6+nDixAl0d3cjNzcX69atw8qVKwHElo/v7e3Ft771rZTsezL7GIyNjeHs2bNob29HNBp15kAsXLgQ0WgUX331FUpLS7Fy5coJjYJhGDhx4gQKCwuxdu3apJerq6sL9fX16OnpgaqqqKqqwubNm9Ha2orCwkIsXrwYp0+fdhpT+7PZ2dlYvXq107OZDJZl4dy5c87S/NPt69y5c9B1HbW1tRN+l7a2NrS0tGDNmjVYsGDBnLs4ANwXb26s326s2zY3tU2Mt/tzcz1yUzvgxjbA5qZ4Axhz9+PmeuSmeAPc2Ta5uW67rR3IVEyA49yvgto/m0sN9MNK5DilQzL2PZvl93pdcmu8ubF+Z1rddiOv//6AO+uRG9sBN7YBmcjrx8qN9ciN8fagcs3mNty4L0oNJsCT2MMc7KED8T1y93tP/PepKJNdhtne9/3KdL/jZK+GN1W57vezZJRrcjniG3R7vsZU7J8nUyL7mu542Mc4FeVyCzfGWyLlSkf9dlvdnlwmN7RNjLcHc2s9cls74PY2wA3xBjDmHsSt9cht8TZVOdLdNrm1bruxHchETICJiIiIiIjIE9hFQERERERERJ7ABJiIiIiIiIg8gQkwEREREREReQITYCIiIiIiIvIEJsBERERERETkCVq6C0Cza7Yfb0FEd9mPdbDN9UeAELlR/Hkw1Y9RYnyTl8XHgf09Y4LcgI9Bogn4cG+i5HtQXDHuiIhoLrnfeY3nPEo33gH2EMuy0NTUhHA4DFVVndellCgsLMTSpUvZIBGlgB1X58+fR1tbG6LRKBRFQXFxMTZt2oTc3FxeEBDNkgsXLiAUCsHv96O2tjapd4HtOO7s7MT169dRXFyMmpqapG2fKBPYcRAMBlFfX4+hoSEAgN/vR01NDRYtWpTmEpLXMQH2ENM08d5772FgYABCCBiGAQBQVRW6rqOqqgovvfQS8vPzpxy+ZQ/fFEI4P7fZFxCWZU24mIj/zEy2Ef8Z+z1TbYPIzey6OzY2hjfffBOXLl1CNBp1EmCfz4cTJ07g+eefR3V1tfP++DofHwdSSidOpooLW3yMxb8n0c/E74fxRnOBfW7q6urC66+/7tT9AwcOYOnSpc7P4899k+MgPvamew8Qi6Wmpia8/fbbWLlyJZYvX+5s2/65/X7GFs01dmxcvnwZb731Fvr6+hAOhyGlhK7rOHbsGLZt24Znn332nqHR8fEETB13icThdNuY6nvyJtYADxFCICsrCz6fDwsWLMCaNWuwatUqlJWVQdd1XLlyBSdOnAAApzGJv4i2v7e3pSiK82Wb3KjMdBvx+7W/n3yBMHmbRG4mhMA777yDxsZGaJqGmpoafP/738ejjz6KQCCAwcFBvP76607HVHxcxCek9uvx250cF/Gfm+ri2v7evlCf/Bn7PfGJAOON5pKLFy/CNE3k5eU538ez6//keJscew96j67rCAQC8Pl8ACaey+Ljj8kvzSX2eefGjRv4zW9+g6GhIeTm5qKurg7f//73sWzZMkgpcfToUZw4cWLCOS8+nuKvGe3vpzoHPigO47+Pjzsi3gH2oPHxcWzduhU7duxwXvvFL36B0dFR3L59G0CsgTh//jyam5sxMjICv9+PiooKbN68GQUFBWhra0NDQwNKS0vh9/vR0NAAy7KwePFi7Nq1C36/H0IIXLlyBQ0NDRgeHoamaSgvL8emTZtQUlKCmzdv4syZM8jLy8O8efNQX1+PSCSCBQsWYNeuXcjLy4MQAu3t7Thz5gwGBwchhEBJSQk2btyIiooKDhsl17LrZkdHBy5dugSfz4fly5fjRz/6EXRdBwBUVFTg/fffx8jICM6dO4fdu3fj448/RigUwtKlS3H16lVEIhG8+OKL6O7uxokTJ9DX1wcpJYqLi1FbW4vq6mqEQiEcPXoUAFBZWYnm5mb09fWhsLAQO3fuRGVlJYDYnejPPvsMnZ2dyM7ORm1tLXp7ezE+Po7t27dj/vz5CAaDOH78ONra2iCEQHl5ObZt24aysjLGG2UsRVFgmiYuXboETdMQiUSgaRquXLmCp59+2onJy5cvo7GxEUuXLgUQGy4NAKtXr8a2bdsAAPX19WhpaUFNTQ2CwaCzzfXr12PdunUAYvFvWdaEjqRbt27h+PHj6Onpgd/vx+LFi7Fjxw4EAgHGFs0Jdh0+duwYotEoAoEAXnrpJaxYsQIAsGnTJrzyyitoa2vDqVOnsGPHDrS1teHs2bMoLy9HIBDAqVOnsHv3bixfvhxHjx7F9evXEQqFkJOTg+rqamzevBmqqj4wDu2YunTpEk6fPo1gMIjc3FysXLkSW7duTedhIhdgAuwh8T1q/f396OrqgpQS/f39CAaDAICioiIAwKlTp/Db3/4WlmXB7/fDsiw0NDTgypUr+NnPfobOzk784Q9/QEFBASKRiNMDd/HiRQwODuKFF17ApUuX8OqrryIcDsPn80FKicbGRjQ1NeHnP/85ent78cknnyAQCMAwDGcbzc3NuHXrFn7605+is7MTr7zyCoaHh52e9IsXL+L8+fN4+eWXUVxczAsHcqX4uYDhcBh+vx9PPvkkdF2HYRhQVRXbt2/HuXPn0N7ejuvXr8MwDJw6dQr9/f04ffo0+vv7sXjxYvT39+NXv/oVbt68CV3XoaoqLl++jNOnT+PAgQMoKyvDsWPHEIlEoKqqs33LstDa2oq/+Iu/QE5ODn7zm9/g8uXLznsaGxud6RC1tbXIzc3FL3/5S7S2tkJVVefi4eLFi/jJT36C0tJSxhtlHHvIY1tbG7q7u5GVlYXa2lo0Njait7cXLS0tWLVqFQDg2rVrOHLkCM6fP4/x8XFYlgVd19HU1ISenh7s3bsXzc3N+Oqrr3DhwgXn3KnrOhobGzEwMIDHH3/cOd9algVVVdHR0YFXXnkFQ0NDThvQ2NiItrY2/PjHP4au64wtymh2/Q2FQrhx4wYsy8Lq1auxYsUKJwZzc3Pxp3/6p+jp6XGu6W7cuIEjR46goKAApmliYGAAmzdvxuHDh/H+++/D7/dD13WYponTp0+jr68Pzz77LC5evIgTJ05MGYeDg4N47LHH8OWXX+Ltt99GJBKBz+dDJBJBQ0MD+vr68N3vfpcx52FMgD3GTmhPnTqFr776CkBsbrCmacjPz3fuCp87dw6apmHTpk2oq6vDyZMncfToUfT09CAcDiMrKwt5eXlQVRU7d+7E2rVr8Yc//AHXr19He3s7pJS4ePEiotEo1q1bh7179+Lq1at47733MDg4iL6+PgQCAeTl5UFKibVr12Lbtm04fvw4rly5gs7OThiGgUuXLiEYDGLFihV4/vnn0d/fjzfffBPBYNBZYIQNGLnZ2NgYotEo5s2bh/nz5wPAhEXoysvL0drainA4DNM0kZOTg3A4DEVRsHXrVqxbtw6XLl1Cb28vFi1ahOeffx5SSrz++uvo7e3F9evXUVVVhdzcXIyOjqK0tBRPP/00WlpacOLECYyMjKCnpweRSARff/01cnNzsX79eixevBjHjh1DX18f/H4/srKycObMGbS2tqKsrAzPPfccfD4f3nrrLXR0dODLL7/Evn37GG+UsZqbmxEKhVBcXIzdu3fj2rVrGBoawsWLF50E2OfzOaOPtm3bhurqahw/fhy3bt3C6dOn8eijjyI3Nxe5ubkAgCeffBLl5eU4evQo+vr6cPz4cezatcvpgFIUBZZl4Q9/+AOGh4dRU1ODvXv34tatWzh8+DAuX76M8+fPY8uWLfc8Jo0oEw0ODiISiUBKifLy8glzgru7u50RgoqiYMGCBU7MqaqKoqIi7Nq1CwUFBfjoo49QVFSExx9/HBs2bMDhw4fR0NCAa9euAYBzDQncG4cnT57E6tWr8fnnn0NKiR07dmDXrl04e/YsvvzyS5w4cQKbN29GSUkJz2kexQTYY+y5fLm5uQgEAgCAUCiE4eFhhEIhfPnll3j22WexZ88etLe3IxwO48KFC2hrawNw98JdSgnDMFBQUIBnnnkGWVlZ6OnpQUtLCwAgGo3i8ccfx8KFCzE2Nobm5ma0tLRMWLDA3kYgEMAzzzyD4uJijI+Po7m5GZqmYXR0FNu2bUNhYSEGBgbQ0tKC69evwzRNzuGgjBG/8M3kejvdvNqxsTE8+uij2LdvHwAgGAwiLy8PN2/eRGdnJ27dujVh5IU93DISiWD79u2oqalBeXk56uvrEQqFEIlEcPPmTZimiaKiInzve9+DqqoIBAJ47bXXoCgKIpEIOjs7oWkasrKy0NfXByB2kaGqKm7evMnFQygjKYqCcDiMr7/+GkIIVFdXIy8vD0uWLMHNmzfR2trqDI+UUiISiaCkpAT79++HpmnIy8vDq6++CsMwcPPmTWia5kxT2LNnj7OfgwcPIhwOo7+/H5qmOfsOhULo7e2Fruvw+/3Oeczn88GyLGfqEdFcYJrmPec2y7Lw3nvv4fLly8jJyYGiKMjOzsaWLVsghEA0GkV2djZ+9KMfoby8HADwwx/+ENeuXYOu6zh79ix6enrumTcfCoWwatWqCXH4xhtvOCMs7KkOqqo6I5vs+L1x4wYTYA9jAuwh9mIDoVAIdXV12LlzJ0zTBAAcOnQIZ86cQUNDA+rq6tDR0YHPPvsMg4ODAIDc3FynR9smpYSmac7Fd/xiOZqm4ebNm842DMNwtmGvPm1vwx5qaW/D3o+u67h9+zY+/fRT9Pf3IxwOIzc319knUSbw+/3QNA1jY2MYGBhAeXm504ljT0dQFAV+v39CB1NpaSmA2MXE6OgoPvvsM3R3d2NsbAy5ubkTFtexCSGgaZpzJyl+8Y9QKAQpJXJycpxhz/PmzYPP54NpmjAMA2NjY9B1HQMDAzh48KDTWZadnT0hzokyhV1nr169ir6+PuTk5ODatWv41a9+hYGBAWRnZ2NgYABXrlzBpk2bnHoeHycLFy5ETk4O+vv7nXOmaZooLCyElBKmaaKiogJ+vx+GYTjvsUWjURiGAZ/Ph6tXr6KpqQkAUFBQgEAgMOG8SpTp7Gs9INaZa18XbtmyBWvXrsXt27fR3Nzs3L0FYuexQCCA+fPnw7IsWJaFc+fO4cKFCxgeHobf73c6Y+M7lS3LuicOs7KyIKXEyMgILMuCpmk4deqU8/SF/Px85zxJ3sUE2IPspeg1TXN6qe0LXFVVMTAwgCNHjmBoaAhbtmxBXV0dbt26hV//+tf3JJ9TrdRn93h/+umn6O3txbp16/DMM8/AMAz827/924TPTbcN+8LjyJEj6OrqwurVq/Hd734XhYWF+Kd/+ieMjY2l/kARfQN2j/KiRYvg9/sRDodx7NgxvPjii07cNTU1oaOjw1lsKv6kHI1GAcRGXRw/fhzXrl3DkiVLsHfvXlRWVuIXv/iF00EVb/JjJOy4zsrKgqIoGBoawvj4OHJyctDV1YVwOOzMK87OznZ61L/3ve/BsiyMjIwgGAyioKBgwtBtokxgx2Fzc7OzKFVXVxc6OjqcuABia0ts2rTJ6SgeHx8HAGiahvb2doyOjkLXdWc9C1VVMTIy4nQ62bHk8/ng9/snnOPsc20oFMLu3buxY8cORCIRZ6io3dnFu1CUyez6ay9sOjIygoaGBmzYsAGlpaX49re/DQD4j//4j2nvEtsLZ129ehWnTp2C3+/Hvn378K1vfQuff/453nvvvXuuNyfHYSgUQlZWFgoLC53k+0c/+hEqKysRiUScJy5UVFQA4KrQXsUE2EPsxDIrKwsXL17E0NAQpJTO8GIhBIqLi50eaVVVsWDBAui6jpMnT0JRFGia5qyWqarqPUvS26+ZpunMLZ4/fz7y8/Px7rvvwjRN5yJidHT0nsco2XetNE1z7krpuo6CggKUlpbis88+w/j4OHw+n1MOIjeyT7xVVVVYtmwZLl68iKamJkSjUdTU1GBgYAAnT56EaZrIzs7G5s2bJ4yCiI8LOw6ys7NRUVHhrIru8/ng8/nueXSSLX5bixYtghACg4ODePPNN7F48WIcP37cmaPo9/uxcOFCSClx48YNtLa2oqCgAB9//DE6OzuxYcMGPPfccxwuRhnDrqtjY2Noa2uDoihYtmwZ1q9fD9M0oaqqs7jjjRs3EA6HnSGSfX19OHToEJYtW4YvvvgCpmnC7/c7q6z7fD60t7fj8OHDKCsrw9GjRyGlRHZ2NgoLC507T0BsGkFxcTF6enpw9epVLFu2DKOjo/jkk08wODiIPXv2cD0LmhPspHT79u3O1IJXX30Vmzdvdq49r1y5gqysrAmP3pt8zhsfH3eGLi9duhQDAwO4cOGCcxfY3tdUcSiEgN/vx9q1a/Hll19ibGwMFy5cQF5eHq5cuYIzZ85ASok/+ZM/QU5ODuPOo5gAe0wwGEQoFEJzczMaGhoAwOkFLyoqwjPPPIPc3FwUFhaiv78fhw8fxuHDhwHEeud6enqc1aOHhoaQk5PjbDsSiWB4eBjZ2dnIyspCeXk5Ojo68MUXX+CLL75w3jc0NITOzk4EAgGMjIwAuHsXOBqNIhgMOkOgFy5ciMbGRtTX1zuPWrJ73m/cuIHa2lo2XORqQgjs3bvXWbitvr4eZ8+eBRCLvZycHOzbtw8lJSWIRCIYGxvD8PAwIpGIsw172HRrayv+7u/+zulIGhkZQXt7Ox555BGMjo5iZGTEmWIgpUQwGEQwGMTIyAi2bNmCbdu24cyZM6ivr8epU6dQUlLirEgbDoexefNmnD9/Hq2trXjttdegaRqi0SgKCwuxcePGtBw/oodlX9ieO3cON27cgKZp2Lp1K1avXu28RwiBhoYGDA0N4fz58868XJ/Ph+PHj+OLL75wLrh3796NnJwcJ8Y0TcPHH38MIBbLqqriiSeecJLu4eFhBINBKIqCp556Cl1dXWhpacG//uu/OmtgVFdXY9WqVbwIpznB7vhdv349enp6cOTIEfT09OCdd95xphdUV1ejt7cXQ0NDAO5eO9rTDgA4i2MFg0H84he/cK79wuEwurq6nLiyp9xNjsNdu3ahuLgYjz32GN555x2cPn0a58+fh2EYkFJi+/btfKqBxzEB9hBVVbF7926Mj487827txDMrKwurV6925mT88Ic/xOeff+4sDLJ+/Xp0dXVheHgYhmFgyZIl2L9/PwoKCpy5iEuXLsX+/fuRk5MDXdfxx3/8x8jPz8fg4CD8fj82bdqE3t5eDAwMQNd1lJSUYN++ffD5fM6KmgsWLMD3vvc95y5xXV0ddF1HT08PVFXFhg0bMDY2htu3bzsr6rLxIreyY2zevHk4cOAATp48ia+//hpArEOppKQEW7dudVbK1DQNu3fvxuDgIJYvX+5sZ9euXVAUBe3t7VAUBbW1tVAUBZ2dnU4n1DPPPINQKIQlS5YAiM09rqurQzgcRmVlJaSU2L9/PxYtWoTR0VFnHvFbb73lXDQEAgH89Kc/xcmTJ9He3o5oNIqSkhJs376di4VQxrHramlpKfbs2YNAIIBly5Y5Q6GFEFixYgWee+45jI6Oori4GB0dHTBNEyUlJXj66aedhbNWr16NDRs2AICzaNwjjzyCZcuW4erVq9B1HRs2bMDKlSsBAGvWrIGqqpg/fz6klFi0aBH+/M//HKdOnXIWvaqqqsLOnTudOYuMLZoL7PNeXV0dlixZgvr6egwPD0PTNFRWVmLr1q24evWq8+gi+3rSvnYEYjH74x//GKdOnYJpmigrK8PSpUvR3t4O0zQRiUScxe2mi0N79efS0lI0NDQ4o6ZWr16NzZs3p/MQkQsIydWEKA5PwkTJN1Vcxb82G3F39uxZvPvuuyguLsa3v/1tLFmyBO+++y7Onz+PvLw8/NVf/RWys7Nn9DsQzTWffvop3n//faxYsQIHDhyY8DM7Bn7/+9/jiy++wLe+9S288MILCW33fvHD2KK5KNXnuETikLFF0+EdYI+536p39uIfwMRHt9j/bT+6KH5l2fiVZu3hLfGPZrHfP902ploAa/Jr9rzI+J/ZjRoXL6BMYMdV/CrK9gqW8XFnv8eOkcmvT47P+DiY6nPxr1VWVsLn8+Hrr79Ga2srfD6fswDWli1bnIXw4ldkj98XLyIoU00+N01mWZazZkUkEkEwGMTY2BgMw3AWfoy/kA6HwxgZGcHY2Ng956fpzofxj/+bfA5lbNFcNNU5zv4+/jpvuvicvFjq5BhKJA7j9zXVeZi8iwmwxyQa9PEn5PiFCuJNXhHWXsgg/vvJn528jam+n/xafEPGCwXKZJPjb6p4nC5GJy8Wl8jn4l8rLS3Fyy+/jPr6evT29sI0TeTl5WHRokWora2dsN0H7Ysok0w+N01mJ6hCCKxatQrhcBjz5893PjP53LNhwwYEAgEsWrRo2vPTVPuc/B5ehNNcN90570GxMtV77H/tZDiROJy8nanKRN7EIdBERB7AoWBEREREvANMROQJ8cPHJg+lZo84UcxU03Cmew9HJRGlD+OQvgneASYiIiIiIiJPYLc/EREREREReQITYCIiIiIiIvIEJsBERERERETkCUyAiYiIiIiIyBOYABMREREREZEnMAEmIiIiIiIiT2ACTERERERERJ7ABJiIiIiIiIg8gQkwEREREREReQITYCIiIiIiIvIEJsBERERERETkCUyAiYiIiIiIyBOYABMREREREZEn/P8VzBYXSeadDAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='categorical')\n", + " ch.set_title(\"Grouped bar chart - Group hierarchy order\")\n", + " ch.set_subtitle(\n", + " \"Change chage order of 'categorical_column' list to switch grouping hierarchy.\"\n", + " )\n", + " ch.plot.bar(\n", + " data_frame=quantity_by_fruit_and_country,\n", + " categorical_columns=['country', 'fruit'],\n", + " numeric_column='quantity',\n", + " color_column='country')\n", + " ch.axes.set_xaxis_tick_orientation('vertical')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='categorical')\n", + " ch.set_title(\"Grouped bar chart - Factor order\")\n", + " ch.set_subtitle(\"Change categorical order with 'categorical_order_by'.\")\n", + " ch.plot.bar(\n", + " data_frame=quantity_by_fruit_and_country,\n", + " categorical_columns=['country', 'fruit'],\n", + " numeric_column='quantity',\n", + " color_column='country',\n", + " categorical_order_by='labels',\n", + " categorical_order_ascending=True)\n", + " ch.axes.set_xaxis_tick_orientation('vertical')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.plot_bar_grouped.__doc__)\n", + "chartify.examples.plot_bar_grouped()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Interval" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Interval.\n", + "\n", + " Args:\n", + " data_frame (pandas.DataFrame): Data source for the plot.\n", + " categorical_columns (str or list): Column name to plot on\n", + " the categorical axis.\n", + " lower_bound_column (str): Column name to plot on the\n", + " numerical axis for the lower bound.\n", + " upper_bound_column (str): Column name to plot on the\n", + " numerical axis for the upper bound.\n", + " middle_column (str, optional): Column name to plot on the\n", + " numerical axis for the middle tick.\n", + " categorical_order_by (str or array-like, optional):\n", + " Dimension for ordering the categorical axis. Default 'values'.\n", + " - 'values': Order categorical axis by the numerical\n", + " axis values. Default.\n", + " - 'labels': Order categorical axis by the categorical labels.\n", + " - array-like object (list, tuple, np.array): New labels\n", + " to conform the categorical axis to.\n", + " categorical_order_ascending (bool, optional): Sort order of the\n", + " categorical axis. Default False.\n", + " color (str): Color name or hex value.\n", + " See chartify.color_palettes.show() for available color names.\n", + " \n", + "\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + " \n", + "\n", + " avg_price_with_interval = (data.groupby('fruit')['total_price'].agg(\n", + " ['mean', 'std', 'count'])\n", + " .assign(\n", + " lower_ci=lambda x: x['mean'] - 1.96 * x['std'] / x['count']**.5,\n", + " upper_ci=lambda x: x['mean'] + 1.96 * x['std'] / x['count']**.5)\n", + " .reset_index())\n", + " \n", + "\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='categorical')\n", + " ch.set_title(\"Interval plots\")\n", + " ch.set_subtitle(\n", + " \"Represent variation. Optional `middle_column` to mark a middle point.\"\n", + " )\n", + " ch.plot.interval(\n", + " data_frame=avg_price_with_interval,\n", + " categorical_columns='fruit',\n", + " lower_bound_column='lower_ci',\n", + " upper_bound_column='upper_ci',\n", + " middle_column='mean')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='categorical')\n", + " ch.set_title(\"Combined interval plot & bar plot\")\n", + " ch.plot.bar(\n", + " data_frame=avg_price_with_interval,\n", + " categorical_columns='fruit',\n", + " numeric_column='mean')\n", + " ch.plot.interval(\n", + " data_frame=avg_price_with_interval,\n", + " categorical_columns='fruit',\n", + " lower_bound_column='lower_ci',\n", + " upper_bound_column='upper_ci')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.plot_interval.__doc__)\n", + "chartify.examples.plot_interval()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Lollipop" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lollipop chart.\n", + "\n", + " Note:\n", + " To change the orientation set x_axis_type or y_axis_type\n", + " argument of the Chart object.\n", + "\n", + " Args:\n", + " data_frame (pandas.DataFrame): Data source for the plot.\n", + " categorical_columns (str or list): Column name to plot on\n", + " the categorical axis.\n", + " numeric_column (str): Column name to plot on the numerical axis.\n", + " color_column (str, optional): Column name to group by on\n", + " the color dimension.\n", + " color_order (list, optional):\n", + " List of values within the 'color_column' for\n", + " specific color sort.\n", + " categorical_order_by (str or array-like, optional):\n", + " Dimension for ordering the categorical axis. Default 'values'.\n", + " - 'values': Order categorical axis by the numerical axis values.\n", + " - 'labels': Order categorical axis by the categorical labels.\n", + " - array-like object (list, tuple, np.array): New labels\n", + " to conform the categorical axis to.\n", + " categorical_order_ascending (bool, optional):\n", + " Sort order of the categorical axis. Default False.\n", + " \n", + "\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " quantity_by_fruit_and_country = (data.groupby(\n", + " ['fruit', 'country'])['quantity'].sum().reset_index())\n", + " print(quantity_by_fruit_and_country.head())\n", + " \n", + " fruit country quantity\n", + "0 Apple BR 57\n", + "1 Apple CA 144\n", + "2 Apple GB 177\n", + "3 Apple JP 65\n", + "4 Apple US 165\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True, y_axis_type='categorical')\n", + " ch.set_title(\"Lollipop chart\")\n", + " ch.set_subtitle(\"Same options as bar plot\")\n", + " ch.plot.lollipop(\n", + " data_frame=quantity_by_fruit_and_country,\n", + " categorical_columns=['country', 'fruit'],\n", + " numeric_column='quantity',\n", + " color_column='country')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.plot_lollipop.__doc__)\n", + "chartify.examples.plot_lollipop()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bar (Stacked)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Plot stacked bar chart.\n", + "\n", + " Note:\n", + " - To change the orientation set x_axis_type or y_axis_type\n", + " argument of the Chart object.\n", + " - Stacked numeric values must be all positive or all negative.\n", + " To plot both positive and negative values on the same chart\n", + " call this method twice. Once for the positive values and\n", + " once for the negative values.\n", + "\n", + " Args:\n", + " data_frame (pandas.DataFrame): Data source for the plot.\n", + " categorical_columns (str or list): Column name to plot on\n", + " the categorical axis.\n", + " numeric_column (str): Column name to plot on the numerical axis.\n", + " stack_column (str): Column name to group by on the stack dimension.\n", + " normalize (bool, optional): Normalize numeric dimension for\n", + " 100% stacked bars. Default False.\n", + " stack_order (list, optional): List of values within the\n", + " 'stack_column' dimension for specific stack sort.\n", + " categorical_order_by (str or array-like, optional):\n", + " Dimension for ordering the categorical axis. Default 'values'.\n", + " - 'values': Order categorical axis by the numerical\n", + " axis values. Default.\n", + " - 'labels': Order categorical axis by the categorical labels.\n", + " - array-like object (list, tuple, np.array): New labels\n", + " to conform the categorical axis to.\n", + " categorical_order_ascending (bool, optional): Sort order\n", + " of the categorical axis. Default False.\n", + " \n", + "\n", + " import numpy as np\n", + " import pandas as pd\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " quantity_by_fruit_and_country = (data.groupby(\n", + " ['fruit', 'country'])['quantity'].sum().reset_index())\n", + " print(quantity_by_fruit_and_country.head())\n", + " \n", + " fruit country quantity\n", + "0 Apple BR 57\n", + "1 Apple CA 144\n", + "2 Apple GB 177\n", + "3 Apple JP 65\n", + "4 Apple US 165\n", + "\n", + " # Plot the data\n", + " (chartify.Chart(blank_labels=True,\n", + " x_axis_type='categorical')\n", + " .set_title(\"Stacked bar chart\")\n", + " .set_subtitle(\"Stack columns by a categorical factor.\")\n", + " .plot.bar_stacked(\n", + " data_frame=quantity_by_fruit_and_country,\n", + " categorical_columns=['fruit'],\n", + " numeric_column='quantity',\n", + " stack_column='country',\n", + " normalize=False)\n", + " .show('png'))\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " (chartify.Chart(blank_labels=True, x_axis_type='categorical')\n", + " .set_title(\"Grouped bar chart - Normalized\")\n", + " .set_subtitle(\"Set the 'normalize' parameter for 100% bars.\")\n", + " .plot.bar_stacked(\n", + " data_frame=quantity_by_fruit_and_country,\n", + " categorical_columns=['fruit'],\n", + " numeric_column='quantity',\n", + " stack_column='country',\n", + " normalize=True)\n", + " .show('png'))\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " # Get the ordered list of quanity by country to order the stacks.\n", + " country_order = (\n", + " quantity_by_fruit_and_country.groupby('country')['quantity'].sum()\n", + " .sort_values(ascending=False).index)\n", + " (chartify.Chart(blank_labels=True, x_axis_type='categorical')\n", + " .set_title(\"Grouped bar chart - Ordered stack\")\n", + " .set_subtitle(\"Change the order of the stack with `stack_order`.\")\n", + " .plot.bar_stacked(\n", + " data_frame=quantity_by_fruit_and_country,\n", + " categorical_columns=['fruit'],\n", + " numeric_column='quantity',\n", + " stack_column='country',\n", + " normalize=True,\n", + " stack_order=country_order)\n", + " .show('png'))\n", + " \n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " # Add a column for labels.\n", + " # Note: Null labels will not be added to the chart.\n", + " quantity_by_fruit_and_country['label'] = np.where(\n", + " quantity_by_fruit_and_country['country'].isin(['US', 'CA']),\n", + " quantity_by_fruit_and_country['quantity'],\n", + " None)\n", + "\n", + " (chartify.Chart(blank_labels=True, x_axis_type='categorical')\n", + " .set_title(\"Stacked bar with labels\")\n", + " .set_subtitle(\"\")\n", + " .plot.bar_stacked(\n", + " data_frame=quantity_by_fruit_and_country,\n", + " categorical_columns=['fruit'],\n", + " numeric_column='quantity',\n", + " stack_column='country',\n", + " normalize=True,\n", + " stack_order=country_order)\n", + " .plot.text_stacked(\n", + " data_frame=quantity_by_fruit_and_country,\n", + " categorical_columns=['fruit'],\n", + " numeric_column='quantity',\n", + " stack_column='country',\n", + " text_column='label',\n", + " normalize=True,\n", + " stack_order=country_order,\n", + " # Set the text color otherwise it will take\n", + " # The next color in the color palette.\n", + " text_color='white'\n", + " )\n", + " .show('png'))\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.plot_bar_stacked.__doc__)\n", + "chartify.examples.plot_bar_stacked()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Parallel coordinate plot" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parallel coordinate plot.\n", + "\n", + " Args:\n", + " data_frame (pandas.DataFrame): Data source for the plot.\n", + " categorical_columns (str or list): Column name to plot on\n", + " the categorical axis.\n", + " numeric_column (str): Column name to plot on the numerical axis.\n", + " color_column (str, optional): Column name to group by on\n", + " the color dimension.\n", + " color_order (list, optional): List of values within the\n", + " 'color_column' for specific color sort.\n", + " categorical_order_by (str or array-like, optional):\n", + " Dimension for ordering the categorical axis. Default 'values'.\n", + " - 'values': Order categorical axis by the numerical axis values.\n", + " - 'labels': Order categorical axis by the categorical labels.\n", + " - array-like object (list, tuple, np.array): New labels\n", + " to conform the categorical axis to.\n", + " categorical_order_ascending (bool, optional):\n", + " Sort order of the categorical axis. Default False.\n", + " line_dash (str, optional): Dash style for the line. One of:\n", + " - 'solid'\n", + " - 'dashed'\n", + " - 'dotted'\n", + " - 'dotdash'\n", + " - 'dashdot'\n", + " line_width (int, optional): Width of the line\n", + " \n", + "\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " total_quantity_by_fruit_and_country = (data.groupby(\n", + " ['fruit', 'country'])['quantity'].sum().reset_index())\n", + " print(total_quantity_by_fruit_and_country.head())\n", + " \n", + " fruit country quantity\n", + "0 Apple BR 57\n", + "1 Apple CA 144\n", + "2 Apple GB 177\n", + "3 Apple JP 65\n", + "4 Apple US 165\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='categorical')\n", + " ch.set_title(\"Parallel coordinate charts\")\n", + " ch.set_subtitle(\"\")\n", + " ch.plot.parallel(\n", + " data_frame=total_quantity_by_fruit_and_country,\n", + " categorical_columns='fruit',\n", + " numeric_column='quantity',\n", + " color_column='country')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.plot_parallel.__doc__)\n", + "chartify.examples.plot_parallel()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Both categorical axes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Heatmap" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Heatmap.\n", + "\n", + " Args:\n", + " data_frame (pandas.DataFrame): Data source for the plot.\n", + " x_column (str): Column name to plot on the x axis.\n", + " y_column (str): Column name to plot on the y axis.\n", + " color_column (str): Column name of numerical type to plot on\n", + " the color dimension.\n", + " text_column (str or None): Column name of the text labels.\n", + " color_palette (str, chartify.ColorPalette): Color palette to\n", + " apply to the heatmap.\n", + " See chartify.color_palettes.show() for available color palettes.\n", + " reverse_color_order (bool): Reverse order of the color palette.\n", + " text_color (str): Color name or hex value.\n", + " See chartify.color_palettes.show() for available color names.\n", + " text_format: Python string formatting to apply to the text labels.\n", + " color_value_min (float): Minimum value for the color palette.\n", + " If None, will default to the min value of the\n", + " color_column dimension.\n", + " color_value_max (float): Maximum value for the color palette.\n", + " If None, will default to the max value of the\n", + " color_column dimension.\n", + " color_value_range (int): The size of the range of colors in\n", + " the color palette.\n", + " A larger color range will result in greater variation\n", + " among the cell colors.\n", + " \n", + "\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " average_price_by_fruit_and_country = (data.groupby(\n", + " ['fruit', 'country'])['total_price'].mean().reset_index())\n", + " \n", + "\n", + " # Plot the data\n", + " (chartify.Chart(\n", + " blank_labels=True,\n", + " x_axis_type='categorical',\n", + " y_axis_type='categorical')\n", + " .plot.heatmap(\n", + " data_frame=average_price_by_fruit_and_country,\n", + " x_column='fruit',\n", + " y_column='country',\n", + " color_column='total_price',\n", + " text_column='total_price',\n", + " text_color='white')\n", + " .axes.set_xaxis_label('Fruit')\n", + " .axes.set_yaxis_label('Country')\n", + " .set_title('Heatmap')\n", + " .set_subtitle(\"Plot numeric value grouped by two categorical values\")\n", + " .show('png'))\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.plot_heatmap.__doc__)\n", + "chartify.examples.plot_heatmap()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Single density axis" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Kernel Density Estimate Plot.\n", + "\n", + " Args:\n", + " data_frame (pandas.DataFrame): Data source for the plot.\n", + " values_column (str): Column of numeric values.\n", + " color_column (str, optional): Column name to group by on\n", + " the color dimension.\n", + " color_order (list, optional): List of values within the\n", + " 'color_column' for specific sorting of the colors.\n", + " \n", + "\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " print(data.head())\n", + " \n", + " date country fruit unit_price quantity total_price\n", + "0 2017-10-21 US Banana 0.303711 4 1.214846\n", + "1 2017-05-30 JP Banana 0.254109 4 1.016436\n", + "2 2017-05-21 CA Banana 0.268635 4 1.074539\n", + "3 2017-09-18 BR Grape 2.215277 2 4.430554\n", + "4 2017-12-08 US Banana 0.308337 5 1.541687\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True, y_axis_type='density')\n", + " ch.set_title(\"Histogram\")\n", + " ch.set_subtitle(\"\")\n", + " ch.plot.histogram(\n", + " data_frame=data,\n", + " values_column='unit_price',\n", + " bins=50)\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='density')\n", + " ch.set_title(\"Horizontal histogram with grouping\")\n", + " ch.set_subtitle(\"\")\n", + " ch.plot.histogram(\n", + " data_frame=data,\n", + " values_column='unit_price',\n", + " color_column='fruit')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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Ebr75Zl1xxRUqLS3V8OHDFYvFlM1mZa1VUVGRRowYEXat7ujo0Fe/+lUtWbIkPMZBd/KmpiYlk0lVVVXpiSee0JVXXqmf/exn4U2Pp556SldffbWKiopUUVERtqCVlpZq48aNWrBggUaNGqVUKqVEItGjy/2u6mNQ9/fmfJWUlGj48OGqrq6WJP3pT39SPB4P62pFRYXKysp055136o9//GO43c7OThUXF6uqqkpvvvmmfv7zn+sHP/jBLkPi6aefrrlz5yqZTKqpqUkvvfSSjjzySPm+r3feeUcjR45UZWWlJOmdd94Jn7d8+XIlk0lVVlaqrq5Op512mqRcl/3g/VdUVBTeyKmtrVUikQh7NziOo5qaGlVUVPQo357Wt51NhBZ8FvXX+Q16u7zxxht7/Xk2bNiw8KZZaWlpj/IbY1RTUyNrrYqLi3v8vKSkRMOGDVNNTY2ampp0xx13yPd9FRcXK5VKqbi4WJWVlXrzzTf1la98Rbfffrtqa2sl7fzzMdheJpNRSUmJ7r//fjU3N6uurk7GGLW1tYX14MEHH9T73/9+XXjhhZKkDRs26KqrrlJLS4vq6urU3t6uTCYT1teHHnoo3IdgMj4AADC4FHwADrro/eQnP9nhz2OxWNjS050xRr/61a/U1NSkYcOGaevWrTrttNP0xS9+UbW1tbrvvvv0k5/8RI7jqKqqSrfccovOPPNMjRkzRr7vK5vNhheeQffrgw46SMccc4zGjRsnSeFyK90fK0kXXHCBjj/+eCWTyXCSoPb2dt14443KZrNyHCe8yJak9evX65ZbblFlZWX4Ol/96lc1e/Zsbd68WT/96U/12GOPqaqqSlu2bNGvfvUrXXPNNWHrT7D9IORccsklOu2007Rq1Spde+21Wrt2rYqKitTe3q4VK1Zo+vTpuvHGG7Vu3Tr967/+q9LptKy1uuKKK3TUUUeppqZGXV1duu+++5RMJtXY2KgpU6boqquu0sSJE7Vy5Updc801euONN1RVVaUXX3xRXV1dYQjfF8E+nXzyyfqXf/kXJZNJ/eQnP9Gjjz6q8vJyOY6jpUuXhgG4+zkIQquUC6oPPvigampq1NLSorPPPlvf/e53lUgktGrVKv3rv/6rli1bpng8rr/+9a/60pe+pMsvv1z/9E//pKuuukorVqxQV1eXPvWpT+kf//Efw5sC9957r55//nkNHz5cra2tmjx5si6//HIddthhevbZZ/XDH/5Q69ev14gRI/TEE0/o0Ucf1RlnnKFsNqtbb701vBnS3Nysk046SRdccIHS6bRuvfVWvfnmm2H3/u77Immn9fHoo4/WxIkTlclk9Ne//rXP5ysIsEFdz2az6uzs1OTJk3XxxRerpqZGt956q55//nkVFxeHs6x//OMf1+zZs/XSSy/p5z//uVKplCoqKrRo0SI1NzeH3WC7B80g+BxyyCGqrKxUc3OzstmsVqxYISkXOF977bWwJd1xHL322mth4Fy5cqUkqb29XdOmTQtbr7uf+6DF/4QTTtA999yju+++W7fccouKioo0evRo/eAHP1BRUZHKysrU2dkZlm9P69vO6qzv+/12foPPm5tvvnmfPs+Crx0NywjK1PvnwcRwQZfioCvzzJkztWbNGv3ud79TU1OTqqur9fbbb+uee+7RpZdeGj53R5+P3fcxlUqps7NTp59+ui655BIlEgndfPPNeuSRR8I13ZcvX64LL7xQxhjdddddWrNmTfj+O+igg/TpT39aNTU1+uMf/6j58+eH9aj3MQYAAINDwQdg6b2JnnY02dKOJgKSpHXr1umpp55SRUWFmpubNXXqVP34xz8OL8b/6Z/+Sa7r6n//939VUVGhLVu26OGHH9bFF1+83QWitVbf/va3dd555/VY2qd3V8/gonrWrFnb7cNXv/pVtbW1qby8XM3NzTr++ON1+eWXS5Iefvhhbdy4UdXV1WpubtY3v/lNffKTn5QkDR8+XNdff70uvvhiLV68WOXl5Xr66afV0NCgsWPH9pjAqaWlRZ///OfDlp8JEyaoo6NDX//612WMUSaT0fr16yVJ48aNC1tlgtcYO3asJkyYIEnasmWLJk2apAMPPFCZTEaf//zndfzxx0uSampqdMghh+ill14K11fdHxeaQWv/hAkTdP3116u4uFiS9B//8R9aunRpGFz6MpYvnU73WAe2qalJa9as0fjx43XwwQfrBz/4gR544IFwtnHf91VXV6e6ujqVlpaGXWSHDRum8ePHS8qFlPvuuy8cx1hdXa0bbrhBI0eOlCSdccYZGjlypC666KJwYqUHH3xQZ5xxhlatWqUXX3wxbJE99thj9bOf/SycFGnmzJn69Kc/rYaGht2uO9y7PkrS1q1bNWXKlDAM7+35+rd/+zeddNJJknL158ILLwxnVZ42bVrYcjxt2jStXLlSd999t8rKysKgtLPzaq1VRUWFjjvuON13330qLi7Wq6++KinXqtfU1KR4PB52vV65cqW2bt2q6upqLV++PLyBc+yxx+50Iinf91VZWRm2PAYzAycSCU2ZMqXH8QvKtSf1bUet20FgX7lyZb+e3/Xr12vBggX75fNsbziOo46ODl166aXh55YkHXzwwbrsssvkeZ4SiYSeeeYZXXzxxX2aAT6YC2HixIn64Q9/GLbWfu9739OyZcvU3NysWCympqYmSbkJvx599FGVlJSELeQ/+clPNGbMGEnSySefrC996Ut67LHHwhZkAAAw+BR8AA7GfZ1yyilhi1Xw/Xg8rjfeeEMrVqzoscanJL322mtqbW0Nx9JeeOGFchwn7IIsSeecc45+/etfq729PWx1ktSjK3N7e7vOPPNMffjDHw5ff3dhL5isKxgX+s1vflN//vOfwy6zBx10kK6//vqwq+Cbb74pKRfaRo0apTlz5oT76Xme4vG4zjnnHD333HNyXVdtbW16+eWXewRgz/NUVlamM844IwwjjuNowoQJKikpCccgp1KpcD+CvwfS6XS43ZqaGv385z+XlAvDq1at0m233abm5ma9/vrrevrpp1VWVrbda+yLoGX8fe97n4qLi8NzVVFRofHjx+uFF14IL8R3J7gAD47LggUL9Pzzz2vcuHE67rjjNGnSJH3605/WsGHDwucEMwJ3DwzBxETdj0NRUZFaW1t17rnnauTIkeESO77v64gjjtC0adP01FNPqbi4WMuXL5fneXr33XfDLqOe5+n8888PxzpKUm1trc466yxdf/31O+22ubP6aIxRVVXVPp0vz/NUUlKiAw44IAzvNTU1qqqq0qZNm5ROp3XkkUeG9SaRSKi6urrHsdrdGFnXdXXMMcfovvvuUywW0+rVq9XR0aE333xTTU1NGjNmjE499VTNnTtXbW1teuedd+T7vtatWydjjEpLS8PxsDsTnKtgxu9g252dnWE36cCe1redLbEmSWvWrOmX8xuMp33ttdfU1tYWDvfYm8+zfZHNZlVdXa2PfvSjPZZGmjVrlqZPn65nnnlGyWRSq1atUktLS9ileleC43/yyScrmUz2GB4yduxYbd68OQzJUm4ys8bGRiUSCbW0tOjcc8/VmDFjwvdoMBHa/Pnz90voBwAA+VHwAdj3fZWVlenqq6/ebuyaJP3ud7/Tf/3Xf4Xdb4OLrqampnAMYDALbvd1IY0xKisrU319vV5//fXw4lPqeaGbzWY1ceLE8KKvLy0bwVqUiURCP/3pTzV37lzV19ero6ND1dXV+tGPfqQRI0aEXTxbW1vD9TWDyXuCltlgjdLx48eHQTaTyai5ubnH/nYfZ9z9uUE3wO5dPoM/e1/QB61dQUvexo0bdf311+vxxx9XKpVSS0uLurq6ZK0NJx7a36y1YQtsUJ7uF7NBa+7ulJWV6aMf/aj+53/+J5xUzBij1atX65VXXpG1VmVlZfrABz6gr33ta+H4wx216gfHqb29PQyHvu9r+PDhPZaWCsp/wAEHKJPJqKioSB0dHfJ9X62trcpkMkomkyopKdHo0aNlrQ17NlhrNW7cOCUSiV2uf7qj+hiUYV/OV/fu9N2Xl+l+XhKJRHiMggnF+io4Pscff3zYYtze3q5XX31VDQ0N6uzsVGVlpWbPnq0HH3xQW7Zs0RtvvKGuri61t7crHo9r7NixmjJlyi5nm+5dzwM7m8RqT+rbrgJ+sNaw7/v79fwG22xqagrrz758nu0NY4yy2azGjBmj2tra7daEnjRpkp588slwKMqehM9gnH3v49+97gXl7+zs7LFWdPD+675U0+jRo1VaWqp0Or3P+w0AAPKj4AOw9F5rZTDjczCOLgiNe3uh09euu8FFVl+7+Xqep1gspjvuuEM/+9nPVFVVpVQqJcdxdO2112rixIlhC63U8wJ1X7oT7+jic2+OjTFGnZ2d+rd/+zc9/vjjGjZsmDo7O1VbW6sRI0Zo+vTpev3117V06dJ+ucjc3XI6fdmm53n67Gc/q/r6et16661avXq1Wltbwxsq3Wc4Xr9+vW666abt1ord0+32pVzBxfuOQkLvmxU7s6P6uL/O156czz15bFDXx40bpwMPPFCvv/66UqmUli1bpnXr1sn3fR100EGaPHlyGJAbGhrU1tYWtvBNnTo1bKndXTfiPbE/6lv3x/bH+e2LPfk8660v+9iXMu3N51dfjklfXye4eUf4BQBg8GLhwm2CVo7eXzt6nCRVVVWFF8mdnZ1av359GJyDC9S2tja9++67isVi8jwvbGHel/GsQavPI488ov/6r/9SWVmZMpmM2tvb9b3vfU/HH3+8UqlU2Nom5Vorg9C8ZcuWsKUjuKALWi47OjrC9WmDCbR21Iq7L2UPLr6ffvppLVy4UKNGjVImk9EZZ5yh3//+9/rDH/6gb37zm5o6daq6uroiu7ZmcBxmz56tO++8U7fffru+853v6OMf/3g4gY7v+xoxYoQWLVqkBQsWSNJ241i7X9CXlJSELfKO42jDhg1h4Am+gnMVjBUPxlmXl5crHo/LGKOOjg6tWLEibFkLWrVWrFgRLpu1JzdbjDGD4nwFLdZTp05VR0eHSktL9fTTT4eTkQXj0idNmiTXdbV06VI988wzKioqUiwW07Rp0yTt3fuzd6vi/lZRUdEv5zewPz/PgjHvwVCJbDarrq6unZYraGnevHlzOEwiCPg7qu/9NfNy0DMmaEFfvXp1+D4PWnxXrVoV9qhhAiwAAAanaKaLCAsuiKZMmRIGS8dxdNddd4UT7ARd5u69915t2bIlvHgLJsrZ2/FjwYXuokWLdOWVV4ZdRl3X1Q033NBj6Z7uyw1NnDhRkhSPx7Vhwwbde++9YRmDlsp77703bPEuKyvToYce2mN/94dkMhm+3ttvvy1rrTKZjMrLy/Vf//VfOuigg8KL6pdffjkcdx0lwUXv/Pnz9elPf1qXXnqpPvvZz6qoqEgf//jH9e///u+aO3euvvnNb4ahyHEcbdy4cYevFYQaKTcuesKECeESSn//+9+1bt06xWKx8DwvW7ZMixYtUmlpqTo7O3XYYYfJdV2NHTtWRUVF8jxPyWRSd955pzZu3Bgul/XKK6/o3nvvVWlp6U4nk9qVNWvWRP58Bedm2rRpSiaTSiQSevnll7VmzRpVVFSES3sddNBBcl1Xb7zxRhiOKyoqNHXqVEl7PqY1WNO5P1oFg9c88MAD++X8Bvu6L59n3W8WOo6jdevWyXGccCmm+fPna/PmzbtsVY/H49q0aZPuv/9+OY4TrjO9bNkyLVy4UKWlperq6tLBBx+s8vLyHsdmXwWvU1tbq1GjRimdTqusrEyPPvqoFi5cKNd1lUwmtXXrVt18880EXwAABjm6QO+h4GJp1KhROvHEEzV37lwNGzZMixcv1r/8y7/oy1/+co9lQ4qLi5VOp1VTU6MzzjhD0t5NGhOMkdy0aZO++c1vhl22u7q6dMABB2jt2rW68cYbw4vRYIzwJz/5SZ155pn65S9/qa6uLhUXF+vHP/6xstmszj77bG3evFk/+clPtGjRIlVVVWnz5s2aPXu2xo4d22N/94XjOOrq6tLTTz+tUaNGadiwYWF3R8dx1NnZqWeffVannnqqOjo6dMcdd+j5558P929vumv2l+6Tgi1YsEClpaVh6/s3vvEN1dfXhxfM3WfQHj58uKT3wkJwPpcvX6533nlHpaWlqqmp0VlnnaWFCxeqvLxcTU1N+n//7//1WAbp2muvDWcGttbqzDPPlCQdcMABOu644/T444+rurpaq1at0uc+9zl98IMfVHt7u+699141NzeHY0T3dr+jfL6C99URRxyh2tracOZnKdcL4pBDDpEkHXrooeG40GCM/PHHH99jzPXuBI+JxWLasGGDFi9erPHjx6umpma/BuHgWB5wwAE69thj9/v5DT4r6uvr9/jz7IMf/KCk3I2bmpoavfPOOyovL9cDDzygcePGaebMmVqyZIl++ctf7nCW/e6C98OPf/xjtbW16dRTT9Ubb7yhH/7wh2Hoz2azmjlzZr91P47H4zr99NO1ZMmScDmryy+/XHPmzFFNTY3+/ve/65VXXgnnSgAAAINTwQZg13UVi8UUi8V2OmGMpHAZm6BbX/fJiC655BI9+eSTam1tVVVVlebNm6dFixYpkUioqakpbBXatGmTvv71r4fLaRjz3rJLsVhsp4G4+7aDFt3Vq1dry5Yt4TjGkpISvfvuu7r66qt7TNCTzWZVWVmpc889VyNGjNDFF1+sq6++WjU1NZKkH/7wh7rllluUTqfV0dGhyspKtba2qqysTJdcckmP1+pehh11iQ72offPrbVh18GysjLddttt+s1vfqPvf//7Ou6443q8xpVXXqnjjjtO69at0/LlyxWLxVRdXR22UAeti7srz850f86OjndQH3pPVNV9e8E5kaTp06fr2GOP1Ysvvqj6+no988wz+uQnP6mxY8dq69atamxsDGdzHjNmTNi91hgTdlGvqKjQs88+qzlz5ujjH/+4/u3f/k1z5szRfffdp+eff17Dhg3TihUr9OUvfzkMxK7rqqSkRI2NjTr99NP1gQ98IOyy+fnPf14LFy5US0uLysrK1NDQoBtuuCHcv7KyMjmO02Om7u7HZ1f1cfLkyT3qRF/PV/c6vKPX3dV56V3/dye4sVBTU6Ojjz5ajzzyiEpLS9XR0aGxY8eqvr5eUs/WziAgH3fccWGX3x1tv/dnRCaTCfcznU7rC1/4goYNG6Y77rgjbPncm/q2I8GNov48v3vzeTZ69Ghls1kVFxfr+OOP1/Lly1VfX69MJqMf/ehHuvnmm9XS0hIuHxXs8862b4xRa2urrr/+et16661qa2uT4zgqKSnRli1bdOihh+rss88ObwDt6vzsyfu9+6RsH/nIR/Twww/rhRdeUE1NjTzP0//93/+FLeO9W/qjcmMOAAD0XcF2gW5padGGDRu0ceNGbdmyZad39Ds6OrRhwwZt2rRJGzduDJc/8TxPEydO1HXXXafq6mpt2LBB1lp1dHRo69atMsaoqalJ7e3t4dq5wTZ83w9fb8OGDeFsqr21t7eHZdy0aVMYwLdu3aoNGzZo8+bN4Rqnu5q11lqriy++WJdddpk6OjrU3Nwcvk5HR4estdq4caPKy8t13XXXacqUKeF+plIpbdy4MSxD7+6V2Ww23JeNGzeGF9+e52nYsGE6+uijtWnTJm3dulXNzc1at26dNm3apCOPPFKzZ8/Wxo0b1dnZqY6ODj300ENavHixjj76aM2ePVvvvvuuWlpatGTJEv3lL3+RJHV1dfUoT19mCrbW7vZ4NzU1ha/b2toafr/7/m/cuDHc/9LSUv3nf/6nDj74YDU2NsrzPDU1NWnp0qVas2aN0um0Nm3apNraWn33u99VZWVlOAPyjBkz1NbWpk2bNqmlpUVr167V1q1bw9e99tprNXXqVG3YsEHpdFrZbFabN2+WtVadnZ3auHGjTjnlFF199dU9Zsw96qijdMMNN2jUqFFqbm7usR8zZszQZz7zmfD8BOFB2nV9DMY6zpw5U2efffYen6/W1tbt6nBgd++D3vW/L2EjeP0jjzwyfI80NDTowAMPVCKRkLVW9fX1qqio0Lp167R+/Xpls1nNmDFDUs8eD9233/szYtq0aaqurtb69evV3NysTZs2ae3atWEZ97a+7UgwLrU/zm/wWGvtXn2eBeHykksu0ZFHHqnGxsZw/HvwfrngggtUW1urd955Rxs3blRbW9t2++h5nioqKjRr1qywvMGM9I2NjTrkkEN03XXXqaKiIjwPOzs/e/p+b2lpCZ9XWVmp6667TtOnT1dra6u2bt0aTog4ZswYXXbZZSotLVU2m5XjOP02HhkAAPSfgm0BPu+88zRlyhQlEgklk8ntlkAKLoRPOOEEffe73w3XxzzwwAMlKVyX9cQTT9Qdd9yhuXPn6vXXX1dDQ0O4puXBBx+sU045RTNnzuzx2jU1NbriiiuUyWSUSqXCtUd7L7Fy+umnq6amJhzPmEgkNGrUKH3961/f7f75vq/i4mKVlpaGIfjyyy/XzJkz9dhjj+mtt97S5s2bFYvFNHr0aB1yyCGaM2eORo0a1WM5psMPP1zf+ta35LquHMcJ1xYOyjhmzJiwPJlMJhxHaYxRUVGRfvzjH2vu3Llau3atjDHKZDLh2MEf/OAHmjlzph599FG1tbWpoqJCRxxxhD7xiU/IGKOJEycqFoupo6NDFRUVknLdW7uXp/s6uzuTTCb15S9/We3t7Uqn0+Hx7j5L9kUXXaQzzjgjDAKBYHtBC9pBBx0UHt8pU6bo9ttv1z333KMlS5Zo8+bNSqVSisfjGjVqlMaPH6/zzz9fI0eODFvfJOkrX/mKJk2apOXLl0vKTbATtBD7vq+RI0fq1ltv1dy5c7V06dJwgrLy8nKNHz9e06ZN07nnnivpvZaz4HycdNJJevjhhzV//nwtW7ZMkjR27Fidc845uuOOO9Ta2qrKykolEolwLOXu6qOUq+/XXHONjj/++D6dr8rKSknSiSeeqO985zvhBEPdz1dRUVGP8xKE0KBF7owzzuhR//uyLFZwTj/0oQ8pnU7LdV11dnaG78Ggq+3XvvY1vf7664rFYiouLg7HB3ff5+7vv+6fEdZaHX300frd736nhx9+WF1dXfJ9X+Xl5eH4+//3//7fXtW33e1Xf53fIGTvyedZ9+fX19frlltu0V/+8he99dZbymazKikp0fHHH68PfehDeuCBB7R69Wr5vq+jjz66R3gOjqnjOPrBD36gJ554Qo8//rhaW1sVj8d1zDHH6GMf+5gqKirCbus7Oj9lZWWStq9Xuzv+wXu6+0ziv//977V8+XI99dRTSqVSqq6u1llnnaWtW7fq5z//eRh+6+rqtjsWAAAg2oylD9c+6X0hFyyp0n1yo/21DMe+6l2OoHty98lpeu/PQAlaWQaT3seq+9qq3fdlT49p7/PkeV54fLq/bvfHdXR0aP78+eHPxo4dG05kFvjqV7+qBx98UCUlJSovL9fcuXPDoLqnBuP52p8G6j0dbGegzu/efp7t6njs6GdB/QmGRJSXl6u0tFRz585VdXV1n8rWHxYsWKDm5ma5rqvS0lKdeOKJPX7+61//Wtdee60qKiqUzWb1q1/9Sscee2zePjcBAMCeK9gW4GB5j8DOxhh2X5JDyrVO9W45CZYJCWZV7r6NnY3x6951NxjPtrttB62QezLLa/f9CrrKBq0owTjN7uXvXY7e2+u9/335efclTYKWnuDvwfjVIEx1X7+493jM4Fjvans70/1872g/u/+897jAnW2v97nv/rq7Oqbd9y04Dt3rSfdjE5QlKE/389f9ualUSt/5znfCLu3xeFxXXXWVTj75ZHV0dOjee+/VY489psrKSjU1NWnmzJmqrKwMn9+X+hiUe0/O1+7eP7s6Lzuq/33V+7z1fu2+vP93tf3u76Xuuh+XvalvOzNQ53dvP89619ng30Fd7X08diSoF723E9Sx3s/b1fnZ0+MffCb95je/0WOPPaaKigp1dXXpn//5n3XhhRcqHo/r6aef1q9//WuVlpYqnU6rtrY2bL2Pwg1OAADQN7QA72fdL6qiLkpljUor+b7o/lban/uyu9cNjt3//M//6Je//KXq6urC8ZNVVVXyPE8tLS1KJpNKp9PKZDL6xS9+EY633NtZyQf7+Ros8nF+u29b2v+fEcGNlN/+9re65pprVF5errKyMt11112qrq4e8PoVlOeBBx7Q5ZdfrrKyMsViMXV1damyslKO46ipqSkM2Vu3btWVV16pz33uc7T+AgAwyBRsC3B/GUyhIEpljVJZ9lZ/7UNfXtdaq6985Svq7OzUgw8+qNbWVhljtHbt2vA1stmsamtr9fWvf12zZs0KW+P7q0zYfwb6/Ab6+zwHkwx2dXWFY6nzIZjs7ayzztKWLVt04403hhNrdXR0SHqvpb6srEz/8i//os9+9rPcCAIAYBCiBRgYYlasWKEnn3xS7777rrLZbDjR0+TJkzVr1qweXWMx+AyF8xu0mi5dulRPPfVUONHZxz72sXCN5nyUP9ju5s2b9eijj+qtt95SOp0OJ70aM2aMZs2aFa6TDgAABh8CMDBE9LW7Kl02ByfO78Doy/GL+g0GAACwcwRgYIgJJmfqPRmZpHCyHwxeQ+n87stEZ/2p9+R9wfekwXeMAQBATwRgAAAAAEBBKLh+cuR9AAAAAChMBReA6boGAAAAAIWpoAKw7/tqaGjI21IbAAAAAID8KbgAvGrVKgIwAAAAABSgggrAkpRIJPJdBAAAAABAHhRcAGYSLAAAAAAoTAUVgJkACwAAAAAKV0EFYM/zaAEGAAAAgAJVEAE4CL2NjY1KpVJynILYbQAAAABANwWRBIOuz3V1dUomk8wCDQAAAAAFqCACcMB1XcYBAwAAAECBiuW7AANpT8f/Ml4YQL5x0w4AAGD/KagA3FfWWnV2dtJVGkDeJRIJ1i8HAADYTwjAO+H7vkpKSmh9AZA3qVSKG3EAAAD7EQF4F4wxBGAAeWOMYSgGAADAflRQk2ABAAAAAAoXARgAAAAAUBAiF4CttXT5AwAAAADsd5EJwEHo7T7uliAMAAAAANhfIjMJljFG6XRaTU1NchxHw4YN2+kEVL7vy/M8OU4uv1tr5bouE1YBAAAAAHYq7wHYWitjjJYsWaLHHntMnucpm81q1KhROuecczRs2LDwMcGf8+fP14IFCxSPxyVJ7e3tmjVrlk499VT5vh8GYwAAAAAAAnkNwEGgbWxs1IMPPqjRo0frhBNO0NatW/XQQw/pwQcf1Cc+8Yke4VeSGhoaVFtbq8MPP1zWWqVSKY0bN06SBm0rsNXedfc2Gpz7CwAAAAADLRIB+K233lJbW5vOOecc1dbWSpK2bt2qpUuXKpVKqbi4OBwPbK3Vpk2bNGPGDE2fPn271xy0Adj68vdmzLORXOMShAEAAABgN/IagIOwOn78eM2ePVtlZWWS3gu58Xhcruv2eE5XV5ck6bXXXtOyZctkrdURRxyhGTNmbPfYnW2vv+1JjA1KZMN/71kZrbXKf/a1yhViT/c8eF5hsLJ7daNib58XSdZKg/QmFQAAAAa/SATgUaNGadSoUZKkzZs365FHHtGrr76qM888U4lEosds0Fu2bNHWrVvD4Lt+/Xrdf//9ampq0llnndXjdaX3Jswyxiibzfbbvjz2+gY1Nncp7po9joEZz2p4RUKnTBrWp+f4vi9J+3Wss+/7PWbg7rOVT0pbV0puIhdu+soYyc9KxbXS5A9JTkw7CsTW2rBswb+Dcg6m1v4F6xZoXds6xZ34HnV3NzLK+BnVFtXq5LEnyzG7PufB8Qqfb0xkxsR3LFyo9NtrZOLxPa8r2azc6mqVnvJ+mdiuP7Z6HwMp914ZTPUFAAAA/SMSk2BJUiaT0YIFC/T0008rFovpH/7hHzR16tQejzPGqKKiQuecc44OPPBAVVdXS5LuuecevfDCCzr55JNVVlbWY0mltWvXavXq1UokEvI8r0eY2m/7IKmxuUuJuFFJPLZHXZkdY9SR8dXY0tXn9tB4LDf5l+d7e1XeHZZjb0NS2/pceE2US3YPymMcKdsltTVKfmZbAN7Bw4zZact+93HhUbehY4NiTkwl8RL51t/9E7YxxsjJOtrYuVGe9XYZgIMJ4HZ0vKJwrLKNG2VcV05pqeT3/RjIGNl0WtlNm2Sz2V0G4GA/d3QMmCAPAAAAeR8DLEme52nu3Ll66aWXdMIJJ+ikk05SeXl5+LjurX2u62rSpEkqLy9XJpNRPB7XhAkT9Oqrr8rzvB7PkaTRo0ervr4+bAEOuk3vb/FYLvwW70UAljx5/u5bp4PJwBYsXKBsJqsTTjhBxtlxqNlV4On9M9/3tWDBAo0dO1bjxo3bbtbtXe9APBde4yV7HoCNI3npXZZxzZo1euONNxSPx2Wtled5Ki8v1xFHHKHi4uLtniPtuqv7zvZpd8/d1c/7st24E1fMiak4VrznAViOsrupH0G4W79+vR566CE1NTUpmUzq8MMP16xZs3Za7u7f78sx2JufhfsSj0sxV6a4eI8DsFxXJr3juhIIjsHatWv1xBNPaMOGDXJdVwceeKBOOeUUlZaW7nCf9+QY7Og5u/t+X38OAACA/pf3AOw4jl555RUtX75cF1xwgY4++mhJUjabDdf2bWpqUnNzs8aNG6fnn39ejz/+uP75n/9Z9fX1stZq+fLlSiaTSiaTknpevDqOE7b69OfFp7WSb234tSd8a3fbI9T3fcVjca1pWKPvfvu7SnWldONNN+qwQw+T53tyHTfs+hkct+4X89ba8N/B8fA8T67rqrOzU1dddZUuvfRSjRs3LlxjOXjcrlvOrGT99772hPV32hU22I+///3v+slPfqJRo0aF3VpbW1t1wAEH6Pvf/74OOOCA7bqEB/vqOE6PydOCbrDdu3v3Djw7+lnw3N7Hone38V11I7ey8q0ffvWVkZFv/V12mw7K9/e//13//d//rUwmo8mTJ2vjxo361a9+pVNOOUX/8R//odLS0u2e0/t47ej49a433Y9B7+fusq5Ymwu+wVefD4LJPX4Xb5KgDA899JCuvvpqZTIZTZkyRV1dXfrtb3+r3/72t/re976nKVOmhOdpT45B920Edaj7Y3PFND267Pc+Jt3fh7REAwAA5Efeu0BL0urVq5XJZDRv3jw9+uijMsbI8zxVVFTo0ksv1aOPPqrFixfrW9/6lg499FAtXLhQt956q4466iitW7dOK1eu1Jw5c1RUVLTbVqrBKij7k08+qa6uLlnf6sknntRhhx4WPqZ71890Oq1EItHjZ8FxyWazisVicl03PF7JZFKxbV1Lgz+Dx+XzYt11XVVWVuqXv/ylKisrwzWjr7jiCv35z3/Wv/zLv/QIGp7nKR6Ph/va+88g9AeC72cyme26D/d+bu9wF/w9k8nIdd28HKegTG+++aa+853v6KijjtK3v/1tjRo1Sp7n6cEHH9QVV1yhCRMm6Etf+lL4vN5hLHjPWWsVi8V67HvvetN9P4Of57OuBMfgtddeC0Put771LR144IGSpPnz5+uqq67Sf/zHf+jXv/61SkpKwrJ3f/6ujkH3P7vXoe6fNzvqgt497AY9VvrcuwIAAAD7XV4DcHBhOGXKFFVVVfW4MPR9X/F4bqzrkUceqREjRsh1XQ0fPlwXXXSRFi1apPXr16ukpESf+tSnNGXKlCF9URmLxeR5nh64/wF98EMflO/5eviRh3XRZy9SSbJEHR0d+ulPf6rRo0dryZIleuWVV3TYYYfpS1/6ksaPH68///nPWrt2rXzf12OPPaaSkhJddNFFOuOMM8IgFLSkbt26Vb/85S/1zDPPqLS0VKeddpo++clPhsF4II9xcE5HjhwZ1pdZs2aprq5OW7dulZRrEf7d736np556KlwT+jOf+YyOPvpoLVy4UE8++aQmTpyoe+65R11dXXr/+9+vz33ucyoqKlJDQ4N+9atfafny5TLG6Nhjj9VFF12kUaNG6ZFHHtHy5cs1bNgw/eUvf5ExRuecc47+8R//MQxcN998s95++205jqMTTzxRn/nMZ1RVVTXgdfGuu+5SMpnU//zP/6i6ulrWWrmuq7PPPluvvvqqOjs7JUmLFi3SAw88oClTpui2227Td77zHU2aNEk//elPtWTJEvm+r8mTJ+viiy/WxIkTd1tvmpubddNNN0WirsydO1fGGP33f/932DtEytWXK664Qt/+9rf17LPP6rDDDtONN96oww47TLfddps++9nP6pRTTtH111+vpUuXbncMdleHNm7cqJtuukmLFy/WpEmTNHXqVG3atEmf/exnlUgkNG/ePP36179Wa2urDjzwQH3mM5/REUccMaQ/rwAAAKIqEi3AkyZN0qRJk3b684MPPlgHH3ywpFwgqqur0+zZs7d73FC9mAy6Py99aaneWvGWvvq1r6q9rV1z587VC8te0MzpM5VOp/XEE09o06ZN+vCHP6zp06frt7/9rb7+9a/r97//vVatWqVf/OIXOvnkk/XJT35Szz33nL7+9a+roqJCxx9/fNjtWZK+/vWva8WKFfriF7+ozZs364YbblBHR4cuu+yybaFi4JYvClrlHn/8cZWUlCidTuuZZ55RW1ubPvShD0mSfv3rX+vGG2/Ud7/7XVVXV+v//u//9J//+Z+65557tGnTJv3hD3/QuHHjdOGFF2rdunX6xS9+ofHjx+ucc87RlVdeqXfffVdf/epX1dnZqRtuuEHWWn3rW9/S6tWr9atf/UpHHXWUzj33XL3wwgv60Y9+pMMPP1zHHHOMvvzlL6uyslKXXnqpNm7cqOuvv16lpaX63Oc+F3bh7m9BF93ly5frpJNOUnV1ddgS6fu+rLX62te+Fi4ftm7dOv35z39WdXW1Tj75ZI0aNUrXXXed/vrXv+rb3/62YrGYbrrpJv3oRz/Sz372M7311lv61a9+pfe9731hvfnGN76hsrIynXDCCfr617+uN998c+d1pZ+XPereTfnFF1/UiSeeqPr6+rCVNjgG73vf+1ReXq63335bY8aM0f3336/HH39cM2bM0EEHHaTrrrtOc+fO3eEx2LBhww7r0IQJE3T22Wfryiuv1Ntvv61PfepTWrVqla655hqNHj1a//zP/6z58+fr8ssv11lnnaWpU6fq7rvv1uWXX67f/va3Gj16NCEYAABggEUiAHcfZ9hb93GI3cfRSdt34xzq/vbQ33TAuAM09bipynpZ1dXV6e+P/F0zp88MW9xmz56tK664QpI0ceJEfeELX9Dy5ctVUVGhUaNG6ZprrlF1dbUuuOACrV69Wg8//LCmT58ua61KSkr04osvatmyZbrlllt0+OGHS8oF8Llz5+riiy9WcXHxtov2gdlnY4zS6bR+9KMfhWVpbm5WUVFR2ENg8uTJ+sUvfqFTTjlF0nst2J7nqaioSGVlZfrP//zPcHz5008/rXfeeUfWWp1yyik68cQTNWXKFEnSkiVL9Pbbb0uSioqKVFNTox/84AcaPXq0zjvvPC1evFgrVqzQ0UcfrY985COaM2eO6uvrJUmPP/643n333bDc/S0IT5lMRu3t7Uomk+F74YknntAPfvADlZaWynEclZeX6+c//7nKysqUTCb1jW98Q2eccYYk6fDDD9ecOXN07LHHSpJWrVqlRx55RJKUTCa3qzcf+chHNH/+fCWTSS1btkw333yzjjjiCEk7qSv9fiRy3bM7OjpUU1PTI1QGXbTj8bgSiUT491gspksuuUSf+MQnJEmHHHKIzj777B7H4OGHH5YkFRcXb1eH5s+fr40bN+qVV17Riy++qJ/97GeaNm2apFwX6Zdfflm+7+t3v/ud3ve+9+l73/ueJOnUU0/VnDlz9Oijj+rTn/70gN0oAQAAQE4kAvDu1nTt/fPefx/KLSjBeMTmlmY999xz6ujo0He/811lvaw6Ozu1eNFitba1KplIKp1Oa/LkyWGr1+TJk1VeXq5169Ypk8lo/Pjxqq6uDicYO+aYY7RmzRql0+lw/PDKlSslSTfccEP4vY0bN4YBo/fMy/3N930lk8lwDLC1Vhs2bND3vvc9ffe739Wf//xnzZw5U7fddpv+7//+T01NTWptbVVpaal831c2m1VpaakmTpwYzhIe/MwYoxNOOEF33XWXXn/9dbW1tWnr1q065phjJOXGbFZXV2vkyJHhWtLxeDz8+7HHHquf/vSnWrVqlTo6OrRhwwZNnjx5QI+PlOseH9wMCG4KBYE9mUxq6dKlWrx4cRiWg9bboKV4xowZuuOOO3T99derpaVFzc3NGj58uCQplUppwoQJPerNUUcdpY0bN+q1116T67r6yU9+kve64jiO4vG4urq6etwkk3LvoVQqpfS2WaSz2ayKiorCYxDUg9tvvz08Bi0tLRo2bFj4+N51qKSkRLFYTGvXrlVZWZkOOeQQZbNZOY6jww47TC+99JKam5u1efNmbdy4UV/84hfleZ5isZja2trU1tY2YMcGAAAA74lEAMbO+b6vmBvTMwueUWNjo2afPVsxNzdBz2mnn6b777tfC59ZqNNPPz332G0TEQUTQllrlUgktutqaYxRKpVSMpncbqbbWCymU089NZxEKwh9weRBA80Yo8rKynAW47KyMp133nn6wQ9+oI0bN+p73/ueVq1apQsuuEBHHnmkVqxYoZtvvjl8ru/7YfALQnEymVRzc7M+//nPa8KECfrgBz+oY489VnfddZfeeeedcDx08PhEIiErGx6Ht956S1/4whc0Y8YMzZkzR8ccc4x+9KMfqaOjY8AmW+s+k/GoUaO0dOnSsOtv92EDqVRKS5Ys6dFLIpj0q6WlRZdddpkSiYRmz56to48+WvPmzdNDDz0U3kjpPelVKpUKW1Nd181rXQmOgeu6mjBhgp599ll1dnaquLg4DKuu62rhwoVqaWnRIYccEgb/oNt/c3OzvvjFL253DB588MEe9aB7HQq+310wc3pXV1e4jUwmo4MPPljve9/7lMlkVFxcrPe///3hkI9C6LkCAAAQJVx9RVxwgfzoY4/qgAMO0Dev/Kb+7d/+TVdccYWuvPJKDR8+XE/Oe1Ke5ymRSOj5558Pn/f3v/9dbW1tmjJliowxevPNN9XQ0KBYLKbNmzdr3rx5OvjggxWPx8MQPHHiRKVSKU2ZMkXnn3++zj//fG3cuFF//etf89JV03GccAKwYKKujRs36oEHHlBtba1c19Urr7yiz33uc7rkkks0ffp0rV61OmwVDUJa9/Dvuq4SiUTYXfm//uu/9KlPfUqTJk3SG2+8ocrKyrC7fffnGuWWtkkkE1q5cqWKior0wx/+UB/96Ec1fPhwrVy5UtXV1QPaIyEIYmeeeabeeOMN/eY3v+nx86eeekq/+93vVFFREbZ2dj+PTU1N2rp1q/71X/9VF110kY4++mitWLFCZWVluX1NJPT666/3qDdPPfWUDjzwQB122GHq6OjQ5MmT81pXgmNwzjnnaO3atfrhD3+orq4uua4r13XV0NCgn/3sZzr00EM1depUdXZ2hi3mfTkGxpges0JLuVZ33/c1evRoNTU1acGCBXIcR+3t7XriiScUj8dVVlam+vp6pVIpnXfeefrwhz+sk08+ObzJ0r3sAAAAGBi0AEdI77VerW8Vj8X15ltv6qEHH9JXLv+KrLXqSnVJRipKFOnEWSfqjj/coY999GOqqanRvHnz9JWvfEUjRozQ3XffrdNPP11jxoxROpNWV1eXvvrVr2r69OmaP3++jDGaM2eO0ul02F3zrLPO0syZM/X5Sz+vj37so3p33bt6+JGHdeU3rlQikciFKMdsK2sQDPdub7ff7+2/19XVpbVr1+qzn/1sGEA2b96srq4ufec731FdXZ0OOugg3XTTTVqzZo1ef/11vfnmm2ptbdVf/voXGRlt2bJFnu+FrxusK11fXy9jjL7xjW/ouOOO03PPPae1a9dq3bp1WrZsmXzra/PmzWGLrm99NW1tUmtLq4499lilUil9+Utf1kETD9LChQvV1tamxx57TKeeeqoOP/zw3ayfvH8ES1mddtpp+shHPqKf/exnevzxx3Xsscdq1apVeuGFF3TooYfqjTfekOd5SqfTPfapsrJStbW1+t///V+dfPLJWrZsmVavXq10Oq0nn3xSyWRSHR0dPeqN67o67bTTNH78eJ144on6/Oc/r4997GNat26dHnnkEX3jG98I68pAtHAGx2DWrFm67LLLdNNNN2nRokU68sgj1dHRoQULFqi2tlbf+c535DiOUqmUtmzZEobPXR2Dp556Sr7va9OmTT1a9pubm7Vp0yYdeuihOvnkk/Wtb31L8+bN08qVK7V69WqNGzdOruvq4osv1pe+9CVdeumlOuqoo3TPPfeotrZWM2fOlEQLMAAAwEAzdjAvjruHstmsFi1apKlTp4aTRu2ItVbt7e0qLS3tU2uelXT34ndUknBVHI/J34ND6hijzoyn1lRa/3BMvUy3OGmtVcyN6c0Vb2r+k/N15uwzNbJupLJ+VtZaxd1cOH5q3lOaMXOGrvrmVXr/Ke9XPB7XihUrdNRRR+n8C89XRWmFrv7+1Vr51kp96KwP6emnntbw4cP1D//wD5oyeYo6ujp0991366ijjtLhhx2ujs4O3XXnXXrpxZdUUlqiU089VR849QPK+Jke5ZMxMi/fI2N9KVkpWa/P+y1jpGxa6mqSf8QFUrx02/O3ralqfcWcmJa9sEzPP//8ezP6+lYlpSU64YQTdNCEg+RZT+vWrdMfbvtDOAb3gx/8oP7yl79oxIgROva4Y/XMM8/o/AvOV2lxqTzf0z1/ukfjxo/TjONn6JmFz+j+++9XKpXSrPfN0uTJk3XnHXfqA6d/QBUVFVq6dKk+8tGPKO7G1ZXu0t133q1jjztWhx96uP7+2N/16N8fle/7OuvMs1RdXa0///nPmj17tqZOndojAN638j65xlVpvFS+7XurnzFGqWxKbZk2nXPQOYo78V0+/vHHH9e8efPU2tqqsrIynXLKKZo2bZruvfdeXXDBBXrnnXf01FNP6cMf/rCKiookSa+//rruuusutbS06LjjjtPMmTP1xz/+UdOmTdPSpUu1fPlynX322Xrqqac0fPhwnX/++Tr44IPDsbV33HGHXnzxRZWWlurUU0/VKaecssPZjVvvf1DW9+SUl0t70vJpjGw6Lb+lReXnnC1nW7l7C7a5cOFC/e1vf9PmzZtVUlKigw8+WOecc45GjBghSdqwYYMefvhhzZ49W9XV1Ts9BnfeeaeOOuooTZo0SfPmzQuPmbVWd999t8aPH6+pU6eqo6NDjz32mF555RUdcsgheueddzRv3jzddtttisViWrp0qebOnau2tjYdeOCB+shHPqLhw4f3aQboVCola214rgAAALBvCMA7kI8A3JZK64JjR/cMmMq1WMac98qa9bPhY7r/rCvVpbNnn60vfPELuuD8C8LHe74n13H1/e9/X6tXr9YvfvGLHq+f9XIT9zjGCV/fddztypH1stsfC2NkXv6TtNcBOCV1NcseceF2AXhH+95b1stKRrt8TMC3vnzry8jIddzw+TF398/1fE9WVo7pdpz6+NzAQAXg/W1n9WZvlu/p7wC8u3L1R4v02rVr9eUvf1lf+9rXdMIJJ0iSPvWpT+mAAw7Qf//3f+90m309fgRgAACA/Ysu0PuJMbkw6+xhKAies7OnGRllvWw4uVGPiaxklMnmWmWDGW47OzpzE/ZkM+FjXceVlVU6nc5N4GP9sDtnMPY3nc3NBB1MDhRcuOfWcpUcd2fBwUjGyX1pD+6lmOB5u5j9e9v+BWNXuwvGZkq5MBoEiu5r4AYzhAdLzQShPp15b18z2cx22+2+tmwwwZKRCY9TsO3g2Pvy5Rq3x6RUvctrZHoE6L4fptzzet+Q2JlghureS4QFxyAYR919jG7QFbj78QtmfA5mjg4mjOpeb4Jj1b2uBMdrJzsjOU7ua88OQu45fXhvBfsQlLF7+XZU5uA87egYdA+vwQzOgWw2d0OopqZGBxxwgC6//HIdcsgh2rhxo6y1uuqqq8LH7ui1h/LM9QAAAFFGAN5PMlmrDpOVpD1uAe7I+Mp4O39OMAnPDp+/7WK6pKRE1153bW7pFqMwvFhr5Vtf//iJf1RLc0sur2r7paO6h5buEyXt9kLdz0heWnLie9cCnE3v8mHdg8vOX+q9/QnK3X1/egey7v/e1WvvaN939FxHuWC7q2OV8TPK+Bk5xtmrFuCMv31Q35He57H393tPgtV9P7o/Lpj06ROf+IRaWlp2Wh/2pK7YTEY2k5aNxfaqBdhm+nYMes9a3Xt/+3oMuj+m9/sv+HdxcbF+/OMf6+mnn9aKFStUW1urk046SVVVVdu9bu/XBAAAwMArqADcX60uRlJdZZEam7tk/eyetIPKSMp4VnUVRXs5mdR73SmPPupoSbkuu+HMxdtC8Lix46SxCieD2j+MbFm9zJZVUrpN2tPe9H5WKhuxLTwP7Z74I0pGaF3bOnVkOrab7GxXjIwyfkbDi4fLNQMXnoL6M2bMmP32mrG64Uq/vUZ+e/uenW9jpGxWsWHDZHYxdCGfTjzxRJ144onhv/emizgAAAD6X0GNAU6n01q8eLGmTZu2X8cAb/f8PXhs8OqezS3z09eurjvSvdvvdmXq1h12/9ubKmS2PW/whwQrG3aB3t3j9ub87u3z9of9Xm+s7VNX5sEmWDNZ0n7t4swYYAAAgP0rms0p+1nQGtPY2KhUKtXvS4/k6/J+d915+69Fam9fd+gFoV3Z2xCbr/Ar9UO9GYLhV2I5IwAAgMGiIK7aggv4uro6JZPJcFIaAAAAAEDhKIgAHOg9izIAAAAAoHAUVAAuoOHOAAAAAIBeCioAAwAAAAAKFwEYAAAAAFAQCMAAAAAAgIJAAAYAAAAAFISCWAd4MLDWyrNevouBvWRlJeZYe4/NrY3rGjffJQEAAABCBOBdGMhZo13j5sICIQqDnJWVcYysLDOv7yOOHwAAwP5FAN4Jx3HU0dExINsyMtrUtUme7ynmcEowuBkZpbyUimJFqi6qJsTto0Qike8iAAAADBmkrR0wxqikpGRAL9xXbF6h1kyrqpPVdIXGoOYaVxs6N+iA8gM0umZ0rkVYJt/FGrSM4dgBAADsLwTgXRjIC0/HOOGXpR80BrHudTl4DxGAAQAAEAXMAg0AAAAAKAgFFYDpSggAAAAAhaugArDneUzIAwAAAAAFqiACcBB6GxsblUql5DgFsdsAAAAAgG4KIgkGXZ/r6uqUTCbl+36eSwQAAAAAGGgFEYADrusyDhgAAAAAClRBBWDG/wIAAABA4WId4Agx3f4DBivqMAAAAKKKABwhnvWUtVl51st3UYC9ZmV71GHCMAAAAKKCABwRW1JbtLhxsYpiRfItk3Rh8DIyyvgZbe3aqq2prdTnQcTIKOtndXD1wZpUPUlWlhsYAABgSCEAR0RFokKH1h6qykQlgQGDWhCaXOMq7aXzXRzsAde4ak416932dzWpelK+iwMAALDfEYAjIm7iqk5WqzpZTRdoDBlWTDw3mMRMTBk/o5jhVwMAABiauMqJCCurrM0yBhhDBl1nBx9Pnnzrc+MCAAAMWQTgCGEWaAAAAADoPwW1DjAAAAAAoHARgAEAAAAABYEADAAAAAAoCARgAAAAAEBBKKgAbAyTSwEAAABAoSqoAOx5nqxleQ8AAAAAKEQFEYCD0NvY2KhUKiXHKYjdBgAAAAB0UxDrAAddn+vq6tTQ0CDf9yMZglkHGEA+8fkDAACGuoIIwAHXdSM9DtiznrI2K896+S4KgAJkZXt8/hCGAQDAUFNQATjK43+3pLZoceNiFceK5Vs/38UBUICMjDJ+RmPKxyjtpfksQkEyMvKsp/JEuabWT1Xciee7SACA/aigAnCUVSQqdFjtYapIVHDRCSCvYiamrmyXrKJ70xDoL8YYZbyMtqS26MjhRyruxGVl6REBAEMEATgi4iauqmSVqpPVdIEGkFcEXxSyIAB7KY/QCwBDEAE4IqyssjbLGGAAecdFPwqZkZFvfW4EAcAQRQCOEGaBBgAAAID+E721gAAAAAAA6AcEYAAAAABAQSAAAwAAAAAKAgEYAAAAAFAQCMAAAAAAgIJAAAYAAAAAFAQCMAAAAACgIBTUOsDGsL4uAGDwYF34gWe2/QcAGJoKKgB7nidrbb6LsUPBL1xj+MULAAXLBn9s+y+iv7OGMiMj3/ocewAYogoiAFtrZYxRY2OjUqmUHCc6Pb+trIyMtqS26IWNL6gkXiLf+vkuFgAgT6y1Kk+Uq760PgzEGDhGRhmbUVGsKFLXCwCA/aMgAnDQ9bmurk4NDQ3yfT8yv9SC1t6SWInGlI9RRaJCnvXyXCoAQD44xlFnplMJN6FTx54qSwIecEZGVlYJN6Eityj8HgBgaCiIABxwXTey44CLYkUaXTZaNckaAjAAFCjHOGrNtMrzPNUW1+a7OAAADDkFFYCjPJ7HWquMn1HaTxOAAaBAOcZRxs/IWkvrbwTQ8gsAQ09BBeCoM93+AwAUnuB3QDA/BAAA2L+iMRAWAAAAAIB+RgAGAAAAABQEAjAAAAAAoCAQgAEAAAAABWFQB2BrbaRndgYAAAAARMegDMBB6DXGhOv6EoQBAAAAALsyKJdBMsYom82qqalJ1lrV1tbKcQZllgcAAAAADJBBFYCttTLG6PXXX9cDDzygVCol3/dVXV2tOXPmaPTo0eFjBiPb7T8AQOHp/juA3wUYSljXGkBUDJoAHATb1tZW3XfffSotLdWHPvQhpdNpPfTQQ/rLX/6iSy65RPF4PN9F3SuOcRR34oo7cTmW1mwAKETB7wLPegQGAAD6waALwGvWrNGmTZs0Z84cHXzwwZKkzs5OPfzww2pqatLw4cMHZSvw1tRWLd+8XCXxEsYzA0CBMjJKeSmVJ8q1dMPSfBcH2C8cOZpYPVGl8VJZWW7uAMirQROAg0BbX1+v2bNnq66uLvxZY2OjXNdVIpHo02tEUdyJqzxRrvJ4uTzr5bs4AIA8KVe5itwirWhake+iAPvMkaOmdJMqkhWaUDlBshL5F0A+DboAXFtbq5NOOkmS1NLSoscff1zPPvusTjrpJFVUVGzX+uv7vjzPCyfOiqqyeJkmVU1SdVE1ARgACpy1zAeBocE1rrw2rmsARMegCcCBoHvwc889pyeffFLpdFof/OAHNWvWrB7BNwjCa9eu1erVq5VIJOR5nnzfj2RLsG99pfyUUtkUARgACl30fk0Be8U3vnzr57sYABAaVAE4CL8PPfSQnn76aR133HE6+eSTVVNTs91jg5A7evRo1dfXhy3Ay5Yti+wYW6PcusaMjQEAAEMB1zQAombQBOCgRXfVqlV67rnndNppp+n973+/JIVdnHe0FrDjOOH3o9jyCwAAAAAYGIMyAHd0dGjp0qVasmRJbpyUtUokErr44otVVla201mgo9ryCwAAAADof4MmAAeB9sADD9RZZ50lx3F6BFrHcRSLDZrdAQAAAAAMsEGTGIMAPH78eI0fP75PjwUAAAAAIDBoAnAg6PK8IzsaAwwAAAAAgDQIA7AxhhZeAAAAAMAeo8kUAAAAAFAQBl0L8FAWdO9mtmoA6AM6AwGRZ8U1DYBoIQBHhGMcFcWKVBwrlme9fBcHACLNyvJZCQwCrnHlGDocAogOAnCeWVkZGbWkW/TaltdUmiiVb/18FwsAIs01rioTlYo5MVqYgAgzMmrNtDJ/C4DIIABHRNjt2W77AgDskDG5m4aH1R6mUWWj5Ftfhv7QQCRZWbnGVX1pfe4bvFUB5BkBOM+Ci7bKZKWOHH6kapI1dOsDgF1wjKN32t/RwdUHa2TpyHwXB8Ae4GYVgHwjAEeEb311ZbvU6XYSgAFgFxzjKO2llfJS4cSBdK8Eoo33KICoKKgAHPUP32CNY+6OAsDOBZ+TRu+tCx/1z3cAABANBTUtn+d5LDEEAAAAAAWqIAJwEHobGxuVSqXkOAWx2wAAAACAbgoiCQZd4+rq6pRMJuX7LDMEAAAAAIWmIAJwwHVdxokBAAAAQIEqqADM+F8AAAAAKFwFFYABAAAAAIWLAAwAAAAAKAgFtQ5w1Flrwy8A2C+G4LQHVnxGAgCAvUMAjgjHOCqKFak4VizPevkuDoAhwJcv3w69We8d48gxdGACAAB7jgCcZ1ZWRkbNqWa9vvV1lcZLh+QFK4CBVxwvVkmsJN/F2O+MjNoybczqDwAA9hgBOGq4ngOwjxw56sx2qjReqmPrjtVQ7DHsOI7qSupy/+BzEwAA9BEBOM/Mtiu3ymSljhx+pGqSNXSBBrBPHOOoOdWsuBvX5OrJ+S5OvzMkYAAA0EcE4Ijwra+ubJc63U4CMIB94hhHXdkuWTO0J9WjCzQAANhTBOAIMcbkvmjNALAPun+WEBIBAADewzSaAAAAAICCQAAGAAAAABSEggrAdAUEAAAAgMJVUAHY87whPSEMAAAAAGDnCiIAB6G3sbFRqVRKjlMQuw0AAAAA6KYgkmDQ9bmurk7JZFK+7+e5RAAAAACAgVYQATjgui7jgAEAAACgQBXUOsBRH/9rZWWtjXw5gT7hXlPeWPEZAgAAsCMFFYCjzDGOkk5SyVhSnvXyXRxgn/nWl5WVIQkPOMc4co3LsQcAAOiFABwRbZk2vdX8lsriZfItY5QxuBkZFceKlXATtEbmgWMctafbNaJ0RL6LAgAAECkE4IjI+Bm1plvlWY8AjEHNkaOObIcOrDxQk2omKetnaYnMA9/6GlFCAAYAAOiOABwR1clqHTPiGFUnq+kCjUHNNa42dG7QAeUH6MhhR+a7OAAAAECIABwRvvWV8TPK+BkCMAY13/jK+lll/ExuYjfGAecVxx4AAOA9BOAIMd3+AwaroP52r8vUaQAAAERBQa0DDAAAAAAoXARgAAAAAEBBIAADAAAAAAoCARgAAAAAUBAIwAAAAACAglBQAdgYZqIFAAAAgEJVUAHY8zxZa/NdDAAAAABAHhTEOsDWWhlj1NjYqFQqJceJZu633f4D+gPr8QIAAKCQFUQADro+19XVqaGhQb7vRy4EG2MUd+JKOAl51st3cTAEWdkB6QHhGleOidb7CwAAAJAKJAAHXNeN7DjgrmyX1ratVWu6lQCMfpFwEoo78X7vYeAaVy2pFvmlfr9uBwAAANhTBRWAozj+18rKyKgj26GG1gaVxEvkW4ID9h8jo7SfVnWyWlPrpg5IF/vqomqNKR/T79sBAAAA9kRBBeAoCsZk1iRrNLVuqqqT1bQAY79yjKO2TJuMMZo5auaAb59xxwAAAIgKAnBE2F7/AftLWKfsez0OBmKbBF8AAABEDTPVAAVkoEIp4RcAAABRRAAGAAAAABQEAjAAAAAAoCAQgAEAAAAABYEADAAAAAAoCARgAAAAAEBBIAADAAAAAAoCARgAAAAAUBBi+S4A3mO7/Ycc1pMFAAAAsL8UVAA2JrphysgoZmKKmRihrxtuBuw7xzhyjCMOJQAAAApdQQVgz/NkbTRTQMZm1JRqkm99+dbPd3GiwUgxU1BVtF84xlF7pl3JWDLfRQEAAADyqiDShbVWxhg1NjYqlUrJcaI39Lkl3aLlm5erKFYU2ZA+kIyM0n5ak6onaWz5WGVtlpbxvWRk5BhHI0tH5rsoAAAAQF4VRAAOuj7X1dWpoaFBvu9HLgTXJGt0fP3xqkpWybNevouTV1ZWcSeud9ve1SG1h+io4Uflu0gAAAAAhoCCCMAB13UjPQ7YNS5jgJULwDETk2vcHt8r9OMCAAAAYN8UVACOetdiZoHO4TgAAAAA6A/R6gcMAAAAAEA/IQADAAAAAAoCARgAAAAAUBAIwAAAAACAgkAABgAAAAAUhEgG4KjP1gwAAAAAGHwiGYCjvFYvAAAAAGBwisw6wL7vh392dXWprKxsl4/1PE+Ok8vv1lq5rjvog/NArn9rNLiPFQAAAADsqcgE4CDMPvHEE3rzzTd16aWXbhdorbUyxmj+/PlasGCB4vG4JKm9vV2zZs3SqaeeKt/3w9caTIyMYiammIkNWDgdiKC9N6ysXOPKMYPvPAIAAACIrkgEYGut3njjDb399ttaunSpamtrw7DbXfDvhoYG1dbW6vDDD5e1VqlUSuPGjevxmMEmYzNqSjXJt7586/fbdoLQGwTMqIbgmImpPdPer8cCAAAAQGGJRAA2xmjp0qVqaGiQpF224FprtWnTJs2YMUPTp0/f4WsNRi3pFr28+WUVx4r7NfQZGWX9rKqSVTp82OH9tp39YXjJcA0vGZ7vYgAAAAAYIiIRgCXpwx/+sCTpr3/9q9avX7/T7s9dXV2SpNdee03Lli2TtVZHHHGEZsyYIdd1d7mNKIfjmmSNptdPV1WySp71+m07jnHUkemQL18fHP/BftvO/saYZQAAAAD7KjIBeHfhNbBlyxZt3bo1DL7r16/X/fffr6amJp111lmSegbdYMIsY4yy2Wy/lH1/cY3b72OAHePINS5LTQEAAAAoOJEJwDsa89v9Z8HPKyoqdM455+jAAw9UdXW1JOmee+7RCy+8oJNPPlllZWVhuDPGaO3atVq9erUSiYQ8z5Pv+5FtCR6IWaAHapZpAAAAAIiayATgXTHGhKHVdV1NmjRJ5eXlymQyisfjmjBhgl599VV5ntfjOZI0evRo1dfXhy3AQbdpAAAAAEBhidw6M8aY7SbBam5u1ttvvy1Jev7553Xddddp/fr1isfjstZq+fLlSiaTSiaT4WsEHMdRPB5XLBYLl00CAAAAABSeyAXgrq4udXR09PjeI488ol/+8pdqb2/XoYcequLiYt1666168MEHdcstt+jVV1/VrFmzVFRUtMvWXVp+AQAAAKBwRa4L9DHHHKOJEyf2aMU98sgjVV9fL9d1NXz4cF100UVatGiR1q9fr5KSEn3qU5/SlClTdjmOGAAAAABQ2CITgIPgOnny5O1+NmnSJE2aNElSrhW3rq5Os2fP3ulrAAAAAADQW+S6QFtr5fv+Tr9njAlnhd7Z4wEAAAAA6C0yLcCB7jM+7+x7vf9Oyy8AAAAAYHci1wIMAAAAAEB/iFwLcKEyMnKMI8c4suq/2aqDbfiWbuMAAAAACgsBOCKyNquubJc63U551uu37TjGUWe2s99eHwAAAACiigAcEbXFtdqa2qr2THu/tgAbGWX9rEaVjeq3bQAAAABAFBGAI+KYEcfo6BFHy6j/J/SysgOyHQAAAACIEibBipCBCqWEXwAAAACFiAAMAAAAACgIBRWAWS8YAAAAAApXQQVgz/Nkbf9NMAUAAAAAiK6CCMBB6G1sbFQqlZLjFMRuAwAAAAC6KYgkGHR9rqurUzKZlO/7eS4RAAAAAGCgFUQADriuyzhgAAAAAChQBRWAGf8LAAAAAIWroAIwAAAAAKBwEYABAAAAAAWBAAwAAAAAKAgEYAAAAABAQSAAAwAAAAAKAgEYAAAAAFAQCMAAAAAAgIJAAAYAAAAAFAQCMAAAAACgIBCAAQAAAAAFoaACsDEm30UAAAAAAORJQQVgz/Nkrc13MQAAAAAAeVAQATgIvY2NjUqlUnKcgthtAAAAAEA3BZEEg67PdXV1SiaT8n0/zyUCAAAAAAy0ggjAAdd1GQcMAAAAAAWqoAIw438BAAAAoHAVVAAGAAAAABQuAjAAAAAAoCAQgAEAAAAABSGW7wLgPdZKYo6u/YLDCAAAAKA3AnCEMEE1AAAAAPQfAnBEdGY8taWytFzuB8YYVRXH5TocTQAAAADvIQBHxPOrt2jVpnYVxV35LNe01xwZtaezOmXyCE0YVipraVkHAAAAkEMAjoiujKfShKvq0qQ8nwC8N6ykuGPUsSWrroyX7+IAAAAAiBgCcEQYY+QaI9eIGZz2kpXkGsk1hlZfAAAAANshAEeI7faFPcfxAwAAALArrAMMAAAAACgIBdUCbCLeL9YoN2FTxIsZaRw/AAAAADtTUAHY8zzZCM+w7FmrrGeH3CRYRrluyQMxu7V1jDKeVYRPMwAAAIA8KYgAbK2VMUaNjY1KpVJynOj0/LbKBcRNbSk9v2qLihNDaxkkIyPPWo2sLNKoqmL5/RzujZHirlFp0u3X7QAAAAAYfAoiAAddn+vq6tTQ0CDf9yMTgoPeulXFcR0xulKVJfEh1QLsOkZb2tM6oLZUsyYOk29tv05ybZVbC7gonju/dIcGAAAAECiIABxwXTey44DjMUc1pQlVlyaGXAC2VipLxFQcp1UWAAAAQP4UVACO8vhfa6Wsb5X1h9YYYKvcfgXdun0NzDLH0bzNAQAAACCfCioAR53p9jVU9N6fobZ/AAAAAAYPAnCEWJubKTnKLdV7yre5/Qq/NHT2DVFiGO8NAACA3SIAR4RjchM3lSRiQ6oLtOsYFcWzSsac3Bq9tP8CAAAAyBMCcJ4FyyA1d6b1yroWlSZjQ2oZJMcYtXVl1ZrKqrwoRvsv+oXjGI2vKVFR3A3fUwAAAEBvBGD0K99alSZdtaezen71FgIw9jvHSC2dWZ15eL0OHF4mEjAAAAB2hgCcZ8F1emVxQseMrVJNWXJIdYEO+L6Vvy2ZkE2wP7mO0dubOjQE3zYAAADYzwjAEeFbq66Mr450Vv4Qu5IPY68J/gXsP641Q2rYAAAAAPoPAThCjMmNmbVDrIl0iO0OIob6BQAAgL4iAEdI9+WCAPRNbnmtnl9AJGwbj85NGgAAooMAHBHGGMVjRomYMyTHAAP9xXWM4o5RzMmNL2c9YEQGdREAgMghAEdEVzqrhq2dau7MMpkPsAccI21qTWlTW0pVJQllPUsIRgRYWUlFMVflRfyqBQAgKgrqt7KJ4FVxsGJLeyqrt7d0qiSRJgADe8hIemlti1Zt7pDnWxrekHfGSBnPV1kyprOPHKWYQ60EACAKCioAe54nG7EBtsElUW15UjPGV6u6NEEXaGAv+FLk3t8oXI4x6sp4aktlt9VLAjAAAFFQEAHYWitjjBobG5VKpeQ4Tr6LtJ3eE/kA2DNGudABRIFjjNxtXwAAIDoKIgAHXZ/r6urU0NAg3/cjGYIB7BtuHiEquKEJAEA0FVQKdF03kuOAAQAAAAD9ryBagANRHx8YLOFCRgeAwY3PcgAAoqmgAnDUedYq61kmwQKAQc5xpKxnZS1BGACAKCEA51kwN+imtpSeX7VFxQlXfsRbqgEAu2aMUda3Kk24euhlV65jGA88xBlJWd9qWFlSMybUMOQKACKKAJxnwa/HquK4jhhdqcqSOC3AADBEuE4uCGf5XB/yHGPUmfG0alO7pk+oYeErAIgoAnBExGOOakoTrAMMAEMMnXoKg2OM4q6jtnQm30UBAOwCATgirFXYSkAABoChg5bAwuFbyw0PAIi4QR+ArbVDZpyN6fYFAAAAANi/Bn0AHirhV8q1AnP3GACA/SOYaHIg7izbbV8AgGgblAHYWhuu6dvR0aHS0tJBH4QdY1QUd1SSiNEFGgCA/cRaK99Ktp/jqWMcZX2fXlwAEHGDMgAbY2SM0eLFizV//nxddtllisfj+S7WXgnuTjd3pvXKuhaVFsVE/gUAYD+wUtw1qiyOyzGmX0OwMUapjKfSZIwQDAARNqgCcDDed/Xq1Xrrrbf04osvyhgTtgYPGUNtfwAAGGBGkmet2lNWx4+vUXVJQr616s8OY76VKovjg75XGgAMZYMqAAdeffVVvfjii3JdV8lkclAH4OBXZGVxQseMrVJNWZIu0AAA7KMgAG9oTunQURWqKBqcPcUAAPvXoArAwR3V008/XR/84Af1xBNPaPHixXIcZ4+eH0W+terK+OpIZ+UTgAEA2Ge+lVJZX6mML5vMdbDqz0sBKysj06/bAADsm0EVgAOu64bjgHfX+uv7vjzPkzFG2Wx2gEq4d4zJTYZl+cUJAMA+MdoWSI3CL6l/A7Bh9C8ARN6gDMB9Wfs3eMzatWu1evVqJRIJeZ4n3/cj2xJsxTIKAICBF83figAA7H+DMgD3RRByR48erfr6+rAFeNmyZZEcM2yMFHOMYg73jwEAAyuCvxb3Wa4FuH9bfAEAg8+gDsDGmN2O/3UcJ3xMVFt+JSmT9bWlPS3PWibBAgAMGGPeu/k6lH775CbByo0BHooBHwCwdwZ1AE6n02pvb+/z46PY8husA9zUmdFLa5tVnHBYBxgAMCAckwuIE4aV6eARZcr6dkj1QrLWqKomrtKkm/vGUNo5AMBeGZQBOGjJnTx5ssrKyuS6bp5LtPeC38XDypI64aBaVZUkaAEGAAwI1zHa2NalsdWlOmnisHwXp9+RfwEAgzoAjxs3TuPGjctzafYf1xjFXJZPAAAMDNcxcrv90gl6JQEAMFQNygAcsNbKWtvndYCjzio3EUkEe2oDAIYga4fWuF8AAHZnUAfgYC1gAAAAAAB2Z1AH4KHGKLdcA5keADAQjKHLMwCgsBCAI8SzVlmPZZAAAAPD2tzvngBhGAAw1BGA8yyYcGRTW0rPrdqikoQrn0HAAIABYIyU9nxtbs+oPZ2VN8SWQRoMjJEyntWY6mIdM7Y638UBgCGPAJxnwYVGVXFcR46uVGVJnBZgAMCAMUaKOY660h4TYuWBY4zaUlm9vbmTAAwAA4AAHBHxmKOa0oSqS1kHGAAwsOh4lD+OMTLb/gQA9D8CcERYK2V9q6zPGGAAwMAieuWXby2rWgDAACEAR4jp9gUAAAAA2L8KKgBH/e6qtbm7wJa+aAAKRG4iQNbiQeGy274AAAOjoAKw53mRDZeOMSqKOypJxOgCDaCgeP62G3+EYBQgxziKO4YQDAADpCACsN02tqaxsVGpVEqO4+S7SKFgGaSmzrReXdeismSsx5qMADAUGeU+/xxjVFEUVyLmsAQcCpJjpM60p/rK4nwXBQAKQkEE4KDrc11dnRoaGuT7fqRCsKSw/xOXfwAKgZXkOEZN7WlNqivXwSPKcmvQ0gqMAuRbqbY0ke9iAEBBKIgAHHBdN3LjgMN1gEsSOmZslWrKknSBBjDkWUlx12j1pnZNHlGuiXVl+S4SAAAoAAUVgKM6/lfKTX7VlfHVkc7KJwADGOKspIxrlMr4SmV9WZubCDBi9yiBAWFlZWSo/wAwAAoqAEedMbnxcJZfgAAKgGNyF/zBl0QARmEyzAAHAAOGABwhViyHMFhx6QIAAABEHwE4IoyRYo5RzOE+8GAU4d71QCQFk2A5NPkCAIABRACOiEzW15b2tDwreb6f7+JgDzgmd+OCDAzsmZhj1JHORnp+BgAAMLQQgPPsvXWAM3ppbbOKEy5rYQ4SRpIvyXWMjhlbrfIiV55Pd2hgT4yuLlZteTLfxQAAAAWCAJxnQVgaVpbUCQfVqqokwTJIg4RRbu3GTe0pvf/g4RrGRTywT+gNDQAA+hsBOEJcYxRzWQZhsAgCsGvem7iMZVwAAACA6CIAR4iVwrUwMThYy6zdAAAAwGDh5LsAAAAAAAAMBFqAI8Qo1312SHahDWb7GkJMty8AAAAA0UcAjhDPWmU9O2QnwRpqS50EY4CzvqUbNAAAADAIFFQANhFsWg0aRje1pfT8qi1DbhkkIyPfWtVVFGlkVZH8IRTug2WQknFXyTijCQAAAICoK6gA7Hle5Fohg0heVRzXEaMrVVkSH1ItwK5jtKU9rQNqSnXSxGHyZYdWl2Gb28eiuCtpiHZfBwAAAIaIggjA1loZY9TY2KhUKiXHiV5rXTzmqKY0oerSobUOsOsYWSuVJWMqSbj5Lg4AAACAAlYQATjo+lxXV6eGhgb5vh+5EGy3jSXN+kNrDLBVbr98mxsnOwTnwhpy+wMAAAAMVQURgAOu60ZyHHBgKM4q3H1/ev8JAAAAAAOpoAJw1Mb/9ma7fQ0VQ2lfAAAAAAxuBRWAoy7uGCVcR1nj57so+03MceQ6tPkCAAAAyD8CcET41mpdc5eaUxn5Qyf/yjFSa1dWIyqK8l0UAAAAAAWOABwRx46t1tjqktwyOkOs37CVNLKSAAwAAAAgvwjAETG8PKnh5cl8F6Pf0RkaAAAAQL4QgCPCWsnKygzBiGiVW4d56O0ZAAAAgMGEABwRxmhIhl9p6O4XAAAAgMHFyXcBAAAAAAAYCARgAAAAAEBBIAADAAAAAAoCARgAAAAAUBAIwAAAAACAglBQAdgYZiMGAAAAgEJVUAHY8zxZa/NdDAAAAABAHhREAA5Cb2Njo1KplBynIHYbAAAAANBNQSTBoOtzXV2dksmkfN/Pc4kAAAAAAAOtIAJwwHVdxgEDAAAAQIEqqADM+F8AAAAAKFwFFYABAAAAAIWLAAwAAAAAKAgEYAAAAABAQSAAAwAAAAAKAgEYAAAAAFAQCMBRYW3uC+/heAAAAADYj2L5LgC2YX3i7XFMAAAAAOxHBOCISL+1Upm1ayXXzXdRosP3lZw0SbG6EbnWYAIxAAAAgH1AAI6I1FsrlH23UU5FheR7+S5OfllJMVfepk1ySksVGzF8z7tDE5YBAAAA9EIAjggnnpBbN0LxmhpZr9ADsJVJJJS2ViaZzIVZAi0AAACAfUQAzjsrychra1N6xVvKlpXJ+n6+C5V3xnXkbW2SU1Iit6pSynp9D8GOUWzECJlEon8LCQAAAGBQKagAbCLcimjTGXktLfKzWcln9uNAuqFB3tatku9L6sP5cxx5rS0qP/VUJQ46kLHDAAAAAEIFFYA9z5ON3NI6uXDm1lSreOpxitXUyGYLvAu0lDssVpL1ZX3bp+wra2XicdnVb8tms/1cQAAAAACDTUEEYGutjDFqbGxUKpWS40Rw+eNsVn5Hh/xEgjHAvfW1BddaKZuVzWTemzRrIG540MIMAAAADAoFEYCDrs91dXVqaGiQ7/vRCcHbuuhmt2xR57PPyhQVDUxoG8Ks50vZjFKvvCrbnzNqGyP5vkxRkcpOeb+csjK6XAMAAAARVhABOOC6bvTGAW8rT6ymRsUzZypWVUUL8L4yJjeO2vp96jm9b9vxld26VX5Hh5zSUm5eYOiI2mclAADAflBQATh643+7icXklJTIKStjDPD+MBDX7tsCsNPVxXJNAAAAwCBQUAE4mrYtg7Rlq7pefllOSQmtiIOJtbJeVrGqKjnV1ZK3B8s1ARFkfV/xMaMVHzWKLv0AAGDIIQBHhEnE5VaUyykrpwv0IGNirjKNG6QNG/JdFGCfGMeR19Iqv71D8ZEjuRmHoYMbOQCAbQjAebdtGaSKCiUPP1yx2lpZjyV8Bg+TCwm+n++CAPvMxFxlGzfKKSqiSz8AABiSCMB5t60LdEuL0itWKEML8OBEUMAQYBxHXmurEmMPUKahITeZHFUbg5nd1sOqri56k2ACAPKCABwRNp2R19KamwDLp9shgHyxym7ZrPann6FnAwY3YyTPl2RVdtaHFKuuZlw7ACB6ATiYqblw7tRu6wJdU63iqccpVlNDCzCA/Mh1SJF8P9qz5gN9YYzkecpu2JiboBAAAEUoAFtrZYwJg2/w74KRzcrv6JCfSBCAAeRfIX3+YmjaFoBtNvvehG60AGO/C+4cAhgsIhOAjTHKZDJqbW1VUVGRSkpKdvpY3/fleZ4cx5GUC8uu6w7OwLztl3F2yxZ1LHxWTlERLS8AAOwP1srE47k53YqKc936B+GlAiLKGNlMVvGR9Sp936x8lwZAH+U9AActva+99poeeughpVIpWWt19NFH6/TTT5fjONu1Cs+fP18LFixQPB6XJLW3t2vWrFk69dRT5ft+GIwHhW37FqupUckJMxWrqqIFGACA/clalvXC/uc48ts7lGls3Pv6NRgbb4BBLq8BOAi0zc3N+stf/qKKigqdeeaZWrNmjZ544gnV1tZq2rRpYagNgnBDQ4Nqa2t1+OGHy1qrVCqlcePGSRrEY4djMTklJXLKygjAAAAAUec4khuT7eokyAKDSCQC8Kuvvqquri594hOf0JgxYzR58mStXLlSL7zwgo477jg5jhM+1lqrTZs2acaMGZo+ffp2rzn4AvC2ZZC2bFXXSy/LlJRwlxoAACDqjJHNpOWUlKhz8ZLcJV2fnifJ8+TW1ytxwNj+LCGAHchrAA7C6saNG1VaWqr6+vqwtfeAAw7Qyy+/3GOsryR1dXVJkl577TUtW7ZM1lodccQRmjFjhlzX7dP2osgk4nIqy+WWlct6LD0CAJES3V8fAPLKykkmlXpzhfqcgB1Htr1dsU2bCMBAHuR9DLAkZbNZlZSU9AiwxcXFPSaDClqAt2zZoq1bt4bBd/369br//vvV1NSks846S1LPoBtMmGWMUTabHbid6rNtyyCVl6vosMNYBgkAIsmyRjuAHbLWSnYPGi9cV35Tc64LNYABF4kA3Ju1Vr7v9/h3oKKiQuecc44OPPBAVVdXS5LuuecevfDCCzr55JNVVlbWYy3htWvXavXq1UokEvI8T77vR7Il2GvvUGbNGnkbN9ICDAARY2KuTLIo38UAEDnblkHak0tLx5Hf1ia3pqa/CgVgFyIRgBOJhNra2pTJZBSPx8OW3qKionDyqyC0uq6rSZMmqby8PHz8hAkT9Oqrr8rr1nIaPH706NGqr68PW4CDbtORsW0ZJNvZoezaBnlbSnLLNAAA8m/bWrKKx1QyfbqcEj6j94sI3ogGBo6Rra1VbGR9vgsCFKRITII1duxYLVy4UK+99pqOPPJIbd26VStWrNBhhx0m13XV1NSk5uZmjRs3Ts8//7wef/xx/fM//7Pq6+tlrdXy5cuVTCaVTCYl9ewC7ThOOIY4ii2/wUWAW1ujouOPV6y6mi7QABAVxshms/K3blXJjBlySne+Rj0AAIi+SEyCNWXKFI0bN05//vOftWrVKq1cuVLWWk2bNk2S9Mgjj2jZsmX65je/qUMPPVQLFy7UrbfeqqOOOkrr1q3TypUrNWfOHBUVFYWhekci1fLbW9aTTaVyXwRgAIiGbQHYZjKy2ex768lG8YbqYBIcP44lChn1H8iLSATgRCKhCy+8UAsXLtS7776rcePG6fjjj1d9fa5ryFFHHaWRI0fKdV0NHz5cF110kRYtWqT169erpKREn/rUpzRlypRdht/I2vbhl92yRR3PPitnW4gHAESBkXxfTlFSchyZZKLvS51gO0aS9TyVnnSiYvV0/0SBG2zXrMAQYWyE09aOAu2+hNxsNqtFixZp6tSpisUiMfw51PbI35VtalKsqooWYAD7DxdY+0/Q+ou9Y61MPK5Mw1qVnDhTyUmTaAEDAAy4yKTA7jM3d/978DNrbTghVu/HBj8b1GIxOSUlcsrKZLMEYAD7IMgT1jJh0360ba5X7C1rpXhcJpkk9AIA8iYyAbh7q27vFt7us0Dv6LGDrttzD7lLKm/LVnW9/LJMSQlrTQLYD6zc8nK51dWE4P3BhP/DvjBGfnu7jOvmuyQAgAIVmQBc6EwiLqeiXG5ZuSwXqwD2hWNkOzrllJep9KQTGLOKaHEcxUYMz/19UN/ABgAMRgTgvNu2DFJ5uYoOO0yxmhrGACNaGPc4+MQc+VubpVhM8bFj810aAACAyCAAR4TX0aHM22vkbdhICzAixSSTMrEYIXgwcR35bW1ya2o4b4gmWn4BAHlCAM63bTNg2o4OZRoa5BWXMF4vr7goCzlGNpVSbPQoFR15BPVyMDFGqqlRbORIggYAAEA3BOB823Zx6tbUqHj6NMWq6QKNiHBdeVu2yK2qUukJM/NdGgAAAGCfEYCjwlop60nZrEQAzhvrW8n6yrUEF3jXUdeVTadls9n31uqkO+3gQwswAABAiACcd7llkLKbN6tz0SKZomJCRl5YGcdRYuLE3EzcnkdvaGOkrKdYRcV74ZcwBQAAgEGsoAJwNNcL3tYFuqJCRYceJqeykrGW+WCMvM2bVTJ9uhLjDpDNeoQ9SZKVk0zm/srxAAAAwCBXUAHY8zzZiLaumqIiuXUjto0Bzua7ODs3VJfEMUY2k5JTUpyb9TiZ7wIBAAAA2N8KIgBba2WMUWNjo1KplBzHyXeRusl1gfY2b1HXSy/JlJRIflQDppVbUS6nsmpIhmCbTklmW90Ygvu357aNg6blFwAAAENEQQTgoOtzXV2dGhoa5Pt+xEKwZBJxOZUV740/7fcN7mGocRzZjna5lVUqfd9JQy8gWkmxmGJ1dbl/E/q24TgAAABg6CiIABxwXTeC44C3jQEuL1fRYYcpVjNAyyDtaVfmWEz+li0yRUWKjx3bf+UCAAAAgH5SUAE4quN/Jcnr6FDm7TXyNmyUHYBJsEwiLhOP932lH9eR39KqWN2Iodf6213kbpAAAAAA2F8KKgBH0ralZWxHh7INDfKKS/o/YGYzMhUVKjl+Wt+fYyRVVys+ZgwhEQAAAMCgRADOt21h0q2tUdH04xWrru7fLtCOI7+9XcpmVTrrpP7bDgAAAABEDAE4KrKebDotm0rL+v0YgI0jm0rL+N7etzTTAgwAAABgECIAR4RTUSFt2iSvual/u0AbI5vOyK0bQZAFAAAAUFAIwBFRPPU4FR1xuAZm2Rkrk0gMwHYAAAAAIDoIwBFhXFempCTfxQAAAACAIcvJdwEAAAAAABgItABHie3/9X9Dxtm7scYm/B8AAAAADCoE4Kh45zlp0xtSLNnvk2Apm5aqxkgTTu6/7QAAAABAxBCAo2LLW9LG16RkhdTPyyAp2ym1rZcqD9iTJ0rypeLq3BcAAAAADDIE4LyzyoVLK2VTktM5AF2hbS5kv/XYtu33gXGkdIdUe5A0+UP9WjoMFXSVBwAAQLQUVAA2UV73dgCH/8oYKd0mpVr24DlO7jnJChFsAAAAAAxGBRWAPc+T7c/xtfvCcSQ3KcWKJNuPXaB72IMgG0yaZWwuCEf1OCIajMnVZeOqz70M9nmbTGoPAACAXSuIAGytlTFGjY2NSqVScpwIXihbT8p2SU5sAAPwnjC5rtntm6XXHyIAYydsLohmOqTRx0l1h4keAwAAAIiKggjAQdfnuro6NTQ0yPf9CIZgkwu/bkyyUStbICal26XG5fkuCKLMONu619tczwbrq19DsFVuO1XjpHix3htXDwAAAPRUEAE44LpuhMcBm15/RpXNdW+NfDmRPzY3Vrxjq7RyXv9P6mYcqatZOvQ8afgk8i8w4OgRlF984AHAniioABzZ8b+SJF/ys5KXHoBZoIEB0L6x/1t/A9mUtOYZaevq3PuIC0KgfxlJXlYafYxUOSbfpQEAoM8KKgBHmnFzkwbFiwnAGEIGKIgWVUgdm6T2TWRfYCAYR+rYkhu2Ey/OheHI9rBStMu2T6yUKGf4BwDsAQJwVPi+5KWkbJwADOwxK6XFtR8woKy0dZWUas6tLR/lN6D1NeS6ahtHSndIww6WDnx/vksDAIMGATgqjM39brZihmVgbwzZFh4goowrtayXmtfluyS75sSksuG5P4dSCDZOblnCbCrfJQGAQYUAHBVOXEqUSkXl2+6kAwAwCET25pPZtsRgSho7QyodLiniLdUy6ntIN7kb5qW13Z4LANgdAnBU+Onc0jHWows0AAD7bNv69UZS09tS55Zo/361QTewPdTo5a4dAESYkbyMNGyiNPKofBem4BGAo8LEpHhJrhU4yr+gAaBf0HqFfmKMtGWlot392UpukeTGtUfltIpwCzyAUDBkwTEE4AggAEcFk2ABKFTW39ZSx4U8+kHU59UwjpTtynVlHnVC9MsLYC8YyWalyrH5LghEAI4OI8ka0QoCDBa8V/eb8pG5HjCRH58J9AdHynZKlaOlCe/Ld2EAYMgjAEeF40jxpBQvogUYiLxtE9XQUrNvHDe3dnPNeKnucMnzaAVGgfKloipFu5s2gP2D33P5RgCOimxG6mISrEHJWs5ZwTCS/NxyKnWHS/Fizv0+caTKMdLIo6WKUfkuDAAAKAAFFYBNlFsWYnGpqEJKlufGAw9FET78+8SJSYmyfJcCA2Lbsiq+J036oFRSq22z0OS7YIOYybX60pqOQmfC/wEA+lFBBWDP82SjepHl+1ImlQtTQ65FKeguOgT3y/q5QFR/ZC4M2ay4gBnirM21/BZX5yavwf4R5RuUAABgyCiIAGytlTFGjY2NSqVScpyIXrSaYA3AiIb0vWU9qXS4VDpsiIVg897+jJshJSvyWxwAAAAAu1QQATjo+lxXV6eGhgb5vh+9EGxcyU1KseK9WNB+AFtO3Niebc84UldzbpbXg07Ztm9DrKUn6AId1d4F6B+0WAIAAAw6BRGAA67rRnccsM3mlkFw3D1rJQ0nYOrv8OVIXjrXilt/+B6EPSP5GanusFwrMAAAAADkSUEF4MiO/5VyLaVOXHITe9YC7CZzE2f1N8eRUm3SsIOlKbP38kUifPz3WURvrAAAAAAIFVQAjjTf03vjf/sSFB3JT+daYiedkQvP/cko19JcVrftG3sz8y0hEQAAAED+EIDzblsorB4neVkpXtTH7sVG8jJScaU06ph+LeFOtw8AAAAAgwgBOCrGzpBGHtX3xwcZOZbYFpgHqHuxMSL8AgAAABiMCMBR4cZzX3uNUAoAAAAAu0IAjpS9acUl+AIAAABAXxCAI4UwCwAAAAD9xcl3AQAAAAAAGAgEYAAAAABAQSAAAwAAAAAKAgEYAAAAAFAQCMAAAAAAgIJQUAHYGGZZBgAAAIBCVVAB2PM8Wbs3a+0CAAAAAAa7ggjAQehtbGxUKpWS4xTEbgMAAAAAuimIJBh0fa6rq1MymZTv+3kuEQAAAABgoBVEAA64rss4YAAAAAAoUAUVgBn/CwAAAACFq6ACMAAAAACgcBGAAQAAAAAFoeACsDGGccAAAAAAUIBi+S7AQMtms8pkMrsdD+w4zoDOFm2MGdAxygO9fwO5vaG8bxJ1ZbBuKx/bG8p1Zaifu6FcV4b6sRzq26OusL2+GMq/f4ba9qy1cl23oJaJNbaAZobyfV+vvPKKmpub5bruTh9nrVUqlVIymRyw1mLP83ZZpv1poPdvILc3lPctQF0ZfNvKx/akoVtXhvq5G8p1Zagfy6G+PYm6wvb6Zqj+/hlq2zPGKJ1Oa/z48Ro7dqystQXRU7agAnAgk8ns8uT6vq/GxkbV1dUNyN2QbDarpUuX6phjjlEs1v+N8gO9fwO5vaG8bxJ1ZbBuKx/bG8p1Zaifu6FcV4b6sRzq26OusL2+GMq/f4bi9mgBRl54nqdFixZp6tSpA3a3DIMTdQV9RV1BX1FX0FfUFfQF9QRRVzhRfw8N5H0B3/eVTqcHdCzBQN/3GMjtDeV9o64M3m0N9PaGel0ZyuduoLc30HVlKB/Lob496grb64uh/vunELY31BGAd2Ig+7+7rqsJEyYM6F2yge7fP5DbG8r7Rl0ZvNsa6O0N9boylM/dQG9voOvKUD6WQ3171BW21xdD/fdPIWxvqKMLNAAAAACgINACHAHWWvm+T/cG7FT3utH779QbBHrXB+oKdiSoC9QV9FX3OkFdQV9QTxBltADnWe/pxgtl+nHsf9SdwrWjc7+r+kBdKVzUFfQX6gr6gnqCKKAFOM+MMers7NSWLVuUTqf5UEAo6Bng+77a2tp2ePe0tbVVTU1N/EIpcMYYZbNZbdq0SRs3bpTv+9vVB+oKpFxdSaVS2rRpk5qbm8PvdUddQSD4vdPZ2ammpqbtfk5dge/7ymQy8jxPnucpm81ud71CPUHU9P/iXNilefPmaeHChZIkx3H0gQ98QMcccwwfEpAxRsYYLV68WPPnz9dll12meDweLoh+//3364033pDjOCorK9O5556rMWPGUHcKSHCuX3/9dT3wwANKpVLyfV/V1dWaM2eORo8erc7OTj3wwAPUFUiSnnvuOT3xxBOScmt1jhs3TmeddZaqqqrU1dVFXUEoCDHZbFZ33HGHfN/XP/3TP8lxHD5XEJ7n+fPna8GCBYrH45Kk9vZ2zZo1S6eeeir1BJFFC3AeBL9U3njjDT388MM68MADdd5552nkyJH661//qnXr1skYM6DTxyM6gvqxevVqPfroo5o3b16P7xtjtGDBAi1ZskQnnnii5syZo2w2q3vuuYdeBAUkuHhobW3Vfffdp+LiYp177rmaPXu2Wlpa9Oc//1m+72vhwoVavHgxdaWABZ8d7777rv72t7+pvr5e//AP/6CTTjpJr7/+up566qnwc4W6gkDwGfP444/rzTfflOM44XUJv4MQnOeGhgbV1tbqhBNO0MyZM/W+971PY8eOlUQ9QXTRApxHL7zwgv5/e3fzElXbwHH85xwnNfV2dKZSC0tjRBMV0XIsUaykKMyiFi36B/pjWrRu0ctCSHATBG7EXESomS/5EqKZkemI7zoqjjPnWcQ5j953mwce7vG+r+8HgpwZYeD8POf8znXOdWVnZ6u1tVVer1e5ubl6+vSpRkdHlZ+fn+ivhwSbmJjQyMiILMtSSkqKexIbjUY1NDSkiooKNTQ0SPq16Hx7e7ump6dVWlqqeDwuj4frW/9mzsnp9+/ftbS0pDt37igYDEqStre31dXVpXA4rNHRUVVWVpIVgzlZ+fbtm+LxuFpbW5WVlaVgMKipqSmtrKwoFotpZGSErECS3G09OTmpgYEBFRQUKBaLKTk5Wfv7+xoeHuYYBNm2raWlJYVCIdXW1h56LxqNamRkhJzgSKIAJ4Azujs/P68zZ87I6/UqHo8rMzNTgUBAq6urksROwVDOVdHm5mbduHFD796908DAgPv6+vq6IpGICgoK3JkVT58+rWPHjml5eTmRXx1/IycPubm5un37tk6dOuW+Fw6H5fV6FYlEtLm5qerqarJiMCcrpaWlOnnypFJTU7WysqL5+XktLi6qrq5OkUhEGxsbCoVCZMVwtm3L4/Foa2tLHR0dunTpklJTU/Xp0yfZtq319XVtbW1xDDKYc1Ftd3dXkvTlyxcNDQ3Jtm2VlZWpvr5em5ub2tzcJCc4kijACRSLxeTz+ST993nPlJSUxH4pHBmWZbm5ODihxP7+vjwej44fP+6+n5aW5n4eZnC2td/vV319vSRpY2ND3d3d6u3t1dWrV+Xz+WTbttLT08mKwZxt7fP55PP5FA6H1dbWpvX1dXk8Hp09e1axWEyWZbFfgaRfBefNmzfKyMjQtWvX1NPT4+aCrMCxsrKi1dVV2bat8vJyLSws6O3bt9rZ2VFVVRU5wZFFAU6Qg+vpHfw/6wHD8b9MEMHz4uZy9hd9fX3q6enR3t6ebt68qcbGRoXD4b/sT8gKAoGAHj58qMXFRXV3d6uzs1O3bt2SZVmH8kJWzOMcd/r6+jQ5OakHDx4oEoloa2tL8XhckUhEsVjsL79HVszinJv88ccfamlpUVFRkbKzsyVJHR0dGh4eVlFREfsUHFkU4ARJSkrSsWPHtLS05I7w2batjY0NBQIBSayVhsOcLDi3zG9ubkqSe0taNBrlDgLDOCcWnZ2dev/+vaqrq9XY2KicnBxJUnJysmzbJiuQJPX392ttbU3Nzc3Ky8tTXl6ednZ21N3d7ZYasgLp18RGlmWpq6vLXd4mHo/r2bNnampqkmVZ7jJaZMVclmWpuLhYmZmZikaj8nq9Kiws1NTUlCzL4lwFRxYPmSaA89B/YWGhZmZm3BI8OTmptbU1nTt3TpIYCYakX8X34PPg2dnZCgQCGhsbc9d7/fz5s5KSklRYWOj+Dv7dDk5s1NfXp+vXr+vevXvKycnR/v6+4vG4/H4/WYE76rKwsKCenh4tLi66r8/NzSkpKUknTpyQ3+/X+Pg4WYEaGhr06NEjtbS06P79+youLlZGRobu3r2rYDAon8+niYkJsmIoZ5/S39+vJ0+eaGFhwV2mcXx8XMnJycrNzWWfgiOLEeAEcP7gq6urNTIyolevXun8+fMaGhpSQUGBLly4cOhzMNve3p4ikYj7s8fjUX19vV6/fq3nz58rKytLg4ODunLlivx+P3cOGMLZzjMzM9re3tbg4KA7SY1t2/J6vXr8+LEaGhrU1tZGVqCLFy9qfHxcL1++VHl5uebm5jQ9Pa2mpiZlZGQoFAqpvb2drBjM2caBQMC9G036tWzj7u6ue4H+8uXLZMVgzvYtKSlRb2+vXrx4ocrKSv38+VNfv35VS0uL0tLSVFdXR05wJCXZDDMmhPOH/+PHD/e2tPz8fIVCIWVlZSX66+EIcDIyOzurubk5hUIheTwe9/WxsTENDw8rGo0qGAyqtrZWHo+HA4ohDo4Az87OutlweDwe1dTUKDU1lazAzcvc3Jw+fPigtbU1paenq6ysTBUVFe7nyAqkw/OUOBfalpeXVVNT42aBrJjNyUY4HNbHjx+1uLio1NRUVVVVqaSkhHMVHGkU4ATi6hcA4O/CMQfA/xP7FPxT8QxwAh2c/Eo6PCM04HBmB/+zg68xs6K5nHz87p+DrED6/THnz3kgK/gdsoLfYZ+CfypGgAEAAAAARmAEGAAAAABgBAowAAAAAMAIFGAAAAAAgBEowAAAAAAAI1CAAQAAAABGoAADAAAAAIxAAQYAAAAAGIECDAAAAAAwAgUYAAAAAGAECjAAAAAAwAgUYAAAAACAESjAAAAAAAAjUIABAAAAAEagAAMAAAAAjEABBgAAAAAYgQIMAAAAADACBRgAAAAAYAQKMAAAAADACBRgAAAAAIARKMAAAAAAACNQgAEAAAAARqAAAwAAAACMQAEGAAAAABiBAgwAAAAAMAIFGAAAAABgBAowAAAAAMAIFGAAAAAAgBEowAAAAAAAI1CAAQAAAABGoAADAAAAAIxAAQYAAAAAGIECDAAAAAAwAgUYAAAAAGAECjAAAAAAwAgUYAAAAACAESjAAAAAAAAjUIABAAAAAEagAAMAAAAAjPAfgeFLrPmu+fEAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.plot_histogram.__doc__)\n", + "chartify.examples.plot_histogram()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " KDE example\n", + " \n", + "\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " print(data.head())\n", + " \n", + " date country fruit unit_price quantity total_price\n", + "0 2017-10-21 US Banana 0.303711 4 1.214846\n", + "1 2017-05-30 JP Banana 0.254109 4 1.016436\n", + "2 2017-05-21 CA Banana 0.268635 4 1.074539\n", + "3 2017-09-18 BR Grape 2.215277 2 4.430554\n", + "4 2017-12-08 US Banana 0.308337 5 1.541687\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True, y_axis_type='density')\n", + " ch.set_title(\"KDE plot\")\n", + " ch.plot.kde(\n", + " data_frame=data,\n", + " values_column='unit_price',\n", + " color_column='fruit')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True, y_axis_type='density')\n", + " ch.set_title(\"KDE plot + Histogram\")\n", + " ch.plot.kde(\n", + " data_frame=data,\n", + " values_column='unit_price',\n", + " color_column='fruit')\n", + " ch.style.color_palette.reset_palette_order()\n", + " ch.plot.histogram(\n", + " data_frame=data,\n", + " values_column='unit_price',\n", + " color_column='fruit',\n", + " method='density')\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.plot_kde.__doc__)\n", + "chartify.examples.plot_kde()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Chart aesthetics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Labels" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Chart label examples\n", + " \n", + "\n", + " import numpy as np\n", + " import pandas as pd\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " apple_prices = (data[data['fruit'] == 'Apple']\n", + " .groupby(['quantity'])['unit_price'].mean().reset_index())\n", + " # Plot the data with method chaining\n", + " (chartify.Chart(blank_labels=True)\n", + " .plot.scatter(apple_prices, 'quantity', 'unit_price')\n", + " .set_title(\n", + " \"Quantity decreases as price increases. <-- Use title for takeaway.\")\n", + " .set_subtitle(\n", + " \"Quantity vs. Price. <-- Use subtitle for data description.\")\n", + " .axes.set_xaxis_label(\"Quantity per sale (Apples)\")\n", + " .axes.set_yaxis_label(\"Price ($)\")\n", + " .axes.set_yaxis_tick_format(\"$0.00\")\n", + " .show('png'))\n", + "\n" + ] + }, + { + "data": { + "image/png": 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tGklJSXz88ceMHTuWmJgY9Ho98+bNo3nz5rjdboxGI3PmzOGPf/wjYWFhuN1uJk+eTL9+/fB4PFRWVvK3v/2NxYsXqxVBrUPQVgq7dOnCW2+9Rb169dDr9cyZM4eHH34Yo9FIYmIit956K5MnT6ayshKr1QpUuzZbrVb+8Y9/MGbMGEpKSrj22mvJyclRQa2geq9UcXExr7/+OnfccQfPP/8848aNIyYmBpvNxrZt21i+fDl/+MMfiImJCdh7VVxcTFJSEp988gn33nsvRUVFOJ1OOnfuzMyZMzEajSoPxo8fz7PPPktMTAyVlZWMHz+eK6+8MuSeHO35FRUVPPnkkyxZsgSTyYTZbMbj8ajO0+v1snv3btxuN0OGDOGDDz5Qebd8+XJefPFFMjIysFqtahDT3MAHDhyogv34u7K/+eabfPXVV1RVVWGxWAIUHLPZzMiRI3nhhRfUHslHHnmEWbNm4fF4uP/++4mOjuajjz7CbDbTsmVLpk2bhtVqZceOHTz//PPs27cPq9Wq8t/r9eJyuejatSvvvPMO9evXV3myZcsW/vKXv5CZmRngjq7X63G5XFitVu6++26eeOIJ9Ty73c7zzz/PvHnz1MquVgZerxe3282AAQNU2rXnnY98GRkZ/OUvf2Hbtm1KGdSUT5fLhclk4q677uKpp56qk/J5/PhxtW9LiyCqyael4dprr+Vf//pXgGvgG2+8waRJk/B4PBiNRlwuV0B6u3Tpwrvvvqsmh6Hk0NL0z3/+k48++giLxcKQIUNIS0tj6tSpakuAy+XC6XTSo0cPXn/9dRo0aABUR6cdNmwYOTk5uN1u/v73v7N9+3YWLlyIz+fjzjvv5MUXX+TDDz/kH//4B7Gxsej1en744QeaN2+u3j9hwgTee+89KisrVVvTylun0zFgwABef/31gLKbNWsWr732GkVFRVitVrWop1nDr732Wl555RU1qakt/ePGjeOFF144Qz63283NN9/Mli1b8Hq93HbbbZSUlLB48WLCw8MD8qZPnz68//77AYq9w+HghRde4IcffsDn86mAP5qyGxYWxr333stjjz1Wp/y8++67GTt2LECd069N1PV6PQsXLuT555+nqKhI1V1A9RHh4eH8+c9/5q677lJyFhUV8eSTT7Jq1SpVNh6PB5PJpBYVr776al577bWAd52PfCtWrOD5558nOzsbi8UScCqB0+kkMjKSF154gdGjR1+wCWQoV96MjAyWLl3KggUL2L9/PxUVFUyePJnevXtftImr/8LA3XffTXp6ugqC9f3336vxTCs7g8HAv//9bz7//HM1Jn/zzTcqKNP5luO5jCk1WfR0Oh2PPfYYM2bMoH79+sB/T6DIzs7md7/7Ha+99hrff/89Dz/8MGFhYVRVVTF9+nSaNWtG//798Xg8REVFqbZVUVGBy+Vi4sSJ9OvXj7/+9a8qCNagQYPUuKjT6cjPz+fvf/87y5cvx2QyBSjsTqeTxMREXn31VQYMGBCyfLX8nTdvHg8//DDR0dEqj3w+n4rSPWnSJPr27YvP5+Ptt99m/PjxeDyegHzz+aqjKiclJfGvf/2LwYMHq3Hj448/5h//+AdWq5WOHTty++23869//Qu32014eDjTpk0LWKCqa/7ee++9/Otf/wLg448/5qOPPgoYLzS5fD4fSUlJvPbaa/Tp0weA06dPc/PNN6s9wP/85z+58cYb0ev1TJkyhRdeeEEpdykpKUyYMIE2bdrgdrt59913+fLLL9U8QrO8a+P4E088we9+97uARYC6yPfqq6/St29ftm3bxs0334zRaKSwsJAnnniCZ555BoB9+/Zx/fXX4/P5KC8vZ9iwYUycOFG9//rrr1fzqEGDBjFp0iSMRiPjxo1j3LhxdXr/qVOnuO6666ioqKCqquonzwEF4UIgyypBaIPGqVOnKC8vVytWAwYMCBjsNLT/R0RE0LdvXyorKzEajZSXl3Py5EmgOpJyYmIiCQkJJCQknOHmYbFYAn7XJu8Gg4GJEyfy448/kpycTFhYGGFhYSQnJ2Oz2bDZbMTFxbF+/Xo++eQTJYvFYiEhIYHk5GT1DJfLRb169ZSLckJCAjqdjrfffpuCggIsFgvR0dFqxU4jOjo6QKaIiAjq1aun5NU64/j4eGw2W4ClKiEhgfDwcFq2bMl1112H1WqlQYMGZGVlcfjw4YD82759O0lJSURERNCzZ0+1wl5Tx6fX6/n3v//NokWLSEpKIjIyEqfTiclkwmazkZ6ezq5duwKUNe2+9PR0HnvsMQoLC5U7VlxcHFarVZXF8uXLef7559UkVKfT8emnn/LJJ58QFhamIotGRUWh0+mIjo4mLCyMb775hilTpqh0RUZGEhcXR9OmTVmyZAlff/018fHxQLWLnMlkIiMjgz/+8Y8cOXKE+Ph4tfobHh6uFjG2bdvGk08+qYKXVFZW8tJLL1FQUEBSUhJGo5G4uDgSExOVK7vZbObzzz9n7dq1qpwmTpzIjBkziIuLw2KxUK9ePbp160Z0dLSy6K5cuZLPP/9c3XPq1Klzkk8bOP/xj3+wbds24uPjMRqNNGvWjE6dOmE2m4mOjiYqKoqJEyeyePFiNVEMhfbbyy+/zP79+0lOTsZkMhETE6PSHhkZSUREBDNnzmTevHlK9pkzZ/LJJ58QERGB1WolJiaGbt26kZCQgNVqpX79+mzfvp233347oP3XRHh4OPHx8TRs2JCDBw/yww8/KJd/p9NJREQEiYmJbN68maeeegqHw6HSEBcXR3x8PGlpaUyYMIH169eTkJAQsLcvPDxcta/ExETVVxgMBr7//nteeeUVZfXw+XxqC0JERAQxMTEsWrSIDz74QLktLlmyhGeeeQaXy0VMTAyAKg+r1UpsbCyzZs3irbfeqpOyUpN8ADExMcTHx9O4cWNWrVrFmjVrSEpKIjo6Go/HQ2RkJElJSaxevZovv/wywJr5+uuvM2PGDFWvtLajtU2TycQHH3zAvHnzVDnVlp+aorJo0aI6p1+rMzk5Obz88stqwq9ZwLS+W2v77777LocPH1b59tZbb7Fs2TLVXzZs2JBu3boRFhZGREQECQkJ/PDDD8ycOfO8ysdfvrFjx1JUVKTypl27drRu3VrJ6vP5+Pe//01GRoayaJ4PmvIHKDdYu93OggULeOKJJ7jlllt49dVX2b9/P2azGZvNdsbWk1BuoWf7/ZdCp9OdVzmez5hSE1of4u9GbLVa1TgH1WN8UlISiYmJJCUlqW0liYmJqh5pxMTEkJCQUKsSofXZTz31FEuXLlXXh4eHq+fFxcVRVlbGU089xaFDh9Draw4eZjAYSEpKIiwsLGDxyL/f0Ol0TJgwgY8//pjIyEi12KwtrgMkJSVRXl7Ok08+ycGDB9U8JCwsjISEBFJTUykoKODNN99UXmk1jSN1yV9t29aKFSv44IMPCA8PJzo6GpPJRL169dT/Y2NjycvL4/XXX68x2JW2kLVgwQJeffVVEhMTiY6Opnnz5nz99de0bdsWnU7H+++/z0cffaTmdAaDgfj4ePR6vXrfq6++yg8//KC8LlatWlUn+f7973/jcDjo0KED3bt3JyIigtTUVI4dO6bySbPuavmZkZFBUVERANnZ2RQXF5OSkkJsbCxXXXUVRqORFStW8OGHH9bp/ZWVlTRo0OCCzwEF4aciCnAQ2sCUk5MTcKRPUlLSWe9JTk4OWGkuLy8HUJYm7U/w4Ofz+UL+Xl5ezuzZs7FYLOTk5JCWlsZHH33EjBkz+M9//kOLFi2orKwkJiaGnTt3qsm29jyPx4PT6cRms/H444/z5Zdf8vbbb1O/fn0qKiqwWq1UVFRw+PBhrFYrH3/8Me+//z5Go1G5uT355JPMmjWLoUOHAv9dLdXkrKyspE+fPsycOZObbrqJyspKvF4vycnJTJo0iU8//RSr1Urfvn1VXpSVlbFhwwaguvMrLCxUR1eUlZXRu3dvTCZTyIHM3xVz/vz5JCQkUFVVhc/n48EHH+Sdd97h/vvvV9G6Q93/+eef43a7sdlsOJ1OHn74YaZOncpHH31Eq1atKC0tJSkpicWLF7N69WoMBgOnT59WLt2aXH/961+ZNGkSjz32mFJioqOjmTlzpjpKSpuMa3ubXC4XkZGRDBw4kJ49e2IwGJg8eTJ5eXlER0dTWVnJb37zG77++ms+++wzunfvTlFREYmJiWzYsIE5c+Yol7E9e/ag1+vJy8tj5MiRTJkyhenTp/P000/j8/kwGo14PB62bdsGVFsCFixYQFxcHKWlpQwfPpx58+YxadIkJk2apAZGr9fL7NmzKS8vR6fTMWnSpDrLp1mWjxw5wvbt24mLi6OiooK//vWvzJ07lylTpvDGG29gt9vJy8ujqKiIH374QdWtYLRV5QMHDrBu3TpMJhNZWVn07NmTSZMmMXPmTF5++WW1+KK5s2n3/vjjj4SFhSnXLi29X331FW3atOHIkSPquuzs7LMqC1oAFY/Hg8PhwGw2c9999/HGG2/w4IMPKrfvhIQE0tPT+fHHH1U90OqC2+3G5XLh9XqpX78+V199Nc2bNz9rX/DZZ58RFhamrIMPPvggkyZN4rnnnlOWv7i4OBYuXEh+fj5ut5tPPvkEk8mk6sLf/vY3pk+fzltvvUVKSgqVlZUkJSUxffp09u/fr1bwa0t/TX2Zf/ocDgc9e/bk/fffZ/Lkydx2220q0ExYWBgHDhwAqi2We/fuZe7cuSQmJuJwOIiKimLs2LFMmjSJu+++m6qqKgwGA2azmRkzZqh+w18O//wcPnw4rVu3xu1289lnn9U5/bt370an07FgwQJOnjyJz+ejoKCA++67j++++45vv/2Whx56CJfLhdlspqqqivT0dAByc3NZtWoVCQkJlJaWcuedd6q69umnnxIWFsbp06dxOBx8//33QPWe+E8//fSc5Vu6dCm5ublqoeCzzz5j2rRpfPfddzz66KOcPn0au93O0aNHWbRokSq3c0Xra7V9xjt37uTNN9/k5ptv5q9//SsLFy7E6XQSHh6Ow+GgqqqKRo0akZycrO7TlPZgz4Lg72vyPLhYaPU4Ly/vnMpRu+9cxpQ1a9YEeHBpaG3vscceY+rUqTRo0ACPx0NFRQUjR45k9uzZ3H333epare5r43x0dDSTJ0/mn//8p0qTwWDg9ddf55tvvlHbnWra275o0SLWrVtHUlISJSUldOvWjS+++IKvv/6aO+64g8rKSsLDwykqKmL8+PEh81F7dt++ffn++++5+eabqaioAKqV1v/85z9MnTqVzp07k5ubq46i0sbPv/zlL8ycOZNJkyYxcOBAiouLiYiIUP2fv+eRlnYtUKfJZKJ79+4MGjQo5BGMdcnfe+65B6h2Aa+oqKCyshKXy8XYsWOZNWsWEydOZMiQIVRUVBAZGUlWVpZykQ/uC2NiYjh8+DDPPvssFosFp9OJ2+3mtddeo1mzZvh8PrX1ITExkaqqKurXr88777zDtGnTeOqpp1S7tVgsfPTRR2peMXv27DrLd/r0aYxGI+3ataOsrAyj0ciBAwcoLCwE4MiRIwFnYpeUlCjjzcGDB9U2E6vVSrdu3QCYM2dOnd+fmZkJQP/+/VXZ/ZQ5oCBcKGQPcA0EWw21IBOhrtOCgPi7EDqdTvLy8s541rngcDho2bIlTZs2xeVy8cADD9CjRw+gejW2TZs27Nq1S03+g9+j1+spLS3lgQce4P777wegSZMmyq1aW/XNzs4GoFGjRmqCrT2rQYMGNGnSpMYJlKb0aZZhzU3ObDbTunVrdV3Pnj1JS0sjLy8Pg8HA5s2bueuuu9Dr9Wzfvp2CggKsVis2m43BgwcDNStEBoOBpUuXUl5erhSsv/3tb9x1110ADBo0iIYNG/L8888HuAZDtZvS1q1biYyMpKioiIceeogHH3wQgPr16zN+/HhGjhxJaWkpPp+PNWvWMHjwYFauXEl+fj6xsbGUlpby5JNPqslIy5Ytyc3NZdKkSURFRZGXl0d2drZywdLS4nA4GDhwIGPHjlULKmVlZSxfvpzIyEiKi4sZNWoUzz77LAANGzbkiy++4KabbuLIkSNYLBY2btzIHXfcgc/no0ePHuo8Zs1tC2DEiBH85z//wW63B3gsOJ3OgEWd4uJiTp48SePGjWnRogVvvPEG8+fPR6/Xq2A6lZWVrFixos7yrV+/nttvv53KykplITAYDGRnZ5OZmUlKSgpDhw7l3XffZdeuXbhcLpo1a6bqa03Y7Xa6d++uzqV+5ZVXlGXiuuuuY/z48Zw4cQIIDILmf2a3w+HgxIkTtGzZkgYNGvDGG28wffp09Y5zOQdSa+NPPfUUt99+O1AdmCY1NZWxY8eqY9DWr1/P9ddfH9CmNCX5kUce4Z577lGu9Npv/mgTgK1bt6po88XFxfzud7/j0UcfBaBVq1YUFxfz1ltvERMTQ1lZGVlZWRQWFnLo0CHCwsIoLS1l7Nix3HbbbQAMGTKEZs2acdNNN6n8XbNmDa1btz4jEuq5oCmmcXFxvPnmmyQmJgLw97//nV27drF//36MRiN5eXk4HA6sVitLliyhvLyc+Ph47HY7Tz/9tDpPvVWrVpw+fVotZBw5coSysrKAsgqVnwA7duzgyJEjdU7/unXraNeuHSaTiT59+hAVFUVSUhJ/+tOf1LuuvvpqJkyYoPo5/60FmuVTr9dz+vRpTp48SYMGDejUqRNvv/02q1atAv4bsGjfvn3nVD5r165Vk1j/d584cYLmzZsTExPD73//e0wmE6WlpZSVldGyZcuQ9aou6HQ68vLylIvzrl27sNvtWK1WrFYrdrsdh8NBamoqN9xwA0OGDKFr164YjUaKi4vPeJ7P51Pji7a4Fvy7zWZT23R+Cc6lHCMjI/H5fGRlZZ3TmLJ+/XoGBe3V9yc5OZnk5GTCw8PV/CIhIYHGjRuHHIf93ZQbNWqkLJJaGpo1a0ZqampA/xOKZcuWYTAYcDgcNG3aNEDJfeaZZ6isrGT69OlERkayZcsWysrKVB5oz9T+jYyMVO1He6/BYKBp06Zq4WbhwoXk5eURGxtLSUkJzz77LL/97W8BSExM5L333uPee+9Vebt27VpOnTpFw4YNA9LidDpp0qQJb7zxhqrv/nlzLvmrkZCQwKBBg9Dr9QwePJgbbrgBgNjYWPr168eiRYvUInMwWj0/dOgQn332GS6XS21ve/311+nZs6dydV66dClFRUXExMRgMBh4//331WLob3/7WyIiInjuueeIiIggKyuLffv20bVrV+Li4uosn5ZXXbt25dtvv1XtLyMjg8TERI4cOaKUTb1eT0lJCTt37qRTp07qmCi9Xk+TJk1U/iYmJtb5/dpY0rt3b1JTU3/yHFAQLhSiANdA8EATauDROn5tv5r/6qTZbFZKzvk24tjYWMaNGwdAYWEhx44dY8qUKZSUlHDgwAHWrl1LREQEVVVVIe/3eDxERERw1VVXKcuV1pFprkler1fd7/P5zniW0+lUq63avstQ+QD/jZap5YE2WfJ6vURFRdG3b1+mTJlCVFQUO3fuJCcnh+TkZLZu3UpVVRV6vZ5WrVrVulKtfXfq1Cm19zEpKYnrr79epUev13P99dfzzTffcPDgwQCrlrbaaTabsVgsFBUVMX369IBol5qSYTab2bdvH4AKTOF2u4mOjmb48OEB7/vDH/7AlVdeqQac4LLXXECfe+45kpKS1L6X06dPU1JSolybnE4n06dPV1GWDQaDUpCsVit79uyhtLSUq6++mquvvhqoDjCxbNkyjh07RklJCWvWrKG0tPQM929/xTAiIoJ169axefNmGjVqRNeuXWnZsiV33XUXCQkJ6p79+/dTWlpaZ/l2796N0+kkKipK7TM3m81MnDiR6dOn06ZNG6644go6duzIQw89pJSVmtDKu0uXLkyaNAmArKwsdu3axaFDhygvL2fDhg0cPXoUm81GRUVFwIRLs4xqXhJ33XUXDRs2pEuXLrRs2ZIbb7yRtLS0gHeerb1q+ZCamqr2WGqW6lGjRjF58mROnjyJxWJRFnVtEqAthLRv315Nkuvi/rlr1y51lmZ4eDgjRoxQbdpgMHDbbbfRpUsXjEYjVVVVNG3alPnz56u96prlatq0aUpWLTKrtlgR7JJ2Puh0Oux2O1dddRWJiYkqOrE2Ed+1axcWi0UtxAAcOnQIk8mkLCDaPkZtAv/UU09x2223KaXXarWqiOKh8lPbJ7h3717sdjsmk6lO6T969ChQHen6jjvuwOPxcPLkSRVwrLi4mJUrVyoLsH+Z+e9zDA8PZ+HChaxatYoWLVrQsWNH2rRpw/33369cWKHa9bCqqkpFzK9r+VitVpVGbe/0O++8Q5cuXWjRogW9evU6IxjcuZSpNq6NHz+eTz75RG1rCAsLQ6fTUVlZSb169Rg2bBiDBw+mb9++AQvE2v5p/y0xBoOB/Px8nnnmGZo0acIjjzxCREREwO+FhYU88sgj3H///b/Yvj//GBZ1LcdDhw6d05iyZ8+eWtOnuZ37zzlcLhc+nw+Xy1VrnxlqDK+qqgq5f9sfu93O4cOHlQtxWFgY06dPV/fp9XocDodSaIqLizl+/HiNwc609PnPCbRFSK0eaV4gTqeTlJQURo0aFRC8y2QyMXLkSDZt2oTBYKCsrIw9e/acoQB7PB4eeOABWrZsWad957XlrxYn4umnnwaqY7ucOHGCGTNmkJubS1ZWFkuWLMFmswXM+fzRxsJJkybhdruJiIigsLCQhx9+mKuuukqN/QDHjx9XW0HCwsLYtGkT27ZtU3memZmJzWZT7W7r1q107dqVZ555Rm2FOpt8Wn507dqV+Ph4KioqKC8vZ+/evXTo0IFDhw7h8XgYMGAA+/fvJycnRy0ma8qx3W6nZ8+eSlHW9g+fS/5ER0dfkDmgIFwoRAGuAW2lGqr3aubm5gb8rnX6eXl5FBcX06JFC7Kzs1WDNxqNaqXzbNQ0+TUYDOTl5fHee++xfPlyqqqqKC0txeFwqH2YoVx9/J9rNpsJDw9XFiiDwRCwrxUI+Dd4INMG8NqUguDnaATfN3ToUKZPn65cXrZv384111zD5s2bCQsLU3uttQWF4M5Pk9nn85GTk4PJZMLpdNKsWTOVRn9ZmjRpotyENSorK9XeW7PZzNSpU/nmm28C3mGz2VRHX1JSgs9XHXBLc1tLTEwkKipKvU+n06n926HyRrO0N2zYkISEhIC81yYnUF3nFi5cqPY5+pehNumtqqrC6XQCsHr1asaNG8fRo0dxOp2UlJSogBRxcXFn1KuIiAhuvfVWXnnlFRVwRKfTcfz4cfbu3YvP5yMiIoKhQ4fyxBNPUL9+fex2+znLV1ZWRpMmTejfvz9z584lNjZWrbanp6ezdu1atU/5jjvu4A9/+INaXAlVz7T82rFjBx9++KFalS4tLcXpdKLX6wOO1vCvfzfccAPr16+npKRE7a86ffq0GvTDwsLo1asXf/vb384ImlITmgLcsmVLwsLCAiaWBoOB1q1bc/jwYeX25j/R0uurI6G3b98e4KwTfU2W8vJyZa0ICwsjKSkpoP5FR0efofSUlpYGWJY//fTTgDqhWSo099uSkpIay+Bc8Hq9yjLkL6O2L1d7h/aeoqIiFZwsLS0t4PgTqLaiaQFrNLRJfqj81Nq7f9091/T/+OOPfPLJJ8rdVQuGaDKZAtqWloZ69eoxYsQIPv/8c6Kjo1Xfv2/fPhU1PCoqihEjRvCnP/2J2NhYKisrlYW/LvJpW2quvvpqpk6dyv79+9We6aqqKpYtW8b8+fMZN24cjRo14tFHH2XEiBF1qtOh2LVrF8XFxcTHx+N2u1W0YS3afXR0dECZa8qDtjXG333RYDAoV0rtd/+FSYPBQEVFherbLjY/pRwrKirUgk1dxpTi4mJcLpfyTKlpzA3+ri5u4rWN4bW5k7rdbmU5tlgs7N27l2eeeSbgWQaDQbl4ezweSktLzypHKFn8+zQtgnhMTAxWqzVgnuLz+WjcuLFarHe73cqzQKs3WsCvtm3b1tnNv7b81XC5XHzxxRfMnDmToqIiKioqVDlHREQQFRVVa8wKTfHXDAAWi4XNmzcHBCIFAjyyKioqGDt27Bl5ptVBl8ultrm5XC4mTJhQJ/m05yUmJnLFFVewevVqNe6fOnVKedQMGzYMt9vNrl27OHr0KKWlpRw8eFAtemjji5a+88mfnzoHFIQLiSjAQWidRbNmzVRAD5PJpPZ6+Q/aRUVF/OlPfyI7O5vXX3+dbdu2qSieVquV1NTUgGdqhHJVDjWw2e12nnrqKZYvX05CQgJ2u534+HiSkpLo2bMnBw4cID09vdZBUZs0h0rjxcJ/BbJJkyacPHkSl8vF9u3b6dy5M0ePHlVu5kOGDDnr83w+n7IAaQqEf7lo14RSLILTrgW58b9Xi6ir0+mUm632u+bWc64dsyZf8ITH//8+X3VgH3+3Jfjv2bVGo1EFYtm5cyd//OMf8Xg8Kgpsw4YNad68Oc2bN2f+/PlqQqO9w+v1ct9995GcnMzEiRM5fvw4ZWVleL1eIiIi1ARtxowZZGZmMnHixAAXr7rIFxkZqSzDb7zxBldccQVz5swhJyeH8vJyFbxKs96/9dZblJWV8eyzz9a4mq7X6zlx4gQPP/wweXl5hIeH43a7SU1NpVGjRrRr147Vq1ervVgaHo9HHQ8yYcIEDhw4oBSZiIgIZe1YtmwZp0+fZuLEiSQkJNR54PV3PfSX3f/emha3anJ5Phva++piHQtOQ3Jy8hl7nLW6rinWFwrN+uX/rrOl1efzqaPizhX//KzJ1fNs6dcmposWLeKxxx5Tiri2mNa6dWtSU1OZO3duyMndc889R7Nmzfj222/JyMigoqJC9SHawuOECRPIz8/nww8/PEOWupZPvXr1VEC+FStWUFJSQmVlJTabTQXYO336NE888QQ6nY5rr702IEKrxvlOLkMpNsH9gbZv298ryt+bSLN8B//+U/f8na2+aXmgBRMM1T7Ppxz9qcuY8msL7ONfptp4oC3WamhxDLRravIIO5d3atTFC6YmtHt/SrA3/2cBvP/++7z33nskJCQoF+ZGjRrRqVMn3G43S5curXVBQltwKC4uJjw8nLCwMDZu3Mg333zDfffdpzyotPt9vur4Fdqc0V8ebbEkLCxM9VHvvvsuH3300TnJp9Pp6Ny5M8uWLcNkMnHs2DE2b95MeXk50dHRdO3ald27d+Pz+cjMzGTfvn1q4TU2NpbOnTurtL3zzjvnlT/nMgcMnrvWZQFIEM4FUYCD0Aaz5ORkGjZsyL59+4iIiGDDhg2sW7eOPn36KKvT2LFjVaTTBx54AL1ej81mo7S0lO7du58ROEubvGoh4zXlTQskoLmMaY1+1apVbNiwgZSUFCoqKrjqqqt45JFH1P6VDz74gPXr15/V0vxTOo2fMjAFu4VbrVYGDBjAZ599hs1mY8eOHcydO1cFsNHcUv3ddkKlQ6/XK6uExWLh+PHjytXT36Jw+vRpdWyUhqacaWl7/fXXadeuXcCAFBUVFZB+TeHQlLzCwkIqKioCjqE5evSoOn4Dqvch+x/zoj0rGH8LWUVFBc888wxXXXWVGvSAAEuLJs+UKVNwuVwqKNff/vY3hg8fTnR0NDqdjuXLl6uJWzAjRozg2muv5ciRI2zevJkDBw6wYcMGTp06paJhbtmyhc2bN5OSkoLX68VoNNZJPn9sNhsPPfQQ9957L3v27GH79u3s2rWLjRs3Ul5eribs8+bN47777gs4FzI4z6ZNm0ZOTo4KlPToo49yww03EBMTg8lk4sCBA5w6deqMAd/n8zF48GAGDx7MyZMn2bhxIwcPHmTjxo0cOXJERWjfv38/8+fP56677jprfdfqQVZWVkB71RSVQ4cOYTabcbvdStn/KZM7QNUrLQpvYWEh8fHxSlnPzs5m/fr1yuV72LBhavFCm6x+/vnnap8+VHup+Luu/tTJoz/n0udoVhKTycTx48eVe69WF/bs2cO+ffvU2cPDhw+vs/KmlUld0+/xePjyyy9VRGOr1cpTTz3FwIEDiYiIoKysjAULFijXbv979Xo9t99+OzfffLNanNy9ezfr16+nsLAQq9VKvXr1WLVqFadPn1aT2fMpn9TUVF588UWKi4vZvn07u3fvJj09ne3bt+NyuYiIiKC0tJRvv/2W4cOHB7jg15V27dqxZs0aiouL0emqXaBnz57NrFmzSEpKUudO9+vXj7CwMPWOzp07BwRT1N5bVVVFu3btCAsL44MPPghQgP29KuDclHP/cUE7l1VzDy0sLCQmJkb179p1p06dCljc83+fTqerUzmuXr2aU6dOBYy/dRlTQsl+NrRx+HzaaF3v08a58vJy7rzzTh5//HEcDoca+yIiIgLyTKun57uQEhERgcfjwWazUVhYqLYrwH9doI8fP05lZSXR0dEqArsm64VEyyOj0Uh2djbTp08nOTmZqqoqrrjiCp566ilatmxJREQEq1evZsGCBTXuVdcW5k0mE3/4wx+YM2cOpaWlREVF8cUXXzB8+HCl6PrH52jRogWff/55wKKqtt/en6ysLL7//vvzkq9nz56Eh4fj8Xg4fvw4ixcvBqoXbbTTKrQtKtpWJ+3YIu2EkPPNH7fbfU5zwF/bIpFw6SEKcAj8959s375dHTXyyiuv8MYbb9CmTRsAHnnkEU6ePMmJEyfUYK8NNCNHjgxwi9QGF7vdTmZmJg0bNlR7ebTVMg3tGVokUi1y8Msvvxww2Pqfh/pzoVlkznWQ0xYDIHAAHjp0KF999RUGg4Fjx47x1VdfYTabKS0tZdCgQcolqqbOT/stLS0Nl8tFVFQUmZmZLF68mFGjRqnrVq9eTXp6OjabTe1hg2rLvhasTNtT07t374B3TJo0CafTqSZkw4YNIy0tTSmCRUVFbNiwgeuuu04NVt988w2ffvqpGqjnzp17hgIcnD8AKSkphIeHU15ejtfrJT09nRtvvDHg2qlTp1JYWIjP56NBgwZce+21ZGVlYbVaKS4u5pZbblHBc6B6T1phYWHAnl8tTyZMmKAsxi+++KIK4ORwOJgxYwZvvvmmGnwyMzPp1q0b4eHhyp30bPKlpKQwevRoJk+ezMKFC7FarURFRak9igAFBQW88847zJo1S7kQl5eXU69evRrzKS8vD7PZTHl5OT169OAPf/iDuqagoEDtX/N3Kd+3bx9vvfUWRqORyspKHn/8cW6++WagejBevHgxzz//vHKbDRW4JxSapfLQoUMsX75cRUgHWLBgAQcPHlTRUps1a6asAT9l0takSRPleVBaWsrKlStp1aqVWjyZO3cuL730EnFxcTgcDjp16kS7du3UedSlpaXs3LkzoOzsdjufffYZOl31PtouXbqo87MvhuuZVi8bN27M6tWrCQsLIysri507dwa4c3/88cfMnz8fm81GQkICQ4cOPcOa6Y+Wz61atVJK89nSr+1x69SpE9nZ2VitVuXh49/Od+3aRVlZmdpfr6Vh9uzZzJw5U22deeedd7jiiiuA6kB348eP54svvlBB3PLy8mjbtu05ydetWzd69erF2LFjycjIwOVy0atXLx5++GEGDRoEVO8pfO6559Re65KSEtxuNwaDgQMHDqhor2azWdWfmvLvvvvuY+TIkSxbtox58+axZ88e5c5bUVHB999/z5w5c2jYsCH9+/dnyJAhdOnShdTU1DMsWcGMGDGi1t/Pta1o40JKSoraY1lcXMxXX33F2LFjA4KmLV26lPT0dMLCwnA6nSQnJyvL+Zw5c5g2bVqdylGv15OTk0Pz5s3PaUxp06YNQ4YMqbNrumYd1BbPzxVtq0tt7woPD6dp06ZqYUZbzPX3Clm9ejU7duxQz7v99ttV/13X8vK/Tgv2ZDKZyM3NZe7cudx5553Afy2oc+fOVXOCyMhIVRYXUgH2z1+ojuiubdfwer089thjdOnSRfU3W7duVVbPUH2Qtpj96KOP8sc//hGA//znPyQmJlJQUMC4ceN45ZVX1HipuUifOHGCvLw8lS9QvQdXUyZdLhejRo2itLQ0wDPkXORr0aIFqampHD9+nIqKCnbt2oXP51N7blu3bk10dDR2u53ly5cHeO9p/NT8qcsc0OfzkZubS2ZmptoC0qRJE3W+tViChQuBKMAh0Cw2Y8aMYcaMGRw8eJDo6GhOnjzJPffcw6hRo+jatSs6XfXZnkeOHFGKaGVlJZ07d1ZuZ3q9nsaNGyvrpNfr5c033+TRRx8lKiqKmTNnsmbNGrUqV5M8drudjRs3MmTIECorK/n222/VvgktSt+FtOBoQS/Wrl1LamoqVqu1RkufhtYpGY1GcnNz2bp1K40bNw5w+briiito2bIle/fuxWq1qn1tsbGxahJXW+em/TZ48GC+/PJLZTl6+eWXcTgc9O/fn/Xr1/Puu+8GTBa0+xo1akSbNm3Ytm0bUVFRjB8/nvDwcEaOHElFRQXjxo3ju+++w2azkZ2dzZNPPsmwYcMYMGAAn3/+uVocefvtt9Hr9fTq1YulS5fyww8/kJaWRnl5Ob179yYlJUXlY014vV7i4uLo2bMns2fPJi4ujnnz5hEfH8+tt96KXq9nypQpfPzxxxiNRvLz8/nd736nJuQ+X/Wes4MHD5KXl0d8fDzHjx/ntddeo6qqSu27hf9at9auXUt4eDgVFRW89NJLPP300+q86GALenR0NGazmZ49ezJv3ryzyldQUMBvfvMbRo8eTXZ2NitXriQhIUFFFf3Nb35DREQEFotFvUsrl7rulzeZTGRmZnLixAkaNWpEVlYWb775pnI181891+v1bNiwQSnAb731Fi+88AKNGjXCYDCoFWptgSf4/Myzodfreemll8jNzaVXr15s2rSJd955J+Ac7379+qn8Px+0+tO7d28VJTksLIwvvviCmJgYhg4dypYtW5g6dSopKSm4XC7atWtH48aNcbvdNGjQgMzMTKxWK2+88QY+n48rr7yS3Nxc3nzzTRYsWEBERAS5ubm8++679OnT54L2I3WhT58+fP311+j11VHD//Wvf/Hkk0/SsmVL5s6dy8aNG0lNTaWoqIihQ4eqqMk19RPa9506dSItLU1N6mtLf05ODh9++CE9evRQ+zktFgv79u2jrKxMHd304Ycfqnf4KxVlZWWsWrWKuLg4KisrefXVV3nwwQfVOb2awqxdb7FYaN68OWlpaWoxqy7l07t3b44cOcKGDRuw2Wzs3r2bBg0aMHToUBWESbM6ut1uYmNj1X66F198kd27d6PX62nYsCFTp049ox364/NVB/O77bbbuPXWW9m1axcLFy5kxYoVHDt2DJ1Oh9VqJScnh0mTJvHtt9+qaLw17afX6nNN+zXPFm/ibPTt25fJkyfj9XoJDw/n+++/p7S0VFm+9uzZw6xZs5QnUEVFBT179lSW9nMpR80qXr9+fdq2bUt6enqdxpS//e1vDBky5KzR1rV+TAucpVmbQ8U7CHWvNm9YtWoVQ4cOVa64NSltAwYMYMmSJURHR7Nv3z4ee+wxHn30UVJTU1m0aBEvvfQS5eXlKuqytnh6vlx11VV89tln2O12bDYb7777Lm63m+uuu46CggI++OADtmzZQkxMDAUFBYwYMYIGDRooeX8qwfl78uRJEhIS1FxK+zc9PZ2ePXvi8/lYtmwZM2bMUNbrmspPp9NRv359vF4vv/vd71i0aBHZ2dlER0czb948RowYQd++fRk0aBATJkwAqvcDP/nkk/zlL3+hY8eO7Nq1i3/9619qMcvtdnP11VcrBfFc5dOs7V26dGH//v3KQOH1etVJDCkpKSQkJHD69GksFotaeOjVq1eN+VfX92ttv65zwLlz5/Lvf/+b2NhYqqqqGDduHL179xYFWLhgiAIcAm1lLTw8nBdeeIGHH36YkpISoqKi8Hq9TJ48mW+//VatrEdERKjgHlarlWPHjjFv3jyuu+46ANq3b09MTAxFRUVERERw+PBhHn/8cUwmk/rO30VN6yj8V+h1Oh3PPPMMXbt2JTMzkz179mA0GtUEx+PxBAQSMhqN6k9wZ6H9rtfrz/jd5/vv/tqIiAimTJnCpEmTePrpp7npppuUm5B/eHsNl8ul5HA6nTz00EMkJCQEnJ9rMpkYMGAA27dvV6vsZWVldO/encaNG9fo/qyhTZK7devG0KFDmT17NsnJyTidTl5++WWio6MpKytT51NqkYA1WY1GozoWSnObfvvtt5kwYYIK7JGWlkZxcTGDBw/mj3/8I16vlyuuuEIFcKhfvz7FxcU8/fTTxMTEUFxcrAYLqLacaO/T8jhUfmn5fe+997Js2TJKSkqIiIjgiy++YMaMGeh0OoqLi6lXrx4VFRW0bduWxx57DKhW5NevX09ycjJ79uzhvvvuo0GDBmzfvp3MzEyio6MxGAzqj06no1evXnTp0oWdO3eSnJzM+vXr+e1vf0uDBg0oKioiJycHq9VKWVkZaWlpdO/eHZ/Px/3338/KlSvPKl+bNm144okn8Pl8jB49WrlQxcXF8dlnnzFnzhzi4+PJzs6mpKSEmJgYcnJyuO6660hKSlL7FP3RJolpaWnY7XZiYmLIzMzk/vvvV4Po8ePHiYyMVGWtPad58+YMHDiQpUuXkpyczN69e7nnnnto2LAh5eXlapC32+1ER0fXaQHGv9yg+rzwV155haioKMrKylRAsNzcXPr376/OPtTKQasLNdVx//rirwwkJydzww038MEHH1C/fn1cLhcvvfQSH374IaWlpRgMBuX2+Yc//AGTyYTJZOLBBx/kL3/5iwpK8uKLL/LBBx/gdDqpqKigcePG5OXlcf3113PLLbfUqf3VlAYtff6BqGq6V5MXqs+H7NmzJ2vXriUxMZETJ07w6KOPEh4eroKXlZeXExkZqSxEwX1csAurtmf2gQceqFP6b7jhBnXkUNOmTVmzZg3x8fGsXr2ae+65h4SEBLZt26aOQvP37gEYPnw4X375pXLT//7771m5ciXJyckUFhaSn5+vosFq++C08vnrX/9ap/LRvBduvfVWNm/eTEREBF6vl7///e989tlnWK1WTp06paKF5+TkMGTIELXf3mQyodfr0ev1dTryS5vgam2wQ4cOdOjQgYcffpgVK1awZMkS1q9fT1FRkYr2fvToUXJycmjRokWtngQX2r1RUwr69OnDsGHD1LnSRqORBQsWMH/+fLU9IDo6GqvVSmlpKSkpKer4PKgux4kTJ9a5HDVF/8EHH6zzmKJFKz+bl4V2vn1UVBQbN25k1KhR3HrrrQHnvGuLvP59lnaygxb07+233+bDDz/krbfeomfPngCqzfhvBxo9ejSzZ89m69atJCYmsmbNGhXXRCtjq9WqgjVpwanq2l/4L0h7PB7q16/PvffeyyuvvKKU+rfffpvx48fjdDqV63NZWRkRERHcf//9Ae7uZ+tLz0Zw/o4cOZK7775bBWW02+2Eh4fz+eefs23bNnXut3bOeyi08cdoNCoX+Pj4eO655x7Gjh1LZGQkDoeDjz/+mB49etC+fXtGjRrFhAkTSE5O5vjx4zz22GNER0erY7MaNmxIdnY2jzzyCE2aNCE3N1d5YZyLfFo77tq1KzNnzlRtJioqig4dOgDVx1e1bt2aU6dOYTabqaiooHnz5gFHRKWkpGCxWM75/ZoMZ5sDaoqzf/n6jxeCcKGQGlUDmqLVpUsXJk+eTNeuXSkqKqKkpES5sWnuwfn5+SoYUVVVFS6Xi8cff5z169cD1Wf2Pv744/h8PvLy8nA6nTgcDvLz80lLS+Pmm2+mpKSE3Nxc8vPz1ep4nz59uO6668jLy8Nut1NZWcmPP/7I1q1b6dSpEyNGjCArK4vS0lK2bdvG7NmzgWrXuby8PPLy8pRs/rjdbvLz89U1WkRVj8dDQkICnTp1Ij8/X6U3IyNDBVQqLy8nNzeXvLw8CgsLA1byu3fvTmxsrFJw8vPzOX369BkrztpqtCaXz+dj0KBBauJ6NrSJ2QsvvMDQoUPJzc1Vrn0FBQUUFRXRr18/unfvzvHjxykoKFARK71eL3379uWdd94hLi6OoqIifD4fBQUFlJSU4PV6yc7OpmXLlrzxxhvExMQoa+vTTz/NwIEDyc7OVu/TDpPXIu6++OKLdOvWTaXNP7+CXWz9Fzo+/PBDmjVrpq4pLi5WbsW5ubnEx8fz73//m0aNGgHVSnbTpk1V4KeDBw8yd+5ccnJyGDNmDM2bN+fEiRPY7XZmzZrF6dOnCQ8P55///CctWrQgJydHBelIT0/n5MmTOJ1O8vPziY+PZ+zYscTExOD1es9ZPu2e559/XlmufT4fGRkZpKenq/LKzc2lZ8+ePPvsswF7oUPl0e23307Xrl3JysrC4/GQkZHBvHnzOHr0KNdccw0dO3bk2LFj2O12fvjhB/bu3YvJZOL555+nW7du5OTk4HK5KC0tZfv27SpydlFRESaTiRdeeEEdr1GXgVYLwtW7d28cDoeqB3a7ndzcXPr06cNrr72mJn1aHcvLyyM3N1etegdTUVGh6ot/X+D1ennwwQcZPXq0ul+LpOn1eikvL8dut/O3v/2Nq6++Wu2/HzVqFC+//DImk0lFNM/Pz1fBwLKzs+nZsyevvvqq2pJR2wJATfJpdaK29JWVlYVsC5oHR8eOHcnOzlbBkLS2WVhYiMVi4dVXX1WWCkD1YaHep1lHziX92gLiAw88QGRkpDrHfdeuXcyfP5/Kykpuv/12YmNjycjIoLS0lG+++YaSkhKSk5P5xz/+QXx8PLm5uXi9XvLy8ti+fTsZGRk4HA7y8vJo0aIFL774ogqWOHr06DrLp1kfR40axQMPPEBlZaW659ChQ+zcuZPS0lIqKyspKiri1ltv5dZbb1V1urS0lPz8fPLz8+vs7q9t3dHqoBY5/dprr+Xtt99m6tSpPP3007Ru3Zqqqip17vYvhcFg4MUXX+Tqq6+mvLxcRRjXxmwtRkdhYSENGjTg7bffpmHDhuoos8TERP75z3+eUzme75hSk/u5plT26tWL8vJy8vPzKS0t5fTp06qfqaqqUuN3Xl6eijrs8/lo0qSJ6uOLi4spLi4mIyNDjfP+7VCLfO7zVUccf+uttxg4cCCFhYW43W7Ky8vJy8vD6/VSXFyM0+nk+eefZ+jQoXXaKlFTf6GN4ffeey8PP/ywqss6nY6ioiIqKyvVfCkyMpK33nqL1q1bq3RWVlbW2A/VRm35m5mZSXZ2NuHh4Tz00EPY7XZKS0vxeDysXLmSlStXEhsby1133UVZWRl5eXmcOnVKHc+ntV2tTLSI5h6PhxtuuIEOHTqocWfRokV88sknADz55JNq8cRut+NyucjNzaWqqkrtY7/tttt45JFH8Hg8JCUlnbN8/ntqu3fvjk6nIysri+zsbLxeL02bNlV51KhRI7KzsykoKCAjI0Od7a0dHZWQkMCDDz54zu/3r++1zQE19+rKykry8vIoKCigoKAg4EgtQbgQ6HwX29/tfwyts/T5fPz4449s3ryZw4cPq8lRQkICzZs3Z/jw4aSlpfH000+zfPlybrrpJv75z3+qfaB6vZ709HQWL15MQUEBBoOB+Ph4xowZQ3JyMl999ZWyXI0aNYrk5GSgumOYPn06S5cupby8nKioKNq3b88dd9yhgiFpLp5t2rRh2LBhHDlyhEWLFqlVs5tuukkpM3q9nry8PL7//nug2mo7dOhQWrVqpX7X9nedPn0ana465P3w4cPp2rUra9asIT09Xbmx3nrrrQFuYfv372fRokU4HA51HMo999yjVos1ZfKhhx5i/fr1alV52rRp1K9f/5z2RWmD2XfffceKFSsoKysjKipKndW4f/9+1qxZg8lkokmTJurcXC2dBQUFzJo1SyllWhTGTp06cf3115/hUqt1zjNnzmTz5s2cOHECp9NJXFwcrVq1YuTIkeo4Bk2ZW7ZsGfv27cNgMJCQkMCYMWNUfdLSqf2/srKSWbNmsWnTJrKysjAYDCQnJ9OmTRvGjBmjIhRrz87MzOTLL79k7969QHV02AEDBnDdddexefNmFSDNbrczevRo0tLS0Ol0lJeXM3PmTLZt20ZBQQFVVVWYTCZSUlJo3LgxY8aMCSiLc5VPWzzS6/UcP36cWbNmcejQIXVMk81mIy0tjY4dO3L99derYDhnK/fi4mK+/PJL0tPTcbvdJCQk0KtXL2655Rb27t3L4sWLiYiIoKKigiFDhqh9TW63m1mzZrFhwwby8/PVloHk5GQaN27MddddR7NmzWqd0Gmr0v/+97/54osvsNlstGrVivHjxzNr1iw2btyoIvH27t2bW265JeAoB5fLxdSpU9VRMJ06daJfv34B9Viv17N9+3bWrFmjXFlvuukm1Ydo+TNnzhw2bNjAsWPHlJWkRYsWDB8+nB49egSkQ/v/qVOnmDVrFnv27FEKZVpaGj169GD06NE1HskS3A/WJt+cOXPIysrC7XbTsWNH+vfvrxa/dDodS5cuZf/+/TW2hfLycqZPn8727ds5deqUOnKsbdu23HDDDTRu3LjO+Rksd13Tr8l68OBBvvnmGw4fPqw8EK688koGDRrE0qVL2bt3LzabDZfLxW233UZMTAw6XfWxeNOnT2ffvn0UFRWpaMdpaWm0bt2aG264IaA8z6d8tH+3bNnCggULOHHihDqCJCYmhrS0NHr16sVVV10VUIZz5sxRfXpNfVFd0KzC/h4KHo+HrVu3Mn/+fG688cYaz4f9ufF/59q1a1mzZg1HjhwhLy8Pn686kFPjxo3p0KED11xzjTquS7vHf4w8l3LU/j2XMaUuzJ8/nz179gDVgZK6devG8OHDOXr0KAsXLlSxR7Q5g//Y9v3336sFMp1Ox80330yTJk1YsmQJBw4cQKfT0bRpUzUu+sv1448/smLFCk6dOoXT6SQ+Pp4WLVowYsQIWrdufVblN7i/MJvNmM1mbr311oCjG7V3btiwgWXLlnHkyBEKCgowGo2kpqbSpk0bRo0apfbKamPfjh07WL16da395Pnkb/fu3VW7WbVqFbNnzyYnJwebzUbTpk0ZM2YMrVq1YvLkySouRmRkJL/97W+pqKhg6tSpuFwu3G63mldpY8fOnTtZuXIlYWFhVFVVKa8eTd709HTmz5/PwYMHqaioIDo6msaNG9O/f3/lneTfR9VVvqioKG6//faAMWHmzJlqYTohIYEbb7xR/X7o0CEWL16sPPmGDRsW4NGh5fH5vF/rO2qbA2r5tWPHDlatWqUWmUaNGnVOc0RBOBuiANeB4M5eO7IBUEFmNPLz85kyZQoPPvhgwP6qC9Foz3Zm6C/NuaTxvvvuY/PmzXg8Hq688kree++985qI+V9/LvkTXKYulyvAJSzUNcHv087G9A+gcb4BhILv01ZBg6NuatcEK9D+lsu6KDL+n7WJRW1pP1f5Qn3W9lZqbpgadSn3mhSbsxHqvrqkN5hgBVg79mHq1KnKchj8rgs9UIeq79rZq7WVfV3q+i89qQh+v7alxD/I34VqW2dLf7BCBPykthVc38/WTupSPqHqguYWezHxd5GuSbaLTaj3a+O1thVBI1Sd+jnL8Xzr8LnwU/I/VL3SxjiNC52G4HdqW7B+zneei0zB84qfI/3+47fmaeG/Pc1f8b3Y8tUk8099/4WYAwrCT0H2ANcBrTFrkVz1en1AiHd/t56EhAT+9Kc/AYGdhLbaH9zR+T9bQ9uzqaF1MFon47/Hzv8+bYD2+Xy1Pq8uvwe7Kmmr/dpkQCM40JSWxuD80+l0nD59WgVw2bJliwpmc80116j8OBcFP3iPWnD+BKcjOCCD/73aYOtv3QjuxP3fp+1B0vCvG/7451ewDMF5FOrZNckTnPbgz8HlpF0T/B7/59aW9nOVL1QeBw+S/vXqbASnL/jZNaU3uMxCpTdUudUFrb77l30o65iGpqRoeRPqnTWlQ3uf9hytLvm7p2rPDaamun6uZXA2+c6WPv/fg9tCcDn5T35ralt1yc/zSb9Wrtq9/tdqEWn9+7gL2bbqWj7BMgYHu9Hkqmv+ny/ac7RJvCbPL4n/4oVWZsELKaEW4jQudDnWds/Z0MrSfxH9bGO8f1vy/6zVo7O1Q+29wX1MTe2wNmqbL/i/M1RZ1ZZvtfVD50JN+avlk3/b8k+/tgCs3atd4/99sEzBMmv3aeOUf3sO1e8E59n5yOef7prqwNnmh+fz/vOZA16oMhaEmhAF+BzwDxjhT7A1q6YJcHAn7t/p1LZy7//e4M6qpgGltufV5ffaFLXaBsBQv2kK/MKFC3nttdew2WyEh4dTWlpKmzZtGDx4MHB+gVH8ZQ3On7MN1sH3Bn93Ie45l0nPuT67trTX9t5Q7znbu85HvtruOV+F86em91xkD4Wm/GuBnPwVgLM9sy7vqkt9CVV2Z7snVDmcTxnUJt/Z0ne238+1fp3rYtm5pN9f4Qm+9lzre/D3F0K+4N8vdH6dK9ok/tdEqPwJ/r4mLmYfWRu19f3nO4bXRZYLlYa6jn/nWpfPZzEhFLWl6VznXbV9D+c2d/JXxi+kfMH3huJsdet83n8+c8ALVcaCUBOiAJ8HtQ30F2pl/Vzf+7+A0+mktLQUs9lMXl4eFouFP/7xj1gslgvitvNT8ud87v05y+Ncn32+slzM+y5kfl3sstbQgpqFh4cTFRV13s+5EFzsMr+Y/Fra1i9Rz37ptnUp8r9Sjr82fok0/Nry7deeB790fp3L+3/uOaAgnAuiAAs/O1oH2bFjRx5++GFsNhsmk4n+/furA9Sl4xN+zWh1eNiwYcTHx2MymYiPj7/oey4FQRAE4X8JmQMKv0YkCJbwiyJBDwRBEARBEC4/ZA4o/FKI+UK4aPgH5oDz3wsqCL8UdQ1qJgiCIAjCf5E5oPBrQizAgiAIgiAIgiAIwmWBLL0IgiAIgiAIgiAIlwWiAAuCIAiCIAiCIAiXBaIAC4IgCIIgCIIgCJcFogALgiAIgiAIgiAIlwWiAAuCIAiCIAiCIAiXBaIAC4IgCIIgCIIgCJcFogALgiAIgiAIgiAIlwWiAAuCIAiCIAiCIAiXBaIAC4IgCIIgCIIgCJcFogALgiAIgiAIgiAIlwWiAAuCIAiCIAiCIAiXBaIAC4IgCIIgCIIgCJcFxl9agP8FvF4vADqdDp/Pp/6v0+l+SbFC4vP5lIx6/f/u+oZ/OoKpa977fD68Xi86ne5/Oi9qQquXcGZZ+9fZX2M9DYVW5ucjc13L+kK2D+1ZPp8PvV5/0fL5p+TTz8Wvtd/xer0XrHwu9f5EEARBEC4XdL6atAwhQNmt6fdfcgJa10nnr3Vy+lP4pfNe+OWoa33+ORcB/hfr3//iosgvxaXYZwqCIAiCUI0owHVg37597NmzB4fDAUBsbCw9evQgMTHxVzcRLioqYufOneh0Ojp37kxkZOQvLdI5oeVnYWEhR48exWAwANWTds360qhRI+Li4s76rEOHDnHixAkSExPp2LHjzy36RcXn87F//37Ky8uJjo6mZcuW6je3283evXupqqoiKSmJRo0a/erqaSgyMjLIysoiJiaGFi1anNO92dnZ7Nu3D4vFQteuXbFYLCGvO3nyJFlZWcTGxgbk2fmQlZXF/v37cbvddOrU6aL1B6dOnSI7O5u4uDiaNWv2s77rbGjpLS0t5ciRI+j1elq2bInNZvvF65zb7WbLli1UVlbSqlUrUlNTz0sm7Z6TJ09y+PBhIiMj6dKli+qbBEEQBEH430JcoEOgrQlUVlby5ZdfsmXLFioqKnC5XOh0OqxWKwsWLGDMmDEMGTJETZBCWVhqclfUXPP8rw++R/utJsvN4cOH2bhxI2FhYQwbNoyIiAiOHTvGRx99hMlk4p///CcRERFs2bKFvXv3kpqaypAhQ2p05T6b1aMml9tQ8vmnT7u+rm7LOp2O9PR0Pv/8cyIiInC73epZRqMRs9nMsGHDuP7668/IH6ie+BqNRlasWMHMmTPp3r07HTp0CEhncFqCZautfH4q/m6z54vb7WbSpEmcOHGCtm3b8ve//13JZ7fb+fzzz8nJyWHw4ME8+OCD6r3+6a4pXcFpr4uctZV3TfVKk8Xn82EwGFi6dClz5syhS5cuPPPMM2fIoH3es2cP27ZtIzY2liuvvBKbzcaOHTsYN24cCQkJtG7dGrPZzKpVqzh+/DitWrWiR48e6PV6li1bxty5c+ncuTPPPfdcyPpaW3lrizD79+/n/fffp7KyksLCQp566ikSExPV71o91v6tqb1on2trH5ps/vk0d+5cunTpwrPPPqveE9xv+KehpKSEJUuW4HQ66dOnDw0bNlTXnU9b1eqS1+vFYDBw7Ngx3n33XUwmE88++yxNmzYNuK62Z9fl/bU9J1R/qdPpsNvtjB8/nszMTB544AFSU1Nxu90YDIaAvNfu869jW7duZc+ePaSmpjJw4EBMJhMbN25k4sSJNGnShHbt2iklX3uOv8y19efB7eHXvjAlCIIgCJcaogDXwsSJE1m7di02m42UlBQ6duxIRUUF27dvx263M2HCBMxmM/369atRoQmeSIeaEAf/FnxPsKXB4/FgMBjIyMhg+vTpJCYmctVVV6HT6QgLC6Np06ZKUdTpdOzevZtp06bRs2dPrrzySiXX2WQNpiZFKNT3taWvLuj1esxmM0ajEZvNpiaK5eXlOJ1Opk2bRmJiIv369TvjXSaTCYCEhARatGhBampqwGRUp9Odkaf+stVUlj/VoqVNki+UMm0ymdQff3Q6HSaTCbPZrH7T0hTKalWbshZ8TU2cS32u6R69Xo/JZMJgMIR8nsfjwWg0cvjwYaZOnUqzZs245pprAIiOjqZ58+ZER0djNBrR6XRs2LCBlStXMmrUKHr16gVUt6XgPDuX8tau3b9/P8XFxSQlJdGnTx8aN24M1Lxg4P+s4N9rsySGkk1Lg3ZfbfuBNeW6qqqKuXPnUl5eTosWLWjUqJHqR861vP3bkCaDwWDAaDRiMpnU82qqc8HPPtv7z9Zma+ovDQYDjRs3Jjw8nNjYWIAz2or/M/0Xpnbv3s3UqVMD+szY2FjVn5wtjbXJF6pOiRIsCIIgCBcPUYCD0CaM6enpbN68mbCwMBo3bswf/vAHkpKSANi+fTuff/45AHPmzKFbt27o9Xr27t2Ly+WicePGJCYmAnDixAnlrtiiRQtlodi2bRu5ubn4fD7CwsLo1KmTmqQVFBRw7NgxoqKiSE1NZdOmTZSWlhIdHU3Pnj2x2WyUlpaSm5tLbGws4eHhHD58mBYtWpCSksLIkSPR6/XExsaSm5tLRUUFCQkJ6HQ6Tpw4gV6vV+9u2rSpcifOz8/n+PHj6PV6mjdvTlRUlJqceTwedu/ejcvlIjo6Wrmoer1e5R4eHx+vLD8bN24kMzMTvV5PeHg4Xbt2JTY29pwney6Xi9/+9rd07doVqLbMTJkyBafTyf79++nXrx979+6ltLSUFi1aYLfb2bRpE3369FHvTEhIAP470czJyWHbtm1KoWrXrh1paWkBE9bdu3dz9OhRdDod0dHRdOvWjbCwsHOW339SrU2ai4uL2bVrF926dcNms9X5WTU9O9QuhuDf9Ho9FRUVbNiwgbKyMnQ6HYmJiXTr1g2z2RygBK9fv568vDx0Oh0pKSl069btrGmuqbzhv/XZYDDQqlUrwsLC8Hq97N+/n7KyMlJTU0lLS1Nym81mcnNzSU9Px26307BhQ7p06YJer6egoIDi4mLi4+OxWCwcPHiQZs2a0axZM66//nosFgtWq5WMjAw8Hg8JCQk4HA6OHz9O48aNz7DAAedU3nq9npycHDIyMjCZTBiNRgYPHqzau9Z3nDhxAq/Xi9FopG3btjRv3ly9c//+/ZSUlATU1169epGSkhJS8Tt06BB79+5Fp6ve1mAymQKs55qCu2XLFoqLi4HqBYFOnToRERGB3W7n6NGjREREYDKZyMrKIj8/n/j4eAB27tzJqVOnALBYLLRv35569erVWOd0Oh1lZWWsW7eOyspKGjZsiNFoVBZU/zqfkZHB9u3b8Xg8WK1WOnXqRL169QLSuX37do4fP45Opwu4xv99NbVZrX4dOXKEsLAwWrRowbp16zAYDPTu3ZurrroKu92u+qXDhw+Tn59Po0aN0Ov1bN26FbfbTatWrWjVqhU+n4/s7GzKy8tJSEhAr9dz+PBhmjRpQps2bTCbzURGRipFWquTmqu1z+cjISGBHj16YLVaASgrK+PQoUNYLBaaNWvG1q1bKSgowGaz0aNHD6Kjo2ttW4IgCIIgXFhEAa6BvXv3qknb7bffTlJSEh6PB51OR6dOnRg4cCDz5s2joKCAQ4cOkZqayrhx4ygpKeHuu+9Wlqnly5cHuFw6HA7GjRvHrl27KCsrw+12ExkZSVRUFHfddRe9evVS7r/JyclERkaye/duZc1bunQpzz77LEuXLmXq1KkkJydTVVXFP/7xDx555BGaNm3KJ598gtVq5dlnn2XatGmkp6cTExPD8ePHefnllxk+fDiLFy+muLiYW2+9lTFjxgCwdOlSZs6cSWxsLP/4xz+IiopS+eHz+ZgxYwaHDx8mJSWFl156CZvNxsmTJ/nggw8oKSnhlltuoVGjRrzzzjukp6dTXl4OQFRUFHPnzuWBBx6gbdu2apGhLvh8PqXUAPTt25cff/yR4uJi9YxJkyZx6tQpWrduTVFREUeOHKFhw4YcO3aMb7/9lq5du9KmTRsMBgNr1qxhypQplJSU4HA4sNlshIWFMWrUKEaOHInT6eSrr75i9erVlJWV4fF4iIiIYP78+Tz88MM0aNCgTkqwv1urTqfD7XazZ88etm7dyo4dOygvL6d169ZYLJaA5/m7p2v8FIuxpihlZGTw0UcfcezYMSoqKjAajURFRbFkyRIefvhh4uLiKCgo4NNPP2XPnj1UVlai0+mIiIigffv2/PGPf1TKur+C5nA4+Pjjj9m6desZ5X3//ffTrl07tm3bxvjx44mIiOCZZ56hadOmuFwuvvzySw4ePMjNN9/MbbfdppSbnJwcXnvtNU6cOKHq/cCBA7nvvvuYOXMmS5YsIT4+npKSEl544QWef/557HY7H374IcnJyaoO5ufnEx4ezo4dO9ixYwcfffTRGZY6l8vFV199xapVq+pU3jqdjs8++4w9e/YQGxtLeXk5zz33HI8//jh9+vThww8/ZMuWLdjtdpxOJzabDZvNxujRoxk1ahROp5NJkyZx8uRJWrduTXFxMUeOHKFevXoBCrD278KFC5k6dSp2ux2Hw8HChQuJjo7GarWq/qiwsJAPP/yQw4cPU1ZWhs/nIyoqipiYGP7yl79QVlbGu+++S0xMDEajkS+//JLjx4/z6KOP8vHHH7Nx40YqKiqoqqoiIiKCiIgIbrnlFq688sqQCvnJkyf58MMPyczMxOFwYLVaadSoEUajUbkz63Q6lixZwrRp01RbCw8PZ9asWfzud7+jd+/euFwuJk6cyOrVqyktLcXr9RIREcH333/P7373O3r16oVOp2Pt2rV89dVXZ7TZESNGcP3115Oens5nn31GUlISKSkpbN26lTZt2tCpUyemTJlCZmYmd999NykpKUyfPp3t27fTpEkTKisrOXXqFDabDYvFwsiRI7nhhhv44osv2Lt3L9HR0Zw4cYIXXniBt99+mx07djBhwgQaN26sFnJ27drFp59+SlFREZWVlej1emw2G4sXL+aRRx6hXr16HD58mHfffZfIyEiSkpLYtWsXOp0Oi8XCwoUL+fOf/xywACcIgiAIws+LhLcMQlOq8vPz8fl8xMXF0bBhQ2XR0PaitWrVCrPZTFVVFbm5uQGulf7KneYWqO07W758OStWrABg+PDhamJWUlLC0qVL1T0Wi4WKigpycnIYM2YMbdu2JTw8nEOHDrFx40Y6dOhA+/btqaqqwmAwMGzYMKVYaNYYgF69etGwYUMcDgexsbEMHjyYvn37kpKSgtlsZv/+/cpic/DgQWWxSk5ODtjbbDQa6dWrFyaTibKyMo4ePQpULxTY7Xb17DVr1rBp0ybi4uJ48MEHeeSRR4iLi+Po0aNMmTIFj8dzTntfdTodLpcLl8uF0+lk06ZNFBQUYDT+d+3GYDAQHh7O8ePHKSkpoUGDBlitVuWOqrkoZmZmMnnyZBwOB/Xq1eO6666jfv36uFwuZs6cSV5eHuvXr2fhwoUYDAb69evHTTfdRFRUFBkZGUycOBG3231O9SgjI4PZs2fz0ksv8d5777F48WJyc3OJjo4mMjJSyabJ6S+z/3fni3bvnDlzOHr0KC1atOBvf/sbt99+OwaDgfXr1/PDDz+g0+n45ptv2LlzJ5GRkYwePZorr7wSi8XC1q1bmT17doByrrlz11beX331FfBfV23NJV+Ty2w2YzabA1x5DQYDBQUF2O12BgwYQHJyMlarlSVLlrB+/Xp69epF8+bNqaqqwmKxMHz4cJKTk5XyrLnKDhw4kISEBKqqqqhfvz7Dhw8PsJxq8q9cubJO5a2l2+fz0a9fP9q0aYPD4cBsNnP11VfTvHlzlixZwpo1azAYDHTo0IE777xTWSlnzpzJ3r17MZvNykp+/PhxiouLVX3V0GQ7cuQIU6dOBSA+Pp6hQ4ei1+vJzs5WyqZOp+OHH35g06ZNmM1mxowZwx133EFcXBy5ubksX76c5ORkBgwYoBZiOnfuTL9+/di4cSOLFi3C7XbTt29ffv/739O0aVOlaDudzjMWZDweD5MnTyY7O5uwsDB69+5Nq1atOHnypOpHrFYrJ0+eVJ4arVu35o477iAlJQWHw8GkSZMoLS1l7969rFixgvDwcO666y6eeOIJGjRoQFZWFhMnTsTr9ZKVlcWkSZNCttnZs2crS6rFYlHB3+Lj40lMTDyjLUF13xoWFkZOTg4AgwcPJiYmBoPBwKxZs9i1axeDBg2iQYMGOBwOoqOjufrqq4mIiABQbdVkMlFRUcGECRMoLS0lKiqKG2+8Ue1JP3bsGJMnT1b3WCwWXC4XJ06c4LrrrqNbt26Eh4eTmZnJunXrAuqYIAiCIAg/L2IBrgEtwEtERESAEqL932q1YjKZlKUMQrukBn8ODw/nmmuuISEhgRtuuAGdTsexY8fIzMwMKcfdd99Nnz59yMjI4LXXXlMWskGDBjFkyBA++eQTIiIiuOeeewgLC2PHjh0BAV769+/PyZMnmT17Nq1bt+Y3v/kNAG3atOHQoUNkZGRQUFCAz+cjKysLg8FAp06dlOz+1sfOnTszf/58ioqKOHToEFdccQUHDhzA7XbTuHFj4uLiyMzMxGKxqDzq0qULcXFxnDx5EpvNpoLm1AWfz4fRaGT69On88MMPuN1uioqK8Pl8OJ3OgAi4Xq8Xi8XCnXfeSYcOHbDZbGzfvh29Xq+Unk2bNlFZWUl4eLhyq05PT+eLL75Qk+etW7diNBpp3LgxDz30EBaLhaioKGbNmsXp06fJyMigcePGIa3YWn45HA42b97M5s2bOXjwIIWFhQDExMTQvn17OnXqROfOnTly5AgOhwODwaAsj9HR0WRkZGA0GtViS4sWLQLc0euK//UFBQWEhYUpq+6IESOIjY2lrKyMxo0bU1JSwoEDBzCZTPTu3Zu77roLr9fLuHHj2LRpEzt27GDMmDHKYq2Rn5+PyWQKWd6aUuffPoLlC3ZF1lygH330Udq0acOBAwd4//33MZvNrFu3jr/85S+cOnWKSZMmkZSUxH333ae2H2j3G41GRo0axfHjxzl16hQtWrTgtttuU/UEUHm+YcMGTCbTWcvbX/EfNGgQdrudvXv3Khmg2oPCarXSsGFD/vznPxMeHk6XLl146623KC4uZvXq1bRu3VotKmn1tWPHjpjNZoCA+rplyxZlRb7rrrvo3r07R48e5e2336a8vFy1o/j4eK699loaNWrEiBEjqKioYNeuXeTl5eF0OklISOCWW25hz549uFwurrnmGjp16sT69eu56qqriIqK4vrrryc8PJzc3Fy1DcI/6JRW37U81ev1dOnShQcffBCXy8VHH33E9u3bsVgsGAwGNmzYQFVVFYmJifz+978nLS2NNm3aMG7cOEpLS9m9ezdOp1OVhclkon379sTHx3P48GFV/zdv3hyyzY4fP165tmvXulwuOnfuzG233aYWP0K1GY/HQ1xcHI8//jgNGzZkw4YNTJgwAajeYnH33Xdz7Ngx5syZQ+vWrbnrrruA6sBzWtmZTCbWrVtHfn4+FouFm266iSFDhgAwfvx4Vq1axcGDB8nKylJtxuVycfPNNzNixAhKSkp48cUXqayspKysLKCdCIIgCILw8yIKcA1o1qjy8vIAd1afz4fdbsfr9Ya0kAQT7NqqRRTdu3cvzz33HPn5+QBqH6aGx+MhLCyMK664QlmiLRZLQJRZ//dXVlZis9nOmER5vd6AiZsWBbVz584sXbqU0tJSDh8+jE6nU0F9OnToEFL25ORkmjZtyubNmzly5AilpaWcOHECg8FAly5d8Pl8JCUl4XA4KC0t5fPPPycqKoqkpCQ6d+7M4MGDMZlMZyg9taHT6cjPz8fj8QDV1kSLxcKIESPo168fLpcLvV6Pw+Ggc+fO9OnTJ6AM/d9RVlaG1+tViqjP56Nz5868/vrrKs/nzZuH1WolJyeHF154Aah2k/V6vZSVlZGZmakUouDJtfZ548aN/Oc//8Fms6m86dixI23atCEtLU1N2N9++22ys7Mxm804HA4aN27MFVdcwZw5cwgPD8fn81FVVcWjjz5Kr169alSA/V1mtTL3d6UFSE5OZvv27Zw8eZK33nqLmJgY0tLS6NWrF126dOHIkSM4nU4sFgvp6ens3r0bnU5HZWUlXq+XwsJCKioqzjheKDk5udby1vK1Luh0OpxOJw0bNqRNmzYAtGrVisaNG6vAc8H1WVOOgvF6vcpF2O12n7FgodWZ4uJizGZzncrbP3+1tqf93263U1lZidPppEOHDoSHh6uFocaNG7Nt2zaKi4txu9011lf/fAAoLS3F4/GQmppK9+7d1Z79du3asXLlSuWRcs0117B8+XIOHjzIE088QWFhIUajUXlJaK7qGlVVVXi9Xnr37o3FYmHHjh28+uqrZGdn4/F41EJVKPLz83G5XJhMJgYNGgRUt8m+ffuSnp6uyrCoqAiDwYDL5eLDDz9Uz3M6nVRWVpKTk0Pbtm3xeDyUlpby3XffMW/ePBITE2nXrh1DhgzBYDCoBa9QbdbtdhMWFsaaNWuUlXfUqFGkpKSod4XK26qqKtq0aaMiYffo0YM5c+Zw4sQJnE5nQN3RyldboPDvuwoKCnC73cTHx9OjRw/VN3fr1o1169bhdrvJzc0lPDxcbadp166divsQERFBVlZWgHdBcB0QBEEQBOHCIwpwENpEOSYmBqg+PiQvL0+573399dccOXKEpKQkfD4fJpNJuWD6K4yaq29FRYWypuh0OubNm8eXX36JXq8nISGBLl26UFxczIEDB0JOevwn8cETpLpMkoKPC9Hubdq0KWlpaezZs4e9e/diNBqVu2JMTExI5U6z+mzdupWcnBzWrVunzqHt0qULOp2OoUOHEhERweLFizl9+jRlZWWUlZWxf/9+duzYwdNPP13jGa3BaOkeNmwYzZs3V8p7s2bNVEAy/wUBLbiS5rIdjH9AKM26qu3Z81f2AKVAeL1eoqKiSE5Oxul0qsBONUV9hWoFw+12K5ffxMREmjZtSqNGjVSeut1uwsPDiYiIUNGuw8PDsVgsREZGqgBMmptwbXmk1TWtrjgcDlwul9oLCnDfffeRnJzM+vXryc/PJz8/n+LiYjZt2kROTg6dO3dWeam5K3s8HurVq0dqampARGktD6HahTQsLCxkeaenpzN27FgMBkOAN4HH48Hj8SglMhj/8jEYDAGLQ8Eu4TUtPp3L0U2a1bi28g4OhBX82V8ObYFD+05Lv3/786+vwfJqz7bb7QDKkq65eUdGRgYoqJMmTWL+/PmYTCbq1atHr169OH36tNqmENxXaOW8evVqPvnkEzweD1FRUbRr146qqiplTQ+Fw+HA4/GofflandMWe7Tna2WrbQHRIk63atWKiooKoqOjadWqFc899xwLFizgxIkTlJaWcvToUY4cOcKmTZt46aWXVF6GarNa/dDyVgtKdjZPCa/Xq9qUx+NRi52h6liwl4I/wdfX9Dn43ZpiHbzI8FOORRMEQRAEoe6IAhyENmlp06YNK1euxOFw8N133/HQQw9htVo5ffo0J0+eJDs7G51OR1JSEs2bN6eoqChAuTEYDHi9Xk6fPq32jbndbjZv3ozJZKJnz5488MADmM1mxo8fz+7du0PK469U1/QbQERERI2TLu06f6uQwWCgY8eOHDhwQLlNh4WF0bFjR4AzXJW1Z3Tq1Im4uDjKyspYvHgxVVVVdOrUiYSEBHw+H+vWraOoqIhhw4bRqlUr9uzZw9q1azl06BCnT58mKyuLlJQUiouLMRgMav9dTXi9Xtq3b6/k8i+nUNbuYGVEu1ZLv16vp6ysjKKiIpKTkzlx4gSfffYZHo+HkSNHEhcXR1ZWFt27d1fn5xYUFHD06FF1rEpVVRWlpaVqoUSTX5vAtmvXjpEjR7Jjxw7y8/NZtGgRK1euVEdpdezYkRYtWvDEE08oa6Y2gTeZTAwePDhgAq4psf4TZJPJRExMDBkZGWRmZpKRkaH2m+7duxeHw6GOkvJ6vSxevBi9Xs9vf/tbYmJi2L17N6tWrSIzM5Nt27bRrVs3LBYLpaWlDB06lOHDhwNw/Phx8vLysFqtIS2ta9eurbG8MzIyyMvLU/njdrtV2ygqKqKsrCwgTZoimp2dTWFhIfHx8ZSXlyuX8OCI2Xq9nsjIyIAy9sc/X0O5q1utVmw2G9nZ2bRq1eqM8jYajQHn5YZCU2bCwsKUAnbw4EG1kFBaWkpGRgYGg4GwsLAARaum+qp9HxUVpY47y83NJSkpiaqqKvbt26f2EldUVLBz504sFgtDhw7ld7/7HTqdjn//+98Bi3L+aQgPD0en07F582Z8Ph9t27bl8ccfJyIiglmzZilLbihiY2Mxm83Y7Xb27Nmjjn/SIuBrCzYxMTG4XC4iIyN5/vnnMZvNOJ1Odu/ejcfjoVGjRuzcuZOTJ0/So0cPHnjgAfbv38/GjRvZs2dPQGRnIGSbdTgc3HPPPUoZDuWVEQqTycTJkyeVUn769GnVHwUvNmnxGILzEKr7XM1L6PDhw6qPOnz4ME6nUwWa086PD643Glr5l5eXY7fbMRqNxMTEiBVYEARBEH4mRAEOQpugduvWjRYtWnDgwAH27NnD66+/To8ePYiLi8NqtWK1WikuLqZLly5YLBZ1Vq3NZmPVqlWYTCaOHDlCZmam+s3fBdlut5OXl8fevXvZtGmT2msMqEA+wYqh9l2wou3z+fjxxx/p37+/mhj7X6dNTAsLC1m1ahVdu3YlPDyczp0788MPPyjXUs39EM60RmjKRExMDFdccQUbNmxQCrV2RBHAihUr2LBhA40aNeI3v/kNzZs3D5gcx8XFsXLlSr755htiYmL405/+RKNGjc6YuPrngcPhUBYT/8jKGv6BpPzRvtfysXXr1vz4449UVVUxefJkevbsycaNGzlx4gRGo5GmTZty/Phxdu3axc6dO5k+fTqpqaksXbqUgwcPYrFYePfdd1m9ejXfffcd0dHRIeVPSUnhrrvuory8nPT0dLZu3cqBAwc4ceIEx48fZ8mSJTRt2pQnn3wypHXXPyBSKLR8aNmyJVu3bsVqtfLxxx/To0cPKioqWL9+vUq7FnX722+/pbi4mI4dO3LbbbfRunVrtmzZosqlfv36JCQkUFxczKJFi9S+3rlz55KVlUXr1q1p27ZtgLumTqertbwtFgtms5n4+HhlXZ0+fTpdunRhw4YNeDyeAKuyTlcdGKusrIz//Oc/dO/enZ07d1JcXIzH46F9+/YASrmoqqpiwYIF9O/fXwWaC673WqRyLYCWdo2mGLdo0YIjR46ELG+bzca//vUv5Y4eqn5qlnebzUaHDh1YuHAhBw8e5IsvvqBFixZs2LCBkpISvF4vXbt2DTijtiaLn5bHrVq1YunSpTgcDj777DO6d+/Onj17yMrKUkHeNHddvV5PZWUlmZmZbNiwgcOHDyuFW6sz2t7VDRs2KCVYr9fjcrkoKipi165dLF26lMjISHWur396AZo2bUpkZCRFRUUsXLhQWXuXL1+uAkXp9Xp15FtOTg6ff/658hzZtm0bFRUVPPfcc+zYsYMpU6bQoEEDPB4P7dq149ixY+zcuROoVjBbtmypjnkKbrMGg4F69epRUlISsr/U8tm/TmjW32PHjjFu3Dhat27N2rVrcTgc+Hw+WrduDaA8OAoLC1m+fDn9+vVTzzIajXg8Hjp16sSsWbNwOp18/fXXFBYWUlZWpoIZahHJ9+3bh9FoDJBDyyf/7+bMmcPSpUtJSEjgmWeeCemJIwiCIAjCT0cU4BowmUzcf//9fPrppxw8eJADBw6wa9cuZaXzeDyYzWaWL19O8+bN6dq1K506dVIK1scff0x4eDjh4eHk5eWRlJSE2Wymffv2HDp0iF27dvHMM88oV9jy8nIOHjyojmIpKipSSgNUT4pLS0spKipS+/ni4+PVtR9//DFhYWE0bdqUoqIirFarimAbFRVFZWWlOrLolVdeUWcGN2nShEOHDuF2u2nbti2RkZE1Tro0q3CXLl1YtmwZDoeDhIQEpZjodDpGjx7NqVOnKCoqUsGLNPftPn36EBUVRWFhIbm5uTidTlwuV8j8dzqdFBcXq8mmpiyEUhrKy8vVMST+2O129b3P56NTp050796dtWvXsn37drZt26b2Dl5//fUkJydz9dVXc/jwYfbv38+0adPU+2w2GzfeeCPh4eEUFhaSk5NDVVVVSPk1S1RERAT9+/enf//+ZGRksHXrVtLT0zl+/DgHDx6ktLSU+Pj4gPwOZcUPZT3y+XwMHTqUffv2sWPHDsrKyjhw4AB6vV4F3RkxYgStWrUC4KabbmLatGkcPHiQl156SXkkmM1mBg8ejM1m45ZbbmHcuHFkZmbyySefKAUpPj6eW265RXk1+Lv011beffv2JTY2Vp2lvW/fPnbu3MmGDRuIjY1VEZ+rqqpUeRUUFJCUlMT+/fvZsmULNptN7fvs378/UG2FdDqd5Ofn8+GHH5KSkoJer1d7X7V6HxMTQ2VlJXv37mXfvn107NhR7U+tqKjA5/OpYFkHDhwIWd6aZ0NwGVRVVVFUVKS2SgCMGjWKI0eOcOjQIRYvXqys7j5fdeToXr164XK5qKysDFlfNTQFvUePHmzdupW1a9eyb98+tm3bhtVqJSwsjIKCAkpKSoiIiKB169YsX76cdevWsWHDBmWRLi0tZdeuXVRWVhIVFaXc/GfPno3H46Fz585s2LCBo0eP8txzz+F2u4mIiKCiooLKykqOHTtGixYtAlyQIyIiuOmmm9TRP5MnT1YxCioqKlR77NatGwMGDGDNmjWsXLmS1atXK1fjQYMG0b59e6Kioti6dSt5eXl89tlnAXWnW7duNGzYEIPBQM+ePWtsswkJCWzdupWSkhLlIu3fDrU+U6tjgHJzX79+PStWrFAW5D59+tCtW7eAunPy5Enef/992rRpg8fjoaCggJiYGKqqqqhXrx5jxoxhypQpnDp1iv/85z9qYSQ8PJzf/OY3Z+w11/bD+3y+M/qt0tJScnJyzkiHIAiCIAgXFp2vtghOlzHapNfj8bBq1Sr27NmDw+FQbs+tW7dm2bJlnDhxgr/+9a80bdpUWUIyMzPR6/V06NABo9HI/v37SUlJoW/fvrhcLhYtWsThw4fR6/V0796d+Ph49uzZoybKTqdTWWkGDRqE1WpVzy4vL6dt27YqSND69es5ceIEHo+Hnj17kpCQwMqVK9WxLjExMdjtdlauXKkUysGDBxMfHw/AwoUL+fLLL7FarTz00EN07dr1rOf0OhwOVqxYQWVlJWlpafTo0SMgz44ePcratWspLi5W53+2b9+efv36odPp2L9/P3v37sVqtdK3b1+io6PPyPeTJ0+qyW737t2pX79+jW7Pq1evJj8/n2bNmtGpUycl/86dOzlw4AApKSn06dNH7SlesmQJx44do6qqCqvVSqdOnQKCTDkcDpYvX87Ro0epqqoiMjKSvn370rZtWwDlFRBK/uA6pCkPGtp5wHv27GH06NEh3Yrrgiary+VizZo1HDp0SO0ZjYmJoW3btipwkpZnW7ZsYfv27er86fj4eLp370779u1VnuXk5LBq1SqysrJwu93Uq1ePoUOHBhyLFSxDTeXdv39/dU1+fj4rVqygrKwMm81G165dyc3NJTMzk3bt2tGmTRt27NjBwYMHadCgAUajkZ07d+J0OklKSuLaa68N2Au7atUqpSwMGjQIn8/H+vXrCQsLY9CgQdhsNkpKSli5ciWVlZWYzWZGjhzJgQMH2LdvX0CdqK28g9Os5ZO2IBYbG8ugQYOU9bGsrIzly5dz6tQpXC4XVquVli1bKrd2j8fDmjVrAuprqHrt3/8sXLiQw4cPq+B1YWFhHD58mPr169O3b18qKytZsGABGRkZmEwm+vTpg8ViYd++fZhMJvr160dsbCz79u1j165duFwumjVrRq9evVi+fDm7d+9WWw2aN2+u8r19+/a0aNEioD/Q5Nq9ezerV6/G6XSSlpZGu3btOHz4sOrDtIWB9evXs3v3bkpLS7FYLHTu3Jm+ffuq52RmZrJq1Sry8vKw2+3YbDbatGmjggVqbaa2Nnvq1Cm2bdum0qq1R/8+s1OnTjRr1oy3336bTZs2ceWVV9K+fXu2bduGz+ejRYsWXHnllaoctD5OO2/8mmuuIScnh+3btxMTE6PKXKfTsWPHDrZu3UpZWRk6nY74+Hj69u2r3MNzc3PZsGEDer1e5Y3H42H16tUUFBTQtGlTOnfuzM6dOzl8+LDq9+saK0EQBEEQhHNDFOBaqGnCr1FWVkZ5eTn169f/JcT7SbhcLnJzc5k1axabNm0iNTWVsWPHYrVaf5Lb3f+6y15t8v/UfAlWhn8qFyqvteecT9ovZnn/HO+6kOX9v17368qFrncXk/fee4/169czfPhw7rnnnp/8vJ+rvxAEQRAE4edDXKBrwX/fmP++U809LTIy8gyXYf+oxBra75ry4x/8xn9PJRBwDQRGG9bc54KfFUpe7VmaLP6BdwwGA/v27eO9997D56s+IqVXr15YrdazWn9rk0X7HKzshfocLGMwdblGw//YH39ZavteK89g2fy/q+mac5HNP19Clc9PIZSstT2/pnocKu3+9St4z3VNMtRU3v7f1dY2/MtLe7b/NcGWWH8Z/L/T2oxWTtrvwe8Ibh81lXco/OuA9r665kVN9bImauovtPv931FTn6LtF/bPM+274Hw+W932v8//+uD3abLXpa3Vll9ne05t7VHrp7TvXS4XTqdTHXfkL0eod2r4R6GGwDIPbkfBbaYm+YLrgfbZ//mCIAiCIFx4RAGuA6GCK8GZ58z6/1abUuR/TU3X1RTQ5Wyyhbou+D06XXWEWi3YTb9+/Rg2bNg5WSxqm6CFel/w57NN8OpyjUZNSkRdvg9VBhdC/vOR93wIJX9d8yPUdcHPq4usZ8uv4O9qqmM1vSvU9XWt98Hf1SXNtbXL2p5d12eda/mfrb8Izttzyd/gtgB1U77876stPT+1rdXlObW1x+Dv69WrR7NmzUhMTFRKbV3eWdt7ztauzvc+QRAEQRB+HsQF+jLF6/WqAE6y10wQhMuBc7W+C4IgCIJw6SEKsBDSki0IgiAIgiAIgnCpIS7QlzGi+AqCIAiCIAiCcDkhPmAhuFyM4nXZ6ygIgiAIgiAIgnCpIApwCEQpFARBEARBEARBuPQQBTgIr9dLRkZGwBEYgiAIgiAIgiAIwv8+ogAH4fV6OXbsmCjAgiAIgiAIgiAIlxiiAIfAbDb/0iIIgiAIgiAIgiAIFxhRgENwuQTBEgRBEARBEARBuJwQBTgICYAlCIIgCIIgCIJwaSIKcBAej0cswIIgCIIgCIIgCJcgogD/P5rSm5OTQ1VVFXq9ZI0gCIIgCIIgCMKlhGh5/4/m+lyvXj0sFotEgRYEQRAEQRAEQbjEEAU4CIPBIPuABUEQBEEQBEEQLkFEAQ5C9v8KgiAIgiAIgiBcmogCLAiCIAiCIAiCIFwWiAIsCIIgCIIgCIIgXBaIAiwIgiAIgiAIgiBcFogCLAiCIAiCIAiCIFwWGH9pAQRBEAThcsfr86HFYNTpQC+nEQiCIAjCz4IowIIgCILwC+Lz/b/Cqwv8TnRgQRAEQbjwiAIchJwBLAiCIFwsfFQrujsySpi1LQOAMV3S6JAWXf3bLyqdIAiCIFx6iAIchMfjkbOABUEQhJ8drw/0OjiQXcatn6zndLEdgG83n+L7h/vSOjlSXSMIgiAIwoVBgmD9P5rSm5OTQ1VVFXq9ZI0gCILw8+H9/3Fn6f4cskscpMbYSI2xkV3iYPn+3IBrBEEQBEG4MIiW9/9ors/16tXDYrHg9Xp/YYkEQRCESxnNsBsbZsbj9eLyVP9x+7zEhpsCrhEEQRAE4cIgCnAQBoNB9gELgiAIPzt6nQ4fcF2HFK7vnEZ5lZvyKjdjOqcxokMKPiQatCAIgiBcaGQPcBCy/1cQBEG4GGi6baTVyJf39WDlgTzQwcCWiX4X/TKyCYIgCMKliijAgiAIgvALokV7Htgq8YzvBEEQBEG4sIgLtCAIgiD8gmiKrsfrw+P1BXwnCIIgCMKFRSzAgiAIgvArwCDnHQmCIAjCz45YgAVBEARBEARBEITLAlGABUEQBEEQBEEQhMsCUYAFQRAEQbgs8QFenw8fqP3XgiAIwqWN7AEOQs4AFgRBEITLAx3/HfdlD7YgCMLlgSjAQXg8HjkLWBAEQRAuYXy+6nOYK6rcvLvkEPuzSunRNJ4/DmqGQa+TY6gEQRAuYUQB/n98Ph86nY6cnByqqqrQ68U7XBAEQRAuVXw+eHrmTj5bfYwYm4kZ6RnYnR6eurqVUpAFQRCESw/R8v4fzQWqXr16WCwWvF7vLyyRIAiCIAgXGh/Vym2J3cnCPTnUj7YRZTMRF27hh51ZuL0+9Lrq6wRBEIRLD1GAgzAYDLIPWBAEQRAucawmA3FhZsrsTnw+KHW4SIy0VCu/ov0KgiBcsogCHITs/xUEQRCESxcd4PVVK8Av3dCOtLgwHC4PndJieH5kG/Q62QMsCIJwKaPzicYXgNvtZsuWLXTr1g2jUbZIC4IgCMKliLbPt7jSxZG8cq5IicZqEruAIAjCpY5oeIIgCIIgXHbodNVnAMeEmejaKBao/qyXbVCCIAiXNLLUKQiCIAjCZYlep8Pnq1Z8ff//WRAEQbi0EQuwIAiCIAiXLTod6GTHryAIwmWDWIAFQRAEQRAEQRCEywJRgAVBEARBEARBEITLAlGAg5AzgAVBEARBEARBEC5NRAEOwuPxyFnAgiAIgiAIgiAIlyCiAP8/mtKbk5NDVVUVer1kjSAIgiAIgiAIwqWEaHn/j+b6XK9ePSwWC16v9xeWSBAEQRAEQRAEQbiQiAIchMFgkH3AgiAIgiAIgiAIlyCiAAch+38FQRAEQRAEQRAuTUQBFgRBEARBEARBEC4LfhEF2N/KWpPFta6WWJ/PV+u1Z/tdEARBEARBEARBuDy46Aqwz+dDp9PhcDhwuVzodLqQCmpd9uFqz9KuDaVY+/8uCIIgCIIgCIIgXL5cdAVYp9ORl5fHjBkzWLZsGVVVVQEKqhZ9uaKiAqfTedZnVVRUUFRUhNvtDniOTqfD6/VSXFxMeXn5z5MYQRAEQRAEQRAE4X8G48V6kWaRXbJkCZs2bcJsNnPy5En27dvHmDFjaNiwIQB6vR673c4nn3zClVdeSYcOHfB6vQHn8vp8PjweD4sXL2bHjh3o9XrMZjMjRoygRYsWAJw6dYo5c+ZQXl6O1+ulVatWjBgxArPZDNTNwiwIgiAIgiAIgiBcOlwUC7Dmqnz8+HHWrFnDwIEDad68Ob169SIsLIypU6cCUFpayrp165g+fTqlpaUhlVSv14tOp2P79u2sXr2aTp06MXr0aMLCwpgxYwalpaW43W5mzZqFw+Fg9OjRDBgwgG3btrF69WpRfAVBEARBEARBEC5TLooFWFOAs7KyMJlM9O7dm4ULF5KQkECbNm3Ys2cPADk5Oaxduxaz2YzJZAr5LL1ej9frZdu2bTRu3Jirr74agLCwMD799FOOHj1KVFQUeXl53HrrrbRu3Rqotgjv3LmTgQMHYjKZlEyCIAiCIAiCIAjC5cFFsQBrimb9+vVxuVzMmDGDvLw8KisrSU5OZujQoQA0a9aMv/zlL9xyyy3AmZGgtc9Op5PCwkIaNWoEVFuF69WrR0REBKWlpeTm5mI2m2nQoAFerxefz0eDBg2w2+3Y7fY6ySoIgiAIgiAIgiBcWlwUC7CmVDZu3Jgrr7ySdevW4fF4yMnJ4ejRo/Tv35+0tDQVsdlgMNT6PE0RjoiIUM83Go3Kauzz+TCbzdhsNrV32Gw2o9fra3Sr9ng86HQ63G73BUu3cGmgLcPI0oggCIIgCIIg/G9z0YJgQbWi2r9/f7p27cqcOXNwOBycOnWK6dOn88ADD2Cz2YC6nQ2s/d//X/8/wfeF+k1zgz59+jTHjx/HbDbj8XjUPmPh8sb3/39pVcHr86GXenFR8AEeb3Vb1euQfBcEQRAEQRAuCBd1D/CBAwc4fvw4w4cPx2w20759e4xGI99++y15eXkqEnRNaNZcvV6PXq+nuLhYnSPscDiw2+1YLBb0ej0Oh4Py8nJiY2PR6XSUlZWh0+kC9hZrSm5qairJycnKArx9+/YalXDh8kH3/3+VV7kJMxtECbtI+KjOe6P+v/nt81uIEARBEARBEITz5aJFgYbqQFSrV6+moqICk8mkzuoFlPVXCebnrqwpuZmZmeTl5WGxWEhLS2Pfvn1UVFSg0+nYvXs3TqeTtLQ0GjRogNvtZvfu3eh0OhwOB3v27CE1NRWbzXZGACy9Xo/JZApwoxYuX3y+aiWszOHmz99up/erS7nq7VVsPl4EgFfWRn42fL5q5dfu8jB5/XE+XH6YY/kV6HT/dUUXBEEQBEEQhPPlou4Bbt++PVu2bGH8+PGEhYVRXFzMiRMnaNmyJQkJCUox9Xq9lJeX43K51P2VlZV88sknNGvWjLvuuovevXszefJkJk6cSEpKCtu2beOKK64gNTUVgHbt2rFo0SLy8/PJycmhoKCA66677qyyiuVX8OFDj46Plh/mPyuPkBxtJaOoiEe+3sbiJwYQZTUpK6Vw4al0ebhv0mbmbc9Ep9Mxfs0xpj3Ym2aJEeKGLgiCIAiCIPwkLmoU6Hr16nHHHXfQoEEDSkpKqKioYODAgYwePTrAIhsdHc3VV1+tlFmoDmJ11VVX0a1bNwCaNm3KnXfeSWJiIsXFxQwZMkQ9R6fTMXr0aIYOHUppaSlxcXHceeedNG3aNEAeQQiFpmBtO1lMbLgJk0FPfLiFrBIHJwoqAVko+TnweH3odLD2UD5L9uRQL8pKSoyNQznlfLPpFCDWd0EQBEEQBOGncVGDYGnHETVo0IA5c+bQqFEjOnbsqH7XFNOwsDD69+8fKKjRSN++fQOe1axZM5o1axbyXVarlcGDB5/xflF+hbOhWRm7NIph9vbTmAwGSuxOWiVH0TAuDJBFlJ8bn/bH58Or+aQLFwUt+Bs68XIQBEEQBOHS46JHgdYsZ8OHD8dgMKiIy8EKRajvtf3C2v5g7Vma27T/9VrEZ71eH3CdIJwNHTp8wCODm1Pp9PDjriy6N47l7yPaEG0zSUCmnwmDvjrf+7VI4Np29Zm7MxOA9mnR3N6zAVAdEVr4+VAu5hL5XBAEQRCESxSdT3w5A3C73WzZsoVu3bphNF7U9QHhV4rd5cFmqv1sauHCoO2t9vhg7vbTFNtdXNehPgkRFtl3fZFwe7ycKrKTHG2Vei8IgiAIwiWHaHiCUAOaC66mBIg17OdHy12DDq7v/N8YAGJ1/3nR6vaRvHL+OGUbB7JLSY628eHtnenWOA6vT6zvgiAIgiBcGlyUIFiC8L+IjuqAWJqLhCi/Fw8f1UGx3F6fKL8/M5pl3eeDF+fuZd3hAgx6PQeyy/jbjJ043V5RfgVBEARBuGQQBTgI2ScsBCM14uKjo3pPsFGvE+X3IqDT6XB7fRzJKycm3IxepyM2zMzJQjuVTg9QrSALgiAIgiD8ryMKcBAej0eOuBEE4bJBR/XxUiaDjgEtEsktc1DpdJNVYqdP83gibUa8Pp8sRAiCIAiCcEkge4D/H+2IpJycHKqqqtDrZW1AEITLAx3VrtDPjWhDdJiJ1Yfy6dggmj9f2RKDX8R9QRAEQRCE/3UkCnQQTqeTrVu30r17d4kCLQjCZYnsuxYEQRAE4VJFzJxBGAwG2QcsCMJliRZ8TKerjgwty6OCIAiCIFxqiIkzCDGIC4JwuaIFH/MhUc8FQRAEQbg0EQuwIAiCEICovoIgCIIgXKqIAiwIgiAIgiAIgiBcFogCLAiCIAiCIAiCIFwWiAIsCIIgCIIgCIIgXBaIAiwIgiAIgiAIwv+1d//BUdx3nv9f3T0/JCEkgQQSCCRhBAiwAJvfv/0DGwewgXVi55dvs1Sye4k3u5t8k0vdVeX29lK7laq9zeUuuYode+Nkc5vYxHZsjImN+WnAxhiBAAMCI5AQvwYhS+jXzGimu79/mJ6ThMSPBCQx83xUpZBmenre03SwXnp/fgApgQAMAAAAAEgJBOBu2AMYAAAAAJITAbgb27bZCxgAAAAAkhAB+Aov9IZCIUWjUZkmlwYAAAAAkgkp7wpv6HN+fr6CwaAcx+nnigAAAAAAtxIBuBvLspgHDAAAAABJiADcDfN/AQAAACA5EYABAAAAACmBAAwAAAAASAm+/i4A1+e6ktNpaLZlMkcZAAAAAG4WAfgOYBiS1WlhLtf99DEAAAAAwI0jAA9gXtBti8b1/M5TOtcU0WfuLtB9E4bJlUQGBgAAAIAbRwAeoLwBzzHb0Tf+fZ/WflintIClF3ad0r+tmaVH7i6Q47oyaQUDAAAAwA1hEaxuBsoewK7ryjCkqvMt2lJ1USOHpCs/KyjHdfW7vXWSJIMeMAAAAADcMAJwN7ZtD4i9gL1omxG0ZBqGojFHtitFYrYGBT9t3Pd/lQAAAABw5yAAX+GF3lAopGg0KtPs30tjGIZcVxo7LFN/8+A4Sa6awzFNHZWjp+8vvXIUERgAAAAAbpThDoR25wDS0dGhiooKzZw5Uz7fwJkifejsZZ1uaNfC8XnKSvP3dzkAAAAAcMcZOAlvgLAsa8DMA/a4rlRemK3ywuwr37sDrkYAAAAAGOgIwN0MxIa4YUiO68p1JdMwCL8AAAAA8EcgAN8hTMNg418AAAAA+BOwCBYAAAAAICUQgAEAAAAAKYEADAAAAABICQRgAAAAAEBKIAADAAAAAFICARgAAAAAkBIIwN2wxy4AAAAAJCcCcDe2bct13f4uAwAAAABwixGAr/BCbygUUjQalWlyaQAAAAAgmZDyrvCGPufn5ysYDMpxnH6uCAAAAABwKxGAu7Esi3nAAAAAAJCECMDdMP8XAAAAAJJTvwTgziGzp8Dpuu4NB9HrHXsz5wIAAAAAJK8+D8Cu68owDEUiEcViMRmGcVVANQwjMQy5t/DqPd7bsdd7HgAAAACQWvo8ABuGofr6er3yyivasmWLotHoVXNuW1pa1NTUlAjLvZ1HkhobG9XQ0CDbtrscaxiGOjo6dPHiRTU2NnZ5DQAAAAAg9fj66o287uumTZu0Z88eBQIBnT59WkePHtXq1atVXFyscDisDRs26Pjx4zJNU5mZmVq5cqVGjRqVCMPeedra2rR+/XpVV1fLsiylpaVpxYoVKi0tlSQdPXpUGzZsUDweVzweV1FRkR599FHl5ORcM1gDAAAAAJJTn3SAvcBZU1OjnTt3avHixSotLdWcOXOUkZGhtWvXynVd7d69WxUVFZo/f74ee+wxxeNxvfrqq+ro6Liqu7t582YdOXJEDzzwgFatWqW0tDS9+uqram9vV1tbm15//XUNGTJEq1at0v3336/q6mpt27atLz4uAAAAAGAA6pMOsBeAz58/L7/fr7lz5+rtt99WXl6eJk6cqKqqKsViMVVWVmrq1KlatGiRJMm2ba1du1bV1dWaOHGibNuWZVnq6OjQsWPHNHv2bM2dO1eSlJmZqeeff14nT55Udna2WltbtWrVKk2YMEGSVFVVpXPnztH9BQAAAIAU1ScB2AucI0aMUCwW0yuvvKJwOKzc3FwVFBSooKBA9fX1am1tVVFRUWLl5sLCQgUCATU0NHQ5n23bsm1b2dnZiccGDRokwzB06dIllZaWKi8vT7t375ZhGGpsbNSFCxc0Z86cxDDq680tBgAAAAAklz4NwCUlJVqyZInee+892batUCik6upq3XfffQoGgzJNUxkZGYmVm9PT02VZVuL13p/BYFBDhgzR3r17VVZWpszMTO3cuTMx3zctLU1jxozRBx98oIsXLyoSicg0TY0dO1aSrgrAjuMkFtGKx+N9cUkAAAAAAH2szxbBkj4NsAsXLtT06dO1bt06RSIR1dXV6bXXXtOyZctkmmaXrYocx+nyetd15TiOTNPU8uXL9dJLL+mZZ55RIBCQYRjy+/3KzMxUdXW19u3bp1mzZmn+/PlqamrShg0btH79en3ta19TIBBInM8wDJ09e1Y1NTUKBAKybVuO49AJBgAAAIAk06dzgI8dO6aamhotXbpUgUBA5eXl8vl8evnll9XY2CjTNNXc3Jx4zeXLlxWLxRQMBiVJlmUlnisoKNCaNWtUXV0tv9+vjIwMvfTSS8rJyVEoFJJlWXrkkUeUlpamYcOGae7cudq4caPC4bACgUCXLnBhYaEKCgoSHeDKykr2DAYAAACAJNNnq0BLUl1dnXbs2KG2tjb5/X4ZhpEYflxYWKihQ4fqyJEjiQ7soUOHZBiGxowZI0k6c+aMLl26JEl69tlntWvXLs2cOVPTpk3TmTNnZBiGSkpKJEnxeFznzp1L1FBfXy/TNOXzXZ35TdOU3++Xz+eT3++/zVcDAAAAANAf+nQOcHl5ufbu3atf/OIXysjIUFNTk2prazV27FgNHz5cc+bM0YsvvqgXXnhB2dnZ2r9/v+bNm6fc3Fy1tbXpueeeU2lpqZ566imVlpZq+/btiSHLFRUVevDBB5WWlqbS0lJlZ2frN7/5jaZNm6bLly/ryJEjWrhwoQYNGnTNRbDo/AIAAABAcjLcPk58dXV1qqio0MmTJ5WRkaHJkydr+vTpSk9Pl2EYOnz4sA4cOKBYLKZx48Zp1qxZsixL8Xhce/bsUU5OjiZPnizbtvXBBx+oqqpKlmVp8uTJmjFjRiLc1tfX68MPP9TFixdlmqYmTpyoGTNmXHdubzwe1969ezVjxoweu8UAAAAAgDtTnwbgzp3XdevWqbi4WFOnTr2t73OzCMAAAAAAkJz6fBVoL28vXbpUlmUl5vt6gdVb5bn71973knp8vvPXnd+np/MCAAAAAFJPn7c4O+/l25POIbV7YL3W992f694BJvwCAAAAQGojFQIAAAAAUgIBGAAAAACQEgjA3fyxi2cBAAAAAAY2AnA3tm2zFzAAAAAAJCEC8BVe6A2FQopGoyyaBQAAAABJhpR3hTf0OT8/X8FgMLHlEgAAAAAgORCAu7Esi3nAAAAAAJCECMDdMP8XAAAAAJITARgAAAAAkBIIwAAAAACAlEAABgAAAACkBAIwAAAAACAlEIABAAAAACmBAAwAAAAASAkE4G7YAxgAAAAAkhMBuBvbttkLGAAAAACSEAH4Ci/0hkIhRaNRmSaXBgAAAACSCSnvCm/oc35+voLBoBzH6eeKAAAAAAC3EgG4G8uymAcMAAAAAEmIANwN838BAAAAIDkRgAEAAAAAKYEADAAAAABICQRgAAAAAEBKIAADAAAAAFICARgAAAAAkBIIwAAAAACAlEAA7oY9gAEAAAAgORGAu7Ftm72AAQAAACAJEYCv8EJvKBRSNBqVaXJpAAAAACCZkPKu8IY+5+fnKxgMynGcfq4IAAAAAHArEYC7sSyLecAAAAAAkIQIwN0w/xcAAAAAkhMBGAAAAACQEgjAAAAAAICUQAAGAAAAAKQEAjAAAAAAICUQgAEAAAAAKYEADAAAAABICQRgAAAAAEBKIAB3YxhGf5cAAAAAALgNCMDd2LYt13X7uwwAAAAAwC1GAL7CC72hUEjRaFSmyaUBAAAAgGRCyrvCG/qcn5+vYDAox3H6uSIAAAAAwK1EAO7GsizmAQMAAABAEiIAd8P8XwAAAABITv0SgDuHzJ4Cp+u6NxxEr3fszZwLAAAAAJC8+jwAu64rwzAUiUQUi8VkGMZVAdUwjMQw5N7Cq/d4b8de73kAAAAAQGrx/TEv6hwkb3a+rGEYqq+v18aNG5WXl6f77rtPwWCwyzEtLS2ybVvZ2dm9nt97vLGxUY7jKCcnR5ZlXfV8Q0ODbNvWkCFD5Pf7b6pWAAAAAEDyuOEA7A0lNk3zqlDqrZh8ra2DvNC8adMm7dmzR4FAQKdPn9bRo0e1evVqFRcXKxwOa8OGDTp+/LhM01RmZqZWrlypUaNGJTrH3nna2tq0fv16VVdXy7IspaWlacWKFSotLZXrumpsbNRrr72mUCgk0zSVkZGhxx9/XCNHjkycCwAAAACQOq47BNoLvoZhJAJuNBpVJBJRNBpNhGLvuZ62D/JeX1NTo507d2rx4sUqLS3VnDlzlJGRobVr18p1Xe3evVsVFRWaP3++HnvsMcXjcb366qvq6OjoElgNw9DmzZt15MgRPfDAA1q1apXS0tL0+9//Xi0tLTIMQ2+++abOnj2rlStX6nOf+5xaWlr08ssvy7Ztwi8AAAAApKBrdoA7d0pra2u1f/9+ffzxxwqFQrJtW5ZladiwYbrrrrtUXl6usrKyHrvA3nnOnz8vv9+vuXPn6u2331ZeXp4mTpyoqqoqxWIxVVZWaurUqVq0aJEkybZtrV27VtXV1Zo4cWLiPTs6OnTs2DHNnj1bc+fOlSRlZmbq+eefV01NjUaNGqUTJ07oz/7szzRp0iRJ0he/+EUdO3bsll48AAAAAMCdo9cA7IXWCxcu6I033tCePXvU1NT06Yt8PlmWJcdxVFtbqw8//FAbNmxQWVmZVq5cqbKysi7h2ftzxIgRisVieuWVVxQOh5Wbm6uCggIVFBSovr5era2tKioqSnSdCwsLFQgE1NDQ0KU227YTc4Q9gwYNkvTp/OFz584pGAyqra1Nv/nNbxQOhzV58mQtXbq0y2frCd1hAAAAAEhOPQZgLyDW1dXphz/8oS5cuKD8/HzNmzdPJSUlSk9PVyAQUDweV3t7u86fP6/jx49r//79OnDggP76r/9a8+bNk+M4XeYMl5SUaMmSJXrvvfdk27ZCoZCqq6sTC2F5c3W9lZvT09NlWdZVQToYDGrIkCHau3evysrKlJmZqZ07dyoWi8l1XYXDYcViMW3btk2lpaUaPHiw1q1bp7q6Oj3++OM9zmH2hkbH4/Hbeb0BAAAAAP3kmgHYW0BqzZo1mj9/vnJycno9UUtLiw4ePKiXX35ZJ0+e1Lx58646xjAMLVy4UNOnT9e6desUiURUV1en1157TcuWLZNpml1WmO4+n9h13USoXr58uV566SU988wzCgQCMgxDwWBQPp9PrusqGo3qkUce0ezZsyV92iGuqKhQU1OThg4d2mWbpLNnz6qmpkaBQEC2bctxHDrBAAAAAJBkegzAXvibMGGC/umf/kmDBw9WY2OjYrGYTNOUZVmqrq7WuXPnlJubq7KyMg0ePFjz58/Xvffeq5aWli7n8QL1sWPHVFNTo6VLlyoQCKi8vFw+n08vv/yyGhsbZZqmmpubE6+5fPmyYrFYYpskb5sj13VVUFCgNWvWqLq6Wn6/XxkZGXrppZeUnZ2tjo4OBQIB3XXXXYmgW1hYqL1796q9vV1Dhw7tUl9hYaEKCgoSHeDKykr2DAYAAACAJNNrAHZdV4MHD1ZbW5t+9KMf6dChQ3r66ac1Y8YMvfHGG3rttdcUj8dlGIbKysr0H//jf1RmZqbS09OVnp6eOI/UdUj1jh07tGDBAvn9fhmGkRh+XFhYqKFDh+rIkSNasGCBTNPUoUOHZBiGxowZI0k6c+aM0tLSlJubq2effVbFxcV69NFHJUlbtmyRYRgqLi5WfX29HMdRVVWVFi5cKOnTRbwCgYCGDBly1eftvIo1nV8AAAAASE7X3Qf4t7/9rfbs2aPBgwcrPT1dly5d0u9//3sZhqGCggJ1dHRo3759evvtt/Xkk092GVrs8b4uLy/X3r179Ytf/EIZGRlqampSbW2txo4dq+HDh2vOnDl68cUX9cILLyg7O1v79+/XvHnzlJubq7a2Nj333HMqLS3VU089pdLSUm3fvj0xZLmiokJLlixRenq6Ro8eralTp+rtt9/WxYsXFYvFdOjQIT300EMaNGjQNRfBovMLAAAAAMnpmqtAX7hwQUePHlV2draeeuopjRgxQn/4wx8UiURUXFysb3zjG6qrq9Pzzz+vo0eP6uLFi8rJyVEgEOhyLi9s5ufn60tf+pIqKip08uRJZWRkaPHixZo+fbpc11V5eblM09SBAwfU1tam5cuXa9asWXJdV4FAQA8//HBiHvJDDz2krKwsVVVVybIsrV69WtOnT0+836pVqzRixAidOHFChmHoiSee0NSpU7vUAwAAAABIHYbbS8szGo3qf//v/61jx44pLS1NY8eOVSQS0enTp2XbtnJzcxNhtKamRpI0dOhQfeELX9Ddd9+dWKyqs86d13Xr1qm4uDgRSgeKeDyuvXv3asaMGfL5rtsgBwAAAADcIczenggGg/rGN76hrKwsxeNxzZs3T+Xl5YrFYvL5fPrmN7+pr3/96yovL1ckEtGoUaP0/e9/X5MmTfr0xObVp/bmFruuq6VLl2ry5MlyHKfXlZ+7rwLtOE6vz3c/9kaeBwAAAACkjl5bnI7jaNCgQbr33nv12muv6bnnnpMkNTc368EHH9TIkSP105/+VB9++KHC4bAmTJigtLS0RKDtbZhx5718e9I5OHcP0df6vqfAfb3nAQAAAACpo9cA7AXVL33pS7IsS/v27VM8HtesWbP0xBNPyHVdhcNhmaapRYsW6eGHH5Zt24mtigAAAAAAGEh6nAPsdXBDoVBiwStJif11Jcm2bZ0/f14+n08FBQWJ14ZCIV2+fFnjx4+/Zid4oGIOMAAAAAAkpx4Tnhdca2tr9X/+z//Rfffdp/nz5+uuu+5KHGNZlkaNGiVJisViOn/+vCoqKvTGG29o4cKFd2wAvtPqBQAAAADcmB4DsBcCS0pKVFRUpDfeeEM7duxQfn6+7rrrLg0dOlQ+n0+2bau5uVk1NTU6f/68Ll26pLy8vC7bEd1pbNtmL2AAAAAASEK9boPkCYfD2rhxo7Zt26ZQKKSOjg6Zppno7jqOI5/Pp6FDh2rGjBlatmyZCgoK7rjur1dvXV2dqqurtWjRIhbOAgAAAIAkcs0A3DnEtrS0aN++faqtrdX58+cTIXjYsGEqKirS1KlTlZeXd9Xr7jQdHR2qqKjQzJkzmQMMAAAAAEnkmgmv8769gwcP1uLFiyWpyxDhzkHXe/xODb/Sp3Ob7+T6AQAAAAA9u26L0zCMLkFY6rqnruu6chxHpmkmRXBk/i8AAAAAJKcbHuPbOQg7jpN4TBJ7/wIAAAAABrybmuSaTJ1eAAAAAEBqueEA7LquTNNUPB5XXV2dWlpaVFRUJMuyNHjw4NtZIwAAAAAAf7IbCsDeqs6VlZVau3atPvnkE0UiEX3ta1/T9u3blZubqzVr1iRWTaZDDAAAAAAYaK670a3jOIn9cX/2s5/p9OnTib1/JSkSieitt97Sxo0bE3OEAQAAAAAYaK4bgL1Ae+DAATU2Nuree+/Vn/3ZnykejystLU2LFy9WZmam9u/fnxgmDQAAAADAQHPdtOoNZ758+bJs29ayZcs0bdo0RaNR+Xw+Pfjgg8rMzFRzc7NisZikO3srIYZvAwAAAEByuuF2bXp6ukzT1LvvvqsTJ04oEAgoEononXfeUWtrq7Kzs+X3+yXd2SHStu07OsADAAAAAHp2w6tAT5kyRW+++aZ27NihyspKDRo0SP/+7/+utrY2dXR0aMaMGTIMI7FV0p3GW+grFAopGo3ekZ8BAAAAANC766Y80zTluq5KS0v1F3/xFxo+fLgikYhaWlrU3Nwsn8+nhx56SA8++GAiRN6JvLrz8/MVDAblOE4/VwQAAAAAuJVuqAPsre68YMEClZWVaf/+/ZI+DcejR4/W+PHjb2uRfcmyrDs2xAMAAAAAendD43y9zu727dv13//7f9elS5f00EMPKScnR88884zeeeed211nn2H+LwAAAAAkp+t2gL05vceOHdO//du/6fLlywqFQnIcR/X19Tp16pR+9atfyefz6f77779j5wADAAAAAJLbDe8DfOTIEbW3t2vq1Kl6+OGHJUnTpk3TsmXL5PP59N5777EPMAAAAABgwLrhfYBjsZgikYgWLlyoSZMmyTAMFRQU6M///M+VlpamxsZGdXR0SGIYMQAAAABg4LnuEGgvzAYCAQWDQe3cuVN5eXkqKSlRS0uL3nnnHUWjUQ0bNkyWZd32ggEAAAAA+GNcNwB7Q5qnTJmi9evXq6qqSj/5yU+UkZGhWCymtrY2tbW1aerUqfL5fMwBBgAAAAAMSDc0B9i2bd111136y7/8SxUUFCgajSoUCuny5csKBAJasmSJPvOZz9zR+wADAAAAAJLbDXeAJWnWrFmaNWuWjh8/rqamJvn9fo0ZM0Y5OTm3s0YAAAAAAP5kPQZgr5Pb1tamyspKZWdnKy8vTydOnFAwGJTf71d6erpc19XJkyfV3t6ukSNH6q677rrju8B3cu0AAAAAgN5dMwCfOHFCP/7xj1VaWqp58+bp17/+tdLS0uQ4TuJYy7LU1tam+++/X08//XSfFX672LbNKtYAAAAAkISuOQTa7/crNzdX2dnZysrK0ogRIxQIBBSPxxPHGIah9PR0DR48+LYXezt5oT8UCikajbKQFwAAAAAkGcO9RrvTcRx1dHTIMAy1t7erpaVFfr9fOTk5XYYKu64rn88nv9/fJ0XfTh0dHaqoqNDMmTPl8113ijQAAAAA4A5xzYRnmqbS0tIkSa+++qrWr1+v+fPn6xvf+EafFNcfLMtiHjAAAAAAJKHrjvO1bVuSVFZWpkAgoNraWjU1Nd3uuvoN838BAAAAIDnd8DZIQ4YM0bBhw3Tp0iX98z//syZOnCjLsiR9Omx4/Pjxmjt37h2/CjQAAAAAIDldNwA7jiPLsnTo0CEdP35cQ4YM0alTp3Ts2DFJnwbk1tZWLVmyRHPnzr3tBQMAAAAA8Me4bgD2urnl5eV67LHHZFmWYrGYTNOUYRgyDEPRaFTjx4/vcjwAAAAAAAPJDQ+BzszM1MqVK5WWlqZBgwbd9sIAAAAAALiVeg3AnffF/eUvf6mamhpZliXHcXTvvffqi1/8YmKFaK/rS/cXAAAAADBQXXMVaMdx9Ktf/UoHDhxQJBJRS0uLIpGINm7cqC1btiS6w95QaAAAAAAABqoeA7DX/W1oaFBNTY0yMjK0ePFiff3rX9e4ceMUDAZ15MgRua6bCMHJgiAPAAAAAMnpmnOAY7GYbNvW4MGD9YUvfEHBYFBpaWk6fPiw4vG4HMfpMvw5GcKjbdvsBQwAAAAASeiaAdgLtH6/X36/X5KUnp4u0zRlmmZiH+Bk0HnOczQaTbrONgAAAACkuhvaBqmjo0P79+9Xenq6Tp06JcuyFA6H9dFHH0mS4vG4hg0bpsLCwkSQvNN4Nefn5+vMmTNyHIcQDAAAAABJ5JoB2Jvj29bWpp/97GeJkBgIBHT+/Hn9+Mc/lmmaam1t1eLFi/VXf/VXfVL07WRZ1h0Z4AEAAAAA13bdACx9uhdw51DodXl9Pp9M05Tf70+a4dDM/wUAAACA5NRjAPbC7rBhw/Sd73znmicwDEO2bWvo0KE3/Kadh0n3NGTaC6E30om9kWNv5nwAAAAAgOR0zQ5wIBDQXXfddVMnvF7I9AJvJBKRZVny+/1XheCeus29nedGjiX4AgAAAACuu8qT67rX/Z/jODc8dNgwDNXX1+uVV17Rli1bFI1GrwqoLS0tampquuaCWt7jjY2NamhokG3bvXaSw+Gwmpqabqg+AAAAAEByuqFVoG/FMV4Y3bRpk/bs2aNAIKDTp0/r6NGjWr16tYqLixUOh7VhwwYdP35cpmkqMzNTK1eu1KhRoxJh2DtPW1ub1q9fr+rqalmWpbS0NK1YsUKlpaVdwng8HteLL74ox3G0Zs0ausEAAAAAkKL6ZJ8fL7zW1NRo586dWrx4sUpLSzVnzhxlZGRo7dq1cl1Xu3fvVkVFhebPn6/HHntM8Xhcr776qjo6Oq4aIr1582YdOXJEDzzwgFatWqW0tDT9/ve/V0tLSyIoG4ahrVu36uOPP5ZpmixwBQAAAAAprM8CsCSdP39efr9fc+fOVTAYVF5enh577DHNnDlTsVhMlZWVmjp1qhYtWqSJEyfqwQcf1KVLl1RdXS1JiWHOHR0dOnbsmGbPnq25c+eqrKxMK1asUHt7u44fP/7pBzNNHT9+XBUVFSoqKupxiDQAAAAAIHVcdwj0reAFzxEjRigWi+mVV15ROBxWbm6uCgoKVFBQoPr6erW2tqqoqCgxt7iwsFCBQEANDQ1dzmfbtmzbVnZ2duKxQYMGyTAMNTY2SpKam5v1yiuvaNasWUpLS9P+/ftvqlYAAAAAQHLpkw6wFypLSkq0ZMkSnTp1SmfPntX27dv1m9/8RufOnZNpmjJNUxkZGTIMQ6ZpKj09XZZlJV7v/RkMBjVkyBDt3btXly5dUiQS0c6dOxWLxRLHrFu3TpmZmXrwwQcVj8evWjG6M8dxFIvFFI/HFYvF+uCKAAAAAAD6Wp90gD2GYWjhwoWaPn261q1bp0gkorq6Or322mtatmzZVfN0Hcfp8npvxWnTNLV8+XK99NJLeuaZZxQIBGQYhvx+vzIyMnTo0CEdP35cTzzxhNra2tTa2irHcdTc3KzBgwdftQfx2bNnVVNTo0AgINu25TgOnWAAAAAASDJ9EoC9oHns2DHV1NRo6dKlCgQCKi8vl8/n08svv6zGxkaZpqnm5ubEay5fvqxYLKZgMChJsiwr8VxBQYHWrFmj6urqRPBdu3atMjMzVVdXJ5/Pp82bNyeGS7uuq5///Od68sknNXr06C5bLBUWFqqgoECGYSgej6uyspIFswAAAAAgyfRpAK6rq9OOHTu0YMEC+f1+GYYhx3Fk27YKCws1dOhQHTlyRAsWLJBpmjp06JAMw9CYMWMkSWfOnFFaWppyc3P17LPPqri4WI8++qgkacuWLTJNUyUlJRo1apTKysokfRqaKysrdebMGS1fvlzDhg27qj5v+LXEHGAAAAAASFZ9ughWeXm59u7dq1/84hfKyMhQU1OTamtrNXbsWA0fPlxz5szRiy++qBdeeEHZ2dnav3+/5s2bp9zcXLW1tem5555TaWmpnnrqKZWWlmr79u2JIcsVFRVasmSJBg8eLEkaMmRI4v2PHz+uSCSikpKSq2rqjs4vAAAAACQnw+3jxFdXV6eKigqdPHlSGRkZmjx5sqZPn6709HQZhqHDhw/rwIEDisViGjdunGbNmiXLshSPx7Vnzx7l5ORo8uTJsm1bH3zwgaqqqmRZVuI83h7A0v/rPJ86dUoNDQ2aMWPGdTu88Xhce/fu1YwZM+Tz9ekUaQAAAADAbdSnAbjzvNt169apuLhYU6dO7au3vyEEYAAAAABITn2+CrSXt5cuXSrLshIrLnvB2FvlufvX3veSeny++7GdefsK9/Y8AAAAACD59XmLs/Nevj3pHFK7B9ZrfX+tcHutPYABAAAAAKmBligAAAAAICUQgAEAAAAAKYEA3A1DpQEAAAAgORGAu7Ftm72AAQAAACAJEYCv8EJvKBRSNBplxWgAAAAASDKkvCu8oc/5+fkKBoOJLZcAAAAAAMmBANyNZVnMAwYAAACAJEQA7ob5vwAAAACQnAjAAAAAAICUQAAGAAAAAKQEAjAAAAAAICUQgAEAAAAAKYEADAAAAABICQRgAAAAAEBKIAB3wx7AAAAAAJCcCMDd2LbNXsAAAAAAkIQIwFd4oTcUCikajco0uTQAAAAAkExIeVd4Q5/z8/MVDAblOE4/VwQAAAAAuJUIwN1YlsU8YAAAAABIQgTgbpj/CwAAAADJiQAMAAAAAEgJBGAAAAAAQEogAAMAAAAAUgIBGAAAAACQEgjAAAAAAICUQAAGAAAAAKQEAjAAAAAAICUQgLsxDKO/SwAAAAAA3AYE4G5s25bruv1dBgAAAADgFiMAX+GF3lAopGg0KtPk0gAAAABAMiHlXeENfc7Pz1cwGJTjOP1cEQAAAADgViIAd2NZFvOAAQAAACAJEYC7Yf4vAAAAACQnAjAAAAAAICUQgAEAAAAAKYEADAAAAABICQRgAAAAAEBKIAADAAAAAFICARgAAAAAkBIIwN2wBzAAAAAAJCcCcDe2bbMXMAAAAAAkIQLwFV7oDYVCikajMk0uDQAAAAAkE1LeFd7Q5/z8fAWDQTmO088VAQAAAABuJQJwN5ZlMQ8YAAAAAJIQAbgb5v8CAAAAQHLqlwDcOWT2FDhd173hIHq9Y2/mXAAAAACA5NXnAdh1XRmGoUgkolgsJsMwrgqohmEkhiH3Fl69x3s79nrPAwAAAABSi6+v39AwDNXX12vjxo3Ky8vTfffdp2Aw2OWYlpYW2bat7OzsXufjeo83NjbKcRzl5OTIsqwuz8fjcTU1Ncl1XeXm5rKyMwAAAACksD4LwF73ddOmTdqzZ48CgYBOnz6to0ePavXq1SouLlY4HNaGDRt0/PhxmaapzMxMrVy5UqNGjUp0jr3ztLW1af369aqurpZlWUpLS9OKFStUWloqSTp27Jg2bNigaDQqx3E0ZMgQPfbYYyosLEycCwAAAACQOvqkJeoFzpqaGu3cuVOLFy9WaWmp5syZo4yMDK1du1au62r37t2qqKjQ/Pnz9dhjjykej+vVV19VR0dHl8BqGIY2b96sI0eO6IEHHtCqVauUlpamV199Ve3t7Wpvb9cbb7yh9PR0rVy5UsuXL1dzc7Nef/31xLBrAAAAAEBq6ZMOsBeAz58/L7/fr7lz5+rtt99WXl6eJk6cqKqqKsViMVVWVmrq1KlatGiRJMm2ba1du1bV1dWaOHGibNuWZVnq6OjQsWPHNHv2bM2dO1eSlJmZqeeff16nTp1Senq6Ll68qJUrV2rcuHGSpHA4rI0bN6qpqUnDhg2jCwwAAAAAKaZPArAXNEeMGKFYLKZXXnlF4XBYubm5KigoUEFBgerr69Xa2qqioqLEys2FhYUKBAJqaGjocj7bthNzhD2DBg2SaZq6dOmSpk2bphUrVig/Pz/xfCgUkmVZCgQCN1QrAAAAACC59GkALikp0ZIlS/Tee+/Jtm2FQiFVV1cnFsIyTVMZGRmJlZvT09NlWVbi9d6fwWBQQ4YM0d69e1VWVqbMzEzt3LlTsVhMsVhM2dnZiS5yc3Oztm7dqg8++EALFixQVlbWVd1fx3Fk23Zi4SwAAAAAQPLp01WgDcPQwoULNX36dK1bt06RSER1dXV67bXXtGzZMpmm2WWrIsdxurzedV05jiPTNLV8+XK99NJLeuaZZxQIBGQYhoLBoHw+X+K4vXv3avv27ero6NDSpUu1cOHCLsHXC8Jnz55VTU2NAoGAbNuW4zh0ggEAAAAgyfTpHOBjx46ppqZGS5cuVSAQUHl5uXw+n15++WU1NjbKNE01NzcnXnP58mXFYrHENkneNkeu66qgoEBr1qxRdXW1/H5/YjEtb+ukt956S++//76mT5+uxYsXa+jQoVfV5YXcwsJCFRQUJDrAlZWV7BkMAAAAAEmmz1aBlqS6ujrt2LFDbW1t8vv9MgwjMfy4sLBQQ4cO1ZEjRxId2EOHDskwDI0ZM0aSdObMGV26dEmS9Oyzz2rXrl2aOXOmpk2bpjNnzkiSJkyYoNOnT+vDDz/UkiVLtHr1ag0dOjTR2e2JaZry+/3y+Xzy+/19cEUAAAAAAH2tT+cAl5eXa+/evfrFL36hjIwMNTU1qba2VmPHjtXw4cM1Z84cvfjii3rhhReUnZ2t/fv3a968ecrNzVVbW5uee+45lZaW6qmnnlJpaam2b9+eCLYVFRV64IEHlJGRoY8//ljhcFj79+/Xvn37EotqBQIBrVmzRpmZmb2uAk3nFwAAAACSk+H2ceKrq6tTRUWFTp48qYyMDE2ePFnTp09Xenq6DMPQ4cOHdeDAAcViMY0bN06zZs2SZVmKx+Pas2ePcnJyNHnyZNm2rQ8++EBVVVWyLCtxHm+/4dra2qvmFJumqRkzZigtLa3XAByPx7V3717NmDFDPl+fTpEGAAAAANxGfRqAO4fOdevWqbi4WFOnTu2rt78hBGAAAAAASE59vgq0l7eXLl0qy7IS8329YOyt8tz9a+97ST0+3/lrb8hzTzqfDwAAAACQOvq8xdl5L9+edA6o3cPqtb7v/HXnQA0AAAAAgNRHq0ADAAAAANDfCMAAAAAAgJRAAO6GodMAAAAAkJwIwN3Yts1ewAAAAACQhAjAV3ihNxQKKRqNslo0AAAAACQZUt4V3tDn/Px8BYPBxJZLAAAAAIDkQADuxrIs5gEDAAAAQBIiAHfD/F8AAAAASE4EYAAAAABASiAAAwAAAABSAgEYAAAAAJASCMAAAAAAgJRAAAYAAAAApAQCMAAAAAAgJRCAAQAAAAApgQDcjWEY/V0CAAAAAOA2IAB3Y9u2XNft7zIAAAAAALcYAfgKL/SGQiFFo1GZJpcGAAAAAJIJKe8Kb+hzfn6+gsGgHMfp54oAAAAAALcSAbgby7KYBwwAAAAASYgA3A3zfwEAAAAgORGAAQAAAAApgQAMAAAAAEgJBGAAAAAAQEogAAMAAAAAUgIBGAAAAACQEgjAAAAAAICUQADuhj2AAQAAACA5EYC7sW2bvYABAAAAIAkRgK/wQm8oFFI0GpVpcmkAAAAAIJmQ8q7whj7n5+crGAzKcZx+rggAAAAAcCsRgLuxLIt5wAAAAACQhAjA3TD/FwAAAACSEwEYAAAAAJASCMAAAAAAgJRAAAYAAAAApAQCMAAAAAAgJRCAAQAAAAApgQAMAAAAAEgJBOBu2AMYAAAAAJITAbgb27bZCxgAAAAAkhAB+Aov9IZCIUWjUZkmlwYAAAAAkgkp7wpv6HN+fr6CwaAcx+nnigAAAAAAtxIBuBvLspgHDAAAAABJiADcDfN/AQAAACA59UsA7hwyewqcruvecBC93rE3cy4AAAAAQPLq8wDsuq4Mw1AkElEsFpNhGFcFVMMwEsOQewuv3uO9HdvT8wAAAACA1NXnAdgwDNXX1+uVV17Rli1bFI1GrwqoLS0tampqSoTl3s4jSY2NjWpoaJBt212ONQxDjuOoqalJra2tt+8DAQAAAADuCL6+eiOvI7tp0ybt2bNHgUBAp0+f1tGjR7V69WoVFxcrHA5rw4YNOn78uEzTVGZmplauXKlRo0YlwrB3nra2Nq1fv17V1dWyLEtpaWlasWKFSktLJUl1dXVat26dWltb5TiOJkyYoOXLlysQCEgSXWEAAAAASDF90gH2wmtNTY127typxYsXq7S0VHPmzFFGRobWrl0r13W1e/duVVRUaP78+XrssccUj8f16quvqqOj46ru7ubNm3XkyBE98MADWrVqldLS0vTqq6+qra1N8Xhcv//97xWJRLRy5UotWrRI+/bt044dOwi+AAAAAJCi+qQD7AXg8+fPy+/3a+7cuXr77beVl5eniRMnqqqqSrFYTJWVlZo6daoWLVokSbJtW2vXrlV1dbUmTpwo27ZlWZY6Ojp07NgxzZ49W3PnzpUkZWZm6vnnn1dNTY3S09NVX1+vJ598UmVlZZI+7QgfPHhQixcvlt/vv+bwagAAAABA8umTAOwFzREjRigWi+mVV15ROBxWbm6uCgoKVFBQoPr6erW2tqqoqCixcnNhYaECgYAaGhq6nM+2bdm2rezs7MRjgwYNkiRdvnxZLS0t8vv9Gj16tBzHkWEYGj16tKqrqxUOh+X3+69bKwAAAAAgufRpAC4pKdGSJUv03nvvybZthUIhVVdX67777lMwGJRpmsrIyEis3Jyeni7LshKv9/4MBoMaMmSI9u7dq7KyMmVmZmrnzp2Kx+NyXVeO4ygYDCo9PV2m+eko70AgINM0ewy4juMkFtGKx+N9cUkAAAAAAH2szxbBkj4NsAsXLtT06dO1bt06RSIR1dXV6bXXXtOyZctkmmaXrYwcx+nyei/cmqap5cuX66WXXtIzzzyjQCAgwzAUCATk8/kSr+u8PVLn/3U+n2EYOnv2rGpqahQIBGTbdqJrDAAAAABIHn06B/jYsWOqqanR0qVLFQgEVF5eLp/Pp5dfflmNjY0yTVPNzc2J11y+fFmxWEzBYFCSZFlW4rmCggKtWbNG1dXV8vv9ysjI0EsvvaTs7Gw1NzcrEomopaVFQ4YMkWEYamlpkWEYXYY/eyG3sLBQBQUFiQ5wZWVlr/sPAwAAAADuTH22CrT06UJUO3bsUFtbm/x+f2KvXtu2VVhYqKFDh+rIkSOJDuyhQ4dkGIbGjBkjSTpz5owuXbokSXr22We1a9cuzZw5U9OmTdOZM2dkGIaKi4s1YsQI2batjz76SIZhKBKJ6PDhwyosLFR6evpVC2CZpim/3y+fz3fN+cEAAAAAgDtXn84BLi8v1969e/WLX/xCGRkZampqUm1trcaOHavhw4drzpw5evHFF/XCCy8oOztb+/fv17x585Sbm6u2tjY999xzKi0t1VNPPaXS0lJt3749MWS5oqJCS5YsUXp6ugoLCzV58mRt3LhRly5dUigUUkNDg1asWHHdWun8AgAAAEByMtw+Tnx1dXWqqKjQyZMnlZGRocmTJ2v69OlKT0+XYRg6fPiwDhw4oFgspnHjxmnWrFmyLEvxeFx79uxRTk6OJk+eLNu29cEHH6iqqkqWZSXO44XtSCSi999/X7W1tUpPT9f06dNVWlp63fri8bj27t2rGTNmyOfr0ynSAAAAAIDbqE8DcOehx+vWrVNxcbGmTp3aV29/Q3v/EoABAAAAIDn1+SrQXt5eunSpLMtKzPf1gqm3ynP3r73vJfX4fPdjvRWfO68szcrOAAAAAJC6+rzF2Xkv3550DrGdv77e992f6xyqCb4AAAAAgD5ZBRoAAAAAgP5GAAYAAAAApAQCcDcMlwYAAACA5EQA7sa2bfYCBgAAAIAkRAC+wgu9oVBI0Wj0qkW1AAAAAAB3NlLeFd7Q5/z8fAWDwcSWSwAAAACA5EAA7sayLOYBAwAAAEASIgB3w/xfAAAAAEhOBGAAAAAAQEogAAMAAAAAUgIBGAAAAACQEgjAAAAAAICUQAAGAAAAgNvIdSXbceWw4G6/8/V3AQAAAACQrFxXMgzJurLVqiuJTVf7DwEYAAAAAG4DV5+G33NNYe060aAROWlaUJrX32WlNAJwN4bB72MAAAAA/Gkc15VpGDp87rKe+tc9qvukXYYh/X8Plel7n5mQ6AyjbzEHuBvbtuUyNh8AAADAn+TTdPuzbSd14mKrhgwKKOiz9LPtJ3TyUpsMQ+SOfkAAvsK7+UKhkKLRqEyTSwMAAADgj+M1d8MdcQV9pkxDCvhMOa6r9qgt6dMh0uhbpLwrvKHP+fn5CgaDchynnysCAAAAcKdyrsTbR6cWKu64CjVHdbYxrLl35WlCQaZc12X6ZT9gDnA3lmVxIwIAAAD4k3irPq+6Z6QCvtl69+NLGj44qD+fVyK/ZX4agPu5xlREAO6GcfgAAAAAbqVl5SO0rHxEl8douvUPAjAAAAAA3Ea28/+abKZhsPpzPyIAAwAAAMBtZJkk3oGCRbAAAAAAACmBAAwAAAAASAkEYAAAAABASiAAAwAAAABSAgG4G5YjBwAAAIDkRADuxrZt9gIGAAAAgCREAL7CC72hUEjRaFSmyaUBAAAAgGRCyrvCG/qcn5+vYDAox3H6uSIAAAAAwK1EAO7GsizmAQMAAABAEiIAd8P8XwAAAABITgTgHhiGQRcYAAAAAJKMr78LGIji8bhisdgt6Qabpjkg5xMPxLoGYk3Sp78QGYgjAwbq9aKuGzcQa5K452/WQKxrINYkDdy6uOdv3ECsSaKum8U9f+MGYk3SravLdV1ZlpVSCwAb7kC8+/uR4zg6cuSILl++LMuy/qRzua6raDSqYDA4oDrKA7GugViTx7btP/leuNUG6vWirhs3EGvycM/fuIFY10CsSRq4dUnc8zdqINYkUdcfg3v+xgzEmqRbV5dhGOro6FBJSYlGjx4t13UH1Oe8XQjAvYjFYn/yDeA4jkKhkPLz8wfUb1UGYl0DsSbp09EA+/fv1z333COfb+AMmBio14u6btxArEninr9ZA7GugViTNHDr4p6/cQOxJom6bhb3/I0biDVJt7YuOsAAurBtW3v37tWMGTMG3G9KgduBex6phnseqYZ7HqkudaJ+Pxmov18YiHUNxJocx1FHR8eAnPsxEK+XRF03YyDWxD1/8wZiXQOxJmlg1sU9f3MGYk0Sdd0M7vmbMxBrkgZuXXcCAvBtNlDH0Q/EugZiTZZlacyYMQPyN6QD8XpJ1HUzBmJN3PM3byDWNRBrkgZmXdzzN2cg1iRR183gnr85A7EmaeDWdSdgCDQAAAAAICXQAQauwXVdOY7DMBOkFNd1ueeRMvh3HqmGex6pjg4w0ItUWQoe6I57H6mCex2ppvs9z/8HkIroAAO9MAxD7e3tunDhgpqamvq7HKBPeD8MNTY2KhwO93c5wG1lGIai0aguXLigxsbG/i4HuO0Mw1BLS4tCoZDa29sJv0hJA2fzL2CA8IYGvfPOO9q3b598Pp9isZgmT56sRx55RMFgUBKLDyD5eOH3zJkzeuGFF/TQQw9pzpw5chwnpfYHRPLz7vWDBw9q48aNcl1XHR0dKisr06OPPqpAIEBnDEnDG+wZj8e1ceNGHThwQJZlyXEczZ07V4sXL+ZeR0ohAAOdeD/oHzp0SLt27dLs2bNVVlamEydO6N1339WQIUO0ePFi5s0g6Xj3dCQS0RtvvKFoNNrPFQG3h/fvfCgU0muvvabRo0frwQcf1KlTp7Ru3Trl5+drwYIFBGAkDdd1ZZqmKisrtXv3bt13330aPXq0Dhw4oC1btmjkyJEaP3489zxSBgEY6MT7h7+qqkqZmZlasWKFJKm0tFQ1NTWqqanhN6VISt4PSBs2bFAkElFOTo5s2+7vsoDb5tChQ/L7/fryl78sv9+voqIiGYahnJwcSYzyQfLw7uWzZ88qKytLDz74oCRp2LBh+uijj3Tx4kUCMFIKARjoxPuHf+rUqRo/fnyiU9Dc3KyWlpbED0b8RwLJxAu/+/fv18GDB/XUU0/prbfeIgAjKXnD+c+fP6/hw4dr9+7dOnbsmDIzMzV37lwVFxdLIgAjeXg/sxQVFenw4cPatGmTiouLVVlZqUGDBnHPI+UQgIEeTJw4MfF1TU2N1q9fr3A4rJkzZ/ZjVcCt5/1gdOnSJW3YsEEPPPCAxo4dq0gkIp+P/0QgOdm2nVj8qqmpSWVlZaqpqdHzzz+vJ554QuXl5fyiE0nDu4/Hjh2r9PR07dixQ5WVlWpqatLYsWNVUFDQzxUCfYufboBeNDQ0aPv27aqsrFRBQYH+w3/4DyopKZHEb0mRHDovjLJu3ToNGTJE06ZNU2NjowzDUFtbmzo6OuT3+/u5UuDWi8fjSk9P11e+8hXl5uaqtbVVzz77rA4ePKjy8nL+nUdScV1X77zzjsLhsFavXq3i4mIdPHhQW7du1Y4dO/TAAw/wSx+kDAIw0In3j39TU5N++9vfqrm5WStWrNCMGTNYBRdJyTAMRSIRNTQ0yDRNPf/883IcR67rau/evTp//ry+/OUv80MRkoplWQoEAvL7/crNzZVt28rMzFReXp7a2toIAkgqhmEoHo/r9OnTmjBhgqZNmyZJWrx4sY4dO6YLFy5IEj/nIGUQgIEe7Nq1S83NzVqzZo0KCgrkOI7i8ThDQpFUvB/w09PT9fnPfz4x59d1Xb3++uuaOHGi7r333v4sEbjlvHA7fPhwHThwQBcvXtTw4cPV3NysUCikcePGyTAMQjCSimmaCgaD+uSTT9TR0aFAIKDW1la1tLQoNzdXEuubIHXw0zzQiWEYsm1b1dXV6ujo0O9+9ztFo1FZlqVIJKLy8vLEytBAsrAsS6NHj+7yWHt7u7KysjRy5Eg5jtNPlQG3z5w5c1RVVaVf/vKXmjRpkqqrq2XbtmbNmtXfpQG3lLfQ4fTp07V+/Xr967/+q8aMGaOqqiq1t7fzi06kHMNlQ1OgC8dxtG/fPoXD4cQcSW/40LBhw3T33Xf3c4XArdf5PwWu62rPnj0aOXJkIhjTFUAy8Tpd9fX12r17ty5duqScnBzNmTNHI0aMoBOGpFVVVaWDBw+qra1NmZmZmj17toqKivq7LKBPEYABAEDK6S3kEn6RarjnkWoYAg304FpDPlkkAqnAcRwZhsEPRUha3jzfnr4GklXnf9u555Gq6AADAAAAAFICrSwAAAAAQEogAAMAAAAAUgIBGAAAAACQEgjAAAAAAICUQAAGAAAAAKQEtkECANwUb5uwzttoDKTtwRzHkeu6Mk0zJbf36Pz386d8ftd15TjOVdfRdd0u26fcrmt8qz6H9P8+i2EYA+peBQD0PbZBAgDcENd1rxlErvf87dD5P2G9vfeNHIPU0R/3KQBg4CAAAwCuywsNjuPovffeU11dnWzbls/nU2lpqWbMmNHfJUqSOjo69MEHH6ijo0MzZ85UVlZWf5fU5w4fPqxLly5p7NixGjVq1E0HPu/42tpavf/++5oyZYomTZqU6AaHQiGdOHFCrutq7NixGjFixC0PlbFYTPv371csFtPkyZOVk5PzR72H95ozZ85o165duvvuuzV58mRCMACkMIZAAwCuyQsL586d07/+67/q+PHjCofDchxHlmUpIyND06ZN05o1axKBs6chst2HtHpDab0hqd7z3b/v/BpvGKv39ZYtW3T48GHNmjVLs2fP1oULF/TTn/5U8XhcP/zhD5WZmalNmzbp6NGjmjNnjmbOnNkl/Hjv1XlYb09DZDvX4h3TuZbOx3Wuv6fP3/269HS9O1+Xm/3+zTff1M6dO/XlL39ZTzzxROL53q579/eWpGg0qp///Oc6fvy4pk2b1uW5N998U++8844Mw9D8+fP19NNP93qtevp7u9Yx3rWNRCL65S9/qU8++UTf+ta3NHv27KuGMHc/Z0/XxbtH/X6/Nm7cqC1btugf//EflZub2+XvCgCQOviXHwBwTYZhJAJRVVWVMjIytHTpUn3ta1/TokWL5Pf79eGHH+pXv/pV4njTNK+aO9r5MS+QdQ4g3vOdg2j383T/+sCBA3rrrbd07tw5maapQYMG6ZFHHtGyZcuUnZ0t0zR18OBBvfXWWzp79qxM05RlWYnzdv6M3R/rrHMt3jGdP0vn4zp/3X2edE/Xpafr3TnEed93/qVCT7V70tLSlJ6eLp/PlzjHta57Z97zW7du1bFjx7RixQqVlZUlgmRra6s++ugjZWVlKSsrS1VVVWpsbLzu57yRa9H579+yLKWlpSktLU2WZXV5vrfr29N1syxLtm0rPz9fjz/+uBoaGvSHP/yB7i8ApDA6wACAXtm2LcuytHv3bp08eVIZGRlavXq1HnnkkcQxv/71r7V161YdOHBAH3/8sYqKirRu3To5jqNFixZp5MiRampq0jvvvCPXdfXggw8qNzdX586d0/bt23Xx4kU5jqNhw4Zp5syZmjBhgiKRiP7whz/IdV2NGzdOFRUVqq+vV25urh588EEVFxdr9+7dqq+v14gRI3T8+HHt2rVL5eXlysvLUywWUyAQSLzOO2br1q0Kh8NqaGjQhAkTNGvWLElSVVWVPvzwQw0aNEjLli1TWlpaIkRFo1GtX79ekjR58mTt379fFy5cUF5enpYsWZIYAmzbtjZt2qTDhw/LcRzl5+dr4cKFGjNmjOLxuP7whz+ora1NkyZN0qFDh+S6rr785S8nrqP3fs3NzXrrrbd04sQJSVJ+fr7mzJmjyZMnS5LC4bA2bdqk2tpaRaNR5eTk6O6779bs2bMT5/EWApMky7J06NAh7dixQ5cvX1Z2dramTJmiBQsWdPm79oJyOBzW1q1blZGRoalTp3ZZDOvQoUP65JNPlJaWJkm6fPmyKisrdf/99ye+f/vttxUIBDR+/Hjt2bNHTU1NKigo0NKlSzVkyBA1NTVp48aN1zzGtu1ER9frDMfjcW3evLnH6+u6rmKxmN5++20dOXJE8Xhcubm5mjFjhmbMmCHXdTVlyhQNHTpU77//vh5++GHl5+czFBoAUhABGADQKy8cnD59WrFYTKNHj9bDDz8s13UVj8fl9/v16KOPau/evaqvr9fHH3+sYcOGaf369QqHwyoqKtLIkSPV3NysN954Q7Zta9asWQoGg/rRj36kmpqaRJcvFotp+/bt+i//5b9o5MiRWr9+vaLRqHw+n2KxmEzTVDwe1+HDh/X3f//32rZtm+rq6jRkyBAdOnRItm2rqKhIv/vd7xSPxzVt2jRt3bpVZ86c0ZAhQ3Tw4EHF43FlZmZqy5YtmjRpku655x75/X5t27ZNb7zxhubMmaOVK1d26ep2dHTorbfeUjgc1oYNG9Tc3CyfzyfDMLRv3z5973vfU0FBgX7yk5/o/fffl8/nk2VZikajev/99/Xd735XJSUl2rRpk0KhkLZu3apQKKQJEyYkAljnocc/+clPdPDgQeXk5MhxHO3fv1/bt2/Xd77zHU2ZMkXPPPOMdu7cqWAwqGAwqI6ODm3evFlf/epX9cADDyQCo3fObdu26YUXXlA4HFZ6eroikYh27NihUCikxx9/vEsNhmHo6NGjiYBfWlrapbO6b98+hcNhzZgxQ4ZhaMeOHaqsrNR9990nwzDU0tKS+GWBZVlqa2uTz+eT67r66KOP9J//839WOBzWG2+8kejQdj7m8OHD+t73vpf4vvM9+JOf/ES7d+++6vp+5zvf0dixY/Xss89qx44dysnJkWEYOnjwoLZt26ann35aCxcuVH5+vkaPHq3Dhw+rsrJSS5cuJQADQApiCDQAoFde8GlsbJTruioqKko85oWUjIwMZWdny7ZtxeNxGYaRGCLr9/slfRqGsrKylJmZqUGDBungwYO6cOGCxo0bp3/8x3/UD37wA40YMUJtbW36+OOPFQwGlZWVpWAwqJKSEn3/+9/X6tWrlZmZqaamJp06dUpf/epXNWnSJDU0NOj+++/XN7/5TVmWpcGDByeGP//5n/95l2O+9a1vadGiRRo2bJiampp09uxZua6rU6dOKTc3V4sWLZJlWVetHJ2VlaW0tDQNGTJEf/d3f6fPf/7zys7O1oULF/Tee++psrJSe/bs0fDhw/Xtb39bP/zhDzV9+nQ1NTXpzTfflOu6ysrK0uDBg2UYhpYuXarly5d3mb9qGIZOnDih6upq5ebm6umnn9a//Mu/6L777pPP59OJEyd0+fJlHTlyRCNHjtTf/M3f6Ec/+pGmTZsm13UTHWMvzHq/VHj99dfluq4+85nP6J//+Z/1xBNPKCMjQ5s2bdLFixe7zAuWpOrqaoXDYRUWFmrQoEGJznBDQ4OOHTsm0zR177336t5775Vpmjpx4oTOnz+feO+cnBz5/X6NGjVK3/72t7V8+XJlZWWpurpa77//vjIyMhL3RvdjTp48qffeey/RgbdtW+np6Tpw4ECP17exsVEbN25UfX29Dh8+rKysLH3pS1/S//yf/1PLli1TVlaWjhw5Ikny+/0qKSmRbds6depUol4AQGqhAwwAuC7btq96zAsPgUCgx+O9YazSpwsWed+3t7frnnvu0Xe/+12dPXtWx48f1/nz5xWNRrvMCXUcRx0dHVq6dKnKyso0cuRIbdu2Tc3NzYpGo8rLy9OgQYMUi8WUl5en7OxstbS0JN5LkoYNG6bMzEzFYjENGzZMgwYN0vjx45WXl6fa2lqdOHFCpmnq4sWLysrKUnl5eZfP5n3tuq4ikYiWLVum+fPnS5LOnDmjHTt26Ny5c4na09PT1dDQoMuXLyc623V1dQqHwzJNU62trXr00Uf1xS9+scfrbBiGYrGYLMvSb3/7W5WVlamoqEhLlixRaWmpbNvWf/pP/0mnTp1Sa2urNm/erEuXLiXmNXfm9/tVX1+vlpYWBYNB+Xw+HTx4UIZhyO/3KxwOq7a2VsOHD++yeFRbW5tc19WQIUNkGIbi8bh8Pp8qKyv1ySefaNiwYZo8ebIcx1Fubq4aGxu1f/9+jRw5MhFaXdfVZz/7WU2dOlVz5sxRTU2NDh06pPPnzysWiyWGaHc/5qOPPtK5c+cSv0jx1NTUSJIyMjJ6vL5tbW1yHEeO4+iNN97Q8ePHlZ+fr7/+67/WxIkTE0O4vV9ANDU10f0FgBRFAAYA9MoLDllZWTJNU+fPn090C1taWvTyyy+rpKREkUhEhmF0WXjJ+9M7R+fOZGtrq1555ZVEePG6vZ15x/p8vsSwXq87653Ltu1EaOy+UrN3ju7HZGZmqry8XNXV1Tp58qSi0ahaWlo0ffp0DR069Kphyd55fD6fcnJyEgG1pKREW7duVUdHhyKRiHw+n1pbW/XrX/+6S2fc5/MlanBdNzH31BtCLimx+NOkSZO0fPly7dq1SzU1NTp+/LjS0tKUnZ2tv/iLv9A999yjP/zhDzp06JCampqUmZmp9PT0LotkefUahqHW1lY5jqNAIKDNmzcrHo/LNM3E8Op4PH7VNWtvb0+sct35mu/bty/x9QsvvNDlulRWVmr58uWyLCvxfkOHDlU8HpdlWbrrrru0b9++LvOTezpm//79XbrRhmHItu3EUPiWlpYu19ebL1xYWKjHH39cGzZs0Pnz53Xq1CkFg0ENHjxYTzzxhB544IHEZ/HOCwBITQRgAECvvCBSUlIin8+ns2fP6t1339XixYtVVVWljRs3avDgwbIsK9Fd9UKr67ry+/0yTVPRaFSxWCwRkrdu3aqPPvpId999t5566imVlJToBz/4gRoaGq56/9627Om8OnIgELjuMcFgMHHMtGnTEgsqefOQO2/30zkged/btq3W1tZEaK2pqUlsA5WRkaFoNKrx48cntgVqbW1Vc3NzIqR6gdK7Dt3rNQxD9fX1mjRpkoqKimTbtk6ePKmPPvpIZ8+e1Y4dO9TR0aH3339fOTk5+ta3vqW5c+fq//7f/6vXX3/9qlDnuq4yMzMT7/Od73xHRUVFikaj+uSTTyRJhYWFkrpu6zR48ODE4mdeXWfPnlV1dbWCwaBaW1u1Z88eSUrMQ66pqdGZM2cSi2N1dHSoublZo0ePliSdPHlSfr8/MX/XW1ys+zE+n08+n69LoLcsKzHXefTo0frGN76RuL6XL19WVlaWWlpaNGrUKH3+85+XYRiqrq7WwYMHFQqF9Oabb2revHld/g4AAKmLAAwA6JUXgmbPnq233npLoVBIL730kkKhkNLS0lRQUKCOjg5Fo1GNHTtW48aNUzgcTgzJ3bFjh1pbW7Vr165EUHUcJ7FKc3Z2toqLi7Vr1y7V19cnApWkxJZFnYOdZVldHrNtW2lpaQqFQrpw4UJiYSXp/3X54vG40tLSdOHCBZ09e1aFhYUaP368RowYoQsXLqi1tVV5eXk9Dn/2eJ3O9evXKxAIqL6+Xh999JEkqaioSAUFBZKkc+fOad++fRozZoxef/11HT58WFOmTNHXv/71RG09BXUvcH7wwQf6t3/7N40aNUp/9Vd/pRkzZqi9vV11dXXy+Xxqa2uT3+9XMBjUxIkTVV1drcrKSmVkZCSGonu/ZLBtOzFMvLGxUe+++66WLVumAwcOaOvWrXJdV9/73veUmZnZpXvsheb6+vpEXZWVlQqHw8rKytIXvvAFDR48WJLU0tKiV199VZcvX9aBAwc0f/78xC8tfve736m9vV3V1dWqra2VaZoaPXp04u+nt2OKiooS18n7c/To0TJN86rre+jQIc2ZM0fl5eX68Y9/rLy8PH3lK1/R5z73OcXjcZ0/f77L/fLJJ5/IcRwNHz48sfcwewEDQGohAAMArsnrJH7ta1/Tz3/+c50/f14vv/yyJCW6qqZp6tSpU3r33Xe1cOFCTZo0SZs3b9bu3bv17rvvKisrS7ZtJ+aXFhYWynVdVVZW6i//8i/lOI78fr+amppUXV2t2bNnq6WlRU1NTYlhuq7r6vLly2pqalJHR4ekT8NaNBrVpk2bdOHCBa1Zs0bNzc2Kx+OJ13U+5vTp0/pv/+2/ye/3a8qUKYm9gSdOnKjs7Oxe54V64b2xsVE/+tGPEkOBS0tLNW/ePGVnZ2vOnDnavXu3fv7znysQCCgSiWjw4MFasGCBLMtSc3OzGhsbFY1Grzq/F8Jmz56t7du36/Tp0/qHf/gHDRo0SJFIRKZpatq0aSopKZFlWaqvr9e3vvWtxHDj9vZ2HT9+XNFoVNFoVE1NTWptbVUgENCqVav061//Wtu2bdPu3bsT1677VkBeCC4rK9OgQYN09uzZxMrR27dvV2NjoyZMmJDY8sizY8cO1dbW6t1339WkSZMSHdva2lr9j//xPxLd3ClTpmj27NmJLv+1jmlvb090eJubmzV79uxer+/MmTM1efJklZWV6ciRI/qXf/kXZWZmqqOjQ7FYTDNnzlRaWpps21Ztba38fr/uuuuuxN8rACC1EIABANfkhaPx48fr+9//vrZt26ba2lrFYjGlp6dr0qRJCoVC2rhxo9LT02UYhr785S+rsLBQDQ0NSk9P1z333KPTp0+rra1NmZmZuu+++2Tbtqqrq2UYhmbMmJFYUTgrK0uO4+jJJ59UOBzW2LFjJUlpaWl6/PHHFYlEVFJSIkn67Gc/q4KCArW1tWnEiBHKycnRk08+Kdd1lZeX1+WY9vb2ROfPMAzNnj1bW7duVTQa7XX4s/f5pU87yZ/73OcUDod17tw55eXl6aGHHlJOTo4k6W//9m91zz33qKqqSuFwWEOHDtV9992XGM68cuVKXbp0SZMmTepy3s7XeNiwYfrud7+r7du3q76+PtF1nT59uu69915J0t/93d9p9+7dkqTS0lKNGjVKR48elWmaikQieuihh1RcXKypU6dKku6//34VFhbqgw8+UENDg4LBoKZNm6a5c+d2+ZxeCB83bpyKiopUXV2tY8eOacqUKVq8eLFmz56tu+++u8sew6Zp6rOf/awmTZqkzMzMxHOmaeorX/mKzp07p8bGRo0cOVIPPfRQYgRAb8c8/PDDSktLUywW0xNPPKG2tjYVFxfLMAz9zd/8Ta/XV5K+/e1va8uWLTp37pzC4bAGDRqkKVOmJD7n6dOndebMGQ0fPjxxbej+AkDqMVx+/QkAuAHXGy568eJFDR8+vA8r+uO4rquTJ09q9+7d2rx5s/Ly8vQP//APSk9P7xKAva/b2tr093//92poaNDf/u3fJsJy5/Nda1Glm1lt+Fae6495jfd3vG3bNv30pz/V4sWL9c1vfvOG3+vChQv6wQ9+IMdx9F//63/ViBEjrjrm3Llz+qd/+ifZtt3jMTf7Ga93vPeZXnzxRa1du1ZPPvmknnzySYY/A0CKogMMALgh3jDVzotSdf7e206n876ynYfWdu4aevMve1pt2VsgytvKqPPWSN0f81YV9p7v6XXeMZIS2/r8r//1v3Tu3DmZpqlVq1ZdFX47c11Xzc3Nam5uVnt7e6KD6XWSO7/Gq6Xz5+u8rZN3rXoLbN2vXefvu1+3zte084JRnevr/Jre/g57ev958+Zp165d2rJlixYsWKApU6bIcZwe5zB72w9517alpSUx3L37olPeYlvNzc09HtP5evX093+t69vTdbNtO7F42/r161VSUqJHHnmELZAAIIURgAEAN6x74OseQLyvOz/eW9DwglRvz3uLJV3rsc6LXt3oMZZl6f7771djY6MKCwsTW+T0Ji0tTatXr9bly5cTizH1FqA6h8PuQfFGu43Xusbdz3O9Gnp7zfUCeCAQ0Fe/+lVNnDhRgUAgEXx7ez/vnEOHDtVnP/tZxWIxDR06tMdrdSPHSD3//V/r+vZ03TovuPX4449r2rRp15zrDQBIfgyBBgAAKYPwCwCpjQ4wACDldB52eyOd2RsZvpxsvKHjN/uZOw837+11N3LMrfTHfhYAQPKhAwwAAAAASAksfwgAAAAASAkEYAAAAABASiAAAwAAAABSAgEYAAAAAJASCMAAAAAAgJRAAAYAAAAApAQCMAAAAAAgJRCAAQAAAAApgQAMAAAAAEgJBGAAAAAAQEogAAMAAAAAUgIBGAAAAACQEgjAAAAAAICU8P8DgyjEHX1Vqs0AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.chart_labels.__doc__)\n", + "chartify.examples.chart_labels()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Axis type\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Axis type examples\n", + " \n", + "\n", + " import numpy as np\n", + " import pandas as pd\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " # Plot the data\n", + " (chartify.Chart(blank_labels=True, x_axis_type='log')\n", + " .plot.scatter(\n", + " data_frame=data,\n", + " x_column='total_price',\n", + " y_column='quantity')\n", + " .set_subtitle(\n", + " \"Set axis type for auto handling of categorical, datetime, linear, or log values.\"\n", + " )\n", + " .set_title(\"Axis Type\")\n", + " .show('png'))\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.axes_axis_type.__doc__)\n", + "chartify.examples.axes_axis_type()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Tick label format" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " import numpy as np\n", + " import pandas as pd\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + " data['%_sales'] = data['quantity'] / data['quantity'].sum()\n", + "\n", + " # Plot the data\n", + " (chartify.Chart(blank_labels=True)\n", + " .plot.scatter(\n", + " data_frame=data,\n", + " x_column='%_sales',\n", + " y_column='unit_price')\n", + " .axes.set_yaxis_tick_format(\"$0.00\")\n", + " .axes.set_xaxis_tick_format(\"0.00%\")\n", + " .set_subtitle(\"Format ticks on either axis to set units or precision\")\n", + " .set_title(\"Axis tick format\").show('png'))\n", + "\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "chartify.examples.axes_axis_tick_format()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Axis tick values" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " import pandas as pd\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='datetime')\n", + " ch.plot.scatter(data, 'date', 'quantity')\n", + " ch.set_title(\"Axis tick values\")\n", + " ch.set_subtitle(\n", + " \"Pass a list of values or use pd.date_range for datetime axes\")\n", + " # Use pd.date_range to generate a range of dates\n", + " # at the start of each month\n", + " ch.axes.set_xaxis_tick_values(\n", + " pd.date_range('2017-01-01', '2018-01-01', freq='MS'))\n", + " ch.axes.set_yaxis_tick_values(list(range(0, 8, 2)))\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "chartify.examples.axes_axis_tick_values()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Callouts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Line callout" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Line example\n", + " \n", + "\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " # Plot the data\n", + " (chartify.Chart(blank_labels=True)\n", + " .plot.scatter(\n", + " data_frame=data,\n", + " x_column='unit_price',\n", + " y_column='total_price')\n", + " .callout.line(2) # Callout horizontal line\n", + " .callout.line(1, 'height') # Callout vertical line\n", + " .set_title('Line callout')\n", + " .set_subtitle(\"Callout lines on either axis\")\n", + " .show('png'))\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.callout_line.__doc__)\n", + "chartify.examples.callout_line()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Box callout" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Add box callout to the chart.\n", + "\n", + " Args:\n", + " top (numeric, optional): Top edge of the box.\n", + " bottom (numeric, optional): Bottom edge of the box.\n", + " left (numeric, optional): Left edge of the box.\n", + " right (numeric, optional): Right edge of the box.\n", + " alpha (float, optional): 0.2\n", + " color (str): Color name or hex value.\n", + " See chartify.color_palettes.show() for available color names.\n", + "\n", + " Note:\n", + " The box will extend to the edge if the corresponding position\n", + " argument is omitted.\n", + "\n", + " Returns:\n", + " Current chart object\n", + " \n", + "\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " # Plot the data\n", + " (chartify.Chart(blank_labels=True)\n", + " .plot.scatter(\n", + " data_frame=data,\n", + " x_column='total_price',\n", + " y_column='unit_price')\n", + " .callout.box(top=1, bottom=-1, color='red')\n", + " .callout.box(top=2, left=4, color='blue')\n", + " .callout.box(bottom=2, right=3, color='green')\n", + " .set_title(\"Shaded area callout\")\n", + " .set_subtitle(\"Highlight notable areas of your chart\")\n", + " .show('png'))\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.callout_box.__doc__)\n", + "chartify.examples.callout_box()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Text callout" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Add text callout to the chart.\n", + "\n", + " Note:\n", + " Use `\n", + "` within text for newlines.\n", + " Args:\n", + " x (numeric): x location of the text.\n", + " y (numeric, optional): y location of the text.\n", + " text_color (str): Color name or hex value.\n", + " See chartify.color_palettes.show() for available color names.\n", + " text_align (str: 'left', 'right', 'center'): Text alignment.\n", + " font_size (str): Font size.\n", + " angle (int, 0 to 360): Angle in degrees from horizontal. Default: 0\n", + "\n", + " Returns:\n", + " Current chart object\n", + " \n", + "\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = chartify.examples.example_data()\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True)\n", + " ch.plot.scatter(\n", + " data_frame=data,\n", + " x_column='unit_price',\n", + " y_column='total_price')\n", + " ch.callout.text(\"Description of what is\\ngoing on in this chart!\", 0, 6)\n", + " ch.set_title(\"Text callout\")\n", + " ch.set_subtitle(\"Add narrative to your chart.\")\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.callout_text.__doc__)\n", + "chartify.examples.callout_text()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Color Palettes" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Color Palettes: \n", + "'Category20'\n", + "'Category10'\n", + "'Colorblind'\n", + "'Dark2'\n", + "'Pastel1'\n", + "'RdBu'\n", + "'RdGy'\n", + "'Greys'\n", + "'Greens'\n", + "'Blues'\n", + "'Reds'\n", + "'Oranges'\n", + "'All colors'" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chartify.color_palettes" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

Color Palettes

\n", + "

Category20

'#1f77b4',
'#ff7f0e',
'#2ca02c',
'#d62728',
'#9467bd',
'#8c564b',
'#e377c2',
'#7f7f7f',
'#bcbd22',
'#17becf',
'#aec7e8',
'#ffbb78',
'#98df8a',
'#ff9896',
'#c5b0d5',
'#c49c94',
'#f7b6d2',
'#c7c7c7',
'#dbdb8d',
'#9edae5',
\n", + "

Category10

'#1f77b4',
'#ff7f0e',
'#2ca02c',
'#d62728',
'#9467bd',
'#8c564b',
'#e377c2',
'#7f7f7f',
'#bcbd22',
'#17becf',
\n", + "

Colorblind

'#0072b2',
'#e69f00',
'#f0e442',
'#009e73',
'#56b4e9',
'#d55e00',
'#cc79a7',
'black',
\n", + "

Dark2

'#1b9e77',
'#d95f02',
'#7570b3',
'#e7298a',
'#66a61e',
'#e6ab02',
'#a6761d',
'#666',
\n", + "

Pastel1

'#fbb4ae',
'#b3cde3',
'#ccebc5',
'#decbe4',
'#fed9a6',
'#ffc',
'#e5d8bd',
'#fddaec',
'#f2f2f2',
\n", + "

RdBu

'#67a9cf',
'#f7f7f7',
'#ef8a62',
\n", + "

RdGy

'#404040',
'#bababa',
'white',
'#f4a582',
'#ca0020',
\n", + "

Greys

'#d9d9d9',
'#bdbdbd',
'#969696',
'#737373',
'#525252',
'#252525',
'black',
\n", + "

Greens

'#c7e9c0',
'#a1d99b',
'#74c476',
'#41ab5d',
'#238b45',
'#006d2c',
'#00441b',
\n", + "

Blues

'#c6dbef',
'#9ecae1',
'#6baed6',
'#4292c6',
'#2171b5',
'#08519c',
'#08306b',
\n", + "

Reds

'#fcbba1',
'#fc9272',
'#fb6a4a',
'#ef3b2c',
'#cb181d',
'#a50f15',
'#67000d',
\n", + "

Oranges

'#fdd0a2',
'#fdae6b',
'#fd8d3c',
'#f16913',
'#d94801',
'#a63603',
'#7f2704',
\n", + "

All colors

'LightPink',
'pink',
'crimson',
'PaleVioletRed',
'LavenderBlush',
'HotPink',
'DeepPink',
'MediumVioletRed',
'VioletRed',
'orchid',
'purple',
'thistle',
'plum',
'magenta',
'DarkMagenta',
'violet',
'MediumOrchid',
'DarkViolet',
'DarkOrchid',
'indigo',
'BlueViolet',
'MediumPurple',
'MediumSlateBlue',
'DarkSlateBlue',
'LightSlateBlue',
'SlateBlue',
'DarkBlue',
'navy',
'MediumBlue',
'blue',
'MidnightBlue',
'lavender',
'GhostWhite',
'RoyalBlue',
'CornflowerBlue',
'dark grey',
'LightSteelBlue',
'SlateGray',
'LightSlateGray',
'DodgerBlue',
'AliceBlue',
'SteelBlue',
'LightSkyBlue',
'SkyBlue',
'DeepSkyBlue',
'LightBlue',
'PowderBlue',
'CadetBlue',
'DarkTurquoise',
'DarkCyan',
'cyan',
'DarkSlateGray',
'PaleTurquoise',
'LightCyan',
'azure',
'MediumTurquoise',
'LightSeaGreen',
'turquoise',
'aquamarine',
'MediumAquamarine',
'MediumSpringGreen',
'MintCream',
'SpringGreen',
'MediumSeaGreen',
'SeaGreen',
'green',
'lime',
'ForestGreen',
'DarkSeaGreen',
'LightGreen',
'PaleGreen',
'honeydew',
'DarkGreen',
'LimeGreen',
'LawnGreen',
'chartreuse',
'GreenYellow',
'DarkOliveGreen',
'YellowGreen',
'OliveDrab',
'LightGoldenrodYellow',
'olive',
'beige',
'yellow',
'LightYellow',
'ivory',
'DarkKhaki',
'PaleGoldenrod',
'khaki',
'LemonChiffon',
'gold',
'LightGoldenrod',
'cornsilk',
'goldenrod',
'DarkGoldenrod',
'FloralWhite',
'OldLace',
'wheat',
'orange',
'moccasin',
'PapayaWhip',
'BlanchedAlmond',
'NavajoWhite',
'tan',
'AntiqueWhite',
'burlywood',
'DarkOrange',
'bisque',
'linen',
'peru',
'PeachPuff',
'SandyBrown',
'SaddleBrown',
'chocolate',
'seashell',
'sienna',
'LightSalmon',
'OrangeRed',
'coral',
'DarkSalmon',
'tomato',
'salmon',
'MistyRose',
'black',
'DimGray',
'maroon',
'gray',
'DarkRed',
'brown',
'DarkGray',
'firebrick',
'RosyBrown',
'silver',
'IndianRed',
'LightGray',
'gainsboro',
'LightCoral',
'WhiteSmoke',
'red',
'snow',
'white',
'light grey',
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chartify.color_palettes.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Categorical" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Color palette\n", + " \n", + "\n", + " import numpy as np\n", + " import pandas as pd\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = pd.DataFrame({'x': list(range(100))})\n", + " data['y'] = data['x'] * np.random.normal(size=100)\n", + " data['z'] = np.random.choice([2, 4, 5], size=100)\n", + " data['country'] = np.random.choice(\n", + " ['US', 'GB', 'CA', 'JP', 'BR'], size=100)\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True)\n", + " ch.style.set_color_palette(palette_type='categorical')\n", + " ch.plot.scatter(\n", + " data_frame=data,\n", + " x_column='x',\n", + " y_column='y',\n", + " color_column='country')\n", + " ch.set_title(\"Categorical color palette type\")\n", + " ch.set_subtitle(\n", + " \"Default palette type. Use to differentiate categorical series.\")\n", + " ch.show('png')\n", + " \n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True)\n", + " ch.style.set_color_palette(\n", + " palette_type='categorical',)\n", + " ch.plot.scatter(\n", + " data_frame=data,\n", + " x_column='x',\n", + " y_column='y',\n", + " color_column='country')\n", + " ch.set_title(\n", + " \"Pass 'palette' parameter to .set_color_palette() to change palette colors.\"\n", + " )\n", + " ch.set_subtitle(\"\")\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.style_color_palette_categorical.__doc__)\n", + "chartify.examples.style_color_palette_categorical()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Accent" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Color palette\n", + " \n", + "\n", + " import numpy as np\n", + " import pandas as pd\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = pd.DataFrame({'x': list(range(100))})\n", + " data['y'] = data['x'] * np.random.normal(size=100)\n", + " data['z'] = np.random.choice([2, 4, 5], size=100)\n", + " data['country'] = np.random.choice(\n", + " ['US', 'GB', 'CA', 'JP', 'BR'], size=100)\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True)\n", + " ch.style.set_color_palette('accent', accent_values=['US', 'CA'])\n", + " ch.plot.scatter(\n", + " data_frame=data,\n", + " x_column='x',\n", + " y_column='y',\n", + " size_column='z',\n", + " color_column='country')\n", + " ch.set_title(\"Accent color palette\")\n", + " ch.set_subtitle(\n", + " \"Highlight specific color values or assign specific colors to values.\")\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.style_color_palette_accent.__doc__)\n", + "chartify.examples.style_color_palette_accent()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sequential" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Color palette sequential\n", + " \n", + "\n", + " import numpy as np\n", + " import pandas as pd\n", + " import chartify\n", + "\n", + " data = pd.DataFrame({'time': pd.date_range('2015-01-01', '2018-01-01')})\n", + " n_days = len(data)\n", + " data['1st'] = np.array(list(range(n_days))) + np.random.normal(\n", + " 0, 10, size=n_days)\n", + " data['2nd'] = np.array(list(range(n_days))) + np.random.normal(\n", + " 0, 10, size=n_days) + 200\n", + " data['3rd'] = np.array(list(range(n_days))) + np.random.normal(\n", + " 0, 10, size=n_days) + 500\n", + " data['4th'] = np.array(list(range(n_days))) + np.random.normal(\n", + " 0, 10, size=n_days) + 700\n", + " data['5th'] = np.array(list(range(n_days))) + np.random.normal(\n", + " 0, 10, size=n_days) + 800\n", + " data['6th'] = np.array(list(range(n_days))) + np.random.normal(\n", + " 0, 10, size=n_days) + 1000\n", + " data = pd.melt(\n", + " data,\n", + " id_vars=['time'],\n", + " value_vars=data.columns[1:],\n", + " value_name='y',\n", + " var_name=['grouping'])\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='datetime')\n", + " ch.style.set_color_palette(palette_type='sequential')\n", + " ch.plot.line(\n", + " data_frame=data.sort_values('time'),\n", + " x_column='time',\n", + " y_column='y',\n", + " color_column='grouping')\n", + " ch.set_title(\"Sequential color palette type\")\n", + " ch.set_subtitle(\"Palette type for sequential ordered dimensions\")\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.style_color_palette_sequential.__doc__)\n", + "chartify.examples.style_color_palette_sequential()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Diverging" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Color palette sequential\n", + " \n", + "\n", + " import numpy as np\n", + " import pandas as pd\n", + " import chartify\n", + "\n", + " data = pd.DataFrame({'time': pd.date_range('2015-01-01', '2018-01-01')})\n", + " n_days = len(data)\n", + " data['Very Unlikely'] = np.array(list(range(n_days))) + np.random.normal(\n", + " 0, 10, size=n_days)\n", + " data['Unlikely'] = np.array(list(range(n_days))) + np.random.normal(\n", + " 0, 10, size=n_days) + 200\n", + " data['Neutral'] = np.array(list(range(n_days))) + np.random.normal(\n", + " 0, 10, size=n_days) + 500\n", + " data['Likely'] = np.array(list(range(n_days))) + np.random.normal(\n", + " 0, 10, size=n_days) + 700\n", + " data['Very Likely'] = np.array(list(range(n_days))) + np.random.normal(\n", + " 0, 10, size=n_days) + 800\n", + " data = pd.melt(\n", + " data,\n", + " id_vars=['time'],\n", + " value_vars=data.columns[1:],\n", + " value_name='y',\n", + " var_name=['grouping'])\n", + "\n", + " # Plot the data\n", + "\n", + " ch = chartify.Chart(blank_labels=True, x_axis_type='datetime')\n", + " ch.style.set_color_palette(palette_type='diverging')\n", + " color_order = [\n", + " 'Very Unlikely', 'Unlikely', 'Neutral', 'Likely', 'Very Likely'\n", + " ]\n", + " ch.plot.line(\n", + " data_frame=data.sort_values('time'),\n", + " x_column='time',\n", + " y_column='y',\n", + " color_column='grouping',\n", + " color_order=color_order) # Your data must be sorted\n", + " ch.set_title(\"Diverging color palette type\")\n", + " ch.set_subtitle(\"Palette type for diverging ordered dimensions\")\n", + " ch.show('png')\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.style_color_palette_diverging.__doc__)\n", + "chartify.examples.style_color_palette_diverging()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Layouts" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " import numpy as np\n", + " import pandas as pd\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = pd.DataFrame({'Price': list(range(100))})\n", + " data['Demand'] = 100 + -.5 * data['Price'] + np.random.normal(size=100)\n", + "\n", + " layouts = ['slide_100%', 'slide_75%', 'slide_50%', 'slide_25%']\n", + "\n", + " def display_layout(layout):\n", + " (chartify.Chart(\n", + " layout=layout) # Assign the layout when instantiating the chart.\n", + " .plot.scatter(\n", + " data_frame=data,\n", + " x_column='Price',\n", + " y_column='Demand')\n", + " .set_title(\"Slide layout: '{}'\".format(layout))\n", + " .set_subtitle(\"Demand vs. Price.\")\n", + " .set_source_label(\"\")\n", + " .axes.set_xaxis_label(\"Demand (# Users)\")\n", + " .axes.set_yaxis_label(\"Price ($)\")\n", + " .show('png'))\n", + "\n", + " [display_layout(layout) for layout in layouts]\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", 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08ssvO8cyatQo5/crGo1y++2343K5iMfjaJrWJrDa/1dVlYyMDJqbm9uMcghxIpIqANvLCXr37s2UKVN466236NatGykpKaxfv55PP/2UtLQ0UlNTOeeccxgyZAiTJk1iwoQJTrZ8tLlHu+DI/mN/OA3D4KmnngISZ9ENDQ1MmzaNL3zhC4RCIf75z3+yffv2Qwq6ABYtWsSyZcvIy8ujoaGBSZMm8f3vf5+0tDSee+45nn/+eVJSUqitreWJJ57gwQcfPK7XpfUXyPz586mqqiIrK4tQKMQ999zDrFmznGHfl19+GZ/PRzAYZMeOHeTl5TFt2jRef/11Z+j2k08+cQJwbW0tGzZswO12O/Pt9kjDY489Rn19Pbm5udTV1XHRRRdx5513kpOTw5tvvsmf/vQnVFUlMzOTJ554gssvv5yePXs6xVT2n8MVYdmFX7Ybb7yRa665hocffpjFixdjmiazZ8/mjjvuwOVytQkSTU1NRKNRAoEA4XD4iK+ffaJx2WWX0bdvX7p37+5ctnv3boqLi8nOziYYDHL33Xfz1a9+FcMwWLx4Md/97ncJh8M0NTXx1ltvHVMAbv3cWhd2vf3222zYsIGcnByCwSAFBQXcfPPNFBQU8M4777Bw4cIOG1jU1NTw+OOPOxl8amoq//3f/82UKVNYtmwZv/vd7wgEAqSnp/PYY48xZ84c8vLyTijzCwaDVFRU4PF4aG5u5k9/+pMzGqDrOuvXr+fNN9/krrvu4vbbb29znKZp4vF4nFoNm9frdZYPWpZFbW0tHo+HO++8k/vuuw+AF154gXg8TlpaGvX19Vx00UXMmjWLDz74gPfee4/Zs2czbdo0Z6TK1lE1+De+8Q0uv/xyBg8eDBy+AYgQR5NUARgOfpDuvfde6uvrWbFiBYqi4Pf7ncKZ5uZmPvjgAxYuXIjf72f8+PH88Ic/ZNCgQcf9ePYHeNeuXWzatInU1FQCgQBjx47lkUcecT7s5513HjfeeCMHDhxwLrM/2O+//z6aphEOh+nfvz9PPPGEc/8/+tGPaG5u5pVXXiEtLY1Vq1YRCARIS0s7oS/IzMxMZsyYgcfjYcSIEdx0000A5ObmcuGFFzoZROvXcsqUKfTo0YOqqio0TWPlypXcdNNNqKpKcXExNTU1zjzq+eefD8D+/fv56KOPSE9Pp6GhgfHjx/OHP/zBec633HILmqbx61//mvT0dGpra1m0aJGTfZ0IewrBnsc3TZOsrCxnlMN+XqmpqXz5y1/GNE1CoZAzf3i419K+vE+fPvTp0wc42EGtqanJOfHTNI3y8nL2799PYWEhF154IX/4wx/YsGEDsViMAQMGnPBwpmVZLF68GF3XnSDy0EMPMWbMGAAuuOAC/H4/zz33HFlZWc4xAixbtowDBw6QlpZGMBjkgQceYPr06QBcddVVFBQUcNttt+F2u2lsbGTlypXMnj3beU7Ho76+nsbGRufx7SFdy7Kor68nKysLwzD47W9/S69evZg1axZVVVVEo1FnNKmjYrXW7M/Pf/zHf+B2u/nTn/5EY2OjM2z+1a9+lf/+7/8mEonwl7/8BZ/Px9y5c53fvZqaGmcYPi8vz3kM+3FHjBjBiBEjnMeT4WdxopIyAFuWRX5+Pk899RRvvfUWH3/8MatWraKhocEpvklJSXEygqVLl7Jv3z6efvpp58z/WNnXLSkpIRQK4fP5ME2Ta6+91pmfsyyL3Nxcrr76ah5++GFnWFHTNAzDYMeOHbjdbgzDwO/388orrzhVqqqqEg6H0XUdTdOor69n9+7dbSpIj+U1gURmddttt3HbbbcRjUbZs2cP8+fPZ9++fVRXV/P+++8f0rgAEkP65557Ls8++yzp6emsX7+eiooKCgoKWL16tVPhOmTIEOeLa9u2bQQCAWd+/dprr0VVVWKxmPOlfsUVV/D4448TDAZRVZXPPvsMOPGMw278EI/H21zWvr1hVlYWP/7xjw/7Oh2OHdRbX8/n8xGNRvF4PLjdbp566ileeeUVhg4dyvDhwxk1ahR33HGHMypwok0xmpub2bFjB16vl2AwyPnnn8+YMWOc56ppGjfddBNvvfUW8Xi8zTFu3bqVWCzmrIHfvHkzFRUVzjRGQ0ODMzUSi8XYsmULs2fPPq7js39f6urqnLneaDTK17/+da6//nosy+Jvf/sbL7zwAmlpaXg8Hp599llmzZpFNBp1qv6PhX29eDzOVVddxQUXXMCOHTuIxWJ0796dXr16AYn1wJ988glf/epXGT16NFVVVfzxj3/kww8/dDLqCRMm8L3vfa9NQ5zWnz0JvuLzSLoADG3nc6644gquuOIKmpqaKC0tZc2aNZSUlLBs2TJKS0ud+dodO3bw4osv8u1vf/u4MjA7AO/fv59oNOrMSQ4aNMj50reLQfr06eMU6dgfbsMwnPaUHo+HzZs386Mf/ajNB1/TNOeL3jAMJ8M4US+88ALPPPMMlZWVhEIhpyGE1+t1spX2LrzwQl555RVn2Lm4uJjLL7+clStX4vf7CYVCTJ8+3cli6uvrneDg8/koKChwXg87U0lNTaWgoICtW7eiaRrBYBA48YzDXrbVfkmTnaG21vrfx1pw1Hqpkf2eDhgwgGnTpvHGG2+QlZVFSkoKlmWxdu1aPv74YzRNIzMzkxtuuIHbbrvtuJe12O9FY2MjTU1NaJpGLBZzfr9aP+ecnBynot8+XsCZ47abx/zud79r83xN03TmgQ3DOKH3wT5pGjx4MC+++KLTjWzIkCHOde677z62bt1KcXExXq+XPXv20NzcTGFhIW63u8265tbaH0fr5hqmaZKWluaMBABOc5PHH3+c3NxcvvnNb9LQ0MBdd93F6tWrSU1NpampCb/fz4IFC9i0aRNPPPHEIWuDhfi8kjIANzU1OY02TNMkJyeH1NRUhg4dytChQ53r/POf/+TRRx9F0zTcbrdTTWkHzeNhZ7pwcF1s6yYNQIdn1K2//O0vwtzc3DaP33ou0B7WOxGapvH8889z7733OkPYLpeLwYMHM2LECNLS0nj77bc7XKM8btw4+vXrx969e4nFYhQXFzNmzBh27tyJqqqkpqZywQUXHNfxHG69akfXa6+zMxN7pMXlcvGb3/yGYcOGOWtZm5qacLlcZGZmOlm/Pc/aUeZ9LNo3SOno+R/uRKL1ZXZRU+tKabuuwV7i9Xn6hnu9Xnr27On8u3WNhKZpjBo1ihUrVuDz+Zwq99Y90SORCAcOHGhzn6FQqM2GDK3XYNvPw34c0zTRdZ2XXnqJdevW8Z3vfIc+ffrwxz/+kTVr1pCVlUW3bt245JJLWL58Odu2bWPv3r38+c9/5qGHHjrh5y1ER5IqANsf8qeeeoq///3vZGZmOss6+vfv7yx9sCyL1NRU7rjjDhYuXMju3budIakTlZWV5aw9bWpqYs+ePQwaNMj54tQ0zZnrat+b2M6smpqauPHGG/ne975HOBx2TgTs7MR2tN1h2mudRT355JNO9XGPHj245557GD16NKmpqezcuZO3337bOSZbPB7H6/Uyffp0/v73v+Pz+Vi3bh3z5893hjbHjh3L4MGDnQwiMzPTyfZCoRDl5eVOBmY/r6amJmdOPBKJONXOHc352Ut77AIlux3o0QK4PWzc/nonI8uxXyOfz8cdd9zBrbfeyqZNmyguLmbDhg2sWLHCqWi3C89uueUWZ9348TxGSkoKHo/HWcteWlra5sRNURQCgYAzJ90RwzCcwr7WHarcbvchjUXgxF6jjRs30tDQgGVZZGVlMWzYsEOei/0YLpfLqR3wer1EIhFisZizaYr9nu/fv99Z1ufxeOjdu/chr5F9sm3Pwz/11FMMGDCAW2+9Fcuy2LBhAy6Xi7S0NP70pz8xcOBAbrrpJubOncu2bdsoLi4mGAw6IxidfYInzg5JFYBt2dnZhEIhvF4vDQ0NvPjii9x7772HBD57LtPtdhMOh511f8ezBKP10Js932maJvPnz+fiiy92Amc4HGbevHlthtoMw8DlctG/f3/279+P1+tl7dq1h3whLl26lHXr1jn9rK+//nrnC/RYjtN+vPr6eoLBILqu09jYyE033dSmX669aUVaWlqH7S8vvPBCnnnmGTRNY9euXTzzzDNO4c7MmTPRNM3JpIqKipxlO6qq8vLLLzNr1qw2Q7Dz58+ntraW9PR0TNOkqKgIaJvJqarqtBS0M/+lS5dSU1PTZmnR4bRu52i/XtFolK1btzonBLm5ufTs2fO4vnjtE42nn36ahQsXOg0cfv/73zN27FggUezz+9//nnnz5jnvVyAQOKTK91ikp6fTs2dPiouLSUlJ4aOPPmLPnj1OURjAq6++Sk1NDVlZWW3eu759+zo1BLW1tezcuZNzzz3X+XlVVRVPP/20cyJ03nnnMWrUqOPuvKYoCk8++SRvvfUWHo+HwsJC5s+f77TGtCzLGX62X3c7+A4YMIC1a9fi8XgoLi52liRB4vfSXm5lj2TB4UcBnn76aXbt2sXPfvYz8vPzicfjxGIx4vE4ffv2ZeDAgViWRU5ODkVFRU6RXOuTQCFOhqQKwPaXxbRp08jNzSUSiZCRkcHLL79MbW0tM2bMoE+fPjQ2NrJ+/XrmzZtHKBTC7/djGIZTDXs8w8/2l8CQIUMYMGAAW7ZsIT09nQ8//JB7772XW265hWAwyCOPPMLWrVvx+/3O3KidcU+bNo333nuPjIwMtmzZwne+8x2+/e1v06NHDxYtWsQvfvELZ9lMv379uP7660/o9bGzCkgMR69fv54rr7wSXddZuXIlTz/9NB6PxzkBsV9P+//Dhw9n8ODBbN682elaBIns3+5mZc+3FhQUcO655/Laa6+Rm5vL6tWr+c///E++/e1vt1mGZM9tZ2dnc+mllwKJE6js7GxKS0udYfE+ffowZcoU1qxZw9/+9rfDdnyy3xPLSrRx3LhxIzt37iQrK8s5waqqquL2228nHo/T2NjIDTfcwP33339cAdh+7IqKCpYsWUJOTo5Txf6Vr3yF1NRUJ2Nrfb8n+gWvaRozZszgk08+IS0tjaamJr73ve/xX//1X/Tu3Zv58+fzxBNPkJKS0mbpEiR+v7Kzs52ToZ/85Cf84Ac/YOrUqezatYuHHnqIjz76iJSUFBobG3nmmWfaPMdjYWefAwcOdKZS9u3bxwMPPMDtt9+Opmn85S9/Ye3atc489QUXXOB0IJs4cSLLly8nJyeHFStW8Pe//50vfelLrFixgldeecVZnz558mSnnqB9C05VVdmxYwfPP/88o0aN4rrrrsOyLHRdJyMjA5fLxYYNG3jppZe44oorWL58OR9++CE+n4/09PRjOqET4ngkVQC2h6F69erFbbfdxgMPPEB6ejo+n48FCxY4y47sBgx2NeaBAweYNWsWl112GYDTH7ejZvn2/K6d2dpfcl6vl7lz5/Ltb3+beDyO3+/ntdde4/3333fWz9p7i9r3bRf0XH311cyfP5/Vq1fTrVs3PvroI9asWeN0BvJ6vU71609/+lP8fv9Rs5PWx28/Tm5uLt26dWPnzp1kZmbyxhtvUFJSgt/vZ9WqVTQ2NpKbm+tksq2rie21nNOnT6e4uBi/34+qqgQCASZMmEDfvn2dL0V7yHfu3LksXryYQCBAZmYmS5YsYdWqVU4jDrszVnV1Nffccw89evQgHo/j8/mYOHEimzZtoqCggFgsxu9//3see+wxZ0/ejIwM5zm2fx0ikYgTBLZt28a1117LBRdcwG9/+9s2r48dNE6kKtl+zKuvvpqXX36ZeDxOdnY2f//733njjTfIycmhvLychoYGMjMzqaioYM6cORQUFBz2/Wn/3rU+CQK49tpree2119ixYwc5OTmUlJTw7W9/G7/fT319vTP0b8+D2r+jPXv25MYbb+Shhx6iW7du1NfXc88995CVleU0Iunbty8VFRXceOONXHDBBW2qxo/n9bjmmmt4+eWXKS8vJzMzk1dffZV3333X6XCWkZFBY2MjPXv2dJbAQWI51HPPPecURz3yyCM888wzNDY2Og054vE4X/7yl53fsY5Olh577DGnq1x6errTzOXSSy9lwYIFAPz617/m8ccfp66uzpkKueyyy9oUSApxMiTdb5I9x/u1r32Nn/zkJ3i9XqcnrL3W1l7wHwgEaG5u5j/+4z948MEHnS8s0zSpqamhqqqKyspKpyoUEhWlVVVVzh+741I8Hufiiy/m3nvvJRwOU1dXh8vlIhAIOMOCV199NY2NjVRUVFBTU+NkoykpKfzud79jxowZ1NbWEo/HaWpqoqqqCtM0qa+vJxqNcv/997fZw/Rw2h9/c3Oz8zh33HEHkBgetdv0LVy4EF3Xufnmm7Esi4qKCioqKnj88ceJRCJtvuguvPDCNlmWZVnMnDnTOflp/R4MHDiQ3/3ud2RlZVFZWem0JKyrq0NRFGdI/Pbbb2fu3LltntfcuXM555xzqKioIBAIYJomVVVVGIbBF7/4RXJycigtLaWqqsrJxO3Ht9tWVlZW0tTURHl5eZu+wPbrY79G9u2Ph51lDxo0iPvvvx9d150eyGVlZaxdu5bKykrC4TCVlZVMmjSJH//4x85rGQwGqayspKqqirq6ujb3XV9f7/x+2ZvDm6ZJZmYmDz/8MAMHDqS8vNwpnqquriYcDjNr1ixn5KC6utr5vY3H48ydO5e7777bqRC2X0+7n3ZFRQUXX3wx9913X5virGP9Yx9jfn4+Dz74ID179qSqqgqAhoYGJ9hVVlbSrVs3fv3rX5Ofn+9M2fTs2ZP77rsPRVGora3FNE2qq6ud421oaOCb3/wmF1988WGz3+XLl/Piiy8yZcoU5syZ42S/lmUxe/Zs5s6dS1NTE8FgkD179hAIBKivr2fOnDncdNNNMvcrTjrFOt5y3rOE/WHat28fCxYsoKSkhNLSUgKBAJqmkZ+fT79+/TjvvPOYMmVKm9vEYjFeeuklZ9h38uTJTJgwAUg03FiwYIHzwb7yyiudITH7i2HFihW8+uqr7Nu3D13X6dOnD1/84hcZOHAgzz77rPPF8MUvftHJWOwvlAULFvDhhx9SWlpKNBolJyeHQYMGMXv2bIqKio4YfI92/PZt16xZwyuvvOK0B+zduzezZ89m/PjxzJs3r02zkBtvvNFZ22w/xzvuuIPly5c7mfnLL7/sFBa1X96iqioHDhzgtddeY+vWrZSVlTmN7gcNGsT555/vvP7t1dbW8vrrr1NSUuKMKkycOJHLLruMt99+m927d2OaJqNHj3bmsu354yVLlrBy5UpMM7Gn7uDBg7n22msBCAQCvPTSSxiGQSQSYfTo0W02ez8e9nPcvXs38+bNY/v27TQ0NBCLxfD5fPTs2ZNRo0Zx9dVXO2u9NU1j+fLlrFq1CpfLRU5ODtdcc41TnGavzbZPYtpvxlBTU8M//vEPZ+4yOzubadOmce211/L222+zd+9eDMNg8uTJjB8/vs3r8tlnnzF//nw+++wzGhsb8fv9Tue4WbNmtfk9OhGt1wO/8sorrFy5ksrKSjRNo6CggKKiIq699tpDNhax/75582befPNNtm/fTl1dHT6fj379+jFz5kwnMz9co45f/vKXLFiwgAceeICZM2e2uX/7du+++y7vvPOOs0bd7lYnxKmQtAEYDt12z25xqChKm2Kg1suHTuZjtt5S8Gjaf7HYe7S2Ps6TMTzW+nHaN90/1vv/+te/zsqVKzEMg4suuog//vGPh/3Sbn+f9nIte8OJ9sfU0XEe6Tl0Be2fo13Apqpqm8tPxnF39FjHOlTc0XthD++2P0a7zerxzInb0zPtH6f19oyHO5ZjOb6jHY/dEOZwa63PpN8pcXZIqjng9uyhUPuD3bqSFo4cIFtXAbf+IrUsq81yJbuxROvHbF3oBG0bBxzutq27VdnLkjraG/hYHe742w8Vtz6+1v122x/jvn37KCkp4ZNPPmHVqlX4/X4aGxu5/PLLnfvoKBC0fw9afzke6XnZQ7ytTxLsDNzuINbR87PZGbt9u/aP03p+u6PbH4/Wz7H9nPLhuirZQ6/2c219m9bPrf3POnqs1v8+0uvSen7e3iyho2O0LIuvf/3rTsX10RrTaJpGXV0dX/7yl/nJT34C0OaY2n/mDvd6H+34jnaiYa9yOFwwtT9/9u9C62OU4CtOhaTOgNtr/VKcjg/c5x3Kg1N7nMdyfHaG9cQTT/DQQw/h8/mcatkhQ4bw3HPPHbK862iPCZ3fSONUOp3P8WQMF3dk3rx57N2719nE4khUVT1kr+j2a37h+F+PE7mdZLKiK0nqDLi90/3B/DyPdzqO9XgeIxqN0tjYiNvtpqqqytmNxl62dKwZZDJ8OZ7O53iqfsc+z7xo+/s90WM8kdslw++XOHNIBiw+l9YVpu+++y4+nw+Xy8W0adMYO3asZBxnqY4asRzN5x3KF+JsIwFYnDISfIUQ4vBkCFqcFK27aMHBXYaEEEJ0TDJgIYQQohNIiiKEEEJ0AgnAQgghRCeQACyEEEJ0AgnAQgghRCeQACyEEEJ0AgnAQgghRCeQACyEEEJ0AgnAQgghRCeQACyEEEJ0AgnAQgghRCeQACyEEEJ0AgnAQgghRCdIyt2QLMs67F6miqKcVVvo2c+1qzyv1jsmtXasx2fvuiS7LQkhznSyG1IHZB/bzmH/KsprL4RIBkmVAduBtaamhl27dqFpWpufu1wuunfvTk5OTicd4clXWlpKeXk52dnZDBgwoFOOwX7do9EomzdvdjJYm2ma5Ofn07Nnz6PeR3l5OVu2bMHj8TBu3Dg8Hs/peApCCHHSJWUALi4u5vHHHyclJYV4PO5kXi6XC5fLxaRJk7jhhhucAK0oyiEbzquqekgQaX1d+z7t65mm6Tx++6HTo21mf7j77ui+7MexLAtN03jvvfeYP38+Y8eO5cc//vEh2WX7Yz3S5a2fg2VZh7wGR1NVVcWf//xnDMNo87xUVcXlcjFq1ChuvPFGUlNTD8mGY7EYLpeL9evX88gjj9CtWzeKiorweDzOdY/0GtrP6UjvoRBCnE5JFYBt9he+y+UiJSXF+RIOBoNEIhEWLFgAwM0339xmDrV9xtx6qLr1l31HX+qHm6883H0f7rZHChh2UGxN0zRcLtdh7/9wc6/tL+/ovlsf/7FQFAW3200sFsPtduNyuQAIh8PE43EWL15MSkoKN9988yH36Xa7AUhPT2fQoEFkZGSg63qbYzvSa3gs76EQQpxOSRmA4eB84x133EGfPn0A2Lt3L08++SRVVVUsW7aMCy+80BkWLSsro7i4GMMw8Hq9jB49mvz8fCzLIhqNsnXrVkzTpH///uzatYtdu3aRmprKtGnT8Hg8LFu2jKqqKnJycpgyZQqapjlf/rt27eKzzz7DNE00TWPAgAEMGjQISGR127Zto6mpiYEDB1JTU8PmzZsBKCoqcq5n39f27dvZvHkziqIwZswYXC7XIYVPrYPOjh07qKurw+PxMHz4cCdA2Zf7fD6GDRuGqqps2bKFbdu2AaDrOiNHjqR3797HHYSbm5u54IILuPrqq7Esi/379/Poo49imiabNm0iFotRVlZGeXk5/fr1Q9d1Fi9ezLhx4xgyZAhXXXUVXq8Xn88HJE5QQqEQy5YtIxQKAdCvXz+GDx/uvIaqqh7xPZQgLIQ43ZI2ANu8Xi9erxfLshg8eDCzZs3iiSeeIBaLsW7dOnr27Mk777zDK6+8QkNDA+FwmJSUFObNm8dNN93E1KlTqaqq4pFHHsE0TQoKCti9ezexWAxVVVmzZg26rvPRRx/h8XhQVZWVK1fyrW99C5fLxYIFC3j11VdpamoiGAzi8/nw+/2ce+653HLLLZimyVNPPcW+ffsYOHAgZWVlVFVVkZqaiq7rfOUrX+GSSy5BURQWLlzISy+9RCgUIhwOs3DhQjIyMpzn15odlD7++GP+/e9/k5aWxj333MPAgQOJRCI89thj7Nq1i9GjRzNixAhefvll3n77bRoaGojH46SkpJCens4111zDpZdeelxBzLIs3G43Xq8XgAEDBjBy5Ej+/e9/O8P1//rXv/j0008pKioiGo2ydu1aMjMzSU9P589//jN5eXkMHDiQ7Oxsdu/ezaOPPkppaSnNzc24XC78fj/jxo1j7ty5eDwe3nvvPV566aVD3sObb76ZKVOmSBAWQpx2Sb+Ow57XNAzDyWBTUlKIRqPE43H27dvHs88+SzQapaioiBtuuIHCwkLC4TD//Oc/qa2txe12o2kaqqpSXl7OlClT6N+/P+np6WzZsoX169dz6aWX0rdvX1JSUiguLqakpIRAIMDzzz9PQ0MDgwYN4vbbb2fcuHEoisLy5cspLy/H5XKhqiper5cdO3bQv39/rr76atLT01FVlQULFmBZFrt27eLFF18EICcnhwsvvNA5Hl3X2wTg1oFm8uTJZGRkEIlEnMx69+7d1NXV4Xa7mTlzJuXl5bz99tuoqso111zD97//fQYPHkx1dTXPPvssNTU1zrzwsYrFYsRiMaLRKHv37mXjxo1OQFZVFV3X8fv97Nu3j4qKCnr16kVKSoozt62qKqqqEo/HefzxxykrKyM9PZ3LLruMESNGoKoqixcvZuXKlezfv59//vOfh30PKysrj/v4hRDi80r6DBgOznfaX+o2l8vFmjVriEQi5OXl8Y1vfIOePXsydOhQ/vKXvxAIBFi3bh1jx45FURRCoRCzZs3i+uuvZ8OGDU5WfPHFF/PVr36VVatW8de//hVN02hubiYSiTB16lR0XeeCCy6gX79+uFwuNm/ejN/vJxaLOccXDocZNmwYP/jBD5y5z/fee494PE40GmX16tVEo1H8fj833XQTEyZMYOfOnTz88MM0NTUdkt3Zz3PgwIEUFhaybds2tm7dCsDWrVsJBAJ069aNMWPGsGHDBmf+VlVVioqKKCwsZNOmTbhcruPKHE3TxO/3s2zZMtavXw9AQ0MD0WiU5uZmBgwYgMvlcorjNE3j2muvZcqUKaSmpvLRRx+hqiqmaTonJfv370fXdc4//3z+4z/+g5qaGn7zm99gmiZVVVVUV1cTjUbJzc095D1samqiuLiYSy65xJkCEEKI00ECcCuWZRGJRJxlMpFIhMbGRjRNIxaLOQEVcAJGTU2Nc3vTNMnJycGyLHJzc3G5XIRCIQYMGIBlWXTv3h2Px0MwGCQej5Obm8sll1zCihUreO655ygtLSUUCuHxeDAMwwlsiqIQi8UYMmSIk81269bNuU4sFqOhoQHDMOjRowcTJkzAsiz69+/PiBEjWLx4cYdB0g44o0aNYtu2bezbt4+GhgZ27tyJYRgMGzYMr9dLt27dsCyLQCDA22+/zQcffEBubi5FRUVcdtllZGdnO9njsQzlqqpKIBBwXjtN03C73YwfP54vfvGLbZ5z//79ueyyy9q8R63vp6qqilgs5gw5W5ZFTk4OP/vZz4jFYni9Xh577DEnqB/tPZShaCHE6SIBuBVFUfjss89obm7G4/GQnZ3tDK/quo7L5cIwDDRNY8iQITQ1NZGfn+8sqwGIx+MoitImg9N1vc0Qpz0HWllZyYMPPkhjYyNer5fBgweTnp7Ohg0bOjy+1suR4vG483fDMAiHwwDOMK5hGOi6Tlpa2mG7T9nGjx/PggULCAaDLFu2jAMHDuB2uxk7diwAffv25f777+eNN95gx44dBAIBdu/ezZ49e1i+fDn33XffEdfwtn+NI5EIY8eOZcKECc4UQPfu3dusU7ZfL6/X61yno+y09ZIrXdedkyev14vH43HWHwMdvofBYJCCggIAyX6FEKdV0gfg1llmSUkJixYtcpbtjB07lrKyMuLxOGlpadx///243W6i0SgbN24kHo/Tt29fJ+i2vz/ouO2lHYDXrVtHY2Mj+fn5fPe736Vfv35s2LCBVatWORW+Rztu0zRxu91kZGSgaRplZWVUVlaSl5dHJBJhy5YtuN3uDuc3VVXFsix69OhBv3792Lx5M++++y7BYJD8/Hyninjz5s3s2rWL4cOHc8stt1BSUsLatWtZvXo1jY2NbNiwgcLCQqqrq1FVldTUVOdEoKPjjkaj9OnThylTphzy8/YZaPumHe2v6/F40HWd5uZmSktL6d27N/F4nN/+9rccOHCASy+9lPz8fCKRSIfvoWEY9OrVC9M0qa2tBTji8QshxMmSlAHYXg+qKArPPfccaWlpBINBSktLicViNDU1MWfOHNLS0ujTpw+qqlJRUcFjjz3G2LFjWb16NWvWrCEYDHLPPffQr18/Zx1q62ChaVqby+zHtS+Lx+POfGZDQwNbt27lxRdfRNf1NutaO7pv+zJ73nrw4MEsWLCAcDjM3//+dyZMmMCmTZs4cOAAXq/3iEFMVVXGjh3Lli1biMVihEIhzjvvPPx+PwCbNm3iySefJC8vj+bmZiZNmkRlZSWrVq1yhnz37NnD7373OyKRCNdddx0XXXSRk2m2ZmeqsVgM0zSdamx7Hr71umr7+XX03tn3MWTIEHw+H+FwmDfffJNIJEJpaSlbt26loaGBzMxM8vPzURSlw/ewqamJe++9l+bmZh5++OGjHr8QQpwsSRmAo9Eo9fX1xONxKisrnSDg8XjweDxMnz6da6+9FtM0mTJlCps2bWLp0qUsXryYpUuXOkOe559/PqNHj2bfvn0EAgHq6+ud4U47qDY1NTnFVIZh0NDQQCAQIBQKMXz4cNxuN7W1tfzud7/DMAyn+Kq2tpaNGzfSs2dPAoEAdXV1RCIR5zmEQiGnUjkYDDJ+/HgmTZrEsmXL2LJlC2vWrMHr9eL3+6mpqXGGWduzA96YMWN48cUXqaqqQlEUZ/jZsiwuuOAC1q1bx65du3juuef417/+RTQaxbIsioqKOOecc9i6dStVVVWEQiFnLW579mtiPxc7uHbU4KO5uZm6ujqCwWCH752u60QiEXJycpg1axYvvPACe/fu5dFHH3UC+fTp05kwYQKqqjJz5szDvofnnHMOa9eupbq6mubm5sMevxBCnExJtRmDPby5Z88e1qxZ06aC184EBw0adEhzC4Dly5ezceNGGhsb8Xg8jBkzhnPPPReAQCDA0qVLCYfDjBo1igEDBtDY2MjSpUuJxWJMnDiRwsLCNpdNmDCBHj16sH79ej7++GOi0SiFhYVMmTKFLVu20NjYSN++fRk3bhwffPABNTU1DB8+nKFDhwKJSuWNGzeSkpLCzJkz8Xq9GIbBwoUL2bFjB5qmMWbMGPx+Pzt27KCwsJCpU6ce8fX56KOPqKqqIiUlhQsuuMAp+FIUhdraWj744APKy8tpbm7G7XYzYMAAZsyYQVpaGpWVlXz66afEYjFGjx5Nv3792rStVBSFYDDIkiVLaG5uZtiwYQwdOvSwRU8rV65k7969dO/enalTp7Z571avXo3f72fGjBnOUP2KFStYt24doVAITdMYOHAgF154odNt62jv4ZGOXwghToWkCsBdzZnyBX+04zxTnocQQnQlSTkE3b4pf2uH22fWLgZqvSFC6+vZldD2fGbrxzjSZa3v1/5762pne464/UYOre+r9TylPZzeuvjrcJtAdPQc7du0vs/DPef2r0n759YR+3U62vEcbvOKIz3vI70/R7vOsR6/EEKcLJIBCyGEEJ0g6VtRCiGEEJ1BArAQQgjRCSQACyGEEJ0g6QKwTHkLIYToCpIuAEt1qxBCiK4gqQKwaZqUlZUddXMCIYQQ4lRLugC8a9cuCcBCCCE6XVIFYAC3293ZhyCEEEIkXwCWIiwhhBBdQdIFYCGEEKIrkAAshBBCdAIJwEIIIUQnkAAshBBCdAIJwEIIIUQnSKoALF2whBBCdBVJFYANw5BlSEIIIbqEpAjAdtCtqKggEomgqknxtIUQQnRhSRGJ7KHn/Px8PB6PtKIUQgjR6ZIiANs0TZN5YCGEEF2C3tkHcDp1xvyvaVnYD6sooMoJgBBCCJIsAJ9ultUScJW2l0kMFkIIIQH4FLFIBNptFU28tKqUSMzgilGFTOyXnfhZZx+gEEKITiUB+CSxaJXdtvx/X12I6//2CVsrGlFVhX8s382/7pjK+L7ZmKaFqkoYFkKIZNUlirAONzdrWdYR522P9vNTzTAt548CqC2jzfGWKuuPdlSzpzZIYaaPHhk+6ptjLNpcAYApy5GFECKpdYkA3FFlsmVZKIri/Kx1oLX/3vrnnUFTFedPOGawqzpI1DBxaYmXNdPvwjQhFjeJmSZx0yTT70rcWJJfIYRIap02BG1nr6qqEgwG8fl8bRpkKIpCMBgkGo2SlpaGruttfmaaJo2Njei6Tmpqamc8Bd7ZXEHMsPDoKg+8tZmSqiYG5qXylxvGUVSQxozBeVw/qTf/WlOGGbW4bER3rhvfGwvQJAALIURSU6xO7s24bds23nzzTb7xjW+Qnp6OZVkYhsE777zDunXrUFUVt9vN7NmzGTRoEAClpaW88cYbNDU1YZomQ4YMYfbs2bjd7sSTOkxWHI/HWbVqFePHj28T0I+HZSWWFt396nqe/HgXPl0DRcEwLfxujeqmCJcOL+Dlb05xbrOspIbmaJyZQ/LQVUWKsIQQQpz+IWg73h84cIDFixfzzjvvEI/HnZ8rikJxcTFLly5l9OjRXHXVVfj9fl599VUaGxuJx+PMmzePcDjMVVddxfTp01mzZg1Lly495cPRMcPEtCw+2VnDM5/sIcPrwu1ScWkKaV4NVYEMn4t9dSHqmqPEjcRznTogh4uG5ieCryXBVwghRCcMQdtzuyUlJSxbtgyv14uu605gtiyLNWvW0LdvXy677DIA/H4/f/vb39i5cyfp6elUVVVx3XXXUVRUBCQy4vXr1zNjxgxcLpfzGCf3uHHmdj26iqYoqKqCqiTmf5sicfSWfzeGY1zy8BK8LpWfXzWS84u6ETcsNE2RNcBCCCGATgjA9jzv5MmTmTp1KitXruS9995zAmY4HKa2tpYxY8YAYJom+fn5pKam0tjYSDgcxu1206tXL0zTRFEUevXqRUlJCaFQCJfLddjHPtGgbC8vWrWnjtfW7sOlKQwpSGNdaT1Rw6RPTgoXD8unKhChKhBhb20zmqoQihp854U1LPreDLpneJHCZyGEELZOK8Ky+zJrmtbhz+3CKkVR0HXdCayWZeF2u9sUbbndblRV7TDAmqaJYRgoitJmqPtYmZaFqiisLa3nS39dTnVTBAUY3zeL+68YRihqcNXoHgwvTMe0LL793BpKqppI9brxujTqglG2VwQSAfgUZOZCCCHOTJ1aBa0oSofreFsPR9v/b/2n/XU7+pl9//v27WP37t243W4Mw3Cy5mM/TkCBeWvKqGmK0CPTR8y02LS/kV9cPZKpA3IAiJsWuqowvDCDQHg3XrdGMBynMNPHoPw04MQzcCGEEGefLtcJS1EUVFWlvr7eCdDhcJhQKITH40FVVcLhME1NTWRlZaEoCoFAAEVR2gw/28GuR48eFBQUOBlwcXHxCTXvSPXoRA2TuGUSN0wMC6Jxg7hpgWWhqSqWZfH18/oRCMeZt3Yf3Xp6+OGsopbsV3pACyGEOKjTA7AdcO2A6fV66dWrF1u2bGHmzJmkpKSwceNGotEoPXv2RNM04vE4GzduZPr06YTDYTZt2kSPHj3w+XyHDPOqquoMVZ9IBqoqiTaTN07py+JtVazaXYeqws1T+nDeoG5oioLitJRU8Lg07rm8iP+8aBBeV2J43e4LLYQQQtg6PQDHYjGampraZKVTpkzh6aef5qmnnqKwsJA1a9YwfPhwevToAcCIESNYtGgR1dXVVFRUUFNTw5w5c476WCeS+SpKYt1u9wwv8+48lw+3VpHhdzGpX3bHj9HyOHbwteeQhRBCiNY6rRGHnakeOHCAkpISJkyYgMfjabNMafXq1QSDQfr27cvkyZPx+XxAolJ6+fLl7NmzB5/Px7hx4xg4cOBRH/PzNOI43iFk+0WV0CuEEKIjnd4JqyMnUi18LLf5vJ2wLMA0LRQFyWqFEEJ8Lp2+GYNlWZgtuwfZ7OIr+9zANM1DKpzt29jXOx0VxgqJDRgk+AohhPi8On0O+HA7GrUvpDrcbWRpjxBCiDNRp2fAyajLjfkLIYQ47SQAn0aWhbMZg2lZEoiFECKJSQA+jRQl8SduJpYmyeC5EEIkr06fA04GTlvM+hA/n7+Zkqompg7I4YeXD8Xn1kC6ZAkhRNJJqgDcmQVbcdPiey8W8+b6A2SnuPloRzW6pvKTOcMwkfXCQgiRbJIqABuGcULdsD6PRAMPhZpAmFW7a+me4UVVFHJTPCzdXoVpHWx3KUFYCCGSR1LMAdtBt6KigkgkcsiyptMh3eeiIMNHbVMUw7KoCUYY2C0VVUkUZEnwFUKI5JIUAdgees7Pz8fj8RzS+OPUPjaYFvhcGn+4bjRj+mSiWHDN2J78aNZQyXyFECJJdclWlKeKYRisXLnyhFtRngxxw6KqKUL3DG+nPL4QQoiuISkyYFtnn2uYloWuKU7wTZ5THyGEEO0lVQDubGrL1oZ24JWlR0IIkbySqgq6K1Cc/wghhEhmEoA7kWWB3ZBSdlgSQojkIgG4k1gt3a/shpSWdMMSQoikInPAnURRIBCO8/GOanZWBVEU2SVJCCGSiWTAp5lpJTZi2FUd5Ov/WMln5QE8usYvrh7OVyf1cX4uhBDi7CYZ8OnWkub+4d1tfLqrlhS3Rjhm8Iv5mznQEE5USrdbn2SYlvNHsmQhhDg7SAA+zezstqIxQopHR1MU/G6N5qhBfXMUaDsUbQGaqjh/JDcWQoizgwTg08xoyW7nnNOdcNSgJhhlf0OYyf1zGNAt1dm60KYA89fv5+5X1vP3pTuJm4nbSyYshBBntqSaA+7M7Qhtmpo4hq9O7kO6z8Vb6w/QPzeF22b0x62riQDMwbnif36yh28/vwYFhXDMYFtFE/9z7TmyfZIQQpzhkioAd8Z2hEdy5ahCrhxV2OYypaVbVmIuGF74dC9eXSPT7yYSM5i3poy7Lx1CtzSPLF0SQogzWFIMQXeF7Qg7YpgWptVSXNXuvMBs+ZnPrROJmZiWRThu4HVpuPWucfxCCCFOXFJ8k3fmdoRHoqkKqtJSXNU6k7VAbSm6+sGlQ+iZ7aMxFMeta9x9WREZPldiD2HJfoUQ4oyVVEPQmqZ1iXngI7FIDCuXVDZR3hhmbJ8sPrrnAhZvrWJoYTqD8lKxLGldKYQQZ7qkCsBdaf63PYvEkLSqwCMf7OC3C7dhWhbdM7w8detErhydmCuWeV8hhDg7JMUQdFdnFzTrqkJjKMbD72wnZpp4dJUtBwL84Z1tTiMOCb5CCHF2SKoMuCuyM9pQzOCDzyrZXdOMpoBH19A0Bb9HozEcR1OVw679tQO4XcylKAeXOwkhhOiaJAB3IntEPBCJM/cfq1i0uQJ/S5VzOGbQ0GxgWBazR3YHEpXRqqJgttxQURJzwUrLfbUOurJMWAghujYJwJ3IsCx0VeHNdft5e8MB8tI8mBZEDJMpA7LpleXn/CH5XD0mMf+rKolqaa3dOLRhWmiqwpLtVazaVceo3hlcWJTfGU9JCCHEMZIA3AUEwnFQQNcSgbUqEOOqUT24eWpf5zr20HIgEufdzRVk+l2kuHV+/842gtE4BRk+Fm4qpzYYxa2pPHTNSOZO7y+7KwkhRBclAbgT2Zns5SO788RHu9h8oBGAYYVpzByS5+x+lIjLCjVNUW5+8lM+3lFNqkdHUxWawnE0TSFuWKR5dbpneAlG4vzf4hK+OqUPPpcmw9FCCNEFSQDuRIqSmKvtleXj1Tun8sLKUrDgyxN60SPL52zMEDctdBVeWlXKB59VUpjlIxZPNBPJ9LsOFmFZiSKsrrzcSgghRIIE4E5mF1D1yPTxXxcPdi5PDDm3zVsbQjEUBXQFLFUhFDWIKQqaCtG4ia6pNDRHcOkqd84cgFdXnflhIYQQXUtSBeCu2gVLURIB165utoutbHb8vGpMD55ZsYc9NUE0RWVwfipx06KmKcpFw/L5xnn92VbRyJjeWUzomw0khq9lHlgIIboexUqi8cpoNMrq1auZMGECun5mnXvYw8wlVU28tKqMVI/Olyf0wq2r1DfH6JPjP+Q2pbXN+N06Oanu0368QgghjiwpArA9l1paWkpJSQnTp0/vMjsiHY+jtaG0d1cKx0zufnUdCzaU49FVfjRrKDdP7SttLIUQogs586LQCeiquyEdL6VlODluHtzC0P5jc2kqz67Yw1Mf70ZRoCEc5/7XN7GlPOAMdQshhOh8SRGAbWfCbkhHoyoKunpwC0P7T2vbygP4XBpuTSXNoxONG+yqCgIH55mFEEJ0rqQKwEkw2g7AjCHdMCyLulCMikCEggwfY3plArKNoRBCdBVnViWSOCJ7w4arRvfgsZvH8/yKUrJT3Xz7/IF0z/TKHLAQQnQhEoDPMnZ8/Y9xvfiPcb2cyy0k+AohRFeSVEPQycQwE8Pt9vpiib1CCNG1SAZ8lrK7XykKKC3hV3pCCyFE1yEZcBJw9g9GqqCFEKKrkAB8lrM4WPlsSUtKIYToMmQI+ixmWok+0st31vDbRVsJhuN8eWJvvja1rwxHCyFEJ5MAfJayWoJvaV2I255eRVldCI9LZcWuWrqleph9TnfZKUkIITqRDEGfpey53jV7a6kKROiW6iHT60IBFm+r6tyDE0IIkVwB+ExvQ3k87Lne/rmpaKpCYzhGOG7SHDUoKkjr8DYWieVLdp9p+zIhhBAnX1IFYMMwkqYdpb3xwsgeGfzPtaMozPTh0VW+d/Fgrp/Uu01xlnMbEsuX7D7TlnWwcjo5XjUhhDh9ZDvCJNEUiROKGnRL8xzyM7sgK25avLO5gqhhcvHQfPxujbhhoWtKm+tKNbUQQnx+SVGE1Xo7wrKyMkzTTKoAbFoWqR6dVI+O2S54Wi3RNxQzuPOZNbyxbj+KAucOyKVnlo+tFY1MG9SNH1xahEdXW7JjCb5CCPF5JUUAtp0N2xGeCFVRnDnd9pmraVloisK7myt4rXgf2X43FvDJrhriO0xcusqavfWs3F2Lpihk+t387Mrh9M1Nkc0dhBDic0iqAJwEo+2H1TpQ2kVWqnKwyCoQiQOgaSqGaZLq1VFRMC2LFDes2l2HoigEwjGqAhHm3TUVt6bJemIhhDhBSRWARSLgtln723JScvHQfEb1zGTVnlrcmoqmqWiKgktLbHGY6tWxTPC7NTbtb2RPTTOD8tKc+XUhhBDHRwJwklGARZvL2bivgYn9cjhvYC6mZdEtzcNL35zCcyv2oCgKPTJ9/OXDEsobQmiqSkVDmBSvRiAUpzDDS49Mv1MpLYQQ4vh16Spo+9AOl2Ed7eftxeNxVq1axfjx49H15Dr3sNtS/uWDHdz72kYsCzy6wv9+ZSzXje9F3LTQ23XFisRMgtE4NcEo331hLZsPNJLu1Xnoi6MY3yeLmGFRmOkFkPlgIYQ4Tl0yCtnDmkqbat2DQ50d/Vwcnj3fG4wa/HXJTlI8OqlunbpQlL8v2ckXRvfArSeqwuPmwb2DPS4Vj8tNdoqbN751Hntrm8lL8/LIB9v51nNrAJg7vT8/vKwIFA6psBZCCHF4XXItjh1Y6+rqqKmpwTCMNsFWURRM06S+vp6mpqbOOswzUGLEwLIsDMvCq6vsqw/xhb8s4/q/f8Km/Y3oqoKqJJpxJNb8JgKrokC/3BSWbK/il29tIWaYROMm/7NgK+99VgHWoRXWQgghDq9LZcD2kHIwGOTNN9+kpKQETdPwer3MmTOHgQMHAlBaWsobb7xBU1MTpmkyZMgQZs+ejdvtBpKr5eSxUJTEEHSKW+eOmQP46eubqA1GSPXoBCMGa/bWEYzE2VvbzNvfmUaGz3WwulkBBYWYYaGoFlv2N6KpCj6XlsiWFbj/tU38zreNmUO68f1LhjhFXvIuCCHE4XW5DFhRFN577z02b97MBRdcwNVXX43X6+Vf//oXwWCQeDzOvHnzCIfDXHXVVUyfPp01a9awdOlSCbxHYE/v3jFjAG9861x+88VzGN0rk7hhkurRyUvzsqemmS0HGoFDl2xpauK9mTowB11TqQ1GCUXjqIrCnppm1u6t5/+9sZnHlu5E6eD2Qggh2uoyAdie141Go2zdupVJkyYxZcoUioqKmDNnDs3NzezevZu9e/dSVVXFpZdeSlFREeeeey4jRoxg/fr1xGIxFEWRL/8jsIDJ/XP4+rT+TBmQS20wimlaNEXi+FwaPbP8wKHZq6oozm3/cN1opgzIYVhhBooCXpdKmk8n3aezpGWnJRmOFkKII+syAdhmGAaGYZCRkeFclpKSAkBDQwOVlZW4XC569eqFaZpYlkWvXr0IhUKEQqEj3rdkyAd7PscNi69N7cucc7pjAVl+N/fNGUrPLB+m1fFrpZAI4DdM6s0b3zqPZ78xCZ9Lp6E5RtywqGuOMSg/sdOSKSdBQghxRF1mDtj+wvd4PGRlZbFq1SqKiopITU3lo48+Ih6PY1kWpmni8Xjw+XxOP2e3242qqh0GDdM0nSKueDx+Wp9TV2UvNyrI8PLKHVPZU9NMuk8nq6UNpXqE8xR7dyRQyE/38ofrRvP/5m+kMhDha1P78q0LBkp3LCGEOAZdJgBDyy47qsrs2bN58cUX+etf/4rb7UZRFNxuN7quY5omQJslSa3/tL4vRVHYt28fu3fvxu12YxgGpmlKJtzCXrvbJycx7Hysy4js61jAJcPzmTG4G3XNUQoyvAevJK+xEEIcUZcKwPb8bUFBAbfeeislJSW4XC78fj8vvvgiGRkZNDY2Eg6HCQQCZGVlJfoTBwIoioLL5WpzXwA9evSgoKDAyYCLi4tljriFHSMPt1HDUW9PImh7XCoFGV7nfo439tpbHJ7IMQghxJmqy80BW5bF3/72Nz7++GMmTJjA6NGjKSsrQ1EU+vTpQ/fu3TEMg40bN6IoCuFwmE2bNtGjRw98Pt8hvYlVVcXlcqHrepsALQ5SlBNPWO3iLDubPu7gayUCuaoobXZtEkKIs12XyoDtIeiBAweyePFiZ8h49erVXHTRRfh8Pnr06MHw4cNZtGgR1dXVVFRUUFNTw5w5c47p/sXJpzj/acuywGh5zTVFOSQ4WyQCdjRusmZvHRk+F0O7p5/qwxVCiC6hS/aCNgyDFStW8Nlnn6FpGsOHD2fcuHFOZhsOh1m+fDl79uzB5/Mxbtw4p0nHkSRzL+jTraPe0K2Ls6yWK9Q0RZj79CpW7KpFUxW+f9FgvnfxYOktLYQ463XJAHwijmVbPAnAp5Y9l2vP4+6tbebN9ftJcetcO64nKR7dCayGaaGpCg/9+zN+/uZmCjO9RGImFrDgu9MYUZghvaWFEGe1LhuFTNN0lhm1/jscrHxWVfW4d0QSp45CS59uy2JPdTPX/e0TPitvxLIs3lp/gCdvmYjfrbWZ593fEMLrUtFVBcWlEQjHqWyMQGFLcZi8rUKIs1SXDcCtA27rvwNtdkKSwNv57EDZHInzy7e3UFxaT0NzjNLaIPnpiaVJ739WyeJtlcwa2R3DPBiBZ4/szvMr9lIViBCJmUzqn8O4PlkATk9pIYQ4G3XZACzOHBaJcvpfL/iMhxdtIzvFjaKAz60ndlLC3ofpIHu3pUuHF/DS7VN4eXUZeWkevjGtf9vNIIQQ4iwlAVh8LnbnrLhpsXR7NXlpHjwuDcuyiMZNmmMGccPk8pGFzBic13L9g7slWcD5RXmcX5R38D6lAEsIkQQkAIvPxd75SFcV+ndLZcWuGgoyfNQ2RRlemMZtMwaQ5nFxxehCXC1Zb+vgqpAoyFKUROBVO1iuJIQQZyMJwOJzs4eX7589lFA0zopdNYzvm8Wvrz2Hcb2zDl7vMOPKzlyvBF4hRBKRACw+N3tIuW9uCs/NncyB+jB56R40VSFuWk5ctQOtDDELIUSSBWCpmD617MDaPTNR+Wy2DE3biW/csIjEDVI8SfVrJ4QQHUqqb0LDMKQd5SnUZnMHJZEZm1aiSOvdLRX8bP5mGppjXD2mkPvmDMPVsrxMzouEEMmoy23GcCrYQbeiooJIJHLIumJxcimKXZyVCL5ldSG+/dxaPjvQSEMoxm8XbuXp5btRFHtvYSGESD5JEYnsoef8/Hw8Ho+zp7A4tezgurU8QEM4TqbfjdelkuLRWbOnHpDsVwiRvJIiANs0TZN54NPILs4a0j2NDK9OTVOU5phBUyTO2JbqaEmAhRDJKqkCsMz/nl722t6emT7+dtN4pg7IpkeGj19cPYKbp/ZJNOWQdpNCiCSVVEVY4vRTlMQ64WmDcpk2aBrhmIHXpXX2YQkhRKdLqgxYdA6Fg/PBXpcmhVdCCIFkwOI0URXF6Zgle/wKIYQEYHEaSdgVQoiDZAhadBoZiBZCJDMJwOK0syycfYJNy5KlSEKIpCQBWJx2SkubyrhhyfaDQoikJXPA4rSxLAtFUSirC/GbBZ/xWXmAwfmp3HNZEb2y/S3rtBWMlpRYVaRgSwhx9kqqACxdsDqfaVnc99pGXli5l26pHpZsr6IxFOepWycAiaCrt3qfjmXrQgswzYPj2Jo09xBCnAGSKgDLbkidxyJxAhSOGqwrrad7uhddU+me4WVdaT2hmEGKWycYNXhlVSlNkThzzimkT47f2c7wcBTaBt2jXV8IIbqCpAjA9tCn7IbUeezdkdy6Sr9cP4s2N5GX7qE6EGFkjww8mkYwEufrT63izQ0HUBV46uPdvHj7FPrm+jGtQzNbOzuOxA2e+Gg3u6qDXFCUx2UjCiQICyG6vKSIRLIbUtehqQq//MJILhyahwKcX5TPr74wEl1TWLKtivc+q6Ag3UNhppdNBxp5dU0ZqqKgqcohHbQsLEzL4r9eWsf3Xyrm70t38pW/f8Irq8vadN86HItEEJcxESFEZ0iKDNgmuyF1LvulH9o9ndfvOpcDDWG6Z3gP/lxVnIBomuBzaZQ3hlm5u44+2X7y0j1OZhs3LXRVobSumTfXHaAgw4dHV6kLRnlh5V6uHdfziAVcppWowLbTZOffQghxmiRFBmyT+d+uwc5M7eBrmhYWMH1QNy4dUUBNU5T6UIysFBfz1+3nmr98zKz/XcravfUogNESfAE8uka6z0U4ZmCYFuG4SYo7cV55pPc7sQzKZFd1kFDMkOArhDjtkioDFl2D0xe6JZ1V1cS//W6Nf9wykfnr9lMTjPDXxTvZ3xDC59LYUdnEA29v4cXbJqOrCgs3lfPI+ztw6yoD81KJGiZ1wRgD81L59oWDaHX3bdiZ7o7KJu56bg1bywMUZHj581fGMK5PNqaVqMQWQohTTQKw6BSK85+D/7YAXVP4wtgemJbFrxd8hltT0VUFv1sjGImhqwpbyxuZ+/RqmqNxFEUh3aPz0yuHkZvqYWK/HHJT3cCha4jtgGxZ8PM3N7OspJr8NC9bywPc/coGFnx3Gi4tqQaFhBCdSAKw6DLsIBw3EkVylwwr4ImPd5Hi1tE0hWjc5FvPraWkqgnTtMj0u9BVhf31YRpCcW6a0hc4dO2wPeStKAqKohAzLHZVB8nyeUBRyPK7KatrpjlqkOFTj2ntsRBCfF4SgEWXogC6qqIo8NsvjWJIQRo7KpvY3xBm6fYq1pU24NZVPLpKNGYSIRFwe2f5MEwL0wKXloiedsZrZ8IWiWDs0hQm9M1mxa5a8tM8VDdFuHpMD1K9urNkTQghTjUJwKLLseOfz6XxnZb53G8+swbTtMhNdRM3Exs4+L0aCgrfumAgc0YVoqoKKgc3e7DXDa/aU4euKozulYmiKFiWxQ8vLwJg474G+uSkcO+sIjRFcTaJEEKIU00CsOiy7OFoTVVI9WgEIwYZPotgJE6qR+flb06hZ5afDJ/r4G1aMlhNUYgZJnc+u4a3NxwA4IZJffjVNSNRFchL8/Dwl0YRNyx07WDIlWpoIcTpIhUnostKDEcrKCh858JBXDI8n3DcJMvv5v9dOZzhhRlk+FxtGm4oikJtMMqqPXX87/vbeWlVGR5dw6WpPLZ0J+9tqUgsQTITTTx0TXEyZiGEOJ0kAxZdmj0f2zvbz7y7prKutIGCdC8FGV5nH2G1ZehYVRS2VQS49alV7K4JoimQ7XehKODRNFQlzoGGsHPf9nKoRD8OyXyFEKeXBGBxRkhUJifmceHQzlX23/5n4VbWl9XTLdWDYVlYCjSGYkTiJgXpXqYNygVAa7mthF0hRGdJqgAs1a1nLkWxezdbKCiHzNUqLdlsRWOEFLeeGFo2Ei0r55xTiNel8pVJfRjQLdXJeoUQojMlVQCW7QjPbAqHP4myM+IrzunOB59VEjdNmiJxvjS+F0/eMsG5nqzxFUJ0FUkRgGU7wrOfnRHPnd6frFQ3izZVMCQ/jdum92/Z3MFCUaTKWQjRdShWEqWE0WiU1atXM2HCBHQ9Kc49BB33hBZCiM6WVFFItiNMDkZLtmtZiYxX3nIhRFeUVAE4iZL9pGZ3wJK0VwjRlclkqBBCCNEJJAALIYQQnUACsBBCCNEJJAALIYQQnUACsEgqVssfIYTobBKARdKw9/pVSCxRkqJ4IURnkgAskoaqKBimRVMkntgBqd0yJcmOhRCnU1KtAxbJye7//PbGA/z6359R1xxj2qBcfn7lCLJT3c76cLtNZfudloQQ4lRIqgxYumAlHzv4HmgI870Xitm0r5HGcIzHlu7kr4tLnF4dqqLQHDWIGaazT7AQQpxKSZUBy25IyccisX3h3tpmQjGDrBQ3CpDld7OtMuBc76F/f8YLn+7F59b40ayhXDmqUHZOEkKcUkmRAdtBV3ZDSj72qMfAbinkpHiobooQjhvUN0cZ2SMTgBdXlvLAW5upDUYpqWriP19Yy7aKgNNPWgghToWkiET2l3B+fj4ejwfTNDv5iMTpYlc856R6ePTGccwY0o3uGT7unzOcO2b0B6C4tB63puFza2T4XISiBhv3NQCJ+WAhhDgVkmoIWnZDSk6Kkqhuntgvm9fuPJdwzMDr0pzsdnSvTMKxOKGYRiRm4nGpDC/MAGT/YCHEqZNUAVjmf5OXwsHqZq9La1kTnCi2+uLYnmze38j89fvxujT+84JBDClIkzlgIcQppVhJFJXi8TirVq1i/Pjx6HpSnXuIViw63qmwOWqgqwpuPSlmZoQQnUyikEg6HQVf07LwuzXn7zL0LIQ41SQACwFt1v5K8BVCnA5dOgC3Hh3vqHjK/rkUVomTQX6LhBCnU5ec7GodWO0/rYNx+58LIYQQZ5oumQHbQbW+vp5oNEp6ejper7fNz03TpLGxEV3XSU1N7axDFUIIIU5IlwrAlmWhKArNzc289dZbbNu2DV3XUVWV888/n/HjxwNQWlrKG2+8QVNTE6ZpMmTIEGbPno3b7QZkSFoIIUTX1yWHoJcvX86GDRs4//zzufrqq+nWrRtvv/02FRUVGIbBvHnzCIfDXHXVVUyfPp01a9awdOlSCbzipJGtCYUQp1qXyoDtALp3714KCwuZOnUqALqu8+STT1JfX08wGKSqqorrrruOoqIiIJERr1+/nhkzZuByuZxMWogT0XoZkixJEkKcKl0qA7aLqwYMGEBNTQ0ff/wx27Zt4+OPPyYrK4tevXqxf/9+PB4PvXr1wjRNLMuiV69ehEIhQqHQEe9fgrI4GovEMqSYYRKMxp3ga5gWpmVhWYm/G6bkx0KIz6dLZcB25jp48GA+/vhj3n33Xfx+P3V1dYwePRq/308sFsPj8eD3+51djdxuN6qqdhhgTdPEMAwURSEej5/upyTOIKYFqgILNpbzi7c20xSOc82YHvz0yuFo6sHfLU1O5IQQJ8FJCcBHW697rFRVxTAM3n77bVwuF1dffTV5eXmsWLGC5cuXM3z48EN2M7Isq82f1pcrisK+ffvYvXs3brcbwzAwTVMyYXEIqyX47q4J8p0X1lLXHMWra/z+3e0oqsLIHhkUFaSRm+phyfYqclLczByS19mHLYQ4g51wALYDXkeZpx0gj2ffXTtgRiIRDhw4wOTJkxk6dCgAs2bNYuPGjVRVVeH3+wmHwwQCAbKyslAUhUAggKIouFwu5/7sY+rRowcFBQVOBlxcXCybMohDmJaFpihs2R8gEI6T5XNjmBZZKS7+74MS4qZJtzQPaV4Xu6qCmFh8c/oAfvGFEU5zaTmtE0Icj+OeA7YDr6IoToCNRCKEw2EikYgTlO2fHe/eu5qm4XK5qKqqcm5bVVVFJBJB0zT69OlDPB5n48aNKIpCOBxm06ZN9OjRA5/Pd0gBlqqquFwudF1vE6CFaM2e6x1amEaaV6c6GCEcNzBN8Lk10rw6gXCcsroQaV6dFLfOk8t2s3ZvHYZ1fHPCZsv15TxQiOR2XBlw6+C2Z88e1q5dy/bt253lQZqm0a1bN/r378/IkSMpKio65izY7nbl8XgYM2YMH3zwAc3NzXTv3p0NGzbg8XgYPHgw+fn5DB8+nEWLFlFdXU1FRQU1NTXMmTPnmI5fiI7Yewb3zUnh0RvH8ZsFW2kKxyhvCBM1LNy62vL7D6oKuqJgWBZel4beMj98LNsXJoa6D6bLsuWhEMnrmLcjtINveXk58+fP59NPP6W+vh5ILBPSNA3TNInFYliWRVpaGkVFRVx11VUUFRUd99Kg4uJitmzZQjgcJisriylTppCfn49lWUQiEZYvX86ePXvw+XyMGzeOgQMHHvU+ZTtCcTT2VoWmZRGLm/zh3e388u0tAKR5dBRFoTESAwsm9svmugm9iMZNrhhVSO9s/2G3Omxt+c4aSmubmdw/55hvI4Q4+xxTALaDZ2lpKQ899BDl5eXk5+czaNAg+vbti8/nw+12E4/HaW5u5sCBA2zbto0DBw6gqirf+ta3mDp1KqZpHte88OGO43h/ZpMALI5F+7W/b67fz4qdtcwckoeiwHtbKvC5dd7/rJLivXXEDIvhhem89M0p9M72d7h22K6w/uO72/nVv7dgWZCf7uUft05kbO9MWW8sRBI6pihkB7eKigpUVeXWW2/l3HPPJTMz87C3CQQCrF+/nldeeYWdO3c6TTWOVetg3X7Xo9YFYLIjkjjZ7EBoZ6ZzzilkzjmFzs8vKMpjybYq/vTedrJT3Oiawsb9Dby4qpQfXDIkMbfb6tfRDq5ldSH+9/3tuDQVv1ujtLaZv3y4g8duGi8ZsBBJ6JgCsB3chgwZwq9+9SvS0tKoq6sjFouhqiqaplFSUsL+/fvJycmhqKiItLQ0zj33XMaOHUsgEGhzP8eidabc/natd0GSwCtOFfs3yzAtJxgbpoWmKtQ0R4kaiSJBy2qZyz3K/UViJnHTwqWpqAromkIwEm95LPk9FiLZHHMAtud1g8EgDz/8MBs2bOCuu+5i/PjxzJ8/n9dee414PI6iKBQVFfHNb36T1NRUfD4fPp/PuR8hzjStm3DY2fHFQ/O5dFg+CzdXADCuTxbXje/Vcp22t1cVBcuCvrl+Zo0o4J+f7EHXVDy6ypdbbmNioUoQFiKpHPdE6PPPP8+nn35KWloaPp+P6upq5s2bh6IoFBQUEI1GWbNmDQsXLuS6666TIWJxVrGrpVM9Ov/8xiTeWLefYCTOFaMKyfIfYTcuJdFB609fGcu5A3PZXtnErJHdmdQv22l/KYRILsccgC3Lory8nC1btpCRkcGNN95I9+7d+fe//004HKZPnz7ceeedlJaW8thjj7FlyxYqKyvJzMx0tgkU4mygkAjCLk3li2N7OpcfaUmRfbGuKnx1cp+Dt0EqoIVIVse8DCkSifC///u/bN26Fa/Xy4ABAwiHw+zduxfDMMjJyXGKsnbv3g1AdnY2119/PSNGjPjcFdAng1RBi5PJAsyW+WFNUY5pPW/r26iKZL5CJLNjjogej4c777yT9PR04vE4U6dOZeTIkcRiMXRd59vf/jZ33HEHI0eOJBwO07NnT+6//36GDRuWeKBODr4gw+Di5FJIzA/raiL4JoqxrCPuI9z6NhJ8hUhux5wGmqZJSkoKY8eO5bXXXuPvf/87AI2NjVx44YUUFhbyyCOPsHLlSkKhEEOGDMHr9TpbBnaF4GcYhnTDEqfEwXW8x94VSwiR3I45ANsB9IYbbkDTNNasWUM8HmfixIl86UtfwrIsQqEQqqoyffp0LrnkEqc9ZWdrvY45Eol0iWxcnF1URSEYjVPZGKF3tr9N5bQQQnTkuDphVVRUOAVXANFo1CmwMgyDAwcOoOs6BQUFzm0rKipoaGhg8ODBnZ4JR6NRVq9ezYQJE2QOWJwUdoer5SU1fOeFYioDYUYUZvDnG8bQNydFOlwJIQ7rmFJBO0bv2bOHn/zkJzz55JNs27atTSapaRo9e/akoKCAWCzG3r17mTdvHj/60Y/4+OOP29xPZ9E0rUsMhYuzg72HcDhm8N8vr6OksgldVVi8tZJfvZXoH32iv22WlWj6Yf8RQpx9jqsTVt++fenduzfz589n6dKl5Ofn079/f7Kzs9F1HcMwaGxsZPfu3Rw4cIDq6mpyc3MZN25cm/vpLJ19AiDOTo3hOAcawmSluNAUhUy/m5LqoNM160hLjVoHV1VVnCVOSsu6YZvMKQtx9jmuAJyXl8ePf/xjFi1axIcffsiePXvYvn2705NZURRM00TXdbKzs5k9ezazZs2ioKCg04efhTjZEpXPFjkpbib2y+b14n1kp7ipaYpy64B+qKpCzLTQW20/2JoFh8wV24G2IRTj8Y92URmIMGdkAecN6iZBWIizzDGvA4a2Ow4FAgHWrFnDnj17nF2PLMuiW7du9O7dm1GjRpGbm3vI7TqTrAMWJ5tTH9EY5uF3trFpfyPnD8njvy4ZfEy3n79+P0u3VTMwL5Vbzu2LpipE4ia3PvkprxXvx6Or+Nwaz35jMhcU5cmcshBnkeOKQnZPaLsv9IwZM4C2Q7tKm2EzaUMpzm7273Z+updff/EcJ0t9bsVeFmwqp2emj+9ePJi8NI8TPO3/P7tiL3c9uwZVgVDM4LMDjTx83Wg2lDWwZHs1PTJ96JpCZSDKK6vLuKAor5OfrRDiZDruNNDeicgOxNC2yYZlWU7XKwm8IlkkiqZMdE3l6eW7ueu5tfhdKoGIwWcVAZ6fOxm3rhI3LXQ1sTnDC5/uxetSyfS7icQN5hXv5/45w8jwuQCIGiaqohGJGaR6dOdxpHelEGeHE14QqyiKE2RN03QaboBUG4vkoyigqSoW8O+N5fhdGpl+N93TvazaXUtJZRMKOMFXUcDv1gjHTEzLIhQ18Lk0vG6NIQVp3DFjAIZp0RCOMb5vFrfPGOA8jhDi7PC5JkIl0xXiIKtlaDk/3UsgEifFqzv7/37/pWJcmsrt0/szZ1QhAN+9eDBbKwIcaAiT5tG5+9IhbC0PYFlw35xhzBlVyP76EDMGdyOlJQOW+V8hzh7HVYTVml18Eo/HKS0tJRAI0Lt3bzRNIy0t7WQf50khRVjiVLI/E7trgnzr2TVs2NeAx6URjZuJP4aJR1d5/VvnMb5PFgBVgQjLSmoYmJfCXz4o4bXifYDCjVP68NA1I1vdt2S/QpxtTigK2V80xcXFvPTSS9TW1hIOh5k7dy6LFy8mJyeHW2+91QlykiGLZOCsl89J4V93nUtJZRP/WrOPP763nUyfC1WFisYIH2+vYnyfLKJxk25pHq4aXcjzn+7lyY93UZDhxbTgsSU7uWhoHucPycMiMXQthDi7HPccsGmaKIpCaWkp//d//8fevXudtb8A4XCYBQsWsGjRIqdYS4hkYlmJgDm0ezpTB+YQjRuEYgbBiIFpWQwuSAcSa4BjRqLT1a6qILqm4tY1PHpiLrmiMSw9pYU4ix13ALYD6rp166irq2Ps2LFcc801xONxvF4vM2bMIDU1lbVr1ybmxLrQxgeSiYvTQVESv2uGaTFzcDd+duUIMv0uMnwufnrFMC4dXuA04bD/XDqigKwUN+UNYQ40hOmT42f6oG5A245YR2OYFnFD2lcKcSY4oWVIAA0NDRiGwaxZs8jMzOQf//gHuq5z4YUX8sorr9DY2EgsFsPtdneZRhyyHaE4Xex9fwH+86JB3Dy1D5YFWSnuNtdTW/YRHtcni5dun8KzK/bgd+vcMrUvvbL9TlvKYyUZsxBnjhOuRPL5fKiqypIlSxg2bBhut5twOMw777xDU1MTPXv2xOVKrGfs7OAr2xGKzmRaFpl+t/P39pXMSksQntQvm0n9sp3LWxdeWfZ/Ou5q6Xhr/QG2VwY4p2cmFxTlHbEPtRCic51wAD7nnHN46623WLp0KcXFxaSkpPDss88SDAaJRqOMHz/eWSPc2QHP6VaUn09ZWVmXOCaRPFQlsfbX/ntHFCURnOFg4LWv6wTtlpu2D+L29X/51hZ+s/CzliFrhQe+MJw7Zw6U9pVCdFHHHYXsns8DBw7klltuIS8vj3A4TCAQoLGxEV3Xufjii7nwwgu7zNCzTRqEiM6SmBc+8nVURUFVEnPCrQOmqijEDJNd1UHCMaPD4BuMxnlh5V7SfS66pXnxuFRe/LSMmGEmTgBO1RMTQpywE8qA7erm8847j6KiItauXQskgnOvXr0YPPjYGtGfbjL/K84kdnDdWhHgrmfXsKOiicIsH3/+yljG9M7EtA4OLyskArdhWOCyME0LVU1cLoTomk5oHNbObBcvXszPf/5zqqurufjii8nMzOSvf/0r77zzzsk+TiGSin2qaFoWP319E5/uqkXTFDYfaORH/1pPzLBoGWnGtBJtLe+cORDDsqhqiqBrCt+cMQBNS1RjSxgWous57gzYnj/dunUrTz/9NA0NDVRUVGCaJlVVVezatcupiD7//PNlvlWIE6QoEI1b7KoOkuV3oSoK2X43JVVBmqNx0rx6YjlTy5D0bdP7M7pXJqv31HHuwFzO6ZkBJCqjZR5YiK7nhNcBb968mebmZkaNGsUll1wCwOjRo5k1axa6rrNs2bIutw5YiDOFQiKz9egq0wflUt4YoTkaZ199iFkju5PhSwRkrdX8rmXBxH7Z3DFzgBN8g5E4cVOCrxBd0QmvA47FYoTDYaZNm8awYcOwLIuCggJuvvlmVq9eTV1dHdFoFI/H0+WKsYQ4EygkhqJ/csVwslLcfLyjhnMH5dAvN4Vv/GMVfrfGdy4cxMC8VGe+OG4mtgltDMX52fxNLN5WRbrPxT2XFTHnnO7SU1qILuS4A7CdAbvdbjweDx999BG5ubn07duXQCDAO++8QyQSoVu3bmiadtIPWIhkYQfKNK/Oj2cNxbJg9Z5arvzzx0Riic0d1uyt441vnUd2ijsRXAFdU3n8o138dUkJhRk+9teH+f5LxYzpnUmPTJ8EYSG6iOMOwPaQ8jnnnMObb77JZ599xp/+9Cf8fj+xWIxgMEgwGGTUqFHoui5zwEJ8ThYQN0xcmsrzK/fSHDEoyPBgmLC9solPdtYya2RBm3nerRWNZPlduDUVl18lHDXZXR1MBGAsqY4Wogs4oTlgwzDo378/t912GwUFBUQiESoqKmhoaMDtdnPRRRdx+eWXy9CzECeBwsGpn56ZfsJxg5hhEYrGURToluZ2hp7tZh5jemXR0BwjHDOoboqQ6XcxMD+xTah8JoXoGk44AwaYOHEiEydOZNu2bdTX1+NyuejXrx+ZmZkn8xiFSHqaksiEb57alzWldXz4WRUel8bdFw5iQl+7faWCaSWu941p/QmE47xWvI8xGV5+eHkR+WkeZ/jZWRJ/lNaWQohTR7GOoTuFnckGg0GKi4vJyMggNzeXHTt24PF4cLlcaJqGZVnE43Gam5spLCykf//+XSoLNgyDlStXMn78eGf7RCHOROvLGshOcdMtzcMLn+4lEI5z0bB8igrS2nzmwjEDrytRi2H3hT5cK0shxOl1TFHI/kDv2LGDP/zhDwwcOJCpU6fyz3/+E6/Xi2maznU1TSMYDHL++edz1113nbIDPxGyG5I409m/vuf0zCASN/ni/y1j8dZKNFXlj+9u54XbJzOuT1ai+YaCE3xbB11VUWiKxKkKROiT45clSkJ0kuNKA10uFzk5OWRkZJCenk737t1xu93E43HnOoqi4PP5SEtLO+kHe6JkNyRxtlAUnM5Wi7dV8emuGvIzvOiqyr76EK8V72NcnyynQYed9apKYnhaVeCj7dV894W1VAWjjO6VySPXj6Fnth+60GiVEMngmAKwHbCKior4wx/+gKIoNDc3069fP1wuF5mZmW0+uJZlOUO8XeEDLbshibONqii4tMTvsGnhFGDp7fYDtv9lXycQMfivl4vZVRMk0+/m3c0VPPTvz/jT9WNagvbpfR5CJLPjikKqquL1evF4PCxYsIAf/ehHzJs3D5/Ph9frdf74fD5nL+CuRHZDEmcDTU1ktlP6ZzN7ZHfqglEqAxGGd0/nKxP7AIlMtzW15XZ2r+gMnwtNVUj3udhdE0RVFadlpRDi9DjuSiTDMNA0jaKiIhYtWsSePXuor68/IyqfZf5XnE28Lo3HvzaRq9ftpzYYZc453emW5sHi4F7C9hB03LJ4Z2M5MdNiaEE6H++owetSCcdMRvXMZNWeOrJ8LgbkpTq3EUKcWsdUBd2aPZ+6e/du/vKXv1BTU0NBQQFDhw51Ol9Fo1EGDx7MlClTulQVdDweZ9WqVVIFLc5arSuarZZIGokZ3PXcWuat3YdbUxhSkMbQ7ulUBSL0zPKxdm89u6qDuDSFX35hJNdP7C2bNwhxGpzQbkiaprFhwwa2bdtGVlYWu3btYuvWrUBimLqpqYmLLrqIKVOmnPQDFkIcZAGmaTlFV61jpmlZaIrCu1sqmLdmH1l+F4oKxaX1fP28ftw0pS///XIxxaX15KV5CUZj/Hz+Zi4amp/IpGV5khCn1AlvxjBy5EiuvPJKNE0jFouhqiqKoqAoCpFIhMGDB7e5vhDi5FNIzO12xB7aaooYWFhomoKmQNywqGgIA7CtIojXpaFp4HfrBKMGdc1RZyhbPr1CnDon3AkrNTWVq666Cq/XS0pKykk/MCHE52PvE3xhUT5jemexclctigID8lKZM6oQy4IvjCnkw62V1DZZNEXiXDW6B/1yE7srHSauCyFOkmMOwK3X0j711FPs3r0bTdMwTZOxY8fyla98Ba/XCxzMeiX7FaLzKC3tK7uluXnp9ik89+kemiMGXxrfi/7dUrAsuOXcfmSluPn3hnIG5qVy27T+uDQFy0rMIdsbN5iWddhMWwhxYo65CMuyEs3ef/vb31JcXIzH43Hmg5uamrjpppuYM2dOl15jK0VYIhl1NJcr87tCdL5jipR29ltTU8Pu3bvx+/3MmDGDO+64g0GDBuHxeNi8eTOWZXXZ4CtEsrI3XzBMi7iZaNjROvgaLZcZptWS+SbOySsDEX70r/Xc9MSnPLtiL3BwXlkI8fkdVxoYi8UwDIO0tDSuv/56PB4PXq+XTZs2EY/HMU2zzfCzDEEL0TUoysE54facoeWWIWssiMRNvvnP1SzYVE6qR+O1tfsAixsm9ZElSkKcJMeVrtoB1eVyOZ2ufD4fqqqiqiqapjl/l+ArxJnHHu3aXtHEyt21FGZ6yfK78bo03l5fDoAitdFCnBQntAwpGo2ydu1afD4fu3btQtM0QqEQGzduBBJzrd26daNHjx5dqhFHVzkOIboq+xOSneLC69IIhGOkeXWaIjHyMzzAwcIsIcTnc1z7Ae/fv58HHniAWCzWJrCqqppoBt9SgNXU1MSMGTO4/fbbu1QAjkajrF69mgkTJkgRlhCHYQ8xv/BpKT97cxNN4Tije2fyyPVj6ZPj71KfaSHOZMcVhexY3X6I2f5A6rqOqqq4XC6nLWVXINsRCnHsVCWxDOnLE3txflE39teHGdUrw5n3leArxMlxXL2go9EoZWVlR75DRcEwDLKzs8nOzu5SZ8uSAQtx7NoXW8nSJSFOruOKQm63m/79+x/XA3SV4AuyHaEQx8POhC2sllUNnX1EQpxdjjsNPJaE2c56u1qwk+0IhTg+iiJVz0KcKie8GcPnvY4QQgiRzKQaSQghhOgEZ3QAtvtTCyGEEGeaMzIA20G3K84zCyGEEMeiS67FMQyjzb/tJh+apjmVzKZp0tjYiK7rpKamdtKRCnH2sceUjnZqaw8+dXQObB3D7YVIdl0mANuV08FgkL/97W9OwwzLspy+0/369eMLX/gCpaWlvPHGGzQ1NWGaJkOGDGH27Nm43W5AisCEOFGt1/62XwdsWhamlQisqnpwWVLryyGxfElRcC6Tj6MQHesyAdjmcrmYMGEC8XgcSKzdrampYdWqVYwZMwbTNJk3bx6xWIyrrrqKmpoa/v3vf5Oens5FF10kc8JCnCAL2gRcVVGcTNayEv9WWwXTsroQbl0lL83T5nKAuGmht79QCNFGlwnAdtbqdrs577zz2vzsmWeeoXfv3sycOZPPPvuM6upqvvSlL1FUVARAaWkp69evZ8aMGbhcri7VfUuIM4Hd5eqNdfv425JdKMAdMwcwa2R3TAtUBZbvrOGTkhr6d0th6fZqXl29D49L5Rvn9cPr1thfH+LcAbksK6lm+c5aRvXM4L45w8hJcctnUogOdJkA3Jppmpimia7rLFmyhO3bt3PHHXegKArl5eV4PB569erl7D/cq1cvSkpKCIVCznB1R+QLQIhD2QF21e46vvnMGmKGBRYUl9bz+l3nMrZPFvPW7uPOZ9bQHI3jdWtYFnh1laaIwa8XfEbcsDCxePKj3RiWha4pLC+pJhw3+fNXxgAyJyxEe10yANsbOzQ0NPDxxx8zefJkCgoKnJ+73W78fr+zqYLb7T7sHsSmaWIYBoqiOMPaQoiDTNNC1RSWbq+iOWpQkObBAqoCEVbsqmVsnyweXVyCYVnkZ3iJGRaaqjjTPV5dBxITvpaZmB82LQtPupfFWytpisRJceuYcMhQtRDJrEsGYNuqVauIx+NMnjy5zRBW63leey1w+zXB9vX37dvH7t27cbvdGIbhZM1CiAT74zCkIA3LtAhGDSzABAbnp7VcpyXgWonPVn0whqoe7BWd6tFRFYXmqIFpWfjdGlWBCHPO6U669+ColFRHC3FQlwzAiqIQjUZZt24dRUVFZGVlOYFT0zQikQiBQICsrCwURSEQCKAoSpvhZzvI9ujRg4KCAicDLi4ulkItIVrR1ESx1WUjunP/nGE8uWw3CvCDy4ZwflE3AL45YwDf3tdAVSBCqlfnytGF1DfH8Ogq6T4XCzaW0xiJMa5PNhk+nVW765hzTiGXjyzgZ/M34XVpfGNa/zbzwRYkEmeJyCJJdbkAbJomqqqyZ88eAoEAgwYNanN57969icfjbNy4kenTpxMOh9m0aRM9evTA5/MdUuyhqqozVC2ZrxAds5cL/felQ/j6ef1QFMj0J5b1WcBVowsZnJ/K4m1VnNMzg6kDcttsT7h6Tx2VgTAzBufhc2lUBsLsqg5y4+OfUhEIEzcslpXU8Nw3JuF3axhmYhjbTofbL3kSIhl0uQBs27FjB9FolN69ewOJ5UiWZdG7d2+GDRvGokWLqK6upqKigpqaGubMmXPU+5TMV4gjMy2LrBS383dVUZxlSEO7pzO0ezrQMpTcEi8tC8b1yXLuwzAt8tO9/HbRViobw/TI9BE3TVbsrGXl7lpmDslDa7ltUzhOqleX4CuSUpcLwHa22r9/fzIzM8nMzAQOzkGpqspVV11FXl4ee/bsITs7m4svvtjZp1iyXCFOnL0HsP13W6KxhuVUTLdeI2z/zLISBVgWiaCc6tGJmSZx0yIST9RoeF0aAKv21PGT1zZSWhdiZI90Hrh6JP27pUgmLJJKlwvAtiFDhhxymR1cvV4v559/fpufyTpDIU6Ow32M2jfiUNr9zL5AUxI/vPXcfny8o4Z1pfWoqsIdMwcwuX8OlgV3v7KOVbvryE51M2/tfjy6xpO3TEhk20ihlkgOXTYA21XNdkZ8uJ+13phBCNH57AKrXtl+3vjWuXzwWSXdM32kenS+8/xaAuEYe2uayU31oCoKeWludlQGiBkmLk1FJopEsuiyAfhIOx21/pkEXiG6Hnve2OvSuHxkdwLhGBc9vIRN+xvxu1X8bh3DtLCA6kCEK0b1wKWpMgQtkkqXDcBCiDObokDcsFAUeGdzBbuqgxRmejFNi2jcIifVjc+l88WxPbl3VpEMPYukIwFYCHHKKCpoikJhpg9FgUjMRNcUqoNh7r5sCN+Y1s8pzErcQEKwSB6HTrAKIcRJorVUVU/sl82Nk/tgmBbhmMlFw/K5flJvvK7EmmBZISiSkWIl0eLYeDzOqlWrGD9+PLouyb8Qp9uGsgZCMYNRvTLx6GqbZh5CJBuJQkKI02Zkzwzn7+2Dr8wBi2STVEPQUjEtROdKNPOw2nTSsi+31wCbyTMoJ5JcUgVgwzCkHaUQnSjRzEM5JNNVFQXDTARhu8uWEGe7pBiCtrtkVVRUEIlEOmzuIYQ4vewga1kWf3x3O//eUE63dA/3zh7KsO7pMj8sznpJEYDtoef8/HzKysqcnZWEEJ3HbNkR6YmPd3Pf6xvJ8Llo2hWntLaZt74zjTSvLvPC4qyWVFFI0zSZBxaii7A7Xi3ZVk2qWyfVo5OX5mFXdTNbywOA7GAmzm5JFYDlwyxE12G2DEL3y/XTGI5hGBaBSByfW6VHlg842NLSspB5YXHWSaoALIToOuwvn9tn9OeyEd2xFMhJ8fCTOcMoSPcSM0ynWtrebEnOocXZJCnmgIUQXY89HdQ9w8e/7pjK3tpm0n06WX43AC4tEaID4Tg1TRH65KRIUZY4q0gAFkJ0KrvauU+OH4Bo3GTR5go8uko4ZvKz+RupCkQZ1yeLP31lDIWZPpD9v8VZQAKwEKJTKYo9x2sRipnc8cxq3ly3H79HBwsMy8Ln0li46QC/XZjC768bhYlUR4sznwRgIUSnM63EkqR3Npczf91+slPcmGZiEZJPS4TaTL+bkspEdbTsGSzOBhKAhRCdzq6tCoTjYIGuKpiKQnPUoCFs4NZUGkJRpg3uBoBpgizlF2c6CcBCiE6ntWS0lwzLZ2TPDNbsrUNBYWhhGucOyKWkKsjFQ/O4fcYAQDpkibODBGAhRKdTlEQWnJ/u5eVvTuH5T0uJxA2+PKE3fXL8TjvZ1tcX4kyXVAFYqiaF6Lrsdb756V6+e9Eg53LTspzNGlT10I0chDhTJVUAlt2QhOja7Ipoo+Vzau+eZAGaqmBaFoaZuJ6mtg3F9kdbzrPFmSIpArDshiTEmUNRQG8XRe3sWFUUVO3Q29hZsk12UhJngqSIRK13Q/J4PJim2clHJIQ4HnZLytV76vjDu9t4be2+gz9rCcwNoRi7a5oBCb7izJAUGbBNdkMS4sxjZ7fvbK7g1qdWEgjHMC34r0uG8NMrhqEo8Ma6/dw7bwOBcJzzBubyxy+PITvVLR2zRJeWFBmwTeZ/hTjz2GVXj3+0i1DMoCDDS1aKm6eW7aK8MUxlY4QfvLKOisYwmqLw6toy/vLhDhRAxrpEV5ZUAVgIcSazT6AVrJasOCfFTVM0RlM4TrrXha4ppHlcbKto6ZglNdOiC5MALITo0qyWwHv9xD5oikJFY5hAOM7lI7rz4dYqVu2uY2C3VGqCERrCMYKRODOH5AGJ4WshuirFSqJx2Xg8zqpVqxg/fjy6nlTT30Kc0RJdoWF5SQ0rdtWQneJm3tp9fLS9Gl1TGV6YzqC8VPbXh7lydCG3ntcvUTmNbNogui6JQkKILs8OplMG5DBlQA6vrCrlnc0VdE/3YliwoayB/7p4CJePLDjkdkJ0VTIELYQ4IyhAJG4SNyz21oVQUNA0BZemEI4ZVAbCQGI/YSHOBBKAhRBnDJemomsKV43uwaD8VPbVh9lfH+acXhlcOrwAC9A1yXvFmUGGoIUQZwy1ZdOGAd1S+Ned5/Liyr24NZXrJ/WmIN2LxZH3CraLshQULCzZV1h0KgnAQogzit2Wsm+On3suK3Iub99+sn0BVvvgnAjCMk8sOo8EYCHEGUdREtms2bKGQ1MUJ/ha4KwTbr3GQ1FgZ3WQ/31vO/XNUb44ridXnFMoQVh0mqQKwNKSToizR2KnpEMvV0h81uOmhd7qCvWhGLc+uZJVe+rwuhTeXH+AZ+dO4tJhBRimdcjuSkKcaklVhCXbEQpx9rKsRPYbCMf58bwNXPaHJdz17BoONIQAWLWrlq0VjXTP9JKb6sG04M11B4gbljTsEJ0iKTJg2Y5QiLOfRSKjeOjfW3j4nW10S/WwrKSauuYYz82dRH6GF1VRaI7E8bo0miIxhhSktVRNy3ywOP2SIhLJdoRCnN0SBVYQMyyWbq8mL82D16VRkO7j01211AajjOyRwT2XFeFza8QMkxsm9qZHpo/fLdrKh1srnWYfQpwuSZEB22Q7QiHOXpZloWsKA7qlsmpPHQXpXmqCEcb0ziLFo2MB37lwEFeNKaQ5YvDprlrueGY14ZiJS1P43ZdGcdOUvs72h0KcakmRAdtk/leIs1Prvs/3XzGMK84pBAUm9svh918ahUdXwQLDsuiTncLQ7un8+YMdKCgUpHtxaSqPLt5JNG4mqqc7+fmI5JBUGbAQ4uxlZ639c1N48fbJ7G8IkZ/mdaqbFSWxPaFpWYRjB6ehLKQIS3SOpMqAhRBnPzuYFmb40FSlTXC1B5b9bo07zx8IQFVTBFVRuGPmANy6imlZUowlTgvJgIUQZxU7E7ZaxqTbz+faQ8xfm9qXc3pksGJXLVMH5DCqV+ZRW1kKcTJJABZCnJWOFEftOeOxfbIY2ycLOLSVpRCnmgRgIURSUjjYzlLtIFM+EntQW+K1+DwkAAshklbrdpZ2MFYAVVU6DK72dLLS6jYyZC1OlBRhCSGSnmUlgrGuKmiHC74kAq+iQFMkjmFK8BWfj2TAQoikZs/9bq0IsGhjOblpHq4d1xOXpjoZr713cFUgwk9e38Sykmqy/G7unT2Ui4flO8PYQhyPpArA0gVLCNGaaVqoqsL6sga+/LfllNWFMLH4YGslf/7KODQ1MUStoGCYFn96fwePf7yTwgwfZXXNfPfFYhb/YCa5qR7pJS2OW1IFYNkNSQjRmtUSMf+5fA/76kMUZnqJxi3eXHeAr59Xx6R+2eyrD/Hz+ZsprWtmX12IwgwfuqqQ5ffQFI5TVhdKBOCWTV+EOFZJEYBlNyQhkpdpWc5QsqooHS81UsC0WrY0tNouSfr+i8XMX3+ADL8Ll6qgoBCOmQQiMQbnpdE3NyVxFxJ8xXFKigDcejeksrIyTNOUICxEErCLq1qPDbceKlZa/nHTlD4s2lTO3tpmAK6b0IvxvbOoaYqyak8d3TO8QCKYe3SN7BQ3Beke7ps9jEyfS9YQixOSFAHYJrshCZE87KC4Zm8dr67eR5pX45Zz+5Gf7nWCsKomumKN7JHBv/9zGv/eWE5+upfZ53RHAVI8GoUZPjbsayA71U15Q4SvTu7Nn64fg9elOY8lXyviRChWEk2KxuNxVq1axfjx49H1pDr3ECKp2Otz15XV88W/LKMyECFuWkwbmMuL35xChs8FrbLWjjJY+z5W7a7jnlfXs7s6yMT+2Tz4hZH0zU1xekzLUiRxoiQKCSHOOvayoNfW7qOqKUKPTB+GabFmbx0fba9izjmFGJaFphzcKclq2a5QgZbq58TPxvfNYtH3plMZiDhD0fbQdqJ5h9XSVQtn5yUhjoUEYCHEWccOg6kenWjcIm6axIzEwHOqR297Jfs2CugdZLOmZaGpSqvgmyjqdOaXW2gKshRJHBcJwEKIs47aEgxvmNyHD7dVsWJnLZqq8NUpvTl3YC6WhZP9dsQeXrZ7Ylkt/0l0wlKcrlgfbK3ihU/3YgFfGt+Ti4bmSxAWx6xLzwG3PrSOiqfsnx9rYZXMAQuRPOxAGDNMPthaRbpXZ3L/nKPfroP54NaX2cPb68sauOKRj2gMxVAAn1vj9bvOZXzfbOmMJY5Jl41C7Re1t/63/XepaBZCHI5CInC6NJVLhuUf023sQLtxXwP/t7iEUNTghkl9uHBonhPQ7eKsZSXVNIVj5Kd7AYvyhggf7ahOBGDTQtXk+0kcWZcNwIqiEAqFaGhowOfzkZGR0eZnpmnS2NiIruukpqZ24pEKIboqpWUo2jQtlKNsOWgH3/31YW5+4lO2VzahayoLN1XwrzumMKl/jrNbEkCPLB8xwyIcMwCImyY9s/zO4wpxNF02AC9btoylS5eiqiqxWIyxY8dy8f9v787Do7jPBI9/q/rWfSIhISEhEPdlyeYwh7lsCBjh2I49MU52kkzGs5PZ3TzJzGYyO8k+k3lmEk8e73hmM8kmmWTXdkjiiR0b22BjB/DBYUAIgRAgJCMhCd1nq9V31f7RVCGBAIGNJXW/n+dR0nRXlapet+qt371hAxaLhcbGRnbu3MnAwACapjFz5kw2b96M3W4HZEYaIcQVRq/mm9Eu94o+UNtJY88g2clOVAVa+vy8ebrtcgKObKMDD8zJ5s/um85vj0bagL+6qogtCyajI0OTxOiMqwRsVC1/9NFH7Nq1iwULFrB8+XIqKyvZs2cPOTk5zJ8/n5dffplQKERZWRldXV3s3r2bpKQk1q9fL3M9CyFuz+WcmZ3sRNfBGwhjs6r4Q2FyUpzmJkZutVtVfvDwfL6yogBNh5nZidccS4gbGVcJ2HD8+HGysrL43Oc+B8CUKVOw2+2kpKRQV1dHZ2cnjz32GLNmzQKgsbGRkydPsnr1amw2m0yKLoS4ZUbJdsX0DL6+oZifv/8RobDGk0sLePzu/BFLtroOM7ISzddDP9bN/5EqaTGycZWAjbbd1tZWJk2axN69e6mtrSU9PZ3ly5czefJk9u3bh9PpJC8vD03TUBSFvLw86urq8Hq92Gy2Gx5fCCGuR7n8P9/+zGz+6J58BgNh5uYkXbXBkH8qjDgjlpmMzZ7TulRLi2uMmwRslFr9fj8A58+fp62tjRkzZlBdXc2pU6d46qmnsNlsWK1W4uLizAUV7HY7qqqOmGA1TSMcDqMoCqFQ6FO9JiHExKTrUHh5lSO48QQbIyVWIzE3dA2Smei4MvmHEEOMu2+FrusEAgHS09P54he/SFxcHKWlpfz4xz+muroah8Nhbmf8/9CfocdRFIXm5mbq6+ux2+2Ew2Gz1CyEENdzdcl2tHcM/XLRt6l7kK/tqOBEYy+ZCXb+1+OLWTkjwxwfbNyp5E4U28bNmnxGUnQ4HCiKQnZ2NnFxcYTDYTIzM0lKSmJwMLJUWCAQYGBgwEyybrcbRVGGVT8bx8vNzWXp0qWUlJRw1113YbVapaOWEOKmVEW55Wpjo6T8gzfP8c6ZNqwWhQtdg3zzPyoZDIRRFQhrkbmjjXHKcjeKXeMmAUPk6VFVVTIzM6mvr2dgYACLxUJbWxu9vb2kpKRQVFREIBCgqqoKRVHw+XycPn2a3NxcXC7XNR2wVFU1q61v1D4shBAfh9FJS9ehtsNNSpwNi6KQEmejrd9HtyfSvGZRFcKajscf4qqlikWMGXdV0IqisHLlSp577jn+/d//neLiYk6ePElKSgpz584lNTWVuXPnsmfPHjo7O2lra6Orq4stW7bc9NhS8hVC3CkKkdKtqiisnpHJ/nMd6ECvJ8Cm+ZOZlBgZyvRuTQffffU0XR4/m+dP5rtb5+Kwqigo6Ohol29TFkWR3tNRbtzNBT207fbDDz+kt7eXSZMmsWzZMtLT09F1Hb/fz6FDh2hoaMDlclFSUsL06dNvemyZC1oIcacM7ensD2n8275a9p5rZ1ZWIl/fMJOcFCet/T7uf+Y9mnu8JListPf7ePrhBfzFuhmEwjrWq6avlIUdotu4S8Bw7TzQN3v/Zp8ZJAELIe4kty9El8dPQXqkB/XQscFhTedgXReP//QwcXYLAL2DQT57Vy4/3n4XqqJwttXNH860keCw8tDiXJJcthEXhxDRYVxmocham/qIr+FKz2dVVW95RSQhhPgkGT2b91S38Ve/q6R3MEjJ1FT+5fHF5Ka6CGkaVlXFoiqUTk0lI8FOQ/cgCXYrNotCZVMfZf/7AJOSHBy90EN9lwdd1/ldeRM7/mQJCQ7puxKtxlUnrKGGrnZ09cpHiqKYY4BlVSQhxFiJdLyKlGT/++8qae7xYlEVdle18OzeGnTAqqoM+EO8UtHM++c7+NHn7+K+4kwKMuKYnOykodPD0fpuXqm4RI83wKQkB1nJTo5c6OLDC90ol3tOi+gzLkvAQggxERhNX+1uH92eIMkuG6qqkOyycb5tAAXoGQzwxV8c5WBtJzrwR/fk8+JTy/AHNbb8y/tYLOC0WYFI72hdw+yMZVHHbRlJfALkv64QQtwm5fKwo6npcczJSaKlz8eAL0TvYJB7p2cC8Nsjjbxzpo3UeDvJLhvPH65nz+lWEp1WspKd9HiChMM6/b4A/lAYtz9EtyfAlgU5LJuWhs7oVnMSE4+UgIUQ4jYpRKqhHVYL/+fJEv7X2zXUdQywad5kvrSiEIABfwiLChY1krAtikK/N4gOfK9sHmENKi72cM/UNP7r+mI6B/w4bRbKFuUOmzVLRJ9x2Qv6TpFe0EKIT4sxhKimzc0jPzlEfacHXYfSgjT+46mlZCQ4zG1b+nxMSnRISTfGxFQWks5aQog7JTKtZGQscFjTsaiR5Q2LsxJ55T/fy4vHGomzW/ije/LJSHCgX95HVWBycmSSjqGdrVR19HNQi4kpphJwOByW2bCEEHdEZFpJZVibrTHf87TMeL61aZa5rTG21ygT6JeLy1ICji0xkYCNnoptbW34/X5zCJMQQnzSrk6hxspKmh75TB1hikmpnItNMZGJjKrnrKwsHA4HmqaN8RkJIWKJqihYVQWLKvM7iytiIgEbLBaLtAMLIYQYF2IqAUv7rxBCiPEiphKwEEIIMV5IAhZCiAlAJ7Lwg9TjRY+Y6AUthBATjc6VccEKDOvANXTtYTFxSQlYCCHGIQWwqld6T3uDYS50egiGNUm+UUJKwEIIMY4Yk3T4gmF+e7SRYFgjLd7Bv+49T13HADMmJfLj7XdRnJVobismJknAQggxzviCYb76fDkvlTfhsKnYVBVVVXDaLByp7+ZvXz3Nr/9kiTnzluTgiUkSsBBCjBPGHNIfXujmrdOtTE5xRuaY1iNtwLqukxZn40LHAMGwjsOqDOuUpQPakPmkZWrL8U3agIUQYhzSdR1Ni5RufcEwnQN+PIEwrf1+VhZn4rCq5vSWBqOzlvEjxjcpAQshxDhhrKC0pDCNLfNz+P2JZnQd5uUmsXJGJlWX+lg6LZ3/snYGcCX5Gm3BHn+I5w410NA1SGlBKo+UTBmzaxE3F1MJWKahFEJMBE6bhZ//p1LKKnPp8gTYsmAykxId1ww/UpQr44I1Xee//uYELxxuIM5h5X/vC9Pa7+Nra6bLsKVxKqYSsCxHKIQY74w0qSoKZYtyzPeNJBrW9OFrBV8u/bb1+9l3rp3JKU7sVhW3N8TuUy38+X3TURXprDUexUQbsJF0ZTlCIcREYUzEEdJ0dB0ziVrUSLE3rOnmRB0ADqsFp82CLxhG12EwECbBESljSbljfIqJTCTLEQohJhqjQ5V1yAxYClfaey1DljcMaRopLht/9cBMHFYL/d4QU9Pj+G/rZ5jV1FL6HX9iqgpaliMUQkxkOpHk29Tj5fBHXaTH21kzaxLWy7V6X1xewLKidM62ullWlE5mggMA6RA9PsVUApb2XyHERKVdbvs93tDLF375Ie39fnRd57G78/jyimmENI27pqZSnJVIcVYigMyUNc7FVAIWQoiJ7vnD9TR0DTI5yYk/pPG78mZ2nWrFGwyzcV42//L4Ylw2C6qqSMl3nIuJNmAhhJjwLifTQFjDqiqoqoLNouCyWwhrOnE2C7892shL5U1YLYrU+E0AkoCFEGICebQkj0SHlUu9Xro8AUJhDZtVxWZVsaoKl/q8wK2tG6yDOeWl+PRIFbQQQkwAxjCk+2ZmsvMvVvDayRZSXDaeP1TPmVY3VkUhNd7OA3Ozze1Hw5ykQ9Ya/tRJAhZCiAnCGIa0KC+FRXkpANw/J4tfHrjAYDDME0umUjI1FZ3R93xWFYWQptPUM0hGgsMcOyzuPIm0EEJMIIoSKaXqeqTqeGZ2It9/eIH5+Wh7Pmt6JEmfvtTPX/y6gvouD8lOK//w2QVsmpdtfi7uHGkDFkKICUZVFHOSDk2PzIil6ZGf0dYeG5t9f/cZjlzoRgEudnv5H78/xWAgjKpIm/CdJglYCCEmMCMZq4oy6rZbY0IPTYPWPj8pcTZURSElzkavN4jbF7yzJy2AGEvAMguWECKWhC/PI21UWRsULldBq7BqRgadbj+DgRCXer2UFqSSnuBAv4XStLg9MdUGLKshCSFiieVyI66xdpJ2+f6nKldWU/rmxpnEO63sO9fOnMlJfH1DMVZVxhF/GhQ9BqIceZJTaGxspK6ujlWrVsmKSEKIqPf84QbePt1KXlocX99QTMbluaFHIgs2fPpiogQ8dDWkpqYmNE2TBCyEiEphTceiKjx3qJ6v7TiO02ZhwB/mXJubv3pgFlaLwuL8VDPZ6kTmmbZc7tCloEjV86ckJhKwQVZDEkJEO6Pa+fWTLcTZrSS5bCS5dA7WdfK5/3OIYEhj/ZwsfvT5u4h3WkGP7BMZOyz3x09TTBUDY6C2XQgR44x23qwkJ25fiFBYJxjWcVotADhsFl6uaGZXVcvlzliR7YemXp1bm8pS3J6YSsBCCBErvr6hmNXFmYQ0DRUIajpWi4LdqmBRFLo8AeDaRBuphmZYchZ3RkxVQQshRLQzqpGnZcTz6tdWUNPWT5cnwFPPl9PcG1moISfFxdqZk0acslJVFAYDYayqgt2qEtYul5AVqaL+pEkCFkKIKKTrYLMozM1JBuDXf7KU5w43oABPLpvKzOxEs4RrlHMV4Jm3a3juUD0Oq8pfPjCLR0qmDDum5OBPTkwMQzKEQiGOHTtGaWkpVqs8ewgholtkmcErY3+vJ6zrWBSF1ypb2P7zwyS6bARDGnF2C19YXkAorLNpfjYrpmfIakmfIMlCQggRpRSuDMM0ZsNSFIV2t49n3zlPc6+X++dksX3pVACOX+xGURQS7BaCl6uf/+UP5wlrOv/34AV+9SdLWTUjg2A40p4safjjkQQshBAxQFEUFHQCYY2v/eo4u061kuC08sqJZsKazheXF7AwLwVNhz5fCACHTSU93o7VotLa52VnxSXuK85EtYzxxUQJ6QUthBAxwJgRsK59gCP13UxOcZIaZ8NptfBmVSsA2xbl8sznFlCUGc+s7EQ0DYJhnUBII95h41hDN1/5f8f4/u6zeIPhy8cdy6ua2KQELIQQMcCoLk6Js+OwWvD4Q8Q7rAwGQmQlOYHIjFhfWTmNLywrQNPhWy+d5PnDDTisKk67hbqOAc60uHH7g/QMBvjBkHWIxa2TErAQQsQARVHQdchJcUYWXLCoeINh5k9J4an7ii5vFGkrtltVnDaVZx5bxH88tYxnH19MqsuGVY0sWZid5OSNky0MBkIoikzacbtiqgQs01AKIWKZkSz/831F3D8ni3a3n7k5SSS7bMCVntJGQlUVWDtrEgC/PHiBuo4BMhIt9HmDFKTHoSoKYU1HvXowsRiVmCoBy3KEQohYpxBpt50+KYHlRekku2zXtOMaM2EBhMI6YU3nfz44lzk5SfiDYYomJfD9hxfgtFmwqNIb+nbFxDhgWY5QCCGGuzIH9M1XPzKWKhwMhDnT0s+83GRCmsabVW2kuKysm511x883GsVEFbQsRyiEEMPdymQaxrzQcXYLJVNTaen18dhPD1Hd0o8CfHF5AU8/skCWMrxFMZWFZDlCIYS4PaqiENJ0NF3nZx/UUd7QQ1q8nXiHlV8dvsix+h4UBXPuaHFzMZWAY6C2XQgh7hiFSCL2+MPYrSoWJTLfNOgM+ENjfXoTTkwlYCGEEB/flgU5OCwqrX1+mnt8zMtN5p7CNAAs0iN61GKiDVgIIcTHZ1EVdGDljAx++6fL2FPdSqLTxvalU0lwWM3OWmJ0JnQCNqqUpV1XCCE+HZEKZ1g9M5PVMzPN9422X1WRjlijNSETsDGsSBKvEEJ8+hSuJFwdsCjKsKpnWTd4dMZtAg4Gg2aSNRKuxRJZgkNRFDRNo7+/H6vVSkJCwhifrRBCxBajOtrIs29XtzHgD7FmZiYpcXapjh6FcZWAjUTb19fHr371KwYGBgDQNA273c5XvvIVkpKSuHjxIq+99hoDAwNomsbMmTPZvHkzdrsdkCppIYT4VOgQ1HS+8eIJdhy5CMBd+ak89+V7yEpymvd0MbJxmYC7urro6+ujtLSU+Ph4QqEQiqJgt9sJBAK88sorBINBysrK6OrqYvfu3SQlJbF+/XoZaiSEEJ+CsK5jURQOfdTJb442kuiwYrOqfFDbyQuHGvjmAzMJ62CR/Htd4yoBG3p6erDb7WzYsOGaz6qrq+nq6uLRRx9l1qxZADQ2NnLy5ElWr16NzWaTpy4hhLjTLtcxD/hCKIDNoqIqCnZVpd8XNDcR1zcuE7DH40HXdXbs2EFnZyfZ2dksW7aMvLw82tvbsdvt5OXloWkaiqKQl5dHXV0dXq8Xm8123eNKUhZCiE+GMZXlvdMzmJWdyNGGbmwWlQSnlQcX5lzeZizPcPwbVwnYSJDt7e10d3czdepUZs+eTXl5OXV1dTz11FNYLBZsNhtxcXHmfM52ux1VVUdMsJqmEQ6HURSFUEhmahFCiE+CsbRhssvG//vSPew4cpHBQJhN87K5uyANnVubbzoWjcsEvHDhQubMmcOcOXMAmDNnDj/96U+prq7GarWi67rZ1mu8Hvqe8b6iKDQ3N1NfX4/dbiccDpulZiGEEB+PMSa4ICOeb39mtvm+DEManXGVgCFSYs3IyCAlJQVd19E0jdzcXJKTkwmFQrhcLvx+PwMDA6SmpqIoCm63G0VRhlU/G0k2NzeX7OxsswR84sQJ6aglhBCfEGOlJOO2qihS8h2tcTcXdDAY5Cc/+QmvvPKKOfa3traW7u5u4uLiyM/PJxgMUlVVhaIo+Hw+Tp8+TW5uLi6X65oOWKqqYrPZsFqtN2wfFkIIcXvUyxNxWFRFku8tGFclYF3XcTgcLFq0iPfffx+Px0NKSgrl5eXk5uYyZ84c4uPjmTt3Lnv27KGzs5O2tja6urrYsmXLqI4vhBBCjAeKPk6zUnl5OTU1Nfh8PqZMmcKSJUtISkpC13X8fj+HDh2ioaEBl8tFSUkJ06dPv+kxQ6EQx44do7S0FKt1XD17CCGEiDHjNgGP5Ebje0cz9lcSsBBCiPFi3LUBGzRNG/Z6aII1OmcZr2XiDSGEEBPNuC0GGmN8r34NDFsJSRKvEEKIiWjcloCFEEKIaCYJWAghhBgDkoCFEEKIMSAJWAghhBgDkoCFEEKIMRBTCVh6TgshhBgvxu0wpDvBWA0pGAyi6zqqqg4bbzwaiqLc1pSWt/O7xvM+EocrbicW4/maJA4fbz+JQ8StxkHXdSwWyzXDTqPZhJoJ63YZE3U0NjZSV1eH0+k0p7R0OBy3VCIOh8NYLJZb/v23+rvG8z4gcRjqVmMxnq9J4vDx95M4RNxKHBRFIRAIUFBQQF5eXsxMrhQTCdigaZr5FKdpGm1tbWRlZY36iSsUClFRUcHixYtvaSrL2/ld43kficMVtxOL8XxNEoePt5/EIeJ24iAlYHFD4XDYnEv6Vkt/0UTicIXEIkLiECFxiJA4jE7sPGqM4FafPTRNIxAI3FYbyu0854zXfSQOV9xuLMbzNUkcbn8/iUPEx7lHxJKYTsC32sZgsVgoLCy8rSe622nPGK/7SByuuN1YjOdrkjjc/n4Sh4iPc4+IJVIFLYQQQoyBmC4B3ypjGcRYfGYxln0c+u/rfRYLhl5zrMZCvhMRsRyH613bze6V0R6X0ZIS8Chd3S0+VrrJj3SdN7r2WInLaERrLOQ7ESFxGNmN7pW3GrNoJyXgUVIUBa/XS3d3N4FAIGa+MIqiEAqF6OzspKOjA03Trrl2t9tNb29vTPwhGc+rXq+X3t7eaz6PhVgY19XV1UV7ezvBYDAmvxPG2NX29nZ6enrM94aKxjgYpVuAgYEBQqHQsM9vdK80Xvf29tLf3z/svVgUUzNhfRzvvfcehw8fBiKzwqxbt47FixdH1R/WUMZ1nTt3jl27duH3+9E0jdTUVLZu3Upubi5er5ddu3ZRU1ODqqokJCRQVlbGlClTojIuRvINhUL85je/QdM0/viP/xhVVWMiFsZ1dHV18eqrr9LW1oaqqsTFxfHZz342Zr4TxnVUV1eze/duQqEQoVCI/Px8tmzZQkpKCj6fL2rjoCgKiqLQ3t7OCy+8wCOPPEJ+fj6apqGq6g3vlR0dHezcuZPOzk50XSc/P5+tW7eSkJBgHjuWSAn4Bowbbk1NDXv27GHatGls27aNyZMns3PnTi5duoSiKFHX1d64Qbjdbl5//XVcLhdlZWVs3ryZ/v5+fv/736NpGocPH6a8vJx7772XrVu3EgqFePnll6O2hsCIy759+zh//vyw6fkOHjzI8ePHYyIWu3fvprm5mbKyMh599FHcbje/+93v0HWdQ4cORf13QlEU+vv72blzJ6mpqWzbto01a9ZQV1fH/v37URSFgwcPRl0cjPthZ2cnH3zwAa+++iper9f8XFXVm94r33jjDdra2tiyZQsbN26ktraWt99+e8LG5OOSEvAoVFZWkpqaSllZGTabjezsbJ599lmqqqrIyckZ69P7xBmJ5uLFi3R2drJ161ZmzJgBwODgIH/4wx9oa2ujqqqKhQsXsmrVKiAy+P7FF1+krq6O2bNnm0/E0cC4lpqaGsrLy8nPzyccDmO1WgmFQlRWVrJgwYKojYXxnWhpaaGuro5t27YxZ84cAD7/+c9TU1OD3++nsrIyqr8Txvm3tbUxODjI8uXLmTlzJgBnz56lra2NQCDAyZMnoy4OQ6f0/eCDD3A6ndhstmHbjHSv/Od//mfOnTuH3W6nvr6eBx54gHnz5gHQ1tZGeXk5/f39JCUlTfjagVslCfgGjNJtS0sLU6ZMwWazoWkaiYmJZGRkmO0+E+0P6WaMP4Ds7Gw2b95MVlaW+VlbWxs2mw2Px4Pb7aakpMTs0Zibm4vdbqerq2usTv2O0PXIwh0DAwO89NJL3HPPPTidTo4fP46u6/T19TEwMEB+fn7UxsK4MV66dAm73Y7H42HHjh14vV7mzJnD/fffT09PD263O6rjYPxtTJo0ifT0dA4fPoyiKPT09NDS0sLKlSvxer309/ezdOnSqIqDcZ9bsGABCxYsoKamhpdfftn8PBwOj3ivTE9Px+1209TUhKqqTJkyxaw5ysnJ4ejRo/T19ZGUlDQm1zWWJAGPQjgcJiUlBbjS/uFwOMb2pO4g4yaTnp7OihUrAOjv72ffvn18+OGHrF27lpSUFHRdJz4+3oyJy+XCYrFE5ROsruvs3LmThIQE1q1bx7vvvmtetzHpfFxcXNTHwufzEQwG2b9/P9OnTycxMZGdO3fS1tbG8uXLoz4Oxgo/ycnJFBYWcvjwYdrb2/H5fCiKQlFREZqmRXUcVFVFUZRrCh66rt/wXqlpGjabjeTkZHNfh8MR05N1SAK+iaFjPYe+joXxwMb1HTlyhHfffZdAIMDGjRtZvXo1bW1t11x/tLWFw5WS35EjR6ipqeGRRx7B4/EwMDCApml4PB7C4fA1+0VjLCASj2AwyAMPPMCSJUsAiIuL49SpUxQXF2O1Wod9L6ItDkM7YFVUVHDPPfdw77330tvby+uvv84bb7zBxo0bUVU1auNgxGA0Y3yH3iuH/hjC4XBMjwmWBHwTiqJgt9vp7Ow0v3S6rtPf309GRgYQnePYjD+IN998kwMHDlBSUsLq1atJS0sDMG+0brfb3L6vr49gMBiVtQNNTU1YLBb+8Ic/EA6HzbWlf/azn7FmzRosFgt9fX1AdMfCbrdjs9mYNm2a+R3Jzc2lsrKSUChk/m1AdMZhaFu4xWJh48aNOJ1OMjMzuffee9m7dy/hcNjsxGjsE21xGMn17pVut5upU6ficDgIBAJ0d3eTnJyMoijmA6zL5Rrr0x8T0dV4+QkzOkoUFhZy4cIF84tVU1NDb28vBQUFwO1PcD5eGTeZ+vp6jhw5wvr163nooYdIS0sjFAqhaRrp6elkZGRw+vRpc2zwqVOnUBSFwsJCILqGFKxatYrt27fz4IMP8vDDD1NcXExCQgLbtm1jxowZpKSkcObMmaiNhXH+mZmZhMNhzp49a1YxNjQ0oKoq06ZNIy0tLarjYLDZbAQCAS5dumS+19HRga7rZGZmkp6eTnV1dVTHwaiGNq7FmP95pHtlbm4uRUVFqKpKdXW1maCrqqpIS0sjPT3dPGYskRLwDRhfhpKSEk6ePMlzzz1HUVERJ06cID8/3+wFGm1fGiMBX7hwgcHBQSoqKswOR7quY7PZ+LM/+zNWrVrFjh07+OUvf0lycjIVFRXce++9pKenR02tgHENGRkZZo0HRIam+Xw+8yFs+fLlvPjii1EbC+OGWVBQwIIFC3jrrbfMSThOnTrF+vXrSUhIYOnSpVEfB4DZs2dz9OhRduzYwaJFi+jr66O6upoVK1bERBwgMh7eaIoxjHSvnDp1KsXFxdjtdu6++24OHDjA4OAgHo+H2tpaHnvsMbPKPhricitkKsqbML4UTU1NHD16lN7eXnJycli6dCnJycljfXp3xNASsFG6Gfo1UVWV0tJSnE4np0+fprKykmAwyIwZM1iyZMmwp+JoMbRNy3g46erqorS01LzWWIlFOBzmww8/pLa2FkVRWLBgAQsXLjRjEytx6Ojo4OjRo7S3t6OqKrNnz6a0tBQgquNg/Hfu7u7m9OnTLFy4cNgQouvdK432YOO7Y7VaWbhwIXPnzh3rSxozkoBHIRafzIQQ1yf3hJFJXG6NtAGPwtAOBRA7K3kYT6wj/Riu9zraDZ0P1xBLsbjRtcZCHK6+J0DsxWGk0SCjuVdGe1xuhZSAhRBCiDEgJWAhhBBiDEgCFkIIIcaAJGAhhBBiDEgCFkIIIcaAJGAhhBBiDMhMWCJqXG9IgzFl4kRlXNfNlr005iAeaZUaY3jI9eIwNHZD9x86jGQsl900hrvE8so5IvrIMCQRE2SCACHEeCMlYBEVNE2jsrISr9c7rJRktVqZMmUKWVlZY3h2ty8UCnHy5EkCgQDz5s0jISFh2MOE8fwcCAR4++23sdlsrF+/3oxBIBDA7/eTkJCAx+PBZrONuCLP6dOn6e7uJiUlhfnz55u/4+LFi9TX15OQkMDChQvHrAS6b98+BgYG2LBhg3n+8kAlJjpJwCIqhEIhduzYQWtrK6qqEggEzOXRnE4ny5Yt44knnhiWQHRdN6tVjVVrRprhaGiyMz5XVXXYPsbnVx8TuObfxjEVRbnuMYx/t7a28m//9m+Ew2G+853vkJCQcM21K4rCrl27+NnPfsbjjz8+7NyeeeYZPB4PTzzxBD/84Q958MEHKSsrM1f6Mrz++uscOXKEhQsXMm/ePPMcjh07xgsvvMDUqVOZM2cOFouFcDg8bE7j0cRh6OcjxeFG26mqSktLCy+88AJ+v59HHnkkJmaiE9FPOmGJqKAoCk6nE6vVSm5uLsuWLaO0tJSMjAyCwSBvvvkmr7322rC20KGLTAxNKMZnxo+RFIzXRmIZus/QYxqM/Yf+jqHHvPoYQ3+38TouLg673Y7D4bimxGckrLa2Nt566y2Ki4t5+OGHzWO43W6qq6uZPXs2zc3N9PX1UVxcPGL8HA4HTqfzmtKxzWYb9r7RDjt0QfbRxOHq7a+Og5GwR9oO4KGHHmL27Nns2bOHlpYW8+FFiIlMSsAiaiiKgtfrpbS0lM9+9rPmYuA//vGPqa6u5oMPPmD9+vUkJibS3NzMO++8Q0tLCy6Xi6KiItavX4/T6eTSpUvs37+frKwsEhMTOXr0KMFgkHvuuYfCwkL27dtHe3s76enpbNq0iYyMDHOR9v3799Pe3o6maWRmZnL33Xczc+ZMfD4fu3fvRtd1ZsyYQXl5OR0dHaSnp7Nu3TqmTp0KgNfrZdeuXVy4cIHk5GQKCwuxWCyEQqHrXvf+/fvp6Ohg8+bNxMfHo2kabrebI0eOEAwGSU5OpqamhtTUVBwOB4ODg7hcrmuqskeat3fo+8b2586dY+/evXR2duJyuSgoKGDt2rWkpaWhKApdXV3s2bOHxsZGbDYb+fn5rFu3jpSUFHw+H2+88QYAs2bN4sCBA2RlZVFWVsbZs2fZt2/fiMd1uVzMnz+f1157jb179/LEE0/coW+REJ8eScAi6hglo1AoRFJSEitXrqS6uhq3201nZyf9/f38wz/8Ax0dHTidToLBIAcOHODMmTN84xvfoK2tjZ07d+JyuQgGg4RCIaxWK1VVVTidTlpbW3E4HITDYS5evMi3v/1t+vv7eeaZZ7hw4QJOpxOLxUIwGOTdd9/l29/+Njk5Obz++uv4/X6sVivBYBBVVQmHw5w+fZrvfve7xMfH86Mf/Yhjx46ZSdfhcBAfH3/NkpAQKSH6/X5OnDhhPkQAtLe3873vfY9gMEh8fDyvvPKK+bv+8R//kW9961sUFRWZJejRxtThcHD27Fn+6Z/+iUAgQGJiIgMDAxw8eJCTJ0/y3e9+l97eXp5++mk++ugjM0YHDx6kqqqKb3zjG6iqyu7du/F6vSQmJtLQ0MCDDz5IbW0tTz/9NMFgcNhxT506xbe+9S1cLhfFxcXExcVRWVnJI488MmJbthATiSRgEbWM6szs7Gzi4uLw+Xx0d3dz/PhxOjo6KCkp4cknn6SpqYnnn3+eiooKKisrSUpKIjExEVVVefDBB8nJyWHHjh0MDg5it9v55je/SXV1NQcOHKCxsRG/38+pU6doaWlhxowZPPXUUyiKwrPPPktLSwvnz5+nsLCQpKQk+vv7ycvL4/HHH6e6upo333yTrq4uWltbGRwcpKKigqSkJFasWMGsWbN44403aGxsvCbZGG24TU1NdHZ2kpCQQGFhIQBJSUk88cQTvPDCC2RkZDBz5kx2797N6tWrWbx4Mfn5+cDohxUNrVY+duwYHo+HhQsX8ud//uc0Nzfz/PPP09nZSWtrKwcPHuSjjz5i9uzZfPnLX2ZgYIBf/OIXnDlzhgMHDnD//feTkJCAqqpYLBa2bdvGihUrOHLkCB6Ph0WLFg07bldXF01NTcyYMYP8/HwSExPp6emhoaGB4uLia9qyhZhIJAGLqHV19arFYsHj8dDY2Gi2q1ZXV6NpGi6Xi1AoRGNjI/PmzTNLYps2bcLlcnH48GEOHDjAhg0bzAXGDxw4gKIotLe3U1JSwl/+5V/S3NxMTU0NLS0t+P3+azorBQIBHnjgAWbNmkVOTg779+/H5/Ph9/upr68nGAySnZ3N9u3bUVWVxMREfvjDH16301F/fz+hUAiXy0VSUhIAcXFxzJw5E4/Hw8aNG83q5k2bNjFlypSP1YFJ13XC4TDNzc3867/+K7Nnz+a+++6jtLSU1NRUampqcDqdxMXFUVtbC0B8fDwAzc3NZlW61+ulrKyMzZs3A3D06FF0Xb/muCUlJaSnpwORBwu73Y7H46G3t/e2r0GI8UISsIg6xjqlRhXuxYsX8Xg8JCcnm+2QTqeTqqoqjh07hq7rpKWlmT2Mw+GweSyfzzes9GmxWNA0DZ/PB1wpiQ4MDPDSSy/R2NiIx+MhKSnpmlKr8RBgtVrNanKjV7au64RCIUKhEIWFhSiKQigUYtKkSbhcLrNX99W8Xq95vsY+Tz/9NO3t7dhsNt555x0URcHlcvGDH/yA7du3s2TJkuuWHI3zMY459AEiFAqxceNGmpqaqKur48SJE1RUVOByuTh+/Dhf+tKX8Hq92O126urqqKqqQtM0UlJSSEpKQtO0YcfNyckxH44+85nP0NLSMuy4cXFxHDt2jKeeeoq0tLRrOsoJMdFJAhZRRdd1bDYbqqricDjo7+/nvffeQ1EUkpKSyM/PNztrfe5zn2P9+vX4/X66u7vx+/1MmTKFpqama3pEDz3+1b13bTYb+/bto6qqinnz5vHkk09SUFDA9773Pbq6uq45v6FDdAxGj1+r1UpDQwMQGcPc0dGBz+fDarWOWHKNj4/HarWaxwgGg+Tn59Pe3o7D4aC4uJjjx48zdepUpk+fzrRp08zrMs7HiI2iKPT09BAOh7HZbABcunQJi8ViHntwcJANGzawZs0a3G43VVVVnD9/nsrKSo4cOUJGRgY1NTWUlZWxbds2gsEgvb29eDweJk2aNKzdORgMmr2ZRzpubW0tlZWVfPjhh2zatIlwOCzDj0RUkQQsooYxbKe6uhpd1wkEAmbbbCgUYuXKlaSkpDBp0iQuXrzIyZMnmTVrFn19fbz88st0dHTwp3/6p2RkZJhtlAbj30MTs8ViMTtLBYNB7HY7ycnJTJ06lQMHDtDR0YHD4TBLwlcfAzCTm6qqFBQUYLVauXTpEr/+9a+ZPn06u3fvBjCT7NXS09Ox2+34/X46OzspLCxk+/btVFRUMG3aNFatWsXBgwdZu3YtK1euHBYruJKA8/Ly0HWdrq4ufvKTn1BUVERvby8nT54EIC8vD7vdzs9//nNqa2tZsWIFX/jCF5g+fTrPPvssEHkYyMvLQ9M0qqqqmD9/Pqqq8uKLL9Lc3MzDDz/Mpk2bzOseeg6/+MUvOH/+/DXHHfrg0d3dbdZeZGdnD7sOISYiScAiavT19TE4OGiWmoyqV5fLxbp161i/fj26rvPQQw/R2NjIqVOnOHfuHJqmEQwGmTdvHvPmzaO2tpb+/n5z/mEAj8dDT08Pfr8fiFTH9vb24nA4cLlcZnXqiRMn+OpXv4qmadhsNnp7e6mrq2PJkiW43W56e3vNdlBd1+nr6zN/li5dyuLFiykvL+f1118nFAoRFxeHpml4vd4R52vOyclh8uTJnD17lvr6egoKCqioqODMmTOsX7+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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "chartify.examples.chart_layouts()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Show the chart.\n", + "\n", + " Args:\n", + " format (str):\n", + " - 'html': Output chart as HTML.\n", + " Renders faster and allows for interactivity.\n", + " Charts saved as HTML in a Jupyter notebooks\n", + " WILL NOT display on Github.\n", + " Logos will not display on HTML charts.\n", + " Recommended when drafting plots.\n", + "\n", + " - 'png': Output chart as PNG.\n", + " Easy to copy+paste into slides.\n", + " Will render logos.\n", + " Recommended when the plot is in a finished state.\n", + " \n", + "\n", + " import numpy as np\n", + " import pandas as pd\n", + " import chartify\n", + "\n", + " # Generate example data\n", + " data = pd.DataFrame({'x': list(range(100))})\n", + " data['y'] = data['x'] * np.random.normal(size=100)\n", + " data['z'] = np.random.choice([2, 4, 5], size=100)\n", + " data['country'] = np.random.choice(\n", + " ['US', 'GB', 'CA', 'JP', 'BR'], size=100)\n", + "\n", + " # Plot the data\n", + " ch = chartify.Chart(blank_labels=True)\n", + " ch.plot.scatter(\n", + " data_frame=data,\n", + " x_column='x',\n", + " y_column='y',\n", + " size_column='z',\n", + " color_column='country')\n", + " ch.set_title(\n", + " 'ch.show(): Faster rendering with HTML. Recommended while drafting.')\n", + " ch.set_subtitle('No watermark. Does not display on github.')\n", + " ch.show('html') # Show with HTML\n", + "\n", + " ch.set_title(\n", + " 'ch.show(\"png\"): Return a png file for easy copying into slides')\n", + " ch.set_subtitle('Will display on github.')\n", + " ch.show('png') # Show with PNG\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
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Application\",\"version\":\"0.13.0\"}};\n", + " var render_items = [{\"docid\":\"9194b663-8da3-4510-be17-3778e3afc72e\",\"roots\":{\"1dcdeea9-f3cb-474a-af1b-c0a03a3df425\":\"e57bee35-36ba-478c-8f1f-048ae911d7c9\"}}];\n", + " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", + "\n", + " }\n", + " if (root.Bokeh !== undefined) {\n", + " embed_document(root);\n", + " } else {\n", + " var attempts = 0;\n", + " var timer = setInterval(function(root) {\n", + " if (root.Bokeh !== undefined) {\n", + " embed_document(root);\n", + " clearInterval(timer);\n", + " }\n", + " attempts++;\n", + " if (attempts > 100) {\n", + " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n", + " clearInterval(timer);\n", + " }\n", + " }, 10, root)\n", + " }\n", + "})(window);" + ], + "application/vnd.bokehjs_exec.v0+json": "" + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "id": "1dcdeea9-f3cb-474a-af1b-c0a03a3df425" + } + }, + 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yMigpKcFut5OWlsYZZ5zBmWeeeVAQoOsV3e2nTp3Kb7/9psrxmJgY2rRpQ//+/Rk+fPhB94EJEyao+8DIkSOJi4tj7Nix7NixA7/fT0JCAueffz79+/dXx+iXX35hyZIlakjL0KFD6dq1a6UWxmXLlvHTTz/hdrsJBAJcfPHFNGnShPnz55Obm0soFKJVq1YMGzYMgOzsbL766isVPN14442sW7eOL7/8kqysLDRNo3Hjxpx33nn069ev0jEMH7c6Y8YMlfbExERGjBhB9+7dGTdunKpHjBo1iiZNmtT4oF/TNPbv38/06dPRNA2/38/QoUNp27YtmqaxatUqfvzxR6xWKwkJCVx55ZV8/fXXzJ8/n4KCAjV3xCWXXELLli2B2sv/c889l9jYWLUvq1at4rvvvmPDhg3k5OQA0KRJEzp06MCIESNo165dnYNgc59++eUXvvnmG7Zs2UIoFMJms9G0aVP69OnDiBEjsNvtderOvHHjRn7++WccDge6rnPJJZdU6p2laRrfffcdP/30E9nZ2VgsFlq1asVNN91EZGRktd9h5uG63E/Dy2xN0ygvL2fq1Kn89NNP5OTkYLFYiI6Opk2bNpx11ln06tVLgmAhwjS4ANgMZkOhEC+++CLjx4+nvLwch8OhCtIFCxYwYcIELrjgAp544olKMyybN6bS0lL+8Y9/sHDhQtVyGgqF+Pbbb5kzZw5vvfUWzZs3r9NN/qOPPuLVV1/F5/OpVk+LxcJvv/3GrFmz+PTTT3nllVdo3759pc+bT2R/+OEHJk2axO+//47b7cZqtVJeXs6UKVNYtmwZTz31VKXKZ1ZWFvfeey/Lly/H4XBgtVpVsLVhwwamTp3K119/zYsvvkhcXBwWi4U5c+awaNEibDYbaWlpnHXWWaoQ//DDD/nhhx9wu91YLBYGDhxIu3btAPjuu+94+umniY2NBWDo0KEAfPvtt3i9XpxOJ+3ataNZs2bAHwFwTEyMCoDN7s6JiYnqhm6mWdd1Zs2axZdffgnAxRdfzKRJk5g5cyZOpxOr1YrP52PGjBl88803PPfccyqgLi8v5+233yY7Oxtd1ykoKOC3335j5cqVREREqM9OmzaNuXPn8tJLL6nzbLFY2Lp1K3fddRcbN25U++73+/n2229ZtGgRixcvJi8vj8LCQh5++GFVGXc4HMTGxhIIBNRTYzPgN5+Ghx+L3r17Ex0dTSAQYMeOHfzwww9ccMEFqjUtKyuL6667Dr/fT3FxMVdddRUPPvhgvZ+Oe71eAoEAgUCg0lNjp9NJy5Yt2bZtG263W7W0mWlcs2YNjz/+OOnp6TidzkrX2JQpU5gyZQovv/wyjRs3JiMjg8ceewyr1aqC9PLycp5++mk0TaNv3744nU7eeecdNcnbTTfdxJlnnqm2axgGEyZMYOXKlQQCAc455xwVAKenp/PCCy9gsVhITU0lISGB//f//h8lJSVYrVaKi4sB+PTTT1m1ahWhUIjMzEwKCwuZO3eu6nrv9/uZNWsW33zzDa+//nq13c7Dr2OomBV0zJgxzJ07V7XMmecgGAwyfvx4evTowUsvvURKSkqtlZHDydfmQ5Dx48ezfPnyeu2fGeAdbr6uekw0TWP37t08+uij2Gw2db6DwSCvvPIKgUCAcePGkZqaynvvvcfq1avxer3cfPPN9O/f/5B5NbzsfOONN9TDS7OL4cKFCxk/fjw33HAD999/v6r0V9dq4vV6eeaZZ8jOzlZlg8PhYMaMGbz//vvcdNNNnH766VgsFn788UceeughcnNz1cQ9hmGQlZXFihUrmDhxIjfeeCMPPPCA2n5BQQGvv/46ZWVl2O12UlJSmDx5MqtWrcLv96t9ra41yPxbSUkJTz31FDNnzlQtPeY+zZ49m3HjxvHEE09w4YUXqr/XJz+mpqaq8z9t2jSeeuopSkpKVF4xW6C+++47PvjgA5599lkGDRqE1WplypQpbNu2DV3XSU1N5cwzz1T5yWq18ssvv/D0008TERFBYWEhzz33HFBzF3DzuI0dO5bXXntNHTfznPv9fiZMmMDAgQN57rnniImJqXT/+uc//8mGDRtwuVxqn7Oysvjtt9+YNGkSc+fO5emnn8bpdKrA4d1331X3geLiYtatW8eKFStwu93ouk55eTnTp0/nxhtv5J577kHXdYqKinjllVeIjIxk//79FBUV0bVr10qtjOPHj2fSpElERkYSFRXF5ZdfDsDYsWNZtWoVwWCQc845RwXAu3fv5uWXX8bv9xMbG0tZWRkTJ05k37596vrx+XxMmTKFe++9l1tuuUVd87qu8/XXX/PYY49RUlKi9s/r9bJgwQKGDBnC9OnT8fl8hEIhunXrVmsAnJmZybPPPquOS1RUFG3btgVgyZIlPP3007jdbjp27MjmzZvVJJZmfWrBggVMnDiRF154gSFDhhyy/Nd1nd69e1eaVOrFF19U9YTwMmXhwoVMmDCBJ554glGjRtWp1xvA888/zyeffKLypt/vx2q1smrVKr788ku++OILXn31VVJSUmrcFqAC6SeffJK4uDh0XWfgwIHqPuH3+/nXv/7F1KlTAdTwjnnz5rFs2TIiIyNVr69wdb2fvvLKK5Wu2czMTP75z3+ycuVKVUcxg/uff/6Z8ePHM3r0aB588EEJgoU4oMENCjAv/vfee493330Xt9tNbGwshmEQHR2NpmlqvOnnn3/OhAkTDrpJW61Wdu/ezU8//URERASNGjUCKgq51NRUNmzYUOusjma3sh9//JEXXngBu91OREQEkZGR9OzZkyZNmmC1WmnUqBE7d+7k6aefPmiyDDOYWrFiBVu2bCElJUW1FMfGxpKYmMjkyZOZPXu2KvDKysq4//77WblypZq23+xybG6vUaNG/PDDDzz88MPqBnHWWWcRHR1Namoqfr+fXbt2AZCfn09WVhaNGzcmKSkJm81Genq6SmNmZiYpKSlERUXRt29fOnbsiM/nU5ULj8dDjx49VEBrioyMVK0xZqXU6XSqMcBmxRMqWoYTEhI45ZRTVIu+uTSUz+cjOjqaxMREFixYwOOPP64+p2ka8fHxJCQk0KRJE77++mvWrVtHcnIyUVFRBINBYmJiSExM5Ntvv1WVT02rmIn7oYceYvv27aSmpqoWbrPSNX/+fABSUlJISkpSLbxm5TQqKorS0lIV3LtcLgKBAMFgUC2vZZ6zxo0b06pVK9WC9Ouvv1Z63TAMNalWWVkZPp/vkHmvOoZhqKDf6XRis9mw2WzY7Xby8vLYsGEDTqcTn89H8+bNiYqKAiAjI4M77riDrVu3kpCQgGEYxMbGqm0lJSWxcuVK7r//frxeLw6Hg4SEBPV5cz9iY2NJSkpSXevi4+NJTEwkKSmp2iUizPydlJSkHiJARcUrMTGRlJQUNE3jmWeeIRQKqe6t4Z9PSEigRYsW/Pjjj/z88880atRIVdyjoqJo1KgRP/30E59++mml/FbdsdM0jY8//pjZs2eTkpKC2+3G7XaTkpKCy+XC5XIRHx/P4sWLeffddw+5PdPh5uvD3T9N0ygtLT2sfF0Ti8VCo0aNDjrfCQkJNGrUSHWJjIuLo1GjRuraq43FYuHzzz/nmWeewWq1EhkZiaZpJCYmousVy4pERETw7rvv8tFHH1UaS1lVeDkQ3poWERFBSkqK2sfNmzfzwAMPUFJSosp8l8ulWqxiYmKIjo7m3Xff5YMPPlAVcovFQkJCAomJiSQkJPDSSy+xefNm9RCstnygaRr/+te/mDRpEjExMdjtdpxOJ/Hx8WiaRlxcHMFgkMcee4wlS5aoa6g++dFM5/r16/n3v/9NKBQiOjoal8vFqaeeSqtWrdT1XFpayvPPP09hYSHR0dFcdNFFREZG0qRJEzweD6tWrQL+CDpWrlxJVFQUsbGxquUOqh/DapaP06ZNU+fWfLATFRWFpmlERkYSGxvLnDlzeOONN1Te3bdvH/feey/btm0jJSVF9QIxPx8REUFCQgJfffUVL7zwgvr+qveBWbNmsXbtWiIiItTDgvj4eNxuN2+99RYff/wxAIMHD+a0004jIiKCpk2bsmrVqkrDRwoLC0lPT6dFixY4nU4uvPBCkpOTCQQCxMfH06hRI3VNmmw2GwkJCaSkpOB0Ovn0008pKiqiUaNGarKl+Ph4nE4nb7/9Nhs2bFBdkTdu3MiTTz6JYRgkJSWpMsacO2P+/PnExMSQlJREYmJinZZOtNlsJCUlkZSURKNGjSot/eh2u0lMTCQtLY2ioiImTpyo3g8V3X0TExPxer288sor+Hw+VT7XVP6bv8+aNYunn35anT/z+oqIiCAYDKplox599FF+/vlnNTyhOmZd68svv+Tdd98lMjISp9NJbGwsvXr1IjExUdXdVq9ezcsvv1zrcYGKXlvJycnq+Jj1RF3Xef/995k4cSJxcXHExsaqxg23282GDRtYuXJlpeDW/Leu99MHHniA4uJi1TL/r3/9i5UrV5KQkIDVaqVVq1Z0794du92uyqWPP/6YuXPnomlapXuhEA1VgwqAw1tAJ0yYoCoOAPfffz+ffPIJ99xzjxqHGxMTw5dffklpaan6PPwReKSlpfHf//6XyZMn89BDDwEVT2djYmJYtWoVhYWFNVZ0zW3MmTMHw6gYU9yiRQtmzJjB+PHj+eyzzxgwYADbt28nGAyyePFiNm7cCFCpoDe3P2jQID744AM+/fRThgwZQklJiXpqb1ZIdF1n5syZLFu2jMTERIqLi2nbti1vvvkmM2bM4IUXXiA5OZmysjIVBJsV3u7du+N0OtVsxb/99htQUWCHr8/r9XrZvHkzUNFqsX79emw2GyUlJXTv3h1N09iwYQOZmZlqDFCbNm0qnR+A5ORkXn75Zd588031+g033MAnn3zCTTfdVOkYhkIhFTya3d3+8Y9/8OKLLzJ69GgCgQA+n4/ExER+/PFHli1bpj5nTr5RXl6Ox+Ph7LPPVpXmYcOGUVpaqsYurV+/Xh3H2bNns2bNGuLi4igpKSEpKYlHH32UV199lVGjRqkJQcwW1ao355tvvplPP/2UK664Aqho5X3nnXd46aWXVOXa7JJosVjo0KEDHo8Hl8vFqlWr1Dqq5n6UlJRQXFxMcXGxWj+5rgyjYozckiVLmDFjBl9++SXTpk3jq6++4oMPPuCuu+4iKysLm81GUVERI0eOVJWnTz/9lLy8PGJiYigrK+Pqq6/ms88+4/3336d3797k5+eTlJTE0qVLmTFjBh06dOCzzz7j73//Oz6fD8OoWAfznXfe4ZNPPiE1NVW1UNR07IBKxzb8Zm4YhvqbuR1N0+jSpQtDhgyp1L3c/LzX66VPnz68/vrrjBs3jiuvvBKPx0MwGMTtdqvrrqbJSswx1NOnT8fhcJCTk0NaWhpvvfUWU6dO5Z133qFNmzaUlZURGxvLb7/9hs/nO2RQFp7G+uRrs3ITfnzqs39Hmq9N5rFq1aoVX3zxBXfccYcaw2exWHjhhRf44osv6Ny5s2rBqm2b4fbv38+HH35IdHS0mijvqaeeYsqUKfznP/8hIiJCPST44IMPyM3NPeh4m+WHy+Xi3Xff5Y033lABudfrZfTo0cyaNUuVNx9++CEFBQVERUVRUFDA4MGD+eSTT/jyyy+577771LmKjY3lo48+IjMzs9rzaM650Lx5c4YPH66GHVQ3vMUcpjN37lxSU1MpLS2lXbt2/O9//6t0XM0Jld5++231QKw++dGc6XrevHmUlZVhtVqJioriiy++4PPPP+fzzz/nyiuvJCMjA5/Px9q1a1m8eDEAAwYMUEOCSktLVflq9lJYtWoVDoeDwsJCevfufcg1lXVdVxP+ma2vgUCAv//973zyySc8+uijarvx8fF899135OTkoOs6n376KVu2bCE+Pp6CggJ69OjB+++/z/Tp01VPrvLycho1asS0adNYu3atOs7h94Hy8nI6derEE088wfPPP89ZZ51FSUmJejhutsg6nU769u2repdkZGSwYcMGtS/r1q0jLy9PnUdzmI95vz9U+WX+B3DLLbfwySef8NZbb9G+fXtKS0txOBx4vV51H4aKsri4uBi3201hYSFdu3bl2Wef5bnnnqNHjx5qPLS57doevFSXnvDPmMfNnME9NjaWxx57jM8++4ynnnqKyMhIvF4vbrebnJwcsrKyaNu2bY3l/8cff0xaWhplZWW88847qmux3+/n1ltvZfLkyXz22WdceumlqlcAwP/+9z8CgUCNdS3zup89ezZutxuv10vPnj2ZNWsWn3zyCePHj6dDhw5s3bqVUCjE7NmzycrKUvtfk/BzGH5scnNz+eKLL9QDLr/fzzXXXMPLL7/MPffco3p7VT3OAOPGjavT/XTJkiXMmjULXdfZunUrq1evJj4+ntLSUu6//35mzpzJhAkTeOGFF/B4POTl5ZGfn8/XX38NyOzQQkAD6wJtBhMLFy5UM5IWFRXxwAMPcMMNNwDQtm1bcnNz+eSTT4iOjiYvL4+srCxat25daVuBQIBHHnlEdem9+uqr+f3335kyZYpqMThU4WkWQOakT+bP27dvJzIykqSkJJ5//nk6deqEz+cjEAio7ZqfNbtvnXLKKbz22muqS9G///1vVq1ahcfjUU+HAdXt0WzJi4uL4/XXXyc1NRWAYcOGkZqayg033KCems6ZM4dzzz2Xjh07kpycTG5uLoFAgK1btwIVXU5LS0vVE12n06lagLOzs8nLy0PTKtb5M8dU79y5k/LycjUbclpaWqX9gopK6aBBgyods/bt21fqBl5dIR4MBnnyySc566yzAFTL9ZtvvklcXBzl5eX89NNP9O3bt9IDDZ/PR+vWrXn55ZfVeNWnnnqK1atXU1hYiNVqpbCwEKjIR3PmzFGzVNtsNp577jm6d+8OVFQIXS6XeshS3Xnv3LkznTt3Vn+Pj49nyJAhB73XDAbMSqPVaiUvL499+/bhdruBitbyK6+8klCoYlmG0047rcbjUx2z5X/WrFnMnDmzUr41xwy6XC78fj///Oc/1bjy4uJifvjhBxUQXHjhhTzyyCMANGvWjA8//JBLL72UrVu34nK5WLRoEZdffjktWrSgadOmKvCxWCy0adNG5e/y8vIjvkHruq7y+PPPP0+PHj0qTexjPhwyW2NefPFF1QLx2GOPsXbtWjZs2KCOt9/vP+Sa316vl7Zt29KyZUv8fj+33XabOg/x8fF06NCBtWvX4nK51H7XR33yNfwRmNd3/+bOnXtY+bomLpeLiIgIGjduXOnctGjRgiZNmqjzUdfzbQYLixYtUksqlZaW8t///peBAwcCMHLkSFJSUrj11lux2+0UFRXx66+/cv7551fb7VbXdRo3bozNZqvUqyIlJUWVTdnZ2fz8889ER0dTWFhIr169ePXVV1WeuvHGG7FYLDz33HNER0ezf/9+5syZw9/+9reDAnrDMHj88ccZNWpUpVa4qg9YzDwyf/58NUwnNjaW999/X/V6uP322wmFQrz55ptERUWxceNGsrOziYqKonXr1nXOjybznmHeWzZt2qRa5R9++GGSkpIoKytTD0mhYqKk9u3bs27dOtxuN8uWLVPp3bJlCzt37lQ9jQYPHqzOedXzYHbnXLFiBbt27cLtdlNQUMD111/P3XffDUC7du0oKCjgpZdeIjY2lpKSEjIzM0lISGD27NlERkZSWlpK69ateeutt1SZcumllxIVFcX999+P3W6nrKyMr7/+mi5dulS6DwQCARITE3nzzTfVffHcc8/l1ltvVec/NzeXFStWMGzYMAYPHsxnn32GpmmUlJTwyy+/qOtl+fLleDweLBYLaWlp9OnTp9rzXB2zy/HIkSO57777AGjTpg0PPvggN998swo+9+/fD1SMrf3ll18q7f/bb7+t7ssDBw7k5ptvZs2aNbjd7qPaAmjeP8eMGcOVV14JVJT/2dnZvPzyyyoQzMvLo3nz5jRv3vyQ5f+cOXPYvn070dHRFBQUcNNNN3HPPfeo7/v3v/9NWVkZs2bNIiYmhvT0dNavX0+3bt2qnSzUvI+arfOGYeD1etm5cydt27aladOmvPDCC0yZMkV9ri6t41WZ1/mPP/7I3r17iYmJoaCggBtuuIExY8YAFb0GOnbsyN13313pujOXeazr/dThcLB48WKuuuoqysrKVAu4xWIhOzubPXv20LhxY4YOHcqrr77K2rVr8fv9auLB+gyNEuKvqkEFwGbBuHnzZvX0LiYmhnPOOUeNmdB1nVtvvZWzzjpLzVwa3iIHFYFk48aN6devn2ottlgstG7dWlU8zafJNTELZrOSGhsbS0ZGBjfffLOa/Kp169acffbZBwXfZjp0XaekpISBAweqAMWc+KBFixasWbNGPVGHilaT7du343Q61c01NTVVjfkMhUJ06dKF3r178/PPP+Nyufj999/V2J8ePXrw5Zdf4nK51JPujIwMSktL6dGjBykpKcyaNYutW7cSCATYuHGjelqdkpJC165dAdi3bx8+nw+Xy4XNZlOV6aqV4KpLdZhjT8OD+vBj4vF46Nq1K2eddZaaZVHXda644gomTZqkntTv2bMHQN0MzeM4aNAg1ZJhzszctGlT9u3bp27yUBHsZGRk4HA4KC0tZfDgwXTv3l09BbZarVx11VXMmDFDPZmuquq+mK0C1e0boMY9m5UGs8XG7CJu3iiryyd1YT49N2ePNEVFRamACKBr167q6fXu3bspLCxU58ccm2bOWmmxWNRYMIfDwdq1aykoKCAmJqbStWFWSMzZvo8GMz/cc8899OrVq9LxrvqeYcOGkZSUpM6Vruu0atWKtWvX4nA4KC8vr7FV0txefHw8//vf/4A/rrMJEyZQWFjIxo0bVeX0UGXCofajLvnabLUwA4v67J8Z8Bxpvq7KzK9Vh2+YrVGHa+PGjfj9fkKhkCqncnJyVBleWFiogju/3096eroaJ15TOqueG7OFCmDDhg0UFxersXyXXnqpap0yj/cFF1zAhx9+SGlpKbquqzIyvCt0aWkp5513Hpdddpn63prGlZvl044dOyotCWcOaTH3dd++fdjtdtWFfdWqVQwfPpx33nkHqFt+NPfTZrMRCASw2Wx4PB7++c9/kpycTI8ePWjdujWnn346Xbp0UekMBoPY7XYGDRrEihUriI2NZfv27WzatInOnTuzdOlSSktLVfdr8wHNoSrga9euVQ9IIyIi1IMLM0C+8sor1bAZv99PmzZt2LFjB3v37sVut1NQUMD5559PREREpfMzdOhQWrVqxY4dO7Db7aSnpxMKhVS5at4HrrjiCtUTBSqCk+uuu44lS5ao62TLli0MGzaMLl260LZtWzZu3KiGI5l5ftmyZWrYzhlnnFFp4sLamNfb2WefreoqVquVxo0b43a7Vd40r6vs7OxK8xycd955ar1tqHgQdfHFF7Ny5cqj3voXCASIi4tjyJAhqiXdYrHQokULNXY7PK3mfSZ8X8PL//Xr1+P3+9UQJHOCuPCA+aKLLmLOnDlAxUOblStX0q1bt4PKlPDGAoulYpUJs9fD6NGjadasGT169KBt27Zccskl6oFX1d5+9WHWf8wJSq+44gpVv9Q0jdNPP50BAwYwb968SnOK1Od+6nQ6WbdunerlUl5ejtPpxG638/HHHzNlyhQ6dOhAp06d6NatG7fffrt6sC+EqNAgA+CSkhLVlc8cQ2gWOuY4MnOMCVRuyTUrHpGRkWpiEfPmGV5omt3BanPBBRfw9ddfs3//fiIiIrBYLOzdu5evvvqKQCDAyy+/TNeuXRkzZgzdunU76PPm2KbwYCq8sm5O7gQV43/NimsoFCIpKUl9Lrzlo1mzZvj9fnXzNter7dGjB9OmTcNqtbJ9+3by8vLIyMhQgXObNm2YOXMmJSUl7Nixg+3bt6tuXN27d1fdT+ta8a2upaYmZouf2UJsHgtzfFfz5s3VA4HwxezDj2P4RBvmcayuy6TP56O8vFxtq3HjxioPmMcyKSmJ2NhY9u3bV2N6w5k36JqYk4KZecvcbvgT7vBt1Tf49fl8dO/enfbt26vuuZqmsXLlSrZu3aq6v99///1MnDiRVq1a4fF41Pe63W6+++47Zs2aVemYmuMV/X4/Xq8Xv99fbfrM7ztaQqGQmpyluuA3/H1mxTT8/IXnkdrSZW47Ly+P1157je+//57y8nKKiorwer1qHFd9Z+aG+uXrqkFmXffP3G55eTler/eI8nV1qjvf5t/qGwSHX4Pm74FAgJdeeqnSd5hltNVqJRgMqrK4pnN5qDQCFBQUqGNmzqJsVsbN90VGRpKSksLGjRtVsFv1OwOBAK1bt1YV4pqWiDMZhkFZWRlQEZxmZ2fz6KOPVtqmrutqDgGv16t6qmRnZ/Pmm2/WKT+a5dHw4cOZOnUqeXl5REVFERkZSVFREd988w0+n4833niD1q1bc99991XqoTNkyBA++OADDMOgpKSEZcuW0aVLF1auXInFYsHj8XD++edXmuG3JiUlJeqBoNvtplGjRpXyYExMjOpNZNqwYYPKS1arlcTERJV3zXuz1WqlZcuWbN68WQXK4S2G5vls1aqV+jm8K394QGlyOp0MGjSINWvWEB0dTXp6Onl5eQSDQbZs2aLOr9nyXZf8bl4XdrudqKgotQ/mg/Xq7kllZWXquIbvv5k/DcOgZcuWagzt0SxrzWNrLrkT/vCm6n6Z/x6q/C8rK1P3NLfbrSaZCq9fNWnSRLVkh0IhdY1UxzwuF110EYsXL1YPx8ygc/PmzWo4SN++fRkzZoyatbo+zLxSUFCgJg5MTU2tlH/Ne1GTJk0IBAKVlsAKfyhYl/tpeXk5xcXFnHLKKQwYMICZM2cSFxen6oOrVq3il19+wWKxEBsbyzXXXKN6xYSfDyEaqgYVAJvMQsYsuA+nO0hdxqlVrZCF/90s0E8//XQ++ugjtSRGcXExPp+PiIgI9bRv1apV/P3vf+fTTz9Vlaeq+3OowuxQN56a0hvOPD69evVSlYDy8nLWrl3Lrl271Oyfp556KlFRUZSUlPDrr7+yc+dOFdT16tWr2mNxtNWle2lNr9d2HMM/d6jvMAxDPQk/WjcZsxXOrNQdzae5ZlB9ySWXHLTcU1lZGY8//jjffPMNcXFx7Nu3jx9++KHSGq5Qsc/m2s3hxya89dBc87i+ahrXVdfPHmqCFPhjkpTqKpZ15fF4ePDBB/n+++9JTEzE4/GoiZ769OnDxo0bWbVq1WHnhyPJ1/XZv2Odrw9X1QCwcePGlSrJhmGolhOfz1dp8p4/S127tld9YFobc1/N1m5zUieT2UJo5nNzXPSDDz7Ijz/+WKf8aP7boUMHxo4dy/vvv8/ixYspLi5WS+RFR0djGAZbtmzhzjvv5MMPP6RPnz6EQhVL+XTp0oVff/0Vq9XK6tWrKSoqYt26dWoiNXOIR1332yyP61JmhOeHup6H2rZTNS01lf9Dhgxh7NixaFrFskGrV69WvRCcTictWrSgR48eALWWRVW/s2pX5arpq2k/w8tH8ziawfPxvnaPhvqcX/NaGzlyJNHR0YwdO1Yt72Yum2aOoV+wYAG7d+9m7NixJCUlHVZdxXzIaz4IqClNVVXNw3W5n5otwy+88AKdOnVixowZ5OTkqBncY2Nj1cPRl156ieLiYh555JEj6n0jxF9FgwqAzcLfZrOpp+/79++ntLS00jIL27ZtY9WqVepJ2cCBAw+qdNRHTYGnWUj27t2b3r17s2fPHpYvX87GjRtZvHgxmzdvVl2Ec3NzmTZtGvfff/9hp8Nc0sSsLOXm5qo0hAdXZpc78wmsGWw1adKENm3asGrVKnRdZ8qUKRQXFxMdHU3btm1JS0sjKiqKsrIyfvzxR3bs2KFmaDXHPwFqds3wyuqRMm8KOTk5lZ60alrFciDmpFvmw4XD+V7zHJpPYc21Djdu3KiOoznTZXZ2Nvn5+ZWe8B4Jc81ac4bmqt3Gj8aYHrOrr9mFzXwqfv755/Pdd9+pVhmzZSu8Vaa0tJSHH36YYcOGVep2GD7DKaBa0aqryJnnq2pF08yL4ZURcwbMo+FItmMeK3NN0MaNG1NaWsqwYcO466671CzCb7zxBosXL6511uSqjka+rmuXS4fDgcvlorCw8Jjl6yNlzmj92Wef4Xa71b7b7XY1Rh7+OCaHe53ExsaqcYEej4fs7GzV+my2dpWUlJCVlaWWoTvcciacGQBaLBbKyso466yzePbZZ9V4RrOMNs+H+V0LFizg119/rXd+NAyDdu3a8eKLL5KXl8eqVav4/fffWbp0qZrbISYmhn379vHVV1/Rp08fNV588ODBLF68GJfLpdZ/LykpIRgM0qJFCzUGubZzYO6L2XK8f/9+EhISVEtednY2ixcvxmq1EggEGDRoEPHx8Wq7gUCg0r3NLDeCwSDbtm1T3bzN4KBqzy1z3grzWrNYLOzatUutQKDrujpuwWCQtm3b0rFjR1avXo2maSxdulSVf+Xl5QwcOFDNQl/fB4C1Xbvm6+aEYWaatm/fftA+bNiwgdLSUjUT/IkkvPw3r2Nd1/F4POTn56uHL+a+ZGZmqq71uq5XutarY+aFwYMHM3jwYDIyMli6dCmbNm1i6dKlqpdTUlISGzZs4Ouvv+aGG26o17Vrvtd8AGXOr2A+CAnfx7y8vIMegpnnzxy2Vpf7qcnlcnH77bfzt7/9jfXr17N69WrWrl3L0qVLKSkpweVykZCQoCb1S05O/ss8DBHicDW4ABigadOmKgDOz89nyZIljBgxQhUIn3/+Oe+9957qdjpjxow6T/pSnfLycjUzsjkpjTlJxL/+9S9CoRDFxcX87W9/48ILLwQqbmLLly/nn//8J+Xl5dhstlq78dXEfH98fDynnHIKq1evJjIyknnz5qkxx1BR4Vi9ejXLly8nIiKCoqIiOnXqpJYkslqt9O7dm6VLlxIREcHSpUvRdZ2YmBhatmyJ3W6nXbt27N27l1WrVqlxMO3bt6dx48aqApOYmKgqOYFAQHXRPpIC2Vy25Ndff+X333+nY8eO6rXp06eTk5NDdHQ0xcXFas3h+ky+E87lctGyZUt27NhBdHQ0K1euZMaMGVx44YVqds4333xTTQRzNAL8qj0IzO6LZvdlM1gxJ3FJS0ur9/EM75lg3owNwyAxMVGtWRjeIpOamkpERAQlJSWqp8Ill1xSaZuTJk1i//79GIZBWlpateMwNU1TS1vBH4G1Gfzt3LlTdQEEWLZsmZoI5HCWfPozZGRkYBgV49yioqL473//Wym4MFvC6utw83V9mK1DDofjmOfrw9WiRQsVGO7fv59t27Zx+umnq9fz8vIYN26cCkbPOOMMNUnO4QTB7du3V7Pa6rrO5MmTGT58eKXJcmbOnMn+/fvVUnRmt/XDaUUygxdd12nWrBmLFy8mMjKSdevW4fF4iI+PV+81uzqawxSuvfZadu/eXef8aAYVZWVlPPzww5SVlVFaWsqFF17IlVdeybBhwzAMg40bN3L//fezZ88e7HY7JSUlAJW6+b799tt4PB5KSkp466230LSKdWhPP/10tYZ4bce/ZcuWqmdWUVERCxcupF27duph28yZM3nqqaeIj49X69136NCBuLg48vLycLvdzJ49m+uuu67SEmpz5sxh69atREREkJ+fT4cOHVR3f7O8cbvdzJ07l+uvv75SUDVp0iSV710ul7oOQ6GQCv6XLl1KTEwMs2fPVuvXB4PBgyY3/DOkpqaqyZMiIyOZPn06F154oVpBYffu3UyaNOm4X7fVqVr+d+rUSXWnzs/PZ8qUKTzwwAOVPvPll1+qZQFdLpdqYa96vzPz24YNG9T68GVlZdx7771qHH4gEGDu3Lk8/vjjah1xs05SH+ZxNWd1NyfO/Prrr7n55pvV+zZv3swPP/ygxqib13pqaqpasqou99PGjRszcuRIxo0bx3fffYfT6SQ6OppXXnlFHY99+/bxyiuv8NVXX6kHCyUlJSQnJ9d7/4T4q2lQAbBZOJ555pm8//776sn1yy+/jK7r9O3bl/nz5/P111+TlpZGSUkJ/fr1U7OV1jdYMgvEvLw8br31VrWE0NVXX80TTzyBpmksX74cr9eLz+ejtLSUhIQEOnTooNaMM4OBYDCogp7DvYFZrVaGDx/OkiVL1M3ynnvu4d5776VTp04sXbqUF198Ud00DMPgnHPOqfSdvXr1UmNvrFarWpbDrJC1adOGBQsWqPHMPp+PHj16qDExuq7TsmVLdSP2eDzs3LmTHj16HPGNWdd1vF4vDz74ILfccgtdu3ZlwYIFvPXWW+oJfGRkJGeeeaZ6/+HQNI2zzz6bOXPmqB4F//nPf1i5ciWNGzfmp59+YuXKlarCdyTMPLd7927VQtGyZctKS4nk5eVx2223qfx1zTXXqHVhj/QJb/j4uHCGUbHWZJ8+fZg+fTrx8fHMmjWLhIQErrjiCnRdZ8KECbz99ttYrVb27dvH6NGjueCCC9R2zWC6pKSERYsW0b17d6Kjo3G73TRr1ozMzEwiIyNZsmQJr776Kueccw4bN27kvffeO6J9+jOEtzB6PB6WLl3KkCFDKCsrY+LEifz6669qCY76dH81t1mffF3bUIfqmC1CxypfHy7zmh0wYAAJCQnqeD7xxBM88MAD9O/fn+3bt/Pss8/y888/qwd548ePBw6v7PT7/aSkpHD66aczbdo0EhMTWbFiBf/4xz+4++67VcvKG2+8gcvlUkv0DBs2rFKa68tM66BBg5g0aRJ2u52cnBz+8Y9/cO+999KmTRsWLVrEf/7zHzWxn8PhYPTo0cAflf+65kdzqbfMzEw0TVMzyfbq1Qu73Y7L5VL3o/BVCcx0pqWl0bNnTzW5jzlPgtPprFP3ZzPP9u3bl4SEBDweD263mw8//JDY2FiGDh3K8uXLmTRpEo0bN8bv99OpUydat26N1Wrl3HPP5e2336ZRo0Zs2bKFO+64g/vuu49mzZqxYMECXnrpJdWbxOVyce6551b6XnOyvs2bN3PnnXdy8803k5CQwIQJE5g3bx7R0dF4vV7S0tLUDP7muR08eDDvvvuumrxJ0yrG1Ldv3/6g9x5NZtoTExM588wz+fTTT0lKSqKwsJA777yT4cOHY7FYmD17Njt37lQPMo+3msr/2NhYzjjjDFq0aMGuXbuIjo7ms88+w2azcdlll+Hz+fjoo4+YN28eMTExFBcX061bNzp16nTI+52maSxZskQFwC+99BJPPPEEzZs3x2KxqCES5kPg2NjYeu+TeX4HDRrE22+/jd/vx+128/bbb6PrOueeey6///47r732mnqYYk46aa5Y0LdvX2bMmFGn++nVV1/NyJEjyc7OZuHChWrN5ZYtW3L11VcTGRmJw+FQdS3z2NS3F5IQf1UNKgA2x9+0b9+eoUOHMmXKFFJTUykoKOChhx4iNjaWgoICHA6HqhDedNNNlRY4N9eura4rU/jrVW92Znc1i8WinpgnJydz4YUXqvVPMzMzue2229QkVLt371ZdUR0Oh6pEaJqmvqemMczm95gFOqDGwcyaNYtff/2VxMREtmzZwt13360CYovFotbtO/vssxk6dKiqHEHF8j1JSUnk5+erykSHDh1US0jbtm1VV2tzAp6qM3+2aNGCtm3bsm7dOgKBgGodP1rdcTZv3swTTzyhJnAxJ7zIycnhsssuo1OnTod1HMPX3T3vvPOYOXOmGvMJMHnyZNW93Ol0VpoI5HCDezPPpqen43Q68Xq9nHbaadjtdtUqb6bTzF917WZn7r+Zbw91/M3jYLVa1SQlUHF9LFiwgMLCQiIjI/nwww+ZOnUqmqZRUFBAcnIypaWldOjQgX/84x/qRuz3+/H7/aqV5JFHHiEqKor333+fli1b0qNHD+bOnUt0dDQ2m40PPviAL774QrU2R0REVHvews+p+fuh9sd84l/dcT/UtV6V2UJlfufDDz9Mz5492bNnD+vXr8dqtRIXF6dm8z2c1uC65Guz9b6++2fu45+Vr6tea1XPS03pNT9ndmU1P9ekSROuu+46nn32WZKSkigoKGDMmDHExcVRVlaGz+ejRYsW5OTkcN111zFkyJBDjskzWa1W1Tuo6pi8W265hYULF1JcXExsbCw//vgjy5cvVxMquVwuNE1j7969jBkzptLybuY+1GfOCfM4Dxo0iMGDB/PNN9+QkpLC2rVrue2224iIiKCgoACr1Upqair5+fk89thjuN1u1UJufv+h8qN5XG02G5dffjnPPfccKSkplJSU8I9//IOmTZtitVrJzMxU3XgDgUCliZ3MYztkyBDmz5+vfvd6vbRu3VotDXSo42+WdcnJyVx00UW88cYbpKam4vf7eeqpp3jzzTcpKipSk1OVlZVx6623qtm+R48ezdy5c9mxYwfx8fGsWbOGW265BZfLpYarmN34R48erdJU3XjZxYsXs3btWjWrclRUlJpMbfTo0eohkHmOmjdvzqmnnsrChQvV0kNm9+fwYxx+bqven6vmlZp6KIXnpfB70k033cQPP/xAVlYWMTEx7N+/n3feeUedC3OW5fpcu4e6R4SXIdVN5naosri28v/222/nn//8JzabDbvdzgcffMDkyZMJhUIUFRWphxEAd9xxh7puq15b5sOdVq1aMXDgQObPn09KSgq///47N954I82aNaOkpITdu3fjcDjweDzExMRUekhe0/moWt8Lr99cfPHFvP3226SkpBAIBHjllVcYO3YspaWleL3eSvev8Gvipptu4vvvv6/T/fS+++5TdTpztuj4+Hjef/99ZsyYQUJCAtnZ2RQWFhIbG0tOTg4jRoygUaNGh937TYi/kga3GJh5A3jooYcYNGgQ2dnZeL1eNE1Ta+oVFRURCoX4z3/+Q69evdTsqqWlpeTm5pKXl1dtF5mysjL1+t69e9WT1lAoxL59+9i3bx95eXmq61goFOKee+7hrLPOIjc3F6/Xi8fjYd26dWzatAmPx6NmH33ooYfURFJmJSsvL4/c3NxqZ5suKCggLy+PvLw8iouLAVQXrxdffJFevXqpcaWBQIB9+/apFtm8vDwGDx7M//t//08V6uZxi46OplOnTuzatYt9+/axf/9+WrRoob7XXLc4JyeHPXv2EB0drbqLmRUcXdfp06cPXq8Xp9PJ+vXrD7trYvh59Xq9tGvXjr59+1JSUkJ+fj6aVrE+4969ezn33HN59NFH1XkxDKNex7GoqEj93Wq18uyzz3LOOedQVlZGfn6+Gg8YHx/PXXfdRXx8vGr1rm221+qY6czKylITitntdvVAIfx91eWv2phrM5r/VV0GxrxBNmrUCK/XS1ZWFqWlpUyfPp2srCwMw6Bt27a8+eabtGrVSl0TBQUFqptWbm4uCQkJPP/88zRr1kztU9euXUlNTSU7O1u936xgA1x11VUMHDiQ7OxslX/37duH1+vl3HPPpX379uzcuZN9+/ap16FiduDwfapuZmQzjeZ5r+54FRcXH/JaN5kV4H79+jFixAjy8vLweDyUlZUxe/ZsVqxYQffu3Tn//PPJysqiqKiIlStXMn36dKD2Sujh5Osj2b8/K1+Xl5erc7J3796DxiDWlN5AIKCu0fDzGQwGueWWW3jwwQcJBoPqwUheXh5lZWWUl5erh3iPPfZYnSr7oVCo0neZ14NZiW7dujUvvfSSmpPBMAx1jMwKamlpKbfddhu33HJLpfK/tnLmUHRd57///S+XXHIJJSUlarZuc7bh4uJiSkpKuPvuu7nmmmsIBoP079+/XvlxxowZAFx33XVcdtll7N+/n5KSEgKBAJs2beL333+npKSEkpISSktLufPOOzn33HNVcGWW3WeccQZJSUkqf5SXlzNgwAC13EttzO6gf//73xk5cqTKD7qus3//fkKhECUlJXg8HsaMGaPSABWtoK+++iqtW7cmJydHzYpt3tdLSkrYv38/F110EWPGjDkoPWarbc+ePWnZsiX79++nuLhYdcX1eDzcd999XHHFFZVa1Mxg4swzz6w03jgqKoqhQ4dWu5/V3Z/h4DK5avlVU14KBoM0adKE119/nfbt21NUVKRmA9c0jU6dOnHXXXepB6W6rtdprduq11/4kJOa6jum8Gs+fF8Mw6ix/DfHLI8YMYLHHnuMQCDA/v370TSNwsJClRf27t2Lrus888wznHHGGbXWH6xWK48//ji9evUiJycHv99PUVERq1evZtu2bfh8PvVQ/4knnlB1mqplQvj5CK8PhpdpoVCIu+++m8svv5x9+/apZdHM+lL37t0ZNGiQun8VFBSovNSuXbs630+bN29OKBSiXbt2PP7441itVvbu3YthGGRmZrJq1SpVr8zNzaVPnz488sgjlebuEKIha1AtwPBHIGc+Kfvyyy/VjMVm17V27dpxwQUXqCVUzCd0Z599NvHx8dhsNhITE9UNxCx4+/Xrx5NPPonD4UDXdZKSkgCIi4vjn//8p1ob2HzyDBWTq7z77rt8/fXX/PTTT+Tm5qop/RMTE2nRogXnnHMOXbp0UYW8w+Hg7rvvprS0FJ/PR//+/SulQ9M0brjhBjV2y1xH2KzIpaam8vHHHzNt2jRWrVrFjh07KCsrIyoqihYtWtC7d281G3D4jd78efTo0bRq1Up1pwof49S0aVMeeeQRPB4Pfr9ftQiHH3uAYcOG8emnnxIMBklPT2fLli20adOm0vjT+p5Xv99P8+bNeeKJJ/jkk09IT0/H4/EQFRXFmWeeyahRo9R+APU+jlUXkU9MTOR///sfW7duVS1D0dHRnHXWWerprdkaFz5mr67MdC5evJiCggJsNhtt2rRRD0LMfBkbG1tt/jpUdzCoaEUbM2aM6oLVs2fPSq+b/yYlJfHwww+Tn5+vJlwyx80Fg0H69OnDxIkT+eqrr1i2bBlZWVlYLBZSUlLo0KEDF198MYmJiZVaTJo1a8bHH3/MrFmzKC0tVd0PzeMUExPDO++8w1dffUV6erpaN7pbt25cdNFF/Pzzz5x22mnoul5pnezOnTvz6KOPqhYB85yF3/DN83rOOecQCATU8mLhx+uiiy6iQ4cOWCyWStd6TSwWC88//zynnXYa8+fPp6SkhOjoaLp06cI111yDpmmqq6Z5rR3qHIWfq/rka3N7h7t/5hj9o5Wvze80z4sZLCUkJFR6T3XphYputQ8++KBqZTzllFNUOgFuv/12Bg8ezMyZM9mwYQNFRUWqC32/fv0YPnz4QcemJuHXkd/vr3Q9mA/vTj/9dCZOnMi0adPYuHEjmZmZah3UNm3aMHjwYPr161dpu/Hx8TzwwANq6RKznKlLBTT8fvXSSy8xcuRI5s+fz5YtW1S3yZYtW3L22WfTs2dPVX5qmlav/BgdHQ1UzG/w7LPPMmzYML7//nv27NlDWVkZwWCQhIQEmjVrxplnnkm/fv0OOqbm/ANnnHEGU6dOxW63ExERUWMQWNP+alrFREivvvoqQ4YMYcmSJWzfvp2ysjJiYmJo06YN55xzDqeddlqlwMecwGvChAl89dVXrF27loyMDMrLy4mJiaFVq1b079+fs88+Gzh4bLau6xQXFzNo0CDOOussxo4dy549e/D5fCQnJ3PBBRdUu99QEYCeeeaZpKSkqJUcunfvTrt27Q66p+m6zo033njQ/Rn+yO/m/lS951Qt6828FN5D66uvvuLXX39l6dKlhEIVyx2OGjWKpUuXqp4jNptNXYPV5UPzb2lpaYwZMwaoaLUNX37KrO+YLetm11ozrTWVxYcq/+Pi4tRDkOuuu47u3bsze/Zstm7dqiYCTE1NpU2bNowYMUKtinGoOoN5DTVu3Jhx48bx1VdfsWTJEvbu3auGAKSkpNCiRQtGjBhBq1at1DZrKn8A+vfvX6m+F750psvl4rnnnuOMM85g9uzZFBYW4na7ad26NTfddBN79+6lWbNm2O32SuVvKBSq9/00FApxwQUX0KVLF7766is2b95MYWEhfr8fl8tFWloa3bp1Y9SoUWqyVwl+hQDNONFmRDhGqrt5mxNahD/Z/TPG7RwqHYbxx9IH4a0rR7PQqrqt8MXrw7vj/FkFpXlc77vvPubMmUMwGOTWW2/l3nvvrdcxN9M3ZswYZs2aha7rDBw4kLfeeqvGfTha+7RixQqys7Ox2+1YrVbVHdD03Xffcf/996tJLZ555hkuuOCCes0Eat50//a3v7Fq1Sp8Ph+PPvoo11577WHNKPpnqXrOzJmew/Nv1ffUdh5O9pv0kZyfv3q+Ppqq5itzxtT65LUj/T7DMCrdN/6MvGveps3tmuufhj+YOdT31rfcCd8Xs1WurvejRx55hGnTpmGz2ejQoQPjx4+vdw+Ymu5R4V3Iq0tDdWWR2aW9ap4AVE+KSy65hL1791JcXMw999zDXXfdVePxqGm/9+3bx0UXXURZWRklJSU88MAD3HTTTcfk2vD7/fz888+Ul5ejaRqJiYnqAY7p//2//8cnn3xCdHQ0FouFSZMm0bRp0+NS1tblO6ueS3O8bHieP5z6Qvhnq07sWN9tHuq7oPL1Wtc8cDj306q/m0tehXfNNtN1Mt9XhTiaGlwLsMl8KmgWHOGFizmJRdVCMHwplqqFZtXXAbUIPfxRiAGVCqXwAtL8zrqkxSzgqm6vuterpjV8383XwscSmd3aaiooD7WfVfe1uuNkuu666/j++++x2Wx89913/O1vf1PLHRxuIW22cptPR8P3tbp9qu9xNPf3yy+/ZPz48SQmJlJUVMTll1/OTTfdRHR0NGvWrOGVV15RrZ1ut5tTTz210jZqY94wV6xYwZo1a9A0jZYtWzJy5MhqW8lryl+HEv6wpbbPhR8H8xiY+xJ+zMPzb/jfqm43/LyECx+3GJ5Hzd/NvFnTtVh1n2rKx0dy/RxK1QdJ4WNa63qsq3Oy5+vazktN6a3tc2bLrJkvwltSaivHqlPbdVQ1r4dXxmsqq+uy3dqEP5QFDspjNX3v4eRHs2eHuc3wvF/1u8yyOi8vj82bN/Pbb7/x3XffERUVRWFhIeeff74a212fILDqfbHqPcpMc1U1lUXm58LzRE3P/s1t+P1+7Ha7apGs+p3mvm/cuJFdu3YxdepU8vPzcTgcJCQkHDTJVriaype6lF813V9ffvllNm/erNa0feCBBzjvvPMIhULMmzePqVOnEh0djcfjoUOHDqSkpFS7/+EOlZ6q9YCqDzkO9dnayn84+NoOnzfhUHm+JlXrfFXLGfNeU/Uc13X/q+6fmc7wa8j8PXzfq95fDud+WvX+UDWgD+8ZIoSo0GADYDj4xlP1b1XVVnE51Ou1PQGv2vJaW1pqq0zU9np1+w51m6mytuNQ276aN7ZTTz2VUaNG8fnnn7Nr1y5mzJjBddddV+/KkjmhiHmjqS7gP1rH0bxpXXjhhcyYMYNgMEhiYiKzZs1i4cKF2Gw2NfbKbreTm5vL9ddfr5YlqusN27xRffbZZ+rJ9+23305UVFS1T6gPZ4yxpml1/tzh5KfaAsf6vl418KnuWNZ1n470+qntc2blOHw79T1Hf6V8Xdt5qSm9dTmf1QUlh9uCU5dzdDh5/XCuz+qEV9jr8r2Hmx/rej8yK9zLly/nwQcfRNM0Nbt0amqq6oJ+uOfjcO5Rh3NvqzoZYnVBSU0++ugjpk2bRkREBNHR0eTm5nL11VfTpEmTGlsTjyS/V33d7Alw2WWX8e9//5uoqCg0TVMTLwFqErBAIIDP5+O6665Tk3PV1n24pvTUVg+obV/q8mCxplb7wy2fq362tm0eyf5DzddfbWXUkd5Pwz/zZ/diFOJkJVfGAWYr04ngWKfF/L5j/Z2GYfB///d/dO7cGb/fz/jx48nLy1MtTHVVVFSkJqkwK+l/FvNJa58+fXj22WdJTEyksLBQTTSxa9cuSkpK1Li5a6+9ljFjxtRrf8xKyc8//8y8efMIBAJceOGFjBgx4qSYvfFEupaOl6Ox/3+1fH0sHOt8d7zyen2/90jSWJfv8vv9FBYWqkmLPB4Pt912GwkJCUelzDrce1RdPmcYtU+GeChml+fy8nKysrJo1qwZt9xyyzG7Nsx76TXXXMPdd9+Nrlesn+z1etmzZw979uzB6/VSWlqK3W7niSee4IILLjgmQ7yOpj/jWjtW1++fff0djc8I0dA02DHA4vgzn4pmZWWxdetWADp27Fhpjdu6fH7evHls3LhRdRM2u54di7SXlJSo7zdnjbXb7Wrd0DZt2hz2trds2UJWVha6rtOtWzciIyNlDE8D8FfN1+Kvx8wv69atY8aMGdjtdiwWC7169WLAgAEndHllps3n8/HFF1+o5bP69etHr169ag0Qzc9Pnz6ddevW4XA4iIqKYvjw4cdtbC1AZmYmCxYsYNeuXWpMvNPp5JRTTmHgwIE0atTohD4vQghxLEgALI6rk/lGXJcn6FXHWQpxopN8LY6Gk7lsP1LHa9/rcu2ebC2/QgjxZ5AAWBx35uRGcHhddw53wqKjoepkFubfzN+PpKJxpMdFnNz+qvla/PVUndDoZMsjtU0adyjmJEOm4z3ZUPiETuF/g+OfNiGEOFFIACyEEEIIIYQQokE4eR7RCiGEEEIIIYQQR0ACYCGEEEIIIYQQDYIEwEIIIYQQQgghGgQJgIUQQgghhBBCNAgSAAshhBBCCCGEaBAkABZCCCGEEEII0SBIACyEEEIIIYQQokGQAFgIIYQQQgghRIMgAbAQQgghhBBCiAZBAmAhhBBCCCGEEA2CBMBCCCGEEEIIIRoECYCFEEIIIYQQQjQI1uOdgGPNMAwMwwBA0zQ0TavX3wFCoRCapqHruvo9/HPhnzHfU9+0hW/bMAx0XVfff7RUTfdfnWEYB527mt5nGMZROS6HmxeEEEIIIYQQR59mmLVzIRqghvYQQAghhBBCiIaswQTAZovevn372L59O4Zh0KxZM5KTkwHIy8tj586dAKSlpZGSkgJASUkJmzdvxu/3c8opp+D3+0lPTycqKorevXvj8/n4/fffCQaDtGrViri4ODIyMsjKyiIuLo62bdvWOW1FRUVs3boVXddp164dNpuNX3/9lbKyMtq1a0eTJk3Ue4/G8diwYQNFRUU0bdqUxo0bH7Vtn2jM/crOziY9PR2Hw0HPnj1xOBzVvn/Pnj3k5uYSGxtLixYtjug7i4uL2bJlC7qu07ZtW1wu11/2OAshhBBCCHGiazBdoM2gIzc3l//97394PB7OO+88Ro8eDcDixYuZOHEimqYxbNgwrr/+egBWrVrFe++9RyAQ4L777iMvL4/XX3+dVq1a0bNnT/bv38/bb79NaWkpd911F/369WPevHl8/fXXnHrqqTz66KM1Bjtml9xQKITFYmH79u28+uqr2Gw2Hn/8cVJSUvjwww/Jysritttuo0mTJoRCIXRdVy2X8EfrZdVu2+Fdts33md1wA4EA48aNY9OmTVxxxRVcfvnlqqtudd3Bq3btrqmbeG1di80uyGb6wt9fdftVW2drCxrN7uLh6TC/02q18ttvv/HWW2+RmJhI+/btsdvt/Pjjj+zYsYN27dpx2mmnoes6c+fOZdasWZx66qmMGTOm0nEOT291rcfmPpjfuW3bNnVOH3nkEVq0aFGpG7YEwkIIIYQQQhw7DSYANgOXVq1akZycTFZWFtu3bycYDGKxWMjOzsZut2Oz2di5cyeBQACr1cquXbswDIOEhAQ6d+7MsmXLVGusGfjYbDbsdrv6DqvVis1mw2az1ZgeMwC0WCxYLBYALBaL+qwZIDVv3pzIyEji4uLUZ83P1bTNqsFi+HvDA2O73V4p3Ycaa3yoMbF1CU7D9/dw0l017dVto7rgOzxojYmJoXXr1sTExGC1WtE0jSVLlrBw4UIuvPBC+vbtC1TkFfO/6tJrqun7wr9T13VsNhtWqxWLxaK2W5d9EkIIIYQQQhxdDSYAhopgw26306ZNG3bt2sXevXspKCggISGBjIwMFfzt3buXsrIyoqOj2bZtG1DRLdrpdNKyZUsuueQSIiMj0XW9Uqtp+PeEt2ZWlw6ze+yiRYsoKyujWbNmWK1WtU3DMLBarZxzzjl4vV5atWoFVASFZWVlLF68mOLiYjRNIykpiV69emG32wHYunUreXl5NG/eHF3XWbFiBYFAgHbt2tGuXbuD0mmyWCyUl5ezfPlyCgoKgIqgsVu3bkRFRZGdnU1mZiaapnHKKacQHx8PwN69e9mxYwe6rtO6dWuio6MrBXbmz3v27GH16tV4vV40TSMlJYU+ffqogNDsnh4dHU2TJk1YtmwZRUVFxMTE0KdPH1wu1yGP58aNG9m4cSO6rtOlSxfsdjs7duwgISGBtm3b0qJFC0aNGoXD4cDpdJKZmUkwGCQxMRGv18uOHTto0aKFaqG22Wzs2bOHNWvWUF5eTlpaGr169QIqWtDT09PxeDw0bdqU1NRUALKysti1axcul4suXbqobem6TiAQYNmyZezZs4eIiAhOP/103G63BMFCCCGEEEIcIw0qADa7Grdp04Yff/yR0tJSdu7cidvtZt++fbhcLux2O0VFRWRlZWGz2cjNzSUUCtGmTRs0TePXX39l4sSJNG3alG7duqkAp67MYCcjI4M333yTPXv24PV6cTqdNG/eHKvVSjAYRNM0fD4f48ePJycnh9GjR5OamkpGRgZvv/0227dvp7S0FKvVSnR0NPPmzeOuu+4iPj6eKVOmsGrVKk455RTKyspUQOZwOBgxYgQXX3zxQWmCigD0rbfeYsuWLRQXF2MYBtHR0cTGxnLfffdRVlbGG2+8gc/n47LLLlPbmT9/Pl9++SVxcXH861//Ijo6+qD9/eWXXxg3bhwlJSWUlZVhtVpxuVwsXLiQ22+/nZiYGFatWsUHH3xASkoKUVFRrFu3TrXK//DDD/zf//0fsbGx1R7P2bNnM2nSJLxeL16vl9TUVGJiYti+fTvt27fnySefZP369bz//vs0atSI5s2b88orr7B3714iIiJYs2YNa9as4a233kLXdaxWK1lZWTzzzDNkZmbidruxWCwMHjyYG2+8EY/Hw/vvv09WVhaXXXYZl19+OQBLlixhwoQJNG3alFdeeaVSADx27Fi2bdtGIBDAbrfz/fffc/fdd5OamipBsBBCCCGEEMdAg1qXxWxpbN++PdHR0ZSVlbFnzx52795NYWEhrVq1olOnTuTn55OdnU1GRgZFRUVERESollOzW+yhusbWJhgMMm7cOLKzs3G73fTr14927dqRkZFRKRAyu9KGd5udOXMm27Zto02bNowZM4arrroKi8XC4sWL+frrr4GKlly3201OTg4AgwcPJjY2FovFwrRp01i3bh02m41gMFgpXTNnzuTXX3/Fbrdz8cUXc8011xAfH09eXh7z58+nY8eONG3aFJvNxoYNG1QL8qZNm7BarXTs2JGUlBS1D+ZY16ysLD799FN8Ph8JCQlcddVV9OvXD7vdzm+//cbkyZPVsXU4HJSWlpKTk8PFF19Mx44diYiIYNOmTSxduhT4Y+ytuf1t27YxZcoUNE0jISGBoUOHqm7tbrcbq9Va6dyZXbEHDRpEYmIi5eXlpKamcs4556jjYrVayc/PJyIigiuvvJLU1FScTieLFi0iLy8Ph8OB1Wqt1IXcPPZm0A5/BOh+v5/MzEy6d+9O586dcblcZGRk8Nlnn9XrAYoQQgghhBDi8DWoFmAzsExMTCQtLY2cnBz27NmD0+mktLSUVq1aERERQSAQYO/evXg8HjweD8nJyZxyyinAka3lak5gtWPHDnbt2oWu6/To0YO///3v+P1+3nrrLVavXl1tV9/wbsJutxtN04iMjOT8888nLi6OkpISmjRpot4bDAaJj4/n3nvvpVmzZixZsoSxY8diGAarVq2ic+fOlQJtgISEBIYPH06zZs04//zzKS0tZe3ateTl5alguWvXruzYsYPMzEz27duHYRhkZWVhsVjo3r078EfQZwZ2ixYtorS0FLfbzY033sipp55KMBjk9ddfZ82aNaxcuRKv14vNZlOfueGGG+jfvz+ZmZk8++yz6LpOcXFxpWNivnf58uWUl5cTERHBDTfcQM+ePdm+fTsvv/yyasmu+jmr1cqFF16ozkWbNm248sor1euhUIjIyEjuvvtu0tLSSExM5NNPP8XlclFcXExcXFyN3dyr/l3XdcrLyxk2bBhXX301Xq+X119/nfT0dLZu3UpOTk6lBwdCCCGEEEKIP0eDagGGP1oNzS7NO3bsID09HbvdTqNGjWjSpAmRkZGkp6ezadMmAFq3bk1ERMRRS8PevXvx+/3YbDbOPPNMAGw2G6effnqNnzED0OTkZIqKisjIyOCll17ioYceYuXKlSQmJnLaaacBfwRcHTp0oFmzZgCcdtppJCQkEAwG8fl8AAcFW8OHD6d9+/bs2rWL++67jzvvvJM9e/ZgtVpVQHfqqacSERFBUVERW7ZsYdu2bRQUFBAfH0/Xrl0rbdcM2vPz89VY265du6qJx8xAOBgMUlhYiMViIRgM4na76dSpE4ZhEB8fj8PhqDTrtcncflFRkdp+t27dADjllFNo3749Pp+vxqAyFAqp7uaBQKDSrM5+v5/U1FTS0tIIhUKkpKRgt9spLy+noKCg0vjvQzFbwh0OB/369QPA6XTSq1cvAoEAAGVlZcDBgbMQQgghhBDi6GpQLcDh2rdvT1RUFPv37yc/P5+4uDhSUlKIj48nNjaWjIwMbDYbDoeD1q1bH9Xv9nq9BINBNRmTGYS5XC4sFsshg6BbbrmFxo0bs3jxYvbu3asm8lq+fDnbt29n9OjRqgXTnBQrGAxiGEaNMzCbPv74Y7777jtsNhvJycn07duX3bt3s23bNhVstmzZkrS0NNavX8/vv/+O1WrF5/PRvn17YmNjq23FNB86hO+b+beagtPwwLS2oLDqskJmS7sZuNf0HXVpzTdnA68uADeFd/cuLy+v8bvMAN88FlXTdSS9C4QQQgghhBC1a3ABsBlknHLKKcTGxlJQUICmabjdbho1aoTL5SI2NpacnBzVzbhDhw5HNQ1xcXHY7XY8Hg/r16+nRYsWAPz+++/4fD4VuJrMLruhUIi5c+ei6zrXXnstsbGxrFu3jh9//LHSbMUWiwWbzUZGRoZqbd29e7dquTS3bwaWFouFUCjEb7/9hsPhYOjQoVx//fVomsbzzz+vgjbzvd26dWPjxo2sWbNGHTuz5dWcaMzcvqZpREVFoWka+/btIzs7m7S0NAC2b98OoIL/quOfw/+tjvl+t9uNruvk5eWxceNGOnbsSE5ODhs2bMBut9cavJozPte0rFFNfzO/v7y8XH129+7dasyxSdd1PB4PGzduVC3yO3bsUNuKiIigvLxctYKb47WFEEIIIYQQR1eDC4ChInBxOp20bduWxYsXY7VaadKkiRpb26JFC7KzszEMg8aNG9OoUSPVqlh17V5A/R7e9ddc8zWc+XrLli2JiooiPz+f7777jlAohM/n4/vvvycyMvKgtXDNbWmaxueff05hYSHdunXjyiuvpH379ixfvhy/34/L5VKzSNvtdrZv387//vc/2rdvzy+//ILX6wUqWr+rptNsNTaXWdqzZw9Llixhy5YtagZk06mnnsrXX3+Nx+MhFAqRlJRE586d1Tar7m+PHj2YO3cu5eXlfPjhh5x55plkZ2erSa1atmxJdHQ0fr+/2gnGqh7fqtvv0qULc+bMwe/389FHH9GjRw/Wrl1LYWFhpWA0/NyZnzWPW0ZGBosXL6Zv376VjnnVz4YfJ6fTicPhYNmyZcTFxZGXl0d6evpB3eV1XcfpdDJ9+nR8Ph+lpaUsXbpULQWVnJzMN998w9SpU4mJieEf//gHzZs3lzHBQgghhBBCHGUNMgAOXw5pzpw5BAIBBgwYoIKN5ORktQ7ukCFD0HUdv9+vxtbm5+cTExOjtlVYWEhpaSl+vx+oGNOZn59PaWlppe81WxsjIyO59NJLee+998jPz2fcuHFqvGtpaakKsgAKCwvV9jVN45JLLmHq1Kls2rSJp556Sq0va7PZOOuss1Q321AoRHR0NIsXL+aHH37A5XIRCoXo378/PXr0wO/3U1paSkFBASUlJVgsFtq2bctPP/3EokWLWLJkCaFQCLfbTVFREb/99hslJSVERkbSpEkTTjnlFDZv3kwgEKBjx45ERUUdFLCZ+9uuXTuGDRvGrFmz2LBhA7///rvqspycnMwVV1wBoMbXhnc5NgyDoqIi8vPzD+pebG6/W7dujBgxgm+//ZbMzEw2b95MYmIiMTEx5Ofnq/f7fD61fXP8bWxsLGVlZfz++++kp6fTrVs3fD7fQecvEAhQUFBAMBhU6ejXrx8TJ07E7/fz/vvvY7fbiY2NrfSdgUCA/Px8HA4HDoeDDz/8EIvFgsPhICIigksuuQSoGMeck5NDeXm5ykdCCCGEEEKIo6tBBsBmC+Opp57KjTfeiNfrVV14AXr16qV+7tmzJ/BHy2aXLl248cYbiY2NRdd1YmJiuOKKK/D7/Wqm6L59+xIfH0/jxo2rbbU0DIP+/fsTHR3NTz/9hM/nIy0tjc6dO7NlyxZCoRDx8fFYLBYuvfRSSkpK6NSpEwAXXHABqamprF69muLiYgKBAAkJCfTu3ZsuXboAYLVa8Xq9DBgwgC5durBy5UoMw6BNmzacddZZKk0XXHAB/fr1o2PHjgD87W9/o3HjxmRmZmKz2ejfvz8Oh4P09HRsNht+v1+taXvqqaeybt06nE7nQbM/V7e/V155JS1atGDt2rWUlZVhsVho1KgRgwYNIjk5Gahomb7++utxu92qFdXpdHLxxRdTUlKi0lldkH355ZfTtm1bMjMzgYrZqqdNm0ZWVhbx8fEAtGnThuuvvx6Xy4Xb7Qbg8ssvJzk5mbKyMrV8Uc+ePYmIiKBJkybqvDdp0oSrr74agFatWgEwcuRI4uLi2LZtG5qmqeW10tPT1QOSxo0bc80112C322nevDnr16+noKBArSls5pkePXpgt9txOp0kJSUdtJ9CCCGEEEKII6cZMu3scfFndG81t/naa6+xePFizjnnHG688caj+h1+v5/c3Fy++uorli1bRpMmTXjyySdxOp2HvU+H+zmzW/oPP/zAt99+S1xcHMOGDaNHjx6sX7+ed999l/379zNs2DBGjx5d7+0fC9LNWQghhBBCiGOnQbYAm8K7GptjbA/196qvmS3J5hJF4bMQm4FNTTP7hs8cbP5sbj98W1W3DQfPoByeVqgIUn0+Hz6fr9LSPmbrralqOs1leMJ/Dt9nq9VKeno6r732GoZh4PV66du3L06nUwWjh1JdusN/r+7Yhh/fmo5namoqOTk5bNu2jQ0bNuB2u/F4PPj9fpxOJ3369Km0nfDtm98ZPn67uvNXU56oboKt8MnFwj8XPrGXuf265DkhhBBCCCHE0dGgA2BzYqO6/r2m16r+XtflbMLfV9NnqktH1fdW/T05OZlWrVqRlJSkgtnqlhyqbpKu8CCtaldjTdOw2WxERUVhsVg444wzOPvss+vcillbums67jWdC3Pf2rVrx8MPP8y8efPYtm0b5eXlJCUl0axZM4YOHUq7du1qXAaquu+saTboupyLun6uuq7iMvOzEEIIIYQQfy7pAv0XVJcW6CPZtjlJk8PhOKrbPlzhAXh5eblqxQ5f7klaVIUQQgghhBASAIvDZmadEyG4rNqdGqjUpVsIIYQQQgghJAAW9XYiBb5VhWfnEzF9QgghhBBCiOOnwQXA0h1WCCGEEEIIIRqmBtc3VIJfIYQQQgghhGiYGlQAHAqFyMzMrHbpGiGEEEIIIYQQf20NLgDevn27BMBCCCGEEEII0QA1qAAYUEvjCCGEEEIIIYRoWBpcANzA5vwSQgghhBBCCHFAgwuAhRBCCCGEEEI0TBIACyGEEEIIIYRoECQAFkIIIYQQQgjRIDSoAFjWABZCCCGEEEKIhqtBBcDBYFAmwRJCCCGEEEKIBsp6vBNwLBiGgaZp5OTkUF5ejq7XLe6XYFmIhkt6jAghhBBC/PU0iADYrMgmJyeTmZlJKBQ6ZBBsGAYej4dQKHSskiiEOMHouo7L5ZJAWAghhBDiL6RBBMAmi8VS58psKBTC7XZL5VeIBsgwDMrKyo53MoQQQgghxFHWoALg+nZp1jRNAmAhhBBCCCGE+ItoUJNgCSGEEEIcOQMMo+JfIYQQJxUJgIUQQggh6soIAhpoWsW/hswXIoQQJxMJgIUQQggh6sQAzQL+MijMrPiTpiMtwUIIcfJoUGOAhRBCCCEOjwFosPwjWPj/oCwfGnWCES9Dk54VXaJl3hAhhDjhSQuwEEIIIcShhA50e966AKbeDPkZEArAth9h0mjwFBwIfqUlWAghTnQSAAshhBBC1EX6LAgBjuiKWDciHvZthYxFFa+HZDywEEKc6CQAFkIIIYSoC5vrQFdn/cDY3wPskccvTUIIIepFAmAhhBBCiEMxx/Z2vxqik6A498BEWPuh9VBo2qciMNYtxzedQgghaiWTYAkhhBBCHIo503NyJ7jha/j5VSjaDc36w8B/gtVxYF1gIYQQJzoJgE8ShmEQCoXQDjyFNgwDTdPUf9W9xxT+nuMtFAqptJv/6vrBHRHC96W6148XM12mqukzDAOjmkrQiXQOAILBILquo2lapXMCHPK8HC/mcbdYLNX+3dwX+COPmU60fRFCnKy0iiA3rTdcOaFi/V/VDVpmgBZCiJOFBMDHyIHFEw6bpmkHVf7VtsOC4drec3jCA7rD3wvDMGoMdqsL2mval8P6bgy0IzoDqECrunRV90CipvcclqO8vEb4PhwqODyyfBO+IY7oAqgpP1T9e33ymBBC1JumVQS+UBH8GkFAl+BXCCFOIhIA/8mCIQOL/kfoZf5eV2bFfcuWLWRkZGCxWDAMg2AwSFxcHF27dsVqrTiNO3fuZPPmzdhsNtUSqes6LVq0oHnz5oe3A6Fg5TFNVX+v535s2rSJ+fPnU1ZWhsPhoH///vTo0eOgVuHCwkKWLVtGy5YtadWq1WEHMEEjiEWzqODX/L2+zOA3Ozub2bNnU1BQgMPhoHPnzgwYMEClraioiFWrVqkWSMMwsFgsdOzYkcTExHrvhxEMolksqnKlfj8M5neXlpaydOlSunTpQlJSEitXrqSgoEAFjoFAgMTERLp3737EQaMRMtB0TQW/6vd6pnnbtm1kZGQwYMAAdQ1omsb+/ftZuXIl3bt3JzExEU3T2LFjB3PnzqW0tBS3283pp59Op06djmg/hBBCqdTqK2N+hRDiZCMB8J/EbPAyg90yXxC33aJ+r2uDmFnRnz59OhMmTCA1NVV1wS0sLKRLly48/fTTJCYmMm/ePN566y1SU1MJBoOqe2tpaSlXX301t99+O0Adg5oDKTSDXV8p2CPCgt+6N+mZ+zB58mReeuklIiMj6dChAzt37uSTTz7hpptu4u9//3ulbq7ffPMN//3vfxkyZAivvfZavQMxs8XXDHY9AQ8uq0v9Xp8WYfNBwrx583j66afx+/20a9eOvLw83n//fQYPHsy//vUvoqKi2Lx5M4899hhOpxOr1YqmaXi9XgD+9a9/MXDgQBVM1/KloGkq2A15POgu1x/B7xG0CO/fv59//etfPPPMMyQlJfHyyy+zY8cOoqOj1YOTgoICzjjjDP7973/jdruBuuabysxg118exOaw1Cv4BVR+mD9/PmPHjuXbb78lJiZG/X3Hjh08+uijvPDCCwwcOJAffviBxx57jIiICNq2bcvWrVv58MMPueOOO7j++uulJVgIcRRJWSKEECcjCYD/BOGh4ce/7GDGmj3sLiijSaybkd0bc33/FmjUr1eopmmkpKQwfvx41cL7448/8vjjj/PNN98wevRoDMOgSZMmjBs3DqvVimEYeDweXn/9dSZMmMDw4cNp0aJFHYKAsJQtfRfWTobCXRDTDLpcBn1uPfB67XsQDAaxWCwsWrSIZ555huHDh3P//fcTFxeHz+fjvffe47XXXqN169acddZZ6LpOMBhkwYIFJCQksHHjRjZt2kT79u3rFjiax+tAuj5L/4xvtn/DntI9NI5ozPBThnN1h6vrHPya37l582aeeOIJunXrxuOPP07jxo0JBoN8++23PPDAAzRv3px77rlHjTcdM2YM/fr1wzAMsrOzefTRR/nggw84/fTTK7Vg1nz4K17LHz+ewpmz8O/Zg61JE2JGnE/ctdce6IZX6+Gvlq7rOJ3OSi2+Q4cO5aGHHsLn8wEwa9YsXnjhBQYMGMDIkSPVeayv377PZPOvORTv8xCV4KJt72S6DE6r93bsdjsOh6PafXG5XNjtdgD+97//0a1bN5555hliYmIoLi7mqaee4rXXXmPo0KGkpaXVKx8JIYQQQoi/lgYVAB+Llh/jwP+ChsFdn6/ksyUZOGwW7FaN7XtLmZ+ew7Lt+3n96lPRNa1eLcF2u524uDj1t/PPP5/nn3+egoIC9R5N0yq9Jzo6mksuuYQFCxaQk5NThwDYqPjPCMHkG2H5p2CzgMUO+7fC5nmw8xe4bGxYwmse86rrOoZhMHnyZJo1a8aTTz6J3W4nFApht9u57bbb2LFjBx6Pp2JLmsbatWvZvHkz//d//8d7773HggULaN++fR2OUkXLLkDICPHAwgeYvGkyDosDm24joyiDhbsWsiJ3BS8MfEEdg7oEw5MnT8bhcPDMM88QFxenujaPGDGC9PR0ysvLgT/G0yYmJhIREQFA69atOfXUU/npp5+qnSCrykGr+DcYIvO++yiY+AWaw4Fmt+PbmUHJD99Tunw5aS+/HBYE1z9fh6cjFArhcDhwuVy4XC4ArrnmGj755BMyMzPrueE/tv/dB+tZ9+NurDYdi1WnMNfDjrV72b25gHNu7vRHHqxD8muaXMxMv5nPcnJyOPfcc4mJiQEgKiqKO+64A6fTqQJ4aQEWQgghhGi4GlQAHAwGaw9AjpBhGOiaxtifdzBhSQaNohwYQMgwcFgtRDth/JKdnNosjpsHnEKojl0yza60P/30ExaLBa/Xy7x584iMjOScc85R7wmFQpSUlGCz2QgGg/h8PqZPn05UVBQtW7ZU76t5B0IVY5qWvFkR/EbGowJiqxMcGiwfB01Pg353VkwAcogxUJqm4fP52Lx5MwMHDsRut6vWRMMwsNlsvPjii8AfgcycOXOIiopixIgRLFq0iO+//55bb71VjXWu/fjrTEifwKSNk0hyJRGiYlZgu8VOlC2KSRsn0S2pG6M7jiZkHDxrdjgzsFq/fj1nnHEGcXFxKp3mbMP333+/ajk193nlypV4vV5CoRBbtmxh7ty53HTTTVit1kO3QBoG6Dr7x31KwcQvsCYlVeTZUKgiENaiKPh8Iu7u3Ym/4QYIhY7K5CuBQIBgMEgwGARg3rx57N27l9TU1HptxzAqxvj+Nj+TdT/uJiLaXvFIxTCw2KzYgfU/7ialZTTdz2pWMSb4CNOvaZrq8t+hQwfefvttsrOzOfXUU+natSvNmjXjP//5T6X3CyGEEEKIhqlBBMBmi2dOTg7l5eV/WvdHA9A1jUDI4PNfM3DbLYSMiuAXKlqFdU3Dbbcy8dcMbjy9BRa9bq3AFouF/Px8nn/+eRV47du3j6ZNm6rA0GazkZeXx1VXXaVazLxeL/v27eOOO+4gKSmplu6fByb0CAVgxSdgP7CuoRE88PKBYNduhxUfQ5/bQLdSW19cv9+Px+MhNjb2oOVpwlujdV2nrKyM77//nosuugi73c55553HI488wurVq+nVq9chu+IaVAS/wVCQKZum4La5CREidGDGTsMwQAOX1cXUTVO5psM1WDRLjeOBzbT5/X5KS0txOByqVfuHH37ghRdeICIiAl3XiY6O5vXXX8disaDrOpMmTVLnpbS0FI/Ho1pXa+76XBH8GoEA+ZMmobvdGKFQRZALEAxi6Dq6y03+5MnEXXddxZjgI5whOjIykvnz57N69WpCoRDl5eXk5OTQr18/zj777BpnVq6OpmuEggbrft6NzWGpyD5hE4KhadgcOr//nEXXwU3RLfUc213lAZb5uzku/pFHHuHjjz/m+++/59tvv8UwDFJSUrjuuusYOXJkvb5LCCGEEEL89TSIANgMOJKTk8nMzPzTxwD6AkEKynxYLZrqkmsyMLBYoNDjxxcI4bLXbVxlIBAgPj6ecePGYbfb1Wy3jz/+OE899RQff/wxhmEQGRnJrbfeqpbjKSwsZPLkyfz888+MHj0ap9NZ+xjgQDl48kHXgVCVF0MVE2F5CyHgA3vtWchcOsjj8VT6XjMda9aswe1207p1a3755RdycnJYtGgRubm55OTkEAgE+OGHH+jVq1edWu98IR+F5YVYNWu1AZNFs1DoK8QX9OGyumrdntVqxWazAX8E7U2aNGHUqFE4HA5WrVrFihUr1L76/X4eeeQR+vfvTyAQwOv18v777/P888/ToUOHWsczGz4foaIiMIPbyjsAVgvBwiIMnw/NVXv6AdVCWt3xKy8vp3Xr1gwdOpRAIABAQkICZ599Nna7ve4TRx14DhIMhCgvDaDr5jjxym/SLDrlZX6CgRC6xVKnsczVrQltBubhf2/WrBlPPPEEHo+HnTt3smbNGmbOnMl//vMfEhMTOf3002UMsBBCCCFEA9agaoEWi+VP7f5obtlps9Ak1oU/cHDgoGsa/oBBaowTh02v9Lna2Gw24uLiiIiIwO1207FjR8477zy2bt1asW1dx+12c8EFFzBixAjOP/98rr76akaNGsX27dvVONVa98Dmgpg0CPo5OIvoFX+PbgI2Z5U9P5hhGDidTtq0acOSJUuAivMQCATQNA2Px8P//d//8dVXX6FpGt9++y3NmzenZ8+eWCwW2rRpQ/fu3fnxxx8pKSlRXZKrT31FOhwWB6kRqfgMH7pWOf2apuEP+UmJSMFhcVT63EHbOxDs6rpO48aNWbVqlQok27Rpwy233MLo0aPp2LEjuq6rtGmaRlRUFG63m+joaBo1asQNN9yA1WpV56rafTDHJDudWFNTwe8/uGVX0zH8fuwpKWjmpFA15GmzVXTRokXccccdlJaWqt4D4Wnw+Xy0a9eOq6++mtGjRzN69GjOP//8+gW/FQcSAKtdJyreQShYTcu0phEMGETFO7Ha9UqfO5SYmBiCwSAlJSUAKv8UFBQQCARIS0tj06ZNXH/99ezatQuXy0X79u254oorePfdd4mOjmbNmjWV9lsIIYQQQjQ8DSoAPhYV39CBbs5X9m6GNxBUSyFpGmo9YG8gxFWnNUPXNNU9ujZmK6rf71fdmzMzM5k3bx5NmzYF/mhR9Xq9avxvMBgkKSkJt9utWvcOyQhWrHHY83rwByoCGN1S+d9AoOJ1Tf+je3Q1zDHJmqYxfPhw1q1bx3vvvYdhGFitVoLBIK+99hpFRUUMHz5crf170UUXcffdd/Pwww9zzz338Le//Y2srCyWL19ecYxDVVulw49/CF3TuaTtJZQHDkxMpeloaOrf8mA5l7a5FF3TVffoGrd34LvOO+88Nm3axNixYyu9/vPPPzNu3Diio6PVvprjfKGi5bW8vJwpU6bg9/tp1qyZOjY1fCGarhN32WWEyr0V7zPXAbZYKua9Ki8n5vLL0XT9j+7R1TDze0FBAatXryY7Oxtd19m6dSvFxcVqVmWr1Yrf7ycYDKp/zfHy9V5+6sCY3o5nNCbgr8j/2oH8rx3I/0F/kA5nNK54wBA6dP43v79Lly6Ul5czceJEABwOBx6Ph0mTJuF2u0lNTcVisbB27VqmT59eaRsZGRl4PB41MZYQQgghhGi4GkQX6GNJOzCz85WnNWXR1r18umQnDqsFu1XHFwhS7g9yXb/mXNm7KSGj7hPyeL1eNm3axLXXXqsCm9zcXDRN47///S8AxcXFFBQUYLFY1DhZi8VCKBQiIyODdevWMWjQILWGavU7cKDbc4/rYduP8OvHB2aBdlR0jQ4E4bQboMfoivdph36GYk52NWzYMJYvX86bb77JwoUL6dq1K7/99hvp6encfffddO7cmTfeeIOSkhKGDBlCMBhUXVW7d+9OZGQkX3zxBYMGDTpk99WK429wSZtLWJq1lC82fqFmgfaH/JQHy7mi3RVc0vaSirG/tRx/M/1nnXUWl19+OW+99Rbff/89PXr0YPv27axZs4aOHTuyefNmgsEggUCAgoICnnrqKaKiogAoKSkhNzeXK6+8kk6dOh06sNQ0MAxiL7uU0iWLyf98Iprdjma3Y/j8hMq9xF9zNXGXXVrr2F/zOPXo0YO4uDgefPBBTj/9dL755huaNWtG+/btMQyDwsJCSktLVQ+JI+kerB2YmbrjGY3J3JDP2oV/zAIdCgTx+0N0PbMJHU9vXDHkvJZ1gc1W9TZt2nDRRRcxduxY0tPTadmyJcuWLWPHjh088cQTWK1WWrZsybXXXsuHH37Ib7/9RpcuXcjKymLBggW0adOGc889t9JxEUIIIYQQDY9mNKD+gIFAgOXLl9OrV69DzihsGAalpaVEREQcVpfpSusAL9rBjNV7yCzwkBbnqlgHuF+Lg953qLRomsayZctYs2aNCsgMwyA2NpYBAwaQnJwMwKpVq9iwYQNXXHGFmqVY13WysrKYOXMm3bp1o0+fPvVcB/g9WDupYh3g2APrAJ92azV7Wjfz58/n559/pri4mOjoaM4991xOO+00DMNg3rx5FBUVcckll6h9h4qgav78+eTl5XH55ZfXK4D5PP1zvt7+NXtK99AksgnDTxnOVe2vqleaw33//ff8+OOPFBcXExkZyeDBg+nduzczZ87koosuoqioiG+++YZAIKDOk8Vi4dRTT6V79+51+5Kww5o/fgKFM2eGrQM8grhrr6lzes1zvX79eqZPn87+/ftp3LgxF198sVoSa9q0aSQkJDBw4MDDavU9lLXfZ7IpfB3g05Lpcmb91gE20xQKhfjmm29YsWIFJSUlxMfHM2jQIPr3718p3fPmzeP777+nqKiIyMhIunXrxvDhw4mOjq7Xdx5JGSCEEEIIIU5MEgBX48+o/Jb5grjrOOFVfR3toOXAVqkU3PpKwR5R8+tH8k1/Svor8wQ8dZrw6kQV8njQ6zjhVV0di+Nu8pcHsTmOb/6vz/5KACyEEEII8dckXaD/ZMGQgUXXVPBr/l5foVBIjTGFPyrz5iy45nvMFsdwhmEQDAbVRE11cyCNoWDF2F8z+DV/P8zgN3w2YvPZi5mmmtJvfg6ouet2Td9nBLFoFhX8mr8frqrpNyfJMruVm8caKi/zdLhdi41gEM1iUcGv+Xt9mWOSzZbU8Hxj7tOf0TXYCFWsC2wGv+bvh+tQ+afqe8zu01X3VwghhBBCNFwSAP/JzGDXbC89nOAXqFPwWtPr5sRMh/fFFiotZaMfWSteeAB70AzZh9i/+ga+6nMHgl1zrd8jCX6rpiM8/ebfj+hYV0MFuwfG+x5O8AuVj23VY3m4x7YuVLB74AI4kuAXDp1/anrPn7l/QgghhBDi5CIB8DFycrc9ndyph5qXOjppnOytlyd58oUQQgghxF+DTIcqhBBCCCGEEKJBkABYCCGEEEIIIUSDIAGwEEIIIYQQQkDFvCviL00CYCGEEEIIIUTDdmDFDDTtj5/FX5IEwEIIIYQQQoiGyzDAXDEjFPrjZ/GXJGdXCCGEEEII0TAdWGrSs3IlO6+5lm2jLmL/2I+Pd6rEn0iWQRJCCCGEEEI0PAeCX39ODrvuuBPfzp3oLhd7li7FkhBPzIUXQjAIFsvxTqk4iqQFWAghhBBCCNHwHBjr6/3tN/y5uVgTE7FERoHNSslPP1e8R9OOYwLFn6FBBcCaZGAhhBBCCCEEqODW3qw5mtVKqLSUUMCPUebB0bIlAIbMCv2X06AC4GAwKJlYCCGEEEIIUTHZlWHgaNeWRv+8Dz0qEoCYiy4i7uqrwDDQZEKsv5wGMQbYMAw0TSMnJ4fy8nL0OmZkCZaFaJjk2hdCCCEaiAOtwIm33UbcpZcSKvNga5p2nBMl/kwNIgA2uz4nJyeTmZlJKBSqNQjWdZ2ysrJjkTwhxAmorg/KhBBCCPEXYBhYEhKwJPzxu4z//WtqEAGwyWKx1GkcsKZpuN1uaQUSogGTOQOEEEKIBkTTKoJe82epB/xlNagAuL4BrVSAhRBCCHEiCRkh9bOuSU8VIY4qqfs3CA0qABZCCCGEOJlJ0CuEEEdGSlEhhBBCiJNAebCcl1e8zN0L7iZ9XzoAIUK1fEoIIUQ4aQEWQgghhDiBBY0gFs3CsuxlvLriVYr9xdh0Gy+f+TIYgPTaPCmFDANd0zAAZL4lIY4ZaQEWQgghhDiBaQci3CYRTTgl5hTinfF0SOhwnFMljpR+IOLVkOBXiGNJWoCFEEIIIU5g5rjflrEtmXD+BPZ59tEtqVul18TJI2SArsGG7GIem7aWGKeNZy7uQnK0U1beEeIYkABYCCGEEOIkYGCQFplGWmTa8U6KOAJm1+fxS3YydWUmLpuVoR2Tufq0ZoQMA4tEwEL8qeSxoRBCCCHESUBDwzCMSkshiZOP2fX5nE4pdEqNoXPjaLqnxQKyBKcQx4K0AAshhBBCnCQ0TVNjgsXJST9w+ga0SWThg4Ox6BqxLlul14QQfx4JgIUQQgghhDjGDAMSIuzqZ2n8FeLYkABYCCGEEEKIY0zTKgJf82chxLEhAbAQQgghhBDHgQS+Qhx7MgmWEEIIIYQQQogGQQJgIYQQQgghhBANggTAQgghhBBCCCEahAYVAMvaakIIIYQQQgjRcDWoADgYDGKY0+0JIYQQQgghhGhQGkQAbAa9OTk5lJeXo+sNYreFEEIIIYQQQoRpEJGg2fU5OTkZh8NBKBQ6zikSQgghhBBCCHGsNah1gC0Wi4wDFkIIIYQQ4kQVCgIh0CygNYi2OnGMNagAWMb/CiGEEEIIcQLTLYCl4mfDAGm8EkdZgwqAhRBCCCGEECcaAzgQ6P72BezfBq3PhrRelV8T4iiQAFgIIYQQQghx/Jgx7tf3wQ+vVMxS5Px/cO0UaDMMjGBFl2ghjgLpWC+EEEIIIYQ4PoxQRTfngh2w/CNwR0F0IygvhiVvH3iThCzi6JHcJIQQQgghhDi+DADtj97OMvZX/EkkABZCCCGEEEIcH5peMdlVXAvochmUFkNxLljs0PP6A2+SJUzF0SNjgIUQQgghhBDHj9nYO+p/0PJMKMiAloOgWT/AkPG/4qiSAFgIIYQQQghxHB2IgHUrdL867O8yA7Q4+iQAFkIIIYQQQpwADAgFK37U9Ir/hDjKTogA2DAMtGoGuhuGAVDta3V5XQghhBBCCHGy0CpagYX4E50Qj1VqCn41TVOvmcFu+M/hrwshhBBCCCGEEIdy3AJgwzAIhSpmdCstLVU/mzRNo7S0lPz8fAKBQKVAV9M0QqEQBQUFlJSUHNN0CyGEEEIIIYQ4OR23PgZm6+2mTZuYNWsWN998M9HR0RiGQTAYZO7cuaxZswZd17Hb7Zx//vm0adMGgF27djFjxgxKSkoIhUK0a9eO888/H7vdrrYthBBCCCGEEEKEO+YtwGb35aysLBYuXMjcuXMJBALqdU3TWL16NT/99BPdu3dn5MiRuN1upk6dSlFREYFAgK+++gqv18vIkSMZOHAgK1eu5KeffpLAVwghhBBCCCFEjY55C7A5tnfr1q0sWrQIp9OJ1WpVgbFhGKxcuZIWLVpw7rnnAuB2u3nvvffYtm0b0dHR5OXlccUVV9C+fXugokX4t99+Y9CgQdhsthon1RJCCCGEEEII0XAd8xZgXa/4yr59+zJmzBj69++P1+tVAavX62X//v00b94cgFAoRHJyMpGRkRQVFZGbm4vdbqdp06aEQiEMw6Bp06Z4PB48Hs8hv1uCYiGEEEIIIYRouI7bGGCLxYKmaVgslmpfj4yMBCqCVqvVis1mAypaiO12Oy6XSwXTdrsdXderDXBDoRDBYBBN0yp1tRZCCCGEEEII0bActwDY7KYcvrxR+GtV/w3/r+p7q3vN3P7u3bvZsWMHdrudYDBIKBSSlmAhhBBCCCGEaIBOuJWmNU1D13UKCgpUgOz1evF4PDgcDnRdx+v1UlJSQlxcHJqmUVxcjKZpqpXY3A5AkyZNSElJUS3Aq1evrjboFkIIIYQQQgjx13bc1gE2mQGvGbA6nU6aNm1Keno6paWlaJrGunXr8Pl8pKWl0bRpUwKBAOvWrUPTNLxeL+vXr6dJkya4XK6DJsDSdR2bzVapG7UQQgghhBBCiIbnuLcA+/1+SkpKKrXK9uvXj3HjxvHxxx/TuHFjVq5cSadOnWjSpAkAnTt3Zs6cOezdu5ecnBz27dvHiBEjav0uafkVQgghhBDiyBgYYMgEs+LkpBnHKSo0W2qzsrLYunUrvXv3xuFwVFomacWKFZSWltKiRQv69u2Ly+UCKmaKXrx4MTt37sTlctGzZ09at25d63cGAgGWL19Or169sFqPe+wvhBBCiAbGMCBkGGga6BI8iJNQyAihaxWdSCUQFiej4xYAH8rhrONbl89IACyEEEKI4yVkGAcFvQYgoYM42RT7iikLlJHsTj7eSRGi3o57FGjO3mwuaQRUmh1a0zQ1c7MZ4IZ/Jvx9QgghhBBHzAiBEQR00KtfrrHemzQqWnzzistZsm0fSVEO+rZMkOBXnBQMDPMH3lz9JhM3TMQT9NA7uTeP93uctMi0w2rAEuJ4OO4BcHhgW/XvpvDguOpn5EITQgghxFFjGKDpFf8dJSEDdA3mpedw7xer2VviA+Dczim8fuWpRDqtB7qRHrWvFOKoChkhLJqFiRsn8szSZ4hzxmHVrczYOgNfyMeHwz5Ek8c54iRx3GeBFkIIIYQ4MRyIQncuhu+fgXVTj8YW0TUo8vp5aOpvZBV6ibBbcNksTFy2i7G/bEejonu0ECcqi1bRE2LuzrlE2iJxWBxgQJI7iRU5K8gozqjotWmEjnNKhajdcW8BFkIIIYQ47owgaBb4fRp8fg34yiqi17Mfg7OfOtAyXP8WLrNb6JbcUvaW+Ih22giGDHRdI8ppZVVGAQC6Lq1n4sRl5mOX1UXACKChoWs6wVAQq8WK0+IEkFZgcVKQFmAhhBBCNHAHuj0bBiz+HwS9EN0IXFGw5B0oyakIfg+jldYMB1JjnFh0DX8whNWiY9U1ysoDNIp2VKQgJC3A4sRljgG+ot0V6JpOfnk+ZYEycj25jGw1kpSIFAxkDLA4OUgLsBBCCCGEYhyYBAsgBBxZYFoxsWdFAHz7oFY8N3sjxd4AIcOgY5MYbuzf4sAbjzDZQvyJdE3HwGBA2gDGnjOWCekTKPYVMyhtEDd2ubFiUlrJw+IkIQGwEEIIIRo47Y8u0P3vgl2/Qkku6DoMuB8ikw+7CzSYjccG95/Tjt4t4vl+Yy6JUQ4u75VGoyjngXHCEj2IE5uGhoHBwLSBDEwbeLyTI8RhOyHXAf6zyDrAQgghhKjZgVV5c3+HzXMgpSu0GsLRWq23uq3I0jHiZBMyDixPikbQCKJruoz9FScViQKFEEIIIYCKlmADGnWs+A84WsHvga0TDKkVVbHUsBSkECcyPWyJMHN2aCFOJhIACyGEEEKYNO3AGOBQxc9HuYJvkdmehRDiuJIAWAghhBAinKZX/CeEEOIvR0p3IYQQQgghhBANQoMKgGWcjRBCCCGEEEI0XA0qAA4GgzSgSa+FEEIIIYQQQoRpEAGwGfTm5ORQXl6OrjeI3RZCCCGEEEIIEaZBRIJm1+fk5GQcDgehUOg4p0gIIYQQQgghxLHWIAJgk8VikXHAQgghhBBCCNFANagAWMb/CiGEEEIIIUTD1aACYCGEEEIIIYQQDZcEwEIIIYQQQgghGgTr8U6AEEIIUSeGgRE2iaFmsRzHxAghhBDiZCQBsBBCiBOfYYCmSdArhBBCiCMiAbAQQogT24HgN1RSQsGUqfh37cLVswfRw4cf75QJIYQQ4iQjAbAQQogT14HZ+4OFhey88UbKfv4FzWrFCAZJvON2Up58UgXIQgghhBC1kUmwhBBCnLCMUAg0jYLJUyj76WesKSlYEhKwxMWx/9PxeNeuqwh+ZZk7IYQQQtSBBMBCCCFOeL6MnWCzVUyE5feDxQLBUMXfodLkWEIIIYQQNZEAWAghxAnPfWoPDL8fIxAAqxWjrAw9MgJnly4AaLrczoQQQghRO6kxCCGEOGFpFgsYBjEXjCDx1lsxfD6M0lL0yEhSnnwSe7NmcKCbtBBCCCFEbTTDaDgDpwKBAMuXL6dXr15YrTL/lxBCnGw8a9bgy9iF+9Tu2NLSZAIs8ZcTMkIYGGho6Jq0UwghxNEmUaAQQoiTg2Hg6tYNV7duFb+HQiBdn8VfiIFRKeg1DANNHvAIIcRRJTUHIYQQJwdN+//t3XmcXFWd/vHPubeW3tck3dkXEsISEkgCRJawCxgkqCDujg4u4II6jvwUHWfG0XEcxW10RnQGVERGRSCCIAwg+5adBEhIQvak907vXV33nt8fVbe6OxvdSaeruu/z5hXSqaruut196tZ57vcs4PtYz0tVfhV+ZRQJqr6vNr7KH1//IxuaNmCMIUQD9UREhoUqwCIiMnI4DqqHyWjjWx/HONy/5X5uevImur1u8iP5fPe873LptEsz94uIyNHT2VREREQkS4JhzwkvwY9W/ohur5vSeCmdyU7+Y9V/kPSTOMbBokqwiMhQCFUA1jwaERERyUWe9ehIdhBzYhgMESdCR7IDz3rZPjQRkVElVAHY8zzNpREREZGcYTD4+ORH8rnm+Gto7WmlrqOOjmQHVx9/NXE3jo+P0eB/EZEhEYo5wMEqijU1NXR3d+No4RQRERHJEU66HnHj/Bs5oeIEVtSs4MzqM7lo6kX97hcRkaMXqn2AE4kEK1as4PTTT9c+wCIiIiIiIiETqhTouq7mAYuIiEjO8qwHFjDgGjfbhyMiMuqEKgCHqNgtIiIiI5BrXDTdV0Tk2NGkEhERGTVs+j8RERGRg1EAFhGRUcG3qZVyDQbf+grCIiIicoBQDYEWERktPL833DnGoOUNwDEOST+JZz3ibjzbhyMiIiI5SAFYRGQEcp3+iddaQhmC+1Z5b1t3G3/Y+Ad6/B4unXYpN5x6A/mRfLBoAUQROSLW8zCOg/X91HlEW2mKjHgKwCIiI9ADa/fwwtZGJpfn857Tp1CcFwkWjg0Vay2OcfjVK7/i5mdupiRaguu4fOel79Cd7ObmRTdrKLSIHDHjuv3+Du3VRpFRRAFYRGSECPpd/3DfOn746Os4xtDj+fxx5S7u/NiZlBXEsNaGptppSYVfz3rct+k+SqIlFEQL8K3P2IKxPPDGA3xuwecojBZisZjQXR4QkSPSJ+Q2/+//0vbU00TGVFL+3vcSnz1bIVhkhFMAFhE5loaoo+Rbi2MML+/ax23PbKW8IEbUNRhjeHJjHb99YTs3XDCTpIVIyPplQbANKr0Go23vROSo7f3GN6j74Y8wBfnQnWDffcuY+ts7yTvhhNSQaA2HFhmR9MoVETlWfD8Vfv2jD2NBntvW0IFnLa5j6PEs1lriEZdtjR1AuIZAB6s9O8bhfSe+j65kF22JNrq8Lpo6m3jP7PdQGC3Ex1f1V0QGJn3RMrFtG02/vYvImDFESkqJVlfTs3s3Tb++o/dxIjIiqQIsInKsOE6qk+Qcffhy0lXkuZNKKYxFaO3uoSgWIelZEp7H/KnlR/0cI5FjHCyWd816F/mRfG5bdxtdXhfXzr6WD5z4AQCFXxEZuHQA9pqawPMwrov1PMBi4nGSjU0Aqv6KjGAKwCIiQy3dgWq6804af30HZe98B5Uf+9hRDYdOFZItUyoK+Jer5vDVe9fR3p3EGPjkecfxzvkTsYAzBGF7pDEYLJa3TX8bl0+/HM/3iDiRfveLiAxI+hwdnzWLSHU13a+/jltWhk16+G1tFJ6xECA1BDpYGEtERhRjQzRRKplMsnz5chYuXEgkouwvIsdAOuTa7m42LnoLia1biUyYwOyXXsQpKDjqOcHBp+9s6mDFtmamVBRw2pSyoTv+EcyzHq5xD/hYRGRQfB8ch86VK9l90/8jsW0bJhKl9Jp3Uf2Vr2BisdTjtBCWyIikFCgiMtSsxUSjlL7rnTTedhsll1yS6jANwfXGoBI8qbyASeUFqacjXHN/D8U1bmYhLIVfETli6eHN+fPnM+OB++la/wpuZQWxKVOyfGAiMhRUARYROYZ6du8mWl2d6VANFWtTQdiY3vnBIiIyhNKV4AxtfyQyKigFiogcQ9EJE47J1zUGXHXERESOnWAhwyD46pwrMiqEKgAbnbhEjoi1Fh8fByf1t3G0sNBAqWIgIjJyKfiKjDqhCsCe5xGiEd8iQ8JiMcbgkppTGfwtA6SOk4iIiEjOCEUAtjbVga+pqaG7uxtHe7eJDIjFYjDsbtvNHa/ewa62XcwbO4/3n/h+4m48c7+IiIjIqBcU0nRxe0QLRQAOhj5XVVWxc+dOfN9XCBZ5E8GFo/rOej76l4+ytn4t+ZF8/nfD/7KqdhU/uOAHOEavIxERERnt9gu+1gf1gUasUP3mXNfVPGCRAfKtD8Ddr9/Ny/UvM6FwAsXRYqoLqvnL1r+womYFBoNnvSwfqYiIiMixZFJ/mrdDW206/Gpa5UgVqgCs+b8ig9fQ2YBrXHzr41kvM+S5vrM+y0cmIiIicgwFq4Anu+Cej8MP58H358CzPyIVipUtRqJQBWARGbwzqs/AWkuX14VjHFoSLZTESpg3dh6AhkHL4Fib2lvT97N9JCIiIodn/dSw55V3wDM/Bywk2uDPX4KdLwIm9RgZUdRzFZGDch0Xi+XiqRfzlUVfIT+Sj2c9JhVP4tvnfpuJRRO1CJYMTrAllOOk/oiIiOS0dIW37jVwXXDjECtMhd66jemHKACPNKFYBEtEjkwQbq+fdz3vmPkOdrfv5vjy4ymKFin8yuAZg00m6VyzBhONkj93braPSERE5NCCtYOmL4YnvgddzZBMQEE5TD4z/Rhd0B1pFIBF5E351qe6sJrqwurMvzX0WQYsXfn1mprY+enP0P788wCUvO1tTPj37+DE44BB11NERCSnGBewcNKVsPQH8PLvU1Xgc26EMbNS96k/NOIoAIvIm3KMg7U2VfU1RuFXBsX6PsZ1ab73XloeeohodTXW82i++25K334FxW99K9bzMK6b7UMVkaNhfVIXs3Q1S0aTdHs++0Y46zN9Aq9FV25HJgVgERkQY4yGPMuRSa/A7zU0YiIRTDQKkQjGOCQbG7N8cCJy1IL5/UEw0B6pMhpZL10R3u9jGXF0dhIRkWPKpBe8Kr74Itzycnpqakju2UN08iSKzj6732NEZAQKKr5Nb0BHo/ZIldEpGA6NVfgd4VQBFhGRY8txwFryTz2Vqb+5g6bf3oWTl0fFhz5IdPLk3uqRiIws1qZGgHY0wR+vg02PQawIlvw7zHuvKsEyCum9ajRQABYRkWPPGLCWggULKFiwoPd2hV85hNTIeZteY0ZtJCdZP1UJe+aHsPoeKC6D9lr402dhylugfJpCsIjkHJ2RRERkeBgDvt//j8KvHIIx6bUHFH5zV/D6rX8NYhFwY5BXAt3t0Lwt/SANhRaR3KIALDLMPOvh+R5WnQIJI8fp/0dkPza9aFpLfScP3bqO5+7ZjJf0s3xUclDp3xUzL4ZEMrVHaksDVM6A6vQ+36r+ikiO0RBokWHmGldTSEREDiW9s8gL921h1SPbiedHmHxCBZNOLMf6VhXhXBJcxDr9Y6kwvOZ/oXQinH8T5JejbWJEJBcpAIsMs4e2PkRzdzPvmPkO4m48tbeuOgiSa4LKjoYoy9EI2hFm0DmofHwheQURyqoLKaqIZ76M5JI+v5AzPp76k6HwKyK5SQFYZBj41scxDo/veJzPPPoZ9iX20dLdwsfnfhzf+qmqsIxMoy0oZvbzTH8/vq+hynJk9m87A2xLQYV3weVTqZ5RQunYAoor81L3jZbX2Wjke+C4qUWvQEOfRSRnherspDdOyZZgvq/neyRtEte4RJ1olo9Kjkrf4Bss7jTS9VmRObl3L35rq8KvHBlrwXHwOztJ7tmTui29HdZAGWOYdEJFJvxKjnPSe6QaR+FXRHJaqCrAnudlFteQcLOeB9ZiXHdYKndBhfeiKRfxgwt+QI/XwztnvRMARx2FkSndbnp27MApKsItL8/yAR2ldHUusW0be7/+j3SsWIFTWEjFBz7AmE/dkHqMLiKOUn2GKQ/Jl0tdSGn63e+o//F/4DU3E581i+p//Dr5c+cOausr66ceq6Y3UugXJSK5z9gQJEJrLcYYduzYwebNm1m8eDGOqhoiciTSp0yvrY3dN/0/2h5/HCc/n6ovf5mya64eufvaWov1PLZ98IO0PvIokTGV4CVJNu1j8n/+hLJrrgHPA1fD9UeVvnu02mBbqiNvv9b3MY5D+zPPsvXa92BiEUw8LxWCZ5/AjPvuwS0tHZpjFxEROQKhSIHB0Oeqqiri8Tj+aBiqKEel9dFHabz9dvyurtQNw3gdyLMenvWG7flkaNn03rWNv/wlzXfdBcbgNTax5+tfJ/HGGyNzOHT6e0ps2ULnqtVExo1NVd3ieTgF+bQ+/HDqcbpwOMqkh6v6SUi0pYPwUV68SZ9LWx/5P6yXxCksAmuJVFTQs20rHS8tTz3O0zlQRESyI1RDoF3X1TzgMEsP8ex65RV2furT9NTU0LNrN1U3f2VYq3Za8GqIWZ9Upz2Yk3tsQ1pwDkm8vgmnoAAnGsUWu/jt7SS2byc2ffqwXlAZSk5+PrgOeDb1t+NgvSSmoCDbhyZDLaj8bnwIHvwSdDbDKdfApd+CSCy9gO+RnxOdwnzwPYzjYPtcOHELC4/+2EVERI5CqC7nh2C0twyAcVIB1HZ347e3Z/lo5KjYYMEV07vwyjC9zgvPPQc/kcDbt49kbS2RiRPJmzMndedIq5SmFyeKTp5MyZIr6Kmpwe/owGtowInFKb/22tTjdA4dJdKvm3074Pcfhb3rUgH48VvgxZ8Bpncl30EKLhCVXnUVkfET6KmtxXZ10bNnD4XnnkP+gvmpdqSh9CIikiWhqgBLyKU7+fETZjPphz+g67XXKP/AB1L3hWFkgLX0VkmPbp5fbkhX7Tc/Bi/eCm4Uzr4RJi48thX9dLgtu/pqrOfRfPcfiY4bx5gbbiBSWTly5wADYJnwz/9EfMpkWp98Ere0lMq/+RsKzzors6qvjALWB+NC7avQ1Qz5FalAHOuEnekhykfahoPz7KxZTP3VL2n4+S/o2bObgtPmM+aG6zGxmC6kiIhIVoViEaxAMplk+fLlLFy4kEhE2V9GoEyINSM4ZB3I2t7F6gb0bQXDN3cuh59fCN2t4AMVk+DjT0DFjP6L+wyXER1+99P3exlN35eQOYfs2wE/WgAdDRAvhJZWeOf34Jwv9O7pesRP0afN9N3/N/3UIiLHgm99jDGpPgVGUx/loHQ5X0LJeh42mRxZlYhghdZgyO9AhygGj2veBndfBw/8HXQ2pe/Lje/fGHCcQWx1EnxPGx6ArlYoqoKSsbBvF2z6v/6POYZssJCPtZmFpEa89GrQqTY2ir4v6SP9uy2dDO/4CVSdmKoCn/sJOONjZIZIH9VTpBeDC0YOBB+rKYnIMeQYB4NJ/a33LjkElUEllMyIm3+W7pB2NED9RqicCYVjB1aZCyqhy/8HnvxvcIGxs+GMj4P1wGT/NNDW1M3ODY1MnFVOcWXeAD4j/T2XTAIP8LpTK9n6FkonpR9y7N/4Mu3IjKKKvDGp7ytoWwf5viy2dyCCEs3IZNILx825Bk68KvUaihX1uX8IniNT9dXweRE5tiypiu89m+7hL1v/wtiCsdww7wbGF47P3CcSyH7PV0QOLwiwK38Ff7kZuvZBvAgu+Wc4/bo3D8HBfZMXQUU5xAqhel76vuHplFprM4s1O07/Y/U9y0O3vszWtQ1MOqGca768EDfiHH6opHEAC/PeA1ufgnV3p4ZrnvdFmPVWhqSCFXaHaFO+9XGMk/ndZP4tI1B6JIkbTf3JVGiHuKM4Wi4OyTFlrU0FFWMUVmRQgvehZZuXceNjNxJ1o3T0dLChYQO3X347+ZF8hWDpRwFYJJcF4Xfvy3Dfp8BLQLQAOhth2Wdg/DyYdPrh57sG2y7Nvhyufya1xUnFcen7jn1wSeVzw6F2f/J9S2tDF8mER1tjF75vedP6fNChjhXCNbfDuX8HkTiMOX4Ij1wOxjEO3V43e9v3Ul1YTdyNZ/uQ5GgEF5NAQVWyZv/gqwtrciQe3vYwESdCebycklgJL9e/zIbGDZw27rTM3GARUACWY0xX3I5SEGzfeBISHZBfDn4PxIqhrQE2P/7mAbj3i8G4E9MfDtOiRumnadzTzpZVdeQXRznhrAm4rsn0uSNRh0s+cjIbl+/luPnjiMaCYcUDfAKA6lPS/xxZizVZ36a3Wx3E/Ocs8fFxcHhp70t85amvUNtZy5j8Mfzruf/KGdVnZO6X4Re0IzjStpTjjU9GPYNh676t7EvsY86YObiHumIqchhj8sfQlezCsx5dyS6iTpSKvApA03WkPwVgOSaCxcWDq226mnuk0ifswrHpkAs4kd4FiorGDe5rBQtDDUfl17cYx1C7rZV7b1lJa0MnvoWtLzdw+cdPwXFN5tubdGI5k04sP4JnCVYpHr7vaygZp/ctOdezu4ODZz2+/eK32dC0gYq8Cl5vep1vvfAt/vD2PxBxRvnbibVYP9XOTGrVtiwfUK++7Qhyvy2JQHotAaA72c2/PP8v/GnLn/B8jxllM/j2ud/mpMqTdBFdBuUjJ3+EF3a/wNaWrRhj+PjcjzO1ZGpmhIFIYET3WPYPWZIb+p5oOpOd5EfycYyjN7IjYVJ7anL8ZTDzAnjtcYi5kPBg5lvgpCtJlVkHeLV8GAOiTefbdU/upLWhk6LyPDzPsmllLXu27GPi8WWZkJyphJLqzA/aCAu+ge3rG+hoSTD5xAoKy3J3KHHw2u3xeqjtqKU0XopjHErjpdR21JLwEkScyOh9jacTZb/F83IgZQaHsH19A9vWNZJfEuXEt4zP6bYkEvCtj2tc7nj1Dn6+7ueMyx+H67isql3FV57+Cr9/++9H/4U1GRJBgWVqyVR+f+XveaXhFSryKphZNhNQ9VcONCLPLL37hapB55rgd7OzbSe3LL+FVbWrGFcwjk/O+yQXTL5g9HaQj5Wg0ptXAh+4B577KdS8DGNPhLfckNq6hOx3xA8mc0Q2tThz8PHBDnf/Ctaolk76T961kZV/2QYWyscXsPRzp1FWVZB5DeUSQ2pPxbxIHmdNOIvb1t1GZX4lDV0NXDrtUvKj+Tl53EMinTKTNTU0//EevMYGCs87n6Jzzs5qCA6eesVD23jytxtSuwz5Puue2Mk7vrCA0nGj+Hcio0IwzPn5Pc9TEi3BNS6+9SnPK2fLvi1sbdnKrLJZGkEmA2atpShaxBnVZ6T+rT6nHMKIDMDGGHzfp6WlhUgkQlFR0Zt/UogdsxNAekiggdRwwD5V3y88/gWe2v0U5fFytrdu55P/90nuWnJXZiECvZkNQrBdSV4pXPDl/vflQBXqkNJB75TzJ7FldR0t9V0AnHjWeKqnl6YXas7RYz9Ggop33Y5W1jy6g2jMxY061G1vZdXD27nggyccfvXrHHDzopupzK9kRc0K5lfN55NzP5kKyJlZqKOI74PjkNi2nW0f/CDdr70Grkv9f/4X1V//OpUfuy7zmGGVftm3NydY/sAbROIO0aiLcQz1O9pY9cg2zn9/7rclCbegL1ASL6Hb66Y0XorneyRsgrgTpzRWCqh6JwNnTOq9KBghqr6mHMqICsDB1ewdO3awbNky2tra8H2f2bNns2TJEmKxGDD6hkS/2Z6bQcfzYPf1DZtHFDytPfgejulOX98hgZ6fxHUirK5bzZq6NVTlV+Fbn/x4PnUddTyw5QFOG3fa6OwoH3PpSnCw2FXwdw639SDcjp1SzHu+diabVtZSVBZn5oLBzFsenXq6vNT5zHUwDjiuQ6IrmbozR3+lwXm1JFbCl07/0gEX1kbbebevhv/+b7pfe41odTXWWvzOTup/+lNKr1pKZOwA9+MeQsHPvq25i2SPj+u6eJ7FWIjGXVoaUhebRvMFJovFD+b+k+roKiiNTO+b/T4e3fYoNR01RJ0o3V43nz3ts4wrGKe5mzJoBo0QlTc3ogKwMYbu7m7uvfdeEokES5cupaGhgQcffJCSkhIuvvjizFWfESc47v1etPvvubn/kLY3C7iOcTK3H3QebhBwjTmwA3e42x0Hv6OD9mefxUQiFJ51Fia4ANH35NPnU3VCOkrG9M71HUErZFoLReVxTr1ocrYPJeuMk1r9ety0EqacXMnrL9XgOIZ4QWp1bCDnq3bB1fXg3DKq9+xMn7N6du7EKSjAel5q1Essht/ZSbKmJisBODiXllcXUlAap7mmnXhBFIDujiTjZ5QBvSMORiOD0UrBI1zQJ1lYvZDfLvktv9vwO/Yl9nH+5PNZetxSQNVfETk2RkwA9n0fx3HYvHkz9fX1XHPNNZxwwgkA7Nixg7Vr13LeeecRjUZH5rwnk0m4/TpSjnFoT7ZT31HP5OLJ/QKuJdUJ7fF7SPpJ8iP5B3zZX67/Jfdtvo+SWAmfm/85Th13av8QfLCA2+eYenbvJrm3hvzTTgVjUp0/x6H79dfZ+alP071xI9YY8ufOZdKPf0RsyhROG3ca88fN5/Edj1ORV0Fboo3CaCFXHndl6svqDS1UgmnM1rep5jZKO+SDEYk6XPGpeax/ahetDV0cf0YV46aVjIhh4cEFruD8M6qlz8f5p57KvnvvxSksTF38a2khNn0asRkzUo/LwvuNtRDLc7nwgyfw8H+vp6MlgTFw0jkTmHfRpKwd17EWvH8l/ST3bLqHjU0bOaH8BK6aeRWu42rO3wgTTJ84qfIk/vGsf8z24YhISIyYAByoq6sjGo0yefJkfD9VfZg8eTKbN2+ms7OTaDR6yM/N5VDcs3cvkfJyTDy1emewp+aLe1/kS09+iYbOBk6uPJl/P+/fmVw8OVPVvX/L/Xx/xffp9rq5dva1fOa0z+BZD9e4LNu8jJufvpnCWCGdPZ1sad7CH678A+MKxmU+3yYSdK5dS97s2TjFxf2GPPfs2MHW93+AxBtvMO4Ln2fs5z+fus/32fsv36RzzZpU9QNof/ZZar93C5N++APibpzvLP4Ot6zovwjWKWNOCUenWQ6QKl7n7utvWKV/DJGYw7y+VfEcr/zuLxQhI331pvJvPkzX2rW0PvooANHx1Yz/xjdwCgqyMwe499CYOqeS9//TInZvbCK/OMbE2eX9HpPzDjH66XASfoIbH7+RZZuWEXEiJP0kf935V245/xatGjwCGUxmOLvB4OOrui8ix9SIe6fwfZ94PE5BQQFOutMRi8VwHOegAdf3fTzPwxhDMpkc7sM9vHTHqeHWW6n5zr9TsGA+U37+c5ySEhwcupJdfPXpr7J131bK4mU8uetJbll+C7dccAuOcdjQuIGbnrqJRDJB1I3y7Re/zfSS6Vxx3BUAPLPrGSJuhOJoMYWRQmo6a3i5/mUumnJRahij57HrC39H8z33UHz++Uy5/TZMJJLpkCTrG0hs24bX1ETX65sAMK6L19ZG1/r1uGVlWM8DY4iUldG1bh02kcDEYkwqnsQt59+S2QYJtBqfSD8W/MxWbge5QOf7/bd6y6F9Z0Mj/TtxSkqY/Iuf0/HCCyQbGyk84wzcysqDr48wzIdnLRSUxJi5sCprx3HE+o54GsAw8uDi7qPbHuXPW/7M2IKxmQrinzb/iaXHLeXiqRdnHicjR98L4y763YnIsTXiAjDQb56vtbbfn763G2PYtWsXW7duJRaL4XlepmqcE9Idp5ZHHsGrq6P92edJ7NlDXklJ6vZECzUdNZTlleHgUBor5Y19b5D0k0SdKOsa1pFIJiiJl2AwtPe0s7p+dSYAzyyfSUdPB4logk6vk7gbZ2rJ1NRTGxe8BJ1r1uC3ttGxZg1+IoEbjWaOK/+0Uxn/9a/TsXIl4/7uC72HHY8Tqaigq64OtzS1SqO3bx+RMWMyATrY1TUIv4NdgCtViD5MOBAZ6Qw4h2rX6WBl9r9Nr4PsSP/sC848s/e2/Sq/fRdlGs4FmYIQHFy4zPUh9P0Yg01fmDaRN++OWGvBwPaW7QA4pKYABVXf7a3b+z1ORETkYEZcAHZdl+7ublpbWykvL8cYQ2trK8aYfsOfg8A0ceJEqqurMxXg1atX585CWekO1LjPfwESPeTPn098+vR0gISKvApOG3caD219iLJ4GY1djbxlwluIOqnv86SKk4g4EVoSLcScGAkvwSmVp6S+tPV57wnvZeu+rTz4xoNMzJ/I5+Z/jpllM1OVWAvEYkz49rdp+J//oeTyy3ELCw/oZFd89CNUfPQj/Y7ZRKOM+dSn2PXFL5KsrQXArahgzCc+nuoQpucJQ2/Vd1DDnu2BoVd9fwmNdGPvXLOGlocewkRjlL79CuKzZumFkC3BzzxdlTeOc0D4zeaiTMYwstpF+r2ve8sb7PrsZ7G+z6Qf/4j4cccddkh58D4yv2p+ZrXg4O+YG+O0caf1e5yIiMjBGJszafDwgoru1q1bue2227joootYvHgxXV1d3HrrrZSVlfGhD33osAtgeZ7HSy+9xMKFC4kM4GpzNgXfR21HLf+x+j/Y0LiBcyedy9/O+VvyI/mZ++967S5+/vLPSXgJlsxYwhcXfhHXSXXCggpEXUcdhbFCCiIFgz8QP73NRN/FsoIO+tqXaX3wQUzEpeSKK4jPnj1kHfTWxi5efnwnPd0eJ5w1nqr0AkGDuaqvIdcy4qQ7/y1//jM7P/tZ/LZ2sBAZN5Yp//0LCs44I2tzTuXggvNMe087T+x8gpgb44LJF+AaLch0KNbzMK5L4y9/ya7PfwHb00P1V7/KuJu+hE0mD1sNDn6mP171Y3625mck/AQxN8anTv0U18+7Xj9zERF5UyMmAEPvcOff//73vPzyy8yfP5+amhr27t3Lhz/8YWbMmHHYAJxMJlm+fHnuBeCgQ3uY8Hi4N/WEl8Cz3gGrQAf7Bwc/j4MOQ/Z791EcVKf6YMd6tOE3HXA72xL88bsr2bWhGdcxFJbHedeXFjB2SnFm+9vDf5nebVqCoXDqEEnOS7d/29PDliveTtdrr2WmGCTr6ym+5BKm3n5b7+NHUsVvlArOL81dzVz/f9fzwt4XALhixhV897zvEnNjOvccTN8K8I03kmxoYPJPf0L+qacO6AJP8H64sWkjrze9zuyK2b2jm/TzFhGRN5FDKXBgHMdh6dKljBs3jm3btlFRUcEll1zCjPR2FCNyruhhwq9Nz6d1jINnvQPmlvnWJ+bGMh/3DbgmlfwynbSDDgs70kqSMUO+SI9vLY4x7FjfSO3WFkoq8zAOtDZ2s/HFmlQAtm/ewQm2aUn6Sa0IOki6YJBNqQTsd3TQU1uLk5+P7ekBY3ALCkju2ZOqjkWjvSvnSlb5NrVa7T2b7uGJnU8wvnA8nvW4f/P9vP24t/PWqW/VgkwHk36viM+YzvR7/gjJJCYvr999h2MwWGs5vvx4ji8/HuCwF79FRET6GlHpIHhzy8vL44ILLuh334h/8zvEsRtjMqtcHqwTFWwkH3x8qK9xTOy/SM9RCr5WLC8CFrykj+safM8Szx/4Aikt3S18b/n3WFO3hpMqT+KLp3+RyrzKkd9GBiK1Gs6bl8kPYdT/fHJZejUjt7iYvBNOoPWxx4iMHYuxlp7mZkrnzk2F39E8BNrazF7jwd+5XOkOzr2tiVYc46Smn/ip29sSbVk+uhHA2tRw52D3gUH8ro1JbZ1zROtMiIhIqI3IdwxrLX566G4wLHq0d9wPV5Ez6f9GOmMMWJh8cgUnnzsBr8enuzPJjFPHcPLiCanHHGaF06Aj9G8v/Rs/W/szXm9+nf9Z9z/803P/lKmkj27B6mFH/rLe3b6bhJcYwmOSQUmv/jz+H75G/imn4Le14be3U7T4XMZ+/nOjfxEsYzCu2+/vXK52B6HrbdPfxtTiqexp30NNRw1zx87lvEnn9XuMHETw+z3Cdu0YB9e4+hmLiMigjKg5wEcrZ+cAy0Ht2tBEottj6smVOO7hO0dB+O32urns7suo76gn4kbwfI+8SB6Pv/txCqOFo3+O2L4d0FoDkxYO+FN8fBwc/mP1f/DjlT/mjPFn8J8X/ydF0aLR//PKRekw4Le30/7ss5hYjMKzzuod+jzQoND31J7roTn9fdlED4133EHnihVEJ06k/IMfIDZ5ck4H/+A1srVlK/e8fg/5kXzePfvdVORV6PUjIiOWb/3M1DpdZJLRRilQctbE2eW9/xjACtDWWqJOlKklU9nQuIFxBeNo7Gpk0fhFxN04MErntgYrgzW9Af9zOTS8AZd+A877ElgP3mT+oZMeCPL49sdp6mri2V3PUtNeQ1FZ0aBGVwQV9lH5Mx5O6fn1TmEhxZdc0nv7YELg/sOkczhAZoK657Pr7/6OpjvvxCksxHZ20vLQQ0z737uIjh+fs0O/gykq00qm8fkFn8/crvArIiOZgq+MZmrZkrOsb7F+unN8kH5k32HNQUfTMQ43n3kzF0y5AAy8ZcJb+Kez/4mIExkxQ6B9awc56jP94JZdULcB2hOwd036vjfvgPs2NZ3gY3M/xqIJi7julOuYUjIls/jawI7ZzwzFD+blyVFIL4xnPQ88b/AB1nHw29tJbN2Weg3laviFzPfWsXoVLQ88QLSqCqekhOiECXS9+irNv/t9+mG526aCdu9ZD896oQq/1lo862XOIyIysgXv3+sb1vNfa/6LjU0b+90uMhqoAiw561DzfYPO5f7bOwX/nlU+i9+87Tfsbd9LVWFVpiM6UjqkTvr7GPC2x0GFd9IZcMk/Qf3rcPE/DOL5UiH3smmXcdm0ywZ3sH2+RtJP4lkvU22XoxTMgx2MdJW0/Zln2P2lL5FsaCR/7ilMvOX7RCdNzM1KcDrYJuvrU/80BpJJrDGYaBSvoSGbRzdgYayUBCNEXFLtNEzBX3KLtX37Btk+mv48P1ioNPeObX/Bz7Ar2cVnHvsML9e9zENvPMTvr/w9USeq17iMGuF7x5YRLzj57mzdSVN30wEdz6ASUV1YnanMDBlLpiqdWrtl6K+IrtrezI7GjsG/xbgxuOgf4NpfQ+Ws1G2D6JQHP6eBfk+W3gr87etvZ+m9S1lyzxK+89J3aO9pz+zHLMMkvYCW39HB7i9/he6t2zCuS+tjj1F7yy29jxmWY/HB9wb22PSw5vy5c3FKS/FbW8BxsN3dkExSsOjMY3igw8f6tvf8MQpeFkH43dm6kwe2PMDa+rXqGEtW+NZiTG/A9HPsfcd1DK5jcn1NP5FQUQVYRoxgm6P2nna++vRXeWz7Y+RF8vj70/+ea46/JtMhCwLxYfc/PlImtVp179xYM4hS7aF5vsV1DD/962b+cdl6JpXl89tPLGJ2VXFmf+QBsV7vwQzy+w621BrwnF+bGiL9m1d/w1ee+grFsWIc4/Dd5d+lM9nJ19/ydQ2ZygKvsZFkbS2RsjJwHdzScrq3bMkE5GMvvQ3XQF8T6TnP0fHjmfjd77L3618nWVeHyYtT9ZUvU3L55antcgZbDc8xwYiWEbdjge0NFI7Tf9TNHzb+gW++8E3ae9pxHZd3H/9uvrboa7iOqzAsw8YxhqaOBOt3tTClsoApFQU5Ndjlsddqae5IsPj4cYwpig1Fl+GYCdY0yIvk8eMLf8xTO5/iwikXqvoro44CsGRFUB0MwuRAQqqPj4vLb179Db/d8FuqC6pp7m7mn5/7Z+aPm89xZcdlOmYwtB3N4M20q72H5X/eyp5NzRSV5XHapVOpnlEyJCEY4LW9LTS2JUj6PnuaO5ldVTy4CPkmC1696acP8JsI5gf71ue+TfdRFCuiIFqAb33GFYzjwTce5AsLvkBxrFhvmsMlXV6IVFVRcOpptDzyMG5pGV5TI0XnnJMJmsc2BKdfCLWvQMMmOPHKgX1aes5z8UUXUrjoTLo2bCA6fnxq8atRYs2jO9i2voGycQWc8fbp5BVGc6qTfkiGfhfggnPs9pbtmfBbEEm99n/x8i9YULWAK4+7Es96B927XmSoBBeH1+9u4W9vf4kdTR0UxCJ895p5LD11Ar6Fw+yceMzY9P8slv9398vc9swbWODkCSX8+m/PTAf0Idq+0/rpDsqR7Zl+sPfn4N8nV57MyZUnH3C7yGigACxZ0XcO70DfBIKT7+bmzRRECog6UdyoS1tPG9tbtnNc2XHHtOLoJy1/uXUdG17cS15hlJ5EI9vWN3DNl0+ncmIh1reH3af4cIKfwafOn0l9a4LZ1cWcPXMMFnBzvIdsjDng5643yuwx0SgTvn8L0R//iMTG1ym84ALGXPe36Tt7fy/BULwha17BauSNW+CXV0L9Zljy77D4i733HfbAe1e/Lpg/P3Vbjq78PFBBJ3flw9t59Pb1xPIidHcm2VfbyZJPzx2+anDfvXYHPMKj96Lf6kd2EIk5zLt4Mm409fnrGtbRkeygIFKAZz0iToSIE2F13WquPG6AFz5EjkLQkr/z0Gu8sqeFqpI4+zp7+Pqy9Vx4wjiK8yJZuchkfYvjGFZua+aO57dREI8Qjzis2NrEfz/9Bv905cn4wNFfHtpvtM1AzrOZz7T41sc1bqYgcbDpZNoGSUYrBWAZVkGHsCXRwk/X/JQtzVtYNH4RH53z0TfdRie4/+yJZ3Pnq3eyr3sfnV4nM0tnMmfsHODYLEQTBNs9W/axbX0DxeV5WAvx/AhtTV28+uxuzrlm1lE9R5CbZ1cXc+fHcn/OYzC32jEOV8+6mqd3PZ16k8ShobOB9y14X6r6O1RXuWVg0j/r6PhqJnzrWwcuehUssNbn9zJ0HcR0om6rhaat0AnUruu9ayDPka4EZw5qBIdf6L2wtXl5DfGCKLG8CNG8CNtfbaStsZuSMXkD//n76bUMjuRnMojgG7C+xbiGtY/u4PE7XiUSdykqi3PCWamq/PjC8Vhr8fGJOBEc45DwEowvTFftc3mcp4wKqRFkUNfaTXFeBGMMRXkRWrt6aE8kKc7Lbhe3rTuJBWKug2MgGnFo706m7hzw6yN9PuRgr2EDO16A5h0w+UwoG/ie6QaTCb9BQWL/arCCr4xmCsAy7Hzrc/PTN/O7jb+jJFrCnzb9iR6/h0/M/URqO51DnLyD4XRLj1tK0k/yx9f/yJj8MXxi7icYmz/2mA+1TXR7vRdarcVag3EcerpTi/0MRX/PtzYzB2fA836zJHjDvGb2NXQkO/jdht+R8BN8ZM5H+PSpnx4x8389m/r9GczoebMPQqTjpLZRcvoPjzPGUNvaTU/SZ2J5/tA8ZzDcdcoiePsPU6uRn/WZ9H2D+TqDD2u5KrjQUFAWp7szSTTukuhMUlgWJ5Y/wLffg10MGGhqTj/O7+qi6+WXyTvpJJzCwgF9fnB38Zh88otjuFGHvKIoAL5vmTt2Ltccfw2/fvXXGAye73H2xLO5auZVg9pCTeRIBUOgLzpxHI+9VovnW5o7erh64STGFscHt37GEHIcgwUWTC1n7sRSntpUR8x1iUUcrpg7YZBf7WDnQwteD9x3A6z8DeBDvAyu/AHMe+9hK8HBOakj2cEvXv4Fz+1+jvK8cj500odYNH6RpixJaBgbomVak8kky5cvZ+HChUQiyv7DLTix1nbU8tY/vBWLJWIitCfbObnyZH7/9t8fcafpmJ6008m2s7WH3/7z8zTXdBIviOB7Poluj3d8fj4zThuLnx72FFbaBikH7Rd0gos0P3rsdX786CY833L1gkl88x1ziDipoXThbcFDL+hsNu5u5y+/WEfDzjbiBVHOe99sjj+jalDV9+6NG7GJBHlz5gz0yVN/eR47r7+BfX/+MyWXXsrkW3/Wu6DYAJ98+yuNGGDySRWpr0lvO3nwjQdZVbuKScWTeNesd1EYLVQnWoZFZph+0uNnT2xh5bYmJpcX8OkLZ1JdmpfVEUjBa2RXUyd3vLCNfZ09vPWkKs6fPW6AF8vTj0p2w66VMHYWFIwBLwluBFbcBr/9KBSVpS6OdbdCQQV8ejmUTgJ8DrbRS7A46Bf/+kXuePUOyuJldHvd5Efy+fXbfs3CqoX91lIRGa1ClQI1FDM3FEQKKI4Xs6t1F6XxUloTrYzJH7Pf6sqHFyywYq099tUGA1jIL47ythvm8tRdr1O/q5XCkjwWLpnOjNPGAoQ6/Po2NQwyQiRTxR8pHeAH33iQ5/c8z9XHX80pY04ZXZ33fosXpaohL7zRyDcfeJWo6xBJrzy+cFo57144ObMa+VGzXp+FWcLbkQrOZRUTCrn25tOp3dZG6dg88otjqel7h/tRpwOs19TE7i9/mbYnngTfJ3/+aUz4zneITZ4cPMnhDgCSSTpWr8Zva6Nz9Wro6YFIZFD7sUxJB9/Ml+3z8eXTL+fy6Zf3HvZoev1ITguafl7E5caLDpyGlM0+X7rbwMTyfG667ITM7QO76JXeKs1YWPZZePF/YOrp8NG/QKww9ZAdL0HUBddJheJ4EXS1wJ7VqQDs2wPybxBsNzVv4uFtD1NVWIWDQ1G0iLquOu7eeDcLqxYO2c9AJJeFKgB7nqd9SbMomDdaFCviHxb9A19/9us0dzczf9x8vrDgC6n78QfUeQqGQw9b0Eo/RfX0Uq758kLaGrvIK4wSiWuVU+jdQin4eMj5furiyH5DeY9UcKFlb/tebnryJna27eS1xte464q7Rm3nPZhGtrGmFd+3FOS7OMYQcWDD3tbUY4bqyYybk6Vk22dLnyEJ+oN4Xsd1UivGw8Au9KWHsNf9+D9o+v0fiFVXYx2H1v97lL3f+AZTbr318J+fXhXc5OUx8d+/Q+Ovf03p0qWY/PxBT/wO9j4/2CJ/wRQCSL32R+vrR3KXhcwILOunXlu5UO8w9D/nwCDOO8akhjLvWgHdSdi9GrpbIF6cur+kGhIeFLqpRUT8ntQTlr75hbHOZGeqcICTCcURE6Er2ZU+7hz44YkcY6EIwEFno6amhu7ubpwRvrDKSBYEpUumXsLC6oVsa9nGSZUnEXNimftzgWe9g84JDdpSUUVe6t9HsfLzaHNM3zQd55h89bgbZ1zBOBq6GjKL94zWhbuC7+nMGRWUF8Soa+0m4hqirst5x49NPyabR3hsBZkvG6uqB09p01chBhp+SSZpf+45ohUV6a1VLJExY+hcvgKvpQW3tPTwYTZ9e9H551N0/vkHHtBAj/8w5zhtdSTZZugNlrn2fnxk5xzTO4/30m/CC/8Nsy6Akom9ty/4G3jlT7BteW+l95zPQvUphzwnBOed48uPZ1rJNNbUraEsXkaX10VXsouzJ54N9G45KTKahWoOcCKRYMWKFZx++umaA5xl+88xGWlzTtLTaHKyyjUada1dS2LHDoouuggnL29Ili4Ohmpubt7MKw2vcO6kcymLl43aAAy989Ke3dzAfz2xic6Ez9+cPY0lp4wf1Yv2Bt9bbWs3T22so7Iozvmzx2b7sPqxmWGPqZGPwbZQW9/7PtqffRa3vBysxWtvJzZpEsc9/JeBvxaCFaRhxK+sLSJpXftg5a+geTtMOxdOevPtx4L3vdebXudbL3yL1XWrKY4V8+GTPsxHT/lo5nGqAstoF6oA7HkeL730khbByhHB3nO5Nl/UYnlixxPkR/I5c3zub0k0aqU79t0bN7L12vfQs3sXY2+8kaqvfGXE7w+bTQcLuqM5/AZzn9+ob+eD//0Cr+1txQCfOO84vnHVnN7QmdVj7H8B0GIxfqoK3PLgg+y4/gZIJMBxsL7PhG/+CxUf+YheByKjne1z8apvkWCI9q/b27GXomgRRdGio/5aIiNJqFJgiLL+iGAGMhRwGAULa9298W7+/sm/Jy+Sx08u/AkXTrkwc58Mo/QbvNfWTrKxEb+tjWRd3ZA/jW/9zEJquXQh5lgx9G63ZQxDt/BVrkoH3J8/uYXVO5qZUJZPd4/H7c9s5d0LJzF3Ulnq55HFc5FjHNp62mjsbGRyyeRUO3RSc3hLLr+caXf9ln1/vAfb00PJkrdRfPHFvcOkRWT0OtTIuPQcfzJz8A04A++jBBfdqguq+/1bJCxCFYBFDifYHqCxq5HmrmYKogW0JFpS9w12eaAhujobaumfX8H805jwrW/RvXkTFR/60JA/TRjf9PvujTmqwy9kSrttiSRRx6QW/nIdEp5He3oP72yVwH18HBye3vU0Nz99M41djcwdO5fvLv4u1UXV6eHQlsJFiyhctKj3E3V+kSzSSt85whgwR9aND973gn5PGN8HJdwUgEXSggrvNbOvob2nncq8St5+3Nv73femgrl2jpP62Bh1VI9Un59b+fvf1/++QVS+bPA/7XEbSsHq11fPn8x9q3axZ18nng9LTqnm1Cll6ULq8LeMYBXWtkQbX3vma2xv2U5pvJTHtj/Gj1b9iH8991/TW4o5/ebwWmt79/EVGUZBlTDY0UGhaeTLpVF4IsNJAVgkLXgjKI+X8/kFn+9/30CiU98hiX3n5qlac9Ssl6rUDXYbpGD+Z/Dry/xbQsN1DBZYfPwY/vSZc7hn1W4mluXx/kVTyY+6g9kOd0gF6x80djdS11lHabwU17iUxkvZvG8z0Kcq0+eCj1qvZEMwTSQQ7OigSrCIjEQKwCL7sVj89MITA678pkNu1/r11N/6c3p27qRg3jwqr/8kkbFjFYKP0pFUvCy9Q313N3dSXhAjP+aO6gWf5OCC/TjnTipj7qSy/vdlqTE4xsFaS3VhNadUnsLjOx+nLF5GU1cTZ09Ib0eiKpvkgCDo/nXHX/nZ2p+R9JN88KQPcuVxVyoEi8iIpAAssh+DGdyCV+lqb2LrVrZ96MP07NqFU1BA21//Suf69Uz95e2YePzYHbAcILjesGZHM1+9bx2v7WmlrCDK5y6exfvPnKoQHELGpEYA+OktzBwnN7rtMSfG987/Hj9Z/RM279vMBZMv4CMnfwTQ8ETJvmCe+obGDdz4+I20Jlpxjcvq2tVUFVRx5vgzdaFGREYcBWCRo2StxQD77ltGz86dRKqrsT09RAsK6HjhedpfeIGi887Dep7m7g0TY2BfZw/X/2YFr+xuobwgxs6mTm787WqmVBRw7qyxo3/1YzmAYwy59CsPAu6Eogl885xvHlBNy42ILmHiWQ9rU8OdHeNgfQsOvLj3RVoTrZTnlWOMoaa9huf2PKcALIcUTC/RdTzJRTpjiQwRv6MjtWWBtZlFa6xx8Nvbs3xk4eL5qXfdl95o5I36DsYUparvxfEInrU8tG5vNg9P5ADWpqZdGEwqgAx21XmRIeIal4gT6Z3jm04vM8tnAtDR00FXTxee9ZhZlrpNIxWkL2t7R2EFI2+G8owWTFMLtjAUORIKwCJHKXjrLzz7bEzExW9rA8BraiJSWUn+aaelHqc9O4dVQTwCNr0AtOnd87YgpoEvkluMMZkKmmtcVX4lax7Y8gA/Xf1TVtetTu8VbrDW8pbxb+HmM2+mPK+c/Gg+X1jwBS6bdhkWO7gpQzLqBcG3pqWbpo4EjhnaM5rBZEYo6FwpR8pYm601MIdfMplk+fLlLFy4kEhEnWAZQunLnc13303dj36E19hEbPp0qr/2VQpOP12LYA0zay09nuXDt73Evat2Ul4Yo6Pbo6okzrLPnMPsqmKtCC0iQu8iV//6wr/yk9U/wTEOxbFifnLxTzh/0vn9hji3JFpI+kkq8iqyfNSSa2y6n1Pb0sXX7lvHXzfUEYs4vGv+JL7ythOIRVw4iq5Q0E7rO+v58aofY63l06d9mnEF4zKr6mfd/uVvyVlKgSJDIX2iK3vXuyhZsgSvqYlodXXqdoXfrIhFHH76/vmcUF3Eim1NVJfmc/15xzG7qji1Y5V+JyISckG43dO+h7s23EVZvIy8SB6NXY38+pVfc/6k8zPBwrc+JbGSfp8nErCkhpV+7d513PH8NsaV5NHV4/Odv7xGZVGMz144C/8oVg33fI+IE+HBNx7kp6t/So/fQ1VhFZ869VN41iNishxpgu0vg75F3+0wJecoAIsMJd/HycvDGT8+82+dAIefMam9X8sLonz97Sf3q/bqeoSIyMEFcyp967P/9MpgXnDwsUgguKhc39bNExvrGVeSh2NS+7CX5cf4y7oaPn3BLJz0e/ORvAUHF2Kml05nYvFEDIa5Y+YCOdIeHQevqYmuV14lOnUKsUmT1OHIYQrAIkPJcXqXPgz+LVkR7P3q29Rqz9amOneq/IqIpAShdnzheN534vv4rzX/RXuyndJ4KR886YMA/YaXas6lHE7UdYhFDB09lojj4BiD51vyY07qPfkovnYw1/yciefw+7f/HgeH48qOA7IcgNOFjs5169h5/Q307N6NU1jIhH/7NiWXX65CSI5SABYZagpYOcMYcIMrzkadNxGR/QXnxZtOv4mzJpzFpqZNnD/5fKaXTk9fNFTnXQ4vtdozlOZHed8ZU/nGA69Qkh/B8y2eb/ngommZFaGH4iL0rLJZQO+84KxKT3Wr+94tdL/+OpGxY/Cam9n7jX+haPFinMJCVYJzkAKwiIx6etsREXlz5048l3MnngvkSLiQESNY8uSmy09gbHGMB17eS17U4QNnTmXJ3PGpOcJDFAJ9m9pqMicuzhgDvk+yvh6nqAgwOEVF+C0t+B0dqQAsOSdUATgnVogTERERyUHB/qrBNjMiA2XS/zPAdefO4LpzZ2TuO9J5v4eSU20zPcS5+IILaHvqKSJlZSSbmym/5hoilZUaAp2jQhWAPc8jRLs+iYiIiAyYgq8MBc9Prb2x/8ejUrr0PeaG6zGxGJ2rVxOdMoUxn/zkgevCSM4IRQAOFnCoqamhu7sbR1diRERERESGXN/AO6rDL2Tm9pq8PMZ8+lOHvF9ySyiSYDD0uaqqing8ju/7WT4iEREREREZFazFel56+wlfld8cF4oKcMB1Xc0DFhERERGRoWMMxnUzH0tuC0UFOKD5vyIiIiIiIuEVqgAsIiIiIhKwvj3oxyIyeikAi4iIiEgomT6LNJnRvmCTiAAhmwMsIiIiIhJsTrvh+b2s/etOrG858azxnHL+pGwfmYgcYwrAIiIiIhIa1qbWKdq7ZR9/+fk6fN/HGIedrzVSVJHH9LljMltoisjooyHQIiIiIhIawVzfvVv24XmWvKIYeUWpmtDezfvSj8na4YnIMaYKsIiIiIiERlDYrZxQBFh6upIYY/A9qJxY1O8xIjL6qAIsIiIiIqERLHY1+aQKznvPbPKLY0TzIpz1ruOYuXAcWC2IJTKaqQIsIiIiIqE0/7KpnLx4Ir5nyS+OZvtwRGQYKACLiIiISChZa4kXRDIfa+ErkdFPAVhEREREQskYAza9K5LCr0goKACLiIiISHgZUPQVCQ8tgiUiIiIiIiKhoAAsIiIi4WNt6o+IiISKArCIiIiEh7Xg+6mNXo1JfSwiIqERqgCsxQ1ERERCzhhwHPzubmwyCU6oukIiIqEXqkWwPM/DariTiIhI+KTf//2OTup+/GNaHnoIJxaj7Np3U/nRj/Y+ThfLRURGtVAE4GBft5qaGrq7u3F0tVdERCR8jKHm3/+duh/+kMiYSvB8dt/0/zCRKBUf/lDv0GgRERm1QpEEg6HPVVVVxONxfM33ERERCQ9rwRi81lZa7r+f6LhxmGgMU1CAU1zMvnvvxfp+aji0RorJYKnNiIwooQjAAdd1NQ9YREQkpDI9gP0Di7oGciSCgooxvYuriUjOC1UA1vxfERGREEqv9uwUF1P2jqvoqavD9iSwHR3YtnbKrrkG4zjgeRoCLQNjbWYBNb+jI7O4mqrBIrkvFHOARUREJOTSVbqxn/88uBFaH3oIE49Rfu21lL/3vf0CjchhpYfUd6xYQd33v0/ija3EZ81i3N99gbxTTsncLyK5ydgQlUWTySTLly9n4cKFRCLK/iIi0pft03FV53W0s93d4LoY9QdkMNLniJ4dO9hy1Tvo2b0bt7gYr6WF+IwZTL/3HiLjxikEi+QwXeoUEREBwIBxUPgd5dJzNU08ngq/mrc5jEZ+zcV6HgAtDz9Mz+7dRMaOBdclMnYs3du20/rY4/0eJyK5RwFYRERCLt0p726Fbc+Dl+h/u4wufedqatjzMLKAGT1zZM2B7caAFlsVGQF01hcRkRBLd8b9HvjfD8B/LoZ7PgnWS981SjrrciBjNER1WBno6RjxP3PjugCUXHYp0UmTSNbVgeeRrKsjdtwMii++uN/jRCT3KACLiEjIGfB6YOdLkOiB1x+GZGLEd9RFckO60v7w1+A7s+Dxb6ZuG6kXl9KLqUUnTGDKf/0nxRddSGTsWEouv5zJP/0JbmWF5v+K5DgtgiUiIiGXHpq59new4k6Yfy3Me686sSJHLf3aSrTDv06C1maoGA9f2gKRvN77R6I+5we/owOnoOCA20UkNykFiohIyKU7q3PfnfqTuVmdWJGjYwAL0Xw4/TpYeQcsvA4icUZ0+IXM3tI4Tir8ak65yIihCrCIiAiA9cl02A+ywI2IHKVEO8QKs30UQ09VX5ERRSlQREQE+oRedWRFhp5Nh98RXvk9GIVfkRFFl7hFRERE5BhLj64YbeFXREYcVYBFREREZBgo/Ar4fWZfOqqeSxYoAIuIiIiIyLBQ6JVs0xBoERERERE5pvx04ffRV2v54H+/wLLVu4HUGmIiwylUFWCjK04iIiIiIsPKAo5JheB/eeAVnn69nuc2N3DWzErGFMW1kLYMq1BVgD3PI0S7PomIiIiI5IQg5J46uYyivAizq0soiEVQz1yGWygqwNZajDHU1NTQ3d2No03KRURERESGhQGsSf39b1fP5eoFk5g5roiCmJtaG1zVXxlGoUiCwdDnqqoq4vE4vu9n+YhERERERMIjyLgx1+HsmWOoKsnrd7vIcAlFAA64rqt5wCIiIiIiWWJJbYWkWYmSLaEYAh3Q/F8RERERkewxaGFaya5QVYBFREREREQkvBSARUREREYJa7WvqojI4SgAi4gclk3/ERHJbcE2M8YoBIuIHIoCsIjIoVif9Gyl9MciIrnLGNjZ1Elta7e2lREROYRQLYIlIjJwFkz6GqENPrZowwYRySVBpbfH87n5npe5e+UuXMdw48Wz+PQFM3XWEhHZjyrAIiIHSFd+X38EfnER/OxcWPnL1G0aVygiOcS3FmPg7pU7+ekTm/GBjh6Pf7n/FV7a2ohJP0ZERFJUARYR6cv6qWpv3Wtw1/ugox6cKGx7DoonwKxLwHpg3GwfqYhIZoWCjTWtRF2HeMQQc1yakz6v17Rx+rSK1HU7lYFFwPexvo9xXTRPILxUARYR6SuY67vtWehsgsKxkF+RKgpveSz9GFVTRCQ3BH34s44bA8C+jh4a2hMUxl0WTqsAwFFHXyTFcTCRiMJvyOVEBdhae9ANsW26k3mozbLf7H4RkUEL5v2OPSH1BtndAk4MPB/Gnhg8KGuHJyLSl5vuA11yUhXfu2Yed6/cScx1+NjiGRxfVZSaA6xTloRdeon0zrVraX/mWUqXXkl0woTepdMlVIy1uVnK2D8U9/33oQLzm0kmkyxfvpyFCxcSieRE9heRnJQeL/j8f8IT/wY9XbDww3DJN8CNph+jN0wRyT19+/Ma+SxC5kXhd3ay5dLL6FizhpK3vY2pv/5Vaig0KASHTNZSoLUWay2O49De3k5+fj6O0zsi2xhDe3s7iUSC4uLifoHVGIPv+7S0tBCJRCgqKsrGtyAio1b6jXDR9XDq+8BLpIZCi4jkMN/azHBn37c4jjr1Igfwffy2ttTH2jQ7lLIWgI0xGGPYuHEj999/P9dddx0lJSVYa/E8j0ceeYQ1a9bgOA6xWIwlS5Ywa9YsAHbs2MGyZctoa2vD931mz57NkiVLiMVima8tInLUrA95pb0fGy2bICK5yzEmU/VV+BVJS4dcJz+fST/9Ca2P/B/Fl1+WmgusIdChNOwBOBi+vGfPHjZu3Mi6detIJpOZ+40xrF69mqeeeorFixczffp0nnjiCe6++25uuOEGCgoKuOeee+jp6WHp0qU0NDTw4IMPUlJSwsUXX0yOjugWkZHIOL1XhhV+RWQEUFde5CDSITdvzhzy5sw54HYJl2EJwH1Dqe/7uK7L5s2befbZZ8nLyyMSiWQeY61l5cqVTJs2jcsuuwyAgoICbr31VrZs2UJJSQl1dXVce+21nHDCCUCqIrx27VrOO+88otHoEc8RFhE5gM4lIiIio0OwDZLjgKML22E1LL/5YLizMQY3Pdl80aJF3HTTTZx11ll0dXVlAmtXVxeNjY1MnToVSAXmqqoqioqKaGlpoba2llgsxuTJk/F9H2stkydPprOzk87Ozjc9DhERERERCaFgGySF31AblgpwR0cHiUQCYwyO41BcXIzruv0C8f6Cha2MMUQiEaLR1Mqr1lpisVi/RbNisRiO4xw04Pq+j+d5GGP6DbUWERERERGRcDmmATgYivzwww+zatUqotEo48aN47rrruu3pdHBPm//v/v+2f+xB7sveO5du3axdetWYrEYnufh+74qwSIiIiIiIiE0LBXgefPmUV1djeM4FBYWHjaABlXi5uZmjDFYa+nq6qKzs5N4PI7jOHR1ddHW1kZ5eTnGGFpbWzHGZKrEwdcBmDhxItXV1ZkK8OrVq7VQloiIyGhmLdb3wVrN9RMRkX6OaQAOQuj06dOZPn16v/uCSmwQeIPH5uXlMXnyZF599VXOP/98CgsLWbduHYlEgkmTJuG6LslkknXr1rF48WK6urpYv349EydOJD8//4AFsBzHyQyVVuVXREQkBIzB9J1ipa1OREQkbdhWge5bdXX6XInt6emhra2t3/1vectb+NWvfsXtt9/OhAkTWLlyJSeffDITJ04EYM6cOTz88MPU19dTU1NDQ0MDV1xxxYCOQ0REREapdNC1PT00//EevMYGii++mPisWQrBIiICgLFZSoV99wPevHkzp59+OvF4PHP75s2bWbFiBe3t7UybNo1FixaRn58PpFaKfu6559i2bRv5+fksWLCAmTNnvulzJpNJli9fzsKFC4lEhn0LZBERETlWgnVDkkl2fe7zNP/ud+A4RCdOZOqvfkXenJN7tz8REZHQyloAPpwj2cd3IJ+jACwiIjJK+T44Dh3Ll7P13ddi8vJwYlESe/Yy5m//lvHf+iZ4Hhxi9wkREQmHrF8Gtdbi+36/24LFr4JsHuz3e7DPCR6n+b0iIiJCpr9gwIJx1D8QEZFeWQ/AwSJYB7s9CLX77/Hb93P6Pk5ERERCyhiwlvx58yhavBivrpaemlrcsnJK3/kOAKz6CyIioadxwCIiIjLypQOwicWY9NOfsG/ZpXhNTRQtPo+8k0/q3RJJJAR8a/EtGFIvDUcXf0QyFIBFRERkdAhGjhUUUP6e9/TerhWgJUSsTQXevqP/9RIQ6aUALCIiIqOLtVjf7636qvIrIWFJBd1X97SwbM1ukp7lirnjmTe5TCFYJE0BWEREREYXYzBa7VlCxrfgGHh6Uz0f/p8XqW/rBuC/ntjMzz+0kMvmVONbq+HQEnq6JCoiIiIiMoJZUvN9fWv54f+9TnNHguqSPKpK8uhO+nzv4Q0kfYVfEVAAFhEREREZ8YyBpGfZ3dxJQSxCj2fp8Xzyoy579nXR1eMBqbAsEmYKwCIiIiIiI1hQ/Y1FHOZNLqOxPYFjwDWGxo4EcyeVUhCLYK1FNWAJOwVgEREREZERzpCq7t50+QksnjWW9u4kbYkk86eU8Y9vPxnHqPorAloES0RERERkxDPGYIGpFQXc9+mzeXpTPUnP55xZYymIuZntkUTCTgFYRERERGQUMKT2/I1FHC48YVzmdq3+LNIrVAHY6IUvIiIiIqOYSQ919v3UgGfHGIVfkT5CFYA9z8NazX4QERERkdHLAK6j0CtyMKFYBCsIvTU1NXR3d+M4ofi2RUREREREpI9QJMFg6HNVVRXxeBzf97N8RCIiIiIiIjLcQhGAA67rah6wiIiIiIhISIUqAGv+r4iIiIiISHiFKgCLiIiIiIhIeCkAi4iIiIiISCgoAIuIiIiIiEgoKACLiIiIiIhIKCgAi4iIiIiISCgoAIuIiIiIiEgoKACLiIiIiIhIKCgAi4iIiIiISCgoAIuIiIiIiEgoKACLiIiIiIhIKCgAi4iIiIiISCgoAIuIiIiIiEgoKACLiIiIiIhIKCgAi4iIiIiISCgoAIuIiIiIiEgohCoAG2OyfQgiIiIiIiKSJaEKwJ7nYa3N9mGIiIiIiIhIFoQiAAeht6amhu7ubhwnFN+2iIiIiIiI9BGKJBgMfa6qqiIej+P7fpaPSERERERERIZbKAJwwHVdzQMWEREREREJqVAFYM3/FRERERERCa9QBWAREREREREJLwVgERERERERCQUFYBERERERkWPJ2tQfyToFYBERERERkWPF98GY1J/g35I1CsAiIiIiIiLHgrXgOPgdnfTs2ZO6zXFUDc4iBWAREREREZFjwRia7ryTzZdcwua3XsrWa95N1/r1qWqwQnBWKACLiIiIiIgMIet5ALT99a/s+uLf07NnDzaZpO3JJ9n1uc/jt7X1DomWYaUALCIiIiIiMoSCaNv68MMYwCksBCAyZgzdW7bQuXp16gGaDzzsFIBFRERERESOAZNfgPU8jOP0q/iagoIsHlW4KQCLiIiIiIgMIZsOu2VXv4vI2LH01NVhu7ro2bOHovPOI3/u3NQcYA2DHnaRbB+AiIiIiIjIaGLSKz3nnXgiU3/9Kxp+/guStbXkn346Yz75CUwkogCcJcba8Cw/lkwmWb58OQsXLiQSUfYXEREREZFjqG/IVeDNCRoCLSIiIiIiciwYk1roKgi/nqftj7JMZVAREREREZFjxUnXHK0F183usUi4KsBGQw5ERERERCQblEVyQqgCsOd5hGjKs4iIiGSBb318q709RURyUSiGQFtrMcZQU1NDd3c3jhOq3C8iIiLDwJK6yO6Y3n5G0AcREZHcEIokGLzxVFVVEY/H8X1dlRUREZGhZdL/bWzayCsNr6RuU/gVEckpoagAB1zX1RuRiIiIDClrLRho6mriq09/lad2PYW1llPHncq3z/02E4snglUYFhHJBaGoAAc0/1dERESGmsViMPxk1U+4+/W7cXBwHZfHdjzGv774r5nHiIhI9oUqAIuIiIgMJYvFMQ49fg/P732eyrxKMKmL7hV5FSzfu5zWRCuOcRSCRURygAKwiIiIyFFyjUtJrIRur5uIEyHiROjxeyiKFRF349k+PBERSVMAFhERETlCBoNvfRzj8KGTPoRjHOo762nqaqIr2cVHTv4IcTeOb30MmgMsIpJtoVoES0RERGSoBcObL59+Ob9+26+5b9N9JP0kl0+/nAunXJgZJi0iItmnACwiIiJylAwGi2XR+EUsGr8oc3uwQJaIiOQGBWARERGRIRAMhw5YLK5xs3hEIiKyPwVgERERkSGioc4iIrlNZ2kREREREREJBQVgERERERERCQUFYBEREREREQkFBWAREREREREJBQVgERERERmdrAXf7/1bREJPq0CLiIiIyOhkTOpP8LGIhJ4CsIiIiIiMLtaCMXiNjdT9+D9IbN9G8fkXUP7BD2T7yEQky0IVgI2u/ImIiIiEgk0m2fn5L9Dypz/hFBezb9mfsNan4kMfSg2HdjQTUCSMQvXK9zwPa222D0NEREREjhXfB2NIbN9OxwsvEB0/Hre0FLeoiJY/P5R6jMKvSGiF4tUfhN6amhq6u7txdNITERERGZ3SI/7c0lKc/Hy8tjbwfbzWVqJV41KPUUFEJLRCkQSDoc9VVVXE43F8rQIoIiIiMjoZA9YSqayk+uv/QKSyEr+7i6Kzz2bsjTemHqMALBJaoZoD7Lqu5gGLiIiIjHbpEFx61VUUnn02Pbt2kT9nDkTSXV+NBhQJrVAFYM3/FREREQkJY8D3iYwdS2Ts2NRt6dWhRSS8QhWARURERCREHCcVeoPgq/ArEnoKwCIiIiIyein4ikgfmgAhIiIiIiIioaAKsIiIiIjkLGttZtFmY4yKuSJyVBSARURERCQnpabu7hd6LaAQLCJHSAFYREREZJSzNvU/45h0NdXm/taQ6XWrara28Npze4jGXE65YBLFFXnZPjIRGcEUgEVERERGOWNS/7M2CL4mpyup1k+F9fodbdz7vZW0NnXj+z5vrK3nXV9cQF5xNKePX0RylwKwiIiIyCgVBN6OlgTL/7yVmi37KB6Tz/zLpjJuSnHOhkhrU4e18cW9tDV2U1wZx/pQu62FbesbmL2oGt9anFyvYotIzsl6ALbpVQ0ONgzncPcN5H4RERGR0EovHJXs8XnwZy+zeWUteYVRdrzayI5XGrjmy6dTVlXQpyqce2IFETzfx/csvmfBQiw/1X3NzSMWkVyXtW2Q+obX4KQb3BZ8fLj79v9cEREREekV9KV2bWhi56uNFFfkEYm6FJbF2VffxYbn96Ye52f5QA/CpHuoJ509gRmnjSXRmSTZ43PyOROYcnJFen6w+oAiMnhZqwAbY/B9n+bmZpLJJOXl5USj0X73t7e3k0gkKC4uJhKJHPC5LS0tRCIRioqKsvEtiIiIiOSsYHRzT3cyNQnYBlsKGRwDiW4v9cAczJFBuC0oifHOv1vAtvUNROMuk2aXZ/nIRGSkG/YAHFyN3LlzJ/feey9tbW1YaykoKOBtb3sbs2bNIplM8sgjj7BmzRocxyEWi7FkyRJmzZoFwI4dO1i2bBltbW34vs/s2bNZsmQJsVgM0BVBERERkWB+bPWMUgpKYrQ1dBEriNDdlcQ4hiknVWT5CAfAguMaps8dk+0jEZFRYtiHQBtj6Onp4U9/+hOJRIIrrriCq666CoB77rmH7u5u1q5dy5NPPsmpp57K0qVLKSgo4O6776alpYVkMsk999xDV1cXS5cuZfHixaxcuZKnnnpKwVdEREQkYAALReV5LLlhLhOOL8NxDaVj8rn0E6cwdU5lKmA6Odx/Sh+a9S3Wt4d/rIjIAAxLBTiYsxtUf+vr69m+fTvveMc7mDNnDgCe53H33Xezfft21q1bx9SpU7nssssAKCgo4NZbb2XLli2UlJRQV1fHtddeywknnACkKsJr167lvPPOIxqN5vRiDiIiIiLDJt0dmjCrjGu/egatjV3kF0WJxNx+9+c6k8shXURGlGGpAAeLVTmOgzGG4uJilixZwrRp0zKPqa2txaT3p6uvr8/c5/s+VVVVFBUV0dLSQm1tLbFYjMmTJ+P7PtZaJk+eTGdnJ52dnW96HCIiIiJhE1RPiyvyiMRcVVNFJLSGpQLc0dFBIpHIhODi4mLOOeccALq6unjqqad44oknOPXUU5k8eXJm4StIhdZIJJJZIMtaSywWIz8/H8dJ5fdYLJYJ1/vzfR/P8zDGkEwmh+PbFREREckpQQU12F9XFVURCatjGoCDocgPP/wwq1atIhqNMnbsWK677jocx2Ht2rU89thjtLS0cM4553DRRRdlqrrB5wd/9/2z/3Mc7L7M0v+7drF161ZisRie5+H7virBIiIiEkrqAolI2A1LBXjevHlUV1fjOA4FBQW4rstTTz3Fww8/zIknnsh73/teqqurgVRF2HEcmpubM0Oiu7q66OzsJB6P4zgOXV1dtLW1UV5ejjGG1tZWjDEHbKMEMHHiRKqrqzMV4NWrVx8QokVERERERGT0O6YBOAih06dPZ/r06Znb6+vreeqppzjzzDO54oorAEgmkxhjyMvLY/Lkybz66qucf/75FBYWsm7dOhKJBJMmTcJ1XZLJJOvWrWPx4sV0dXWxfv16Jk6cSH5+/gELYDmOkxkqrcqviIiIiIhIeA3bKtDWWnzfx3Ectm7dSktLCxs3buT73/9+Zo6utZa/+Zu/4dxzz+UXv/gFt99+OxMmTGDlypWcfPLJTJw4EYA5c+bw8MMPU19fT01NDQ0NDZkg/WbHISIiIiIiIuFk7DCmwqA6u3v3bjZt2oTjOPi+3+8xp5xyCuXl5WzatImVK1fS3t7OtGnTWLRoEfn5+UBqmPRzzz3Htm3byM/PZ8GCBcycOfNNnz+ZTLJ8+XIWLlxIJDIs2V9ERERERERyxLAG4IE6kn18B/I5CsAiIiIiIiLhlZUUeLDVnAPBnsHB/caYzMrNQcANPt9xnH6PExERERERETmUrATgvmH2cI8JBItYHezzFXxFRERERERkIJw3f4iIiIiIiIjIyKcALCIiIiIiIqEQugA8kOHXIiIiIiIiMvqEbinkZDJJT0/PQRfhOti2TMOl78Jfwy2b37eee3ipnem5h0sY21pYf9dqZ3ru0fy8oHam5x4+2Whr1lpc1z1gzaXRLCe3QTpWfN/nlVdeYd++fbiu2+8+ay3d3d3E4/GsVIg9zzvgmIZDNr9vPffwP7famZ57uIStrYX1d612Fq6feRhfX6B2pucePsPd1owxJBIJpk2bxuTJk49oK9qRKFQBONDT03PAL9f3fWpqaqiqqhr2KyDJZJJVq1Zx2mmnDfv+xNn8vvXcw/vcamd67uESxrYW1t+12lm4fuZhfH2pnem5h0u22poqwJIVnuexfPlyFi5cmJUrjBIOamcyXNTWZDionclwUDuT4aK2NnzCE/UHIFvXAnzfJ5FIZG2+QTavgei5h4/amZ57uIS1rYXxd53N5w5rOwvrc6ud6blH+3Nnu62FiQJwH9ka8+66LtOnT8/a1Z5sjvXXcw8ftTM993AJa1sL4+86m88d1nYW1udWO9Nzj/bnznZbCxMNgRYREREREZFQUAU4B1hr8X0/q8M9ZHSy1vZrV/t/rDYnQ6lvm1Jbk2NB5zQZDmpnciwdqv28WR5Q2xs6qgBn2f7LjYdl+XE5tg7Wjg7XttTuZLiorcmR0DlNhoPamWTL4fLAYNulvDlVgLPMGENnZyeNjY0kEgk1ZhkSxhiSyST19fXU1dXh+/4Bbau1tZXm5madROWoBddROzs7aW5uPuB+tTU5WkG7aWhooLa29qDbGaqdydEK9kStra2lqakpc1tfamdyJILqLkBbWxvJZLLf/YfLA8HHzc3NtLS09LtNjszwbmgmB3jyySd5/vnnAXAch4suuojTTjtNJ1Y5IkG72bBhA3/+85/p7u7G933Ky8u58sormThxIp2dnfz5z39m48aNOI5DUVERS5cuZdKkSWp3MmhB+E0mk9x11134vs9HPvIRHMdRW5OjFrSThoYG7rvvPmpqanAch4KCAt75znfqnCZDImgnr7zyCg8++CDJZJJkMsmUKVO44oorKCsro6urS+1MjpgxBmMMtbW13HHHHVx99dVMmTIF3/dxHOeweaCuro5ly5ZRX1+PtZYpU6Zw5ZVXUlRUlPnaMjiqAGdB0GHcuHEjDz/8MDNmzOCqq65i/PjxLFu2jN27d2OM0TLoMijBG3Brayv3338/+fn5LF26lCVLltDS0sI999yD7/s8//zzrFixgrPPPpsrr7ySZDLJH//4R41AkCMStLvHH3+c119/HcdxMueuZ599lpUrV6qtyVF78MEH2bVrF0uXLuWaa66htbWVP/zhD1hree6553ROk6NijKGlpYVly5ZRXl7OVVddxQUXXMDmzZv561//ijGGZ599Vu1MBi3o89fX1/P0009z33330dnZmbnfcZw3zQMPPPAANTU1XHHFFVx22WVs2rSJRx55RO3uKKgCnEVr1qyhvLycpUuXEo1Gqa6u5oc//CHr1q1jwoQJ2T48GWGCILJ9+3bq6+u58sormTVrFgAdHR08+uij1NTUsG7dOubNm8fixYuB1Mbrv/vd79i8eTMnnnhi5mqkyJsJ2srGjRtZsWIFU6ZMwfM8IpEIyWSSNWvWMHfuXLU1OSLBOW3Pnj1s3ryZq666ipNOOgmA973vfWzcuJHu7m7WrFmjc5ocsaB91NTU0NHRwVlnncXs2bMBeO2116ipqSGRSLB27Vq1Mxm04Dy2Y8cOnn76afLy8ohGo/0ec7A88IMf/IANGzYQi8XYunUrl156KXPmzAGgpqaGFStW0NLSQklJiUYgHAEF4CwIqrt79uxh0qRJRKNRfN+nuLiYMWPGZOad6EQqgxGc/Kqrq1myZAlVVVWZ+2pqaohGo7S3t9Pa2sqCBQsyqwlOnDiRWCxGQ0NDtg5dRiBrLY7j0NbWxt13380ZZ5xBXl4eK1euxFrLvn37aGtrY8qUKWprckSCTt3u3buJxWK0t7dz55130tnZyUknncRb3/pWmpqaaG1tVTuTIxa8d44bN47Kykqef/55jDE0NTWxZ88ezj33XDo7O2lpaWHRokVqZzIoQV9+7ty5zJ07l40bN/LHP/4xc7/neQfNA5WVlbS2trJz504cx2HSpEmZ0VUTJkzgpZdeYt++fZSUlGTl+xrpFICzyPM8ysrKgN65AfF4PLsHJSNW8CZeWVnJOeecA0BLSwuPP/44L7zwAhdeeCFlZWVYayksLMy0ufz8fFzX1dVDGTRrLcuWLaOoqIiLLrqIJ554ItOuPM/DdV0KCgrU1uSodHV10dPTw1//+ldmzpxJcXExy5Yto6amhrPOOkvtTI6KMQZrLaWlpUyfPp3nn3+e2tpaurq6MMZw3HHH4fu+2pkcFcdxMMYcUNyy1h42D/i+TzQapbS0NPO58Xgc13WH9fhHGwXgLOm7V2bfj7UfsBytoP28+OKLPPHEEyQSCS677DLOO+88ampqDmhfmmsugxVU5l588UU2btzI1VdfTXt7O21tbfi+T3t7O57nHfB5amtyJKy19PT0cOmll3LmmWcCUFBQwMsvv8zxxx9PJBLpd15TO5PB6LsA1qpVqzjjjDM4++yzaW5u5v777+eBBx7gsssuw3EctTM5YkE7G8gev33zQN8/Ac/ztCfwUVIAzhJjDLFYjPr6+swLwlpLS0sLY8aMAbTHlwxecDJ86KGHeOaZZ1iwYAHnnXceFRUVAJmOYmtra+bx+/bto6enR6MPZNB27tyJ67o8+uijeJ6H53n4vs/Pf/5zLrjgAlzXZd++fYDamhy5WCxGNBplxowZmXPcxIkTWbNmDclkMvPeCWpnMnh955q7rstll11GXl4eY8eO5eyzz+axxx7D87zMIpPB56idyVA4VB5obW1l6tSpxONxEokEjY2NlJaWYozJXGTOz8/P9uGPWJpkmgXBQgnTp0/njTfeyDT6jRs30tzczLRp0wB0ZUcGJXgT37p1Ky+++CIXX3wx73jHO6ioqCCZTOL7PpWVlYwZM4b169dn9gZ++eWXMcYwffp0QMvpy8AtXryYD3zgA7z97W/nXe96F8cffzxFRUVcddVVzJo1i7KyMl599VW1NTkiQfsYO3Ysnufx2muvZYYHbtu2DcdxmDFjBhUVFWpnctSi0SiJRILdu3dnbqurq8Nay9ixY6msrOSVV15RO5OjEgyDDtqL67qHzAMTJ07kuOOOw3EcXnnllUxAXrduHRUVFVRWVma+pgyOKsBZEDTUBQsWsHbtWn71q19x3HHHsXr1aqZMmZJZ5VINWgYjCMBvvPEGHR0drFq1KrMgkbWWaDTK9ddfz+LFi7nzzju57bbbKC0tZdWqVZx99tlUVlZq1IEMSNBGxowZkxmxAqmt3bq6ujIX8c466yx+97vfqa3JEQk6e9OmTWPu3Ln85S9/oba2lp6eHl5++WUuvvhiioqKWLRokdqZHLGgfZx44om89NJL3HnnnZx66qns27ePV155hXPOOUftTIZMMpnMTBcKHCwPTJ06leOPP55YLMbpp5/OM888Q0dHB+3t7WzatIlrr702MyxfbW/wjFWZMSuCBrtz505eeuklmpubmTBhAosWLaK0tDTbhycjUN8KcFAd6fvydhyHhQsXkpeXx/r161mzZg09PT3MmjWLM888s98VSZGB6DtfKbj40tDQwMKFCzNtSW1NhoLnebzwwgts2rQJYwxz585l3rx5mbandiZDoa6ujpdeeona2locx+HEE09k4cKFAGpnclSCc1VjYyPr169n3rx5/bYwOlQeCOYDB+e/SCTCvHnzOPnkk7P9LY1oCsBZpKs2IiIiItmnPplki9re8NMc4CzqO9kd+q8AJ3KkgquFB/sTONTHIkcjaHt9qa3JUDlcW1I7k6O1f58M1M5k6B1sx5eB5AG1vaGlCrCIiIiIiIiEgirAIiIiIiIiEgoKwCIiIiIiIhIKCsAiIiIiIiISCgrAIiIiIiIiEgoKwCIiIiIiIhIKCsAiIiIiIiISCgrAIiIiIiIiEgoKwCIiIiIiIhIKCsAiIiIiIiISCgrAIiIiIiIiEgoKwCIiIiIiIhIKCsAiIiIiIiISCgrAIiIiIiIiEgoKwCIiIiIiIhIKCsAiIiIiIiISCgrAIiIiIiIiEgoKwCIiIiIiIhIKCsAiIiIiIiISCgrAIiIiIiIiEgoKwCIiIiIiIhIKCsAiIiIiIiISCgrAIiIiIiIiEgoKwCIiIiIiIhIKCsAiIiIiIiISCgrAIiIiIiIiEgoKwCIiIiIiIhIKCsAiIiIiIiISCgrAIiIiIiIiEgoKwCIiIiIiIhIKCsAiIiIiIiISCgrAIiIiIiIiEgoKwCIiIiIiIhIKCsAiIiIiIiISCgrAIiIiIiIiEgoKwCIiIiIiIhIKCsAiIiIiIiISCgrAIiIiIiIiEgoKwCIiIiIiIhIK/x89M05FPu6qXQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(chartify.examples.chart_show.__doc__)\n", + "chartify.examples.chart_show()" + ] + } + ], + "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": "3.6.5" + }, + "toc": { + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "toc_cell": false, + "toc_position": {}, + "toc_section_display": "block", + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/__init__.py b/examples/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/requirements_dev.txt b/requirements_dev.txt new file mode 100644 index 0000000..b653526 --- /dev/null +++ b/requirements_dev.txt @@ -0,0 +1,25 @@ +-e . +pip==10.0.0 +wheel==0.31.1 +setuptools==40.3.0 +twine==1.11.0 +watchdog==0.8.3 +flake8==2.6.0 +tox==2.3.1 +coverage==4.1 +Sphinx==1.7.7 +commonmark==0.5.4 +recommonmark==0.4.0 + +pytest==3.2.3 +pytest-cov==2.5.1 +coverage-badge==0.2.0 +pytest-runner==2.11.1 +pandas==0.23.4 +jupyter==1.0.0 +pylint==1.7.4 +Pillow==4.3.0 +selenium==3.8.0 +bokeh==0.13.0 +scipy==1.0.0 +colour==0.1.5 diff --git a/setup.cfg b/setup.cfg new file mode 100644 index 0000000..d087043 --- /dev/null +++ b/setup.cfg @@ -0,0 +1,9 @@ +[bdist_wheel] +universal = 1 + +[flake8] +exclude = docs + +[aliases] +test = pytest +# Define setup.py command aliases here diff --git a/setup.py b/setup.py new file mode 100644 index 0000000..d529b2e --- /dev/null +++ b/setup.py @@ -0,0 +1,104 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""The setup script.""" +import codecs +import os +import re + +from setuptools import setup, find_packages + +with open('README.rst') as readme_file: + readme = readme_file.read() + +with open('HISTORY.rst') as history_file: + history = history_file.read() + +requirements = [ + 'pandas>=0.21.0,<1.0.0', + 'jupyter>=1.0.0,<2.0.0', + 'Pillow>=4.3.0,<5.0.0', + # Avoid selenium bug: + # https://github.com/SeleniumHQ/selenium/issues/5296 + 'selenium>=3.7.0,<=3.8.0', + 'bokeh>=0.12.15,<1.0.0', + 'scipy>=1.0.0,<2.0.0', + 'colour>=0.1.5,<1.0.0' +] + +setup_requirements = [ + +] + +test_requirements = [ + +] + +PACKAGE_NAME = 'chartify' + +HERE = os.path.abspath(os.path.dirname(__file__)) + + +def read(*filenames, **kwargs): + """ + Build an absolute path from ``*filenames``, and return contents of + resulting file. Defaults to UTF-8 encoding. + """ + encoding = kwargs.get('encoding', 'utf-8') + sep = kwargs.get('sep', '\n') + buf = [] + for fl in filenames: + with codecs.open(os.path.join(HERE, fl), 'rb', encoding) as f: + buf.append(f.read()) + return sep.join(buf) + + +META_FILE = read(os.path.join(PACKAGE_NAME, '__init__.py')) + + +def find_meta(meta): + """Extract __*meta*__ from META_FILE.""" + re_str = r"^__{meta}__ = ['\"]([^'\"]*)['\"]".format(meta=meta) + meta_match = re.search(re_str, META_FILE, re.M) + if meta_match: + return meta_match.group(1) + raise RuntimeError('Unable to find __{meta}__ string.'.format(meta=meta)) + + +setup( + name=PACKAGE_NAME, + version=find_meta('version'), + description="Python library to make plotting simpler for data scientists", + long_description=readme + '\n\n' + history, + author=find_meta('author'), + author_email=find_meta('email'), + url='https://github.com/spotify/chartify', + packages=find_packages(include=['chartify']), + include_package_data=True, + install_requires=requirements, + zip_safe=False, + keywords='chartify', + classifiers=[ + 'Development Status :: 4 - Beta', + 'Intended Audience :: Science/Research', + 'Natural Language :: English', + "Programming Language :: Python :: 3.5", + "Programming Language :: Python :: 3.6", + ], + test_suite='tests', + tests_require=test_requirements, + setup_requires=setup_requirements, + python_requires='>=3.5,<4') diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..2fba36e --- /dev/null +++ b/tests/__init__.py @@ -0,0 +1,17 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""Unit test package for chartify.""" diff --git a/tests/test_axes.py b/tests/test_axes.py new file mode 100644 index 0000000..82fd3b8 --- /dev/null +++ b/tests/test_axes.py @@ -0,0 +1,47 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import chartify +import pandas as pd + + +class TestBaseAxes: + def test_vertical(self): + ch = chartify.Chart() + assert (ch.axes._vertical) + ch = chartify.Chart(x_axis_type='categorical') + assert (ch.axes._vertical) + ch = chartify.Chart(y_axis_type='categorical') + assert (not ch.axes._vertical) + ch = chartify.Chart(y_axis_type='density') + assert (ch.axes._vertical) + ch = chartify.Chart(x_axis_type='density') + assert (not ch.axes._vertical) + ch = chartify.Chart(x_axis_type='datetime') + assert (ch.axes._vertical) + + def test_numeric_set_xaxis_range(self): + ch = chartify.Chart() + start, end = 0, 10 + ch.axes.set_xaxis_range(start, end) + assert (ch.figure.x_range.end == end) + assert (ch.figure.x_range.start == start) + + def test_datetime_set_xaxis_range(self): + ch = chartify.Chart(x_axis_type='datetime') + ch.axes.set_xaxis_range( + pd.to_datetime('2018-01-01'), pd.to_datetime('2018-02-01')) + assert (ch.figure.x_range.end == 1517443200000) + assert (ch.figure.x_range.start == 1514764800000) diff --git a/tests/test_callout.py b/tests/test_callout.py new file mode 100644 index 0000000..ce9e7f9 --- /dev/null +++ b/tests/test_callout.py @@ -0,0 +1,40 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import chartify + + +class TestBaseAxes: + + def test_datetime_callouts(self): + data = chartify.examples.example_data() + + # Sum price grouped by date + price_by_date = ( + data.groupby('date')['total_price'].sum() + .reset_index() # Move 'date' from index to column + ) + + # Plot the data + ch = chartify.Chart(blank_labels=True, x_axis_type='datetime') + ch.plot.line( + # Data must be sorted by x column + data_frame=price_by_date.sort_values('date'), + x_column='date', + y_column='total_price') + ch.callout.line('2017-08-01', orientation='height', line_width=10) + ch.callout.line_segment('2017-08-01', 10, '2017-09-05', 20) + ch.callout.box(10, 0, '2017-05-01', '2017-05-05') + ch.callout.text('text', '2017-05-01', 10) diff --git a/tests/test_chart.py b/tests/test_chart.py new file mode 100644 index 0000000..462e9d3 --- /dev/null +++ b/tests/test_chart.py @@ -0,0 +1,64 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import chartify +import numpy as np + + +class TestLegend: + def test_set_legend_location(self): + data = chartify.examples.example_data() + ch = chartify.Chart(x_axis_type='datetime') + ch.plot.scatter( + data_frame=data, + x_column='date', + y_column='unit_price', + size_column='quantity', + color_column='fruit') + ch.set_legend_location('top_right') + assert (ch.figure.legend[0].location == 'top_right') + assert (ch.figure.legend[0].orientation == 'horizontal') + ch.set_legend_location('top_left', 'vertical') + assert (ch.figure.legend[0].location == 'top_left') + assert (ch.figure.legend[0].orientation == 'vertical') + ch.set_legend_location('outside_bottom') + ch = chartify.Chart(x_axis_type='datetime') + ch.plot.scatter( + data_frame=data, + x_column='date', + y_column='unit_price', + size_column='quantity', + color_column='fruit') + ch.set_legend_location(None) + assert (ch.figure.legend[0].visible is False) + + +class TestChart: + def test_data(self): + data = chartify.examples.example_data() + data = data.sort_values(['date', 'fruit']) + color_order = data['fruit'].unique() + ch = chartify.Chart(x_axis_type='datetime') + ch.plot.scatter( + data_frame=data, + x_column='date', + y_column='unit_price', + size_column='quantity', + color_column='fruit', + color_order=color_order) + assert (np.array_equal( + list(filter(lambda x: x['fruit'][0] == color_order[0], + ch.data))[0]['unit_price'], + data[data['fruit'] == color_order[0]]['unit_price'].values)) diff --git a/tests/test_colors.py b/tests/test_colors.py new file mode 100644 index 0000000..f7bc1b1 --- /dev/null +++ b/tests/test_colors.py @@ -0,0 +1,29 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import chartify + + +class TestColor: + def test_color(self): + color = chartify._core.colors.Color('red') + assert (color.hex == '#f00') + + +class TestColorPalettes: + def test_getitem(self): + palette = chartify.color_palettes['Category20'] + assert (isinstance(palette, chartify._core.colors.ColorPalette)) + assert (palette.name == 'Category20') diff --git a/tests/test_examples.py b/tests/test_examples.py new file mode 100644 index 0000000..7847bb7 --- /dev/null +++ b/tests/test_examples.py @@ -0,0 +1,32 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Tests for `chartify` package.""" + +import chartify + + +def test_examples(): + excluded_examples = ['chart_show'] + public_examples = [ + attr for attr in dir(chartify.examples) if + callable(getattr(chartify.examples, attr)) + and not attr.startswith("_") + and attr not in excluded_examples + ] + # Disable chart rendering + chartify.examples._OUTPUT_FORMAT = None + for example in public_examples: + getattr(chartify.examples, example)() diff --git a/tests/test_plots.py b/tests/test_plots.py new file mode 100644 index 0000000..2c740ca --- /dev/null +++ b/tests/test_plots.py @@ -0,0 +1,589 @@ +# -*- coding: utf-8 -*- +# +# Copyright (c) 2017-2018 Spotify AB +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Tests for `chartify` package plotting functions.""" + +import pytest +import chartify +import pandas as pd +import numpy as np +import bokeh + + +def chart_data(chart_object, series_name): + """Retrieve data from chart object based on series name. + + Note: if there's only one series the name is None. + + Returns: + Dictionary populated with data from the chart. + """ + cannonical_series_name = ( + chart_object.plot._cannonical_series_name(series_name)) + return chart_object.figure.select(cannonical_series_name)[0].data + + +def chart_color_mapper(chart_object): + return chart_object.figure.select( + bokeh.models.mappers.CategoricalColorMapper)[0] + + +class TestHeatmap: + def setup(self): + self.data = pd.DataFrame({ + 'category1': ['a', 'a', 'b', 'b'], + 'category2': [1, 2, 1, 2], + 'values': [1., 2., 3., 4.] + }) + + def test_heatmap(self): + """Area plot tests""" + ch = chartify.Chart( + x_axis_type='categorical', y_axis_type='categorical') + ch.plot.heatmap( + self.data, + x_column='category1', + y_column='category2', + color_column='values') + assert (np.array_equal( + chart_data(ch, '')['category1'], ['a', 'a', 'b', 'b'])) + assert (np.array_equal( + chart_data(ch, '')['category2'], ['1', '2', '1', '2'])) + assert (np.array_equal(chart_data(ch, '')['values'], [1., 2., 3., 4.])) + + +class TestLine: + def setup(self): + self.data = pd.DataFrame({ + 'category1': ['a', 'b', 'a', 'b', 'a', 'b'], + 'number1': [1, 1, 2, 2, 3, 3], + 'number2': [5, 4, 10, -3, 0, -10], + 'datetimes': [ + '2017-01-01', '2017-01-01', '2017-01-02', '2017-01-02', + '2017-01-03', '2017-01-03' + ], + }) + + def test_single_numeric_line(self): + """Single line test""" + single_line = self.data[self.data['category1'] == 'a'] + ch = chartify.Chart() + ch.plot.line(single_line, x_column='number1', y_column='number2') + assert (np.array_equal(chart_data(ch, '')['number1'], [1., 2., 3.])) + assert (np.array_equal(chart_data(ch, '')['number2'], [5, 10, 0])) + + def test_multi_numeric_line(self): + """Single line test""" + ch = chartify.Chart() + ch.plot.line( + self.data, + x_column='number1', + y_column='number2', + color_column='category1') + assert (np.array_equal(chart_data(ch, 'a')['number1'], [1., 2., 3.])) + assert (np.array_equal(chart_data(ch, 'a')['number2'], [5, 10, 0])) + assert (np.array_equal(chart_data(ch, 'b')['number1'], [1., 2., 3.])) + assert (np.array_equal(chart_data(ch, 'b')['number2'], [4, -3, -10])) + + def test_single_datetime_line(self): + """Single line test""" + data = pd.DataFrame({ + 'number': [1, 10, -10, 0], + 'datetimes': + ['2017-01-01', '2017-01-02', '2017-01-03', '2017-01-04'], + }) + ch = chartify.Chart(x_axis_type='datetime') + ch.plot.line(data, x_column='datetimes', y_column='number') + assert (np.array_equal( + chart_data(ch, '')['datetimes'], + pd.date_range('2017-01-01', '2017-01-04'))) + assert (np.array_equal(chart_data(ch, '')['number'], [1, 10, -10, 0])) + + +class TestScatter: + def setup(self): + self.data = pd.DataFrame({ + 'category1': ['a', 'b', 'a', 'b', 'a', 'b'], + 'number1': [1, 1, 2, 2, 3, 3], + 'number2': [5, 4, 10, -3, 0, -10], + 'datetimes': [ + '2017-01-01', '2017-01-01', '2017-01-02', '2017-01-02', + '2017-01-03', '2017-01-03' + ], + }) + + def test_single_numeric_scatter(self): + """Single line test""" + single_scatter = self.data[self.data['category1'] == 'a'] + ch = chartify.Chart() + ch.plot.line(single_scatter, x_column='number1', y_column='number2') + assert (np.array_equal(chart_data(ch, '')['number1'], [1., 2., 3.])) + assert (np.array_equal(chart_data(ch, '')['number2'], [5, 10, 0])) + + def test_multi_numeric_scatter(self): + """Single line test""" + ch = chartify.Chart() + ch.plot.scatter( + self.data, + x_column='number1', + y_column='number2', + color_column='category1') + assert (np.array_equal(chart_data(ch, 'a')['number1'], [1., 2., 3.])) + assert (np.array_equal(chart_data(ch, 'a')['number2'], [5, 10, 0])) + assert (np.array_equal(chart_data(ch, 'b')['number1'], [1., 2., 3.])) + assert (np.array_equal(chart_data(ch, 'b')['number2'], [4, -3, -10])) + + def test_single_datetime_scatter(self): + """Single line test""" + data = pd.DataFrame({ + 'number': [1, 10, -10, 0], + 'datetimes': + ['2017-01-01', '2017-01-02', '2017-01-03', '2017-01-04'], + }) + ch = chartify.Chart(x_axis_type='datetime') + ch.plot.scatter(data, x_column='datetimes', y_column='number') + assert (np.array_equal( + chart_data(ch, '')['datetimes'], + pd.date_range('2017-01-01', '2017-01-04'))) + assert (np.array_equal(chart_data(ch, '')['number'], [1, 10, -10, 0])) + + +class TestText: + def setup(self): + self.data = pd.DataFrame({ + 'text': ['a', 'b', 'a', 'b', 'a', 'b'], + 'number1': [1, 1, 2, 2, 3, 3], + 'number2': [5, 4, 10, -3, 0, -10], + 'datetimes': [ + '2017-01-01', '2017-01-01', '2017-01-02', '2017-01-02', + '2017-01-03', '2017-01-03' + ], + }) + + def test_single_numeric_text(self): + """Single line test""" + single_text = self.data[self.data['text'] == 'a'] + ch = chartify.Chart() + ch.plot.text( + single_text, + x_column='number1', + y_column='number2', + text_column='text') + assert (np.array_equal(chart_data(ch, '')['number1'], [1., 2., 3.])) + assert (np.array_equal(chart_data(ch, '')['number2'], [5, 10, 0])) + assert (np.array_equal(chart_data(ch, '')['text'], ['a', 'a', 'a'])) + + def test_multi_numeric_text(self): + """Single line test""" + ch = chartify.Chart() + ch.plot.text( + self.data, + x_column='number1', + y_column='number2', + text_column='text', + color_column='text') + assert (np.array_equal(chart_data(ch, 'a')['number1'], [1., 2., 3.])) + assert (np.array_equal(chart_data(ch, 'a')['number2'], [5, 10, 0])) + assert (np.array_equal(chart_data(ch, 'a')['text'], ['a', 'a', 'a'])) + assert (np.array_equal(chart_data(ch, 'b')['number1'], [1., 2., 3.])) + assert (np.array_equal(chart_data(ch, 'b')['number2'], [4, -3, -10])) + assert (np.array_equal(chart_data(ch, 'b')['text'], ['b', 'b', 'b'])) + + def test_single_datetime_text(self): + """Single line test""" + data = pd.DataFrame({ + 'number': [1, 10, -10, 0], + 'datetimes': + ['2017-01-01', '2017-01-02', '2017-01-03', '2017-01-04'], + 'text': ['a', 'b', 'a', 'b'], + }) + ch = chartify.Chart(x_axis_type='datetime') + ch.plot.text( + data, x_column='datetimes', y_column='number', text_column='text') + assert (np.array_equal( + chart_data(ch, '')['datetimes'], + pd.date_range('2017-01-01', '2017-01-04'))) + assert (np.array_equal(chart_data(ch, '')['number'], [1, 10, -10, 0])) + assert (np.array_equal( + chart_data(ch, '')['text'], ['a', 'b', 'a', 'b'])) + + +class TestAreaPlot: + """Area plot tests. + + - Single series zero-baseline + - Multi series zero-baseline unstacked + - Multi series zero-baseline stacked + - Single series interval + - Multi series interval + """ + + def setup(self): + self.data = pd.DataFrame({ + 'category': ['a', 'a', 'b', 'b'], + 'upper': [20, 30, 2, 3], + 'lower': [10, 20, 1, 2], + 'x': [1, 2, 1, 2] + }) + + self.data_missing = pd.DataFrame({ + 'category': ['a', 'a', 'b', 'b', 'a', 'c'], + 'upper': [20, 30, 2, 3, 40, 4], + 'lower': [10, 20, 1, 2, 25, 6], + 'x': [1, 2, 1, 2, 3, 3] + }) + + def test_single_series_zero_baseline(self): + """Area plot tests""" + test_data = self.data.loc[lambda x: x['category'] == 'a'] + ch = chartify.Chart() + ch.plot.area(test_data, 'x', 'upper') + assert (np.array_equal(chart_data(ch, None)['x'], [1, 2, 2, 1])) + assert (np.array_equal( + chart_data(ch, None)['upper'], [20., 30., 0., 0.])) + + def test_multi_series_zero_baseline_unstacked(self): + """Area plot tests""" + test_data = self.data + ch = chartify.Chart() + ch.plot.area(test_data, 'x', 'upper', color_column='category') + assert (np.array_equal(chart_data(ch, 'a')['x'], [1, 2, 2, 1])) + assert (np.array_equal( + chart_data(ch, 'a')['upper'], [20., 30., 0., 0.])) + + assert (np.array_equal(chart_data(ch, 'b')['x'], [1, 2, 2, 1])) + assert (np.array_equal(chart_data(ch, 'b')['upper'], [2., 3., 0., 0.])) + + def test_multi_series_zero_baseline_stacked(self): + """Area plot tests""" + test_data = self.data + ch = chartify.Chart() + ch.plot.area( + test_data, 'x', 'upper', color_column='category', stacked=True) + assert (np.array_equal(chart_data(ch, 'a')['x'], [1, 2, 2, 1])) + assert (np.array_equal( + chart_data(ch, 'a')['upper'], [20., 30., 0., 0.])) + + assert (np.array_equal(chart_data(ch, 'b')['x'], [1, 2, 2, 1])) + assert (np.array_equal( + chart_data(ch, 'b')['upper'], [22., 33., 30., 20.])) + + def test_single_series_interval(self): + """Area plot tests""" + test_data = self.data.loc[lambda x: x['category'] == 'a'] + ch = chartify.Chart() + ch.plot.area(test_data, 'x', y_column='upper', second_y_column='lower') + assert (np.array_equal(chart_data(ch, None)['x'], [1, 2, 2, 1])) + assert (np.array_equal( + chart_data(ch, None)['upper'], [20., 30., 20., 10.])) + + def test_multi_series_interval(self): + """Area plot tests""" + test_data = self.data + ch = chartify.Chart() + ch.plot.area( + test_data, + 'x', + y_column='upper', + second_y_column='lower', + color_column='category') + assert (np.array_equal(chart_data(ch, 'a')['x'], [1, 2, 2, 1])) + assert (np.array_equal( + chart_data(ch, 'a')['upper'], [20., 30., 20., 10.])) + + assert (np.array_equal(chart_data(ch, 'b')['x'], [1, 2, 2, 1])) + assert (np.array_equal(chart_data(ch, 'b')['upper'], [2, 3, 2, 1])) + + def test_multi_series_zero_baseline_unstacked_missing(self): + """Area plot tests""" + test_data = self.data_missing + ch = chartify.Chart() + ch.plot.area(test_data, 'x', 'upper', color_column='category') + assert (np.array_equal(chart_data(ch, 'a')['x'], [1, 2, 3, 3, 2, 1])) + assert (np.array_equal( + chart_data(ch, 'a')['upper'], [20., 30., 40., 0., 0., 0.])) + + assert (np.array_equal(chart_data(ch, 'c')['x'], [1, 2, 3, 3, 2, 1])) + assert (np.array_equal( + chart_data(ch, 'c')['upper'], [0., 0., 4., 0., 0., 0.])) + + def test_multi_series_zero_baseline_stacked_missing(self): + """Area plot tests""" + test_data = self.data_missing + ch = chartify.Chart() + ch.plot.area( + test_data, 'x', 'upper', color_column='category', stacked=True) + assert (np.array_equal(chart_data(ch, 'a')['x'], [1, 2, 3, 3, 2, 1])) + assert (np.array_equal( + chart_data(ch, 'a')['upper'], [20., 30., 40., 0., 0., 0.])) + + assert (np.array_equal(chart_data(ch, 'c')['x'], [1, 2, 3, 3, 2, 1])) + assert (np.array_equal( + chart_data(ch, 'c')['upper'], [22., 33., 44., 40., 33., 22.])) + + +class TestBarLollipopParallel: + """Tests for bar, lollipop, and parallel plots""" + + def setup(self): + self.data = pd.DataFrame({ + 'category1': ['a', 'b', 'a', 'b', 'a'], + 'category2': [1, 1, 2, 2, 3], + 'number': [5, 4, 10, -3, 0], + }) + self.plot_methods = ['bar', 'lollipop', 'parallel'] + + def test_vertical(self): + """Vertical test""" + sliced_data = self.data[self.data['category1'] == 'a'] + for method_name in self.plot_methods: + ch = chartify.Chart(x_axis_type='categorical') + plot_method = getattr(ch.plot, method_name) + plot_method( + sliced_data, + categorical_columns='category2', + numeric_column='number') + assert (np.array_equal( + chart_data(ch, '')['factors'], ['2', '1', '3'])) + assert (np.array_equal(chart_data(ch, '')['number'], [10, 5, 0])) + + def test_horizontal(self): + """Horizontal test""" + sliced_data = self.data[self.data['category1'] == 'a'] + for method_name in self.plot_methods: + ch = chartify.Chart(y_axis_type='categorical') + plot_method = getattr(ch.plot, method_name) + plot_method( + sliced_data, + categorical_columns='category2', + numeric_column='number') + assert (np.array_equal( + chart_data(ch, '')['factors'], ['2', '1', '3'])) + assert (np.array_equal(chart_data(ch, '')['number'], [10, 5, 0])) + + def test_grouping_error(self): + for method_name in self.plot_methods: + ch = chartify.Chart(x_axis_type='categorical') + plot_method = getattr(ch.plot, method_name) + with pytest.raises(ValueError): + plot_method( + self.data, + categorical_columns='category2', + numeric_column='number') + + def test_grouped_categorical(self): + """Grouped test""" + for method_name in self.plot_methods: + ch = chartify.Chart(x_axis_type='categorical') + plot_method = getattr(ch.plot, method_name) + + plot_method( + self.data, + categorical_columns=['category1', 'category2'], + numeric_column='number') + assert (np.array_equal( + chart_data(ch, '')['number'], [10, 5, 0, 4, -3])) + multi_index = pd.MultiIndex( + levels=[['a', 'b'], ['1', '2', '3']], + labels=[[0, 0, 0, 1, 1], [1, 0, 2, 0, 1]], + names=['category1', 'category2']) + assert (np.array_equal(chart_data(ch, '')['factors'], multi_index)) + + ch = chartify.Chart(x_axis_type='categorical') + plot_method = getattr(ch.plot, method_name) + plot_method( + self.data, + categorical_columns=['category2', 'category1'], + numeric_column='number') + assert (np.array_equal( + chart_data(ch, '')['number'], [5, 4, 10, -3, 0])) + multi_index = pd.MultiIndex( + levels=[['1', '2', '3'], ['a', 'b']], + labels=[[0, 0, 1, 1, 2], [0, 1, 0, 1, 0]], + names=['category2', 'category1']) + assert (np.array_equal(chart_data(ch, '')['factors'], multi_index)) + + def test_bar_color_column(self): + sliced_data = self.data[self.data['category1'] == 'a'] + ch = chartify.Chart(x_axis_type='categorical') + ch.plot.bar( + sliced_data, + categorical_columns='category2', + numeric_column='number', + color_column='category2') + assert (np.array_equal( + chart_color_mapper(ch).factors, ['1', '2', '3'])) + assert (np.array_equal( + chart_color_mapper(ch).palette, ['#1f77b4', '#ff7f0e', '#2ca02c'])) + + def test_lollipop_color_column(self): + sliced_data = self.data[self.data['category1'] == 'a'] + ch = chartify.Chart(x_axis_type='categorical') + ch.plot.lollipop( + sliced_data, + categorical_columns='category2', + numeric_column='number', + color_column='category2') + assert (np.array_equal( + chart_color_mapper(ch).factors, ['1', '2', '3'])) + assert (np.array_equal( + chart_color_mapper(ch).palette, ['#1f77b4', '#ff7f0e', '#2ca02c'])) + + def test_bar_parallel_color_column(self): + ch = chartify.Chart(x_axis_type='categorical') + ch.plot.parallel( + self.data, + categorical_columns='category1', + numeric_column='number', + color_column='category2') + assert (np.array_equal(chart_data(ch, '')['factors'], ['a', 'b'])) + assert (np.array_equal(chart_data(ch, '')['1'], [5, 4])) + assert (np.array_equal(chart_data(ch, '')['2'], [10, -3])) + assert (np.array_equal(chart_data(ch, '')['3'], [0, 0])) + + +class TestBarNumericSort: + def setup(self): + self.data = pd.DataFrame({ + 'category': ['a', 'a', 'b', 'b', 'a', 'c'], + 'upper': [20, 30, 2, 3, 40, 4], + 'lower': [10, 20, 1, 2, 25, 6], + 'x': [1, 2, 1, 2, 11, 10] + }) + + def test_bar_sort(self): + ch = chartify.Chart(x_axis_type='categorical') + ch.plot.bar(self.data, + ['x', 'category'], + 'upper', + categorical_order_by='labels', + categorical_order_ascending=True) + assert (np.array_equal( + chart_data(ch, '')['upper'], [20, 2, 30, 3, 4, 40])) + assert (np.array_equal( + chart_data(ch, '')['index'], [0, 1, 2, 3, 4, 5])) + + +class TestBarStacked: + """Tests for stacked bar plots""" + + def setup(self): + self.data = pd.DataFrame({ + 'category1': ['a', 'b', 'a', 'b', 'a'], + 'category2': [1, 1, 2, 2, 3], + 'number': [5, 4, 10, -3, 0], + }) + + +class TestAxisFormatPrecision: + + def setup(self): + self.tests = { + (0, 0.004): "0,0.[0000]", + (0, 0.04): "0,0.[000]", + (0, 0.4): "0,0.[00]", + (0, 1.0): "0,0.[0]", + (0, 3.0): "0,0.[0]", + (0, 6.0): "0,0.[0]", + (0, 60): "0,0.[00]", + (0, 600): "0,0.[000]", + (-0.4, 0.4): "0,0.[00]", + (-4.0, 4.0): "0,0.[0]", + (-0.2, 0): "0,0.[00]", + (-3.2, 0): "0,0.[0]", + (-100, 0): "0,0.[000]", + (0, 0.32): "0,0.[00]", + (0, 10000): "0,0.[00000]", + (0, 0.0032): "0,0.[0000]", + } + + def test_axis_format_precision(self): + ch = chartify.Chart() + for parameters, value in self.tests.items(): + assert (ch.plot._axis_format_precision(parameters[0], + parameters[1]) == value) + + +class TestHistogram: + def setup(self): + self.data = pd.DataFrame({ + 'values': [0, 4, 8, 22, 2, 2, 10], + 'dimension': ['a', 'a', 'a', 'a', 'b', 'b', 'b'] + }) + + def test_histogram(self): + """No groupings.""" + ch = chartify.Chart(y_axis_type='density') + ch.plot.histogram(self.data, 'values', bins=2, method='count') + assert (np.array_equal(chart_data(ch, '')['values'], [6, 1])) + assert (np.array_equal(chart_data(ch, '')['max_edge'], [11., 22.])) + assert (np.array_equal(chart_data(ch, '')['min_edge'], [0., 11.])) + + def test_grouped_histogram(self): + """Grouped histogram.""" + ch = chartify.Chart(y_axis_type='density') + ch.plot.histogram( + self.data, + values_column='values', + color_column='dimension', + bins=2, + method='count') + assert (np.array_equal(chart_data(ch, 'a')['values'], [3, 1])) + assert (np.array_equal(chart_data(ch, 'a')['max_edge'], [11., 22.])) + assert (np.array_equal(chart_data(ch, 'a')['min_edge'], [0., 11.])) + + assert (np.array_equal(chart_data(ch, 'b')['values'], [2, 1])) + assert (np.array_equal(chart_data(ch, 'b')['max_edge'], [6., 10.])) + assert (np.array_equal(chart_data(ch, 'b')['min_edge'], [2., 6.])) + + +def test_categorical_axis_type_casting(): + """Categorical axis plotting breaks for non-str types. + Test that type casting is performed correctly""" + + test_df = pd.DataFrame({ + 'categorical_strings': ['a', 'a', 'c', 'd'], + 'categorical_integers': [1, 2, 3, 3], + 'categorical_floats': [1.1, 2.1, 3.3, 4.4], + 'numeric': [1, 2, 3, 4] + }) + + # Multi factor test + ch = chartify.Chart(blank_labels=True, x_axis_type='categorical') + ch.plot.bar( + test_df, + categorical_columns=['categorical_strings', 'categorical_integers'], + numeric_column='numeric') + + # Single factor test + ch = chartify.Chart(blank_labels=True, y_axis_type='categorical') + ch.plot.bar(test_df, 'categorical_floats', 'numeric') + + # Stacked bar test + ch = chartify.Chart(blank_labels=True, x_axis_type='categorical') + ch.plot.bar_stacked(test_df, 'categorical_strings', 'numeric', + 'categorical_floats') + + # Color test + ch = chartify.Chart(blank_labels=True, x_axis_type='categorical') + ch.plot.bar( + test_df, + categorical_columns=['categorical_strings', 'categorical_integers'], + numeric_column='numeric', + color_column='categorical_integers') + + # Test that original data frame dtypes are not overwritten. + assert (test_df.dtypes['categorical_integers'] == 'int64') + assert (test_df.dtypes['categorical_floats'] == 'float64') diff --git a/tox.ini b/tox.ini new file mode 100644 index 0000000..ae29156 --- /dev/null +++ b/tox.ini @@ -0,0 +1,37 @@ +[tox] +envlist = py36, py35 +skipsdist = True +usedevelop = True + +[travis] +python = + 3.6: py36 + 3.5: py35 + +[testenv] +setenv = + PYTHONPATH = {toxinidir} +deps = + -r{toxinidir}/requirements_dev.txt +commands = + flake8 {posargs} + coverage erase + py.test {posargs} + coverage-badge -f -o docs/_static/coverage.svg + +; If you want to make tox run the tests with the same versions, create a +; requirements.txt with the pinned versions and uncomment the following lines: +; deps = +; -r{toxinidir}/requirements.txt + + + +[flake8] +show-source = true +max-line-length = 80 +exclude = .venv,.tox,.git,dist,docs,*.egg,build,scratch.py,examples.py,chartify/__init__.py + +[pytest] +addopts = -v --cov=chartify --cov-report=html --cov-report=xml --cov-report=term-missing +testpaths = tests +