From 5b81ad4a287e1e7448c89a3bd36563e87160b2c7 Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sun, 17 May 2020 12:33:15 -0700 Subject: [PATCH 01/21] DOC: Updating tutorial --- README.md | 9 + docsrc/Makefile | 4 + docsrc/conf.py | 6 +- docsrc/index.rst | 1 + docsrc/notebooks/01_maximum_breaks.ipynb | 580 ++++++++ docsrc/notebooks/02_legends.ipynb | 241 ++++ .../notebooks/03_pooled.ipynb | 365 +++-- .../notebooks/04_Greedy_coloring.ipynb | 140 +- .../notebooks/05_plot.ipynb | 0 docsrc/tutorial.rst | 12 + notebooks/01_maximum_breaks.ipynb | 580 ++++++++ notebooks/02_legends.ipynb | 241 ++++ notebooks/03_pooled.ipynb | 1212 +++++++++++++++++ notebooks/04_Greedy_coloring.ipynb | 959 +++++++++++++ notebooks/05_plot.ipynb | 404 ++++++ notebooks/maximum_breaks.ipynb | 196 --- 16 files changed, 4561 insertions(+), 389 deletions(-) create mode 100644 docsrc/notebooks/01_maximum_breaks.ipynb create mode 100644 docsrc/notebooks/02_legends.ipynb rename notebooks/pooled.ipynb => docsrc/notebooks/03_pooled.ipynb (74%) rename notebooks/Greedy_coloring.ipynb => docsrc/notebooks/04_Greedy_coloring.ipynb (98%) rename notebooks/plot.ipynb => docsrc/notebooks/05_plot.ipynb (100%) create mode 100644 docsrc/tutorial.rst create mode 100644 notebooks/01_maximum_breaks.ipynb create mode 100644 notebooks/02_legends.ipynb create mode 100644 notebooks/03_pooled.ipynb create mode 100644 notebooks/04_Greedy_coloring.ipynb create mode 100644 notebooks/05_plot.ipynb delete mode 100644 notebooks/maximum_breaks.ipynb diff --git a/README.md b/README.md index 229292aa..36687646 100644 --- a/README.md +++ b/README.md @@ -5,6 +5,15 @@ mapclassify: Classification Schemes for Choropleth Maps [![PyPI version](https://badge.fury.io/py/mapclassify.svg)](https://badge.fury.io/py/mapclassify) [![DOI](https://zenodo.org/badge/88918063.svg)](https://zenodo.org/badge/latestdoi/88918063) +`mapclassify` implements a family of classification schemes for choropleth maps. +Its focus is on the determination of the number of classes, and the assignment +of observations to those classes. It is intended for use with upstream mapping +and geovisualization packages (see +[geopandas](https://geopandas.org/mapping.html) and +[geoplot](https://residentmario.github.io/geoplot/user_guide/Customizing_Plots.html)) +that handle the rendering of the maps. + +For further theoretical background see [Rey, S.J., D. Arribas-Bel, and L.J. Wolf (2020) "Geographic Data Science with PySAL and the PyData Stack”](https://geographicdata.science/book/notebooks/05_choropleth.html). ```python diff --git a/docsrc/Makefile b/docsrc/Makefile index 4acd5129..a157f6bc 100644 --- a/docsrc/Makefile +++ b/docsrc/Makefile @@ -19,6 +19,10 @@ help: %: Makefile @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) +notebooks: + rm notebooks/* + cp ../notebooks/??_*.ipynb notebooks/. + clean: rm -rf $(BUILDDIR)/* rm -rf auto_examples/ diff --git a/docsrc/conf.py b/docsrc/conf.py index 1683b7b8..dc521ffb 100644 --- a/docsrc/conf.py +++ b/docsrc/conf.py @@ -43,7 +43,8 @@ 'sphinx.ext.doctest', 'sphinx.ext.intersphinx', 'numpydoc', - 'matplotlib.sphinxext.plot_directive'] + 'matplotlib.sphinxext.plot_directive', + 'nbsphinx'] # Add any paths that contain templates here, relative to this directory. @@ -60,7 +61,7 @@ # General information about the project. project = "mapclassify" # string of your project name, for example, 'giddy' -copyright = '2018, pysal developers' +copyright = '2018-, pysal developers' author = 'pysal developers' # The version info for the project you're documenting, acts as replacement for @@ -168,6 +169,7 @@ # Navigation bar menu 'navbar_links': [ ("Installation", "installation"), + ("Tutorial", "tutorial"), ("API", "api"), ("References", "references"), ], diff --git a/docsrc/index.rst b/docsrc/index.rst index a3149288..8f332dba 100644 --- a/docsrc/index.rst +++ b/docsrc/index.rst @@ -49,6 +49,7 @@ mapclassify is an open-source python library for Choropleth map classification. :caption: Contents: Installation + Tutorial API References diff --git a/docsrc/notebooks/01_maximum_breaks.ipynb b/docsrc/notebooks/01_maximum_breaks.ipynb new file mode 100644 index 00000000..7703ae86 --- /dev/null +++ b/docsrc/notebooks/01_maximum_breaks.ipynb @@ -0,0 +1,580 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Introduction to mapclassify\n", + "\n", + "`mapclassify` implements a family of classification schemes for choropleth maps. \n", + "Its focus is on the determination of the number of classes, and the assignment of observations to those classes.\n", + "It is intended for use with upstream mapping and geovisualization packages (see [geopandas](https://geopandas.org/mapping.html) and [geoplot](https://residentmario.github.io/geoplot/user_guide/Customizing_Plots.html) for examples) that handle the rendering of the maps.\n", + "\n", + "In this notebook, the basic functionality of mapclassify is presented." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.3.0'" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mapclassify as mc\n", + "mc.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example data\n", + "mapclassify contains a built-in dataset for employment density for the 58 California counties." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "y = mc.load_example()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Basic Functionality\n", + "All classifiers in `mapclassify` have a common interface and afford similar functionality. We illustrate these using the `MaximumBreaks` classifier.\n", + "`MaximumBreaks` requires that the user specify the number of classes `k`. Given this, the logic of the classifier is to sort the observations in ascending order and find the difference between rank adjacent values. The class boundaries are defined as the $k-1$ largest rank-adjacent breaks in the sorted values." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MaximumBreaks \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 228.49] | 52\n", + "( 228.49, 546.67] | 4\n", + "( 546.67, 2417.15] | 1\n", + "(2417.15, 4111.45] | 1" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.MaximumBreaks(y, k=4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The classifier returns an instance of `MaximumBreaks` that reports the resulting intervals and counts. The first class has closed lower and upper bounds: \n", + "`[ 0.13, 228.49]`, with `0.13` being the minimum value in the dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.13" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y.min()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Subsequent intervals are open on the lower bound and closed on the upper bound. The fourth class has the maximum value as its closed upper bound:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4111.45" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y.max()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Assigning the classifier to an object let's us inspect other aspects of the classifier:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "mb4 = mc.MaximumBreaks(y, k=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MaximumBreaks \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 228.49] | 52\n", + "( 228.49, 546.67] | 4\n", + "( 546.67, 2417.15] | 1\n", + "(2417.15, 4111.45] | 1" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `bins` attribute has the upper bounds of the intervals:" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 228.49 , 546.675, 2417.15 , 4111.45 ])" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.bins" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and `counts` reports the number of values falling in each bin:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([52, 4, 1, 1])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.counts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The specific bin (i.e. label) for each observation can be found in the `yb` attribute:" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 1, 0, 1, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.yb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Changing the number of classes\n", + "Staying the the same classifier, the user can apply the same classification rule, but for a different number of classes:" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MaximumBreaks \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 146.00] | 50\n", + "( 146.00, 228.49] | 2\n", + "( 228.49, 291.02] | 1\n", + "( 291.02, 350.21] | 2\n", + "( 350.21, 546.67] | 1\n", + "( 546.67, 2417.15] | 1\n", + "(2417.15, 4111.45] | 1" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.MaximumBreaks(y, k=7)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "mb7 = mc.MaximumBreaks(y, k=7)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 146.005, 228.49 , 291.02 , 350.21 , 546.675, 2417.15 ,\n", + " 4111.45 ])" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.bins" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([50, 2, 1, 2, 1, 1, 1])" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.counts" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([3, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 5, 0, 0, 0, 1, 0, 0, 0, 6, 0, 0, 3, 0, 2, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.yb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One additional attribute to mention here is the `adcm` attribute:" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "727.3200000000002" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.adcm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`adcm` is a measure of fit, defined as the mean absolute deviation around the class median. " + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1181.4900000000002" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.adcm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `adcm` can be expected to decrease as $k$ increases for a given classifier. Thus, if using as a measure of fit, the `adcm` should only be used to compare classifiers defined on the same number of classes." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Next Steps\n", + "`MaximumBreaks` is but one of many classifiers in `mapclassify`:" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('BoxPlot',\n", + " 'EqualInterval',\n", + " 'FisherJenks',\n", + " 'FisherJenksSampled',\n", + " 'HeadTailBreaks',\n", + " 'JenksCaspall',\n", + " 'JenksCaspallForced',\n", + " 'JenksCaspallSampled',\n", + " 'MaxP',\n", + " 'MaximumBreaks',\n", + " 'NaturalBreaks',\n", + " 'Quantiles',\n", + " 'Percentiles',\n", + " 'StdMean',\n", + " 'UserDefined')" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.classifiers.CLASSIFIERS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To learn more about an individual classifier, introspection is available:" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mInit signature:\u001b[0m \u001b[0mmc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mMaximumBreaks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmindiff\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDocstring:\u001b[0m \n", + "Maximum Breaks Map Classification\n", + "\n", + "Parameters\n", + "----------\n", + "y : array\n", + " (n, 1), values to classify\n", + "\n", + "k : int\n", + " number of classes required\n", + "\n", + "mindiff : float\n", + " The minimum difference between class breaks\n", + "\n", + "Attributes\n", + "----------\n", + "yb : array\n", + " (n, 1), bin ids for observations\n", + "bins : array\n", + " (k, 1), the upper bounds of each class\n", + "k : int\n", + " the number of classes\n", + "counts : array\n", + " (k, 1), the number of observations falling in each class (numpy\n", + " array k x 1)\n", + "\n", + "Examples\n", + "--------\n", + ">>> import mapclassify as mc\n", + ">>> cal = mc.load_example()\n", + ">>> mb = mc.MaximumBreaks(cal, k = 5)\n", + ">>> mb.k\n", + "5\n", + ">>> mb.bins\n", + "array([ 146.005, 228.49 , 546.675, 2417.15 , 4111.45 ])\n", + ">>> mb.counts\n", + "array([50, 2, 4, 1, 1])\n", + "\u001b[0;31mFile:\u001b[0m ~/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py\n", + "\u001b[0;31mType:\u001b[0m type\n", + "\u001b[0;31mSubclasses:\u001b[0m \n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mc.MaximumBreaks?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more comprehensive appliciations of `mapclassify` the interested reader is directed to the chapter on [choropleth mapping](https://geographicdata.science/book/notebooks/05_choropleth.html) in [Rey, Arribas-Bel, and Wolf (2020) \"Geographic Data Science with PySAL and the PyData Stack”](https://geographicdata.science/book)." + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docsrc/notebooks/02_legends.ipynb b/docsrc/notebooks/02_legends.ipynb new file mode 100644 index 00000000..ac30901d --- /dev/null +++ b/docsrc/notebooks/02_legends.ipynb @@ -0,0 +1,241 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Legends in mapclassify\n", + "\n", + "mapclassify allows for user defined formatting of legends" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.3.0'" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mapclassify\n", + "mapclassify.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "cal = mapclassify.load_example()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "q6 = mapclassify.Quantiles(cal, k=6)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 1.16] | 10\n", + "( 1.16, 3.38] | 10\n", + "( 3.38, 9.36] | 9\n", + "( 9.36, 24.32] | 10\n", + "( 24.32, 70.78] | 9\n", + "( 70.78, 4111.45] | 10" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The default is to use two decimal places for this dataset.\n", + "If the user desires a list of strings with these values, the `get_legend_classes` method can be called\n", + "which will return the strings with the default format:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['[ 0.13, 1.16]',\n", + " '( 1.16, 3.38]',\n", + " '( 3.38, 9.36]',\n", + " '( 9.36, 24.32]',\n", + " '( 24.32, 70.78]',\n", + " '( 70.78, 4111.45]']" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6.get_legend_classes()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To set the legends to integers, an option can be passed into the method:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['[ 0, 1]',\n", + " '( 1, 3]',\n", + " '( 3, 9]',\n", + " '( 9, 24]',\n", + " '( 24, 71]',\n", + " '( 71, 4111]']" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6.get_legend_classes(fmt=\"{:.0f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that this does not change the original object:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 1.16] | 10\n", + "( 1.16, 3.38] | 10\n", + "( 3.38, 9.36] | 9\n", + "( 9.36, 24.32] | 10\n", + "( 24.32, 70.78] | 9\n", + "( 70.78, 4111.45] | 10" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The format can be changed on the object by calling the `set_fmt` method:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "--------------------\n", + "[ 0, 1] | 10\n", + "( 1, 3] | 10\n", + "( 3, 9] | 9\n", + "( 9, 24] | 10\n", + "( 24, 71] | 9\n", + "( 71, 4111] | 10" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6.set_fmt(fmt=\"{:.0f}\")\n", + "q6" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/pooled.ipynb b/docsrc/notebooks/03_pooled.ipynb similarity index 74% rename from notebooks/pooled.ipynb rename to docsrc/notebooks/03_pooled.ipynb index 3494f2e0..2adca6a1 100644 --- a/notebooks/pooled.ipynb +++ b/docsrc/notebooks/03_pooled.ipynb @@ -4,16 +4,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Pooled Classification\n", + "# Pooled Classification\n", "\n", "A common workflow with longitudinal spatial data is to apply the same classification scheme to an attribute over different time periods. More specifically, one would like to keep the class breaks the same over each period and examine how the mass of the distribution changes over these classes in the different periods.\n", "\n", - "The `Pooled` classifier supports this workflow.\n" + "The `Pooled` classifier supports this workflow." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -26,12 +26,12 @@ "metadata": {}, "source": [ "## Sample Data\n", - "20 crosssectional units at three time points" + "We construct a synthetic dataset composed of 20 cross-sectional units at three time points. Here the mean of the series is increasing over time." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -50,7 +50,7 @@ "(20, 3)" ] }, - "execution_count": 3, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -89,7 +89,7 @@ " [39, 59, 79]])" ] }, - "execution_count": 4, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -156,7 +156,7 @@ "(67.20, 79.00] | 12" ] }, - "execution_count": 6, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -166,70 +166,24 @@ ] }, { - "cell_type": "code", - "execution_count": 7, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "res = mc.Pooled(data, k=4)" + "Note that the class definitions are identical with the exception of the lower bound in the first period. Since the first period contains the minimum value in the pooled series, that value defines the closed lower bound in the first period. In subsequent periods, the local minimums are all greater than the closed upper bound on the first interval - in other words the local minimums are not contained in the first class for the second and third periods. Following the [policy in mapclassify](https://github.com/pysal/mapclassify/blob/master/mapclassify/classifiers.py#L94), the lower bounds for the second and third periods are both set to `-inf` to indicate that their minimum values are not contained in the first class." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 50, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['__class__',\n", - " '__delattr__',\n", - " '__dict__',\n", - " '__dir__',\n", - " '__doc__',\n", - " '__eq__',\n", - " '__format__',\n", - " '__ge__',\n", - " '__getattribute__',\n", - " '__gt__',\n", - " '__hash__',\n", - " '__init__',\n", - " '__init_subclass__',\n", - " '__le__',\n", - " '__lt__',\n", - " '__module__',\n", - " '__ne__',\n", - " '__new__',\n", - " '__reduce__',\n", - " '__reduce_ex__',\n", - " '__repr__',\n", - " '__setattr__',\n", - " '__sizeof__',\n", - " '__str__',\n", - " '__subclasshook__',\n", - " '__weakref__',\n", - " '_summary',\n", - " 'adcm',\n", - " 'classes',\n", - " 'col_classifiers',\n", - " 'gadf',\n", - " 'global_classifier',\n", - " 'k',\n", - " 'tss']" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "dir(res)" + "res = mc.Pooled(data, k=4)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -238,7 +192,7 @@ "array([15, 5, 0, 0])" ] }, - "execution_count": 9, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -249,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -258,7 +212,7 @@ "array([ 0, 0, 5, 15])" ] }, - "execution_count": 10, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -269,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 53, "metadata": {}, "outputs": [ { @@ -278,7 +232,7 @@ "array([15, 15, 15, 15])" ] }, - "execution_count": 11, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -289,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -325,7 +279,7 @@ "(64.25, 79.00] | 15" ] }, - "execution_count": 12, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -343,7 +297,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -352,7 +306,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -368,7 +322,7 @@ "(64.25, 79.00] | 0" ] }, - "execution_count": 14, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -386,7 +340,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -402,7 +356,7 @@ "(34.25, 39.00] | 5" ] }, - "execution_count": 15, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -420,7 +374,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -436,7 +390,7 @@ "(64.25, 79.00] | 15" ] }, - "execution_count": 16, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -447,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -463,7 +417,7 @@ "(74.25, 79.00] | 5" ] }, - "execution_count": 17, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -481,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -490,7 +444,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -529,7 +483,7 @@ "( 64.25, 108.50] | 15" ] }, - "execution_count": 19, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -540,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 62, "metadata": {}, "outputs": [ { @@ -549,7 +503,7 @@ "array([ -9.5 , 34.75, 49.5 , 64.25, 108.5 ])" ] }, - "execution_count": 20, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } @@ -560,7 +514,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -569,7 +523,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -578,7 +532,7 @@ "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2])" ] }, - "execution_count": 22, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -589,7 +543,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ @@ -598,7 +552,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -607,7 +561,7 @@ "array([1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4])" ] }, - "execution_count": 24, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -618,7 +572,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -635,7 +589,7 @@ "(34.25, 62.75] | 5" ] }, - "execution_count": 25, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -646,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -663,7 +617,7 @@ "( 64.25, 108.50] | 0" ] }, - "execution_count": 26, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -681,7 +635,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ @@ -690,7 +644,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -729,7 +683,7 @@ "(67.00, 79.00] | 12" ] }, - "execution_count": 28, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -740,7 +694,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 71, "metadata": {}, "outputs": [ { @@ -757,7 +711,7 @@ "(35.00, 39.00] | 4" ] }, - "execution_count": 29, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -777,7 +731,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -805,7 +759,7 @@ " [39, 59, 79]])" ] }, - "execution_count": 30, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -820,7 +774,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -829,7 +783,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -868,7 +822,7 @@ "(61.00, 79.00] | 17" ] }, - "execution_count": 32, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -879,7 +833,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -888,7 +842,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -905,7 +859,7 @@ "(61.00, 79.00] | 0" ] }, - "execution_count": 34, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -916,7 +870,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 77, "metadata": {}, "outputs": [ { @@ -940,7 +894,7 @@ "(28.50, 39.00] | 11" ] }, - "execution_count": 35, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" } @@ -951,7 +905,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 78, "metadata": {}, "outputs": [], "source": [ @@ -960,7 +914,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 79, "metadata": {}, "outputs": [ { @@ -999,7 +953,7 @@ "(75.20, 79.00] | 4" ] }, - "execution_count": 37, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" } @@ -1010,7 +964,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 80, "metadata": {}, "outputs": [ { @@ -1027,7 +981,7 @@ "(75.20, 79.00] | 4" ] }, - "execution_count": 38, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" } @@ -1038,7 +992,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 81, "metadata": {}, "outputs": [ { @@ -1048,7 +1002,7 @@ " 77, 78, 79])" ] }, - "execution_count": 40, + "execution_count": 81, "metadata": {}, "output_type": "execute_result" } @@ -1057,12 +1011,181 @@ "data[:,-1]" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pinning the pooling\n", + "\n", + "Another option is to specify a specific subperiod as the definition for the classes in the pooling.\n", + "\n", + "### Pinning to the last period\n", + "\n", + "As an example, we can use the quintles from the third period to defined the pooled classifier:" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [], + "source": [ + "pinned = mc.Pooled(data, classifier='UserDefined', bins=mc.Quantiles(data[:,-1]).bins)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 20\n", + "(62.80, 66.60] | 0\n", + "(66.60, 71.40] | 0\n", + "(71.40, 75.20] | 0\n", + "(75.20, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 20\n", + "(62.80, 66.60] | 0\n", + "(66.60, 71.40] | 0\n", + "(71.40, 75.20] | 0\n", + "(75.20, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 4\n", + "(62.80, 66.60] | 4\n", + "(66.60, 71.40] | 4\n", + "(71.40, 75.20] | 4\n", + "(75.20, 79.00] | 4" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pinned" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 44\n", + "(62.80, 66.60] | 4\n", + "(66.60, 71.40] | 4\n", + "(71.40, 75.20] | 4\n", + "(75.20, 79.00] | 4" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pinned.global_classifier" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Pinning to the first period" + ] + }, + { + "cell_type": "code", + "execution_count": 85, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "pinned = mc.Pooled(data, classifier='UserDefined', bins=mc.Quantiles(data[:,0]).bins)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 23.80] | 4\n", + "(23.80, 27.60] | 4\n", + "(27.60, 31.40] | 4\n", + "(31.40, 35.20] | 4\n", + "(35.20, 39.00] | 4\n", + "(39.00, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 23.80] | 1\n", + "(23.80, 27.60] | 0\n", + "(27.60, 31.40] | 0\n", + "(31.40, 35.20] | 0\n", + "(35.20, 39.00] | 0\n", + "(39.00, 79.00] | 19\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 23.80] | 2\n", + "(23.80, 27.60] | 0\n", + "(27.60, 31.40] | 0\n", + "(31.40, 35.20] | 0\n", + "(35.20, 39.00] | 0\n", + "(39.00, 79.00] | 18" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pinned" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the quintiles for the first period, by definition, contain all the values from that period, they do not bound the larger values in subsequent period. Following the [mapclassify policy](https://github.com/pysal/mapclassify/blob/master/mapclassify/classifiers.py#L569), an additional class is added to contain all values in the pooled series." + ] } ], "metadata": { @@ -1081,9 +1204,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.6" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/notebooks/Greedy_coloring.ipynb b/docsrc/notebooks/04_Greedy_coloring.ipynb similarity index 98% rename from notebooks/Greedy_coloring.ipynb rename to docsrc/notebooks/04_Greedy_coloring.ipynb index 6c2b888f..79ecdc70 100644 --- a/notebooks/Greedy_coloring.ipynb +++ b/docsrc/notebooks/04_Greedy_coloring.ipynb @@ -36,7 +36,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -138,7 +138,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -169,7 +169,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -202,7 +202,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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pkc1mceLyg2w2iw1LlmDn2Aji9rSPGSaTtDxYhfGcLV1V/CUAZzUGAYYCgGixxyaEEDIJKiNgvxCGSprgIQfWBXHwQNn1dKSwSk6mQin1s+HhYd+pNlWVSj6fx/j4uHxv+2p85+DOWbk0TV6zuqpWHhxOF/XnbAiG69Y2FdYtqUqagt9YzLEJIYRMUva+RuSfagKc1w6Iyj64FN7LhuB/57QvX2azWbZ58+bVtm0zKSW74YYb4t/4xjcGZ1IqnWBF3kAp9a10Oh2eyqX8uTQ6Oiq8TPBL65eWupQFbVNNk2rwBsQzh0eLNmZDyIvfv6Iju7al8iHL4KsAbC3a4IQQQiYne18j8o+1vC6oAgAcjvxjLcje1zjdob1er966deuBAwcO7Nu7d+++LVu2hLZs2TLpvS8nQ2GVvI7W+hql1C2RSMRb6lpORWuN4eFhdn5tEypNq9TlLDgcDNe0LJeb61rYD57pRjp/sg5kU3fxilr5kUuXZyq95se9pngPgBmfF00IIWSKVEZMzKieRv6pJqjstDIi5xyVlZUKAGzbZq7rsmN7T6aLwio5Xlhr/d/Dw8P+o7v2y1Yul0Mul5Pn153ytDgyDR4u8L5la1Srr4p9+9FONhCfbgvc17vtTe3Zy1bV7TYNvo5z9uOiDEoIIWTq7BfCb5xRPZHDYW8LT/cuXNfF6tWr1zQ0NGy4/PLLk1deeeWMLtVSWCWvklJ+J5lMBs7UU7VcFAoFTjOrxVNlefChleu1doT+5sMHedouzowqAPgtIb2m+CKArqINSgghZOpU0izq7U7CMAzs379/X29v78s7duwIvPDCCzO6WkthlQAAtNY3KqWuj0ajnlLXMlmO47CQ6SleolrEqj0+fHDFOvREcvjuk0eKftbetq5YMGfLTxR5WEIIIVPFQ05Rb3catbW18tJLL03df//9lTMZh8IqAYAlWuvvDQ0N+fU8arLvui58wij6EaCLUa3Hj7wj5T07+mfl57l3MAlDsIsBnH6dFCGEkNllXRAHzDPMSZgK1oXTOsN8cHDQGB0dFQCQTqfZ448/Hjr77LNn1GuSwuriFlJK/a1S6mAsFvPn8/Orb6njODC5oMdwEYw7eZiCz1rwd6TCvsFxLZX+IwDtAJoB1AIIztZ9EkIIOQkekPBeNnTa23gvGwL3T+siW19fn3nZZZedtWrVqjXnnnvumiuuuCL5/ve/f3xatR5FfVYXJ6/W+g+01n+VTqeN0dFRn+vOv6vpjuOAM8bClpcOCJihcTsPS8xu8H/m8Ki3tSbwR5bgn+CcMcEYF5yZSuvPm4L/7WzeNyGEkOMc66N6Yp9VmGqmfVY3b96ce+WVV4p6MiGF1cVFaK0/rLX+ai6X80Wj0cB0jlItF1prZDIZeXH9EvFgf2epy5nX8lJCQ6PKbyKRnfEypZOKJAv41qMHK47/XNhv4a4rVn4ewA8AzKhpNCGEkCnwv3MY3qsjsLcdd4LVhfHpzqjOJgqri4NXa/0BpdRfOY5THYlEKubbJf9TGR8fF8saGxVoScuMpR1HLQ37eSI7o6s1UxLP2tjWFTM2tVX/k9cU75uzOyaEEAJwv4L3LbFSl3Em9AK/sDUopb6slBrJ5XLfHBoaau3t7V0wQRUAstksBGO8LTCjjYYEQMLO65awf87v98kDUVNrvAPA5jm/c0IIIWWPwurCtEFK+b9Kqe5UKvXpnp6eUH9/f8V86Z86VclkUr2pvqXsLlvMN/sSUX5eexXevn5uN+zbUuHBlwd9jlSP5x15N4ArQM9NhBAyHUopVfZdco7WOOnXbVoGsHBwAG+XUn4ewNp4PO5JJBKi3E+iKoZkMsmXLFlS6jLmvQPjMTZWyOEdSzv0pxpXqZ882yNGUoU5ue+9g+PoGk171y2puvHCZdXXVPlgcKb/F8x7P4DHQEezEkLIZOyJRqNr6urqxjnnZdmLUinFotFoJYA9k/0eNp/6apJTalRKPeU4TsPY2FgwlUqVup45176sXW+NDrCdYyOlLmXe44zhorol6rzaRv5STxwP7Z72ptBpMTjw2bevAcvdB5jrkjBavdDOYTDzXjDz1wCeBTB/dwYSQsgs2b59e71hGN8FcA7K9wqVArDHdd2Pbtq0KTKZb6CwOv81KKWeHxsbaxkbG1u0M+XhcFgbwQr1n527RKlrWSjqvQG8o7VDM8nVfz3XLaKpucmHdUELd72lDSz+p0c/YwBGO2CudmGdkwWv9UAXXgDz/QKMPwwgDuA8aHkBdP5SgMXAfM+CsV0AdgEYnZPC5wcTwFkANkLbF0A7HWDWK2DmfgCdAA5hoivDwr8kQwiZNyiszm91Sqlt8Xh8SSwWW7RBFZg4h7i9vR0/ObIHkfzCXJtbCoIxXFS/RJ1b08ifPjSKJw5EZ/0+O+or8P4LqjQb/8LJ110xP2B0ANbZeZhrJJgl4A7YcLsCcPsEuA8QSwsw2vIQ9T5A56DdfWDWM2DmswAeBrCYLj9shsp9AtAXgnnaoFN5uP0MbncAKs7Aw4BozEA0uuDVJpjHhC4MA6oTzNoNZr2CiSDbCaAPgCztX4cQsthQWJ2/apVSz8Xj8dZYLGaWuphyEA6HVU1NDX8uMoDnRgdKXc6C0hGqxpVNy9Q/PnRg1i8rnd8extvWcMWSf1+c++JhQDQDokXDPCsFo9UDbW8D8/8IjN0PYG7XOcydMHT+G9Dqfcj9xgfZA7iDOPMKCgsQNQCvA0QtIBpzEA02eK0BZtlg5nkAume/fEIImbCoZ+PmsRql1LOJRIKC6nHi8TjP5/PY3NwMwTmejvSVuqQFI17IQTA2JztMgx4T0MnivYtW8YkPZy9D/uEQ4AGsNZfBOvc8mKv/GdrtBPP8GEzcA+Bg0e63dBi0+hDgfguFHV7k7vdA56bw7TYghyY+Js6H8B39ADyX++C//lEw7wYAmaJXTgghJ1Gui2/JqVUrpZ5JJBJto6OjFFRPUCgUAMbQm6HN48WUsAtIuzY+c91Z6qzG4KzeV1XABFRqFi/5FAD7JSD9vQDif+5B5odrUdj2V1DZnVC5XmjnqwAuxPx8flwNlXseKvKvSP5LJbI/nWJQPYPCExz23hbo/P8AKPv2OISQhYGWAcwzSql/SaVSHxsZGaGgehLV1dXKClbo7x7aSRutiowBWF/doC9raGWRZF799/O9PGsXb/li2G/h1gubZV3QFEj/SDFnzxyHRQaIVsBa78I6Lw/udwH9OTDvt+e2jmnS+c8C7HPIPuBBYSsHZuu53QBCn85C1P0rmPkLTKxhdQHsBnVpIITMAgqr84yUsmtgYKB9IZ1CNROMMRiGAdM0YZomamtrcV//IXSlaGZ1tviFiSua2uSyYFi80DWGR/fNrF2YwTneu6lZr2r0MxS2S5Z7QECXwRVm0QKEPpkDs87CxMaicnYFVOYBjH/VDz0Hx+WyEFBxexrML8EYAJODV+QB87Ng/Ac4toCAEEKKgMLq/FKrlBro7Oy0Sl3IXBJCvBpGTdOEZVnSsixmmCYXnEMppR0lVVa6ujc9bjw23FPqkheFJf4grl+6Uh8YSLMHXx6a1hg1AQt3vaVVc9WvWeZnHKrM+uT63u7Cc+m94L73lrqU0whBFzqR/n4dnFdKV4WxDPDdkIHRkoN2t4OZh8CsLkwE/T4A/QCGQN0ECCFTRBus5pfL8xNTqosirHo8HjS3tGjBOZNKqYKSKukURMQuiGg8jqFcGsPZFNTEFWq67D/H+rMpPDPSzy6sX+JiGs8lrwZV+ynNcg+W5/rQ3KMGPJe8DcAFAF4odTknpfP/AvvlYEmDKgC4XUDqWwGIlgBE/bXgVdeCV9vgtXmIsAYLmWBeD+AkoeUr4P53AoiVtmhCyHxAYXUeUUrdkMlkQqWuYy4Eg0Hd0NDAXooNsydGeoGJzS7lGWgWsb5MElc2G1N+HqkLWvj4m8s8qAIACkDuPi987/p3cN8mzN5C0OnR6mpo5yZkfu4tdSmvkgMTHxMsvO7NtQB4KAzvVRfA2nQPuO9K0EwrIeQMyvhFgpwgBODmxXCUan19vayvr8f9fYdwNKiSMpV0CrCV1KsaJtchwGtwfHDzUnXXW9rBC4+r8g6qRxWeZ9DpVdDqPaUu5Y3YCrhHABRKXcgkyYk2Ytl7TKjIJujCF4/7IsPEBIoHgB9AEEAVgBoA9QCajv5KXQgIWWRozeo8obX+TDqd/uLQ0JC/1LUU09E1qLAsCx6PR/p8Pu5A6/86vIenXNpYPB9cv2SFlBlT/Hx7/ylvwwG8Y0MzNi4NAO5hybK/FFCTOhK6PBirgOBHhsE8bSivHe9N0HYX4n/umXcTlKIROvSn0IBiAGOMMa211oDS0FpraAD62O81tOaMca2R1NCPeITxAIDHAMzlQucwgFZMhOYGAPWuUk2uVq1a6xYAlYyxgxYX2zhjuwHswcR6XXqhJWQGKKzOD4ZSaqivr6+2UJgvMyhntnz5cjDGtK2kSjk2Gy3k+HAujZ1jZbbJhpzW6soaXFzbKr/5yKGTrhu+fFUdLuuo1FyPapa9m8PtnuMKiyT4+xkYy78CZvwdAFXqcl6lsi8j86N1JV+zOiUcOviHKuJU47+PHOBqClmu2uNDayCE5cFwqiUQ9EithzhjD1pcPATgCczOUbrCVerTAL6YcW0n6zo67Tg87dqetGNbOekg6zqwpUSl5UWd1+80+iuy1R6faTDOXaUOew3jYwCemYXaCFnwKKzOA1rr9xUKhf+/t7e3otS1FFNHRwe+sff5UpdBZihgmPjIqnPx5Qf2veFrt71pqV5eA7DsTxmcvSWoroh4PRD6gyyYn0Hb+8DMp8CsZwG8CKALpZo90/L/wt7+N8j8pHzWrZ6B9r1LOeZm/Ov+l/lMUj8D0OCrQGtFSK8IVqfqvX6fo9R+U/CfCcYfBLATM39jsbog3f8dK+RXPNR/KJCwpzZh4BUGOkLVuLyxrccSYiUmetIyAB0Ajhz9MyHkNMQXvvCFUtdATo8ppX4ajUZbHGfhtC5kjKG6uhrPRQfOfGNS1hylsD5cr8ezLoumXv9C3lpTwZoCw4rlHyr/talnojNA/nEThWdMyO5myNhmQF4L5vtDgH0WOv9ugK0AEzaAQczV7CvjwxA1f4D8Y8a8uNpsbgB8b2M/PHyA5eTMc1ratTGQTbE98Yhn++igGM5nGmylLqkwrQ9zhj9xlTrX4Jxj4t9kKg2qVzpKfk5p/Z2tI33Njw52efJy6kstXK0QyWewLBg2A6aZ4Ixtc5X6jNL650rrP7GVvMTg3AIwDCA9xeEvKUj5I4PzQQCHp1wcIfMEzayWv0tc1/3NkSNHAqUupJiEEFi2bBn+ad+2UpdCiuCa5uXSKHjE/77w+t75DUEPPv6WNrD4n6GcrpwXHQsCxlLAWCZhrc+AV1vQ9lYw/8/A2G8AzG7zX5U9hPT3VsLtnNW7mTkGHf4qHhnoxZ5EdNbvrdLyYFlFFTpC1akmf9DjKnXg6KzrvZg4cevEF0Cv1vrGgpKfYmDn7IlH+EuxYSvpzHz5Va3Hj/evWJsyubjZlvIXP+x82ae0QltFFVaGqtOtFSFTat1vMH63wflDmOhLGwOQxOv/8zAAV+Sl+/dSqbNjhVyg3hd4ziuMi2ZcJCFlilpXlTkp5edjsdiC2lQFAJzziW0TtLN3QehOJ8Rl9W0SJ/S7HUkVoJTUwmhl83at6mToFODsA5x9ArkHQ2AVgHnW1bDWXQRztYDWo2D8XjDPfQCexNRm+M7EADMGYbStgNtZ5v+fNCCjKmR55mSmfdwuYOfYCHaOjQQNxrAkEFq3PBg+a1VlzZ8JxpOc4ScmF/8DoGBL+fucsduGc2n1Umw4eDgVhyriZM5oIYv9iZh5TrjuoV/3d7JjAXhvIoq9iWgFB0OTv2LFsmDV/10WDP+e3zCFhwtLMGa4WmWV1imldZwz5rWVbNg60hc4kIiBMeCu1edvBNAOoLtoBRNSRiislr/1uVyuzF+Apo5zDkVhdcHoyyQRsEzBOaBOmEB1pVKCBRbXoQ06DdjbAXt7AGCAWLIE5tl3wVr/IYhGD3ThRTDfz8D4QwAOYfrX773Q+V/CHTgf+afmxf8lVniSbwi/Qz4T6Z/Txw4bQzIAACAASURBVISrNbrT4+hOj1uPDXVb9d6Af1Vl9SfOrqr9mME43zU2Yu2JR41izKKeylMjvd6+zDg6U/E3fE1BYyCbwkA2ZWwd6as89nkOBo8QFT7DqPAKo4kzjoFM8rUHjAb2JaJ8bbjuYyYXn5214gkpIQqr5e85r9f7Htsup245M2MYBkKhEKayA5iUt5x0kXFtva6liu3qS7zua5ZpCWRO3dZq4dOA7ANkH0f+4RCYDzBWXQJr7Xkw134F4ANg3r8GYz/F1NpiBaHzj8A5tB7p7/vmTeuqwkvw+m8SYcuLuF3MCeapieQziOQzxtaRvjnbuJqXLvaPT+3QLgWNnHRxuvW9L4+NWGvDdb8H4C9BG7bIAjT/Nz0scJzzR/1+f67UdcyUYRioqqrSbW1tqr29HfB55MODXfT4W0C6Ugm1tjn0uncgrdV+QDuAHi9VWeVH5wBnF5D5iQ+Jz/mR+VEH3O5/gy4MQ7t/gYlenmdSB51/HvbOjUh/b/4EVQBAAdBZ3eyf3EES5MxGCzmM2wUDwLWlroWQ2UAzq2WOMfasz+ebl++UhRAIBoMIhULKsiyetAvqxcSI2B4dhgu1uC4LLwI96XFxRWP1q+tWawIWbtjQqOH2KZywlpUco4+tda2AaAG8V/0FrHV/Acgfg3m/CuDEHVMWtLwTcL+C/NYK5B4wS1H1jBgd0LCwdw42WC0mO2JDwTc3tn3KK4wHS10LIcVGYbX87TYMw+KcQ524GLAMcc4nAmplpfRYlkg7tnxpPCq2jw7BVhRQF7L+TBJ+0xDLav24fl29rK3wCBR2KJZ9iP7dJ0MOAJkf+pCtBLyX/Q68l34IWj0J7v8SgGeh9W2A/VW4/QFk7w1Azs+jiLX3rXL/eIoeE0V2YDyGK5raL8XEsbRDpa6HkGKi1lXzgJRy+9DQ0HnZbLbUpZwW5xxtbW26oJXalxgV20YHYM+DgE2K566zNmifwZnOP61Y/nEOnSx1SfOYBXgu0PBdkwXzA3IYyP4iAPdIqQubPl4DXfmn+LdXXkZezcsLRmXt2pbl+dWVtV8WnP9NqWshpJhoZnUeYIw97PP5Nmaz2bJe49nY2KhS0tHf73yZZk0WqZF8Dm3WYcly99FjYMZsoPA0Q+GZAHgdoCKlLmjGtPctciSXZXnllvVz2Xy1a2zE2xGq+QMBfAULurExWWzoCWMe4Jxv9fv9Uz3ZZE5VVVVpj8/LfnJkD4WUReyp4T4Ga4MArFKXsoDoBRFUAQDW+eL56DC97syS4VwGWdcJAHhLqWshpJjoSWN+eM7j8ZTtud9erxe1tbXs5z0HGF32X9yihRwKri1hbSx1KaQcuV2yI1RT6irKisGK+zK8IzZUkZfuJ4s6KCElRmF1fohprUctq7xmqyzLQk1NjWppacFzkQEMZlOlLomUgV3xcaG9b6Z3LeQNWOEpsSoUoMfGUZc1tNp3nb3J9Yrirch7JTHKDMavBUDvCsiCQWF1/tjn9ZZ+cvVoQNXLli3TS1tbIX1e/ehQF54bHSh1aaRMPB8ZAEQ9B68rdSmk3Dj7IZjmK4KTaSW78J0TrnM5Y3svqG12ijVmQUkcScWl0vrDxRqTkFKjsDoPKKU+rbW+uBTdAAzDgN/vPzGgqsdHetk3923Dj4/sFnsTo3NeFylfLhQiuZzSnotoBo2cQAOFZ9XF9Y3z6RSDWbMnHjW1RtfGmgbpK+Ls6s6xEb+j5CdAx1mTBYK6AZQ5pdSnlVJf6u3t9bvu7LV6MU0TlmXBsix4PB7p8XiYaZocABwpZcIpsN+O9PI9E428aRMVOa1nIoP83a0XAbkHQJuSyfFY4TleW/lmGJzDXeRr3F+Oj5gbaxqv1ho/v6Cu+eYnh3uLstYrls/C5GIpgGoAUzvflZAyRGG1jCmlPjWbQdU0TVRXV8tgMCi01rCVlCnHZn2FrBgaHUVPOoFxxwYonJIp6kqPQ2mthNHG4XaVuhxSTtQoIEfUm2pb+NZIX6mrKalxu4BILoNmf8WuDdUNN70QHUROzvy5/volK7OuVt+xmKCgShYECqtl6mhQ/ZvZCKperxfV1dXS7/eLwWyK/aLzZYzZeYBCKSminHRVBa/lAIVV8nqs8DRfW/V2uTVCzzk7YkMVNd7lt3CwH11Y13L7E8M9M5pd3VjdoJr8FT0WF39SrBoJKTVas1qGlFL/ZzaCaiAQwNLWVtWypAWDboH/f/t34Kfdr/CjQZWQoko6WmheTUfkkTdSKQhaTQkAOJyKgwFrLCF+sr66XvkNc9pjVXu8uKyxNe8RxrsA2MWrkpDSorBaZpRSn1RKfbmYQTUYDKK9vV3XNzboA+k4//a+7Xig/xCj4w7JbIrbBQbRsLgXJRJyBkpr7I5HDFvJ92iNH2yuaylMd6xzwvUOA/sWgENFLJGQkqNlAOWDHd1M9dfFCKqMMVRWVurq6momodULsSH+fHSwSKUScmY51wV4sNRlEFL2Xh6LmBuqG+4whVh3Trju9m3RAWTcqXezWhWqyRuc/2IWSiSkpCislocrpJT/6rru0oGBgRkFVSEEqqqqVFU4zHOuo7YMd4u9iVGaQSdzrsnv13D30mOPkDNI2HlE81k0+4Nv0hrf21zX8pHHhro9UxkjZHrgMwwAeHF2qiSkdCisltYGKeU/a603RaNRfyo1/ROgOOeora2VoVBIJOy8/kXPfvRmkot+8wIpnTqPoViumx6DhEzCi9HB4LVLVn7ZI8Tla8N1d2yLDiA9hdnV5cEqSK1/bVKvOLIAUVgtDaaU+pLW+tOxWMybSCRmvNUgFArBWxHgPzq8G7FCjgICKTlTeATc3lKXQci80JmKY1M+29jgC7xfA9/ZXL/k41sGuyY9u7qqsiblFcZPZ7NGQkqFLtHNPVNK+V+O43yqu7vbV4ygekzasVWskCvWcIRMW2sgBOgCoKd/tYCQxebhgcMBDf1Fi4vvr62qU9WeyR2xbTCORl+FB8Ajs1shIaVBYXVuBaWUW/L5/Lt7e3v9UhbvxEGtNThj1CaIlIWOUDXg9lK7CUKmIG7nsWN02CpI928A3HXrsnNy1R7fGb9vZSgMV6udAMZnvUhCSoDC6txpUkptT6fTFw4MDPi0Lm6u1FrTPyYpGy1+v2TuIVpmRMgUPR/tNxyl3mJwHjEF/9ity9fmak8TWDkYLmtsy3iF8RdzWCYhc4ryzdxYo5TaNTY2tmxkZGRKOzwna2Jmlf45SXmoNDngUqs0QqbK1RoPDxz221J+TzD+c4uLO9+3fG2u1us/6e3PCddpi/PdAB6d20oJmTuUbmbf5Uqp50dGRmrHxsZmdaaJ04kwpEzYSmvwUKnLIGRe6k6Poy8zXuko+Vecsf+xuLj9lmVrcvXewOtuZzCOSydOrPqjEpVKyJygsFocDEAtgAsB3Kq1/pyU8r+llDuUUg8NDAxUpFKpWY2SWmswUFol5SFqu0KLJmqhQ8g0bRns8gH4BICzOGM/s7h4//uWrck2+Spevc35tU2SAY+BequSBY7WlE0fV0r9hdb6Ds55s9Yaruvmbdvmtm37HccRtm3Dtm0UcyPVqUysWWWUVklZGMlmWVu4lcIqIdOUdh08PdLnuah+yQ88wriIMXavwfl7b2o/++77eg/6V4bChbXhuqTJxSdKXSshs43C6vSEpZQ/dxznwkgkErBtG0opAJiV9aiTobUGTayScjGSywA19XTlhpAZeCk2zM+taTzHI4xrAPyGM/aQwfk739N+1q9cpX5rcvEBAPFS10nIbKMXk6nboJTal0qlLunt7Q3k8/ljQbWkjs6slroMQgAALYEKQI6U/j8GIfOYBvD0SF+gIN2/O/Y5ztgWwXiTRxhvAwVVskhQWJ0CrfWHlVLPjIyMNEYiEavU9RwTDodVS0sLwKgdACkPbYEKCfcAPR4JmaED4zE4SnUAePNxnx7DRJYlZFGgF5PJu1op9W+9vb3+VKq8TuURQiDnKIw7BXryImUhbBmMuV001U/IDGkAz0T6Annp/m2payGkVCisTo6llPrP4eFhv23bpa7lDZRS3OAMFabFaSkAKTUvN8C5xeH2l7oUQhaEfYlRaK03Arig1LUQUgoUVidBKfXHuVyuOpPJlLqUk1JKQfCJnnu3d6zXjce1NiFkri2tCAEqpQGn1KUQsiAorfFcdMCXl+6XS10LIaVAYfXMlgL4bCQSOfnxISXGjnarYgDsXM5FNs9uXnY2rm5epiwuSlscWZSi+SzAAzTFT0gR7R6LMAZcCmBdqWshZK5R66ozkFL+WyKRsByn9LNEhmGgoaFBWpbFOeeM84n3GkpruHJi43U0GkU8HsfKlmbdsWojHhk8gs4kbRglcydh5wEwgAUAXZ5XIwiZb1ytsC066LmwrvlLHmG8u9T1EDKXKKye3lu11lcU+5hUxhgsy4JpmjBNEx6PRxqmiWwmw1OpFDtZMK6oqEBDQwN6xrLs+T2DbDznYDxrI+9OhNSr1zRgY9PE5K/ruujv6RVVVVW4rmWFHgqn1W8Gj4i0U37rbcnCpJSthKjjcCmsElIsu8ZG+Oa6lmsBrATQWep6CJkrFFZPzVJKfW9kZMSv9cw32Xu9XtTX1yvTNDnnHK5UuuBKOZ51+GDCFsl8HqubgrKtulo4jqMcx9WMQTPGGOecmabJHtg9xHb2Jk66dEMpDZxwglUikUAymWSNTU3sjo4N2DrSp3fGhhm1DCCzLSeVquD1HOgudSmELBi2ktgRGzLOrWn8okcYHyx1PYTMFQqrp1DsTVV1dXWqJ1HgTxzox9B4HphYZvq6n/9j+yOCc2Dzshoe9JqQWkNJDak1dvTGkc67p65XnxhVX/17YHBggPv9flzU2KLXh+vxq/5OFs1ni/L3IuRk4o4yAqJOMzpXjZCi2hEbNjbVNt0IoBVAb6nrIWQuUFg9uaJuqjp6qZ/fs6MLtnv6Q32UAp49HJvyfagzzP5ms1n0HunidfX1+tbla7F7LKKejvRxpwxO3yILS7MviCU+L5DpK3UphCw4eeni5bGIWBeu/5wlxMdKXQ8hc4G6AbzR1Uqpp8bGxoq2qaqyslINj+fVmYLqTEilX+0McDrRSIT19/Ti7GC1/siqc7GsomrWaiKLT43Hh/ctW6mRe1Az52WaVSVkFrw4Omhyxj4EoKHUtRAyFyisvmaVlHKL67r3Dg8PtxVzU1VlZSXf8srIrP6szzSzejzHcdDX0yMy8QTevrRDv6t1lQwY5ixWRxaDkGHhthVnaZb/rWaFJymoEjJLMq6DfYkoc5T8s1LXQshcoLAKVCmlvq2U2jU2NnZ5V1eXP51OF23wiooKOFLJI6OzuytaKYBNZmr1OPF4HL1dXazR8LI7OjZifbie9l6RafvQytWS2zs0y/+anlcImWXPRQY8WuPjAM4pdS2EzLZF/aKitb5aKdWbSqXu7Orq8sbjcVGMnf/Hq6oKy13947PenX8qM6uv+z6lMNDfz6PDw7isYam+bcU6VePxFbk6shhECwXAWAqADqMgZLalXRtPDPd4C9L9KWj/CVngFnNY9Witfzw4OBgcGRnxSimLNjBjDD6fDzU1Ndrr9YjH9keKNvapSKUmtWb1VDKZDHqOdHGP7bIPrDgHlzYsVcYMxiOLz0+7Doi8rob231K8/0yEkFPaHY+waD7b5ij52VLXQshsWrTvxpRSn8zlchXZbHFbODHGsHz5cmit9XjexdZDUdQHPThx3lMft9dKv+GrJ9R6/JdPmEE9NkyFtzhrTkdGRpgVj2Ndc7NeU1Wnf93fyXozyaKMTRa+Hxx+hf/uqvWay17NClvp3Q4hs+yh/k7/7Ss3/BmAewDsKXU9hMwGVuzL3vNEjVKqp6enJ1DsY1SDwSDq6+vBGIM6vi3UcbOUs/UKns3m5NDQYNGuwVZXVyMUDqM7nZBbBrtETp66zyshxyzxB3Hzsg6w1H8ALh2yQ07CXIu891b5rwf20pqRIlgXrtdvbmw94BHGOgD0RE0WnEU5s6qU+nIymTSKHVQBoLKyUmZtKbSTl8PDw3P9RFzU+xsbG0MikUBLSwvuXLURjw/16L2JKM2WkdPqz6bw5PAg3tzwEbDkPwBqrNQlEbKg7Y5H2Lpw/dI6n/8Owfh3Sl0PIcW2GNesdgC4PRaLeYo9sBACXq9XdI1mZrR+tJwopTDQ1yfGIlG8pbFNv3/5WhW2vKUui5S57bFhdKYyWgfv0oBV6nIIWfC2DHUFlNZfBVBR6loIKbZFF1aVUp+Mx+NWMTdUHVNRUYF03pFZW4KxhfWjTaVS6DlyhPsl2G0r1+GiuhYlFkggJ7Pj/r5OVtB+Bc+mUpdCyII3ksugK5XwOEr+ealrIaTYFlaimgStda3jOLPy966srFQv9Y0LRypwvjCD3MjQEBvs68e51Q36jo6NusUfLHVJpIxFC67QvLLUZRCyKDwx3OMD8CkAzaWuhZBiWnRhFYB3NjaVGYYBy7L41kOjsOXkjj6drwqFAnq7uoWTSrMb21bjupYV0itonwR5o7TjACxMrawImQMpx8bO2IhRkO7XS10LIcW0GMOqbzbCajAY1PGMLV2l4Eo15dOk5qNYLIa+nh60+yrwkVXnYnVlTalLImUmZRcAEV6ULUcIKYXnowOmq9QNSutbSl0LIcWy6MKq1tozG2G1srISL3THBQDYrlwQM6uMMXDOIYSAYRgwTROWZcHj8cDr9cLn88GyLMRjYyKfzuDq5uV437I1OmQWfe8amae6MwnAaDPAQqUuhZBFwVYSv+jZ75dafQ/A2lLXQ0gxLLbWVZxzfpbrFrcNnWVZEMJgL3TFAADOAlgGYJom2tvbcSzYT/yitdaAPvbr0d8rPfGVgu0ibPj47R3r2dMjffql2DCjKbXFrT+TwnAuqxoD79Ms/V1aK0LIHIjks9gy2OW7smnZry0hzgEwXuqaCJmJxRZWr3Fdt6JQKBR10GAwqCPJvFZHZ6rtBbAMQCkFrTW+9MC+4z/NTvj1pJbVBnDT+Uv02qp6/av+QzxWyM1anaT83dN9iN+1eoNm5lrA2VvqcghZFPYlRlmzP1h3VmXNzzzCuA6vHXhIyLyzqJYBSCn/fGxsrKg96BhjqKysxLNHYq/+LG1XzfuZVSknljL4ralPhnWNZvCPvz7AB0cL7AMrzsHF9UuozdUiVlAKT44MMR14P4CjS0R4LbTvPUpX/bXWvusVUJzjggkhr3lsqNszbhcucZT8fKlrIWQmFlNYXckYuyCVShVtQMMw0NbWphM5V+0eeO0qS8GZ/zOrAOC6rl4S9k/7+3/50gD7z6e6sCZUr3+nY4Nu8lGv6sVqR2wYSUdLXfEhrYOfVLryTxDRG/DoYJRljUu0rvq8hnlOqcskZEFRWuOXPfv9Uus/VVpfU+p6CJmuRRNWlVKfTiQSRrE2V/l8PrS1taFzNItv/7bzddOPtpTA/M+qcF1XNVbO7LSqofE8vvHwQbGvL8Xe2342rmxqlyZfNA87cpy7ezpFBsv0rqSXf/uVnfivI/v57kQU/35gj3hqJM5U4Datg3+owOtKXSohC0badXBfzwGf1OpuAO2lroeQ6VgMqcGvtf5jAHckEomiXGusrKzULS0teGx/BD97sf8NqdR21ekXdc4Ttm2jtqI4O/sf3juCf/vtYSz1VuHOjo26NUCN4hebcbuA/zi4mz821ANbvX753IuxIfzL/pdZVy7MdOUfQ/veqeiYVkKKoz+bwtMjfQFbyt8A8JW6HkKmaiGHVaa1/n2l1EAmk/mr3t5ebzG6ANTX16ua2lr86LkePHM4dtLb5BfAmlUAcBxHhP1m0Tb0x7M2/mVLp3iuc4y9s3UVrl+ykg4TIK9ylcIvew+xH3e+grS4UOuqvwQ49e4lpBh2xIZ5TzqxtCDl93GGTbKElJsFG1aVUp9wXfcf+vr6qgYHBwO2bc9oPM45li5dqkxfAN/ccoh1j2ZOeduFsMEKABzHQchrFP30oa2HRvHPjxxCmAdw56pz0RGqLvZdkHksWsjhOwf3iCPpgtYVdyh6XSWkOB7qP+zLuc47XKXuKnUthEzFggyrWuurtNZ/29/f7y9GmyrLstDe3q7Hckp//TcHeDp/5hlared/r1XXdeExxaw8RtK2i39//LB4ZM8Irmlert/TdpYKGLQjnLzm3t5DzEE1tPcqarlDSBEIxpBXLqRW55W6FkKmYiGG1Q6t9S8GBwd9juPMeLBAIIDW1la81JfAd7d2icm+ai6EsOo4Dgwxu7uhdvTE8fWHDzJum7ijYyPOCdfROQLkVXf3HObwXcMhmktdCiHz3i3L12aqLd8PPcL4WKlrIWQqFlpYrVRKPRqNRgO53Mwb0VdXV6vGpibcu3MQv9o9POXkOd/Dquu64IzBMmb3YWK7Ct9/upvfu2MAl9W36VuXr1WVFh3ZSoDhXAa742NaV9ypAVrfTMhMVFle0xLiz0EHBJB5ZiGFVSGlvC+ZTDaMj4/P6O/FGENTU5MMVVax7zx5BC/3J6Y8htbzP6wCE4cDNFfNzebRfUNJ/ONv9vNUUuPDK9fj/JomPf9/gmSmHh3sZjnl09p3A73AEjIDrlYugECp6yBkqhZMWFVK/aNt2+dHIpEZTclxztHa2qolt/CNRw6ykWR+miNpvRDCquu6qmmGvVanQingf7b18p8814tNNc36QyvXq1oPdVpZzAzGcTiVBrwXc135l1r7b1QwV6M0p15Z0N63Ku25TNOpW2S+cZWSoLBK5iGj1AUUSQuA3xscHJxxqvL7/dCM629uOTCja44LZWbVcRxVV+GZ8zc13UePbH3XuS36/SvOwY7RYfVctJ/LIh3qQOaHsyprcGVTO6CU7u0dgmVZLBQ6Dz7/Jsm4R8Dtl3B2cebsZ5BDs1gJA6zzof3vRsbVWjCmvb7rBXIPa1Z4mgEzXx9PyGxzldKgsErmoQURVpVSn04mk0zKmXdZ8nq9amg8P+OUqSdmVud9WrVt2wgHSrd+9N6XBti2IzHcsnmpXl1Vo3/V18mGcumS1UPmRq3Xj2talquw5WWJ0RgbHx8XAFAoFJBKpRgAIYRAVVWVqKi4WlreazmgGJz9kjl7BJwDgD51e7kpMZZDB25REiE8NjjI9ySiAgBWhapxZdPVyue7ViD/sGb5pxkwsxZ5hMwmR0sKq2ReWghhNQjg4/F4vCiJyuf365e6JrfmtS5ooTHkQ33Ig5qAB5U+UwW9QnkMwQ0xOy2f5prjOKgMVrgo4WNlaDyPf3r4kHjrmga8d9nZ2JcYlU+O9AhH0RLGhcYrDFzW0CpXV9WIbCrNevqOnPINn5QSsVgMsdjEziufz4fKyhXC7z9LioBHQI0p2LvBnL0c7pGpF8NroP03SRgrxEtjY/zx4V2v+/LB5BgOJsfEymA1rmq+Svm91wjkH9Us/xSFVlKW8q7LldZv4oxtLXUthEzFvA+rWuuPZrNZVow2VQDgsSyxZ+D0G6paq/24/eJ2ABNrOh3H0Y7jwHEyIp1wedxx4LouinFiVqm5rosqk5fFDPEj+0bwYnccH7ioFR9ZdS4e6u9ET3q81GWRImAA1lc36MsaWpnjOOjr7oHrulN63OVyORztAiIAoLKykgeDm7Wv4hIN+3nNsr+Y3BtI5oP2XifhvUj0ptPsgc5dKJzmjVFnagydB8bEimAVrmq6QgWq3iqQ36JY/kkOzLzPMyHF8thQd/Cm9rO/aHHRbgnxfwDM/xcpsijM97BqaK3/bGxszF+MwSzLgtJaJ7LOaV8k37auUSYSCTY6OsqxgDapnYzjODBnudfqVMSzNr69pVNcurIWN5y1CkdScfnYULfIS3rOna+WBEK4pnm59gqho8PDLJPJFKVH1fj4OMbHx5lhGGhv3wwA6vSBlUN7LtbwvYONOw7u7XwFsUJu0o/9w6kEDqcSYllFJd7afLkOVF0F5B9TrPAkh57uRk1CiidWyOGHnbv872w96446r/88jzBuAHDyc8MJKSNlE0KmQ2v9Htu2ffl8cV4IvF4v0gX3tNeWQ14DdUGvSCQS8/pnN1mu64JzzsrtL7u1cxTffOQgKpkfd67aSEe2zkNB08K7WlfJd7eeBZnOsN4jXTyTKdI60+O4rovu7kGmrc1M+95z8oXt5nroyr/UzHcDSzpafe/QXhErTK9Xc1d6HP9xcI+4p6cLaXGZ1lVfhPZep8CoqwUpvbyU+FnXPv+eeHSTLeUeAOtKXRMhZ1JuGWRKlFK/m0gkgsUaz+fzycFE7rSzOteva9KZTEYuhEv8k6G1hlIKDXPYvmqysrbEfzxxRDyyexhvbV6ub2xbLenI1vJnMIY31bWo3+nYgAbhYb1dXYjFZndy59XA6tnMXxdYjXbo0GeUDnxAj445bGBoFBYXRWk50ZMZx3cO7RU/7z6MlLhE66ovQPveRqGVlJwG8MRwj/Xo4JFGR8nnlNY3l7omQk5nXi8DYIwdEEJcjYklbzPm8/n4wSORU36dc6CjPsgGBvoX1VE6ruuq5iofHxovz0uZO3oT2DOYZB/Y3Mru6NiILUNdeCUxWuqyyEmsDIZxVfMyzTX0UP8A8vn8nL1hPhZY29s3czBTgVdqmCtFMpnjIyO9AADTNGHx4m6O7M0k8d1De8WSQBDXNl+kQ1VvAfJPKpZ/jENni3lXhEzJ/vEYxgo5/43tZ3/f4PxCi4s/BZ1uRcrQvJ5Z5Zw/6/P5itLHiDEG0zTZK0PJU96mrToAQKNYyw7mC8dxVEOo/GZWj3fsyNb7dw7iisZ2/d72s1WFYZW6LHJUtceHW5atUdcuWaEz8QT7f+zdd5Qkx30n+G9EZGZ50967mekxGA9LOBIgQQMQIAhDLxGgWUqrNbo93Z327cqQkt691VE8SSdRlCjRQSAAUpRIiCRAkAQBkCD8wAzGdk97V23LmzQRcX90j8OYNlPdVVkVn/dmpqe6I20AhgAAIABJREFUuupX1VmZv/xlxC/GhodZKT5HJxNWoe1Hzu4kAwNjmJ4+fYJq2zYopcRLi38eP55N42v9h9l3hvqRJFcvVVo/IEBUJyGldGYKOXyr/w3/fCH/OyZ3fg4gUuqYFOWtXJ2sAhj1eIrTA9Tr9cJ2uLAuMmR1IpEHLZ+5RhvGsixaE3BH4ndoIokv/aSP8AKT9/fuxa6aBrWKQAl5KMPNLd38E5t3IcRBRgYGSSKx+uWLi8lxHAwMjtGJiSkqzjPL33Ec2RkMr9vzT+bS+PqJI+yRwT4kyJVSRv8Y0nenAAmu23MqysXkuYPvDB72H0vOX7c0jnV7qWNSlDO5OvPinP9ZIpEoSlnC6/UinrMvmthYjoAQArpeXeMibdumNT7dNYN0HSHwwHPD7NFXJ3BjUxc+3HOZCOnuSLYrya6aBvnZbfuxLRDF+MgoYrFYWbRAW45pWaLFX7Sh8Bc0lc/gGyeOsIcGjyNOrpAy+keQvrs4yPo/t6K8lYDEk5NDnqdjw2224C8LKd9b6pgU5SQ3J6u3CSGujMfjRXkNPp+fjy7klh2LanPBqy1ZdRwHfoO5ItE405GpFP7fnxwjZpbgvt692FPTqKqsG6DFF8R9W/aIdzR1yoWZWYyPjrJi9UHeCGahQBu9/g3bVqbzWXzzxBH20MBxLGA/ZPQPFxcjIOtX3VWUCzkUnyX/OnwsyKX4N6hOAUqZcOsEK0MI8dWZmZmiVFUppfD5vOzI5IUnV52UMbmstmS13HqtroYjgAdfGKFbm0L44OWd8rKaBvnY2AmaslWz9mILaDpuau7im0I1LJNK0ZHZ8VKHtCaWZZFoMLDhq7ZNF7L41sAR1uD149a2PaiLXgOYL3OS/ymDrLzFLwzG2Ge37j/npODcswT51v/Ki3z3gpZ73PM96JlPJd/6bXnW9ySWJvrK07fIc37m5N/yrbe/9dlO30ee+WxSEnnGY8mT3zzrnli6jzz1Pbn4JTn5SKcf4/TPSXk6AikBRwi/TtlBAEEAxe8ppyir4MpkVQjxu4VCIVqsnoytra1iPmPJ4fnlm5HPZ02t0WMIuLsqvSq2bYOx8ljFaq36ptP4iyeO0Y9c2Snu692DX8VG5esL065+TeWCEoIr6prF2xrbqVkwMTI0hPONBXULy7LgZVrJPt+zhRweGDjK6jw+3Na+C/XRqwDzFU4KP2UQpR3vW0wOl+Kx12Nnvc/nfCDfcgNdvIFc7D5vfQwCsux9Tt1OCAg54z7k5PNe6D7kjNtP/58QvOV2nHE7OePxF78+c+968nay9PWp5yJLz/2W+5yK6eR9T8VBTj3u6bjIqdd1+t/F10PPeCwAGJ7JobXGZ0V8xp0AHrrAW6YoG8J1yaqU8iMAvjA9PV2UZoVNTU0CTMc//OL4itpRzaRMdLQHq+pyspQSUkrUBQzMZ9275rkQwMMvjdLNjQHcfUW7vCzaIB8b76cJS1VZ16o7GMW723qkBiJjE5PI5y/ep9gNLMuCxorbvmot5s08/nngKKs1vLi1/TLSGLkKMA9wUvhJRSStXEh5PJYudRjKRezvrDHefVnzx30GU8mqUlIl3yGvgiGE+HvO+dfHxsZ8xRgDF41GpT8QJF95ZoCutBA0Hs9D13U3vW9FsdRrtdRhFMXATBZfevw4jSc5+c0te3B5XbNUJdbViRoe3Nu9g9/esUWayTQZGxpm+fzaVnwqNycXwmjxlcfs/AWrgG8PHqPf7D+MabGdyMj/hPR/nIOqVduU9dU3nYLOyLsAFKftjqKskVsqq3Wc86cLhcLmqakpXzEuMfp8PtTV15Nv/XoImcLKJ7oPz2ehaVrV5Ta2bcumiBdvTlTG2DkB4Lsvj5Hu+gDuvXKxyvrjsX4at6qrh+5qaYTi2sZ2sa+uiRZyeTI8MFiRnwXLsnhHIMym8kVp41wUcauAhwaP0ajhxa3tW0lzZB9gvcFJ/icMQi3vrhRf1uSYz1hWU8R7E4AnSh2PUr3cUiG8xTTNnomJiaIkqgBQW1vLXx9LYCy+umrQyfZVmuaWPL84bNtGXaDyTq6H57L4i58cp7Nxm/zGlt24qr5VVGT2VQT1Xj/u790rd0Xq5MToGKYmJ92y/1g10zTR5CvPZv0Jq4CHB4/Rr/cdwpSzhcjI70MGfkNVWpV18eZEImTa/COljkOpbm452DRYllW0sXCEEPh8Pvbr/rUtyWlzwQ2juvp2WpbFavw6X/6e7vS9V8bJg8+NYH9tM35zyx5Z56mMIQ/Fsq+2WX5s007wbI6MDY8wy3Lv2OWVsCyL1Xl8Zb29J20Ljwwdp187fjJp/e+QATU8QCmuY7EUIYR8EEVa1lxR1sIVyaqUsoFzfsnrfVJKoWkaQqEQbEeIeG5tB9xsFbavchwHQQ+r6Illows5fOknfXRy1sTHN+/CNQ1tglb5/tnLNNzTvUNc39guYxOTmJ2dLXVIGyKXyyFqeNmt7ZvLfptPORYeGVqstMb41sWk1f8xDhotdWhKBZjPWCjYXAdwRaljUaqXK65lSyl7KKXweDyglJ7zhzEmKaVi6V9QxgillFBCCaWEnFwi9eSsdiEhXxlZWHM881lLa6jC9lWG5s5eq6v1/dcmyEvDC/jI1R3YEamXPxrrJ3NmrtRhbbiOQBi3d/RCWLYcGRx0/Sz/1bAsCyMjI9jc1obf2rpfPDJ0mCbt8q4mJ20LDy+Nab2tfRtpiuwHzFcrpnuAUjqHJpKeq3pq79EZfaXUsSjViUhZ9oUD2A4/rjG69XzjVSUIhFxsfyykhJASXEgIISEkwIWQXEICUlJCQAkkASGUQJLF/5/qj0cIyJn96pZ62ZHTfe0AAkIoJSSXy/HJycmqOYBTSrFp0yb86Y+OlDqUDXXHvla5uz1CDsxNiRdmJ6hwweflUlEQXN/UIfbVNdH43DwSiepNdAghqK+v5+FImH75yAHiwD39Y2sML25r7+aNPj+DeWBxIla5LC6g70Te+Bj/f54Yrpp9qJt11Prx8Wu6hr066yl1LEp1ckVl1RYyPZHIoj3qlYVCgZ+skGIp2T6ZcEspT/6fnPwepCTsjKScn77vmT93zr/L3cY5r6qdrBAChBAEvdqquie43Q9fnySvDC3go9d0YlukTv54rJ/MFCq3yhrWPbizc5sMaTomRsdQ6WNTlyOlxOzsLAtHIggbBhZc1C0ivtjyitUaXtzWfhkaolcA5suC5J+gkKlSh6e4hEejuGVHU05KHCp1LEr1ckWySkAaOmv9GB8fJ4VCwRUxVyLHcWR71EeOVVkj76lkAX/50z76/j0t+MimnXhtLiaenx2nvMKqrNsidXh36yYUcjk5OjZeFUM+VkoKIf26TtyUrJ60YBXw4OBRVmf4cFvHLrm4ItaLnOR/xlTSqizn0zdsykb8+kMejf3HUseiVC9XHJB0hqZMJsMLBfcdKCqJbduiKVK9s+R/fHAKX3tmENvCDfK+3r2yuUxbG62WTilubd/C3926Sc7PzCA2NeWK/cJG4pzLHZH6UodxSeatxRWxHjxxFPNyD2T0DyD9dwuQ8lj8QClPIa9OPBr7MwBl3R1DqWyuOChRQiwAlVXGciHbttEQrK6WXW81nTbxVz/tY8fGMuRDPZfhHc2dQiPu7RjQ4PXj/i17ZbcviNGhIZJOV1fVfKVisRi9LFKPOzu3umfQ6gXMmnk8MHCUPThwDAtyn5TRP4L03aWSVuW8UnnbBqDGqiol5Y5kldKeQCDwaltbW464ODFwO8uyWNRvuP5gXQxPHI7hH58ZwOZAHT6+ebcrT6Qur2uWH920E042R8ZGRlmxFtyoRKZpYmRkBB3eILlv8x7uih3nMmYLOXxr4Aj79sAxLJD9S0nrnQKkMq4YKMUxnzUZVLKqlJhb9rnzjLEbfT7f97q6urLVtnpUuXAcB2GvpjKaJbNpC3/9s37qZ7rsDbunEbuPabi3e4e4tqG6eqdeKsdxMDo6SnwS5LNb91fMJdGZQg7fOnGEPTR4HHFyhZTRP4b0fUAlrQoAYC5jBoSQm0odh1Ld3JKsAoBFKb1f07Q/6Orqynu9l7xGgLJKtm3DUyW9VlfjpYEFemNTpyuqq52BCD7Vuw91VMfI4CDN51e33HC1E0Igm82SSmxhNp3P4psnjrCHB48jQa5cSlrvECD+UoemlFA8axHT4ZeVOg6lurkt8ZCU0r+ilN7V1tZWoCpv2lCO44Ax9aa/1TN9s/BQJreEakodygVRELyjuVPc2bkVqYUFTIyr2f5rQQhBbW0teTo2WrGt62L5LL5x4gh7ZLAPSXK1lNHPQ/rer5LWKpXI2ZBAb6njUKqbK6+nE0KeAPD92trae+fm5qpr3dMSchwHlBBolMJR4xvP8vJgnL69u0vGClmSKbOVjiLGYu/UINMwPjoK27ZLHZJrhcNhaQouTqQXKjZZPWkqn8HXTxxmrf4Qbm17mwxH3w4UnhGk8BSFvFBFXgdY3dLX5ML/Und3Vqgm8ZwFjZKOUsehVDdXJqsAwBj7/Wg0+sF4PK5zXjHDx8oe5xytUS9GFyq3Mf5aPHV8Bt0NfvGp3n3sRGqBvzAzzuJl0JNze6QOt7RuQj6bxWhMVVMvVV1dHZ6ertyq6vlM5tL4Wv9h1u4P4b1t18pw9B1A4emlpPXsbVz6bgG874QUjgQkJAiWGrmcM25iJm5V3liKCpQq2NAoDQPwADBLHY9SnVybrAIYA/AP9fX1vz09Pa0GsG4Qx3FEc8RLVbJ6rm88O8yifh137G0lv7FlN8YyKf7czBgrxYpXOqV4T+sm3hOK0rnpaZLJZFQbjUukaRoIpeRgfKbUoZTE+FLS2hEI4b2t18lQ9CYg/wtBCk/TUzkM8Yq+6Tx95KXRt25v59v+1MmTC0gJ5GyeD3q0TgD9pY5HqU5uTlZBKf2TUCj023Nzc1DV1Y1h27ZsCKlzgwtJ5Gz88/Mj1G8w3L63lX64ZyfiZl68EZ+mfckFWGL9t9NGbwAf7NomqRAYHRomqiVVcXg8Hljc4QCqqrL6VmPZNP6p/zDrDETw3rYbZLDmnUD+SUEKz1BAlw5X21ulmc+YIujRdkIlq0qJuDpZBZAmhKj+kBvItm1a61fDhJeTszi++/IYMTSKG3vr6dXt7fydLT1sJJPkz82Msdl1qrZeWdcirm1qp+lEkszNzVV1UlVsHo9HJm1TVaiXjGaT+Me+JOsKRPDetrfLQPSdgMxQztXV/UrTF0uHmsPeD3h09oNSx6JUJ7dfhtnMOTdlBbaRKVe2bZOIT1dl7BWyHIEnj87gr3/Wz778i374uIe9vamzqO+fRii2Rerw8U27xDUNbZgan8Dc3Fwxn0IB4PF6xXQh5/Z9ZtGNZJP4at8h9oPRIQgSJue94K+4Wv9MmoDgdpx/OIeirDu3V1Z3mqapyqobyHEchA1VsFuLRM5G33QaWzp8l/xYjBB0B6PYVdPAu4JRZnOHFzJZNjI+WYRIlfPxGAadiE+VOoyyNZRJoi+V4kIytYOoMLNpE1zIAICtAI6XOh6l+rg6WZVS7jFNUy2zsoFs24aueq2umc0FNLK2t48A6AxGcFm0gW8J1zDOhTBzOTY2MgLbtlWCsM50XSdD6XipwyhrQkpQVXurSH2xNNnTEb2NEqKSVWXDuT1Z7XIcRx2kN9DSwgDqcLRGNpdghKzq/Wv1h3BZtJ5vi9QxKaWw8gU6OTYO0zTVScMGMQwDXAhpCqG2/YuQkKBq91CR+qbTvq3NoQ/5De0vSx2LUn1cnaxSSn/p9/vvTSQSwVLHUi2EEJBSIurXkcip5vKrZXOBCxWmGSEIaAaCuo6gZqDVHxI7ovWUgkjbNOnM5BTy+bxKUEvA4/GgwB2BKu8EsBwhJbTVnYspLjE4m4Gh0SsA+AGo3oXKhnJ1sgrgGZ/Ppw4eG8xxHNEW9VGVrK6exQV8TKfXNbYjYnh5WPcgqOvUx3SiUQpbCDhcCEASnRAyOz2DbDarjv4lZhiGjFsFdaKwDCklVK5amUxHYDZlFlqivncAeLzU8SjVxe3J6hAhJK/ruk8tIblxHMeRTWEvDk+mSh2K64wu5JDIWqKJREgq5bC+XA5zGRMzqQLmMqeWaaXv2tGE/a1+J5vNuv0zWhG8Xq8YyiXVifEyBCShKlutWEemkqHaoPFBj8ZUsqpsKLcfCKWU8hm/339XMpksdSxVw7Is1AU9pQ7DlTIFB199ZnDZCt1ihUod9cuFx+OhwzNqH7McIQG12VauE9MZcsOWhjsA/FapY1Gqi+svazHGnvF4PGq94g1k2zaL+nTVMmwdCdU6uGwQQsAYI+NZlawuR0ixxl4XihvEUgVIIApgc6ljUapLJexXRgzDUMnqBnIcByGvppLVdSTUQhdlw+PxwOFcrZO3AkJCDQOocH3Tadhc/BEAo9SxKNWjEpLVYV1Xy39uJNu24dFUr9X1JIRUl1PLhGEYyHFb5aorICChSquV7YlDU76R+ey9ps0PAdhZ6niU6lAJu5URxpi31EFUk6Veq5Ww7ZQtCVVZLRder1fMFfJuH9+/IaSUFXFQUS4sZ3F8+4UR/08Px7ZYjnjZ4eJ/h1qGVVlnlbBfSRBCJFW504ZxHAeUEBiaes/XCxeA6gFUHjwej4wVMqUOwxUWK6tEnWlVgVdH4+Tvnznhm89af1Kw+ZMAGkodk1K5KiHbkEKImBoKsLE452iOqIL2epFSlSrKhWEYbCidKHUYrqC22+oSz1r46jMDgVdH4tdbjjgG4OZSx6RUpkpIVgFgVNPUVbqN5DiOaAn7Sh1GxVqaYKWO+yXGGAMhBDMFtWDPSkhIUKIqq9VESImfHYkZ3315tDZv8R9bjvhfcH9bTKXMVESySgjpU5XVjWXbtqgPqV6r60VINcGqHBiGAVtwNblqhRa3WzXguhoNzGbw5af6fZbDf8/kzquljkepLJWSrB7TdV0tYbWBLMtitQF1grBeuGpdVRY0TYPJVbK6UhJqqHU129Mega4TjYBsBbCl1PEolaNSktVZTdNUr9UN5DgOifh0Xuo4KpVQE6zKAqUUjlS56kotrrxW6iiUUtjcEMDNOxrx6MhxvLYQYxbn/6PUMSmVoyKSVSllo+M46pr0BrJtG35dLZW+XqSUasBqGSCEgEupfhUrtHiOpcasVpuoX8eHru6QT00Ny/FcGq/NxTRC8FGoDgFKkVRKstrjOI66Jr2BHMeBrnqtrhs1DKA8EELgCKG28xVaqqyq5L6KaBT4zI2bxOH4rDgUnyUAkOM2jifniS34/1bq+JTKUBE7YSnlJsdxSh1GVbFtG4xRdVBaJ0JKqBlWpbc0DED9HlZIQoJAVVargaFRXNVdi995Z69YsHN4JjZy1qW2l2YnvQD+KwB/aSJUKkmltJfoUMnqxpJSQkqJ2oCBhaxV6nAqjhCqb1U5IIQIR6rK6koJCahT2MoU9evY11GDTQ0BURs04NUZTZimGMos4LmZcfrWM5SEVcB4Nk26gpFPU0L+tiRBKxWjIpJVQkijSlY3nuM4ojXqoypZLT6phgGUBUqpdISaR7hSUq0KUJE+c2MPb4742Ew+y4czC/SFiTSZymWw3IncCzPjgTZ/6A8Nxv4egDpIK2tWCckqJYTUqGR14zmOIxtVr9V1wYVU3QDKAKUUNldd8VZKLA4DKHUYShHdf3238Psp/YdjB2AKvqpZtVP5DOJWwd/o9d9NCPnuesWoVL5KuLxVL6W0VSVq41mWhbqgSlbXg4AqUJUDQghs1bpqxdQEq8ryG2/rEtGQRr4zeJiYa7zC8PzMeNAS/E+gdmnKJaiEZLWNc66uQ5eAbdss6tPVkXwdCKGWWy0HhFLYXA0DWCkJgECtYFUJdraG0Vbro48MHiZ5vvYrl4PpOEzO2wDcVLTglKrj+mRVSvk20zRd/zrcyHEchLxMJavrRDUDKD1KCGypktWVEmrMasXorg9iPJviWefSh8G8MDseLHDnD4oQllKl3J7kGVLKLywsLARLHUg1sm0bHo25fRsqS3fsbeXZbFZlSSVGCIGtVltdscXWVSpdrQT1QQNzZq4oK7/0JxegEXo9ADVuTFkTVycaUsr7C4WCv1AolDqUquQ4DphaGKDo3rerGREvo9PT02qJsBIyDAOGYbCkrVZyXimp5gVWjLBfc+JWcY6tpuBIWAUTwHVFeUCl6rg50TCklH82NzcXKHUg1cpxHFBCYGhu3ozKS099AFd112JycpKoSYOlEwwG0dnZiUOJWdmfWih1OK4hTo5aVVxvsY9q8QpBA6l4wBHitqI9oFJVXJtlSCk/paqqpcc5l60RX6nDqAiGRvGxqzvl7OysNE1VzSuVuro60dTcjCcmBvHk1LDKvFZBSqlS1QphMEYTRaqsAsBwJsEcKe4s2gMqVcW1fVaFEDel0+kVV1VDoRCi0QinlBFCCCglhBBKOOdyenqa5PP59Qy3YjmOI5sjXjI8ny11KK73met7uFnIk2Qy6dqTSDcjhKC1tVXoHgMPDryJeVPtE1ZrqYeFylddri5gAAAupQvAW03lM9AI7QJQD2CuaA+sVAXXJquU0lcNw7gHgA4AHo8HUkrYtn3W6j/BYBANDfWSUSmp9RyDMwuIPCDzgMyB6jtJW9styGQyfGZmlgmhJlOshm3bsr1GVVYv1bt2NKI2oNPh4Ql1oC8BXdfR1t4uM9yWX+t7jTlqP7AmQlVWK8K+rhpM5zMcQNHGzQspMZlLm53ByLsAfKdYj6tUB9cmq4SQI16vNwcgEgwG0dzcDCmFpJQRx3GkZZnC0A3KmJTU/BlF4Wfn3YcSPgpSeBbB0O8g0NOD6elpZDKZDX417pVIJNj21jbce0W7+N6BcVURXKNrN9djYnycqJOljef3+9HS0oK+9AIeHx9Qk9ougYRULdcqQG9jkB9NFX+C50AqHmryBT7gYZpKVpVVcW2yCuCwYRh6IBBAc3MzaPabgH2QAAZ0fRvR9V4GOwlknlzBnjMNmv5zBs+1aG66W/KGBsTjcaRSKZU8LCOfz2NycgLbW9tUorpGXo2CEgI1/nrj1dTUiLq6OvpUbARvLEyrLOsSCTUnsCJEAwYdmU4W/XGHMwlc39TxXizOwlNbi7Jibk5WRymlRktLC2juEcA+uHSzBdhvLv5ZLfN5UPN5Qj03oK72Fl5fv4ml02meSCSYmvByYYZhIF2wi3rJqJq0Rn3gnKtp1BuIEILm5mbu9fvow0OHMZ1XY66LQU2wcr/u+gCklGQ9xmzHrQIswX2Mkk8yQr9V9CdQKpabk1VNSs5p/ocarJeK+8jms2Dmswy0BSH/XSQU2gzLssX4+DhVldZzBYNBfng6oxLVNWqOeGE7joBK9jeEpmloa2uTJiS+evxVYqrP9KpcrCQmoFawcrsrumownEmsW/Hhe8NH/R/p2fkVg0JjlH5tPZ5DqTxuTlbvpGLCgvnM+q2IIaZAM39HAQ1G6L/J1tZWMT6uxmW+lc/nYy8NTZQ6DNeqD3pgW5a6JLYBCCHo6urCSDYpfzDap04OVkkjBPf37pNB3SAmd1Dgjsg6tsw6tkxbJiWEUKKWBXC1jjo/f3Z2ZN0+GwtmHo8MHvJ9dNPOv9EBQ6P0K+v1XErlcG/iJXL/BwpPhzbmyRzQ9F8yr4egrq5OlWHO4PP54HAh5rNWqUNxrZqAAdu23Xzi6Bp+vx+2EPwHo33u3feV0BX1rUJwiC8+fhTffn4UTx+epyfG8iyXIFpEBGmLFhEjs1m1j3QpjQIBQ2MjmeKPVz1T3Crg4cFDPkvwv3CE+N11fTKlIrj1ALkVILthHVz+nkXjgKb/itbU/F8oFArIZtUYNwAIBAIiljJVJWWFvBrF9tYwtjQE0Rr18ZBHo4xRMjGRKHVoVSEYCvHxXEpVVNcgoOm4uqGVPvj8CAqOwEQ8j4n4OeMa1UmAi+3vrEXKNkWBO+v+e0xYJh4aOOT/2Kad/zegGRqlX1zv51Tcy53JqjT/M8znNYBv7POKadD899DSci9GRkZh2/bGPv9FnGwXQwhZ09dn/v9Ct7/la0kIkaFQiL5wZGaDXmX5i/p11PoNRP06Ij4DIa+GgFdHXUDnYa9GNMaobdsin8/LQibBJuYKUJP3Nk4wEGA/Gz1e6jBc6e3NXTyWLGB0PqeS/Qq1sy0sB1LxDXu+lG3iocFD/g/37Py8j2n7DMY+C0CtxqGcw43JagtAPg3zWb0kz24+D6JtlW1tOzEyMrLh67efbLVzZi9DQsiphRBO/Xv6L3nyawl5Klx5xv/l4r2kkIv3FnKxgbOUAJeSSCnhCBAuJRFCEi4AISThUpLhVAoHhqtr7fTrt9Rjf0fU8WgUOiOUUUoWV0Rb/D1wIaTgXHLOpeM40nFsamdzbGrBhGmakFKq6lMJeDweSECOZlPqSsAqNXr92BKqYf/fk/2lDkVZRw1hj3xxLL6h+6e0beGBE2/439e2+a6uYPRqg7FbAZzYyBiU8ue+ZFXk/w7mcwZE6RIkkv0W0cJ/xJubmzE1NbVslYExhubmZq7rOmGMUSGEXEkfV8YYvF4vLMuCbdvQNA11dXX0kZdGMZHIwxESjiOwzAAxcoGvlTW4fks9bt7WiPn5OS3lOOCcn/VnCYF6r8tOIBCQC2ZetQhbg1taN4mjkymSKTjqvatQNX4DBmN0Mr/xi+LYQuCHY/2+fbVNm25s7nxNI/SThJDvb3ggStlyW7L6TsB5D/I/KU1V9Qw09RcsEPmCjEajMpFIXHQHHggEQDWD/PDNGJ1Nm+is9ZMbttTx+vp6lk6neTweZ5Z1eoKS3+9HNBrlfr+fmQ7nOqOUUUqEEBiay4r+mYyqzK3R3o4oTIfj2FR61T97eWcU79zeiPHxcdXA34VCoZB8fmFKfXZWaUu4BlHDS/7xjWGVqFawq3pqMZlLcyFlyYZ5vL4wTWP5TPDOru0P6oR+zWDs9wDmiVkXAAAgAElEQVSUz3g7pWTclKwakIVvIfsdf3lsuznQzJdJff1/geM4F12i1e/384G5LDs0sTjDcjpVwMvDC6wp5MF7dzWTzs5O2JYlstksiUQikCA4Pp1mP3uuD6mCwwDAb1B01AZwPJZWB9tVCHo1XLupDlubQzzi11necaSHaeTYZEr+4LWJFR98d7dF8P49rZicnFSJqgsxxqDrOj0YV+OrV+vm5m75bN8sUe1oK9uWpiB/M7X8lcIzaaC4r3ePeDo2QgfSxRnrGstn8a3+N/y3d/R+pskXuNHDtNsBqN6IVc49yaq0fx/OSC3sQ6WO5DQ+DJr9JpqbP4XJyUnkcrnz3s3v99M3j577WZtOm3jg+RGqUeCm7U10U31A/PjNGH197NyZ4TlL4Hhs9dXAatVdF8D797bwqN9g0/kMP5icYoMTCaRsk0QNL+7t3oHfvaVX5GwuKQEoIaAEUmOUeCgBJZQwSs4aixqLxS74O1bKWyAQQM6xuSOEmhy0Cu2BMDTK8OsT86UORVlnEZ/ORiZX17LqmsY2BJhG7+joxUuzk3hudrwosRS4g+8NH/Vf09C26+qG1kM6ZfcCeLIoD664kluS1S5A/vfFqmqZsd8Ezf8bWlvvwtjY+DkzuzVNA6WU9E1fONF0BPDzI9OAavtyybrrA3j/nhYe9uns1fkpcmB0CqbgZyUoCauAB04cJDujDQRkcTLZyT87ovWyAQaZmZs+31hUxaWCwSAfzCRUorpK+2qb+KAadlQ1xAXXJju/3TUNfG5ujlmWhava2tDkC4jvjx4/Z3vxUIp3NHch73D5q5nRFV/RenF2QpvMpaN3dG79ISPkizplXwCWm6ahVCI3JKseyMLXkf9FSSdVXZT5LAgJo739XRgdPbullc/nQ8501m3pOmXRBZLUCx5kLcHx2kLsnNt3ROtFPp9n+bzqnlJJ/H4/e3VSTTBeDQ9l2BSqYV9+WXUAqAYZ03Ha/GEtac2u6P6NXj+8TGMT6TSklBgZGUFbWxv5bO8+/sDAQWYJgSZvADe3dIlmX5AWCgVuGAaLejzih2P9Kz4BGsum8ED/G747u7b9XtTwvsPDtHsAqFJ/lSnnZNULyT8LOJ+HM+xF4clyjhWk8BgojcqOjssxMjJCOOfweDyoq6uTx6azKlFdJ931i5f7w96VJanLiRpemk7OFTNEpcR8Ph8cIcSCVVAVwlXYEa2XqYIlEjlb7b+qwGQ8r3UFw/xIYnZFv+8bmjpkOp0WcmlCluM4GB0dJS0tLfjc1sulKbgIaDpLpVJyZGYEtm0zTdPQ3dlJPtO7V2QdmzhCEA6ASwEuBBKWiednxs4pnWYcGw8PHA7c2Nx57e7axqMGZbcDeKnIb4FSxsozAZTOfQD/SzjDBnI/CoCPlTqiFSG5hwgNRERHRw9yuZwMhcP0tdE4+fHBqVKHVpE+sK9V7myLkANzk+TVkdglJaknBXSdzKiqakUJBoNiKp9RM9lX6fK6FrzYH1eJapU4NpXCPVd0MAaKkUwC/ak4CsK54P07/GFMTEyctX1IKTE5Ocmi0agAQKdTKYgzxok7joPRkRESCoWIQSk8ZywwQ4gmuyMhckVdM3l9YZr8cnr0rOcTkHgmNmJM5FINt7ZveUqn7FYAvyzuu6CUqzJNVu29gPAj90MPeHEGbG8Umv0KZeE/lcTwkb95sg/J/IU/7Mrahb0adrVHyEMDhzBv5otSMfOyxX3qxXrfKu6j67r0MwKo/qor5td0hA0PORZLlToUZYMQQsA5RxPReFdjB7mlbRPlgsuMbYvpQpYNZ5I4kZqHKQQur2sG5/yCnVESicQF98mccyQSZ00iPqsvtd/vx+6GBrG3tpEcmI+R52bOzgFOpOJ4dKTPf2fX1h/plF0D4OilvG7FHTZ8BaYVk/xjAP9H5B71wfy1uy7fBT+Dl8ZbxeOHVE/H9fLpG3pEhubk4+MDRa38/Na2y2ViZpZks9liPqxSQpRSdHR0yCR3xIODb6pK4Qq9q6WbbwrWkr96oo+q07fKd/veVmyt1fnJhW4IITAMA16vF16vl/t8PqLrOnU4F4QQsjA/j+V6jF+KQCCAhoYGCUrli3OT9OW5ybO+f1m0Qb6rtXtWp2wvgHMnICgVpXyTKcIeBjEuh/+OIQQ/nQc8pY5o5UQKIZ9WpmcB7nfz9gY0R730V7Gxoiceg+mEDEci6ndXQYQQGBsbI2HK6H2b96jWDiv01NQIywmbfOxtXSpXrQItYa8oFAqn9qlSSpimiWQyienpaTY8PExPnDiBqclJOjc7S5LJ5LpeqchmsxgeHiZzMzP0bXUt8j9tv0JsDkVPff9IYpa8MjdVY3H+FIDgesailF75JquL+kC8u6Fv+wFCn3ZPqUskEPKU5wgLN6sPGvivt/Ty/T018t+GjyHjWMv/0CoNpONU8xjq4FxhhBAYHx8nAULJfZv3qLE5K9DiD6LG8JLjsVS5HyeUIqjx6/LMlRTPR0qJQqGAVCqFjboqm8lkMDQ0RJILcfr+9l7poac3x+dnxvUTqYVukzv/jnId1qgUhRt2QnkQz6egdRfAukody8rwefg9mhofV0S37m7G527ajMHcPL7R9xqZyK3PAglj2SQMpjFNU/u9SiOEwOTkJK3xeNUvdxktviDu6tqOp45N45Xh4qxMpJQ3Q2fsrX3Cy0kikUA+lxP3dl921tWRn04MemcKuWsszv8Jalx6xXJDsgoAJqD9Ifx3uKO6Kubg05lb3tuy1hrx4b+9Z6vY2hqU3x08gmdio8xZxzN6WwgcTszy1o72srxcTClFIBBAXV0dWlpa0N7Zwdt7unl7VycPh8OlDq/sle0Y/TIS0HTc070Dv+qbxQsDZdrbWimqqF8HweJs/XI2PT3N6j0+tqem8dRtAhKPjhz3Zx3rQ44Qv1fC8JR15J4KA2Ffg9bxBWjdATjDpY7m4ngMhkbh0ShMR11RXqs79rXK3e0R8srsJF6cmyRigxKNX0wNsyZfQLS2tYnJiYmSnXRQStHc0iKorglKKWWUUgqCrGPLlG2K8UKOxDN5lrJM1Hp8cn9ds6ypr5eFbJbOz8+X/YFHKU8Si8sPP9ev+g1Xi97GEGzbFijzApYQArFYDDe3dAMADsZnACwu8vK94aP+39yy50+oJMcoIT8qYZjKOnBPsgpYgP4H8N3xJaT/ZnWDqb23AqwZkgYgRUHS7IMEOH/LjeKw4DhZvq05zA6OJ5a/u3KO3sYgdrUVtzXVSgkp8f2R4/S+LXtQW1uLhYWNry5RStHR3SWm8lkcmZ7UkpaJpGUix21g8VLX2ZPL0nHy0twkOgNhcnl9C+/s7maWbfFUPMFSqepqP9TS2iohJSkUCojH1SXs1co5NvKOLXe0hsnhyeradqpVZ50fhULBFZcdstkspiYncXNrF1r9IfmTiQECAGnbwveHj/nu7dnxCCXsOgAHSxyqUkRlfRZ1DkK/Aa09B61nxT/CA58Vaf0meTDbzF+IezFqtUsr8qcSxjXnubcGEbhf2pE/l6AtlxSqRxxk+zqiZXkp2Q3es6uZvzI3KebN0jTozzk2vj9yHJHaGvj9/g19bsYYOrq75Yl0Qn5/5Bg9lpzHVD5zMlG9qNFsCj8YOc7+6fhrOBCfoaG6Wtm1aZNoamoCpe76uK+WYRjo2tQjEkTIASvLvZGwbGltVZc21mAkkxQ72yKlDkPZIN21fp7P513T1i2Xy2F0ZBS9wSju27yHa0v7tql8Bj+dGAzYgv8cQFNpo1SKiX3+858vdQyrIQAaB2t+J6wXjeXuLL3vg6VfRR4aPESOJefpeDaFo8k5krBM0lV7A2Ds5hSCgrUDxl5Ygc/IWTssJ3JZEg1dI5j59NqP7s4EQtF305eG5sGFK05Yy4JGgQ9e3i7banz0sfF+sp7jU5eTcSxkbVvuaulAJp0mG7VYQENDAxLCkf8+1rfmg4ctBSZzaXJgfopM5zOkPhgWrfWNMp1MlmVv5ZPjcD0eDxhjEEKsanGGcDiMptYWvDofk09MDNChTIIOpuPkiqZ2kstkwfnieSOlFDU1NcjaFqKGFyHNgE/ToVMKizsov3emNAzG6I7aOv7i4EJln+EoqAsYuG5LPZ2ennbVmG4hBFKpFKkJBrG/oVUcmI9RAJg389AI9TR4/bdqlH4DgBoPVQHK8sC1DF0Ka94R+YCUXEiiQ4IRgBJCKCGgS19RCCnw3aGjiOUz5zyIj2m4uaWbN3j9BAAcKfDS7CTtTy2AEYJP9e6TIec5QgqPrjlQM/hn/MeH4uzN8eTaX20Fun1vi9zfWUvytiOm4nlyYDROjk2lcfP2RlyzuVbOFfLyyakhOlfIlTpUAMAtrT18a6gGo0PDG1J5aOvs5K/Ep9mB+eIu03t7Ry/v9IeWfR0ejwcNzU0cIEjMz7NM5tzPz1rU1tZCSgnO+ak/hBDUNzZwqmlsMJ3gId1ASDeoX9MJJQSW4/BcKs3m5+cv+LiNjY3SHwqRx8ZPYDB99mX/m5q7xPZgjRwfHT3V6LytrU0wxkAIAaFkcW9BCaayGfmd4SNqNjGAu7q2cztHycMvjqpktcJ9+KoO2R6k4uRiAG5DCEF3d7d8NT5Dfj1zemn2Ozq25juD4cc9TLsXUOehbuemMasn2ZakU2M5vrU/tUBtzmEJAVtw2OLsr8+sytV7fLito1dkHUs+Extlc4UcHhs/cd4PZ1j3oMAd+I39XCs8uuYPsMEPsqu794rDE0mqiquL3r+nRV7WFiEPDryJgKbTLaFafvu+FnrPFR0kY1vyx2P9ZDizvs2mV+sXU8Nsc6hGBoNBFCtxuximMTJ1nhOsS/XY+Al2T9d20dHVxcdGRs7ZrimlaGppFl6fj742FyMF4ZCrG9tQ01DP0/EEe8sSiSumaRpaOzpEXjikwB1hUEb8lBGdUkIJwcGFGfLi7AQswc+KyaAMm8M17Mq6FtET3UxNsyDmZ+foyfY6lFK0trdzhxL67YE3EbfOHYf+/Mw43VnTgEAggGw2CyklxsfHz0nAmpubeZKbrjxYF1t7IIw2f4h+6VfHy+pzqKyPLQ0BGXNpogosdviIxWLkyrY2vLYwhdzSxNLHx/t9n9i8+32UkN/XKftfJQ5TuURurKx6uBCprxw7YFhiZUNC99c1yxuaOgizXpEgXnB9FxnJJPkvY6MsccYBTqcU1zW2iz21TZTZhyXNPkAu7QqCH1bof4jZDMVDL47QnFXdQ1jfvrUe126px8ODh85JLEK6gYxtle3p7yc27+I0k2frPWGHUoqezZvw5SOvwJHFH3agEYqPbdopw5ouHduhkPLUpT/D55MTubT4xeQQS9qLCSEjBNsj9bi2sV16KJPZVIrOza18lnggEEBDc5M8kpgTT00Ns7X+fuu9flxe28y3ReuY43Cez2RYIBwWk/k0fjx2gl5sX7C3tkle39AuR4eGLlgl7O7uFk/NjNHDidk1Rlg57u/dK4+PZ8hPD0+XOhRlne1qi+DOvS1ycHDQ9Scmzc3NvKAxnLmkclA38Mkte/IGZXdTQn5SyviUS+PGZPWGBTP/42/2v3HRppKbQzXYEq7hDd4AiRoajOw/UTj9S98Nggd+U0i9lxKyOPtbSAlKCMDjXM9+jUEU6xIshRP4L8JEB/32C8OYSq5nF4Ly9jvv3MLfSE6yk+1G3OTuru08bAu2mkRtLcLhMLw1UfH1/tfX7fKrlzHsjDZCpxQapVIjVGqUoi85T0ezF579vSlUg+sb20XE8JJ8JoPZ2dmLjuOtra1FpLYGT04OySOJuaIcDHVKsSNSj311zeJ4cg4vzk4u+z4RAJ/euk/aqQy5UGeH3t5efOXoARREdQ9v2xGpxzuau8QXHz+uLv9Xgf9402bO7ByZn593/e+bUoqenh78dHIIR5On99Ot/hDu6d6e0Sm7AcAbpYtQuRSuGwYgpHz/fCEXaPIFICUgIRercXLxXwKC65raeWcgRA3nEINYAJKP4+wKaQYs+xW62AzBB0a9ALyL9xHTRb4cIqBl/5oy7x24//qb8OWnTiCVX35WdyUKeBiZLZNxqKuVc2zUap51f55gMCiHc6l1PYMscI4zxsMSrHDVl8F0HIPpOG31B3FdYwfv2tTDzHxezEzP0JM9XSml0DQN9Q0NnHkM9i9DRxDLZ4tWtbGFwMH4DA7GZ1Z8cJUAnpwcIrd39MqFhYWzYtF1HTU1NeBCyIJwXF9dulSX1TTwN8dSrr0krKycoVHUBz1seLi4Y+NLRQiBmZkZ3NLSLY8n58jJ0+jJXBpPjA8E3tO2+XlKyBc0Sv8CQHVf5nQhFyarzk0dgRDtCGwVwMmjLFnMUpe+ZiIGLflFAizX9kgAyAJi/RfGIoUfQmpXOl11fq0aJ1xRCng0RudMdyarWcemvmAU4XAYmUxmVTPVV8rj8cDj95EDAwNlnSxM5jL43vBRVuvx4ZqGNtnb3Q0JCUYW80dbcMwWcvjRiYPIOeVxYjacSWKmkJPNLS2ITU0RAGjt6HI8hq7NZ0wRZYw2ef2YdunJVLG0+oPs8ZHBUoehbICbtjXCNE3hOI7rq6onpdNpRCIR+ckte8Q3Txw8tR/tSy2QWD7re39H7x/Werwf9jDtQwDUhu4irktWNap/S7MP7EH2ny/W/LIsD/aGHNM6a1vEm+PJitk5rNTm+iAKjiNtIVxZvTqamCN+TedtNVHS0NRIbc6FcLi0TZNlMhlks5d+wtPY0sJfnYuRjV4EYa0WzDweHz/BfkEZKCGwBAc/Payo7D6DP58cop/YvAuapsFxHGiaxr76zADmMiZ9144mcWt7r/zmwBtlF/dGqff6AQlsaQri5u2NiOds+cThmCs/r8ry9rZHeGJhruK294mJCdrZ2Sk/vmkXf2jw0KnXl7JNPDx4KHBFXcve65raDzFC/5IS8j9LGauycq44KL7FS9B6XFnCJ85RdNcHSh1GSWxqCGK2kHNtg/Y5M4cnJgbY1/tfp18+8jK+P3KcvrgQY9NweLixXm7esgWdm3pEe0eHiERW30y9trYWDpH0hdlzZ6qXO1Nw5LlzZqJalhbMPI4m5nhTSwsHAI0SkjEXhy/8qm+W+pjBdkTrSxpjKYV1DySA3T0hUfAUxBU9NaQusGw7a8WFdrVF4NVZ0drSlRMpJcbGxkitZtB7u7afc8zJOTaTgvi4kP8ngN0lCFFZA9dVVgG8CRrxAh4AZqljWR27D5GQ4bpkpBhaa3xyPFcZDcYdKTGVz2Aqn8FrCzEGLLZZavIF6LZIHXpra3gymVxVxSJcUyMfHT1Oyj3hc7tnp8fY9q370d7d5TBKNLa0RVpc4GdHYnjXZV3iaGKuIrbT1RpMx/G3R18GlooYDIR/YH8b+cazF+6ioLjP2zbV4t2XNSMWi7lqEYDVEEJgcnKStLZ3kv+07SqZdkwxlc8wR3DsjDbh314dg89g2vt2tnzPo7PdAKxSx6xcnBuTVRuy0Aetc+fp2f0X4gO8b8fivldicYyqBKRY+lqcvu2s7/Glf09+kO0z/i8BZxzAGs5IWRNylrM4D6yKeDWKxrAHByaKN9Gm3FiCYyybgk4ZtgRrVv3zOqVk7CIz8ZXiKHAH/zp8FFHDq+2taRKfvLaH/NOvBonNBV4fjeP6LfXkxqYO/Gp6bPkHq3DPz46z+3v3IurXkciVx9hj5dK8Z2cTru6uw8TEBPL50ixlvVEam1t4/3Qaz/bPso5aP9vcGOTNAYM88PwQnYjnAYDsbou2t9f4/9jQqBoOUObcmKwCRHsaWudlcPqXkh8KeG4EtHZAJAExD67tkoJtJ7MZU1iOkGRpDhYhAFlc72pxGjRZug0gZ3wNQhe/H/YZlBAg61gSWHwML9OIEEluWC8wFJ7Eub1YvYDWAThDZ3+PtSGVtwXKcDzfevrcTZv5eDaFoXSi4l83IwTA6soVmqatS09V5fxOVsWPJufoJzfv4Z94Wxd54LlhKqTEj96YJB+9plO+ODtBrA1aXrdcpW0LJ1IL/LbdLfShF0cr9kSzXHxgX6v06YxMJQsYmM1gKaEqmg9d2S62NYXo2NgoLKuyC4n19fWwJaGPvj5BbC4QSxXw8vDCOcefX5+Y899zRfutBlSyWu5cmqx6noW25ZPQZ0KO591C0DaaKThyYjYvQl4NQY9G5hZM+dSxQTaTNi/pEtZ/fmeveDE+So8l50/trL1Mw7ZIHdtb+3YRjb6Hgs9wzfolg/k8AANW+A+EJF6qUwZHOFJIS2gyA0HraAC8KDt9CuDqTXVIFWwMzmZQsMvzwPrJ67q5Qzh9bLy/Kg52lJx+mT6fD+FwmC+eBBFpmiZZWDh3h6nrOmwhqq7iXg4eHDjIPtW7X9xzRTv/l1fG2PB8FgtZS15e10JemJ0odXglF8tn2XZ/gKPKTrA3mqFR7G6PksPxGbG9MyCv7a1jOqH4wWsTODRx6d1jPnNDD28KGXRkZAQn28xVKp/Ph1A4iq//evGKycV4dQpIqJVAXMCdySrwkk23hWxPL14bieON8UHMpk2CddihaowQ+y2r4xS4gzcWpvHGwjSNGB7siNTT3bUflD7fhwglBPFCFg8PHliszOoeEvV4WdTwgmAcV9W3XfIgoU31Adx9ZbtwwAlA4GNt5J+fG8Z4kc/EL9V7dzajKephD5w4eNbSt5WMEgLIxZWbWlpacDyWZqbD4QiJna0R4ff7xeTkJD2z9ZWmabA4V8lqCQgADw68QT+z9Qq5szWCw5NJzKVNGQmsf09dNzi1WIpSdGGvhoawB3UBD7Y0hpCwCuLJqeFTxZXPbt0vHX7p3VPuv66bNwQ0OjIyctFFPCpFY3OL+MWxaRJLFpZ97/yGBkpJZTSarXBuTVaHKEXhW88OeWdSl1Y5vRifweDTNZK9SK/IpGXihdkJ8sLsBAKajrzjQECeiiluFU4tLeplGm5s6qQAoFGKe69sF531flKwOP/5kWntyOTFxyy2RLy4fW8rbwh72LPTY+S1+cW2MpfXNYvfuK6bfO2Xg2Q2XR6TzvZ1RnF5dw0eGTxcNr02NwIFAaWUtbS04AevTeDNM6oijx8C/dyNm3lXV5ccHx8ntr34vjDGYAqnOrL5MhQxvGCEkNGFxfZjybxNOyJqFjywmKwSNb2qqD59Q49oq/FTISUK3JE5x5ZZx5K/jI2fSq4IgKBukOG5S2uJ1xAy0FHrZ8PDw+vSG7rcNLe0ipm0hRcG51eU5Ef9OnRGJ9c7LhdoBdCN0xN1hgDEShbNebg1WZWOkN++sqv2U4+9ObVuu9K7L2/n82aOxPLZFT3HxZJaYLEi60iBz719k6wNGZjOZ+W/jx6njd6A9sH9HdAoxcHxxDk/59Up7r++h9cGDfbmwgz5Ud8kMo596sP46nyMepkmPnl9t/zST0q/TGJ7jQ+37W7Bj8b74dZFANbKYAyUUvL981y+EwL4+2cG2J37WuXuzi5MTU0il8tB0zSkFyurSgnc0NQpXx+Ly3RhsTl6umATH/OrS99YqqyePoApRfDKcJw2Rbx44MRBpGzzvCvIhQ0PbCFQcC4twbxrfztPpVKkkhr/X0ggEIDX56dff2G5idfAtuYQ3rG1MVMXNHKMkkc3ILzyJcVdgPMA+PziJWTi1UA8L4H631niyM7i1mQVHo398Z726DV1Qc+m7x0Y8+et4rdetRwB0ypu5fZnE4OIGF4yk8hiJLPY3mgil0bSNnH7vi0wNIJXhuOn7l/jN/DZd/SI8VyK/Ovxwyjw8+90XpiZoPvqmrGtOYTjsXQxQ16VoKHhE9d2yedmxuRQOlHxO8gzGZThbQ1t+HX/3EXHmT36+iSZSORx665WzM/PC8YYLfDKHkdWzsKaR7wenz+VmGYKDgyqqQQNgIAEUcMAiurgeAI7WkLizs6t+PbAISrOcy5Qa/hgOfySTpiawl40hb1saKg6rnLXNTaJnx2JkWTePu8GyyjB3o4o3r61MevR6JhHo39MCPk3nDtDulpokOafQ1q/jfRX/eBLHVC0HiD42cbShnYu1yarACY8Oruivcb3xf90c+9/+IdnTvjSheJucydmMuyGbXVFrbD0pRbOe/tgOo4fjfbj1p1b8J5dzcjbnCezNm0Me3AoMYNnYqMXTfwEJN6YnxY3bW+Ux2PpklSEKID/cNMmcSK9IA/Mx6quKnVTcxdP5x38sm922df+ynAcsWQBn7y2m1AC5BOzKiMoEYNqJJ49PTs6bTrQCK2qE60LydgWQl5d29wQwMDs+i9LXS2+8/IY/b33bRPbo3U4kpg75/tRjxdZ89IKMHdf3saTySThnFf8ttzc0iLmMhZeGV644H70qu5avHdXCwD8NoBvo7qvGDRAFh6FM7EXma/7Ic/4bMs8ALr6lW3Wmds3YsvQ2O8Sgr66dZgQMRHPIajrG5Z0DWUS+Lujr+Abfa/jydggG7UX8HRsZNlE9aQ3FmK0JqCz67aUZhWej17TKTLCxM8nhqomUa0xvLgs2oD3tm3m2yJ17NvPj6z4tY/H8/irnx8njoDMc6dq3rNy0uQLwKsxOn9Gspo1HWiUqpMHAGPZFJ6aGpYfuboTl3dGSx1ORZlOFGitx3fehKnB4+cLGWvN+4S2Gh/qgx62sFAZC7Esx+Pzk58cuviQwBcH5/GLo9OO5Yi/E1LevVGxlQECoA3AByCdP4XI/hLSHkbh11cg/bdnJ6oAQLxYyljLipsrq6cQkInu+sCu4fnsJR/wGSVoDnuhMYL37WoRcasgscFj1zKOjUw6gaF0YlUHzIxj4/sjx3H3tu3IFJzzjn9dTyGfLo8mp9n5LmtVmqvqW/k1DW1MAsiatjOVKGgPHhlBapXV/ZwlkDQtkbXXfmBS1qbB48O9XZfJp45Ny6xZ+WP61upwYpZkHRu37+5FxK/jqWOq008xLOQs1Nb6OM5zHK7z+nAktvZK9gf3tfFEIkNL9WYAACAASURBVFEVVVUAcBwu6gIedrHetBLAr/pntYHZTOgjV3U+4NPpp3WNfQLAxh4oN85OSOs3AXEfgCicCQvOYADOGAMfBcQFXjZtBCAPb2SgK1ERyarPYJ+7dnP94eH5bORSZk/WBQx87Jou6fcwcCHlgpWT3xs86qokYjKXxmPj/bh9by8yBRuDlzibdDXypsN8rCI2qYvSKcXbGtvYv7w0jv6ZNHCJnyOPRpednKcUV63hxYe6d8nnTszJ5wbmzzqg64xCLK5DqaqrS4YzCfxg9Dg+uHmbSlaLZDpZQE9zzXmTSVsIePS15ZmdtX7UBgw2ODh+SfG5CbcKbHNDgB8cX37hmclEHj89POW/6/L22yzBT2iEfpIS8thGxFkkBoB2AJEz/lwDoAApBWA3QvI7ANEI62Ud5is6+DgAeFf06KyJg/heXafY16xSMosJjZF7P/z/s/feUXIf173nt6p+oXPuCT05IoMEAYI5gVmmRCWKCpQly5Qs20/r8Oz127f79rz1WdvH1lq2JD8rS1SwaEkUJVKURFGZYhIJkgABgkiTuqcn9EzPdI6/qto/hqAIYkLPTKeZ6c85Qx4APVXVv1B169a933ug8+EfHA2bZ5J5zKULECtoe7Y4TLhm0M8LhkBRCHJRu4ueTc7h0dGhRTM0NwrDyRh+MTkq776sG1/+zQiZTuSq0m+mwGE1q5s+i3qb04tMweBnIuWJDVYYJY0Eq+rh1HS8u2e3fG4kKh8/PXOBRaApdMW5YyuSKhYaRnwZmYhlYVObF7VIZ3MZ0mS3rqndq/p9SCQSQgixJbyqAJDL5dDksJf8XN6+t1X8amqMzOez3tva+7+jUvoTnSl3ASh/pnb5oELKewwpPmEIYSpwzvPCkHnOSafN6QCfFygcBmSWwhgBjFGsKSxXaUuD0FfKPfj1slmMVVBCfqZQ8qd37A18gFKyTWXUH88Ws997IWRbTCzfojHcc0U3ZgpJRjiHgzL8OHwWQ8n5TTERvxybIQf9AXlZrwcPH6mOjFybx8xfisc3xfVbjgO+gDw8XL7SsfFMUXbanCKcSW6ZxaVW2BUN7+3ZI18MxuQvTkYWvd7a7zyrDQCYqIL9vlZsd3oEaxiqZWMynoNGGRgh4G943KL5LO1wuta08Q+4TDwxN7upHQZvhHMOjZU2fb51X5vM8CJempsmEsCXTx+xvK9vz806U94E4AcVHejqMQPoBbAzz43/N1HMt/18YsQ6kUmd96GbA718jzXMkP3h+nukzQTAqfU3VF42jbEKAKpCv6Iq9Cuv/lF3WdTfe/8VPV/7wdGw9fVSQoQA77msS8SKGTw4Vntd0kqwz9sidarIR16aqMricmm3B5pK2ZFoXekILwoBYFd1JIv5Ve87Bx0eWBUNT5wp31Hos8Nz7Mbdfvl0ZOsc29UCi6Lgfb175fHxuHjs5aXVKl71rG5pY9Wvm3HAF0C3zcl1prB8Ps+T8SRz+P0waxTZwuYXmK80e9td4FJAIRRcnu/QixVyMGtsTXO3RVNYJFed07R6QQgBs8bo3nYXClygaAgUuYBJZdjd5uRNDhP57vMhCgA72xzk/qGXybkX3JACz86GbTe0dv+NiSm1Nla9Qsp78tz4fUZpj0KoI20UMrF8Th6dizhOJ6KL/hIjBOVR4CIAdVgAnC1DY2VlUxmrbyBPCXlQU8iZN1/U9jO/XXf/8mREBYDbdrVyp0UhXzrz0qY0VB2qjqubO8g3nw6SahUtuWFHk/jF5AitVVlVhRAolEGlFCqlUMiCx2K+kMPrj9g7rU7c1NYjrYpKCAjihZyYzqblbD7DDCEgAEgpwaWElBICEkJK+E0WudfTTIgk4onT5ZWZOhqK4fa9LWgyWRHJNeSBKoGJKnh/70Xi1FRC/ujY5LJeJ5VRcGxdY2y/pxXXtHQgnU7z+ZlZlslkIIRgAOB0OsVF7W76zPDii2aD0ujxWXHHRa34Yegs8uLCk+f5fA46K9FV+Dr6mqyQUsIwtlZYUTabhYsb/JYdfglCAEIIWfBLSCOfZVLm5R9e3Ys85+JIdBqz+cx51/Z0PIpDrT37AQwAWLmqQHlhAG7OceNjCqE3Difn+cvzM5bZfAapYgESsK/YACESshxzFsWCOw8NNYAacExT6J7Lerw/bbKbBk5NJcwXdbroN4aOks26HDWbrUjnDWM0mq7K/b19bwtSvIBT8fIuYG7NhMub2rhOFalSRl41RIlCGVEIhUIJYYSCEQKJhWo7r/7Ic54xjTFqSIG5XJYDIF6Thfx2KEp+eTICh0nBQLOd7u/yYMDnQdEocIBIEBAJSIKF6Y4xphQNgR++OIkTk4mKbHCmYjnsdPlEZKq0amkNSkenFL/ff5EYjqTlw0cmVjweLXABE1O25H041NIl97ibSDgcRjabveBapdNpDLbYZanlLBtcSLNdx7sv65S/nBrF8BJhZymjAEoIbJqCVKE0w/OWXc042OPFXDS66fMG3ogQAuFQcLnvTAIBBqZrdLETLC4ljs1Ps4s8zX+pUvbHlRvpefQbQnxYQn44UcgrL0an7Kfi0UU3LytBCSFlDLety1OlrWCsAkBEV9llPT7rtweb7W9+emacxIuFlX9rg2JVVOSLglw76McrkwnMJPMV7W9bi50/MbPsRLEmAhY7uqxueiwUJ/liETmDI1/kyBQ5cgWBbMFAusiRKRh4gwf5vAS5gNOM/mYbs5kUfPVECIVXSxgmcgaeH5uHrjJc2e3k4fHQot+hra2NvzSZYScmE+X+iq/x5JlZ8vYD7eTXU2P1OVNsYG5t65eReB7fe2G8pGf01GQCt+xsIVc2teOpLRSa8dbOQdFpcdBQKIRCYfH5MZvN0kCTQ6ARu7omHCYFH7ymRx6enZDH5y9M7ns9yWJB7Gxz0GdHFi8kc45mu457Lu/iukJoeHyc5HK5LWWolopqNsnHwsPEWMID+cLspLrL5f8AJeRpRujXytAlAeDGQuZ+B4AOLkVXgYtBAuwghPS8HIvQ43MRbTa/PkcmJUSiLKdB9ftabxVjFQByusruFFL+bwf9gb+1q5r++FRQL6xhF1PvWBUVTXYTM/dSeeWAD196fJhU0mDNFwV0Wv75kRGCZK7IHz0+ua7ndCKexUR86cmgy2MxioX8kn2YTCZ2YrKysbhnIikwSuDWTZjLb614s0rTZnHIbx0P0VI3ARLAo8cnydsuaZPPRMY37QnM67mndw93KSoNBoPLHiFnMhlAcHLP5Z3iG8+UVqykwQKaQvGR6/vE6UQUz8yEV7x2T0fGyU07eyAl8Nzo4gbrpd0e3La7BfPz82Rybo5s8VDrJWlqapKxQk6eSSxd4SplFPGtkRPmd/fu+iyhJE0J+e4qutAAXFsQ/K1ciIOUkDaFUp+QEhnDyCWLeRkv5LVYIWdKFgskWcwjnEmWTXWEgKA8nlUCoD4foq1krAKApIR8khL2tR0u3xdsqnb798dOWWo9qHIznIxhKpvGUHKevKNrh7i810t+cLRyigDJrMEcml52SRtGKYSQFd/qpfIGaXdZFz06UxQFhBAsJzZdDvZ3uZHjXM7lc/W7td2ADDg8EAJ0LLq6WODT00nMpYvypkAPeWxipEKjqw/e0jEgHZTRYDBIxApB7lJKhMNh0t3VRQ5t9+MXDc3VkvnIdb18KpciP58YKcnIfyU+S9JGEW/ZNQivTcOjxy/cMF/V7+UzMzMsHo83Ng7LYHXYyY9GXllxbp3LZ/GdkRPmu3t2fV2hNE0JeXSZj7dKKd+U4/zdKqVXxwq5wul41DaZTdFksYBkMY/iwvukle2LLAEhIGU5vScMaIQB1BXzKmX3tFscQz12l2UkubkKWExmfydrYVFVnEhUNmknli3C7TIJlDlOihECLip/LvHo8SnW19Qv/X4/ZmbOX3x1XUeuaFQ8BuyqAR8/PDPRWHDKzH5vq3gxOA+sobT0j45N0N+/ohuPT4WQE5szYcWrmdFrd5OxsTGsZKiewzAMhMNhXNXfjol4Dicnk2UZi8eqYXebE11eq5xN5eSPj01tmvfhmkEfdI3SH54+TVZjCQTTcdw/fBx39eyE366Lrz89dt41sZlUNjedKfNoNx9CCOEzmclUNrXiejKTy+C7o6+Y39Gz47saYX8CYBwLqfYcgGoIcZMhxbsYIR1jqbhxJjFnHU3GkOVGaaL7FYCCALIMnlX9cgFZeBzEvP62ysxWNVYBIKcx9pHrWrruH0nGVsy226g4VJ2ORdc3mfX6rLh9Twu3aAr5+E8ulPqaTebR0eQou1FJCQGvgme1yAXu/22QfOjqXqRSKWSzv/OiMsagMkYtGkOmUJmQkVanCTaTwl6ONbxU5YQC8OlW+mBock2/H57PYjSa5re395HvBTenxN2dnYM8Fo+TYrG4qu+Xy+UwPT2Nd17SLj/zqyESTa8+B6Dba8XBXg+anbph1RXGCCWzuQwPpRN0X1czfWUiidFVesQrhcOkYFebE08PrT6J1KRSXDXgl4+ETpO1qKVE81l8/exLeGf3DvLh63r5F349zIBXM/+FQLHYqH63EnMzs/S6li6cic+VlMA0mU3h+2OnLFc2tX+KESopWTAIJYBgOm4ZTsyrE5kUBKRe+dGvzEKO8TodosQEmG/Lg5j+rDyjKi9b2VgFgMecqq6ZGEOOb77YVQCIFXLiLRcH5BceH16VZ/DyXi9u2tEMKaUkBCQWixHd4qIDTfZzJUZfgxCgyWylOmVrymRcCgKyIKJRBaYTOTz28qS8eWcAobGR145DE4kELBaL+C+H+sm//uwMPZecVU4u7/UimIrzguCNxIgycsAXQDxbENFUYc2G5mPHp9gfXd8Pp6YjXqhsomK12e3yw65qbGQ8vKbfTyaT0DRNfvjaXvn//eQ0NVahk6cpFO+5vBNnEnP82blZZSqbPBerzQCgILi485KA/ORPz9T8nbh9Twsu7nTDkAIHejz8S48PscwqdGbfe1kXD6XjGEvF1/xd0kYR/zn8Mvmj7fvZuY3zxR1uZDKZLZf5vxaSySScbje/urkDP58cLel6jacT+PbICUelx1YOCAhZt2fVdFMRUn4fBC+XZ1TlZVN6C1ZBsSD4kTbLhnge18QDIyeobgL90DU93GFScNvuVmgrqPJQAIe2N8mZmQjC4XEyPDyMaDRKE4mEuLLfKwGAUuDGnc34m9u28Ru3NyGdy/IPb7sEB30BoZDyPFbz+RzsZqVq+S3Pj82T0WhatLa1n/fWT01NMV7Iy48d6heVEDR6KRxDm9WxNgXwBkuyw+nnh0fn1nXHoukCjo3H+JvaBjbVbpYCuKGlS0QikZKP/xcjGo3SYj6PP7qud1XX5859bXIym+I/CQ+xE7GZC5IKn5+doJpK2TWDvjWPbb10uM34r7dtE/2tVvnd0VfwxVMvIFJIko/dNCh7faWVQt3WYkez08R+NjGyboMyLzgi2TS/sn/hmnR5LDydTjcM1RKZmphgO91+5tPr74h7vVBCsD41AAaYrpOg5r8p15jKzVY3VqEz5ZEOq2PTnqPkBce3Rk4Qr11jH7txABe32eT/fus2eWi7H5pCz/sxvfpzx0UBcKMoE4kE8vk8zmWYJpNJ2u4246p+L/6P23fIA+12MR+dZcPDwwgHQywyOYn9nhb5ke2XYI+7ad1B2rP5DMzq6oWx18NDR8LMpOsXLAATExOMCgN/ckP5jZahSBpCSNFpc5a76S2NTdXYUCS16L8RAFcP+OXOVges+vkHTE0OHQPNdvT5bejxWTE8k2ZNZisLmDdPtNAtbb2SGwaSyfXHm0Yi09Rj1Uo2mmyagoFmG/n1Mh4uQ0o8HDyNawb96PTWJgf2LZe08VOJWfrVs0fJZDYFQ0r8aPwsfWI6iHdf3olDO5pWbmNfQDw+NSYzRnmWmFfis2x7q50DgFVX2OtDlhosj2EYyKTS8pa2vk0n8LHg6FjH11I6AVkMAQiVZ0TlZ6uHAYAS8otBp/e/PTMzrm7GUAAC4F09OyUjBLH5eTI3N0csFgsu626SVw80LerMk1JifHz8AiMxl8sBUpLrB/1yemqKpNPp834/k8kgMzrKbDYbrm/tIpPZFGZza4+XjeVzUBklJoUiV4Hj98XIF8WSoQfhcJh2dHSIe6/u4V98Yv2eknOYFApGCGHVinnYArSYrZBywTO6GH1NNlw94EPOMLhFVVmuyOV0PCcCbjOjhMg854IAeLUuBMkZBprMFjqRLU8yUS1xKBq2O30kFAqV5YFbrWf2bfvbxEgyJmfzFxYdeD0TmSR+MxWS77msE5/86WmSK1bPxlAo4DJr7MHxyQsiAV+aj5BILo239mxHt9fK73tqhC12Ce7c1ybTRgEvzUfK9mJPZJK4sqmD7mx1gHMuDcNoTBqrYHpqinT19mKXyy9fjpW3EmEtIYRgXRWslD4Jwn5SvhGVny1vrAJ4WqPsS/f07b33gdETlliZ49L2eZrR6/CASAlKCCghkhIiKQgIIfLF6BQ7XsHEGo9uhl3VMDY0/NqLmclkMDo6uqYXNRQKwTCMZfX8UqkU7Gm7vLqpQ3w/eKpko46CQLxuaRCQSBYKYqDZTo+F42sZ7qqRkEvKD5wz4ru6uuTdl3aIbz0XKovX954ru/h4JoHhZKxxpFcmdrr8GJ9fOp7v8j4fP5OIsscmFmK5++0e0mVzsB+FxxFMx8lSv7cZeGvXNp5MJpHP56v+HR0mBR1eC/3amdJKjx+ZmyLtVju/99pe/NvPz1ZlvBTAHXvbkCjkRaq4eLzzVDaN+84cxZ2dg+QvbtkmvvrECJ1NFaApFHvanOhvsqGv2UbuH3q5rAYRBYGUUu5pd5JMJlN2BZatwOz0NLmhtRtj6ThSm6Q4ECVkffKo6o4kiP7T8o2o/DSMVUBqjP0ZJeTU+/r2fPzxqaD5+HxkVfIiS3FjS7fc7faTWGxBGutVA49IuZDhTgjBTYEeTGZTiK6zgsVSNJmt4AbnKNO9LjXzdHp6mnT19jCPbsbcIt+t1+7GPk8zt6s6MSsK1ZkCLgVOzM+KI3NT9Nz1mMllZLfPiqoZqyvceCEEQqEQGejqIge63Tg8Or+u/i7r8cJr09mXz7yyrnYanE+b2cFfGF48ocVhUtHpsbAvnT752t+dTc7hbHL5SkGbgQGHB27NxEbCtdGOvbTHg0g2zePF0g3lR8eH2Pv798h3HmiXDxwer5g3zGfTcMuuFtnpsyJdLMifTy6vh5rjBr49coJe1dwhPnxdH4pCCBNjNF7Mi1AqgYeDE3Q2X15ZKYVSCCnR4bbw+NxMw1BdA+l0Go5cVrypvR/fHjmxKUIhFw6A1noyTAGl0wTgiXKOqdw0jNVXUSj9dwX02WtbOj9z0N+245Hgaet0bvWyKZf72+A3WeDRzcKp6suWLgQAQoh4V/dOfObU8xV5aVrNNs4LharfZyEE0qm0eE/vLvrbmbA8Ep1+rczdFf42ccAfoKl4guXTcaQKBeRyOei6jj6/Dzv7dmMunxXPz07SmVyadTm8AlWMryYrHMcbhoFUKsW7vFa2HmPVZlJwaGcTfhg6gxzfnDqetUCnFA5NX7IQwP5ut5zLZ0WGG1tusb8l0CNmZ2eJEKJsRp+maeALpXhWbLOv2SbOJJcvM/pGDCnw4OhJck//Xlza7TmvmtPNu5qxv8stFUYJFxJCSimklFxKybmUE7Es+c5zK5fZ/ej1fYbHpilnE3PigZExNp1Ll3R9JIAnpkN0KDEPSgidzqZhSFGxuYoRCikhLRpjU4141TUzGZ6gXb29Yo+7SR4rY5hGrVhXBSvWBkhjCkSdLeugykzDWD2fwzpTDmqU3f3Onh1fvn/4uHk1pS9vCfTI7Q4vUqmUKCbTLJicWrZ0IbCQTWu1WsVbOgbFw6HTZZ/k8pwTpqo1kTeJTE1Rq9WKS/0t4qC/jT0TGZftVofosDhIOHihEZ/P5zExvlCG0Ofz0RtaurmuKCxbrK4hV0rJQsMwmFVbX2GS37+ym59JRDGSahz/l5P39V7EhyMpTMYXr5G+O+DEcDq65a75zYEeQEgSj8fLujg7HA4enMuUNHe5LRoJRRKr7j9ezOOR0Gm8Zfcgrt3m4+NzWdbls8oML8gfhM7QiUwSOmPQKCMaY0SjDDpjuKWtD3vbXXhpfOnCLzaTAq9NVz538nnk1ygf9/pCLJVEoRQqo1RKCb4Jcyyqyez0NL2upQvBVBzx4saWpVvwr6wxZlXtBwip6xAAoGGsLoYkhPynQqn+rp5dn/mPoWPmZAlxLa1mG3a6/CQYDKJQKKxqwpucnKS9XV1oNlmxFm/ucjwfnaD7fC0wm82oReZoOp1GOp1mNpsNl/kCQgiB0OgoXSkpY3Z2FpidZVarFS2trVU9qiklBIRzDquurHkTcP02Pyw6pb8Iri12uMHivK1zO8/lBfnuCxcmCJ7jJy9PkXfsb8dYKo6xdHXCS2pJp9WJ29t6uU4ZC4fDZX/e7HY7e+iZ4Iqf89t1MEpIZI1z3Fgqjn9/5TB67C426PDyn00Os9fXejcMgTTOD1PS6BjedFGXvGrQ+7sJ5/wXXKoKJaligeYFr/t3cT6fRbyYg2cTyi9Vm3Q6DVs6Ld7Vs5P8x9BxkuEbVxRoXRWs1O0JENNj5R1R+WkYq0vACP2qRtH0rp5d//M/ho5ZVjqmvb2tj8/Pz9NCobDqCa9YLCIej4ubA73yG8PHyurxyXGOF2Ynxd6mJjk+NlYzb1IqlUIqlVp1/+l0GgSA16otmdldboSQYIwt67ngnMOq0jWFNvc1WXFFvw8Pjp0kxXVoXDa4kIDFzr74+DC4WPrWnJ5O4kfHJuUdewbxndGXSWQdihX1jFsz4c0dA9yjm1k0GiUTsVhJpwarwWKxgAspRqPpFTeUl3S6MZFJcrmOUx4uJc4m5nE2MV9SGydiMzCEIDpji37+3GRdqZyBcjNfyOH7Y6fIhwYvrvVQNgXTU1M00NYm7u7diW8OHSflLGpTLTTKYFU1isJaNt4EUHp0AI+Xe1zlZlMEF1cKhdKPmxXlM3d178jQZcKxtIUYObae47W5uTnqM5mZWyt/eeHDs5NUURRmtZYmZF1vFBYUAarWX6bApcm0/H0wDAMWXWE20+r2e367jndd2il/MTkqJzIbXwapnmi32iGExGxq5SO9o6EY+c3pGfnOrp3SoawvnKPe0CnF2zq3iQ/074WSL2J4eBjz8/O03IYqsBCvGs8VS2q4t8nKa6F4cToRxbH5yKI/L736E95A72IFbuOWZiIcppqAuKtnZ9kK2lSTGwPdnIooh3Fy5Q+/EdYKSB4FMFX2gZWZjXdnqoxG2V87NP25y5valnStXu5vRz6f5yvFpy4H5xzJZJLf2tZbdldbQXC8GJ2ULo97Q7rxcrmc7PRUTxg8kS0KbYV41Gw2i3QqJf7kuj6h0NJeI4vG8AfX9MgXopPyxCbS+KsXdrn8GI2mS3aNPHl2lh4NxcR7evcIE63vQ6btTi+ube7EJd4WDDg8aDZbsdiYD7V04aPb9sPPNDk2NoZIJMLWU6FqJfL5PBy6WtKz7LSoNJTa/GEXlUZAvppQ06BchEMhZqeKvKd/j9zm9L5aEar+6bG50G93UzX5b2vbBCr9ACG/LPOwKkJ9z9D1gdSZ8t79vtaTQ8l5+3T2/Hir3S4/LvG2YGJiYt0eg7m5OdbV1bXeZhblbHKeXOxtqUjblSafz7Nmh7NqSWJz6Ty6nfqKn5uenmbt7e3irgPt8v5ngyvObm+/pF2OpxPyqcjS8ZQN1k6ryc6fHJtb1TPy6PEpZtUVcU/fXn7fmSPMWFfJwvLze+39ss/uBqREPp/njDFKGSWMMkJf3SRJuZAFTwAYhiHD4TDN5RZPLis3+Xweagm7tXa3GQAhsxvkuL2+abhWK0FobIz5fD7c2NItbgr00CPRaXF0bpqmjPrUYtUpw23tfVBzjxBgjScD+qVJENN3yzuyytAwVktjghH6kTd3DH7xvjNHrMar5zD7vC24rrkTk5OTyGTWH/cmpazYNPSqkU1MJtNCJaoNRD6fh9ujVG2rG00XWJ/HXpIUTyaToWbNXNJta3bp8rGJcMNQrRA2VWMjS8hVLcf3Xhindx/s5H+0fT/G03H5y8lRkqiTBarf7iaRSORcWdQL5mtCCCilYIwRQgjy+XxVXUJCCBSLRfmRa3vF5x8fXkLXVsFbL2kXoVRcoiFiv26WCcdusE5eTeylVqsVu71eud/XilA6zg/PTrJQOlHr4Z3HjYEersookP/V2t4p2gywZgHgkfKOrDI0Fs4SoYT8p87Yz69p6coDwOW+NlzX3IlwOIx0ujwZ/IwxiAqe2Y2m4tzp3Hj15xe8N6zEw/b1E88WAcpKPk4uJYbMpFKYFYWGM/U14W0WOq0OcCExv4YkPCGB+38bZF97ahS5NBMfGLgY7+/dy/WqPXFLkzIKnC4zjnMSRoVCAfl8beR3QqEQcZso+dihfv7God6yqxl/euMApgpx+djEUMNQLQMScsmS0A3KQzqdRjgYZKPDw/AIyt7SOSjvHdwnL/Y0S43W/jHusbvQZ3dRZa3H/wBgurIA4AsANoQMQsOzugp0pnxot9t/xqaoeq/NhfHx8bJ6KclCOVZCsWbFtGU5E4+yztbummiurodXF2TZ7bOS4dnySnstRjxTBFnOQngDEnLFpeOSTjfmCzlRFJUTDN/K7PO2YHQ2va5neyKWxQOHQ8yqK3jvZV3kyuYO/HJyrIyjXD3BdJL1WK08Hl+8Glc98GpVN9rW1ib+/MZB8fVnRulV/X4MtthEXnDy4NgrZCKzeiWQBovTSLCqHkIITE9PA9MgLpcLV/gC/JqWTnYyFuUvRCdZLVQkLIqK29v7oOZ+QIC16vsyQL9MgGifLevgKkhj4VwdUUbovQNOb9kNVQDI5XIoFAry1ra+5pPQrgAAIABJREFUikxHY6k4VKawVdhhdUM+nxd9Tbaq9BXLFsBKdOQSQkpaPAZbHHIoMd/wh1SAO9oHZMDkwK9OR8piEKXzBg6PztFuq7vmOjZmpkhN0+r+hZVSIhwOU1nMyY9e34+uZjN+HD5Lv3LmCJnIVEcwf6vQarHBaEjeVZ1YLIbQ6BgLB0PoMVnpe/t24319u8WAw4Pl1ILKCQFwZ+egUHlQIP/rtTek7QWkeAnAULnGVmnqfhKsNyghj0gpjeVKqK6HSCRCtzm9xMLK7/TOC465fFZsxFCAXC5HA67SYkPXSyJbhMElXC5XSZ8vxVj1OTQZTJe3ctBWhwJ4b+9u3qTZ8blfDyGSKN8x+OnpJOyqxkpVeig3JqrgQwMX8U6LHRMTExviuZFSYmpqikVno7AwFTtdfuiLy5s2WAeX+dt4LlX5E6YGi1MoFDAxHiYjZ4egZgv05kCP+Oj2/biiqV1YFbWifV/Z1CG8GgNL/a/1TUym65Kgln8u07CqQsNYXT0FIcS0qlbmoczn8+Ccy4DFUZH2Q+kEtdrtG25bns/nic+mVcXTJSTw8JEwnG6vLMULvZKtqikUJoXRyQ2k5Vjv6JTiDwb2CSNPyed+fZbEs+UNu0rnDcylC2Kfp/oKGj02Jz6ybZ+k+SLGRkdJpTbGlWJ+fh7BkRF0mqz40OA+DDg8tR7ShsWmaGgyWdFusaPH7sJutx+tFhubmZmp9dAaYCEhKzg8QqPT07jI4ZN/OLgPd3YO8jZL+XXBu2xOXOJroVrq03RdgYLUB7AAADxUrrFVg0bM6to4oWlaWyUXEfmGh9GjmXBrWx/XqYr7ho6syl2hU4Zd7ia5z9sMM1ORTGy8JJ98Pg+zWj03zenpJIJzGdHa2komwktn8BNCpJTLnwEJIUBBYDSCzcqCiSr4YP/FYnQ2LR98YZwtV61qPbwYnCeX9jXx52bXL0tXKue0VCORCBKJxIZ1SwohMB4MweFw4Na2XuxxN+En4SGkjQ2Ry1EXNJusuLt3FwzBhZSAlAv/jcfiVDRi3+uKc2XFFUWB3+ejb+3aJnPcwHOzk+SV2AzWW6nQpmi4o2MAavYhQEyub7D6lUVAfgVAbTIy10jDWF0DlNLndF2/KZVKVeZ4jhDYVB03B3rgN1mlThVuUzXlaGiedPs0cqi1G7+YHC25uXd07xAuRUMiFqPTsRhQgiRTvVEsFkEpJRaNIVOoTijhD46G2cduHISmaVhuY7JSZSBDLHhfGSHgDYN13Rz0BzCfLuA7h0MVNeaOhmLk0I5m5tJMiBUqL/d2XXMnLvY0IxgMYi1lm+uRRCKBVCqFltZWfHDgIjwcPI16kwCqV25o7RbpZJJMT083DNMNgmEYmJqaIgDgcrlwlb+NX9fSyU7Mz4oXopN0fg3zCAXBW7sGhWKcBfKPr/NZYIB+hQGi//v62qk+DWN1DRBCjuu6ngJQkRqgUggcau0GIQQnwjFycnpeGZ1NI5kzaMBlxgeu7MHz0UnECytvjDqsDnh0ExkdGt7wi1+xWBSDLXZ6JBirSn+pvAGCBS/RMkhZgvEvpIRKGThfe5WzBgt0WV38heHKZ8dnixynphL8uuZO+lDodEXfnyv97bjY04xQKLTsxmgjIoTARDgMl8uFt3Ztw+NTQXl0bnrDz0eVpNPqhM9k3hTz9lYlFoshFosxXdfR5/NhZ/8ezOYy4rnZCTqUmC9ZU/2alk7uUkFY4vPr37SouwDIkwBOrbutKtPYsa2NE7q+coWjtTI+Pk4KxaIciiTFd54fx7HxOJK5BSNnIpbF0dA8v7Nje0nuxVghB0roapSY6hJCCJii0LlU9RZyn00HF1KuVEa3lJrrXEqoG/we1At2VafDM9XJMH9mKMraLZVNSLzUF8Cl/gDGx8c3naH6emKxGKbCE7imuQM3BXp4tTKoNyKHAt0yGWskZG4G8vk8JsJhOjY8AlPeoLcEesVHt+/H5f42YWHL57702t3Y6/YzLfUv64tTPYfpuiSIaUMlVp2j4VldG6cURTEvyBaV/1i3ublZpAtCfuOZsUW9Rz97ZZr9Wdsg9nlb8GJ0atm2ksXCOQUAOj8/X/axVguHw4FcweDBuUzV4vjaXGYY3BBYRruTEFLSDllKKTXKGovPOgksJC6QSLI64VbhWBapvIGDvgCenZ0oa9suzYSrmtox4PBgfHy8ZqL+1SSbzWJ8LEgGOzqIr8civjd2kuZFzRXC6opBhxdWpsqxaLQxX2wihBCYmZkBZmaozWbDxV6/POhvQ9oonB91/7s/UJuqQcl8GxDR9Q+ANgFKB0Dog+tvrPo0XD1rIyeEeMZuL38UQFNTE6eqhs/86uySBlLBEHj4SBhX+DqkVoK3jqA0718943a75ZND0aomnHR4LFwUCyv1WdKl5VJKtQ4qn2x09rj9GJlNVdW6eersLNnjal62zyaTBaXIXFkVFTe2duOPt13CP9i/FwHFxCuh2VzPGIaB4MgIdSsqbm3va1iqb+D61i4pDYM6HA5omlbr4TSoAKlUCuNjQRYcHUV6do5mXv8TnaO5+Rh16Saw4imJwjPl6dR0Qx7A/wJQ/UoGZaDhWV0jjLG/9Xg8DyYSibIp1TudTmmz2+mnf36GGCt4/E9NJTERy8qbAr3kR+Nnl/2sVdVIND9XrmFWHbPZDEoZnh4qw+5yFXR6rSSdWt4bvRrvesNNsn56rB7xgzPhqlr9x8Ix3Lq7lTWZLIjkMhf8+21tvXK700cIIRhKzImHQ2fOs1p1SnGZvx3bnV5uUVSWzWZ5bDbKUqkUpJRbdgeTSiSpzWpuGKtv4KW5abSYbYbL7aRe1U8pCIpCyFQsRubmNu483uBCDMNAKnVhSFNHR4cQxXFJ058rz/xALIC+X4JonypLezWgYayunZ8xxmYtFostk7lwAVstmqbB7/eT/3hmDIlcaUk4yVxRaiXIvZqYQjbyEaPH4+EvT1ZXxodRArdFpSNTK8dGlmKqEqChBLBOLvO3IV8U5ORUdfVqTSoDIVi0apBfN2O700eCwSCEEOju7CR3tA+IR8eH6AF/K3a7/Nymaiyfz4v43DybSqUghNiyBurrkVKCNYrcX8AzM2GC163NOmVosdjImzsGIYRALFadBNMGtaGlpZnrqkFo4hPlmyf0KwUkfwQE69S9qh0NY3XtSErp/93U1PSZYDBoXSFjfFkIIQgEAvKl8RiGZ9Mlz95em46x/Ox5f2eiCt7Tu5tDQhqS0/FMEkJKup7x1RJVVWE2m9ljL1e3Rnuzw4SiIUQpeoaleFYJIUTIjXkP6oWL3S3ixy9NVT106brBJj6TSyMnDNZtc8KnW+DSTXCoGlrNdhmLxWShUKAAEAwGSW9nJ/7LzgMoFAsiEU+wmWQSnPNGyNUb4JzDoahUowyFRtzqkuQFx1gqjoeCp/DWrm1LeuMabHzcbrewWc2Uxv+WlCWhCgBAAdMNOVDz35WpwZrQMFbXASHkG4qi3BgIBO4aHx+3rLUdv9/P8xzkoSMTq1rQXGaVPhM7v+zetS2dSGcEeWY4yt55oAMuVUNiA+/EXS6XmIpnkSlUVwQ74DJDcL6iFUoIgSjFWEXDs7oeLvG2wOCSnJiIV7XfFqcJF3c4GaEUf7RtPwxuSMPgwigWUSwWaSwTJYlE4rUNpmEYGB0dJZRSGIbRMFCXIZlMwuF2i3v699Bvj5wgqeLmVUIoB6F0Ao+OD+G29j7wMEc2uyFDDxssgc1mg9froTTxrwDKuBnRLgZATgA4Ur5Gq0/DWF0fklJ6r67rba2trVdPTk6aVtuAxWKB3e5g//bLM6vu3KwxYrzBW9dn98gHDofo8Ewal815uFlk2UaNcyKEwOl00gefHKl63+1uMzeK+VKOYWRpnlWUZNQ2WJwdDr/47XCUVvsKvml3q0ilUpiZmTl3OkGwjDoEsJD1u1FPMqpNOBhkLa2t4v19e8gDo69gZpGY4Aa/40xiDuZJRV4b6MJEKLThSvE2WBxd19HS0gKa/g9AhMrbuPmWFKjlb8vbaPVp7PzXj8EYu9NisZzx+XyrmjkYY2htbcVPT0wjlll9GcJfn54Rd3Zskya6sOe4xNuCfFFgeGbB2+o0a3Qjx6rabDbkCpyPz1ffg5At8JK0aQkhpBQblICQhmd17VgVDROx6mbMmxSKNreZzs3Nbdgwmo3A1OQkzcQTuLtnF7ptldW03Qy8NB8hz89OyNb2tsZDuQlQFAXt7e0guV8AxefL3HgPQF0JAD8sb8PVp2GslocMY+yQy+WKuFyukicQu92OZM7gvx1ZW5b7b07P0JGZtPjQwMXy3v5L+BX+DvnEmZnXjiRzRS5VtYQMrDpF13UxmcjV5BmdSeYpYWpJgXQlJVg1PKtrhgIwqYxOxau7abl1dwtyuRwvFhv17CtNNBrF3MwM3tw5iN1uf+NFWYFnZsJUANRqtdZ6KA3WASEE7e1tkvDTguQeKX8HppvSgPoPKF8AbM1ohAGUj1lK6bU+n+95Sqljbm5uxSNkTdPEVCK3roy/7z4/zrq8FlBCmJASo7O/i2ENzWXkoNe8YbNHzWazPDqWqImxOpvKg7CSRPxLCwMAAd/iCVZ3d+8y3JqZUkIIo4QUORcPhU7Ryezy8VlddhdyBS7zhqhq6viugFNOT002MverRCKRQLFYxPWBbtgVnT89M9649ksgARybi4hdHo9Mp9ON67RBCQQCQqFJSRNlkqh6PdQDqAMAYfeVve0a0DBWy8sIpXS/2+2+z+l07p+amrIuFwSv6bqcmkqsq0MhJUZm04v+2/h8hm1v8XOsEGNXr+i6zl6ZrG5CzTmi6QJUtnIcACGkpC0rIVs7weqdXTuEJlX2jadHSc4QyBc5Lupw4R3bduI3kTEcnZu+4HcogJsCvXLQ4SPPDM9yVHG+urzXC0iBcsjSNSidbDaLiVCI7O/ooIliXr4cm2loWy3BsViE7vO11HoYDdaI3+/nZhMlNP5PlVmfTdcXAPkFlDVbq3Y0jNXyM8IYu55S+ra2trbPp9NpSyQSMXN+/omypmkw6To7Hq6cMTYZz4ExZUOGeiiKAglgJlmbBIJ03gDkwn1aKYmhxJhViJICBjYft7b1SrdqIZ/79VmSzv/uPXh6KEojiTzuOtCJVrNNPhoees0wOeBtxaW+NjmfLsr7nhwmk/FcVeeqq/u9vJTTkQblp1AoIDI5SQ4FupEo5hFKr29Dv1mJF/KYyWZER1eXnAyHmWGUps/doPY4nU7pdNgpTf4DASqxxumAfpkA0T9RgcZrwoY0ZDYAkhDyIKW022q1fr6npyfrdDrPs1RaWlrFyxMJGU1XzhiLpvLQFbohPRMmkwn5olFT8cVT0wnu9XqXtTCFEMSqrWzT0BIlrjYbl/vb0GfzkvueHDnPUD3H0EwKn398CAHdiXt69/B+uxv3DlzC97kD8uEjE+QLjw/RyXh1E6u6vVaYNYUlEg0jqVZkMhnMz0ZxZ+c2uLVVi6xsGb4fPElPp2Lo6O5CS0vL1ptgNiAWiwV+v4/Q9OcIRIWqMpquFJDiMQBllhaoHQ1jtbKkKKV/Tik96PP5Xuzp6Un5fD7D5/NJwhgefGG8oobkQLMduSLfkIGSuq7L2VShps/n4dE5ppmWl89NpVKsx2dZ1qhWKN2Shuoulw8HvG34xtOjmFtmUzaXLuCzvzpLUmlJbmsbwDNnovSTPztNTk7Wxli8dVczj8ViotQyug0qQywWQzqZlHf17JQm1jgEXIwc5/j55Aj75tBxJBlkd1+vtFjWLPndoMJomoZAoBU0+33AWL1cZWnogOmWPKj5/6pQBzWhYaxWh+OMsQOqqt7qcrk+4XA6M69MJituRF7Z7xO5dHJD3mOz2SxC89maeoXHohkUuIDD4VjyM5lMBprCmNeqLfkZTSElVbnaTHRY7bihpQfffT6EcGzlLP68IfD1p0fpP/74BJ4ejhIuanO9bJqCJoeJxWKxDfnebDZmIhHCuJAH/YENuemuFtF8Ft8aOUGfm52Et8nfKAdWh1BK0d7eLkn+WYn8byrXkfkGA8CPARyrXCfVpzEhVw8J4ClK6d8ojPXvDDimL+/1VmxS8dl0NNtNNBqt0DFDhdF1nZ2ucg34xXhuZA4Op2vJ+ySlRCaT4dcM+JdsQ2VbI171oC+Ajw4eEH+87VL5ts4deOzlKXl6enX3sEY26mvcdWm7zGQyvBH/Vz/MRaN0t6tpY8YzVZnnZycJYwpreFfriwWJqnbBRFiS7Lcq9ygTK2A6ZICa/7pifdSIxtlKbZjSFHblDdubDxe58D4/Nl/2TcPBHg/P53OklNr29QZjDIQQBOdqn4l9JDRPrhn0M0rpklWJEokEG2xeWnVBU7ZGGMAlnoD82YlpGoymkTM40nm+YewLCuCPru/jLhOj4+MNyaR6Ip1OwwspOm1OOpaqjTrIRsGQAodnJ8TFfr/MjAUbz3Gd0NLSLDQlD5L4ZGXXY/OtBUB8A8BwRfupAQ1jtXYENYVeecuu1mcLhnAdC8fLurBLCamoKlnOyKpXdF1HweB1IbmVzBkIz2e5z+djkUhk0c+k02m0tLQwp1lBPPs7jxwhgMeqYWfACZ0pOOgPgICAYGGnTRYS8SQBJCNEKoRyhTKhUCIYoUIhVFJC8Exk3DGeqb2XeTn2uptgcIkXg/O1Hsqa+IOre7hdBQkGg2SjvS9bgUImSy9yN/OxVLzmc0K982J0il7qD0DXdWzkCoabBY/HI6wWE2j8f9KKavNTF6BfzkG0TRWreo6GsVpbzmoKvfaOi9qeLHDhOFXGY+9HX55UHGaVd3V08dDYyIaa4DVNQ2qRzPFa8fjpCHv3wU5JZ2cXNWSklMhms/yOvQE2NpeVAacp3ew0C6dZtRhcRLmUJwsGf+GKpvYCAeEE4AAEIYRjYfYSWPi7/CI/rhaL7VPfHXnFspJ4fi3Z7w3wJ8/MbDgv/jncFhVz0ZlGWdU6ZXZ2Ft3d3UyjDAVRP3NDPZIXHC/NTYsdzU1yPBjaUHP/ZsNms8HjcVOa+GcAFT4pNN+RBeSnAVwoWr0JaBirtee4ptBDb7+k41ffei5oG54pj0EiJfCdw0H2nsu6RGd3r8hn0zSdTiOVql+D5xyZTAadPh/TFIqCUXvjYWQ2jfH5rGhubiGTkxOvGWSqqsJqtUqHw5HUNM3UqcuRLp/tByqjRwEcB/AKo2zdM5RCaPgd3Tse/M7ICfN0bvECELWkyWSBTdHYkdDGrJQGACqj5I1ayA3qB8MwUDQMvs3pZcfmFz/haPA7Ds9O0r2e5pJ0ohtUBpPJhJaWFtD0VwExUdnOaDOg7eUg2t9XtqPasWE9IZuM5zWF3n73pZ2Z3W3OsjUqJPCfzwbpYyemaTApuc3tl109vZKuXJipphQKBeRyOf6m3a21Hspr/PClCWayWKjNZoPX6+U9PT3Jrq6uhNfr/abJZHovpdSpKWxAZfQvAXwVwPMo01aaEvKoSul73tmzI+vT6y9x4rrmbvHSeIzXw8ZirTBKGsZqnZOYn2fXt3bhupZOodb5HFZr0kYRp+JR7m9q2rgv5QZGURS0tbWB5B4Dikcr36HlLWmA/h2ATRvU3Xjj64cnNIVefcdFgdBdBzqyepkKT3GxEEf44Avj7F9+eoq8MpkU7Z1dot4N1mg0yna1OeoiK0llFL1+mxRS8ubm5pjb7f60qqq3UUo9jLF7APwQQEWV6wkhD6mU/cG7endmPXr9iKRrlKLFYqNPD89u6ONGQhrGar0Tj8cRDoaw0+6V9w7uw4DDU+sh1TW/jYSZbtKpojQOUKvJaxJVxglBco9WvkPWCaj9BRDlk5XvrHbUt8Wy9XhRV9j2Pr/tmx+7cTDT5bWWvYOHj4RZcD6Hto7Oul6Zs9ksuGHIQ9ubajYGp1nFLbtain9167bcoR3NP9UVdogx5qGU/gWAp7AQZ1o1KCHfUin96N09u7IuTa9m10tyTXMnJmNZHk1t3KNGTaEghGy4RMStSKFQQGhsjCXn5nFLW6+8u2enaFS4Wpx4MY/hZKzhXa0ygUBAKGRe0PSXqmNfWd+eBpT/BmBlQesNTMNYrT8yusruNWvsrvde1hW7eWdLgZLyCQVIAN9+LkijaYPUu8EajUbpwR5P1SfaDo8F7z7Ymf7TQwOZ/V3uz2kK22lW2a0AHgdqK5jKCP2aStlf3t27O2NXly5EUC0G7D7xxNmN7VX1WfWGobrBiMViGBsaJjZByD39e3BNc6co5zy5WXg6Ms5MFjOt95O0zUJTUxM36QBNfrw6c6IyCLCWGAj7clX6qyGNJ7hOoYT8SFPotku63I//8fX9aZ+tfJ40LiS+/swozXFC/f6lxexrTSqVAiMg+7vcFe+LEoK97S78yQ39qfdd3jU50GT/7yqjLZrCPgZgpOIDWAUKpZ/VKfuHW9v6appttdvlBxeSnF2l8H+94bFp4HxjliXe6kxPTpJwMIS97ibsctXvXFYrovksZnMZ0draKjWt9pvbzYzT6ZQOu43S5McpUKWiIta3pwHtL1G1DmtHw1itbyImld3itqr/9cPX9mX2d7nLtqAWDIHj4TjR9Po4Tl6KaDSK67dVrnygRWO4dtDP/+rW7dnbdrc+47eb3qMrrJ1S8ikAdWuFKZT+c8Bih0Ot3f27xNPKnxmKbvjaXBrbeuVwNxOFQgHxuTl6ub+tcRPfQK/dBZ/JQlMGlR2dnejq6hJOpxMNT2t5sVgs8Pt9hKY/QyCqpDWtXgQQZxiEPlCdDmtL44mtfySj9HOaQvfdvKslfGh7U7FcDafzBgBa16EAiUSCmFXG+prKG7/b7DDhbfvas39+87bcFX2++80aO2jW2BUAHkFFlZvLRlZI+ZWLPM1lex5WAwXg1E3s5YnyFrOoBaenUtA0rTEX1hhCCCwWC6xWK1RVXdXvxmIxaJShx+aq0Og2HgGLHb/XMYAfHp3EZ389RP/+RyfwxHCMmu0u3tvbC9IImygLmqYhEGgFzX4XMIaq1CsFLG9Ng5o/ho2xXq2bRprgxuG0rrD9B3u8j1t1peeRoxP6et0ImYIBUFrX3ggpJdLpNL+o3c2GIus/9VYZwZv2BHI7A84cJfhnhdHPqgyzZRhq1dEY+9ReT9MfPhUJqbzKnsE9nmYkc0URzxY3vJGXKhjgXEhd10mj4k/1cTqd0ul0Sk3XabHIhZBSagpllFIUi0WRLxRkPpejxWKRcM4hpYQQAkIISCmhKAocDgfXGGPXtXbJ0TMxUteTWhXw6Ra8vWs7fnUygqOv6h8LATxxZgZPnJlh/+OOnaCUoqGAsT4YY2hvbwfJPw3kn6pex6brOYjpGICfVq/T2tIwVjcWM7rKLtsZcP7UrLE9DxweN6+n5rymMJANsL1mjCGZW78R0eo04e6DnRldYY9oCr0XdXzMXyJnJPDSgMNz2cl4tKod73T6xUuhWN0/O6WSyBWFyWRiDWO1vOi6Dp/Px6WUiEQizDCMC//d7ye/OjVDXhiLIlMQr21+LBpDn99GO7wWNNvN0u1ycIUSUEoIJQtyYwSESCllcD5DHnxyGO+6tEMe8AXkc7MTG34TtVYcqo67enbghbE5PHW2uvPCVoIQgvb2NsnEmCTZB6r3vLEWwHxbDkR7L2qc8FtNGsbqxiNhUtl1vT7bQ++/ovvqb/521FLkq39eGSW4eWcL4nMzZc9aZIxB13Xoug6TyZTWdZ1TSikhhL3+R0ppZLPZTDKZdKTTabxxIXtdeySWWd9p95V9Pn7dtqasQslHKCX3r6uxOsLElH/a7wvcdzIetVezX49mJienpjaNsTqdzLNWs84B1LWyASEEPp+Pu1wulkwmeTQaZcViTSJBluWckWoym9nJqQS1aors7u5GNBoV8/Pzry3sTU1N4ng4Tp44M3PBs5QpcBwLx3EsHAcAgqXvDXn1B995bpzec2UXziTmECtUVPq4LjEzBXf37pTDkTR+cnx62fezEae9Nha2SATNzc1cZVmQxKerOGcwwPYHaYD9Beos8bfSNIzVjUlOV9nvtTpNX/vQ1b13fvWpUUuuuLrjHLtJASVAIpFY8yAIIVBV9ZxRaphMprSmaRpZcHacIoQ8Syl9DsAxADNYEM7Pvvr/PCHEbrFYbtF1/W6/33+7YRg8mUza0uk0lVK+Nikoikpi2bXpeHZ6LLhxR3OmyWE6rSn0bQBG1/yF65OHPbqJ+3QzZvPVkdnrt7tRFBLTic1jDPhtOi9kE3VtqOq6jtZAQOYNSb7x9CiuHvSTrq4uZLNZHo1GWS5X+/uhaRp8Ph+3WCzs1HSSPvzrk8gZggAg3V4r7jrQDo9nQcyfUoqCwfHw0aGybXqCcxmcnU7J29v75P3DL28p76pGGd7Vs1NG40X5wOHxLfXd1wshBE1NTVzXdUIpObf2LDjv8dqfX/u8lBKQOULjf1fd62y+rQjieBaEfbGq/dYBpLG72tCQgsH/NZXn99735LAlmStdvaLFacLvX9EtQqPDq37ZVFWF1+vN2u12RQgxBeAopfQpQshRAC8BCGP1xxMKgCuEEO+UUt6BhRyeHICMlAiAEPfZSMo4Epq3no2kwMXSzTvMKi7ucPED3Z6cymhUZfRfGCX/hk0q71EU4v8JpuJ//VDwlLka/b2ja7uYmuF49PjkplkQ/8837ZDh8Hjdxqx6PB7h8Xjo4dE5/Pj41Gt/b9Eofm9vQG5rdpBCsSCis7M0kylLld9VoaoqfD4ft1qt7OxMSj704jjJFBbP+xhstiNdMDAdz6ISFXopgL+6fbt4IhIkx+Yjm8b7vxyMENzVs1MwQ5Gf/dXQipuu/3HHTgwPDzf0hXEu7rRNqiwjaP4XDLIIyBwg87/7P3KAyAIooGb5TKwLcPxpEkTbBmCyNoOoHQ3P6sZGagr7MztI5CPX9v33rzw5YplLl+aBNKsMcpU7FU3i87oQAAAgAElEQVTT4PV6M1arVQL4F0LIJxhj5dLpMAD8hlL6GwB/tsi/e7e12N/R5bV+lFGy8+RkQhwdnzePzKYhJaBQgu2tDlza40m2Os1MCPktXWWfAXAYmzyuR6X0Hzqsjnfv87T0vzg3VTED0qObcJGnpdCk29THp8c3jRFAATBG67bcakdHhwBV8MXfDGMyfr73NFMQ+M7hcaJQ4JZdLfTijlYpBcf09DTJZsvnaSeEwO/3c4vFQjOZjMhkMiybzYJS+pqROjybJg89eRqpgrHss3G6wrq8AsDDR8L0bZd0YTg5j7RRf2ES5YQAuKNjUFiIhk//6kxJpwP5Ihc+n09GIpG6Pk2oNKqqor29XSoyLEniX+v4WqiA7YMZQPlDbEFDFWh4VjcNBhcf5VJ+4jenZ7RnR+ZYcQWN852tDrxpT4sRDo6uuGF59WgvY7FYOIB/opR+CsDa4wfWTxsX8j0FQ3yYEHQEo2nR7bMxLuSLZo19CsD3seCV3Ur0FgU/+sDIK7bJbKpsjTJCMODwYL+vNenRzRzA5w1DvvvrT492vtFw2sjcc3mnaHfqJBgM1tWc6Ha7hd3pwj8+eqrkTciNO5twRa8PyUSCz8zMsHJ8n9bWVi4VnTx+eoYONNvQ7jJzs6YwABiby4jvvzBOE6s42akGH7yqWwitiO+NlX7tXk+n1YmLvc3i6cg4nclV31tdKrcEenm3zU0+/bMztFCiq9ppVvCnNwzI2PycfH0M8VZC13W0t7eDFo9Ikvl6fW++Le8oQDvwI1Dz22o9lFpRVxNzg3WzM1fk/wjgxsdPR/TnRueosUTy1f4uN24Y9PJwKLjkbtJiscDj8aRMJhMnhPw9IeTfAZTPEioPAwCuBfAYgFCNx1JThJRvyXHj/vvOHLXk+PoMB7dmwkWe5sJud5MQkEdMTPk4gB8AKOaKPPTlJ4bbZ5L1eWS+Vv7i5kGOYg5TU1N14WHRNA2dnZ2478kRhOZX5yV1mBR84Mpu7jApbGpqCusJDVAUBd3d3fjkz07j9QYpBaApFLlKnOWXAU2h+MtbBv9/9u47TpKruhv+795bVZ3T5J48mxVXWkWUkZAEiJyFjEUQNjYZ26/h9YuNbWw/xuaxH/PY2AZjBBgZI4IAgYSEAkIZRZQ2z+5Ozp27q+re+/6x2pU2z0x3T3X1nO/ns5/dz+xM9ZndnqpTp849V/98bBfbnp074u/bgmEYjGOuUoKt9lfVTc5xUrId57Z1a5MLlCqS5XVZ3jz8fEO8Jw53YUefOj3Vyf7l7h0sv8SbhXQiiA9ctAbT01M6l8sdkqw1e14QiUSQTqfByneAlX/mdTjHZ6wHYjfMgQXWAzjyjbxKULLanE4rO/ILWuPSe7dNBX89PMcO7/G8cF0bXjGY0KMj+w45STHGEI/H0dLSkuecT3HOP88Yuwmrr1LpS7aS/zBZKvzOd3c/Fz7R5zIAZ7Z2qdNbOvMLdplNl4qRgmvzk5LtubZgSAP4qsnFvwA4ZNJ1yZY/zJWdV/3g8ZHIRBMtsgpbHJ941UY9PzeLhQXvx3INDAyorVNF9oMnRpcdy4Xr2vDKjR3I53NyenpaLKdHsbW1VUkzrL+8iF7IRnPWQApXn9aF5+Zn5LbsrBgt5AAGXNTZpzanOrmjlAoYgttSYcEuy7ZgSBQqrnxwx6x4ZPccLIPjD6/eiP/e/Swarbq6uaVTX9TZh6/eu4vN5Je3AHVtRwTXnjMAzo/+Fpufn1czMzNNVXmNx+O6o6Od8eL/APbDXodzfCwIJP6kCBZ5Kxi/zetwvETJanM7o+zIv1NaX3DPC1Ohx/fOH0xarzy5U53eFeJjY2MA9ldPksmkk0wmpdb6ASHE5wHcgybv92xCRkW6Dz02M775oenRY7Z4JK0AXtu3vpCyglsDwvgjAJ1K602OkusDwvgh9rdSHOsKyKTS71dK/+MPnhiJPj/uZUdIbfW3hnH9KwYxOjqKWvZ8LlVLS4uKxBL4wu3Le4T9clHLwG9fMCDbYkHhOI6ybUdXKmVu2zZzHAe2bR9zoQ1jDGvWrMFNj+zFzunqN+XwwvqOKM5b06rTqaA2BedlKbWWUN+4f1jMvtjj35cKYag9il3TeYwcVsV+5zl92ooo9cO9WxsmWd8Qb8FVPWvxXw/uwd65+iTRrRELH7hoSEG5GBsb443a070Ura2tKpVKMJ7/NwZ3u9fhnFjkPWVYp/w3WPB9XofiNUpWV4ezy478O6n0ufdtnw6VbMnOGWxRLUHwubk5JBKJYiQSYQBu5Jz/PQ6rpBHfSTtKPjdVKjKpFaRWTGrNpFZMKs01wDckWjQD+6zB+T9g+ctbr5nKlm/68j07VnTGa71duK4Vr9zYgd27d3uyWvrAY/f/vH/3EYlTNaKWgcH2CHpTYXTELN0asWTIFFwIwV3X0blcDoVCgb18BFY8Hkc81Sr/7vbGSdSq0RkPYqgtgod2LX5Yftji+MRVG/GdXc9iqgGqq6elOvRl6QH29N4F/OTp+q614djf+5tOhvjY6ChWejyaYRhoa2uTnHOMj48vqv/asiykUinJOdMHRk4xxpkQgpkGYzz3RQY1uQLRV8k8DYj+1jhYYAMar/1uxVGyurqcV3bkHyqtheAsajCYAFo45zcyxv4DQMbrAEnN9AM4GYAFwHzx95f/ugPAtipfQ9iunPj6/bvbmmmxFQD88as3ypmpSeHFGKhIJIJkW7v8+9u3rUiCyAGc0Z/EGf0p1RUPMs4YKxYLMpfLiba2Nn3fjjn2qx2+3JG4Zq46pVNvGUyxW/ZsxUjRm43vGIDL0gPylGQHz2cyLBZP6P912/NsJe6nLt3Qhks2dGBmZkYtLCzUvS3AMAy0trbKWCwmRuaLKhowdNgAGxkZ4ce7geScY3BwUAu9lzE5DcDB/lFU9v4/lx8A4P0NxwmxBJD4dAk8dBWAX3kdTiOgZJUQsmyuVH/6zGjmM7c8ORr0OpZaev9FQzqkSpibm1vx3tVEIgERTrj/fPcOT0YL9qZCOG9NK9a0RSRnjP3tbS80Vc/icp2/tgWXn9SJO0d36+czMyv6vjA5xxv6N6quYBije/dx13XR19ends1V2M2PrcwYuf6WMH7r/AFdKZfUYqucSyWEQGtrq4zH42I8U5Lff3xUHBjH+HuXrZWJAOf79u1jx0pYe3p6VMjKap77Wx8/CRBA/JMFiI6/BbP+0utoGgUlq4SQaqQdqXZ/6RfbAkvZlKLRXb6pA2f1RuXIyMiKX/Ta2tr0gmuybz60Z6VfmpzA+o4Y3nZOr358dlw/MLUyu0TFTAtvGzxJBzRTI3tfmt5yYFrEv9y9A7OLnK9dLcvg+ODFa2QiKPjo6Ciz7dq8LuccLS2tKplM8OlcWX7v8VFxtGkjH7x4jWyLGDybzR6Ru1iWpWPRoOaZz/Jjt9v7QPitNgLn/AoseCU824Gg8VCySgipStmRnxec/cGOqZx6aOdsuF4LPlZSe8zChy5dh+HhYbjuyibh6XRabptzxE+eGlvR1yWL0x4L4H0XDak9hQXcNrqTq8OuoSkriL5oAtszsygtYoRcygpifaJFJ62g0lpDY//oqP1ZimYnJdq5XSqpifEjd4xrb2+Xygzh/961Y0Vvql6/Oa3P6EuxyclJ5HLVtUUcGCM1W6jIHzw+Kk7UUvSGzd1ojQY0YwAHNGMMIUuweNBkovBl+GLh1LFYZwKRd02ABU4GUKsNd5oCJauEkFpIKqXf60j1hwXbTf7XQ3sii91NrVG994JB1Rpiemx0dNmJAOccPf39knHGXNtm+WyOZbPHn57Q198v79s5Lx7cufhFQGRlBU2OD122ThV1Bd8ffoFXXpzTuinRiiu710BKqQzD4MO5Bfn47Lg4vM+1NRDChkSrOjnZxsKGyWzbkdK2BYBD9qAHgFKphIWFhaPGwTnH0NAQfvz0OJ7ad/TPqZeT03G8eUuPzudyempqallV5gPx3/bsBH49vLzczOAMH758vU6whxgrfX9Zx2gIvBNIfKoEFrgQwBNeh9NoKFklhNQSk0p9btd04Q++/fCeiNfBVMMyOP7o6o16anKS5fNLX4zLOUfvwIDaW8ziqblJPhRNqnXxFkRNizuuI+1SWZRKJdi2fcj4qKE1a/R3Ht3H/DoqarXgAD5wyRoZDQv+/T0vsHPa0nJ9vJVPT0ywQqFwYCW7DkTCqEiJJ2YnEBQGTk62ISAM5ti2zGUy4kQ3LycSi8XQ2tau/uZnK99bHA8a+OAla5QBxTKZDNNaQ2sNIQQMw9DZbPa4rQKdnZ3SZhb+pYoZvq8+tUtu6TNh5v7Mx32qFpD44yJ44hNgxle8jqYRUbJKCKm1kO2qkW88sLtldMG7WaW1cM5gC64+pXPJY6wOJKojpZz+8d5t4uVn2bBhYiCawPpYi2wJhlhIGDwgDCitIZXSjIH9nzu2o2j7f67lavDWs3r1qT1JVrJtObp371E3XkgkEoglE1JLxXLZLK82QT3c4OCgvnvbLFvKSK5aesuWXp1OBKUhGARjrGRLlF0pelNhZLNZWSgUhG3bcF334O5YoVAI3T09+KfDdkZbioHWCK47rx9m/n8BarqW39LKir6vBHPjD8CC13kdSqOiZJUQUnNK698ZnS998Wu/2hX1OpZqffiV66Qhy5iamlp05aZ/aFCOlQrslr1b+WLPsEFhIGUFce3aU/HnP3pmmdESL/zp60/Bzp07PZnLCwAdHR1yqszFTY/s9eT1j6U1YuHNW3pkKmzBMjgXnDMppXYcR5mmKR4ansMvnpta1rEtg+OjV6zXEXknY+Xbaxz5CgpcrBC+ZidYcDMAf9/d15Eno1EIIc2NM/a1jnjgz4baItHdM/5+nP3NB4fFx161AbZt68Vsw9o/OKgmykX2o73bFp2oAkBZuihJBxXpauwfq0l8xKtEFQBKpZLoSrS6aLBr+mzBxlfv233wJs/gQG8qwnpTIWEKjru3Li9RBYBrTkvLAJsHK9/u38f/YgAIv74IZr0GlKgeF83PI4TUg2sJ/qlXn5r2/c4r2bKLbz24B6mWVnR1danDF8C8XN/AgJyyS7hl71aulrFTcUiYcA9fXk4aWtD0/jJaqVQQCYiGT9pcBQzPFvCrHTNVJaobOmPYlI5xM/+lhv+ej4lFgNgHS4BxHWjXyBPy/qeMENKUGGPfjYfMiU3puNehVG14toB/vHMrgxHQ/f392jCOLGDF43FowcUP9rzA5TLzzZBhwpWKklUfiQYMT6uqAGDbNhhjLB5sqMJqXYQtgTed2QOr8kMGeLObWPUYEH1/Ecz8Mhj/kdfR+AElq4SQelFBU/z5uYMtfr2iHKJoK/zDndvFnvmKHhgYgDiskJVobZEPTo3o5SaqABA2DNguVVb9JBowoRtg8Ydt2+rMgRavw6i7N57Ro0yMS1R8vAtp6LUOjJ5nwAJ/7HUofkHJKiGknhILJaepyj03PbKXO1LJQCBw8GOxWAxgTDwzP1VVr2nEsFC2pX8fba5CYUtANUDrRjabZaf3xJt6hMRpPQkMtoaYkf9n//6MmCcDwUtyYME3AGiebf/qjJJVQkjdVFy5eSpbDnkdR61VXKVfXllNtrXKh6ZHq6qqMgBntHTq34xkaHGVj4QsAaW93xUzn8+zZNgSBm/Oy3osaOCazd2wyjcx4Pi7XDUs3gpEf7sEFngjgEmvw/GT5nxXE0IagpR680z+yD2+/a5oS36gbzUSiYBzLn4zV11VdVOyDdBMPzo8V5MYycoImQJaed9n7LoubNtRF6xr9TqUujhvqFUbelzDedzrUJZHpIH4p0qA+AMAPu5h8AYlq4SQuhGCrWvGZDVfcbkQ+2f9t7S3y4enR7VbRXWNAbiwo0/fv32Gzsk+E7IEVAMkqwCQzWbY5t5EU7YCmIJroef9+dTBWAPEP14CC74fzPyy1+H4EZ0YCSH1EjU4j2eKjtdx1Nxs3kYgEFCRSARccPHU3GRVF9H18VYYjOsHd3qzAxFZvqApIGVj5IcvtQJ4HUntMQYN71uDl848DYj9bgGw3gAm/tvrcPyqCd/ShJAGsSFbcoo+vLyc0EO7ZhAKhURLe5v89cyYcqocXXRRV59+eOccnY99KGBwKKUaouLnui4cx1Hnr2nzOhQCAIFXKETfswAWuBSM3+l1OH7WVKt0CSENZWOu7BjtsQC01pAKUFpBakApDaU0pAakVjg81zM4w1BbBANtEaQTQZ0MmWoyWxHPjGXw3NiR+6oHTY6zBlLY2BXXUmn9y21TfKHoouK6KLtHHr9amZIL25FSGIZ4Yra6dRJdoSiC3MAvt/l4b/NVrFCRiHUlhZRSZbNZ7jjePknIZrPszP6k/NWOGf+umD+K/Xtx+OjWN3i1i9DlM2DWJQC2ex2O31GySgipC0fJy/tbI+EPXDIEBoYDGz8xMDAAB3aCevmftdbQ2J/AQmpt2xVVqVS4UyiK7khQrtuc5m/d0stKtitHFkoiaArdFQ9q0xDcrlRUoVBgwVCQXXf+ACQAAQb+4rGV1lAHX0NrpQGttXal1tsnc+Ku56dQtBf/OHeu5IgpmdW2klVV1QaiCT2br9AWqz71s2fGsWsmj8s2tOuBgRTK5bIaGRnxrEqey+XYYGurMPj+HaOah19+PBgQflsFgbP2gQUuBjDhdUTNgJJVQkhdSK0v/sGuZzFSXPyeAAxAKhDCtWtO0Xt272IADlaHMpmMAAAhBEKhkOgMh6VSNpueXOClUglaaw4AqVQKOabUt3c9ezBh4GAQnMFgHIJxGJwxwTgMxlnCCuL01g75yas2ikzJlo8Pz4uHds7iRNd5wZmcK5aqrl6tj7fo3wznqQXAx7ZO5LB1Iic+dsV6aShv+1cPtAKct6aV37+jeXqgX7yd9TiKExFA9L0lmOt/Axa8CkDG64iaBSWrhJB6SBqMD42X8kv6Ig3AVQrsOGUUKSXy+Tzy+fxRE8VAICBHKuVD/k5hf9uBc5QUdLJcwLbsrAgJA5uSbfzsdZ360k0dbDJTVvdtm+Hbp46ebActjpxjL+n7O5zJOVoDIf7r4T1VHYd4721n9eqIyfiePROelwCz2Sw7oy8l798x2zStAA3fBsBCQPSDRRjd94AF3wrfDoNtTJSsEkLq4dLJUqEstbaW+oX7GwGWf723LAvT8/NL/rqSdPHE7AR7YnYCbYEQTkm14y1n90ADemyuhAd3zrCd04WXXsfgLOdUN5arNxJH0XFl2VFNk1SsRucMtmBTV4zt3bsXDbDz6sFWAK/jWDVEHxD7YBHM+gZY8CMAGmM8RBOhZJUQUnO2lK/dlZuPLedrtdYH+1uXwzAMMVMuLv8AAGYqJdw7sZffO7EX3eEYOynRJt92bp/QGmp0rsQe2DHDTC54tZXVNdGUnFgoUwuAj122sR0Xr2/H2NgYvF5cdYBpmlD7s2bPq7y10rCV1cClCuFrioDxXjD+Pa/DaVaUrBJCak5Dv2ZvYXnbhla7JqRUKsmz29JsTyFTkyRwrJjDWDEn7hrfje5wjJ+UbFPvOK+PAfursdUYiCbYPc/NNE1CsZpwANdfOKi6kyE+MjKCcrlxnvq2tLTI58dzTVVZ3b8ss4GSVRYGIu8pwRzaDWa9HsAur0NqZpSsEkJqrYsz1jFVKpz4M49Ca/3ihWl5ZmdnRX9/P4LcQFlVl0weEheA0WIOo8Uc/8XYbkQMs+pjRk2L755eWl8v8V7Y4vjwK9crplzsGR5umE0BgP1V1VAoJG67j/qg60YMALEbimDmjWDBTwCo7hELOSF6/EQIqbXLRws5e7k1EF1l9cS2bRSLRXlVz1DdyjAaQN6t7pFvgO8vfGXLtUuoycp4z/mDUjkV7Nu3jzdSogoAqVRKji2UVNFuqrlVDdIGwIDg5RLxD+fAIu8GC/4+KFFdEVRZJYTUVEW6r1tuvyoAKF19o93s7KwY6uuDxTnsF3cE4AA6QhGkwzHEDAsPTY8c/DsvxK0AnP17ylMbgI9s7kuiPRYQu3fv9jqUI3DOEY/Hxf/c13xPpD0fXcUiQPS3izAGdr742J9K1yuIklVCSE0xsFftLRy5y9RiKV19tlqpVFApl+X715/BOKANLrjgnCml4DiOYozh1GQ7btz5NC9UWSFdrpgZgO1KhZfNkiWNzeAc15yW1lNTU0x5eKNzLIlEQufKjhrPlJvuPeVpZdUYAqIfKIKZXwUL/CGAxlhJt4pQskoIqaU1Cjo6Vykt+wAa1fWsHjAxMSEikQgcx4HjOHBd98BYIQ4AnZ2d8v3rN+uvb3+a5dyVf5IXNy2UlrBjFvHedef1KceuIJfLNWQ1PJVKsR89Nd50iep+XvyTMyD4KhehK4uA8W4wfqsHQRBQzyohpLbOy9qVqsoftRpT6bouMpkMisUiHMc5Yv7l5OSkYBosHY7W5gWXKGEFVa7kNmli0XzWd0TR3xrhExMTDXndTCaT2lFa/Wa0iTdNWskZtiwKxD5cROiKZ8CsUyhR9RZVVgkhtXRrwgo898b+DaeNFHKB3khMdoQi3GD88Id4h1x1Di6qeumjdS+jWJYFxjm2Zefq/VJH1RII6skpWpvhF6/f3C1nZma467oNV1U1TRNtbW3sWw/tabjYaoWxFewBMIaA6A0lMOPLYIFPA6BVkB6jZJUQUkvZgDAu7oskZtJW2LTLZZGdmjnaaB8GAOwY0/9XYoV1NBrVc5WSZz2jcTPAnsl5kyiTpWmPWYgEDDE5uvxe7Hrq6upS26fy2D1TaMiqby2s2AIr8xQgen0RMN4Oxn9a/xcki0HJKiGk1uIGY+bw3r0NfeGMx+P6/plRzx7DhwyTzRVpnYYfXHlyl87n80qpxtsWN5FIaGGY+J9Hdjb0z1u1VmSBlXWORuTtOTDrSgCP1PfFyFI09ZubEOKJC8qNtJ3PURiGAcMw+FNzk57FUJFSxwJUL/CDNW0RLCwsNFyiahgG2tvb2fceH+WNN5ug1uq8g1XwMonI22bBrPNBiWrDoTMlIaSmlFKXFYtFb1YtLVI0GtUZu6KUh2Ojiq6jUxHLq5cni3T+mlZIKRtqO9UDurq61PBsAdsmc01feGL17GMPvd5B8KJxsMBFAPbV7XXIsjX9G5wQsrK01q8qlUoNfW6Jx+P6ucy0p5WygmsjFqx+y1ZSXwOtERSLxYYrXMZiMZhWgN308J6G/lmrmbq0ATAgcm0FwQu3gwXOAiWqDWt1vMkJISslyDnf0IhVqAOEELAsiz82O+FpHHnHZrEgPdxqdCGTw3Uba8QY5xwdHR348VNjzG24NLo+ar/Ayti/4t/a/DhY8HwAMzU8OKkxSlYJIbV0luM4pcNnmjaSaDSKvGNL1+MdiAquw8OWWCWphn+FTCEbbbeqjo4OOZOvyKaeqXoYxlgNTyqB/TNUzbV3gQVfCSBXu2OTeqBklRBSM1rri4vFYtDrOI4nHo/LrdlZzytlLYGgLDmyaediNgvL4HolRqktVigUQiQSFd96cK/n7+GVV4t81QDiHy3CSN8MFnwjgEoNDkrqjJJVQkjNKKXeVigUGnbVEOccgUBAPDo97mkcFhfYkGgVdz43SclqgzMFY41UWe3q6tIP7ppB3l5dc+pr1gYQeWcZou1usOB7ATTOXQg5LkpWCSG1EmOMnVYsFr2O45gikQgq0pVl5e2F/qRkm85XXDmdo6JOozM4b5hklXMOIQT7xfNTXofikSqT1cBFCtZp42DBd1V/MLKSKFklhNTK5ZVKpdzI/aqlUgmWMMSmRKuncWxu6dSP7Z5fhY9x/YdzxhqpDWC1OsZmd4tnrAHCbyiABa8EkK9FTGTlULJKCKkJKeWbc7lc3Os4jsd1XUxNTuKq7jU6yL1biR8xTD48W/Ds9cnicdZYbQCrGFt2MZQl9q/8h/EOADtrGhVZEZSsEkJqgTHGXtfILQAH5HI5lIpF9c6hkzwrl5lcIFeirVYb3Zb+JLRWcN3V1R/aiBhjwLKe2hhA7HeLYMZfg/Hbah4YWRGUrBJCauEkpVTQtm2v41iUyclJkTAD4vy2Hk9eXzCGfJkSoEZ35cldamaGxm82gmUvsIq8swzRcheY9Vc1DomsIEpWCSFV01q/tlAo+KYHUymF8fFxnN/RgxZrZSdtxc0AXK1AD5Yb2yUb2iGYZtls1utQDlV186afLTFZ3b+gagwseO3Sv5g0EkpWCSHVimitP53JZBp6vurhSqUSFhYW1FsGNq1oO8DaeAoLRYdW7DS4C9e16unp6YbKDLXWaKiAVtCSG1ZfWlB1FWhBle9RskoIqYpS6rOFQiHcyFusHks2m+Vhw1zR8+BJiTb5/GjWN1Xo1coUghUKtAiuYTBg0fkqTx5YUPV20IKqpkDJKiGkGmsAfGx6ejrkdSDL4TgOBOcrVqxaG0uhLRgWD+6iPkg/aOQxbKsNw2KLygYQ/Z0CmPFXYPz2+kZFVgolq4SQZdNavyeTyVh+XS2ttYZSCu3BcN1f65y2tHpN7zr8+MkxlB3qWG10bFX3hjagxf5/RN51YEHVX9c3ILKSvBs0SAjxPaVUn+M4vn6k7bqu6gpG+HS5PmO3OGO4umeNHIqm+I2/GsZYplSX1yG1s5Q01TRNGMb+S+mBSqzW+pA/H/idMQbO+cHfX/7nw35XnHP94udozhljjLMX/553J0MYW1hd76N9s0XWEz9bWvjJsc831jka1qm0oKoJUbJKCKlG2u+7+ziOo9pDEY6F6ZofOygE3jywSYV5gH3pzu2saPv732q1EJwdtwWAMYZoNIpUKqUsy+JaVeT+0h97WQWQHXxyzfY/xGZaaw1oDS0BKL3/lwumHQY4YLA5tM0YKhzaBnQF0OX9v1QJcEvQcj3ee8HZ+OX2aXX/jhm+WjoV7tsxzbcMbNBW4Aqg8oujf1LoqjxY8EMAqNm4yVCySgipRtzvfX22bYukFaj5cZNWEGf5SfIAACAASURBVG8fOkln8q7+p/u2CXrw7x/iOG3M7e3tSKVScKWjDfuXHAu3A7AX+3SBYWmF26Mc4NcwnYdw8boP4vTepP7eYyNsMuu/xY1L5UqNW54cZW8/+zXaqjzAgMMqy6IX4PEygGNkssTPqGeVELJsnPMvt7S0+HosjOM4LGEGa1ryjBgmrl1zKnZOFPEf9+2mRNVnjpasxmIxDKwZUioUUD/dtx2acQb7aQAebITh7oaV+395q/kUPnDREC7f1KGOl2A3ix1TeQzPFLWM3HDkj1TgwjLA/xmgEcbNiJJVQsiyMcb+2zTNmUgk4nUoy+a6LoKidm23HAxv6t+oxudL6pYnRps/g2hCZ/YnIbVGT1+vikQi6O3vly0d7bh3ci+7ccfT/IXMLB6bGVdO5P2e9nXw4k3MzP9vnDcU0h+5fL3uSflyKMeS/OTpMS7FIIex6WUfNYHAWQzM/A/PAiN1RckqIaQainP+yfb2dt/2iBmGgXIN+24v6eqXYW7hmw/uofOrD53SHcelmzpw28hO7ChmdUe6C9sLGXx16xN4Zv6lTQIenh7lFR3kOni1l+ECahRW7rMiwR5k179iEK85NS1N0bz3SLmyi7tfmNJ26PqXKqjWmYB2HwYw4l1kpJ6Y3/vNCCGeY1LKZycnJ0/K5/3XEdDR0aFmmOQ/2re96mOtj7fg6p61+Ne7d2K+6MHjYVKV/pYwrnvFAG4f3Ynt2bkTfv5ANIE39K3XZuazR/ZQeoG3wwn/niyrGP/+4yNseMa395DHxRjw4Veu1y3iEcYqvwQSf1ACC14J4H6vYyP1QXf+hJBqaSHEx/1aXQ0EAnqyXH3oSSuIq3vW4tanxilR9anXnN4ln5yd0ItJVAFgTz6DvYWsktGj9FB6QU3DzP+FiKo72bXn9uNNZ/bIgNF8l3mtgR88PsJc80Ig/ikHMD4BSlSbWvO9iwkhXriTc/58PB73Oo4lsyxL7M1nqz7OG/o3qG0TOf30yEINoiJesAyupyvFJT1Df2x2Qji8p14hLQsr3w4r++c4udPBx161ARs6Y16HVHOGYNDQCsz8OZjx717HQ+qLklVCSC1oIcTH29rain7a+efAYPbxUnXtCx3BCGJmgH3vsRH/fPPkCIbgzF5i/3KQCzA04pZkWZj5vxZh58d461k9+h3n9Mmw5ev9OwAAAYPjDWf0lN993uC8IfhbwIzXeR0TqT9KVgkhtfIAY+zRRCKxoo3wwWAQkUhkWa9pWRZcKatONDa3dMjRuSItAPA5zsBstbRkNWyY4LrUuDcplXthZf+UrW/N4qNXbMCpPQmvI1q2jV0xfOxVG0onp+P/Yxl8DWfsFq9jIiuDklVCSM0IIT7Z2tpaXsnqaiKRkN3d3SwWW/qjzmg0qrJOpaok02AMG5Nt4q4Xpuh86nOCc1ZZYmU1bJgQyDd4ybIII/9FEax8B68/vUu/5xWDMhb0z55AkYDAO8/pL715S+9Y2DJeEzDF9QCo32YVoZMrIaSWngBwVyqVWrH5k1YggJ25eXR2diIajS766wzDQDKZ5D8b3VlVorEu3oKKI+XofAOsBidV4YwtubIaMy3JVfU9zyvCfgRW7k/YQHySfeTy9djSn2r4pwEMwPsvWltc0x79SsAQ6wDc63VMZOVRskoIqSkhxCdaWloqlmWtyOtZpikenR7DT0d2oKurC4vdoKC9vV2OFXNqqlys6vXPbE2rZ0ayDV5ZI8fDAfzeZWulqxSK7uInOTAALYEQoP1U5LMhCl/iVunruPqUNv2Bi4ZUKrwyP6vLcVpvEmFLbLUM/gk0xHww4gVKVgkhtbaDMfap7u7uQr3bAV6+QGpbdg63je5EOp0+YcIaDAYRjkTET/Ztr+ocmDADaAuG+D1bp6o5DPHYKT0JhEOC/+f2J+EeNnucg+FtgyfJdw6dLK9ID6kzW7owGE3itFQHbth4pm4PWgzlhz2KvArOb2DlPsPTkd340GXr8Io1rbrRGm85Y7jy5K5i0BQfB9DwVWBSP/5pWiGE+AZj7N+FEG9pa2u7bHp6umZlG9M0EQwGEQqFZCgUYpZl8bxdkQAEALyQmYVgHFd2D8FxHKWU0kopKKW0lJIppbhSisViMf38wjQrSreqeE5NdaiZXEXbrqLKqo/1pMKYKhWkreQR18RNyVZ0BsMsn8nyNVYY6yNxyQ2DM8ZYoHwrQ+XuRsvxlkBBFL7KhbEel218v97cn9Tfe2yET+cqXgcGADhrIKUNwR4DcJ/XsRBvUbJKCKkHLYS4LpFIbMvn81apVN3Tu3A4jHQ6DTCGsuvIyXJB7Jkdw9bMLIrSPSRRfHZhGlOlPLpCUR4yTASFgYAwEBAClilgcUNP2iV959juqpIMBuD0lg7+oyfGqvreiPc64gFMlTNHveG4oKNPZ+cX+Pz8/IEPCcMwMDg4AFTuXrkg68ndDiv3J7w9/G79wUvOxAM7ZtQvt81w5cEOl/0tYfS1hPVgWyQ/0BoxTcE/seJBkIZDySohpF5mGGPv6u7u/uHu3btDSi1vQlQikdDt7e3s7ok9eGpuEnixino805USpivHTJDZi7+qMhBNQGuoF8Zz1E7lc/Gw4b4wVzrierg2lkKAcz0xP3/I+8V1XTDGAQQBlFcqzDpT4MVvMS5+iVes+R2c1pvUN/96HxvPrNz3N9AawbvPG8gC+JZl8F8CeADAvhULgDQsOskSQuqGMfZzxtiNXV1dyyqtdnR0yNa2Ntw8/PyBRLVhrI21qJHZEp1Dm0DIFHy+cmRSdmFnn8pnskf9P5bS1TAG6h7bipN7YeX+P57ij7L3XTSEq07pUgZfmU6H7mQQGvomy+AfBvAdUKJKXkQnWkJIXXHOPxkOhyfi8fiSnynG43Fx1/gwGynm6hFaVTS0lh48JiW1ZwnBX927Vl3Tt949p60b6+MtOCnZhrhpsdnZ2aN+TalUVir0xhUb0bbSWOlmmLkv4Kx+Q3/0ivW6vyVc99fsSYYLAUM8UvcXIr5DySohpN7KnPM3dnR0lE3TXNIXzs7Oqle09zRkQmAryU1Bp9BmMF+oyJAC64JhbIm3qSu6Bt3LuwZ1biFzzJLi5OSkkGjnOvzu5r1jUZOwcp8TMf1Ldt35A3j95m5pGfV7z6eTIQng6bq9APEtOtMSQlbCbwB8pqenp8j54k87CwsLPGyYYm0sWb/IlslRipnCxwvByUG3PDkmAoEAm56exujICB8ZHjb27Np1zKoqACilMDIywrR1NgNvX8FoVx4r/wRW/vM4LS3xsSs2YF3H4jffWCzOGBIhMwzg2ZofnPgeJauEkBXBOf8nwzBu7O3tLS52/qrWGnNzc/ry9FDDVVcdJWEK3nBxkaUbnS9hoWjLVCq1pFWAjuNAKanBW+sVWuNQ8zDzfyUi7k/xjnP60BkP1vTwbTELjlSToMH/5CgoWSWErBTNOf+IaZp3ptPpRV+QFhYWWFgYYm0sVc/YlsxVCkKw5n0EvMr85OlxkUyl+FI3stBaA2xp7S2+VrkLUhbdlkhtd73qioegtH6qpgclTYOSVULISlJCiHeEQqGnOjs7FzV5/EB19Yr0YENVMR2tsFKrpEn97Z4pwJVKBYNLqxjuT25XUbIKQKDIooHaTr7c3JcsBQ1xR00PSpoGJauEkJVWEUJcHYvF9rW0tCxqC6lMJsMipiX6I/F6x7ZorlLglKw2FVcqvZSe6nQ6LTlzNJxn6hhV4zGQFbGgUbOnClsGUronGRrhnP1LrY5Jmgslq4QQL2Q555e0tLTMnmikFeccvb29quDYaqKUX6n4TkgwBs6q31yANA6p9KKT1e7ubhUJM8Yzf8EBu86RNRam55EMW8vb5eMwLRELV5+SLgdM8Sastn9IsmiUrBJCvDLOOb+ko6MjG4lEjvoJlmVhcHBQz0sb/77tCW4vcxesWjM5x6VdA/rJPQsn3E2L+IerNFtMsppIJHQ4ZGJ/otosO1gtgZxDIlR96wNnwDvO6S9whk8DeK76wEizomSVEOKlbZzzq9PpdPHwXsFwOIy+/n48l5nBTbufa6hz1SvTg7JUUeqerdNeh0JqyJEKJ1pgZRgG2tvbGS/cuOoqqge5W5FOhsRpvYmqWgFO700iETKfNQT/Uq1CI82poS4AhJBV6WHG2Nt7enpKBzYNSCQSOt3djbvH9+DO8eGGetS+JpbChniruPGBYaqqNpmKq8WJKqtdXV0KznYFdxUXAt3dMItfw+tOT+PVp3apJQ5QOGhjVzwfNMW/AaCpGuS4KFklhHiOMfZTzvlH+vr6ip2dnbK1rQ3fG34eT89Peh3aIYZiSVzTtw4/+8048uVFrQ0jPmJLBc75MROneDyugwGD8cJX6NrpPAMr/zfszL4w3nvBkAqaS793G2qLGAB+UfvgSLOhHzhCSENgjH2Nc/6dSDTKv77jKTZSzHkd0iHWx1vwur71uPWpcTy5d8HrcEgdOK4C5/yojdFCCHR0tDNevIkBdKMCAFCzsHJ/ytOxOf37r1yn22OBRX9pRzwAAAsA9tQrPNI8KFklhDQMzvkNEvrRTYm2hpqpujHRql/duxa3PD6Kp/ZRotqsKvuT1SM+zhhDb2+PhrtbwnnCg8gamQsz/0UR0Y/ghovXYFN6cePl1rRFAeD2uoZGmgYlq4SQRqICwnjHeR095bZA2OtYAAAnJ9v1Vd1r2Pd+PYJnx7Jeh0PqqOzIo7YBdHenlSlKiuf/L/UpHwMvfZdZpW/jzWf24PJNHScc27GhK5YNmOLWlYiN+B8lq4SQRrOHM/bR1/evL/DlrtyokVOS7fry9CD7zqN7sXWisdoSSO29WFk95E3X0dEhQ0EBnv0bSlRPxHkMVv4LOG8ojt86f0BZxtFTDMEZelPhIIC7VzZA4leUrBJCGo5g/Othw3zwgo5e50SfGzcsvLFvA4K8tts/9oRjuDw9yP7nkb3YOVWo6bFJYyo7EoZh8Gg0ilQqhXQ6reKxCOe5L6zeMVVLpSZh5f6U9yeL+vcuW6dbItYhf20IhmvPGyhKpe8AMONNkMRvmNY0MYIQ0pA6HSW33bz7+fj4MXauuqSzH1tau+A4jtac669uP/rGAWe1dqmLOvu5BqChoTWgtMYdY7uwPTt3xOfHTAvvWXc6frV1BvfvoOvparG2PYJ3ndsPpguSqwXG9DRH6eeAaqypFH6hwtdpx9jCvvvoPuycziNgcLznFYPFtmjgtoAp3gXghDejhACUrBJCGpjW+q151/7Gf257KuzqQ5PQ69eeJuOGxcfHx1m5XEY6nZYiGGBf3f4kd1+WsPZG4njzwEZ8+6G9mMlXYHAGgzNceXIXZNCWPxvZccjjXYNxXLf2ND2z4Oj/fmQvPX1aRQzB8OnXnAyx8EegFf81ErgQTuAt+PWeeb2+I1aKhYz/ChjiQwAaYzs64gt0IiaENCzG2PcsLm67ND1QefnHX9e7TseEyYeHh1m5vH+7y/HxcaFsB+9ft1kdOLFFDBNv6N+Ae16YwvBMAfmyi4Wig5m8jWdGM0iHokc0xb6md61kkilKVFcfV2qUbFfDWO91KM2jcj/M/D/irIEkEmHzuwFD/C4oUSVLRCdjQkhDCwjjhpOTbYW+yP6ROGe2dmFtLMVGR0ePeDKUzWR41ArwD27cos9s7dJv6t+oxuZK6oEds0ccd+tkDlHT4q/qHpIhsb/f9Zy2tOqNJPhX7t1Fi2lWqelcRcGkZLWm9CwsoW1T8I+Adqsiy0DJKiGk0c0Lxt99Td/64kAkgUs6+zE+Pg7HeandjXOOdDotOzo79a1Pj+LOZ6fYGYm0MmHobz6456jnOdtV+Ne7d6BNxHDDxjNxZfcafX57L//W/XtY2aXCz2o1slDiivdRQlVL5mmAdu4BcPTmc0JOgHpWCSG+YEv5dcHY9XOzs2p+fv5gAsoYw+DgoJ4ruurrD+wWZWfpiWZ/SxjXbO5WD++c4Y/T7lSr2qk9CbzutLgbyP9ZbcdLrGaxj+Zgrv0ggO94HQrxJ/phJIT4giXEH2itr8tkMoectxKJhLYV1L/eu3PZj+73zhXx5bt30JMmgulcBZqFqQ2kVlgYMPotALQBAFk2OjkTQvxiVil1dzQaPfgBzjlaW1vZj54co+SC1MRMvgJTGAywTvzJ5MSoBYDUACWrhBDfEEJ8MxaLHbzoBYNBOFLJbZO0uxSpDak0ChVHw9zgdSjNIXBuDjz8Na/DIP5GySohxE9+EgqFLPbiNqyccziS+u5Jbc0XbQWj3+sw/I9aAEiNULJKCPGTea31k5FIBAAghIAjaeU+qa1EyORwadeqqr3UAkD7FZOqULJKCPEVzvmNsVis+OKfUXHVEYP9CVkuzoBY0GJwnvc6FP+jFgBSI5SsEkJ8hTF2SyQSEbFYDMlkUs8XbTqPkZppiQTgSqmBoteh+Bu1AJAaotFVhBC/GdVaF1rb2637d86xe7dOHfMTgybHyek4DvS4vtxiZ0wftcngKF+6azqPbJn2k/e79lgAWpUk6PpYnQMtAMykFgBSNfphJIT4DuP8s8NT+S/cu3UqcuBjfakQGGNYKNroTYVx6cZ22RYNCMdxlT4su6x13wDnnNmyQ/39z7fRCC2fa48FYLJZ+n+sVuCsHHj4616HQZoDJauEEN/hjH1zqC3y9z3JEM5f24oNnVElGONaa3DOoZRCJpPhw8PjcF237m0CnHOsWbNGBA0O2qrV3+aLNly0KgFQwloNFlAApr0OgzQHSlYJIX6Ug1IP3HDJ2ityubycmpgQxeIRPYYrtvBKKQXbttW5a1r5L7fR9dnPdkzmITb3CCAIoOx1OP6lshxAh9dhkOZACxMIIX4khOCn7du3D+PjY0dLVFdcLpdjp3bHpddxkOqUHImZfEUheLHXofibyligZJXUCCWrhBA/OktrHS+VSl7HcVChUGAtEYseHTeBZ0YzzDHOohuPaqhMANrt8joM0hwoWSWE+NGTAPYkEomG2b7Ktm1orbGhM+Z1KKRKWydyTPN2uvGohs4D2qZtwEhNULJKCPEjWwjx5vb29rJpml7HclA+n1dnDaYaJoEmyzOTr6DiKq2DV3kdin/JGYCJVwO40OtQiP9RskoI8avnGWOf6e7ubpg5joVCgQ+0hClZbQI3/3ofc6yrAfMsr0PxJ3c7kP+vFqjiHdDlLwOInPBrCDkGSlYJIb7FGPuSYRhPtra2NsQ0/kKhAIMzTq0A/rd3rogfPD4CJ/RuwFjndTj+5DwNZD4fgv389dCV7QAu8zok4k+UrBJC/EwJId6RSqVKwWDQ61gAAAsLC/pVJ3XQ4pwm8MJEDrc/O6nt8Ic0eKfX4fiTLgKFG0PIfyMNVbgVuvxVAAGvwyL+wha75SAhhDQqrfXbXNe9cXh4OOz1OU0IgaGhIfyfO7et6ParQ20RXHN6WnJAM8bAGCCVZl+5b5coO7RRQTVeualDnb8myazsXzIg53U4/sVCQPzjBYiu6wDc4nU4xD+oskoI8T3G2M2c852hUMjrUCClRKFQlFef2rWiWfNlGzu0pR1RyS8Y5dy8Uc4tGKlIQIDqEVW7+4Up/txYQdmxzyjA8joc/9IlwN3DAKS9DoX4C+1gRQhpCpzz70UikU3FYtHz8QDz83NiQ09PXdLEqGXg9Wd2IxYwVMgUyjQYMzlnhuB8ZGQE5fL+XZeCwSBcKVXZVVSUqIEfPTUq2mJrVE/4bWDFb3sdjn+pbAhadYHR25IsHr1bCCFNgTF2WzQabYj9McvlMpSUuHRDe82Pfc3mtO5PWNpwCrycmzcWZqbFxPgY37Nnz8FEFdifrObKUkctA/GggWTYRGvEQnvMQmc8iHQiiN5UCP0tYbTHqIXwRLQGfrV9mlf46dRTUQ3z1DwYf9TrMIi/UGWVENIsfi32g5Ter2+anp5mF63v0g/vmmVlt3b5zdr2KCbGx9iJdu8SQuhUxBKfvGrDIR9/eU+vfvEDQgj2+VufhaI07Li2T+bBWC+HsQ5wd3gdjv+IXkC0VADc5nUoxF8oWSWENAuptf5lJBJ5dTab9ToWFAoFlEsl9e7zBtjX7t9dk6dYp3THwaCxmG1mZ2dn2ezs7GIOy9avX4+gIVC0vU/yG5nSGk+PLMgtPa/hIv8l5nU8vhO8qAzwLwGgNxpZEmoDIIQ0Dc759yORSMNsEjA5OSl6UqGazV29eH27zGQyNTnWy2mtETBod9HFeHzPvJB8AHT5XKoAYG1hYOZXvI6E+A/9tBFCmgZj7I5wONwwWZeUEtPT0/otW3qqXuVkcI72WEBks9maV/S01rAMuhwsxkS2jEJFAoGLvQ7FXwJnA9q9C8C416EQ/6GzEyGkmQwDmA0EGmfBUCaTYVq6eNvZfVVNB7h0Uzts21aO49QqtIP2V1bpcrBYjw7PwTYvpkfZSxG8JAce/t9eh0H8ic5OhJCmwhj7cSQSaailQuPj43xjV4z1po4/B5YDuOrkTrz2tDRaIofO8zxvsEXPzc3V5ZytNbRpUAvmYj09kmFctAja7n4pTA1gxusoiD/RAitCSFPhnP8oGo1eOzc3l/A6lgMcx8Hc3Jy69tx+/N3tW49IOC2D48qTO3FGX1K7jqOllPqsgXXCkUqNLpSYKzVTUiKfz9clPq2VTgRNylYXqVBxMTJflAOR1wpW+q7X4fiDHGcQLZsAPOl1KMR/KFklhDSbewOBQIhzDtVAs5jm5uZ4PB7X118wiLIj0RqxZDRgwDI455yzcrmsxsfGeKlUYgDAGEMoFOKpSERFEhFMTk7WLZnMZrO4cF2bfHzvQsP0+za6R3fPifTmLTKA79K/2WLI0Qj0plPA6J+LLB0lq4SQZlNUSj0eDofPr1clcrnGxsZYe3u7dAzN7HJOzGZtOI6DF/tQD6m4aq1RLBZRLBb59PR0XeNaWFjga9a0IJ0IYjzTEPsqNLytkzkw3iMgBgC5x+twfIABYK7XURB/omSVENJ0OOffjUQiZ+Tz+aDXsbycbdsYHR1tuNKSUgrZbFa+7vQ0+8p9tZkJ20y6EyH0t4bRlQiiNWqpiqvYE3vm2bNjGXl652uZKHyZ/s1ORHQUwfgur8Mg/kTJKiGk6TDGbotEIn/hdRx+Mj8/L/oHBrwOwxMcQE8qhL6WMDoTQbRGAyoaFMoyhAgIwWwpkXUqarZS0rvLsyJimOrVm7sQEEIoJCB4O6DqW/32Pd4usX9aByFLRskqIaQZPc85L5umGanHqKdmZBgGXKkUVtGUmP7WMF6/uVu2RAKiIl1k7IqcrZSws5wVC9kyX6hUsGCX4WoFHPrvwu+Z2IOkFcS5bd16Y/LTzCjdBla5w6PvxAd40gQlq2SZKFklhDQjrbX+WSQS+a2FhQWvY/GFYDCo5wt2VbNg/eStZ/fIjV1x8djMOHt83zjKUgLAklo0Fuwyfj62iz2fmcHr+q6CaW2RRu5LAijWJ2jfYgALhQAsav9fQg63au6gCSGrC2OsbJqm7XUcfhEOh9WeuVLD9dPWg8GBjZ1x8V87n8EDUyP8xUR12fYVsvjatiexu2jBSfwFVOR6DRx/pu7qogF3ewFaXe91JMSfKFklhDSji7TW183Ozlon/lQCAMFgULwwnvU6jBVx6cYOzNklNVcp1eyYFSXx433bxXeHn8c+Z0g5yc9DRT+owXtq9hq+VvppFHA+B8D0OhTiP9QGQAhpNhGl1HcmJiZCjTRntZEZhgHGGIZnC16HsiJO70vK+2f21qWKPFEq4HvDL4i2YBjnt/eoofinhFKuMtUw45VfMTi/qcfLNj53GJATYYj+a8HYN7wOh/gLJauEkKailPpioVBIFQqrI/GqBcuyYLtSYok9m37UnQghZAmxPTNX19eZKRfxk33bBQdDTyTG18db5IbEe7gR5hByjxb5r3Fglb1Hi7dGEXv/54HgtwDQnSRZNEpWCSHNpBXA+yYnJ+nx/xIopcAZWxXbrb7qlE71/MKMdrVakcRcQWNfIYt9hay4a3wYbYEwzu/oUUOJP4dRuQes/JOVCKMxuNsAOZeC6HoLGL/Z63CIf1DPKiGkmZxfqVRK9Ph/aVzXheC86a8HL85T5U/NTXpWQZ6p7K+4/nDvNuSMi7Ud/0sFY61X4ay80k+j0JW/xv4trQhZlKY/ORFCVpUBx3FoAccSua4LzhmaPV3lnIMzhkqVq/9rYV8hi69tf5I9MjMPJ/r7kIm/1Ai/CRD9XodWX86zAJxuAFu8DoX4R5Ofmgghq8yt0Wh0tTzRrimlFDpjDbU7bc25SmEiU1JntXU1ROldaY1HZsb4t3c+AyFiDMHLUAl/HHb8i6hE/kLqyA1A4AI01xgsDVQeDEJXbvA6EuIflKwSQprJHq31s5FIxOs4fMeVUnXEmztZBYDbnpngp6Y6uMUbZy3ZbKWEm3c/B9tVuOXJUXz5nh249ZmMeHy8W83qNyiZ/CtUYn+rYGzyOtTaqDwqAPZu0LoZskjic5/7nNcxEEJIzTDGXCHEFblcjhZZLUE0ElEagr8wkfM6lLrKlV2c0Z+Smik2Xso3TAk+41SwYJdwzYZB7JzKY+tkDtsmc+yR3XPsgZ0zUJqjp/N8bdh3McDnG43pImBtscFjjwHY4XU4pPFRZZUQ0lQYYzeHQiFjFawXqqnZ2VlxWm8Ca9ubvyr96K45cXpLZ8NlfNuyc/jV1B6889x+dCdfevTvSo37t0+zhZKGCl/bcHEvS+X+GFTpd70Og/gDnc0JIc0mq7W+IxaLeR2Hr5TLZUxNTel3nduvo1ZzP501OENFug2Z9D05N4ln5ifx5i29h8SnAXz/sREujS0MvNuj6GrIfgJgxqsB0A8qOSFKVgkhTUcI8eVkMtncz7PrIJvNskI+r37n0jUNsQCpXjriQcxVyl6HcUz3T44gGTJZyDy0r3YqV8Ejw3PKDv+u9+MMqqULgLvLhdZv8joU0vgoWSWE9K8F0gAAIABJREFUNKOfm6bpWBa1rS7V1NSUCJmcbelPeh1K3aQilpqrlBpnhdVhXCgUHEcOth3ZknHPC1O8osJcB1/tQWQ1VnkoCl36fa/DII2PklVCSDOSAP4tmUzaXgfiN1prSCl1M5dWo0GhFuzGrawCwHQlL9Z1RI+ooLpK4wePjzDHuhK+f4JuPwMw40wATdDXQOqJklVCSFPinP97PB5XNHN16RjjrOz4/0nzsVgG5xm74nUYx/VCZhbrOmJHvUbvnilg20ROutHf8/l/kgPYTyto+RlQPkKOg94chJBmNay1fiIajXodh+9wzlB2mre2agnBMw1eWd2WnUPIEiwWPPpit589My6YkRa+v4wXfxyCHH0fVOlhAINeh0Mak8/f5YQQcmxCiH+ghVZLxxhjlSatrKbCFjQ0Kqrxv7+CbcuhtqPfbBVtibLjahgbVjiqGtMZIPsPEZTvOBNa74JWn/c6JNJ4KFklhDSzHwUCATcUaqbtKuuPMYai7XodRl30t4aRd2xflI3HKzmxvvPIvtUDJrNlBXPjSoZUJxpQeQHGGBj/E1BuQg5DbwhCSDOrMMbe2d3dXRKiYRd/NxzGGEpN2gbQFQ9ivlL2xTe3PTOHwbbIMa/TI/MlrkR/Q86LXQodertW4XdhdHQUjuPkAZzjdUyksVCySghpaoyxOxhj/5xOp4tex+IntuuLfG7J2mIBzFaKvrhzOaOlS+2bLR7zP2IyW2Y2Onz8H8WhYp+S0jwPe/fuRaFQQC6XCyql3up1ZKSxULJKCGl6nPPPBAKBralUqjmfbdcQY8zvO88fVyJsyAW70vAjItqDYaTDMX77sxPHTKynshUwFvLndZynoBJ/qSpuOxseHma2vX/KXD6fN7TW7/I4OtJg/PkmJ4SQpXGFEP9PLBYreB1Io+OcA3px6WpnLICrT+nCJRvaMdQWgfDBFSVoCmSdxh5bBQBXpIfUY3vmVKbkHPNzZgsVGIIzwGcTL4yNUPE/0dmco/ft28eVeqk4XC6XwRjrANDpXYCk0TT3BtCEEPKSCSFEw1fUvMYYg9ZaA2DpRBC2q5ApuXCVgmVwnD2QwindCdUeCzDBGSuVSpJzjovXtXIhBJNKoSylcqTWFUfhpof2iGy5cQrapuA854NkNWEG8fzY9HHTf62BTNFRLdYpHPbDKxXa8vE0dPgNWhsb2fT0NDKZzLGqxhqAj9sbSK1RskoIWS2mhBC0/+oJcM7BGGOfec0mZQjOgf0J7AG2bat8Ps/Gx2ZYuVwGgIMJB2MMnV1dqsjBfz07gQs6e/WZ/Sncu216xb+PYzEFZzmnsTc2szhH0DD4WKZ0ws8dz5R0S9taNG6yyoHg5VDWJRI8KvL5nJqb2yts2z7mjSNjzABAPebkIEpWCSGrxSxjjJLVE5BSolAoqmw2wwuFl7omDiSsWutjVvu01shls7yto0Nuy86KnkhMpxOhhqlmJ8MmlNZwVGMX7TbGW7FQtJUrj/1vfcDoQklsbO+VxstuGhoC74UKv0HBWMtd11Xzswsil5uCUmoxcQr8/+zdd5hj2Vkn/u855wbFklSqHLuq8+TsNJ4ZZ4xtMBiDTY7Gyy6whOW3wO4SlmeBNQb2sTHYwGKcll1jY49zGofxJE/OnUPloArKuuGc8/ujumc6VXd1l6R7Jb2f56lnerrUum/pqqRX733Pe4BLZ+qkY1CySgjpFFJrXRFCJKQM/0D4oEgpMT8/d16SpLfYx1qpVGAZhohwA7lahb+yv0f/0h0T2jSENgTTDECh6ovFQo1NrVRwZKnYtN2yBlIRVH1fAwhNAn0hE8kMjue21l69WHDgo7/5b+Y8u/FfVcGLeSUHIq+HtG6XjMdEsVjU6+szcBxny93Mpz4U+aA2AHIGSlYJIR1Da12gZLWxTk8TcJWPY8U1JEyLuVIyR/lwpAQD0G1HdX93wt8z1Cveag4zXyl93+Ecu/dQrqGx9SUjKG5sCBCuKuQ5euy4fGplaUsxLhVqEMJu6s+j4r+omHUV1/rsFhFgo01kLbcmisV5aK0vOy7OObTWzrn3SzobJauEkI7BGEtTotpYkUgEnvSlAkTZ9/DA0syFbsZw6v2HAdiRSLM37d6Np6bXka82bjFWd9xCwa017P7rJWYYYmZta1fBS46/UfXmQ4Ca26h4ijFADACiD5rFwLxnAOchANvv1dWJX1WSjbHp4yfg+y+eK8YYGGNQSm1rJgTfaJMO/0kiTUXJKiGkUyQYYxYlq40ViUT05cwx1QCOl9ZxIJ+TP/GycXzgnqMNqxKmYibmvXKoq6r90Ti0BtYqW08sq46vjK7f4oxxaK0hpa88z9du1YVSiicSb9ZG9Ie4VlXJ5RHBnIcA/7kt3DMHEAN4FGBxqNiPSF/38empKXbu75HWesutIhdzahoF9auSs1CySgjpFOO+71cBJIMOpJ1Fo1F1sFK47ITwOwtT4uf33ICX7czigaMrW/o3+waSeNMNQ8rxpH7/N45c8pgJ25DFvBPqZHUikcZyyZHYYquCZXB0xSw+OzuLWq2GUzNLz6pu5nI5xjlHLBYTicQOGYtdLThngFyTXD4nULsXUMuAGIOK/YyEyIgzL8NvJKIKjuNibm6KqQYuUDtVWaVJAOQslKwSQjrFuO+36R6iIWJZFp9bKV72v3OVxFdmjuJN+3brXNFlR5eKm66wScdM/NhtY7I7bon7l2bY7f2jPBOzLlmNtE2OsI+tWqyWcF1qYMuX0l82mYXjOKpSqVz03yilUCqVUCqVBACYpolYLCaSiZtlpOt2obXUjAm2trbG1tePQyl1oUppwxP9U0kybd5BzkLJKiGkU4y5rkujqxqsWq2qfaksP1RYvewVMsdL63hidUH94M2DPCJGWdX3VbHi69n1mji0UMTxXBlvuWFQ7x/qYgfWc/j0oWnUpM+GY0n56v194lOPXrA/9gWe1LilZ0gtVku8FtJ2kJOlPCKWYBGTb2lKwvUjKVkoXH4l2/M85PP5FwbzRyIR5nkepJSB7kN2xjQAQl5AySohpCMopSY9z4sGHUe7KxaLYqy/T+EKx0N9d3FafHdxGjYX6IvGeX80jpHuLv8HhgdFzDDZUrWs/8+xZ1muVnkhQXtqbVG8cXiXwiW2EP/be46Kn719XP7s7htw99QhzFUuvwLcaApAzZNqMBXllxpfZXCOVMwSJ5ZK2z7uqQ0eAndq0dZQ0HGQcKFklRDSEbTWV3ve5vusk/ool8sY5IL3RWJYql1566GjJKbLBUyXC3gE8wYAGIzD1+evNp8q5cEY+L6BJA4sbJ6A+krhH75zXNy1txdv27UPB/Ir6tsLJ7mrwlVlLUlHD6ajl5y1+tKdWbiup3zfD7QaWk++74Nz3ouNDzvbX7FF2kLbPMEJIeQi9jHGXlWt0iLjZiiVSvK2nuG636+vL3xZXAN4anVJ/eBNw/oXXzmp3nD1AMaysU3v51sHl/E39xxGv5nUv7DnBuxKZs67TX80Xq+wL9titSTGs7FLXgq/cTQlC4V8Ww0kPdUrywCkg46lVUilfgvAvqDjaCSqrBJC2h2TUn50ZWXFPnMuJGkc13V5Ohbd8or2enhgaYbPVArojyYw2p+UN4yPCYNzVDxfrhRd/vkn59hq+cXFVfmqj7/95lFx645uvOGqnfraakl9bfao8JTCG0d3qclkhn/g+UdQk81/zhwrruF1A9mLPnYGB9J1agEIGylljXM+BmAt6FjCTmn9Jg38mSPlL9tCXAvACTqmRqBklRDS1rTWP+/7/v719XW6ktQkXakU7l2eae6uStA4WcrjZCnPvre8kSTHDRMD0YTYl+7RP3f7hPqrrxzk59ZmHz6xiidn1tk7bhtjP7v7BvhaIV/2tCMlIsIIJFndyiKrgVQUWmu04wcwz/O0aZpjAJ4MOpaQy0itPvKZkweNW3qGRobjyT+zuPiNoINqBHrxJoS0sz6t9V8tLCwEd023w1iWBSE4e3J1MehQUPY9HC2u4YvTh1lR1vBTL99xwczP9RU+cv8J/q8PT+M7z+fwoW8fE1IpFRHBjGRVADypdH9XZNPbzKxVwRg7PZe0rXieZwEYCzqOsHOk/Lvn13Px6XIBX545ElVa/zKAO4OOqxHa71lOCCEbuJTyE+vr67bjtOWVsVBKJpNquVYJ1TxbDeCzU4f4QDrCX76rZ9PbHV4q4aHjGxsS+ErriAjm4uP3De/Ujqcwv37xFfqeVMq27SZF1Tyu60aVUpNBxxFmSus3+Uq++dsLJ20AqEofX5o+EnWV/CTacOMTSlYJIW1JKfW7nue9NJfL0WzVJuKcoyb90C36qfge7p4+hLv29WIwtXnF8jRfKm0HkKxem+7FzmQ3++gDJ5grL57z56uebsdk1fd9aK33Bh1HmDnS/63vLEzFvDN2EzteWsfRwlqXq+QfBxhaQ1CySghpR3dprX9/bm6OLv83WbVa5X12PFSV1dNmygU8vDynfvyl45eMz5Maza6s9kZiuHNgAv/6yDTOXAy2mfn1mohEIuGau1UHcmPDhv6g4wi5RNk/fxTfvQsnbQb8MoCR5ofUOJSsEkLazaBS6t/m5+ej7bj4pJFs20YkEjnvy7bts74syzrryzTNF76klIgYRjDNnlvw0PIsd7THfvCGoYvO8HQ8Jewm96y+dnBSPXZyVR/Z4gr/Y7kyIpFI6KrY23Vqm9fQPodCInahUW4l38MTK4uGI/0/DyCmhqFpAISQdmJIKT+3vr4er1SufCB9JxJCYGxsDJ70z3gHZBfchooxsAttUHX6b5TWsDhnrgpfgVUD+ML0YfbOndfge8dXMZ+/cF9ozVMsKsxL7opVTxkrwj43s7Dl5PPQQgFvvXG4XYtOlJ9cBAOL+ptsZvG95Vnz+u7+HwZwFYDnmhpYg9CTgRDSNpRS73EcZ//KyooZdCythjEGpRTef+DRdk1+XpBzqng0N6/e8ZIx/NVXD13w5606PmJdZtN2UBqJJwEwtlnyfCE1X0FKpS3LYq576baBVnGqskr5yUUwhshmm2Q4SuJ7uVnr1p6h37eF8RNNDq0h2v5FiRDSGbTW36+Uetfc3NzmWxeRTTHGgA7a3vLB5VkumWRvvG7ggt8vuz6iTexZvSEzgMOLxcvuP624voxELr1grAVRsnoRDCziXeTKxYH1FS4Y/wG0yePYFj8EIaTjCaXU3y4uLsZUCC89t4qOyVSx0arwhenD7Mcmr8b+oS4FjY16ngY0NEwhWN6rNq0fdCCSlF8+vHDZfZoLRcfote2mtis0GvWsXtKrFHS0eoEFVqcVPAcFz9HddvR2AN9qWmQNQskqIaTlaa1/1PO87nK5HHQoLetUZbWjLNUq+NiRpxE3Lc6x8RhwsI3/MiDvNmc+b4QbiJmGOLp8+VunTq1UMDqZbqvPGZSsXlTWU/JfvzB9OOrri5/259dz8Vt7ht5pCfGt5oTWOJSsEkJanaG1fk8ul0sEHQhpPWtuDWvu1vtEG+GmngEsFmrS9dVlJ2iHFgt49b6+dkzsKD85H3Ok//Fn15cTJ0v5S974cGGF39Y79HYA/w4bG6O1rLa5bEAI6Uxa63e4rpui1f/10FYFupaxM9Etn5nNX1HCuVx0oQGk02mk02lkMhmIgLaJrReqrF6YVOqXy753+70LU1va6GTVqaHq+yaAWxocWsNRskoIaWlKqV9dXV2lquo2McagNWWrQeiybHF4sXjF//7wYlEasS4JOymNWJcaGxvTrZ6wgpLVc+1T0O+9e+pgXF7i8v+ZDuRzEU/JH21gXE1BZXZCSCvLMMZuoF5V0qoShgWDc9wy0S2/dWBJOP7lX639vw9Pn5XY/fTLxtXY2BimpqbYqd2gWorWGoyxTk5WX+VK+ZOWEJ8A8G0AwpXy7m8vnIyuOpfXsjJXKRnXZtRLTN7aDydVVgkhrez7q9Wqoy+j0kAujDFGZdUAlHwXHzv6FHYNxvAfX7cXt050a77NtW4feeAkn8s7anR0VHPeem/z1AaAlIL+6ZVa5dOekquekg/MVArDT68tXfYzo+S5YIwNNyLIZqLKKiGkZUkpf7JYLCaDjqN9ULoahBWnio8cfUrsSmbw2r2T+q69vfjGc0vssam1K77PD99/Qrz7zp2qt7dPLS5e/kisEGjFmOvlmwbj6uNHn+6KGRbGEl03Hs6vXtEdlTwXgvHeOsfXdK33kYsQQjZEGGN3UQtAfZzqWSUBuDrdgx+buEq/cXintgXn0qnpN103iDv29Gzrfv/P907yZDIhTLO1NnQ7VVnt5Pwk7yt1aCjWhYLn4Jm1ZTibbK16KRXpQTAWBdDSO0dQZZUQ0qpe47quK6Vs6Rdh0nki3MBNPQPY25WVKcsWUkpdLBb1/Mocr9VqAMAjkQju2D0M2xD42nOLV3ScfNXH1GpFZbNZvbDQWtXVDu9ZhcH5ZyaS6b1T5fy2P2nUpF+LGeYQgGN1CC0QlKwSQlqSlPLHC4UCtQDUF9VWG6TXjuLmnkHsiKdlxDCE47qyWCiIk+UFeJ7HAJzVj1ir1TAzM4OXTIzANrn+/JPzV9TJ+m+PzfBff+0emKYJz9t8x6MwOaNn1QbQnJ0ZQkZq9ZKS79alulzyXD9mmCOgZJUQQppKMMbeUiqVOm/bpQbZWGBFuWo97e7qxvWZPj0QTWiDc16uVGR+ZUXMlctQ6tIbADiOg6mpKVw/OsqiptBfeWaBvXp/PwZTEfnJR6ZFruReMoZCzcfxXFn19fTo+fn5lqhWaq3hum7Ftu27AHwl6HgC8Aqp9SueXKlPNbzgObwvGm/pRVaUrBJCWtFLfd+H7/tBx9FWKFXdHotzXN89gP2prMxYEaG11sViUS/Oz/NqtQpcwaIhz/MwNTWF3WNj2PfaPahUKtL3Hfbuu3bhnucXcf/RlUvex2cem+W/8fo9sCwLrnvpBDcMCoVCMpvNvoNz3mnJKnOk/4HvLEzFLrWd6lYVXCeitR5p5S2VKVklhLSi/bVarZMXYNRdK7+RBSltRXBzzyB2JtIyZpjC9TxVLBT4dHkZruued3n/Svi+jxPHjzPG2AsV2WKxiFfvG8JVg13yw/cfFxcbz1pyfRxdLqnBnh49NzfXEtXVUqnEstnsWwH8Alp8q9DLobX+warv73x+fblu91nwHNNTatJq4Y0iKFklhLQcrfWw53mxoONoNzQNYGt2xFO4Iduvh2NJbXLBq9WqLK6uicVyGVLKhnyI0lrjzHnC1WoVJ06cwOjoKL9rXz++folFWJ95fIb/9hv2n5r6EP4T7XkepJSCc34LgO8FHU+TZDyl3vfN+RPxep6hkudCarWzlaeBUbJKCGk5SqlJ3/epFFhHp3pWw5/FBOidE1fL3kiMM4CVSiW1vLAoqtUqtNaBZAFSSpRKJd2btC/5u1BxFbTW4JyjVXa1chyHm6Z5PTojWd3rSvn1Z9eXeo+X1ut6x0XPBYDRut5pk1GySghpRRPUr0qayeIcA7GEmJqaguM4QEjKVL7v8+5YVGIL8SitNee8JbZgZYwhFosZAD4XdCyNprR+vdTqU99aOBF/Zm257h/CS74Lg/NhbMyubcmWCur5IoS0GsEYu6FVFoq0CtoU4OJctVGZDFui53keYtbW6k5a6ZbZfjWZTEJr/QCAhaBjaSDmK/WbrpKf+fSJA4lGJKrARmU17zpMa/3WRtx/M7TGs5YQQl50h+/7LTMzspXQ6KqL85VShhGuC5KXk3xK3TrJajqdLgoh3hd0HA1ku1J+tOg5f/zRI09FZyvFhh7svsXphKvkn6IOC/6C0BrPWkIIOUUp9ROFQiEedBztiFLVi/OUDF2ymslk1JPT61tqSZAtUlk1TROWZQHA54OOpUH6HOk/MFsp/PDHjj4dP9VT2lBHi2uoSn8IwBsafrAGCP+zlhBCXiQAvL1YLNJrV53RpgCXVvY9bprb3v2ybizLgmVZ/J4DWxtz5Ct9WZXYoHR1dfkAPgagHXt99rhKPv3EyuI1/3byYNRTzWshvX9xOlGT/p827YB1FP5nLSGEvOgVvu8zagFoDK11S14ibJaC73LTNEPTtJpOp+XsWlX5W0x4PKlaIllNpVIu5/zvgo6jAYZcJe/91vzJ3vuWppv+qedgfgUm59cAyDb72NsV/mctIYScQi0AjbNRWaVc9UI4GHojMQjGYJpmaB6krq4u8dXnFrb8Pl7zlAh7shqPx8EYmwbwVNCx1FnalfLe7y3Ndj+zttTw55DBGDJW5Ky/ixsmlNZVAKuNPn69hav5hhBCNscB/Ci1ADSOaoVp8U2QtiIYiScxGE3KoViSpS2be0pp11fKEiw0zz/GGBby1S3fvuYrFjOERogX2fT29paEEP9f0HHUWdSR/jeeW88Nfy8315S86/b+MffqTC8+dPAx63SrQV80Dl+pZ00uWu73nJJVQkireJmUUlALQGOc6lkNbRLTLLf2DKqX9o7wQs2TS3lHPDiziufmCqi4ksUsLn77DfuDDvEFSilkExEsFmpbur3jSXCLK4RkRuy5EokEhBBzAO4OOpY6Mhzpf/ZkKX/VN+dP2M04YMaK4NruPl8DD9/QPXD7w7mNLXb7owllcnFvM2KoN0pWCSEtQSn144VCgbZYbaCWK7fUkcUFvn90lxqMJPHh757AXL56XkJXcRWU0jAMAxfalKLZW5lKKVVPwuJbTVarnoIQ4Vkgdq6enp6yEOI30fpPRQbABGA7Un5gqVZ5xRdnjkQu9Y/q5dVDE2UG9scm55+/rXfokSdWF6KeUhiKJUsG5y25Gxglq4SQlqC1fnW5XA5lRagdnEq0OrKy2m1H8cPj+3S1pvRff+2QcP3NFyw5vpTj4+MC2HjMGDv7IZNS6lwuxwqFQmODPnWsTHzrxbqoyUO7wOpUVfUkgC8GHcsV6nWl/O+Cs58TjFtKa6W0lqtOxf3MyQMx1cQPMVk7qg3OvwzgOQBfvTE78OaD6ytiKJYwAHy7aYHUESWrhJCWwBgboRaAxmr1ctaV2NWVwfcN78LTM+v4/JPzl/ww9LffPCqSUQOeVHB9BVdufJ1ekH/Ljgx7zb5+lc1mWS6XY8Vi44a9+76PdOzSldK9A0m85bpBaRtcLCwshPIDX29vb1kI8VtovadhylfqtzX0bz63viweWp61yr4HbPTYc2xUWJtqtlJke1PZ2wA8ZQvjP9/WM/yGkViXy8DeC2Brc85ChpJVQkgrSDLG7LBtddlOtNaIG+G9RNwIgjG8cWQXPvf4HJ6ezW+pqlxyfZTc81sATnvkxBoeObHGX7Yzizv39KpUKoWZmZmGlDM9z2PJyObnzODAv7trl0xFTbGyssLn8vmmtilsVTKZBOf8GICvBB3LFjEAtznS/4+C8bceLa7p7y5MRfOeE3RcAICZciG+I5F6tS2MfwBwQEN/aTievMvg/M+Dju1KUbJKCGkFk77vVxFAlaJT5PN5ZDIZ9prBHfob8yc6oh1gLJGC4yv19Gy+7snkA0dX8NDxFf6fXr9PZbNZtbKyUvdj+L7PB7oSCpuMobxzbx/iJmPHjx+HUiqU59S2bfT391c55+9GOKuqHEAaG7NJs0rrmz0lf9NTqv/xlYXos2vLvCLDdcVnvlKEBl5x+v9tYbwbwBCAcnBRbQ8lq4SQVrDTddtxM5vw0FpjdnaWXTs2hiOFNZws54MOqeH2dmXl9EqlYU2cSgH/+77j/Jfv3AkAqNVqcBzngouzrkShUEA6nWY/+/Id6sP3nzjv57hpLCNXV3NCNXGXpMthmiZGRkaqjLGfAnB/0PGcy5H+X1lc/Jqvle9K6dakL1edqvHk6lJ8KsS/H7laFSbjgwBSAPIAlk59tSxKVgkhoae1nnRdNxp0HO3OdV0sLy/rHxjbjQ8efIy5IU1ytqPHjmI0kcJkIi2H413iI88cb+jxlosO/vXRabxyV6/K9HRp2xCCMaBSqcjFxUWxndYWpRSmp6fZ2NgY3nHrqPqXh6dfSFhHM1FETCFmS6W6/Bz1ZhgGRkdHK5zzX2eMfSroeC5Ea7z5X449y+erJQuAFXQ8W6WgkXOqlf5o/FYAXw86nnqgZJUQEnpKqWs8z6MWgCbI5/MsHo/Ld05cjX8++nQoF+NcqWszffqugXG2Vnbl8eWK+NKjx7Y8o3Q7DswXcWD+xc0sUlEDP3LzKHbs2IGFhQWUy1d+dVZKienpabZzbIz9wA1D+u4n5hgAvPaqflUoFLTWOnTnUAhxOlH9I8bYPwQdzyYsU/Dx5Vol6DiuyHQ5H++NxF7OGWuLZDWcMywIIeRs+6kNoHkWFhZEyrT5Hf1jQYdSN/tSPfrOgXH2iQen8LffOiq+/Mx8UxLVC8lXffzjd4+LLz+7gIGBAd3f3y/PHYF1OXzfx/T0NK4bTrHXX9UPzoHhTIyvr6+HLlHlnGNkZKQihPgbzvn/DDqei7im5Hk1X7fm1YWC6xiekruCjqNeKFklhLSCkXr1+ZFLU0phdnaW3ZQdwFAsGXQ427YzmcHrhibYvz48gxMr4Vlj8siJNfz1Nw4zKWzs2DGhtzMD1fM8TE9P47aJbvzS7Tvhua4K2wc8zjmGh4crpmn+C+c87Fuq3jRfad2tnfujiarFxUNBx1EvLXsiCCEdJSdE6IpEbc1xHKysrKgfHturjBZ+qxhPpPD9o7tw9xNzOLzUuJmnV6pU8/G+e44IxhgMY3udea7rYnZ2Fn1dNtbW1kJz0kzTRF9fnzM5OVmzLOujnPNfQjhX/r/Akf4r5quleNBxXKmhWMJjjD0adBz1EponMyGEXMQB07x0y6pt24jFYohEIrBtG6ZpQghx3i5DZGvW1ta45zj4qV3XtOSA2+FYEj8wugdfeXoBz8yGd/V2PdVqNZw4cQKN3Ixgq2zbxtDQUGV8fLzc1dX1fs75pBDi3QDCfm2dAbhrsRqeKvzlEIyhy7JjAJ6k2uLKAAAgAElEQVQMOpZ6oQVWhJDQ45w/bVnW2wCcV16NRqNIJpMykUgIMKY9XynOGeMM4GwDACwvL+t8fmuD38mL5ubm+OjoqP6JyWvkx4890zLl7f5IHD80vg/fPLCER0+uBR3OltRrYH/QLTPxeBzd3d0l27ZrjLE/Y4x9CEDw2fMWaa3fXva93vlKy4R8lpf1jXi+Us8JwatBx1IvlKwSQkKPMXbYtu0ygC5g47JiJpORyWRSKK31zFqVfenRWRxaLDJcIKGd7InjnS8Zg2VZcnl5uWUSrjDQWmNmZoaNjY3xt43vU586eSD0V+SydhQ/MrEfDxzJ4YGjK0GH0zG6urqQzWZLnPMFzvkfMMY+CSBcE/MvLeop9f6vzx6Lh7pP4QIYgNcOTTp7U9njlhCvDzqeeqJklRDSCo6YpoloNIrubFZFIxE+vVbhn31oCidyZYaN1+lNHcuV8f57DrNfvnMnG7FtNTc3x8M6KD2MXpjnOT6ON4/s1p+fOXzRx9vmG58HHNX87oG0FcGPTVyNJ06u41sHW2gb9Bat+TPGkEqldHd3d5Ux9owQ4r9gY7Znq+V6AABPyd+ZLhfiMy1YVX1Z34i3J5V90hLitWihSvZWULJKCGkFR0zT7BocGtLPzhb4l585gZp/edtH5qs+/vKrB/m77tgpx8bG9OzsLAM22ggAvNDXyhg7689n/J0GoBlj+vRtTn1fv/hnxhiDPt16wBgDGMML3zn1Z7x4gxe/B0AppRcWFli1Gr6rd1JKTE9NscmxMbx2cIf++jlbsqatCHZ1ZfS+VI/utqMcABgDHCl12fd0yXN1rlZhD+fmeE025jK1xQXePrFfH5wv4svPLLRo+tcaOOdIp9Myk8m4AL4rhPivAFp99fkQgN/51vyJWNCBXIn+aLxqC/EXaLNEFaBklRDSGvJKw3/Plw8arrzyiqivgA9866h4+y0jet/4OACgWPOkVFprDSitmdKA1JoppSE1mNKaKQUopdnp7yutIZWGUmrjzxov/L/UGlKdvo2CVBvfk0q9cDtfKUgJSKXgn7ovX2rsG0yyO3YPY2VlRYVpNfdpvu9jZmYGV4+OMkcqHCmuYndXt9qTyrKoMNhq2VVPnyiI7x0/CddXiFkcfcko603aLBO3MNmbkdfu6cM35o7jYL7+l+ffNLpLlatKf+bxWWr1aBAhBDKZjJdOp6XW+vNCiD8A8FzQcdWDI/2/fGp1ycx7TtChXJGYYWoAuaDjaARKVgkhLUEqVYxaIuNWt3/5/pOPzLDdfUksl2pYr3ihSWwWCzUcXijhZ14+jlgspubn50PVrmBZFqLRKDzP17f0DrJru/v0Ut7BPc8usyen14Fz+oUrrsKJlfKZs03F9aNpfN+1E/q6TJ/+3PThulVZb+kZVAORJP76a4dCcz7biWma6O7udpLJpALwcc75nwA4GXRc9cTAXv/U2mLL7pQXESYDJauEEBIcqbAetUQmX63Peo0wztwEgLl8Fe/5yiH+C7fvkDt27NCzs7PMcYKp9FiWhVgshlgsJqPRqACg81VPPbtYFk9OzWB6rXrJfuFzPTm9jiOLRfbvX7ObvaR3GPcuTkFtcxX8cCyJl/WO8I/cfwKuH57kvl3E43EMDg5WAPwN5/wvACwFHVMjKOiCyUUm6DiuVEQIE0BbriikZJUQ0hK01rmYZUwEHUcz+Erhg985Jl53VT9eOjmKXC6na7UaU0pBSgmlVN3GHJ3pdHIaj8dlNBoVSmtdqHrq+VxZPHFyEXP56gWnLWxVKmriZTt71I1jGS6llFenetg1mV6edx1VcB215tZEyXNZ0XdQ8lwUPRcV37voSp24YeIHx/biO4eWMbMWvl7fVheLxTA4OFjinN8FoG2GzF+I1notKozxoOO4UiYXNihZJYSQADEsxazOusL7tecWcXSphB+6aVilM5xxxhjnL4yO3eiZVUorpbRUSisptZSSSSm5lPKs5PbcP2utYds2otHoWclpvrJROX1ieh7z+dp5yWncNrAjG0c6ZuoHjq6wzaqihmDYP9gFg3NwBuzpT8qJ3oRwHQfzs9NwHEcAwPDwsITPxdqa5uloAqMJQ0ZMoS2Dc5NzLjiHI32sOlX5+MqiOFpchTx1TAbgB8f2qvn1Gr57OBe6Ht9WF41GMTQ0VOacvwFtnqiesmK36E55FhfQWntgrDUbbi+BklVCSEsQjC10WrIKbIzdeu9Xz+/DtAyOTNREV9RkyYjBEhETMctAzBKImgaipq0iEaFiBoPBORN8I9HlL+6TACmVXq+66umFsnhiag6LRee85DRmCezIxrGzLyF39iV43DKY6/lSCM57Erb87BPnL2YayUTx9lvGtMmhlVIa0JCey08ePwal1FlJ5erqqhgcGtJ/++2jp9sJzro/g3MMpmxcPZwSdw6Py9cNT4pcrSyjwmRRw+C+1Pj7+w9RolpnkUgEw8PDFcbYDwC4P+h4moExthQRrZkWRQ0DvtaFdn2FbM2zQgjpOKbBZ2MWvWSd5voKi0UHi8VNCykcF9lS2+AcvlLnJadRU2A8G8Nkb0Lu7k/yhG0w15dSujVRWl/B4sY2noJzjv3jE3yxUFMPHlvhG3/J8Op9feqWHVlezK+xhZWVS/azVqtVKClxx55efOfQ+XNRfaUwvVbF9FoVX35mQezoiWOsOyYK1QLWqx6mVsu81btUN6rPnEkZjl1tbdvG8PBwlTH2dsbYPUHH0ywG4wutmqzGhAmt9XrQcTRKa54VQkjH4Yw9eNN4pvLA0VzMoUU028aYRtw2YBscPQkbO3sTald/gnVFTeZ6UkrP4eXCKlsqFIAL9KkqpbA4P8tetW+E5UoOijUfP3rrqI4aXM/NTMF13S3Hsrq6yl4ykZXfOXTp3cVO5Mo4kWvNPds3c+NYGp7nqXOrzkGwLAsjIyNVzvlPMca+GHQ8zSQYW4oKU2IbfdlBGY13Kc7Yd4KOo1EoWSWEtIovWQb/xNtuHv3xTzx0siWHdgfp52+fVD0JixuCw+AMSgNKaSittVRKKd/lpeIaOzZ74eT0Qmq1GlZzS3j7LWNgAErFPJuevfztbIvFInp7e8XOvjiOLrVXIroV+weTulwuBR0GTNPE6OholXP+LsbYp4KOp9kYY6sxw3QAtNzry/50T9kS4l+CjqNRKFklhLQM2xD/Yaw79vKX7czufeDoSstVP4I0lI7yudkZeJ4H3z9rtum2VvgXNiqvcBwHVzpiS2uN9fV19YarBvQHlo523HkdSkX08lI+0KqqYRinE9X/yBj7WJCxBGg1ZpiN2V6tgRKGhZQVEQC+HXQsjRL4JQdCCLkMjm2KN921t78ykokGHUvLcRzn3ES1LgqFwhUnqqetr6/zbMIWqWhn1VAiJodlGjzILXaFEBgbG6twzn+fMfahwAIJ3pGsHW25bXp3dWXga/UlAPUZQh1ClKwSQlrNCUOwH3/HbeOVTpwOcKUY2+gzDSspJYqlkvzFV04qg3fOW9NNYxk4rqsaMTd3K85IVP+Uc/5XgQQRHk/FDJMnjNbaxGpfuqcYEcbHg46jkTrnFYEQ0jY4Y583Bfvg228Zq7RcGYRsamlxUTDp4ddfu0t1Sr66ZyCpy6VSIE/jSCSC0dHRshDifae2T+10ylPq3tFEKug4tiwiDPRF4haArwQdSyN1yMsBIaTdWIb4nYFU5Pk79va1XI9ZEFohqddaY3Z2lhtQ+L5rBoIOpym6bEN6ntfU02PbNkZGRsojIyPLpmn+Kuf8d5t5/DCLCPHZiUS6EnQcWzWZTMNX6l4ALRPzlaBklRDSqvyIKd7y8p09pYmeeNCxkDrK5XL8xtGM7oQ3KFPwprZnZDIZf3R0dD0ajf4u53yUMfZPwEV3tO0ojLGv70ikgw5jy/alekoRw/ho0HE0Wie8FhBC2te8ZfC3/eitY9VkpLMW5lyu07tWtYJKpQLf8/Trrm7/6qoQjDUrWe3q6tLZbHaNc34NY+x9ANpya85tOsoZq2asSNBxXJLBOEbiXRaAzwcdS6NRskoIaXX3CMbe+5brhztvQGcby+Vy/JbxTNtX/ARrTrIai8XQ19dX5JzfCWC24QdsXRrAZ/ane0LfXrQjmYKn1JMAVoOOpdEoWSWEtDzT4O+Z6ImblkEvaRfCsNEP2koqlQqk9PXrruoPOpSG4k1IVm3bxtDQUIVz/kYAzzf0YG3AEuK9N2YHPBHyqxF7Uz0VW4iPBB1HM9ArOyGkHRQ8qR7a3ZcMOo5wCvd77qZyuRy/baJbd7VxiwfjjU1WTdPEyMhIlTH2TgD3N+xA7eV5DTy+N5UNOo5NCcYwmUwLzti/BR1LM1CySghpCxFT/PO1IylqBbgABtaSK2jK5TJKxaL6lVftUjGrPd+uOGMNW2AlhMDo6GiFc/4bjLG7G3KQNhURxp/c1jsc/B64mxhPpCCVPoAOaeloz99+QkjHYYzdPdmbMA3eomXEBmIMLbvee2lpSTjVCv79q3a35WYBri9VLFb/reg55xgZGalwzv+SMfbBuh+g/X0lYVjF/mg4J43sT/dWLCH+Meg4mqX9fvMJIZ1q2Zfq6Z19iaDjCJ0WzlUBAAsLC1x5Ln7tNbtUu71pPXBslff09NT19MRiMezYsaNiGMbHOef/rZ733UGUgq6FsdX7jBaATwYdS7O02+89IaSD2ab45+tGWmegd9O0QbF5fn6OC0j8yqt3yaBjqadvH1wC4wL1qK4ahoGhoaHK0NDQvGEYbxNCvAut/TklSMxkfCjv1oKO4zw7EmlIpZ8FsBB0LM1CySohpG1wxj6xuz8poqYIOpRQYS1fWz21u9XMDI8bYO965WRbJayeVGq7c3AZYxgfH3djsdj/4pzvBPDl+kTXsXolNBwVvqfa/nRP2RbiH4KOo5koWSWEtJMVqfTnrx9Nt3ZmVmdtUFgFsJGwzszM8Gzc4D/9svHmbfvUYLYhhONsbz6/YRgAsMo5/z0A1XrE1eF2FV0ndGVVgzFMJDMGY+zTQcfSTJSsEkLaSsQUf/XSnT00FeAMjAFh7L27EkopTE9Ps5FMlL39lpGW/6kyMQuMAb6/vRn0pmkCwFxdgiIAsHPNrYXuEs2OZBq+Uk8BWAw6lmaiZJUQ0m7utw2e25EN5ypesn1SSkxPTbE9fUn2/dcNtHTCuqc/Cdd1t10lPlVZPb79iAgAKK2vXqlV6z+mYZuuSvdWIh3WAgBQskoIaT/aFPwvXzKZperqKdvthwwj3/cxMzONm0Yz7NX7eoMO54qNZaNwHGfbCbdhGJpzfqgeMRH0SK3+/YF8LlQ5ksE4diTSBuuQjQDOFKoTQQgh9SA4+8jOvoSI26G7iheI1l9edWGu62JmZgYv39WL11zVh1bbbfeG0TT29Cd1pVLZ9hPVNM0aY2yqHnF1OkfKv3h2bdlcccLV+jux0QLwGIDloGNptvbdw44Q0snyUulP3ziaecd3j4SrOhKENiysvsBxHMzNzuK2sX798skeVnF9eSxXFt94bhGF2vb6QBspYnK85fohLCwssFJp+xslmabpApjefmQd70ZA/+h9i9N20IGc66qNKQAdsxHAmTr+RZwQ0p4ipvjrl+zsCVdphDREtVrFiRMn2PHjx1FcWxF7e2P69VcPBB3WRd2xuxeO48h6JKoAwBjjWuvuutxZ52KO9P/xOwtTkbCNrDIYx3iHtgAAlKwSQtrXIwZnczt7aUcrxlh79gGcQ0qJYrGIarW67bmljXbNcErm8/m69ankcrmk1vq9ACL1us9Oo7V+R8nz9jyzthS6J89EMg1PyccBrAQdSxAoWSWEtCttGfwvXjqZrU/pqoW1a8/qxYQ5V41ZAnHbEPWqqgIb1eVKpRJXSv2nut1pZ0n4Wr3/a3NH42H8XdmTylYiwvhI0HEEhZJVQkjb4ox9YrwnLpKRzm7PD3Pi1ghKKRYxeBhzDgDAK3f3olarSaXqu6/B8vJyDMB/BhDuHogQcqX8b8eK69G5Svg+23IwTCTTnDF2d9CxBIWSVUJIOytpjQ+9Zn9/6Haiab7Q5m51VyqV+Fh36EZkvuCaoS5ZKBTqPqrC8zzk83lDSvmeet93u5NavfHJlYVo0HFcyHA8CaX1SQCzQccSFEpWCSFtzTL4H+wfTDmDqc5t5Qt7/2a91Wo1+FLijj3hm7+aiBiI1bkF4EwrKysWgLcBuL4hB2hfhgzpNm+7u7pdk/FPBB1HkChZJYS0u7wh2G+95frhjt0koBN7VtdWV9lLJrrDtaQbwC/ePiFLpVLdWwBOU0ohl8tFpJQfxMapJ5fGGGO2CmmyuieV9QTnnw46jiBRskoIaXucsX/KxK3pa4ZTQYcSCNaB2WqxWIRtcDHRE55td3/25TtURIAvLi42dLeKfD7PlFJXA3h1I4/TBnqkVr/jSjlT9f2+vBe+bqHeSAyC8RKAZ4OOJUiUrBJCOoGKmOIX33jtYMUUHVts6qh0VWuNfD6vXn9Vfyiqq2+6blAPpyNsZmaG6SZU8NbX1+NKqXc2/EAtqub77/OVmjmcX/3DT514fuifDj8Rr8lQPFXOsqurW3KGT6LDfn/PRckqIaRT3McZ+9ord/eGd1ujBum0ntXT1tfXeV9XRPzm6/b4P3brKG4aS8MKYE/WW3d048bRDJuZmWGySQlRuVxmAH4I1ApwIRGT83f9/cHH7C/OHInOV8M3AeC0fals2eTik0HHEbTOnudCCOkoEVP86kt39rz+0ZNrRr7qBR1O03RqtuL7Pk6cOIFoNGoMRKNqYn8f3nz9MPd8qdarnn5qZl3cd6SxM9Yne+L4vmsGMDc3B9d1G3qsM7muC6WUxTm/AcDjTTtwa7h13a3VqtK3gg7kYpKmhYRpcwD3Bx1L0KiySgjpJNMA3vPm64c6ahvWDmxZfYHv+ygWi1haWuInT57gR44cwcL8HGdOSdy1p1e/645J2ahia3fcwjtfMqaXlpZ0pVJpzEEuolgs2kqpH2r6gUNOaX3nyVI+lGOqzrQzmYHS6osAOu5q0Lma0jtDCCEhEnE8+dDDJ1b3f+P5RTPoYOphJBPFUDoKU3CYgiNicmUZQtsG15bBWcwyWDZusZPHj3ZqkfWCOOcYGhpSwrTwT/ed4IuF+i2wsQyO33zdHlUuFpDL5QIpDEWjUQwNDR0WQuwJ4vhhVfW9735t9tgrjhTXgg7lot4xeXVhKJb8GQCfCTqWoFEbACGk09RsU7z2tonuJ9Yr7sCjJ9da/grTG64ZlL1xk/u+D2jFtNZcKYWNLw/Kd5BbWg06zNBRSmFmZoZ3d3erX7pjEl99dgHfO16fx+lX7topPafGgkpUgY0tWDnnu9DZxfVzCZOLm2crxaDjuCibC/RF4jaArwYdSxhQskoI6UTLliHufP3Vg48Uql7q8FJ4F1hsBQNQyK+ztbVwV4rCanV1lddqNbz+qkHs6kuozz4xx32p4CsNqS4/x/u5V+xQNtd8enY+DJVsDcAGEL65TMG4tio9ryr9UO8SMpFMw1fqfoPz5vePhBAlq4SQTnXEMvj3/cgto/d84JtHop204Iqcr1qtolgs6t39af5rr0mAM4AzBl9pPDO7Lh89uSbm1l9sdR5MRbCzN4Fc2cXcWhWF2sbz503XDeqhVISdPHkyFG12WmtfKfUsY+z/cc5/N+h4QuDW2XKxoXNu62FvqqdsC/GxoOMIC0pWCSGd7EGp8JWJnvhbn5heDzoWEpBkMone3l7UlFT/7/izYqb84iXigWgcL+8bZT89vENXHInn5vLYP9SFuG1g3a3qCDd11DSFUhoVx1fpmMmnpqbQrBFVl7K4uGhFo9HJZDI5EHQsIVE2OA/HydmEYAxjiZTBGPtc0LGEBSWrhJCOFjH5N8az8Tc8Mb0e+tXBmwm+fteaIpEI+vv7FRMC31qc5k+tnb+z1EK1jE+fPMAB4MbsAPYMZfXThQX26Mo8cMZUsIFoHK/oG+VxD8p13dD0QReLRQghwBjr2O2GzzHTZdqN2eu2TkbjKUilDpqcLwcdS1hQskoI6WiMsQd29MRbezQMZauXxTRN9Pb2ymgsKp5eXeL3LJzc0r97fGUBj68sXLAPdaFaxmenD+E/7LuFCyFCU1kFNqYeMMZauzG7fmYSphXq3GdPqrtmUQvAWUJ9wgghpAmeSkZM2zY4HD/UBZdNUa66NZxzZLNZmUqlxHS5wD5/4FE4qn7n3FcKZc+ViURC5PP5ut3vdp3awYwW6myYiwgj1FdRdiYzilMLwFlCc6mCEEIC4jm+PDCUDvX71yVQunop6XRaT0xMQEdtfPTo0/jUyQO8nonqaYeKayKZTIanrAqAMeYzxmgawIaa1KoSM8I5YjltRSA4rwE4GHQsYUKVVUIIAaYStnFd0EFsx6nqGTlHPB5HX1+floD+wsxRdqS42tCV4I/k5nDjnn7BGEMYpgEAAN9YUETJ6ilS66WkYSUqfvgmgIwnUtBafx30CfQslKwSQjoeAxzBWzfZo3e1C8tmsyqdTrOHcnPsweXZppzgsu/Bkb6Mx+OiVApHmyhjjJLVM2kc6onEJhdr4VtzNpnMFG1h3B10HGFDbQCEEMJYjbdwskrZ6vkGBgZkMpViHzn6NHtwebapxz5eyoeqFYBzrkDJ6gsihvHBG7MDodvCigEYiSctAN8IOpawoWSVENLxOOAIuozeFhhjGBkZUUY0wv7h0BNszW1+jvZobg7xeDw0g+c55xqUrJ7pCxk7IrN2uPrU+6NxKK0XACwEHUvYULJKCOl4jLFaK7cBkA1CCIyNjWmXM/2hg4/xmgpmItmyU4WvlIrFYoEc/1zRaNQE8FDQcYSIB+Dvru/ud4MO5ExjiZRijH0h6DjCiJJVQkjH4wwtnaxSF8DG7NSxsTGd8xz9v488KYIeQjZbKbJEIhF4K0AsFoPW+iSArQ2T7RAmF393VbpXGSG6orIz2V2yuPhi0HGEESWrhJCOx9ugstrJ0wBs28bY2BiOlNbxf088F4r3tcdWFlgymQy8FSCZTNY45x8OOo4QOqmgH9mdygYdBwDAYBx9kVgUwHeCjiWMQvFLTQghQWKstacBdHJpNRaLYXR0FI+sLOBLs0dDcxJPlvPQgLZtO9A4EomEZox9MtAgQioijPfenB0MxUKr4XgSrpIHAIQinrChZJUQ0vEYY67gLPBLtldKd2i2yjnH0NAQ7pk/gfuWpoMO5zzLtYpOJBKBdiT4vq+llH8OIBwNtOHyhYwdkd0hWGg1nkh5JhefCTqOsKJklRBCAM/gLOg2R3KZ0um0KriOfGptKehQLuiptUXe1dUVaLV3amoqVqlU3iSlvCfIOELK85V6sMcOPo/fmcxUDc6/EnQcYUXJKiGEAK7Y2OWnJXViXZUxhkwmw7+5cCLwvtDNPLueA+ecWZYVWAxaa5RKpQg2VsCTc3DGcrYI9ikUEQaSpm0B+F6ggYQYJauEEAIsp2NmK7+Zd1y+2tXVpWvSl8dL+aBDuahlp6KSyWSgVfuurq4S5/wfg4whrATjy0Enq7u6MvC1uhf0gWJTlKwSQgjw8FA6GtoK3RaEZmFRs2SzWdy3NBP6c/bYygLvSqUCOz+cc0SjUZMxRv2QFyAYy0WEEeiHieu7B4oRYfxNkDGEHSWrhBACHDMF1wnbCDqOK9NhK6ySySQktH5mfTnoUC7pQH4FnDEENRWgu7vb11rfB2A9kABCjjGWjwrTCer4actGtx0BAJqvehGUrBJCCKA9qZ4ezgS/KvhKaIB1ypxVxhh6enr0IysLLfP+tVSr6CBaAfr6+px0On1cCPETzT52C1mPGEYwW50BuDrd52uNj4FaAC6qZX7ZCSGkkSyDf3M4HW3ViQAdU1kdGBhQZemrh5Zngw5lyx5dmefJJk4FYIxhaGiomkwmn+Cc3wLaa/5i1qMBtgFc293nWkJ8MKjjtwpKVgkhBIDB+YPj2Xgp6DjI5rq6unQ0FmOfOPZs6HtVzyS1QrM+T9i2jdHR0Uo0Gv26EOJOAIWmHLh1rQe1wGo03gXB2DyAJwMJoIW0aIMWIYTU3cMDqWiw2w1dIa112/YAcM5hWRZs20Zvby/73PQh1FRgV22vyFAsCdd1FYCGZUWJRALd3d1Fy7IcxtifMcb+GkDLjmNromNpK2LbXMBRzX24ruvur5hcvL+pB21RlKwSQsiGeUCXM3HLXiu7QcdyudqqDYBzjuHhYWXbNgcAXylV8T1139KMcbTYeuuEeuwYnJpT9w8UnHOk02mZyWQcAAeFEH8C4G4ArZXNB2teaf25G7MDP/zg8mzTSqwWF9iZzAjO2MebdcxWRskqIYSc4iv92HA6+toWTFZ5PB5X+Xyee17rr9NIJpNQQuCjR57GilsFNlrWWrZtrduO+NVKvm7vt6Zporu7u5pMJpnW+rNCiD8H8Hi97r/T2ML4g5t7ht7y6Mq88FRz2lf3pLrha3WvAR7+kRYh0LK//IQQUm8RQ3xzJBNtuWxPA9oB2Pj4ONLpdMtf+k2lUurp9SV+KlFteVFh1OVDhG3bGBoaKo+PjxeTyeRfcM7HhRDvACWq2/U8oL95Xaa/aQutTs1WpRaALaLKKiGEnMI5e2g8G68CMIOO5XIdKqywQ4UVvGPialEul9GqFVbDMGBZFn8kNxd0KHVjcMFd98qr9dFoFNlsthSJRFzG2J8wxj4EoFy/CIktjN9/Se/wXc+uL0drsnFdFFFhYFdXN81WvUyUrBJCyIse7UnYUcYA3UJdoFoDYMBCtYxjxTU91N+vZ2ZmWvLKWSKR0AXXUa5SLbXifzPdVgQAIOXlF7zj8Tiy2WzJsqwCY+y/McY+CqDlelRaxOOM4e9/ae+N73piZVE8kpszq3VKWrN2FJPJjN6byha77ajlKfVdwfj/BM1W3TJKVgkh5EXrvtLLvUl7aKkQ2KY2V+bU8p0vTh9lv7L/ZsTjcZWYFxYAABj+SURBVJTLjSu+cc4Rj8fhOA62UzU8V1cqpR9dX2yLRBUARhMpeJ6ncBltd8lkEtlstiSEWOCc/x5j7NOglf0NZwvj1wH85fXd/X94Q7b/HU+tLvGHc3NWxb/8nLLHjuK67n53d1e3Z3JRA/AZS4hPAvi2wXmt3rG3O0pWCSHkDFrjoeF07IdaK1l9cXaVD4X7lmbYK/qH9fHjx5muc4mYMYZMJqMymQx3lZSWEEIprUvFoi4UCtxxrvxxE0LAMk3++Er7zLAfiMbhOM6WTkIikUBfX1+ZMXZICPF7AL6CNpv00AJOWkL8HID/em2m779c1933M8+uLfPvLc9apS0krVk7itv7xypjiS6fg/214PxTAJ4GncdtoWSVEELOEDH51yd74294fGotFnQsV+rRlXncnB1QmUyGra6u1q0dIJPJ6O7ublb2Pf3ZqUM4Uc4LANjT1c2u7+7H6OgoisWiXF5eFuoKVlV3dXWh4nuyXVoAACBrR5VTrl3y5+nu7va6u7tXOedvB3BvE0IjFzdjCfFuAH94Vbr3967J9P3i8+s59tDybKTgnf+BrNuO4vb+0cp4IuUzsP9hcP5+UF9x3VCySgghZ2CMfW5Pf9d7OQNUi9RCNoqnZ4/x/Nz0YfFjE1ehUCjA97ffe5dKpXSqO4PPzxzG0eL6WcnXocIqDhVWWdKw8MPj+zAxMYGlpSUUi8VL3q9hGBv3nUoxDah7Fk60TaIKABz8ks+i/v5+J5lMnuCc3wXaGjVsFiwhfg3Af9+Xzv6nfensrxwtrPEHlmaia24N3XYEr+gbq+xIpiQD+1OD8/cBoJ3w6qzul4gIIaTVVV353L8+Or3/2HJrvOe887Yxv2SUjW8tnDzr79++Y7/KQGBubm7b1dXJyUncs3ASz6xfeizkNelevGpwXCtfas/zlJSSSSm5lJIppSClBOccqVRK2bbNV5yqfGBpVhwprm43zMB0GRZuyA5gLJ6SJhc4kF8WDy3P4s7BceyJdMnZ2fMHzjPGMDQ0VIlEIo8JIb4fwKWzexK0tK/Ur2vo31p3aixtR8DA/szg/H+BktSGocoqIYScwzL4h68ZTv3RseVSJOhYtuPuqYP83Xtv1tFoFNXqlc8s7erqgg+tnllf3lLS+8z6Mg6sr7AbsgMsYZo8apiIGAJRO6JsYWiTcQ0G9lxhVTxwfBrtcNn/J3dep5eKjnrieIG7vmK3TfSqm/cN8YLn6IhlX/DnS6VSiEajT3LOXw1aGd4q1g3O/wjAe3uj8dcB+AaAQsAxtT1KVgkh5ByCs09eNdj1R597YralV0U4SuGJ1UV2dW+vmpqauuLqajab1fcvX1511ofCIyvnzUptyXFalzKRSEFpsH/67vEXktJHT67x3qSNW8a71U3jEXGhDwye50FrzUGJaisqAfi3oIPoFG35wkEIIdt0XAEzY9l40HFsiQbANtl53lES+gr7vRhj6OvrU5ox/ejK/DYibG83dA/o5+cL542WWi46+NIz8+LZubxMp9PnnQPHccAYuwrnNhwTQs5CySohhFyAKdhHrhlOtdL8qgvqicRwJeOkbNvG+I4d2ohF9SeOPUPvFZvotaMYjqXYIydWN21leHY2Lwwrel6yemrhmwlgvIEhEtLy6AWIEEIuwOD87t39yZbZLYhtUpzLWBHpuu5l9YRms1k1OjqKZ/M59qFDj4tVl2aYb+atY/vVg8dyaiG/+WN0LFeGYXBuGOd33uXzeaWUOiilfBTArQ0MlZCWRckqIYRc2DNxW1gRM/wvkxe7xp8wTHje1loiGWMYHR1V0a4kPn70aXzznOkC5GxvHNmpq47Ctw8uXfRJIpXG1EpZZjKZ8763vLwcO3r0qOU4zn4A+xsVKyGtLPyvwoQQEgzp+urZ4XQL7A1wkWzV5IJvJVnlnGNsbExXmdYfOvgYX3aufHpAp9jTlWWffGSab2Ue7/FcWVh25II7JWitYRiGB+D5OodISFugZJUQQjZhCf6N0e7Y5W/FFCIaGqZpXvQ2QgiMjY3pdempDx95SrT0D9xEjDGslrfWKbJYqIEJY9O01jTNKICD9YqNkHZCySohhGzCEPy7O3riLTDoW282DAD3Lc2w/v5+sE1uYRgGxsbG9IJT0R8/9kzLzzttJq0Bwbe2kH+xUINpiAs+voZhQGtdAs3rJOSCaM4qIYRs7sGhVNQOOohL0RdpBHhsZQE3dQ/Inp4eViwWuWVZsCxL2batLcvihmGwI4VV/bnpw1S8uExKa/R12Zhdu3TLRMnxYQqOycnJjTliWuPUfzVjjGmtafcqQjZBySohhGxuSWmd70nYfblSqKdYsU0HrQL4/9u71+C4zvqO4//nec6evWlXl5Wsq3X1PbaVxCQ4cYKdhJSQkkBCQhtICKQdCh2Ydgrt9AVlmPRFWzKdzDQdoJMywDhxGygtUFIId3IpdoghccjNUWzLlmzZuli2vPc95+kLZwjUN0Va6Zy1v58Zv9Luc37Si9XPR8/5P9/a/4q5o3+tTabq/LxX8Y+WCs5E7piMTszIgewxKfk+RXUOnp06JHdt7JWt2/eds7CuaktLtlT2Hx3ZrbXSYrSIES1aKXVppr3Smkg+tEixgZpDWQWAs/Ct3d7VGL851GXVnv2grfFiXv7ppV8oOTl8nmJaJU8cPiAlz5MPXtEr23YMy/Bk7oyvfduKFv+lY+N6JPe7N1CViFzf2V82Sn9pgeMCNYsPLQA4i1jE/LAnkwz7oFFOQArIjomD8r9HDsj739orAy11p31NR0NcGpOufvLw/lO+1pVMixUZEZE9CxwVqFmUVQA4C6XUt9d01EvCDe+zR2fbs4qF98upMfnZ2F5532XdsrItJY5W0tEQlw09jXLzYKf3h5d32/0npu3ppiysrM8UI1p/ZbEzA7WEbQAAcHbDVuzDVy9vueuxF8bcoMOcCbdWg/X89LiUrS/v3TAgWikpVjw/75XtZDFnnp4akeemDp/yHiUiK+szvlH6a4ufGKgdlFUAOIeoYz6zobfpA08NTciJYiXoOKfgtmo4vHxsUvafOCYV68/qobXOk1sADorI0CLEA2oW2wAA4NwOWmsf3LJySWifsuLOajjkvIqU/Nkdq9BbV+9FtP73BY4E1DzKKgDMguuYv12/tMGrj5/9NKhAWBHqau1pjiZyRulfB50DCDvKKgDMzri18sC1q1rDPhkANaIxGvNF5LWgcwBhR1kFgFlyHf33qzvS5d7mZNBRfsc5xqwipFKRaFzYrwqcE2UVAGZvOmL0u+64vDvX1RgPOgtqWNw4IiIVETkacBQg9CirAPDmPO4YfeudG3tzbfWxM74ok3RlY3/G6sXYSmrZsVprGtyYlH3vQNA5gFpAWQWAN0kr9VjE0XfefWVfviUVPeXr6XhEPnxVv2xe2SIf2bzMNiYXeDwrTbXmNERjIqJ2B50DqAWUVQCYA63Uf0WM/siHNvXlf7uMJlwj92zqswfzx/zPv/KMmvaz8tHNAzK4tGHBNpZaK0pRWGtKJhr3XaOfDzoHUAsoqwAwR0arh1yj/+KeTX25dDwirqPlQ5v67HGvYP975FUtIvLoyKvqe6ND8s517aonE64HsxAMVxsZbGotGqUfCToLUAs4wQoA5sEx+otRkeQ9V/Xfe6JQjlnj2a/vedH89muGZo7Kquy0vbyvyR+ezJozrfXmr63kbctb/FXtafOTQ3urtSwW2MYlnSUR+aaI7Ao6C1ALKKsAME8Ro/8x4UpPPGI+8c8vP33a1zx5+IC6a2C9iTpaipXZnXB0NivbUnLTYKeUbcV+bd8Lcjifnfea57uU48qWth57pJBVOyYOBpIhHYnKYFOrF9HmU4EEAGoQZRUAqiBi9CdLnndbdzLdvj97/JSvT5cKki2XvY39GfP0vinJl7w5Xacp6cpNgx1+W31M7ZgYVTsnD1XtTu35qiOeki3tPV4mmjBDR074g00dZlmqyfv68ItmtkejVoNWSq7r6CuIyP0iEkxbBmqQspZh0gBQDdba26eKhS9/dei5025OXVWfkbe19voxY7TnW5nKlvy9EyfkpUPH9ejR/FlH+0eMks0rlviX92f08Ilp+z+jQ6qyiEWrFsW0I7f3rfHqIzGzc3jK3/7apD5eKEssouWWS5f6S5vi6tGRV9X+7LEFz5KKuPKenpXZdCS6PWqcm0Ukt+AXBc4TlFUAqB5V9Cov/PDg3tWvHJs86wtbYgnpSTZIf6rBZtyEKKXU7sMz3gujx8zeiawkXCNNSVeakq60pKL+2s4GXbQV79GR3Wa8QM85l2WpRvm9jmX21cMz/nd2HTSl02y9eEtvk71+TZvaOTkqPx8fXbAsfXUNcuPSZXmt1L0Rbf5BhCPHgDeDsgoA1XVNtlz6zoO7f5Xw38Tna1ciJRdn2qQ9lvaTrqMrni9Fz/MKXkVmKgUzdPyo/Hp6fAFjnz/e0dlvl6cy6tFdh+yukemzDvXqaIjLXVf0ytDMpP3+wT1VHQCmROSq1u7yxZnWmYg2N4vIU9VcH7hQUFYBoMqKXuVnTx0eufrZqTGmny6ihHHkD/rWetZTetuOYTV5ojSr9zUlXfnQpj47Vcrab+x/uSojHZNORG7uXpltisaejRrnFhHhfxrAHDFnFQCqLGqcT2xq7Sq4mmefFosWkQ/0r/cPTRXVF34yNOuiKiIylS3JV57aq7pT9botPv9ZuEuTabl7+WC+ORa/P2qczUJRBeaFsgoA1bdLRB69rLm9EnSQC8XtvRd5x3IV+cbOA7riv/m/GG7sz3hThbw3Ns8RYOsal/jv6Vk5HTPOTRFt/kZE5jb2AcBvUFYBYAFEjfOpS5vby0knEnSU8941bb027cT0th3Deg49VdrqYzK4tNF868Dued0K70qmZUt7TzaizWUi8qP5rAXgDZRVAFgYw9bKl65csrQYdJDz2eqGZrmooUVt/fk+NZfZtUpEbrmky3/l+LidLhXmnCMdicq7u1fkjdK3isjQnBcCcArKKgAsENeYz65qyFQa3FjQUc5LLbGEXNfWJ//5yxEZn5nb/wku6Wm0yZiRHxzcO+eH4SJay3t7V+WM0p/WSv1wrusAOD3KKgAsnEkl6u82t/UwGHUB3Nq92t++Z9J/ZWxmTu83Wsl1q1vV40eG5/W78Pe7lueTjvstR+v757MOgNOjrALAAnK0vn9pXTrXlUgFHeW8c7xcsCtaU+Kauf0q29DTaCvW816anphzhhXpjHQm0yOuMR8Whv0DC4KyCgALKxdR+k+v7+zPMnS1uv5t7wvGca2968pe39Gz++lGHS2r29Pynks6vbevaVOPHx6e80NVWpRsae/JRo35mIiwNxlYIBwKAAALTxW9yo4nDx94y3NTh+msVaRF5O5lF3vTMxX10PZhfaZTw9Z11tsrBpptSyqqc+WKN1acMbumDsv+7PE5X3t94xJ7dVv39qhxrpzzIgDOibIKAItjfcnztv/r7l/FCx7jV6vJES13Lx/0x44W5ZFf7Nf//9daJunKn2xZJr+YGJVnJw9LwZ//z99RWj6y6tJ8zDhXi8jOeS8I4IzYBgAAi2OXiGy7qpVRVtVWEV+2vvac7miKya2Xdp0yv+rG9R3e/hPTdvv4aFWKqojI5S0dnjo5S5WiCiwwyioALBLXmL9a3dBcao4lgo5y3in5vmwd2qX7WpLqpsEOXyslPZmE3LC2zXY2xvV3R4eqtv2iO1kvG5rbZ6LG+Wi11gRwZmwDAIBF5Fv7sSP57H3b9vx6/ofQ4xRJJyIfHBi0rtGqWPH9yVJO7RgfVfuzx6qyfiriygeXrc9HjXOjiPy0KosCOCvKKgAsLlPyvJd+fGjfshenx3nYagG4WkvCcWU+J1KdjlFKPjCwLtvgxu51tP5cVRcHcEZsAwCAxeW5xtx2bXtvIR2JBp3lvFTy/aoXVRGR6zr6CqmI+1NH6/uqvjiAM6KsAsDi26WVuvddS5cze7VGrG1ssSvSmSNR49whDP8HFhVlFQAC4Gh9X2M09vKG5vZTnl5HuLTGk3JNe2/ONeYGEZnb2a4A5oyyCgDB8KLGue2KJV0FpgOEV1ciJbf3rslrpd8vIi8FnQe4EFFWASA4+7RSH79p6YqsUWwICJuBVKPc0rsq62h9k1Hq20HnAS5UlFUACJBR+qsJx3niqtbuUtBZ8IaLGlrsjUuXHYtos0Ur9aOg8wAXMsoqAATLRo1z1/qmJbmuZDroLBCRy5o7Ktd29E5EtLlcRJ4JOg9woaOsAkDwJozSd76za1ku6CAXus1tPaW3tnSORLS5RER2B50HgIgTdAAAgIhW6vt1TiQedI4LlRKRG7qWFfpTja+6xmwRkamAIwF4HWUVAMKhbEWsVkr5nCy4qByl5Obulbn2RN0zUWNuFJFs0JkAvIFtAAAQEtbasqP4WF5MUW3kfX0X5doTqceixnm7UFSB0OFTEQBCwhdbdDQfy4sl6UTkjoG12aZofGvUmNtEpBx0JgCnYhsAAISEtVKKcGd1UTTHEnJb7+p8ROv7ItrcKxyhCoQWZRUAQsIXW+DO6sLrTzXIjV3Lc47W92ilHgk6D4Czo6wCQPDSJc/7rFaqpehVgs5yXtuQafeubO2aiWhzg4jsCDoPgHOjrAJAgDzrv8O39pHXZo66j48NR7MVtk0uBC1K3t7ZV1yRzoxGtLlWRIaDzgRgdiirABAgJapjqphzvjsyxIzVBRLVRt7dszLXEks87RrzbhE5HnQmALPH5igACJBW6qFGN57tSNQFHeW8tKahRf5o5SX5JbHkl6PGuV4oqkDNoawCQLDKjtafuaq1+0TQQc4nLbGE3DmwLntNe8+LMeNsdo35uIiwIRioQcpyUgoABC1a8r3R/9j7YmYsz0z6+YhqI1e3dRdXNzSXtFKfNEp/SUT8oHMBmDvurAJA8IqO0p/d1NpNU50jRylZ17jE/vHKS/Kr6pu3RbTpNUo/KBRVoOZxZxUAwiFW9r2xh4aerz9aKgSdpWZ0JlKytnFJYUV9k/KsfSZmnD8TkZ1B5wJQPUwDAIBwKFR8/0DciVBWz6HBjcmahmZvXVNrwVFqwtH6C0bphyIio0FnA1B9lFUACA/NX7tOL2aMrKhvlsGm1pkGN2qtlYddYx4UkWeFo1KB8xplFQDCg+cIRKQ5GpcNzR35tBst1TkRSTgR19HaKfv+YzHjfEFEfiAinJ4AXCAoqwAQHqqWbhEqEclE47IkXidaiUwW8jJRzEnZP/czTTFjpD/VKCfKZTmUn/md91zfOXCiLZ78F6XUz0Tk4Ov/jhijvYX6XgCEF2UVAEJDiaNU0CF+Y2kyLYNNrbnWeLJyvFyy08V8dLpUjKXdaLEzkSo0urFExfoTvpVnlJKiiFwc0bqn4FWKE4W8P5Y7UTdRzOmJQk6OFgtixUp3Xb0MNrXmeusaTMX6T1grS1ytV02Xi4Xhmen48XIxkonG80qpvxbmogIQpgEAQGhUfP/TRwrZT++ZORp5evxgIFsC6iNRuaixxVvf1Fo0So1FtHlAK/W4iHSKSE/F9weMUgeUUjtF5Fdy6olQRkQGRGSdZ/3Bkudt1EqtdbRu8Xxb8cUOuyfX3CYiR19/T0xELvOt3VL0Kje4xnzeKP3wYn3PAMKNsgoA4ZGS18vfi0fHC98bfS22GBeNaC3L0xm5ONM60xxNKN/ah11jvignH16qlriINIvIgSquCeACQFkFgBDxrb1GKzVW9Lytrx6fXPv90T3Ral9DKyVNblxa4gnprWvIL0836Yr1fx4zzgMi8h0RKVX7mgAwV5RVAAinuqLnPbH72OTqHxyce2GNaC1t8TppiSWkLV6Xa4vXVVKum6j4/mHf2ueixvnR63+SH6tidgCoGsoqAIRXquh5T1asP1DyKpWS78muqSOp548emdV+1rWNLXZzW0/Bt3bIKL3dNeZpEXlORF4QkdyCJgeAKqGsAkC4uSLSLyf3s2ZKnvfFl49NtP344L6of4ZZ+EtiSXlH10A2HXFfixrnbqnu3lMAWFSUVQCoLemiV/nmZDH/1m8Ov5IoeG9Md4oZI1e39hRXNWSKRuk/10p9VUTOPfQUAEKMsgoAtceUPO9znvU/eqJcKrvGqIg22tXG9a3d6hrzl/LGWCgAqGmUVQCoXRtEJCEnx10dl5MFdTrQRABQZZRVAAAAhFYgJ6QAAAAAs0FZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBalFUAAACEFmUVAAAAoUVZBQAAQGhRVgEAABBa/wdS+aROYUnGZgAAAABJRU5ErkJggg==\n", 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" ] @@ -261,7 +261,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Defining adjacency\n", + "## Defining adjacency\n", "\n", "The key in toplogical coloring is the definition of adjacency, to understand which features are neighboring and could not share the same color. `mapclassify.greedy` comes with several methods of defining it. Binary spatial weights denoting adjacency are then stored as libpysal's weight objects." ] @@ -297,7 +297,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOcAAADnCAYAAADl9EEgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAADq0lEQVR4nO3cwW0cMRBFwVnL6RkOxnE4GEHprbROwDcO0U9gVQAffXnAXIaP1+v1uoCcH9MHAP8nTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkTosQJUeKEKHFC1C1xPj+/7pj5Fnvl2+p75dt27K163PWz9a8/73fMXNd1XR9/f2f3yrfV98q37dpb4bMWosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVG3PFPy/Py6fr7d13l5r3xbfa98W3HPG0KDW6ftlW/btbfCZy1EiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkTorwhNLh12l75tuKeN4QGt07bK9+2a2+Fz1qIEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRHlDaHDrtL3ybcU9bwgNbp22V75t194Kn7UQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcEOWZksGt0/bKtxX3PFMyuHXaXvm2XXsrfNZClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IcobQoNbp+2VbyvueUNocOu0vfJtu/ZW+KyFKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ3hAa3Ttsr31bc84bQ4NZpe+Xbdu2t8FkLUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChvCA1unbZXvq245w2hwa3T9sq37dpb4bMWosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6I8UzK4ddpe+bbinmdKBrdO2yvftmtvhc9aiBInRIkTosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0R5Q2hw67S98m3FPW8IDW6dtle+bdfeCp+1ECVOiBInRIkTosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTojyhtDg1ml75duKe7e9IQTcy2ctRIkTosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBD1D8sQ7SXHBMoeAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -320,11 +320,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## libpysal adjacency\n", + "### libpysal adjacency\n", "\n", "The most performant way of generating spatial weights is using libpysal contiguity weights. As they are based on the shared nodes or edges, dataset needs to be topologically correct. Neighboring polygons needs to share vertices and edges, otherwise their relationship will not be captured.\n", "\n", - "### Rook\n", + "#### Rook\n", "\n", "There are two ways how to define contiguity weights - `rook` and `queen`. Rook identifies two objects as neighboring only if they share at least on edge - line between two shared points. Use rook if you do not mind two polygons touching by hteir corners having the same color:" ] @@ -336,7 +336,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOcAAADnCAYAAADl9EEgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8GearUAAAEXElEQVR4nO3csc3sVBhF0fPzOqAOCqAsRCGIsiiAOuhgngkQGZmvxZa8VgFXJ9kjJ/N9Xdd1Dcj54f8eAPw3cUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkTos7EeX2OPPOvz/X96Hsn95W3be195W3bA/tu+jr2Z+u/fjnyzLbtx9/3259/HHvu159+PrevvG1r7ytv257Zd4PPWogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkTosQJUeKEKHFClDghSpwQJU6IEidEHTlTcl2ffX19O7Fn2z+3XL59nfvdOLmvvG1r7ytv287vu/vesRtCb7kNU962tfeVt23P7LvDZy1EiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkToo6cKXnTbZjytq29r7xtO79v12e78d6xG0KvuQ1T3ra195W3bc/su8FnLUSJE6LECVHihChxQpQ4IUqcECVOiBInRIkTosQJUeKEKHFClDghSpwQJU6IEidEiROijpwpedNtmPK2rb2vvG07v+/ue8duCL3lNkx529beV962PbPvDp+1ECVOiBInRIkTosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBB15BLCm85PlLdt7X3lbdv5fbs+2433jp0pec35ifK2rb2vvG17Zt8NPmshSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcEHXkTMmbbsOUt23tfeVt2/l9d987dkPoLbdhytu29r7ytu2ZfXf4rIUocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkTosQJUeKEKHFC1JEzJW+6DVPetrX3lbdt5/ft+mw33jt2Q+g1t2HK27b2vvK27Zl9N/ishShxQpQ4IUqcECVOiBInRIkTosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocULUkTMlb7oNU962tfeVt23n991979gNobfchilv29r7ytu2Z/bd4bMWosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6KOXEJ40/mJ8ratva+8bTu/b9dnu/HesTMlrzk/Ud62tfeVt23P7LvBZy1EiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkToo6cKXnTbZjytq29r7xtO7/v7nvHbgi95TZMedvW3lfetj2z7w6ftRAlTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkTosQJUeKEKHFClDghSpwQJU6IOnKm5E23Ycrbtva+8rbt/L5dn+3Ge8duCAFn+ayFKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6L+BsSIsU2DfgGRAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -355,7 +355,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Queen\n", + "#### Queen\n", "\n", "The default option in `greedy` is `queen` adjacency. That identifies two objects as neighboring if they share at least one point. It ensures that even poygons sharing only one corner will not share a color:" ] @@ -367,7 +367,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -386,7 +386,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Intersection-based adjacency\n", + "### Intersection-based adjacency\n", "\n", "As noted above, if the topology of the dataset is not ideal, libpysal might not identify two visually neighboring features as neighbors. `greedy` can use intersection-based algorithm using GEOS intersection to define if two features intersects in any way. They do not have to share any points. Naturally, such an approach is significantly slower (details below), but it can provide correct adjacency when libpysal fails.\n", "\n", @@ -400,7 +400,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -429,7 +429,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ "
" ] @@ -448,11 +448,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Reusing spatial weights\n", + "### Reusing spatial weights\n", "\n", "Passing `libpysal.weights.W` object to `sw`, will skip generating spatial weights and use the passed object instead. That will improve the performance if one intends to repeate the coloring multiple times. In that case, weights should be denoted using GeodataFrame's index.\n", "\n", - "## Performance\n", + "### Performance\n", "\n", "The difference in performance of libpysal and GEOS-based method is large, so it is recommended to use libpysal if possible. Details of comparison between all methods are below:" ] @@ -467,55 +467,55 @@ "output_type": "stream", "text": [ "10\n", - "rook: 0.010629653930664062 s; 2 colors\n", - "queen: 0.008125066757202148 s; 4 colors\n", - "geos: 0.17603907585144044 s; 4 colors\n", - "dist1: 0.373396635055542 s; 10 colors\n", + "rook: 0.012784147262573242 s; 2 colors\n", + "queen: 0.005277395248413086 s; 4 colors\n", + "geos: 0.09882774353027343 s; 4 colors\n", + "dist1: 0.13624219894409179 s; 10 colors\n", "20\n", - "rook: 0.03492302894592285 s; 2 colors\n", - "queen: 0.02471184730529785 s; 4 colors\n", - "geos: 0.8345804691314698 s; 4 colors\n", - "dist1: 0.975474739074707 s; 10 colors\n", + "rook: 0.014943456649780274 s; 2 colors\n", + "queen: 0.013994264602661132 s; 4 colors\n", + "geos: 0.39907083511352537 s; 4 colors\n", + "dist1: 0.547985029220581 s; 10 colors\n", "30\n", - "rook: 0.05426702499389648 s; 2 colors\n", - "queen: 0.05645356178283691 s; 4 colors\n", - "geos: 1.6052316188812257 s; 4 colors\n", - "dist1: 2.6442392349243162 s; 10 colors\n", + "rook: 0.045798969268798825 s; 2 colors\n", + "queen: 0.03402729034423828 s; 4 colors\n", + "geos: 0.9942648410797119 s; 4 colors\n", + "dist1: 1.3713165283203126 s; 10 colors\n", "40\n", - "rook: 0.1562112331390381 s; 2 colors\n", - "queen: 0.1150820255279541 s; 4 colors\n", - "geos: 3.640325117111206 s; 4 colors\n", - "dist1: 4.345052194595337 s; 10 colors\n", + "rook: 0.07214193344116211 s; 2 colors\n", + "queen: 0.06085910797119141 s; 4 colors\n", + "geos: 1.7829225063323975 s; 4 colors\n", + "dist1: 2.3820394039154054 s; 10 colors\n", "50\n", - "rook: 0.15938115119934082 s; 2 colors\n", - "queen: 0.17081398963928224 s; 4 colors\n", - "geos: 5.137907934188843 s; 4 colors\n", - "dist1: 7.352173948287964 s; 10 colors\n", + "rook: 0.11196293830871581 s; 2 colors\n", + "queen: 0.10349822044372559 s; 4 colors\n", + "geos: 2.5976396560668946 s; 4 colors\n", + "dist1: 3.596402406692505 s; 10 colors\n", "60\n", - "rook: 0.2888077735900879 s; 2 colors\n", - "queen: 0.2883206844329834 s; 4 colors\n", - "geos: 7.147716856002807 s; 4 colors\n", - "dist1: 12.41259412765503 s; 10 colors\n", + "rook: 0.1528311252593994 s; 2 colors\n", + "queen: 0.1566312789916992 s; 4 colors\n", + "geos: 3.7294684410095216 s; 4 colors\n", + "dist1: 5.268119859695434 s; 10 colors\n", "70\n", - "rook: 0.467680025100708 s; 2 colors\n", - "queen: 0.5138104915618896 s; 4 colors\n", - "geos: 10.412673711776733 s; 4 colors\n", - "dist1: 13.474950981140136 s; 10 colors\n", + "rook: 0.21897730827331544 s; 2 colors\n", + "queen: 0.2062161922454834 s; 4 colors\n", + "geos: 5.2663861274719235 s; 4 colors\n", + "dist1: 7.211857843399048 s; 10 colors\n", "80\n", - "rook: 0.5936912059783935 s; 2 colors\n", - "queen: 0.6310461521148681 s; 4 colors\n", - "geos: 14.43592619895935 s; 4 colors\n", - "dist1: 24.51060633659363 s; 10 colors\n", + "rook: 0.2827901840209961 s; 2 colors\n", + "queen: 0.2973599433898926 s; 4 colors\n", + "geos: 6.945807266235351 s; 4 colors\n", + "dist1: 10.106542253494263 s; 10 colors\n", "90\n", - "rook: 0.84854154586792 s; 2 colors\n", - "queen: 0.6901518821716308 s; 4 colors\n", - "geos: 26.91013436317444 s; 4 colors\n", - "dist1: 37.324790477752686 s; 10 colors\n", + "rook: 0.3535776138305664 s; 2 colors\n", + "queen: 0.33614187240600585 s; 4 colors\n", + "geos: 8.633152198791503 s; 4 colors\n", + "dist1: 12.608657598495483 s; 10 colors\n", "100\n", - "rook: 0.9397786140441895 s; 2 colors\n", - "queen: 1.0200706005096436 s; 4 colors\n", - "geos: 21.110299921035768 s; 4 colors\n", - "dist1: 36.16291885375976 s; 10 colors\n" + "rook: 0.44251093864440916 s; 2 colors\n", + "queen: 0.4285282611846924 s; 4 colors\n", + "geos: 10.92662205696106 s; 4 colors\n", + "dist1: 15.187224531173706 s; 10 colors\n" ] } ], @@ -570,13 +570,13 @@ { "data": { "text/plain": [ - "([,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ],\n", + "([,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " 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\n", 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\n", 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" ] @@ -667,7 +667,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Comparison of strategies\n", + "## Comparison of strategies\n", "\n", "Different coloring strategies lead to different results, but also have different performance. It all depends on preferences, what is the goal. \n", "\n", @@ -937,9 +937,9 @@ ], "metadata": { "kernelspec": { - "display_name": "geo_dev", + "display_name": "Python 3", "language": "python", - "name": "geo_dev" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -951,7 +951,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.7.6" } }, "nbformat": 4, diff --git a/notebooks/plot.ipynb b/docsrc/notebooks/05_plot.ipynb similarity index 100% rename from notebooks/plot.ipynb rename to docsrc/notebooks/05_plot.ipynb diff --git a/docsrc/tutorial.rst b/docsrc/tutorial.rst new file mode 100644 index 00000000..708ee3c5 --- /dev/null +++ b/docsrc/tutorial.rst @@ -0,0 +1,12 @@ +Tutorial +======== + +.. toctree:: + :maxdepth: 1 + :caption: Contents: + + notebooks/01_maximum_breaks.ipynb + notebooks/02_legends.ipynb + notebooks/03_pooled.ipynb + notebooks/04_Greedy_coloring.ipynb + diff --git a/notebooks/01_maximum_breaks.ipynb b/notebooks/01_maximum_breaks.ipynb new file mode 100644 index 00000000..7703ae86 --- /dev/null +++ b/notebooks/01_maximum_breaks.ipynb @@ -0,0 +1,580 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Introduction to mapclassify\n", + "\n", + "`mapclassify` implements a family of classification schemes for choropleth maps. \n", + "Its focus is on the determination of the number of classes, and the assignment of observations to those classes.\n", + "It is intended for use with upstream mapping and geovisualization packages (see [geopandas](https://geopandas.org/mapping.html) and [geoplot](https://residentmario.github.io/geoplot/user_guide/Customizing_Plots.html) for examples) that handle the rendering of the maps.\n", + "\n", + "In this notebook, the basic functionality of mapclassify is presented." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.3.0'" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mapclassify as mc\n", + "mc.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example data\n", + "mapclassify contains a built-in dataset for employment density for the 58 California counties." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "y = mc.load_example()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Basic Functionality\n", + "All classifiers in `mapclassify` have a common interface and afford similar functionality. We illustrate these using the `MaximumBreaks` classifier.\n", + "`MaximumBreaks` requires that the user specify the number of classes `k`. Given this, the logic of the classifier is to sort the observations in ascending order and find the difference between rank adjacent values. The class boundaries are defined as the $k-1$ largest rank-adjacent breaks in the sorted values." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MaximumBreaks \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 228.49] | 52\n", + "( 228.49, 546.67] | 4\n", + "( 546.67, 2417.15] | 1\n", + "(2417.15, 4111.45] | 1" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.MaximumBreaks(y, k=4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The classifier returns an instance of `MaximumBreaks` that reports the resulting intervals and counts. The first class has closed lower and upper bounds: \n", + "`[ 0.13, 228.49]`, with `0.13` being the minimum value in the dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.13" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y.min()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Subsequent intervals are open on the lower bound and closed on the upper bound. The fourth class has the maximum value as its closed upper bound:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4111.45" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y.max()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Assigning the classifier to an object let's us inspect other aspects of the classifier:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "mb4 = mc.MaximumBreaks(y, k=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MaximumBreaks \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 228.49] | 52\n", + "( 228.49, 546.67] | 4\n", + "( 546.67, 2417.15] | 1\n", + "(2417.15, 4111.45] | 1" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `bins` attribute has the upper bounds of the intervals:" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 228.49 , 546.675, 2417.15 , 4111.45 ])" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.bins" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and `counts` reports the number of values falling in each bin:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([52, 4, 1, 1])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.counts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The specific bin (i.e. label) for each observation can be found in the `yb` attribute:" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 1, 0, 1, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.yb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Changing the number of classes\n", + "Staying the the same classifier, the user can apply the same classification rule, but for a different number of classes:" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MaximumBreaks \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 146.00] | 50\n", + "( 146.00, 228.49] | 2\n", + "( 228.49, 291.02] | 1\n", + "( 291.02, 350.21] | 2\n", + "( 350.21, 546.67] | 1\n", + "( 546.67, 2417.15] | 1\n", + "(2417.15, 4111.45] | 1" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.MaximumBreaks(y, k=7)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "mb7 = mc.MaximumBreaks(y, k=7)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 146.005, 228.49 , 291.02 , 350.21 , 546.675, 2417.15 ,\n", + " 4111.45 ])" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.bins" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([50, 2, 1, 2, 1, 1, 1])" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.counts" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([3, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 5, 0, 0, 0, 1, 0, 0, 0, 6, 0, 0, 3, 0, 2, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.yb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One additional attribute to mention here is the `adcm` attribute:" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "727.3200000000002" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.adcm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`adcm` is a measure of fit, defined as the mean absolute deviation around the class median. " + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1181.4900000000002" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.adcm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `adcm` can be expected to decrease as $k$ increases for a given classifier. Thus, if using as a measure of fit, the `adcm` should only be used to compare classifiers defined on the same number of classes." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Next Steps\n", + "`MaximumBreaks` is but one of many classifiers in `mapclassify`:" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('BoxPlot',\n", + " 'EqualInterval',\n", + " 'FisherJenks',\n", + " 'FisherJenksSampled',\n", + " 'HeadTailBreaks',\n", + " 'JenksCaspall',\n", + " 'JenksCaspallForced',\n", + " 'JenksCaspallSampled',\n", + " 'MaxP',\n", + " 'MaximumBreaks',\n", + " 'NaturalBreaks',\n", + " 'Quantiles',\n", + " 'Percentiles',\n", + " 'StdMean',\n", + " 'UserDefined')" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.classifiers.CLASSIFIERS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To learn more about an individual classifier, introspection is available:" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mInit signature:\u001b[0m \u001b[0mmc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mMaximumBreaks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmindiff\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDocstring:\u001b[0m \n", + "Maximum Breaks Map Classification\n", + "\n", + "Parameters\n", + "----------\n", + "y : array\n", + " (n, 1), values to classify\n", + "\n", + "k : int\n", + " number of classes required\n", + "\n", + "mindiff : float\n", + " The minimum difference between class breaks\n", + "\n", + "Attributes\n", + "----------\n", + "yb : array\n", + " (n, 1), bin ids for observations\n", + "bins : array\n", + " (k, 1), the upper bounds of each class\n", + "k : int\n", + " the number of classes\n", + "counts : array\n", + " (k, 1), the number of observations falling in each class (numpy\n", + " array k x 1)\n", + "\n", + "Examples\n", + "--------\n", + ">>> import mapclassify as mc\n", + ">>> cal = mc.load_example()\n", + ">>> mb = mc.MaximumBreaks(cal, k = 5)\n", + ">>> mb.k\n", + "5\n", + ">>> mb.bins\n", + "array([ 146.005, 228.49 , 546.675, 2417.15 , 4111.45 ])\n", + ">>> mb.counts\n", + "array([50, 2, 4, 1, 1])\n", + "\u001b[0;31mFile:\u001b[0m ~/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py\n", + "\u001b[0;31mType:\u001b[0m type\n", + "\u001b[0;31mSubclasses:\u001b[0m \n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mc.MaximumBreaks?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more comprehensive appliciations of `mapclassify` the interested reader is directed to the chapter on [choropleth mapping](https://geographicdata.science/book/notebooks/05_choropleth.html) in [Rey, Arribas-Bel, and Wolf (2020) \"Geographic Data Science with PySAL and the PyData Stack”](https://geographicdata.science/book)." + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/02_legends.ipynb b/notebooks/02_legends.ipynb new file mode 100644 index 00000000..ac30901d --- /dev/null +++ b/notebooks/02_legends.ipynb @@ -0,0 +1,241 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Legends in mapclassify\n", + "\n", + "mapclassify allows for user defined formatting of legends" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.3.0'" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mapclassify\n", + "mapclassify.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "cal = mapclassify.load_example()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "q6 = mapclassify.Quantiles(cal, k=6)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 1.16] | 10\n", + "( 1.16, 3.38] | 10\n", + "( 3.38, 9.36] | 9\n", + "( 9.36, 24.32] | 10\n", + "( 24.32, 70.78] | 9\n", + "( 70.78, 4111.45] | 10" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The default is to use two decimal places for this dataset.\n", + "If the user desires a list of strings with these values, the `get_legend_classes` method can be called\n", + "which will return the strings with the default format:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['[ 0.13, 1.16]',\n", + " '( 1.16, 3.38]',\n", + " '( 3.38, 9.36]',\n", + " '( 9.36, 24.32]',\n", + " '( 24.32, 70.78]',\n", + " '( 70.78, 4111.45]']" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6.get_legend_classes()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To set the legends to integers, an option can be passed into the method:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['[ 0, 1]',\n", + " '( 1, 3]',\n", + " '( 3, 9]',\n", + " '( 9, 24]',\n", + " '( 24, 71]',\n", + " '( 71, 4111]']" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6.get_legend_classes(fmt=\"{:.0f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that this does not change the original object:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 1.16] | 10\n", + "( 1.16, 3.38] | 10\n", + "( 3.38, 9.36] | 9\n", + "( 9.36, 24.32] | 10\n", + "( 24.32, 70.78] | 9\n", + "( 70.78, 4111.45] | 10" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The format can be changed on the object by calling the `set_fmt` method:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "--------------------\n", + "[ 0, 1] | 10\n", + "( 1, 3] | 10\n", + "( 3, 9] | 9\n", + "( 9, 24] | 10\n", + "( 24, 71] | 9\n", + "( 71, 4111] | 10" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6.set_fmt(fmt=\"{:.0f}\")\n", + "q6" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/03_pooled.ipynb b/notebooks/03_pooled.ipynb new file mode 100644 index 00000000..2adca6a1 --- /dev/null +++ b/notebooks/03_pooled.ipynb @@ -0,0 +1,1212 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pooled Classification\n", + "\n", + "A common workflow with longitudinal spatial data is to apply the same classification scheme to an attribute over different time periods. More specifically, one would like to keep the class breaks the same over each period and examine how the mass of the distribution changes over these classes in the different periods.\n", + "\n", + "The `Pooled` classifier supports this workflow." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import mapclassify as mc" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sample Data\n", + "We construct a synthetic dataset composed of 20 cross-sectional units at three time points. Here the mean of the series is increasing over time." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "n = 20\n", + "data = np.array([np.arange(n)+i*n for i in range(1,4)]).T" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 3)" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[20, 40, 60],\n", + " [21, 41, 61],\n", + " [22, 42, 62],\n", + " [23, 43, 63],\n", + " [24, 44, 64],\n", + " [25, 45, 65],\n", + " [26, 46, 66],\n", + " [27, 47, 67],\n", + " [28, 48, 68],\n", + " [29, 49, 69],\n", + " [30, 50, 70],\n", + " [31, 51, 71],\n", + " [32, 52, 72],\n", + " [33, 53, 73],\n", + " [34, 54, 74],\n", + " [35, 55, 75],\n", + " [36, 56, 76],\n", + " [37, 57, 77],\n", + " [38, 58, 78],\n", + " [39, 59, 79]])" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Default: Quintiles\n", + "The default is to apply a [vec](https://en.wikipedia.org/wiki/Vectorization_(mathematics)) operator to the data matrix and treat the observations as a single collection. Here the quantiles of the pooled data are obtained." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "res = mc.Pooled(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[20.00, 31.80] | 12\n", + "(31.80, 43.60] | 8\n", + "(43.60, 55.40] | 0\n", + "(55.40, 67.20] | 0\n", + "(67.20, 79.00] | 0\n", + "\n", + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, 31.80] | 0\n", + "(31.80, 43.60] | 4\n", + "(43.60, 55.40] | 12\n", + "(55.40, 67.20] | 4\n", + "(67.20, 79.00] | 0\n", + "\n", + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, 31.80] | 0\n", + "(31.80, 43.60] | 0\n", + "(43.60, 55.40] | 0\n", + "(55.40, 67.20] | 8\n", + "(67.20, 79.00] | 12" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the class definitions are identical with the exception of the lower bound in the first period. Since the first period contains the minimum value in the pooled series, that value defines the closed lower bound in the first period. In subsequent periods, the local minimums are all greater than the closed upper bound on the first interval - in other words the local minimums are not contained in the first class for the second and third periods. Following the [policy in mapclassify](https://github.com/pysal/mapclassify/blob/master/mapclassify/classifiers.py#L94), the lower bounds for the second and third periods are both set to `-inf` to indicate that their minimum values are not contained in the first class." + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "res = mc.Pooled(data, k=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([15, 5, 0, 0])" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.col_classifiers[0].counts\n" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 0, 5, 15])" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.col_classifiers[-1].counts\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([15, 15, 15, 15])" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.global_classifier.counts\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[20.00, 34.75] | 15\n", + "(34.75, 49.50] | 5\n", + "(49.50, 64.25] | 0\n", + "(64.25, 79.00] | 0\n", + "\n", + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, 34.75] | 0\n", + "(34.75, 49.50] | 10\n", + "(49.50, 64.25] | 10\n", + "(64.25, 79.00] | 0\n", + "\n", + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, 34.75] | 0\n", + "(34.75, 49.50] | 0\n", + "(49.50, 64.25] | 5\n", + "(64.25, 79.00] | 15" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Extract the pooled classification objects for each column" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "c0, c1, c2 = res.col_classifiers" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[20.00, 34.75] | 15\n", + "(34.75, 49.50] | 5\n", + "(49.50, 64.25] | 0\n", + "(64.25, 79.00] | 0" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare to the unrestricted classifier for the first column" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[20.00, 24.75] | 5\n", + "(24.75, 29.50] | 5\n", + "(29.50, 34.25] | 5\n", + "(34.25, 39.00] | 5" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.Quantiles(c0.y, k=4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and the last column comparisions" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, 34.75] | 0\n", + "(34.75, 49.50] | 0\n", + "(49.50, 64.25] | 5\n", + "(64.25, 79.00] | 15" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c2" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[60.00, 64.75] | 5\n", + "(64.75, 69.50] | 5\n", + "(69.50, 74.25] | 5\n", + "(74.25, 79.00] | 5" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.Quantiles(c2.y, k=4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Non-default classifier: BoxPlot" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "res = mc.Pooled(data, classifier='BoxPlot', hinge=1.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled BoxPlot \n", + "\n", + " Interval Count\n", + "------------------------\n", + "( -inf, -9.50] | 0\n", + "( -9.50, 34.75] | 15\n", + "( 34.75, 49.50] | 5\n", + "( 49.50, 64.25] | 0\n", + "( 64.25, 108.50] | 0\n", + "\n", + "Pooled BoxPlot \n", + "\n", + " Interval Count\n", + "------------------------\n", + "( -inf, -9.50] | 0\n", + "( -9.50, 34.75] | 0\n", + "( 34.75, 49.50] | 10\n", + "( 49.50, 64.25] | 10\n", + "( 64.25, 108.50] | 0\n", + "\n", + "Pooled BoxPlot \n", + "\n", + " Interval Count\n", + "------------------------\n", + "( -inf, -9.50] | 0\n", + "( -9.50, 34.75] | 0\n", + "( 34.75, 49.50] | 0\n", + "( 49.50, 64.25] | 5\n", + "( 64.25, 108.50] | 15" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ -9.5 , 34.75, 49.5 , 64.25, 108.5 ])" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.col_classifiers[0].bins" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "c0, c1, c2 = res.col_classifiers" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2])" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c0.yb" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [], + "source": [ + "c00 = mc.BoxPlot(c0.y, hinge=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4])" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c00.yb" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "BoxPlot \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, -3.75] | 0\n", + "(-3.75, 24.75] | 5\n", + "(24.75, 29.50] | 5\n", + "(29.50, 34.25] | 5\n", + "(34.25, 62.75] | 5" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c00" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled BoxPlot \n", + "\n", + " Interval Count\n", + "------------------------\n", + "( -inf, -9.50] | 0\n", + "( -9.50, 34.75] | 15\n", + "( 34.75, 49.50] | 5\n", + "( 49.50, 64.25] | 0\n", + "( 64.25, 108.50] | 0" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Non-default classifier: FisherJenks" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "res = mc.Pooled(data, classifier='FisherJenks', k=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled FisherJenks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[20.00, 31.00] | 12\n", + "(31.00, 43.00] | 8\n", + "(43.00, 55.00] | 0\n", + "(55.00, 67.00] | 0\n", + "(67.00, 79.00] | 0\n", + "\n", + "Pooled FisherJenks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, 31.00] | 0\n", + "(31.00, 43.00] | 4\n", + "(43.00, 55.00] | 12\n", + "(55.00, 67.00] | 4\n", + "(67.00, 79.00] | 0\n", + "\n", + "Pooled FisherJenks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, 31.00] | 0\n", + "(31.00, 43.00] | 0\n", + "(43.00, 55.00] | 0\n", + "(55.00, 67.00] | 8\n", + "(67.00, 79.00] | 12" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "FisherJenks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[20.00, 23.00] | 4\n", + "(23.00, 27.00] | 4\n", + "(27.00, 31.00] | 4\n", + "(31.00, 35.00] | 4\n", + "(35.00, 39.00] | 4" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c0, c1, c2 = res.col_classifiers\n", + "mc.FisherJenks(c0.y, k=5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Non-default classifier: MaximumBreaks\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[20, 40, 60],\n", + " [10, 10, 10],\n", + " [22, 42, 62],\n", + " [23, 43, 63],\n", + " [24, 44, 64],\n", + " [25, 45, 65],\n", + " [26, 46, 66],\n", + " [27, 47, 67],\n", + " [28, 48, 68],\n", + " [29, 49, 10],\n", + " [30, 50, 70],\n", + " [31, 51, 71],\n", + " [32, 52, 72],\n", + " [33, 53, 73],\n", + " [34, 54, 74],\n", + " [35, 55, 75],\n", + " [36, 56, 76],\n", + " [37, 57, 77],\n", + " [38, 58, 78],\n", + " [39, 59, 79]])" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[1, 0] = 10\n", + "data[1, 1] = 10\n", + "data[1, 2] = 10\n", + "data[9, 2] = 10\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "res = mc.Pooled(data, classifier='MaximumBreaks', k=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled MaximumBreaks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 15.00] | 1\n", + "(15.00, 21.00] | 1\n", + "(21.00, 41.00] | 18\n", + "(41.00, 61.00] | 0\n", + "(61.00, 79.00] | 0\n", + "\n", + "Pooled MaximumBreaks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 15.00] | 1\n", + "(15.00, 21.00] | 0\n", + "(21.00, 41.00] | 1\n", + "(41.00, 61.00] | 18\n", + "(61.00, 79.00] | 0\n", + "\n", + "Pooled MaximumBreaks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 15.00] | 2\n", + "(15.00, 21.00] | 0\n", + "(21.00, 41.00] | 0\n", + "(41.00, 61.00] | 1\n", + "(61.00, 79.00] | 17" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "c0, c1, c2 = res.col_classifiers" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled MaximumBreaks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 15.00] | 1\n", + "(15.00, 21.00] | 1\n", + "(21.00, 41.00] | 18\n", + "(41.00, 61.00] | 0\n", + "(61.00, 79.00] | 0" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c0" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Insufficient number of unique diffs. Breaks are random.\n" + ] + }, + { + "data": { + "text/plain": [ + "MaximumBreaks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 15.00] | 1\n", + "(15.00, 21.00] | 1\n", + "(21.00, 22.50] | 1\n", + "(22.50, 28.50] | 6\n", + "(28.50, 39.00] | 11" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.MaximumBreaks(c0.y, k=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "res = mc.Pooled(data, classifier='UserDefined', bins=mc.Quantiles(data[:,-1]).bins)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 20\n", + "(62.80, 66.60] | 0\n", + "(66.60, 71.40] | 0\n", + "(71.40, 75.20] | 0\n", + "(75.20, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 20\n", + "(62.80, 66.60] | 0\n", + "(66.60, 71.40] | 0\n", + "(71.40, 75.20] | 0\n", + "(75.20, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 4\n", + "(62.80, 66.60] | 4\n", + "(66.60, 71.40] | 4\n", + "(71.40, 75.20] | 4\n", + "(75.20, 79.00] | 4" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 4\n", + "(62.80, 66.60] | 4\n", + "(66.60, 71.40] | 4\n", + "(71.40, 75.20] | 4\n", + "(75.20, 79.00] | 4" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.Quantiles(data[:,-1])" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([60, 10, 62, 63, 64, 65, 66, 67, 68, 10, 70, 71, 72, 73, 74, 75, 76,\n", + " 77, 78, 79])" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[:,-1]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pinning the pooling\n", + "\n", + "Another option is to specify a specific subperiod as the definition for the classes in the pooling.\n", + "\n", + "### Pinning to the last period\n", + "\n", + "As an example, we can use the quintles from the third period to defined the pooled classifier:" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [], + "source": [ + "pinned = mc.Pooled(data, classifier='UserDefined', bins=mc.Quantiles(data[:,-1]).bins)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 20\n", + "(62.80, 66.60] | 0\n", + "(66.60, 71.40] | 0\n", + "(71.40, 75.20] | 0\n", + "(75.20, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 20\n", + "(62.80, 66.60] | 0\n", + "(66.60, 71.40] | 0\n", + "(71.40, 75.20] | 0\n", + "(75.20, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 4\n", + "(62.80, 66.60] | 4\n", + "(66.60, 71.40] | 4\n", + "(71.40, 75.20] | 4\n", + "(75.20, 79.00] | 4" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pinned" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 44\n", + "(62.80, 66.60] | 4\n", + "(66.60, 71.40] | 4\n", + "(71.40, 75.20] | 4\n", + "(75.20, 79.00] | 4" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pinned.global_classifier" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Pinning to the first period" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "pinned = mc.Pooled(data, classifier='UserDefined', bins=mc.Quantiles(data[:,0]).bins)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 23.80] | 4\n", + "(23.80, 27.60] | 4\n", + "(27.60, 31.40] | 4\n", + "(31.40, 35.20] | 4\n", + "(35.20, 39.00] | 4\n", + "(39.00, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 23.80] | 1\n", + "(23.80, 27.60] | 0\n", + "(27.60, 31.40] | 0\n", + "(31.40, 35.20] | 0\n", + "(35.20, 39.00] | 0\n", + "(39.00, 79.00] | 19\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 23.80] | 2\n", + "(23.80, 27.60] | 0\n", + "(27.60, 31.40] | 0\n", + "(31.40, 35.20] | 0\n", + "(35.20, 39.00] | 0\n", + "(39.00, 79.00] | 18" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pinned" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the quintiles for the first period, by definition, contain all the values from that period, they do not bound the larger values in subsequent period. Following the [mapclassify policy](https://github.com/pysal/mapclassify/blob/master/mapclassify/classifiers.py#L569), an additional class is added to contain all values in the pooled series." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/04_Greedy_coloring.ipynb b/notebooks/04_Greedy_coloring.ipynb new file mode 100644 index 00000000..79ecdc70 --- /dev/null +++ b/notebooks/04_Greedy_coloring.ipynb @@ -0,0 +1,959 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Getting started with mapclassify.greedy\n", + "\n", + "Greedy or topological coloring (or sequential coloring) is a cartographic method of assigning colors to polygons (or other geoemtries, `mapclassify.greedy` supports all geometry types) in such a way, that no two adjacent polygons share the same color.\n", + "\n", + "`greedy` is a small toolkit within `mapclassify` providing such a functionality on top of GeoPandas GeoDataFrames. `mapclassify.greedy()` is all we need." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import geopandas as gpd\n", + "\n", + "from mapclassify import greedy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Few of `greedy`'s methods of coloring require either measuring of areas or distances. To obtain proper values, our GeoDataFrame needs to be in projected CRS. Let's use Africa and reproject it to 'ESRI:102022':" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n", + "africa = world.loc[world.continent == 'Africa']\n", + "africa = africa.to_crs('ESRI:102022')\n", + "ax = africa.plot(figsize=(12, 16), edgecolor='w')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Default\n", + "\n", + "The default usage of `greedy` is extremely simple. Greedy returns Series with color codes, so we can assign it directly as a new column of our GeoDataFrame:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1 1\n", + "2 0\n", + "11 0\n", + "12 1\n", + "13 4\n", + "Name: greedy_default, dtype: int64" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "africa['greedy_default'] = greedy(africa)\n", + "africa['greedy_default'].head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using resulting color codes as plotting categories gives us following plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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p99mAlfyeVW0uAKYD6Ep624QQQi7IjJpKW3Vbjh42NKfPYZbMLwloHi3ttsKmsErOxicN/THx90fdiEZSXcvpWhoh92yzF314Ibb8bOfwXJombyueW2SrqE7yz1kDPO/X4VwcBNPWJLdtQgghA1G7vra4aUdzibD+sYx23cb68vKlE9qmXDVlyEtXRaNRtmzZshmGYTDbttkNN9wQePDBB1sTqZV2sCLvIvX4Q/LowRx59ECqSzkrseEFxaHafPIVVakuZUyrWFEuMkozFEQ3Jq9RpQzI+rcoHAtfBHNOA7AleY0TQggZiNr1tcUn3mwse2dQBQBhCX7izcay2vW1xUNt2+VyyS1bthw9evTooYMHDx7asGFD5oYNGwY+9+UsKKyS00ghroZlrRXPP+FKdS3nZJmwn3iEVS4rgys7fcscrRhnmHnTDHvS6kqmRH8G4OxLlg2yVcB1hY3ML0bAs+8Cd78fAC2ISwghI8yMmkrTjuaS8x3TtKO5xIyZQ8qInHNkZWUJADAMg1mWxRhLbOVDCqvknXJgWX8RTzzigR5PdS3n19gA2VhvV15SmepKxhTVpWLRxxeKopkZTIncx2CfSE7DGXdH4b56P5hjLpjySHIaJYQQMlht1W05Z/aonklYgrdVt+cM9RyWZWHGjBmzioqK5q9evTp4xRVXJDSmkMIqeZvU47+R+3Z7L7imarpob+XuHOpZTRZ3jhvL7l4qMwrCUol8mwOh5DXOPDaY6zsAGpLXKCGEkMHSw4Y2kOOMkD6g485GVVUcOXLkUGNj4749e/Z4d+7cmdCLNYVVAgCQQqxBPP5e8fIzo2bfS9nnZ26ferZdssggefM9WPrpJXA4DkKJ/qcCJHm3vfjmDIjoPcltlBBCyGA5fQ5zIMc5MpwDOu588vPz7ZUrV4aeffbZrETaobBKAGACLOv39uN/9MA0Ul3LwPX1QnPx5G8BOg55i3wAojaP/Wl4fp7GXoCpFwM47zgpQgghw6tkfkmAq/y8PRJc5aJkfnFgKO23traq3d3dCgCEw2G2adOmzJkzZyY0tpDC6viWKQ3jB9I0jolNL3nQnKTxiSNE9gagOFR6DCdBLBAD4BzG4G8Axl4JaX8BwEQApQDyAWQM3zkJIYScSfNodvnSCefd7ad86YQ2za0N6RJbU1OTtmrVqunTpk2btXDhwlmXX3558EMf+lDf0KrtR+usjk8uaVmfgxTflkcPqGLDC270DekNVGoFesBUlXnyPLRBQIJi/hi4qg1v8I+/6oI6+QtgznsAzsAUDqgaYH8TzPGDYT03IYSQt51aR/XMdVa5ykWi66wuW7Ysdvjw4aTuTEhhdXxRpBAfg2X+WDYed4uXn/Gia8iPx9SzTMjaw/akyyYqB56gHTsTYcUtSCkBngeInuE5id0G9N3nO+02ngdk/es3ATwMIKFFowkhhAzclKumtFeurOxsq27PMUK65shwmiXziwND7VEdThRWxweXlPLD0PVvw9+Va6/7uw9Nx1NdU1LI3duU/Pd/VICGtCRMD+nC46jiMIYprJ6N6AHim1U4L/4vcPcHR+7EhBBCNLcmKpaXj+CT/tBQWB3biqRp3gMpPy9bTnC5ZaNP1h9LdU1JJetroCiM507Ohb/On+pyRrWYPyY9EyoAY9cIn/hlDc4V1wNYBmD7yJ6cEEJIuqOwOjbNl/HY16AoN8r9eyDefM2Fns5U1zQ8pICs3iUmrZoNf52felcT0FbdzrMrLwF3q2Cxv43gmXUg+pgb3g9vgrSeB3f/HMBrSPr6WYQQQkYjCqtjBwfwPhmLfRNSzBZbX3PK3VsVxMb+xCPx1g6e+YmlqS5j1Os40MEiXRHM/eAC6fTOEUrsfxSIERpGarwFmMdccFy0Bq6VV5vIViX4Xx2K8iyAjaCtWQkhZNyisDo2FEs9vhnB3iLx+isZ8lA1IMZRp1RHKxANywlLJrDmnc2prmZUC3eEse3n21nVZVWsYvmXwa2tYLHHR+bkMgLorzHob2SoOf+B19sbPz45M2dNsdvnsoSoUzl/WuV8HYCtAEbRgsCEEJKmRESBsTMHIqiBZ5pwLAmAe+1Ul3UmCqujX5HU9W1i62tl8rWXx+3vU+zaioqLVtnNO5uVVNcy2kkhUb+xnncd7sLcWxZLzTNXqPFfKBAdI1MAz4MpBHb3tGF3T1umwhhKPRkzK31ZUydn5H422+F0GsLe6VTUpzhjLwMIAFhkS7HEsO2VjLEeJ1e2MsaqAVQD6B6ZwkcFDcB0AAtMYS+xhJiqceWwyvkRALUAatC/KsM4erdLyDgVfaYY8c0lgPmPIXTR58vhWtUGz40JLxVkWRbmzp07q7i42Hj11VdrE2lr3IabMaJA6vo2uW18B1UAkPt3M9dl1ygZJT6E2sKpLmdMCLWFsPXn29ikyyex8qX/Am6uB4uvG/4T8zwYwpIAGADYUqIpEkRTJKhu6WjKdCkqyr2ZK6sysi+q8mV/V+OK0hWPGC3RkLcjFlFciopCt/eGYrcvnut0uQHELCEOaVx5U+V8K4CXAYSG/xtJG8t027pHSizVFF4Ztax4ZyzM2qJhb8g0WIbD8d48pyeS53RbmQ6npnGumUK0SylrVc73a1w5jP4gWwugCUDa9boQQgYp+kwx4hvL3v0Fk799e4KB9Xvf+17RlClTYuFwOOFOpHEdcEa5fKnrW+WOzWVi00v0ewwFIV57WSz5+FW8fksTjm8eXbtxpStpS9S9UseDLUHMvOEyoWHd8E9iU3IQt/8RVs8Uty3UBP2oCfpd77jZddpBATgBOAEgQ3M4ClzeFQUuz/JKX1ao2O1zmkLscCnKnxhjzwIYxYsNn1eObtsPSsgPbutsdrdFw+jWozCF0M5yrPfUJxrnyNJc5dlOZ3m2w3V5ntMTy3O6jSyHU9W4YqicLwJwfMS+C0JIcomI0t+jeh7xzSVwXdkJ7hnSVZa6ujrtpZdeyvrqV7/a9uCDDxYNqc53oJAzOuVJPb5V7tpaITa+eLYXnnFJvrGR203HMelDd4BrCuo31qe6pDEj2hMF43wYt2N9B5aJmGXJZDUXMg2ETAP1oQDb3tWS6eAKJvqyV03Pzls00Zf1M1vKWo3zRxTGnwQwFtZ2Y0LK22wpHjra1+3a3N7o1MXAO0NNIdCtR9Gtvz05033yAwvzit2XFJa/4lCU+QAiSa+cEDL8jJ05p136PyuTw9iRA9dlQ1qD9XOf+1z5j3/84+a+vr6kDM2jpX5Gn1ypx9+Ue7ZVileeo6B6pvYWgHEE6kfh9rFpLBaIIR40YHnvF9DmDO/JlHxEbTNpYfVMhrBxLNiDZxuPeX9xeJfz+aaa2YcC3d+O29Ze3bYaLSF+DGApRufz4wzdtrYH9NgvHms4lPVKa8OgguqFvNXTzutCgTLdth7FOXq+CSFpTgQHlh0GetwZ/vKXv2Tl5+dbq1atStpyRNSzOspIQ/+uPLyvSrz8LAXVs2DLVgo9bMjA8QBNtEoiYQps/+UOVra4DFOu+ji4o1XwyK85kMTxwTwPlveTtlCKlCPttSMSFG0pcSLchxPhPtf61noUu33lUzNzvzQ9K+8zblW1pMQ3HIry85GoJVGGbX8NwDfe6Gh2Vvvb+XCl/Zdb6lwfnjznihzGf6xy/hT6x7BaAPaDVmkgJP3xTDOpx51hy5YtvvXr12eXlZVl6brOI5EIv+mmm6qefvrphqG0BwBMymHrwCDDQMZiDfaffz0RLY2pLiU9KAqQlQOWkwfk5IG/533Y9+RRdNek/e5xo5bDq2HatdPs/Gl5CrdeA4s/m2iLEN7bpK3NYkd6u+0tHU1KzLaSUmsiClwe3DppdkzjynT0TyxKZ5fHLPO5P9Xu84StIb2+DIpX1fC+8qlhl6LaDAwqZ9ytaHGV869xxh4GMPxFEELepbq6+vj8+fPPvwKKiCjo/fd55x8KoAlkf6d6qGNWT3nuuecyHnjggaKzrQZQXV2dP3/+/IkDaYd6VkeXfKhqKdrG2VqiHi+Qk3cykOaCFZTYyC9gLCuHw+UGDEPahiWMmC179nWpFFSHlxExceCJg0p2ZTZmr7lEOt1uNuQdr3gBzIx/lu3xmNzQeID59Vja9Ih3xaPY092uLcgretCpqP+U6nrOI9MU9l/XNdeNSFAFgIhl4m8Nh3zvvK3U48tYVVT5XwUuzw9sKXarnNdoXGlAf9BvAtAMoA20mgAhqcW9Nlyr2s6+GsBJrlVtiQbVZKKwOrqsli0n4hDCkepCRkRxGZQPfVLC7WHSMISp2yIetpVoIK6E94fR19KBUHMIQggGIG1CznjRe6IX9a82sGnXzLTUoTyXnAyqe/xd8o2OprQcH7qju0Wdn1d0HYAlAHamup6z0W3rv2uDgYyGcGo3+WqNhvHXhoPeApfHm+NwX5OhOa7JdDiNbIcrnqk5pFdzaA6uOC0hggLysEtRbwRA7ywJSYVTy1Kduc4qNJGsdVYB4Prrrw9df/31CS8VSGF1FJF6/AZ57HBmqusYCWzeYsnf90+saVc7q1m/G+if7JKWgWY8CzQEwJRpQwiqRTAzvpzWQRXonxn/evsJ1+riyl85FXUxgLQaNyWkvNKS8gOvth13XfjokdEVj6Ir/va8CsfJDwAAZwxeVctZml+6ZEZ2/pNORb0C1NNKSGp4bmyH68pOGDvesYPV0kA69aieQmF19MgEV26RB/emuo7hxTn4tTfbbN5FfN+TR9B9lDYfSmfxvjhs3ZKKNofBPDCAe7hh+24TQp3Od3W1ia1d6b/j2MFAF1uSXzbNwZX3M8aeTHU978SAya2REIwkzvgfTkJKhEwDG9uOa4Vu3+J8l/s7Gle+cfLLp66QnO/DBtCFNHvTQMioxT1iqMtTjSQKq6OEtKxPy9rDQDC1l/qSivH+Maj5hUB+IVhxmc3KJ3KLO9n2X+xielBPdYVkAPz1AVE0fbHCzhtWOaT7g7AcF6E5GpKbju9HwIinfVAF+lPRhtYG740V037uUJTnkEYz3hljz0zMyPqpwhjsUTRZVgJ4uaXO+7Ep874upfgqwBhjjEkppIQUAKSElOj/vwSklJCSgXNABiXkeo27nwOwEcAI7QMMAMgBUAGgEEARgEJbmiVCmBUSogxAFsCOady9gzG+H8AB9I/XHT2/HELSEIXV0UGFsP9VbN7gSXUhyaTc+y1A06QVN0U8bLNIT1zpe7MbzTubaf3GUaS7tkfJnzrJVs81bth1DQzne2TAMOTG40d4WyzxrfdGWmOkD+2xcEaZJ+MrCuc/BJAul8nabCGPlXuz5h5P8ZjVwWAAriytEn79BLa1/SeXkDiZ5y44/tynFRfku2d8uMg954Zc1xSnkFYbY8rzKne+COA1DM9WuootzXsh5Xd0O2jqdkjG7V4et/qccbvPYdgh6HYIlozDq+bPyXRMuCHLWRHN0Eo0zh3cFnqdQ/F+GsCbw1AbIe8khBCM82FbvS4pTs41GfDzKIXVUUBKsQbdna6xtQoAA7w+bPzuqzQ5apQLNATA1BlK/5Di0597hO9uGWVVeKW5gdWHAqP6TciG1gbvLVWzvu6C+g1T2IdUrmzWON8KYBeABqSo98yhKA9Pz8r73vFwb9qMW72QVcUVItep4NWmn3A5yNwfNtsRNttxPLgpg4Ejy1lRme+a/pkiz7yPZjnL3ZbQj6jc+Rhn6vMA9iLxNxYzTBH7a9jsmPxW5/+6o1aX+3wH+1EDABqALADQuBcl3oWzZ+Wu+T+Vu6agf01aBmAqgPqT/yckWQ50dXXNKigo6EvXwCqEYF1dXVnov/IwIBRW0x+Drn9bvP6K78KHjiIOBzBKxtmR8zPCBsyYKRVtPoP51mlf48LPuswiuz40+jdpCBhx/ProHo9bUVHk9i4ucvsWlXky7ihye1WNKzCFfVDjykaV8xcAbMUIrTXKGXtyambu915uqRsV15qnZuZiXk4h39J6H0SCOU1CoFc/jl79OKvteymTMw15rilzCz1zpxd7FvyLxt22hP2Sxj1PAFgPYDBb202xhfFZCXn3Uf8zzuOh1/lQ3o+YIoLG0BZM8C3Lz3ZW3s2Z+t+2ML4M4H6AmbY0NjkU72MA1gEY7AzsS0wR/77GXR9x58QAACAASURBVPcDeHnQxZExx7KsO9vb23/b3t4+B+k7KVkAOGBZ1p0DvQNtCpD+LpGhvpfsB+/zYiz9rnwZUL7wNWz8wZZUV0KSYOYNM+yS2T0Ki/zu9C/wUpiZX8Z/H9o5KoLUUHlUDUUuL8q8GfaUzNxIpuZ0mEJscSnKY4yxlwCcGM7zx22r5pnGY1OaI8HhPE1S3DNrKQ72/BlN4a3Dfi6Pmo9C92wUexeGclxVTlsYR0/2uj6N/h23znxYuqQUa0wR+xJjypym0Ju8IbjREbP8CdeSoZVhZek/hxTuuMUS8adea/m+W0oLBe5ZKPYuCOe7pmtCWs2caY8rXHsR/evS9gAI4vTeYQbgctOO/siW5syw2e7NdEzY5lC8KxIukpA0RT2raU7GYt8Umzd4xlRQBQCHExBCgvYXHxN66vxK4cyJ7x63KlohpC2L3T7WFkvi1qxpJmqZaAj3oiHcq2zpaMp0Kyom+rKvnJyZs6LSl60Aspsz9rTGlWcAvA4gnsTTqwpjrSVu3+TmSDDt/54Cekx4tPwR6fGJWt04HnoNx0OvZfT3uk6dW+SZO73Eu+jfONOCHPz/FO54FIBuifhnGfhHe41Gcbzv1Yz26D7IJK6qFTJb0BLZqZX7Ln5xb9fDLGb1T8BuCm9FU3irj4Ejx1k1udAz58uFnjl3O5UMRWUuB2eqKqQVFbBDUtoBBu6ypF50JPCMtzW8E4xxXF3x4wUAJgI4nrSCCUkjFFbTHWPzZGN92r8ADZrDCUlhdcwIHA+AazMVxFS8awieNIVb1Ub9MIDBiNkWDvd143BftxcAilzeCRMzsj8zNTP3tlyn22kKe5dTUR/jjL0IoAZDH+/q0m37713xyEV7/e2j4m/pLX87v7jwYvto4NkRfUwIaaIrdghdsUOOAz1/dWQ5yj0l3kX3lPmWflphGj8R2uxoDL2hJqMX9VwO+//u6o4dRXu0+l1fkxDw63Xw63XqkcDTWaduZ+DQuMfnUHw+jXtKOFPQE6/FqYeMlALN4e283Lfi0wp3fG3YiickhSispjsptrHSivfLjrZUV5I8WTng8xZB2mOst3gcM6Mm9LAh3Y5FDMaO076mcJfSOYZ7VQeiIx5BRzzCt3e1ZDq5ggpf1iWTMnIWTcrIvp8z1uLgyncZY3/D4JbFytBta31TJDjv+aYa92hZuupYnx9XlExUvGoRItZIrjp1uj6jCX1Gk3ok8PSIzQcwRQStkV2Duo+EgCHCMMS5/4ZOBDc7JviW3w3gW6AJW2QMorCa7lzuV1jlpGvlW9vPOwM17WVkgc2eL9nCZZLl5PFYIGrXrasfV71tY11PTY8onbeQc2PHP3r41EmwpMRI7Vk/GujCRk3Qj5qg3w0AVb7sqcsKy35Z4PI8xMEeUDj/BS48EajAsO3XjvX5J73SWu8cHTG1nyFsxG1L5rgmsUg4dWF1LAmZrYha3Wqmo+waAM+nuh5Cko3CappjjG3FxMmj852yNwNs1jywRcsEyyvk8d6YaNnXpTRtOwJhCQqqY0xPnV8pmjPZ5qfGrfICCM9a2RELC9DyZOd0cqyrr8DlwZL80q9Pycz9upDyEYei/BhA7RmHO4SUd9hS3L/X3+7b0tGkpaLmRJR7M6FxhuYRmGA1njT0vZoxM3fNlxyKh8IqGXMorKa//fBmOOByA/FYqmu5MJcbbPYCsIVLbVZUoui9Mbv1QLdyYusbEAYF1LGs90QvFM2twJwGy/1+G0qhcrSvR7zZST3oA9EVj+KF5lq3T9WwIK/44wtyi28TkK+7FPU+AFullB81hfhxZzzifb39hLc9Fkl1yUOytKDU7oy+RY+JJGuN7MacvA+uBFACYAyNGyOEwupoYMHQD7IJlYtk7ZFU13J+DieUu78sDaGKtoM9yok/boVlWPSiNE5YcQt63JSq7y5W7e9gu7v3ImKZ9PsfpLBlYktHk7ats0WbnVNw1bKCsktciooePYpNbSe8LdHh2KBpZGQ5nCj1ZCgbmh5LdSljji11tEZ2yzLfkk9ypn4v1fUQkkwUVkcDh+NlVj5xgaw9kq4L/AIA+JqPiFicy63/s5MCyjgVbg+hK0/ar7c30mMgQZYUqPZ3sH3+Dm+2w4WAkczVrlJjUV6JHdSbmCWiaf1cNlqdCL7uKvEu/Bxn6v1Iny2BCUkYPWGMAkzVtrBJU9N6OjVbfqlExSS28/fVFFLGsbpX6tjUrFxF4/TUkiwSGBNBFQBmZucrdX3r6MExTHqNE9DtkBfAZamuhZBkoieN0WEbistcYGm6jGL5RPDL38v2PHqIWcbonAtGkiPSEYERM+2pmXmpLoWkodZoyC7xLkp1GWlFYY6kttcQfNVn2tEvJrVRQlKMwuro0APL6kZhcarrOF1+Efhl1wjlw59CwxvN6GvsS3VFJA107mlXFuUV0yVI8i57ezqUfPc8emycNCPnZuOqih9ZGvcmrc2W8HbGmXYNAHrHSMYMCqujBWOHWGl5qqsACorAL7tGKl/8hlQ+9UVEpi6Vh9fVo+H146mujKSJ468fR47DxbMdrlSXQtLMiXAvAIUXueelupS0UJFxicWZcnBy1lVJW4jYFDF0xPbbQtofS1abhKQaTbAaBaRp3gvDuFjWHh35k2dkgRUUgVVUSTZ/CeD2sHB3VDRvblda97QBtH4mOYOwBCIdYTEvpxCvdzTSG2LyNglgf6BTTMm+TnbE9o37547G0BtaVdblDRMzV0+v73tFO98uVYNxIviap8A98x7O3P+FoW/lS0jaoLCa5qRp3ot47D77dw95EBqmy+yMAdm5YPmFQEExWEmZjaJSxrJzOaSEHTfsaMhkTZvbeRsFVDIAxzc18Dlr52BzRyO9UpLTHAh08oV588DhgBjU7rJjT2Noi1aVedmVgHxicvbVtxz2P5mUAawhow0Kc5QDyAXQk4w2CUklCqtpTJrml94Oqn0X2n1xCHLzwVddabM5CxXYNqy4YcfDNgt3xZS+7QH01NUh3hsHKJySQeqp8QO2FCUeH2+NpvVCFmSE9Ro6/HpMTMt5Lz8SeDrV5aRU1OpGn9GEHOek6okZl36grvdlJKN3dWHBx6NCWr/hTKGgSsYECqtpSprGlxCPf29YgmpZBfjqq202cYrS1xJkh3+1C9HuKEChlCSRGTNFlsNFYZW8S7W/g68oWGofCTw97p9zGvo2+nz5JWs543+akn3t7Yf8jyfUuzoxc7XIdlWdULnzX5JVIyGpRmE1DUnT+H/Qkx9U2ZQZYJddK1h+Ie+s7eVH/msrrKhFYwrJsLD6DCXL6ZQA0nTNNZIqUcsCY/TyAwDt0X2Yxz46S+Wur1RmrLytru9l6HZwSG35tGLMyLk5rnLnTcA4H2NBxhR6tkgz0jK/CD3+ffu3SQqqnIPNXgB+2bVSuj1o2d/Na/+wFcISFCDIsIr7Yyx3otsG9dgTck4SNhpDb6iVGaveD8iHp2Rd+/GD/r85h9JWecYKkzH+EICaJJdJSEpRWE0fTFrmvYjHvpuUoKo5wBYtk3zVlcwWTNTtaOcntlQnp1JCBkCPGPConlSXQUjaawxu1iZmXPoJhTvnVmRcfHtt30vQ7cFPqC3xLIorTHtqGEokJKUorKaHy2U89guEguX2n3+TWFD1+MCXrxJs6SpuRk1xdH2j0lbdTpf6yYjLnJApa6JheuwRcgERqwtBoxk5rknLJcTvp2a/95MHeh4dVO+qW82DU8kAgF3DUyUhqUNhNbXmy3jsZzDNxeKlpz3yYDWGvCSe2wv+nutsNm+xEvNH5ZG/HkKgIUCXX0nKOAs8oq2rkx6DhAxAXd/6jPmO27+vcdfqct/yT9T2voj4IHpXi9xzIKS1ToGDdggjYw6F1dRg0jDug7DvFRtfdMnd2xiEnViD8xfDnr6A7/7NHkS6IhQQSMo5XZrSHqOVAAgZiPZoNSYZLcVZzooPScjfTM2+7q79PX8ZcO9qiXdRSFM8fxvOGglJFbpEN/I0qcf/jF7/l+z//pFb7nwj4aAKABACeiguIl2RxNsiJEE5VTkwhY2olbRdJAkZ86q7/+SFlN9RufMPE3zLhE8rHtD9FOZAtmuiE8D64a2QkNSgsDqyMmQ8vkG2NN5s//anHkRCyWtZ2OCcNgsi6aFwZgHaomEr1XUQMppEzE7UBzc6TBH7Hhj/zMUlX44NJLAWeebBFsZeAMO0zSEhqUVhdeSUSD2+Wx6uXioe+Y0bZpKXwLNtMEarUZH0kFGRZTdFgjTMiJBBqul9UbWFcZnC1E6VOz99SclXYhla6TmPZ+CYmbsm4lC8Xx/BMgkZURRWR8YsaejV4o1Xq8Qzf3NCDsP4d9sGo98mSRNalgPdejTVZRAy6ghporr7Tx5L6L/nTH1C4c47Li65N5bhKDvr8RUZl0iVOfYDeGVkKyVk5FC8GX6rpWFsF88/kS83vzJ8PU22DcapZ5WkB1u3pUfVUl0GIaNSV+wQumNHsyyhf5sz5VGFO2+/uOTeWJaj/LTjFObA9Jwb45ri+UKKSiVkRFBYTQ4GIB/AUgC3SiG+IWPRv8hoZI/U4y+KR3/vk/t2D2+SFDZoFABJF0Z3TClwemgJHUKG6EDPX9wA7gEwnTPlMZU5P7Si5EvRbGfV28dMyrrSZoxvBK2tSsY4GlM2dFwaxtdhW5+A5iiFEECwNy79XRydHR4Z6FYQ8EN2tAHREVi+p3/MKsVVkhaCrSFWVJRDYZWQIYrbfTgaeNY5Led9D2vcvYIx/rQCxz8tL/7C47s6fu0p9i7QJ/iWBVXuvCfVtRIy3CisDk2OjMefgL9rqf38E174u4F4DACGtJ9zUtjUs0rSR6g1iKplJXTlhpAEHA9u4lWZl83RuPtqAC8xxl9U4LhxafHnXrCl8arKnR8GkODe3ISkPwqrgzdfGvo6uW93rnjp7w6INOk8ojGrJI1kV2TDr8cEANqggpAhkhA4GnjWOydv7Q81xfMSADDGNzCghDN3AEPe8pCQ0YV6PgZB2vbHpKG/KZ59rFi8+GTaBFW2YrXgt94ByRX6fZK0kFmVY5+I9NHjkZAEtUZ2w5bGVACXvuNmPyioknGEXkwG7kro8V/av3vIIw+8lepaTufLQkzhiIYsevIiacGZ62St0TB19ROSoP7e1ee8ph39QaprISRVKKwOjEPq8f8VTz/qQWd7qmt5t3iUq2BwZTo5DQUgqaa6VDhUlXfGRmBiISHjQHN4OyTEAgBLUl0LIalAYXUApGn+s2w+kSuPHUp1KWenx6EIAa5wLP/cMplZlpnqisg4ljspBxHLlJakjn5CkkHCxrHeF9ymHf1+qmshJBUorF5YOaT8mnjucU+qCzkrtX+OHJMCCjtiud272aKPLcCM66cLxUFzW8jIC7WH4VZV6uInJIkaQ28wMLYSwNxU10LISKPVAC5AxmO/lNs3O9DrT3UpQGY2+A232KygmMPpZNAc/dsRWDZMKaCBg8WegMI3oXj2XbJw5gocfvYouo50pbpyMo7E/DEwMLgVFTHbSnU5hIwJQpqo7X3ZOSX76vs07r451fUQMpIorJ7fVTDNy8WWDcn9OWkOIDcfLDcfyMsHKyy1kZUNWXOYywNvsbMFYzZjDvjNH0KTHmVvBdpZ0DQQNOLQT65IcGlRBRZnnewoFz1QovcrinMlZt18k+xrLhWHnzmi6EE9qd8GIediWpbIdrh4jMatEpI0J4Kv8anZ11wDYAqA2lTXQ8hIobB6bg6px38vnnvMAysJvUPlE8GvWyNYdi6H5oAwDWnYlt0nBfebhhIyDUxdttLOufRKRfYGBHr9EooiwTmDw8mQX8jWdzazA71dZx26YUuJdy20qm+Bqu9gOWWfYis+txx1G+tk045mRguekOFmxSyR43TzNgqrhCSNJeOo79uoVmVd/h2Nuz+S6noIGSkUVs8h2ZOq+NU3iga3m29rrkVHPAL0X8A/7ef/BqBwAAvzSrgvJwtCSthSQkiJ/fUHELHMc9cLibOvv26AR3/Ooc7ApMs/JksXl+Lgk4dYuJ1CBBk+ZkBXcz0uif7HOSEkSRqCr6qTs65cA6ACQGOq6yFkJFBYPbvkTqrKyQMrKuEv1uyFcYGNBASA3T1tgz6FkBfIBdYRqNbXuNd3q7zojiVo3dMq6jbUc9u0B30uQs4nqzwLvvJMtLfQWGlCks0UEZwIbVYqMi75hspdn051PYSMBFoN4N2ulHp8s3jz1aRNqmIXrRCdekxcKKgmwpYSA/l1stijTIn8EKXzPfLiL65A3tS8YauJjD/eAi/mfWy+3NLRJGuDfupVJWQY1PWt1xj4bQCKUl0LISOBwuo/TJPx2AYZCj4t/v6XSvnay8npdeYK+KLlfHNX67D+rMUAw2r/wV1QovcpDqzDnH+aJefdOtd2+BzDWR4ZB1xZLiz81GK5u6dd7vW3U1AlZJjodhDN4e3MEvq/pboWQkYChVUgW+r6z6WhV4stG1bbP/2eRx45kLTG2fTZMKWwGyN9SWvzbATOMsHqQvSNUMPfYnmVYbbiC8tRtriUpl6RIVv46cX20VCP3NrVTM8rhAyzmt4XnQDuAjAn1bUQMtzG9YuKFOJKaRqN8lD1HfZD97vkG68qsJM7hpOtuNQ+GAkO++r8g+pZPU0MPPpTrup/wJSrKuXSu5YIb4E32eWRcSDWGUGR2wfOqFOVkOEWt3txyP+EyxSxv4Hmn5AxbjyHVScs8xHxt4czxDN/dSGSxNnxqgo2cTL45e+VrHiC8kZnU/LaPgdbCCT06zQPQI18nXuzj7Eln7oIk98zWXB1PD88yGDtfXiv4rMVXFVaRbP2CBkBjaEtLGg0V9rC+FqqayFkOI3bd2PSsr4om477ZO2R5DbscEL5f9+ABGSflDjqb0ee03Nyaal3nP+c/8EFjj39a6embHk1BxJfJUiAR//EwDeg/KJPy5L5K+TBpw6xQEMgwXbJeLHnV7v40nuWy/bciKz2d1AXKyHD7K3OP3gum/CtfwPwJIDkjWEjJI2M17CaBym+JV78e9Kvd7PpswHOwRwqy5ZxLHPlYFlBDs4fJC/0mj7A13yrNjljTkUrlOi/K9x1DebfehW6a3rsoy8cU8zoudd5JQQAjLCB/Y9Us0s/tgA9egzNkWCqSyJkTIvbARzyP+6ambvmMY275wKgPY7JmDMuw6rU9e/LA3tU9HQmvW22eLkdYUzxGnttFnlk2MeqniGp52Pxl6DgDeRPvgt596zAsXU1sm1vG/WWkfPqa+xDw4Z63PSeafhT7X4ETdrml5Dh1Bh6g1VkXFKe6Sj/BGfKb1JdDyHJNh4HJU4Fw+1i44vOpLfs8YKVVShNkSDAxspSUGEo0QcU1fgzpl07SV5052LhyUvOXglk7Gra2oTeY375gYkzpMrG49MMISNrf/dfvUJaPwbgS3UthCTbuHsVkYbxRbntdQeikaS3zWbNQ0TX7ahtAdCS3n5KmW9BjXyVZ+SdYEvvWoKqy6oEU6iTlZzbgb8dYE6LiZnZ+akuhZAxr884gc7YQactjK+muhZCkm3chVXYVr7sDQzL980WrxAHIr2KJQTAxuIICwEe/T1Toj9FxbI8efHnl8vsiqxUF0XSWLwrpvi0sXKVgZD0dtj/pBvAlwCUproWQpJp/IVVKV2wh2H8eWY2WF4h39HdCkvaGNPDge1GqNFvKU7HG2zBR+Zj1s0zbdU1hr9fMmRGyECm5qClrAgZATHLj+PB11RTxH6S6loISabxF1YBN6zkh1U2Z6HsM2K2JQRMIQCmjflr5Cz+HJTIfSicDlz8xRUomkPbVJPTxftiyFCdtDMaISOkpvdFzRbmDULaa1NdCyHJMv7CqpTO4ehZ5YuX4a2gXwEA0x4rPasqwNwA8wE8G+D5AC8ClDJAqQTUSYBSBMV8VtHwFmbcMB2LPr5QurJdqS6cpImeOj+KPT7Vq46xMdyEpClLxrGj4+ceIa3fA5id6noISYaxkKgGg0NVp8tQktd+zC8CfJmsurUOAGDKMTBmledDZn0NgA1AntyMQMr+DQuk7P9MQkpIcfIWgRjcJW6+/DPLWN2r9bJpexM7c8MDMr70Hu9FuDUkriytkk83HhvppdwIGZeCRhMO9DzqnpO3dp3KXXMA9KW6JkISMcoT1aBdjXDIh9bkbn/K5y2SXUZcipM91aYQAEb5VHkZB2DjwYO733krO+Pfs6rwZuJ9q6fIkgUl8uATB3mkK/krL5DRY///7eMrvnyxnJSRjfpQb6rLIWRcaA5vZznOyQWlvsWPadx9Lf6x4SEho864GgYgY9Gvii0bk7sGncMJtnAZdgU63/5ZmsIe/T2rMgyAw6MM/vtojATxy9o9vEmLsSWfugiTLqdlrsYzK27h+IYGdnXZZGi8/88k2+HCZcWV4q7pi+TFhROEyujxQUiyHej5qzNqdl9iCf2bqa6FkESMp7A6BZwvkQf2JK/F7Fwod90rexnEkb6et2/WhY1R37MKACIkSzxDz/brWuvYoycOonBJiVzxueUysywzicWR0aRpWxPsoGFfN2GqvLVqtrhtylxU6R40rqtjc9158pPTFsrJGTmpLpOQMUXCxs6OX3iEtP9VSnF1qushZKjGTViVhn6v3LVVTdZKAKxyMpS77kUtA/634eBpY/FM2wbGwq49IiAKXN6EmuiIR/Grur3KISvAFn5sIaZfN81WNBq6OB7te6RaKZYuaR3s5Vt+tBl7frubt+5pw7afbFVaNzWya8smyw9OnCWyHTRBj5Bkidt92NX5K7eQ1uMAJqa6HkKGYgwkqgvySNv6Z4B9Qux8IylTktniFZJ/+E5sDnTg2Zbad/WgGv1jVpNxqtSyu5HjdCelqdc6GvHw8X3wzcrDinuWy9xJ1Is23sQDcWz7r6285sUaCOP04XONbzbizR9tYY4Wnd02ZS5WFVWIU0MGCCGJ8cdrcCTwjNcS8ZcAJOdJnZARNJZfDZi0rc9Kw2iRdce+bf/upy70BRJrkXOwGz4ocNX1eLylBrt62s96mCEsjIWwykSnku1wJG0+f5+h4/cN1cqucDubu3YuZq+ZRZsJkLcJS2D/o/vZ7l/vwkwtW35y2kJkOZypLouQMaEhuJF3xQ6XmyL+B1xgkiwh6WbMhlVpmfcg2Pcf9v/+d7b4y++86Dx7sBwwtxf8E58Xxsy5+G3DQdYUCZ3zUEMIMMYx6p8PhB+ZKkv67kPbu9vw2/q9UKp8uPieFSicWZDsU5BRLNIRwfafblPCdb3y+vJpYpT/FRGSNvZ2Pew27ND1tjQ/k+paCBmMMRlWpRDvgWX9wP7j/3jQ3pJ4gwXFUD77FdmZlSV/VbePRyzzwjXIMTAUQATgVIbnWmzUsvCn4weUTf4mzLhpppz/4XnC4aM95Mk/7H90P8uEhiX5pbTkDiFJwJkCU0QhpLUo1bUQMhhjMaxOhWU9JR79Xzd6/Qk3xqbPhnLnPaiOR/B/J44oA3/VHAMbAwg/FK4O62Nkf6ATv6rbw/QiB1Z8fjlKF5bQNgLkbQf+XM2XFZTxfJcn1aUQMupdXPLliE8r/qPG3Z9OdS2EDMZYC6tZUtdfEeuf8coTdQk3xi69SvA1H8W6ziZsbD8xyKuRAqN+zwURBKDBMcwTXQwh8NfGQ/zFjnpMunqKXHzHYuHOoTkABAi2hNCxt03eWD5NKrQWKyEJ8aj5msqdXwVtEEBGmbEUVhWpx5+RB/YUyV1bE/u+VA187SdsefFl7JHGIzjc2z34NqQc/T2rEICMosid2PJVA1UT9OOXtbt5T6aNZXcvRcWKcjnah/2SxB197hjTDMiVReX0AktIAoS0LAAj84ROSBKN9jT1Nqnr/4nO9ovEC08mNn3Y4YRy5xdl2OvFH+v2MV0M9fVRSkAd/VFL9IpCl4+fb0JZUk8H4OmmY7zcm4HrL50qSxaUyANPHOSRTtqydbziGkdfrR/z5hfxqZl5si7kl/WhXt4SCcKSIztqRGUci/KKhSFsdiDQyUb6/IQkwpamrVFYJaPQWAmrZeDsbvvR37sw5HDZj02aBtPnk7+p25/Q7CgJCTbqe1YB2N0iz1k64j3wTZEQflm7h19bOkkuufMiNG5rEg2vNXBpUzgYT4pmF2LaddNgspDc1vYAfFoRK/Mtw/SsibaDO5XOWMSuCfn5iVAv69Zjw1rLrOx8rC6uhB2xJFOYvLiwXNnW1Sz3+TuZJanTl6Q/WxoSFFbJKDQG0hQgDeNeWb2TIZp47xsrrxQdppFwj6iUY6VntUPNclal7PTrWuvZHlc7bl48TRbPLZIHnzjI+pqDKauHjAxfkQ8zb5wh3HlOdjj0JGsMva4AQJ9xHC2R7QyA4uRZmJi1WpmfM99eXjCbS4AdD/Xa9aGAciLch5idnN3qyjwZuLK0SniZhvrna3nb3jYFAApnFWLJtZPFisIJyvbOFrnX30GhlaQ1W+oUVsmoNBbCagYYu0u8uSk5q4dPnCIbY6EB9STmOdwodHuR53Qjx+lClkMTPpUJB+eccycHRn8vILP9yNaYhRQ+VjrjUfy6fq9yaVEFFty2EO3VbXbt+jrFNpO+BCxJMdWtYsqVk+3iucVKa2w3e731j+xcc0F00YejgWdwNPCMAgB5zqmoyFilXFo0zXaVTVZCpi5qg37Uh3p5S3Tww1iyHE5cUTLRLvNkKu07W/jel2pP+3rnoU50HupUCmbkY9F7p4plhWXKjq7+0GomeIWHkOFg2BEupL2cM2VLqmshZDBGfViVtn2nrD/GkrFMFRgDKyxWjtTtP+9hpZ4MrK2aDsAGRFBABCTsE2CiW4HeyyEC6P/oTbymVBMBuBSeFj3Er3c0ojrQgQ/Mmo6LZxXi4FOH4K9Lwu+dpBxjDKWLS+WUKyeziN2B19q/jajlH9TjrkevQY9eAwAKh4ryjIt5lW+JnJc7TR4MdMtN7ScGbTneGwAAIABJREFU9CbUyRWsKJxgz80tVPrqe9nWJ96AFT93L23XkW50HelW8qflY+F1U8X/Z+++A+Q46nyBf39VPXlmcw7Kq1WwcrBkG+eMAwaTwdgGY450vIPHAQcccL6DIzyCjQM4YDIYbAMGjG1sS7aVc04rrTbn2Z0cuqreHytZsmRJu9Ls9vRMfWCt2Zme7t/MznT/urrqV0sba/n63g65eaCL6aRVyyY7+n8fWFb1qa8bzD3JYO7PAMjM5QdNG2N2T1YNCPML8pUXMlOEsbwSSgg1dIZuAFdW1wskXiGK/4khtyoqnEwOwBjjWqujMTxl6za+tKwGy951Hvr29Yu9f9vLzbje59pV0cQizLxphuJeqC3BR6grvvWcZ9OQMHE4vBKHwyvJY5TgopqvAIA8XcLKQJhTUqEuqqyn5GASGx/cgGhvdMSf/b59fejb18dLG0ow/63T1dLGWmzo65Cb+rtYSuqrAJr1IulOrGi/x7u44u47Clx1Cx3McyOAfqvj0rQzyZok5GwoJW9BX68H7S0ZWR/VTkDUTJ+2KcRvOFHq9nBKrrD1ezdichAgJ2Xbi13X14GHm7aATfINT9k6S0/ZajeuAhfmvmeOmPe+ueikVfR85+dYV3xrxrcTNwfwasd/0eziErq0auKbZo3TCorx4cb56i2VE0iEEnL9fWt5tPfs+sD37x/A2h+s4Tt/sx1zXKXqo40Lsby8VrqYzWe003JCWsawpuuH3tbwqkWmTO4AMMfqmDTtTLItBxmdROIuue7VQKZWRxOniM508rRHlCtqJiqkd4ucuMQ/Iiagkih3Z1+f/Jgw8cvmHfylvhbMuGmmmv+BeUJP2Zr9mMEw+ZJJcvknl4HqBumFzi9g9+CTY7rNuDmA1zruoVnFJez4hLXa48cHpp4nr6mdrNrCf6ctvQ+B3JmpRzXQNIB1P1zDd/xqG85zlqi7Ghfigoo6nbRqllOQ2DXwR+f2vl9XmTK5RirxTqtj0rTTsXc3AMPYC3/gSiBDpeMnTGGHIsFTPswATPH7icIv5NfRRg7JSo+PdSeys9bpjsFe7Av10y31M2j5J5dh79/2oWtbl9VhaW+ifEYZGt/aqASPqzW930cweXDcTphjZj9WddxDF9R8mRmMSb/hVHX+AO+MrGXrun4DQMJrlMNwOjIaU/BQEOt+tJYXTSrC7Bsb1aIZ1djc1yU39HeyRIYqFmja2WiPrkc43eU9v+qTP+PkXGow179Dz26lZSFbt6ySw7maJk6OZGRlDieooJD2h049YKfOVwDABERmuh3YhuyX2T43e0pK/O7wLvZczyE0XN+gFtw2X7oCmSkQoZ07X5kXi+5YKGe+bYY6kPwrvdj1JR5MHhz3OI4mrNMCPviMLnqx9QvY3v8rHD0+x81+cOYgw5358/jB5kGsu3ct3/r4FszgRequxgV4S+UE6eb2bjPQ7C2UasWKtv/yhlOdH0/L+AsACq2OSdNOZPe9ZAuVV2VmTdV1EMmkTEl5ygS+Kx4ByI3hHD+PTj5FNyty1lgdxYjsGerHgXCQbqlrlMs+eT72P7tfdWzuzIpqBvnIcBmYcvkUUbOgmncnttGqjsdIWjwAOWb248W2z7/p91xBImEOqZIpxdSzq3dMtj/UMoT1963lhXWFmH5To5rfWIltA91yXW8Hy1RtWE0bjZSMYFXnd73nlb77glr/kh0Gc18FYI/VcWnaUbZuWVWJ+D1y/WsZ6UxJdRMweIbpkVJSAsoEWHEmNmkbJPtZkYPb5ihqSoknWnbzv3cdxNRrpmHh7Qulq0C3so63mgXV6oLPLEfReQ6s7LoHm/p+anmiOhKRdJcsrB/7xqWhtiFsuH8d3/zIJjSogPpI4wJcWjVReA3HmG9b006kILG9/zeunf1/qDVlcr1S8hqrY9K0o+zcsno9ksnFas0rGUm4aXKDaEvEztgX1ZRp4WBlHDKPqn3IILyu7Ki1Ohr7QwM4FBqkmydMV8s+sQwHntuv2jd22O512E1BXQFm3jRDOgMcO0K/pPboelv18R5KtbDSyiUKmeoLfwbhjjDW37+eB6oDaLy5EXOmz8eOYK9Y19vOo2Z6PELQtNe1RlZRJN3tP7/qk08a5FoG4PSFxzVtHNg1WXWqZPIn8pknfMhE/UKXG1Q3ie/rbDrjolFTqiJeDph7z327diEHYDBuy1Z4ExJ/bNnDpgaKcO2VU1X1vGq148mdLDGYsDq0nOP0OzH9mgZROr2Ut8ZfYzs7f2d1SGclkuqimlJj3GdtC3eGseHBDdxf6Ufj22bgvOnzsSvYK9b2tvNIDiatBrn5FfX3HHc1a/jmybUYznzHiXe9+SWyMxV5UMNLHPvP8fee4j4cDVgpKDphOfWG5aCO/P+N9520zNH1q+MfV0feFkXDa309pmPbOHY/DT//6GPq6HroWOzqaNjHHn/9+cM/UqW9gGsbAD+A7Bxdq+UNWyaryjT/VXW0FKkDGehSwxjYez8sB8yUaouGz9gC1J8yjUJnpSSbd6EYFREEkdPWLZJN4UE8EN7IbqpvlMv+5XwceKFJta1vs/VryhbECPXL6+WUiyezoXQLXuz8PlIyZHVYZy2S7oKj2LqJMCLdEWx8aAP3lfsw45aZmDV9PnYP9ok1ve08kk5ZFdYYSEtP/Mnj3uc3+zqeeB+9yZ0j+VO96XqO+/X439nJy7yh0jQd9xidcP+Jy524/HH30+nWQycsd1xMR5930vNP9fsJ23h9fW+2/HG3zSYAE1LgxTcD+DU0zUK2S1aVFO+GFF+Xf/2jJxPro7feKlMVVfhF07YRXarsS8QxxVOdkTqM9pEEIFDsdCOYsm+LpATwdOteNslXiOsvn6qq5lWpnX/cyeLBuNWh2VbptBLMuGGGUs6UWt9/H/oSe211yf/NRNLdMAyX5Sej0d4oNv5kA/eWeTHjlpk0q2Ee9gz2i9W9bTycC0mrEgrpHVZHoZ2Oa5kTnpveB+bVyapmKct3yKPgVMnEg4hEHhWP/diD/nMfqUvnX6wwex49fng3G+nY/q54GGBldnrfMkOGZJXHb3UUGdEcHcKDBzaxHl+azv/YUtQvq1fj0zsxd3iKPVjwwfnivFtnq2bxAv2z6wu8L5EbXWOESsKUSRTWZUcFn1hfDJt+upGtv389amNOuqNhHq6pnSIKHHrQoDbGUjsAclwBQH/YNEvZpWW1VCUTL6uWQ1PlH3/pQfLcW/docgPY5dfR71r3YzSDGFqjIYA1UP6VrxpQ5W4/dg9ZHUhmSAB/adtP9b4AbrykQVXPq1I7/rCTxfpjVoeW1ZiDYcqlk2XdkjrWl9xNz3U8TBI50Mp3gmi6VxRNKuJDbdnzgY/1x7DpkU3MU+LBjLfNpA81zMX+oQGxuqeND6WTVoen5SIVAURPCkbtpQD+YXU4Wv6ySwvhlehqnyx//XBGElUAoAsvE9sjQXTEw6N63rHyVUUZicM2ZA+KXG6ro8i41mgY9x/YxDpcSVp69xJMvHCCJNLNrG/GX+nHso+fr8oWBNSr3d/C+t77WS4mqgAQSrUhUJOdVxLiA3FsfnQTW3fvWlSGDLqtYS6uq5uqW1q1sZHaFIBKvNvqMLT8ZpdktVz19WSuLxw3QBOm8PV9HWf1dFOmBVh5xsKxAxK9vMhhZKD0Qnb6a/sBeqJ1D2ovnIClH1uifOUZKd+bM+rOr1OLP7wI3bSeXur6Mg+n260OaUyFU+3cW+7O6s97YjCBLT/bzNb9aDhp/VDDXFxTq5NWLcNS2wmgt2GcSrlp2puxRbKqpCxHOHRuzXqMAW4PUFgMmrMQppmSQ6mzu3QWNaUCLzuncGxHBuE3KKcHlnXEwnigaRNrNeJYctdiTLp4kiT7lZfNKIfHgQUfnC8nXzZBreu7DzsGfmt1SOOiP7EfnhI3n/X2mVn/mU8MJbD5sc1s3b1rUR1x0Ica5uLq2iki4HBaHZqWC2QPoOIOAIusDkXLX/bos5pOTYbbA1TVglxuwOUGXK4j/7pBbrdSHp8kj0fB4wVcboLLTeR0ERxOgsMYTlaFAISAlFJtDwfPOpyBlGkUOqvyq3yVHICT27PW6mj9vaOJNnu68LZl01E1p1LteGIHRXryr8xg8aRizHnnbERUh3qh4xs8Vy/5v5lwugOvdHwTSxr/BRd8dqnc9Mi2rK/NmxhMYPOjw31aZ94yk25vmIe9g/1iVW9bjpW80sZdcrML7oveAXJssDoULT+ROrkCc9YRqdRextl0pI8bCEUExdjwDwgSClIpSAVIpSCUhISElEpJCAVAseHsUtFwaUhFR7JNIsLrleuO3R6+Azhyz/Byw4twQnqvoMgjti/TM2Lkgyr6Gr6/c6PVkYyrq6snq5kFZdSyukUeWtHMlMz+78u5IkaYcvkUWbeklu0LP4ODoeesDskyDAZmltwi6v0XsFe+tZqkaZ9Bld5SL2bcMlP4q/1892CfWNPTziNmdiStUwLFuLamRrjDX8mffaidGZMB/0ebwTyTrQ5Fy0+2aFlNMQr3xaOo8zIF87AAJKAESAoiIQBIcAhACQIEAEEEQVACw7mpICiJ4THgEoDAG35X4rjH5HGPiZN/P3pbhvJrJ6uiAAg+wzGq6gl291znIdoS7MYtSxpRObtS7fjDDgp3RawOa8y4i9yY+545ylEIvNr934iY3VaHZCkJEzsHnuD1geVwF7kR67NPtYhYfwybHt54tE4rZk6fh13BPrmmt43l03dYO0fkATw3xgCli+JqlrFFskpE5XU+Dyh8P8FstkXMOUmGVbXHTwfOoQuFHfUkYnioaTO7onoSFt25CK1rW+XBlw8xJXKrlbVydgVm3DgDvamdamPnT1lelWY7AyHTyul3kp2S1aOO1GnlvnIvZtwyS82aPh87j0zjqpNW7YwCn46CF/8a5P4Xq0PR8pctEj8HyUqktgmYzfnVmpltZFCWe7w835LVo/7Z2YxtA924ZdEMdbSVNdQxutJn2Yg7OBpvaBTlM0rZtsGfU0d0Q170TR6NlIyqqrmVNNg8aHUoZy3aG8PGn2zgvkofZrxtFmZPn48dwR65tqeDxYROWrVTYIUEct+D4UuNmmYJWxyUGKkUQSldOcNiohclzozMcmtbvck4ftK0me8Wg7Tw9oWYdvU0yaybRv6c+av8WPaJ81WggeHFzi9TR1SPn3gzm3sfY+VzizDnvefZvrk52h3FxofW800/2Ygppk99uHE+Lq2aKD3cFm0X2niTwTQA3VdVs5QtjrJErslwztmEwN0xPeubdUj28iKnw/YH60x4ueswfnloB0rmlWPJXYtt2R+gflm9WnzHInRgDb3c9TWekvZvJR4roVQrVrb/D3yTiZZ+YpFgzBa7ztOKdEew4cENfPPDGzFV+tVHGhfgkqoJOmnV3kj2cuhkVbOYXfa4/SD3W2BM+gMK/28UrMTqePKTHEDAwXSyekR/Ko6fHtzKHAUuVTHLPpNEOLwOLLhtvpx0ab1a2/dD7Br4vdUh2UJCBPFK+zcp5euh8z+zKGcuiYY7I9jwwHq++ZFNaFAB9ZHGBbi4aoJ066RVAwDR44MSU6wOQ8tvdklWASAFct8OVvhlFPzfOAx9ojfuZBDOXGhSyrCNQ11s6hVTbdG6WjKlGMs/uQyoGMILHZ9nA8kDVodkK6ZKoCe+k5CDJczCHWGsv3893/LoJkxHgbqrcQHeUqmT1rwn+gkqOcvqMLT8ZrfEQ4EcPwC5bkHg7gQov/tPjjsZBCcbd9AcI2t628G9DlU+I3tnNSNGmHb1NDnn3XOwL/YXrOr5DpMwrQ7LdhgZmFZ4NR14NncHe4baw1j/43V862Nb0EiF6q7GBbiool66ec6+ZO10ZD8A1WB1GFp+s+cpM7F/QKqn4L7iVsSfcVgdTt6QIYAcMBiDKXVvgONtDnWzuVc1qFBHmJKhs5vGd6x4ij2Y+545ihcovNL934jmee3Uc1HvX67MpJS9e/pyPnMbahvC+h+v5YUTCjHz5kY1f3oVNvV3yo19nSwp37wXhEEMhc7hcQV09L9HxsUeHR5LAIqceuyBbcgBgIx6q8PQ8pstZrA6hXqo1F4M3uOBClkdS95QRffgd82H0RHTg3FO9J4Js0Slx8d7dveK5pXNPNZvfU3OyjmVmHFDI3qS29Smvod1OY1zQriy/n9U87Od1L6xw+pgxl3hhEJMv3mGcBe6+cYjSWvqhKR1eUUdlpRVQyihoHAsQx3+7fVfAICJVumI3mfPBpO8woDi7wgQ9wHIrjNxLW/YeUfRCqiH4L3+Y4j+1m11MHlDDslKt5fpZPVkv23ZxQsdTlw1aQotnbkEA4eC4tBLB7kVM15xJ8eMG2eI0oZitnXwZ9QZ3aQT1XPkMYphkDsvE1UAGGoZwvp71/LiScU476ZGtaixGhv6OuSm/q7Xk1YX49IwdzMjctKJ0Zt9/nSXIluQgIrFQYEJAPZbHY2Wn+ycrALk+gaciz6G2DOAyt0pMLOK7Fcl7kqro8haQ+kU/tCyh3m5gSuqJ7OFdyxCrC8q2za0s55dPRDJsR9EHqgOYO575qi0MYSXur5MKam/G5kQcNQinUoJADnfBeB0gs1BrPvRGl48pRhzbmxUixtrsL6vQ27q72QGYwpKTzCQc0SPBAvMhk5WNYvYO1kFwgDjUCmr48gfoocVOSdYHUXWiwkTf2nbT07GsLSsls28crJovH46HzgYFAdfOsgjY9TaOuGCejnl0imsOfoy7e7+Y14nVZlW4KxRqaCpW6iPCB4MYt0P1/CSqSWYd+N0taSxBjGRZlAtVoemZVp6ZwBG7U0g99NWh6LlJ7snq1OhokkgpQdZjROSA1RosLxvXRqplJR4tacVr/a08kKHE2+tb+DTrpwqtvxya8beP+ZgKG8sR/2yOukpdWJN7/cRTB7M1Oq1I4pck2T4YEx/7k8w0DSAtT9Yw0sbSjD7XecRTH11P+ekdxE8V9+A4e4cth3ootmX3ZPV2RCdelj6eJJBeF36YHQ2htIpHAwPYqYjcM7rIk4onVaKmgXVomRqCU+n46IrvZm/1vkEdEmqsVHgrGMHD3daHUbW6t8/gP7dfaJqutAJfa4RXYASPhCmA9hrdTha/rF3sqrEXJitPqvDyCsyCINxna2eJVNKsLMsVUtEKJ5cjOr5VaK8sZybIil7zZ18Zef9iJrdOkEYQwQGt1FE/Qd2Wh1KVlNSQY+bylHpnQTn4utBTCer2rizd7KK9ETIsD5IjycRBJFD99s7S6aSYJyN6v0rrC9E9bwqUTm7kkuYst/cy1b1/gxDqRadFYwTv6MSQqSUmdB9Vk9HJ6s5LLXDA8fsd4J837c6FC3/2DtZJfdKOKbdiuQKv9Wh5I8kAIlChxNDaT2wbbTSUoI53zzfYZzBGXDCFXDBFXChsL5AVs2tYsSggqKJrR/4PfqT+3UmYIGAswbpRFpC99U+LZ2s5jBzH0CuRQC8AKwvIq3lFXsnq8AKGNP0wWO8ybCs9PjZUHrA6khsJy0FnD4nm3LZZHiKPcJd6IarwMUcXgdxg0OkBUwhJQCCkaStA4+iO75Nt+ZZLOCsVYnetM7CzkAnqzlMJQDRmYBRfwmAv1sdjpZf7J6sHgKxOFi5B7LX6ljyhwyqcrcP+0I6WR2t9lgYQZGUfEExDZhpPpgKYyDUg76eGAZSiaOLsYsq6zHZHza749vs/h3NCcWuyTLUEdEnxmegpCKQTlZzVmprALzibSCXTla1cWX3A6GCEivgmHoLkjpZHTeiF8Wu6VZHYUtRM41fNu8449FcKYAwur6t2tgJOKpZy8Emq8PIerplNceldxM8V94I4G6rQ9Hyi/33Ksy7Arxez1c8jkj28UKHoUuGjSEJCcqBr2cu4OSCg/so2By0OpSsp6SiN59ZVcsJoh1QqgjAVKtD0fJLLhwND4OX62R1PMkBBBxMJ6tjSKnhUlWa9QLOaqTNhIT+xJ+RlIpy47CinVJ6J6DSXwXgtDoULX/kwl6lGazU6hjyiwzCyVgufHayllRKt6xmiYCjBmbU1KnqCCipoEh37c1psac8SB+4FSqxA8Bsq8PR8kMuHA0PgxW4rQ4ir4gg+NlWttdGRCpAX07NDoXOOhnrTtm9f//4kApQ+nOb01QUiDzkRexP06CS66HS/wa9s9LGWC4kHIMAKZDH6jjyhwoBcMCpG1fHjIQE6VHVWaHQNUkNtYWsDsMWlFIAmJ47Ph8kVxOGvuOB6P0GZPyfAMqtDknLXblwNFRQqS6wEqvjyCMKUDFUuPVMt2NFASDdWJEV/I5KPtDUb3UYtqAkoFQuHFa0EZF9QOh7PiTXXAiV2gPgMqtD0nJTjuxVZItOVseZHJLlHp2sjpUjfVZ1tmoxJ/ODkYFwZ8TqUGxhuGWVdMtqXhFA/E9ORB4tgYz9FSr5Ldi/LKaWZXIjWSVjH1ix1VHkF9knS1y668VYkUoCuhqA5QLOGqTTST24aoSUVFC6G0B+Su8Bhr7pUSLxWZVMbLI6HC235EayCtce8NK01VHkFdHDi5wuq6PIWUcmBbA6jLznNoohEkInqyOlFKC7AeQt5VwMmE4DRNMBTLM6Hi135MZehagXrFDXWh1HJINU6GDC6jhylYQuXZUNODkgTd1QOFLDM1jpKwJ5yZgBOK+D+O2jUGtf5SqZ+JLVIWm5IzeOhkpVQA7pZr7xJIPw8tz4+GQjqZSeFCALcHJAmTr7GimlAF0NIA+xUij37Ur+/SmFwwch1640wNh7oCsEaBmSI9lGajJk0GF1FHlFBmEwna2OFal0C1U2YOSATOvr2iOlpIJS+iwrvxhQnn+VavN6qTavG/7bRyNQO7aQSqc+Y3FwWo7IjZ2wMqdADlkdRX4RQRA59UFpjEgFkB5hZbnhbgD6rGGkdJ3VfOIGXBdB+b8gVUc35D/+9Iapy+Sr/3QD+DQArzXxabkkV8pL1OtkdbwlAQgUOd0YTCWsDibnKD0pQFbg5JQyLfQfYqR0n9XcxUoB51IoPl1ClgFOD0OwX6rtuyBfepYd6QNyzEAfVHMTYcr0O4nz+6wJWssVuZGsEq/QyaoFZFhWeXxMJ6uZp7sBZAfOXEqauhjASOkBVrlJeT8jYNRy1dUu1P69DC3PkmpvAdKp057IyZXP+/iEKV8B5w8CMMcpXC0H5UKyygBnsU5WLSAHVKnLC0DP7pNpQukZrLKBQS6IlC56MVLDjWv6c5tLlPdTEhEvE498HUjE+ZmfcZy2w8BAr1dV1bydiP1+jELU8kAuXN4qA9JpfdJmAdGLYpfb6ihykoKEPuhbjzMnRFq3rI6UkgrQA6xyhvJ+TCJeROKx+wiJ+FmtQ778nB/J5Degd2jaOciFZLUWMpKyOoh8RLKPFzkd+kg+BoQCSNeushwnF0RanwiPlFIKivR0qznBsQBQE5h49F5CLHrWq1H7dgGJRC2ASzMWm5Z37J+sKrkMosv+r8OOZBB+g3SyOkb0pADW4+SASOpuACOl+6zmEMc0qMMHBSLhc1yRglz5vF/FY1/OSFxaXrL70dAJpL+OxPN+qwPJSzIIF2N2/wxlpatqJoje+G6dJVmMk+4GMCpKdwPIFYpVAj2do+ujeqp17d4GOJwXAtCT92hnxd6JhpK3w2zzwmy2OpL8JIJgzGHvz1AWurRqIryGybb1/SojBwrt7AQc1fA5Knhi8Oz66uUjJQHdspojRKGp+nszs65EHBjoTQK4IDMr1PKNnRMNJ5C+B/G/+KwOJG+pEAAOp25czZgJvgLMLSnB+u4HSKik1eHkrSrvfFxY83l0b+5XPbsydMDOA0qXXMshHqYG+jK2NrVnp0+l09dnbIVaXrFvlqHEHTBbdauqpRSg4qrCo88XMsHJGG6cMFntHnhKhVJtVoeTpwiNRTfK+WUfwt6nD2DvX/fpzGsU1PDUa1oucLgYMpisyqa9HGb65oytUMsr9q2zqpKXIrV5hFkSAc4FUK6LBMhDIAdADgIMgooriv6OYO4f23hzlRxUFW4ftUXPtRO+9q7JjWIweYAOh1fa9yTSxji5sKjiLlnIJ2HDQ1sQ7T37EdB5a7hlVaerdsfKAQWcSxWAk7QdBgzHRABlADKXBWt5wb7JKnk2gVe+A4ADAMBrAUhA9AA4Oi6FAOc8KM9NSsKpmsNreNTsQVrGkZYxpEUcVb7zaFrBR4D0dkGxP3Io3T9tVES/qvbUWh2F7V1UUYcCB7GX23+mD/QW8BrlWFb1KSVCDrXqwXVcz1p1dnSf1RzhWgbV2SYAZK7fvBRQrc1JmtJwBYDfZWy9Wl6wcbJKu8DrYgAK4ZwP5XsfoEwFchFkWEF0SvByJsmt9g++yA4MPfume9ChVDMODa3E8qpPwF/4FVDs90Bqyzi/GPui5Ct8esFHQHVT5DNtB3WL4FlaWFaOtV33kin1ydJ4K/fMxMKKu9C3M4hdT27Tg9rOge6zmhsUzRRq9/qMfxfU3h0BVVN/E7ndOlnVRsW+ySqwE7zSAccsKN/7sLHncXTFNpMBN8o8jVTqaeQJsRdNQ8+dcc+ZkiGs6Pgmn+C/COeVvlOR5yYg8RIotZ6g9Lz3p2UeAEV+goaCu3WiepZcjIGRgWDykNWh5J2phVfJhqLrWdOzzWhb366zrHM0XGdVsz1WwlTT3oyvVjXtA664/hoMn9HoD4s2YnZOVlsUuZzwfwhbe3+LrthmAICJBLriW9EV3zr6FUZeRUvkVZpUcAmmFVwuXN4bOZKbBSVXcoj2TMefO3g1wulUZi8Z5ZFKTwApEVWA0snSOGHkwIKy20Wpawbb9Mg2hDt0n+tM0JMC5ACjARCS0Nud+XX39wCJhEdx4zbi/PHMb0DLVXZuDTOUEmLXwJ/RFl2T0RU3h1bghbb/5Cvbv41+WUCq4NNQBZ+VIG9Gt5MrlGOeOBiJ6kT1LFW4vUiIoO4kOU7cvBgXM1EUAAAgAElEQVQX13xRFYhpWP3/1pNOVEfpNLmoUkoPr7I55VoOdWDvmE1IIn7xkBep5APKND88VtvQco+dW1ZvDqU7U4dCL43ZjBjhdAfWdN/LGAxcVPNZFfDfKSn8Y6avXhyPA47JfHP/TqsDsa0SlwexdKv+UI0DTi5cXPslDDZF1fbfZL5PXq5jBsPyTy5TroCTzKRAOpaWqWhKJcNJlRhKMiIwXQ3A5uQkofb9bey+G33dEI/8yMPv/NS9CspJhuOBMduWljNs27KaEtHPHRz6Z2A8tiVh4tWO73HBKqA81+sWsOMZkyFlWgZTum/v2Sp0uhBJd9v5xNE2yjwzINNKbP/NDtvu+6w08YIJ0uFKSBr8DzhS98HrepIVla3mlVMPGRMWR1ndQpJM7dX7SNsyAEcBV037xnYz/b0QD//Qg2Tiu8pM/+vYbkzLBXY9QE4nYnO6oqPvl3q2hhPWH7JL6j4PmIeA9K5x23Y2U46ZsjuR0i0pI+RiDA0FpZjoL0SFxyl8hsEM5qT13U1Wh5YXqr3zRag5pltUz4LT78TECycynrgfQBwQh4d/jqDhH30SYGeuZcDggEQ8OvZ/x2A/xMM/8vIPf+p/lAtOcji+M+bb1GzLlsmqKZOfbAm9akiY47rdiNmJbX1/wNzS20Ch7wIyW+oaE4aPERwgftztI/++4TY7YZnjbr/+2Jstd2xdihgAQ4EMBedCtrsrW94H6xU6nCh0elDocCLgdMFvOOF1OFDo4MLvMMjBnCxmDshg4oBqDTfxweRhhFMdUNCNUeOh0juHb1+X+VHO+aDhqmmCZBtgNulkP0cpY4FSe3eM3wYHByB++kMvv+MTX1Me73xyuT8CQNfv005ix2S1GqA7m8MrHVZsvDXyGso801VN4G7Q0LcJSI/r9pX7MgnPdWw4iRxOUokISkkM96U97kcpDA95ONodUimlgKO/q+FfoY67LdVw2qQUIBUgAZIKEEqRGL5NQgJSKZJKUSwWx/aBMRg1msWWlFVjVlGx6WQEzogZxIiRQZwMSGUiLeMqLWMqKSIqKbpUUgyxjkgvH0oeRijdDqlM3fpkgQJnPaBIBQ8F9ZWAUQpU+VE+o4yzyDesDkUbS6pSyf3Pju/+KTQIcf93vOyW996CKdOXkst9HYAD4xqDlvVsl6ymZfz+w6FXnHGz37IYNvc+RiV1/yncvveDoj87cysD+aB8twnwUgL5GFRcIfEyKLXu9HVcyQ8YEwHRO9yKy4oAz3Xs6cNN6I5HYSoJU8oztcnRKW5rZ2FJWTWWV1RiT/DPRsIcREpGkRIRpEQEaRk92kJ65Iqolk0qvXNUrC+payudhRk3zpBMbiEgpN+7XMVKAe5iaD185mUzLZ2C/P3jHlpy4RR25Q2bYRi3EWNPjX8gWrayW7J6uVTpq/cN/tWSVtXjrej4Dr+6/hsKrksUJVecfgfumI0Uq6d/drSz/mQHar0BOr/sauH13nCkjuvLHKLzyMIEGA1Q7ksEHNN5WiSFgxkMZBCUiZZoRB6KDOmWubM0u6gMSSFxIDww6ufOKSrH8ooqrO26F8HkwTGIThtLNb5FqnNdr/7ujFL5jHJ4S91E0d/qRDWXud8C1X5YQArLunmo9a8x0d7i5+/98C+V0/kIOV2fxXhfvtSykp2SVacpE49v6/u1VyrrP7umjGF11/10QfWnABUCUptPuaxyNIpDkRjfMzTcGtybiGHLQDcvd3lwafV0qgssAGSvRHoXwXU+JBzYH4rylV3bETFTHADczECtL4CmcFAfbEfBZziwqLQaU71FosDp4qlYWjncBu0LFKtnO5pGfPCdWViGy2rqsLHnpzpRtSEnC8BrlLH2Dbq/6mhNv65BGeazhHEeI6CNL4UZQu1ePbpE1TBAH/+cVP94hiFTfV07WiHu/7aXvfO2D6Om/i3kct8AQM/Kk+dsk6wKmfr3YPJQSXdsm9WhvC6YPIiN3T/DosrbQTIKmKco9+FoYHu7Ok66uzcZxxPNe5kBhgsq69gE//lyc0cv2znYe9KyCWmiKRzM9EvIWXW+AK6qmCwKXW4e6giJ7vWtfNf+fiQGE+Qp8WDBB+fjrqnzZVyYigFgIBBIGUTEHBKMKeJH/sfIgFApbO37BXrjugqEHVV4ZyMZTQhpSj04aBSKJhbBcDEg+qLVoWhjjRXx0U6xShdfjXTAyYx3vQ/0ygqol/+RmVjiMcifP+Sli688j114+Q5yOm8F8M/MrFyzI7skqxMV1Be29f0666aQ6opvxY7+p3Be6YdBofsA0frGBagQIDc1hQdPuQ4TEiu7W4BuXfblXNX7AriyYrIIOFy8dU0LbVvdCjNhviFBiQ/EsfbBdVQ9r5qIhqeIlEJBSYWquVWKqoO0u//p4/qixvRofZur8S0SA7tDOlEdpfqldYKr3Xq/lBcIkKPbz8lFC8We4J94JN2FpRd9Aqy2TuJXj5z8eXG7QVffBMSiSr3w1xFe0VJQK583ZGtzEXvXh/4Cxr9DTufXAb0zzkd2SFZdaRl/9ODQC5YOqjqdw+GVcBuFmFbwcVDoe28saeWYhoSZFBiu+6SNkWNJqpO3rm4dTlKTpx51L5ICbevaTrq/am6l7E8c4AMJPRg1VxA4St0NfN2aTVaHYiuG20BpQymn6ENWh6KNBxE2acIUQwVHeJytrgVz+3hnz2YIlcTK9v/G+RM+RZ5//XeBB37IkUoA1XWg62+WqKljwWSzCDhmcl5aKvG7n4/4BEgd2g9x/7c9/D13flaVlF9Cbvc7AGRnMqCNmWxOVt1SiY9IZX5tMNnsbhp8Pptjxd7gX+Dmxaqu4NOgoe8SVAjg9VCe69ShUEInqmNktEnqmXiKPWwwacFoWG3MlLinwTTTMtYX0y2Eo1A1p1IpMSQh+/X+Kx+wFoOmNAi1dWTTENMV16uO6CYpVJIDQEIM4pWOb9HC8jtR9tkvKiQSkvwFvDW8Rh1qfxxRs5d7jBJcOO1z5Pj0v0uKREmZJpEQgGkCwoQa6BvuSnBiC284BPHIj3zsqhuXY+H5u8npugHAuoy/B1rWysoEUCjzQ0qJ7weTB517Bv7sG0rZI3nY2vdzcvNPyrKCTwHpAwquRWxbcID+2dFsdWg56ZqaKarRX0ItGUhSj3IFXDQwpFtVc0mVd56MtCX0SPZRql9WD0M8pxPVPEGpbVBzPsDJMKCa9gG7tgGJ2CmWZlCTJuJw15/e8PmQKo0NPQ/xSQWXSUCxtpY1MNWxxpq4OYBXOr5FNb7FxH0OMDLAyKE4ORQjhyqeNpO8yy8gWruG1At/xxuu+EsJ+Y8/OenwwXJ2y3tfIqfrOgArx+Ct0LJQViarUqXmKSW9uweedoVSrWd+QhZZ230fu6r+v1WazaXf7t2BkJmyOqScFDCcmBEopfU/3YBob2amBjTcw1+HlAxnYnValvA5ypXDZwC6vuqIOX1OeIo8hNB2q0PRxg1HWsbRXR8VJdMuJu8NtzAhkgrhiGQdHVwd2Avs2Q4kEqBlFyIpoxg8RUNSc+ilU+6TkyKEQ6E3DNh7Q13qcs8szFryDulZej7RqtfoxEFbas92yN8lvezddzxDTuf5AHafy6vW7IF/7WtfszqGk3By/IOIN9X5z782LePGUOqwrQ4yJe4GOhxzqL2hflvFbSdvr2+Usf1DsmNjR8Yu7UpTom5JrYqpLoqY+TUrVy7rie9iE8uXoHp2nezY2KW7AoyASAs4/U7hrbsMLP0y4fVZ8LSc5X4L+tIRsbn3Md4cXkFNg8+jN7GLwmyAmaUFwjljIZwXX0/ywrdImjIdB0L/wGCyOePHuJjZi8PhlRQ2u6l4+uXKuOgqRYoRWg8dWyjYD4RDTprS8C7ixi8BRDIdh5ZdaHiSzaw13ZSJv/XG99Rs7f25xzzdbE9Z5LzS9yCN2eIvLfv1JbQxcGF5HRYXV2P1fWuQDCczuu4ZNzZK3jhAG3oe0CcaOcTBPFhe9W+Kwn657scb9fdyBIgRFn9kkfIXdyoWe0An+TlOBj4j94a3sqahU5efYmSgwFGLgLMWHdGNECqz+9+TEap9CzCr+O3KIR0KT/6eYd+x8oHskqvTtPySJnK5l0AnrDkt23dA+wzmnlPumfH0osqPRq0OZqQS5iB8htPqMHJOidONj0yZJ+Z5ytWWX23JeKIKAH17+1kRTdGlUXJMWsaxqvN7JAJDtPQTC3V1+xEorCuEr9RLTGzL9uOElgGCClU4dfra+1KZGEwdRmtk1TgkqgCg0BndhH+2fYX2Rp5leOf7FNzuY/GseM6h9uyYpJKJPyNLuzVqmWGHnVDcYO47il2TE0WuSVbHMiIxsw9ebuiWuQy6vGoiPjh5DoJbe7H63tU02DI0JtsJNgfhdHq4xygZk/Vr1jFVAhu6H2KeEq8+qJ1BQV0B5r1/Lljqr0DyNavD0cYBMS8Pp0+evCY7KBwKvYS+5D6J2z4qjn9E/vl3bnS2n6+SiYeh+6XnLDskqwCQZGR8ZWbxLbZoXY2m++Dmhl3e26xW6fHh7qkL5HRWqDY+tgkHnjvApTl2DZ8iJdCxpVNcUPZ5kY1fDycrQJV3ARqLb8Kiio/ikpoviGvq7xGX1X5Z1PmWWR1e1lMQZ14ozzn9Tiz4wHzw9D9AqZesDkcbD6wUBIa4OWB1JKe1te+XXFWUcyxafuxOKSF+84gXkfA7VTr9Weui08aSbVoYGPFHCl0Tvl7kmuwbTB468xMsFE11wcE4XIwjKfXB8WxdXT1ZzSwoo8OrWtC8spmUHJ/+1fv+vo8vrlkkl1X8q1zT833LMlYDbiyuvEsGHGXSYG7GmIsBDJBhBdkvIbqJRDNHqh8Gr1Tzyt6m5pa9Q3XGdrLd/U8jIU89a1o+000vZ6AAxgkU1bNb5g3HTMTMXolsPEM/TlpGsaXvcSy4/s7hOzauHv43lYT4xUNefve/fUNxvocYe8a6KLWxkJXVAE5BENiQ31l1WVtk9ag6hE4vugETCy7BpMDFqPLOUz3xnSTV2HVbkzBRF7hYhE3J+k5Zp047ncn+QlxYWkcbHt6Inl09NK6DkRXQt7ePpi6dTdzhRH9idPNlZ4KTFeDy+q9IP0VgpFZwllpFFP87KP4MKLmCKLWOUXoXwWwGZA/IPEiUeJnIbKWAq0FMKbmV1fuWiLRMsVD65Jm6chWDgcWVd6sa3yJy82IEk804fiS7wVyYVHAZDq9ssSzGbCfSArWLa5XB+wiyy+pwtPHgvhQ9qQHZHdua1ckqAETTPRhKtaJm/ntAJRUKe3YMn38mE1DNTQ42Z9HNxPkzAHRJlxxip2QVRLTNybyf6k/s9yVEcETPWVL5MTnBdx4CqlN60MX8RqmaWvwOJESYQqk3HsQZDCyouEPNL3s/umM76FzqbfodZazSM1nsGuzL+i9/NrqltlF0rW1H765eSxrCRFpg8PAgZi+5AEPmYcTM3nHbtosV4or6ryhu7lYU/RmH6ATkIIAR1OyV/aDUJkbJ1TAYo6qCa9FQdI3yO+toIHEAQuVu3V+/UY3L6v5DBlgSfgzIct9SKnE3qvbo+tc/Q5ycmFx4uU5Wz8Bf4ZP+qkJG6c1Wh6KNA9Nzk2iJrON2qWseM3vRGd2MqsnXgs9dKrF5I4MUQHgIGBxw0rTGW4kbPwdgi66D2pnZKlkFIAks6HdWXd46gtbV6UXXY4J/EVH4e0SpjYzMA6DURiLZT5WF70KVd55QUKzQWY9q30IsrfywCjClSDRTdcHV8uBpChufSSjZhjll17HN/V0Q2V0eLKsYYLi2dqqqdvvZzj/spLHsn3omyXASyUhKzZl7Ndqia2i8SqfNLLkFxZwURR45hxJLKZB56Fhrq3uWnFT4VtUcXkVSpTMXbIZUeOZievH1KHTVw8kDkMpEWo78qkSdfznOr/ooWPJVRdFfM0rvYpTeSV7/TdQZ2YqUHK5qw8mFKYVXIBVJw1PihavABafPCe7gSCfTupzoEYbLYCVT6wUzX9Yn27mOlUO5L2Nb+34BCfsUykjLKFrDq6m4aDY8S6+SWP3K8Ge1pwvkcLhQVXsdGcZjgI1elHZK2V5n9c04hEz2mzLiU0pIRhyMOBE4ETEi8OECgeAABCj0Y0C8ySwb5IPyvl2A1x5pdUmD4s8zpLcBMKAKv6QOhjfS7uBTZx3oZXX/K1Z2dfPdQ31nvY5cdGX1JDWnuJKSibTsSkdp22AvHQgP4MKKOiwsrFLR7oja+7d9LNKdHWXzZtzQKEpmB/DPzi/xN0z/N0YuqfmiCIiNHImXM7hWgvLfLtKsHi+0fo2f7qBU6JyAxRW3C4CwK/gX3hndlIHtM0wrvBqAQkpEkRJhJGUYnFyYW/ZO4eFFHOmdAqwIYEUMLEAAhynDojm8lu8P/vWUB9J5ZR9Udf4FRJFfAOmdb3hMeW+RMdagXmq/hwPDdSKXVn5SungAjBzgZBAjgwzmxlBrWG16bLPu0gpg/vvnieK6HmKxh3SymuOU707VaZpyU8/Dtqw/zGDgsrqvK+eajaRe/Pux+991e5ymNPydXO5boU9Dbc+OySog43thHpiO1FZAJYd/kDp2WyUBlQJwXAsSr4by3SYhQ4rif+IQpynRwSqg/B9SSbjkC61fPesv8JzS98FhzJO/P7iLSf1dATCcqM70ltKmxzfD6XeivLFMlM8sZ4bbQclQQu392z4aaMquEanECBf+nwvUjtgvqTO6ccy3d92E/5U8+iiDmemBhBwq8DEZR0C92PaNkz7XBnNjcflHZKlnGkNipYSKEdxXkqlSYt/gC/yEKRJHzGOU4OLqz0mD0gQZlSAXDf84h08qk6skJZ5nOKnl2gU450C5L5fgpWwg0Sx3DTzJho5cqjTgxkW1nxU+7mEUfpAge07eOHmgCv8TG3t/ga7YqS9pLyi/Q/CD9XznU7tOuUy+KJpYhPnvm6N45CsE2GMiFu3spQv/W27o+SnrT+yzOpSzVupuwJKKfwF+8C0gcqT7nmGAf/T/xFBU8l/kcH7L2gi1c2XHZNUFZYYQ/A8nMLKixMp1sYL3BmqLbFQGc6HKex4hvVdQ7M8c8vi+iC4oz3US7gtYd2yn2tTzGJ3LZRGDeXFxzX/KoTTw9OG9LC7y+2rEsrJaLCmswoZHNiLW/8ZLvO5CNxKhRNae/y65a7Foc73AD4ZeGNPtGHDjmknfAQW/iBH1UR01J1TBZ1QSLhVNDzCpTEhlAgRUuBsUzIOSYn/kkP1HlueAczGU51qlyKGaw2vZroGnMNIW5grPeVhccaei1AZJsSfPvmWa10C5LhZwLeQpERatkQ18cuBCyUQLKPI4O92+QLkuUsJ9tXq25QunbCW8rPZr8vDf+1nnls6ziy+HLPvE+crr20AUP/urSppNOBYi6X2ber7li7afUndB+R2iMloFPPiDYyfiBUXgH/tsHC7324mxZy0MTztHtilddZwlkP0JIHn6PquOOVCOOQJGLUlWiHVdD1B/Yi8BgJMFsKD8Nior/DyGC9lIQAmAOOLmgFrf/m2E0x3nfDnQlDG82PZFtqzq3+SHGubhyeY96Enkb3/vmYFS0fTPJn5iogoAiaHsbsFJxVJweQvGfDtV/gWADEogNUaXX1Og8H3kdi0lN1xQ5FBgDgU4QJFHGcx9J7S4CiC1FpRaR+SYRZN918vJge9SR2w7tvf/jszT9CttLL4R0wovB6J/AKXWn9slRtEBiv2WI/YUXK5FfKr/LRLJlaDE8+xMB1lKriLuvgyNxTdgb/DkijYEDo+jhPXu2XNOIeaCqjmVcAW4ouhTujtEHhDuy8Xh0KsEKNv/vXf0/55X1H0DNGcRsP3IFbDQIMRvHvXwD3z0CTidFwHYammQ2lmzX7KqxFshunzg9Rg+SJ34Q1Ce64UyprHO2E4eT+zEvuAzb+jvlpJhrO3+MQMYnMwLg7lgMA+kFIiYnRnutyOxpuu7bEbR2/CuKVfg8f1bEU7n7ojs0/Eyg8Jd2dEPdbTS0TRcVWOfrNb4Fiqkm8a2iUPFcLQ/LA2frY3gQKWA9E5QeieDMRk17mtFzYT/4f3xJrmt/9csZg63xBrMCw8vxnml7xAlrjo+3Ge8JYMHwiSQXAVKrhpFMi9BsSdoasGH1P7gcySPa7H2GZWYXHgpTJFWZsK0/QH7XFXPrxaGWmfLvovaaLkBXsFbI6usDiQj0jKKHQO/x5wbb1XYuZUgjxzzWw9B/um3Pnbzu1eD2NfJ4fguoGcHsRvbJatSmZfCmMbgnyJBxx9bhn8hEEKpbqxu/cppW32OrA0pGXl9pPBY2jP4NCp9S806b4GRjwOuGACH02DRHnu2LKciKVbumoZ6/3J0xjbDlJlvCS501qPc00AU+n/ZnSyYh0CRBzhYJUo9V6vL6r6K4RNFY/hflRpuCR36X0Cdffm3jErvAYl2taDiQ9jY81MCgMsrvmx6nGWG6u+VrMDDAtV+hDvteTKVKYV1hRyxNVaHoY0H77UIpdpl3BzImUF07ZG1mOBfrgo//hmJ+777+n5U7dpKoqPVw2/94FdUacW7yO1+J4CDFoaqjZLtklXGXI+3R7bN3dz7mPc0i2XlwT6abjFqvBVy91D+1V6d6C9EOp5WIi1s2XrVta2LnH6naKh/B82pez8zU2mZUEE1JJp5d2w7emLbz7nsy9LKjwokXiaILnt8PmQ3KPoLjpgHAAdUHMc1WGTdd5CiT7Cqws/Ca5QjZvbCzYu4+Mn3gb4ehiveKue+fYl67cfn2F3BxvyVfoAU4JgBZVwPiH5FCd0dIFeljfmieeDpnPu8r+t+gF1Y/TnlvetTAj+999jrGxyAePhHPlp+8Tx26bU7YPDvE+P/YWGo2ijYLlkFsK7YNcWWTfg98V2oDzRYHYYlJviLEOmKSGRhEjMSkZ4odj29e7j8kcHgr/KzgpoCFE+cIs6rm8+cZU5Kp5IyrvrQEnuNtYRXjmr9jcU3wkmMUfw5+yUHKm51BCMju4HkBrGk4iNY0fFNToaDjo4clq+8wFyLlqFqbhW6tuXnrE3uQjeUBEKhS2WoPYzqeTMZT72KNw5C1XKCYyGIeXjnaSpk2JVQSazu+j5dVPPvzHXbXRI//+lxJ/8KKhLhEswDgf/LGX4LYLtlwWojZsdkdbvbKHQb5MZ4FWnPlP74Xswscdqj1SzDqt0+NdSWGy3K0pQItYUQaguhbV0bBwDu4iioDrDK8yrRMPMG0RJeOaqkfFrBZYoij5CuXz22KP5X7i/6Kq6q+7oJbhjgR/5MqSTk83/BjKtvlF3bbNKynWF9+/qw4lsrgSPzwzNGomrW+4nFfpCX70euUs5LILzXY0vv48jGCUIyIS1jWN/9IL2l9kukvvAthaFBydoOcmWawPxl2PHkTjg8DmP6tQ1/MFzGHIxN6RUtg+yYrKZNmdxX6Jow+0x14QzmxeSCy8CIQSkJpRQUJBQkpJLAkdtKHf1XHfe7gIIEFEGq9OvPU1AIJdtwNlOx+h2VSJjm8CiwPOJiDGWGB7s6wjn7ukVSINg8CO40UDIzMKrnMhgAOQnm/jGKTnudioLCD8DFSg0lLpL8tn8h8fAPCekU1Jb14BdeTtOumooDzzdZHanlDq1s5pVzzgdYKY6VMtPsTHluhnAtx/ru+9GfyO39zaKSu0Xf/j40v3qYF9UX8pKpU4S3xEu7fr6ZhdpDAEBVcyrrCuoK/9Nw6u4A2c6OySoYGS8XuSbN6k/sO5L8MEwuuBSFznrExSBi6T5UeeapMucMivbFpJkyFRGBaHjsMxGBGACi4WFZw4/R0cfA8Pqy7gI3IwIQHlIgGh7HVealZHpQHE6s402D/zipr6LB3ChyTsRAoukNjxW46hBKJ217KfxsfXDSHDF4KIj+/f05/7qJE9Qoixe7jWK8YQILbWyZzQCaQamNTBV+QbD330Xy5w8ySAH5zBM04T0fVs0rDpOZyu9W7sRQAj27e0Vl462MRR/K2RPNbKE871VgXiLRCqT3vvnMi+dA+m6XptHAVnd+D+FUe0bXnW1mFb8TjnQB2/2ntSTSApGuCNrWt590/Dn8Wot39jtmXQedrGY9WyarBnO9WupuuC2a6g5MLbhGBow6loqkVKg5JEv9DajxuyjaGlXrX97Ioz3Rc7qEtfyTy6RzxVMM2zcd21l7fHDMnscbFl8gp9ddxSLpHnEwuoK3Rl4DgxOXV35VOuBicLqAdFKZIiGTFIOPlbKoyEx5HAZgfmkVIukUWiIhJGR2HljfOWGmoLBgO5/clRcHO8YIioYL35e6G1HnP18w4mAwVCjVRvuHnuUn1gX18CJApfKuxT0bUPS7HJX/Idk7PiDkEz/nqrkJaqBP1S2ro+aVzVaHZ7lwR4hXTC8QyLMT7PHnBByLSG1ZJ1X1bEWll3I4nKDYr4H0uU93LPyfFilWxFZ1fBNxM7tmCMy0Etc0TPRdjI2PbiSRPv3wFsNtAIDulG0DtkxWAawrNWYEigoa0Lm5E3u3bkS0N0oYgx0qMxgheULf2HgUasMqqA2rGIpL4Z2zkM1d9FY1t/hdBMagujogHvmf4dSjqIRYSRn3lJRBEsH9livPuYbmBF8hbq6eJI14nJQHQNUk+l3rPnTGs6vszqVVE1HJPXztL9ZBmmc5c5HNEB/uclLhmYOFFXfiUDjCU1LAVAoNBY2y1NMoN/Q8xEx5bFCS2ygCVFInq5YwQbFvM0z7qqLZ86B2bgH6epSnuNLqwLKCkgo6Tx0jrBhgVQAvAxyzgGCflH/94+uNK/wzX1Zg6XPeJ0j/x0UULra6/ZuUlvYsHThSDAYWl35cNr14kMJdkTO+dw6vA4wxPW2dDdg1WT1EnBKbH9nsjpxjy+npODwOODwOUtHTJIHBfqiVz5NY+TzgDwCxKCDlsZj6e6H6j5y4ebzgV7yVAYDBGG6snSonuLyUEKZ4qb/T2Bc6/Rlvpci5kRsAACAASURBVNuHq6smijKnm8sX/0Zi7asEKNCyi+W7L7uWfnF4D/Uns2Nk9nlF5ZhbUIGNj2xAKpo/fdeJERzcwxdW3Inn21txfE3dlzrA3jd1prik9stqTdcPKZoensveyQsAFbf3XId2xkoB4qRajpRdHBpgruoJ1saUJaRQUEqPr8ok5fuMhKOeQUggEVMIR5QKh5Ra9+djyRUxwF9AGDpwbhtjlVDGJL6u7evI9UQVABaV3y3jPUm0rmkdUZLvKXKDOVjHWMdlAzUAJuHYZb9DALKqLIpdk1UlTfmr2sW1d+z9274x25POfvssgZ4OQnvLyLYROcOgq3gMECY+MGW2KuMOoL1VyRW/Ye6qWuOtV7wVnDHsHjx5wgA3M/DeCdNFkcvN5aa1JF57EQiH/j975x0mV3Gl/fdU3c7Tk3OSRjlLKCMUQCIbE0wwYIIDyTmu7bW933pt73q92GBjY7DJmGSMyGAQSRKgLJRzmJFGk/P0dL5V5/tjACtN7jQz/XueeR7C7arTt++teuvUqXM+fRl53WoBh1NfN+cs/tOh7XGfWQocKViaOxI7n9uJjkFaBKC/GDYJKSy0oqoCe9tOPJSiATxxaI88v3AULyr8MTbXP4AG/x7YpBtgX1Ksxgl2XMK8dRPD0y4AgD3tZBstk1vf+MSzKpLPZgSh8AeCcRXUfb8F2lpOX0EuPQMwwwAG5nxQruvVsY71FFAtcZ8Xok2uYwqyrRPEuuXre7w2e3w2ypaUdTizHD4hxUsxMC9hYa2vgGk+jtYmBRBgsxmw2jaQw7k03rYdz2AVqzBsxn/mT8uf58xyjtr53C5n2B/5AyoqpABvXURfcv3ys8jKyCKuOQY+3FmHnY+WQ7e24MIrb4CFJLa31H16fZrVhptKJ2h5eD+pV5cD/tN7knnVCmGZcxZGuzNwyNMSSZP7hNMwcGXxeD688jA3HWga8gPk8UibxMjFZdjQUnuKUD2eFdWHqdafh7MLbsP+lle1TaYI9FhtLUnU0Jmaq7b+S5h2tMNqTwo04FOxGm8zhhahTYAxTcvrvgz117sF9KkhUpSVA+jAwBZMogiQBXJ/630DMHawIDAj/cv6wFsHKdAWOK1XVUiB/On5KFs80mvYjEppk/9JRM9j+OYLNDgU/A1CoTvU0w85UV3Z+V9LyiCv/VJufE07lUErVgFUGTZjVmpx6p3zvz7v1g1/2eAIeiK73dx4sElmnjU6oh4W3r3t9P99/y7ofzyGZVfegGW5RQiHQqqJlciz2MEfrYNe8Yo4+WDOCWgNvWmNXjhzLh/ytMTFIyQA3Dhiqm7c08iVayuHnVdq3AVjlYdDWNdw6qnTk9neUof6QAeuGvkZImggvDkZrxo3HMQt/9rRYI8H0iKTCg1AsD0AkqkGjAmAuTfe5gwZyPew4LRfaJo6E7xt06kXZOUANLAzCMp1nTrq+ZCCqn3IP8uzs2/X/qYgqjZVdTmOFs0pwrgLxgLAHQCeRLcT6pAnh4OBl1BbPV39/VEn/MftgAb8gBBp8TPt9AxmsQoAIcNqfDtshpc4s5zTIy1W26vaQSljZayeaD64F+o3PwPcqZD5RTK3oJi5rRW8bWOvBhve+KHInLsQc7ILsLEx9jHjl5WM1+GmAPa+snfYCFVnlhNpxanIKMtQORNz5cOHT78YOR21fi8e3LeTbhk/lYm9w+aeJRSyFLDYBZqOC7/xeiAMmVw8AGipaMW+fx7g8RffQjK0HAiujbdJQwdRLSg7l/k0YQCUV6CIGvs/JsgRgMyRB1rvGZCJg4Vs6wTa8s9t3b6zlesrIS3CHLlw5J+FIfwkaHms7IszhM6Y1FmszDkIBpfAYp3Fm9Ya+p3XrDg506LNBnDilSUc7GK1E0JVxsiMKS0VrQOe8EkS3PluCENg3IVjNTc3xP44rKcd7GkHDuzp24TpaYd68kEsvOE2dJjh08a/RpMUw8L1O6tl59bh0GbEWaVq5OIyCWb4zLBZG/YZ7x/biw6zbwumgDbhM4PaqtuTYjXWiEKw42us33uD4fUMee9Tf6nZWkOhjiCmXn0lBGWAAq/H26QhAelGcE6ewunm4dwCQG3vd9vK9XlV0b6aQrpjWDzXIeXVziyn/DjZ/+lhoOL9I0bzoWb3tM9Pe9xwGF+WFvkFAK0xMzS2TOZw+EZodTOAdNRWh/houYurKyVXVwLtp//alJ0LALtiaWhvGBJi1eKw3FZ6ZumulorWtJaK/sdrOrOcmH7dNLY6DbBpsmisZX783sElIirLoZf/DRdeeSO84TCOetti1rVfm9LisMSsv3ghLRJli8vkyzUHUO5pBQb4HjkEAbqbQTZJ5BF5YOc3WX/4HvOalSdO6BYrWOtkKrHjaDrYjK1PbceM65dCIilWI4KqBmWMPr2YDIUAsvevXWMUWGTJg20rBmDc4KJVH5aZowtU7fbaHufr9moP9q844Jz0uUkXh7Q6aJC4SRANpofaCqAYQNpxf/MABJhZwwznQqnPQutc3rbJordvtqC2CgB69UBRdp6CzT7w5L4RZkiIVQBVwhBXTb1myst7Xtnr8DZ44W/2oycPX0p+CsoWjVQqpKDCigqm5wvs3QZ+4SkigAarf5D374b+5wv8uYsux5NH91FDIDaHd/zKRIrbNuRPUedNyYXfDKtyz8A9+QAghSBw8oBVzBBZYOd3mNd/yLz67VPFgtXW49gxHAl6gp9UZ0uK+EgQPgqkpp1erNZVExcV9OtGs30pqjo26LCOXlrHRKMleAiluWN7fbvGfnacXll7hFqC/qwLi8f8wyLEmzZpXA2g+yoC8UVo5htM1neZWttDSqmgNjmoFJWmpKVyW4vm7ZvBgYDgygqgsgL9CsvNL/SSEHsibPuAGSpiFSTobWGIr0+4ZPzNQojxwiJyAm1B/64XdqW0HzvVa2VxWnDGDTMga8slKS/gtEM//xawb+eQGIh560YSC5fyzMw8vFldHpM+C60pqrbp2JC4f91RuqCUt3rqIybIW0MmZ1nGazIPD5vJJW6IDLDj+8yb17N+95+nvd9ktYJVUq1+guE0UDq/FLlTMjXLyFTgSwJAVwNWGyANQJ14IJ0b6wSpsf1a+JuiQDUG1g9ph8HJhJQPwtK74XPi5RPZo8PY3lxHDODh/VudXxg99TybNC4G8EpUDe07DgCjAEwKKvNX7eFg0TvV5a5q34mH784rHKUm11RL/e4/B9whZecRgH0DbijCDBmxCgDSIh+RFvnIx/9qc6TbPzPzxjMe3/PKXlfdzn+lgyIiTL9umpaN1eAn/jokc9TQvEVsulL4rYPdB51HihmZebCxkMc2HItFdwOCiGBLsyHQFujzwjN3Ui5sqTas3x+5PNKbmxrk+QXzGP6BDzRJusMNdvyAefsWrVe80vVkbrVC65NPHQwvXHkujFhQivQxKcpqt8v2UJWq8K6QE+XlAJwAkjsBA8Y6E1AKME4Vq50H/pz9GruFcMuWwOEIGDh4CGs/rClWkT8tHx/vlEKHFQy7BXlTcpUr10W7lu8WAJAzJZeePrzr051TkzU2NFalnFMw8kd2acRbrGZp5huCyrxJClFmkEj1miFfazDA25rrU/e3nz4loiQCzEhk4CLA7XYCGGA1isgzpMTqSQRJ0PPSKg9M/OyEt105rozD7x22AMDYC8coV5ok/v29Q9OTlZ4JsfQiWl51gGJV5PSszGK9/7X9Il5lVYUhICwC0iIhrRLSIkGC4Gv2wfT/6yXOHJWB8ZdMYFuKlYgI/ha/bq9u5456r9SmBmvu/FPH/bNmpOS7uWhWIbEkvb6p6/Qo/WFXayPOKywGyWJAJb7YH5y4wK4fat69i/Xrz3fvdbJYodXw1aolZ5Zg1Lkj0ODfpXZ3fCQbGnbD1H4JAKXuBdptmysQXBlnKwc5xliw9Rro557AKeW8gc6qh9Le9/nJmAjFYQRU/HJtx4Pm4EH40KBGXJDHgg0QSRIQxGBu0ftlG5s8+yuzEDJNvbW5Do1B3wn3dn9bE5YWlM0CMBbAgRibLwGcF1DmNw0Syw57WtSulgZnY9CHjnAIDLh7bICIT5evt88IAYAIA61GEQWGslj9hB3SKqeWzCt+KyXXNbZhX6OjcHq+4Pv/jyLy4yYgVFCMQDhoHvN6YvL7LssfiXBbEMd7ryOBM8uJkYtHKsNusGGV9LEIJWERJCwS0hBEUkBIAhjQ+lOByboztg4WiyGUqeBt9CkwkysvhT5qraUP9x1DimHFKHe6mDouF2WTc+AN1SmCZIIgQDBBgECwCbcRgsKb9RU40N4clQVOjT+AQtscTb5jQ3MBFVccYNePNO8/wPrlZ3veHg2FYHH0ck9xiDH2ojFcMDuXNtTdi+bAgVPuVb1vN1zOSSyCK5PhAP1FFILtt7B+40Xw/l2nv4+edkBIdOqUHiojfgw7LoO2LcCh1jeG/LmBkzG1D+/X/aq770xzch1IsY4TaytOdQgoZuxoqZPTM/O+ZxHyq9Gz9ATGmFrfyuBb20NBY0tTrXtfWxOCuu9hs4KIoCIQbtv5NCbkSn04iFUAqDdsxryMsoxns8ZlfZZXriC0NsfbpuiR4kaAmeblFOFgezOagtFdJI12pKuKNw5FfHBMK0lDxoQsscfTSEEVQFApBIMmAj6FgA4jaJrwKRN+M4yTlh0nlDDMc7gwMiVdphgWvH9wP0IfL1I6zBC2t9TDKiWmZkj1Yd3/nPY7zM//tqrocMsD7dF7ZjY01NDlpXMIvheRoGPFoIVdX2CuqoN+4SnZm3vL+3ZCnv9ZGnV2GQ6vjE28dyIw9fopOm2UU6ypvhOe8OnzNDcF9otS9zwtkoes+gelgR3fYL1mJfOW9d0siBjwtGnYZggE3+++TVEIM+UWFWIWH9X+gVqDFcNKqPYOgTT7OH6rqoJMPr2T6qPGGsvk9JybBdFaSeLxCHRKADLQeXK/BECJYj0ipPQ4AiYSUdmu1nqxs7ne2jjAOZqIGF18r76bnJgMF7EKAAHDZlzGWn+LFi79Bael2/Rbr9hOtwUz2CF3KtJdKXKB0nxmRi7+dmQvRVOwhqBg2CI/PgpJ8IZC6r2aIwN6Tuv8XtQdX6HjJIqdqWZbYEeXfaRZS+SB9ujGgJV3tAFkACIX0JH1UA97uIx59WPilOTXXV7P0G+8SCOu+AJXrD5CeojuwBzP7NvPUEaWEu9X/brbLeTGwF4EVAfJlNu06PjrsPQ+9x8r2PkDzTu3gVet6PHe6ffeIHHJ1SAwEPzg9BfZFkI5LkV5+3t0oOU10sO2cmj3TMu6nttCIT7Q3tylGusww/h7+W7HtaMm30+CvIL6VDTACmBxSKvLldZzBVGRIUS2ZobPNAOecJDbQkFrayhg94RD5AkHUeXzIFKh8QIEqAiMUwSg1wNlbBlOYhUAmIT4A6zWxzF15gPCnXqRfvohZ7yNijR63y5QVSV4304SN96uZ2YV0FvV0RNbHh2W9nR7xFPaCENAg6O+1POaIRqRMvG0W2d2mQ4iAzX+gZU+7IlpGbmA9jN0feIubQcjlumAYsFH+vb88/7dEM0NPP6ScbTn5aFdZnTq5yczZXjF+9V3k6m7X9RqNrG+9h5aXPQzstgvThYI6APs/IHiI0dJv7a8dxUJd3xE2tsBcc0XAZEL8j9/yjWmbbHa0/y8POJZnVw4dENByjz6R3nPRXaag378o3y34/Nlk/9mCOEVRG901ywzXxxQ6lqLEAtbQ4HQ/ramlBp/h/CEQ/CEgwh3LnStEfsiXUAEiohnVRoAJ+bW3nB9wFvIar2BRoxupbET421L5Kk6Ct63s/OfXW40Brr2KkaCtnAQzixnxN1PJAVUDMTqytojkpAqpmRee8r/S7ONQEAFo55778zcXIXAO0iGAEQWti7VvGW97s99Va8/LwomZ8OwD901vSvHicxxGbS54aEeheonBFQbNtT+Ccq+BLBMi5wxIgewnw92fY3ZduWQcmez/TwgbBP6H4/33sMPgA/vh3roHkDPBDu/eso9IZEmG/y7I2rrUMTUYZ1td/TqxjcEfFhescdhsl4O4GYAywAsAbAQwDmm1v8dUOaBsFblhzwtf1hZW3HuA/s+sj9+cHvquoYqcaSjDc1B/ydCNSYIEDgC/dEZczXCodURMCniDN1RuGcCZLPdJs6/9Gl1YE+Pp+0GK5SeIY5V7h9QG6WuNCwrKFIOw6A/791+ygKnOehHWUZWxEWlkBQTsRrWGi8c3UfXjToLtb5taAz8Kx+yRdhhERbhlAZ8J6eXiRB5dhechlWSZ31U2h++GIAoEHrrM/37eNVRcMVBNeVzE2nrUzuG5MJ+ynWT1FHPB+QN1/Xp+7WGjmB745OYln09G+01BN3Q986NMWDbIkAXmhApEsIgrq9ROHJI0OyzBNQ2wEyQDDqU1plqKvhePz7sBIxlrJc/Rv1KL9RQC3X/byFvuoM45XuK/Hd17gAZE2FyCD4ztmW1ByN7mp8SS/JvwoG25l4dYKrxd+DFI/ucC3KL75EkWNDHghDAUW+b83B7i6Xa1wENtkXf+p4hYODZAGx2iLMvCJLN/u2IGBVhhrNYBYAVSM+0wu4AAgmXqSEicHOjvjB/JP+tYnefgkpnZuVjSV4BGJoJRAiuJoizRJk7/ZMSo59CANz5bmHYDZiBSAq62O2INwZ8WFVzhBfl3473jv2YTN0Zy3ysYwOy7RP1TWOn0MP7d4pQFFbLZ2TlA+H9CggmD0ZEEvvZQGuzRlN9v4WmXvGyzLz9e7Bn2BFoGVrx7QUzCmBNlXJ/5av9+ny1dxNSrcU80v0tNtp+KYBQHz5tBdtvBe/Zrrj8HYOrjgCNDQBYAgAFA1qceR2T+cu4vxPsuBKQc4FwGHAtUOT9vQR6v1vFzlsVHzoAPry//9+lwwP18J9Ifv/nEv4UAB1g62w0+vcNu5P//aHauwmj0z6jFuaV4J2a3h1AO+Ztx7Plu1OjbVskIKIBhwGIhUvDYLwIYFdkrIosQ9Jb0AfCCAW30ohR8bYjaujH7xfZfr/4woiJym1YcU7BCFhF9z+7ALAoL4/JtxzCcy9R63+A/K8LhDbrOdn5/K9rSvCNCVPV4rw8hH116qzvLMCIRSN0byuJ9ISv2YdUssRsL2V7Sz0d83bo+fk/OG7pzdja+JhsDx7kL46drI0ovDJ7WxsBY5RM5JOYgxEWc5TetHZgP1hTA3jHFjXtyomJXIax7whgzMUj9a6mf8Dk/ovwvS0viebgUajU7/Tp/rDzeuZjR5R+8RnJ2zYCjfU4PlSD16wUUDbJ9vP6bduAMcrArl9oeMezevx+qN//Erz/GLHrZwxjfO/asEwBRKHUry0fuKAM+ME1xxQc5wAATGOEqvfvSgrVXrK5/s9yUkaOzLY54m1KxBFEGJBnVUjQvMVMdvuPImdVZBnuYhWw2V+lsrHheJsRNQJ+qEf+RLlCyq+MmYwZacRfmzCdz8othlWIE/5sH/+dW1gGoZsZoQ0fJ6nvvD0U3CwKHXbMzirEtyadwbMzoK2B5ZJafwZL4NfSCD6IsgVZvPB7Z6FwZuGAgy+9dR2wSyOmz+ibVYdlqrXgpAmAsbn+ARkwj+HGsZEXLRXeNmiGhjEu0k0Pb0Sa5ENdVA0kAi1cxjRpGuA6KQootwA0diJo9HhQ2Vjw4f0yJT9VppWkRd/mGDHx0gns142o8m4YYEuM7Y1PCIjsPogmNyAnkX7zpa4/Y5pQf38UsJwHGKMHaGP/YOu1irdsFerPdxKqjgKmCf38E0K/9RrY/hWw/TM9tCDA1mu1XvEKw9u7XKk92rTjI8k0VQECQqTKJv/AQryGEz6zAXXerXx+0aghFQ8NfOzmGEie1aISwAxXAqiMkEkRZ7iHAYCkfBeTpv0YK9+0DMlQABKQX/wawxCg0LtEgTeJjHGYm3UNz82Z1YUrzwS1//lUkaiOgBCiRXkZTN5HCeGTTleaeyHNn0tpOQPjLvgCtVe1o6Ou/6fofc1+SIskmxAIxihYPdRFPBNDYWPdfWJBwQ/0dWUT1NPleyPm0bAJASJBoGH/OkYOOaLTUdd0+lhKGj0eYuEymP6QMlx2iYCPua5GU2GphBBsBsOaAIA6t9i0PwB3vlu0VbbF8ltEBXuaHblTs2lNzW8j4spX3LfQH3beqPnAHkZ9bffvUGU59DuvszjnKyDzVxTbEq8GIDOlXrsKJ2+v8ua1pGqOQV5/C9g5RpHvXonTpIxi57WM1nbw5nUR2zLho+UALhSwTEVY+zigWpLbMX1ge+NjtLTkTkxOz+FdrQ1D5t4R0YAyTtGI0Qwp34ygSREnOTsCa2GzPyTv+P4t6rH7nGg5fe3dfjN3IcT4yWAikBCAEMyCmKUAiBgb1kh8NFDvRjdk5wJp6SDvv//rxTT3g9p+1a8Xldr/AGgPdRufFt4Csszi0UtH6W1Pb++1qCNBYH3cVqBmBNqDusydIfa2Rfh36QJm7nIzXnEI62r/IBYV/pg/WzJav1J5KCJe32vKxisyDwLh5JZexLDNBldWdBnPR/OXqNrdTXL3y52LjpwJ2ZQ5KlPWr92HlsMt1NXnhgJTr5+kqr2b0B46FqHvqNHrEBZKA+RIod+6s1eX8/r3iUvLFEZ9B+Q7fdGOyCMA1zVAW7NGe+vp3/HqSqh7/w/i2i8R8v6fJv+9ojM/sh2wzQQbEwEaT+r5eyiiGT6EAFgzW2dRg3+3xhB+TqOBhomdTY/TOQVfxhFvGzrCfYmzTlwE6JRFVZ8+P2aCh6y2tyJoUsRJilWAyWr7Ngu5T9723Tv1W684eMvGiOQso4s/x3rWTDrUvhrMJhgazJoYmpg1pLBizGcuB1dWAg2nrxgzYBsKigDdoRCp31r3TjQK39OUUfYL6cp2wtt4qkcke1w2SuYWKVuanawuqzBsBrTSqNlWq49tOCa8DZ0HGDpqPVySl4aYidUe/n9Ye7Gm5i5aXPQTmpaRh+0tA0vgf0ZWPrJtFkltTw+onSQnwhit+NDG00/kqemg0jJ58PfrPv1PDXsb0bB36J+qzp2UA0e2Ta6tfCFibTJz78Ot7YvANVUKrc29Fln6haelvOP7zM6bmfyPRc8bJvLAjssYNApob2f92nPdL0b9XuhH7xVi2cUac74HqLCG1S7Q2qy5/BB4zyMC9REe1y0WABqmLFb1/ueTQrUf1Pq2oDR4QF9cPAbPlu8eEqGQRCD0o0xr54cFUFhiB9BF5YnEIClWP4YM488wjA3ivM/eh0XnTlTPPuZCzak1hHtsZ/F5oPxCcHa2VpmpYk31b9HRRelCABBk1WVfuhX4v18JnFw0NAJQcamCqIvD7+wFmdv17Ftmi/LVFXxswzHSZuf3K1tSpkcsKBFSr5NQVUCoBvBXQ8oCFE69FAXTZsHX5NNH1lSKjroOmVOSoxHD+Gqi7ufDgGpBnW+7KnaNlQMRqy7DgrPzCkDexwCObi7c4YUDEJldFgIQs+azt9GnQ77wsJvsx106Wu9tfpHC2hsx0ee2FkLrEPfmhCDTBM37tvbtXTbDUE/8leQd3wdsC4+r5iTAjs8CYj7DsBKU2bkdoxUDisEmA5VEgUd7/J3Z8W8mjByD9+zQet19EjXHend/mKHffk1g7y5AkED1McAMR22sIsMCsGYh3cl41QGwqe7PYmnpnXpqRi7vaBn8hVgIBO5vBauCIkCZtbBYEnq1nhSrJ7KJ7I65bLN9Xt50x8PqoXscnadUewddejWHp05EnW+b9pmHZFXVpm5LFwLA/pZXRF7hZO289iaNZx6N/CAXCBA4Ky7pTYT/MSEsU1C26Co9cuEIWb6qgjNGpuuMMjdJ312Arj7xA+oIhPePAjDgTr9ITPjMfCWtThkKxvb8GzOjUxt3/fIHzFbpNAb2+lxbNk4htA0I9y2tWJLuEGDXDxQf2g/UnH6bm6acgaZ9rcPunk+4dDzC5KEjng8iOjmXpMxXUlX2cuzKJC4/0Pf+W5uh//E4xDU3A/I8BToqgVGM9g7WbzwuuLICsNkAm51gsxPZ7J15Iy+9BrDOBkKbumk8FbDkGeq3/wkEA/17Lo5V9OtjfcawANIqtA4jpKNbVW8oo2Fie8MjYkn+rTja0Ya2cDDeJg0IAvqdDYBGjAaIEjoEAEiK1dPBROIZtlht8otfv0/99W4H2lt7/lTxSGD6TFpffSc84apeD3gMjU31fxFLxv4HuKAY/fHmdodes1LIeYsAY0x8EmyHd8II75SwnIFRZ1+ugSAM788F0F26HBPwvwIDr0iEp8KacmNMt2o6paqA7kashnQH0gzq9yJgQW4RUi0sqHX5oF/VJxLsuE2hJUh6+ZNdPjP6zZeo9Mob0XyoBc2HmmNpXlzIGJWBiVeMVcLBckPtnyIaQ0kQKEiZJUXHQz1fLAoAaRBqq/rVFx/aB/V//w80dqKkSdMU731O8u4d//o+4RDQ0Xnq/pNvqG12iIuvYshl+mODT26VIWyE9laBYCDh30VuagCammDk5MXblEFPvX87Gnxb9TVlU+jJQzvJpwZvUiBB1O9sADRmfDvZ7CsibFLESYrVLiApH2OrLVd+6es/V3/9vRP+HrZpr7haHWp7W3jCVX0e8HxmE456PtQll17J+MsfIuvxCfjBa1dpzLuGyYzVAYXTEN4CI7yl7/2HdwAAMqx2tIRik5RdM8MiXAjqrk9+h1QHbJL6NeuPdKVhXk4uyHM/AYN7RZ9wyDKplv8e6KbaGO/fDf368zzj6iuw8bFt5KkZmh4qZ5YTk6+ZoJzZDnmg9Z9U3vgudB9P7vdEtmM8wKaGebDnBaV9fuehN+b+j0PKBO/dAd67o1dt8LZN0GaYYLP9K0rhhBG681+4obbfJsWUpnqopx8i+a2fxNuSIcGWxofEvLzv6s+PmoSnDu2k3lS3SjSsQsJlsQp4+pGphAhUPNIGICFLrB5PeGwocgAAIABJREFUUqx2A1ksd7LTlSdvuuOr6oG7nV262a12UHqWPHrs/X73dbBthSgt/i9wVk6X6Xb6i16zUsj5iwFjEmAOwjrSqkGXudNFS1NsJhS/CnOarYTq/V2//H7VAqe0Spdhgdfs/Yo8y+bA5SNGMbzLAbM84T05gwpjTKd3oRehO7xtI+kUt5594zKs/ctHFGgbOtWpDLuBSZ+bqDNHp4nKjnVYW/kKwtobld2JFEs+hG7v1aKNMU7x/vUxXjAzeNfW2HYZbQaQoijJqayvu1ucVfgTdXXZJHrm8C5hRuBwdSxZVjhSieYm4NC+vr9bufmA1k0AEn61NiROwkUTstr+DekZG8WS87t0SdDZ56E9dEwFVP9zMAZVG6q8mxRdfk3k35RQELz+A2br+YPrLfwE8ygXOd09XxchPOGQTrUWd3tNc+Aganwf6RvHTNRGDxXBPsEpDdwwajxTcCVTaENSqEYa21xwxaFeu0b4w3cFtm/U8289Qxv2xF63503JxehzR6NkfjFyJ+XAXeiG4TzV5nEXj8VZP5gHLqrn1VX/g51Nz8iwjt7hvfZQNbRI6d2zTOmCyw9EzZZhg2Ykq91Flg+r/1fapY9vGDOVx6dldW6rDwLKUtIxxp0h6PH7+rUIpBGjAeC9yFoVHRJ7hE4MmOyO6zF/yV7s2+VG9UkFHmbMBeadif31fx2wx+BQ6wpZVBSd7R29byfJuQui0na0IVUpc+2TY3ZIrDUYQKo1v8frdjQ+JeflZ+vPFI/hl47u73F0u7hkNAtzP5P/n8lFYhRgHqn44Mo+PSP6jZekcLn1gjtmqQ/+tFF+krEiUZh81UTOGp8OjTDaQ9UqQ7qERWSRIexkCBsAAc1haK2YSMBvNvP6uj+JluChmLwr7aFjkMLZ8/MsRwIgQv3AUr0lQWc+zcGhpQYRGqur/ktOyLgU5+Qv1MsKy8S2plq9rbledJiJmYvVJiQuLB4N8fbrxB39q5AmZszxkN2+PMKmRYWkWO0d1TDkbfLqmx5U9/7GBbPTyUrzFoHPvwib6x9Cg3/PgDtRHAZHawui+lhn1n2jDDDLo9NHtFDVSLEbMRueW0IBmWvP6tF9wdBo9O8Rqbaze7UvV+CwMvkGWKs+SdeINMnlfT1EyNAvPCnk57+szv7BmWiqaON9/zyYMGEB2RMyaEfzM6jq2AiATxmvBRmwCCcswkWSDLSFKmMqY8Lai45wPbvc39XSc/fpBTKlgR1f0Hz4AAMDiFdN0gknPavRQWNvy4vY2/KiyHVMwfj0y3lW9nRUetvVpsYaWeltj7eBJ7CssEwZLU3gdav6905l5wJZuRrAq5G1LDokJ85eQkI+A7vzHXHuJUEAoMXngs+/CBvr7kO9f2dE+rDKFHDUXDsMPrhXsXVhdJqPJmYNhLD1crN94HjCQVhlRu+2k4l6dbbaLgwYwiYQPn3uzyQDxBjbeaiqPxXotIZ++kGpHr8PmWaNXvD1OZh/xyyVCKEBAU9IGWRDVyf4NZsIqnZ0hGvQFopPWe+1NXeTV0tSqT9WJ/s/2HE52PUT8O4K1i/9PSlUI0FfijAk6Rf1/p34oOZX8t3Kn8KCg/LS0jF8y7gZPCMzj60i/o9xmTsdo93pgh7t3/Y/AIhZZ4ZAeADAoEiDEP/ReBBBdvuXcca8A5SaZuPx47Cu9h60BiPnpRQQICEJwgB0ZE/tAgDv3i5p1GfjknN1YAQB9nGxK42OeqNfm90TDsEQjl5pYwKhmwqtnzIlIwdQDRoIJheIUYDtS8CHDg3s2a6uhH7ucQmXG87rb6FRZ5dh/xvxjbFsO+yRueOnqCOe9xP2nQ1rHz6s+Z2Yl/91nZr6E214/iLYcS6ASRp+P6kX/kqorEhY+wcdug/lbZMMiJBux9bGRwCARqaejTnZ56tF+aVyb2uT+qipRjYF/TG3yWlYcFHRaIi3XyX29TOTiZSgM+Zqsljvj6x10SM5cfaNJhjGLXLiNKypuSuiQhUAWkNH0BGuY7rs6qgc9+TD+wGLWwKOaDQfXcwaPTIlLSZdtYeCMMjSS7EqeuVZHZOaxgjvTM4wUYCdX2KoUdArV0RGEHk90JvWiNyx6XHPY2NxWjjFmp/w47TiINbV3CPqAoeZU38I+EdBP/ekUH/8X0JlRbzNG1JQcSl4kCexH4xUtK/EqqqfyLU1v0G+o01cP3oKrh89RY9NzYSI0eKBAFxWMk4bVZWa1/U/+xBNmApovR3AoYgZF2USfhBMNEiIVzUrsyMUnUwP25ueEpgyleBMiXzjAT/QWKdhH4ShAKpC5DudMcnZ4gmHYDKjLHVpL67uXRhArt3CFO75EFaSviDAru8pBEqg/nIXIlmHnffvhjXVLoURnyHScBqY/63ZKmW0wMa6+wbFc6NhYkvDw3Jf26uAKwU0Yw5gs8fbrCEHLTpXVYe3x9uMYUt76BjW195Nbx35Lnyh9WJZYYm+Y8JMnJlbrF2GJap9L8gt0VlCAo/fN6CBScxf7CGH83eRsisWJMVq3wkpDtW5LLlRabw9dAwh1cEoLYtK+1x+ULCYnlhHnnsBmVWUZZUx8XRpMFZUHcLY9MvYEN1PttSLmFWrEJDCLmBWRMzGJA6w62cajSD1l7sIbd2XNe4zXg+4uVGXzCuJbLu9IGtsJhZ8dy63WvZjVdWvqCOc8CkQT+Bg25t4q+Y/4R2VDfmtn4AmTYu3SYMXdxpQUAyMGAUaOxF0xlxQyUi5s/m5eFs27NEwsbt5Od6t/L7Y2fgwJqUZ/JVxZ+Cy0nEqGqkWR6SkYWZWvhCP/Fn0t7QqACAjC8grAICXImVbLEjGrPYDZrU7xVpQ5AlX93xxvxDAyZU0svNAl12n2OEE/tTHSlR2B2jGXBbzFgIOJ6DWR9DWGKFqYJeWmMW9Hfa0osrXoWflfI3W193V5aKOIJjB3Xq+OscVgUESxz4IcIFd/6750GHWzz8h+1tmsCd4ywYqnn2OOvLhkZg9d2POH42iefnY1fQsKjvWDto4z5Bux6q6X6M0ZSGmXHoNaOZ86BefAToS60R1QlNQDPnlb4DDQa1ZQ8NkDcVVHe8LU/uSjqYEota/DbX+bdIu0jEp6ypx+YipHFAKGxtraE9rA8IDEZcAUgwrLikZC/HWy+CGge0giVlnhsH8CAZZ+cSkWO0HhrBvdFsKzq2JUpQ7EQFp6aBLrwHlFrFypCjhdhs122opY6Sd7BdfCX6996nR5A23aWSngMx3BbwfAIMxOl83AmSQUxrwdVNKM5K8VXVYfmncDLgtRfCET1/PnCB6LChjQqPzNLcBIDa2D2kcy4DGZuh/PC4jWef+ZHjbJrItvVg6Mh3wN0f/IMWY88egcG42Pqz5LTyhvpdtTkSOdnyA6o5NmJv/VWR840fQzzwCruhrerHhibjoCl3t20Jbmh5NCtNBQkC34qOGBwkAylLPxfycZWpJfqnc3dKgP2qqFf0pGS5AuGzEOC0rDoHXfzCwZ0FI0Kz5Jlltfx5QO3EgKVb7gSBjZ5qtpANAVMoqKQ7DdtEVIBKo211HjeurjJaKVgQ9QeEudGPWzXOBtSt7laaHRo4BsnOIvD8lYNDt/h+HBnSLHuXOEDtbI1uOtiu8ZhgEQlj7urmKGD14VjtRANmACNdmH44wTVB658aoClUAgN8H3rdLjTt/tNj2THQPx5WdU4bCuTlYU/M7RG/HJj6YCGBN/d0oS12KSdd9BfqtV5g3rRkSYjxa0KhxQG4ebau+K3mfBinl7W+jvP1tmWYdiYmZV2JSxlQ0BHx6U2O1ONTe0uvRa1F+qcpgEJ54cMCLFho/CWDeC2DfQNuKNckVW//Y7bYWRq3xtTV3kzfcwI2H6vXOf+xC7Y46BD2dHntPtQc122oVrrutV3uf3NwICIMAa9TsjQ0WQKSK5n6sTPtLps0BxYoDqut4SCLqXaluVgAN9t8gQaAMwYf3x6QrvW6VzBqRGtU+Ss8qRenCAqyr/cOQE6rHU97+LtY13Qc692KIS65SiFnm5MEGQVx0BZf7PiCd3IkZ9LSFKrCu9nfinSP/hkB4szivsFTfMWEW5ucUaafs/kDWKHcGpmXkSPHgPSISziYxb7EHdsegOlj1CUnPav/YZ5fpDkEGdMQ9ZYTp2TdqdNh52xObTxuzdvDtQzL322dCzlsEXt9D+or2VqCpXiN1kUDgrQjbGkNssxEww6ra54lZHF++IwVB5dHoJncnQUD3Yo3MYCayJb0kA8UYBTAI9TE6dFR1FPB6MGLhCBz54EhEm3ZkOjBqaRmyJ2Zgfe0f0RY6GtH2E5GmwD68W/tLWjz5h2Tkfl3rpx4UCMQ+V2UiQ5OnQ6e4eE/NC8nxYghhIoDdzc9id/OzosA1E5PTL+W5OTPgNcP6hBnkU+8HiRSLBXj1uf4VOzmZrBygsBhE9PzAG4s9SbHaPwJKB9cVueYsrOxYG9GGp2R+XqWKUlpz38YuBZIKKex5eS8mX/4Zxpb1hFAPtYuJAE6M8pH9he3n8ob6ppgeOCl0upU3dLT7Pol651hlzUBSrA4Utp4JLj8Q08IWes17VLroYnXkg64PWrkLUuBt8KGnAnTWFCvKloxE1qQ0ZbXbZYN/j1pX85hsDUVWCCcyAd2KFTU/E2fn/0Q7L7tW6b8/MmgPkkUegrjgUm6nFlGSciZaAofRYdbF26gkEabG+xFqvB9Ju8xAhr3suC2GzinCIAem51wPdXAP85YNEZk3xJlnBwHcC2BQrg6TYrWfWKTzF2PSL3y+smNtxBKilroXcpFrrlj/x83U06TXuK8R7dUeTrvkGuLnn+i+4RQ3QQ2u9DcnYIwFkxObm2JbTajI5aZjnt3dXtN5wKo3nlV0LhqSDAyapHn7szEVN7xjCywXXC7dBSnw1JxaMWbi5RM4b1oOEQQa9jXqnX/fdcL+tmE3MHLRCORMzVQ2l122BA+pPZ4Vsq5+BxQHh6lQ06j0rRfj3bPiXngh0dCb1sJdVGJOy7xAIC9dQApwOMiH/KtoX+ugKOOepJcEVAtqvCeGmREkFhR8T5s1RxhPPhiZ8cHuAE2byWSx3hOR9uJAUqz2n7etMqUx2z4hpTGwd8CNpVgKMCnzStr+5G4E23uXUSLoCTIJ7nkT2u4ktB0bsI3xgu3nqr1tsdv+BwBJhDSLTWzwftTtddTLogAESh6uGij28wFfgHjvrhj3awcIUOFTF5CuPBfypmbTB1W/QVj7sXDMD2ny1ZP0nhf2itIFpcifma3sbodsDx3TBzwvydrmrQhr3zAVqCeiEAJk8lacCINXv0V8/Nxsd4CKSmnMNTcjpL0ob38vjvYliTbTs29UbpVOeLCPKSq7gWafqaHUq7AgcpVTYkxSrPYfNsj2/6ZkX3vfB1X/6zIHsM0uyMCcvDu4fnsjWg639Nr95sxygved5DG1O4Fbv6cYxCIcEFRxEGAtBqnnHxBZgGWUXFmzLabdZtudCGtT95TPsLeeVSIQkHQiDQQWi7V+5wUR9SwAJyGWXKA8dV6YAVNmjcmEKzcFjkwHHOl2uIudXN6+ij3hagEAH9bcSQvH/RCL//0seMP1urzjDVlz7CMEVXvyNNFJhJUflJIqYLMDwcEdphRVAn7woX3QTz+MSdd9BQHVjhrv5nhblSQKjE47X+fbpwj8/jc0oMT/xyMExJlnB8ju+O/INBgfkmJ1ABCJJ+wyddmc/K9dva7mD07upxiZlHGlEgEH7XlpR58mNHu6XXB15Yk2nX8pOnyCKtdVyilXTQGy7UBodb/sSgTYvkTX+70IaDOmk33n4arWHlUREfXyjCZ1ZgRI0j9sZwNBk3h3bBctyC+EnjFDpggDZ31vPkKqgwNmm/arerSGG0WVp5GOdaz9dIHpN5uxsuoXJMmGgGpJCtRuqPJuwpiUZTrltu8K9dh9hPbWeJuU0HDFQegXn8LMy2/AOtWBpsCgyz6UpBvyndMxNu0igYf+DPhODTfqLzRpOkC0G8DWiDUaB5JidWCwIey3pFqLis7IuXnhRw0P97kQdo5jEopT5sv1f+r7StnisJA2T6yKxBOm8+Hndonmwy0onteq0rPWSARW9LntxMAK2OaJdw/HNlYVAAocKaoj3JvKRYJ75VkFIelZ7T8sZ2v94fs9V2CIMHTxFbratxW7mv8hTO0HOk9AdPtchLUPYXSXmzdJJxqr6n4t52TfoXNv/x6px+8H6oZu6q5IwHt2QDtTeP75t2N1/e+oq2IlSQYXadYSzMj5IvDic0BNZEP2xOJzO8jh/EVEG40DyZX/wDEtwnFZjnPKgYkZV/RwLP9ErCIFZ+R8GYfeOoJAa9+3wcpXlWt8/laG3QkAoPmLYAYVmg93Bmzb0+wCahAP/tYpCJphVeOP3Cqzt/iVSQb1vPYgEr0M2yBKxqwOAE4DTtpFiDp2O1BULA62vvGJUE0SBTY23i8OB9dAfvkboNHj421OwsOb15Jes4rPyv7WYK7ykuRj7DId8/K/BVrzAbCj+zMSfaakDEhNbwfwWmQbjj1JsRoZfBZhXzoidVH9yNSzez2AFKbMRtij1LH1/VtJVbx/RDRVtGp86z+Yv/MLhbMv4YoPjnwqnsyAyRAZ/Wo7EWBZqmuD4bg8o81Bv7Bb8np0hXYesOqFt4+SntX+IwCrQ3BtbL1IdMFlaAlWKK9ZH9N+hyN7Wl/AjvblEJ//IuiMebF1nw9CePVbQrIQ+Y7p8TYlyQCQZMP8/G+zKK/Q/M7rEW9fLFzqhWH5NQZ3+UoAyTCASNJoCPviCRmXbTbIlnqo7W3ZUwxriqVAe6v9Azrxt2v5bpk+Ih0kSLJmtFT8Kw1GW2Ubu6aMAwV7KByQqBijuKq9I15iFRZR2AuvqWDdq6k1KVbZ8W0TyBEQkiAkQYc0BR4UUBXdf9CYAPj9jGAgprm/eMoUPtj4UPK4eow46vkAvnAT5l14K3RqmuJVK5L3viuYwZvX6bEzL+Ra/7bkfRqUEGbn3qbtHcx48uHI/4bpmaCysSApH41423EgKVYjS7khbLNGp5//aKl74axtjY+7mgJdx1umWoq4tXZgW9ysGS3lpy8H2nasXeZNLlJGDBOoRxQjTx5sG3hasP7QEgrAKiw9CuVee1YhhvUBK3Z+TcPjkOqFBwgBPxAMgqbPgjjna6DQy0Dwg9N8SoCdn2eIGcTrVivEcLyi+YsR5AAa/Xti1WUSAI2BPVhV9xtasuBHQre1Mm+NTEL0oYj+aL1InbcIAlZo9CkCLUkCMDnzKpUhigj3/Toq87OYvzgE5gcAxD6OLgokwwAiT7lFOM52GBk3zcn7WtPMnK/4rcJ9ykVuSwFSbcWybmf0thg9NR4AKYPzN/44fKEpFJ9YQZ8ZBgNwW4q6vY5I9DKR0vD1rLLzekY4n9Rj9xFqjnWWDvR1gNeuEvrvj4KNS8DOL5x4G21Lwa5fMZoLWT36Z+j33ojpwlovXKQOtr2ZFEpxoMOsw/rmB0hcdAXRyNHxNidxaWkC11brJfk/Vk4jJ97WJOkDpe6FXOKaL/CXPwqYUVhoWG2gM+Zpslrvinzj8WFwCpnEh4nE84awjcx1Tv7r0pL/8o9wL+ZPSqkBhDNyvqwbdjWxryl6p4Z9TT5Im4UAa9T6iBqyGCEVjqu6O9zeosalf7ZbLWrqADlkzzqKSGA4ilW2XwBgKqlH7yV4T13g86F9UH+9GwiMBjv/TcEyFez8T8V6CesXnyX1wO9FpE/H9sjI0SCHS1Z1rI9tv0k+pdG/B7s9L0Nc++XOmuZJTot+6kHh2HUY5+T/FLOyb2GR3CxNeLLt4zEp80rCU48RWpuj0gfNmq+h1QoAMT6VGj2SYjW6dBjC/h1D2OdOyLxsy7KSX3ZMyLjMnJBxGduQgd3P74mq5yZrbBZUMKAxCLeI2CjhpqCK6/O5rblOZjomdHtNrW+bLHbZu1WhhhBgHvTx7X3HOhcwlkI98VegubHr65oboe7/HXGNj9h2I/Tq94X6w38T790RO1uP54JL1NH297XiwffeDCXK299FZWAzy5u/ynC44m1OYhLwQ7+2XKoHfo+8lgy+sPA3nO2YGG+rknRBiiUfs/NuB954HSiPUkpGqw1i8XlBsjt+Fp0O4kNSrMaGnRbhmO0wMi8oSz3nrhHuRb6mPa1RVy8jFpRqyRsH529slOlqnzeu27DHfB6ENVDsmt/lNQ3+3bAJq8ywdp3mykoCQ+AwZt8wxoKtV0EvfwKoOtrz9cEA9OP3C/Wbn4LXriKoOHmhU9yg3Hx5uP29wfneDDG2Nz9JHUYHi0VLh9kL1Eca6qAf+ZPgNatwRtr1w28LZxBgES7Mz/8209YtjI2ni9GPDGLB2SaAfwKI02o/OiQH5NjBANZIYf2RRTrG5E7KrSuZXxK1QcWZ7URKXoog/6vR6iK6yCJ50HP6g2OxZFtzLcrSLujyd9IcRoN/r5qbU9hlG8YwEatsPw/s/JVm5/8wO2+HXvEy8/7dfWskUiUG+wldfSM3+vepgIr/s5ekkz1tLwmaMVd0pn9L0h28dhVZhUvmOCbF25QkxyFgYF7+N7Wlton5leei9yA7XaAzzzbJ7vi3qPURJ5JiNT7UGlZjwehzRjUXziqMyuxcMrdYkT4yKEMAQC6ALKj2eeJtCXa1NJLLki0N4ezymqqOdXJkirNLQWsREhgOYQDybNYrXhPqwXtI/f6X4M1rB4+6EAL46ndVoCANO5qeGZzZM4Yo9f6d0KQ1jRoXb1MSn3AIeu1KPTXtqqR3NYGYkXOzTgm5wA/dF1XNJRafFwLrJwAcjmY/8SAZjR0/jkqrXDDu/LEbVEil1+2oi+jEzszMyCPADqDv1bHiiiyGqYIKCZByq8MMocbfoSZmXC53ND112mvq/bsxQ9pkqmFF+3EnOwlAutWOsWmZIGEH7Od+/F/Fx0UCBAP08Z9kkEWBrBowNMiiQRYGBOB/MxXmoVh83f5jWwAETfCWjUAv8yMkFF+6Q3lSQ7S+6i4yeZC9L8OAuvA+kT/rTMWH9sV9TEh0eP0HwrFgKdKsI9EWqoi3OcOesekX61zrBODu/xVR3WFLTQfNnKfIYh1SsaqfkBSr8eWgtMrFEy+Z8KEKqdTGfd0cQukjB944aNhTp6jMsp8q6f2lHFQeVpmPDjNxBM/6+ip5ael83tP0PJmnEf6Kg2gOHFRLC8tktd/DeXaXN8fh0m6L1Wlq3aSZ9yod/kg6LgwBpD7+0yBS6By9NDpTBQRP85cOY8Q98NznhFkRs+/cV1guVXr1u2JQClUAOjMDB9ueFUmhmpjsbX0ZBWN+JmGzA8Hkb9QtAT9481o9ffp1vLouOjk8k/SOAtdMjE49V+CBPwGB6GX+AQCx7GI/GH8EUBfVjuJEUqzGn53SKpdO+dzkldv/viOl+XBkUlkwM3b8Y6ecft00nV7ycy14j6DwTiC8DQkfP2nuQ7rzM9IqBEJxjmEEgKPedtT4O/SM3K/Qpvp7P93GcRrZyHNO5+KUOZ4Ua4E9TaO8NCXtFUOIbQB2AtgjpYjACGWpgvuO59F+rwMqATORiGJApkreujHelvQbMiwUUkMid/aQxGc2IGS2K2PKDMmb18XbnIRHr3lPuGefiRQjDx3mkNQuCU+6bSSmZ98ILH8GqKuJbmfZeaCJUxVZrP8T3Y7ih/z5z38ebxuSADVCivdzJ+Zc628NWLz13si0ykDd7noKdijSOldZ0mYTHMsgwuspoT2t3AFYxim3LV8kwiErAKjxdYj5eZPJF65FUcocNT37Bu/otPOCmY4xy52W7P8SJG+TQt4tiN4EsA1ADYBwRDonOgiInbDOvAzh3RZwYokqdt6kecdBzXt2DNoYeDr7XJS3v0thHV3vR5L+Y5IS+ZOvADmcmo9WEHQyLLNLQiEgI0tllMxDpXcQxY4PERxGJs4q+D7E+6uBTWui3p+47FovZWb/NwnxTtQ7ixODdnIZgnwgrXLhhEvGV069eorfsEXG6c2KUbOlBrue3y0/uHsN1e9p1qbrxzrRCwWQ/005IS01IfaULUJgREoaM0NNz7m5dVTqsj86LdkXSmHNtAjHDQBeQ7QDg0m8BLJ+Ce5v+iHyotpV37ADolTotasH9XajEBYKqvgf6EvSNUc9q7G67v8QnDGR5Xd+Bpo0Ld4mJTS8+m2ZbikVdpEeb1OGFQbZO1NUHTioedWK6HdYWAIaOSZEhvGH6HcWP5JiNbHYYtiMCZmjM58685vzfekjIj/I7Hl5r2w94ody/UQl9M9vHgTpVj4rtyRuJrgtVizOLw3fPn5W4Ky8kresUi41hDVTCut3AaxBrEtSkfw7yHYHUr/lh8iOadddwY7PgmuOKTRFr2xw1LHaARCS8aqJjydcjXdq/0vu8r8KuvRqFl/6hkZWbrzNSkxam8EH9qhpWV+IfyzVMIEgMDvvdm1rC2v8/bGYTLDywsu9kPLHAOJTmzxGJLBaGbb4DJtxi8VhuXrG9dNbx5w3JkQigrs4DOx4dqfoaCBSzh8m9D4a+f8pZmVlxHygLXS6cVnpeO+Xxs7wTcvI+4tVykl2aVwAYDXifYKI5OMg6/eQ+m0fREZcTem0Z4bmD94d1F5VZOfC1EmhOpioaF+FN6p/THUZLSRv/y7EeZdoiMH9GEYDvXKFzLGNFd2l3ksSOaZkXaPSkQ/85Q8xeRhp1DggN7+VpHw4Fv3Fk6RYTVBI0OvSKscXzSxcPe+rc73O7MgNNlppbPnbVhH0pgo4PxexdiNOeDskmTQtI/qeE0GEienZuHnM9I7PjZhQU+ZO/4khRL5Vym8CKI+6AX2BLPeD7L+G6/oIBTf3E9uZgKmID+6NqxkDJjMLYe1Lep8GGRomNjc+SKvr7oSeNQd0xpx4m5R4NNSC66r13Nw7OMWSH29rhjQj3Eu4yDlH4P57BEwzJn2KCy/zwmr9HoDYdBhHkmL1KigOAAAgAElEQVQ1sak37Mb5jgzH9+feOsdXFMECAiqkULuzjlh0XXkp/jDgfxNn5eZFzQPskAbm5xSpOybM8p9TMHJdlt1xnVXKYkF0D4DEDWIky+9gjAREZtxMYLlE6bWrAE6I0OL+Y7WBOaE3GZJ0gydchb0drwux6DzuzGOc5BNo3CRQXqFINxy8qPBHWFL0H3qEezEswhVv04YUOY5JmJR5OeFvDxPaW2PSJ02cBrjTq4jEczHpMM4kxWriw0KKv0irPGPMeWOqRi8dFZkT5gDC3hC0diX0LE3BDWSXUo50pUW03Wy7ExcWj/bfOn5mYFZ2wdN2acy1S+NMAK8i4XN7AQD8gH4EtoURex76hgBkpuRd2wa/Oti/C05LtqDkcBhXJFmR7ZiIXMcUOI0s9EV4VrSvBNssoLETomfgYKOkDOLKG0HB5yA8dwrZ+lO4zY/ExPRlalnJryDJFm8LhwRuSwFm5d4Cfv0V4GiMCkeRgLjgUi/Z7d/E4JivBkwyz+rgYb9hM2YVzy1ebXFZy/a+utc20OjJkC8MZkeCu8XCQHiXmpgxQlZ42wbcmkECywrLAuPSMgME+p0hxP0GROSqMcQSst0D25lfgf81S6zPesG2APC0a7S1DH6F1+GBUkF2W4uoPZSAeWyHOKXuRTzCvZDd1gIRVEGtWbNVWqQkA36zVXtC1dwWOiq84ToKaz8Uh6B0ECaHoHQIdiMdpSlnKrI5JZ1/KauD++j/s3ff8XFVZ97Af885d+40datastx7BdsYYzCd0HsLJHSyKSQh2c2m7JvsZjedJGySJaSQUFKAkFCSUAKE0I0B27j3KstWt6TR9HvOef+QY3CXNeXOjJ5vPoqMNHPvI3t053dPHRLbGx9JdR3k9bcByeeAxNt7v+gAsRdgxV6Qqux7kOSBMnFXy8x3tijGibWfBS15F2bJoqydl+YvVPD6VgJ4IWsndRmH1fzSbnmteTVTql/w+K3pq/642m/04LOmtCVA0qWWMdr7MYA3FQoinEx9XdhqXxAXN06IeKX8q0fI25DL3fwDsxEwK2DPnIfE0qye2FhztX5nSf63qu5FvSFd7h0lOaymV6ndiEkVlyqlE1jV+aiMqT0HfH8kplRcTovbW2l553uIaef9TTekhcaiUlEfqEalb6SpCwolCRBEJEAgEiRIkDba7I7E6NEta3DZ8NHGOuk0Y954Kf9vogarrALyxk8AejEo/pLb1RQsQR6cWPsZY+1qM+aZJ7L3equqhTj1QzGy7evg9oTfLOKwmn96LZ91asWYiqeO++isk9/7/fKATh57K4KQAuPPHgdLPZH+WYtUBMjhgDUckI1hWA0K5BeAJUFSArL/s1EOnG0RJJaWILka0IcZ6yNKqCeZWgvAnMo6Nb+6ISpJfEwQPZzSwXKJCHwPvjMeQGJpcXZPXENm3WMFE1ZFa7ssrW9UAHJ6SrkgC5PLL1MjS06Ru/qWqo09z8pwMvd2KCqxGzC5/DJV7hsjN/f2Cr9lmdMavoaN3c/qLT1/FwYKBIFpw67WG3p6aHH7roNeSxHlYF1PJ9b1dAL9d7aH+7f5550vnty9VVy98GyotSuArvzsMElJoAjy5k8Z0AZQ9Ikj/n6aoZNz0krAgiALs6puUIGYDXP/D7N3zRAS8qobwpDyc8i1ib8ZxmE1P8Usr3VBcV3xQ3NumX3J0geXBZzYsU0GtIttkAAQTWV3DQnImr3BtMGBHBmGrLVBloFJrAdZb4O87wBYCaAd/QvnR/d+joNkMTxjz4GsuwaBS8+D3qOQWFqExFoBOAB5AHgAUTro7tn6QDFOrhkRqfQFNniEvAzAthR+4Fz0Z8gqBVkHqAxv6fdPnumAk8z8FoJZpKuGqd7k2pwOqqX2CMyu/phRxkuPb9uIE6rG0ynDZ6ErtlFt6H5adse3uV0iij11mFRxmRrmmyC3hHrFH7YtR1xrAkANwWJc0HA2xpaeDYDgET7EVQzPN69I201PcySELZGQGX3ZdUb/6sdDq3XV9kLe9EkDu91Q5GhrfBbMfWZaCPJg+rAPqxK7niR5IMiCIIsEWUSQECRBJEEQMNAwRsPEI4Sffi+rrzFx2jlJFJe8TVLel83z5gIy+T6Td2gjJ+H8b6IvedvSB5YE4qGBd5UX1xbhuBtnak/ki8f+yyYqAf+5UdizLJhkC6CXg/xvgsRyACsANOPYuycsAPNh4lfCqAsBCMDEABPRsIZr2OXb+rqd1Xvag9v6uqGO8Lot9tiYUlalZlbUxDxCdFpC3C1J/B8KdXkPk/g6khu/gL5f+rNyusAntFnRDv1sFru+Msz8x3+bt1p/TD05OAyAIDCu7Fw9tvQcsbKrE/9o2b7vez5h4czho8yYkmIKJ1r0+u6/iPbomqzXGPTUYFL5JarKP0Vu7wuZv+3cSjF96F+3scVlCDtJdESjcDIwN0QAuGPcTE0v/IXM0sVDI5VJCXHjJzVV24bC3zvqTZcqvwsv7vgyeHthwBZFOLH2MyYQtTXefF0imQAScSD+wY8oEIv1b2Pr1nym+kbIGz8RIo89Ef3beQ8p3LKa34xlW5+lYmqb+7G5X1ly/9JAtGtgm1hYfk//XqzHQtQAgfMi8EwxAN0Nsn4IsvYc/YkD4gB4DeR9DYTP7nfa/o9hY4vLr2gIlnxcEk3Z2Nul1+zp8DeFe2AAWEQYV1KBmRW1oRp/UGpjHrWlvBfAuyj0cT1kfxuesdfCu3Ac4q9mLkCKGsB3cgIY4THrXy6cECAELOmnhHZ32dpDI8yv+7z2WbV4dMt6tMb2rzGmHTy9cxNZEDildoQ4rupWk9AhrOz4HXXGNqatCkleTK64TFX5p4jO6DrdHl0rO2MbYQk/JpVfrGoC02VTuI/u27ACEcc54mtjcyizS/toAM+0NomLPnQJ1Ia1QF9vRs/nOiKIq2/UVF0MCn9zQL0DRkf0xPKLzKrOR3O6NyHTAlYl5td9ztgtXcb86u7c/buwPJBX3RCBZd2KIRhUAW5ZLRja0R/XSv9w22vb7Z1v75QqeeTZ4dVTqjD5wkbHiv7n0W9YZB3gPz8Cz0QF0PdAnh8DcPMdoF4Z/eGk1rcTMKI5HNIjikqkMmaZT1o/BvAk+ocaDCVjYBLL0XtPEdT2oz96wCzAngn4TgtB1igAvzAx51r1m583YvfONJ7HZR+5TUdHlNJru75D2uROA/zY0nP0qJJzcO+6FQO+CTmlugHHVVZhV987anXXn2Q6ZnzPrr5dBT0T6O32VjGqqAy1AY/yWz4JY9AcCevndm4VfU7qkyDT6drGSbq2rQX6d78c1A0cjZkAmrtA65f/JtC6K93lpY24+BpFUyYRhb8hgAH+G4hyOCVfMJu6XzCbev5WMD0kx6LUHokTaz8NsWatMY//PqdvvsV5lydoxuxnyOe7zO1a3MJhtbBMScaS3yXQmVtf3erd+U6z0M6huyzqZw/HuLMqlBX51uHvJj2TAN9ZfbAaFSC+BbJ+CqAvQ7UP1ngACwE8DyD3+nCzyeiLYcIPo+c7AZgUWwlFNeBbkIB3nobR70EE7gLwFwBJE4s2qV//XwPaW9JRde743FdUq9iCZe3350QLS5GnFicP/xL+uHUjdkWPbeGKYsvGFaPGq6AHcln7A+iIrh10HT5ZitMbvo5fb1iF0AcCqQDgEQJxnZvLRNlC4JNjZxrz1CNk1q44+AE1dYDlAdpb+7t9AcBjg2bOhjj5TKO9PvQRUXFzk9K/+VlOvCYOJE4/T9O8+UTh79Ixtx+IBjgld2B152NmV3gJvT/hyqA/FxiYAl3Cs9o/DcdX3wp6/VWYfzzndjlHRKPHQ1x7SxfZ9ngAXW7X4xYOq4VpejKW/B4MTt36ylZf87u7SKv9LzojF4zEmFMsI8J3H3BH6QG8c/tDKvnbQL5voH/2/FBrqcxPJn43nKaPIXRP4OijHwjwnarhnd8H1UFQu4LQPQLeuSHIOgPgPpD9UwCb9ztFNPIkQr1nqSd+H0RLc8Z+lKwLBIE7v2TW9f4V23rdHeZAEDil/it6Z9ii55q3DLqWuZXDcWJ1DVrDy9Wqrkelowc2TOiDJpVfoku9881vNq/JycB2JDPKq3FmdQP0e+8qrF0hzfbNAAh05vlazDlJaOVoYXsFEnGYrg5FVTUy6iTV4u52uayrFbYQ+NS4WVD3/x9y7bVOJyww4szzQZG7CXqQK0JYk6GKbgLR+x1s9IHJV5t7XtTr9/xZFFJoHVF0kpk67CrCX54E3nv76E9wk9cH+ekvR+APXEFC5HaqzjAOq4VtVjKWvAsaJ215eYu/eeku+ucw1XFnj9Mj54QF+n7e/0gqBXwLk/AtUDD6TYjANwC8jEIf71l4LJjYW4j+YyZifzv8EA9RCRTdEIaoWg/h/wKAGhg1CSYxHsL/JPqHUhyuT5GMUrdAq//VT/y+yKxdmYEfwyWNY4Abb8PbrT9FVxrHfB6rcaXn6saSs/CzY+j+P5yAZeGKkRPUMF9ARp1uHU62mp5Ek+hLtlA40Yq+ZCscc+h7UUEWzm78Lv68fRu2p2FTDjeMLirF8RU1pt7jM1JaArGoiXks/UjTRrkn0f9zD/cXY0RRCXb09WB3dP/Oo0saxpvRbW1aP3xfzoR1mjIT4pJrQLGfA06Gdk0SVXCK79ChZCfeaf25SOh8X5YamFh2kR5dcjrhdw8Qtrr3+z1Q4vLrYzRhyiPk9d3sdi1u47A6NMxJxpJ3GWVO2Pbadn8ymqSGufW6tKZDIPYi4D0xAs8UAtSDIN/3cUBLGss7dTCJNXB2EuAAxiFAUf/nZP98NXuWAeirIM/dGPz01gtMW8vD6t67srzGa2bRgtOhTz8Df2/6f4cNcZnktypwav3X8NjWDQcFp1QELAuNwVLUBYowzPabUq9UPiGER3pF1Ok2u8NL0BJZQf1LYPW/L4womo9xZZern69fmTNBLRVVvgBGBEuwtHPgQ1h8wsInxs+A+nVutK7S8Scace4lRM47QPSxDJ9NQBd9UjuyVrzT+jPsiWdpO9G9/NYwTCy7SNkyiCVt9w1o/HWRpxZjSs9SFtlGkAeCPJBkkUcUUYBKCffdQ2jPvbWJD0QTp0Fcft1usr0TkHvD77KOw+rQMi8ZS/4bNCRZVGRZSQ+gK0C+B0HyVwDys+mEHUojgCkAbACevZ8/+PECgA0pnkOaRLxFPfDTyoKabAXAfPGramn3b6Uby0DVBKZjcsVH1C/Wr85KQBQAppZVYWr5MD3MZ5MkQW2RNWp3ZKmcVH6JWdYZpbc7cneCUTacVj3CHFc6jNTDvwK2Zzew7UMEce4lCrPmiC2R12lUyQJjdX+NsrEin/F9CNp3Btbt+Yve2pv53cF8sgwTyi9U9cE5kpwd2ogi06eStGj33eJIN5CW8OO0+q8Ze1cnobMDcJIwThJI9n+YdxcBsTxYrqu4FPKTX4iSz38OgNfdLicXcFhljA2acZJfM6uWfVk/9ajP7VrSiW65w2wqWoON3U9nfezqyOKFGF50vvPgpjWuLC1Y5y/CccNqMSLoU4Ik3btu+ZCcLX6g2RW1WFg5HPqvjxmzcml2Xxe2F+Kam7QaXotX278nok4XFtR9QZfSHhLhh7JTizUGTtGtpjO6WS9tvz8tq0wcyCtLML7sPDWiaL6E06xk5PcSuh2AgCr+vIoYId7c/UM69PqwhHk1d+jyvmKDe3N4GaqjERLyts+EUVn9XfLY/+N2ObmCwypjLBV1JpnYqn7ybS9ChbOeJZ1xPrrnjFSLWrK4leJek8ovMZacR49vX5ftU7OjGF1chkvqRhuz6BVjXs7Skk8lZZA3fNxEAkn9Sst3pN7bklrsqcPJw78I2XsX+gNdNvigSj6jEvCJxS33UF8yPUt+ekQQ40vP1SNLThFQLUqGH5bQBx9bFd+pYgiIptBbe1cv0P3bxhqDIrvODPfOMLjrmwI5tozasRDnXZ6gmbNfJ6/vbLi2A0Hu4bDKGEuJiUW/AWn9q9m0Vuu3Xg1gRwFsWV1VA/r4nfjHzv9CTGV2EfsDza6+XbXHh8sXdxXA32MBGub14/oRE7XYtBb6iYcF9AFrWg+rAo0eB7NmBRAZwBJyw6pAk2caVAzTMBqkDWA0YAxgDNGM2aLN2ajf6fj5QeF46rCr1YjARFi9383qTZXxX2OU93ha0fE77Aq/m9Kxqv3TcXz1LSDVoWT4EQl95BUIjf8awKrZm1zIAARQkIwoJfPQfcD2/J1yQVNnQVx8dQvZ3ikA0rXhTkHgsMoYS4cyo9VNSCb/DeG+MvW7XwbR1eF2TSmhmz6uO6sS5u3WewYdBCwRwKnVX1MSNoXMTmqOvE07Q29BH2Gc4cnDv6SWdxm5pHNIblSTF3zCwk2jJ2tfZ0f/pgOx/iXBaPrxEBdeiYTu07ZVIszGdUovflUeNM61qgZi6ixNM2cTAkXU57SpXt0qAYBIgEAg9GfTzthGbO196ZB1WOTDmSO+AU/0SSCR5WWYPDPhBD9smvveMas6/yAMjrwRzSEPIfw4o+F/4Ik9DcTfGGwhMKVfNubd1aSfe3KQx8gBldWQt98ZJdu7AMAyt8vJNRxWGWPpREY5/2W2bPxX/fv7gm4XkxLbBr7wNfNe50PUEll+zE+3hA+n1fy37tkSRvM7zWLY+GG6alIVvCVeEU+EVKdaJ7tiG9GXbEUouQuO7p84ctaIb5unm3ZRvi4VNVQIANeNmqyqHC3U735JYsHpClOmiaV7fkstkWXwWxWYXH65qfVMAsXi0ItfA/mDoJmzAZ+fep0WtT3yhtwRehOp9PbWF83D9IortNXzNZH1XmNRDqfo0zqiI7S99zVSJgFtHHhlKXyyzOzse4tCycNPzptVeYOq8zVAhr4/6BtCE7hcITkV6odH2OAm13lsyE98IYLikjvJsn7pdjm5iMMqYyzd/CYR36ke+lkFmne4XUtq5i6A/tCH8FLTV49pGSsLPpxW93XduzVqVj22Wn7wOmsHbVSMrUDVpEoVrAqSHbCF5bOgtYZ2lCEium/LckRU7mz7yg7vwvqxZkJ5FcWinerVtrtkQh88dntk8UKMDZymEojStr7XxM7wW2msgHB6w3+ZYOJ1QvyVNB534HTgI0ZbdQqwYCBJmCgEElLLEWjqe0u1RVbJsNOGaLJrX69ChW8cTqj5FKyebwFmkDdm1jiYotuh7rkb6MrWuN30E1fdGKWxE54gr+96t2vJVRxWGWNpZ7T+GJp3/ED9+idFbteSsjv+Te3ybMGKzt8NqOVGwMbpdf+twjsStOKRlWKg11iP34PAMD/m3DoHP1yVzjDDMu3OqXPw/PZ/d2VdXgCYNuxaNdJXIanvPlfOf1iiCipwndKiDCS8QpCXkjpiIskOHfBUSju+GBT76yAP7oUp+39Gv/oGmVdeSGvZ2UQnnKzFGedtJq9vJoBj32JuiHBlaRTGWGEjIX5tqmv/k0aPLzJ5sFPMET10n6z/7L+jN7nTbOt95YjLBAlYOK3uv3RkZ5JWPDrwoAoAyWgSibCFZNwxAFzd7pUdG4KEk4GlnAZqT3yrbAhMdqxce0/X7ZB9P5Lv3+VZ8FqjyGuNkoh7gNizgz60CV6p0B2GeeWF/O3+r2+EOPOCCNn2eeCgekS8fh5jLBMc2PbnxbmX5P/OK73dML/5FSaVXoTjqm7WgjyHfejCmv9Usd0ayx9ZIYw+9l4rT9ADpQbxROYan7DQP7nIvX+2nvh2QBTlQWhzAGcTEHsxpaAKz1TAM12o+3+WBz/zYQSCkB++NQrLuh68a+RRcVhljGUEkXgMJeUtNGm626Wkbttm4O7vUI0ebU4Z/iXjk+UHPaShaD5sUyyX/26FMGpwwcUO2HAGk3KZawKWBWXcHV/cl2wFkUUQB78uCw4FYYLXQz33DKEv5HY1g0MEefVNEXg895IQf3a7nHzAYZUxlimafL6v0wkL8vQd5QCRMHD3t6V/e6c5tf4/4JUl+317YtGlasvLW41Wg5+R7Ql6kOSwmlcCHg+UTrj8b2bQl9itYc9zt4wsMMHrNFrbFd4Z7FJX7hOnn5tEzfBVZHu/6HYt+YLDKmMsk0rRvSe3xtGl6vf3C5NMqGK7ft+XhgfnwIJP7l62O6Wxpt5iL2JQ+du1OQT5pQfKuB1WgZ19i0nZs459sdN8Ys8GxBhSD/wib39HaPxk0LyFIfL5LgaOsOAy2w+HVcZYxph4fKZp2+13u450o0TCeGXxvv+eXHyF2vpKaq2qRISGufVmTW8HT67KI35pQRn3t/fcHV5GEBUSsN0uJTOoFCZwFdRTfyIk3Fl1IWXlwyCu+EiUbPsSAK1ul5NPOKwyxjJHOTPR0eZ2FWlHkZjwiv5hALWB42BRQDYv2ZVSyKyZXgMtySzv4vewfOKTFhwdc71lNaa6EXbaNXynuV1KRhjfQoPWdoNVebq5U3Ud5G2fjULIfwXwutvl5BsOq4yxzJHWOFOIYTXUJ3xWiQGAKSVXqm2vbTfaSWH3IALGnjHGvN29m6/JecYnLSgddz2sAkBT6C1y7OMLcygA2cb09ORnr0PjGMhb7ojC57uFPJ573S4nH/GFkTGWKUWwrBL07HG7jrSjzg6U2CN0tX8abFEsm99pTulNtHpKNeAVZknn7nSVyLLEKy0kdcTtMgAAu8NLiUSFzLXlVtPEuLk82GDRpGmQ198ehse+mIR8xO168hWHVcZYpkxAb3cEBbhLnn7rVZR7x8hppdeq7W9s1yqZWmPW2DPHmiU9rXw9zkO2EEjqaE60+MXUHkScjgIdCkB5l1Vp9olaXHZ9N9n2qSTEi27Xk88K8vaLMZYTJppQj4WqOsBoQDmA1oBSgN77oXT/hz5gUXXLA4weBxo5FlRXb6i8RJuWNqlXvQesWQnggC53XwA0ex7EpCkGShn1yt8FuruAeAyIxQGd5km3PXugE1FlixLZtHhlSocqqS+Bx29hcXNzmopj2RRVDsaUzJZJHdY7Qq+LiNPpaj1NoUU0ofQkZcVezNsZ84dGyKe0Sqee44iTTusg214IIM+38XMfh1XGWEYktTrD0zgmkPyXO0Eg0N62JwKB0D/7vf+/3/+zMQYGgDIalukzUC0aaocgvUdi9EglJ1wscOWHCdGQMk27JPl9BrXVBp6AgGrVSK4hyAaSH7kZ2rFAgkBy77G1gdEG0AbGGANjYLQ2cBwjNq2S5qVngcjAN9wSXT1yd3OvUQmVUqtaxdgK0+XEeIvVPPXS7m3Y3leOE6tPNKeWnI498W36rZYfCbeC1e7IMppYftHeoQAFtjJSPvTSEEGcf3mcph/fRLb3FAAtbpdUCDisMsYyQhlzyhNbVmNnZOB7AhCAcq8f142ZaqjnPwmAfP97b/T/mUoAz1iJkRMUTBtR7AWBvq0AEv3d6L4z0dtRp9/55dJ93eokCMIS/R9SQFiC9v43+Sv8qJ89QZV+bq403d2Klr0pzVuv9rcCH4GRtgq3d6fcelU1qcqsDO/hIQB5bHNoDzaH9sibx09V/eNX3QtVUacLEadTF3sXCsRfcq2O9MuDezkpIa68IUqjx60kr+8cAD1ul1QoOKwyxjKhzCIxend04C2VQP9bvNMfEg//zmR6gcQyUGLZIYOikXUq0hHb73tGG6iEgkocPLY0tDuEttVt0hPwoHZ6jWiYe4bxnnoeoaVZm9dfFNi45tBleAOI9aa2zJS0JYqqgmL5hvUpHYe574KGscYWMfFW+wOup6qmvkU0sWS+kvGXCmgoAOV2y6rXB3ndbRHU1L1MXt8VAPJ0MdjcxGGVMZYJp7ZGwzFlzDGvUG5SbZUStQi1HPsOr8lIEk2Ld1LT4p0IVgdRN6sOwy+7AWSMod3bYBa9TNj8gVBp2xTvSe39qGxkGeKJpIppp4BCxdAzs6IGY0qK6bXmb+XMBgETyy6U/XOoU1hSLae4fg9weMNHQF57SwS2/RB5fXcAKMzlw1zEYZUxlnYJpc7fEtpTfPRHHswYs28M66DIMtnX1jH45wMIt4Wx6flNYtPzm1A6opRqp9eomitulmS0pl3bybz5EgmPJWK98ZTOUzl+mGpxIjwEII+dVFWPOVXVWNL2C0Sc1F536eK3KmCgDKBzOOENQg62rNKJC7U4/bwILOsmEuJPbtdTqDisMsbSzsCctyM8uAW8U24HSm5SjSfVU9fmrrSEwJ6mHvQ09cj1z25A2YgyUTu9RldffSsR+ltjU1ExtoJe601t5yvmDgHgylETdbXfI95q+RG649vcLmmf8aUfUjKxpsBa63NsGIDPD3H59VFqHL2VbPsiAFvcLqmQcVhljKVbrSCqbouGB/VkY0xKHX4UfVZWjPpXWAELTiSNs6EN0L2jG907usW6Z9bDW5T6HuzeEp/Y0dabhuJYNvmEhRvHT9YJ3Y6Xd96LhD72YSeZErCqUOEbJ6n7626XkmY5tM5qfWN/t7/H8yB5fXcCcH/sR4Hj7ifGWLqd0RwOJQb7vtI/ZjWFuKpbAWeTmnzhpMy9tRkgHkrt/cnyWSAAIYff5/LNFaPHq77kFry56/sil4IqAIwtPVORs1MDg7tZzG1up1UCnXSakjd8IoRA8Dry+j4JDqpZwS2rjLG0iivnwsGOVwUAbVKfSkHRZ2TVxE9D2AI6sXdggQBK6opR0lAKX6kXW17e+v73XOAr9cFxFK+vmmemllWiwrblSzsfgsmxyUuW8KOh6EQpen/sdinpR8LdYQD+IMSVH4lQfePmvd3+290rZujhsMoYSysCnbUjPPiubW3SkFbVTkDtVAs+O4+EcIz0eASETTAxQO/RAKH+uBOw6J6lItHnTsOIr9SHpFIaH1hLluU2SwicXtdgVnb+npI691ouG4sXGKN7NPROfk2l04jRkNfcFIHHcx/Z3n8DkNpgdXbMOKwyxtJpjIYp6opHB30AA7N3j6vUUPi30vZMAcsrSvcAACAASURBVJKdQKwL0F3Yu6OPAAgycK1a8Nk55s2fLKF4irP6B8NX5kPUFNgOQwXu0hHjdG9iO3aF38251nCCwNjSs8mKPlWgQZX6t23O8jnplDMccfJZEVjWdSTE01kugO3FYZUxlk7zehPxlPrq0tbTp/cA8TcOdxZQ5GGJsqkoHVGKttVtaTrpwPnLfLpXJws0WBSe0UWlGB4Mipd3/sDtUg5pVMlpRkIbJN4t4LkoWRwGECiCvOqjEdQ1bNjb7b8zeydnB+KwyhhLp6dLbe+aSxonTN8ZDnkbgsWq2h8UFon9WqLMAZHUHPSHLIzjFDUAPK4EVQAIVAbNjgRvcpMvzhw+Qq3f81cRU3tyrlU1YFViYvlFZPXdl3O1pQ+lvF/IgI0YBXntLVFY1r1ke7+EvV0yzD0cVhlj6dTrldYpjcGijpH+hMdS6yRi6wDdC+xb6J/2/d/7mfSAz1kYD2jsmSbcHnVtzKi/zEcdsW43Ts2O0TDbj6Bly6bQ4Vrq3UQ4rupmLZIbAGdjAbeqErLRskoTpkBc8dEILOsqEuKZjJ+QDQiHVcZYupV4BDzo+a5wf6mZI7Dnmualba51w3sCHurp45bVfLCwdoTZHX5POyaWc8M2GosXmGJPFUTPTwo4qO6V4csJzZxjxPlXhMi2zwbwdmbPxo5F4b+4GWPZdhKcplhOB1VRAYhSsfNd94ahOXHHFFle187PBq4hGMC20Ms5F1R9shxTKq4gK/KISMPebzkusztY0fxTlTj/8k6y7RPBQTXncMsqYyy9TOI0JNcXuV3GkRh7hol2RzW0e8tGJcIJU2JzWM11xw+rRUKHcmo71X86rupGLZytQHLVEGh4IspUWBVnXZikOSftJtt7MoCmjJyEpWQIvMAZY1llkmfB2Zrb1xZ7rtm1rMPVlrJEXwJFntS3bGWZ1RAsQXt0Tc41W9YXzUOpXU+i777c/l1LmwyMWSWCuOTaOM2Zv5G83tngoJqzhsiLnDGWJT6QdwKcHN7chUoAWS2a3nL3fSnWG6cii8NqrvMJibgK5dQQAI8IYtqwq2FFHqchNVE9nS2r0oK49uYoTZ6+lLy+EwF0pO/gLN04rDLG0mk2dGc0p7fLtqcj3htT2nG3sSwRSoiAsHKuxY7tz5ZQjh78JheZMG3Y1UqodoXkErdLySJKX1K1vZA3fiJCI8e+RF7f6QBCaTs2ywgOq4yx9DH6FCQ3+Nwu40iMPVe1rOxyvaUsUBVQMeUU8LqYhcEjyCR0xO0y9qnwjUdNYIaUoV+6/hrOrjRNsJIW5E2fjKC69o/k9V0CIPvb17FjxmGVMZY+Jnolkutyt2+bAoBVL7cvcneYgvRK1Eyplq+27eCwmuM8gsjJmbBKmFV5g5GxVzHkGgPTNGRVXHRVDBWV/yCv7yYAKvUjsmzgsMoYS5dikHc6khvdruPwPBOh4gnlRNwd51c7vdaEkwnVGc+t7mV2MElEyRwZBuARAXitEqLYUNyiPvWWVZp7kqZJ03aT13ctcnptPXYgDquMsXQ5o3991Rwer+pshbSlrJlW7WoZDXPrzfLe9iHWjZufBAlKqtwIq4AZwhErxabVxtEQZ10UJq/vbAB96aqKZQeHVcZYepjYZUguL3G7jCPS3aDIHzD10nHG8rm3zLS3yCuawj2unZ8NnCRJyZwZBmDe35l46Bn8OqvFpZDX3hKFZV0NYHNaq2JZwWGVMZYOBNCFSKx1u46jSywFnHV6zi0zXBuvJjwCfcmkW6dnAzS9rArKJBFXuXFjMWQbVQEABDOYvwFpQV5/ewSW9S0S4rn018WygcMqYywdJsMkfdCtbtcxIBR5VAaGSTn61FGunF9YAhEnh4dLMADAybV1em3X4zC5spWpMaAh27RKg0rr4uKrYigrf4k89jfTXxPLFg6rjLHUGXU+kqvyZwymiYL67sfohQ0IVAayempfmQ/a0bkSf9hhzKuqhzExau7jbeJzxjEOA6C5CzRNnLaLvL4PY6g3TOc5DquMsVQFAedLiC/O6fVVD+JsAeKv6+M+MiWrwwGqJlaiNxHnJXNy3JzKSrOm6zHKmVZVYHDd4AWDzDGF1cYxEGddGCav7xzwhKq8x2GVMZYaE/8qkusCcLa6Xckxo/hi4S3yZPU6WDujVq0Pu78pATsyW3ipLbra7TIOMJTDKjDgn7+kDPLam6OwrKvAE6oKAodVxlgqxgD4DMKP+90uZFB0FyDsrA0CrJxYiWB1UC7taMnWKdmgEYzJnVZV4J8tq0N1zCpoQFlVWpDX3RaG5fkmCfG3jFfFsoLDKmNs8Iz+KOJv2TC5MVv62CUBk0BRTVHGz9S4oFFPvXwqnm/Ziph2d1MCdnREg5x9zjJkYCFdXHz13glVnm9luCCWRe4tNMgYKwCJEVAd+d2lrXt0SX2x6GvNzLA2EoTJl0xWwyYOE482rUFrNJyR87D0eT8WHT2sBqwq+K0KGGgYo/Z91kbDQMH88zMMBFmQ5IUkG1LYsMje92f5gT9b5NOW8BlL+GCR10jykhQ2WcIHQVJANgJqRyb/CnKP2kZi5vFKvfTMYa83NGOOoYlTeUJVAeKwyhgbPKPqYPI8fKkOXVRbJoDdaT+05bMw6/qZWg7z0a+3LKeI4hbVfCBJHHEIgCAP6oLHYUzJGbrIUyt0IqJARIaof2kpov6mWQAA7f0jkTHawGgDrWGMMlDakFKAo4iSDijhCCSTRImEQCIBJGIwiR4gHoWJxYBYDGrUWIiZdwCx5zXFXhLIoQlgmUTRF4QpO9HQgjNg3njpkI8RC8/qI6/v4wDy/KLEDsRhlTGWipK8b8DQrTJQUZf2w/or/Dj+xuNMNyXNI5uXyaERKQqDpMPNvBeYNuxqjCpZiGQiasTbi4R55V6Qk5DA0Tuqqf8hdLjHmgM+H4pZ8S7UssWQ190IUzLHUPghgtp1tB+pACRB4YdJnH6jUUveJMRi+3+7rgEoKokB+Lsr5bGM4jGrjLHBI/+98J2Z18vCkO6kQIWV1qWk7CIbc2+bgy1OL36/fTUH1TwjSODAyDg8OAfn1N2lK+PH61WPr4aATWbdSsCNzR2atkF99+vCrNwOU3wnjP8CDeT3aJwBSa4F1GYjP3zzQb9SYs78GKS8B0OlqXmI4bDKGBs8Eo9AVnbAM8XtSgZP98DjS9+lkARh5nUz9O5EWD+3a8uQnbqdz6aWVcMowoKaL+pq/wwsrPmaml7yUWx+fhst/unbonVlK3Ys2qFx5U2urper//wHUr/4CaDnGFP6FQM50s1ysoLCfxAYMUJg7MT3v2h5QNOOJ7KsX7lXGcskDquMsVRowP4cApeG83ZJHVGGZDR9jTHjzhmnZJkXf2xax9fXPDShpAILhtVjzZNrEV4tzexht6N3jYM3f7QIu5bt3vci3/badqGEV9DCc9wsF2jdBfX9b0jzzmoyxZ+CCVyhANvdmjLJ9ACRZ4y88tp9v7Q0bRagnMUAdrpYGcsgvpgyxlJD4ilQ8Q7Ys9yuZFCMHK5DbfG09KFWTa7C8OPq5CNNa/jamofqA8U4t3Ys1jy5Bm2r27D+mQ3y5W+9gvVPb5BObP/JcVpprHlqHeGkMwx87m/epv/2FNQ9PwTik2DK/sPAGu92SRlD8dcInhiJ8y4FKiohzr00Sv7AV9yui2UOX1AZY6kyEP7Pwn9xOC8vKbLB9DaHUj6Mv8KPKZdOxgtt29CTiKehMJZtZ1aPVDsXN5m2te0DenzXli50bevWdM2tuTFOsqsd6n+/I/Wri8gU3QYTvE6B3A/S6adBfb8jmjsP8vY7k5DWnQDecLsqljl5+M7CGMtBL4J8a2HPcbuOYyerZPe27pQPM+Oa6XpTuNus7e5IQ1HMDR5I09cWPqbxLDsWNUldOTxTJQ2KeeUFqLu/A4QaYEq/Cnimul1S+pEFwGhYnufJsn7hdjksszisMsbSob91NXBRJK9mJZMPIBs9O1Pbgau4rhi+Uh8907wpTwfuMgCwiMiJH9tauB6/BTiJ3GhZ/aC+Xqh7fiD18y/ABD5qTPAWBQq6XVXqyAcEr42h+GN7CJ7LybIudLsklnkcVhlj6fImYL0D70nZXXjVGgXjmTa4c4oaGBVPOWjUzx6udsX78nzBWSaJSB1jWLWDNigRy9mbFLP4Najvf5PQVQpT+v8A+3i3Sxo8zzSg9KtR2LP+APKOAYmn3C6JZQeHVcZY+gj/5+A/L5bN2cjGPlGh6FaCfdwgnjtTR/ckUwqZwhKonV4rX29v4utpnhNC0IETqY7GDtoQ0XBudyfEIlC/+LFUf34SxnelMcWfUKBSt6saOCoCim6NouijuyCC54F8NwJIfewOyxt8cWWMpdMygF6Cb2H21p+Uw9G+vgMm8GHAM3PgzxPlgO9ksfqJDSkFjarJVYg7jmqJ8g6P+U4QkRM/tpeut8SrEO7NUEVptvxdqO/+D2GXIFP6FRjv/DzoDSCg5M4IPBN+CfKOA/CK2xWx7OOwyhhLL+G/E/6z4xA12TmfrJQ73tiBVX/aABO8vr+rcACM/1LV0xTSod2pbcA1Yt4IvTbSmdsta+yIBIAbR09XKqmRCB/DjlQEBCuDQE8eNfI5CagHfibUY78H7AuNKb5TQwxzu6rDs+cAFFwP8t4JIOp2OcwdltsFMMYKziZAfh7Ft/4APd8NAhlsZCUfQN59E6RWS8LUS28AhR8AkmsO/zzZCHgmy5WPLk7p9L4yH4qqg2LRxnUpHYe5a0LpMBRpSyy6ZxG0s/8QZhKEWR+ZqYQl0NcapnB7WES7IvCV+jBq4ShjSUP66XdcqjwF61ZBfWeNENfcqDH+i0D0WUOxl+nAbWbdJYHARREI/2eRW4WxLOOwyhhLP7J+ASq+HIGLTkPkyfQNYBXDAGskjDVGwRpHkJUi0RdW2LsEQevKVggpMPmimwDdpWFiBiaG/s8RgokIMnEy9myze3kHJSLJlMqpP3647oxHTUJrblnNY3WBIoRaQkrF1UHviTXTa1Ay3EeWelWUVg+HNlXKYKQAEdErfyOz6OWcnVx1VFpDP3y/wKhxkNd+xJiSuYbCDwmoFrcr6+edbwBrCYDX3C6FuYvDKmMsEwyE/3p4T9qAxGobzsbUjuaZBBO8AYBEMppQvTvisnNzF9pWbUQiktwvKO5+bzd6d/eitL5EeAI2PH4/LF8xLJ8Hli0hvdIYxzFr/7oitZBBwPDZ9eK59q0pHYa5r9IbQKhlzyFvOMaeNtpYzgsC8ZdAACQgQaUwpV+BWvRydgvNlG2boL7z30Jcdq3B9M8D0Zc0xV4QGe0VORxrDGCNNrDG9cEzzgPy3Jn9Iliu4bDKGMuUDsC6FkU3Pomeb/lhIoM6iPGeYuC/iDY8txU732kGBrCQa7g1jHDrYSc80d6PlFSMqYARRm8KdfHY/zxXQrazsyNy0Pth5cRKWD4yiLy0/+vF9PYvSm/7gEQsa3VmloZ+4veExY2Q198IUzrbUN9DBNWUvRKscUDxx3oB81uQ91UAbwLIYgEsV/FFljGWOSSeB1kPIvjhQU2MMIErlfFdgCUPrvxnUM0ZVZOqdHOij6+hBcAnpIh0HnwzNfaMMVrqNw7xb2wA3WfQ0JiF6rJs1w6ou/5HmKXryRR/GsZ/qQY82Tm31QDAPAzyfgrAo+CgyvbiCy1jLLPI9zl4xrfAPuEYJ0hIwJ4j1z2zlXp2pLbDVEYYYxRP+SgIlkeKKZdO1tOunOqMPHkkqiZXoXZGLXylNlHs6UM/ydmm5TkXuNBPnh36mSeg7v1fwJlmTOl/GFhjMn9SOTIM8r6d+ROxfMNhlTGWaTGQ7xIEr4gd2xI5Coi9qMee2pCTgcCJO8Ij+BJaCHqciAqUdlDNuO3WmJMtPfmikc7E88YZqV4j4NAbnFHkEYnKoBCXXFO4tywdrVA//LbUb75LpuhfYALXKMCbufNZIxSAFZk7ActXfKVljGXDSkB8GcWfiID8A34SxV4VdpFHVk6ozGBpg6MSmiy+hBaE55q3SVh1hMiTEOG7hSf6NcuK/DtR7C+Hf5KJgkL3Es08jjCsKnvFusC89CzUj74HREbDlP0/wDM5A2eRgCgPAFidgYOzPMdXWsZYdpDnxxDFD6L445GBj4FLALEXzKQLR+dc66pKKniIcq4uduxaomH0JuLK+E49dDPq4eg2QEcMyioyVFkO6e2G+sldUv/9ZZjgzYCsT+/xZTVgEq3ghf/ZIXBYZYxliwF574CseRFFN0UHOiGfYq+RHbRk5cTcal3VSQULonC7gIeYF3Y1SfhOE8feza0AT5YmIOUA8+bLQDTkpH3XK1kPQC9P70FZoeCwyhjLJg3yXQ3P2OUIXB0f2FNys3VVJTVk6itgsRyxI9wLpR0N61hm+O9dedUaOmEVABCNE0RJeo/pnRsF+V5I70FZoeCwyhjLtjjI9yF4j2uC70POQJ5A8UVkBwOyfHR5pmsbMJVUkMRhtZA4WhvQQDdcEzDBWxSSZLBhaA2zNKGwNKI0fb0K3vkG1sidIPnTtB2TFRQOq4wxN/SCfAvhP6MT9rwjv+lREKb4kzoZjupQcyhL5R2dkAIETquFRBljQAMZBkAwRbdpqBGk7v6uQCKR8dpySm8PICqObXzv4YgqIHBZDOS7FMAQ+4tkA8VhlTHmlt0g70IEr+iFZ8qhHyFqYEr/3fS2BPHaD94WTmJADbEZJ22J8R8aZ1b1tR91Ny2WPxwDGkjLqvEuMKBG9AfVQtnBauDMnk5ApKOXQwBFN4cB8SUAa9JwQFagOKwyxty0AWR/CEU3RiBH7v8dzySYks+jeWkI7/7qvZy6Vk04b4KKkNJvtufWrlosNUkNHHWClSgHAheReuwRAWdoNgSaLRsAq0Eae05qQwHsOYAoXw2yfpKm0liByqk3AMbYkLQY8FyF4o9HIaoBAMZ7ijHBW7D+2a1Y//SGnOpqr5xQieopVfIPTWu5VbXAJLSRR2tZNcGPaLN1q8bGtVmqKgc1bYN69HeA/0qYwGV60FHCnt4H4f85AF5Vgx0Rh1XGmPtIPAPy3IGSOyImcJ0yvguw5MGVaH53l9uV7WfY+GGYdsVUvNS2HWEn6XY5LM0S2sCQ97DBydgnGFAd6Yfv5/fO9aug/u8HBMyCKb5DgwLHeAACPOMtAH/PRHmssPAvHGMsN5D1a5D/UXhmiDd/vIR6dvS4XdF+qiZXYfqV0/Bi21as6m53uxyWAUmtAPIfZn/VEiBwOakn/0RwcmPstOu6u6Du+pZAhzSm5IsGsnbgz+1/bDeA7RmqjhUQDquMsdxBnttU0nqndkZtTq2pWjOtxky9bAqebdmM1d0dbpfDMiShFUC+Q3zHA1P8cWN27FBY/V7W68pp2oH6xY+lWboKpvhzgGfGwJ5nTQCAv2WyNFY4OKwyxnKJtnzW1aMXjooVVQfdrgUAUDez1ky6aBL9ddcmbOjtcrsclkFxpQDyHTAMgGCKbtYIe7R+8Oc8Tvkw9DOPk3ryjzDB62H8F+ij7lBnT+sF+Z7OTnUs33FYZYzlmu0k6NPTr54eJuHu3Kq6mbVmwvkT6c/NG7A5tMfVWljm7W1Z3e9FZwJXKOgGqP/7IQfVo1m5FOpnPwLkfJiif9GHX1lBAtYoH4B/ZLM8lr84rDLGco6Q4gE7aC8ac/qYo85i8pX6MOPa6bACVlprKGssxcTzJ9JTzRuwLZxb42dZZsSUA4gSAfs4wHcmTPAWDWu2UPf+aMguU3XM2luh7vqmQG+JMaVfNBBVBzzAAxR/LALjvACAx9SwASFjeMUIxlhOqlEJtWHpb5aV9O7sPeQDxp41Bg3z6xB1Oo2ty8xb//uucOIHT34ZMX+EHnfGWGFgAA0YY2C0wbq/rkPbmoMnS3lLvJj38ROwuGcX3u7YnfYfjOWmkcESXDZyDCgaVugJkensEvq1F4H2VrdLy0vi8msNTZ1OFH4ASK7rHw9c/IkIZM1zIN+1AHhJDTYgHFYZYznLaHNFPBR/aNE9bwV0cv9J2nM/ebyyyrRY1v5r2hPfitnVt6tyGk+L7n5HaOf9x5aNLMOs62fi8Z3r0BWPwSKCJIGFtSMR2B5Xqx9fs1/3rrAETvjYXNNix81TTRu492kIsUjgjilzoL/xZUDzjP+0mHMS5HkXAvFFhuzJUYjS34F8HweQnu1a2ZDAF2LGWM4iQX+yfNZz488ZH//g16deNcXIsqR4pfl/aE98CwCDpW33yV5sw4mfmaOF6L+02UU2ZlwzHW907ERTOISwk0RPMoGuRAzrezpR0lB60KDYqZdPUU5QaA6qQ49jNKKOYzB6nNulFI5334S676eAPQ8QFY+BfP8CDqrsGPHFmDGW0yyvdVvdjNpw+ej+vcgb5jVg2MRSWtzyY1Lm/QxroNHUt0j4i4vESZ+bb0bMazAzPzxD706E9budB3flbw51wVtsi4kXTFSegAcA0LigUZeNKRe/3baSJ9MMUZ3xqKYx490uo7B0dwHGSoA8d4B3q2KDkN4ZCYwxln57hCWum3bF1MdXP746MPackXi39eeIOJ37HuARAUyvvE5V+aeIF5u3kjaaTlw4QsEAf9y6/JDBM6E1HtqyEhdMGocFM05Cy6pWUzOtRjzatAZxzQ0/Q1VLtE/U1zUYHHXtJTZQNGkakEy+DMvT53YtLD9xWGWM5TwS9DdhicemXz/lxg17ntYdsXX7eoUELCys/4oJJSV+uW4VxfaONVzV3X7U1tE9iRh+u22VHB4oxtmTRpl/tG2j1mg4gz8Jy3UdsQg5ldWO5PfHtBEz54bIH7jf7TpY/uJfRsZYXrC81r9qg+ub+hbtd90aWXKqUcarf7t58F33uyIhPLhlJQ+LYuiIRwGfn4eBpIs/ANSPsAHwBgBs0PjizBjLF52Ojv+jJjB93xcs4ceE8gvo77uaOFywtNgTj8KyLIJlu11KQdg3BADgIQBs0DisMsbyhi2Dv6kvmrvvTa/cOxpJ7ajNoW43y2IFRBmDqJM0GDvB7VIKgpg5J0T+wK/droPlNw6rjLF88tcK3zhbUn+rlyX8cHgyFEuz7nhcU/0It8vIf/4AUN/IQwBYyjisMsbyyR6lE+9V+acAADzCB4ezKkuzYo8tDO9albIPDAHgWYssJRxWGWN5xSMCDw4vmhMBAIv8SGrDSwyxtBEgFNk2YeM6t0vJezwEgKULh1XGWF4hoqeq/VPl8OBsjC49zfQkHL6OsbQp83qhlDKIRdwuJb/xEACWRrx0FWMs3zQbmPDUYdfZSzs7aFFb82Ef6BMWxpeUg+jgxldjDt5IZ6Bb6xzqcdv7etDnJAZ4BJarhnkD0LGYEvz+mJIPbATAQwBYyviXkTGWdyR5v9oU7v7eorbm4D+/NtxfDBDQm4ijLlCEE6tqVYXXJ6POHq2hjnpMGvCGRQc/TpJNC2pq9C/Wr+IltPJchdcPT3eX5D1BU0PTjw+RP/CA23WwwsBhlTGWdwTRbxqDpd+v9Rfh+GG1GF0c0IJIaKNgkReOiWN776tiefsbiKk9GR8m4BF+nNX4XekVgrdqzXO9iTic8hotAb7xSAF5vBpAu9t1sMLAYZUxlo9CyjhvXjd22pkt4RXqvfZXZHt0HQ7ooM/axKukjqIvsVsfN6xOvNV++GEJLPdt7euGrB8jYfuARMztcvKW6esVBFS7XQcrDDwxgTGWj6QkPX3R7rvxbtvPZHt0LQY+4jQzdoWX0PiS0qOPN2A5LaYcdMWjmk5Y4HYp+S3UY4PDKksTDquMsXw0WxunpDO20e069mmLrKQyr81dxwVgfU8n6RnH841HCkyo12uUqnW7DlYYOKwyxvLRe0Rye2PxyTkzDyaU3A1tkhhbXOZ2KSxFm0N7yFRU8o1HKsJ9QCLe6HYZrDBwWGWM5aOER/gvm1JxRSxo5U5PY2t4hZ5eXp0zAZoNTlc8ioTWhhae7XYp+WtPJyDluQB4PAVLGYdVxli+WitIfnl2ze1hypFLWUtkuagLeDmsFoCnmzaSXng2MP14t0vJS2brRugnHq4w0cgLJh6/F0DwqE9i7DBy4wrPGGODIMj6id+qeG982fmO27UAQHt0LSwiwUMB8l9zJIRnd26CueRaYNRYt8vJS2bdSqiffNtvNq290STiGwGc5nZNLD9xWGWM5TPtEf6rx5SeFS3zjnK7FhgobOt9xSyoHs6TcwrAptAevNK63ZjrP2ZQVeN2OfkpGoH+42/8+k+/rTOR8NMmHrsPgNftslh+oUNtOcgYY/nEGH1lTPU8+I+d/xnQxt1GVq8sxRkNX8evNqzK6varjcESnF7XoAgwYu8KsxpEj2xeL2M6Jxqe89ZJ1Q36+LIqEj/5NqEv5HY5+cvrg7z1M2GqqrkewFNul8PyB7esMsbyHpH4oyR78zDfeLdLQVz1oD26Tp1aOyKrLQHzq4ebpNoqm0JPWdt6n7R2hP5ildtBacA7aqXqzbadYmO4R5tP/ruGZbtdTv6Kx2CatxOAOrdLYfmFd7BijBUES3j/VOWfOqk9utbjdi2be16Qc2s+lZGwGrAsnDN8DIKW1F5J2hJEFgnyCFu81fIi9sQ3AwDKvKOQ0DEd15obJdLg+eYtsmLMVF19weUwTz3idjn5KxTyG6NrifhlyQaOwypjrCAIsp6rDcz41zVdf3Q9rO6Jb0ZS9+LEqnqke/vVs+pGmwpvCLv6loiE7hNJHUZChRFXPYg4nfseV+YdhYijTMCyICEgCBAkIEAQgvo/E4GIEFcOOuPRtNZZaAyAt9t3iXMnT9PyKe6VHCyaOLWPSLzjdh0sv3BYZYwVine9slR6ZSniqsftWrC68zGaW32bWda5m+I6fV3xjUUBLGl7iI62e5ctikyp7Ze3T5wFGAPA7P2fBgz6P/d/xdgiSD9a/TYPGDiKrX3dIGuswKixwLbNbpeTf2rrgbLyOIDn3C6FElXfIQAAIABJREFU5RcOq4yxQqGUSbxa5Z907s6+xW7XgrboanRF1+tLR06gR7euS0tL3ISSChjjoDO26aiP3dD9V9rQ/deBHJbOH/Vj+KSFiOKJWEeijcGa7g41/bRzhXngHnK7nnwjTjg5BiF+AoBXy2DHhLsyGGMFwyMCj9cEZoTdruOfVnQ+LGv8/rStu3pCVY3aEXod/Z3S6aONgkfy7qIDsXJPm1T1jeC3z2Nke0HTZhFZnl+6XQrLP/zbxhgrGET0QqV/kgRyo9Errnqwtutx86H6xpRnOVlCoMLrl019i9L+wxmjYQsOqwPRHosgqhzQPN5F9FjQjOMBR70EYLfbtbD8w2GVMVZItgHoLLEb3K5jn+2h1ymm2nH+iHEpNYfOr6pHONmqI05HukrbR8OBh8PqgL3X1Qp1wsnclX0MxLyFIfL7f+h2HSw/cVhljBUUgvhLtX9qDs0VMljWfr8YU1xCdf6iIz5SAFhY04gz6kahzPbt970ZFRVmY/ezGblmG6OMzUsJDdjang4SZRUSAd7ufsAsywBI/50WGxL46sQYKyiW8P65Njgrp7YZCifbsLn7b/rixjGHDNG2EDizbhQ+NXmWGV+idb1/j7px3FR8ctJ0fcXIieaSxglIqh60RN7LSH3KJE2xhxe7H6iIk8TuSEjR6ee6XUreMG0tBGCS23Ww/MSrATDGCs0rJfZwv0U+OCbmdi37bOr5m6gvnmeuGjUZMeWgzPaogEWwpUdI8lBPvEm/2/Yz0RnbQAAgYKHCN1bUBGbo2sB0rOh4NGMDcXf2LcbsqoVqZXc7jwUYoPe6WmX11FlKPv0n/jsbiJbmoBk7cSrxRD42CBxWGWOFJuLo+NJK/8QTWyLL3a5lHwONJW2/pCnllyulO6g1sluGk22IJNsRcTphsP8cLA0HHbH16IitF6v/P3t3Hh/XVd6P//Occ+fOrn2xFstaYnlPbGdz4qwkBEhICgkJYS87pYVCaWlp+yu0X/orLQTKFwqE0gIBwhKyEAIJCYHsTpw43ndLlrVZ60gazXrvPed8/5CTeLdsz8y9Mzrv18svJdJo7mcWzTxz7jnPid2T12w98SfYOeXXoS4QwkgmlddjlYru6Qmwpg6OphZgoNftON5HBBDp3mjaGdHFqqZpJcfHgvfUhVasHEptDpz60oUzbQ3gheFveG5oyZYp9CXWiWsaz6OfduemJ2wpqQ+G0RSKoi4QRqUvIC0paOvkCO2eGheLr34T4cd36vvsVGrqUsRYt9sxtOKki1VN00oOEXukPrTiX9zOUUz2x5/glzde4nYMVzAA84JRNIYiqA2EUOULyjAZ0uScGz5OwhJIT2Vkqj+pEiMj3IyY8tqlC+DzGxzRaqiqWiA26vbN8DSqqhGY6dahaadNF6uappWinZzMTNhXH07aw25nKQoBXgZb2hJzaOFtcyiK19e3ifJAgIusQHoyLZK9ScRHhvhwLM3SsRRSE2nM3C1H3C9s7yN7EawKovWyBar+o39NePpRqGced+mWFIGyCh90saqdIV2sappWipSCfLguuPTd+3WxOisV/jYVt0Vut8bysBsaO8Q5kSre+3wfbVnXCyfjAMBpTdFIx9LY+eAuGtoyhOVvuxZ86Sqh7voWh573eyQiIBAMAhh3O4pWnObMJ2hN0+YWAssEjWrL7RzFojrQKQdTSc/Np80HAwwdkSr+4n+/iO4/drNDheoZm+iZxLpvPo/xCQ761OdBt7xHIeCp6dLuUgqqZ19SSfk+t6NoxUkXq5qmlaLLlBLv2jv5sG4eOksV/gV8bzzmdoyCWFPXhNR4SibHcjcC6mQcbL1nG3/5ro2YCrVI+vQ/g27/oEJ9Y86OUczkHx6JwLG/AMDndhat+OhpAJqmlZqwIzM/3zR2V9CWSbezFIUALwcnE/1JT+2lkDfLItWi53fdeRlFjg9OY+OPNvFIfQStly+QNR/4FJe2LdnBXlIbniXs2paPw3pffw8wMhRSTS3vIKK73I6jFRddrGqaVlIcmbljJLW9cji1xe0oRSNqNiErsgKnOWezGNUHwwgYPj6yYySvx0kMJ7Dtl9s5MUJFSwWrW1or6m54F2NvIdBgn1K//AFDam59mJJ/eDjC3v6nX4Q/8GMAHtoSWfM6PQ1A07RSUk3g7986/tOg20GKiS3TYER52yHLS66oa5FDW4eEdApTKympMNEzgd2/3cOfvuMZ2vC/L9NYOqLok/8Euvr6gmTwCrV/LzA5UamkvNntLFpx0cWqpmmlZE3c6k/bUq/GPh0ZZxIGM0r+/YABaPCHWf+LA66NICdGkth2zza++WdbYJ97qcKnviDR0u5WnIKTf3w4Aiv7/wOYEx+OtNzQ0wA0TSslC1LOuF7AcZqyYgqcfGAo7XOzjDEQIzhZ93f9nOiZxHPfeJ5aLm1Rbe/6GGAlFW3dSHLbJmCwdLdvVbt3ALbdiEBwNYANbufRigP/whe+4HYGTdO0XBkJGVWf6J563FAlXXblmkJ72TXYn5hG0rHdDpM3Uil0RCplxO9XsX0x90f2FDDVO0Wje8bQsraDaH4rxKqVoCuuhbrgIsEWdDL4A8DEGOC4X2DnCgWCHA3NIG78xu0sWnEo+dM+mqbNKQekEtvrQsvdzlF0smJa1gZCbsfIuz8M97CmVY2Mm95ZS5YcSeLluzbCkVlsGf0Rnhr8Iralf837G2Iyc93lkn32n6E+9wWJjkVuR80JufklDqJ3Qp/d1WZJF6uappUUHwt9qyW6NuF2jmKTdsZVc7jM7Rh5N5ROIulYonF1o6d265rYP4Gd9+3FebXvRdCowUDyRWwd/yl7YuCf2SMHPoOuxB8Jt75DlsTbdmwMiI0TgGvdjqIVhxJ41muapr2GiH5ZHeg0fCzsdpSisnviQb6ovBwLwuVuR8m7l6eGedP53ipWAWBk+wi6HjmAC+s/hnJzwavfl8rGvqnfUQpx0Ftu81zuMyE3rIuqTPqjbufQioMuVjVNKzVxqezHGsOr3c5RVCatA9g+fo+6saVNhYzSPjtrEIOTdTxZ9PW/2I+B9cNYVfunR+VT2Dj6fYYV5xLqG9wJl0Nq+ybAMN4IIOp2Fs37dLGqaVrJ8fHQt1vLrpwb2zHlUF/iORpObZLvbF9S0qvTqgMhJEe9296s+/FuBI0qOvrswLQ9iP3xJyXe+afCpWi5k0pC9e53lFJvcTuK5n26WNU0rRQ9GjSq7aivye0cRWfr2N3cZA4tr6h1O0reVBp+mRpLemeF1VGkI2FlMqIm0HnMz/ZM/oY5IYPRlde5kCy31MsvRJBJf9ztHJr36WJV07RSJAh054Kyyyy3gxQbCQe2THvyFHmuhMmQ6Ym02zFOaro3zWuDS48ZQZXKxsbRH5K6/EogUtxn0NXubYBhrALQ6HYWzdt0sappWknizPxuc+Riyai051/mAycfZUTxn2k+EZMZLD2RcTvGSQ1vHUFtaOlx36PHM7sxnN4m8O4PFveD5DhQO7dKJcTnoOsR7ST0k0PTtFLVI5XYOC+00u0cRYeRD1lZupsD+HyceX1kdWTHCEwWpgA/fneG7eO/4KyugYMV99u4/P1vghgefL/KZF4A0Op2Hs2bivtZrmmadhImD3+trewqvdDqNHEyKFuiI6vlph9KKTgZ7+8IlU1mRHXw+BsBWDIBW6QU2hYWOFWOTU9BfO/rYfn071cppbqVlF90O5LmPbpY1TStlD1YZjY71cdZqKKdGCMDmRLa3vNwzaEosvFsUXQ7mOpJ8brg8hN+api2BiV1lMBzWymo5DQnIiLG/gG6NtGOop8QmqaVsiwj4+3n1304bbKI21mKBhFHRpZmsVobCCMVSxVFsTqyYwQ1gc4Tvk9PZPczapxf/IvhbrhFyRtvw68O7EbcyiYAXOh2JM1bdLGqaVpJI2KPMTL+6/y6D6cAcjuO5xEYCAyWLIp67rRV+QNIjni3bdXh5q9pkrFM1wkfiLg9QKK6ongfKMagPvyXInPeBfhp9zZ0TU9g99R4wJHyFrejad6ii1VN00qewfyfK/M37+4ov7Y0hwtziJEPCqU5XxUAysgvUrG05z+1ROojKJ8fZTsm7j1hYT1tDYKCoeJ8Hy+rgPzM5+VoeSXdtW8LjWdnFrztjccMoeTtLqfTPKY4n+Sapmmnx/Gx4GcbwquTbgfxOk4mpJrdYF2tP4ir5i3AmtomzA+XgRfByHWAcWQmvd22CgAW37RQHph+Rqad2Akvk7RHwJiPECqyKS7tnZCf+Du1M51Qv9i/g2XEa58hh9IJMKI6APXuBdS8Rjcg1DRtrhgyedT71ZTLODOhIBUAqguEYEuJaceCIyVMxnBuZT06yytlpd8gTgZNZLoFZybOr5nPfCxEQtoQFklbSpWBwAN9e/i04529GXyMsUzc+8VqoMbE0Pimkw4oKUik7Zj0dy5h2PRioaKdudoG4Lo3K9W2kJ4cOoCtEyPHHTVWCgpA8U5v0HJOF6uaps0VIyYLmW6H8DpOPjAy6OOLz5UG4+yV76lDtUPCHpFDyadp3+QOmsoegIJ8teBgZGBlzXtlaGoh61vXh/ar29Syylo8Pzrg0q05Fvdxysazbsc4KcM04PP52WT2wCkvO2X1qXkLOiA9W6wy0GVXQ1y0VlA4wvdOxeRL+7fzsUzqhB8c+cxOHqkChtQ8ThermqbNFeOcTJPAXi28tGNZIoHR1HbZl3iODae2AZhZbM7JDwAQKnvC0T6pHAwkX2QrqheLke0jvGJ+uapfHPbMaHa5z4SSCsLy9pzcuuW1SNkxKZV9yql6k9kDvL7hQgHAW4vGGpqAa2+UakEbi9uW3DA+xHf37YElxSlzMhAH4O1dG7SC0sWqpmlzhZDKSflYOGJJvU/AiVgygZdG7jymSBJqdqORY+ndMOsC3AgZSIwkWcfqBvWu1mXKBFMGMQUA08rmo9kUDaSm0TM9VbA2WbWBCKykreDxthA1nTUYz+ye1WXj9gBkxTWFv0GV1TNf00kgc2haBWOgy6+Fc8GlgoVCfPfkuNq0fwdGMqlZr4/xMQYJ5XCQ/kSpvUoXq5qmzRkSIm5yXazmE6OZgTMn42Bszxj8UT8JyyEn48DJOgAI4ZqQamwqczrrmrm/sYOEI9X6iUF6YWwwr9lqAkFkpzMSXhuFPEq40S/603tnlXHaGgAzg7ygzVZv/4CkhUuYhAInBsLM+LuCwkQ2I18eP8h3947DlvK072cfcUilstzTHye0QtPFqqZpcwaDUWGJhNsxSlq52QLLyghIcCthYf+T+493McKh9x8iQtU5VXTx25Zj5+QY4nlcjFVhBpAe9v7iKjPs5xOTx73fjpEV8ZlpLfUNwPBBoKIKaJwPqm8AVddCBYJQe3YAL68HcnHfvu/jMt3YTD/duwkJ+7XrM4iBEyErxVl1GfIxBqXg/QdJKyhdrGqaNldEiMi0pC5W86nC36qyMWfW42JKKYzvHcfw1iFx8+LF+MH+LXkb9SwzTKRjMU+PqkYbo1BQSDljs/6dtJ2UgQ9/mjEiSCikbFvG7ayatDKwpGRtV79Rlb3hT5hIp4TR283VxvXA3p2nvmLGgEAICAaBYBjq+reKRFU1+3nXNkoJ+4iLOkrCycHw7qFpAHq+qnYEXaxqmjZXLMiK6TSAqNtBSll1oFPG90yfdkG499F9/NLFl+D86gZsGD84q985J1qJ19e1SUsK9T/7N5/ymGHyiXg84+litWZhNRLWwVkvmDIQQNisYvf17MJQOgFLCuCoHupP4gAFuIGWcBlvn9cg2m57HzeIoKYmhbF3F5cvPgOMjwKNLZC3vEuwiirOiEAApFIQSkEoifFMGg92b6OMyN8CNR/jUErpTgDaEXSxqmnaXLEg7cT0oo08i/jmsaH+029VJSyBHQ/sxNpbl6mYlaYD05Mn7NlQ7jNxU1OnqPQFePcT+6njde2s3PRjyjr5IjA/4/B626r4YByNRtusT6W3VVyDsUxS9ianTvo7GeFgTzyGPfGZkeUKM4AFkXK+cNkK0XDhJVwKoRjntGl8iF7esxFZ4UCoY4ZK817oG4wBgN68QzuCLlY1TZsrWpL2iO6zmmex7D5Zv2wBG9k+ctpLZMb3jaN//YC8fmU78zUbZGUdGZeWOmgleff0BPqScbx+XpvqjFbR0JYhPPv4y3DSDlW0VIjLGubz3/TvO+n1O0piwaUtMj4QZ07GmzvvjnfFYPLl5GNB2PLUZ8MbwheJDWNjp11ETloZTMYy2Bwb5gyE+mCY4nYWSefU7bLyiREBgDcfHM01uljVNG1OEMpuTzqjQbdzlLqBxHp+XvtSiTNsD9X1eBfverwLRsBAtCHKog1RNC6ocBY3tHFzvknTQ9PqpV9soMRw4tUCbeClAb701mUSp9hC/AcHtvLbWpaIS/5iDbb8fCum+qbOJGJ+ScC2MrLMbGGnal/FYCJkVPG98b6zPKTCwbQ35nInbQtE1Oh2Ds1bdLGqadqcIKS17GT7rGu5MZreBV5nsGhDBNMHz7wAcjIOJvZPYGL/BHqf6zUAgPkYpC2PKUhj+2MgCXZOtBL7pidOfJ1S4u6e7fzS2mZc8O6VGN42JPc+uo+JrLc2CchO2KrC33LKXqvt5a/DhJWRCcdydTQ0l+K2BR+xWuDVjliadvJPoZqmaSViMSPj6vH07Bqta2dOQWAktVUsuGxBzq9b2ieYxaqAwQ0D8o3z2tU7W5fJK+ctQHPoxOvonhvtxw+6NyOwqEKt/eSlqF1cc8xloo3urcOL9yV5lX/hKU+FN4TXiO0TYyXVkdSSAmqmUK1wO0uxEFJ+BsBit3Pkkx5Z1TSt1JEt0z/aPfGQPyM8eNq3BE3bQ6yh+pyCbgHa/cR+NtEzibKmKFpbK8W5DZ2cGQwZ2xYxkWWPHdxPk9Zr7TvjjoUf7t/KV1bV4/K3LFWNfVNy14M7ubAklt2yVNYsrGFP/sdTcNKFnz45tncMi1e1n/S+YzAQ9lXzvfHNhYpVMEnHypSbgRYAJx4m1wAAUqkbFPClrBAf9XO+AoC3VxCeIV2sappW0qQSH0g7sSU98Sf0maQCmR9Zg77HhgvaIkpJhVh3DLHuGOHpAxwAzIiJsqYyPm9FvXpHx1J5576X2dFjs5tiw9gxOUp/0ryI1vzFGkhbYlJZysk68AV9rhSrs1lkVe5vgVAK03b+NlFwS9y21KFitfQq8dyqFEre9cCB3cYFNY3NTeHol0zGP+12qHzQL96appWyOqnE1zaN/jCsp78VRtTXCJNFqf/F029flWtWwsLY7jFsv3cHWWNpvK1lyXHnEVhS4p7enezXg3vxbHwQP+7ZxoWU0hdwaTxHAo5jq6jZfMKLTGR7YBBDgHu6bewZmcxmTAAtbufwuqwQ39k5ORbuS8bxSP++oFTqowCudDtXPuhiVdO0UsVsmb77wPRT/rjV73aWOaMpcpFMDKc81c9WKYUtP9vK6n0hdmFNwwkvtz8xhY3jQwAAIZUygr5CRTzCkrcsVg5SmMr2nuRSElmRlbWBcMFyFcqklQk6Ura7ncPLpFI3OFK8+cmhA34ASAsHD/ftC1pS3IMS3PhEF6uappUkIa3PpeyxNbtiv9K9VQuIkQGRFp5b9GMlLWz5+VZcWt2M+lkUeA6k8rlQrDaubkDdiip6YegbJNTJpx9aYkLVBEIFSlY403YWthSL3M7hZVnhfOapod6QLV/7XLg/MYmu+ESZJcW/uBgtL3SxqmlaKbpKQvzDi8PfCSt4qy1RqZvIdLFQg99TI6uvmDwwiZ5nDsibmxedMp+tJIwCTwOI1Eew8IZ2vDzyP0g6I6e8fMLu5Y2hSMk9wdPCAYB6t3N4XCTp2Md88+mhA34CPgrgxHNIipBeYKVpWqlpcGT2/g0j3wtmhF5MfDrKzQVgZABQUFAAFKBe+291aN6vUuqIyxx+2axMwAz4PTuR8sDTB1j98nr1hsZ29bvB7hOOAGchuC9Y2LfIxTctlL3Tz9JIevusRqZH07vRVrHSc6PYZ0vObPPq2eeQR4QcdexnroRjY9P4sHFuVd2/+7nxLhdy5YUuVjVNKyWGLdO/3j/1h/BYeqfbWYqKn5dhbePfwLYPn29KR+xDRa99j4753mFfpFQwTIMcy3u7ZiqlsO2X2+jCD12ATYFhDGeOvw19RgnyBX2n3BUrl0J1Adoy/MKsi8/h9FacW/sexoheKfBKwqHbouuTkyBQ0JHHH1RfPzrgO6+q/mYASwHsKGiwPNFPBk3TSoYjs1+OZ/uX7Jn8rTsrY4oYIwNCWnjm39aX/PSw5EgSvc/1yrdc1Ik7uzYe9/ZmHAdVEbNgFWBFawVAoKnTWAzoyBRsKVSVP0hjmVQe0xWWLlZPjQiB442sAkBWCqwfGzAvrGn8h1IZXS35FyVN0+YGpeT1QlkfeWnkuyHdpur00czbwZy54/Y/1cMoJeiaea3H/XnKseELFW5tXvOFTRhJbxOn+xDYYlrUldgiq5lpJaSL1ZMgUODwxVVH2zU5zjixm1AiRX9J3AhN0+Y87qjstzeP3hWy5fFP62onN1OszplaFUrOTAc4/wPnozNUKdWhCbmvzMA1DE7ZbKpg80HL2kJie3zjac/TTNmDRn2wWu6YHCuZwSepFIj0nNWTuFpCBdPHWWD1iridRdzOqip/8DIATxQsWZ7oYlXTtKKnlLwtZY9VjaS3ux2laBGxuVSrAgCmhxJYf+eLMCMmI0Z49R/NfE1PHH/3qFwzQgZMf4CPpXed9u/GsvvQEGotqUdOztwaXaweX7UtxS9/07c36JxinvLOybHwhTWN7zA5f6Iw0fJHF6uaphU7Qyjryztj90XcDlLMCPTqav+5JDWeQmrc3fmeLRe3IG4NCEdlTrtAG05uxTkVN5ZUYSeh56yeAGWF85Ptk6ORA4mpU154b3ycXVTbeCuAPwPgyXZys6WfDJqmFTWl5O0Je7h8LLPb7SjFjUrmLHLRqVlWKXqTj51RwZlwDgIAVlfPgwLAibBzcgzH68FZLKRSID2yegwh5UeTjn3Z00O9s5pMHctmkHYcn8/kFwBYn+d4eaVfnTRNK2q2TH9i3+Tv9KjqWSKwVxqoagUWrAjwkfS2M/79kdQ2saoqLFZW+sSqqpB8Z/tyFTaKtyHGzNOQdLF6pMUS6o4He3eHxWn8me6aGgvYUtyWx1wFoUdWNU0rZpWcmStH0yXRStBVM9MAtEIzy0wwZmBB9AqxZ/I33JGnP0924+idRxR2F9V/Ut7evgw/7dpOKVF8I6wSc35k9WpLiHebnN8N4EkA3BLiwSeHDgRj2cxpXdFgKmGsqJQX+1hx3516ZFXTtGJ2fSyzLyuU5XaOojezwEqXq4VmxS2s//ZLqHXOxzXNX0Rr9EpFZ/nWvH74/zLL6ZW3dyxTAV58Y1K6GwDKJdR7xzOp+2wpYrYU6/pT8aatEyOn3Z0iYVsgoqZ8hCwkXaxqmla0LJF890DixajbOUrB2RZI2plLjiax/psb+I5f7sXC6E3q9fP/Xc2PXHpW1/nC8H9yqHF11bwFx9/myMP0dqv4o0FM/qRra9kP926J/vFgz6qH+/adUTPdhG2BE6vNdcBC069OmqYVqwBn5lUjqTOf66e9hkB6YNUlDefNw+r3r1aLbl6iyPCxnmRGLal6B84pf+NZXe+GkW+zheVVvNz05yhpYSgANLdX/E05Uu5pDJUhbmexbWIU2RNsrXoqKWGDEwUBBHIbsbCK7/yApmnajGumrUHLkomifhH2CqK5tSmAm4yAgZY181G9vFYEK4I8LRy1Z2pc7e3tZ0PpBBTAGoIR3Nx6PXwUws7J+87oOGknhslsl7ysbr76Tf++ohmp1N0AAIOxB9qiFYt6k1NnvVIuI5xMyPA1AujOQTRX6GJV07SiZMv0O/UUgFximJONVgskXB9GyyUtKD+nUviDJh/LpMTLU2O8u2sCk1aWABwxH/FgOoFf7N+BW9uuAudBtW38J2e0m9bmkR+wK+f/H1SaAUxYp7c4xy1CSRARB+AHkHU7jxuEkhcnHCsno8sJ23JChq8ZuljVNE0rKM7AbxxKbS7Ydpiljub0Wdf8qFtai8bzm1SoOaoMg7EDiSmxMdbHe6YnkZXilCOHo5kUftq1DW9vv4hWsaDaGbuXFlXehKhvvtg0+t884QyfMkNGTiKW2SMvq5+vft23tyhGK4VSGM+kUrXB8FUAfud2HhesFUqt3Tw+lJPHK25nWV0wXNSLrHSxqmlaMVqTEVNIO+Nu5ygZes7q2WMmw/wL56P23DoRrA5xWwq1Jx5T+wb2soHkNCTUaRcfE1YGd3dtw+3ty3FV80r0JafEgWSW1jb9I/ZO/Ard8d+f8jo2j/6QXT3/X1HlDyKWLcwWsmdr59RYtNwM3G5yPteKVcoK51tPDfWGTrWd6mzFrWxAKdVMVLyf7XWxqmlaMVoymd2vhwJzaGZTALdTFJ9gVRAtl7SgYlGVCIT9fDKbllumxllXdzdi2fQxp/fPRNzO4vt7NxEDvToiuycew5vn34j60GrxwtBXuYRzwt+3ZBzj6V3y8vr56le9e4pidHVffIIuqWt+C4APosi3Cj0dSqk/STtOx87J0ZxdZ9zO+mwp201eFA/9celiVdO0oqOUbEo542fUykU7Pr3AavaqOqrQdFGTii4oVz6fwfqTcfHs1CDv7p9AWjh5+RBlyyPrtb5kHD/Yuxlvb1/GOitvxK6J+0/6+1vGfsiubfl3GETI1YhdPk1aGaQdh5fCVqGnodKW8ht/PNgTzuUjlLAtCCU7innNmi5WNU0rOo7KtGecqeI9p+VBBAalF1id1OoPrRah+giTUNQVn5DPHOzmfckpCHX6p/dzIS0c7J+eVM3BhlP+LVgyAaEkTGbAKZJdrUYzSVZm+s/D3ChWF1lC/H775Ejt/sRkTq942rYAYH5Or7QbGYFdAAAgAElEQVTAdLGqaVrRUUq2ZcSU2zFKCoH0wOpJMJOhorGc3921DcOZJOCRYaopK8M6otUCs8gjlVQm50WxBauPMbREyg0Av3Y7S75Jpa4TSt77xFBPeNvEaM4/hCccCwZjTZjprV+UUyr0nC9N04oN52SunLb63c5RUoiYXmB1EtKScKRE0vHW1r5TdhYGm10HN6mkMotkj/iFZdUQSq0DMOR2ljwiR8q/sqR44L6eXZF8FKrAzMjqlJUlpdRb8nH9haCLVU3Tis0VaTGBlO4EkFMzC6x0tXoyjhAy6vPWblB+xme9gksqofxFsshmZXX9dIAb33A7Rx75LSF+NG1n/+VH+7YEB1LTeT3Ys8N9EUuKf0MOFvy5QRermqYVFUdm3tU//XzY7Rwlh3Q3gFMRWSGjPtPtGEdYXdMgh5LPz6oClcopipHVctOPan8QAB5yO0ue1GWFs24gFb/5x11bw4fmlOZV1/QE0sJpBPCGvB8sD3SxqmlaMeEEduvB5Mv6tSvHdJ/VUxMJm3lpZLXKH0C1P8h2T8yuplNwUAzti5ZX1DlK4ccAvDXnIjc6LSm2bhofXn7/gd3Bo7s85NNzw32RjHD+rWAHzCH9gq9pWjFZmxGTlHRy14NQm3GoG0BRniIslOxUllWYfuF2jlesqponprIHpJxlTSeVBa+PrBKAFVV1lsn5d9zOkgeNlhRPP3HwQO2zI32+Qh9899Q4fIwtB1Bd6GOfLV2sappWNByZeVd/4gU9BSAPiBgg9dDq8RAjROojYJyh0h/0REFPAJZW1vLdE/fN+n1cqDT3erHaHq0EJ+oDsMXtLDlWYQnx9PqRgaptEyN5fw4ZRKg0A0d8L2z4IJVKA4jl+/i5pltXaZpWLBhAtw3qKQB5cWgHK12tYmZXqooFFShvLhMV8ysoWBVk0nIU7Kz0mT7PPP84MUxle2d9eSHT5OflCh5eZHPFvJaEnxt/63aOHAtmhfP4jsmxpvVjgwWpuy6rb7GWVdbiu7tfNl+ZalAXDMORcruP8aL7O9fFqqZpxeISS0zzpD3sdo6SRMSghHeLmEJpWdsi269oZSoeFzQ6wNX65yF3bAFSCUIozCN//QUQ3F+LpgDYUiBizkN8lm3cHJlGkFdLeKRH7NEWllUhZPgGATzodpYcMrLC+dWBxNTSPx7sKciE50ozgBVVdY4CXlxZNe+yF8cGOQDUByPSx/jThciQa7pY1TStKDgy+87+xAt6i9U8meubAnCTY/kty2RFcwTqh/8FDPYeO/yUSkJIiajPj7idPeJHBIAXeCvTjHBk2FfPZlus2jKFAPfu2/7l81qSfm78FYr/mUgAfAD8WSG+NZJJrf1t/77AqX4pV17X2JYk0L/4GHvootrGlzbFhoK2lGgMRRMGY0W5G5h3n7WapmmHkcp53Wh6lydHhErBoWkAc3JkNVwTwsp3r1RGZkrh6//MYZ1kwVI2I957zrkcUGDEQASwQ3ebApB2bPXMcB/tmBzNe8WVdGwVNmpnfXkfC4E8+rbfWVaNIDcOAPit21nOUK0lxP/hjN7PiZlSKSmVErFsynrgwK6QLOCHmGp/UBmMPQJgB4BHV1XPe/PuyXHeGIoYAJ4sWJAc8uazVtM07SicfM0p3QUgb4gY1BxcYFW7uBbL3roE2LoB6qFfnPLDEPv2Vzii5YBtA1YWyrIgLAuQDgDAf8GldPU118u19c301FAv7Z4az1vRmrQtBI2qU16uPngulla/UxAF+cP9+zz3gY/w6qjqZ1B8o6rljpR/raD+asfkKH9hdMBMOjYws4CdYWaEtaAGUtO0qLz6IgBb/Nz4u4tqmt7QHCqzCHQHgKJ8EdXFqqZpxSBKxPxZEXc7R8kSyoYZLfj7qqsYZ1h281KoX/8c2LphdqPKiemZfyfy0nNgLz3HgpdchWuvfL1cXlmHe3t2snxUYHHbouZQxQl/zmBgbeM/ioBRxdeN9LPNsWEIDzbTXVRejQDn3QB+53aWWSIAF2WF8ylO7C1d0xPqmaHe4NRRU0Pc0p+Mh1sj5a/zc+N7AHYpqIebwtGrDMb+3e1sZ0oXq5qmFYP2jDOVhgujFHNF3/RzaG+6lhbd0Kl2/2bPnJgOUNleCZW1JLZuyPkKf7XuCbAXnmHz/uYL8pK6ZvncSH/OjzFtZ1nY1yRxgjaUnZU3wFER+u/dG2FJ4cnHtDYQwrWN7WmT84/Bm6OqDEAFZnqTVkulzrel+CtbyvqN40PB7ROjLCVslyMe6WBqGgpY+8r/+7nxMQCNAJLupTo7nmnBoWmadhIdSWfE7QwlTSgLLw5/m+atrqWqjlOfWi4F9cvrBPV15a+Ikw7Y//4XO7+6gV1a14z2aAXKcrgD1vaJUVgyQBfXf/q42yA1hNeK9WODzJKe2cfgCBVmALe2LU0bjL0HwHNu5zlaVjhfU0rZthQHk7b18ngm9UhXPPbvv+7d2/7d3S+HXxwb9FyhCgBjmTR8xBoAlB/61giATS5GOmt6ZFXTNM9TSrUnrKGg2zlK3bQ9gB2xe9Wyt78V677yIjmW43aknAvXhVHVVonqhdWickEll3f9Mr8HHD0I+uWPcMHl10indr7ifj8nYjiQmBSPDnTztDjz+zgrBX7evZ3e1bEC59d+VG4YvfPVAahKfzt8LMj3To3n5GbkWsRn4u3ty1I+Yn/JiO51O8/xKIU3/6x7OzuYTpgATLfzzJaEwlg2naoPhi8E8Hu38+SCLlY1TfM8R2WWJ+0RPQWgAHqnn6G64HKx+kPnYv23XvbcYpyz0bi6UXW+4RxSE+OC9ezk8rEXgOHB/B9411Zg11b26htueSVa3vYefKBzJR7u70L39MQZX3VaOPj5/u30ro4VtKL63Wrr+I8JABZVvlXumBxVjlKeewyD3MDtbctSJmP/zBn7ntt5TsD0cbZgNJNyO8cZ6UtOhWsDoUsZUUkUq3oagKZpnqeUWJLUnQAKZtPoD7ivkljHte1uR8mZ+hX1M4XqT78LfOc/uHzk/sIUqsczNQH6n//L+SO/wg1NHeqNTR3Cx8787XjatvCz7u2oD19ESypuBoOBcn8r2xwb9lyhajKO29qWpgLc+C8f4//hdp6TWJ6w7YyjjjvDwvPiVtawpTjH7Ry5ootVTdM8j4g3Z5wzH33STo+jMnhx+DvUfEkjylvKT/0LHlezqAZL3ryI1C9/CPR0uR3nNS89B/r6v9JCBbx/4XnKZGdeW05aGfxi/w40l12FtY2fxUQ2I8ez6RyGPXsBbuCW1sWpqM//M5Nzr2+puvpgarpoa6T6YCRtMv6C2zlypWgfCE3T5g6lxJjJo27HmFOmrAPYM/Free67lkhmFO9bRVV7FZbfvAzq1z8D9u5wO86xEnHQN77EfcQQ8Z3dTJexTAr39exC2NeIDeMHPfOglfv8uKaxLfvhRaszVf7gj0zOPwxvrvx/VVY4aw+mE2G3c5ypxlDEJqINbufIFT1nVdM0zyOwXSGj5txx7Dnp5crNFpg8AkdmIVT21a+2TEMq763a9bru+OOsNrhMXvix1eKFb77kuVPKp1LRUo5z374C6tH7gW0b3Y5zcjkq3Q6mE/jfPRuRcNx/vtcHw1hT25RqiVQoQH3Hx9gdADvodq5ZIABXDaeLs9MTJ0KZ6Q8B2Ox2llzRxaqmaZ5nsMDWsK/uFgBHFUyEqkAHGkPni8bI+ZwppqSdleCciBiIcQIxYsSxbfznqnf6WU/2mvSyl0buZGsb/lpd8OGV4qX/3lQ0BWu0IYrz3nke8MRvgQ3r3I5zagTkql+/24VqW6QCa+qaE9X+YIYz+hIn9l0AJ9lJwVuUUrcmHbv2YKpoIh/hkrpm25FyB+fMW/NAzoIuVjVN8zwitrfMbEwCKAOAsK8e7WXXiMbw+RxSKuofIPz258CeHcSOKWgB2d6Jpe94L6K+JrE9dg/3+BlITxEqi3VDX6PLGv+WnffeFXLzXVs9c3r5RMK1Yax+7yrQ83+EWveE23HmBAbC4opqXFLXnAhwY8hk/PNEdA8A94d4T0/QlvKbvx/oDhfbqwQBuLaxPbuovHq/yfl1bufJJV2sappWDPaFffWoDnRiYcWbZKW/jaG/l6n7fwD07CPMvE6fWPce4Jt30PyPfZKi8xrkS8N3MkdlChK8FNgyhecO3kGXz/87LL91qdp2z46T3t9GYOatxckUvk9rsCqI89+/GrT5eagnHin48ecagxiWV9apNXVNaUa0LcCNf8RMb89iq/UAALYUn+1LxsP9RTiqeklds91ZXr3Z5PxaFNFI9myQ8uA+wZqmaUcpV0pNCpFRtH0bqUceADJnUGwaBvCRTwqrws+eH/o6AQxVgXYQOIgYCAyMOAjs0P/PfJ+Bg4grRlwRuGLED12OgxFXRPyVy9DMzxkd+bsMBEZEh/33q8dgIGJEIDgqqzaO/oBimb25vwdzIGhU4bLGv8PoxsljtmQNVgVRu7hWzVtRr8I14ZnRVwKcjKOshKWy0xk1PZykA88eYE46P0Us93Os+fjFyrd/O9QDdxfVlA/xD19Sd3dvpwmrOD5E+RnHyup54oKaBksBzwS48f8BKPbV5422FHvv2rslNGVn3c5y2t66YFG8LVr5IQD3uJ0l1/TIqqZpxWAKUjr48hcNdTZv5o4DfOur3H/re9QVi/8RBIKcnhSQUpGUgFQEIUFSEaQECUmQkiAlDn0lSAFICYhDX6UAhAUICSWdme8Lcej7Yub74pXvH/rqHPb/jvPqV3Pxcrr4io9jz+TDsmvqMea1wam0E8O6g1/F2lV/TXa2HWM7x1C3tFbWL6snX9AgNTEuadvTXK5/GrAsIBQGq5tHgdp6ClXWoKJjkWg6/xLs/s0eDG8bznm+5bcsk0ZqUqkH7i6aubWH89ajfXwhw4cLahrs86rqhVTqIT83Pg/Ag20WTl9WOF/dEhvxFWOhCgAhw6cAjLmdIx90sappWnEQzjSCwUrkYORJ3fMjwsKlUKNDoMnYMYWNOuproajhQWDvLix83wdRE1gkXx79HrOld9ZIRHwNqA4sRNqJqdZLW2j+6kZFo4NQf7yf1OaXAUh+xH2WSs70Ne3pwqHW6pzOuwCLr79FNa1uVFvv2cbsdG6mNLZc2iIrmqLA179QlIWq15X7/Liotim7uKJaKoWf+Bj/IoADbufKJQJdt2ViuGh3ygtwH0EXq5qmaS4SYhLBUCWmcrQ5gBd7bgLAYC/w5X9llR/8M3FV0+fV+uFv0ZTV60IQQtTXgOpgJ+qCy0RVoINDKaXiU5Jv6+Fi8/1AXw+pU80XPtrml4B9u6js45+j1isWYN9jXVDy7D4WVLRUoP3KVqZ+9O2ZEV0tpzqilbh+/jkpAP/lY/wrAEbczpQPEiruY7zS7RxnKsC5D8C42znyQRermqYVByXHKBRuK4ZTpWfNsYA7v86N178Zl675NHZNPKQmst3kyDRsmcpT31hC1GxETWCmOK0MtHMopTA1Jdn2Li433QkM9hIB/Iw3oCyvBF1ypWSrLmZp4Yja8+qpcVUjS8dSMj2VkelYhmemMpSNZ5GNZ5CJZ2ElrZMOcZsRE+fevgJ4+lGgv+dMk2knsCBSjuvnn5PwMX4VgJJpMn88SqmJIDcWuJ3jTPkY90MXq5qmaW6iEYSKdkOZM6Ieewjo2oPOt94qVfT1RMwgYpwY+QAoCGnBURnlyIyyZUrZIqUsmaCsmGa2TNErha1z6KstU7BFGo5MQ0KgzGxGdWAh6oLLRWWgjUOKmeJ0WxeXmx4BDg4Qji5Ow1FQawdQUanUuqdm5vAej+EDLVkBGD6AEahzqaC2Tj6STeHxvt0YSic5ANzaukQ08jQPT3cxVVsN1VYhVCCkYJqM+QzGDA47YyM1lhJ96/v56K5RKDFTvRIRzrv9XMmGeqGeedzzLbVOxourwZpDUdzY0pn0Mf4GlHihesi4nxfnLBKTcSilbBAV54TbU9DFqqZpxYHzoblWrAIAuveA7vhXfngxIwHADIAqK+ErqyBftIxCkSgoFAVCIahgBRAMShUwpQr6oAyDiBsExom9WuwCjsgompyUbEsXl5seAoYPHluchsKg1g6gY7FgHZ0M4QhlrKzg3GBGTb2Qv/rZse/uzQvAb32vsgyfyiqhpAJGHYs93rUZKcc5oqh8bqSfv7WlU7Fv30GHbtmrt1UBEIYJ1tCI6LJVfPEbVoklNy7mieGE8IV8ZIZ8jBwL6uvfKepC9TXeOW/QEIzgLQsWpwxiNwF4zu08hUBEIwFenGVR0DDgKBUvzlL71IrzUdE0be7xmQMUCnvo7dxlVgYYPjjzDzNlzlH3DQPAjm5CqwAIADBMkGMdW5wGQ6AF7UD7IkELFzOKRCmbzYoBx+K742PY07cbEuAhw8CHl6xgNDwo1fNPzRSLnINe9ybJLljLXpocoadH+k85YDiQmkZSOCi74nVQT/3+2As4FtDXA9XXA3rkfo7WcxBtaeMqPglMTgC9PQzyjCcmeINhgjNOaafwfWmPpzYQws2tS9IGY7cyoj+4nadQDGJDxVqshrgPSqlJt3PkS3E+KpqmzTnE2PNYvSaFdU+GkC2OXpSeRgDCUcDvB9XUAx2dks5ZTFRWQZaVEQOOxfbGY7Szfw/kcXYFSzkO7unvordf/SaSYyNQ03Hw296n0sGg+kXPDsROo2vDC6OD9LqLrxDsqd+femCoZx9Uz77Tuqmet+oCxK2szErh+ghxlT+IW9uWpn2MvYcR/dbtPIXEiUaC3CdwnOe7180Pl0lG9JTbOfJFF6uaphWLh2H672a3vPud8u7vhdwOU2zYBz4hqaaOwfDNbI5wqEesklI5QshBx2J74jHaNdgNB3JWb9aD6Wk8PtqPa259H0DAlniMHu/aetpv9LunxnB1wwKOjsVA167Tv3HFbsl5qms6R10uzkKFGcDbZwrVjzCie93OU2hEFAsZviyAont9WVJRkzQ5/5nbOfJFF6uaphUN8vv/Ai1tl9IlVy5S654sutEPN1HjfHZv725MZDNIOhYOO3FOOIuRpC0TI1BKYSSTwnAmeUbXIZTCpvEhufoNNyn61q4597iKhibVO9Tj6qhq1Gfi9vZlaZPxT3FiP3Yzi4tiIcPnjbkYpyFimCg3AxzAk25nyRfXTzlomqadhiz5Azewq96YQnOr21mKzlA6gekjC9Wc2Do5esaF6is2xYYZVddwlBdtm8szEwjBMP1swMW96MOGD+9oX54yGf8Hzth3XQvivn3V/qAXGzOc1DlllXCUfBhArvvZeYYuVjVNKzY9MIx38tvfn5qT3QHOFFHOi9RcSjo29kzFhPzgJyUM0+04BUOrL8JENi1tlxaJBbmB29uXpfyc/5vB2NdcCeEdW0KGj0WM4trEanFFzXSAGz9xO0c+6WJV07SiQ4w9BJ/vTn7r+1KgohsIcY+Xq1UAjw1280FIyL/8ewk2R2apdS5XXdOTrjyJG0MRvKN9eTJk+L5xaPvUuU7aUj49P1Ludo5ZC3ADdYGwCeB3bmfJJ12sappWlMj0fxbzmnayK15fdHPMXEEE6fFqVSiFB3p3synOQG+8ye04BeGUlYlJK1PQYrUuEMbbWpckb16wZLTM9H/Cx/jnCnl8Lwtw/qu2SEXK7Ryz1R6tgCPl0wCKJvOZ0MWqpmnFyqFA4Ea69OoEtS10O0tR8HapOkMqhSeHDjCx6iIFVvpvUcrng3WiXcDy4MKaRuft7Usnm8LRz5mcz2dE34eXdiNwGRH9vjVS4XaMWVtcXpMIGMaP3M6Rb6X/SqBpWik7SKZ5C7vtfWlEy9zO4mlURNMlepNxTNmWotfPgdFVblBWFKZYXVpRo9bUNU34GF/OiX0DQEluzXmWuhhRutIMuJ3jlAxiaA6XmQAecjtLvuliVdO0YvcHcH4Hu/G2s1uOrnnK08O9TJy/RpX82xTnVIiR1dZIOa5pbJv2MX4lgIG8H7B4KQAPLKmo8fz0otZoOWwpNwOIuZ0l30r8VUDTtLmAfOaXqW2hD6bf7SjeRASliutMb09iCtPCVvT6G9yOklfEGFkyv3VRfTCMN7d0pnyMvwnAzrwerASYnN+xqnqezT1+NmJReU3Kz/ldbucoBF2sappWCuKwrRdo4RK3c3gUoRinJT413MvERWsVyopnDuHpYsTIyuM0gAozgFtal6QNYu8A8FzeDlRadipg46LyardznBAnQnu0gjOi+93OUgi6WNU0rTQEgj+kFav1VIDjISrGWhX7pyexc2pcyo//jSzVnrqMCFaeeqyGDB9ua1ua8hH7NCN6MC8HKVEBbnzxotqmhNs5TmRBpBxCql2YI1M6dLGqaVpJIKIHqb3TB2OO9Oc8Hd4+m3lSjx/s4d3pBOSf/21Jbhbg2JZckIe+nibjuLV1acrP+Vc5Y3fm/ACl73cRw5yuD3rzQ9KSitqUyfn/uJ2jUHSxqmlaqRiFY2+ljkVu5/AeIqDI5qwe7uH+fWxAWJCf/DtZau2sjHVPssvrW3L64LRGKvCnC89LRXy+n/gY/6dcXvccIiVUxot/NodNAbjH7SyFUlp/9ZqmzW3+wA/p3PNLujn2mSnioVXMzGB4sHcPG2UE9fHPFq4paQGoJx9FiDG05mB0NeIz8Scti1Jvnr/wYMRn3uLnxkdQlBNAPIF8xBqnrIzbOY7RGqmAkGo7gCG3sxSKLlY1TSsZxNjdtHApRzDkdhRvoeJcYHU4oRTuO7CLTYZCpD7y6ZIqWKVtS3aWK88NYnjfOedZLZGyr5ucdwB4JDfp5qxaAYVsATdsmK0lFTVJP+ffcztHIeliVdO0UjIO4TxE511Y3JVZrnm8Bc9s2VLinp4dLFlVzdR7PloMG3LNCvf7+VgmfVbXEfWZAFTMx/jfAzi7K9MA4JxpK+u5YVWDCG3RSoOI7nM7SyHpYlXTtJJCgeDX2JordFeAwxVpN4DjyQiBn+3fQdn5rYRb31v8t6qyGkQMcfvsNpOK+vyQSg3mKJUGdExYGe52iKO1RivgSLkFwLDbWQpJF6uappWa5+D3j1Frh9s5PKb467pXpBwbP+veTnbnUsL1Nxf1DaPOpZjIps96lDjqM0Gg/bnIpAFSqWXjmbTn5hMtrahNBebYFABAF6uappUeBZ/5VbpYj66+qkSmARwubmfx8/3bIVZfTPS6N7kd58y1tGE4nTzrgjvqM5WPsz25iKShRij557umxjxVIxnE0BqpMGiObARwOE89EJqmablAnN9FHYs4whG3o3hDCU0DOFwsm8Ev9++EuPRq0DU3oOh67K68ELJzmepLxc/6dHO5GchwYr25iDXXZYX4yvaJUd941ltTf9tmpgC8DGDU7SyFVmR/2ZqmabMyBSHuo1UX3a6e+YP+UF6CI6uvGM4kcf+BXbjuwktU9NKrSKQSwujex9XjDwHxKbfjnVggBNx4G37Xv4/2xGNnfXXlpt8C0Hf2wea8VYC67dnhPr/bQY62dKYLwJzZCOBw+kVc07SSRIHAf7KLr0gXe4/R3Cj+1lUnM5Caxvf3bqbv7d6IxyeG+VTnEsWuu8ntWCdFV1yDkXRS5KJQBQACmFKqKidXNndRVjj/89RQb8BrLasMYlgwR6cAALpY1TStdL0Ewxikjk63c7ivhEdWD5cSNnZNjaM/FZdev83O8lVi2+RIzlabPzvSH7WVvANAIFfXOdcopW5P2HbntokRzz152qIVsKXYCGDc7Sxu0MWqpmmlSsH0f4XWXJFwO4jrSntg9RhKKYA8/PYWioCHo3xffCJnV9mfjKM/GQ87Uv5Nzq50bok4Sn7zscGusBf/VDrLq1MBbtzldg63ePivWdM07ewQY3fTgg6O6NlvZVnUPD7KmGu2lKQCQS/WHAAAdvm1GE4nREY4Ob3eJw72hBTU3wGYl9MrngMsIf6pe3oyOJjy3mdbBkJbtIIR0YNuZ3GLLlY1TStlCSj5XXbN9Z7biaaw5tbQ6t54jIn5rfDqW5y97DyxdWI05w3nJ60stsRGjKwQX871dZc6oeSbNo8PBd3OcTxN4SikUgcADLidxS3e/EvWNE3LETL9n6cl52bR0Ox2FPfMsZHVg+kEEsIGXXGN21GOFSkDD0d4V44WVh3t+ZF+E1C3ADgvLwcoXYZQ3vxAt7CsyvIRu9vtHG7SxaqmaaVuCobxGX7jrXN3k4AS7bN6MutHB8m5+DJvLekGoD74SbEvHhP5Wm2elQLPDPcFssK5E7oVxmwREfmlR4vVzvJqmzN2n9s53KSLVU3TSh4x9n1U1vTR8lVuR3EHza1pAACwZ2oM5A9wtC10O8pr3vdxORkw2aMD3Xndc35LbJiyQiwD8Lp8HqcE1AglP2sJ0Z92nLop23uzhWoDIXBiCQDb3c7iJl2sapo2F0gKBD7E3vTWFHym21lcoeZYteoohc2xEamuu9Ebo6s33KKyTfPp3v27yFEyr4dSADbHhsOWEO/I64GKWMZxvuFI2b93KvaFe3t2Nn5/76ZwRnjjqXK4c8qqBCPcgzn293s0XaxqmjZXPAvGHmOXX5PbJdjFYI7NWX3FptgQQ908Lj79Tw69/f3A6jWA6UIb0gvXQq66mH7Zs5NSwi7IIbumYwTCW6GnAhxPwMfYR/5798v+3/bvCx5Me68DwCsWl1cnfYzf43YOt+ntVjVNmzMoEPwE1lxxHTY8b2Aqdz0uPW+OFqvTtoUf7t2CpnDUaKqrlfNbO1B2wy3McWzJJmOKbdnA1bN/zG+I9k6oN/wJHuzdjULuNR/LZmAJYZqMrwSwsWAHLg4XTlqZTFo4nj7NEvWZiPj8DMBzbmdxmy5WNU2bS/oAfJm9+W1/I3/yveCcObNGBHh08Ui+xe0s4pNZ7JwcY8DMtpV1wTBrCEZwwZXXKXPZSkn/+w0OJw8D7lW1UO/4oPrjUA96k/GCf2LYMzXuP7eq/q0GY7pYPd2sJQMAACAASURBVIxU6soDiSlPtqk6XEe0ElLJ3wJs7p0NOgqpOfoCpmnanBVQ2cwL6sXnlsjHf+NzO0xONLeCGpsBnwny+aACAQkzoMjvVzD9hFCEUF1D/7l309wcYj2BADdw4/yFst5ngn3/WwzDg7m7ctOE/Kt/klumJ/DUUK8rU+6aw2W4qaVzb4Abes/hw6Qd+5nHBrrX7pv29tmV29uXxRtD0fcBeMDtLG7TI6uaps01GfIHrsVFazfRZGye2rCu6OfuszfcJDI1dSzuWLCUIlspZksBSwpYYubr8MH9bsf0nIxwcE/PTnZJbZO84MOfAj36ILD+mZxct/qzz4q+bJrcKlQBYDA5DT/j52Cu7QpxctzH+PkDqWm3c5yUn3HUBcJ+AI+6ncULdLGqadpcNEqm/0p23U0vyfhkudq70+08Z4cIL02M0EvjB91OUpTWjQ6wwXQCb77uRvBzFkv86ucMjg04DnAmW6L+6Z/LSb/JftO9zdWRbAkFBSgC/AC815fJHSvSwrbTwnFhpd3stUUr4Ej5nMFYyu0sXqCLVU3T5qp9ZJpvZG97zx/Et74cLO4FVwp60ffZGUjGsWdqXK1YuISpv/z7mXm+jAFCQG3dKOSGdRyDfa/9QkMzqKMTGBuFGuwD4pMz37/hbSrb2Ez37ttKjgem2QmlHFuK7QT6hcn559zO4wEXDiSn89rnNhcWldck/Zz/2O0cXqGLVU3T5rLnIcTvqG3hW9Sm9W5nOStzdMF/Tiwur8bVDa0wkJKIf5OTs++1H/IFwNLriS//mEIyCbVjM2jJuUAkAqgxBRlWMMIcQgCphLTLq9g93dtQqBZVp/L7wW6zKRRtX1RePc/tLB6RNBjzXkPVw3AitETKDSL6tdtZvEIXq5qmzW2B4OO0oP0NatN6z68OPiH3B/CKUmMoitc3tsmoj8PMPMCQffbYETdxAJT6NgMY4L8cuGClIudZQuJJAPK1jwh8ARB5E4vbYRnLpj0zD3rn5BiC3AAjmrvbDR+pv8znz++uDGdpfrgcQsrdPsZG3c7iFbpY1TRtTiOidWjtKPrWMHpgdfbKTT+untcq5oej3LDWMZq6H8Cp6hcJZJ8EZZ88/l0tDgCJ/0VFxZdYyPAh5XhjZBUADMbAiLzb+b6w+iM+09O1T2d5VcbUUwCO4OkHTNM0rQC2IFrmhz8AZIt0DYrSc1Znw884LqlrFiuq6jiz9xGf+g8AuWzUb0GKKdERreRbJ0ZyeL1nxyAGBtILdWYMBrjh6bMoHdFKyfQUgCN45lSFpmmaS2xks7uocb7bOc6KnrN6YgyElVX16kOLVmFFOYcv/hXw5LdZbgvVGabYwpdUVHtqTqTBmENERfpJLOcyQslUyPBmi+UKMwDOWAbAbrezeIkeWdU0TQN6EYme63aIs6Or1eNpi1Tg2sY25WdCmam7CPaW/K4ETz2OeRWXcx9jsKU3pkb6iAno1lWvEkqNRA0z4qWpGq9YECmHUur30DPRj6CLVU3TNKIsuOe72ZyYB1okedFl9fPlqqp68mUfJWQeLVA1H4eQKdEaqeB747HCHPIUDMZ1sXo4hT01/6+9Ow+Tq6rzBv79nXO3qt6r13SnO0tnX0hC2IMQFFxQUBAYRFzAkUFFnXeYcXwcZRBnVPRlmHnQUYdXQUEel2ERAQcGxIiagIQtCSGsBrJ3lk66u/Z7zvtHUJZ0d3qp7nur+/t5Hv6xq259u8t0ffvcc383SM7cmY3fNWczq+p6fO3cGXWOuOE2ACIiSBaqjMsquK76egqCd03tDJemGsTtuVqQHd+bAHnFZ/S8mvhsBXCUMmBZ/YvAcb63rL4ldrewEgBTK6o8AA9EnSVuWFaJiFSZr6zSX7hK4f3T55lZlQnx9l8lMOM//Ueyv8b0qlqtYrKR2FPagmX19e6u84Ow3o/XdVbNiQoYa3cA2BF1lrhhWSUiEsmWd1nlNgAASGgHF8xcZFv8vHUPXKmAiE7zmm0wpmCmJqujef3XURC0JatcAA9HnSVGCgC+uyTVnI86yOt1VNYYEbk76hxxxLJKRKRUeZdVTq5CjefjQ7MW21q13bo9/6qBaEfnuuYlmVOTinwrwNSKKhjYzQA2R50lTlylv7ugttE4MVn9BoDOqlSvp/Q9UeeII5ZVIqJyL6uwk7qrNgUV+GDnYiTDddC918Xic01lV8ns6lTk/6eaW9OQdZW6MeocMbTZwD46u6Y+6hwADs7CbQqSCQC/jTpLHMXiHzURUaRE5USX93AUmaR1dVplDc6bsQB+7jdQ6Zvj80MoPgMtsM1BRWQRBMCcmpTVon4eWYgYC7RzzfL6KbG40Kqtogp5Ez4DIBZ54oZllYgmPRHJQzuRn7IdsUm6ZTXQGmd2zIGXvRWSvSvqOIfQ4VY7uzoV6bDV3kLB5sLi1QCSUeaIqbvr/CBMxeBCq2mVNQVX6TuizhFXLKtEREABjhOPCe40ZEtTLQbhvhC5P0QdpV86/wc1v64hstVeC+DHL6xLbu7d/+5cWPx1VDlirFA0Zk2DH32P76yqyzhK3Rt1jrhiWSUiAsp8ZXXy7Vl1RGF5wxTlZm6LfF/ogPKPwFdaoixDRWvw3IG9gbWI3+2aYkCJ7PYj3q8eaAdVru8BeCTSIDHGskpEBHShtq6MP8ytnWzjABbWNVqx6RDFp6OOMigdbjPzausjXbVfUNvY62v9/SgzxJUW1RV1WZ1VXYeiNQ8B/INiICyrRETAH6W1Pb4rdIc3qZqqADi+qQ1e7lexf890bpVaUNsY2fvjKY32impXRLgfsh9aZHego90CtCTV0hNo59tRZog7llUiIuBFuJ5FZfRD3EdoUl1iNbemHg5Ci9zqqKMcXmEtPKXQFESzFeDYxrZi0ZrfA+iOJEDMicj+hHZzUb1+recj5QcAwPmqg2BZJSICLAr5ddLWHnWOkbGI0WjzseUqhbe0dFgv/2DZfH7pcIudV9swrqt3AuDU1hm5JanmlwLtfHA8X7vMdAeOE9kdJBbWNhWtxc3gFoBBlc0/diKiMeX5D0pbR5lOBJg8V1i9vXWmCdBjkL0v6ihDpnOr1Lya8ZsKoEVwZseczNya+ic8rY8C7zU/mO5EhNsAFqea8p7W34vq9ctFeU/BJiIqEXGcNZjW2QugLPcCTIauurC20c6oqhF3/5VlttBSwHjt1GhOVOBtU2ak6/zgAV875wKI7BR3meiO6gKr9opqaJHtAJ6MJEAZYVklIjroj2hp86MOMSLWykS9g1WgHaT8BBqCJE5u6RC37wYAfVHHGh5nBvblsgbAmLQiBcGs6hSOaWztqfWDnIZ8XSv17wDKdxzb+Hmx1gt8X2nkzPj+uI5INaddpb81ri9aplhWiYgO2g7YPtTV+9i3J+oswzWhLrAKtMZZ0+aZej+plAiKJm+U7TVO5h4HhfVRxxs2q1uxqy9d8r8mAu3giFRTuLx+Sk5ENgXa+RcAdwKIbA9mGdpurP3lsvqWs9d0bR23JVZPaXRW1Wkl8uPxes1yxrJKRPRnxeJj0tZxqi2/sqo6q+vMun271L58Nuosozanuh4NHuD2fAMwO+EcvL6izE79v6YgTcU9ue6Sfd7WeQGOaWzLzK2pl9CaX/jauRrA46U6/mTja+eflze0nrF2z3ZdMOOzfXVOTQpFax5yoLrG5QXLXNn+4yciKrkg8aBMnVZ+V+Vaa2ucrFw4azGW17eU/anfxakm4+b/oGB2Rh2lJKxUqH250f8R0RRU4H0dc/sunLW4Z25N/f91lJrma+d8sKiO1kbAPnhEXfO4XWj16mxVbgEYIq6sEhG9SpR6GNNmZgC4UWcZLpV/QlT+CZzQ/Bn9Yk83ynWFtdLxUO8nFLofiDpKyWjlqb25zIifPzVZhROa23ubExV5JfIvWtR/oew27sabr51/OraxbeWG7q5ENhy7XRQJ7WBWdYqzVYeJZZWI6DVr0dCcgCjAltEUK/vqltVwM3Rhg31720z705eeLsszZ3NqUtaG+wyQj/3dqYZENcPCIjOCAjSjqhYrmtp7a73ggKPUFUrkJgD50ockAI+L4PqPz112yRN7dupHd29zR/Ke9afeT2BmVZ2dW1Pfk/ITXsGY32lR3wBnqw4ZyyoR0Wu6USx2obG5Fbu2R51lRFTfj6Sx5mvorKrDCz37xux1Xr1ABDuzvdhbglPcf7awttG6hd9MjKIKAO5sHMjnDIa47U4AzKmpx4qm9t6E4+zwlP6CiNwGXtk/5nztfBbAvy1JNV+5tL75/Kf27lJ/3L3NSxeH3ykb/ASOSDXnZ1enCq7SWQB3eFr/HMAqR6nyPO0RIZZVIqLXs+Zhaes4y5ZXWX3dPayK8LL3yKmt77Kbn+2Woi3toABXKSxLtZhjGlsVbDYUCXTOGPvs/j326e4utSubHvGxE9pBnZ9Q6F5VwsQRczqwO5se0pswpzqFlVOm9zlKPRto5wsA7sUEm/RQBjZ7Wl8E4EuL65q+eESq6SMb9nWpR7q2er1DKK31fgInNnekOyqriwry71qpWwGsA9/HUWFZJSJ6vSBxv8yc/Q77+MPR3My9FHIPwvVXmqMbWmV119aSbAcQAMsbpthjG9tE2R7r9n0fKG7UAOC6y2Rp9QosTi3Epv17wlXbN+vhzqwUAIvqmmBMTzhhtgAACFWL2ZVJH/b7Oa6xrXBUY+teT+lzATw0DtFocFs8rS8FcOWC2sYvLKpr+uuN3bvl4a6twYHCofdZSPkJnNjcnp5WWVMUyFcdpb4F7isuGZZVIqLXEZFfYs6Ca6AUME5jbEbNWrz5HlZe3w36qMZPY313F3oKo9/muLiuyR7f2AI3fSNQWP/G8lV4HKrwuChVh7mVl2LW3GV4YNtL2LT/8CPAql0fi+oa7ZJUsygxxsvcOmGKKgBYaDvYGXwBcFrbzNyc6vo/eUqvBG+NGjc7PK0/A+Ar82rr/2Febf0nXziwT63etSWxL59Fyg+woqkjPb2qJhTI1xylrgPQG3XoiUZsiU8RERGVO5tJP23++6b59sVno44yJOoDHyuqji4H6dvf8L+HlZ8ym7MNuOPlTaNaXVUQXDLvSCRztwG51Yd/gncs8on3295i0XbnciYTFiRdLKhsGEo2LCIXhnCUYEmq2TQGSYVwR+hk79UoPDWamNFSdYB/IqzMCwEPYtZqZO8Hkmdic/GI8NY/PXNICXdE4b3T5qRbEpWP+do5HUBPBMlpeGqLxnzWwl7enctKrR9AIF93lPoPsKSOGa6sEhG9meffKIuWfdm++GwQdZTR0L0/UFNrvmLbK6rxSt+BER9nXm09HCkY5FYPrfTmH4aXXysp/yRJeTUKUgkrSRgkjZFKa+BbAOKHj2l0/wpAtuxXU23yc9bu3GHsxrUK+byoY1YY1J6igL22JVHZ7/e3qK4RU5JVT3pKvxW8MrxcdDtKfRnANY2JitMAPABg5P+4aEhYVomI3kS0/jkWHPFl/PJnr42FKksZuPnfy8kty83NL6wf0eqqAFjR1G697P8M8/lFIPfrNxxHA6rsW2l/nAVA0Yj5wbf+8u2Fa1crNLZAHXW88Y5s0P39wbC/kENojILSLKrlpxfA7Yd9FJVEWc7hIyIaYy/B2C3SMTPqHEPTz57VPxPbh6I1I2rcWgSnTJlufG0tcg+OJuGEZv23WLtx3aEbU7t2wPzqdm03PBEemWo+5D3oyqThKLUAA715RASAZZWIqH+u+yNZtPTQy37LjW7Dnuzw757UHFTgo7OX2IU1Cev1XMvPioGoVkB1inn0DwMuGtsNT+oOLzikrPYW87AWLoBpY5qRqMzxFxARUT/Ece6U2fPL6G5B/S/OFVVjuCeXGfLZdyWCFc3t5ryZC1AdPiLugX/WMDtLlnKisYlLjF29ymDH1oEf8+JzcBxP1XqHboFet2+XKRqzKVMsrAVw9BhGJSpbLKtERP1bj4oqD0Ei6hxDMPBZ/lCq0Z0f2g1zXKXwVzMWmCPrauAeuAaSua1UASckm7zQ4kAWZtV9g3+WhkXYl18Mj6xvOeRLq3ZsTv7nxke9PbnMfADzxygqUVljWSUi6l+IfG6DtHVEnWOIBtj2KL4aSlkNtMYHZi60jV7GugeuUDDbSpxvAnKXSvizH6qhzOO1Lz2vW/1Evw8sWoMKxy0A2FjqiEQTAcsqEdFAPO8BaZ8e/zsDDDKxQGBR5w2+Opx0XFzQudjW6r3GOfBVDcT/W44FUcDew9/4AACwcxtqlR7wjap2/QSATSVKRjShsKwSEQ1AHPd3Mn1WOQz6HvBqci97t5zWNhOO9P/rvsr1cGHnIltlX7FOzzUTcrLUmLEW0EP7kdmd2+C6Xr8PrnI9hLC94LxOon5xzioR0cDWoHWqf7ALxnjeqh0kXG4VXH9leGJzuzx7YK9K+QFSXsI0JSpsyg9UwnEF+fVW9/2AixfDZUKgqQXY+vLhH9vbC3E9XDpvuTXWwsLCWgtjrVWixFrTA/BvBaL+sKwSEQ1sF4zZj4bGJuzeFXWWQVgZbFSn23u9XlT3t3ZhbZ0R22dc2+VIuBHIvgQUngeQZVEdicJD0B/6G4Q3fe+whVXmLYTN9ppk/gZ18KNXA6IBOILgpCJUx83jkpmoDLGsEhENxpg1MnXamTbWZfUwy75mG7z9nxMcbLQspiUi2V/CBjnoD1+K8Jb/B2x+ccDHqpNOM2IfUSi+8OavABXnFSD6+2Oblqh88ZcWEdFggsT9Mq1zaLOfojPoyiqNHcneB+Tvgb7g45DOuf0/qLUdSNUrZO459GvOTAB2C4CBmy7RJMeySkQ0CBG5UxYsAZIVUUcZmB1kHACNOcmvghRuh/qrj0LmLgQcB2hthyw/DurM80J9/sUW5lkLFA99src8B/FuHPfQRGWE2wCIiAa3Gdb8WL3l1A+Ze3/hRR2GYiq3GmLyUO+/EFAaKGQN0Gsh27UU7wPSf+jnSQJ4Sw3E+dm45yUqIyyrRESHIX5wBZYf90H8/kGgl9OFaACFtZDCJgB5APnDn7l0OgFgG4DnxzYYUXnjNgAiosPbBmuvVyvfnos6yMC4ZzUeenGwrA6BOzeEuD8Z0zhEEwDLKhHREIjnf0WOWB6ipi7qKIfiltXypFvTEGd91DGI4o5llYhoaLpgcZ1667tiOhmAK6tlRzcZAG+eZUVEb8KySkQ0ROJ5X5f5iwsyfVbUUd6IK6vlSdUmwP2qRIfFskpENHTd4nrvUR+4OI2p06POQuVMKoCDs6z2RZyEKPZYVomIhue3cNyz9YUfT6OlbeBH1TdCjjvZQo3Xr1luAygruhGw+VeijkFUDlhWiYiGSZS6F653of7IJzJobD70AdW10BddBnXKqdCX/J1FXf34h6R4Uw0A8GzUMYjKAcsqEdEIiFK3w/Uu0R/9VOYNZTRZCX3xZRbqBSO9XxDU7IS+9HLIkqPHbmOptVxWLTe6xUCCdVHHICoHLKtERCMkWt8Mz/s7ffFlaVTXAp4PfdEnLfw9VjI3KACQ9I0iuZuhTj9LZFpn1JEpDiQAghNzEP3TqKMQlQPewYqIaBTEcb9rfVToiz99Ffp6AlQWraS/pd/woMI6wH3GyjErjN38gh7gUMPnuFAnnWpk3iKN/O0lOyyNseDteVh7BwRPRR2FqBywrBIRjZK47jU2mZyGRPLT0vv5/h+TvUsw+3MafgDkRj+qVeYugjrjHEDnrKS/BYQvj/qYE56qgwnOsmK2iGTviyhDCghODCHe30cTgKj8sKwSEZWAuN7lsNlz4MyagmI/182YLiA8EMpxJ2n7yO+BTN/IXijVAHXGeUamtIoU7xOkHyzdSu1E5cxA6L8/hJqi9zy/x9R2zNM6uSTU6f/QQ741akloIHluFsC1ALaN4wsTlTWxHCZNRFQa1pwLs+sG7L+6Aujnd6u7HNZ9n4ETKIQhsHe3sS89B7NxvcLWzYMP93c9qJPfbuSYFQrhJivpm2R8i1Y5qkCY/EwI1aC3rN1qXlnzisodyMEJHCw8a4GpnVYlTu4HguKmsY+i6oDKj/dBp9ZAgjMBpMf+RYkmBpZVIqLSEZjMBqR/Ph/5xwZ/pGoD3LmwzkIL2wKIFrtpQ2g3PKntS88ByQpIqgFINUAam4wsPlJBZ0LJ3Khhto7Pd1PO3MUI/Q/brk17zDN3bdJhPjzkIW1HtdnZp80SVbwfkv3VGGZZAFR+OAOoqyDe1ej3LxkiGgjLKhFRaZ0Cc+AudH85CRxakAbkdML6JwFmuoFfpVAsAGE2hKQBtVdL/ikg//DYpZ5ATPKD1qpl8szdz9odT+0YdKxXdWsVln5oKTQetyp9S4lHgCkg8e4CghN7IP6ZAH5f2uMTTQ4sq0REpWYyq5C55y3IPTTC8qMAmJJGmhwqEVZcHub6fPXkLU9Jes/QzrQnUgksv+hI6zovW5X+dmlGOko1UPWxPujmJyDBWQC6SnJcokmIc1aJiEpNJT6NxOlZwB/hAVhUh08hrPhHs+eFgjz8nUeGXFQBILM3g7U3PCbiz1LQ00YfxZkN1Hw+Az3lWkhwMlhUiUaFZZWIqPSeAnA3Em8rRh1ksjDJz4a9XQbrb92gTHH4Zb/juPbQ5HaHCDePLoh/vEHVx7uhkmdAvC9hWHtBiKg/LKtERGNBJf4ewcoCpDrqJBOeTZxjC8UW9eQtTylrhr+1raqlElOWTtE6+1+jGwPmzAKSZ/VBvKMBPDCqYxHRX7CsEhGNjc2A/T4S78pFHWRC846C0cfJ4z96QgqZwvCfL8CCsxYYVfyjhRnF2XqVAio/lgGcswE8P/IDEdGbsawSEY0V8a+Ev7wI1Rh1kolJtSH0zsf6255GX9fIbrLQuqzVBjUakvnZKCYBeEDVJ9IQ54sQdf/Ij0NE/WFZJSIaO3sA+RqS7+UA+DFQTFxmXl6zxezetHtEz1daYdbbZopTuFWN6qK2yo9koKp+AXGvHflBiGggLKtERGNJ3Gvhzk7D6Yw6yYQjtss2zKmH9ka21bR1easVlQ2Rf3TkIbxlgNu5BRJcBA77JxoTLKtERGMrDbifRMX5ffyVW1o6/W86WZexyz601ChnaD9b7Ws0zm/EgrPmh7NO7RSncPsoLqpSQPK9fZDgEwC4N5lojPCmAEREY09gMg8jc/dRyP2uxHdJmuwUwoovhvu3QZ64+ckBpwE0L262Hce328rGShUW0qGjXtSSewgoPjfyl/ZPsEicsQYqccLID0JEh8OySkQ0Po6Aza5B91UJWG5hLS0HYcWXzN7Neaz7yXr15s+1ZH0Sx/zN0dCF+4DsQwBK8fP3gNorM1DJtwBYW4IDEtEAeE6KiGh8PAXgFiTew9PFJVeE7vtXlZqWwMKzFxwyhH/u6XNCCZ+xyN6L0hRVAIm3hYA8ABZVojHHskpENF4k+Bz8o/LQrVEnmYDy0H1fVfWzq2XeGXONKEHttFrMeedsWzO1Sqn0D0u3/cKZAwSn9EAlLi3ZMYloQNwGQEQ0nmz4CYRbvokD11ZEHWViqkax4p+sclwxhbxRsk1U7l5BcVNpDq9qgep/zEAlTgfwm9IclIgGw7JKRDS+NGx2I/pum4X8I7zYakx4gKrBqO5I1S8HqL68D7rhKoj7jRIfnIgGwG0ARETjK4QE56Di/VmoVNRZJqj8GBRVABXnZqHrfgNxv1n6gxPRQFhWiYjG31OAugqVH+0DuLhaFvzjLLyluyDBB8Dh/0TjimWViCgK4n4TuukZBKcccvU6xYxuB5JnpyH+OwH0RB2HaLJhWSUiisbB7QCJd2Y5HSDGnE6g+lMZQF8AYGPUcYgmI5ZVIqLo/AnQl6Hyoj7AiToLvZm7CKi6pA/wzoDoO6OOQzRZsawSEUVJ9A8hlQ8h+Z581FHodbxjLCo/vB/ir4SoB6KOQzSZcXQVEVH0GmBzz6Hn+loUn486CwVvLSLxjn0Q/0QAz0Ydh2iy48oqEVH0dgPuhai8sET3AqURS74vj8Q7tkD8ZWBRJYoFbpIiIooDUfcBNYmoY0xeCqi4IAtv0XMQfyWAvVEnIqKDWFaJiOKhAFgLaAE4zWp8uUDVx9Jwpj8KCU4H0Bd1IiJ6DbcBEBHFhilA3KhDTC6SAKovS8OZfi8kOBUsqkSxw7JKRBQbJgewrI4bqQaq/08fdMtNkOAcAIWoIxHRobgNgIgoNkwe4vFmnuNBtwJVn8xAvG9CvKvAnzpRbLGsEhHFhTVZbgMYB+5CoPLDacC5GKJ/GnUcIhocyyoRUfSqYXNXQnQjTCbqLBNbsDJE4l09EP+dAB6OOg4RHR7LKhFRlGz4DiD8KfLrPKTv9GEPRJ1oglJAxXk5eEu3Qvy3AtgcdSIiGhqWVSKiSEkrwp0O+m7mjNWxIgmg8q/TcNoegQTvBcC/CIjKCKcBEBFFSdTN0E19cGZEnWQCEsA7Bqi5IgOn7QZIcBpYVInKDssqEVG0CoB7BRLv7o06yISi24Dqy/tQcfbTUImTIcFlAIpRxyKi4RNrOa2DiChiPmxuKw58ux7hy1FnKW+SABJn5OAflQf05RD9fQAm6lhENHJcWSUiil4OcK5E8t28e9KIuYB/vEXNFRn4R94C8aZD9PVgUSUqe1xZJSKKhwA2twP7r6mB2RV1ljIhgDMD8I/LwlsqsMVHoZKfBbA26mREVDqcBkBEFA9Z2OIrUBU1XAs8DNUA+MeE8I/PAs5uiPsdiHMzxNsadTQiKj2WVSKi+FC86+cAJAl4ywB/RQ90gwXsjyH+9QCeAH9oRBMayyoRUXwocGsWoKcAwSkZqFQeqgaQSg/iObC5e6GS3wHwvwAKUcckovHBskpEFB8SdYDhUYBuBnQ7IAoobgfC7QDyh3+qJAF3IWD2A8U/vfE5Fef3Qnd8DyKrAGx79b9dkGQ4Ft8FEcUbyyoRUZxIXH4tC+DMAoIVaej2Isw+i7DLh9kTQNXl4MzIQjclL6T55gAAA2RJREFUYQu7AfMoIDkASyH+NNh0DuE2g+LLlQi3KYTbgXAXAAu4cwH/hDTc+Rq28BBgmyD+PJg9WRSeSSDc60K3ZCDyeXAuKhGB0wCIiOLDFr6I4pYvovC0i+z90exfVfWAf2wI/4QcoHdAvOsg+rcA2gBMgy10As4rEFkL4HEcekcoDaATwGLYcAls9jhALYJ4jUCxCBtuhgTXQdQtAPa9+pwAwNGw4UrY7Dsh/n9CnB+P17dMRPHGskpEFB9V+HP5y/0xi75bgvEprB7gLQWCE3ugW+TVi5e+i4MXL5VKAkADgFdKeEwimgRYVomI4sSaUyBqB2z2JuSfXIS+n/ilL6wa0E0Hb0nqzsvAO0LBFldDJa8DcBeGtOmUiGh8sKwSEcVTJWz2IeQen4/0T/2RH8YHnA7AaQN0RxpOexEqlYTN7wTMk5DgAYi+BcCOkiUnIiohllUioviqgs3+DrbQCZspwmaB3Ooq5FYP4VbZAvjHWiTemwXM8xC9BhI8AuBJABsApMc4OxFRSbCsEhHFmwdgJg7uZ62HzX4XucdakP5vf8Db3uupQMUFfVB1L0AlPoLS7j0lIhpXLKtEROWlGjZ7B8Idx6Ln+iRs32tfkSSQOCMHf3kOcP4Won6IARstEVF5YFklIio/Gjb3DdjipTDdBUggEE9BEh5QvAkS/ANeGwtFRFTWWFaJiMrXcgBJHBx3dQAHC2p3pImIiEqMZZWIiIiIYmsIV5QSEREREUWDZZWIiIiIYotllYiIiIhii2WViIiIiGKLZZWIiIiIYotllYiIiIhii2WViIiIiGKLZZWIiIiIYotllYiIiIhii2WViIiIiGKLZZWIiIiIYotllYiIiIhii2WViIiIiGKLZZWIiIiIYotllYiIiIhii2WViIiIiGKLZZWIiIiIYotllYiIiIhii2WViIiIiGKLZZWIiIiIYotllYiIiIhii2WViIiIiGKLZZWIiIiIYotllYiIiIhii2WViIiIiGKLZZWIiIiIYotllYiIiIhii2WViIiIiGKLZZWIiIiIYotllYiIiIhii2WViIiIiGKLZZWIiIiIYotllYiIiIhii2WViIiIiGKLZZWIiIiIYotllYiIiIhii2WViIiIiGKLZZWIiIiIYotllYiIiIhi6/8DeeGx5S8uOzIAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = africa.plot('greedy_default', categorical=True, figsize=(12, 16), cmap='Set3', legend=True, edgecolor='w')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Strategies\n", + "\n", + "### Balanced\n", + "\n", + "Greedy offers several strategies of coloring. The default strategy is `balanced` based on `count` attempting to balance the number of features per each color. Other balanced modes are `area` (balance the area covered by each color), `distance` and `centroid` (both attemtps to balance the distance between colors). Each of them attempts to balance the color assignemnt according to different conditions and hence can result in a different number of colors." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "africa['greedy_area'] = greedy(africa, strategy='balanced', balance='area')\n", + "ax = africa.plot('greedy_area', categorical=True, figsize=(12, 16), cmap='Set3', legend=True, edgecolor='w')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Different modes of balancing within `balanced` strategy can be set using `balance` keyword." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "africa['greedy_distance'] = greedy(africa, strategy='balanced', balance='distance')\n", + "ax = africa.plot('greedy_distance', categorical=True, figsize=(12, 16), cmap='Set3', legend=True, edgecolor='w')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## NetworkX strategies\n", + "\n", + "On top of four modes of balanced coloring strategy, `greedy` offers all `networkx.greedy_coloring()` strategies, like `largest_first`:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "africa['greedy_largest_first'] = greedy(africa, strategy='largest_first')\n", + "ax = africa.plot('greedy_largest_first', categorical=True, figsize=(12, 16), cmap='Set3', legend=True, edgecolor='w')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Another strategy provided by networkX is `smallest_last`. All strategies provide different results. Check Comparison of strategies below for details." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "africa['greedy_s'] = greedy(africa, strategy='smallest_last')\n", + "ax = africa.plot('greedy_s', categorical=True, figsize=(12, 16), cmap='Set3', legend=True, edgecolor='w')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Greedy is variable in a way how to define adjacency and which coloring strategy to use. All options are described in this documentation together with comparison of their performance." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Defining adjacency\n", + "\n", + "The key in toplogical coloring is the definition of adjacency, to understand which features are neighboring and could not share the same color. `mapclassify.greedy` comes with several methods of defining it. Binary spatial weights denoting adjacency are then stored as libpysal's weight objects." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from time import time\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from shapely.geometry import Point\n", + "\n", + "sns.set()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For illustration purposes, let's generate a 10x10 mesh of squared polygons:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "polys = []\n", + "for x in range(10):\n", + " for y in range(10):\n", + " polys.append(Point(x, y).buffer(0.5, cap_style=3))\n", + "gdf = gpd.GeoDataFrame(geometry=polys)\n", + "ax = gdf.plot(edgecolor='w')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### libpysal adjacency\n", + "\n", + "The most performant way of generating spatial weights is using libpysal contiguity weights. As they are based on the shared nodes or edges, dataset needs to be topologically correct. Neighboring polygons needs to share vertices and edges, otherwise their relationship will not be captured.\n", + "\n", + "#### Rook\n", + "\n", + "There are two ways how to define contiguity weights - `rook` and `queen`. Rook identifies two objects as neighboring only if they share at least on edge - line between two shared points. Use rook if you do not mind two polygons touching by hteir corners having the same color:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf['rook'] = greedy(gdf, sw='rook', min_colors=2)\n", + "ax = gdf.plot('rook', edgecolor='w', categorical=True, cmap='Set3')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Queen\n", + "\n", + "The default option in `greedy` is `queen` adjacency. That identifies two objects as neighboring if they share at least one point. It ensures that even poygons sharing only one corner will not share a color:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf['queen'] = greedy(gdf, sw='queen', min_colors=2)\n", + "ax = gdf.plot('queen', edgecolor='w', categorical=True, cmap='Set3')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Intersection-based adjacency\n", + "\n", + "As noted above, if the topology of the dataset is not ideal, libpysal might not identify two visually neighboring features as neighbors. `greedy` can use intersection-based algorithm using GEOS intersection to define if two features intersects in any way. They do not have to share any points. Naturally, such an approach is significantly slower (details below), but it can provide correct adjacency when libpysal fails.\n", + "\n", + "To make `greedy` to use this algorithm, one just needs to define `min_distance`. If it is set to 0, it behaves similarly to `queen` contiguity, just capturing all intersections:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf['geos'] = greedy(gdf, min_distance=0, min_colors=2)\n", + "ax = gdf.plot('geos', edgecolor='w', categorical=True, cmap='Set3')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`min_distance` also sets the minimal distance between colors. To do that, all features within such a distance are identified as neighbors, hence no two features wihtin set distance can share the same color:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf['dist1'] = greedy(gdf, min_distance=1, min_colors=2)\n", + "ax = gdf.plot('dist1', edgecolor='w', categorical=True, cmap='Set3')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Reusing spatial weights\n", + "\n", + "Passing `libpysal.weights.W` object to `sw`, will skip generating spatial weights and use the passed object instead. That will improve the performance if one intends to repeate the coloring multiple times. In that case, weights should be denoted using GeodataFrame's index.\n", + "\n", + "### Performance\n", + "\n", + "The difference in performance of libpysal and GEOS-based method is large, so it is recommended to use libpysal if possible. Details of comparison between all methods are below:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n", + "rook: 0.012784147262573242 s; 2 colors\n", + "queen: 0.005277395248413086 s; 4 colors\n", + "geos: 0.09882774353027343 s; 4 colors\n", + "dist1: 0.13624219894409179 s; 10 colors\n", + "20\n", + "rook: 0.014943456649780274 s; 2 colors\n", + "queen: 0.013994264602661132 s; 4 colors\n", + "geos: 0.39907083511352537 s; 4 colors\n", + "dist1: 0.547985029220581 s; 10 colors\n", + "30\n", + "rook: 0.045798969268798825 s; 2 colors\n", + "queen: 0.03402729034423828 s; 4 colors\n", + "geos: 0.9942648410797119 s; 4 colors\n", + "dist1: 1.3713165283203126 s; 10 colors\n", + "40\n", + "rook: 0.07214193344116211 s; 2 colors\n", + "queen: 0.06085910797119141 s; 4 colors\n", + "geos: 1.7829225063323975 s; 4 colors\n", + "dist1: 2.3820394039154054 s; 10 colors\n", + "50\n", + "rook: 0.11196293830871581 s; 2 colors\n", + "queen: 0.10349822044372559 s; 4 colors\n", + "geos: 2.5976396560668946 s; 4 colors\n", + "dist1: 3.596402406692505 s; 10 colors\n", + "60\n", + "rook: 0.1528311252593994 s; 2 colors\n", + "queen: 0.1566312789916992 s; 4 colors\n", + "geos: 3.7294684410095216 s; 4 colors\n", + "dist1: 5.268119859695434 s; 10 colors\n", + "70\n", + "rook: 0.21897730827331544 s; 2 colors\n", + "queen: 0.2062161922454834 s; 4 colors\n", + "geos: 5.2663861274719235 s; 4 colors\n", + "dist1: 7.211857843399048 s; 10 colors\n", + "80\n", + "rook: 0.2827901840209961 s; 2 colors\n", + "queen: 0.2973599433898926 s; 4 colors\n", + "geos: 6.945807266235351 s; 4 colors\n", + "dist1: 10.106542253494263 s; 10 colors\n", + "90\n", + "rook: 0.3535776138305664 s; 2 colors\n", + "queen: 0.33614187240600585 s; 4 colors\n", + "geos: 8.633152198791503 s; 4 colors\n", + "dist1: 12.608657598495483 s; 10 colors\n", + "100\n", + "rook: 0.44251093864440916 s; 2 colors\n", + "queen: 0.4285282611846924 s; 4 colors\n", + "geos: 10.92662205696106 s; 4 colors\n", + "dist1: 15.187224531173706 s; 10 colors\n" + ] + } + ], + "source": [ + "times = pd.DataFrame(index=['rook', 'queen', 'geos', 'dist1'])\n", + "for number in range(10, 110, 10):\n", + " print(number)\n", + " polys = []\n", + " for x in range(number):\n", + " for y in range(number):\n", + " polys.append(Point(x, y).buffer(0.5, cap_style=3))\n", + " gdf = gpd.GeoDataFrame(geometry=polys)\n", + " timer = []\n", + " for run in range(5):\n", + " s = time()\n", + " colors = greedy(gdf, sw='rook', min_colors=2)\n", + " e = time() - s\n", + " timer.append(e)\n", + " times.loc['rook', number] = np.mean(timer)\n", + " print('rook: ', np.mean(timer), 's; ', np.max(colors) + 1, 'colors')\n", + " timer = []\n", + " for run in range(5):\n", + " s = time()\n", + " colors = greedy(gdf, sw='queen', min_colors=2)\n", + " e = time() - s\n", + " timer.append(e)\n", + " times.loc['queen', number] = np.mean(timer)\n", + " print('queen: ', np.mean(timer), 's; ', np.max(colors) + 1, 'colors')\n", + " timer = []\n", + " for run in range(5):\n", + " s = time()\n", + " colors = greedy(gdf, min_distance=0, min_colors=2)\n", + " e = time() - s\n", + " timer.append(e)\n", + " times.loc['geos', number] = np.mean(timer)\n", + " print('geos: ', np.mean(timer), 's; ', np.max(colors) + 1, 'colors')\n", + " timer = []\n", + " for run in range(5):\n", + " s = time()\n", + " colors = greedy(gdf, min_distance=1, min_colors=2)\n", + " e = time() - s\n", + " timer.append(e)\n", + " times.loc['dist1', number] = np.mean(timer)\n", + " print('dist1: ', np.mean(timer), 's; ', np.max(colors) + 1, 'colors')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ],\n", + " [Text(0, 0, '100'),\n", + " Text(0, 0, '400'),\n", + " Text(0, 0, '900'),\n", + " Text(0, 0, '1600'),\n", + " Text(0, 0, '2500'),\n", + " Text(0, 0, '3600'),\n", + " Text(0, 0, '4900')])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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CEkJoSFVVMhYuoOzIYaLGjscnvoXWIYlLqJNE8fzzz/P8839t5XPkyJG6WL0QwsnkLvuRwk0bCbl9CAHde2gdjrgMuSigkV69OlFaWsoDD4ygouLiF+6KiopYtOiT86atWrWc0aOHccMNXfn22y8dHaoQdlW4bQs53/8X/27dCR18h9bhiBqQRKGxjz/+HE9Pr4t+XlRUxOefLzxvWvPm8bz44mvcdNMtjg5PCLsqO36MjPkfVY53PfpB6Q3WRWje6qkuFG7aSMGGXx2y7MBevQno0fOy3/vll3XMmzeHgIBAunX7/VS7V69OrF79K15eXrzzzpvs2rUdk8kDHx9v3n9/Pm+//QbFxcU88MAIvLy8SEycT9Om1wBIKzHhUsyZmaTOfg9jSCgxjznPvRLi8upFotBaXl4u06f/i8TE/9CwYeO/VCUBHD9+lB07tvH559+g1+spLCwEYMqUZxgzZiQff/x5XYcthN3YSkpIee8dVFWRZrAuqF4kioAePWt01O8o58ajaNiwMQCDB9/J++/POu87MTENUBQbb7zxCh06dKJHj+s1iFQI+zvXDNaSlUWDp6biESXNYF2N1F3UgZr0u+jn58enn35F3779OXHiOPffP7S6i3EhXJWqqmR8+gllhw8R9cCD0gzWRUmiqANt2rTj2LEjnDmTDFSOLfFneXl5VFRU0K1bDx555HH8/PxITU3B19eX8vJyrFZrXYctRK3lLl9K4cb1Vc1gtTurF7VTL6qetBYcHMLUqf/k6acnExAQSN++N/3lO5mZGUyf/io2mw2bzUa3bj1o3botHh5Gbr75VkaPHoa/fwCJifNZs2Ylc+e+R1FRIevX/8Jnn33CO+/MpkmTphqUTogLK9q2lZzvvsW/azeXagarqApb0nZyo38nQFplQR2NR+ForjAexdWS8ShcV30uX9mJ45x96w08GzehwVP/QG9yjS56VFXliyP/ZUPqVp7rPZFYY5zWITnElXYKKFVPQgi7Mmdlkjp7JsbgEGIfe8JlkgTADydXsiF1Kzc36kP76FZah+M0JFEIIezGVlJC6swZqDaF2El/x+DvOuM5rDn9M6tP/0Sv2G4MbjpA63CcitsmCjeoUXMo+fsIezvXDNaclUnMYxNdqhnshpQtfH9iOZ0i23Nv/B1yx/ifuGWi0OsN2GzSSuhSbDYrer1B6zCEm1BVlYzPqprBjn4QnxYttQ6pxnZm7OGLI9/RJrQloxLuRa9zy91irbjlX8Tb24+ionxU1T1GubM3VVUoKsrD21vujhX2kbdiGYUb1hMyaLCmN7deqf3Zh/j44Bc0C2rM2Db3Y5CDpwtyy+axfn6B5OVlkZFxFnDtKha9Xo+i2Dvh6fDw8MLPL9DOyxX1UdGObWT/9xv8u3QjdMjftA6nxo7nJ/HR/k+J9YvmkXZj8DBI31MX45aJQqfTERISoXUYduHuTSyFays7cZz0jz7A65rmRI5xnd5gk4vO8v5vCwjxCuGxa8fibbx4D87CTauehBCOV56RUdUMNpiYxya6TDPYjJJM5uz5D95GLya2H4e/h1TBXk6dJIrp06fTt29fWrRowdGjR6unJyUlce+993LLLbdw7733curUqboIRwhRS7bSEg6+/Fp1M1ijf4DWIdVIbnkes/Z8hE6n44nrHiLYK0jrkFxCnSSKfv36sWjRImJjY8+bPm3aNEaMGMGqVasYMWIEL7zwQl2EI4SoBVVRSJv3PuXp6cRMeByPqGitQ6qRInMxs/Z8SLmtgsevHUeET7jWIbmMOkkUnTp1Ijr6/B9TTk4OBw8eZNCgQQAMGjSIgwcPkpubWxchCSGuUu7ypZQe2E/Th8fh0zJB63BqpNRSxuw9H5FfXsCEa8fQwD9G65BcimYXs9PS0oiMjMRgqGyOZjAYiIiIIC0tjZCQkCta1pX0WeKKwsNd5+7WK+XOZQP3K1/BgYPk/PA9Yb2vJ7L/TS5x8brCaua9X+aRVprB070mXFHXHO62/a6WW7R6+nOngO7EnVs9uXPZwP3KZysq4vRb72AKCydo6Ah0Op3Tl8+qWJm39xOO5p7kwTYjiTXG1Thmd9t+f+QynQJGR0eTkZGBzWYDwGazkZmZ+ZcqKiGE9lRVJX3BR9iKioh++FH0Xt5ah3RZiqrw8cEvOJh7hBEt76ZDRDutQ3JZmiWK0NBQEhISWLp0KQBLly4lISHhiqudhBCOl79mFSV7fyPsnnvxatRY63AuS1VVFh/+L7sz93LnNYPoEdNZ65BcWp1UPb366qusXr2a7OxsxowZQ1BQEMuWLePFF1/kmWeeYe7cuQQEBDB9+vS6CEcIcQXKTp4k69uv8b2uA0EXGHTL2aiqyvcnlrMpbRsDGvejX8PeWofk8txy4CJ34s71pO5cNnCP8tlKS0l+eRqqotBo2ssYfH2rP3PW8q06tY4fTq7khgY9uKf5kKu+4O6s5bMHl7lGIYRwbqqqkvHJfCy5OUQ//Oh5ScJZ/Xp2Mz+cXEnnyA7c3XywS7TKcgWSKIQQF1Twy08U79xB2N/uwrvZNVqHc1nb03fz1dHvaRvWivsT7pHuwu1I/pJCiL+oOHOGrC8+x6d1G4JvuVXrcC5rX/ZBFh76kuZBTRnbeqR0F25nkiiEEOdRystJnTcHva8fUWPHo9M7927iWN4J/rP/M+L8Ynm43WhM0l243V221dOBAwf4+eefOXLkCIWFhQQEBNCiRQt69+5N27Zt6yJGIUQdyvz8UywZGTR4airGAOfu7O904RkS935MqHcoE9o/iJd0F+4QF00UGzZs4J133qGkpIQuXbrQoUMHfH19KSkp4cSJE0yZMgVfX18mT57M9ddfX5cxCyEcpHDTRgo3bSTk9iFO349TWkkGc377D74mHya2H4efyfkvtruqiyaKL7/8khdffJF27S5+N+PevXv56KOPJFEI4QbMaalkLFqId3wLQm8fonU4l5RTlsvsPR9h0BmY2H48QZ4yWqMjXTRRzJo167Izt2vXjvfee8+uAQkh6p5iNpM67330Jg+iHnrEqa9LFFQU8d6eDzHbzDzZ4RHCfUK1Dsnt1ejXkJubS0lJCVDZJ9O3337L999/74CxnIUQWsj66gvMZ88QNfYhTMHBWodzUaWWUmbv+ZBCcxETrh1LrJ/0DVcXapQoHn74YU6fPg3AjBkzmD9/PgsWLOCNN95waHBCCMcr2rGNgp/XEXzLrfi2dd6O8ypsZub+toDM0iwebjuaJoENtQ6p3qhRojh16hQJCZUXtn744Qc+/PBDPvnkE5YvX+7Q4IQQjmXOyiTjkwV4NW1K2N/u0jqci7IoVj7Y+wmnCpMZ02YkLUOaax1SvVKjTgH1ej0Wi4WkpCT8/f2JiYlBUZTq6ighhOtRrVbS5r0PQPT4R9EZnXN4GrPNzMcHFnM47xj3JwylfXgbrUOqd2r0y+jduzeTJk0iPz+fgQMHAnD8+HEiIyMdGpwQwnGy//sNFaeSiH70cUxhzjl+dHZZDh/sW0hqcTr3xA+hW3QnrUOql2qUKP71r3/x3XffYTQaueOOOwDIy8tj4sSJDg1OCOEYxXv3kLd6JYF9+uHf0Tl3vgdyDrPgwGJ0wKPXPkjr0BZah1Rv1ShReHh4cO+99543rWvXrg4JSAjhWJbcXNLnf4RnXEPCh957+RnqmKIqrDy1luVJ/yPWL5qH2o4izFsGNNPSRS9mv/7662RlZV1y5qysLF5//XW7ByWEcAzVZiP9w0RUi4XohyegN3loHdJ5Si1lzNv7CcuS1tA56jqe6jhBkoQTuOgZRZMmTbjnnnto1qwZnTt3pkmTJtVdeJw6dYpt27aRlJTEo48+WpfxCiFqIefHJZQdO0rU2PF4REVpHc55UorT+HDfQnLK8xgafwe9Y7vLeBJO4qKJYtiwYdx1112sXbuWX3/9lf/9738UFRVVdwo4bNgw+vTpg9EOLSV++uknZs6ciaqqKIrCxIkTufnmm2u9XCHE70oPHSR32Y8E9LyegO49tA7nPDsy9rDo0Nd4G7148rpHaBbUWOuQxB9cci9vMpkYMGAAAwYMcFgAqqoydepUFi1aRHx8PIcPH2b48OHcdNNN6J24GwEhXIm1oIC0j+bhERVNxIj7tA6nmk2x8f2J5aw7s55mgY0Z2+Y+Aj2du8fa+sgpGk7r9XqKiirHpi0qKiIiIkKShBB2oioK6f/5AKW0lAaTp6D39NQ6JAAKzUXM37+IY/knubFBT+68ZpAMOOSkdKqqqloHsXnzZp588kl8fHwoKSlh3rx5XHfddVqHJYRbOPvNfzn96SKaTXiYqFuco0r3aPZJ3tn0IcXmEsZ3GknvxtKK0plpfkZhtVqZN28ec+fOpWPHjuzcuZPJkyezbNkyfGs4mHtOTjGKonm+c4jwcH+ysoq0DsMh3Lls4BzlKzt2jDOLFuPfuQv667rZNZ6rKZ+qqmxI3crXR5cQ5BnIUx0eo4FvjOZ/pwtxhu3nKHq9jtBQvxp/X/NEcejQITIzM+nYsSMAHTt2xNvbmxMnTlxyLAwhxKXZiotJ+/B9TKGhRIwao3kLIovNwpdHv2dz2nZahbTggdbD8TX5aBqTqJkaJ4oTJ06wcuVKsrOzmTZtGidOnMBisdCyZctaBRAVFUV6ejonT56kadOmnDhxguzsbBo2lJ4hhbhaqqqS/vF/sBYU0PDZ5zF4e2saT05ZHh/tX0hyUQq3Nu7HwCb90evkOqSrqNGWWrFiBffddx8ZGRksWbIEgNLSUrt0Mx4eHs6LL77IpEmTGDx4MJMnT+b1118nKCio1ssWor7KX7uGkj27Cb97KF6Nm2gay6Hco0zfMZPM0hweafcAg5reIknCxdTojOK9995j/vz5JCQksGLFCgBatmzJ4cOH7RLE4MGDGTx4sF2WJUR9V34qiayvv8S3/XUE3aTdxWtVVVlz+md+OLmSaN9IHmp7PxE+ztn5oLi0GiWK3Nzc6iqmc/WcOp1O8zpPIcT5bGVlpM17H2NAIFEPjNXsf7TMWs5nh75iT9Z+OkZcy8iEe/A0OFd3IaLmanT+17p16+oqp3OWLVsmF5uFcCKqqpK5cAGWnGyixz+Cwa/mrVrsKb0kk7d2zGZv9kHuumYQY1qPkCTh4mp0RvHPf/6TsWPH8s0331BaWsrYsWNJSkpi/vz5jo5PCFFDBet/oWj7NsLuvBvv5vGaxLAncx8LD32Jh96Die0fIj64mSZxCPuqUaJo1qwZK1as4KeffuLGG28kOjqaG2+8scb3OQghHKsi5SxZixfh06o1wQMG1vn6FVXhx5OrWH36JxoHNGRcm/sI9pIGKe6ixs1jvb29q0e3E0I4D3N6GikzZ6D39iZq7Hh0ddz9TbG5hAUHPudw3jF6xXTl7vghmPSa36Il7KhGWzM1NZXZs2dz6NAhSktLz/ts1apVDglMCHF5ZSdPkvLeO+h0emKf/DvGwMA6XX9y4Vk+2LeQIksxI1veQ4+YznW6flE3apQoJk2aRNOmTXniiSfw8vJydExCiBoo2b+X1LmzMQYGEvvkFDzqeAz7dSc38dGuxfib/Ph7h0dpFBBXp+sXdadGieLkyZN8+eWX0qOrEE6icMsm0hf8B8+YGGKffApjYN1dD7AoVr45uoQNqVtpEXwND7YeiZ+HXK90ZzVKFH369GHbtm1069bN0fEIIS4jb/Uqsr5ajHeLlsQ89gQGn7rrLymvPJ8P93/K6cIzDG55MzdF9ZGuweuBGiWK559/nmHDhtGwYUNCQ0PP+0zGzBaibqiqSva3X5O3cjl+HTsRNW58nY55fST3OPMPLMKqWHmozf30b93DbXtXFeerUaJ49tlnMRgMNGvWDE8nGfREiPpEtVrJWLiAwk0bCbyxLxEj7quz1k2qqvK/5F9YcmIFkT7hPNR2FFG+EXWybuEcapQotmzZwvr16/HT6E5PIeozpaKCtMQ5lOzbS+iQvxEyaHCddc1Rbi3n00NfsydrH9dFtOO+lnfjZZQGLfVNjRJFixYtyM/Pl0QhRB2zFReT8t4MypNOEnH/aIJu6FNn604vyeCDfZ+SVZbN3665jX5xvaV/t3qqRomiW7dujB07ljvvvPMv1yjuvvtuh1/i8pQAACAASURBVAQmRH1nyc0hZca/sWRlEv3IY/h37FRn696duY9PD32JSW+SrjhEzRLFzp07iYiIYMOGDedN1+l0kiiEcICKlBRS3v03SnkZsZOn4NOidgOE1ZRNsfHDyZX8L/kXmgQ0ZKx0xSGoYaL49NNPHR2HEKJK2fFjpLz3LjqTkbipz+IZVzejPRaZi5m/fxFH80/QO7Y7dza/XbriEMAlEoWqqtX1kYqiXHQBchOeEPZT/Nse0ubNxRgUTIPJUzCF181AP0kFyXy0/1NKLCWMSriXrtEd62S9wjVcNFF07NiRXbt2AdCqVau/XMQ6l0gOHTpU6yAqKip47bXX2Lx5M56enrRv355XXnml1ssVwpUUbFxPxicL8GzYiNgnJmMMCHD4OlVVZUPqVr45uoRAz0Ce6vgYcf6xDl+vcC0XTRTLli2rfr127VqHBvHWW2/h6enJqlWr0Ol0ZGdnO3R9QjgTVVXJW7mc7G+/xqdVa2ImPI7ey9vh6zXbLHx55Du2pO+gVWgLHmg1HF9T3d3lLVzHRRNFdHR09euVK1cyduzYv3xnwYIFjBkzplYBlJSU8P333/PLL79Un7WEhYXVaplCuApVUcj6+kvy16zCv0s3oh4ch87o+OsC2WW5fLRvIWeKU7m18U0MbHITep1UI4sL06mqql7uSx06dKiuhvqjLl26sG3btloFcPjwYR5//HH69+/P1q1b8fX1ZdKkSXTqVHdNAYXQgmKxcOy9OWT/up7oQQNpMnZMndxtvSftIO9tmY+qKjzebQwdY9o6fJ3CtV3y0GXz5s1A5cXsLVu28MeccvbsWbuMcGe1Wjlz5gytWrXi6aef5rfffuORRx5hzZo1Nb7BLyenGEW5bL5zSeHh/m7bn447lw0uXT6lvJzU92dTemA/YXfejd+tt5GdU+LQeBRVYdWpn1iWtJoYvygeajOKcFPoVW+D+rz9XJ1eryM0tOY3UF8yUfzzn/8EKi82P/fcc9XTdTod4eHhPP/881cZ5u9iYmIwGo0MGjQIgGuvvZbg4GCSkpJo21aOdIT7sRYVkjJzBhXJp4l84EECe/V2+DpLLWUsPPQF+7IP0TmyAyNa3omHoe46FBSu7ZKJYt26dQBMnTqVN9980yEBhISE0LVrVzZu3EivXr1ISkoiJyeHRo0aOWR9QmjJkp3F2Rn/xpqbQ8yEifi1v87h60wpTuPDfQvJKc/jnvgh3BDbQ7riEFekRtcoHO3MmTM899xz5OfnYzQaefLJJ7nhhhtqPL9UPbkmdy4b/LV8FWfOcPbdf6NazMROnIx38+YOj2F7+m4WHf4GH6MX49reT9PAxnZbdn3bfu7ErlVPdSUuLk7u/hZurfToEVJnvYvey4sGT/8Tz1jH3qtgU2z89/hSfj67kWaBTRjb5j4CPf0duk7hvpwiUQjhzop37yRt3vuYwsKJnTwF05861rS3gopCPtr/GScLTtE37nruaDZQRqETtSKJQggHyv/1ZzI//QSvJk2IfeLvGBzcVf/x/CT+s/8zyq3ljGk9gk6R7R26PlE/SKIQwgFUVeXMV9+QuWgxPm3aEfPoY+gdODqkqqr8fHYj/z2+lDCvECa2f4gYvyiHrU/UL5IohLAzxWIha/FnFPz6C/7dexA1+kGH3m1dainjiyP/ZWfmb7QLa82oVkPxNjq+CxBRf0iiEMKOLDk5pL4/m4pTSTS4+068bx7k0LutT+Sf4uODi8mvKGBI01u5qdEN0hWHsDtJFELYScnBA6R/kIhqtRA9YSKNbrnRYc0rbYqNlafWsuLUWkK9gvl7hwk0CaybcStE/SOJQohaUhWlsvfX777FIzqGmAkT8Yhy3PWBnLJcPj64mJMFp+ka1ZF74ofgbfRy2PqEkEQhRC3YSktJn/8hJXt249+lK5GjxqD3ctxOe0f6bhYf+Q6AMa2G0ynK8Xd2CyGJQoirVHH2DKlzZ2PJySZ82EiC+t3ksK4xyq3lfHV0CVvTd9I0sBEPtBpOqHeIQ9YlxJ9JohDiKhRu2UTGwo/Re/sQN+UZh3bHkVSQzMcHPienPI+BTfozoFFfuYFO1ClJFEJcAdVqJeurxeSvW4t3fAuiH34UY2CQQ9alqAqrT//EsqQ1BHkGMrnDozQLauyQdQlxKZIohKghS14eaYlzKD9xnOD+txB21z0Ouz8irzyfjw8u5nh+Eh0jrmVYizvxMcm9EUIbkiiEqIHSw4dIm/c+irmC6Icn4N+5i8PWtStzL58f/hZFtTEq4V66RHWQbsGFpiRRCHEJqqqSt3ol2d9+jSkiggb/eBrPGMf0/FpureDbYz+wKW07jQLiGNNqBOE+ju1AUIiakEQhxEUo5WWkL/gPxTt34NexE5EPjMXg7Zjqn+TCsyw48DlZZTnc0qgvtzXpLxeshdOQRCHEBVSkppI2dxbmzAzC7rmX4JsHOKT6R1EV1ib/yo8nV+Hv4ccT140nPriZ3dcjRG1IohDiT4p2bCN9wXz0Hh40+Ps/8GmZ4JD15FcUsPDglxzJO0778LaMaHkXviYfh6xLiNpwqt7DZs+eTYsWLTh69KjWoYh6SLVayfpyMWmJc/Fs0ICGL7zksCTxW9YBXts2g6SC04xseTfj2twnSUI4Lac5ozhw4AB79uwhJiZG61BEPWQtyCdt3vuUHT1CUN+bCB86zCFNX802M98eX8qGlC3E+ccyptVwIn0j7L4eIezJKRKF2Wzm5Zdf5u2332b06NFahyPqmbJjx0hNnINSVkrUuPEEdOvhkPWcKUrl4wOfk16ayU0Nb+D2prdg1DvFv6AQl+QUv9KZM2cyePBg4uLirmr+0FDHDi+ptfBwf61DcBgty6aqKmlLl3N2wSd4RoTT8uUX8G3cyK7rCA/3R1EVVhz9iUV7v8ffw5fnb3iCdlGOqdKqa+782wT3L19NaZ4odu/ezb59+5gyZcpVLyMnpxhFUe0YlfMID/d32JgGWtOybEpFBRmfLKBo2xZ8219H1IMPUerjQ6kd4wkP9+dESiqfHvyKg7lHaBvWivta3oOfwdcttqk7/zbBvcun1+uu6ABb80Sxfft2Tp48Sb9+/QBIT09n7NixvP766/Tq1Uvj6IQ7Mqenkzp3Fua0VMLuvJvgAQMdMgrdrtT9zN76MRW2Coa1+Bu9YrrJHdbCJelUVXWqQ/G+ffuSmJhIfHx8jeeRMwrXpEXZinbtJGP+h+iMJqLGP4Jvq9Z2X0deeT5Lk1azJW0HsX7RjGk9gmjfSLuvR2vu/NsE9y6fy51RCFEXVJuN7O++JW/lcjwbNyHm0ccxhdq3e4xicwmrTq/j15TNoKoMbtmfvpE3YjKY7LoeIeqa0yWKdevWaR2CcDOlR4+Q9cXnVCSfJvCGGwkfNhK9yX4773JrOWvPrGdd8q9U2Mx0je7IwMb9admwodsekYr6xekShRD2Ys7MJPubLynetRNjSIjde3212CysT93CqlPrKLaU0D68Dbc3vYUoN6xmEvWbJArhdmylpeQu+4H8tf8Dg4HQO+4kuP8t6D097bN8xcbW9F0sT1pDXkU+LYObM7jZABoFXF3zbiGcnSQK4TZUm42CX38hZ8l32EqKCejRi7C/3YkxKNg+y1dVdmftY+nJ1WSUZtIoII77Eu6hZYjjhkEVwhlIohBuoWT/PrK++gJzagre8S0Iv3c4Xo0a22XZqqpyOPcYP5xcQXJRClE+ETzUdhTXhrWW5q6iXpBEIVxaRWoqWV99Qen+vZjCw4l+9HH8OnS02w48qSCZH06s4Gj+CYI9g7g/YShdojqg1zlVf5pCOJQkCuGSbEVFZP/wPQW//ITe05Owe+4lqO9NdmvNlFqczo8nV7E3+wB+Jl/ubj6YXrHdMEnfTKIekl+9cCmq1Ur+uv+Rs/QHlLIyAm/oQ+iQOzD6B9hl+TlluSxLWsO29F14GjwZ1ORm+sT1wsvoZZflC+GKJFEIl6CqKiV7dpP19ZdYMjPwad2G8KHD8Yy1z/jVheYiVp5ay4aUreh1Ovo2vJ6bG/XBz+Rrl+UL4cokUQinV558mqyvvqDs8CE8omOInfR3fNu2s8uySy1l/C/5F346sx6raqN7dGcGNrmJIM9AuyxfCHcgiUI4LWtBPtnf/ZfCjevR+/oSMeI+AnvfaJcBhcw2M7+c3cTq0z9Rai2jY8S13Nb0ZiJ9wu0QuRDuRRKFcDqK2UzemlXkLl+GarUQfNPNhAwajMG39tVANsXGprRtrEj6HwXmIlqFtmBw0wHE+dunCksIdySJQjgNVVUp2r6V7G++xpqbg+91HQi/eygekVG1XraiKuzK+I0fk1aTXZZD08BGjGk9kubBTe0QuRDuTRKFcAplJ0+Q9eViyk8cxzOuIVEPjsOnZe1Hgcspy2VL+k62pu0gpzyPGN8oHmn3AG1CE+RmOSFqSBKF0JQlN4fsb7+maOsWDAEBRI4eQ0DP62s1kJDZZmZP1n42p+3gaN5xdOhoEXwNQ5oN5LqItnKznBBXSBKF0IRSXsbpRUtJ+W4JqCohAwcRMvA29F7eV7U8VVU5VXiGzWnb2ZnxG+W2ckK9QhjU5Ga6RnckxMs+/T0JUR9JohB1ylpUSP7aNeSvW4tSWop/l66E3XUPptCwq1peQUUR2zN2sTl1O+mlmZj0JjpEtKNbdCeuCWoiZw9C2IEkClEnLDk55K1aQcGGX1EtFvyu60DTEUMpD7rysRtsio39OYfYnLadAzlHUFSFpoGNGNHyLjpEXIu33EUthF1pnijy8vKYOnUqycnJeHh40KhRI15++WVCQkK0Dk3YQUVqCnkrllO4bQsAAd16EDLgVjyiY/AP96f8CkaASylOY0vaDral76LYUkKghz/94nrTLboTUb4RjiqCEPWe5olCp9Mxbtw4unbtCsD06dN5++23ee211zSOTNRG2cmT5K5YSsnuXeg8PAjq05fgmwdgCrmycapLLaXsyNjD5rQdJBedxaAz0DasFd2jO5EQEo9Bb3BQCYQQ52ieKIKCgqqTBED79u1ZvHixhhGJq6WqKqUHD5C7Yhllhw+h9/El5PYhBPe9CYO/f42Xo6gKR3KPszltO79lH8CqWIn1i+bu5oPpHHkdfh7S/5IQdUmnqqqqdRDnKIrCgw8+SN++fRk1apTW4YgaUm02crZu4+w331Fy4gQeISHEDLmdyJv7Y/SpeSum9OIsfk7azC+ntpBTmoevhw/XN+xCn6Y9aBIsw4wKoRWnShQvvfQSGRkZzJ49G/0VtKPPySlGUZymGHYVHu5P1hXU49cl1WqlcMsmclcux5KejikikpABA/Hv3qNG40KEh/tzNj2H3Zl72ZK2g2P5J9GhIyEknu4xnWkb1sqlx39w5m1nD1I+16XX6wgN9avx953mv3D69OmcPn2axMTEK0oSou4pFRUU/PozeatXYc3LxTOuIdEPT8CvY6ca3SinqionCk7xbdJvbEzeQYXNTLh3KIObDqBrdEfpuVUIJ+MUiWLGjBns37+fDz74AA8PD63DERdhKy4mf93/yFu7BqWkBO/4FkSOfgCf1m1r1B1GdlkOW9N3sS1tJ9nluXgaPekQcS3dojvRLLCxdKkhhJPSPFEcO3aMxMREGjduzLBhwwBo0KABc+bM0TgycY4lL4/81SvJ//Vn1IoKfK9tT8jAQXg3u+ay85ZaytiduZet6Ts5UXCqujuN25reTL+EbhTlmeugBEKI2tA8UTRv3pwjR45oHYa4AHN6OrmrllO4aSOoKv5duhJy6214xja45Hw2xcah3KNsTd/J3uyDWBUrUT4RDGl2K50jryPYKwgAL6MnRUiiEMLZaZ4ohPMpP32K3BXLKN65A53RSGDvGwi5+VZM4Rcf1EdVVc4Wp7EtfSfb03dTZCnG1+RDz5iudI3qQEP/BlK1JISLkkQhgModfdmRw+SuWEbpgf3ovb0JufU2gvr1xxh48YvLBRWFbM/Yzda0naSWpGPUGWgT1oquUR1oFdoCowu3WhJCVJL/4nrOWlhI0ZZNFGxYjzk1BYN/AGF33k3gjX0x+PhccB6zzczerANsTd/FodyjqKg0CWjIvfF/o2PktfiaLjyfEMI1SaKoh1SbjZID+yjcsJ7i3/aAzYZX02ZEjHqAgG490F+g5ZmiKpzIP8XW9J3sztxLua2CYM8gbmnUhy7RHWWsaSHcmCSKesSckU7hxg0UbNqALT8fg78/wf36E9DrejxjLjxmdGZpFtvSd7EtfRc55Xl4Gjy4LqIdXaM6SjfeQtQTkijcnFJRQdGO7RRu+JWyY0dBp8O3bTsCR96Pb9tr0Rn/+hMotZSyM/M3tqbtIqnwNDp0tAxpzqCmt3BteBs8DXKvixD1iSQKN6SqKuUnT1Cw4VeKt29DKS/HFBlJ2J13E9CjJ8agv472ZrFZOJx3jK1pO9mXfRCraiPKN5I7mg2kc9R1cre0EPWYJAo3Yi0ooHDLJgo3rMeclorOwwP/Tl0IvL43Xtc0P695qqqqZJRmcjD3KIdyjnIs/yQWxYKfyZfrY7vTJboDcX6x0qRVCCGJwtWpNhsl+/ZSsHE9JXt/q7ww3ewaIkeNwb9Ll/PGoC61lHE47xiHco5yKPcoeRX5AET6hNMzpgutQlvQMri5jPEghDiPJAoXZU5Po2DDego3b8RWUIDBP4Dgm/oT0LM3njExQGVLpaSCZA7lHuFQ7lGSCpJRUfEyeNEy5BoGhPQlISSeUG8ZTVAIcXGSKFyIUl5eeWF64/rKC9N6feWF6V698W3bDp3RSH5FATtTt3Mo9whHco9TYi1Fh46G/g24pXFlYmgS0FDOGoQQNSaJwsmpqkrZ8WMUbFhP0fZtqBXlmCKjCLtrKAHde6D6+3K8IIlDSSs5mHuEtJIMAAI9/Gkb1oqE0HhaBjeXUeGEEFdNEoUTUioqqDiTTNmxo5zZuomysynoPD3x79SFgF7XUxAdwJ68Yxw69W31RWijzkCzoCZ0jepIq9AWxPhGyYVoIYRdSKLQmK24mPLk01Qkn6YiOZny5FNYMjKgauBB/5YtCL7/fs42DWJ7SRIHM78h78z5F6ETQuJpHtxM7m8Qwk7cdcTMqyWJoo6oqoo1L5eK5GQqkk9XJYdkrLk51d8xhoRgiotDvbY1RRF+pAfqOKJL51juGpRjilyEFoKq/yWbitlqo8Jsw2xVqDDbqKgwY6kow1pejrWiDKu5DKWiHMVcgWKtQDVXoForwFaBzmpGZzWjVyofBsWCQTVjVC2YVCs6VDIGjCe6aUuti+sUJFE4gKooWDIzqpPBubMFW3HV+Ls6HbrwUMwNQils35CMYCPJAVZSlQKKLGlAGthAl6ujaUhDbm7URy5CC82pqgo2M6qlAqwVmPWFWHMKsVosWK0WLBYrNqsVq8VS9WzFZrNis1hRbFas1spnxWpDsVlRbVZsNhuqzYqq2FBtNlTFBsrvz9UP1YZesVbtyC2YdFY8dFY8dVY8sBKgs2LUKVdUHisGrDoTVp0Jm9GEovdAMXigGPxRTd40jIvC4qC/pauRRFFLqtVKRWpKVTI4TXlyMhVnzqBWlFd+btBTERZIQaMA0oOCOOVvJsXfhsWkB/KBfII8Awn3DqWtdyvCfUIJ9w4j3DuUMO9Q4qLD3HaAd1E7iqJisSpYbErls9VWubOuKMdqLsdWUY7NXI5iqTyqVi1VD2vljh6rufLo2mZGf+6hWDBUH2FXPoyqBRMWTFj541Wvkj/FY6x6eF5leVQVbDo9CnpUqp51elS9AVWnR9EZsRk8UQ0+KAYPMHhgNXpiM3lSbvJEb/JE7+GFwcMLg6cXJk9vTJ5eGL28MXp6oTN6gsmz8tnoge4yB11B4f7yv1fFKRJFUlISzzzzDPn5+QQFBTF9+nQaN26sdVh/ce4ic0XyacpOn6Is+RTW1FSwVR7JWE0G8kO8SG9sJC3In8wQI7kBRlSDnhAvf8K9Q4nzCaODdyjh3qGE+4QR6hWCh8GkccnEpVRWdSgoNiu2qqNlxWLGZq16bTVjs1pRrZbKI2WLBcVmId3TQFFBCYrNgmK1oFgrj6JVm7X6iFpVrFB1RI1iRadYQbGhU2zoVGvVs4JOtaFXbeipfDagVD50NoxVr006G95XelSt6jFjxIKxKhWYsOqMlOtM2HQ+WA1VR9p6DxSDCdXgiWrwQDV44Onjjc0GeqMRvcGIwWjAYDRiMJowGI0YTUYMhspnk8mE0WTEaPKofO9hwmQyoTcYQF/50EkHk05Lp6qq5ldtRo0axV133cWQIUNYsmQJ3377LQsXLqzx/Dk5xQ6/+GQtL+PYP57EUFYBQJmnnsxgA1nBpsqEEOKJISKMcJ/wyiTgHVZ1dhBKiFfwVQ/gE+6kRzWqqqKqoKgqiqJiU1RUVUVRK490z00/77XNhqLYUGwKqqoQ4OdBbk5h5Q7YZkOpqprA9ocqCsWCaquqjrBZq6onqnas1VUV1urqCWxVz4oNnWoDpXInS9WOVqecv8P9y8636r0BBSM2DLrK5yut1qgpq6rHhh4FQ+WzzoBy7llnQD330Fc+ozei6iuf0RvRGQxVz0Z0BhM6kwc6oyc6kxd6D090Js/KI+yqh9HzD0fbXl4YjFd/kOKsv017cefy6fU6QkP9avx9zc8ocnJyOHjwIAsWLABg0KBBvPLKK+Tm5hIS4jwXa21GAxs7BGLVQ0VwAB5e/gTovAlQvYlVvfBVPdAX6NAVqKACZGEmixRUUlSonKiiq379+7RzLZx0nJv3989NRgPmCjOqoqCiglK5k0VVKudTVVCrpimVy1NVBV3VdP78jFr5GZXTKl9XvtdVvdehVD0q3+vPva6uFPj9ta7qvV6nVlcY6FAx6Co/M6Biqvr8QiIcsK0AbKru953uuYeuKgXojChVVRmKzoCqN6HoDFh0Bsy6yh2xqjfCH54rd9BGdHojGP7wbPh9J43eWHl0baycFhgcQFm5DaPJhNHDhNFowuThgdGj8tlgNEkTZuESNE8UaWlpREZGYjBU1hcaDAYiIiJIS0urcaK4ksx4tUpLSrjLnF15ZJme6fD1XY6iVu/KK9+jR9XpqnbdOqh6PjeN6td6ODdNr6+ezrnpOj3o9Kg6Y9Vz5fvfHzrQGarfq3odNp0Bm15fWXXwh2d0enR6Pbpz1Qp6Q9X7P0w3GKurLqofpnNVGZVVGIZz703nqjRMGIymqvlM6AyGyvpmg7HyWW+QHXAdCQ/31zoEh3L38tWU5onCHuqi6gnAZ9jbWMqKAB2V+2cduqrnymlVz1DZskn3++vfPz/3GdXTdNXz/z7t3OuIiEDy8kvR63/fUbtLXe6Vntrbqh5mqDwJslQ9AFDOfeI03LnqAqR8rszlqp6io6PJyMjAZrNhMBiw2WxkZmYSHR2tdWh/4RkYgmdg3VaHefr4YCix1ek6hRDijzQ/NA0NDSUhIYGlS5cCsHTpUhISEpzq+oQQQtRnmp9RALz44os888wzzJ07l4CAAKZPn651SEIIIao4RaJo1qwZX3/9tdZhCCGEuADNq56EEEI4N0kUQgghLkkShRBCiEtyimsUtaXXu/fNVe5cPncuG0j5XJ27lu9Ky+UUfT0JIYRwXlL1JIQQ4pIkUQghhLgkSRRCCCEuSRKFEEKIS5JEIYQQ4pIkUQghhLgkSRRCCCEuSRKFEEKIS5JEIYQQ4pIkUQghhLgkSRRCCCEuyS06BXQneXl5pKenAxAVFUVwcLDGEdmXu5fP3bn79nPn8tWmbC6ZKNxxYyYnJ/N///d/HDx4kIiICAAyMzNp1aoVL730Eo0bN9Y2wFpy9/Kd446/TXD/7efO5bNL2VQXcvr0aXXUqFFqp06d1IEDB6oDBw5UO3XqpI4aNUpNSkrSOrxauffee9UlS5aoNputeprNZlO///57dejQoRpGZh/uXj53/m2qqvtvP3cunz3K5lKJwp035i233HJVn7kKdy+fO/82VdX9t587l88eZXOpi9n5+fkMHjwYvf73sPV6PUOGDKGgoEDDyGovKCiIpUuXov5heBBVVfnhhx8ICAjQMDL7cPfyufNvE9x/+7lz+exRNpcauGjYsGHcd9993Hbbbeh0lSM0qarKjz/+yGeffcZXX32lcYRX79SpU0ybNo1Dhw4RGRkJQEZGBi1btuTFF1+kadOmGkdYO+5ePnf+bYL7bz93Lp89yuZSicKdN+Y5ubm5pKWlARAdHU1ISIjGEdmXu5avPvw2wX233znuXL7alM2lWj01btyYTz75xK03pk6nq66+OHdk6k7ctXz14bcJ7rv9znHn8tWmbC6VKM5xx43pzs3zwP3Ld447/jbB/befO5dPmse6URNEd2814+7lc+ffpqq6//Zz5/JJ81jVfTamOzfPU1X3L587/zZV1f23nzuXT5rH4j5NEN25eR64f/nc+bcJ7r/93Ll80jwW92mC6O6tZs6V7+DBg0RFRaGqKhkZGSQkJLhF+dz5twn15/fpjuWT5rG4z8Y854+tZpKTk7n11ls1jsi+zpWvtLSUBg0aEB0drXVIdlEffpvg3s1Hwb3LV5uyuVSiOMcdN+bx48f/Mm3s2LHMnz8fVVW55pprNIjKflJSUpg2bRobN24EICAggPLycoYPH87f//53PDw8NI7QPtzxt1kflZSUcOrUKRo1aoSfn5/W4dhFfn4+aWlpGI1G4uLi8PLyqvG8LpkoLuT222/nxx9/1DqMq9ayZUtiYmLOm5aRkUFkZCQ6nY61a9dqFJl93H///dxzzz3ccMMN/PDDD+Tl5TFy5EjeeecdPDw8mDZtmtYh2pW77Wg2btxIz549ASgqKuLll19m9+7dJCQkMG3aNMLCwjSOsHZeeOEFnnzySUJCQti5cycTJ04kODiY3Nxc3nrrLXr16qV1iFft3EHahg0b0Ol0V3eQduXX0LVz7NixCz6OHj2q9uzZU+vwxb95AAAACopJREFUamXWrFnquHHj1LNnz1ZP69Onj4YR2dftt99+3vu77rpLVdXKlkH9+/fXIiS7+r//+z81JydHVVVV3bFjh9q9e3d14MCBardu3dT169drHF3t3XHHHdWvX3rpJXXatGnqkSNH1HfeeUedNGmShpHZxx9/n/fff7/622+/qaqqqidPnlT/9re/aRWWXdx3333qkiVL1Pz8fHXhwoXqzJkz1ezsbPW5555TX3zxxRotw6VuuBs0aBCxsbHnXb0/Jz8/X4OI7Ofxxx/n4MGDPPXUUwwZMoThw4e71Q1bRqOR5ORkGjZsyP79+6uPYvR6PUajS/0ML2jPnj3V1UwzZ84kMTGRdu3akZSUxFNPPeXSR6TAef9zO3fu5JtvvsFkMhEfH8/tt9+uYWT2UVFRUf26pKSEdu3aAdCkSRMsFotWYdlFQUEBgwcPBirP7O+++26eeOIJXnnlFQYMGFCjZbjUf2hsbCyff/559cXCP7rhhhs0iMi+WrVqxcKFC3nvvfcYPXq0y/9A/+iJJ55g6NChhIeHk5WVxYwZMwDIzs6mQ4cOGkdXe+68owEwm82cOHECVVXR6XSYTKbqz/7YJNhVde/enTfeeINJkybRtWtXli9fzsCBA9m4cSNBQUFah1cr9jhIc6lEcfPNN5OSknLBRNG/f38NIrI/Dw8PpkyZwp49e9i2bZvW4djNjTfeyOrVqzl9+jRNmjSprrcPCwvj1Vdf1Ti62nPnHQ1AeXk5Dz30UPX7c9fPiouL3SJRPPfcc7z55pv07t2boKAg5s+fz9SpU+natSuvvfaa1uHVij0O0tzmYrYQWjKbzbz55pssWbKEoKAgzpw5g9FopGvXrrz44ovExcVpHaJDlJWVkZ2d7TblKy0tJTk5GZvN5lat1goLC887SNu0aRM9evSo8fySKISwoz/uaGJiYtxmzOy8vDz+/e9/k5qaSr9+/Rg5cmT1ZxMnTmTWrFkaRld7hw8f5rnnnsNgMPDGG28wffp0tm3bRmBgIImJiSQkJGgd4lWzR9N7SRRCOJirN92GyuqLBg0a/H97dxvS1PvGAfy7ZsY0MCmWD4VgWDRDNza1B8WnLF+scs2iB40k0F74RnpwQaZYLzIhNVCEikkQ+VBmM+yFZQ2iFzpWURKpo6n52HKKOkvN+/fCvwf9a/tNG+63vD4gHM48130dB7s851y7b4jFYjx48ADu7u4oLCyEi4sLEhISUFNT4+gU/0hSUhJSUlIwPDyMoqIiZGRk4ODBg2hoaMC9e/dQVlbm6BSXzB6t9071jIKQ/6qF/msDpruFzGbzMmdjf+3t7bh16xaA6eeBubm5SEtLQ0lJiYMzs4/R0VHExsYCmO5am+kSiomJ4c7bWaWnp+P9+/fIycmBr68vgOnzamhosDkGFQpC7OBvbt0Gpp/BzODxeMjOzkZeXh5SU1PndHw5q9nv28wXC2dMTU0tdzp2ZY/We+dvVyDkP2CmdbuhoWHez/r16x2d3h/bvHkzmpqa5uzLzMyEWCyG0Wh0TFJ25Ovri5GREQCY04XX29sLgUDgqLTsZqb1vqura0mt9/SMghA7yMvLQ1xc3ILthteuXcPly5cdkJX9DA4OgsfjwcPDY95rbW1tTj8X2e9YLBaMjY39FcV+xkzrfWpqqs3HUKEghBBiFd16IoQQYhUVCkIIIVZRoSDkf0wmE06ePAmJRILr16/bNXZycjKqqqrsGpOQ5UKFgji9xMREGI1GdHZ2QqFQLDlORUUFPD09odfroVKp7JghIc6NCgVxahMTE+ju7oafnx8+fvwIkUi05Fjd3d3YsmXLXzW9OyH2QIWCOLXW1lbuw92WQqHX66FUKiGVSqFUKqHX6wEAKpUKNTU1uHv3LiQSCd68eTPvWJVKhStXriAlJQUSiQRJSUno6ur619izjY+PIzQ0FJ8/f+b2ff/+HUFBQRgYGAAA3L59G+Hh4QgPD0dVVRW2bduG9vZ2ANOry128eBE7d+5EdHQ0SkpKuC+EVVdX4/jx48jLy0NISAhiYmKg1Wq5caqrqxEbGwuJRIKYmBhoNBpb/8xkpbPvWkqELI+HDx8yqVTKgoKC2I4dO5hUKmXbt29nYrGYSaVS1tHRMe8Ys9nMZDIZe/z4MZuYmGC1tbVMJpOxgYEBxhhjmZmZ7ObNm78dMzMzk4nFYtbY2Mh+/vzJrl69yo4dO2ZT7KSkJFZZWckYYyw7O5vduHGDi1tWVsbS0tIYY4xptVq2e/du1tLSwiwWCzt//jzbunUrMxqNjDHGLly4wM6ePcuGh4dZZ2cn27dvHxf30aNHTCQSsYqKCjY5Ocnu37/P9uzZw6amptjo6CiTSCTMYDAwxhjr6+tjLS0tf/QekJWDriiIU1IqldDpdAgMDERlZSU0Gg0CAgKg1+uh0+kWnPb61atX8PPzQ0JCAlxcXCCXy+Hv74+XL1/aPG5UVBRCQkLg6uqKjIwMvHv3Dj09PYuKrVAo8PTpU+5K4MmTJ9zcQs+ePcPhw4cREBAAgUCA9PR07rhfv36hrq4O586dw9q1a7Fp0yakpKTMuTLw8fHB0aNHwefzoVAo8O3bN5hMJgDTC9W0trbix48fEAqFCAgIsPm8ycpGhYI4ncHBQchkMkilUrx9+xbJycmIj4/Hly9fEBIS8tuZPvv7++fNounj44O+vj6bx/by8uK23d3d4eHhgf7+/kXFDg4OhkAgQGNjIwwGAzo6OrgJ6fr7++eM4e3tzW2bzWZMTEzMGef/x9iwYQO3PTP1hMVigZubGwoKClBeXo7w8HCkpqbCYDDYfN5kZaNCQZzOunXroNPpkJubiyNHjkCn0yEiIgKlpaXQ6XQ4ffr0gscJhUJ0d3fP2dfT07Pgiom/09vby22Pjo5iaGgIQqFw0bEVCgU0Gg00Gg3279+PNWvWcDnO/uDv6enhtj09PbF69eo54ywm/4iICKjVarx+/Rr+/v7Iysqy6ThCqFAQpzX74fWnT58QGBho9fcjIyNhNBpRW1uLyclJ1NXVoa2tDVFRUTaPqdVqodPpMD4+jqKiIgQHB8Pb23vRsQ8dOoTnz59Do9EgISGB2x8fH4/q6moYDAaMjY2huLiYe43P5yM+Ph4FBQUYGRlBV1cX1Go1d9vKGpPJhBcvXsBiscDV1RVubm7g8/k2nzdZ2ahQEKfV3NwMkUgEs9mMVatWLThh3Wyenp4oLS2FWq1GWFgY7ty5g9LS0kUtdymXy1FcXIywsDA0NzcjPz9/SbG9vLwgEonA4/Egk8m4/ZGRkUhOTsapU6cQFxcHsVgMYHotdQDIysqCQCDA3r17ceLECcjlciiVyn/Ne2pqCmq1GhEREQgNDUVTUxOys7NtPm+ystGkgITYSKVSYePGjcjIyLBLvEuXLkEoFFqNZzAYIJfL8eHDB7i40PIxxDHoioIQB/j69Svq6+uRmJg477X6+nqMj49jaGgI+fn5iI6OpiJBHIoKBSHLrLCwEAcOHMCZM2cWbOMtLy/Hrl27EBcXBz6fj5ycnOVPkpBZ6NYTIYQQq+iKghBCiFVUKAghhFhFhYIQQohVVCgIIYRYRYWCEEKIVVQoCCGEWPUPIhhNs6afOHkAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = times.T.plot()\n", + "ax.set_ylabel('time (s)')\n", + "ax.set_xlabel('# of polygons')\n", + "locs, labels = plt.xticks()\n", + "plt.xticks(locs, (times.columns ** 2), rotation='vertical')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plotting without the GEOS methods, the difference between `queen` and `rook` is minimal:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ],\n", + " [Text(0, 0, '100'),\n", + " Text(0, 0, '400'),\n", + " Text(0, 0, '900'),\n", + " Text(0, 0, '1600'),\n", + " Text(0, 0, '2500'),\n", + " Text(0, 0, '3600'),\n", + " Text(0, 0, '4900')])" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = times.loc[['rook', 'queen']].T.plot()\n", + "ax.set_ylabel('time (s)')\n", + "ax.set_xlabel('# of polygons')\n", + "locs, labels = plt.xticks()\n", + "plt.xticks(locs, (times.columns ** 2), rotation='vertical')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Comparison of strategies\n", + "\n", + "Different coloring strategies lead to different results, but also have different performance. It all depends on preferences, what is the goal. \n", + "\n", + "If one want visually balanced result, `'balanced'` strategy could be the right choice. It comes with four different modes of balancing - `'count'`, `'area'`, `'distance'`, and `'centroid'`. The first one attempts to balance the number of features per each color, second the area covered by each color, and two last based on the distance between features. Either represented by the geometry itself or its centroid (a bit faster).\n", + "\n", + "Other strategies might be helpful if one wants to minimise number of colors as not all strategies use the same amount in the end. Or they just might look better on your map.\n", + "\n", + "Below is a comparison of performance and the result of each of the strategies supported by `greedy`." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "import libpysal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When using `'balanced'` strategy with `'area'`, `'distance'`, or `'centroid'` modes, keep in mind that your data needs to be in projected CRS to obtain correct results. For the simplicity of this comparison, let's pretend that dataset below is (even though it is not).\n", + "\n", + "Strategies used in `mapclassify.greedy` have two origins - `'balanced'` is ported from QGIS while the rest comes from `networkX`. Snippet below generates each option 20x and returns the mean time elapsed together with the number of colors used." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "balanced count\n", + "time: 0.0012734532356262207 s; 5 colors\n", + "balanced area\n", + "time: 0.04488915205001831 s; 5 colors\n", + "balanced centroid\n", + "time: 0.6184169292449951 s; 5 colors\n", + "balanced distance\n", + "time: 3.698784148693085 s; 5 colors\n", + "largest_first\n", + "time: 0.00743335485458374 s; 5 colors\n", + "random_sequential\n", + "time: 0.0073337554931640625 s; 5 colors\n", + "smallest_last\n", + "time: 0.012673044204711914 s; 4 colors\n", + "independent_set\n", + "time: 0.21364336013793944 s; 5 colors\n", + "connected_sequential_bfs\n", + "time: 0.010818779468536377 s; 5 colors\n", + "connected_sequential_dfs\n", + "time: 0.01690601110458374 s; 5 colors\n", + "saturation_largest_first\n", + "time: 0.04053806066513062 s; 4 colors\n" + ] + } + ], + "source": [ + "strategies = ['balanced', 'largest_first', 'random_sequential', 'smallest_last',\n", + " 'independent_set', 'connected_sequential_bfs', 'connected_sequential_dfs',\n", + " 'saturation_largest_first']\n", + "balanced_modes = ['count', 'area', 'centroid', 'distance']\n", + "\n", + "times = {}\n", + "sw = libpysal.weights.Queen.from_dataframe(\n", + " world, ids=world.index.to_list(), silence_warnings=True\n", + " )\n", + "for strategy in strategies:\n", + " if strategy == 'balanced':\n", + " for mode in balanced_modes:\n", + " print(strategy, mode)\n", + " timer = []\n", + " for run in range(20):\n", + " s = time()\n", + " colors = greedy(world, strategy=strategy, balance=mode, sw=sw)\n", + " e = time() - s\n", + " timer.append(e)\n", + " world[strategy + '_' + mode] = colors\n", + " times[strategy + '_' + mode] = np.mean(timer)\n", + " print('time: ', np.mean(timer), 's; ', np.max(colors) + 1, 'colors')\n", + " else:\n", + " print(strategy)\n", + " timer = []\n", + " for run in range(20):\n", + " s = time()\n", + " colors = greedy(world, strategy=strategy, sw=sw)\n", + " e = time() - s\n", + " timer.append(e)\n", + " world[strategy] = colors\n", + " times[strategy] = np.mean(timer)\n", + " print('time: ', np.mean(timer), 's; ', np.max(colors) + 1, 'colors')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see, `smallest_last` and `saturation_largest_first` were able, for this particular dataset, to generate greedy coloring using only 4 colors. If one wants to use higher number than the minimal, `'balanced'` strategy allows setting of `min_colors` to be used." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "times = pd.Series(times)\n", + "ax = times.plot(kind='bar')\n", + "ax.set_yscale(\"log\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot above shows the performance of each strategy. Note that the vertical axis is using log scale.\n", + "\n", + "Below are all results plotted on the map." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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uGXoK6zj6earjqyV1Jhe3f2Ta21trsVs3Ydb8HEaGYXQE9upCdlhSGXCdeF+HSqm4jHPhUvT5r0HNXYB5aA3m/p8d2TEda6k01Naj6hogm4WRYWxfDwwNoi66DOct7wTAhkG8btJxwHHjoLxYxBZykBuD0eH4sbmxOGuZz2HzY2AsJFOoZDJ+rmQKVVOLWrwMmtvAdaXZjhBCiBnlULuhzhTSDVWI04Cx4YRmL72FVzA2xNiQjNdC2m1G45J0a5mbvZjZmfMpRzleHbmfodI2Rss7iWz5BL+K6XFUghp/FjXebOoT8ylFo3g6Li11dQKlNDYI4gYvng9jI9j+XhiLgxO7bTPs2Hb0DqiQO/zHWgtDA9hn1hI9s/boHdOxVshDIY/t3jXxds+vBopm7X/H6y4HeuP3f3SUaV2cUAoamlDZLLTOjrOebe2Qzu7V+Ef+VInpsdYSWYOjtFxgOIGMtZRNhKs0WilKUUQ+CsgFZWq9BDWeT2gNnnbQ8nUSp5NSEW/TOlRuFJupIVhydrwUZAaTzKIQJ5HIlLFYOkcfZqi0FWND+ovrCczEpic1/hwW1b6B1vTZeDqNsWGlpDL+cXe0TykaoRgOxY1hdJI9Ixb2NLgxNiQyJUJbJDBFgijPttEH6S9uOOavtTV1Nssa3kaNP5vIllEoHJWIA65yqRIYjmJ3dmK3bY6bv+zeFa+bEzOHUuAn4j+GlX8qkYCaWtQFl6JmdcTZSGviNZAzvIX4TGGNJQpNXBoMKKXiJrVaoT2NNRYTGhzfwYQGG8U//UqD4zpx46SThLV2ysBvoFggF5ZpSqZJu3vWJI8Hi+L4sZXg0FGaXBiwZXSQLWND9Bby5MLypMtGScelI1PDgmw9S2sb0Urha0cCfHFSOdTMov/EA/hP/jdqr/MU6/mUL3wt5Ytef1SOKZcb4w//8IOsXv0lZs+ePeU2klkU4hQVmYCxoIdHd3+R0By4I+ZoeSfP9X0XAIUm6daTdptJuQ2k3EYyXhtNiaXU+nNwtH/Q57bWMBb0MFruohQdRvnlNDkqQWvqLJY3vp2EU4ujEiil0CpeC2eNiUc69HZj1j0Lu3dhB/vj8ka57jWzaI37qS9MeZctFuJ1j+NXU0/zhjjWWqy1aD0xwDGRwUS2+r2tXFXdZnDrIMXhIqXRErmeHCO7RknUJMi0pKmZVUNQCOl9pZfRrlG8lIdf45OoSZDIxh+z7Vlq2mtINaSqz6WdmRlg7S+AGAlKWGz1Mlc5inCUwtEz83WcykJrUCi0UuSCMo/0bKcYTTEOqKIYhWwaGWTTyCD379rC4toGLmqeTXMyjVYaR4JGcYrxn3iAxKP3T7pdBeXq7UcaML744gv89V9/ms7Oo1hNhWQWhTiphKZELuhl59jj9BZfjsdOAKCwGPJh37T3pXBY2fJ+2tMrUWiGy5105Z6mt/AyY8FuAHxdQ9KtYyzoxtjgkI83Hn/hV8ZexB8dHX+s9ecyK3M+SacOt5rdtEQ2xNMHLsmwxsRNUgDlJzAvv4D5wbcP+fjEMZZIxoFgOot+yztRHfPisRqn8YlgWI7QWmGNpTRWojBQINebI92UpmFBA6aSKXRch8Gtg/S81IOJLNZYsu1Z2s5qxc/6mMBUGgKBdjQ7n9pFkC8TliLCYkhYColKIVE5Qrsa7Tk4noPjaRzfQXsOjQsbaFwcz/uaqYGiOPmExjAWlrl323r6S9Mb9TOuMZHi4pbZLK1twpWgX8xw084slopk/3n1hIzivqznM3bT/zqiktS/+qvb+e3fvo7bbvsUX/nKNySzKMRMF5oSrk4QmGK1qYpSGkf5h93l0dUJ6hIdZL1WlvIWFFSCrNjPtnwEy/6v5u7NErFl+NeknAaaUktpTC6mPrGAs5XD/dv/PwrhAGUzSrk8eljHmnFbuWrubRNuC0xhT5ZEubhTZDW12v+vJRtF8To2Kp1NAbt7J+YX/35YxyiOsVIR2mbh/P6HIJFCeTNj3uWJ1rexjxd+8OKk2zMtGbSnwUJYCikMTDzR7n6xm82/2oyX8qibW0f9/HoaFzWQac4w54LZcfBo4xLVSdeBLaDiLJ1SCqUVypl6pqoQR8LVmhrX572LzgFgd2GMrWNDDJWKjIUBY0GZfBhgpljTPFAqsHlkkEU1DbhoAhP/PRsvK46swVgrax3FScXbtO6AgSLEGUZ300uEZ6867Of5i7+49bAfeyASLApxAMYaIlNCaxdjIzQardxpBXuKeBuNQy7qZ8Pgz/B0irTXQo03m6zXStKtRyuPyAaTsmnW2ni4fWXAvbERrk6glRNn5yrbBabASGkHz/V9d1qBoqMSzMleyKK6N5J06rA2qg6wL0ZDbBt9mEI4cMjv1b5yYQ8/2/Jhzmy8nkV1b8Bai6cPPFrBGhMHg9ZUxie48Zy/oUHo740bqAwNxKWng/1x4xUxc7W249z0kXj2oqwhA8D1HZoWN3HJn1zMlge30vNSD9bEJ8253uk1TwoKAX0b+jChISgE1HXU0rioEcd14nJSV5q7iBPL0br6N2peto7Z6RoiG4eHjlI4Kg4E82GIsQbfcfCUg6v3lKAGJmL9cD+PdO9gLIxPtLOeT3sqQ0e6lnnZOhr8ZNwoR+lJZdxCzBQqN72L7jp/eBfnjzUJFoXYD2MjtHLQThzgOGpPVsRac9CT3/Eh8I72qPXnsKL5vXHDGBswUtrB1tEHGS51UoyGaE6eyVlN78LBRWu38vwhz/ffRU9+HZ5OkvVm0Z5eSUfNxRM6oXo6RX1iPq+fcyvFaJjA5AiiPGUzRjmKZyeOl3nG2y4ETHU94FjQQ+/YS+zKPclg6dWj9v4lnDpq/TmEpkxgCmjcCe8hgC2X4y6mw0PYgT7o3Y0dHIgDwqGBeNzFkY66ECeMamgCc/CfldON4ztkWjIsv24Zy95yBtvXbmfnkzsp56Zf6t1+bjvLf3sZylHVElITmWpWUjsa7ehqkxshTiRXa1wm/h5IOC4JZ/JpaGQMoTWs2bWVHfkRUq5LQyJJ0nFJOi4JxyGylp5CjnwYMCddIxdHxIxmMzXT2s6kp7fd8SbBohD7sNYQ2jJgyQXDlE2O0BTJuE1k/XaAwzr5TTh7fglkvVba0udgbISjvQnB3zhHe6xoeg80QT7sJ+nU4+pkPPLCqrikDOI1gZVyzoxuBpoPeiyRKVf/uGa9VrJ1rSysuxKA53rvZPvYo4f8+iDOpp7Z+E7m1VyGwsHYAEf7+y8t1QrG7yvksSND2IFeyOcr8/o0hBIsnrTC8EQfwYzmJuLv/fmXz2fBFQsISyFj3WMMbBmk89FObDS5TK9xcSP18+qYd8m8SUHgeNC46f7NdL/YTZAL6Li4gzOuXVrdxhgjGRgxY1lrK1lJzTUdi4hM3MW7UkWNUgpHKTRSQi1OHsGSs0k8+PODrlkMl0x/HeHxJMGiOGUZa4hsKQ5ULIwv2tHKITAFfCcz5eOsNWBNtRFLwqmhPjEPrCWI8nGjFn3kPzp7l5Luz/h6xFp/TvW28c6gezM2POBav30p5TBa7uLx7q+Q9drIeu3UJ+YzJ3sRK1vej8WyY+yxae0r5TbRll5BU/IMGpOLcFQCVycAcDjwGjU13u6+fTa0zUKtOB9MXIKq/AN3aY2+/y3s+snrvsTMYft7QSlsUEZ5B++6e7pyvPg3gatcGhc14iZdtq/dPilYnHfpXBZduWhCNnEqS9+4hIWvX4AJDF7aIyyGoOPnkUBRzGR7B4CO0tVGydZawsp6RZSiGEUMlgtkXZ9aP0E5itBKSVMcMTMlkpQvfO2U3VDHlS987YydtyjdUMUpxdgIYwOMNezOP8OusScZLm8HFKrSN7RscjQkFnFJ+0emNTZiJhhfsxjZMlo5KJx4GL2NsNhqcHYgoSlhbYRW8fqxYjjIw12rj3gUxrnNv8+8mssqxzn1PLTpssbEQ9gdN56hODIUl6Lmx0BrcL14HaPrYf7r36G/54iOXRwDNXWoWXNgVgdqVgeqphY1e2517Ik4sKgcgYKwGNK7vpeBzQNYY3E8h+VvW47ryzXek1lkLaYyZkICm4MLK92Bt44OsTU3TF8xT38xT6nS+OZDy1aR3etCVDmK/yZOVd4qxNE2E+csTsehdkOVYFGcEkJTAmDH6KPsyD3OUGkb45nEGm8WDcnFNCYXk9A1JN16Um4jWrlo5RCZIA7AplFaGtkArCUf9qFwKg1qnEPK6u3v+C0WV/kYIqw1uDpR7agal41qRsu76C28TDnKEdoCrk7RmFhE0q2PM6LVVw1Zrx2UwlVJlFIEpkAxHGKkvJNCOEBky0SmRMmMUY5GCUwBR/m4Ohn/UwlcncLTSSyWYjhIMRqiGA5RjIYpRaN4OkVT8gwW1V1NnT/vqATfdnxA+/AQ5slHsRvWxc1sxIyn33YD+vzXAEhweBQYY+Lgkfhyl3Y12pX3dKaz1hJUghytFH3FPIPlArkwoBCGFKOQ5XVNzM7UVLt8CuKsYUWlsS+78qPct30jY+GB1/P62iHhOCQdlyW1jVzUHI8MKJuout/qZUwVXzpOaIfQGrRSeFrW9YpDd6jBIgClIu6ml9D5UUy6Ji49Pc4ZRQkWxWllPJNVjsZ4ZfDfsdaQcGtJu81kvXbq/A4sBlATsm9x90/LQGkTvfmX8J0asl4baa+ZpFOPp1NxYAgTHheaEsaGPNXzDfqLG/B1lis7/g+eTqGUxtgozmEe5ATAWsNIeQdauYwF3fQWXmGw+Cq5sAdHuTgqAViW1r+FOdmLJozHiLukRhgbxa/NWrRy6co9w4ahn1VnLSo0b5z3OTydnvJ4rLWVwDSsBprjlNKVdZROpatrPP/Q2pDxUl6tXCyGyJRxKl1ajzYblOMzhqAUd0J1XHDduHzVdeMZflqD0pWPas9HYyCK4nVzYYAtFWH7Vmznq9gdnTAydNSP97Tn+agFi1HLV6CWnR1/fpByYiFOFsZaAhNVRzaUooiyiShHESUTUowiimFIIQoYDcqMBCWMtdT5CRr8FC3JNPWJJFnXx2LjtXenaLA43qQGqA7IUNWPCt9xCI0hsgZHafpLebaNDVOKIpSiWgn0/EA3hejQ1j4rYHFNA7sLuWoX1aloFM3JNLPSWeZlapmVriHhODhKn5JjOSJrCI2pXlCGPV+bcY5SuEq6KU/XYQWLM4AEi+K0ZGxUzb6NZwz3JzQlhkpbebrnm5TN2JTbKDQpt4nW9NnMzV5G1mvDYnBUfOKrlKJz9GFe6Pseaa+ZFU2/R2gKcUZTQWNiMU3JpfvNtFlr2Dn2eLVLaXf+BbaMrJm0XWvqHM5v/eCkkRNxE54SjvKrr9XYiJHyTh7a9bnqds3JZfFawtRS6v15GCrBLHGApXGqfxSstZUS3rASXKpKyevEk5nxzCcwrfLXmSQezVGOx3KEAXbXduz6ddgnHj7Rh3ZKUpdfjX79G2W9ojjpjJ9Yj4946Cvm2ZEbobuYo6eQq2a6XKVpSCRpTKRoSqRoS2VoTKTIej7GWiJr0ZWS01MtAAlNRLhX1k5XGs9opegqjPF0327Cyvs4/tFYS3s6w9xMHT2FHDvzo/QUcxOyiidSWyrD7yw485QqY7XWko9Cnu7rYrBcYLRcJqpkVLWqnBFU1nvWeQmakilakhnq/SRp16sEmBZHaSmd3sfpEiyeOj8N4rS294iLA4nX/gX0FzfRnlkJaBzlVmYnOmg8HO3HIyb8+dQm5pAP+liz41ba0+eSchurAZ6rEiScOoIoz/N9d+KoJI728XWGednLpxg3vIdSmo6aS6qf+zrDYHEz+bAfrRxcncbTKc5pugFXxVlFU5mHOFzaxkBxM6NBF62ps5mVOT8+duVQ480i67UzFuwGoK+4nr7iehiK5yu2pJbj6lTcQVX5uDqBr7P4ToZSNMZYsJt82EchHCA0BcJKqWqcnQWFg6t9PJ2hNb2CBbWvq3RpPTmCRqX1nnIPz0MtXgaLlxHu2g47tzP5Oqs4LLPnoq96E6rx4J15hZgJQhMR2fiEuK+YZ8voELsKo/QUchMyW65SzM3UcXldEwtr6kk6bnVw/L6D4h3FQVp8nRwia7AWDDbuVqo0uwtjbB4ZpLeYj7OrZk+WNTDRAX+T9pXyvMR8mnYAACAASURBVDjYe9yO/2CSjkt7Ksu8bC1LahpPuaDeAl35UTpzw3QXpjfLdZwC6vwk181dSv0UpZLFKCQ0ppqRDY3BYCud2uOZmZKlPPlJZlGclsYDL6BSblnJtu3TjtvYiO78c2wfXUuNP4uGxEJq/Tkk3Do0cRmmrZSDWixUfpwcnTyk8qLQFLHE5aTWmmp5qVIubiU7GWdPSwyUNjNc6iQ0JUJbZE7mIhqSC9HKxVSC4XzYRz7omxD8FcIhytEYgclVg7/JVGWtYnKvtYtJDBGlcJhSNILnpMm4LWS8Vtoz59OUXHLEazZPJBuG8axHa7EvPB03zjnEsiexj7oGnPf9ITQ2oxxZCyRmvsgYfrDlJboLOcw+oU7KcVlY08CZdU3MydQSWTMpMDwVjQd+T/fvrmYHe4t5ugtjJ+1lNUcpWpMZ2iulp+2pLEnHJTzFv6aRNUQm7ii7frifYhjQnMzQmEiS9Xy0UlhLZUjJngbylnipj66UDo+zlZLs8XOm4XKRwBgcpfC0piGRiku2UTincDbydMksSrAoThrWWkJTBOLW2eMdTlWlnBLUXmWUTqU8U1WDwek9h6muPdzz/yGWqFLyOTOCovF1i9YaUHF2dOrtDJENsDYCpdA4laAyrK7lBKrvo8KZtB6yqvI88XsToZSDo/xT6qqhLZehr5vozq9BsXCiD+fk07EAffZK8H1IpFBnnAWORknzCDFDjY9c2DI6yH07NhHt9TuvPZXlDbMX0JRIY6ydcLJ8qouMYTgocffmFylXMqcnM09r3rvoHJqTaWylPPh0LamMjIkDwFPob/eJcjjBYmgL9JdfoGxH8FUtTf4K3ClGoh1LUoYqTllK7Wkc82L/PQyWthCZEqEtVUslk04dGa+VjNeKq1LVoFFXSk19naU1fRaOSkzZxXR8/1o5UFkLeCwat+wr/uNVxqmMtTiY0BarzXECU0BXAj2tHBydJOnUoZUbj9rAwXXSEx4/vvZy4jEYqGQ3DxQUz5SA+VhQvo9tbcf5o48TffsrMDx4og/p5GKieGTGvAXsm6UXYqYw1qIr2ZDHenaycWRgQkDkKs1r2+dxTkPLKdfsw1hbXYMWq7SSUaAqmSRLvP6wMZHimjmL+On2jSfugI8SR2k8rRkuF1EoMp5XHbOhlap+T5wOXVGnyvTF62vjNaWyNvHY2V68nx3FNRj2NF56tXAvHcmrmZt8wxHv/5/+6Wvcf/8vAbjssiv4yEc+esT7BAkWxUnG1QmMjfB0mlzQPen+YjRMMRqmv7j/P26eTjG/5nUsqX9TtexzOgHadIx3Zy1FY0SmiKuTaOXtd01fZALAMlzuZOfYk2S8FhoSC3F1irLJUY7GqPU7SLkN1aA1NEWe7/0XuvMvYJi6XNLVKc5p+l1mpVeh9gl2A1PEUV5lbMYoxXCYjNdMwqlF4VSPy9gApVyUUhSCAUaDXTQml+CoBK72MTZix9hjWGvwdLpatuo7WVJuY3X8x8lGuR62pi4OGO/8GnTtONGHNGOpVZdAMhUnqJVG1dXH3WdzOUgkQBrbiBloPKOyPTfCuqGJa+fmZmp5c8cSEto5pQKHYhSybXSIgXKRkXKJcqWr695NaRTxqIlSFFEyEaUoZDTYfzfRk0kxCvnmhmern4+vxWtOpMh4Pr3FPPMytbymZQ4WGAvK5MIyo0GJUhSRcFySjoOvXXzHwdcaVzsktDOtwMpYy7axIdKuT8pxSTh7vr8sFoWqNFQ6fmWbe89FHi4XGS6XGA5K1HkJ5mfrUCo+Jgkcj47txfvpLP7npNsN5ertRxIwPv74WtaufYzvfvd7KAUf/eiH+c1v1nDllVcf9j7HSbAoThrjJZXP9f0LXbmnDumxtX4HbamVdGRfQ9JtILKlymD6YQaKm3GUS1vm3GrgON4ZFKVw1MQWBZEJKhlLXTkuSzEaIjAFMm4zxkRo5dKZe5KGxCLqE/svUdCVYMzYiK7c05O6s17c9hEy3sQmIT35l+jKPzNpX42JxdQm5lLrz2VWeiVauTh6z7GHpkQh7GfT8C/pyj0dvz4AFNfM+3y1XDc0ZbaNPEhf8WVGy7spRnuya47yWVr/2yysfT0Wy+zMBWwdeZAdY4+TdGpJuY04KknSraMxuYgaf/a0vj4zjXIcbDKFc+OfYO77Mfa5J070Ic1Iav5C1IoL4k+slbmKYkYLTNwNesvoIE/07WL3Xs0+0o7H1bMXsLCm/rhmE8dnMlYzeigcrY76/MWhUpGf7dh0VPd5MrPAULnIULlYvW1XfpThoMSW0SGK01y3/luzF7KioRWIA8K4CdDEtX8KiKzlx9vWH3BfLck0y+qaOLO+maTjHvOLFaqSUY2sIeP6pF2PdrIAlEwUN6c5pkdw+ghtgR3FyR3v97ajuIZZicurTQ0PVXNzM3/2Zx/D8+LzvgULFtLdvfuw9rUvWbMoTgpxmWaJR7q+yEh5+7Qe4+ssyxquY3bmwmrpZC7spbfwMgPFTQwWX60GZ03JpVw662OUozFGyrsYLe8iF3STdOuZW3NZNWC0WLaOPEDKaWRW5jyUcjA25NXhNWwY+g8A0m4TC2qupKPmYrRyJ8xIHGesQStNLujBVUkSbi2Pdf09fcVXJmxXn1jAnMxFtGdW4usaHO0RmTIP7foCo8FOADyd4fyWG2lMLkahpxzXEZkyg6VXeWz3PzBVx8+028zF7R8m6TbwbO936Mo9fcD3NuO2cumsj5F06whNaUJ2VqEwRGgcIhvgqASOPnmvS9kwxD71KOY/f3KiD2VmmLsQ5+03xHMrt26Cchm1YhVka1GJky+TLE4PQRSxaXSQB3dvI7fPgPez65u5atbC6viA4yUeaRDw4O5O+op5Uo5HxvPIuj61XoL6RILZ6ZoJQYOxllwYkHQOLfNZjEK+teHZQ55ZKKZnfDyKqzWumvyxEAX0FvPT3t9lrR2sapp1zNbJRsYQYQmiiO25ERKOQ8rxSO6V9dRKVUtTx4NeharMB5VlBjD9NYvdpcfZVPjhQbdbkno3bYnXHPFxdXZ28kd/9EG+9rVvMW/evEn3y5pFccoZX8+3dveXpxUoalwW1l7F0oa3oNBYDLmwl2d7v8NIeeqSwv7iRn665U+mvO+VwX+nMbmYlNtIV+6ZakZu/VAjr5v9/+LqFEvqr2FX7olK99F+Xhr8VzYO38fVHZ+e+hiVJjRFkm4DY+XdbB7+Ffmwf9J2Q6WtDJW2sm7gh1w+6xM0JBeglcsl7R+hv7iRyJZpS5+Lo/1JGdC9GSKe6P4a+xsNkQ/7eGDnX5Fy6smFB29pngt7AEVoSmjlYIBCOMDu3HN0jj1EIRwg5TbSkFgUz3pMnUHSqcdycpWm2jCAQh7z5CMn+lBmDH3O+aimlviK8+y5QKWjrN1fh10hTpzx4fCu1mwaGZgUKAJc0T7vhDSvCa3h37dtoKsw9bzf5kSK9y1ZMel2BTzV18VFzbPRSsUZ00o3y8AajDVE1mKsJe14aKVIaIf3LV7B97esY+wUKS2dSQy2Oj7kSCW0w6KaBo5lLGawrO3ZyRN9u/a7jVaKpHZJui5JxyXlxB+TjkvKdclWspGpyv2+dvC1U/letKd0F9RDVbYj09xu9Iif69VXN/Pxj/8pH/7wR6cMFA/HSR8s7p0YlascpyZjQ7RyOL/lRvqKG+kvrGegtJnCFMEVwPza13FGw2/jaD8eL2EKvNj3ffJB32EegWWgOLl8pxAO8Hj3V7h01scYKm2jGA5NuD8wBZ7vu4uVLf/PlAHSeMaxLjGXrNfGsobrGAt6WNd/DwOlVwGLq5I0JBfSlDyD2sSc+P0gwtUp6hML8HQaR/uVktn9B4tauTjKJ7Kl/W5jbDCtQHHc073/hLEhuaCHwEy+YhqP6xhgV+5JAJJOHbMyFzC/5gqSbv2EjOveaydmChvFbcHNz3+CamqBJcuhtxv76oaJXWJPF64Hnof5+b9hfv5vkM6i5sxFXX4VavZcOI06RYqTR2gNm0YGeapvF32lqTscd+XHWFLbeNyOaXwu4wO7t+03UFyQreO6uWegK4WA5ShEKcXG4QGeGdjNmzuWoJViqFzksd6d7MrFJZRTaU1mWFrbwLK6Zq6ZvYh/2/bKlNuJmUGrOHt3oD8zoYkvzkXW4us9ZdN7lzW7Wk8oZx6/TyuFqzSXtHawfrifkf1835hK5jsfTb7AciBZz+e6uUtpTqRPqw7CB+Kr2mluV3NEz/Pcc8/yyU/ewsc+9r944xuvPaJ97e2kLkMtRiE7c6N0F8ZoSqZYVhev7TopF+RaC7YEygcMVNbLgQ9Hee3CySxet1hGoekrrOelgX8l67dT63fQmFhEjT8H38lWR0GY6vZqyoDtNzs+zVjQdUTHlHFbyYd9+51deGXHbWS91kN4fQGO8ghtKW5EY4PK2A6HyJTpKazjxf57KEXxlSqFpi19Lkvr30LGa5nydYamRDkarcxzNGwdeZDtYycmW6aVy2/N/SygKEZD5IM+itEwHdmLp+xQeyLZKILxq/CuC1EEUYR9Zi3mmcehf+YMlj7W1IpV6Le/B/v8U5j//hUM7nWxpm0WzjvfBy1tR61ZlDi+rLVEQZyhcrxT5wTP2Djj41QauYyGZR7p3s4rw3u+f1uTad7UsYRaP4Gr1CHNyD0UQRQPq3+qv4un+7ooHSAL9e4FZzIrXYOr40HnxSjkB1vWMVQukXQc/mj5BVgbZxm/sf6ZQz6hFzObAs5rbOPy9nnVEtdxgYl4oGsbm0YGmZ+tY0ldI23JDCNBiZ5Cjr5SnlIUUe8naU9laE6mybg+nblhNo0MknAcMo5H1vN5sq+LvtL0y2MPxbK6Js6qb6EjU4Ox9pScY3mgMtS9o6vQFnhy5DMTuqDuS+NzUd2nDnvNYnf3bj7wgd/jM5/5HBdeeOBS1tNqzmIQRZVxCnG9ePwHYYa3/LUWKAGaOLEbAgqCV6H8GJTXgXJBN4HTCqlrQdcBTuUx47PxNMe0RuEkEJoy8SpCUw2m9ifOTrqUojGGS9sYLm9ntLyTQjhUKeH0cZRLYPLkKxmxPQ1gjkxL6ixWtdwUzzFUzgHLRQ9mqLSNh3b9zX7vX1BzJcsb34E7xbrF8exdV+4Z1vX/aELjmpkg6dRxTtN7aU2fjbEBFnvQr+vxYqMIwvgCjvInBuNm3bOYf/2XUz/bOHsuzh/8GRgDxmA3vYJ54BdgDaqmDnXGWajzLpr0/oiZIQoirLGM7hpFOQrtapSjMKGlOFggP5CnOFzC8TSNixupm1uP1pVyMt+ZcZn/IxEaQ1d+lLIxBJXSwXIU0ZBIsbi2AdgzXuNosdaybWyYn27fOK1SRQVc2Dybi1vm4DtOvMbMWtZ0beGloT5cpWhIpKj3k2wZHSKUMvBTUtb1WFrXxJKaRtrTWTSwtncnj/XuPNGHNm0axexMDUtqGlha20jajc+BxkeWhNYQVsrFA2Mom4jQmGrpa8Jx8bQmMGbGZSoPFiwqFf8uUSh2lKbuhjpuXvJNR9QN9e/+7gv89Kf3MmdOR/W266//Hd75zt+ZtO1pFSyeFEyxMvfcBzME4SYI1kO4BcwwqDTYMnEAORUN3jkQdYIZjUsNVR1kbgCVAV0DKkmcjcwDTuXzoPKd6lfnBZ4MIlNGqbgxijdFY5gjETdiiYfTuyoxrQzIhsH72DD006Pw7Io6v4O29EpmZ1aR9pqJbDDt4xjXk1/H493/94DbNCeXc2Hbh9DKn3SFPDRxF9ggKlCujM3Ih33kgm5yQS+5sJdC0L/fkRz7f3Wa5tRyhkpbpyxJPbR9OWS8FrJeOzX+LOr9BdQnF+Aob8pmQceDLRWJvvNVyOfA81ENjdDUgr7wMlRTC+Hf3gZjR77WYEaqqUW/6/3o+YsmlAvvWzpswwC0Ix1RTzBjDBhQWoECG1mstex4YidbH9xKWJr8s+2nPVpXtOG4mu1P7MCU48Aj05JhxbvPIdOSAWZmufjRZCvr/I5V845yFPHtTc9Ne82gRvHHZ15AwomrLQJj2Djcz3/u3HzUj03MfAqo9RMMl/e/nORkkHQcokpJ7HQpYHFNA781Z1E12JwJptvgZtxUcxY1/lGbszhdEizOFLYUB4eF/4KwE8wgcOQLn6emmNi4xAOnGXQrOC2gakGnQKXiQFLXgm6MH2NG4+PUmTibSVjp9Xxsyl9DU0QR77cQDjIW7KYpubQyC9AyXOrk8e6v0JpewdmN76rO7osfW46bqdiwWmppbFQJMMezdgcvYbTWENoy+aCXfNhPLughNMVK59IE1sYNccZLPgOTO+g+D5Wn0zQlz6AtvYLZmQsmdTC11mBsSDEaJuU2VANLQ8RYuYttow+zc2wtkd33pENxZsP1LKy7CqxFT6ML6fiYEFP5/ozXNpYJTYnIFAlMgbLJEUQ5SmaMIBqrfA3SJN06Ek4Ndf5cXJ1EoektvEI+7CUX9LB97FGMPRrd9xTt6ZWc03QDvs5M63UdTWZnJ+afvjT5jroG1PJzUGevxNx/H2x79bge13GRqUFdcDFKu/G6xPF/DU2ohUtRros18fpOCRSPLxMZTGBQrsYEEaO7xxjaNkRYCtGuxnHjr8fOp3ZRGp18grnqf6wk05bCdX3Gyj0AZLwWSrkCG+/bytDWIS686QLSTek4+GRPKeVMu8J/vIyv+3K1PuTMY2Qt64f6DinY+9OzXoOrNZExjAQl7tz0gmQRxWnr9xadQ3s6e8z2H5iIYhSS0G78c7dvN1ilYK/RKBtfWc/sWQsOqdAvtEX6y89TtqP4qoYm/9zDLj09XBIszgQ2gOIDUDgaGanjSYPTDs7sOHBMv5nQlDG2jKtTlZN+u9/szvh4C4XG2BClNI6Kh7eDpb+4kV25p+grvEIx2tMMxtUp5mQuYri0jaFyJ+OBr0Izt+Yylje8Ha1ctoysoa/wCq9p/3C1rLQQ9LNx6D9xtIerU7SkzqQxsTge3aC8KYNHYyIMIesH/4PB0quk3CbK0SjD5e2EZuoGCNPlKB9XJ3GUTykamSKYg9bUCl7T/sfV98zYsDoPMbIBCsVouYvn+u5kpLwDV6doTi5jdvZC2lLnoJVLZAOMDVjX/0N25vbMAPR0mlUt/4O010LCyaJV3Pxmuh1IgyjP5uFfEZg8CaeWhFNL2m0i4daTchvQOECcsdDoA2ZF4+ZCRV7ov5vu/AuH8C7uX8Kp44rZt+Dr2uM6jsOGAYyNYTe+hB0eRM3qQHXMh3QWsKAdom/+PXRN3W33lNHcilq+Ar3yQqhriGcr+pNLnsWxFYURWOhd38fu53czumuUcq5M6zmtzLlgNtsf3UHfhgM39Fr+9mXUneXybO+3GSnvrFYTJJ16ruz4P+x4rIuBTYM0LGhg4esWANBTyPHiYA8WWNnYRp2fqKwHPz0uEoxnVp/s20UxCqnzktT5CbKeT8rxSDgOQWXY/VRjLUJjyIVluvJjbBoZYMPIwAGfL+v6fPCMlXjaoRxF3Nu5nu256XVVFOJUdEnLHM5paCXjeoQ2btajUeTCgNCa+JyKuOwz5cSdXLFxo6u4l0XcPAjin0dvr+ZAxlpKUcj3Xl3HULmIAlKuR9r1SDseGderBpChiedTzh4q0to+F1drPO1UZlMqbOUYZmohxmkVLEbGoCrzXk4Ia4kDm8o/GwIRlB6Hws/hAAtZTwa29hZeHPpvto0+iMIh5TbSlFzCnOxFNCQXY0xYWTPqYm3EWLC7Msx9w16dShW+zhCY/H4bwByMVi4Kp9rJszV1DqVolHzYO2XJo0JTn1hAQ3IRdf5cavw5pN2muOGNCUBpHOXF6+Ls+BpQi6N9ylGejUM/Y9vof09xJHH5qqtTeJV/aa+FOn8+DckFZL12dOW9sBi08ghNgVzQy0h5B/mwv9pk5szG60m69VM2cwlNEaUcRsu7UDgknCyj5S56Cy/jO1mW1F9T3TYyZbaM/JpXBu+d8r3zdIY3zvtrtHLjTKEt4ygPRyWmLLMKogKP7b6D4f2MKGlILGZh7ZW0ps85pBEYj3T9HQPFzexvdMfBpNwmWlLLaU2toCm1FI1bDbCPJ1tZr6fcPV83aw3k80Srb+NwX9+M5XqoBYtRZ65ALTsHPD9et+nNnDKg00lYDlEodj65k87HOimNxn9jLvrIa8jUpye0qi+MjTG8NYfjabTnUB4p0fNSD6WxEmdct4Rse4aHd32B0WBi6/zZmQs5t/l9aONRDkIGwyJb8sO8NNjLSDjxb1q9n+Ss+maaE2kynk+60kLf00512Pep1tQiMgZLvG5s7T7rxhTQnEwzO13Dgmw9czO1WCye0uh9AmpjLU/07uSJvq79rmGcnc7yrgVn4VUyi5G15MOAgVKBn3QeeMC7EKeypOPQmEgxEpQPWtad0A4Zz68Gg2UTEVnL3EwtV7bPp85PVoNGW1lD+Y31z1CcxkzSS8MEDa1zJtymoBo8phy32pF2Jv0aPK2CxWIU0lvM05JIx62GtZrQJviYsQYox9lDGxI3nYkg3AHh4Z8QzzS29hO8OPQg20YfnHSfVh4NiUVxGaKuYbC0hcHSzC7B83WWjNdG2m0i5TaS8VoIK2WW7ZnzyLjNlQ6qEfmgF6WcapbQUR5aeVgiTCUYxFoUcfmrVi6WuHQ07lJqSbpx5mW8xNTYaE+AqhSeTh3weKvloTbCUV6llU+Iq5LVQC80RZ7u+Wd6Ci9OuQ9HJXjzgi9SDEcqGb7naU2dw4rm95Jwaic1jwlNkfu3f+qApbcLaq/kzIbrpxWsjXd3BRtngsMhegsv0ZV7ioHi5mlfQBjvKDtT1kxZa6Fciku1yyWiO/8Renaf6MM6fI4LtXWo+kaoq4/LaxctjUdihCH4CSkxPYHCUoiJDNse6sREhrlXzicKDaYQEuUC6ubX880Nz9KeyvKaljZaUpm4YVeUZ2fuSQKTI+u105BYhO9k6Bx9hM3Dv6AQTs5sXdD6IUbCDn62ffK4oEORdFxmp7OcUdvEotoGdGWY93Rnr4XGEFmDo3R8tf4Ifu7HS0eVivcbGkONnyAypno846dC8aVfG3dVV5qeYg5HaeorJ5TjzTj+c+dmtowOHeBZ45PGjkwty2qbWFrXWH0t488ZGUPJRHztlaemPGtQwKqmWVza2oFS4Om40c2ro0P8x/YNh/1+CCH2mJ+t43Vt8/C0w5axQbaMDrN17MA/2+OmChb35ShFUyItweKJUoxC7tu+ka1jw7SlMiytbWR5XTMp143/MB2rk5vx0kIbQLgVSg9D8DKnSpA4ztZ+gheGHqRzimDxVFLvz2dB7VXMyp6PtdEhNVEZDw5f6Pv+pIAt4dSyqPa3WFD7OiA+AbG2Uh47rUDL8kL/98gHfdQmOmhJLqcxuQRH+wQmLpEITJ77t3+KA33vtaXPpbfw0oS1g1fM/gR1/vwJJ2CRKfNE9z/SV9z/DK4z6t/Kkvo3Tnu8RWhK1WyrwVQ7wY6PM9k59gTr+n84jYY6ilp/Di2ps5iVOZ9afw6RCXC0d9xHbdhyCbuzE/v809htmyeOkJjRFGrBYtSFl6Ja2uObHAcyNeD7EARxp1NHxxlFCQ5PKGstUTmiPFZmx+M7aD6zGeVoMu1ZnhjoYrBUJO26pF2PyBrW9u7JEGrg0ta5nNtYj6Msm4d/xebhX0J15c3+f18sq38bi+rewFC5wIPduw4aEE1XWzLD4toGltU1UeMlMNYecN3jeDnZ9twIQ6UiDYkkNV5c8qlgyjLPvR87Pk+ubCK254bZOjrMjtwISik+uHQlACUT4SrNq6OD9JcKlbVJcZObvmKBHbmR6vrAhdl6LmvrYNvYMGt7dx5Sc46934OldXvOU6yFn+/YxObRA3emnpup5fr5y3G1JjART/bt4tGek6cbphCnqukEiwpFS1KCxRNm72Bxb42JFOc2tHJ2QwsAvj6Gbb/HR2GYIuR/CMG6Y/M8J8DpEiye1fguZmXOx3dqAVsNquLK8zhzqNBYorgpT7mL5tTyuKkOcWOesaCbB3Z+hqlOwuJh9KsITYnA5Ml4LbSlz6XOnxcHSdailEb//+y9d3gd13mv+641ZXds9A6wd1IiKYqqlCVbsmQVN1mush07dhzHceKc+Jw4ufc4T26Kr+9xbnKcxD2O4xKXyE2WZblEkmWrk5TEIoqdRCVAtA3sPjNrnT8GBAkSAFEJkJz3efgQe++ZNWtjY8/Mt77v+/2ENbK/fzzFr1r+gqI6bdq8uer91MWu4tDAIww5HaQKLWTcqXv9vbrxrwkZCQxpj4jp7On9Lq3ppyfcL2ZWc03tH2IbifOWoboqz8H+n3F08DEUHsuSt7E8+VosI3rGNgX68ofOq/B6NoawqQivIG7XkbAaSNi1xK06pJBzGjxqx0G3HkN984sXl1VGXSPG298HobCv5hoEggsar+gx2DHI0V8fZagjzdaPXUunk6EjN0TR83ipr2vSS5MrS8q5o3ExT3Z8mqFJesqGjBIWJ17FstLbaBka4gezXPIYNy2WJMrYXFFLwgqNGzQ6yuOF3hP8tqsVS0qurWqgMhxlSaJslLWF0hpnOPDLuA5tmUGOZ/zgcGiMErWw4QfZUdNioJiftDrpbFJqh3GVIu1OfOzKUIQ3L15DzLRGyuSEEHz94K4588cLCAiYHJdLsLhw3K9nkb5CjsdPHOeJEy0sTiTZVFHLonipX1Yy2zdJQgBhMMIQfy8Ud/vlqV4rF3+mUcA0+wwvJl7u+z4v930f8AViTpWPerqAq4p4ujgsVHP68wwbSdaU30vcqubAwM/oyu5ivM8776U4OvjYqOcOp36JQJIMLUIiyXsp8l7qvN6ORZWlLf0M+wd+MqP3/Ov2v2FDxTuoj28m5/axvevLDDnnX6nOur0cHXyMlaV3T+o4EauCVWX3ELUqqYluOOdXZMoQVZE1JO2mcfskx8LTvlJtd+704kzIKOHK05ipEQAAIABJREFUyvspD6+YUj/lZNFagfJQD3z9ogoUxdU3IG+9GyxrQZTwBoyP1hrlKPb/7ACdL3aChGs/dh0dTpoHWw5M64pyYLCP23TjsOL05Ch6aUJmEle5PN/bcf4dpkjaddjd383u/m6ur25kU0XtiD3EmRhCcjDll8qW2mE2VdSNXMPlSCm+4nh6gJf6uunMDk1odH+KvOeS91z6CjMTNJsJA8X8ebfZWF7DttpmDOH3UzmeR9Zz+K+OY0GgGBBwkeIVXPoP9eFkHKyYRdnycozQwg7HFvbsZohCc2RogCNDA1xdWc+22mYKw32OIcPAlgaWNDCFRAi/rvhsX7opIWywN4G9zu9rLD4H2Ydgip51AfOHo7I4xfNfhPNeihdOfnVGx9IoBgpHp7TPnt7vMhuLEJ4u8GLP1zic+gUZpxuFi0ASs6pJO2f33gnKQktpSlxPfWwzGjUpmWdThlmUuHG0YuoZscqpnsxDqZ+TKs5cRbTgDfJc1+eoiV7Jhoq3YRtxBMZIX+TZ/ZlTRQiJFgLjPR/G++Lfz3i+c4uAxmbkttcgFi8PFEsvApSrcIseL/3HSwy2+4qXV//+VlLS5aFjB2f0rddaDysZT46K8Aqa4tfxw2Ov0JoZ3z/0uupGKkNRNJoTuTS9+Rw9heyY2byxMMXE9hMCeNvSdTzYsp8TuTQ5zyGkDQwhR8pDpRA81nmcQefi9p47k7BhclfjcuqiiZFyW0d5eGi+fmjXtEpgAwIC5p/O59vp2t6Bck5/h9ueOE7Nlnrqrp44QzkZvvSlz/Poo79CCME997yRd77z/hmPCZdIsGgIQdIO01/IjXtB7cplyHsuhhB87+jL57xeFY5yfXUTzfGSyfc7ascXuBEWqD7QOTAXAWH/KhfaBtYaGPrCsM/iRcjFk0C5TJjdD+RMJcQVpXexvPS1uKpAb34/pggTMcsIm6WAL2o01YBrPGsNpVxcXWB79xfpy09OSMOSUdaW30vUqiJslJB3U+zu/fY5wW1X9iW6si/5c8bk5sZPErUqpzTvcZEGunVqAf4FQwhoWoLcsAmxbiPI4d7DOfTD81RxxBrHL9cW53iGgt/bKxjdDnBK9dfxskhhjvicXo54RY9sX5YXv/kSxYwfaG1870bchMEPjuzBm2EmWwMxu5aB4vFJbd+T38+BgZ9yz6Lb+N6RA3TlzxW8EsAVZdXELButNcsSZSNS9gJBqligO5+hK5emJ5+jt5DFUYryUISKUITqSIx1pcOtIoZvDWFKicD3I9RoTCFRWjNQzJP3PL68/wWWJEqpCEUYKOQZKOYZKBYuKd9BWxr8zooriRimn01UHq2ZQY4NDXB0aCAIFAMCLlI6n2+n8+lzF8aVo0aen0nAuHPnDrZvf55vfvO7uK7LO97xFm644UYWLVo87TFPcVH3LJ7ZswDwpf07J+w9EPilLP0TlH80xkp4Y/OqsZVVtctIltA5Au4BX+DGbQccEFEo+Rh+DO4BCrQHuUfA2TW9NzmP6JJPsLv/UVrSv53vqQTMMQ2xrVxR+c4xb/TnAlflebzt/xnlt3k+muLXsb7i7SPiQEortHY5Nvhr9g88dE4Jb8Jq4KrqDxA2S2ctCNHFIrqrA/XAN2BwdoQ/poxl+36HNXW+WmnjIkRJKYRC4Hl+uekE4h+zhasKHB18jIHCMQpuCkfnqI9tYWnJq0d6cJV2KXoZ2tPPEjHLKQ8vJ2yWMlA4RuvQ03Rld4305Ephcceiv7/ggkXzjVf06NrbxSsP7Ucr/3J81e9dhagI8e0je8m6E5emj8fSRCl10QS1kRh1kTiG0PQVDtM69BRd2d0jVkQTsazktSwvex1fP7iX1DjX1lI7xJbKetaUViHhnIVWVylcrUYqeFzl+51Zw9s5SpHzHJ4/2cG+VA+uUsQsm1UlFawureDXncdpy46f3bwUWZooo8wOUxYK80qql7bAWzEgYEEy2Z7FcmGz599eGJVRPBtpSTa8f9OMSlJd18E0LTo7O/jQh36Xr3zla1RX15yz3WXVs+hphRTGiPLZG5pXojXELRuNpq+Q42Cqj1393YC/unp2oHhr/RIaogns4bLUUwHimIGiMKGwEzIPMKaHos5C6u/m4J3OHzpILV7yrCi9k2XJ21AohgrHiVu1GML/Ds2oLPsMtNYjtiO+iXcY24hPKVg8ZUmitDuciZIgbBaV3ERj4loOD/ySjswOCt4gK8vuZGnJa3yPzlm00xG2DfVNGB/5H6hHfox+4dlZG3tC7BDyzjcjVqzxRWqcom/bYVuj3595YfwPT9m5LCm5hYI3SN4dYKBwnH39P+DQwM+pj20mYTfQkdnO4DklxmOrcWrt0ZHeSW1sI4a49PsrR/oTHzlA5wu+8Iw0JVd/ZCvZkOaBw7vJe+fvvzubsGHyusblNEQTmHJ0a0VleBWl9iKuqHznpBZrcp6v9OtOsKY8UCzwq46jHEsPcHvDMgxGf99MKTHPeM4whm0jtKItM8Sz3W3nBINpp8iO3k529E5OkOdS48h51FEDAgIuLgYO9U0YKIKfYew/1EfluuppH8c0Lb785c/zrW99g1e/+jaqqqY/1qhxZ2WUeUJrv47fkga2YVATiY96PWGFqB+u+W/LDHKykEWdddFblawYs7H+HE6tdttXgrUOhv4ZvMlcyCQYNSBLfR9GfXmtkAYsbBriW1mWvA1ThvBUkac7/4Ga6BU0xLbg4VETWY/CwxShSd+8e6pIe2Y7Sjko1LD/pIPjZXFUFlflcHSeoeLUhDO6c3t5rO2vWFtxLzWRDX6ZmrQxZQiTECvL7mZV2T0o7SCEMWdZUmEYYBjIO96I13cSjs+xv2h1Hcb9H4RwFGENB4PGxB6dc42/SKcQQhIxy4hZVVREVrB/4Cco7dCeeR4yz4+z99iBh0bxYs/XWOG+jlVl98zd5BcAnuPh5Bxe+o9dpLv8zKoZNrn6o9fQo/L86Mj+aZVWCuC9y68gZJhjirkJIZDCQAhJ3K4jnxs/WIyY5VxZ+R5+3n6MzCSymxnHOeeTdZSHIXy7B1PKUYuwSmvQmvbLLGsYEBBw+SAQREyTdHZyFSLOJLebiA9+8MO8+92/w8c//jF+/OMf8MY33jvjMS/qYHEij6ZTWNLg+ppGlNbDfkoDPN/TQaqYHzbInWLWQYQAC0o+DjoNXpcfBGKCUQKiBLxu8FogdCMY1acDzcz3ofCbKb/PgIDZxpIx1pS/mYbYVSNBVW/+IJ4u0pHZTkdm+/B2Uaqj62mMX0N5aDkKF4mFIcc+dXjK4WRuHy/3PgD4Ijf+vwiWDLO67I2U2A0cHHiEvNs/hpjOxOS9fnZ2f4WwUUZdbDPNieuJmhVIYWEOvw+DC5NdQ4CorkPPcbAor78Z4iULLtOm0SjlYkgLrRU9+f3URNbTmX1hymMJJCV2E6vK7qE8vGzEHuBSxC26DBwbYM/39+IVT2cOy5eWEY7Y/ObIgWn34Gn8a95YgaKrCmgUR1KP0pHZTsbpmnAsx8sy5HRwU209LZkUWXdiobaC8jUBRuYyfM39SesBcq7LoniSpYkyKkIRXO2XolZHYsQte9KCOAEBAQELmaQdwhRyZOHMHI4xCrHJ3ZdY0enfvxw7dpRiscjKlasIhyPcfPOrOXTo4LTHO5OLOlicLGea9y4rKWVRPHlGr+M0yixPBZgiCTIJ5gpGGaiYi4GNQMh/XhcBMWynERBwYRFImhLXUWovxjQiWCJCWXgJAmNU/19/4dygx1V5JAaDhXa2d32JEruRrbV/gNS+D+TZ/WWGtKiMrOL2RZ8Zzih6vhrpcEZfCIkQkmXJ21iafA1FL01r+ina09vJTsEvMu/1c3Twvzg6+F+UhZZyTe1HMcUFFkcxLeTGq/G2P+2rH88VJckFGThJYSCHM5xKe1RF1iAx6crtHvEqHX9fi7LQYsrDK6iOrKXEbkLhYmAhx1mIuNhxiy7a0xz85aGRslOAxa9aTPWVNWil8ZRCMr3PenlJGTfVLjr3uCqPp10O9j9MS/rJ89rzjOyn8zzZ8Rm21vwBb1uymn87uGfC7QeKBQ4N9rEoXootDZTWWFJyTVUD3zq8h/bsEE91t2EKSX00Tm5YmTwgICDgUiHjOH7AKEefycuWl9P2xPHz9iyWLS+f9rE7Otr58pe/wBe/+FWEEDzxxK+55543THu8M7k0r8oTIIXEHishqRVQBD3cTyNCowPAiTh7OyGBM6wFhO0rp1pX+II4FxWB8trFTNyq49raP/JLNeX4dhdSSKoi6xgotHAytxdDhKiNXcnqstdjySgCSV1sIyeyLzFYaEPhEjHKiFl+4/SZwcyp4wjkuGIlp4JUU4ZYnrydVWX3UHAH+WXrJ8bc/u4lnwPg+a7PczK3b1Qw0l84wt7eB1hX8ZYLqqYphEBXViPvuQ/10H/CHKgUik3XIBqaZ33c2UZrD0cVSIaauGPRP6J0kYI3SM7tJ+OcJOuepOhlKLEbqYysJGZV42kHQ1gjfyMXLCN8gfGKHlprjj5xjLbn2lDu6b+TZHOS5m2L+E1XC57W9B7P0ZlLT3psAawoKeeGmiZipj2q2sZVBRyVZX//g7Snnx+xkJkKQkiSoWa29/Sdd1ulNT9rOwxA3LRZFE+yrqyKQ4Oj93W1oiUQbAkICLgEcbWit5AjYdlEDGskPDBCJjVb6sdUQz1FzZb6GYnbXH/9jezdu4f3vOcdGIbBzTe/mttuu33a453JRa2GesE4JW4z4TaeHxCeCjRxQKX8klQRgsLTUHwJXyX14kCXfIJd/b+kNf30fE8lYFoIVpTewYrSO8e1vNAjGT//jOaoHD25fVRH1qNQWGcFmForPF30DeqFPOf16aK0hxQG+3p/SEv6KRw1Wqq/OrKerbV/MPK4K7ubtvRznMzuxdV5QHD7os9gyQvfy6eLRRjow/vOV6G/d1bGFEtXIm+9GyqqLgmPRKVdlHYxhD2rgkMLFeUplKvQStP2fDvHnzw+quT0FNf/2Y081z91IRdbGmwoq+LqqgZMIbDP6rv3VJFjg0+wv/9B1Ax8fg1hs7n6A1SGV9KZzfDLjuMTqokHBAQEXE5MpIZaEYpgDKtAn2Isn0VpyVnzWZwsU1VDDYLF8dBFPwAU1iQCRQWqB3K/BFwwloDqhMIzXMxGhUGweHHSnNjGqrK7sGQMrdVIFm8yKOWOlIqewlWFYXVK/7m57CdzVREpJOniCTqzL3Iy9zKpQstwVkTQFL+OKyrf5c9VOwghyXuDpIudlIeXTZg9nUu08sB1UQ//EP3SeMIuk6CiGuOt74FkOdj2giw/DRgbz/VAgVtw6drTRdfebgbbJ86g3fLJW/inl5+bko/ipvIabqxtBg3WGH37riqys/srdOcmLhudCjGzilVlr6c2tpGv7H+JtBv0GAYEBCw8BBAyTMKGiafVnPdDnx0sSiFGhDQFgqQdwpbGqIDRK7j0H+rDyTpYUYuy5eUzyihOh8vKOmNOETaTah3RRdA5GPoyqFM9V1MXeAgImCkRs5zNVe8nYTecLsccJ6M4HmP1i3Xn9jJYaGNZ8laEkKMCMq01rs6P2GGAH1wKJK7OY8konvZP1qdKDpX28HQRgUAKa1TW85RITUmokbhdy9Lka5AYDBSOkyq2kHZOsKP7yzTFr6UyshqBJGqWEzHKpvQ+ZxshDbAN5J1vQjc0oR7+wfQGisagvAphBqfmiwXlKZSnaHm6le693WROnmtgP+6+wyIwnp5cxUnMtLixtnlUH/7ZOCpLd27vpOcwGTxdJGQm6S9kgkAxICBgQRI2TN6z/ArChokQ0JvP8c3Du+f0mAJB2DAJDdvvCQSIYWukcRYBjZA5I3uM+SC4I5kJqgDOHsh8lzF9Fy92hLiI86KXF0m7mevqPobEQs6iIbunXKoia6iJrB/TikIIQWf6BRriV5/xrOapzs+QKrYihUXMqiZh1RIxywkPB3Unsi/iqgJNietojG8FxDn9hr6Xon+KqoisoDy8DE87aO0hhTlqPgslAyfsEFx5NWL/XvTh/VMfoPUonDwBdY2zP7mAWUe5ikxPhl3f2U0+NfXyTKU1UdOiMEaJ6lhcX93k34xMgCXDNMS30p6euQeoQLK45GZWld3DiWyWH7W8MuMxAwICAiaLKSRJO0TSDhEzbQ6keimosc+XdzYuJzxsG1T0PJ7snl1RSUMIaiIxknaY2kicpYlS2g4eJmGFkGdLlwhxhpDmxU8QLM4EISH3c+Y9UJQ1QAHU5A3OAy4dElYD19b9McYUvBAniyFNjAlOE1or6qIb/WrrMw6dsBtIFVtR2mGo2M5QsX3M/VO9x9nX90MWJ25iWelrMYQ9btmsEPLCK55OA2HbyDe/C++bX4LO8ZvZxyQShYqquZlYwOwjoPvl7mkFigCpYwO8bek6Hjj6Mj2F3ITbxk2bNaWVY9pinIkhQlSFV884WCwPL+fKyncjRYwHjx/hWCY1o/ECAgICzocUgmsqG1iZLCdu2VjSwBkODg0hWJoo48ctpxdiLSlZW1rF1qp6QtIPFJXWnMxnOTo0O/fEIWlwZUUNWyrrETBcSSWQQtKGOCdQvBQJgsUZISH5cRj8LHhTvCmcMQKstRB7F8io/1TffwfOlEU3wKgFowH0IDgHCNRNLy2iZhXX1/0J5hwEipNBCIllREc9Z4gQ5eEVtKWfmdQYni5wePCXtKSfZFv9nxMR5Wg8tFZo9AVVOJ01whGM930EfWDfGRlG7QfV6UH0obEzNPJVrz1tzROw4JGGJF4dn/b+u775Etd89FqWJsrOGyx6WuEoDyl89eLxtyvSm5++t1bIKGF9xduoiqzlxd4enug6PO2xAgICAiZLVTjK3U0rzlF2Dp0h4NUUL2FFSTnduQxXVdaxrqwKrU/7rrvKQwO/6pi5/3HSDnFVhX8MYMLy/0udIFicCcIAVQR7M+T7QF8ozygJ8feBvcF/mH8aijsZHShKKPsUoM7Q2NFQ3AHOy76FxyTm65cQNjDkdBIEmguPdRX3YcjwglKYFEJQE92AQE5Jrt9RWR5t+58I5HCG0WZb/ScuymBRSAnShtXrEStWj35Ra0j14z30fb/s9BSJJGLztQjr0rSQuFSJVkbPv9EEmAmb4y3nz9rlPJdvH9nD25eux5ZMmGFcWXYXYbOMY4OPn6Ms7COIWdWU2ouwjfiwtU6EuFlDTWwDndkBvrJ/N1lv+kqqAQEBAZNBIri2uoGrKuswhJywfNOWBnc2Lh8pZjKGz4NFz0OjebH3BC/0dZF1z+8nWxOOsbykjOpIjJ29Jzie9s/DzbEk11Q3UBeJjzrGrKHz2OxBMoQiQZH1IOZHnG+yBMHidPG6QcR8tdTwDRC+EfKPQ/4JkEkwqn3xG2d2hQaQ5RB7G5iLQRcg/TVw9o3eRkT9jKJ2/azjmd+70HVgX+XPWw2BexC8Hv+9yLhv/+EeBa8V3DaWl9zA8pJXgTAouimOp5/lwMBPZ/c9BUyLqFlFZXjlhFmG+cIQJg3xrZPOLp6JRuHqPK6XR0+ya9ZvJncWXCZSGAaMoVipq2ox7v89dPtx324jHEFU1U7e2zVgwRBOTv8i37ClHikF3bnJieIMFAt87eBL3FTbzKpkxZgr3X7gF2J58rU0Ja5jZ/dXsGWcqFlBzKqmLLyUhFU/nL33Ra0kpxWQXaUoteM0xZLsH5wdK5iAgICAsagMR7mnaQVx05505u7M4K3oeRSVx1Pdrbwy0IOrNXHTwhQSVyssKVlXWsXKZAW/OdFCxDRZWVLB0pIyJAJjuLewIVrCkFPgyNAAGytqMIWck2qtsH6MME8gzmhfi/JT8vom8uKWWTvOZz/7DwwMDPDJT/7VrIwXBIvTQeX9oM1/MOyrCIRuhvBr/CAR/Bs/rw8G/5EZ9zXKSoi8bjibKH07DzV0OlA0l0JoG1gr/flox9/ubIQBYtiLzigDeTW+N+TwtlqDvQmERmD6gaR7FLxOQhRZUXI7ixPX8fSJzzHkdACQtBezquwuKkOLUGh+3fFpcu75TZwDZkbMqvK961h4PnwCg8rI6mkFi2cyUDhK2Cid8KSttcZVObZ3f4mm+PXUxq5cUAHjWAghfGuMJStgyYr5nk7ADDBsA8My8Jzzi9RYUQvlKryix6q7VlK9qY6fth6ckpBY3nPZ23+SVcmKieclLcIkuab2o6D1sGCUNfJdUp6BkOKc75bSGo3G1UElSUBAwNSwpcHqZAVLEmVknCIpp0DaLXIw1XfOOSVimNy/bIPfBzjFwMxTCoVme08Hz/d0jNgPLS8p466mFQhOW1gorbGk5L4la/G0wpLGOdlL2zAolxFK7NCclZuG9WNE+NU5zwuK/vOaWQkYn3/+WR5++Cdcf/22GY91iiBYnA7jebmdUmcUZxiDyyScMkU26vxsn+phav6LFiT/DDBG9zOJCJR8fDiLqYbtPoZfP5835MgYfrvuqMdnioiYtWCcEtDJI3IPYxk13NTw3zmUepTK0EpKw01Q2InI/DvC2sAtDX/Brt7v0xb4M84ppggtyEyUqwr0F46wq+dbMx6rK7ubqshazAlKNDxd5JkT/5tUsZW+/CEi5h+TDC0aseEICJhLlKuoWF5O976T424jTcniGxfRfH0zTs6h51AvFVdU8x9H9tB3nl7Fs0lYNm9YtApzEhUFUhpIIrgFF6TAdVwyJzNk+7Jk+3KYtkGiLjGSHY1Vxci4Rf790K5xZd8DAgIuXWxp0BwvIWbaxEyLhBUiYfk/h02LkDRQWuMoD0cpCsqj6LnkPQ8pBM3xJFrrkR5CT2u01qSdIq0Z33dWwMjYR4cGWJxIIjSTVg91lEdbZpBfdRwd5aMYNkxurl2MMXxuPHs8UwjMsZIowwghsKZoNzZpdJ4wT0y4SZgnyOvrZlSSmkql+MIX/oX3vvf9HDw4/d71swmCxTlH+tlGezMYFX7GTxiQfRj0EJirQKfA2uAHaam/HmMMB4a+BIkP+5m/U18AYYI5LLE/lzGDEEAYjDDE3oxQOSjsYHnJjeAcRgz8rf8eAOEeRHjHubLiXlaV3sHu3v+cVXPogNM4KochLDztoLSLQM57Rs1TRVLFVp478S9T6lccj5O5fXjaQSgDhYd1lsejp4vs7P4qqaIvka1RPNv1T2yt+UPKQovHtPsICJhNDNugfnM93a+cHHMNsGp1FavvWoW0JYZlIAxB/aZ6vn9s35QCxRtrmlhRUk6JHfKLQaawUKQ8xXOfe57CYGHcba7+4BbSuTzfPb43CBQDAi5D1iQruaV+MQI/0JqoFNMeo71iLAwhKCrFbQ1LMYTAlgaWNPC0wtPav3XVICchKepphasUP28/zKHB/lGvVYWjvHnxakJjeEUvBGz2jCo9HQtBEZs9FNky7eN8+tN/y+///kfo6uqa9hhjsTB/q5cSIgSRO84wR5f+v+hdw4/N08+nvzb2GEYjxN4JuH72cD4Rw0Gj3IxAgkxAaOuwWI7yM5w4iOz3CJsrubr6/fTmj/BM1z/P77wvQXryr/DwsT/CklHCZhmbq95H3KqbV89BQ9ok7Sauqv49dvd+m4I3M7n9gjfIL1v+DFsmaIpfy8qyu/zGdiHozR3kcOoX9OYPjNpHaZfnTvwzV9f+AWWhJfMeQAfML47ySBULKK0xpRwxUDZmqddXCEGyOclNH99GxwsddO87iR23idfEqVpVSbQyimmfvtRKKXGUR1OsZGSl/XzETYvNFXWnRW2m+BWXpmTTuzcihOD5f92OmztLuEZAtCLKDzr2k3UDUZuAgMuJilCE2xuXUW5HJh0ETgXbMM4ZVwqDqUi5FZXHyVyGh1oPkjlLvGZxPMk9zSvnrM9wNpAMzep2Y/HjH/+Q6uoarr76Gh566MFpjzMWQutgCXFB4LbD4P86/VjE/P7E0M1glIM2GNX3KCNnjzB/aJcRpVSt8ZfXhzOgg/+ITvwBLeld7O79j3mc5KVPdWQ9m6vfjzlemfQFRGkXVxV4ov1vyM8wYDyT8vAKknYj7entFNXEJ1WBwdaaD1MWXh6UpF6mOMqjNT3Ij1v2o4FF8SRvXLRq1gLFs1GuQrm+5YthGUhj/OM4yuNf979I1ju/at+KknJe27B0lIT8dBnsGMSKWvQc6KX12VZyfX52c/296xhsNPlJ2+yVLgUEBCxcbGlwQ00T68uqzqtCeqEpeh4KPVJu/9sTLezsOzHmtrfVL2V9WdW8BIp7975Mff2i825n6+3E+OF5t8vwJopiepnFj370w/T29mAYBoODg+RyWe68824+9rGPn7NtR8dx1q1bO+mxg8ziQkAXoLjb/1nWQPw9w32CHv5HpMA9AIVnfL/E6JtANJyRrZxnzuyPPPO7qh0I34IY/BeaS/6ErNvD4dQvLvj0Lhe6c3vIOCdJ2A3zrpAqhYkpYGvtH/Lb9k+jmJ1sRV/+IH2T9JDTeDzf/QWuq/1vlNj1QUnqZYirFA+2HhipDr2zcQWe0qTcHK5SxC2bkDRmTRpdmhJpjj2WLhZ8ZVwNwjQRCLbVNvPz9vP7GDbGSqYkuqALeX+xznEgFEaY/jla5XPEDj6D7uul/qrrqP/QVgqDeZSniZRF6Boav+8yICDg0mFVsoLX1C3BkGLB+QdqrenMDfFMdzsDxfw5mcSz2dHbScFzaYyVUB2JLaig9xRF1hPlpxOWomps30ZjmvzTP31+5OeHHnqQnTt3jBkoTocgWJxPdNFXNM3+CJxXwFoH0deDrBoWqjH9TJ3XCfn/AvtKCF0NWiycQHEihOX3amqNyPw7q8veR94doD3z3HzP7JLlhZNfY1vDJ1BaU/AGybn9xKwqTBFC4WGK0AXzZJTSJGpWUBffTHt6fj5zpV2ePfFZbqz/M6JmBXKB9jMEzD6eVrw80DOq/+4Lr2wf1Vb4rmXriUbiczYHXSyAZYHroXc+iy4UkNd2ZyutAAAgAElEQVTeBKaJKSUrk+UcGuzj8FD/hOMsTZRO+gZIFwuo3z6KfvpxsMMY7/sIuiQJUsKuHejHf+5vt2s72GHs9RvBMBB1jaxZvX4Mrb6AgIBLhTI7zB2Ny6gIReek5HSmuErhKI/fnmilKz85S6G+Qo4nulqIGCYfXLV5QQaLiDB5fdOYaqinyHPTgvVbDO6cLjRa+5lEXMg/Bs7LviVG/N2gPb/HcZTiqfA9E+Mf8IMvYcytmM1sIywIbQZ7A6L4Ahur3kFVdC37+x8M7DXmgLTTyS+O/w88XeRMtY2wkaQsvIyq8Grq4lcBYIrwnJdtSGERNSeW+J9rTv0uLlSQHLAwUFpTYocQnP4mnBkobqtppiw0d+X82nPRLUdR3/4qKN9WQ977bhACrbWvvCcNXte4nH8/9NIoVb8zWVdaRcSYfHePPtGB/u2jUFEJUuI98A1EXSO4DnowBY2LoK0F0FDMw07f3kaFI5jrN1EVinByigqtAQEBCxtTCK6tbmRTRe2wt+DCux4qpejOZfhRy37y3tSrkaKmhafVhIqn80le3AKac3wWNTZ5Ztdn8e67X8/dd79+1sYLgsULiXZ9IZjMA+DsAVkGid87nUkc775dmJO3wliICNv/Z29GpL9BQ+gaGhr/koI7wKHBxzg2+Ph8z/CSwtPnKh7mvRSdmZ10Znayu/c7VEfXsa78PmwjMacCMEp7dGV3z9n4kyFkJAgZJbi6iLVAV+0CZh9LGiyKJVmZrGB/arS5/A01TVxVWTe3K9Cui961YyRQBAFOAWHbaM8Fw0QrheG63Fy7iJ+0+uXVpvD9wGKmRd5zKQuFp1QmJiqqMD7xN/71RCn/2iKlf3zPAdOG/h704QOo3z4KmSEQAlHfBJkh3t68li4nyyupPnb1z66iXkBAwIVncTzJ7Q3LRpRIFyqOVvymq2XKgWJdJM7NdYuImBZigWdT8uIW8vo6bPYgGUKR8EtPF/i9yUUcgVwE6OGVA68LMPw+RLcNzCZfIdWoBMToTOIljQeyBJH+MogoYXsT68rfwrHBJ2AWbBYCJodG0ZXdzcnsPpYmb6U2tpGEXYfSLoawkbNQ4qy1QmmX3b3fZrDYNguznj55L8UvWz5BXWwzy0tvJ2KWBwqplwlSCK6urOeaqgZ+cOwV0q5/TlZa05pJUWqHiRjW3JRjCQHm6YygfP1bEeuuHH5Nors70UcOItdsYGk0gS0NpIBX1S6mMhzBkgYlTP3vVEQ0pL8E7pFxtohDdAtsugrjqr9At7Ug6hpRnuLk8SF6Dh4iWhnl5i1NvKqyCYC0W2THwAl29XdPeT4BEyMRqCn5LgcETI64aXFrw1KaptjzPF8orWnPTl0N9PbGZZTZc18pNWuI8IzsMeaDIFicbbQGnffLRZ39oPp9D0UZAzyw14JesyDN1OccEYboPRC+BXK/AGd4JV3auCo/z5O7/FC4HEo9wqHUIwgkyVAzixI3UR/bjEahR5RtAQRSGEhhnfeE7Ko8eXeAF05+jVSxZc7fx2RQuLRnnqM98xw10Q1cWflupLAwhH3xXGACzovW+pQW83CplaA8FEEKQUU4QjrtB4tPd/sLGFII3rVsPeUiMmsiNyOYJnLrDXi7toNpITdtPf2aUn5m78nHMJavRgvJH6zZgtIapfWMbuy0iCDMJf751j0K+uyS0jQUHkcUHofQDYgl97H9qztItY5WLW57rg3TNkAIqtdWse2apiBYnCWkEDTFSriuqpG6aBxHKTJukVSxwNH0AC/0jq36GBAwGQSwqaKWG2qakIjZP7fNES2TtBI6k9pIjKQVCq7jc0wQLM4W2vH783QWvBO+9YW1Cj9zeFa/yeX8Ry1CYIQg9mYQIdqGng4CxQWARjFQOMZA4Rh7er9D2CwdzjL6AZVtxGlOXE9FeCWC0TeyWmtcnccQFoPFdlqGnqRl6EnGdChfAHRld/No6yepj19FwmokGWoibtUihcQQwUXnokRrwKGoJEeHBigqjzWllRgITClxlWJNaSVV4ShducyIv6HSmh8d3897l1/JbK+7C2mgyysw/vxTkM+Ofs00Yct1GFtvBM/DHFYrPV9ZrKvyaDRoMGRopO/olChEe3aIvOtSHXkVpRGJbcZh8HO+mvZZ6Pjvg7mE/iM95wSKAIXBAqcK2ovpJAu0DWjBUxeJUx2JURmKUhmO+Nls06LouvTs6uLxX+wgkoxQUp8gVhNj2zXN7BvomVbPVkBASBq8Y9n6iyvTNkxNODal7ROWTV00gTijD3w+mM9jTwet1ZTDkCBYnA20e0ZAKPwyUxHI9E+ICFH0Muzte2C+ZxJwFp4uknHOzSAsStwwZomq0g5SmDxz4rP05Q9diCnOGFfnhwPa01RHNnBV9e9iBN/diwtVAJ2GzLcR0XfTnc+wo6eTvf0nefvSdQCYUrK2tApX+R6IO3o6eWo4uzjkFPlxy35uqVtMmR2e1VV4YRm+kJl3GIbs4UWyKKARlg1agdSg8sO93aOPrbSHp4sIJL35g5zIvMiQ00HMrGJN+ZuxjThKu2itAI/qsInSJkII8kphqSyErkGoFKhT/YchCG0BcwmP/+3TKHX+FoDew30sffVS7qhfyiMd45W3Xp6EDZOYaRE1LWKmRcy0iVkWSStERThKzLAoDOTJn8yS6erlQGuKgeMDKPf07z1zMkPmpK/8WLmhhuurG5FCUBWO0poZ5Fg6RWd2CO8sW+wyO8yWyno2lFfzUMsBDgwGonGXO55WvNTXRdy0iVsWVWE/82adUWp/vuDm1HnyQpeuJiybsGGQ97wJt6sMR3lD80pipo3Wel7VTyORMENDKRKJ5IIPGLXWeJ5LKtVPLDa1wFxorRfm8n/AJYWnHZR2R1k3eKqI0i57+/6TtvRzLNRMVIDPxsrfoSG+ZUxVUa0VWbePx9o+OQ8zmz2uqLyfxvg1s9K3GTDHaAfwIPsQFJ4CFE7y0whhovEFblylMMcI/hzl8fO2w+fcXF9ZXsO2mubZ62HUym9FSP316efMxZD4I1Ap8Fog/zhgQ+hasNehtEThUfTSdGR20pV9if7CUc4+P0pMTBlBCokpI4SMEkJGAoHhl5GjCRkl1Ec3UxZqGO6dl2DW4ubyHHm8k7bnJ99PHK2IcvUHt4AheOD4K3Tkpt5bdKlgCsmt9UtYXVqJ0hrX8/A8hSp4eDkXd6hIfrBAtidL63OtU2rJb76xmbprGsm1D5HuylC6pJRobYw+p8C3j+zBlgarkhVsLK+l1A7h5T3CMZs9fd38+sRxCmriG+2AywtDCO5ftoG4ZWNKiac0nbk0fYUcUdNiaaIUU8hRgY6n1LyUrhY8l0faDp/XSui2+iWsL6teEMGZ4zi0traSy10cFXKmaVBWVkZlZSVyCp9xECwGzDmeKvLbjk8TMku5qup3sYzoqNddVeD44BPs6//hPM0wYDJUR9azqfp9WHJsuwFPFXmi4+/GzEpeLISMEtaW30tpaDEhoyQQwlnIaA+cfZD+yrmvyRoo+WOQp881Rc9DoRH4geQDx/bRdlaPjETwgVWbiFtTyy57jof2tN91IBSGaAWj3u8XHPo8qLPN7s809DhzApXo5Cd4pe9BDg/OnuPh7c1/T+/LKdLdGbr2dJEfmN6NTaQ8wqrXrSTZXMrRTD8/ab84Kglmm+ZYknsXr2bPA3vofvnsz3b2WXrLUppvbKbgudiGSSFToGtHJ8efbEG5inAyzPp3XUG4PMzDrYc4mh6Y8zkFjM+m8hpqI3EqrRBRIfC1iAUemm7PpTUzyIFUL4Pu+Abts4kpJPXRBI2xBGmnOKr3uDIc5U2LVhExTExp4Hief2YS/n4XMmuntGZXXxePdh4bdxuJ4EOrNxMxJ28nFDBzgmAxYM5RWqG1S9btI2ZVjZm1STtdPN72V/Mwu4DJIoXJrU2fwjbGLl/wlMOhgUc4mPrZBZ7Z3LC15iNUR9fN9zQCJkIXYfAfwOs86wXhZ++sJYB/Djo02M+e/pOEDANDSPYNnByzlmFJopS7m1actwRLa432NOnuNCd2nWCgJYUds9j4ro3Q9wnAG/43FaXnELr0kxwYeIyDqYensN/ELEu+lsX2a3jq75+f9hjx6hjXfPga/30rzcFULz/tODxrc7yYCEmDOxqX0xwr4dnPPkNh8Fy7otlE2pKqlZUU0w6ZngzF9NhBRsNV9Sx73QoeOLaPzlx6TucUcC4rS8q5o7oJI5dFtx5Dd3XC4AB4LngKwmFEQzM0L0FUVFNwijyb6mFH79nnrwuLLQ3ualpOU7SEo+kUj7Qfoj6a4O6mFYSMC9utlirm+dcDL456riYS44bqJipCEWKWjavU3ChYB4xL0LMYMOdIIUHYJOxa4FRz7ej0d8Qo45bGv6J16GnaM8+Tc3vHGipgHlHa5aWeb7Cp6n1jZtwMadEQv/qSCRYHi+1URdYuiFKXgAkQY2R/I/eAWT/yUGuoCkc5kUufVzjk6NAAv+o4ytJ4GTWRGDHLGjNwVI5i13d30XfkdMlUoi6Bmy9iMt2SJAe8DhriG2ctWCwPL6chthWcmY2T6c2ST+XZnuvmxd4TFLWixLQpCYVoy1xeJakfWXs1nlL07D+Jk53hL3YSqKKia8/5Kzbad3RgxSzefNNqvnV4DwPFi6M07lLhtbWLMJTG+9d/8v1Lx0Dv2uH/YNlY6zdx02vvQSDY3ttxAWc6mqLyeLKrjfuWrKE9O4ijFC3pFMY82LrFTJuEZTPknF4QubG6iUWJ0pHHQaB44Qn0zQIuOGP1vBnSJmZVsaL0dWyt+fA8zCpgMnRld9GbO4Cnzr1B8rQz3Ft18WPJKAm7Dh34fy5cdAHyvwb3mP9YJCH0Kij5MwjfOCqI9LSm1A6zsqR8UkPvG+jhp20H2TtwEjVG8Y3yFP3H+kcFilbUon5zPYKZlGErRPrfiFnVxM26GYxzmpBRQsyq4rnPv4Adt6leW03dlbVUrCgnWhE9/wBAoj7B5vdsJBSRXF9azUdWbuJP1l3D7y5bz331y/jA0vVj9oZealSFo7xz6Xpcpdj3o33s+d7eUUI1C4FjTxynZ083b12ylsgFzgrNBFtK7mpcPunv6ELkCwdewkUj6hvPv7FTRL/wLOoH3+LG8hrsef7+lFi+WExhWFxmvkoOldYsSZSNPDaFoCFWMk+zCTjFxXMmCbgsMKRFxumZ72kETMDOk19lXcV91Me2YJzpu6g1+/sfnN/JzRBbxlmSfA1LSm5B4PeZBCxQRAhC14G1zve1leWAPkeJ2lUKRyue7+5g0ClQHY7Rnc+cd/grymu4trphzNV17Wn2/+wA0coo+YE8lSsrWH/vepTrYGT/fmbvS2dBe0StCtLuzMvTOjM72VDxTra+bxPhZAjSabTnIuwQhMMgDbxsnsygg1tQFAYLeEWPoRNpeg/1YoZMtrx7A+zegdrlZz9UVyd0tIJSYFqU/F//L29uWsn3jr8y4/nOBrY02FJZx+J4KVIIJAKN5lh6gAODfXTlzv/5j0VdJE5VOEo+U/A9KBcor/zoFTaVbeK+JWv5j8N7cPXCCmjPxpaSD65cj81JVpbU8zqa6MkX6Ss6nMgOsW+gl7xa2FYitpT8zqK1mJ6Hd7Lr/DsMow/uQ7Qe5W3Nq/nGsZfncIbjk7Bsbm9chiEk9dE4ewfmvg93PGzDYG1pJbv6uqiNxLmzafmYC3YBF5agZzFgweGpIk+0/x0Z9+IVSrkcKAstY3P1+7BkDNDs6/shx4d+M9/TmhIho4Ta6EYqwispDy/FNuJ4ykGjKKo0catmvqcYMAuos+TVv3tkL+3ZiUsnq8JR7l+2YWQxxFO+RczIY8dDa42TdWh7ro3F25qwcp+Y+WRD16ND1+FQwq9a/yeKmd8kb6n+EFVuE/prn4eBs+wVonFEQxPUNvgBZG09hCOI6lqQhh8QSon3qT/3fx4D46N/jheNkXYd/rPtEEMXSLjjbEwh2FheyzXVDRQHi3Tt6BwWH1JIy6BqXRXR2jgKzcHBPg6kemnNDI7KotRGYoQME4lACEHGLY4KLm1psL6sii2V9Riu5qn/78lzJ7JA2PpH19BnOnTlM2wsr+XlgZPs7D0xUp6atEOU2mG6cpl583UcCRTVYUT63wAN5jIwF6ONGjCawKhEKYfvHD1E1yQWeuaDDyxdT7yjDfXdr4E7xdLkcATj9/+UncUcv+5qmZP5TcT9yzZQEYpgSImjPL5zZC8n81ne0LySJYmyC25N4SiPo0MDLBlDqTVgfgiCxYAFhaddBBLHS9Oafoa+/CH6C0dwVPb8OwdccCQm5ZEV9OUPofTc9+7MJo3xa1lf8VZAYko/G+WqAseHfktHejvX1X0sUEO9RCh6Hr2FLI93Hqcrn6EhmsAQkv5CjvJQhPJQhJpIDFsaaEAKQWMsgUQglYdub0U0LybvDfBy7w+QwqS/cJSse5K15W9lUeRGhBTIwT+d5gyj6Oj7gHpfD2coBbEE2jTIqD7acts5PPiLab//iFnOzQ2fRH/hs3ByGtlKywZnggCwpBRR24DYsIni8tV87tBL057rdFlfVsW2mmZUzuPQQwfoOTB+hUr5snKarm0k1pzEMCQHUr2knAJXltdgIXFdD7RGa7BCJjnPZUdvJ0vipZTaYVytsKWBTLs8/8/PXcB3OTWkKbn2v12HNA0OPvgKDVsbiTckyLkuMdPC0wrXUdi2ya87j/NS/+QzYmdTG4lxVUUdjdEQbdkCz3S3kyoWcM9Tyr++tIrbGpoR/f83MJ5QkIGO/w4HsnX8tG3hKfC+pWkljcUi6kv/OPVA8RTNSzHe9QH+5dBLFCfhfTqbfGzdNSMBodKaA6leHm47RGM0wRsXrb7gPYJaa1ytLrjPY8D4BMFiwIKjM/MCZaElWEYMTxURCFyV58Wer9ObPzDf0wtYIJSGllARXoltxLBk1L+5Q6NRFLwUeTfl/++lcFQWW8YIGUlCRglNiWspsZtGBYOuKtA69AwHBh7k1qZPIc8ssQ24KDl103EqczJYLBAxTZaXlI9kGz2tMYUcs+dOF4uox36GfuYJWLcRsWEzesUyXjz5dU5kTyv2lYdWcG3dR5H9H5/aBGUNOvJ7IBPowwdQTz0G7S0jGTyxfDVy263QtBjt5EFDd/4Vtvd9edKHCBklrCt/KzXRDeh/+wK0HZvaHKdCvATjwx8H02LIKTCoPCqlSYeT50ezfJMvgHsXryHrOuzq7+ZNi1Zx8MH9dL50YkrjJJuTLN62CCsZpv2pVjpfPDeYbr6uibrrGnGzDh1Pt2HYJoZt0L6jHTe/sMsjpSmRUuIW/Xmatknl6kr6j/WPqLiWLi7livuv5PmeDg4N9tFTyE1q7Khh8pr6xSyNR5HSgOLLCHc/2loH1mrAQAhJupjmu0cPkBpjwSEkJR9evQmZ/+mw5+g4WGvR8feTd/McSWc4OpSiMVZCbSRCwpTYUiCFoKgUKUfxZFcHxzOpqf66AKgJx9hSWUdvIcfO3s7zBm9/suZqvM/+na98OgPkBz/GTsvgiQuYXTSF5CNrt4wqt98/0DMSlL972QYqw9HgWniZEwSLAQsKVxUoeEOkCi2czL1M1j1JxKxgbfm9SGHSlz/Mvr4fMOTMn3JYwPzTnLiBdeX3IYRxjhWLq/IITEAPZzsFQki0VoAe3sfyVXqH0VqT91I81vaX3Ln4f58xjsSQU/PcC1g4OMrDEBJXKazhYPBU5nAitOeB60Ihh/fFf4DsGTYEG7fC3a+n4A2BgIMDj7Cu/C1IYWIMfgrUxIbSo5CNUPpx3C/+/3CifZxtDMTq9ZAoQXe0Ytz/IZCCbPEkj3X9HRNZc0TNCq6v+1OsrgH0rx6GYxfI6qKsArFsJaKkDN3Vgdh2KzpZiud5DGpFSz7DgVQfHbnpq6jeUN3EFYkq8r05ShoS5LNFnvnMU7P4Ji4vKldXsvjmJUQrozx9so1UsUB82KZgd//olpCqcJTb6pupiUTBOYTIPwruEcb+W7TQ0Tf4/cV4aK1wlUt/0aO3UGRVMoF0DyEy3/J9SSdCxMBag7Y3gtEA3glwjyJUH6iUb6UjS9FmE4S3kXEcftxydNKlq43RBLfVN1MaCkHxZTCq0LKCzlyBiCGICZOWXJbnejvpLeS4uaaZdbEkYjCF+sJnfNnlGSCuuArvdW/i592tHE0P4F6ADGOpHeb+ZRtGZQ9393Xzy44jANRG4ty3ZE2Q5bvMCYLFgAWLpxyOD/1mpA/uhro/RYoQAk1Pbj/7+n9I2pnaKvKlQlVkLSuSd7C797sMOePcZF5iSGFSHVlHc2Ib5eFlY5aIKu2NBI+edpAYeNo5bzmpq4o81/XP9OUPsbjkZrqze1hReicN8av9zLYuAhpThIMV1ksQXSyCIcH1wHXQu3agdu+EzraxdwhH4YrNCNNE33Qz0o6gkRiZ70BxO1PxVtTRv0S3dKJ+9sNz+wnHRCBWrcV4+/vxHBfXc2jN/5ZKew0FPUhIlGARob3wLEtKbka+sh/9wDcnPZ85QRqI5iVgGH5v5NIViMbF7E0P8Ivhm9KpUBeJ85Yla9jxpe1kujIkm5JIS9J/ZAqBesCYlC0pY/Vb1qI8hZt1iZRH2DfYgyEEZaEQlbZJyLShsB2R/y9Qk7W5CvmiVCIERjXaqAOjGZw9iOJclPKG0JFbIfwqXurro+B5uFrRnc/QmUkTNU02VtTSEI2SMAWWMbzwmP8NIv8Y6OEA01oHRiPavhKGQuiONsSK1SANdGcb+te/QB/ePztTNi3kG96OaFoM8QSqWCDlufyk8yi9k8z2TpUry2u4qbZ5JBhUWrOjp4PfdLWyOJ6kp5DjltpFLC0pmxcrjYCFQRAsBixolHbRWrGn93v05F9hScktNCduAEAgybnd2DKG1gu7FGi2MY04howwkD/Kbzv/13xPZ85ZlNjGmvI3o7XClGHU8OcthYGni7iqiCXDwwIkEqU9PFXAMnxrAE85GNIac2xXFejI7GBXz+gbaolJRWQF1ZEN9Ob3I5Csq7iPkJEMAsZLCF0son76ACTL/Ju+jv/D3nnHx3WVef97zr3Ti0a9S5ab3J1YcUlvOCGNJLAhhL7UpS0ssOy+u/CSbezCLru0LbCBhTdLCSEsISyBEIfEjuM41XGJq1xkW7J6GU2/95z3jysXWV2WLcu+389HH1t3bjkzo5l7nvM8z+93eOInuewKxILFyFk1IH1OhsTuQiT+G9QYQl0yH+1/G4hZqP/9GXr7q1BehbxmLfTHUS9vgnQK+uNQWo4or8K49c2072qj+ZVj+PJ8VDZU0LazHU/QQ6Y3jbIU9bfWY1s2bFyHfvq3k3lpzh6BIMZHP8fG/m5e6Jh4lUhdOMZdtfU89/VNpHtdL8GzyfL7llI4Kw+kBOs1hLUdcrsd1d6ZgGcJ2n8dTk2BB4x8EGHABusgIrcL7E4n6LXbgGF6c2UlOvRJ7P/6V2cBSUoIRZze4rOFaUJxGXJZA6JhDY2JPn51ZN+UmzndM2sh1eG8E79nbItfNu3BIyW3V89HoxE4Jb7nWujG5fzBDRZdZgTHSwK7MwfpTO2mvuAOlFZIlFOKkl433UM896gEOvxuwETpLFmVIp7roCWxhcP9mxgtu2FKP5aaGZOs+bHbmRNbi8TE0mm0VhyKr6cpvpGUdTITUxu5hqVFb5vQuW2VY3/fOvZ0/2pMT0VD+Li59h/RWg9SxXSZGWilINGPbm+FVBJRXAqxAoTXi/2Ln6Bfe3FqLmSayDvvRSyqR/T+3fgm1SKAjnwUbRUhBuwodif7CEuDCl8AIQTC60NlMtjpHAc3t9C06WRQK6Rgzo2zKZhTQM+BHjr2dbLwjgV4Wg+gH3vICTRHIhhCrLwSUVSCemUzHNg7BS/CGE93yaXYt72Fb01SCOetdYsIdSte+e4rUzwyF4CieYVUX15FKObDayrs7/8r8po3IBbWIfq/BvSPeY7zm+Pf3eOZ/kp06H7U889P36JLUQny7rfTGY3y4MGdw+4SNExmR/KpCkXZ1dPBwXH0a5pC8tGFlw3q17aU4ju7X+Gu2nrKA2H3PucCuD6LLjMEU/oBKPLPpSgwH63SSISzii+jkH11mkc4PYieL4LMx5BRArIYv1FBccEtLCv6A7TOIUQAdI6s6qc324pXBol6yxDCS9bu4WDfJvb2/oaJlM2dOwRLC++jNnoVWis603vY37uO9tTrQwK7qtAaFg1kHsUESmUM6SGZ6xgzUARQOseW9v9HyFPMnLy1mMI/4WfkMo1k0tj/9hUnS3cqgdDQbWeCZSEW1DtZxXFmX3Tk46TJ57v7tzErHKM7m6Y9PfjYj89dwbEtrTSu24+yFEXziyi/tIz82nxMn4mdTWDaTxG6ZBFly+sRhkTOnY39jg9AKo3s6oBcDrVxHZRWImrrsFdfDYaJENCR2kbxoveirSyiqwce/hF0nQW/Na8P3dWBxzu5XmCPlBT4AmREEiTn51fXDGf2tbWEUsfQG7dh79wGyQTqN48izXtg3hdA70JkNoM1Pb6AZ874cyQ6cDf0JdHPPgVCOH2JPj/ikpXQ3YXeuxPOto9lRxvqoe9T9PE/J2R6SAworhZ4/awtq6XcF0CYHujrQeQX0ptNjxksmkLyllkL0ae9FrZWVIeiFLuiNi6n4GYWXWYWOgeZFyC9HrxLIbAWMKHni6Bn+mrnFCKLQfidshoZAbMWbVQDGUR2O6h28F6K9l0LMp/uzCF2dP2c3uy593gaDkN4WVH8fkpDSwF4ue0BWhIjZxGWFNxLbfTqCQWKlsqQVQmOxDdh69yAAI6zMOGRIfpzzXSk95DItVIZXs2syDVs7fgRKauTN9R86cQChsvMQGcyTs9cXw963y7US8/BBMyzx8WCpYjCYsT1t4B9FKVLAImgDcN+BaxG57MJIEy0WQ8ygvDMYXtX24j9e5FCJ6gAACAASURBVJ9cdJlTcp1JIU0fDJjMG2oPZDaCfXSwsI7MJxv+DFIG2dnTQcrOke/1EzBMykMRsrZNVybFzp4ODiV6ubG8jkKfzYbmvyLfN4dZkWso1jXwz1+autemvAp599sRBUVgWXRkUjzYtGtSpwoYJnfXLiDf60drTW9jD9sf2jZ1Y73IufwjDfg2P4F+5fkhj4lZcxCXrkbMqQePB+wDiNR/nPtBnis8K9DBt3MiG9nXA6Ew6DhoHyiJeuS/0fvPvlK7vOc9iPpFg4R01PYt6OefgbZjiNVXY12zln9t3DrqebzS4J66RRT4/EOEa9K2RWNfN/PzClxRG5cTuMGiy8xDZ6D7LwELIp8ETx30fhXsSfQauYBRgfZdDb4GcnY/jb3P0Ni3julasg+ahawp+xRBT+HAiq0gp3oxhZ/+XBsbmv8ZdVpfSZF/AQ0lH8RjBCZ0LefrTw+srjpfhQI50PdoIYVJ2urDlD6EkLzS9l1ak9u4oeqvnfG5zEi0UmBbqKefQD/3+6k5aTCM/OQXkF6Tw5sPk+7LkIlnSLYnmHfTPPJq8hBSoHWOpJXBIwyyWnI0Gac6GOSZ1mZ29Q4vFvLpJWsg+UtI/x5kzPlc6JEzB7noF9kTt1jXfADrtKxH0PSQsnKD8gmmkLx77lIy9kFebP0mMd8sVpd+HLnlNfSvfnZmr4s/gCirQNx0J5niEuK5LL8+so+uMxTskAhKAiGkgNur59O/p5sdP9sxaB9fxIs0DVLdZ0ccZKYz54Y6ai4rw0rlSPRZ9B9LYFs2tasqsH/4n9A0hvhQQRHGu/8IvPsRqQfPzaCnA1kNqgMwwFM/0N940HnMdy3acytq0zNnv0xVCPCdskhpWSd8HcXCZci77uORo400jZJV9BsGb61bTMzrwxwmGMzYFg8feJ3VxZXMCsfwnGOPRZfzE7cM1WXmoZXzhZ3bAYkfOmplbqA4eexmRPIhSP4Cr6+BBbEbmJN3PU8evn9IUHa28cowN1T/jfOLVmidQvR/F4/MB7uFcPgD1Eav4kDfU4OO60rvQwiJpTKjKp9aakDVdGAfp8xGMFyxjRTO16NH+jGkF6VtIt4Kwp5yvEZoCp6ty3QhpATpRV67Fp1fgPrfR87shMWl8L4/oXVXO7t+uRtlDw7QDqw/yPL7lh2/OEFPgJxKY+XamBMtoymeJOLxUegL0JlJIYFVxZXke/2U+kNYGQsz8zKgx7TmsEPvI6kCrGveOiRQBEgOYxpuacVDB17n7XOWsKjgrbze9VNeaf8eDZd+EPbtgoONiKpayC9EH9oPbUO9CE/gDyDmLnD+LSlDLF8JygYpCZgeAqYHzxSoKio0x1JONcnjR/Zxx/x5AHiCHgrq8qlaVUWkIgIarLRFJp7B8Bp07Olk3+/OP2P36aD60hL007/BSPSTV1JGXkUNIi+G+un3xw4UAbo6sH/w7xgf/Rxk1oG6QC2t1CnzC90F/mvR4g6wQ4AXRAp5zVrsZ586EbydFbQesWReXLOWzT1towaKADdVzCHf68cYxlcWwBCStG1zLJUgYHooC4SGDSpdLi7cYNFl5iG8YJQ7waLqgMwz0z2iC4QMZJ5DZDbjyf8St9Z9jfbkTl5t/z5ZNXk/tImQVQmePfplklYna2v+FhH/FtinTEx1P06j0mAUFofjm6iOrDmxzVY5hJAnrTRUDlulJ+ybeHx/KQzm5r0RjY0hRrficJkZCK8PljUglXKsKyZ7nqUrEKaB6TM5XqwjTUmkLII/5mP+m+aQzSbxGF6aE6/QmtxCa9IpmywPNVDon8fS/FlcXrAY02tiW4pUV5J0R5qCeY6ir5Z/AdZmROrngy/uWQHSD+ShvAvJinJ+2rht2EBxNBJWjlc6jrGsYC5Xlv8p+f4657pveSf0dEMkCqYHujochdb2VnT7MURJObqrA7o7kbe9ZVBwiGEgpIGlFBrNw43bOJYan+fdRMgphd/j4co/vwqvYaJsheE1TvRcGR4DX8T5zPqjfhqfbORiL6oqqi9CGgL7pedAKfSOsY8ZFq2dBdyxVH9nPCF08FMgo+hd29EdexzhqFTS+WxofXYDxdEIhhFFxby0Z3TthlJ/iNpIbMRAEZyexbtrF5Dn9aHR2Fq7gYKL+zfgMgMRBhhl0z2KCxgb0f158CygKPwu1tb8A48f/JNzlGXU9GQPsbTwPkfl1h4lg3Ea+3p/Q563ijxfLUrnTrHNsABFxo6zseUfWVHyAWLe2hGtNEbDnGCg6XL+I7w+uGQl4sBe9K7tkzqH3voKIhIlf/5SrvrTNfQe6ic2J4zHDKC0za6uR0laHWR6++jODM7YtCRepiO1k4i3kjUln+S5b27CztrYGZv5t87HjsfRv/gRQtnI296CDv8diHZAIXyzycQz5BI5AvkB4irHzw/tIJ6b3Ge1wBdA6gxhbxXq+fXobAZRPQtRWeO8TgDFpcgbbwPbckribMuZKNs2wn+8DHzwZ0sKQU4p+nNTP5ku8AWIerykLQuf14MQAmmOPBkWhnDKge2LO1icc20NeiBQPBPEouWO9QQXsH2VuQDtexd67x7Uow9NX1A4AvKqG+jPpMmO8l7WhWPcXjMPcwzRGikEEY8XU0qUUq5dhgvgBosuMxWjeLpHcIGTg9w2RO/fo8Mf4JZZX6Y1uYOX2h44q1ct9NdTG72a8uBiRN+3hu5gNTM/diMtiZdR2iJgxjCkD4FjqLyt6yFydj9V4csp9M8nY/eRsFrJ2P30ZY9QH7uDmLdmhMJTl4sW5fTGTpqOVtSjDyHu9eNdsIxk+Usc6txJW2oHAomtMyMc6Cj+VoVXobCRUnLFJy4HwM7ZoDX6sZ9AcxO6vBr7R99DxPKhdjaioBCxFLb+dBt9R/qIlIVpeH8DC2OFbG47OqmO46PJPhbFZkM2gzVvIWai3+k39J6WSTdNhMdDTybNxrbD7O7t5JKCUq4tqcIeKDGVQmBKidaarLL5yf4d9FtTt+AkgLtq66kKRVFa45FyRPVGrTVox2Ik258dUiZ8Kv48P2XLyyiYGyNY4sXweEi0Jtn92D7iLeemwuJsIU1JUX0RFctLCRUFsX+y6YzPKfwBEAHwLIHcPmBmWDKNjgnBO9EscNTWbQu1+Tn0738z3QNzqKxBBILorg5EJA/RcDmPHBxZmXZ5QSnXlNWMS7DGI2wYaMGQo2QgXS4uXIEbl5lJ9nXo/850j+LiwahERz/JhuZ/oi97ZFKnKPTNY2HBXfiN0MC0/PSJncBrFkD2NURmPVgHhjmLRAffCt5LUQiUthFCnFAmPdD7NDu6fgqARwYo9NdTElxKSWARHhkAxKQyii4XNjqdwv7hA3Dk4Jmd6J3vJ11dyDNH/xaNPebupvBzc+0/DaviqzvbUZs3IG65E7Qmp5KYMoDWNlpZoBWGDJHuy7Dpm45qZcnCYuasnUu3keWhpuH92MZicayYK0urAUcMY7h+JXsg45BTihc6jvJCezMCmBctZG1lHT7DmWwqrUnZOR4+sPOMBW1ORQC3V89jViQ25gTYztkc295KNp4lWhGh93AvB9YfHLLfsncsJm9WBEN6iGebaU/tpCuzj5TVTW3kaqojV5DpTbPvtwfp2N0xZc/lbFO2rIxZl1fij5hIvx/ifehDjajn18Oxo2d+AWkg774PUTPbUQm1LbCzQBZEDyL9yHncyyjRwT8DHQQRR4ijaJUB2QCdHaiXn0cf3Add58n7XVmD8eZ3oENhLNvCNEyEx8vm9maeax96XxbA9eWzWJxfPH5lUzVQJi78ThWXiwtuZtFlJqLVhMoTXaYA+yhYh6gMrZpEsChZVfIhioP1kN6IyBzlpM/VaWtVqW6wDo5wHgGeBQizEoTEEB5QOUDTnHiVPd2/IpFrpTx4KbPz1pLnq8LWOUzhm5ClhstFiJTQ33fGpxFIOtN7BwWKQbOYlNU5rJen14igsDEG+nC1bYNWjmdaKAzBEFrb7Oh6hKb4BkAQMoswpB+/kceqso+S7jmZyWnb2U6qN03De1fwR3NXEPR7+dEE+wR39XZwc9UcsrY9orDF8Z4nKaA8EGZlUQUNReUYQuI9JRshhcAjDO6urWdbVxt7+rroyZ555ml1SSV1kfxBZuKnY2UshBT0tyXY9cuxLTryasNs7/oxLYlXh7xXO7p+yp6ex6iNXMuie96AnZnN/t8dpmXL+X8fKppfSNCvsB/6HvaxZphkifKIKBv1yH87/xcSonkQyUNEo4i6ebD8U46IWuYXJxVEzxN08GPojjT6yUegtBxRUweRQvT6B9GNu6d7eEMQ+YVYwRDf3LtlzH09UvKm6vmUByPjDxS1BZnnnJ/IJ5ysqnDDBBc3WHSZieic4xPocm7J7aIksJydo4sxDiLPO4vLyz6CobsRvV9xJMcnhAFmHXgvdX6QIHyOhDiO6MxTR75IyuqkKLCQy8s/iRQeTOF3epfcG53LeDDNKQkW9bNPUf3uDxHyFLO7+1c0lLwfjwxi6xyH+jbQmtpKT+bgif3TdjdZux+/kYcQEmEYwMDEzufHuO5m7Befpf7S2zmW2EJWxUlYzndfH4fpSRzBF83H9JlYGadnLN4cZ9O3nmf2dXUEL61gfrSQnFJ0npbZM5E0FJdTEwpT7DNJ2ZrfHj0MwpHPP54dHPVlkwbVoTxqwnkjTki9hoHXMFhTUsnqkkqa+nt54uh+Uvbke9wa+7q5rLACrfWIpaemz6T7UA/7fz8OVU+cZatkrmPYoB4gp1Ls6/0N+/uepCq8hkV3vJlQSZB9TzRO9mmcE3b9ajclf7IGbHvqA8XT0Qp6u6G32zEjen0rrP8d8rqbYdGHwZCIxD+Mqeh77ohAz1H0oUY41Ih+4dnpHtCo6L07MU0PPinJjNKfGDI93FO3iIjHOzGvRJ1zvGBVN/T9EwTvBO8KHBstLxzXLXAF3i463JmUywxEgX2elIVcRAhrPyH/9cM+JvGysOAu8n21g/oBI95SRPoZRPq3DMkijooPwu9yLFK05SjgDlsSIygLLiPfP4eSwOJRbTNcLlyO98UBmFJiTCCTrC0L3XLE8SybEIIhf9MHG9G/eYyiW+4m3z8biYkQAgMvs2M3MjvvBp5t+UfiWaf8T2mLzce+xaXF7yHkKcEQvhPBjxDCEZjxBzGaW7mu6gu80vY9OtIns2T7+59gRen78Ia9J4JFgExfhtYdbZQuLqWhqJiGokJAYCvHX1FrjSk9CNUJuVcQ6SZ8Zg33zr4arRVqGMXhkfCO04fteJayNhzjffMvYWtXGxnbmlS2sT2d5JGDO3lL3UK8o5TKRSsiZPpG6hc9Da2dzNgYKG3RFH+WnsxBLl/1KUJFQay0wp/vxQxJpCkQpiOik2zNsO3HO7DS0yf+YqUtWnd3UnLTm1Df/9dzP4B4H+qxh+Gxh5F/8C6Y8zZE8t/P/TiGQeitiCVvQD35v06Qe76TzYAUo95JY14/99Ytwm+Yo6qeDovwgNXk/F8nIfFjSD4KnqVg1kJuJ4TfO9nRu8xg3GDRZeYhJFiHpnsUFx8yHzWCHH9t9Crq8q6D5K/g1F6tZB9kX57ohSDyYTCrnZuXGL3HcEH+XW4W8SIma9skrCwbWw+j0OR7A8S8foRw5v8eKSn0BcjzOn2tuYGgUgqBFAJDSsSubeO7WGUNcsESmD0fUVLubIv3obs7oLUF8vIRcxegtXbKpE/BEB5sclQEV7A7e7JXrD/Xwobmf6A8eCnLi9+DKU4q7gqvD+oXY0gDQxpcVvphdnb9D4fi67m0+EOUBpdhKcXsG+ro3NfF7Cur2Pf0IVq3t9F9sJv+1n7CxQoj+Vcg8zFFdGDhxQOqH+ymk9fKvQYyivAuQ57Fsm1TSkwkKwoLMaSPq8pq0DqH0jksZdOdVbzU0cqevq5Rz9OS6qctlaAqFB1xHyEF82+dz67Hdo0raJyI8FVf9gjPtnyFxZVvxbLjHMsdI2PFsXJpbJXF1jlmF93AlZ9dxaH1Rzm4/szuWdVrqqm4ogq0pnt3F02bmrASFr48H8pWKEthWzZWcmhgenDDIUo/vBKqauHI9N071VOPY8z/DJgLwZpcT+2UIAvRgY9DCtTjPzz/A0VpOHY0kTywbIKmlzeUVHGov5cdPU6lQZ7XR0NhOYvzizGEHL+KqT6ebTZAdTlB4qDHk2DtAZ0Cs4qJLfq6XCi4AjcuMwttQfo5ON1rzOXsIqLovM/xevcTHOh7ctBDQbOYhQV3UR66FHruB9VzZtfy3wCBNzqTWheXUbCVYlt3G0+1HJz0OeZG8llbORtTSFQijnloP1g5VFklYv2TcDyQFBLjL/4epEQMs2KvtQKlB0pJT9lu2yBADGTWcnaS51q+Sjw3tN/tkqL3UB5aMawI0/GSS0tlSFnd+M1ifti4nUJfgDtq5qOzWfSRQ4jqWuKtKbb8ZCtr/mgVprEPmfrPsV8IWQp5nzm3nzudA2xQKUg9CjqHNuvAtxqNh6ZEkt5cDlMI9vR2cqB/sOH4vXWLKQuERveNyzqvfzaRZddju+naP3wQeuWfr+KVru/Qld53YpvEZHnRu0jbvezu/tWk7IOKA4tYWfoRNn1zM+nusTOoedV5zLttPp6oFyuZI3E4TmdjJwvvXsS6Fkf0qz6vkMpgFAFYWiFwFj6EcAJeWyuU0qQ6U+z5xU5WfqAB3bgL9fgvoGf0IPxsIy5ZibzlbtDNoCUIjaDP8Uy2Wwf0CASYFSCLB0oj9zvlkZO255BAAHyXoc0GEKXo115E/eaXThB2PhOKYHzsc47XaVExaI1lmhhCYmlF90B5eaEviICJZxNV0ik5VXEwSnAqt075bvKugtA9AxU+vnFl310uPNxg0WVmoRVkX4PED6Z7JBcRAh39LF3ZOJtav4HfyGde7BbyvBWEPPmYMgzZ1xGZDWDtG/t0YxG8B/xXnvl5XC4K4rkMz7Yepj2VpCOTHPuAEYh6fFSFotSF84h4vBxNxlmSX4JUCq0U0nQy115z/Gq6Wino6UI3HUAsa0BIidYKW2fZ0v4DjiVfG7S/KQOsLPkIeb7qEUuqtVYnBJuePLqfN1TOdq7T1YH9399BNqxBXv0G+jsShAqCiJ7PwFhGGkYteBZD4Nrp6UfSylE/jn/z5DZzFjpwl5PR0Dnw1JFVBv++a+uJZxP2eHnnnKX4DXNcmZRUd4qm5w9TOLcAX9CkeWsbR15wBLuu/PNVvNr1AJ3pPQCUBJbRkP9ORHsHSANRXEpvrpkX2v+DrJpYf+uts77Jhq9sHLMctWBOAUvetoSWdIKXOlqIeX1Uh6KUBcIkrBw/2n/SB9QQAlNIMqcFO1IIfNIgaHq4oqSa2QMm7NZffZbzJSsk5i2E0nKwFUiBiBVAfiEiLwbhiDPMRBzd1wumB1FQBD6fI5ST/dXI9xlZDL7L0XI2qALwBOH44o1S0N2B2r4FvWubUwlwviIEVFQj5i1EXrKSfm+CSKAKbVnYUo4q7DQhVAZSv4bMM4ABsfudz799DFK/A3IQfp+7cOviBosuMxBtQfefc0GbAJ9PmPPRkQ/zavsPmBO9gaivAnKNYB1A2K1g7QY9hd5aZj1EPuCUyml9QszGxWUkMnaGpKXY2tVGTThKPJfl6ZZDWCOUTY8XAVSH8gCNzzB5Y9WcCQlGaNt2jM8zacQV1yPMk6XSlspwLLGFbZ0/Oc2HUTA7+gbq829DaQshjFF7cW1lYfR8AR39AsIMYqfjpEkTt1uIeivwkcKIf3XYY1Xks2ijGI0GBOK4yvA4UNrCVlmk8DiZUwQgTlEgnuDnVtvQ/RfAyJ6UOvJxhGcOncl+ft96mKZEL/leP++dt9zZY5RrKkshzZOTbN3eCl4fOW2y4ZsvcOWfruTV7u/hN/JYGrkbQ/hQv38c/cJGQENBEcZb3snhcBNbO3847qclkNw66xtYVpbnv/Yi2eRQQ/eSRSXMu20W/mAYgG1drfyueTjroPEhcbz1LskrJOYNoBt3ox76r0mf77wgvxC56irEpatADVhzAIh+RO4ZtOcmMIrQRw+hD+yFI01OL3I67SxGnOeIRcvRB/aBYWB87M/Q2PSpdlozWykLXkLYU45j/TSF7RbahtRvIf0E+NZA4C6Qfue+qzMDbSCufYaLGyy6zER0Fnr+GnT/dI/kIsGDDt3jiM1ktyLS68681PRUZKEj0S0LwJwDRgV4Zk3d+V0uaJS2ePzgn7Cq7JN4ZYR49gBFgeW83NnO5vYz93eTQrAwr4jrK2ZhICZc5qVzOccO43Rje8BSWZTO8XrXz+hM7yVj9aEGFsECZgF+I8aVFZ8dVfUTgK7PkYv+Gd3ZVl5o/daJzRWhy1hWdB9m9gW0qAJdDiQR9tMggtj+tRjSw68P/DEKi/mx25mddyNSmMgRJomWSpOx4xztf5HO9B7i2WY09ol+5uLAQmbn3UietxqEGFfwqbSFFCZaJQADslsQqcdB9zq/y3zwLoXcfnT0Iwi8WDnNhs7DlHqD1EcKnT5RrzHi66SUGmQyrhP92D/4N+QdbyXtL8CT76Mnu5+gp5jgsX7s7//bkBJFed3NpNZcwrauH+MxQuTsFB3psXvvfEYeq8s+Qdv6FIc2nuwZ9Ia9rPjAcrxhg8be3zEvdgcH+ntYf6yJunCMpkTvEBXbsSjw+nlX7QJkoh/16gvo7a9Oe+nplGKajiWHx/m7EguXOX3CL250vCOT47eJOV+QN96GWH0VKIXubEeUV7Hu8OdJ293Mi93G3Lybzp4/sLZxFt5NNzB0GRE3WHSZeegs9PzdwETCZWYiIPqZgYb5U9DK7YlwmRA5leKl1m+fKB+siVzFgvx7eeJo45giKSNhCMGtVXMpC4YJmV4spcat+nmc47dWJzs4ugCTpdKAQGub5499g97sSeGZmK+OOXk3UhJYikYNzTLardD796jwH9Nl52iKb6TIX09leCVSeLC7WpFd3dDXg+7qRK65GhHJGxijojO9l+ePfYO66PUUBeqJ+WbhMyIobQMagURpC43GUml2dP2MlsQrjFXSGDSLqI1cTXloBT4jisZGYKC0NSAk61QNCCRH+jfTlnydjN2HFJLFBW8hz1fpTGSFD3RuIAjUaAyEMGl8qpHqNdUIIXjxgZcwfSYN712B4R3f+6SVAttC/egBxJU3gNfnWEsohW7aj372qaEH5eU7BvSFxZDLQSBIj3WYje1fG/N6c/PeSH3+HWgUWitaXm0lWhUmGT7Egb5nKPDPYVb4GoQMIIQgbfXgN2O0pxI8c6yJltTIi6M3l89iYSgPYZhgGOiNT6Geenxcr4PLWcDrQyxYgj58ELpHsYsqKkHeeCvUzeWZtq8Q9BSS561BINnb+xtAsbDgLcyO3jDxTP140RmnzNtudmyqxllZ4HJx4QaLLjMPlYSev5juUbhMFhGE/C8N3qYVoN2VTZcJk1MpXmn7Lu2p1wFYUvg2cnoxjx3eO+lzXlZYzpqSqgkHiKeitcbWGXZ1PYpCsajgzWNau2itUNombffyUtu3T1hsAJQEllAdWUNJYAkAhhzoI8rtg/i3QMRQsc9jW2lk8zH0E/8LpgGZDCIYQr7zQ06AI6XTv4VC+AK82PrvzIvdRthTemJ8tsqxr+c37O19HIGBRwbxGMEBH8KJC4L4jChFgQV4ZZik1UHK6sIQPrxGmM7UbqxhythrI9ewIHgz4qtfAgXG5/+BXNpm60+3YXgMuhqHLgRUrKhg/s3zEIZAGsOIEGXSjt+g13nt9NEm1K9/Dm3HJvycAAiFMT75l6xv/Qrx3Hiy2M6iQdRTweXln0bpHLZK4jNCYLciPLPY2v4jmvqfA2B50bupDK/k5Y5mNrQeBsArJZcVVTA3GMVG02dbzA1GUD98AN3R6mTW3Gnd9OD1IW+4BbFitfMe2Db2A1+HrtOsvvwB5JvuRcytpzOzj1c7HySjBi9+S+FhRfH7KQ4sQArP2QkWtQbVBr1fBhSE/tDJ4LsLti6n4WrNu8xAFIgQ6JlXbuICJ0zHT8W9OblMEolBZ/pkYFjoX8Tevsmbj68sqmBNSeXEzKyH4bi/4qH4BjSK+bFbxwwWnZ5BSVAUsKbsE+zsepQj/ZuI+WbRUPIBFPaJINFSGed8Zo3jgyYjiFwG8e1vobscOX3jj/8CkV+I/cufQmc7xAoQnpOZA0tlWFHyAbRW9GUPk7NT2DpHxu6jcUD1WGOTVXGyKj7p1yJj93G0/4UJHaNRSH8Q7nsf+tGfYj/6E8w77yNcEuboS0eHPaZtZxsL71jgHK80Qp42wTZN1Lpfo/fvgVQKkmfYypDoR299mYbF7+Ppli8xppAQGqVz9GQPse7wX1ISXMLyontRVjtyQDRnQcG9zM//A4QQ9Gaz/GT/Do6l+vFKydryOuaHoujOdvTzGwBNUVEJqumAYyzvMm2IhcuQd/yBI8jjGViMsHKIkjL0iWBRQFUNxlvfQ9zo5fnmLwz5XIU9ZVRHrqAydBmmDJ5cFDpb5Bo58XebWe+0mwj/2b2my4zDDRZdZh7CD5EPQd+/TPdIXCaCjDm9jiIwIMPtfv24nBlOkHMUpR3RkCUF9+E389nRs2NS5/Mb5pQEiifGh3JKQXUGjwyO+zghJD4jypLCt5LItTI//3aEMPAMqBKeEJYBR6kw8n5HZfWXD8NAoAigG3fDijXIm+7AsSMY/LxM6cNSWbZ3PsSR/ufP+PlOJU3xjSRybSyrfQe+T/wfRFsbaIjVxuhq7CLVncL0mRTMLSDeHCfVnaKgLh8rY2H6zKGBIoAGefOdqJ98D925a0rGqX7/W0IVH+CW8i+zte9nHE1sHnV/n8xjQcGbsFWO2sgqyGwB30psXYEJNCV6ebG9GSEEzcmTgcSbauqpCedh/efXoPnwlIzdZWoQ192MvPzaQX3J2rJQDz+IPrgPef0bHQXY4lIn2+iB5t7X8BqhQcFihQQaqAAAIABJREFUgW8Oq8o+PmrP8NQOXIBRefJ3q9FVPnUZFne25jLzECYYVTiab+e/ytnFjQDPIrAOObLcuV1gVOO8dy4uZ4ats7zW8eCJ3yO+GnqyaTrSk7PQqM8rnKqhAU4wW+CfQ2Vo1Qm7i4lgCC8rSt7Hcy3/wqKCuykOLMaUvuGzDd2dsPXlQZvU+icxFi4Dv9/pZzsNW2XpzRyiOfHykMemHz0g8hMFS2NUOf3NxXPzyK9dwd7f7qX+tnqEzIH2sOGrGyleUIzhGXmSLUzT6SU1PQw0Tp75MBNx7O/8C2JZA5fc8lZmh69lY+vXRvRkvLz8Y4QMv9Nrmvo1wj6CbS4AncWyc1QHC6irW0RvLo1HGHgNw1m8yGawn/6tGyieJ4g11yAqayAUQVRWDxGwEqaJqJmFvPNe8JzMNmJ6MIH62G0U+xew6djJRe/S4DIM4ZnUd8WkGVTtYLpVPi7DYtx///33T/cgXFwmTg5Ut9OU7XL+4lkAkQ9D6nHwXgJmLWC4vYkuU0JXupH9fetO/N6XPcSC/Bt4oaN5UmFA2rK4pLBsXJ5940FrRVV4NVFvxaQyBceFcUzhpyiwEEN4Rz6P4UGUlaNfP8W70bKQ164Fwxy250kKA58RJacS9GQOTnh8ZxutNdWRNZj9/4glViNNE2maTkZxTgyP/T8ggvR3+PDHApRfUj7IHmMkxPzFCNNAH5zC0s3WFvQrm/FXL2Ju5ZvxevLoTO1Bn7agWRxYRMhTATqBSP4MVDdG5mmM7AZkdiNm5klk+jkCshef9RJmeh0i9Qvw1kOPhW5ucoR4XKYN+aZ7kauuQpZXIfILhl2IAaCsAuEPIIbpfbZ1jkPxZwZ97mydozAwfyCzeA5yOToNycfAbgHEgKdi1K36cRmCGyy6zEyE6QQi9mFQHWPv73LukTEI3gFGEeT2QO418FwCZ7sHw+WiwWtEEELSnT4AaOpjd5Gw89je3T7mscNxXXkthf4AxhStrkvhWDmciThFyuoi5qvFZ4ZHDTiFYUBevlNa1rTf2ag1+sA+5MJlJ/c5DUulea39wROWHecTWRVnTuxmjNwOZOYxOG6tkWtEJr8BdhNCevDkLaegrmBYUZvTEUKAVui9O+HIodMelVBcAskUk8o6Wjn01peh9Rj5VauZV3InxcFFWOTozzkm8M2Jl2nsXce8gnsRmU2c8AtEoAO3QujtQBqRedYRH9H9gHLGXbUWueYaRHEpeue2iY/PZUoQyxoQhcXDfp4G7TdSEAmAZk/3r8jYTq9qvm8282JvBC0JmgXD99xONaoPkg85/w/dB97Fjs+ii8tpuMsHLjMX4XVWwhI/h+z51W/jghMseuqd/0c+6pS3zABzZJeZgyl9zMm7ic70PrrSezma2MzqstUU+Px0ZYYqbI5GvtfP/LzCKetXHC+WyiLA8RkcCFByKoGtc/iNPEKeYmw1vkyS8PqQa67B3vDkyW1Vtei9uxBz60940x1Ha4UQknx/He2psf0CzzUeGcIQ3oEgMQ2Z3zs/p5LZhGG3o8V9CCMyvp4ryzppaRCNYbzvw+D3gelz1GIxINmL/eTvYMvEhHkA9N6d2Ht3QnkVsUtWsmLRPejYO3jq2N+QtruR0gSU4y9rD4jseBaifdewu6+fhbE3g7VvcOVMdjMiuxk8l8KsuyY8JpepQ/3iJxgf/jQ6HAXB4F5FrQE9aimprXIgoCZyNab045FBCsx5tO1op68zxeGu7dReUUOkLDKuTPmEOe6tmPgxjgp5GLwNbkbRZUTcvwyXmY3wQvAuyG5mSvpPXKYO6yB0fRryv+LchFxRG5ezgEY5fW3AooK3cyTRN6FAMWR6uLGijppQHoKzvJI/LJq+bAv7+9bRkdpFTjkqz0sL76M6cgXAxBQRTRPKq6DlCIQjyIbLEUUl6OzQgFMIiUcEaCj5MM8f+9q0l6IawkdRYD4Bs5C01U3K6qIve4Ro4A5k4oGRD7T2IeL/ArEvgEo53oyjZYcNAzGn3vlZ0QC5lxGZVyGdBvsI4EP7VmHccSvcdjskEujdu1GP/2JiT6i3B6pq0ckkMhxladHbaUtuozS4xOnjFn7wrkSH7gFMXu9u56nmQ9RH85CyyAkWhR8duBNk2BEIwwQzBP4ApFMTG4/L1JDLYv/rl6GwGOO9H3M8OgGdzTh/Kz1dUFULtuWUgJ+2SGNID1prqsKrEMJACoO9v9tL03Mn+1F7D/dy+cfWTH2wqDNgH4P+7zutPM5G3PmTy2i4PosuMx+dgeSjkHluukfiMhwFYxtWu7hMlpxKcyyxhc70HhYUvI2MrWjs6+aVzmP05TKjHuuTBm+fs5So13tGpadaa+yMzamxpukzUUphaU1GWfRmM1QGIwDYWmNKOeh4S6cRGPRmDtLUv4mYr5bayNUT7nXUSqH37UL9+LuI1Vcj194O0hi1FFZrRX+ujWeO/g2TnTRK4QGtB5WzemWYrOrHb8SI+WbRkzlE2u4GBIX+uVSEVlLonweAz8zDEB5sK43o7UEFAo51hnCCSNH7t6BGMTgHJ0NizgLvMqdHeqQso9ZonQFrPyKz2SmRH/5ZOeeTxejATdBnYX/nG05QOdbr8cFPIUrKSWbS7E3FKfeH6MxlKA+GiXk9CGGiVBohPDzXdpRtXW0kbee1++OFSzHTT6BlFHyr6MtBazpLoS9AoT+IzmXRx46iHvkh9HaPMRKXs4mom4e47mZERTXq2XXoDetA2VBUilx+mSOEY46+SKosRV9LnJe/N1hoqrKhgrk3zcX0nsEiqz6+SGQCFiR/BRnHduUEshDy/sxVQnUZETdYdLkw0Gno+WvQk1NBdDmLeBsg9DYQnrH3dXGZILbKIYWBrbNIPEhpoLWmKdHHIwed0sqqUJTrymoJebwcv+UJwCMNpBCDArdB587ZKFshpUSaEjtnY2cHfnI2QgiCRUF6D/dy6Lkmkh3O90/B3AJKF5cQrYjy06adtKScUsP3zb+EmHfsniBLpTHPoHdIZzPQ1YF66TnkLW8es7fq+DXtgYmlpdLs6nqUluSrCCRXlH+agFmI0had6b3s6HoYS53MakW91awp+wSG9NGXOUy+fzY7u/6HhQV3k7X7MYSXXCaDx+cfCFoFlpUhfjhJ2452PEEvhfMKiBQF4Ot/A9mBYMz0Iq65ETF7HqK4F9H/vfG/CJ4F4L8ZjHwniEQ4E2e7DewmSD8zwX53Lzr8TpBz4Ugzuu0Y6vH/GX7XwhKMD32Kr+95dVi97tJAiFJ/iK3dbcNqeq8sKuPq0nIcMTATpTWWsrEtReJwnLbX2yhdVERBTRT7gW9A+7EJPA+Xs4rXh3znhxAV1ZDLgRRDlFJPRWuNshSdjV1sf3g7Wp2ckpt+k6s/e9W4enGHP7nl6AVkngXf5ZD8Jahh+rmDbwHfGvce7TIibrDocmGgc5B9HRL/Nd0jcRmO2N86ZVQuLueInLJ5rasVWylWFJVjCjkuoZnjk7dkR5KW11roO9pHJp4lE88MmsiNRfGCYubcPo9vH9gyaPufLF59RoI340VrDZk0CInwjTxZHQlLpcnY/RjCgyn9mAMS+7bKYessXel9eI0wXhkiYBYghTmoT+to/0uU+Jfw+sN76NjjBGVSSqRfggIrfTIDedn7Gwj7MugfP3Cyl/BUgmGMz/wlov/fnPL2SeGFEewsJnaaS8EoR/tvxP7rzw1+LBpDVNYgrn8jPQE/3z848T5QnzR42+zFBGyD9q3H6NjTSc/BnmH3XfHu5eR170U99vBknonLVBMrQL75HYiyyiGlp6ORTWZ59p82cvp0XEjB9X953eSFbnQWev/+lHLTEcj7orOo4uIyAm4DkcuFgfCAdwHoeyDp3jjPO1SnGyy6nFM80mBF2JkACc2oEy47Z6NtjfRI0r1pXv/FTnoP957R9ZMdCbzDqCH25TIETS+eEbKZU4UQwulrYyBwVGpcGcbjOAHi0OymIT0YeCgLLR/8wCkTXcvOUuJfwmsP7qC36eTrqJRCJYfm2qy0hTiyGz1coAiQ7Ec9/xzy8o9Cdjsi8f/G/TxOMkV2E9lXgVfBfwNiwVL0ru2ARlx1I/KatWSzGXam4jw1iUARnPct6vWx7cGtdB8cfZK/98n9rHxvA8b8xegD+9CNu9B7dkIqMalru0wSw0Te9mbEkhUg5YQ+ZwDSkBTOKzyxqDKI8caJWjnBoQBnYcSC1NNjB4rg9MK6waLLKLjBosuFg/CB7zKnJDX12HSPxuU4sgSM0ukehctFhs5k0BvWoZsOIG9+E5RWOBMpIR2fOtODlhJta45ta+XoS0dJdiSxc/aUXN/K2Ehj6ExvY+thbqyYPSXXGDe5HMJ7sh9JK4WQEq315LOcQwSrNMdntkIZvPzAq/S3jS9o8ef50AeGz56dOPvvHsPe9DTGpz8PyQDoaRR3kTFAw533YtxxD2QzEInyP017OZg4s0WGtG2xp7eLqtWVYwaL8eY4T31pA0X1RVQ1VFNwyyK4MY397X+BRPyMxuEyfuQtdyOWXDqhbOKpaM2QqgXDZzDrqlnYOXv4nkWtAcsJ9OxWR5jJbhs4uMZZnE3/bowrG+C/BsyKSY3b5eLBDRZdLiyED/zXQurXwNRM+lwmiSwAzyII3Iyz0unicm7QWkGyH73pGdAK9d1vQizfUY/UGlFWCZXVyJVXksqY7Hps15SPoWBOAclcbsj2ukj+Wc8qns7xQFHbluP9NhAgTjZQVFqjtMQcONxWNsYpliPa1gQKg+MKFn0RL/5YAP3Cs2Pua/zhhx0bDT293+3as5x4Ns0D+3YwZ+D9PNC8j4w6c2ugymCEedECDr64f8hj+bNiRMojJNqTJDoSZPoy+KI+0JpIRZT23D4MISn4w49h/+fXnDJkl7NLQRGyYc0ZncIwJX3Njt9iyeIS5twwG3+eH2WpEQJFBeQg/m2wTv07ESCikNs5eDFFBAYWbD1OFZbwgmehIwKltTNvcnEZBTdYdLkAsSH2RbC7wDowEDgOnbS5nC0khN4J3iXOr67Cmsu5xrKwf/bgKb6eGnq6TjysDzXCoUbsV18k+On/izfsJds/RWWKQLQqyvyb5/F8z9FB299cu4CKUAR5DnoWh+O4SfiZ90xqbK1QtsZrGIMCRef8msV3LWS3z6RlS8uIZ/HH/My7aS66r9fxPhyNeQshFkX0/BVTVlI6WXyr2N7pZEIb41OrRjo3WkDiaJzDmw4P2l60oIgldy+i327Fp8sxTT+Gx3DEluwshzPr2dnzcwCuLf0/hN75IdR3vzGlY3MZhq4O7J98D3nTmyAcGVXMZiSUrVj5wcvw+D0gHCVlYKiwjdZAFux2SPzIySr6rnVE5IwiwOck97PbT+o3GNUQ+TBwWmms8IIwxl/m6nJR4waLLhcewuf8yKhTXuG/FuwWiH9rekuXLnSEH/zXg2epc+Nyg0SXc4zWGnJZ9EuboPnw2AekEpBMEK2IDt8vNEmW3buULfFWXugYHCgV+gN45cT6mc5HpJD4RlBo1NkMtB6FshoM7/DPNVQSYvZ1dRTOLYSWw+gf/mjsay6/DKxGpj1QlEVgFPNS55ax9x0nYY+X++oWIwT4DQ+71g/tdwzE/KTtPjYc+7tTB8NQLVV4sfM7XF/+f6dsfC6jo3fvwN79OvLe98D8xYgJVg6YPvNEgDjyRbRTEWAnnHLTwJ1gznYasgGy20BGnBJUowiQ4L0MQn+Ak1F0o0KXyeMGiy4XNscDFlkEsb8Z8Bh6elqHdEEiwpD3OafcxZXfdjnHaK0hm4VEHPW/j6D37xn/sU37KVtWMaXBosop2ocxTH+q+SANReWU+EN4JyiCMXMQ6JJqdj66i7bX2wY9EqmIMO8Nc4hWRuHQPvS3/gP6xtfjp154FmPhh8CocvqzpgujBJBcUVzJ+tZxLEiMg/5cFksrdHOa15/YR7xlaL9hy2vHmHPDHIJmMUnruP3B8GWvEU8lZDI4aSNX8P7coFEbf49RNx8moT48KirjvJWJX0Lg1gEPUemowMf/0+k7RDkl2qY4Od8Rprto6zIluMGiy8XBgOw7wVucYGbMxm+XcSOLIfR2J7PoBoou5xidzUJHG+qpX6Mbd0/8+K0vU/Sm+VM6ppbXWlh7xSw80mBrd+uJ7Y3xbhrj3dxdW09tKIQUXFCTOdvKYXi96HRuUKAYyA8w741zKZhVgMgmUf/8xYn30zUdQL/wPKz8ICLxIFj7pnj040T1AIoD/aML8owXAbx51kJCppfmlrZhA0UAK2XRuqONS+b/Ic+1fmXUc7anXkfFQFxxHfq530/JOF3GwZFD0NmGLqtATFUFgbYh8wyk14Pud9R4wx8EswZyex1RP8+CgX3VQGUVgNuH6DJ1GPfff//90z0IF5dzhjCxjVpsz2os/1os31ps/82YodvAcwlkXgLG6J1xGUBC4HYI3wcy3w0UXc45OptBNx1A/eDfoWuSmcHeboyVVxIsj9G+a2qyiz2Heki09XP5mnqOJvvoyw0unWxJxllRVIpI/tJZZEGB6nP+r7OAnHjZ2PF+JixQ8YEgNAfYp6mWnj2EkCitMD0mWmmsrMXs6+pYcHs9wehRjOR3IHQt+vkNYE28j1w37kZEi6HmVvCtRqiu4U3GzyZGEdrbwBPNTVNyulXFFcwL5LPpyxvp2tc16r7xljhzVi+iKLCQY6lXUXr4e9X1ZZ9HmB4MW6B3TF25rMvY6IP7kA1rJmyfMTLK+V6wGkH3ATnwrQRZCEaek2kX5kD/oZv/cTk7CH26C6iLywWO0ppD/b1s724jbVskrRwVwQiXFpYS8wZQqhev9RoknwL6pnu45yleiPwRmFUXVGbEZWahLQv7y5+feOAhBGL11YhZc6GgCJFfwO7fNnL0peYpHd/s6+qoubyGZ9oPsaXbybQV+wK8tW4eXt2KiH/9tCMkmHPBtwq8S4FxTgC1BToJ/Q+CtXdgo3AUicMfdKwehMeZUJ4ltNZYKo0pFCK3HZtZIApBtWGk/8sJ6owabN9HIGcjdm9F7dgCBxsncTWJuPYNyGuuQ8S/BfbUlIOOF533f1l3rHdQ1niy3Fu3iOwrXex/aqj66XAE8gOs/OBlZGQPTzd/cdh9bq34Kry+Hb3j1Ull213ODHHZFci1t09K7GZYjgt19f6tk2mMfd5dnHU5p7jLEC4XHQKIeLzs7Tu5intJQRnt6RRbOlsJe7xUh1ZQGrsGW6XwWrsQ6adAHR32fLnoF7EJnPhdYuFNfAfsqVl5Pi8JvxfMaveG5TJtaK3QTfsnFihKA3nDGxFzF2KHYrTs7KR/bzc9TQdItCenfIz7nz5Apj/LZdfVsKW7jYbCcq4uLUNk1iNSjw9zhAJrj/OTKoS8Px/nlRT0/tNA5uE4GlQnxL/uKCL6VoJRPiB+YU55FkKh/z977x1ex3Xe675rTdkd2OiV6GABexUpURIlUZTVJRe5yXbc4jSXm5zj3NwnJ+XcJOckcapzbSe2Yyc+sZPYVizLki3ZklVJUSJFigTYSYAgSBC97zoz6/4xIAiQAEkAGwRJzfs8fB5i9szaawN7z16/9X3f78PQAuAkILkDzfoeEIbgu7D9n0aJHEDQf7Kf/tZ+opULib5/PVgWYucvUa8+P71ne+k5VDAIaz6CGPyzjL6Wy2IdY1F0MQcGurBm0C5jSTSfsmAEQ0ryfEFOxa9MdEpDsurDK7GIsavza1OeF7f78Hee8YTiPKF2bUflF8KqDYhM1C8KCSoJTh/4t81+PA+PaeKJRY93HEIIsgwfdZEcjo3ani/LLQCgJhJFCsHu7naeOHmIqnCUxdlVVGX9trs4nWQ8Q+r8qOXg2KKhMpzN+oLPoSdeQiSeulov6+phLAGjxhOKHvNLKo16+RfTuyYnD7FhMyd3nqH5pZ041uz74l2OnmM91N1dx50lVazMiSBG/g3S+y5/odMDyTfBt9b9+ZK90CRTtgdS8fMCFFDBx7D0pXQnT+AoG1MLkeOrQeGgCQM5TkTaTgqFQ8zqwXIShI1idOlDAdq485xxfRaV0BHW6EaZ/1bwb+bUqy2c3dfMSNf5vosnX2tFCEHhskJq77gD4+a7EDteQL1y5X9Tp7UFbd3KKz4/U4jkLspDNXx2yRq+33KYtpHJ6wzHE9IN7i2vI6QbZBk++o704Dg2rWeaL2qTMRW+sA8zbPKzM//tkuc1x19l6Z2P4AiJev2l0RRlj6uJ8+KzaLPsvzgBZYP/Tgjc5X33elx1PLHo8Y7E1DTuKq2m+Ug/tlJ0xWMUB8Noo3bwNxWUsb2zjaODvRwd7EUiiPr847zl1Nj3r6UchsbVJLXHh2kbGeTeBZsJGCvQh/4auIFaduh1gJd66jHPaBqq8+yVnSskoroOse5mnGSa489fWcpfJkj0J1C2g1/T3f5oVyIUzxH7PiRfA70KjKVg1LmLxnM90sZQbg3TlbiEmito7P4hp0d2jh0SSKK+KoqCKygNrcGnZaNwODW0ncN9T2Ep14xGEz7urfobWgZfIsdXTdAoQBMmUmr0JYbY2dXBPWXFjLl0Jn6KI6soXl7JqZ0Xz00pRcf+Djr2d5C/MI8lD96F1rAa9S9fhsTlDXBETh5CZrkGH+lDl3/tmcI6ghj4E1Tkt6gJ51xWLPqkxgdrlmG1x+hqOsXRlv4JwvlKiVa4f5fL0TL4IkOpdtbf9nG0NTfhPPsk6thV/P2808mKIrc9CE4GRbrwQ+Bur+zDY17wahY93rGkbJudXad5s/sMW4orWZ1XPNasOmXbPH3q6Kwc7wwpebhiIaW+YfShL2Vq2jNHFrlRCq0QMNyFqxoZLZTPhfRxSO64IJVtEgIPgn/LnNY/eXhcDpWI4/zgO5dPtQsE0T7zOzi6Se+pYU682MJwx/DVmeQoaz6+mpwFQVTiNUT8x7MYSXN7q/k2g9mAm1TvQPxnkHjhikZQ2b/Pgf4XaR6c+vyAnkvSHsJRk0UrL27H4NOyuLP8/6U9NkyZfhAR+89xj0rI/Ws6mjpo/EHTJeem+3SWPLKE3KpseOp7cODywlr7wu+CuReRPuZGXNJNIELuvW0uMVagwo/zw5ZjtI5c+p65IJTF/aV17Pjfr8746QqWFLD0kSXs7v0GnfEr33BYEn2U6uAtiIEBnD1vIOobUI17XOObVHLG8/GYGrFyHfKB9yF0Lx7jcWPguaF6vGPRpKQ0GKapz3XTq47koI0205VCUBgIsa935gYGjlI0D/WzOr8ezW4GZ5zTnbkOjJWjPcNaZvMy3N6G+gK3HskZBGzOJw2MW9RlfQGM5aCXuIJRrwSjFowK0PLc6IXvFrBOgNEA4U9C4A6wzrgpceMxV3ipMB7zixCo7g441XLxY1KDvALEstVoDz3GcEzw2j/soqOpk9TI1W/qnlWWRaRoBDHy7VmOpNz7SHovpHa7Kabxp648WinzILCVNzr+kUv137Oc+CUjWMXBVcStPhQ2ALZKkh9YTFGgABF/ZvReZ+KEfhPbeIh4X4q3v7cPZV96b9qxHTqbOkkOpch/8A5E6QJo2jfpXMXSVWif+C0wAghfLfhvAnMZBLa6dV3WUbfGay4wGlDhj/LTtpMcH7r0hqJf02mI5lOgBWjbPjMjnmhFNiseW8be/m/TEZueu2l34hBtsV0syL8HUV5L51kH/8pl6Ldugf5e6LrC6LzHldPTiVx9E0iB0DzB6HH944lFj3c0SkFVOMqRwV6kEOT4/GhCIoRAFxJDapy6zK7xpbCUg6lpFGbfjGafBqcb5X+QlP8BzlpFKGMxMrAVzT4zfQt4owHCn4DgA2CuBnOlm6bi3+I27vVtcHuRqSHA5zqXasXnLfmFcAvnzyE0QB/t27QQZNhNfTFXuLbdzuiiyOlzayc8segxTyjHgVQS5+c/gfhoBEnTECvXo733o8i7H0CuXE+qoJJT+/toevLQvPYmHzo9SMXmxYjkdqasLZwuKj5qp3/5ernz1yTAv4WB1GlGrM7Lnz8FW8r/gICWw9nY2+eHVg75waVodhsoGyf0Gwx2hjny7AmaX2rGTtpXPP5wxzAdjR3krV+IftsWOHEYRsZFg/OL0D70SV7oaceWgmwzgBRytIXA6OJcr3JTeOcApdeBsZjqrDyK/WE0KSgLRlgaLaQkGGZDfimr8opYmVPEbcUV5CqTk8+3MHx2+hFtoQnW/soaWlK/5OTQizOa782F/52h4yl2fXsvnQe6aN15msSITcF9tyDql4DjQHfn3NU2BkOAAMeG0gWIxcvhzNV1sL2qOA7qzdeQK9cjAsH5no2Hx6zxtjw83tHoUlLgD/KeqsVs72ijsbeT5bmFGFLD1DTWFZSws+s0lpq5Ecb2zjaSts1NBZ9GqRRSmvzgxAE6Eu4id1VuEbcWfQJj4H9yxa06/PeMFrqP1i+MdzY8J+Jk1I0mquRojZPpWuwjLxru/LUC97Yw/tZgQuQzMPC/xxpSk9wO/tu8+gmPq46yLUilsL/1D9DTCYaJuOlW5M1bsNOK42+0c+rNRpzU3JvXXCmpWBonlUTTysGaT4dKBam3qYhspjPeOONROmMHKI/cRGPvf2I5bj12ReQWNExG4vfjz/LT39pP4w/3YSVm1rc20Z/gjX/cRfUd1VR++rdRjkI5yl2IAykblkXyaRzqpjIcnXixEG7vV3M1pN6a8eucCpHagdLykdrNBFuSbK4uw0nZJLpiGKEw9rBNf3MPUhMc2tk2498BQPWtVShfiiPtT87oer+MEjIKePtnOyYYOrXvbaejsYPF9y+i8J5HkRU1OM/80BWOmcIfQG65B7Fmo5sJ0NuNiOYCCieZRO3blbnnutawbQhH5nsWHh4ZwROLHu94hBAYQuPmonJ2dLRxeKCHxdn56FLiKMUjlYv4r5OHsGe46+ooxZvdZ9jd0051OErCtsaEIsDe3g6KAiEWRj6HMfQTuQTuAAAgAElEQVQnlxhJutFD/za3xvByQk1I95rxEcCZ2OULAUoH/7sg9u/uscQvwLfJE4seVxWVSqKOHcZ59kkYdCPdYvUGuPlO9v/4CF2Huud5hlMjpCBjUcXZoBJIMbtF7MHeJygMNrAweh8Hen+ILgNE/dW07znLoacyJ4aVUpx44QQtL7WgmZr7z5BoPh0zbFJ5cwUbi8vQERdfLH0QfI9rfKMy3xZFxJ9GZi0lvzbC4Z8dp7Np5pHaqShbV8qCTQvY0fXXMx4jP7AYIQX12+o4tbONwdPnNyQdy+HAkwc5EfWz8VOr0VauRbUcx3nuqVmnp4qGFciH3k/M7mVXx1+Qtkcoj2ykrf11Vuf/Crkbb8Xev9uNZkqZWZF6LVBSPq/ZDB4emcRLQ/XwGEUTEgU8c+oYDdECDE2iS42gblAZjnJyeICUc+WpVBeigL5UYoJz6jlaRwZYlV+FQQrskxdfLKOQ9TvgWwNaTsZ7pF0RTue42igLMFyzDXGJSKWHRwZQlgWWhfPCT1HP/RiS550yRUU1sUgZR5+bSXP3q4PUJdW31yJiT8AVuFnOKcZiYoQ4PfLmjIdIOUMUBpdSElrDQKqVHF8N+b6FpAYs+lr6cNKZfY1KKRzLwUpapGNpkkNJYj0xeo/3IFJuxNGX7UPKC+9Fwq0LT+3O6HxGZ4VIvok0bAqXryWQG571ZkUgJ0C4KIzu0yhaVkTt1lre6P57+lMzd+8dTLfRPrKHgpJKatYsI68ul+GOEVLD57+HrIRFy/Y22hs7CVaVEt66BVG32I0Cmj7QDXfTMJKFWLYaeruRd92PfO9HEHWLIBhGRCLQ3QVCIu+6F3nXfewd+B77+v6dlDOEpRL0Jo9hqQT14a0Y4Xzk7fcgb9uKXH8LatcONxp3AyBu34Z2130QCCIuek96eFx/eG6oHh640T9bOfy49QgnhwcoCoR4rLoBY7R3mOXYgKB5qI+nTh2dkzlUhLJ4uHIRRvy/IDneNc+A6P9wHf7my4HUSbpGGuPnZayE0AdB+udnTh43NEopsNKoprdRHWdQbSeh7eKNFPm+jxGLVrDz65lPN8wYEu78/dsRfb8HXH2DnfGowMN0qQLe6PjKrMYxZYRtlX/ujqmU+/dy3HrDN7+566pGVXwRH5s+uxHNmOT+qJLgDENqj1vDOBemN/47GBq4nTf+aebvwZzqHFZ8YDm2lUJIHVDs7v0KPcnMfd9ITFbmP06RbxWxrhgtr7bQdbj7or+VGTZZcNMCciqyCGUbSEOOOnsq1zyqv5dYKMwvOlupDEcp8wXJ0Q00pcD0YaeHebXrbxm2pjaIE0huLft/YCCIISS+nlM4P/4PiM2xi+0cI5auQj70GMK8VF9UD4/rCy8N1cMDd7HTlYjREXcNCDriI7zRdYb1+aWYmoY+KhqrIzkENYOYnfl0staRQZ4+dZT7yh/GHC/KzFWT9FW7ykifa5yT3M5YZCTdiJdn4zFnpNM4P/hX1NGDE48LMWrEIaCyGlFRTTAQwh/1k+i/fG+++cCf5cf93My8du1aI+UMcbD3SRbl3I8Uutt2SEKwIETNHTWceOHq9bJMDiU58F8HWHT/IoygMdYCCQDhA230/uXfDMPfcdtrXIgIuKY4Tmzy7I5L4QwTLgpQfUclzb+c5rVA/sJ8lr1nKU2D36d16OVpX3+lOKTY0/3PSHQW5zzKooc30iAaSAwmSA2lGOke4fgLJ0gNpzj+/MRIffGKYqruKcEnDZxwhG+e2I/lOBPcYO8pq6FKt/ll++9NOQcpDKojW/DrOUSMEl7+xitIU7L+k2sw77wX5yc/mLPXP+eEIsgH3+cJRY8bDk8senjgttEo8Af51UVraRsZ5JWOVnZ2naY4EGJBOBtTnhNqisfrlvOjk4foTGS+DubEUD+OEm6Li/R+96AIck18VEUEfLdB8sXRA7bbl9F/GwgdO23j2A5CCnRTx7EdpOal4HhMH2WlUUcPThCKYuNtyM13QSAIQwOuYAz4AY24lWbjr9/EiZeaObXjFNdawkwgJ+A6kc53CmqGOTn4EvXRe5Dj0uJ1U6Ni4wL6W/roPTFHrSsmofNgF8mhJKseX4XQBJp+weaaGDXuCn8MUvvcSGP6mNtGKHA/GHWg0m5afWI7xKdhKJPahdBKqdy0ftpiUffrrHj/ctrje+ZUKI7HweJA3/c5wPfJ8dUQMUoJ5uZTXLKKDXXraX6xmXh/guHO4TEX25GuEQwZpD3dSEloNfeV1xG30hQFQiRsm5Rjk234sNXkGzYCyYLIzSzOeRgr5pDoSZGQIzg4WMMW3cf7KA2Ersrrnyvkg+8Dr1WGxw2I96728BjlXMrpglAWH6xZxp6eszx96ii3l1TREM3HkG6EMSgk769Zyp6es7zakXn7751dp7m58HGMxI9cMYbFNbHIlD4I3usustSAe8zp51x0UTO0sTQwx3KQuicUPaaPSiUhmcB55onzB3UDueVdiPQT0L9ntM+nH0a2Q/gzNPaHaB0Z4IFb6ylZVULTDxoZ7rx20tn8OX43wnWDYakEJwZeoCZ7K7o8b3alGRrL3ruMV//6tQkOnHPNQNsg2/9+Bxs+sx4ta4pMDGGCuQaMpaPmXw6gg5A44Apf30aI/5jLZk6IIMp/F/huQimNzsbeS58/CVbCYt9/7mfpoyuoCG+mdfjVy1+UQfqSJ+hLulHgQ/yIlXkfo+qehRgygG6apGNp4v1xdJ+OQFAYqOFw/5NEzUrCPoPu2FFMLYQuAwwmU5ydog9kWXgDS6Lv5siPT3B238XmOWISj6LrCVG7CFFdP5qu6+FxY+G9qz08LkAbLUhflVdETSTKEycPsTRaMPa4FAJ1qfYTs2RPz1kEsCb/UUz/u9HUCBJjMr+/eUCD8Idg6JtACmTQPXYBnlD0mAkqmUTteg3nlz87b3Zh+tB+44s4KGzfNvBtReAgUGBuQmp5QDenRob46rG3uKe0mnWfWsepN9po/mUzjj3/Gy2L7qlGJF6Y72nMCc2Dz1OTfedFx6Umqby5guaXW67qfNKxNOc6HVlOEhAThCzgRg9FYMIhZVnIcwt9IUbbbjQBySmfS/nvIe1s4PAPj9N5YOZuqN2Hu+lo7KBgUcNVF4sX8nbPv4z7SVIYaCA7XImj0tQbWzGtZhqi21Ao2keaODH4iysa15QhkoPJSYUiQCAagL7MZ+tcFXQd+cgHEKbnDu5xY+KJRQ+PKTCkRsT0YUhJR3yEkkDovNueUizOzqcjPsLRwenvJl8KB8WunnZ29bRTFAixIb+U+uxrQyoidNCqIes3YPBv3XRZzw3VI1Mk4jjPPzOhObhYuhLl9/NK71kSto0UIBFIIRBCIOmgZfh83dSzZ5p5y3eWR1YvonhZEU1PNNHfOjAfr2aMoz9vYdG9WxDJXeBcu+09ZkLaibO/+3ssz/8QujwfPdVMjcpbKon3xTm7f2qjk7kg3hvDFzEZsTqIWT2UhFZf8nyVTkFPF3ZBAZpmAgYEH4OQAVhgd0D6KNin3P/bnYANvjVjQlHqEiGF+08INJ+GL+LDFzHxRXwkh1KXFJS9x3tZsnwpeb76jJrazA6HznjjWE/ORdFtIHTEwP9CmKsoCt6NRMe5TC2uKcPUR+/j6FPNkz6+7N0N5JT4sZ+bX6E8U+T97wHTM3rzuHHxxKKHxyVwlMIndX52+hgfrVsxFk/UpCTL9HFPWS3r8kv5j+YmnDmok+qIj2Arhe04YxHPeUeaIMog+w9BTl5j4tUreswE1dM5QSgCyPW3YOkGx4f6GEhNHeUZT9Jx2DPYwdJoAaseX8XZxg6O/uwodmp+rPlP7zpD2boSIpHVkPj5vMxhLjk98ibVWXeQ5atAjts80kyN+nvqr7pYbPxhE5s+u5FhqwtxmZwMlUqiTrWgWk8g8+92DwptnKGYBnqF24JDpXCHM0DFEMLHwnvrWfpoA0IKt1ZWnXeHVY5CIBC6AAeCeUFaXmmZdB6dB7swIybr7vxNnj3zhUz9KjLKwb6nach9D/hOQHIPWuBu7q36G7fWczRlN2EPsKvz2wykWseuWxi9n1hXkva3L44qLn10MYUVfux/+hvoz+zG69VArFyPaFg5IapoOw5SCNKOg6nNozGdh0eG8FZzHh6XQCJYl1+K7Tjs7+28SBCamka+L8DdpdVzliZaE8m5doTiOYQx2u9xYtqNYzn0HOtBOdeWwYjHtY9KJVH7JvbDE7fcAfmFKJzLLvrHUxnOZlNhKYIOBqxT5C4Jc/PnN5FXn5fpaV8xnQe6Ub5bUL7bwFg8b/OYK/Z0fRtHXdwWRPfr+LKubr1mOpbmxC+bKTJXUmgun/I8lUqi3t6F829fR2zZxpB9FtuZorWJkG6bIOF3haSMgDDxhX1jUUWpSaQu0QwN3dQx/Aa6X0fTNTRTo2pzJSWrS8aGlLrEDJtj/7oOdaNpOkG9YPI5zCMRo5SG3EcQI9+DxIugBhD9f4jo+13E4F8iBr+EGPoafr0An5Y14docfw3dBycXgjnlYZznn74uhSKVNcj73j3B/dR2HGJWmidOHrru6zA9PM7hRRY9PC6BqWnUZEWpDK+iLTYIQMq2J+wWGppGfVYeUdPPk61HSNiZs8ePXmepLUITRCuiE63rPTwug0qlUEcOoPbvcQ+YPrfhd0UFIvYVVPg3kdN4Sw2nUyTtJNvb/3LsWHXWnSx778P0nujj0FOHSccy3/7mUrS8fJKS5XlI4258YQPsk4iRb426pF7/jFidvNX5z6wp/OSEdFQUrPvkOlpebub07jNXbT5tb7QR741Rv60evcBAWWmwLLcecfT+pN54zRUqZRVIofFW17fYVPIFhNKQc9CqSDM1arbU0L63HX+2n3WfXItuahNsdJRyCBtFxKyujD//bJBCx3HiyOADiNRbwLkovQVOD+h1KP9W4lYXnfFGQkYh2eYCbJUmpBfy1us7Jh1XN6TbvH75GlT7aei+ulHoGaHryK0PINbcBLox4SFLOfzbiUaWRvPnaXIeHpnHE4seHpdBExJNg/JgFof6u/FrOgvCWWPuqeCKyqJAmF+pX8l3jzcymL6ydLnLEdB0nOuol6EQbsqVvNYioR7XLCqVRL25HecXP3EPBENov/rb4I8hRv4Yt4m9mlZkcSidQr8g6t08+AKnhl9n44LPcvNnN3HomcN0XOX0yB3/n9u0XZqSjb++Fn/wA4iRb1/VOcwlnfFGbJVGUwZiNB1V6hJ/lo+6bfVEK3NoemKSHodzRM+xXgK5p6m7qxZ++QwM9LmtDQwTEjHUQbc9kfrA4/TEj5Kw+njtzF+wquDjZPsW4DhpNOnLqHDUfRq3ffFWUNBtNbH79D9lbOy5ZCDVyp6u77G28EOcF4qjiCAq8iksx6FzZBcAZaGbqM26GyEFbW+cwUlNbjRlOwL99ntQSGRbM873vjHHr2SWLKhCe8/jEAghjIn3mJRt89LZk8SsNCtyiyasETw8rmc8sejhcYWYmkZ9di5vdbdTGAhd9EWgS4kEHqtu4P8c35+RCKPvOqx38ISix5WilILBgfNCERD1DeCzESNfIh35IraIYkpjWjXBw1YSXV789WY5MV7t/HPKQjex7P4PUrq6lAM/OkByMDObO1eKFJLeE4OUrlqCiv4ppA8j0o2QPgRq1BFShFCB+8FYBslXEMlXrosopFLWmFAcj25q5C/KJ6cqSl9L/yRXzg0djR3U3V2LatwLw4MXn5BXgAiGaTzzVSyVwLISbG//EoYMkW2WUxpeT2lo7cRo6SzQfe770nJSZOnlhI0ShtPtGRl7rkmrBGCM/hsXmddKAA1dGlRl3cbRvp9iSD+9x/rY9+/7LznmK3+7E4CssgjrPrIcIlkwNMnfaSpMH3Lr/aAbbrsda44yBoIh5LseQSxeBroxafaMJgWNfV0U+kMENGOSQTw8rk+0P/qjP/qj+Z6Eh8f1giYk5aEshHD/fyFCCDQhqY5EaezvmnVMsDgQpiaSgz5PAsxRNrZKjzXdTtkjDKROEbN6SdqDmDLoRhKEt+/kMQPSKZwXn4P2trFDcvOdiNw+hFbKoFjE023H2dl1hoFpROstpdhYUEbr0KvY6uLrhtKnaR56gZKCBuo3LcdKWgydGcrIS7oUQgrK15ez8kMrcHJNfnjqKEcHh9D1UsKB5WiB2xDp4yjfzRD+GCN9OTS/1E5kwXK0rK0g/Aj7NBMW6tPFWEyMEKdH3szY6xpPtq+CoJ4/ds8Yj5CCSHHkqqajOmmHcGGY8AP34my4HbFqA6KmDhHNgVQKuWUb/ZEExwefm3idShOzeuiI7SNkFBEyCjMaYZRCw5B+FkQ2MZQ+y0j62k+/jFs9VGfdikYC7NHPrO8OMGpBZoOKg30aTSsmz1/PcHOK3uNXVouYHEpRtCQf351bYbAfOiZ5j+TmIxYtRRSXIarqkMvXIB96jGSoACdagHHH3YhFS13B2DlLAS4lon4JoroeuXQl8tEPIQpLEMbkQhFcQ7ym/i7W5ZdQFAghvXIMjxsEb4Xn4TEDLpVeoktJ1PSzqaCc1zpPzep5cn2BeUtlsZ0UvYnjDKc7WBDZBChMLYSVTPBW1z9jOXE0YVIaWsvSvMdQykaMLqYytQvv8Q5gcFyUSQhEVS0i/X0wV9MeG+ZMbHhGw8btNFFfxZjt/4U4pNjZ9XcUBpax6s6PU7qqhKYnDhDrmZteb/mL8ll030IcQ/LM2RMcGzq/iG4dcSMpd5ZUsDL38zgqjZUW7Pyqm7Z6evcZolVRljy4nkDObZB4HZH4BahpRGCuEnu6vk199F7qsrehXdDfUAhBMC9IICdAvC9+1ebU+MMmjIBBqDBEqCBEpCSPrKWVBG59F9Knk6sUpgyTciZ/r+3v/i5+PZtcXx2azFzESAiJLnysKfgEz7b+Nxx1detoZ0JH/Ajl5iJEcrQG0bcB9BKEstz2Iqm3KAvdh65l8/Yrr01r7Ne/voc7fvdmVNdE4SwWLkXceheiqITkYAIUWGmH+ECarp+30r7XFYahghAr3r8Mf2Utav9b039xQiIfeC+iqhbSaYjmgJSg6Ygr3LC9u7SG8lDk2jOl8/CYBZ5YnC9U2nWU9LghMTWNVXlFbO88NavoYncihjVP9tuaNMkN1JHjrx4Tf46yyPHXsK3iz1FK0R0/yJH+p3nl9P/Cp2eRsPqojNxOZdZtFzfC9vAYh0olUS3HUccOjR2T973bzXAbaQKthBxf/YzHH06niJilU4rFc3TGG3ku/t9Zk/9JNnxmPS2vtHDytdaMOfpGSiMsvn8R/rwAb/S180b31FG1F9pbebG9lWzTz4dqlk14rL+lnx1f3k2kJELDwysIFW6E5B5E4llwpuckmeuvZ0vZH8zo9VwpFwrFMZTrmny1ScfT9J/sp//kxBRYqUuWvXcpq8o/zhudX570WgeLrthBcnzVuG/QzGE7ac6M7L4OhKLAp0UYTLZB+GGQX3BdYbVRh2Ghg1EDyR3oWhbJeGza9faB3ADCNJFLV+H09YJyEHWLEavWIYt92Epj/xOHGZwiC2Cka4ThjiECtQuhogbaToJyIBCE2MjUTxwKI5auQm7YDJFs0DQQIKa5UatLyYJQ1uVP9PC4zvDE4nxxTih6ovGGRSDYVFjO9s62y588BSeG+kkrG5PMiUXbcbCVQghwlNs27EIx6igbhUITxoT3pxT6+fQyAfmBJeQFFqJQWE6C08O7ONj3BJ3xJtYWfgpNmu4YHh4XIEwfquss8t5HwfSB6UMsbECkXgLfFtDyyZpFhHognSRsFF7h2Q5vdX+dHF8Na2/+NYpXFtP0gyaGzs4sqgmg+TQW37+I/EUFHB7u4edHD3AlEskBBlJJDE1D9+tYiYm1z0PtQ+z82lsE84M0PLyQrLI1kGpCxH8KzpWlMsquHvyvvzz9FzUNLEAuXuam8o1bdCtH4YuYJIeubp3oVDiWg2ZoDNrdU54T1AtYmHP/nGRMaNKgNLSGrvhBzlyQGmzIAAE9j8HUzL9DZkt99r2URTYQ1PNQyn0HKyUQeuXoGeMFoYEKP44QGq/91Rtc0Rt+HPHeOLv+eTcND64muP4W96CUqOajKKcfaR1k2fs2sv3vdzCVDt3//QM0PLKYovd/HGEaYNlg6JCIo1pOoPbsRJ04ili3CVFWgSgqgfxCcJwJLTBmynyVjHh4zCWeWJx3dHfnSzkgdXDSkME0F4/5w9Q0aiM5sxKLlnJ49ewp7iipxNRm/nFN2hZSCM7GhmkZHiBmpTGkJOnYrMlz6yvGc6W1OW5Klvt+NWSA6qzbaR16mZ7EYV5s+2PWFH6SPP9CbJVECmNO7Og9rk+UUgyvvwU1uupTSmFZSdJscDsb2NAfn3maZV8yQW54evb1fckT/KL9iyzL+yBrP3Ezp3ed5vgLJ6YdCcutyWHpu5cyRJpvnNhDzJqe2ZWDom1kkPW/tYEdX9o+6Tmx7hi7vrkXX5aPhocXkVP1O2AdQ8SfOV9PNhWDA7B3bmoWx6MGBxCVteAPjB0TmqB0bRmDZw5d4sqrh2ZqRCuyeevMzyZ9PGQUsbn0i5PWYGZsDtJkRf6H8WvZtA3vJKDnUJN9F8XBVShsfnbyt+fsuS9HSXgtYaPI/WHSErxxB4VEYKIcZ9pC8RyDp4d4/WtuBH3Jw4sJZRvIusWoZCsi8SRGaBNFDYV0NHVOOcbJV1sJF0UI5Jro/tH2U6EILFkG6SRI6ba+ML3sFw+PK8ETi/ONEIzmO7g/e0LxhsFRioMDU+9WXyknRwaQk5jpXClJ22Jn12n29JzFvsBRMmr6iJZUzXKG5xFCY0v5H5K0hzg19Do7z34ZhWJF/oeoiNyC5SQ80egBuJ+PwwM9vNLROifjD6VTmFp0Rtc29nyPFv1F1q/6LQqXbmTXN3ZfUSRMMzTq762naGkhO3rP8OYlUk4vxw9bDvLZhg1UbK6g9dWpf0fJwSR7vrMPPajT8OAi8hd+DuxTiPhPwGqe8fNnhPIqMCZ+p2mGRvGyIjoPdF6x+clckr8on2Q6RsLuu+ARQWFgKXXRbWjCnPN7li5NFubcx6LcB1HKGc3i0LAch6CeT8ya/XfJdJHCwJCBy594AZ0HZtcjUmpuarA/1Isc+VuI+RG4TsC69SxL3/0Qy967DKUUbW+2ceSnR8euLVxaSMPDSxDaJC2cHAfV349YsdaNNnp4eFwRnhvqtYpKAtpY82CP6w8hBK+ePcXILK28U45NSDfI9QcmdWC9Ep5tO0HKmdgbSwCP164goOtTurtNFyHkqGmDnzx/HT2JY0gh6Yjt4+TQy/QnmykLr8d2Up5gfIcjhaAwEKR5qJ/YHNjdh3SD+ux8WgZ/PqPrU84wLcMvUJK1ivzSUnqb+7BT9pTnRyuirP34GkSBj39raaJ5ePbtIYbTKVYtq6b1lZOXPddJO3Q0dXHy9TYCOcWEym8DcyXC7h1rmo5WCMZCGNBmZgAyTURePqJmIeKCrAipSQobCgjkBuk51jNlSuGcz08IFr6rnh7fvotqW2uytrIs//34tOyMmtpcinMCUQp9rP2I7aToSRwhZs1OgE2XsFHM2sJPE9Lzp32vDkQD9J3sn1FLmvIN5ax6fCXSlGjWiwi7GbfX6mio0m5x63TjP0Ok9hGuuIfTu87gWA7RyijL37cMzdAm/U4TUkNU1iDyChDXYVsqD4/5wttauRZRKXD6QCm3eFx4qRLXIynbZlE0j46zlyisv0JeaG8h2/RREcqetsuawHWGvJCKcDYBXZ9V1PLSKNYX/dpo7aOOQGIri7QdQ7ug9kelUigUcrRmxHISaMKXMRHrcW3iKEWW4aMrkXkH0qF0MiP1sm92fZWbSj/HzZ/bRN/Jfhr/sxE7fV40+rP9VNxSQcnKEnb1tbO9K3P1ZSXBMIMnpyc6nZRD038d4uCTkvp76yhb/XFgBGQUkoPgCFTzKxmb4yXp6QZn8nxETdcoaijEn+Vj73ffRtlXRzEKIcipjlK8opiCxQXYKs3ujp9edF5l1uZ3pKtz1KxkYc6D5PnrEGjIGbhxS0Oy5qOrGTo7xP7/bLxsVD5UEKLmzhqCuQGMbB9Pnz2OqWm8q/QuSO2ZwvVX4vgfQghBtDKbwdODrPzgCqQ++feZSiVBKVRrC5xtgw23InzvvL+vh8dM8MTiNYmEdLPrLqaXzPdkPGaIqWmszC3Cchze6DqDpWbnAPjL9pN8pG75tKxubKU4NtQ36ca9Uq4Jz1wgRtOrdTHxy1gXJnB+80OlU6Bp2F/5C+RHP8Nx+TYH+54gP7CEuux7iPoqEYipnRU9rnvsWX4upmIonUKXs/+KSzmDvNLxJ/hllNsX/DGFywpJx9JEisMULy/Gl+WjP5ngX1v2059KZGDm5ykNROjZOTPx6TgOh58+wuGnj7Dk4cUUL3Vw/vxPMjq/y6FOn4RL1Fprpkb2gmwqNlZw8rXLR09nyoUC0XEseu2j7Oz5N/qSJya9xlFTR5FvVKoiW1ic+/BoqcDMNxGFEAhdECmJoPs0kpdpYVr/rnqsYpN9Q328dbydlOMQ1HQcypHRP0SMfA9SuyZc4wQ/gWXVsvc7uxk6M8SCm8oRUky6wajSaZznn0G98ao7v9UbvI1ID49p4InFaxGhg3+T65TqcV1jSI21eSWszivmpfaTNPbPPJWoP5Wgsa+LZTkFl+296DgOllJ0JkZ4sb1l0nPy/IExc5H5QhgmKpVCrFwH8Rgi7C5QuuMH6YkfpiCwhA3Fv4mtLCSTpxZ5XL/oUqMwEKJleCDjYycdGwH4ZDZJZ/bjJ5x+4lYPtXdXAwoldXb0nubtw2dn6uVxSQQQ9fk5dGj26Yctr5ykcHHB7Cc1XSwL1dqMqF045SmaoVG2tjQjYjFUGCKYGyCQEyCUHyJYECQQ9WMETey0RY91+JICEaAouIKlue8jaOTNej6ZQHZWafEAACAASURBVAiNgJ47589THt7E4tyHMxtNVVC3rY63v7tvylP82X6iC7L5x6N7SDjnjaBitsXfHdjLFxpWIuyLXX6ltRep17LiseUc/fkxgvmhqb8fNA21+/Wx/3vmNh4e08MTi9cyXsuBGwJjtDbijtIqQobJ270dJOzpuSOe48X2FroTMWqzcigPZqEJgRSCtOOgUOhSMphK0jI8wPHBPlpHLl4k31Vcxcr84tm8pEuSHq2NtJVCFwL9AmGrUkmQGkJ3bz/CNNHueBcA/Z3PUxm5jbBRjKWSZJvldMcPYzlxCoPLEOduWcrCLXQaXaYLL53oekQTghzTP2fjx+w02b5KOuNTL1anw8ud/xOAuux7yPbfyZ6esxkZdzKyTT+O48yo7utCMtUzckbP/earqIoq0I0pF/NmyCR/UT7dh2dm4lK4pIDau2oxwwbKiaPJQSSdYLeDdQpGQIQ/ylvtX8dh6ntvvn8Rqws+fk2ln+rSR0GggdahV+fsOUpDa1me9/6MZ3BIXRKtjFK0rIiOxosFX6QkwpqPrebUyOAEoXiOkG4ghAH26fMHhR/MdaDi6PE/QzfX0/DQvRz9+QmslI2hTRJdtG3kQ+9DdXUib9oM+hwufZ2Ea1ionNESIssrJfK47vHEoofHVcKQGuvzS7mpoIy+VJyeRJydXafpScaveAwF7O/rZH9fJwFN59HKxSQdi4P93XTGR+hPJSeku95SuAD/qFhVQG0gSiToLs6VUhmP1CmlMKTGW93tjFhpbi4sv/gk3QDbQo22ExC6jkomUKZOddYdZJllo/NVY4s2y0lOtK5XKXAGQARgho6XHtcGIX3uFlLD6RRZZknGxOLVpNAfJJWY2abShShHzZtZmjrchP0vX0V+6FM4Ph1Nu1iIaaZGw0NL2PEPr5OOTy+jpurWSipvWYBuvwAjk7e/AMDpZknuozT1fv+ih6K+agoDDeQHFs9pi4yZkuuvnbOx66P3Upd9z5yl+uumTu1dNZOKxUR/AgTs7pt808Wv6e7GoLkSFXgEnH4QJmmRg+1Y+IM2YuCv0NQgdVs/wOGnD7P4wcVoxsQNSmEYsGw1IpVC+Kfv7jothISBPwOtAkKPud9RHh7XOdfeXdHD4wbGHBVuBf4Q+b4gNZEcXu1o5e3ejmknhMZti++eaJzy8SJ/iA35JagjB9wDUkJtIUd+doSqW6swQ5lfHJwTn8tzCt3XIy4WpUJKuGBhInx+UIocf/Wk41600y+D7j+P6xqlFAOpuWvOPphKEjrXI+46I6Sb2CMZKkVQCiHmyXS0oga5ej2O/9LLDc3U2PTZjez+9ltY8TQNjzTQ0diB7tcRmkTZDv2tAyQHkyjHIR23CBWEqLq1Ci3292BfOo1VxJ+mMvL4RWIx26xgU/HnkcIA1JgL6bWELv34tCyS9sz7jl6IX8tmZcHHyPFVz3lNuC/iQ/Np2MmJdaDpeJqWl09y7+Za/unYWxelc6dsGyH92MHHeK2jk5BhoJTija5GEo7F+6oWUp71WcTAXyL19ZRvKKftzdOUrytDMy8QjFKb0O9zTlAKUvtdUev0w4iC8IdhWk4DHh7XHp5Y9PCYJ4QQmJrG5qIKNhSUsav7DE19XSSdzBgrfLhuOQD2f3zr/HP+3p/TeaCLmjtrMvIcU2HMwJbcq0d852Eph55k5p1Qz9GXSpAXuTZqz6aLLiUqnZlqSDfZYB4+X+99HJYsoSt+lBMdXyXXV0dt9O5J0zylLhFSsGDjApStiFYYZJWUIeUgYAMBbGcBUtMRUjLSM4IZMpHWG5cVigCkDyJUjPrs+zgx+DxVWbejSz+5vjoUasyU61rEURZRXxUdscxEyAsCS1hb+OnRVh1zvwx0LAd/lp+RronO4FnlWZzaeYr8hXl8uHoZ32meuPk5ZKV4tu0YTf2Tpyd/v+UIn1+yEk0rQcb+kVDBn9J91CLeHyeYH7y4z+Kc44A9rrdqusn1nhBzl2rv4XE18MSih8c8Y2oapqZxS+ECNhdV0J2I0TYyyN7eDgbTM4+6PNt2nLsLy5HbHsJ57seAG9VTSiG1a2/33OOdh0AwkEpSEgizOJqPKSX7+zo5ExvOyPiD6SSGzHyacnFoPWfjcxcRBdeAyu7NUBqqa3189Vm8hNfO/BVDabfmbCDZSl1025SnCykoXlpEaiSFsI+jx78x4fHzdy2dUPSTSLsZ4s9d2VxEGKxT1EfvojZ6NwCaMNyWPdd4z1dd+MjxVWdELAok1Vl3osurKGAEjHSfF4pSlyx+YBHFK4o5/PRh9n73bW76tZu4vaiClzpaJ1w6lVA8h60sNBkA20FPfI2qzZ/j8DNHWHhvPcKY3B117rBBXVBW4tUretwAeGLRw+Ma4Vw0rjgYpiAQZGVeEccH+zjY383p2BCp0YijISVLowVUhLNJ2zaHBno4OTKAo84nma3IKaIsFOFMOkn5pttx9uyEni6kLln14VVuT7Nre33k8Q5Al5L7y+tQCobbBnFSNu+pW0JHYoQdnW2cGpld2l1vMkHYrEaiX9LYZDosib4bTeTx/Jm5qYP0azoPLKin0Aiy7xd7MjKmcuYhDTUrGyl1htLnIy2WStCTOEZhsGHKy4QuMIJu2ujUWMiRf5zGZCRkfxEh/AhhMn6r7NqMJU5ECEl+YBH0zfB6JEE9j9LweqqytqBdxbpMpRQDpwbG3nw51TksfbQB3acjhKD2rlra956l6YkmVn9kFa90tE7LXbg3aVHk34ZIHwX7JDL1NIvuvY+WV09SuroUM2RelJI6J6hRIxt1LlPCB8H73dd9PbzJPDwugScWPTyuQTQh0QQszM6lOhJFE5LW4QGStkVtVi4IMKWGoxQ1WTmkHJuftB6lPT5McSDEXYVlOE1vAwonnYa+Xhi1Cg/mBpC6wFHu4tl2UiAEEh1bpdGEPtpSQ6EJn5ce6jEnKKVIDCTY/uUdjF8d6n6d2q01PLJqET9qPXxJwRjSDXcdJs53DD33v3M/KwVOhppb+LUcisPr2NF5OmPp4uPJ8wV4rLqBRGeMHd96Dcea5bwFVGxcMGr4cXU/x2LjbfQnTnKhRD019Bq5/topHUelUEj2gdOeucnodYBxXUd5IkYpEaOEofT0fy9byv8An5Y9bz1rowui3Pz5TaSGU4QLw0hDjn2vCCEIF7ltLxxn+p/Uf28+zK8uWk4g/AnE8DcQyRfQ1AhVtz7G61/ZSd3WOvLr866CYFTgDIE1mhIdegzMFZ6rvccNgScWPTyuYaSQ+EZTRqsjbjrdePEmhcCn6ZhS473VS/hJ61G2FpShdr+OevZJYNxSzUpjfe2v0H/td7CsOK+d/WtslSKgR1EoBpKt2Co1erKgMNDAqoJfQQr9mrKS97gxcNIOh546xIWrQythcfgnR4h1x3ho60K+e7wRBby/uoGYnaaxr4vyYIRcX8BtL6EmX16ee993x49y0ZNMgk9mE/VV0jHqnKpLP5uKfxdTy0YKDSkkAkF/KsHJSVrSZIL1+aXEWgfZ+523MzJe2boyam6tgJ5OVNvcNb2fDLV4CWdGXrzoeHtsD77ebJbkPoIUk7XTEKAykeJrgFEHvlvBqM/AePOLEDprCj/Fy6f/FDUNSZXnr8enZc3bPVwIgWZqBMwAgegkBjOCsfYazfHpZxI4wD8fbeI3l6wGmQtOD6R2gr6VgiUFHPjRAW76tQ34c/xzXMOoQXIHOKPhX73GE4oeNwyeWPTwuE64VIRPCIEhNB6oqEe3bZyOSXafhUT79OdpG3yDvT3/yrkFdMya2PQ7qBdQGlpL3OqlK36AsvB6HMdGSi9v1SMz2Cmbs00d9J6YOq/u1OttBPOCfGDVUpqH+rGcXvrib7E2bwNDyWYGkgPs7niWlDO7+sbKyG0sim7D0LJG+3c6KCQOJieH+3mj6xgJ2yLp2MSsDLmTToIA6rJy2ffE3oyMp/t06u6qRT3xL3DOEfkqIrKjdJ52DUuW532EvEADezq/QnFoFaeGXmfgbCtrCz+NIQMXRLts0Ctn+Kwa+DaAudYdQ1luD9Zr0OF0ukghCei51GZv49jAJVqEXEDELENw7b5+zdCo2FSB9Os8d3T3jMZIOQ6gJmwyCNGLLxzAsRyOPHuUZe9eivTP4e9BSPBtAus0WMev6yi2h8eFeGLRw+MGwpAaKpVGlJShLlhzii3bQErOxHYzVaRFCp0t5X+AchTpVILY2SR9XX1Eq7xehh6ZQTkKoQk6mzove+7hp4+wpjBMTWkWuzv/gb7kcY70/yRjc7m5+Avk+Ioh/iwi+SagwGhAhT7AN4/sYWQOxeGFlAUjKEcx0JaZqGXxqmIYGZoXoQhgK8m6ws8ykDpBYXAtrcODbC79v+lNxanNvgdHKZL2CJbdj5/s85EvYYBWimtnM42kRJENkc+AlucKxHNj3UDo0kd99F5ODP5irIzgcoykO3GUhca1KV6EFKTjaUxNsi6vlO1dbZc8P8vwURZyMwvyfQFGrDSF/iA4McBGZf8RqEEcq4Sh9iMA9Lf2I/WrIJiFHyIfh3QzpA+Dudrtb6rmr8+ph0cm8MSih8cNhvD7YdV6tLrFqBNHUUMDiNIFyEVLUanDrC/6JGknyUiqk52dX0Upmzx/PfXRewka+SSG4uz4mzfGxtv0Wxvn8dV43GgIKRAIljy0hO1/tx3lKErWlJBfl8exXxzHDJkkB5MkBhIAdB3soqgoQF/yeMbmkOerZ13Rx9FRiIG/AjVOoFmHEUInpBuXFIvVkSglgTDZho+z8WH29F7cdHw69KYSpJTN4ocXc+jJQ7MaC8Cf5UOYvvnprYhrqtLYnyTPX0fz0ADPtB1DEwJbKQwpMYTG4mgeNxWUYTluRGhMMCobjIWQvszvQUYh+B7AdCOJQnf/3cA4yiLXV0t34vAVnT+cPou4xn8nwdwge/7PXtZ/aCWdiRjHhnonPS9imHykbjlJe5Ck1c2IdZwCM5uIXgYyC5X1f5FwkrTHjrLAVzxW82snbRIDCYJ5c9yb99zmROLnrtGNVgpqxI14nkuFvsE2MDzeGVzbdxAPD48ZIUwf5PoQufkoywIUpJsR1jFIvoqhlRH130p1ZAsIxaKcBxk4009v9xAH/uv8Ai2QG8AX8UxuPDKP8Elu//3bsR2FOeoEXLikEIDYSIIdX9oOQEdjB7V334RPyyZpzzzqpks/q/N/haQ9RHl4DSLxEiLxc9wefuNQCYg/xwdr7uLrhxuJ2RdHcB5aUEtlOMRg+gxxq53KcDWbi0s40j/As2eaCeo6+b4QrRfUNuaYfnQpWZKdz0A6SVOvmwL+nup6cn0mRwb7WFibS2FDIZ0HLh95vRQFC/Nhz45ZjTFjSitQwOtdpycctkcdm9OOQxqHt3rOcmywjw/XLkMhsZykKxiFz43KXCgWZSFohSCCbj2iuRLQbniBOB5NGkR91VcsFuNW31V1P50Jju0QzAvS/HIzmzeW0TLcz5JoPpoQbiup2BACeLRyEX2JQ+zq/MpFYwT0XJbkPMqB3idI2H348rMpWl5B1yH3M9ZzrGfu6xaV4/ZVDH/i3CsDawjsDkhuB/8doFffEGnRHu8sru07iIeHx6wR+rmPeTXo5YBAqBhKBKiJbkWi0XW4k33/3njRtb6ID8dx0Lw+Gx4ZRuoSTUiEVNjKYaRjhEBBEKUUXfvOR+lSwyn6Wvq4reL3eL7tf+ComaWGbiz6LNkaoExE7EeuCcYUiMTPkUYDm4oW8PyZ5oserwiH2dnxZfqTLWPHss0K1hf9Or+etRxDGihsLMehqW+AE0N93Fm6gBwzgMJhIHUKn4xwe/EqHOUwmDpJV7yHJdlrGEw7NLynYVZiUTM09ICB6pmd4JwxW+/l6ODk0aELGUwn+dbRt/lw7TL80v3buhHG8X0AJfjvhMA2N+qIcGvC3oGLbil08gILp1G3qLBVGl1cuyZluk9n4T31HHzqEEFpUBIMs6WkEongdGyIH7QcxKfp5PgC/LTla5OOEbd6eavrm2M/p50RTP38Jme8L45yFHNevikMSO0Fc5n7HtUrXYHorAa7DbDgGk0J9vCYCk8seni8kziXAiOyQCl0YdJ9pGdSoQjuQt2LKnrMCWnFYOegKxp1G18QrMFhlAMFC3PIrVxL78l+2ve009XUQ3ZFFRGjhIFU6+XHnoQsowAx8i3XfOJKSO1jRc79LI9mM5xO842jTQDcXlSBpeIMJCfOYyDVykun/4Rss5y41UfM6qY4tIq67G0sz62gJ/7/s/fe4XFc573/55yZ7bvoHSBIEAAJNrGLpKhqNcuyZctS5CLHJXLi+HHsOMnv3tyb6vTitJs4ie3Yjh13y12WbFmSrS42kRTF3onegcX23Zlzfn8MCBLEAgQgkAKp+TwPHpJTzpxdYnfOO+/7fr/HeKL7a1g6PXZOyCwn5KmiN/UqUpiUB5ZT6gsCAn+Rn/RwmtlQ2lyKN+TFUnNjGTIjCorQ9YvZfWr6vZJp2+LHrUd5V8MKtM6hc1mEdwXwfkfh0igbDQ69rmcdUORbiBTmtPoWI55qxBXwpunRrLMhBX7DRGmNKSVFXj/3L1rGiZEhbKUo9jVMqyTdb5aQHjz3+fEEvUjjEkeKQjolp+eXmp4VupFhkC24v8AuVyJusOji8gbF8bXSFDcUU9JYwuCJiZmAksXFly1YtHNOOaAwBFJKlNZIN1C9ajG8koLqAnT6JYTdBToFhgEYELwfdeQAoQURFm7ZjB6JIswAWyo+QU9qPweGvs+G8l+j2NtAOjvIUz1/NuW1tlb9LoLEOQ+0aSAyv4TM0wijioKC/8X7GldxJj5MU0GEo0M/yGtfkFOJceWBXYnddCV2T3qNhNVHYlSNWGmL3b1fYEvVR5HSy+p3L2P7Z/dMe77nE22PcualVmpvvxdenfz6syIYRmzYjNx6AwwPYf/nv5zbV9+A/tWPcGC4n750cvIx8pCxLEzbQsQT6P4eWLgY4Vs3t3O/ShBIGgrexInozy96bFPRmxFi/leGSEMycHwAO2uztrQKKQRCCAq8Pgq8PqoCYbyGQXVo3ZTBoin9rCh5gDLPMo72Hhvb7iu4TO0Uwuf0207YPrrcVo7ispN9XO6I4ri4zHPcYNHF5Q2MlBLplay6fyUv//fLxHsT4/YX1BZccjNjZSu01qSG03gLfZjauaFrNFlbjfWzuVxdSClB55xAMfM8oBzBEs8yEAL1o29DOjkWkonVGxAFRdSs3kDNgr9GH96P/dy/4X/Xh1hZ8gD7B7+T9zrry3+NIm8xYuSfcErAZoAIgdmIxqJ01zaK1m9CmJKMPXM/uOkwlDnJyZEXaCq6g0Dx7IUwMiMZunZ3UruuGqSEOcwwyrfdj2xZhc4dhbIF4/apd32IXQPdE3oVp8N76pfA/j2oIweR977Xmfds0Qqwrlr7grOqqO3x7Rft4y31NyOvgGBRKU2kOkLf4X5qN9RM6C30GgZaa0r9+T0zTRlkXdlDlHqbGemMse/pfQydHh7bHyi6jEHZ+SW/2obz339pgs46fow67QaLLlcEb7yCfxcXlwkYPoP1D62n6fZGwlVhPEEPQgqKFhaNlQfNJXbOxrZsrKzF0OkhhluHCZeH8HpNpCGxlSJlWURzThlRTtkXGdHlikR4IHg3FP05OnAXuvAP0cabUduegwsyU/qVXejnnsT+zN9i/90foR7+CnR3YD/8FRZGbqTQW5/3EmX+RkTqMUeV8GLIUkc8BQEY6MjH0PI27J/8EP2Lx5Cf/jPQmpw9jbFmQaG3nsUFN6AzOxCvUYgjOZRCWRo+/LtzNDsH9b1voLWNSD8LuezYdrH5BrIekx19nbMaN2CYqD2OCrMtTGw1/ddvpc97CGD3O+boI/8K1uxKlq8EJAbrKz48jSOvjOoMwyNpvr2JmjXVk4rQCCEIecop9U/M3FUGVlAebGHv1/ex+8t7xgJFYQiWv2MZBTUFl27yWo320ubBOgN2L4wq/jren14I3AoqNvpgw8VlfuNmFl1cXBBCYHokdRvrqNtQizAkdtbGE/CM3gRf+5NprTXKUmTjWaJtUUa6YqQGU5QuKaFiTTWdyRg1wQgj2QwHh/s4NNzPUNYJFlsKS7m9djEeObt5aK0gmwVpIDyudPm8QvgAL8J/C+rYMdQ3v3jRU8ieZ74dCCKkxGdMXAyWBZZhSj9kx/fkat9WCL4N5/daIoSB1hlAOAbmwnQWcako9qf/inN+fwoxEqM0sJTh7PRLWqdDoXcR19f8NqR+jrBOooMrZz1WSWMJK9+1FGFotCcyp+GCuHYLYDkLXc9oBqW8EnXjHewZ6EHN0qwjbuWIvP+jaMMg2ZMgm8xS0lCCkBNnryyFUho7YxFtj9Lzag/Va6opW9QL8c+fN9nwrOZyJSClSYF3AWFPNfFc1+s9ndeMnbOJVEdQlsJSCnOSgNEQXtaWf5DnOv+WjD1CTWgDS8P34BFh0E7rxPAZJ1AsaSyh5a1L8Ya8GJ5LmV21R4PAwPjNOgPpX0DoVzj3HaJBRUEWOsq+KNy8jct8xw0WXVxcHITEkEMQ/QvAh/DfjMquR3qK52R4ZSl2fell4t3xsW1lzaVUrKnm6ydepbGgmJpghB+1HpnQ73Q4OkBDuIiWorKxpWjGtjGlwBByXG9jNJsmZVn4DZMin1PiI4REHT2IWLIccIPFeYcQgBexeAn4/JCZvrCL7mxDjwyzquTd7B34KolcLxsqP07YU85A6jBCBkAGzz3ZBzBq6E+d4pW+r2KRxlJZIp5qErk+bqr7I+InbCqWVmB//t+ZYAxv25ieuS8dW132bkhvQ6SfAjwIYbFwaz1nXphZdixcGeaa9y7nwOB36Yjv4Ja6P8O89z3wg286BxSVIG9/K6K8DPuxH8HpKcRCKmugth52b3P+3bIKedudiNjnwG4F1Y/x//0RWenlSCrGnoHu2b144AunHAGhjzev5+Qzp4h1xtjw0HpMn+mInwrBSOcIif4kqaEUQ6eGiHXFxs4vXlzi2BacRQRBhmY9nysBKST1kes5OPhw3v114c3nvCvnOabXWY4qyaSBIji/Bx4Z5NYFf4ltW3hMP8eeOMbwmdPkUjnS0TTekIdVv7KKcHUYw2Nc2l5FbY8K2uTLEAoIvx+0hjEPUWu0egHAO/rd5+IyvzE+9alPfer1noSLi8s8QafBKIbQfYj4fyOyzzg9FWbNa/Yyi7ZGJyx8G25qoDOQ5Uw8yt0LmkGAFIKTseEJ5x+PDbGjv5OdfR282NvOrv5Ojo8MUhsswG866nnbett5pO0Yrw71cnC4j1XFFUiEE0wWFoOUCLcHcv5i5ZDNy9Cnj0PKeWAgrr8V493vQ95yO/L6m9GnTsPI8LhzRHEZnrpmKkMbaSi8laGsJmVblPir6UtFCYVvRmR3g6cFPCtBlpETYU7GfjGqKKnJqhgam4H0UVoW3UrHy91E3nI7vLJzXCaTN91Je3InsdzM+/ImR7Ky9H5E4hvo0PvAswJkAcWLyjj9XNuMRtr40TWcST3DyegTaGy6k6+wsOk+aG2F4UGMj/0OojwD3h7k6jejX94BuTx2JI1LMT70m8jmxcg1G9HREYz7HoDUDxA5J1MrMtshtBHhKea7pw9hzUFJXYHPR3NTNa0vtdH5cifRtmE6dnVy9GdH6drbzcCxAaJtUbLx7LjzypaUUVCZhNxeZ4NvI5jLxveLXWUIIQl5KjgRfXLCvtrwtawqfTeGuHJ8cjM5Cy30lMEigBQGQkgMaWJnbbTWtL7UhpWy8AQ8bPzwBkLlocsQKOpRBVSd//4oDEA4JfDZl8Gsx8kiCiA7XjXVxWUe42YWXVxcziELwX+T8/fwByD5KKR+jPZfD9rOq6qnlQIrB6aJmKRMVGvNcPtEIYZIQyH7R7oImR6EAENIFoYLJ52e0uM1KAczab524lWnw0zIcYvVjLL51skDLI4UURsqYGG40PH1m9Yb4fJ6ILw+dFUtxkOfwP78PyNWrkHechOknkDEDqF96zAe/AD2312gfprNMJRK8OXR7NSFvKO+kYbCP8BWOQYyOco9HsKT9OKmrWFAcPSxoxRURYhsvQX1+I+c+d3zAFkzR09y31y+bFaU3AdqGIxKtNFE74FBUsNR0tHpZ+qkKVn1wEpsb4qjvY+ObU9a/dgqi+H3Q009hMKIob8FcuiQF+O3fx8M4Sx6s1n0wUOIRYuhuBiSjyEyL6BD92Pcfy9kdyGyO867qg12LxldRm6ORHSe7DrNosWrWXHvcl797n4GTw5N67wJMYFnFcirU+DmfKQwRu0kTo7bvqLk/nFZRW1bCGP+Lvlyymb7QAfXltfO6DzDaxAqdzLI/kI/a9+/Bl/Ed+ltMrQ65/M5ZUBqQ/pnYNQ6me+xANFwgkwsN2h0mffM328OFxeXy8/5JteeFVDYAvEvOze5oSi6uBRGJc21bYNtQ3wE3XYa0dSCOnUMsWTFaODojGVnbUY6R+i7wGTcX+wnGPZTrwrZN9TLcCZNsS/AkejAjKetIW9WYyib5uWBbl4e6KbUF+B9Tau4UgQf3qgIKdF+P8aHPgaRICLxNci96uxLPY4uvhmq66Crfewc9dLTFG++Eb80SauJiqc/bD2BX5pklYUCwh4vH2penff6tsoghAQJ/cf6Ca1fC4//CDZch7rmGrZ3fXqcV+JcsDCyCRH/Itg9COIESnwce+L4hOzZ+RQvLqb5rsWARmUhVBlgJNfBjp6vojkntuE3CvEYQdTRg8h3vBuyRwAnkygSXwfvWqeHSg2ifdchVpQBHYiRrzqlpmePmwRhdyBk41y8DWN87fQBPthwDZs/uom27W30HOgdL2JzAf5CP5UrKyH71OgWEzyL53RO8xUpPNSGrx0LFj0yxKLIjRjS5/RqWxZ6+/OIphZ0ecW8DRhTlsXJ2BDXV9Zja4UhphfsKVvRf6SfsqVlJla8kgAAIABJREFUrLh3OdKUlyFQPE/hVOupg0XhgeA7z/19HAqy+8C7wlVFdZnXuGWoLi4u+RGj5TIiACKEHozBsYOIUBgMA33qOOr7X0OECxDLVzslngLsr34WY/ON2KkMWgtOP3+GQz8+PGHha6UtEv1Jmq6poysVZ89AN+2JGAeG+2YpkTE1KdtiWVEZXmkg4IopzXojIoQEj0Jkn4PMC+ft0eBZhShZhKhbiD59EpQNCOTqDWifn7ZEflsLS5+TXskqm2vLa+lNvkJWxcYdp1E0FLyJZGeaaPsINRvq4IWn4N4HOJZ5mp7U3GYVlxXfS4mvHpH8HpBFZF/GV7yY+q2rOPV8K5N9GJa9rYVAlcmJ9E9JeDo4Fn2MY8OPkVPjlVotnaUysIrAm96BrFyASD4M6qynqga7y/m3TiGso4jcXkRuL+ipLRkcBMgSbHMpOwf6XsvbcMGcFbuHuvCEPDQuqaHphsUULSzCztqkhlLj3hNpStZ/aC1e7wlEZjSj6t0wasEyPwOjuUQIScRTTTTbStLqY235B6kv2IohPM53nG2hHvsBes925IatCHP+vSdaa46ODHBguJ9tfR3EclnqQ4UY01AEFlIQqY5Q0VKO6TPzCiLNOUKOBoxyej2HwsDpaTxbtpqB3CHI7nZsg/xb3xC/qy5XLm6w6OLiMjlCgCxCyBCisAidiKO3PYv63tfQbacxfuN3ERWVCK/PWYSEI4iqGtTOF9ELFvPKN1+l+9WeSYdP9CXwBT0sW1LLjv5OhrPpSxIonmUgkyLgMSnxGoDt3qDnMUIIyB0G69T4HYFbkGWLUBW1iEVN8MoO5M13oBcvYftAF9FcJt9wE1haUAqMTCjfAzCEn4XNq+g7OED16krEi0+hbr2dU/FnSVkzz3xPOofit9FYsBUR++x5wZkTMOLdiFIBoq0Tg7Z1v7aacJ2Pl3u/QHdyD0OZE6TtiX2+Z2mPb6c8sAy/UQxqEGFNfM0zx4su+mPwrmPf0BBn4tMJLqePBtoTMXYP93BguI+SshBNK+tYfEMDwdIAKmfjCXlZetcSIpU2RvKfz50c/gAYk5ezX21IYVAVXIMUJgvCWzDkeRmsbBb9xCNO3202i1jYMO+yi7bWVAcjaK1pT8YYyKRYX1Z90d7FswgpLn028Sxa4wR90+yF1QrIgnXynDpv9iAkvgLWcdApCNw5vqrHxWWeMb++MVxcXOYfwovWCiEkcslydEMzbNyKevkl8HjGZ+isHHR1IEpKERKG8yx0L2Tg+CDlG6ov4Qs4R7k/yOJwCBLfAQwI3YerSDdPER6nfzazDfSoOq7ZBKKYVx/eT7RtmK2f3IradBOsvpbOTJLWxPQClojHS5HPz6v9r+Tdb0gv2UELYYjRxSGgFMYcP1xYGN6ESP0E7IkiNiL9BIu2vp3h1mFa7mmmb/8ARQ0FhGoCpNUwT7f/HVkVzzPqRBQWL3T9I4XeRWyp+iiGLEYkv/Wa5q79N4CIcDI2xDPdl9bPMG5lebzzFHCK6kCYLYvrWLZkBYYUIDRG4k/OHWwucXqv32CY0ktj4W3jA0VwWgVG0bu3wZvefJlndnHOBoUby2vQwPa+DtoTIzQVlLy+E8uHEEy7lUFrUENwtow7+E5IfAPs871IR600jNK5nqmLy5zhPspwcXG5KOK8p57C44EFi5Bb3zTau2idt8+LuHYrrFzPsV9Oz4fOF/biM0xqghFMIQibXsKeSyNM0VJYDJk9jjJddgfE/pOz/Vsu8xARhMgnQJYBJjr8EMeeOE3vwV5yKQtlKbj1bmRBATv7p69Oem1ZLSMZp2wvH6W+ZgZPDiOlOFfyKMSocurs8coIpnRk8ysCK/HIAGR25z1WeVYifQHWfnA1yUAb5VuCDBXuZWfvf/Bsx19NO1A8n2j2NHv7vgG+tU5Q9RoQmR2IxFdZHMzywablr2msmdCVivP91sO8Eu9DezSe1N8A5/WQBt8KXP3CNvkw8gn6BIPnHoZZOfTJY5d3UjPAIw2uLa9hSUEpZ+JRcmoSo/srBZ0BqxUivwmRj4FRAwWfBDHqCStLwXcdqLmrVnBxuRS4mUUXF5cZI4RAl1c4f7+wpElIbKXoPTC9HqauV7oJlgV5YKuz4LSUQgjIKcXDpw4ykEnNyZybC0rwShPh3wypHznlP9ZpsDocSfOrWGL/ikV4wCiHwv+Nttqwc4q2bY6wjbIUO/5rJ96Ql2vevQprEnXTfDRECjk+/Oik+zN2lEBJKdG26FhmUUgDW8/+wcKq0vdSH9kMKDoT+6gMLHXELcgnYhNGe5bxfMffEMt15tk/e7pTr3Bw8BGWlzwEie8jsttnN5COQXYvInuI4qI/5cbKep7tubQZxrNsKKtmXWkFntg/OJmbs5iLwah0KwXOx7YhUnjObsY3v30XPdJgS0UtP2k9RkciRm0oginkvOgx19kMKI3wT1OMRnjAu2p8u4M9DDruaAEU/DaIEKj8fdYuLvMFN1h0cXGZFWKSHgshBIbXoGZ9DaefPT2tsU48dZJTz5x2MkWjLH3rEu67ZhnfOnkAKQRZ26bQ6yNh5RiZZl/a+by5tg7TOgDRXzqB4lmSPwTfJvBtAPHGzEjMa4QBGGijAWVZBEuDJAecstRkv/On4TEYzkzvd8JvGIRML92JvZMe0x7fxsrl7+XkUyeQfi+6qg5p+ikLLMUjgwghydgjDGdOT+N6xdxQ87t4pR8R/XsQAWqC74D044jMtrznqMiv05c6POeB4llOjfyCWLaLTVW/4ZTE5SmDnT4ZRPy/WV/yIEXeJn7cdnzO5pmPVcXlbKmoxRP7V1Dn90MLCD4AuDYE49Agr92KevJRKK9CVNe93jO6KAVeHx9YshorneJMPIopJNWhCN5JrJkuB1orSMRRTz2GvOddCO807hV5H0B6cMRuPE7AiA0yNLeTdXGZY1yBGxcXlzlHSIG21ZTiNhei1fjM0MDRASqXlrN5UT0ri8rZUF7NkkgpG8qrOT4ySMqefklgQ7iQ5cVliPhXQI238EBHIXcAdBIlm9FaIKRA2Qora6MsGyHE5VHZc5kUIQTCENSsqSYTyxDvccowrbRFuDLC9c2LMYSgLTn1U3q/4WFtaSVtsRcmtcDI2nGaim+nvKUSb9CLXLMeW2UpDjZRHVxDVXANCyJbsLXFcOZU3jHOsrHiI4TFCCL2OdCDoKOI7HaE3Qrk8SY0m7H9N7Cj5zNYeuYPRaZL0uqn0LuIkH8VIref11SOrQYRuUMUF97CgaEBspeofHBJQSm31TbgiX8O7Aved+8m8K1zPesuQBgGVNchr92KvPYG8HjnRZZuKgwh0VYOsf05Shpb2NbfyZKg04cqpil6M+fkctjf/CKcPIooq4CKqtm9j0KCZ7ljS2PWjvYqCjcb7jKvcYNFFxeXOcfO2UTbo/Qf6X9N43Tt7uL0M6dpfe4MZ549w/CJIarX1fB8TxtqBrqpEsHqkjKwuxH2JL1tdhu2eQftOzvJJbLkkjlO/vIUPft7SA2nKaoe7f3JZeel/PwbASEE0pSULC6mtLGEvsP9KEvRe6CXgeMDbLx+KXsGu7CnKEnNKptyf4hFkSV0JMaXYJYHlrGi9H5Wlr4LjcIfCo4GqQaG4cUQHgzp/EhhUuJvJGPHGMnmz8z5ZCEryu51PBT19Mzl8awiRhEnR56c9vsyOwT9qcNUh2/AE7rL+Vyo1/B51QkwamkoauZMfIT0DB7mTIeGcBFvWdCEJ/EVsA6N3yn8Tl+YdL3q8iEMw1GsNozXNVBUo16405qDZaEeeRixqJGmSBFq+3Po3dsRzcucAPgyobWGXBb17S9Dq/OAQne2I0IhKK0AKzez+4EwHQEm33rnz+nab7i4vI64Kx4XF5c5R0hBJjb3WZGWdy5jz0A3ls6TkZmCwWyaH545yb2LfgVC70Knn0akHjnvCAn+25CGwfEnj0/wtitpLIFEDPsL/4pobkHefKdjE3KJhHhcpsb0mhTUFbDpN69l9//sITWUIjXslBY7Zt6KsOllSWEJlYEQpb4gQdPJOHUknEAmFKzHIwNYKkOJv4mlxfdQ4K3BEN7REuuLZ6hM6aOl+B7a49vQebKELSX3QO7kzIIwncAzKoJzMbwyTG14I72pgyRyU2fxS/xN1Ie30ps6QGPh7RR4a8mpNFk7hhA+dOi9iOhfwSTZ1otiLARPC4XxNO9c2MIXj01e5jsdCjw+FoQKMKXEZxhsKq/Fk/wO5PL4XAbf4/YcXxFoWmMv4DXCBM1yAmYRhvBNVHAFJ4AKR1Cf/+dxm1VxKfKGWxHeS997mVM2HmmgXt2DPnn03I6RYdQPv4U4tB95y53owpLp9zHCqE2Ge+9wuXJwg0UXF5c5RxqSksZSTv5y6hK9mWKGPZzpmtxPbiqyWpGyIWd3UuC9BlKPMlYGGHo3ytjA/u8dyGuCXt1SjPrlI5BKoPe9jH3oVeQ7H4TFzZdl0eIyEcM0EAWCTR+9lu593QyeHMTK2tQEI6wuraI2GAGY4NW2pLAUW2u0znFb/d+htY1GYQgfchZeZ4b00VL8dg4N/QCAiKcWU/qoDq2lNnQNIvm9mQ2os3iMIFJ4UFMI6hT5FrGp6hPk4hYtxW8nmm3j1YFvEcuey5w3Ft5OZXA1XhnEJ4sYOZNgec0KUn0Znv7Ks4QrQ4TKw0hjiPot1QQiDyLiX3ZEYpDgaYH0M1y0RNVcjA5/BPXML9DHDhP68CeoDxWQtm360okZe6c2RIq4u67ZKdnVOQQ5jOR3IZ8Yj28reFvcfuMrAKUtgmYpO3r+Y+zhSl14CytLH8CUF3yPmh6Mt96P/dl/HLdZv/hL2HwjXOLv3Zyy2TfYw6JwEUX9vXmPkTfeBuWVrkeiy1WPGyy6uLjMOVppUqMiJHOKAu8kJUjXFFfgkQa96QSdyRimkCwMF7EgFGFJYSlCaHoSO+lKvMzGyoeQ/tsR6ccBsHUtrS+eoe9wfgXXbEbhD0fObchlUd/+b+QHPoqqW4BhugHj64GUEiRUr66mdn0tdtbmzrpGvHLycjshBKYQwOj/2Wv0TjSlj4UFN1IZugaBxGcUjAafHqRWELgbsnvI+xQiH7n9CJVgTdkH2N33hbyHSOFhY+VHaXu+i1O/PIU0JS33LOX6Ff+LrEqQyPXSnzpMc9FddO7sYSiZ4PSzByeMM9IRY6QjBkDPgV6u/+QGZPHfg7ZAa6d/V4QRqR9OPl/PNejwg6gnf45+8Wln295dvHXlGqSUDOUyPNp2jOHs+EoDKQQthaUsLSzlue5WYrksd9Ytpsjrp9Drw5P6LmRemvq9Muoh+HY3ULxCMKWPYn8j6yoe4uXeLwCa9vhLBMwiGgvvGBcwCiHQZaPKtueXlSuFHh5EhMKXbJ46lwXDoKWwjKDpQS9d5gSGAMpG9/WANKC8CuaJUquLy6XEDRZdXFzmHI2mYnkFx544TjaezxpgdsROD7NuYTUnRoYmLL2vq1xA0PSQtNJ4pQdbayyVIp5t5dX+H9KbOle+1pM8RLVvOYwGi+DBMCcX5TjzUgfL3nwb9t6dkEw4G4VEFBYzYnURklV43H6p1w1pOk/2Da/B61GMaEofYVk5cYcAdBgKfg/iXwE1HTsZhRn7NyqL/gjfYCEZOwpAZeAaGgpvYyB9hIwdRWiDU6OZe2UpDn7/EEd/YlLUUETxwiJqm2+m73A/R382PV89K23x9N9uI1ASIDXolPSGK8NseGgTMlwN9mkQEUTuENpsALMRhImWZSRymkBF1bnBHvkO5iPfASSlD7yfX116Ddt6OxjIJOlOJTCE4MHGlRg5C7OrnQcbVyGEQNkjmJmfwsihi3vPyRKnT9FVP72iMKWP8sByNlR8hL19X8bSaY4N/xSNpqnwzZjne0XaFmLlWvSr471IRUHhJZufzmXRRw8hYiN4y8uxH3kY42O/z86BL5Gxh/DIMGvrPohHBhDSXUK7vDFwBW5cXFzmHG1rhluH6dg1faP06dB/fIAVNzfTm0ownB3fW7V/qJe1pdU80frbdCd2M5I9zasD/0NnYicJa3w/19ry9yKT3xzzaJP2CcKL7iRUHqLv0MQFfbwnTsMNC9FHDkDMUdsU19+CvXgRT3f9FU1FdyBfY4bK5SpFmCDC4FkIk1hlTCSDNpspD22hO7GXuvBmVpb9KidiFqX+ZpoKN5DJ2rS/MF5YR9mK5ECSwRODdOzsou/gzAVrrNQ5YZpsIkvrS53UblyGDDTQnikiELiGXquSV6M5TicUP+88w4nYECuXrkY8+8QFo2k4sBfRdpraletoLChhY+UC1pVVI0+fQP7nP8C+lxG2hayrw4j/haNyqi/irSoCjrm5DLslgFcgUpgEzGLqI9fRmdiFpTMMpo+TtPopDyxHIEeFpUxEY4vTLxg7p3Is121GBOfebkJbOXRPN+pbX4JjBxH7diPqFqJblvHK8NfJ2CMYwsOigpvy91m6uFyluKsbFxeXOUdZyun/m2NWvnsVSStHVyo2YZ/WTiIHJHGrh7iVX/DDlH6E8IN15rwJd2KkvkB5y4cJFAdIDY1frBYtKnLMrTtHF+eGibz+VnYO/Rcam57kq9SE1k/qPenyBkdIMGqdbJganNYpRvzzhCMf5/qa38eUhfyk9Rin4k6/7rrSKtZ5yy7ljMdQlmK4PUlnuc0vuk7nPSZuZbG0wrNkORydWO7KqWPIf/lLJE4xrg5HID76Ga5bhLzpDkTy34HpVCH4IPwRkAWuqM0VjCEdIalVZQ+ys+c/AOhM7CKW7WRL9SfH/EwxTeSG61A//vbYubqn07GvmAN0NuPcPEwPurMd9Y0vwFkl36IS5Dsf5HRmx7njmXZBuYvLVYMbLLq4uMwZdtYmE8tw9GdHySVfg2/bJCR7ExQtLKLYG6ArFR+3L6Ns4laWNy34NDk7xkvdf4+l8vVNShwj5NLxnovWIbA7aH5zE4d+dJi1v7oGO2fjDXnxB010x2nEDbei9+xArN2EpTL0pxwJ/474TiqCK/GIwJy/ZperBRN814POAcoJHMlC7jR4GkFnQA2PbjsKagAj9nl8RX/BmUR0LFA0hODa8lrafj634lFTztxn4JGjVbWTHHNgqI/VN92ByBcsXkj83MMe2bQUaAP7zOTHjx1cDpGPgoy4fopXAVKYlPqbWRi5kTOxZwGI5Tp5qev/sbXm9zCF3/FVXLEG6fWhfvIwpFPonS+im5e9ZnExncuinnkCffQgDPTBBSrb8rqbGaaHA0MPj22L57o4OPg9lpe8c6Ioj4vLVYr7GNzFxWXOyCayvPSZbQwcn1725GJIj0SaEmEIhBD07OvBQHBz9cK8xz/adhyv9FHoqyDiqc57jKWSRDMdaN+GCy5WguQMxYuKWXHvciJVEfoiL3FC/ZiUHkIsaoSbbsP4xB8ir7+FbYOfGzu1P30Y+bp0y7lcMQjBYNcahnqvJZW9Ge29ll5VStL/FpTvWtLerfTK2xk034ZV8IdkCv4KHbwPWyte7DlXblofKkTYmvad7Zdt6tGOKCuKy6kJRiY95tWhXqisgVn0cYnp5Gq866Dw90AWuYHiVYQpfSwruZdrK39rzDImlutgV8/nsFUOW2WxTQ3NLRgf/7+Ihmb0mROoJx9zsoIzQNk5tDovILRtR121v2dCoIiUiGvWczj6CBfSFnsBwaURtVHaxlZz61Hq4vJacTOLLi4uc0Y2OXdiNsWLilj7/rVopR21OeGorCplUeEP4ZMGGXVOlCZgmGwsqyZl9fNS1z+QVfFJx25P7KSw5B6w2gEL7V0P3lWMZHvwiSjeGptoooMjQ85C4exTb4Bi32KimVYU527oSlu8OvBNlhXfi88smLP3wOXqwM7ZnHr2NGeed7JnC7cupGSrZEfPZwBYXHAb9ZE7OTjcTzyX5VR8mIZwEUsKF1IhcgxmzpVFN0SKSLSO5L3OpaC8pYy6LfW80NNGR3Ji+fdZfIbJJSnQEwUQfhDMRSDcTM7ViCl9lPmXsKzkPvb1fxWA/vQRnmj9fQzpxSvDrK/4dQL+EuR7fg313FPoHc/DHW+d9jWUshBIyGbQXh/EoqgXn3Z2lpYjWlY5weOxQxCLItZei1I5BtJHJowlkFg6jdBy1r3qtsrl7XuUwsAmh6UybubSZd7gBosuLi6vmZyy0RqCVWGW37ecw48cRmUnmpTPBGlK7JxNZ3oX+wb+Z2x7XXgLy0veyw1V9TzZeYoir4+7FzRT6guStIbY3fv5KQNFgNMjT2OrHKtK34UQXvpSxzjS+U9Es60XnddQ5mTe7e3x7RR662kovGVmL9TlqkcrTcniYoIlAbTWhCvD2PqcX+iZ2LNUh9axtsQg7GngB2eOc3RkkKMjEzP05f4gsc6LKIXOEdIrablvOU92neLQ8NRiObdUL0Qe2o+eaVZEazQ6f57GsxrC7wHM12xx4jK/kdKkNrSeI0M/ImM7D0Msncay02TsEZ7t/Gs2Vf4Wxf4G5PVvglvudPrIp4sQHBj8HisK3o56+CvooUFEeSVi9UbkW+4lZvdgaJPgLXeCYWJn4xxO/DTvUAqLZzv+mi1Vv4PfLBoX1FkqgxQmSlt5gz2lbaQw8gaKtrY4NvxTepP72VT5MTdYdJk3uN++Li4ur4mcsnllsIdtvR0UeH3c1tDAzf/nJl7+8m6irVFMr4mVnXlZjVZgek3qvZvZP/CNsUxee/wl0JqW0gdoLliPVxoMpI/yZNvnsVT6IqOeoy3+Am3xF2Y8r8ko9i1mQeS6ORvP5SrCVIjqGLq8D4EgISTtI+c8BG2d5YWuv8dnFPCmur+gN5WYdKiQ6WX4UniY5mHJm5vpyyQvGihuLq+lVJroH3xzxtfQkKekT0DgbeC/3vVQfAOh0dSENnJq5KkJ+5TO8XLvf3FL3Z/h8Y72hpvT76TK2nFOx57G0hlWv/NBUIqsHUcKkwMjP6D1vOoRiRc1hdhSRWAlGyo/gtYKzbmHopbK0Jl4maNDj1IX2USpv5mQWYHHCJKzEyhtkbKHiXiq8coQ8sKSba1RKstItg1bz12VjovLa8UNFl1cXGaN0pqTsSGe7XYycv3pJN86dYANZdVc/8F15Gwbj2GQGEqy72uvkB6afjDXdHsjA6kTDGVOjiv5BGhPbKM7sZci/0LiuV7S9tCcvq6Z4pVhNlV9HMNd2LrkQQjY3fdfpKype3lrQ9cykkuTniI7Z2mFJ3R5fs/CdYW8HJ3aG7IyEGJjWQ3ii/8Ks+m10hr0+cGigPBD4Gl2A8U3GKb0sajgRs6MPDPhOx8gq+Ls6v0c6yt+HUN4MOT0fz8s5ZRyt8dfoj2+HZi88mWqQBFgRen9SGGMU+O1VQ5T+qgKrqYuvBmt7dFAUiOQeI0waWuYEn8TWtsTA0XAkB5qwutpLroL0/XtdZlHuMGii4vLrLG1Ymdf54Ttu/q72D3QTbHXT0bZbC6vZfPHN6Mziv3fP8DAsYuX0WmtSeT6ODz0g7z7LdL05+kneT3IqSSD6eOUBVqwlYXWNiDwGK46qguk7ehFA0UArxHBnMJ+xScNir1+DuztmsvpTYoZNEkNTh0ALgwXIrs70F2zFdy5oM8x+K7RQNEtwXsj4jMK2FT1cbb3fAalJypqD6SP8nzn33Nz3Z/MaFy/WXzev2bfIiGQBM3yCdvPlpV6jVH/xzyf47C3anTf5EvvIt8iLJV2bZhc5hXub6OLi8us6U7G6U3nL4lTWjOQSRHPZXmy8xRdyRim0c6q+1dQuaryomMfefQoNb4N1IY2zfW05xyNYkfPv/P4md/jmY6/ZHvPZ+hJ7kNrjaXS5FQKrV13rjcilspwZuS5aR17dPgRBHFurKzPu782VEDOsrHSl14tsXBBIR6/h9Ox4SmPkwgnOzgX+O8C31o3UHwDY0ofRb6FbK76xKTHLCy4cVbfp0W+Ra9hZg56EqdFS2WwVf6MpK2yWGp6yq22zl00q2hrC0tliWe7UdoiZ6dQF6q5urjMIW5m0cXFZVZYSrF3ML/xfT6ySoHqx8g+w7K3vQ9PwKR9R8ekx490jNCxq4P6NdfRkdg+F1O+5Ng6S8oaIGUNEPM3I4TgzMgLjGRaqQqtpTzQgkY7/mHi0kivu8wvDOHhdOyZaR2rtEVHYhdVgesn7FtfWs11FXWcfvry+CsGigOkrBybK2pZHC4gYPrGlshSCAwhMYRjaWMnE46lwaljM7/Q4ADoKjAbIXCLW3rqgiG9FHhrqQ6upSu5Z8L+vuR+FoQ3oZVn2iIwhvCwqvS9PNf5N8xWtddnFLK+4sNOQCfGi9ocGfoxUnhoLroLQ3hQ2KSsQbS2iXhrpn0NQ3iwVQ4pzHH3CKc/UtOb3M9Q5iRdid0krQFM4afE38jS4rdT4K1xM5IulwQ3WHRxcZkVI7kMx/KoNeaj3B+kPlQA0UdARzHI0XTrB0gNpacsSc0mshjiyuzd6E0dJNk7QFdiNwAdiZ0IJOWB5SwsuJGywFK0Vq7i3VWOrbMsCG8ZZ78yFZZK4jPGP0hYW1LFlvJaXvnKXqJt0UsxzQksuqGGkM/POtOPMMKcGH6K7tGFe85OkVNJciqBwqKl6B00vvuD6I421KPfh4HeaV9H79+DXrcJFnzUsTZwcQFM6WdF6a/QndyHZrzqaX/6CE+1/RGrSt9DdWjttHoXhZCEPOXcXPsnvNj1T2TV5DYweecj/Nxc+8cYwjuh31Ag6E6+4pSaa83CghvZ2ftZCjy1rCi9H631jB4O5lNKFUJiqwyFvgXYOjd2X7F0mt7UAbxGhJWlD2BeofdLl/mN+83s4uIyKwo8TpDjlVOb0VcFQryrYTlG+hnQowvd3H4M60la7l6KkM5NNFQewvSZSFNyVhwxWBYiqaZWYpyvxLIdYzf0s2gUvan97Oz5D55s/T9EM62Tli65XB2Y0s+yknfgkaG8++vCm1hSdM4vrsR9nKGKAAAgAElEQVTfRH/6XMlayPRwfdUC9n31lcsWKAIES4Iw/BeI6J9D8qeU+hczlDnJUOYkcauLjIqOiZAcHv4hj3f8Ab1lSYyP/A7yrfdDIP/rvRCxci2iZgEoO2+fl8sbF1MGWFhwY959ts5yLPqzGY7nw28WUupvmvFcvEYYIWReYRqNHutJPjHyBL9o/2PWlX+IVWXvGT1vbqpITOkjYJZQE1rHhsrfpMC7YOwnkevLW5qrtcJSGYYzrfQk9zOcPo2tsthqYj+oi8tkuJlFFxeXWaHR3FXXSH24kC8c2YOd50bVEC7i7gXNeDJPItIXeFalH8cM3sANv7eVXMrCV+BDSKesLR1Nc/CHB4lUh2nPbLtMr+jyklMpDg1+n+tqfg+lbWyVQQjDzTRehQgMNlT8Bi91/wtnS+CCZjmNhbexIHIdUhhUBFeQsWOU+pfw046DY+euK60m2Z8k2nr5AsXqddUgQJtNEPwdEAFGYlN/Di3S7Or/HEGznI3LPkx41R+innkCvf3ZSfzwBGLdtcg3vwPhcUtPXSZiSh8txffQndibV/E6keuhPb6NuvBmFDYeeXFBMYFxgdjN9JDCHO1XHI/SFv2pw+eOw8RnFnJm5HlaSt4+4+tMByEkQbOMG2v/79i2rsSeCRlWS2VI5HrZP/Dtcf7AAbOExQW3Uh/ZisLGFL5LVr4606yqy/zE+NSnPvWp13sSLi4uVx4SQYkvgFca7B/qI6OcBWHY9HBD5ULuqmtkaWExntRPEZkn8o+RexqDk3i8vcjklxCZ5xDpRzED5VRv2IAv5OPw8A/HTJqvNkKeKop8i+iI7+DEyJOMZNqQwoPPKMTWWbS2sVUOpS00Cukak1+RSGHgNcJ4jTB9KScQvKXuz7F1JbsGunm84wQeWUDKDrOrv4fO1LkSubvqGjn9+AkSfZfHWxGg+bYmAkWAZyVq125k3SJe6f/atD6HOZXkTOJ5hq02Kpe8BXPTzTA0CP0XlKbW1mPc/6tuoOgyNRpKA0toj28f52l4lt7UAboSu0nbUUr8jRf9jhRITBkANBFPDWFvJfGcoy58toQz33VKA0uoDFwzoURUo9ne/W9YOk1VcA3XVf8ulcFreKX/fyjxN+E3ih2bjRlgqbTzvY+FUjkQAjkhmBMkrUGOD/+UzsRuuhN7KQ8sQ0ovUkhsnWMk28YLXZ+eEGhbKkVf6iBnYs8Ry3aQsPop9TdhKYXSGjmHwd3ZQNFSak7Hdbm8uMGii4vLrBBCYCnF7oGusd5FAbxr8QoWBdJ4Ut/GSH0DYU8lyKFBDYJ9BkfOPAtolPduBk9nCBT52T/07Uv/Yl4nUtYAZ2LP0p8+TNLqYzh7hvb4dk5Ef85g+jhDmVP0JF+hO7mX4cwZinwNbtB4hSKFScRbgyn99KePEDRL8ZmV/KzjFDmlaEuMcCo+zGA2Ne689WXV9L/SS2ooNcnIc08mnqH6mgWoZ55CP/Uo1DfgKa0b61mcDkmrjxPxX2CZULH2fvTenZA9V14r1m9GLFiEMGa2kHZ5YyGExJRBSnyL6UzsIp84TU4lGM6coi6yGa8Rvsh4Ar9RSFmghYrgSqqCqwl6ymguegvLS++jPrIVW+fwGQUkrHMeo4sLb6XYt2hClszWWSyVJmH10VR0B4W+etLWEK2x5+lLHaap6PYpM2tOG4LG1jmUthEYKCz60oewVIqcSmEIA6czUo6NpbXCkB6ORX/KYPoYGRWnI7GDgFlCyCzH0mle7PpHlJ68zUHpHPFcNwPpIywpvpsvHd2LjabMH8TWTnA3F1lBWylMKUevqdxM4xWIu+JwcXGZHTqDECbHzxO52VJRR5EJcuTTzNrLymzG8FeTjnaQy70x+/k0isHMCQYzJ8Ztb4u/RFPRnSwueBNCmHmeNrvMZxzT8Zvxm8VUBFbQmUxPeXy5P4jPMMjEpye7P1cMnRyCbBa9f4/TU1hXz8m+f53VWKdGnmRp6DbkphtQTz0GWkFxKfK6m92sosu0MKWXYn8jy0vu58DgdyY5ShAwpldeKoQcJwRTG96EMfoAzmcUsqzkXgBORp8klu1kceFtFPsb8o5lCB/NRXfhN4vJWE6peMAsI+KpIasSKGyMKeRBhDDR2kYg0DglmyY+qoKrkcJAa43SOYQwUNrCGFULltJEK0WJv4mVpe8mZJaxb+Cb7On7EgXeBdgqQ04lpvV+nGUkl+GFnjZe7GljYbiQpYWlNBaUIBEY0lFAng2GPHeeFBJbqXHbXOY/bmbRxcVl5ugM2L0gC+hKJhjOplFa8/b6JXiTXwQ1ucLp1BhgLkSbzUQqi8naMU4nfjmnU7+S0dgMpI/QldhNTWjtqLy6e9O9kpDCJGiWcyaR4oetx/BKx4LC1hrjvCfuDeEi7l3YQsdLrfS+On110bli0ZZaSMSQd76dl4e+ykD68MVPmoS+7HHqGu/BWLEOffIoYvlqxKImN6voMm2kMCnw1pBVMaLZtgn7Q2Y59QU3zKrq4vyHbkIIpDCRwqTY30hFcCVBswzI33vnHG+g0Yxk2yj1N2MIk7rIZtpiz5PKDVLib560FPXs+c6PObbt7Pf62f1CyHGZRWfeBmX+pXikH48RoCKwgorgSnqS+0hYvczEIqS56C1s6ztnZTWczXAiNsTO/k5aE1G80qTI65t1wJi1bSytMIRAuoHiFYfQrlO0i4vLTLEHIPEw2eD70UDSFhyJDrCutAJv9H/PfDxZhg79CpiNKJ1mIN1KwCjiyPCjMyp9eyPhlWE2V3+SkFk2Lel4l/lFTtns6u9kc3ElmB72DnSzurQKSyme6DzJHTWLOfaTo3Tt7Xpd5nfjJzdhBgyOxH7G8ZGfz8GIkvVlD1EdWeuKXrjMGkulGcl2srfvyyStc0rZpf4lbKj4DTxG8HWZVyLXx5mR52gpuQcpTGyVpTX2AtWhtfjNIiyVuSziZUrboxlIDylriBPRn9Me3449RTkqwN2L/p3/d2D7lPVASwpKubNuMaaQM/785pTN/qFeVhVXjpWkulw5uMGii4vLzFFRGP4zzpaa5iJ/gJYRvPHPjvYfTheJDtwN/hvoSx1hb9/XyaqrU8zmUiCFh9Vl76MquAalLUfaHSOvvLvL/EJrDVYOensQtQtIJjPs//o+mt7STKQqwvHHjtK5+/UJFAGW3LUE74phdvb+x5yOe3Ptpwh7K+Z0TJc3Fk5AZPNK31foGn2YWB5YzrryX3tdgkWlbU6PPE0y18+yknsxpBelFVpbSOHhwMB3WFr8ttdlbpZKA4LW2POcjP4ir6oswN2LPsO/HdiFdZH2kdpghPsWLbtowJdTTmmtKSU5ZXM0OkDI9LIwXAhwXu+lxtYK8yIWXC6vL+6KwsXFZRb4wLsBsjsA8MT+enbDeJaifVt4ofMf85YWuUyN0jn29P03pgyMliMFWRDZTKG33s02znOEEGilELULOPijQ2MZxD1f2H2RMy8Pid44RSvnNqiLeKoJmEVzOqbLG4+zZZtryj8A/YKuxO4ZK47OJUpbRLw1FHoXnDdHCcKLrXIsKrj5srQL2Co7oZfdlE5v5sLIjdRHbuCFzr8jlpvkIZTkolIDHckY8VyWkMeD54IAL6dsbK2RgNdwwgtLKQ4N91PuD1LmD+bNSJrSwDpPBMdl/uEGiy4uLjNHCJBTq85NB+27icH0GTdQfI1YKkV3ci8AA+kj3FT7x6/zjFymhdeLymZYcssClr15MZhnb8l6XLuRyuZ4+h9fmrVm1GzwF/nJMLfejtWhdW6PrcucYUgva8o+wNryDyKQWDpDTqVBaxBMy3dxLjClj1LfEqev8IJgyJAeQp6Ky1J2bUgvlsogxcRyV0N6UFqxquxBXuz6hwn7NXoKGZ7xfOvUAVYUlbG6pAq/YTp9iELgkQbJbJrjI0PsH+ql1BekqaCY5UXlkwaCYxlGtFuePo9xg0UXF5fZ4dsMueNgt85+DLOeI/3/OXdzciFpDWDpNAZuZnG+I4REeH3oH30Lu7cbosNnd4z70/iN36FuQx3tO9ov29xinTGqNzTO6Zi2tnAMdlxc5oazvoe2yjGUPsGBge9iSh8hTyVLi9+GzyhEwIRKC6XtOc1GyinKKC9HAKS1wtY5phK1kUJS4K2lwFvHSHbid8l0Z5m0cuzs72JnfxeLI0XcVdeEb7T1Iezxsaq4gtUllWPHXyxjaClF2rbwSSfwdJVS5x/u/4iLi8vMET6Q5VDwW+BdP4sBDHT4N0GYzESxzWV69CYPovVlTEO5zBqdzSIaljim9bms85PNOD+ZNGTSqN3bWHhtdd7zvWEvi29uYONDa6leXTVn8+o/OkAuqrip6k+Zq6VCR3w70cwZLHV5rUBcrn4M6UEIk0JfPdFsG52JXfyy/U/Z1fNZhDDIqTQ5lSJnJ7FUhsH0cQbTJ7B1jpxKobT1er+E14TjR+kbKzud9DgEJf6mPHs0Yoaf8/Wl1bytfolz9qj8iSEEXsPAlHLs52KYUuIzTGytsEfHUbZ7/5pPuNYZLi4us0MIEAZ4loHdDqr/4uecxVwIgTt4vPUPSFqX3xbgakciKQ+sGHvq7jJ/EYYBFVXol54GNckCqbcbz81vIjGYJtGXHNtcsbyCDR9aS1GlD5+pKF9eSf3GKhZuqaNjbw/Kmv2CS2tN975uFlzTgD8Yoj99aNZjncXSaXqS+2gsut0tR3WZc0KeMioCK8ipJBqbrB0nafVxeuRpOhI76Yy/THfyFXqS+zgW/Rmtsec5MfwEA+ljlPqb8Mj8PXVXEwIJWtOZ2DVue3PR/8/efcfHcZ2H3v+dM7Ozu1j0Xtgb2EVRLBKp3mjJspotdzsuSRw7ttP9Jjf5vDftTXJ9E/umOK/tlHtjy46duMiOJTfJVpdZRbH3BoIkQPS6Zeac+8eSBCGAxAJY9Of7+fBD7OzMmQMSmJ1nzjnP8wC7mi+QGsZDRqUUSwtKCTvuqP/dHKUJaQdHa6yxaKfv+mACg9LT+/9lspNpqEKIUQpBdAukMr+ZtN4mulPN+KZn6J3FsGnt9U1lFJOf76MWLMEeOTD4+4k45ulvs+Jtj9Pd3EPRvCIKZxdQNCsP8/yPsS8/B/mFqJKy9JS7d32IaFGUzvOdo+pWkAw4/rMTLHloEwf5zqjaumxW7sb0KIT8eIox4GiPZcWPYTFoXLpTDUTdYgKbpDN1nrNd22jo2YOxKSBdu7Y1cZzdTV/hlsrfBKswpEcZXRWZVsGjbxK0J05zpO3pAe9ZGPR3stALs7qogqWFpQTWsL/1Iofam2lLxjnX08mJzlYW5BfhZTGb6eXA8PIaxsuBY5AMcDzJmjoRJFgUQoyOUuBUQfgOSLyQ2SGJF4nlfQqNh+H69Z/E8JVHl+MOkuRATFLhMGrFjdcOFgG7ZydqQS0bf3kttLdhz5+FljzMtpfTO3S0YTvSax5tUyPVayo5PMJgMac0h8qVFeSUxcgp9ghHwiwsuJ/j7dmot6jkQYYYU1fXM8wPzwIgRA4Rt5DC8HxWl76XntRFWuMn6EydJ2m68U2C3U1fJaQjdKcaibjFLCrYQtQtxFHhAUFjYJI42huQlOXNayGNCbCYoWd5WDvmvxfGBhxt+xHFkYWsr/g43alGmnoPcbzjWbAW9aZocVP5LNaVVqc/4i/NBNhQVsP6smpeaahjV/MFnjl7jGWFpdxbvYBQltcaXv3vGqQkUJxIEiwKIUZPhSHnrZB6A0zb0PsHZyE4ze01v8vz9SMsuyGuqSSyeFo9EZ/ulNIwf7B1RP2Zp74OT3196AbPniandNmI+lK8sJg171sB/lkITqBMIzZRyrKiB5kdW8eprlc50/HqiB/yaB26kq1SiPEWurSmL8+rJjdUhbE+luDKmjsUaBwaevcRD9qIhcowNoWj0glyAptKZ5/u3kNxZBGxUCnWKJRSGBtwsfcARZEFhJ08IJ34xgxWztwmr/pbgx7bGozGGhRwU/kvg1KEdJSIW0BheC4VsRvSI3hv+qVcmF88YM3h5debK2ZzuL2Zbj/FwbYmCkJh1pVW4zljE9A5oasDcIMNbL9tYmzJmkUhRJbYdNCYuvboyNVUcg+h6F24ujAr66FEWoE3m3n5d05o3TExPDYRx7zwE6gfRWbhq6jb7qWhLkXrqcELcF/PDe9ZRki/gup+EpXaB/5JVGo/JLYS0hHKc29mcdHbKA7XYkjRk2rGEmTcfneq8dLPpzyrFhNLKXWpZqOLo0PpPyqEVg65oQpy3FK00leupcYGYA0oRYE3G0eFUGgcnU7UFtgkOaFSHBXCWJ/AplA4/a7F6aylSbQOQ++PQXnglAAmnQNgDL/Xq7/Hy7RyCOkcHB0iz/WoieURcz1KwzksLigeUEux7xuB2bECDrU3YazlfG8Xq4vLUSgsoMfwYaVSCqXTAXrgB2jJnjrm5GothMgO5UJ4PfQ+A7Y7gwMSoELMz9+Mo0Lsa/kmAAXePNaVf4StF75Al98wZCsxtwKLoce/OMpvYOoL6RjrK35dAsWpKJnF6dgdbeRVzh56v0GYwIIaZJTDdqDiP4T4D8Gpoazg9yjLWYoNfA60PcXJjp9l1H4i6OBM5yvMzb+t302rEJPJYAmYtHJAOVy+ujp4GGtIBb042ruUkfTa2Ugvrxk827WV1aXvQUXvASZ+ffnlKbJLCksASAYBFkvYuXaI4GhNaSSHd81fwbdPHaQ38PnGif2sLalidXH5mNVMDFIB1qRnJiitcFwHa6wkwBljMrIohMgiAyjwj2S0t0rsQgUnKMh7iLLICmbl3kxt0VtwdQ4Xew/SfY1MqUsKH+HG8o9TW/gQcwvuoCq2kZMdP83i9zH1eDqXW6t/j7CbJ6M2U4xyXVRZOXbbK1lpzzY3ErvnThqPNJPqTg3r2FhpHvnVIVRyx7V3sp0Qfw3rbsL85AeUL3uIc727SZlMHhJBd6qBeXl3yEMNMeUppbAExIMOmuIHyQ1VXTPTb9zvYG/z11lV+l4cHUGp0IQHioNxMix5oZUi4risLC6nNRGnN/A52dmGAmbnFoxJwGgCg3Z1egqq4UqgKMsuxpbcUQghskeFIHIbxJ8D2zv0/rYdUu2ozn+iOLQISwjV8X1s3q+RCLoG7D4n73YWFrwVCPN03XEu9HSxKL+YW8oLs/+9TCGezmVz9WeIuoUSKE5VeQWoJcuvm+QmY40XIJnADQ//ZyFWkQPB4aF3tO1gmsENYQ/tY/nCx9je+MWMztHjN5MIOsnRxcPunxCTjasjOCqM58SuuY+1hpxQMTdXfhqFi54mpWMcrYkqxZZZC9EoXK3pDVK0JeNoFPledhOtuV7fNU27fVlSdUhLwDiG5K5CCJFlCiL3Qe/3Mz/EPwb+sb7l9SpEcWQ+CwvuIeTE6EicpSRSi+dW8mpDHQfaLuJfShqQMD6Oun4h4unM03ncWv0ZIm6BBIpTmPLC6MfeR/A//jA77cVymXfrXLCWvJIwVmkaDjVz7KfHr3tcrMRFBRnWPrUx6O3BHj9MwaL7Mjpkdu5mFhRswZBLMgjGLCGGEONJKUVIRa/zfjqwud401cnCJpOgFcrNbJq4ujTCeFnM9UiaAGMtKRNce91jFgS+ZEkdD3JnIYTILuVB5FaIPw+2Y2RtJHayvPBesN0op4yeoJKLiYCfn95LV6r/2q54EKQLDc9QN5S+XwLF6SIUgpAHqdGvXzQnjlIcJKCrA3vgDPr+tzF301xmbywjSBqO/+ws9TvODTjOjTrQ25TBGXLAjWH3vQ6FRYSdfJYWPYpCc657O+3JOlwdIaILuKHslwm7JbjKJREE7G1tZFfzSd42ZwlzcwtG/b0KMZNYY1CXpolaP5VxUJdR29ZiTx1DLVgyqnayWXfxehxXAsXxIHcXQogxoCHnIejOIM3/IFTPNy99FcIW/jGH2prZ3zZ4AhtrLSHHoyq2lvPdu0bY36mpKLyAkugSCRSnk9Tw1hhei/nqm6aEPvR26PwXtGlGu3OofeAxympLCVIBZbWF1O+6yOGnj6CdENgMspuGlkJ3J/gp8MKocBgvtREFbKy8C7A4WhMYS113BzvOHScR+DQl+qanZ7sumxAzgdIa6/so18Ue2ANLV0LIy840zGQC+/o2VFUN5MmDHJEmdxhCiOxTLng3Qu+zYDKc0jaoFKr3v7i76uFrBov1PZ38+Oxxtsz6MIWheRxse4p0op3pTSuXG0rff6X+l5jarLXQ2gwMUpMtG1qaILcKUnshOIcybRTXLAVdiIr/gpq1D1C6OJ9EtyWc/+uQ2AW2F9X7vcHbSx2GgveC68KdWzjQepEf1fdNcS3yIvT4KRLm2oFnj5+dwPgyExi0IwGomL5sMgFuCIIAC5jvfh21ZAVq7UaYu6AvYY52IPBRkSg2CFDDmO5tjx7EPOuhH3gcFZn802bF2JNgUQgxRhzI/QB0fI5R3QAntuHmPMaivGKOdbYMusuRjhbaTiR4ZM5tzCu8m1Tg05E8zbaGz4/8vJPc2rKPEnGLZVH/dOGnCJ769+y0pRTE8gAL1qZ//QqLIXFVKZrUIVTqUN8hqSNE3LnY6COcfuUcFStWEi3KhWsFi6H5YCyEo6hIhI5Uot/brcn4kN1sivewIK8oKzXZ/IRP89FmSpeUyhomMe3YwId4HPPiT1E5MWxLE/b0ifR7R/Zjj+xP7+i4qNrl2DMnoasTte4W9L0PQYbBom04D4GPPbQP3vLIWH07YoqRYFEIMTaUBqccwrdA4tWRt+NUgoVTnW3X3a0x3s0/HXkdTzsUhSNsqVnAPbM/R1v8CG80fwXf9Iy8D5OIq6PcXPkpckNVuFpGFacDm0xinvkO1J/JSntq3Sb0lkcg8K+MNKiQB/Hr/A4E9RDUo0wHczd9gNOvXWDuptil9cADR+qt+xjmuafTU1FPHWfO2o28ytlh9TMe+Bhrs1bAu27bWZSjKK0tlULdYnpJpQi++DfpNcjX2y/w01NTUTB7Pvqet6LCmY0O2sCH9kufs8kE5pnvot/6dlTk2ol7xMwgwaIQYuyoMOQ8ComdQGLI3QdvI4+USeFnOLU0aQIaerv52vF9zIkVsKZkNnfP+isCG9DrX2D3xX+lxx98SutUUBNbR16oGkcCxWnBppLYvbuwb2zPXqNeGPwzqO6/Hf6xqX3Q+2Pmrl+e/npQORDKx+5JrxG2e3dTvvluNpZVs+3iuYznEQTWYrMw7dYaS6IjQce5Dk6/eobiBcXosASLYnqwvg9BAF2ZJ4xTi2px3vcrWDOMJRmpFHbvzr7zXmy4zs5iJpFgUQgxxhxGtYZQhTF2+DeUgbWc7GrjZFcbpZEcQkpzU2kVGyp/m+fP/sHI+zPBqmI3SaA4nSiFef5H2W1Ta1Aj/51TiZ9B4mfX3iF8ExaF/fjvoL72T9BwHr3zNdavvJFCL8KP609kdJ7Amqys0DS+4fUnd2MDS8fZjiv114SYCmwqlZ4ujkW9qS6hNQYazhM8+aXhNRqJYhPxjEcVr5wvcdVD3cBPr30UM54Ei0KIMZYCbw0kRzhyosKjTlfTdGn63Y6m87x9Xi1cY2rd1DBGCVDEhLDn66GrM7uNjjJYHNheBURuJeUsA6eIlDGc6mwlHvis+pXfwiR64UffR7/4LEt+84/Y3dJAQ2/3kM32+n46sc8oBKmAbV/eTqKj7yY32Z0kki+JOcTkdrkEhj1xBPPT/0KVVaIffieEw6jLQVoQEDz1dYj3Xr+xq0Vj6AcfH3agiFKo4hLsmUsPe5oaobkRW1YBjgvYK/UixcwiwaIQYmypCMTeAbYbUgeGeXAYm/Mwe5vas9KVxt5utNLMzr2Fuq5XstLmePPNCKfziknHBgH26HB/J4amtEaNMgi7LJn/xyidx/meLo62tHC66yxtVyWvOdzeTE0sj5vf9g70X/wB+uRRVhWV09B7csi2G+LduKNYWxgkA85sraOnuf9azJ6mHsJ5YUn+JCYtm0xgz9cT/OT70HAund20+SLB+bM4v/pbWMdJB29eeNjPB9WGzeCNYPaJUn3ZVC8JfvAt1Ky52LpTOB/8Nazn9QWyU5C1FoIA5Ur4MxzyryWEGHsqDLkfgvir0PsMkGHRceWCivJGy9GsdGN+XiEh7dDrD55VdSrw7dBZJsUU4fvYk8eH3m+4nFFO/b5CY4jwX6cPU9c9+Hqp871dhB33ygihamslp7w8o9aXFZRgrMUZZkxnrcWkDAe+d5DGA/1L80SLolw83ER+TT5uWG5xxORjk0nsmVOYr3154JvtrQRf+hxq9jzwPFRhMSSH94DQHj0It9yBBZQzjN8BrSE3v/+2c3XYc3UAmO99A/3Iu2EqJ7zp7YFweOj9RD9yJRVCjA/lQWQThNdB9zfT9d6G4pQBhrjvZ6UL9T0d+MbQkRxe1sbJxNrs/FuISSDRC2dPZb9dPdpgMYTNeRTCG9HGsqywlOJwlPM9nTQOklG1JieP0LmzGMDGe4lmcIPqaYcNZTWEhjFKYa3F+AYbWHb+2y66LnQN2GfDx9bjhl38hPyeiMnHGoOtO4n593+59k4dbdj9u9P7j+Qk5+oI/uF/oB9/L9TMBcfJrM6iBbt317Xfz9Ln8ERSObGJ7sKUNKWDRWMM1lgcd+oOiQsxoygv/Sf3/eCfSQeNpuna+/vnwAbMyyu8Zo3F4YgHAQ29XWyu/j16Us1AgLEBLfFjHO/46ajbHw+5oaqJ7oLIAmst9kj2p6AC6fT5FDOySZguNvfDJHUFr5z9M8qiK5iTdyezc3KIVszmcHsze1oaaYj3rUns8pMEJaWoVWuxm+7gROP1H8Yo4L7q+RmVzDCBIUgZtKPoutDF+T0XaD3ZOmDq6WXdTT0U1ORLrUUx6dhkErTG7t4OJhjbk3V1YL7yRSivRN9+PyxehhpqampHG7Rd+3PW1p0CN5Tdfk4Q6/vjNhXVBAZrp3asMqWDRSxSS0mIqet8mP4AACAASURBVEiFwV0ABZ+B5F7ofRrMYB9SSUjuYkPZyqwEiwA/PXeSxfnFaBXDVZqKaIzZ+XOnTrDoVU50F0Q2+Kl0AewxYF59HueG9djoE6je/8z8QF2Czf8NjFW8VP9XxINWTnc+z+nO5wHIcUu4qfxT1BYs41xPF0+dOYyxlsPtzdxYXEHho+/hxYYz7Gq+cM1T5Loed1XPY26sIKNRReMbTvz8BE2Hm4i3Dz0Fu+NsO/nVebJeUUwaNpkE14WebuyeHdiTx8bv5I0XMN/6Cqp2ZXqk0Q2hBrlvtr6PPbz/+m0l4tDSBOVT+zPocqBorR3T64SfDHA9B+1orJnaiemmdLCoHQkUhZiylAM44N0A3mpI7k6vZzStV+2TC+F1vHoqs1T8mWhJ9LL1Yv2V1xvKqslzp8aNpafz0FP7si0uUwq1sBZ1wzpUVQ1Yiz20D/PMd9Jp9LUGpdMJJ/Sb/gZobb6Ubn8QvT0EX/0izkc/jY10o+LPgC4EHDBtwCCjGk4lNu9T1HfvY3fTvw3abI/fzEvn/hiXCHfP+SwFoTCtyTjxwOfrJ/azuWIW+1oHr2E6K5bPhtJqZsXyAYub4fRTay312+szypoaKYxQdUOVBIpi0rDJJPbYIfTy1VBYRHBgD3RnOftxJv04vI/gn/8WveURmDUPtEKFrh5ptJitLw3Zjvn5j9Bvf/+UThBzue9jfZ1wQpogGaAcNeXjlan7vy2EmB7UpcuQd2M6aGz9QyC9NsLmPEpTPM6p7uxkQx3MiY5W1peu4Lbq/85L5/5kzM6TDXleNcamcJgeU4FmMuWG8OctZHdnC7uP7sHRmnfMX0z+Z/4M66cuLVay/f62l/5WWmGbGjHf+Rq0NIMdZH2iMdjd21Dr78VGNoMKgTUoBbbnv1DJfWA7AQO6EJv3KU537mBfyzeH7LtPnDdXSEyagJ+fPz1g3/m5hdxdPY+oEyKk9bBu0PyEz9EfH8u4vEbBrAJGOPdWiLER+JhvP4mt24yK5aVH5ibKxQbMk1+GaA7OJ38/XcPRC0Mqia2vS09DHYI9tBd76hgsrJWHMoMI/AAsOCEH45tpMx1egkUhxOSg3PQ6jrxPpNcyqgh4q0l2j232z6ZEL18+vIuPLFlDTWwD9d3bxvR8o1GesxKt5LI9XdSl4rzUUHfl9T+f3JdxBdBHZy9i/sd+B1wHAgOpZPqmL5lE5Rekd7KAUtR1+VyIt7GisIxYyIPoQ9ich4FQeqRReVzsPZ5RoHiZYkCW/QGWFZZyb/X8YSWxuZq1lmR3hpmTAS8WQg03taoQY6mnG0yA/cWLk6dCbm8Pwef/DFW7Ir3O+Ogh7OtbMz7cnjiKmrdw2qxfzLad/3sXkYIwKx5fMdFdyRq56xBCTB46DGoetuB30iMp239B2Y03Mz+vkJOdQz/1HKmUMZzt7qQsZ8WkDRajbjHz8m7D0SOonyUmpdmxfGpy8qjv6ZuWlmkO06fq+tY95bgueW6YR+fWEssvxFhLT2ec7voO2s90MO+e+RRbjxNPHabpSDPVa6uYe1c1z53/XWpyN6CVw5nOlzPud8QpwlEOHddJ6X9DcQW3V84ZcaAI6XqRkYLMC4uXLy+f0kkkxPRik0ls3dD1RieEn8Lu330l6+pwqNy8SxmXxZvZwLL+l9dhfDOtZjlIsCiEmFyUBhvC7t6K+eH3cCpnURPNG9NgEaAyGuNE2xhlp8yC3FAlxgbIR/T04SrNo3NrefLYXtpTw6uldrUe36fH9+n1fep+fIL6nef6vV/3i7p+r8/tOs+s9bNYW/pRdjYNUuttCDW562lO9OAPMj004rg8OreWskjOqAJFANdzKFtaRv2O+qH3jbrkV+cPuZ8Q48EmE9gjBzD/NYwEU1OE2bMTZ/0mkAeXA1yu7Tpdpp9eNrVXXAohpiWlFJSlM67ZrS9zY0klywtLR9VmdU4eN5fV8OjcJfzSwuV8YOEyHpu7mJgbYn5uIVHH4Xz3zmx0f0zkuKVoNb0+gGY6pRQhpbm9cm6W2gOTwfo+4xv2/sc+yiOrKAovGPZ5Ik4B3X5qwPawdnj3ghWUR2KjDhQvK5xTQDh/6CLa5cvKMWY0tSWFyA5rLRiD+d43YTr+TDacw7z6AjaVxKYynyYupi4ZWRRCTEqqqCT9xYE30MtXUzt7Lgfahp8cYGVhGffVzAWbgKARgn2ooBmUotSbx6/WrqLHt3SnzmGYvEWHq2Jr0ErWiEw3Wmvm5RUQ0prUKG8sFSrjeazdF7s59uxxNt7zm2xv/gLN8cMZn6cjeZZFhZv7bauMxnhs7lJC2sHNYkkrExhyK3JJdFx/5LVmXQ2uJ7c0YuJYayGZhMAn+No/wSAPVKYL+/yPCLa+hN50J2y8FRx30JIcYnqQK6sQYnIK961V8uct4mDLyGrS3V1Vjer+JiS3D3hPAcRnE8v/TXom8Qf7wvz7KQzPl+xz05S1sKKwjN0tDaNvaxj1vM5uO4sNDOvv/3X2tH2Fc907MjvHpT9XW1pQSsRxs/4zqh1NT3PPdfcJ54eJleZk9bxCZMKmkpBIpJPYnK/HHtyLPbIfeq//Mzst9HZjnnsadm/HeeKD2KJilDf0LIBxYQ2QTCfKE6MmwaIQYnJyrprGFgrRGwx/1G91UQUOcUhe5yY4qMP6dST8CUxpfh3FkcUsKXpQEttMY57jsKGshjdaGkaVMVEpMi4zcVn9znMEKcOqBz7AvNhdvNr4P4c8ZnHhY7zxpsA26obSyVeHdfbrM76h+XgLvS29192vctXULhIupgZrDKRS6QzExmLP12GPHca+/Ny1a57OBM2NBF/6G5wP/Tq2Zg7KmQzLJQIwHaACUOG+El1iRORfTwgxeTkOBAHuvt1sWrqc013Dq7dYHI5A0MDAcZD+VHIbxeHbRtHRsbOm9AMy/XQG8LTDssIyDrQNXtQ+Ewo1rJHFyy7suYCf8Fn6yKIh9y0KL8Rzouxo6p8MatvFehblF2V3Xa2Coz86OuRuVWsqcUKT4QZVTEfWGAgC7Ikj2CP7UfmFmN3boa1lors2eVhL8JPv43zw4/0f9E4UFQJdAPFXwF0AbjUoeeA6UjLBWAgxOVlzpY6T/eF3KA1HqYjEhtXEgtxc8DNYi6U8fDP5pqFqXCJukUw/nQE8x+GuqrlEnJE/w1Uw4hGO5qPNKONyZ+Wfsrrkg2gG3ljF3ArWV3yaVxvq8G3/xZHNiV72t14ksNlJ6GF8Q/2uc8Tbr19nNVIQGVZ5DSGGw6ZS0NVB8OXPY77xr9hdWzHP/1gCxcHUn8F87xvYxNjWRs6YCkNkM5gmSO4GK8l4RkpGFoUQk5O1cPlDx/fR586yuKCYhng3AOtLq1hfWkNropdzvV0cbm+iNRFnc8Xs9CHGUBiOQPsbGZwsjONEKfDmAQHlOas52fYcPhP5oaeYk38rxqYkC+oM4SjNO+Yt4xsn9g1almIwWil+ZcmNRFwXjSLRNbIbImss2/95ByWLSqhctZQtc/6GA63/QXP86KW+eWyo/C3eaGlkZ/OFQds40NbEmpLsTAntae7hyDNHhtyvbFlZVs4nxGU2mYBQCOJxzNaXsFtfgvj1p0KLNHtwDzz0jonuRh8VBm8V2F5I7IDwOiCUnrMvMibBohBicuroP+XU7t3J4nse5OWGOlYVlbOxbBaHv3uQWGkO8+YUsmreck52tjE3lEtHXQc5xblYFCqTqSf+CXJCS7m16lPp6StBI0sK72Nf83c43fniGH2D16ZViNtr/hsRpwBXy6jJTOFqTaEXYUFeEUc6Mhu50CgirsvLn30ZPz66bL7xtjhtZ9ooW1qG4zgs9e5FFT8O1qKVx+nudl5qqLvm8c2J7CX1SHZnFvRWr6mSKagiq5QXxvo+wRf/BjrGtr7vtGMt9o0dsG5TumyIOwmypKow4EH4JtLzL1Lp1yJjEiwKISYl2/KmhDM7t5H/lsf40KLV5Hlh9j65h9aTrVfern3rEpbcVMOur7xO26n0B/ySBxcz66bfRHX9E/jHr30y/yiq828vvdCAAW89S4veOk7BoiIvVE1heA5KOeSFqiVQnKFCWlMejWUcLF422kBRu5plb1tK2dIyOH4Q/6/+BnXVdDJ7y50U3H7vddtIGUNTvIfSyOgzk+ZkkN3UjbjklEgWVJFd9uxpzIs/lUBxhMyzT8PPf4S66Wac+x+e6O6kKQVMkkytU5AEi0KISccaAw3n+m80PvZH36UgHEXf/QDtdf1HHg8/fYS6rWfpaeob3TjyzFHirXEW3fsxVM/X0+sWhnRpzVVQhzPGC+KrYmuZm3cbheF59CXhUYDCleynM5JSitA4P4n3cj1u/MAaIm4K+/d/Bl2dA/axW18m754HKfTCtCWvXfMw5mYnGZMbcSmcU0DbmWsntSqeX4TxDdqV9Asie2zgY48enOhuTF2BD4GPfe0F7PpbUUXFE90jMUpyhRVCTD5+Cts8SCmL7a9CbzfJ1i6MPzCRxtWB4mVnXqtj37cPY3Pei41sAV1ORgn+TRtKeVREV7Oi+AlcnZ0RjJCOUZVzI5uqfpsbSj9AabQWV4dxdeTSn7AEijOco8b3o/mmD68l0t0Af//ngwaKABgfWi5SW1B6zXZCWhPS2ZkS6rgO1Wurr7tP6dJSnLBMQRXZY5MJ7IG9E92NacPu351eAyqmNBlZFEJMPsZgmxr7b4tEUes3ozffRf1r5wY/7hoaD1xkR3uc1e+6FS/vLlABqudbkHz92gfZOCT3sq78/WA6qcxZxnNn/3QE30xajlvCjWUfpiA8h8CkcHUYNc5BgZgaCr3xm35csbICL6zhK/845L7qFy+yessjbL1YP+j7MdfDZKnenNLqullOtaspW1oumYJFdlmL3f7yRPdi2jDPPY1KJtC33oPy5CHoVCXBohBi8nFdaL4qWIzGcH7jD4l3JDjy3SM0HR5k1HEIHfWdvPy57QDUrKtmyZZ3osK3o3q+DcHZQY9R3f+W/iK0Gif6yLDPedmcvNtYXvw4Wrlo5aBHUR5BTH8V0eGViAHSg+XDiNOiRVHmbp5DxcoK+Ml3Mjto13ZiDz2Bq3S/0hml4ShrS6uoLSjJ6qhoTmnONb+vsqVlM7sQuhgbSkFuHnR2THRPpg370rOYpgb0Y+9FhSRgnIrksbYQYvIxBnq6+15HImAtr/7jjhEFim9Wv+McL/zlVi4ez8HmfQqb/4dY76Zr7m/dWXSnRpbsYEXxO1le/DiuDksJDJERrRR5Gd5UqUvB1KonVg7elqsHHaFbdO9CquZ58Mx/wq6tmXWsZhbJILgSKM7NLeDd81fwnoUrWVZQSkg76CyO9Dmew+p3riJW1hc8F80rYvmjy1j6UC1uWB66iCxTGr1u00T3YtqxB/di/v1fsUmpdTgVyZVWCDH5tLX2f21M1usiGWPY+839AMzdPIeF97wbknuBQT7MvBsIku24KoJvM6+9ODfvdmbn3YKrJQubyJyxlpqcPA61N2d2gIKSBUUULyym5XhfFtXihcWsesdKlKPobenlxAsnSXYlya3IpXRJCebLn4eL5zM7x5wF6NvuoSMVx9MOj8xZQkU0l5DWYzYV1PVcShaXULywmM4LXbieQ6QwguM5Mv1UjAkVCsGmO+H1bdA2vIzE4vrsyaOY7/07+uF3o8LymTiVyMiiEGLSGbBeMQjGtIhukDRgkww6303lgS4mj9msr/g4KsPLZm6oimWXRhSFGA5PO6woGkaxeQtsfZ7aB5Zc2RTOD7P84aWoXzyH/YvfJ1q3l2Vb5nPDO5ez6JZy7M+eyTxQzM3D+dCvouaXUBoOsaSgmKqcPDxn7IM27WickEPBrHxi5THcsCuBohhTyg2h73nrRHdjWrIH9qazpYopRUYWhRCTirV2wBNdVVGVLqcxBtyIy5Itc1DdXyNdrPfNO9Rgkgle/esd3PbfbiE3VElnaugEOyWRRdnvrJgRlFLMyslHozAZLkS0XR1XfkdKFpWw8okVcPo49oWfpN9/+lsovtW3/zD643zgo5Dcg+r+KhT8CWHt4o5zeQ8JEMV4UgWFE92Facpiz5xALV010R0RwyDBohBicgkCbOebaquFQqAU2tOYZHaDxjXvXwnBcUgNki5d5WOjj9F2uufKPAxDkFG7YadA1iiKEfOtoSySQ0O8e+idAerPErkvyqZP34KX62Gf+Rbs3padzuTmQnDp98N2srliFsbarK5PFGKyMG/sxHzvGxPdjenLl5HFqUaCRSHE5BL4/Wu9hTzUhlsJkgGMweBifnV+OkCNPoDy68E0gU2BOweb8zitJ3s4/0Yjt35mI23J0/SkMkuw05o4TmASaCc79RnFzOIoRW1BSebB4rkz2P/834S8MPbk0f4JokYp+ObXcT74Uay3FpwS1HM/RN12L4THr8SHEONF1a6AaDSrv0PiKnkFE90DMUwSLAohJp2rRxb1Ex8kmV/Ja3+3DeNnP1p88bOvUnNTNWXLNpBT5OLkOCil8XtTnN/WTOGCfGofXcC+5v+gvivDrJFA2MmXOopixFztcENJBbtaLtCVyjCD4NGDY9OZMycIvvA51NJV2MP7USvXgBsam3MJMeEsau4C7MFBZpuIUbP7d2OralCerOefKiRYFEJMLqkknDkFgLphPcyaz9b/NTaBIoAf9zn9yhlOv3Km3/a8qlxu/PAqLiYO8FrdN0iZ4T1lLgzPx1FSU0qMnEbx7vkreObsMe6qmstrjWc50TmyEi6j1tqMfe15AFRFNcqRKdZimgp56QcjEiyOCbvjNbj1HpBgccqQx95CiEnDJhKYn/8YrIGQh37wMfZ9/wh+cnzXOJQvL2PtR2/geOdP2XXxX4YdKHo6j1m5G2RkUYyKozUxN8S7F6ygrLmZh2YvoTKay+WVgmHtcFvFHIzN0oOU/ALUOz+Iuust194nlotaVJud8wkxCSnHQS1dhVp/60R3ZXqyZmBeAjGpyciiEGLyCLnYN7YDoFauwe9JcfFQZmsEs6VydSW1jyzijaavcL5717CPLwzPY0PFJ1ByeRVZ4GiNTSaw+3djenp4+/xatNa0JeMUhiPY1hbUlz436vOom2/D3vsAF+OHKVy8EXdJLXzp7+m3UHjOfJx3fRjGOROqEONNeR56/S0EO14BO5zcwSITKic20V0QwyB3M0KISURdqaeoVq/j/KHxLYpcvqKc2kcWsavxX2jsHf4UpJDOYWPFJ3F1VFL9i6xRXhh95xbs//pziPdC1SyK5y3CnjqGOn929Ce46RbsfW9hR+OXaeo9SMwt585Z/y9BVRWcr0/3YcUa9CPvAjckP9tiZsgvQq1Yg933+kT3ZHopKoHcvInuhRgGeTwohJg8/BTk5qe/TiXH9aa0cnUFq96xkiNtPxhRoAiwovidaCVFw8UY0Bp9eXro+bPp9YPZCBQB9eDD7G/+T5p6DxJ28llW/BjB+borgSJlleiH34UKefKzLWYOpSTj7xiQGotTj4wsCiEmD63TASNAvBcvr2TcTr3s4fQ6rCWFbyUV9FDX9eqwji+OLKYydgOOlqQ2IvtUyIMbN8D2V6GpIbuNHzpA7ZKHMQSsLnkvpqsDvvn/X3lbP/R2cOV2QcwwjoMqKkYmoWaXWr46fT0TU4aMLAohJg3beCFdY7GwGLV0JWdePT0u5y1dWoqKx/H/5HfgG19lRdHb2Vj5aWqL3oajhs7YplWIG8s+JNlPxdhyXJzH3gNkd3TP/udXcY+fZmXhO+CF51Cf/0voSGddVbfdi6qsQck6RTHDKMdBrdkAkvk3q6RkxtQjV38hxORxMT1iot/6dlpOd9BR3zkup61ZW409uCf94uhB+PxfUXKki/ncxN2z/5SKnNXXPNbVUTZV/TaejskUPTGmlNZQWo7adGf2G//Gv6H+4r9jX3y273xr1qNvu0du7sTM5YZQN90ysX24PB02vxBKysj2w6Jxl18w0T0QwyTzSoQQk4Yqr0r/XVxG4yuN43bewooIdsehvg09XZin/h0A9+bbuPHeX6Kx9yB7mp7Et/Eru+W4pWys/BQRpxBHS5FyMfbSyW7uJ9izE7o6xu48t96Nvu0+mS4mZjQVDqPvuJ9g28vjd9L8QtTCWtSyVai5CyDkQRCACQAFXR2Yn/4Ae+JIui7xVMrWWj0bpKTUlCPBohBi8igqBsAePUDF8mWc23V+XE7rxCIEZ04M+p79xUuwZxflH/k4d9T8ES+e+0tSppvq2DpWl74PrVy0kmlKYhwFQfrp/FgEi0qhtzyCunEDypNAUQhCHuTlQ2eWf9+URi1ZhqqejY33omJ5qOU3pDOFWtN/RN91uXLLXlyKfvTd6W3WYndvx7z03JWp45OZvnMLhOTB6lQjwaIQYvLwPFAKe+wQBcvXjt95lYZk8trv93TDP/w1oV/5FBsrPsnWhn9gden7cLVMzxMTwHEhER96v+HywugnPoiaM1+mngpxmQICM+RuGcsvRNWuQN9+Xzpw8sKoIACtUDqzB4/q6iytazbgrtuEeeVnmGefzl4/s0zdsB41b5Gsf56CJFgUQkwa9sL59JPS0ydwomEK5hTQfqZ9TM8Zzr90U5zBekPV0kKkfAGLCu5HTfV1I2LqSiagtTl77WmdrqP4wGPgujL1VIg36+nKSjP6w59EVc26xsjhyCjXxVqL3nw3ZtdWaGkauM+6TahlqzFf/eKIzzMa+t0fQc1fhJJRxSlJwnshxKRg/RT2wBvpF6kk9rXnWf3okjE/79KHarGH9kLgD7mvWTCfpOlhXv4dUiJDTBzXhZo5o2sjEkUtX41+8HGcz/wZ+q1vR0VzJFAU4io28CHem5W21NyFqMpqVCiU9ZF7pRTWGJyPfhry+ieQUavXobc8jKqZndVzZmzugnSgKLMVpiwZWRRCTA7GYI8evPLSnj2DWrVxzE8bzffgyMWM9tUHDhFbe5MEimJiOQ561VpM3anB3y8oQt24Ab1iDRiTXgucSmEvXgBAVc1O1zN1XXBclJQGEGIAGwTY40cwP3pqyH3VqrXpYvO5eaiidH1ge64OeruhpDw9olZcNqbr9ZTW2HAE54MfI/jCZyGWi37gcdSSZaAdaG0Zs3Nfp1c4Wx6RdYpTnASLQojJoasTGq9KaFNeQeCPfZY3YxVq4+3onBgkk9jjh7HHDw/YT9WuQK9ei5JAUUw07aDXb4bAYHa+Ck2NMHseetNd6SluOTGA/lO+Qh5q7sK+15K8RoghqTkL0Gtvxrz403Tm0Te/X7sCtXgZatVNAxJCqdoV49XNvnM6Dra4DEIe+qEn0n1zHKzvY372DGrNeuzu7ePXnzXroaQMNcUzoFprZ3RpLGXtVMq5K4SYjmwijvnRU30fYrFcnE//N3b/x0Fajo/t09DyFeUsf3gZylEordLrwbq7sL096R2OHUKtWguxPPC8Gf2BISYXa236Brb5IpSWp2vCyc+nEFllk0nwU+nPqJamdDZix8F58PH07512UKNYc5htNplIzyhwXFQohDUG2lvTo4vRKMFf/RHYLCbsuQ7nY7+NqqwZl3ONFWMDtHLwTWLGJrWbPD/dQogZze59/crX+pY76W7uHfNAEaBxfyMd9R2sfMdKYmU5uOEIhCNX0tfYymqUI5dKMfkopcALQ9Wsie6KENOW8jzwPPRb395X01ApCIUyzl46ngasDVQKCovTU8+VguJSaB6HOsaVNVBSPvbnGWNaOQQmSUeyjgJvDhaDqyNDHziNTO1xYSHElGd9H7vjtf4JZsIRuluvU8oiy+JtcXY/uRvtDLwkSqAohBBChSOoSDT9JxyZlIHiYJRS6T8hDxwX/ci7UJvuhLHM6K00zns/Cu7U+DcailYh8rwaXjn/17Qn65hpkzIlWBRCTCxrMTtf63sdiaLmzMckg3Hthht2wTLjPgSEEELMDEop9Ox56DvuRz/2nrE7z7yFEApP+bWKlymlcFWYjZWforn3KIFNTHSXxtX0+F8UQkxdTQ19NeOiOTi/9jt0JsMc+N7B6x+XZfH2ODv/zy5MIMGiEEKI6Ut5YdSyVVBSNjbtL1897ZJoKaUJ6RiLCrcQ2BTWGgIzfjOgJpIEi0KICWNTSczWl/o2lFdiHI/t//L6tQ8aQ8mu5FhOzBFCCCEmB6VQS8YmY6uaPQ+lp1+IoZXG2BQXut9AKY2jPYwd31lQE2H6/U8KIaYEG+/F7t2F3b/7qo30JRAYZ0orbnjP6jFdxiGEEEJMBsoNodduTCfJyqaSMsgvzG6bk4irI1TH1rK/+VscaX0aY/2hD5riJHODEGLC2EP7wL/qQtveio546cdY45PZ+4rFWxYRLYoOmuRGCCGEmHYKinA+8kmCZ74LdacGL6mhHdSa9aiFSzDferL/Plqjlq1G335fOkjUOl1aRE/vp66ujnC680VAEXVLqY7diLE+SmkCmyIwSaJu8bQpZSTBohBiYmgNeQX9t7W3QmcHs26q4ez2+jHvgpfrUbGqglnragjnhnG86ZG5TQghhBiKCoWwpRU47/koaIVtaoTzZ7GH92NPHoVQGOd9vwwV1elZNzWz4ezp9MH5hTgf/DXIzUOFryolMYlqTo4Vi8Fag8XwRtO/sb/5mxSG5xF28mno2cPm6t+dNoEiSLAohJgoIQ9VuwK76xdXNqlb7oDcfLTbmpVT5FXmMvuWOSQ64qR6UoRyPHKKo0QKIni5HqGYB9bihCRIFEIIMfMoxwEn/RmoqmdjK2tQK9aA46ZLWrkhlOtiAx/n/R+D1ibM69vQdz2QrjXpzKzPT2sNnckL2KumP/k2TlP8EACxUAU5bulEdW9MSLAohJgQSimYv6hvQzQHffeD7PzqG7Sfac/KORzPpWJFOUorbGBRjppWT/uEEEKIbFJaQySafhEK9W13XHBcbEUV+u4HUeEsr3WcAgKTpDl+lAMt3x7w3qKCLSwq3ILCmTYlX9wolwAAIABJREFUQy6bXt+NEGLKsL6PPXX8ymu1eBmprnjWAkWA7qbudNtKoV0tgaIQQggxCkrpGRkopikibhHFkYVoFer3zsLCLbg6gqNDaDW9RlslWBRCTBjzvW9c+VotXk5LXVdW2y+aV4hJjXOmHCGEEEJMO44Oke9Vs7z4CdaUfvDK9lioYtoFiFeTYFEIMTHaW6C7LzhUc+fTcKBxxM15MW/AyKGfCKQUhhBCCCFGJLApfJPot83VHlWxtbgqgsJhXfnHUEzfYFHWLAohJoStP9v3QinIzaflWMuI2qpZX8OS+xcTpALO7T5PqjtFrDxG2ZJS1DRP4S2EEEKMJZtKprOVR6IQCqcznvqpdGIc37+U6Gb6hRS+SdDUe5jiyAIgjG/iOMrDWJ/67p34Ns7y4ncQdYvQ02yd4tWm3/+sEGLSs6kktv70VRss9PaQV5lH+9nhr1ksnl+EdjXa1czeMAtA6iUKIYQQ2aAdbE8P5gufherZ6CXLsU2N6bwDXR3oux+EW++ednkBjPXZ0fhFamIbWFb8KKc6XmBx4QMopYm6RWys+CTFkUU42pvoro4pCRaFEOMvCOBiQ7rOYuel4LCrk4LZ+SMKFrsauiirLUNpJUGiEEIIkUXKcaCyGrVmA3b3Nsy5un7v23gvygTpchvThG+S7Gl6EoD67m3Ud2+jOJLO4K6VS3F4AUq503pE8bLp878qhJg6Qh5Uz8b5wMewdaewJ45AYTHt9fUjau7ioSZqbqrBDbugwFqL68nlTQghhMgG5YXRt9xOsHtb/zfCEfTNt8M0Cpp8E2d/87e40PPGlW1Rt4R15b92JQvqdB9NvNr0+Z8VQkwd7a2oBYtRSqFq5kBvD4mOkZfN6Gro4hf/uJXui91Ya6fdVBghhBBiwhWXQn5h3+uQh950Z3rNop4eIYVvErQlzlDX9dqVbZ7OZVPVb+Hq8Iy8v5ge/7NCiKlFa9TseemvLzZgT5/Ai4Wue8j15FbkcvMnNhKriOF6Lk5o+mYlE0IIISaE0jjv+lA6KV3Iw/mlT6Bvvy+d8GaKs9bimwTnu19n64W/AywAuaFK7pj1R4Sd/GldHuN6lLXWTnQnhBAzjzUGrMW+8nPMCz/G+cRn6EmF+MWXdg27rVt/ezNe7sDSGUIIIYTIHptMXAoOFQQBKjTyB72ThW8SpEwPuy9+heb44Svbw04BiwruZ07erTh66n+fIzX1HwUIIaYUawwEPirkYeNx7MkjYAz2wB4i624ddnva1YQGqbEohBBCiOxSXrjvxRSeemqswdgkgU1xpPVpznS+giUAIOzks7LkXZRHV2JIYTET3NuJJcGiEGJ8JRPYwwegohKKSrBn0yU07Pl6NAHz75jHyRdOZdxcbnkMkwrQYbmcCSGEEOL6ApMkHrSzq/FfaU+eHvD+ksKHqMhZjVYODjN3RPEyubsSQowvx8H8/IfpAr9X85PguoQiQ1+WQtEQC+6cT7ggTE5JDO1O3aebQgghhBgfvklwsfcguy/+HwKbHPB+SMeoyV0/Y9cnDkaCRSHE+DJmYKAI4Lr43QmO/PjYdQ8vXlDEqidWoVyF48rFXAghhBBD802CUx0vcqj1u9fcZ2nRwyjJ/9mPBItCiHFjfR9bN3DKBwAhj0zSbS17eBluBqOPQgghhBCX9fjNHGp96prvV+XcyKzcjTM6mc1g5I5LCDEubCoJLc2Yb3910PfV0lU0n+m6bhux8hhe7swphCuEEEKI7MgNVbBl7l8TXCqRcbz9WVKmh9xQOatK30duqAJHyz3Gm0npDCHEuLEXG7Anj2KPHcIePdj3hlI4/8+fs/PJ/bSfbb/m8UopFt6zkFnra3A8mYIqhBBCiOELTHq9olIaaw1auSgl008HIyOLQohxo8oqoLQcikv7BYtqw20EKXPdQBHSRXOPPXuMlpMtLH9kGW7UBYMEjkIIIYTIWL8RRKm8dV0ysiiEGDc2lcS8/DPsS89yZYFiTgznN/6Q3f9xkJbjLcNqr3hBMavftUqCRSGEEEKIMSAji0KIcWETccxPvo/dtbX/GyEPUMMOFMP5YeZunoNy5JGgEEIIIcRYkGBRCDE+rMW+sWPg9oKidDmNDLlRlyVvWUL5sjKUUmhH1hgIIaaeyxO7lJIHXkKIyUuCRSHEuLD1ZyAI+m1TtSvRb3uC+r1NGbdT+2At5cvKJEgUQkxpJmVwPIcgGWCMRTsKJyRT6oUQk4sEi0KI8ZET6/dSLVuNfuTdHH+pjtOvnMmoidyKXMpqSyVQFEJMecpRvPg/XyKcH6ZwTiG1DyyZ6C4JIcQAEiwKIcaFiub036A1ye5ExoFi8cJiah9YImsUhRDTgrWW2373VqyxWGMJUoGMLAohJh0JFoUQ4yOaA0r1ZUHt7sKNDH0JciMu6z5yE+H8MI7nyPoeIcS04LjpwFA5CiRGFEJMUjKXSwgxPpRC3/3glZf27Gl0Zxt3//5m7v6D264ZOC5721IiRRHcsCuBohBCCCHEOJJgUQgxLpQXRt18e98GP0Xwz39L8K9/B45Cu4NfjhKdiawHicGl7KvWWpImwB9GNlYhhBBCiJlCgkUhxLiwxmAP7um/0feh8QJ0dTJ746xBj2s80IjxsxPMJYOA9mScox0tXOjpojnRyw/OHOFivFsCRiGEEEKIN1H2cqEfIYQYY7azneALn4VEvP8bNXNwPvQJCAJsYLCBxRgD2sFqBy8WxhqL0iMfYfSNwdWa8z2dlEdjNMd7SQQBFdEYSkFIy6IhIYQQQoirSbAohBg3NplM//36VswrP4fO9r43vXC6vEY4glqwGL35blQsN6vnTxmDoxRaKay1sgZSCCGEEOI6JFgUQow766dQbgjz0rOYF3+ano56id7yCGrtRqzWcGg/du9O9Ds/hHJk5E8IIYQQYjxJ6QwhxLiy1qLcEABqw604azZgfv5D7NGD0NWJWrwsvd93v449kF7jaI8cwCxcDoDjSdAohBBCCDEeJFgUQoyry1M/bTKBPX8WtIu+/2F48HHo6oL8fGi8gD24t99xDfsbKFlUgtLXzpwqhBBCCCGyR4JFIcSEUF4YauaCNdhtL2PPnUUtXQmOg3nqG/CmGfImsGz/5x3Mu20eVTdUAuCEZJRRCCGEEGKsSLAohJgwKpSejsqGW1FKYXdvx7z2AvipAfuWLi4hWhjBWmg+1kxvay8FswqIlcVwPAftyGijEEIIIUQ2SYIbIcSkYX3/0oiihY527KF9mB2voopKUAuWQCSaHn30wqRS0HGuk3CeR7Q4B1fWMgohhBBCZJUEi0KIScteHmG0Fnp70qU1AoMKhye2Y0IIIYQQM4AEi0IIIYQQQgghBpBFPkIIIYQQQgghBpBgUQghhBBCCCHEABIsCiGEEEIIIYQYQIJFIYQQQgghhBADSLAohBBCCCGEEGIACRaFEEIIIYQQQgwgwaIQQgghhBBCiAEkWBRCCCGEEEIIMYAEi0IIIYQQQgghBpBgUQghhBBCCCHEABIsCiGEEEIIIYQYQIJFIYQQQgghhBADSLAohBBCCCGEEGIACRaFEEIIIYQQQgwgwaIQQgghhBBCiAEkWBRCCABrJroHQgghhBCTijvRHRBCiAlj4mC7IHUM3FngVIFyJrpXQgghhBCTggSLQoiZwVogBcrr25Z4GVQueCtBhZDJFkIIIYQQfZS11k50J4QQYkxYC/iXAsHL23ywAWBAacCV0UQhhBBCiEFIsCiEmF5sElCQPHBpamkJ2FT/gFEIIYQQQgxJpqEKIaYPm4T4yxB/Nj2CWPT/pbdLoCiEEGImsAnAA6UmuidimpBgUQgxtVkLNp7+YOz5QXodIoCKAvJhKYS4ijXpmQYY4PLEKgXKJT0lXa4Zk5K1QBKCJtAFlx4AjsESApsCnEtLFKYg60PqELiLQeVMdG/ENCHBohDi/7Z37zGy3nUdx9+/53lmZu9nz7WX0wNtoZTSQgs0INQLJRAREKNEQWMUEsXE+IchBjWaYMLfYrz9oaiBEhQCSABBUUHEUi5FaGlpoa2995zTnp7Ts5eZncvzPD//+P6emdkzu3v2MrMzs/t5JZttd2dnntndM/t8n+9tPLVPHs7AypegdR+QQTQP8XEbXOOXgVn1JIrsV92BYfoUpE9AfhryRfA1oAzRNLg5iI9B+UYLRFxlyAc+YnzT3ncPCNstecN+VtWPQ/oj+1h8HCq3QOVmIArB/hb5OhCH55ZCdhZa3wd3ECovt9+BUfw9WNU91nXxowhwq5+C8k0w9dbRPH4ZO+pZFJHx4+uQV6H6CUgfCB8sw+QbYOJ1YYBNFE76xvQKsYjsjK/DylcsAMhOb/7rDrwfohmVrxd8bsF1+iiUr9u9AMQ3IF+A+legcSeQ9d4mOgiTb4LyK+z/1/uZ+RwIw81cYhcZG/8Djf8Fmmt8QQwTt8LE6+1viCdknd3mA2Zft/f5ogWk0cFQ8dKy43ExEIWy0a779SntrLcrW6CcnYX8achrQKNrL3Bm36N8AfwSZM/Z5wGmf9mCRi7yd9B77IJK+wNdb5G96e/ovqZgUUTGR7H+ovbP0PgW7T+o5Ztg6h1ADNEQrnyLyHDl9a4T2giyp6H22a6LSVvgDkDlNTBxC1CCaKKfRzoafNYZ/OXiMCW6ZZ9zMeBDQJNAdgqWPwb5MzD1C1B5Vec+iFhVzktOb/m/s9u4pBPMdQdEPuu6j67br3weGnds7vm4OQvsSlcDIQgDIIX8OStfzZ+F/BykJ8Evbu5+iS3jXBxv6XrLZsaXdh13Ucbs7XYutuCu/h/QvIvVgVgSLkTMgq/asXU/dzdpZbbRvAWY6VO0g7/tKN0ApesgeV74ma8AzXDsWQjIl+z71D6O8Dygqzx7CqJZiA7b4Lj2c5b9QMGiiIwPn9nJQ+3TnY9NvBkmf0rlNiL7QTuocZ2gJnsW6l+G1o+wssI6OzrBbnNQeimUroXoEMSHLDu0XtljEWwRgqgiizUqvZBFAJCdhtb9of+vCFxCdio/B/l5u52bCFUc5y+4IwfRUQtooll73vm5kD2bDtmz8P3Jz9nno2lIrrLAJX/OAtDieHwNsmeA1IIRV4Hm91k74zcqHMSX2O+Fm7Hn51sWAGantpbJHjfT74LyS9XesY8oWBSR8ZLX4Pwf0b4KeuD9EB8c6iGJyIB4b9kPl0B+Fpp3Q/pIJ9PRvN/K83ZLdMSyjpWbLUggA5wFVc27YOU/LfCKjkB8WQgyj1p2Kjpox+0qdDJf2WDLXYvg2pVs8EntU2sEfyJbEB0Jpb83hgxlKKEdhQsiMhAKFkVkvORVOP/HtIPF0nUw825sgp2udIrsKt/CAqbyzvuafCtkm5wFN0WfXOseyxr66s6Pt6/KIYvmt1DW2MVNwoHftxLKfvaEFf152Wlo3gPpgzbYZ62eP5Ftc1aOm1wJyYusBNjNdA1D2kRW3Wf6uz0GFCyKyGjxzc7Vygt7hXwTlm+D1r2rPx4dhamfhdKLQ59NH05cRWRjvmnlgq37IDpmPX5ucvO9TD7vZA3Tp6B1t5UjZs9CfobVvV57VHwpzL23f1NGfWaln8sfhuyp/tynyKaVIT4cMuuHraw4Pmr/H81jF3nDv2ufQeMbULrGsvCgoVIjSsGiiIwGnwMtWPlXSB+D+IQFgO2BCE07AWrdt8GdRLZfavL11h8zjDHvIntdkbmqfRYaX+983M3CxE9C+WU2pCOvh6zBGkNifBPqX7WMV/p/YY3FPjX/ASup3SnfhHwZlv5CpaYyghy46XAxKbYeWYpBOnNQea0NTyr6YInC68eI9PzuYwoWRWQ05HVY+dzq6XeTb7GTT1eBxveg+pHN39/ET1vQqME3stt82OvXz/Kq9uj/YqQ9dIa8xIM7mWr3vIUTPL9ivW+Nr0P68CbuwFlvU+VWSI7bsWenwm7UHwzmmMdB/HyY+HGrhnCVi1/Y8j4M7nGhaiK8+RULDLNTFng3vkl/hvuIDImbg+TyEFjO2IWn+DAkV9vQJWUfd53m3orIiCjGrndZ+YINhSjfCKUXAGU2PSGv/u+2UiM+pp4I2R3FOoL8vA1hKb8M8Db9MT6KXSG/4M+urwOR9eblC53R+fEl4WsXIH3c9sL5arjintIOFqJJG6ISHQ7DUyZtaudWs+rFWhof+tpcydZPNL8XHv8U+GVWrzjY1B3b4JfmXXZsvsG+KC/dyOzvQHKCi+6/K/gcaELtk5A+GX5nWvpeyt7kF6G1Vg9wBaZ+Lkwnng9TdvfgWpsRpMyiiIyGvA7V29YoM41h7n0WNKYPwvLfsekT1mgeZn/b9qZFyjBKHxXDWFw5jMs/azv9Wg9aWeWFv6NuDqbfGS56ROFrE6h9Hhq303PSX36V9e2lj2z92Eovhqm3W9BJbEGFX+4aINO1T42wby171oLD/GxYoXA27GSTvjvwh/az8SH7vFFgX2SUF/8Ssid27RBFRlvZ1ndMvskultEK/1bCjs72rs8LKi5U1rotChZFZPetymJ47OS5DgsfYM2JfclVMPtbgLMyq9pntvBgMcz9HiSX9ePIZRR4v/4fe98MGbqJjYet+PSCwKkY/x51HqP4HS1KPX0tlPydsb7a9JEwRGQLUyZL19lApuwUZCcHO+EzOhb6glSWOFLclPVkT/+iXdBac2ejB5pWWrryL5Z5FpE1FEN1wgUY8vCaXQltKHl4i8PfhMkwdOeofZ2rhIt3FQ3GW4fKUEVk9+QNezFOH4b67aGMilDydpJ1T7rzBdolfJUfg9ZDNk5/UzJofhvit2x+SqOMJt+wiwqN72LTcqehdAM2CMHZ+/pXYeWLdvvSDTD18yEILFn2Oj9rKwXys5AvhdLKxE4gpt4CTGClk/dbhjA7FUpAl9h6CeYaWvcD9+/8fjYjf2Z3Hke2xs3CzK+ufzHDe8vqLv8DpA/t/vGJjJVmeJ0+tb0vdwfC+o8TkLwAkiuwnnMNyCvozElkGHxuQVMzBDzRQWvkdqXwAhWzun8opp35GGcuhpV/g8a37UQ/OmTPPbkK3C2w/Lddtw1N7dFBqPxE18crthR708EiVl5XlP3J+CmyLPVvwsoFWWU3A6WXhH87JRuEVGjdCwsXrFnZSOsH9juZPUlfAkORtZRvsuzihb9jxURoX4elvwkX0ERkoPyCre1p3W3/X7oBZt411EMaNSpDFRmWogTOpyFzFpbKu8Q+TqXTvF1MV4SdDWspgtRh8nWspK8YmZ10ppulT9jn4iPhtmHfoit1nrdvQO1zq0f2X1Rku8ySK/rzHGR3+BTIrPSz9rn9PT1T9pboKJRfaa910QHA267J7BQ070alwyJDUHkdTL0ZGz6lvsaCgkWR3eLDIIl8OdTGl7AMYpigiLeypGI8vqv098XKN6D1cBiw4cZn/LTPrQ/NOQseVr4Y1mts8aWr/CqYfrtWaYyqVT2CJSsTbd5lS9+1XFxERAapCBTHvYJrAFSTJaOpPVSCkIlaY+R8IQ/jw4vlzxcGWBsNw9hNLrbAZ+mvID+3zo0iG3gQn7BSpfL12HNfIxvY3n/mgBIWdNbsPtxk1/AOF6YuhmxcNB+uaB+H+DK7ja9aQFa6xm6/mWlhxYAQF4fHKY4hlHtupuTT56v7FnH28/Y16yfLz9mUxvxMWC1w9uL3uZ7mnTD1NgWLoyavA5lNwU0ftdUA2ZNsaWiMiIjItpRg4g0weasCxXUosyijyXeNdN/MyX2+YuU7bhKiKRtTv9UA0Tc7jz2oNQs+tQBo+aPWR3exnYHRJTZ0w810ehn9Ygignu0EUtlZoNX5OjdjwWDR/5IvhQEdF+GmoXyzfQ+LSWLRvJVJRfNhTUBY0N28B2qfBhKo3GzTJ30V8prdvvQiSJ5PO/gsAkl8V+YoDBHJz1qpoa9t57u6OZVbw1XDMcmo7ge+acNjap/UtEcREdkFzs5zJt8YSsAT7Wy8CAWL0j/edwIul3RlBnMsUMhW9571fH3YJ0WE9e9tIdgrBmC09+y4kI2LQgljxabL5Qs2WMXNdIIeMsiegcadNqmw2N0zqCtMxRADEjvO/DwsfwSyxwbzeP3kpiC+3ALV/Pwmbj8NlVtCILlkgWR2OpQVpoM8UPsj4A5AfBAm3mi9Qcoqjh7fsteFxT/f3k5BERGRjcTHofJam3gaHwPvtHt5CxQsyvYU5YNF4Jc9DenjnSmCbgaiIxaM5ecgX7TbR/NW+hgdstsRAsT8vGXJfDX06s1ANBfeT4XJcaFnjaK8Muq8FWPzcXafPgVaYcXCvbYTbVVZW8kmbeaLa2ezkmtg+ldChi2y5xYfDcFGRF+Xuha9Ws0fQu0Tg927th9Ex2wnYzTbNU1W+5NGjved15DGd+x3X0REpG9cZ16BhtZsm4LF/agITtbqhfNZyMSFVQ0Q3kdA08o982dCb9FJCw530kc20iILbLPTtAPN+FJIXhRKMw9awBlfZp/3nnaPYDFAxtcto0kUspixZdnaAS2dj5PC4gfD48nWlG1PUvnlUHkl6/Z5ynC1LzIllkVs3GGlyJr8KCIifZNA+RVWJRZNhfMu2S4Fi/uJb0B6ygK87IwtN4+PAT4MEzlr/WPpI3Y7MiyoydDJ3EYiK82M5kMZbhFUn2NVH2Gbs0xpNB/2DIZdg43brbxTNlC2gD0+GoL1YzYMKD4ayhnLO1stIv3lW2HgUdl+t1sP2pLx1kPgl4d9dCIiste4aZj7XXCz6kPsEwWL+4lvQvXT0PxW+IALUzMHOFREZLvctC3HjS/v9Bm4yRCQX7B7UYbHe2zdS0r755IvQPa4rWrJHrcJpwPtURUREXEWKMbHNzeRXTZF38m9rhgaUyxjL7+0K1j0ChRlcOJLw97IQhR6ByudQTPF7kmfhbLR2F7go0tg4paw9qS0uqR01X1K33XvO4ROmbSvhbeU9m5QvwjZc9ZznD9nvcv5s2jthYiI7Lr4CogvUaDYZ/puDpsPEzz7lSovJpI6rOy0eS9kJ8NJXlgvIbIbDvyBvW9fsAiZJ8ACR7r6PAtFv2cIGtWLvjuKoD07bf3I2ZkwmOq8ZQl9ldU/JxERkRETHeqMjpC+UbA4bD6D1j0QHe7aSeewK/tNyKth5cCi7a1zZaBMO1tIyBiS2Ild+rD1A6WP2CAakWFZ+FOYepv1FkazYX1Jc/VkUr2gD0d7kFXJXjda90P9dsifHvaRiYiIbE/6aBgsGA1u/dk+pJ7FYfM5NL8D1X/EgkBYf1F7DJVXW9OuXwlvVdsRmJ/D1lCIjJoESG0aWXIllF5iuxfJ9s+LeXdppyvtXomMz61clDz0d0a2oqZ1nw2aSR8J03pFRET2ghLMvTfMOdBcg35QsDgIeYN24OYibLfLBmP8fdPKvupfsxO4PbuKQvaF+DhM/FSYUnoEWwsC7Wy5m+hMyNyrL+Q+w7L/TQvOspNW4umXwhTXy23lSnxJKEPv03Jgn9P+PmdPQ/qEPW5+JuwxXezP44iIiIyq6BDMvAfiQ+HvcahN3cvnHQOkYLHfikEyy7fZFf1oxhbLl14IydX2S7tWf2K71zAsnm98E1a+hFZWyNiZeQ+Urtu/y299wwK05Y9dvBTcTUP5RtsF5WZ2vhsyX4GVL9gaFhERkf2qOPeOL7cLs/GlnQu02sO8JQoWB6HIKqx8GZp3d/UBlaF8U1gSOrNxCZ5vApGdePpmeN+w3WT5EviF0M/YsMfyLTqZjJOacirDM/c+y5rtt2CxyOpVPw7N723ta+PLrGzGlXZ2DHkdqh+1fYZtDqJJC0zdNETTYaJsHK6whqus9a+x9l5QERGREZRcC5NvDOfT4e+ZK9mcBKJwbkz4W1faf+clfaJgcZB8E1tPkUL2lJXfuanwNrmzX9r2brPcHqM9qdDbPxpft91m6YOQPmblaMpSym5IroLyq6F8fSj56FOJZT+010H0uQzFN2xq6NLfb39IzNx7IXneDo8jDL3qkXW9Vriu5x/Z/5PD0ocgfWBnjy8iIjJwDqbfCeWX75/ZB0OkYHGv8yHr6Eo2RKf53WEfkewnM78JpWvsv4f9gp43ID9tvXzlm7Z/TMUkUbBBNflZqP83NL7NlvcLuhlITkD8PNsrGc1t/Xj6ociKrnwF6l9FF5ZERGRklV4CM78+Whej9zCtztjrXGJvvgmTb1WwKLtr+UMQHYHS9RagRfMhw17BslwhO+6SnZdgZufoZM2KiaMJkFtZdu0zoTzUh1U1V27t/n3DAs3m9236cHbWAkW/vPHXuWlrto8OWbN9fDz0UBzGymSGPOynmNRKBFM/Y8ey8vnhHIuIiMhGkmth5teAHZ4zyKYpsziOvKczCn+92zQ7J+HZSWjcAY3vsv5aDpHdVrHe3fgoRMcsiEqOWwM6GfhictlFyrV9GgKusBaCKASKcee9r9mambxm9126ZutXJNtl5Rmkj4eVEy3L3PuW/bebhXge3FzoS56iXYoOu7M2w+dYEJ5iwXNEu5eDlpWo57VO/3N+3kpns/CmfmcRERlFldfC9C8N+yj2HQWLo87nkD9rUw59tWvATd36m5KrurI0zrIr2VO2Py19xAJF7V+UseJsallypZVnJicsoCyycG1RZ3fgXp1s1l3yWvwb7+YS7PtShXwxZDzD3tX8vH3Mr4RguU6nt1lERGTMRIehfLPNRIgvx+Z0KMM4aAoWR1nRR5QvQ/akZTOy09B6gFVTC90By77k54d1pCKD52atp89Ndt6iKSvzjI+GUs8D9v8Qsn3R5rKTO+XzTubRxVhQVzxm8d7TM2gG1ykVb99XCuQ2oKr1AGRFFtN3qgqK+8oXlAkUEZH9x03CzG9AcgUX3WcuO6JgcZz4FMig+QOo3jbsoxEZXW4KoqOQXAbxFZaFj49hJanp9nokVw22KQF5J5uXPmkXcvJnrJeRlE5wF95cYlUAbjL0bU6EgHfejjU+AtFByM5A9Z/AL/YR3w6lAAAEUUlEQVTzOyIiIrL3JC+EiTfYTkXfGu4MgD1KweK48S1IH4Wlvx72kYiMHzdjpSvJcajcYn2FVFZnHr0PQWEe1tBUIT1p/+6yk5CfCcN0NDFURERkNJQgudompZautQuwvtWfAXr7nILFceJTG+Cx+GfoRFWkD0rXw/Q7aAeM+TK0fmiln+lJyxZqKJSIiMiYSTqrqUrXWIWRm8YGvfndGTi3RyhYHCc+g/qXQ3ZjOQy7qVrmQ0NsRLbHTdqVyPRhyJ8b9tGIiIjIQJRtbVV0JLy/FMovCy0iKl1dz94PFn1GZ3z8hZ9rhs8Hq0bMh4EVo5S+bo/Ez2gPyCiGadS/AY3bbeCFso4iIiIiIhuLDsHMu+29qwARq861XWl04oAhGf9g0Tctu5Y9Zr1I0SEgAyIbNNG623aela+3gRI+7CfMnobGndZ/5FdsrLxfsRUVNLHx/SesYbZ0fZi25EOMtgvTFbfKt7DsYggefbPznHzVMpGEKYvtiYrdkxkzWzDeuGNoT0FEREREZHgSK1eNpmzOQenFUHlNCBhjoBl2FS+FieT1MKTukN2+CDRdzF6Z0jrewaJvQOshWP4wnVUSzvaw+LqVaXaLjtlgi9ZD9kPeEhemK15pS8OLMf3RrE1edBNYIFYswi6P1y+I95A9AYsfHPaRiIiIiIiMiMgCQb/Mxm1fzqaaR0fChPNjULrS+ibHKSa4wHgHi/kKVD9iAylGgZuyQDU+ar8oyeUWYLrJUA9dBhI6Gb7ufWuERtu4E+jmy/a54mtdCSiH2yV2H+QhVZ6Hj5d6s56ryle7H6fIOi5Yr1b9vyA7NeBvkoiIiIjIPuCmYf5PxrqUVWOA+snXIKtZhm5drrNfrXgjCunsxbBge7PxeykEkdOW/o4Oh1T4Jda46xu2Ay57BvLzFhDmCyFtXt3C44iIiIiIyH6jYHHX+ZDRW+nDfbWsV9FXbRm4iIiIiIhIn4xvAa2IiIiIiIgMjIJFERERERER6aFgUURERERERHooWBQREREREZEeChZFRERERESkh4JFERERERER6aFgUURERERERHqM/57F+AR4LZcXEREREZEREk0O+wh2zHk/xpGWb4FPh30UIiIiIiIivVwErjLso9i28Q4WRUREREREZCDUsygiIiIiIiI9FCyKiIiIiIhIDwWLIiIiIiIi0kPBooiIiIiIiPRQsCgiIiIiIiI9FCyKiIiIiIhIDwWLIiIiIiIi0kPBooiIiIiIiPRQsCgiIiIiIiI9FCyKiIiIiIhIDwWLIiIiIiIi0kPBooiIiIiIiPRQsCgiIiIiIiI9FCyKiIiIiIhIDwWLIiIiIiIi0kPBooiIiIiIiPRQsCgiIiIiIiI9FCyKiIiIiIhIDwWLIiIiIiIi0kPBooiIiIiIiPRQsCgiIiIiIiI9FCyKiIiIiIhIDwWLIiIiIiIi0kPBooiIiIiIiPRQsCgiIiIiIiI9/h/IFrPKrWDgwQAAAABJRU5ErkJggg==\n", 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0nFMuN8JHPvJhvvjF/0lbW9uU29g5ixbLIkX7JejrIfjGV4xwm4muTtQ9/2L+X0ioqUXUN0BtPdTWI5paEKvWIlrbEJEqgl+Ugr4edE8Xei5tqdEYYv1G5A1vg3QNRKPm4sFJmNPQGikkfcUce4b66CmMMuQVGDlFe6nl9CMRfOKCK6b8XTHwjYgMexyd+T1ias7R2oySOV7A6cA342bCBRDtuohwHpdu3wdD/ZAdRncfM46BTC2iuRWxdJlxEux+CTo7TC9vpgaRqTGvq0yNCYFa0oaob6wcS1TRc3o2mE5ADJeKaHSl79ULAmOBXkBCeLHghyFYUghyJY8nug/PmNxcCHz2Dg+wd3iAB48eYF1NPZc3tdEUTyKFtG4Cy6Ij+swjxJ58cNLtouRVbj9VwfjSSy/y13/9OQ4dOnhK+zkeW1m0WBYQ2itCfx9q57Po/XvA88YqgVrDQF/1O5MO8l2/jdh0IUiBPtqBfvkFk4ja2222SaUhU2t+rtJWOAHHNVWOSMQkrkbM2AvhRmDpMsTmreYCNp4wFRA0+L6pds6A0rqSOhp1HPYO9/PjQ6/O/vwsc0osrBQm3Ag3LF3N0mT6nJ/NqL2iqf4pZYKn+nuh5xg0tiBWrx+rFLoRdPte9Ms7K2NgxJI2xPkXGcFX8sxCkAAcF/3sk+jRESgWjdOgWIRi3gRbuS6iMm4mYsbNRKKINech1m0AmLdC0bLw8JVixPe49+Ae+oqzC0ZriCW4ormN82oaca3ot8xzqq4sFguk//cXJ1QUj0dHooz83p+ckiX1r/7qs7z97Tfz3//7X/CVr9x12iqLVixaLHOE9oqIaMzMEiy/zE6TBUyXvIqldLyw8j/3p2MXm9XQtgLnxncgVq8z+w0ChOPg3/l5GBo4pXOkoQn3Y5+ZeN7j7bLSQUSjzIZAq4pILNvM+ot5fnzo1bM2isIyM03xJO9dtYmY4+DKc7yEiHlf0Pv2oO7+JpMCp5pbjaDT2rgH+nun3kkihVix2rgD1m6AphZzH4H5rvTYjNPKgTG/F8KITClNX/M5LNwtc0egTOIxwLH8CO0jgwwWC4z4JUZKJuRKTeMH2VDTwI3L1hJzXErh51n5/T7QCqWtZd0yP6hWLEZ2PUv8wXtPuF3+Te/G33LpKZ/Xu9/99tMqFu1SosUyA1op8IomXTMIQrHnIqrphylfGDsO9PWiHn7AjH1oaES3LEU0NkGmrjLq4fhqmtbhBZ/SRgAGAcRiCOmYKkF5u2IB3XkEde+/VCcUI1HEhZcgr77BjMVQCu375ljZYYJnnzp1oQjQ34v/2U8jb7wZ+fprTd9RPDHjXcoVQ4WuJGoWAp9hr8iAl6e3kGfIKzJUKjDkFU8pbMYy9zTFErxv7RYi53g1cTwiGoN1G3H+8NOoR39hKofl121PV3U7yefQr+4Cv4TO5xDLVyPWbkC4EWNddWV171EWyxzhSEl5aWhlupa2ZIZAG3k4Pi151DdzXKOOQ0SYGa9lC2pJBewZ6uOJrg5GfFORSUeiLEmkWJ6sYWW6lvpo3ATlCIm0lUjLPEXkqmvfkWcwGX02WLFosUxDucpGWeCMC1DQSp2wOijC8Q3CjZjAmZtvNUETfgl97CjqmSfQnR0wPIRYuwH5lncaIVq2gwU+6t9/YEZexGKmF2nThbD1MpBjSagiFodlK3H+8E+NrS0/CvlRGM2ZLzC2hljMiNXlq4wADfsBdV8Peu9u1K7n4XD76XsC0zWI1qVQ8kxF0XUnPIdgLgYCpcmWigx4BfqLeQa9IsOlou1FXATURuNmkUBaoTgeEY1Bc6t5T3jbLajtj6J3PGnmnla7j63bkG+/xVQHw/cMHQSmglgsoh3H2MB9f9YVfIvldONKicvEz0wzLmfyZWgQjuB56Gg7HaPDJFyX+ljcjNUJR+wEWtOdzzHql1iWzNjFKMu8RqcyVW2nktVtd6axYtFiOQ6tVGWshO7rRRdGwSsi6hoQTS3A5CCKahCpsUHoorEZvWGzqRa6kQnir7KNG0G+7b3mh8E+M3w+FoNSCYKygU1ANDIWUlPfWAmsmPExlrzKh6tobEY0NiOveAMAwb3fRz//9Kwfn9mZRN70DsQlV5gqbOAb26079VuNQOCEQqIQ+GRLHoNenrzvE4QjE3zrlF+wlCsJlqkpuwnk1TfANW+GYgHddRR9YC/6yYfN+8PEeyDWbUCsXIO48tpJIlCESUHBg/ejX3oeciOIK67Becu7KttUs9BlsZwttNZhVVJy0/K1laTkMRe1wBECiZ29alk4lNZvIfboT0/Ys+ivr94aeiaxYtGyaJlgIR1/xeo4UMgjkqlp7qjNVyRqhJiThrYVoFVYIZte/MwGEzhxgm1iMfM/reN857HJfV/a92d3To6D7uki+O7XEI3N0NyKaFuBvPBSnHf9NoHW6BeeqW5fdQ2IDecjVq9HrFhtKpbR8LxPkLRaDjBoTqRoiifZXGssqFIIIifob7v34B72ZU+DXdYyZ/QXCwhMBflE/57nMmVbuRYJ5NoN6HiCYPtjk8SieP0bkde9BRy3IgynQt74Drj2JrPolUyb961w9IwVipb5zHgB6AhZSUrWWuOH/YoIQSEIGPDypN0oNdEYXhAghbChOJb5SSyOt+0NU6ahlvG2vWHezlu0ATeWRYUOApPaqRT6lZ3ol543Vk8xbn5gfhSWr8b54Ecn9P7NZ7RW5sLR84zYlQ44shKrXxFnM+3D80xvlOOaC8fhIYJ//nuo0ks/HfKdv4W85IrwPKeeh1YtSuvKEPZcGISQLXnkg5K5EBASR0hcKXm4s50B7wQjRCxnnLQbpSWRpCWeojWRJhWJsCSRDsee2ErAidCeZ0oohTx6zy6TTqwURKLId/5WVa91y/wl0BoVjpmwwubElAPN2rODtOeG6C2M0lcYpRj2+X5046Wkx32Oe0GARk9pb7VYTjfzcc5iNdg0VMs5ifaKgEA//zRq57Nw5DCV+L+WVsSKNYiVayCVRtTUQm0DuA5COmZ+oeNUFQhhgmDCERXSzC9EOqdcadRecayaqQJQGhGNoj3PfA9j8nX3Mdi/Bz06CsV82IO4GlFTayqp4xBNLeYcozHTm1gowPAguqsThgfQpZKpvOZGYDSHLuSNeI7GjN017HMUsThojR4ehOFhdHYIhofM/eJxxJr1yCvfCEtXVDez8QT4SqHRZEseL/R3cSA7wKBnk04XAjctW8sF9caqbcXhqVNxRwAgTE/zaXA1WOYWrTWl8P1YCkFvYZQBL0/OL5H3fQqBz6baRtpSmUrKp8W8Z5QRmE/wo6NZfnL4NUZOMLopKh1ijkPccVlf08DlTcaN46mgst/Ku5EQCMxoH1+rqpwsFstUzFYsAlAs4O59GTmaRSUzxnp6hiuKVixazinKlSw9mkM99BMT3JLOIOoajLVySZtZlRdyQn+P9n1Aow8dQO/djUimoanF9PvV1JoXrl8CxMT7lTzwfdTd/wfdvheSaZw7/syIJiFNZVOIE1q9tFLorqMIx0X3dqP3v4o+3A79PeE8wiigkW+8CXHhJROSUrXWpsoYikrQZs7ayztRjzwwNmtRSJw//m+QSE55PpX9BP7YaI8yQlSi9RHS/N73x1IbHdf8TinzPEWjlWHhp5NybHpJKXoLo2FV0STpOeHgZhl+lftZBKYXUqMJtK6EJXgq4Oholo5cls78CCMz9A5YTg5XSFaka1ifaWBdTT0RKe1FmGXRoLSmpILKIkgxCPBUgBcEFJVPIQgo+D75oES25DFcKqK0pjYaoz6aoDmepC4WJ+1G0WHis1ykYrH8vgtjXSCi8l0QdRx8pQi0whGSvuIoB0eGKAaBMQKFW+/s7yI/y9RrAazL1HMsn6ukqE6FRNAUT7I0mWZlqoalyQwxx8ERclEudJVHT5X7P2HS8B6c0MFj+0Gr46TE4jzAikXLOUkllEaIE84x1F4RfeQQ6l+/DaPTpA9KCbX1iPM2G4tlU3PFCgZGlKjnnkLd90NoaES+/VYTTnH0ECDMDLTV66a1uWql0Dufg3gcYnH0qy+jn3pk0nbivM3IWz6AiMcn3Z+SB5FIRaRpFcCxToK7/r+x+685D7F6Paxai2hbYYShkCDDWWvj5qxprY3wCwXv2Cw2OfHTPlChaBQLLmWxfLHnCImvFcfyI+wbHuCF/ipHFlhmxeVNbVzZsswKRsuCo3xhXR7x0FsYpSM3TFchR3c+V6l0uUJSH4vTEEvQGEvQmkjREEuQjkRR2ixYydByutgEiK+CSgCZwFRRJWbxrjM/wnO9x/DD57H8XWnNkmSKFalauvM5joxm6S7kJlQVzyatiRS3rt68qGysWmtGA5/nejsZ8PJkPY8grKiahVZR6fesjcRojCdojqeoi8ZJupGK26fcAmIZ41wRi4vn1WA5pxFSVlXG10qB76MP7kds2mIEketWKmXCdU0oSzyJaFuOaG1DD/QR/M8vIDZtQdTUQzyOjieMXTNTA/k86sffNz9Ho4hEEnHpFSc8X3HxtrHzSiQJDu2HwX5TsYsnIJ5Avu0WYwklFIN+gD56GA4dQPccQ6zfDOdvNWmqjoNubjUDunu7zX0OvIY+8Jo5SCSKWLfB7DusXopYDJ1IQjIFuRy6rxv6e9FDA2YouOcZUVq2uEoHolFTrTzvfOTlV0FN7YLpo5JCVC4CXCSr03WsTtfRnc/Rma9+bIFlZloTKa5uWUFddH4261ssx+OrIExglvQWRjmQHeRoPkt3PjehsuUKwYpULVfXNrImU0d83OD44wfFO+KEGWYLgkArtAaFNmmlQlYW2noKo6a6qsaqrCUVzJiC3Fsc5aWBnjN2/ici7rgsSaRZGboiFpuo10DnaJZDuSG68rlZ3VdgRiDdvOI86qa4xioEPr5SlYpseU6ygIr7x1YpFz62smg5J9Fl+yQirLKFlbTj3ti0CtC7X0K/sAOalyCWr0S0tkGmdsyGWf7S43oGo7FZpQ7qYtHc33WNtVQpjL3UGUtKDAIzs/DQAejsMPfxCogLL0UsX2UsreXHNdCPHuiD3i70QD8MDZiew9GcCfg5rr9xDGHEYCw+oWdRBz5kh8M+xQSioQkamxCbtyJWrZsxmXG+M94u9cpgL48cO0hg3xZPiUwkyi2rNlEfiy9am51lcREoxd0HXqYrn+P4gS8Jx2VNpp7NtY0sS9UQaDVJGC5GysLvub5jlepgT2GUrvzIgh2J4whBSzzFktB6uiSRJu64+Iv83zTQikCZRNk9Q30U/BJN8RQNsTjpSBQphAmCD/9ldfgfjWn1kaF1uIwOXTqEI0yGvAIlpXCEICIl9bGEsWwjcBZxNfJcqSxasWhZMGitoRgGwZgGtbC3LkwGRYzZKKU0t8vJAnDmY6ix3kOtzP19P7SgRirDr882lX5DrUGKac+rIh6VGnuuXAf8sOdRmA6/ynPpOGE/ZCh+ddgTWd7GdcM+R2W2jUQW1aphKQjo9/L8sP0VCpNm3FlOxNJEmo21jUTCsIm1mfqK1climY+URy4cyA7wk469ExaKliTSvKltNY2xJErrCRfLi51AKYZKRb677yU8tfDfCyNS8jtrL6ApnkSH9uBz1VIZKGUEoH1fPmVORiz6Ok+f9yKeHiYqamiMXogrEnN0hlNjbaiWRYsQAi0FIFE//RH68EGTFOgVx6ySmRpEQzM0NkEsYURkeSaZ45o01HUbjWXUkZNEVjkR1VTKwguD6NxfIGitzWM4Qb9lBa9oxFpfNzqfRztOJZBGlO2xjgulknmc8ePeiCKS4w1SOqxmnjBtcZ4I5rkg4jg0xpJ8YN1Wvn9gF1kbgjMrNJqWRIplyQzAolpIsCweykm9Q16Bp7qP8Npw/wRB5ArJG5as5IL65kUX9qG0rvSgGcIoGQEirCRpjGW/IZbgpmVrue/wa2fvhE8TjpBEpGTIKyAQpCKRypgNKUTlb+Jc6K+eqtJn+mtVOLrK9ibOFYcLD9JReAjF2LXF/vy9LI/fwIr4m055/1/72ld58MFfAHDVVdfwsY994pT3CVYsWhYYIhozVb94Avq6J2+QHUZnh+Hgvgk3TyifxxOIbVch3/AmkyKq1GkbVF1JZ82NGEEXixsBOPtiVv4AACAASURBVE0QTHkUh+48jH7x14iGJvSK1aaXcHQURnMm0bWmrmL11F4R9ePvo/fsmjS0u0IsjnzrexBbLjLVxPHHLBZMUE84NkMPDyEaGiGVoTwBWfu+qUiWq7OD/ejuY4hVa01fZiRqLLrPP2Nss/GECeuJxhCplBlNooIF08s4HldKUm6ED67byr+2v0J3YXY9HucSF9a3EHMcBAIhIOPGCLRiNCgRlQ4RsfgvvCwLj3JF5XBumF2DE3vnVqRqeOvy9cSks6iEQyHwOZgdpN8rMOwV8cJU1/GhNAIzaqIYBBRVQDHwF82CWSHw+edXn6/8XO7Fa4olSEWi9BRGWZmq4XXNy9DASMkj53tkS0WKQUDMcYk7DlHpEnUcolLiSoeYdKoSVkprDo4MknSjJByXmDP296XRCEQYqHTmbJvj5yIPeQWGvCJDpSK1kRir0rUIYc7JCsfTw+HCgxwq/GzS7QqvcvupCMann97O9u1P8c1vfg8h4BOfuIOHH36I66674aT3WcaKRcuCQWsFpRLqx3ejdz1/4juMZ8kyxMYtyK2XoWvqEF4RpERnh9GHD6AdF7lxy5gNtZwMKuSkSpsORVRZYGqtITsEhTzUNxox67ro556CFatNCul0hGmkOgjQL+9EH5fOKj9wmxnnMf74r72Cfnnn5H2tXINYssx8bb4wDOwZqx5qrwiDA6jHHzL3r8ytEjh/+lkTkiMEuuShn3nCjPPo6YLhwbFjRKLIa2+C111tPmi2XILe8Thq57OIdAbq6tHRGCJTi1ixGlqWnPCfZj7ihMmFv7X2fB462s7Lg/MnjGE+sSyVYXNtE0ClGmGxzFdKKkBgLKfP9B7l2Liwj6QT4Ya21azJ1J3RamJ5JmOloofACccDnU4GiwXu79h7Wve5kNHAoFdg0CtUbjs6mmWoVORAdpBCleM63ty2hgvHzZY1IUATe/8EEGjNvx3cM+O+muNJNtY2srmuibjjzvlihQgrqoFWpNwoSTfCEtIAFFVgwmnm9AzOHXydp6Pw0IzbdBQeYmnsalxxcsFwTU1N/NEffZJIOO969eo1dHUdO6l9HY/tWbQsCLTW4HkE3/gyHDtS3Z2SKeT1v4G44BK0dEx7Xn8fet8e9KH9xsYaijOxah3O7/4hejRnhtb3HEP3diNqahGXXGF69crn8vTjUFtnBJl0IPBRTz2K/mW4YlTXgLjiDcgLLzNDtGOTq2vlaqbu7zXVuHSG4FtfRe9/deKGy1YiL7wUsekCSKYRkQi65BF87e+hu9Nsk0gh3/M7iJVrjeCLTM7f0yUPffgg6ttfnTxTEaC+EecDH4WaOtS/fRf98gszP7cNTTi/ezsiU4P2PNP/KMO+USHMiA7HMcmz0ShyAVtXA6XY2d/NL4+1n+1TmRe0JTO8ZdlaPBVweGSYklZsqm0k5UbPqZ4uy8KiFATszQ7w6LGD5I4b8L6lronrl66pjA84U5iRBiUePXaI3sIoCSdCKhIh7UapicSoi8VoS2YmiAalNTm/RNyZXeWzEPh8/dXnZz2z0FId5fEorpS4YvL3fFCipzBa9f6ualnOpY1L5+w9NVCKAE0pCDicGybmOCScCPFxVU8pRMWaWha9AlGZb7yY7NknS7U9i13Fp9mb/8EJt1uf+E1aY6875fM6dOgQt932Yb761a+zcuXKSb+3PYuWRUe5ny/4zj9VJxQdB3HFG5HX3mgEjNKIgT6Ce7437f31wX34/88fT74d4MGfmqpdXb0RUX74YftQPc4f/LGxfF59A8GLz5mRFYP96AfuJXjk5zgf/7+nPJ6Q0qSZ1tRBbxfBEw+b9NLjOXIIdeQQ/Owe5O//EWLZSnBcnA/ehj64D0olxMYtJmjGnSGkPVCof/nfUwtFgIE+gn/4ItTUQn/v9Psp098LQphqpXTMMzU0iHrlRVNRHRowcypXrEasXo9es97sW+tpZ0/OR3ylKAQ+LwycntW5xcCm2kbqY6YHtjVhVqGDMC7dYplvlNOOXSnZO9w/SSgCXLNk5VlZ6PC14scHX512bE9TLMF/Wn/hpNsF8GxvJ5c3tSGFMBXTMM2ypBVKKwKtUVqTdCJmZJB0+E/rLuRfDuxiZJFYS+cTCl0ZH3KqxKQJB5tLLabQbO8+wjO9R6fdRgpBXLrEXZe445JwzPe445JwXdJhNTIR/j4qHaIydEtpvahTUGeLp4er3C57ysfav38fn/rUx7njjk9MKRRPhgUvFscXRu0qxyIlrFI573k/un2fmR14uN3MJJwCcfnVyOveYqpwXhGKBYKf/BCmEmNVoeHQfvSh424eGiD4ztdwfvcPzezD4aGJvy/kUf/+A+S73zdl716l4rhkGbKxGa5/C/T1Evz0R3Co3Rw3GgsF1zozsgNMkE8sDm0rEYmkmQvpl8zsxOlwXTMSY6aLBL9UnVAMCX7wTfNv09djLLjHMzSAHhpAv/Rr83OmBnH+xchtr580m3F878R8IVAKAfyys536aILV6Tr6inkOjQydk7KovEr+UGc7D3W2k3BcliTTXN7URmsihWMNS5Z5iK8Ve4cHeLb3KL3FKd6ngM7REdbXNJyxcyrPZXzk2MFpheLqdC03r9iADF9XXuAjhOC1oX5+3X+Mty5fjxSCQa/AUz1HOJozFsqpaImnOK+mno21TdzUtpYfHdw9Nw/MclqQwlTvZvL9+eH4q0BronLMNj3e1uxKOcHOXP6dFAJXSK5sWc6eoT6Gp/m7UWHlezSYvMAyE+lIlJtXnEdTLGndJiFRUVPldplTOs4LLzzPZz7zaT75yT/hxhvfckr7Gs+CtqEWAp8juSxd+REa4wk2hr0zC7EhV2uzKhWRDlrrcO6bmPAmYAn7Fj3P9BseeA31wI8Rza2mJ3HFakTLUjNgXgrTe6iUEUhCTCnY/K/8v9DTdWon1dBkhOs0swudO/4c0dhc1a7KfZm4kTAdNUw0jUYR0jF20r27Uff/CHLhCpSQiE1bkG+8CRoap3ycOgyzwSuCUqhnnkD/evtJP+RTwnFxPvWX5v+zQ6aiOpJFbN02ZULt2STQilIoGh0hK5acFwe62TXQw8C4fpfFzqbaRt6yfB2vDPayvecIQ97YBUZTPMnblq+nMZaw71cLlMp7jxALqvp/IlT42eqEQS5Z3+OJrsPsHhpbPGyJJ/mN5eupicZwhZiz2aClwAyrf7avk+d6OynOUIX6zdWbWZrM4EpZcTjcfWAXg16RuONw26bLKlOk7trz61lf0FvmNwK4uKGVq5esrFhcy5RUwCOdB9k7PMCqdC3raxtojacYLhXpzufoLY5SDALqonGWJFI0xZOk3CiHckPsHR4g5jiknAjpSJQdvZ30Fqu3x86GjbWNnF/XzPJUBqX1opxjOZMNdby68nWeHcOfn5CCejySKJfX/sVJ9yx2dR3jQx96P5///N+wbdvMVtZzas5iKTDWCyGMX9x8IMzvyN/yyo4QYxefAsGR0WFe7O9hf3YAVwpqo3Hqo3GubFlOOhLFCQefliswZszg4nrRzRZd8oxPVAUQic44GF4HAcJx0LkRdGeHGWrf1WmSQCMRkw7qulDIowcHjI1yCrvSySDWb0K+9wMgwtEWJxpNMQPq6GHUXXdOf6zXXYN889unvNgr/+2ol3eiHrh3YnDNfCBTg3z7exHrN5vnXuuKSD7bBEpV5q8dv1K6Z6iPnxx+bdFXG1sTKd6/9gI0GqXhQHaQp3o60FqTjkRZm6nn/Lpmu5I8T9HheCF9tMP0E7tmpJD2feO66O9FDw2Y99J1G01AlXTMvNVobFF93vhK0TmaxVOKUmgd9IKA+liCdTX1wNh4jdOF1pqDI0Pcd/i1qqyKAtjW1MYVzcuIOk7lPeihzgO8PNiLKwT1sQR10TgHsoPhArNlsZF2I5xX28j6TANLkmkksL3nCE/1VJndMA+QCNpSGdZn6jmvpoFk6IIqjyzxtcIP7eIlpfBUgK9Uxfoac1wiUlJSat59vpxILAph3ksEgo7i1GmoZVbGf+OU0lD/7u/+lvvuu5dly5ZXbnvPe27llltunbTtOSUWFwLFwEeEq0IjJY/DuSEOjQxzZDRLzveIOS5++OKYCgGsq6nnWD7HqF/CFZJ0JMKNbWuJh83wMemgtKYQ+KY3wXErNpfjbQjzHV3yzAWKX0LETm51Zdp9h1U1hDAXRNXEXT/6C9Qvp39xV4+ApWEi65aLoK7RCKJobFZjO9Te3ajv3DXzkdZuQP7Wh6Z8jDqsslLIQy6Hzg6ZHsvebnOx2N8Hg33Tj+SY9qASsW4DuuPg1JbU2SAdaGhCNLdA8xLEspWmV9N1T/vfRLV4QcDdB14mH5SISIfaSIz6WJyLGlqpjyX46u5np+yFWgyk3QhvW3Eey1M1E+zCx1uHfaWQgjmryliqQ6vAjLORMgybCkAr9DNPoB79BRSnqIYn04gLLzEpzs88btwbAM2tOL/5IePeYH7axU8nOuzzm6vwDi8I+MbeF6ruGZQI/q/NlxEL3RYlpXhtqI+fHdl3gntaFiMCqInGJrg6FiJxxyEICyfVIoB1mXrevGxtRWzOB6oNuCkz1ZxFSfS0zVmsFisW5wklFZD1PJ7s6aArP0K25FUqE6cbwcQ5gq4Q1EXj1McS1MfipNwIMWlWZ6KOQ9qNUBOJoYFRv0S2VCThRqiNxPC1sdy5c2QX0MVimJqJ6Wnr7UasXldZwdadHajv/jNiw/nIm94JsXilt0+XvErCZtlqqVUQWqekSQKtompXtqbq/l5jH+3vRRcLJiAmEgUVGGuk56H37oH8HMzZiycQq9cjNpyPuODiSZVArZTpB8wOmxAcvwSxmLnw6+lCPfsUeuezk3sQhUC++WbEFW8wP1axCmfGhPjmeEKYHkjPC78K6EIB8mbmI6MjZv5j4CPiCUjXQDqDWLLM9FFKaRJd+3vR/T3oXz9j9nuqCIHYeAHybe+BZOqMW1WPjY7w3f0vTbq9JhJjXU09G2sa+VXXITpGT705fb6RdCNcWN9SScBzhMQRgtpojJWpWhwpUeF722KzGM13dBBMsKvrY0fQBw9AMW/mu7oRQKOefcqM9zme/3I7urUVx42R87rRaFKRFlRuCPGTf4f2fTi/9zFobK4sPJWtlPNthf9MUXYHueF4ndkQaM2ewd5Zib2Pn/86XCkJlGK4VORbe1+0VUTLOcv7117AkmR6zvZfUgGFwCcmXfO6Oz4NVggYNxrltd17aFu6elZhRL4u0OftxNNZoiJDY3TrSVtPTxYrFucBvlI819fJr7oOn+1TmRUSQUM8QXM8SW0kxlWtK8xYBL9khq6HlZPpBq2XU0srq9lCGuGhAjN4vn0fetcLRkyMv3CJxREXXmpCYo52UJG+UiIufh3yzW8Hx0U/9Qh6/2vID3x0LNBlsN+slkciRoCt3WBGSISzDqcSjzoIIAhQD/0U3dGOqGsww+k7O6ZedZ8NkShEYyZMZiQ7ZaCM2HA+zu/8l7HnLPArSabaDwVb9zGCH3/fpLfG4og15yEuuASxYfNYH6Pvo352D/rF58Z2Hk8gb/0goqEJkukw/MZHRKvrQdL5POrJh011MJWGdA2irh4ytYjaOiPWwzdLHImYoYqkvSJ4RdS//yv61V1VP4Uzkq7B+f2PQypzSnbe2eIrxahfYn92gGzJoyWeoi2ZJuFG0JhKxPf27aK7MAcLC/OIhlic9ZkGzq9vDhec9KIaXL5Q0H7JXLDseQm981ljLc1l4YJLkJddiXryEXj15Rn3Id712+TPX8nzPf+HYe8ICrOoE3fquG75f0M89QTs3YNYvQ75xhsB6M7neGmgGw1c1NBKbTRWcc6cC5Qrqzt6j1IIfGojcWqjMdKRKAknQsxxKIXD7qd6XfhKkfM9OkdH2Dvcz6vDU4e0lUm7UT684SIi0sELAu49tIfDuepSFS2WxciVzcu4oL6FlBvB1yasRyLI+SV8rYw7AGP7TDgmyRVNWAgxjgEnVHa+UkTG5YIorSkGPt/bv4tBr4AAEm6EpBsh6URIuZGKgPSVmU/ZNligZckKXCmJSCecTSnQ4TnM1/XTc0osBkohwtXus4EOVxt0+P8mqlqxa6CHJ7o7Fvzq3wfXXUj9L38GzzxhKn+1dYhV6xAXXopYudpUo4QAxzWCsLfbBKe07x1LKhUCEkkjPmZhOZiA45pqZCi8xHmb0bkRk9w5leVRSli20gTeLF2OaFlibJ9SjJ1zJGIE1/g//0gE8qOoR36B3vHEFCciTHUvFod43IjThibE0uWwfBWiqWXsuVDaiLpiwVQwjx0xvZC5EfAKyDe/w6SDTiVmi0VwHHR3p1nNT6XR3cfQ+15FpFLIq28Y27bkobc/hnrwJ1M/d4kkzh//N4TjGvFWKpnHGYlOabPShTzBN/8ROjum3t+KNcgrrkGct3naRYOp8L/+ZTh8YPrRHSeirsEsBGzYjFi1Hlxn5lEhc4TSelIkuNaafODzj7ufPePnM9e4QrIiVcP6mnrW1TSYD1aM88By5tFeERDoHU+gnnrEOA+A4GN/jlvXOOHvsjTSj9N+ECJRdCSCGB5CvbwTRoYQN9+CXrKUx4/+LdnSxOj8ttQ2tjb9JxzlEJSK9Po++0eHeXmgh2F/4uJXXTTO+XVNNMWSpCJRkmGEfiRsjQi0WnShFoEyQ2K29xxh+3F9YwIT9tSWzLA6XceKVI1ZUBESeZygVlrzTM8RnuntnLYNpS2Z5r2rzycSVhYDrRn1S/QX89xzaOYB7xbLYibuODTEEgyXvBPaumPSIRWJVsSgpwICrVmRquG6JauojcYrorEcMHnXnl9TqMIV9Xo/Rn3Lsgm3mc9IIx4TjltpBZtPb4PnlFgsBD49hVGaY0ljj5LijPTnKa0r1cPyLCOlNd2F3KJa9fvP6y6kriwWj8d1ESvWQKbGiJnDB6Gj/Yyf46xIpqCxxVTK6upN9a1YhEIesflCqG801VAVQH+fqaJFYxVxheuaiqUKjPDVgBRoxzG2yLJ1dCRrRFFt3YS5gjoIjFgNk25FfGbbgbGHlsx+Xdfs0w8gNhY2oYsF1A+/jX7tlal3Eo3hfuYL6JEs6r4foPfsQpy3GXnzraY6d5yVTBcLBP/zCzNab02Izs0mGOgEaKXCsBrMYxgeRO/bg37pefShA+FzcWLKibLzpWdqfFCVFwT8sP2VaWP5FwKOEGQiUTKRGDWRGJlIlFXpWloT6UV5wb/Q0MWCcUP86iEIAkrX3YTwS8h8HpnLwqp1/POrz7MkkeZ1za00J1I4wqUUjHIkt4OSypGOLKE+tpaok+JQ9gn2Df2cvD+5snVZy0cZ9pdz/+G9p3TOccelLZlmQ00ja2vqkeEw72pnr/lKEWhVsT2fyut+/OvVVyZMIxONEShVOZ/ypZBZADaf8a6QdBdyOEJSF15QlsM4fnZkHweyM4eECWB5qoaNNY2cV9tQeSzlYwZKUVQBX9397JQBWQK4tHEpr29ZbtY4pQm62Z8d5N8Pv3rSz4fFYhljVbqWN7auJCIdDowMcCA7RPtIdQGAU4nF43GEoDGWtGLxbFEIfH5y+DXaR4ZoTaQ4r6aBTbVNJFzXfDDNkTWmHB5jEtVGeKG/iwNV/mEtJP7zugupe+hnMGWVbRHRtgJ5xRsQ519kLKGzCFHRoThU9/9wsmBLZ5Cvvw5x+VWAMMIoFH7VVMW01qj7/xUG+mFJW2ixXYOIRM3FIwIKowR3/hVMealhEBu3mN7Lcatk8vf/CNG2YsIFmC55qH/5urEJT4O8/jcQV19fdc+g9orjRLYywhvAMxH9+sVnUT+7p4pAHQGtSxHrNyHO32pGpIRW5DNpRwUjDo/lR3hlsJeO0eEFFTawIlXD1oZWM+IC02OYdCNEpIOvFApdiWm34vDsYsYElWBkGPX047D5AnBc1JJlPN1/jIFigaTrknQjBFqxvWesQiiB17esYGtDHY7Q7Bv6D/YN/QIqnTfTv19srHsna2vfxKCX59GuoycURNXSGk+Z/t7aRjKRGErrGfsey3ayw7lhBosF6mNxMhFj+RQwo/15/Dw5TwUczg3Rnh2iIzeMEIIPn3cRAEUV4ArJ/uwAfcV82JtkFn97C3k6csMVh9CadB1XtS7n4MgQ23uOzCqcY/xzcF7t2HWK1vDTjr3syw7MeL8VqRres2oTrpSUVMCO3qM82b1w0jAtlsVKNWJRIGiOW7F41hgvFsfTEEuwtb6FLfVmtl1UOnNWjSh/KBWVz4NH29l/gjf9hcS5IhblTe9EnL8VUuEw1HKqpZDGuiodY21VAQwNonu6EGvPM7dJx1T8+noI/uFvp7ZZZmqMEPVMFZP6JsTGLYi25abSWD5WJKweIsK+QEXwd5+D0bGhzfK9H0BsuRj92H8Ya2pnh7HjzhLnj/6rqSxGIpUwHfWTf0M///TMd2xowvnARyGVPqENVReLqEd/gd7+KAQKcfX1yGtuMME45W08D31o/wkTXicRiSJWrYWWJUY4NrcimlrnfE6jrxRHR7P8sP2VBTUqoyWe4l2rNlSa9q0QnN9oz0MfPYR+5Ofoo0dQn/ivdJSKHM1n8YKAF/q7qv7721DTwG8sX83jR/8H2VJnVfeJOTWszlzLurobOZTN8qPTbHlMuxHWZOq5tHEJmUhsWtFYUgG/7jvGr7oOE5GSK5uX0RRPsiZTP2G0hdKaUij8cn6JjtwwB3NGHGansKjFHSOyk26EQa9QdTrp6aQuGsdXihF/5mM3xRLcsnozKTcyYXzWN1/bOWfz8SwWS3WcK2Jx/ky/Po30F/M8fOwgjx47xOpMLZc0LmFVus7YSk5ztVEIQdRxiDoOb1+xnn3DAzzX18mxuUjQPBss3LWEqlE//zH8/Mfmh3iiYh/F80yfpOeZXr/xl2eZGiMyG5tNj+OeXUy7Wp8dRm9/bMJN+olfGrHZtsJ8zw6brxONX8iPol945pTHeQT/8EXk298LWy6CoUGC738Duqu4kBwcQG1/DHndW6o6jqhvQFz/VmhoRGw4f9JTJKJRWLsBli6fvk9yKkoeeu9u2Lt7bJfpDPKdvw2r1s6qn7JadNiDdd8Cm6l4UUMrb1yyElfIeWHhtUyPCQkroX4aLtxIifrEX3C4VODHh149qb+7V4f7uVEvR4jq+0y9YISYW4uvfJ7pO3riO8ySEb/EiwPdvDjQzVUty7mkcUllPMR4HCF5bchYZeuicS5pXFr5DC8LRV8pDo4M8kJ/N52j2RkH3ZcpBD6FwKf/LFrHB70Th6ld3NDKG5asxAlfu6UgYDQo8eDRdisULZYFSlD0GdjbTylXIpKKUL++ASc2v+XY/D67U0Sh2Z8dZH92kMub2njDkpUUwz7HmOMQlQ4R6YQXUYTR8CcvJiPSYUNtI2sz9Sg0uwZ6+FXXoTkbmTHXnJMXloV8dXMCs8OoH3771I6lFHQcnN1dfvpvp0fAe0XUv30XHn8I+nqMDVRKaGiG3q7jNhawYjXyktchtlxkwntiJxZjIhaDS6+cdo5kuSdTPfYgdJ4GS9VIFvXdr5kRG2+/xaTBSlkJVqpmjMhMlMO0fnP1Zr6178VTP985Zmkizeual7EiVWMTSxcA2vfBKxJ892tw5JC57Q/+hF4puK/91BYotNZIqv8baIyfx4r06/m39t0czk0/Dub1LctpiiXRaI7lR+gr5Oktjk5ZzZsKV8xc5RbAb6/dwo8P7eFYfoR8UCKmHRwhK/ZQKQS/7DzIcGnh2MFPRNxxefvy9SxNZiqv3ZIKCNB8c+/Ok7LAWiyWs0/nM0fo2nEUVRp7DXc8epDWbW0svXzmCmU1/NM//QMPPfQfCCF4xzvezfvf/4FT3icsErFoZn7FGSjmp/1A7crnKAQ+jhDcfWBypHhzPMlVLStYma6put/RDxOVXCkZ8op4QcCSZLpiqbm4sZU1mTp+2P5K1R+e844FKnQXLaf736P7WOV/xbU3maRVr2gSbaMxMy4jU2s2iEQQsxQd0wrFwIdi0VQ0D+2vbmfxBPIt7zQ23nQGnR02PZ293RP3veclgj3hTETHwbn9zxD1jbM67+kQCI7M01mKAmhLZthc28SG2kakMJWZuerdBnMBW56xWI4Jn0qYBlohmRhS4gVmxEAx8JFC4sqpxw2cC2jPg/4egm/fZUZgAPpDf0g2U8OP9r90yguOGkhFlzDoVbc41VvYw6uD9/OOVTdy9/5X6ZpiJIwAtta3kIpE0VqzLlNfibIXCIa8It2FHF35EXoLefqKo5SUoiGWoDGWoCWRYktd2CrimNEQbpi2G4S9g64wMzwHvQKFIOCuPb9mTaaOxliCwWKBQa/AoFdc8Mnj44lKh9897yISjmuqiSrgcG6Y9uwgB7KDVihaLAuUzmeO0PnkZAeVKqnK7aciGJ977ll27HiGb3/7+/i+z+/8zq1cffU1rFq1+qT3WWZB9yyO71kA+Kc9z83YeyAwVpaBGewfy1M1vHvlximTVcvR1RrN0dEsB0eG6BwdoaeQw9eauOPyvrVbcISsNOcHWvFkdwd7hxdeL+OH1m+l9hf3w3NPne1Tscwx4sLLkO+4tZLcOtfoYpHgy/9j6kHh0yAufh3ybbdUUljLvZb66cdRDz8w2cLbshTnN/8z1NSeNluqFwT0Fka5r+O1s9LnBBCRkoZogqZ4ktZEiqXJDJlIlKh0THLpFDH9c0FJBTzXayz3Od+jGARsrG3k0qal4YKbIFCaQuDz8mAPNZEYy1M1pCNROkdH2DXYzb7hAfJh8JIrJLdv3jan4nY+or0ietcLqPv+1fRFI9Ef/SNGG5v43v5djJ7Imj4NazN1LE1mWJJIsTSRxhGa/uI+DmefoGv0RQJ94krcupqbWF//Vr752i6Gpvl7r4vG2NbUxua6ZiRM+vfzlcLXquLg8ZWZdxYJtyspRT4o8UzPUV4Z6sVXQXqxowAAIABJREFUilQkysaaRjbVNfJI50E65ukCzVyxNlNPfTROfSzO7qE+OhZRyrrFspiotmexQUR56eu/nlBRPB4ZkVz4e5eckiXV90u4boTOzqPcdtt/4Wtf+wYtLa2TtjunehYDrZDCqYTMvGvlBrSGdCSKRtNfzPPaUD87B0zlQcMkofjmtjUsS2ZM36F0KgJxKqHoSMnugR4ePHpgypXMQuDzjddemJsHe9ZYsGsJlioR196IvOoGUAp99DA0tZhRIVpPWxmcLVprcyEcBCCksagmU7MSi4wMAxod+AjHNecmo3D51TgXb0M98TD6pedhJIu89kbE66+F8naniajj0JpI8bvrL+LhY+28NNBz2vY943Glww1LV7MmU0fUcSZccI+v1rmcGaEVaI0jJJc0LmU0KDFS8jiWH+HRY4d4uvcoG2oaaIon2TPUR0+hut4qpTWvDvezvqb+nOiv1FpByUf97B70r8NgKddF3/5nDMRi/Ou+FymcMCV4MnHH5a3L17MsmcGVE1srmuIbqYuuYmvT+3m447MUgpmTTvNBHwD+DGvKg16R/zh6gPaRQd6ybB3OcX+DrpQT/i4dJxwboRUduSzbuzsmicGRksezfZ0821ddIM9iYzEF5VksFhjc2z+jUARTYRzY20/TlpaTPo7rRrjrrn/gO9/5FjfccOP/z957h8dxnff+n3NmdrbvYtEBAiAAgr2LlChREk1JVrFVbVmuspzElh3bca7j5Ma/JPdn35t6cxPfJC6J3KtiO5KLZEmWLFmyeiVFsReADSAIgOht28w5948BQIAE0QgQIDmf5+EjATt75uxid+a8533f75eCgqmPNWLcaRllltDa3d32SWNgERcZ8XjU56d0oOa/oa+bE+n+oZKpQRbH80ZtrD+Vwd3ShbFcqqM5PHBoz4QazCWCXH+QqM+iOdU35V1iD4+ZQKxah9x4DcKy0NkMzvf+3VVqXbHWtdpYtMwN8Cz/hBfvOptB73zTVXp1nAF/yCw6OdAPmk5CKgUnmsYfbPi4tXtxvvqPyBtuc+eF62EpLAssC7n5Rth8kztvKWcsS2pIt/vrmpJKOtOpGc965PtDvLtyCX7DGCrTHFxwzxbGgCqjHPBnzLEClIVjvNRcj601e7vaoKttUmMqNL9uqGVDwTyuLCqfoZnPDXQ2C8l+nP/8JjQPBESBEOozn6dJOfzy4K4plVYK3IoQv2GOKubm9t0aCCGJWCWkkmcOFoNmLqvz7+GJY4fpm8B9qy+bPW1rMascDOHaPZhSjtiEVVqD1nO2rNvDw8PjbBEIgqZJb//E1v7ZCR43Fvfe+0k+/OHf48/+7LM89NDPueOOO896zPM6WBzLo2kQnzTYWFSG0nrAT6mT11sb6cqkBgxyJ7fosgwDrSUfqllB0nbV1JqTfZhSEDYtwqaP9nSSpmQfa/OKSViBoUDz6cZDbGs/VTzEw2MWCIaR19+CWLH2ZFnn4TpXZXTnm26wBxAIIhYtQ6xaBxXVbvBnmmf0NtTZLLpuP+rxh9xf+APuv0AA4Q8gr7sZikpQzz8F3V2jiOmMQ3cn6sEfQCwHsWw18pINkJNw/RYHg0Pf+B6W04KGvEBoxoPFdfklQ7L5cwk1oA5rIgf88LqoiiY40H260ft4CKAwGObKwnLmhaND9gAXIjqTRh+ucwWyhnt0VtdgBsM8f3DnlHvwNO49b7RA0VZpNIqDXU/T2PcGfdmxv3tZp5+ebCObiks52tdFv22PeXxauZoAQ3MZuOf+qn4/SdtmfiROdTRBnj+Ird3MeGEwTMRnnb89/R4eHh7DiFt+TCGHNs7MgRgjHZ7YusQXmvr65fDhQ2QyGRYtWkwgEGTz5muprT0w5fGGc14HixNluGjCglgO8yPxYb2Oky+zFEJgIIj4LCI+i/JwbMTCpiQUZXFcDZWIZZWDQNB8odhpeJxfSIlYcxliXrlrDeIPIMoqXU9C82T/nx5NmTWddr0km4/j/Nf3oagU44MfRUsJWp3maSh8PqhaiPH5v3VVSJXjqqcOfs+EREjpCulcsRn6e1FvvobesRU6JpGJ6u5Ev/IszivPQnml6/04A3YZY2FKyYpEAdsn4Xk3FaI+a04GTm6G1b0RKq2ZH8nBGDA4H0+QxRSC4lCUslCUymgOhYGwG3jOsCDPbKIzaXAc1JOPoN989eQDb7sRZ/U6hFJo5QoBTYWaWIJNxfNP+72tUjja5kDHYxztfRGlJ7ZzbesULzb+M5cVfYr3VS3huwd2jnl8ZyZNbXc78yM5WNJAaY1PSjYUzOP+up0c6+/hpZYGTCEpDUVIDiiTe3h4eFwo9GWzbsAoR17JEzW5NDx3ZNyexURN7pTP3dh4jG9+8z6+/vXvIITgueee5dZbb5/yeMO5KILF4UghsUZJSOoBU18QaDSWNCa8QDv1ODngvTiIT7o9RgvjuRxP9p769LmN8noWz2sKijA+/AmwAm6f4BkQUiJqlkBjA7p2j2t6v3Ql8pp3QDAEUmAsXYneuxOaG9G2jYgn0HmumuHw78DQeaTkTJeYocyklYu86jrENTehe3twvvQ/Rz3e/OKXAHB+/B103T631HSQ+sOoxx9C3nT7jPgrngkh3BLz60urearxEGoGQsYViQJKQpHxD5xlHK3IKE1hIMxnll2GrRR9dpaebHpAsTJFyrEpCIQpD8dI+F1D8uHB4bnqtzzX6EwGtEI99yT6tRfc8uxBKqrRV1/HiwMWS21HWiZ1jxC4rRFXFpUTNq0R9x1bpcmqfvZ1PMyx3tfRTKGsVUji/greaB0/W6y05tcNdQBETIv5kTjLEwXUnpJptrXiqCfY4uHhcQFia0VbOknUZxE0fAwujQy/SdH60lHVUAcpWl96VuI2Gzdexa5dO7nnng9gGAabN1/L9ddPzBN7PM5rNdRzxaC4zXjHDCqlDgaHvXaGjnQSnzTY0dFCbXf7eeW5+JGaVcSf+BVse222p+IxJQRi09uRm64/o8fg4Nd/MNjTqST64H7EwmWgHIQ/cMrxCrJZN2soxGmPTxXtOAjDwHnyEVfs45QsvFi4FOODHxv6We3bhd6xFX1gz0Apn8D4/N8gAsFpmc9kyDgO3dk0Dx/dR2dmerzeKsJxNhVXkPAHLgg7icHroynH9tW7UNCO46rzKoV+/UXUi8+MLDkdQH3+b3m5o2XSQi6WNFiZKODSgnmYQmCdkuF3VIbD3c+xr+NhFGOXj46FISwuKfwY+YFFHO/v48nGI2OqiXt4eHhcTIylhprnD2IMqEAPMprPovTJafNZnCiTVUP1gsUzMOgfNpGyKKUVnZk0r544htKaklCEtlSSnR0t57WWqBcsnp+IdVcgN98IoRA4aqgncSJox3GDwGGfeZ1Juz2BA7+byX4yncm4GcnWFtTeHejavdDYAFoBArH2MuStd7kHZ7NgGNDTjW5tRpRXjZk9nUmUUjhoftt4mN2dU1dITVgBbq1YRMznP03p1GNuo23bLbtOp9E730Tt2gbH6hmr1UF+4Z/5yu7XJrWJuDa3iKuKK0CDb5RNIFtl2NryLVqSY5eNToawWcDixG0Uh9fwrX1v0Wt7PYYeHh5zDwH4DZOAYeJoNeP90KcGi1KIEd7Dccs/UKl48jlO2qajtp1sfxZfyEeiJvesMopT4aKyzphJJrqbn1UOacfhl0f20Tmw47pvkiqAHh7TQjyBvPNuRFHJyXLMSWalRstA6gN70c2NyI2b3f7HYaWeWuuhzN5goKYzaTfgS6fdHsnsQI+Uz0QYJlo5kMniOribiGFzFNaASE1xKTK/EC5/GxgSfawejjegW5tR//V9xJpLEdWL3MA2JwHxnEm9zulGSokEri2ppDgY5unjh6c0TtD0kWMFRhUo8ZibaMcBx0a9/Cx611uTUvkd3JB09MQsMsKmj6uKK8a8P2VVPy3JXROew0RwdAa/Gacj3ecFih4eHnOSgGFyT80qAoaJENCWSvKjuh0zek6BIGCY+Afs9wQChLs2OtV9YRDDb56VPcZs4AWLZ0HGcajr6eCpxoNk1dTU6+YyA4WJszwLjwlRUobxkU+6GcAJqARPFG3biJrFiEVLR7WiEEKgdr+FWLlu2JPA+c5X4XgDmCbkFSDyiyCeQAwEdXrPDnQmjVx7GaxcB4LT+g2FabrPB0TlAvT8KsRgCaxhjMiYzpUMnGUYLE8UUNfTwZHeSXhIDtDY30N7OklhMDwDs/OYbrSdhdYWnJ98F7om742ntSJk+khnJhYsbiwsdxcjY+CTAeZFLuNY76tjHjcRBJLK2GYWJ26lqb+fXx7de9Zjenh4eEwUU0jilp+45SdsWuzvaiOtRr9evrOshsCAbVDGcXixpX5a52IIQVEwTNwKUByMUB3NoeFAHVGfH3nKZdm1KZob65LpwAsWzwIpBK+0NMx6oJjrD5JVjic/frFSWIJxzycn5YU4UYYHbKOhlUIsXcXITQWNKCxBH29wxTyaj6MHvORO3XpQjfXw5COI9RuRV10LPt+QQutpcxHynCueTgWfNHhnWQ0/P7yX5tTkFJADhkmONT19oB7nACFRu9+aUqAIwOGDvL96OQ8c2k1rOjnmoRHTYmlO/rhZZ0P4KQgsOetgMTdQw+r8DyNFmIePHORw3+Q3Pzw8PDwmgxSCDfnzWBTPJeKz8EljQHzSDdaqowkeOrpv6HiflCzLKeCyglL80g0UldacSPVzqOfMPrKTwS8NVucVsT6/FIGbTTSlQApJA+K0QPFCxAsWzwIB3F2zkp8e3E3LJBeF00F1NIebBnZSAL6861XsYWlvKQR5/iCFgTC9doajvV1envBCI5GH8fufBv/s2CsIKd1S0+FYfsT8avRbr09skEwa/dIzOFtfwfjE59DxxIDlhgI9rDT1PMJvmLy3ehmHejo53HvyhqU19NnZEb8bzhWFZVxAm5EXPMIwEIWlU76uih99Hd9n/oLqaGLcYNHRiqxykMJV9T7zcRnaUlP31vIbMVbkvY+C4DK2tbXyXHPdlMfy8PDwmCgFgRC3lC88TdnZP0zAqzwSY2Esl5ZkH+vyS1ieKEDrk77rtnLQwFONB896PnHLz7o89xww8fa0CxEvWDwLDCmxHZslOXl0n0iRciZWSnS2SAS3VCykJub6sexob2FvV+vIQBHBp5euR2k3qNUDy5k9na0c6u3keH/PhOYrcgvQRSVwotldvHvMKeRNdwxkFOdOj5sQAhYtc/sWJ/OZSSVx/u3vQEiwLPD5MD7+J+7/n2dIIZDCYEE0QWU057SUanc2zVONh2js7xn6XcS0WJko9PoVzzNE/tn1njjRGEeOjq+GmnRsfnxwJ++vXoElGfNzsihxMwEzweHu35FVo21kCsK+QnKs+VhGBFP6MWWQiFlEUXglx/s7+da+HfQ7U1dS9fDw8JgIEsHlhfNYl1+CIcZWzLYGKnc07tp2UIAy4zhoNNvamnizvZl+e3w/2aJAmJpYgsJgmK1tTUOtIxXhOBsK51ESjIw4x7ShU1jsRNKDIkqGFSDmdkWRFyxOkfZ0kqBh4hOSVYkiVucWsaX1ONvamgn7fCSsILZ2ODhNafBBYj4/18+rpiQYIascHjl6gEOnZCkChkGeP4Sj9VDWcZBViUK3lElI+uws9X1ddGbSBE2TkOHD1orG/h6akn00p/oIXLEJY+PbMITE6e3B3PoK+tnfTOtr8pgiiTxEVc0I5dI5g2kiVq6beHZxOFpBOuX+m6BKpNbatSrQ+px6LY6Ha1x/OnkyyJ2VSzje30tXJo1/4DvrcR5yNuJK6zcipKQlObHKlM5Mmu8deItNxRUsjueNutPtBn5+auI3UB69gq0t38KSEUJmHmFfIYlANVFfKRoHrUFKE4kc2nCylSLHilAejrOv2xNr8/DwmDnyAyFuLV9IxLQmnLkbHrxlHIeMcnippZ69nW7SJGL6MIXE1gqflCzPKWBRPI/nm44SNE0WxfKojiWQCIyB3sJ5oRg92TQHezpZk1eEKWZGjTygnyHAcwhOto2FeJSU3kRKXDNt5/nyl/+Fzs5OvvCF/zUt43nB4hRIOzZxnx+Nm7GzBj7g6/JKuLSgFHsgmyIQdGVT/LhuF7Y+u6xcjuVnY2E5C2IJpBAYQtJnZ4YCxXmhKGvyiqgIx7GkQVYr5ChCCFJK/APm1zHLzzJfARqGdnK01iyK5aFxVfo6MymO9ffQlkpia8XlGzfjX38F8gffgBMDu+HzKmDzjTgVVQilkPd9aeo9PB4TRuQVgOPAxJ0xzh3SQFQvnFqwOAzdcASWxse8aGutIZ1C/fS7iLUbYMnKOV+6KoTAJwwqIvHZnorH2WL5wWfBRHrGQxF3UyOThpvfg1p7GY/WH5hUGWvKsdnVcYLF8bwxjzOkjwBxNhR/BrRGChMpfCc9VR0JUpxWlaAG/ILP9p7l4eFx8WFJgyXxPKqiCfqyGbqyaXrtDAe62k+7pgQNk7sXrHT7ACcZmDlKodC80drI662NQ/ZDNbEEN5cvRHDSwkJpjU9K7qpahqMVPmmclr20DINcGSRm+Wes3DSgnyHIU6f9XpBxf6+ZloDx9ddf5bHHfsXGjVef9ViDeMHiFPAbo79tg55XhnHy5hvV/qEPbL4/iK31kMXGRDGF4J6a1QOlbSc/4AFp8qEFK8n1B9CaEYbXBhPLNgkxUltPCDGiVjwvEBoQ0FGklc1LzQ3k+oOs+cSfIF96Bl25ED2vjH2dbew5VkdNLMHyT38e+djPYNvZBQoe42BZMI4y4mygM2l0/WHUrx44+7H270YsWAz+MUo0slmcH9znWmscPYSM50Bp+ajqrR4e046dRdQsQe/ZfuZjTBNx1XXIjddAsg9Vu5fMqnX89OBO2sfpVTyVqM/i9vmLMSdQei6lgSSITqdACsj2o040Q/sJdHsrwgqgS+Yh4gkAREER/XaG79VuP6Psu4eHx4WLJQ0qIjHCpkXY9BH1+Yn63P8PmD780kBpTVY5A+tCh4xjk3IcpBBUROJorYfWkY7WaK3pzWao7+sG3FXL4NiHejqpjMYRmgmrh2aVQ0NfN081Hhoh7BgwTDYXV2IMXBtPHc8UAnOMtfHgJu6MoFMEeG7MQwI8R0pfcVYlqV1dXdx339f4yEf+gAMHpt67fipesDjDCAHrC0pYEs8nbvlxlEYIeKm5gX4nS0U4Tp+dYUEsgSUNvr1/22lj2FrziyN7eU/l0hGG6IaUFJ0Dif3BANIyDK4pqSTl2OzpamXB5Zto6Ovm2f3b6B2oD6/v66apv49rbn4PcvONyEd/Bgf2zPgcL0pSKTBN1wzczp7mgTgb6GwGffwY6v5vueWkZzte7T6wbbSRBcdBDAsatdaQzaJ+9kPXpgNAKdQPv4G8+16YV+EFjB4zj+VHXHI5eu+OUcumxZKVyJvvBMtC+HxoI4pYexmPHN47qUDxqqJyFsZyiVl+V/hpMjvxjoPz7/8E3SNbFobPVt77WZLJPn5yZI8XKHp4XIQsjedzTWklAjfQGqsU05qgRZchBBmluH5eNYYQWNLAJw0crXC0dre7NcgJSIo6WmErxRPH6qjtHlm9VhAI8e7KJfjl3AxrLHaOKD0dDUEGi51kWD/l8/zjP/4df/iHn6a5uXnKY4yG0Nq7K8wkbkmP+4UBtx9ECjFUqurWXmskgkfqD3Cgu/20MQoDYW6rWETQNOeMGlPasZFC0pzs5XBvJ2nHQQ2YkDpaobSmIhJnSTwPceQg4odfn+0pX7gEghDPwXj33VBQNOuegzqTQR86gHrkQejtnp5BwxHE6kuRm29wfxYCfeQg+oWn0YdrTz/eMJAf/BiirHLOl6R6zCw6k4GONnfzwvRBMASB4PT6kWbS7qbGm6+h9mxHRGJQVIJcvALyC07bxMkqhy2tx3mppWFC40dMH3+waO2UxY90Ju0GikLifPvLkOwfeYAQGJ//Wx5orKOhr2f0QTw8PC5I8vxBbixbQK4VnHAQeK7JKIcTyT4eqT9A3yniNZWROLdWLJqxPsOx2LVrN6Wl88c97kwlqKeS5O1TLkV96KFfcOjQQT772T/lkUceZuvWLWfsWWxsPMLy5csmPLYXLM4RWpJ9/Khux9DPQcOkJpbLJXnFxCw/BoLssEzNmUphZ4PB2nFwN9b1gPaqRPDjgzt5T+VS/Nu3wiNnX5bocWbEwqXIOz+M8M++wIt2bMhkcP7jn6BnmgJGgPnViOJ56J1vQl/v2MdKA/nBjyIqqrwM40WKzmTQR2pRP/4uaIVYsBj5gT9AzND1083y24AGnzVmQJpVDt/et41+Z3zVvoWxXG6YVz0t133V2IAIhdD7d6NefR7aWwGQd97NwbIKHm6YvtIlDw+PuYslDa4sKmdFomBcFdJzTcZxUAPaGQAvNB1la3vTqMdeX1rNikTBrGyUTzRYtPQbhPnFuMf18S4yYmqZxc985pO0tbViGAbd3d0kk/2885238NnP/tlpx042WJw7EcdFTEY51PW4GcVcf5B3ltWQ6w+itMYUAgUc6etiZ8cJ+uwsm4vnUxgMz5kv9pkUH22lWJdfwgOHd/PBNesxOtrQLz59zud3saAP7HF7kYpKZ10hVRgm2hIYH/o4zjf/xRXimQ6OHEQfmaB/knJQP/4O8vc+DUUlCN9cVALymFHsLOon3xsqiZZ33g22g+5od0u3o3EIBKYteBSmCeboY+lMGgzDLSE1TQSCq4sreOLY+D6GZeHYpKpKsiqFQODoDKYMYAj3s591khwKbqcvc4LK5VeSs/ZP0d2dYNuI3HySo1S2eHh4XHgsjudxXUkVhhRzpmJtEK01x5M9vNJyjM5M6rRM4qlsaTtO2rEpC8fm1Np4OBlWEOLRMUtRNZZrozFFvvKV/xj6/8HM4miB4lTwgsVZJKsc+u0szx4/wuHeTqqjOWwqmk+OPzBCnbQ91c8brcdZGMtlWU7BUD35XMeUkiXxPLTWPFpfyy3X3ITo7oIdW2Z7ahcszi/+E+Pjf+L28/X2oLs7Ebn5rmKj44DfOmeejMIw0Dm5iOVr0Ntn6W/u2Kgf3odx72fRibxpLT30mNtox0G/9QaokxsVzj99cUQvrfHxP0GEy2ZuDpk0+HxugLr1VXQ6jbx8E5gmppQsiudS291OXc/Y6tHV0ZwJX/Ntlaau8wkOdv0WQ/rZWPI5gmYCkBzrfZX9nY8AcKzvVUwZoDS0HmEYxJPl1MRX8+T4lo8eHh7nKQkrwE1lC8jzh+ZkyamtFFnl8EJTPc2piVkKtaeTPNd8lKBhcu/iS+bm+lgESOlNY5aiptg0Z/0WvWDxHKO1JqsUtlZsaT3OoZ5Origs4x3lNSjt2nAMT6ULIcjzB7m9YjGGFEMqT+cLpjRYmlNATSyPfd1tLL79fciaJeinH/PsNWaCE804/+cLkM0yQr4iGkOUVyGqF8Hy1a7ykuWf+bINnw9yEjN7jvHIDuxKzsUbiMfM4TiQk+v+3Qe7LYYFivLtt0BewYydXjs2+ugh1I+/MxSwyjs/7PbbDgiV+aTBO8pq+H7tWyNU/YazPKeAoDHxrHh3poHart8Q9hUgMNja8h3i/nIcnSVld5Ljr6IzfRjQ2CrF0d4XAPDJEPMi6ynwBzkxSYVWDw+PuY0pBJcXlrE2r3jAW3DurSWVUrQk+/jl0X2kHHvSzw+ZPhytxlQ8nU1S4hrQnOazqLFIMb0+i7fcchu33HLbtI3nBYvnEEcpUo7N08cPU9vdTszy8675S0hYgTEX7Wcq8zxfMKUcyDLm81jDAVZUVlHxx3+J6u1GvvgMvPbCbE/xwmK0RWdPN3r3W+jdb8FjP0PULEXedAc6HJlZARjbRu+fZTXcSATCUfd9GcuCw+OCQlgWLFiEWLYavWukyrS89h2IK942s+Xatu1m1IcymwKyaYRluT29holWCsO22Vw8n1/Vu72CpnD9wMKmj5Rjk/AHJlUmFvYVcmPFPyMQaO0ghEQMyMErlcWQFn12KyeSe6jr+g1ppxsQxK0K0k4P75u/jJZMP3u72tneMb2Keh4eHueeykicG+ctGFIinatkteL55qOTDhRLghE2l8wnaPoQc9BObDgpcQ0pfQUWO5H0oIi6padzNKM4iBcsziDZgUVCezqJFIJcf5CWVB+FgTCXF84jYQWByZuRnq8orQmbFr88uo+AYbA4ns81N92Beu0lwDOAPmcohd6/C6duL+KKzYilKxGFJeDYYPqmpVRTawW2jXr0QWg6Ng2TPgt6unG+9EXEstXIq6+DeGLWLUY8zhFSIq+6Fq5+O87934SeLgC0UnC4FhJ5EI7OzIaJEK766uBUbnsvYvnqgcckuuU4+uAB5NKVVIeiWNJACnhbcSX5gSA+aRBj8p9TKwnOA9+Go4eGlk2DNQYCUKEIoVXrqFizlvllV9GRPkTcX4F2NB21PbTtryWUH2Lz+nLell8OQK+dYUtnE9s7Wqb+fniMikQMCcR5eEwnEdPH2+dVUz7JnufZQmnNsf7JqzHfWLZg3KTLnEIEzsoeYzbwgsVpRmtNRrnmpEd6u+jJZlgQTRA0TZTWVEUTVEZyzp8P9TRiGQabiitYn1/CKy3HONrbNfCABZnU7E7uYsRx0C/8Fv3Cb0FIKC1DXroRlq0GpU73jDNc8Y7xPruuTH8Xzs/vP+l/ONs4DnrHVpwdWxGLliNvf58rROKzLsrv4oWK1totNdVuzyzSgPwi14O0oAg9GCz+7gl3eS4Nt8c3v3D6+1lNE3nZlTjb3wDTh1x72cnHlELX7Ue9+AxGzRK0kHxq6foh+6GzWtgFgojySvAH0PWHIXVKSWl/L/qVZ+GVZ2H9RvJvvpM3vrOFrvquEYc1vNaAaRkgBIXLCrh6Q7kXLE4TUgjKwzGuKCyjJBghqxz67Cxd2TSHejp5s2101UcPj4kggLV5xVxZVI5EDFi0zX2O9k1inUxAAAAgAElEQVReOb04GCbuOwctNRc5nnXGNJFVDj5pkLSztKWTBA2TmOVHIKbsjXUhk1EOljSwt70OD/1ktqfjMRyfBbG4mxXx+VzbiVAYsXYDomoB4pSFrNYa0mkwTTdbsuUV9JuvjmpQPmew/IgVaxBFpVBShsgvdAMLywsez0e01thaYWaz6P27IZNBrFoHhkRIA53NondvR7c0QmM9+vAwBdJYDsan/jtiBkqUVTqFMH2Q7EdEoiPnnM24nznHmXBm01Yp15hIgyH9Q31Hg6IQx/p7SNk2hVaAHCmxQhGcH9yHPnS6HYa8++OIskra63vYdv/2Mc87b10pVdcv4GsHPHGyyVISjFAYDJPvD5IfCJFjBQiaPjJOlub+19jT9nOCvlziVgVRq5T5sWv5xr6tU+rZ8vDwS4MPLFhxfmXaBuhMp/jOgW3jHzhA1GdRE8vlbcXzEcxOld6uXbspKak4r95rrRVNTfUsW+ZZZ5xTHKWGdoKFEBQFw+dFyn82saSBTvbD47+c7al4nEo2A20nhn4cKmG75PLTAkXAtSAwTZwffh2OTtDWYrbJpF11ymG/EouWId9zjyvK43HekHEckk6WJ44d5JaiCvxNjeiXn4Vtr2H8wWcAED4fYvU6tO1mzdUrz6KfedwdoLsT9dPvIW+6A3LzXfuLaUL5fGxtbaKhrxtfm+Sa0ioCholG4/NZKK2xccVwfNI4TcVPaQdHZxBI2lIHaOrbRk+2kbBZwNLcd2MZEZS23bJvHAoDJkq72f8UCjOdRKy9DN3TDa0D/YeWH7HqEkR5Jb/7x5dRavwWgLa6dqqvream0moebzxPvuPniIBhEjZ9hEwfYdNH2LQI+3zEfX7yAiHCpknKbqc/20RP5hj1PXW0J+tQwwQuerKN9GQboQ+KwpeysbAMKQQFgRD1fd0c7u3ieH8PzikbcAkrwPr8UlbmFvLI0f3s96xPLnocrXirvZmIaRHx+SgIuJk337DKiUGBrTNhK+Veo87xOjbqswgYBqlxrLbyAyFur1hE2LTQWs+q+mkwGKCnp4toND7nA0atNY5j09XVQTgcntRzvcyixzlhyKx6mHWDzmZda4PHf4l+awt4fRtzGvmuDyJWrB1VFERrBZ0dOF/++1mY2fQhb3svYtV6z2LjPMBWCkcrXmiuZ3t7Mxr440VrBxSjNcJnoe2sm9k7BZ1Jox76qSv4NAxx6ZXI625G+Kenp1VpTU82zbf3n9wtLwlGeF/1cnqzGZqTvWxpa8InJSsSBVRHEwN9hjYZp5fGvq00979FR/oQp14fJSamDCKFxJRB/EYMvxFFYKBxF3t+I0Zp6BISch76RItbjltYhN2X5uCLjTS8PvEy8VBeiEvvXQ+G4MEje2lMTr636ELBFJK3l1axJCcfpRW2dnCUjdJpbNVLxuki5XTSm23iUPfvmExP/oLYjZTHNtObOUpPtoGEfwkRax4d6TQ/PrgLSxosjuexJq+IHCuAo5IEzAg721t4tukIaTVNnrYeFwSGENy9YCURn4UpJY7SHE/20p5OEjJ9VEdzMIUcEeg4Ss1K6WrasXm8oW5cK6HrS6tYkSicE8FZNpulvr6eZPL8aKUyTYNEIkF+fj5yEn9jL1j0mHF0NoPzzX9DRGPIu+5BBIIjH8+k0a+/hHrqkVmaocdEEAuXIt/9odP+foPobAbn6/93RFbyvCMSRd5wG2JeBUSinhDOHMZRisO9XTx0dN9pj+VaAd5fvZzAsEBRp1NuabQQ4LNQP7gPfaRu5BOlxPjs/0BE45Oai85mXKsOIVDAcTtDQSBE2nF48PAeOk/pyRaMvjWWY/n5yMLV7G//JXXdZ/bjmiw3VnyJtt1d9Lb00byzmVTn1BY2wdwgi9+xiHhFDof6OvjVsdppm+P5REU4zp2VS9jS8i2a+t+c8fMtTtxKdexG0srGkiYpp4fG3heo7XwChU3QzGVd4R8RNPN5rL6WQ72dMz4njzOzNreI4mCEfJ+fkBBIQCBw0LQ4NvV93ezvaqPbPrNB+3RiCklpKEpZOEpvNjOi9zg/EOJd8xcTNExMaZB1HPfaJNznncusndKa7e3NPH388BmPkQg+seQSgqNsAnrMHF6w6DHjaOUqY9LVAXkFo2em2lpwvvqPszA7jwljmBif+wIiNHr5grazqOefQj83fYvc2UR+6F5kzZLZnobHGGSVw4/rdtGa7j/tsfdXL6c05PYJaqXQe3agt70GgaBrW7F9ywjfxUHEwqXI99wzbh+h1toVTmo5jt6+FX30ICIcwfjQvXx192sorXG0nlS9hCUNPrpoDUe7n+BA12OTeObYLIjfQKV1HS996fUpjxEpDLPhkxvQWqOV5kBXG4821o3/xAsQvzS4qayGikiMZxu+QMqZWc9gkwCF4RWknR56MsfJqNGFQCqiV7E09308eGgPx5O9Mzonj9NZFMvlpsJyjGQ/uv4wuvk4dHe6SuOOgkDA3YisqELkFZLOZni1q5Utbcdndd6WNLi5vIbyUIxDvV08fqyW0lCUW8oX4jfObbdaVyY1ohIDoCgY5srCcvL8QcI+C1spLK/655zi9Sx6zDhCSlfxtKAIcEsWxamGsLEcjM/8BWrb6+gdW6HT672Yczg26uGfutnFUTJuwvQhV67DuUCCRZoa0QsWz4lSF48z4xtl82lTcQUF/tDJX2iNKC5FHTsKydMDy+HoA3tQjz6IWLQMUVIO0agr8nQq2Szqp99FH9x/8rklZahUkswE+gBHI6scWlP9FIXXTVuwmBuoYV74Msie3Th9bf2kulK8kWxhW1sTGa2ImRYxv5+GvourJPXTyy7FUQ4t/dvJODP/2m1SNPa9Me5xR3tewJIR3l35Tu6v23laRttjZrmheD6G0jjf/gqc4Tuhtw+IRPksfCvWsumGWxEI3mhrPIczHUlGObzY3MBdVUs51t9NVimO9nYNlPSfW8KmRdRn0TPML/qqwnLmR3OGfvYCxXOPJ9Ppcc45LVAEhM9C5OYjN12P8YGPzsKsPCaC3rcLfbjO7Tc99THbRjccPveTmgkCQXdzwyu8mLNklMPW1qahDErEtFibV8w9NatYnVs0QtAB23bFa5atntDYevsW1IM/Qr31mmsjc+rjjo0+XDsiUCQUQV5yOW1nUVqmgV/V7yfsKyRilkx5nOH4jRhhXwGv/cebWBGLwmWFlKwuJm9hLqG80PgDANHSKJfcswZ/ULIxp5BPL1rLnyzfwEcXrOCu0gV8rHrFRaH6XRAI8cEFK7CVw/bWH7DlxDdRzC3V0tqux2nue4P3Vi0jeI6zQmeDJSU3l9WwKJY721OZMvftfwsbjSgtG//gbAb95quon9/PVblFWLP8/Yn5XLGY9IC4zGzd+QYt5gYxhWBeODZLs/EY5Py5knhcFAjTRHW0zfY0PMZA/exHyJtuh+VrXWuNwcybVqinfz27kztbQmHkFW9DbLh6tmfiMQ6WNFiVW8iCWAKBIG75R1Xw03YWshnUi0+7FQslZXD8GOMth8T6y5GbrkeMtuB2FOrXv4D8Quhsd5V07/wwKpvh0SN7z+p1pRwHpTUhXx699tmXpx3v28rKvA9y2e+vJRD3Q28v2rHd6oBAAKSB05+irzuLnVaku9M4GYeepl7aatsw/SbrP7wSdmxBbXezH6r5ODTWu4G06SP2V/+bd5cv4r/O8rVPF5Y0WJ9fQmUkjhQCKQQaONzTyf7udpqTfVMatyQYocAfIul0Y8i528+8ve0HXF5cwF1Vy/jPup3Yo5RbzyUsKfn9hSvIOC1URku4fl457ekMnZksTf097OlsI6XmVlB+KpaU/N78ZZiOg3OiecLP0wf2IOoP8b6KJfzw8O4ZnOGZifosbixbgCEkpaEIuzpnT3fAMgyW5eSzvb2Z4mCEd5bXoLxN21nH61n0mHPobAbnvi9Be+tsT8VjLMqrMO78EARDoEE99Qj6jZdme1aTIxxFLF2JqKpBlFVCOAxZG5TjeuPlFcz2DD2mAa3UiF5p+7tfG9/mpagU4xOfG9oMcVQWKcyhn3U26/Y89vejXnsefdV1fPngjrOe66pEIStzi4iamt81/OW0ZK7WF36CArsc/b3/OL3EPxRBzCuH4nluAFlcCoEgorDY9YFUCqTE+Ye/GDXLCmB85i9wQmF67SwPNNTSc46EO07FFII1ucVsKJxH2uniWO/zODqD0jaGsCgOrSNilaE0HOhuZ39XG/V93SO2DYqDYfyGiUQghKDPzowILi1psCJRwPr8UgyR5bf1//3cv9AJsmneX9ORMWlO9rEmt5jdnSfY2tY0VJ4at/zkWAGak32z5us4GCj2ZA6wpeWbaDR5gRpy/NVEfcXE/RWEfQVkVZYHD9XSnJpaoD/TfKx6BZHGBtRPv+faSU2GQBDjD/+UrZkkzzYfnZH5jcXdC1aS5w9iSElWOfzk4C5OpPq5vWIRVdHEObemyCqHQz2dVI2i1OoxO3jBosecQts2SAn9fei3XkcfOYiuPwyp5GxPzWM0DAMxfwH66EG31O88Qqy+FPmOO0DIITETnUmjt7yC2vkmxkc+NWGzdI+5jc6k0S1NqCcehsZ6REUlmD50awuioAjyixAlZeD3u6XHUiIqF7jBklboY+5zUk4nu9t+jhQmHelD9NsnWJ57F5XBjSAN/mXv+H1loxGQJreW1VDkC4PWpHsy+MMWwtQkVRsNydc42P2bKb/+oJnL5nlfQN/3ZTgxhWylz3L9V89ELAdRPA+xci2ZmiX8e+1bZz52hliRKODqogoc3c/uth/Tktx+xmMLgsuojF5LzL8AQxjs726nK5N2y5elIKsyuJlnjU8GSNoOW9qOUxXJIcfvx1YaSxoIuni+8X+ds9c4WSQWm8v/DkP42NX2I+ZHryHmryBpZwmbFo5W2DqLJf08e/wIb3VMPCN2KsXBMOvySigJ+WnsT/NqyzG6MmnscWxDVuQUcF1pBU8e/Ty2Hr3HUmKytvCjdGXn8VjD3FPgfU/5IsoyGdQ3/nXygeIgFdUYH/oYX6t9a8o9z1Pls8s3DAWESmv2d7XxWEMtZaEod8xfcs57BLXW2Fp5fuVzCC9Y9JhzqN3bEWXzIRSCTAakRKdT6F/+GH344lTf8xiFsvmIygWIYNjtMUS7C32l0L3d0OP+0709rqhJKIyIRCESQ6xZ7y5uhwn16Ewave111DOPY3zui2Ca3o7meY7W2l28Ndajk0k3qxaOIBavcLOCQgyVUgrz9HJTncmgnvk1+pXnYPkaxMpL0AsXsO3ED2jqP6nYl+tfyIaSz/BvuyYXLOZaAd5dtpiwz6K9rp0jLx2l+1g3Wrm35byaXCqvriReHsfOZkFDa2ovW9rvm/A5/EaM5bnvpSi0Ev3d+2Am+4ojMYxP/hmYPnqyabqVQ740acym+OU0L/IFcGflUvrtLNs7WnjX/MXsar2fhr5XJjVOrr+GBfGb8Ju5HO5+kobel085QlIVu5b5sWvJOH0c7f4tpuHHEH6O9LyArcYWTJptJCZSmtjKDcRMGaAouJq21P4hFdc8/0LWF/8xr59opLa7ndb0xDZnQ4bJtSWVzI+GMISkpX83J5K7KQqtpCC4DCkMhJB0ZXp58NB+ukbZcPBLySeWrGF/x6842P3bM56rMLiCdUX30p9Nc6S3j8O9XZSFYxQFgoRMgc+QSARZpejJKl5uaeRIX9cU3jEoCoRZn19CWzrJ1rbj4wZvf7L0UtdjuPvsLEvkvZ9lq8/guXOYXTSF5NPL1o8Qs9nX2cqjA9/XDy9YSX4g5N0LL3K8YNFjTqEzaejrRR9vQNfuc0tRc3KRN96GNkw4ehD15K+gpWm2p+oxi4hLLnf7JqWBOGXXU6fTYBqgtCtZDm62evCGL6UbHAwrS9RaQ083zlf+HvOvXAsXnUmDEKMrYXqcF+hsBgzDzXoP/h21HtW+Z8TzHMd9TjqJ8/V/gf5hNgRrLoNbbiPt9ICAA52Pszz3PUhh8t39OyflnVYYCHF3zSpe/fpr9DaNbnUgpKBgSQH+qEV3Yw9r716DkNCXaeXZ5r9hLMP3kJnHxpI/xdfciX7qMThXm22JPMSCRYhYAt3ciLj67eh4Do7j0K0VR1N97O9qpzE5dSXRKwvLWZWboN9uIcdfQdLu43cNn5/GF3FxURxczYLELUR8xbzc0kBXJk1kwKZgxzBfPnCFfq4rraAwEKIttZ+DXU/RnqpFj/JZlMLHstw7qYheidIOWjtklEN31qEjnaEmFqU9tZ9trd/HVmMHqT4ZpjC0nNLQOmL+MnoyjbSnD5K020jZXTg6TdBIEPfPpzK2ib6szSP1hyZculoWinJdaTlxK0BLcidhs5CgmU9LMk3AEESkSX2yn9fajtOWTrK5qILl4Tiiuwt13z+ftSCaWLUO5x3v4omWeg71dmKfgwxjjhXg7gUrR2QPd7S38GSjW6ZfHIxwV9VSL8t3keMFix5zFp3Nore8jHrD3ek1/uCPXAsOrdGHDqCefBRap142c16zYAnibW9HP/ozaJ5dj6ZzhmEiFi5BrLsCUVE9aomodpyh4FHbWbeM0LbH98zLZHDu/yYcPYi47Cr0gT2uuMnKS0AKN8OtAb/f22G9ANGZDBgSbAfsrKuGumMrHG8Y/QmBEKy6BGGa6E2bkVYQlOTJ4wfZ09mGmoSW4Ceq15Bs6GXfr/eT6pyY1UH+4nxWv38VtmOT1VmO9b5AXnApGbsby4xjiABNfa9SFduM3LsP/eCPJjyfGUEaiIoqN3AvnoeoXogoq2RXbye/aRynd3QUSoIR3lO1lJca/zc92WMk/NUYwk9ras8MTP7iIj+wmJX5H0NpG0f1EvQVsKezHUMIEpafuN8gaPg51vsqdV2/od+emCCdIfyY0o8pAoR9RUStUnL8lTT3v0VD7+SywRPBFAEWxG+gKn4NOzs6SDsOtla0pPo43tdLyDRZk1dMSShEyBBYhoEhDA53/46DXb8lo9zNm6LQSmJWOSWhNUT7g+jGBsTCJSANd1P72d+g6/ZN06R9yNvfjyivhEgUlUnT5dj86vgh2iaY7Z0sq3OL2FRcMRQMKq3Z0trI8831VEbitKaTXFM8n+pYYlasNDzmBl6w6DGn0bbtqmz++hfogweQG65GXLIBECAl2c42CIXdTMBFhBEMYfos7MZ6+Oa/zvZ0ZhyxbiPyhlvd7KDfD44DaDcYzGbcf/7AQOmodD8P2QwiEATcwFGYvlHH1pkMetebqIf/a+QDhoGorEEsXIY+fACkRN54B0RjXsB4AaEzGdSjD0I84S76GusnP8j6jYgly3EqFmCaJinHpjuT5tcNtXSM43UXNS1uLK2m1B9h36P7aNrZTKwkSuWmSjK9GY5tacRO2WR6M4SLwsRKoix+52JqO9vZ2dVC1OdnZaKAA90dBA2TnmwGRyuuLa3CVgrx/FPo3z0xxXdnhgiGMD7157zY28FrrZP3l6uK5HDH/MU83fD/k7Q9T96Z5NKCT1JoLQYpaUxto7n/LU4k95Cd4+W3gxSFVlEVuw7QSOEjaCbwG1G0dmhPH6Q1uYf+bCv9diu92RYcnT5tjJhVxtUFf4bzva+5G0hSQjgKPVMrc50QpgkFxchV6xDrLqeur5tHGmrH6QCdPHdVLqU8Eh/6Oe3YPHx0Pz4puaV8ERqNQAypCntcnHjBosd5gU6n3N7FY0fRh2oxrrkJrRQO0J5O8voUFhznO0nb5ubyGgwEyrERyX7M1hb0nu2w9XXGKk/DCsB5YtgsNt+EvHIzGCZk0uA46DdeQm19Fbo6Th63fiPGzXdOamydzaJfeQ71zONuD9tY+CyMP/8bQLtZTu/GeV6hlXJL3E80u0q3BUWQk4uwLJxf/gT91uvTcyLTRNz+fjJLVvDdA29NSGXSLw3eU7WUXOFHK41hGrBvOzochdL5IASm3ySbscnYNm90NbOl7WRFgURwVVE58yNx6vu7OdzTyfWl1YSOHEQ//FPoHaPcMxRGXHolIr/Q/U4dOjAd78KYiBVrcW6+k69OUQjnvVXLCMo2Xm76p2memQe4/YHVseuIiDz8toXzva8hN72d9OJKnm/+ZzJq6uXDc4PBa/dElr+SG0v+Dvnqq7O36ZJfiHzXB2mLxfjh4dGz5yHDpDqaoCwcY29nK4cn0K9pCsmnlq4f4ZFqK8U39m3ljvmLKQlGvPucB+D5LHqcJwh/AAA9fwFGZQ0Zxwbc0pGw6WNf18Xpzfj1fVuJ+SzCpkWOFaAgJ07NjbcRfOedKOVgmiaOUuj+Pszm4+hgGFVUjGmYZHt7MN94Cf3Cb88oiT+7COQtdyLXXYFWyjVBf/lZt5f1lMBOrF6PvOFWtFaISZTKCJ/P9fWciA+ZY6Me+gnk5iE3XuNmMj3OH9IpnH//P6crKwfD06u2bNvYi5fz64a6CdsRvLdqGTmOQnzlfyJqFqPbTkDzyA2w9F/8PTu72nixpR5ba6qjCVYkCigLx7CkQcru43D3E5QHV7AkXuWWjFVXIz7wMUilEB2tkM2iXvwtFM1DzK9Cr7vKzWAIQV1/J/OXrkTbNrKjDfHAD6F9BvzWLD+6vRXfFJWGfVKS6w+QtAUgGXNTzGNKLI7dTLQxid77DM6eHdDfh3r8IfzmXVy/8K9pyuymvvdlWpI7Z3uqU2TiOZIVuXdh9iRxXnjaFcTSGvwBxJpLoaMdfWDPxO4fZ0NrC+qn3yP/j/4/wqaPvgHF1VwrwPXF8ynxB93Kme5ORCKPrkxq3GDRFJI7K5eiT3kvHK0oD8co8ERtPIbhZRY9ziuyymF3RytvtjdRE0uwIX8eUgq+sXcryVnyiZqL5FgB/IZBRzpFyDQpDkYoCkbIKoe6ng460ikWx/O4JK+YmM9CNhxFP/HQmXu0zjU+C3nn3cjFywFwHvgBeveZsxDyne92exnHES4Zjs5kTlq0ZLNDAbPwByAYRJ9oQh+qg7YWxKp1iEuvRP3qAehsx/jcFxH+uWvK7XE6Op12e+a6O9G1e1FvvASTMM+eEEtWut6c191Ea7KfhN/dj+3MZNnX1UlDXzeJgU0GQ0jmR+KETB9l4RjqzddQD/901GHl//gHhDRJOiksGUAAGk17ah+Hu5+jO1M/pGwJrlXGlfmfx2eGaNrRTLY/Qyg3hC/sI14Wx0nb9J3oo2lHM+0HO1h88yKMkhDfP7Sd0lCU1blFVEoT+X//evrem5Iy5Ls+iMjNB9umNZ3kh0f3TmmooGHyrvlLSPj9KK3pSO9la8vEFWI9xuaaov9B4Lcvoree3ksoKhcg1m5ALFgMPh9t6Tpeaf3quZ/kOaI0vJ61efcwlI3s7oRwhLTTgw8/UkvUz36EPrh/xuci7/oIYvGyEUI6auc29CvPQksTYsPV2Juu52t1Z7aNAdcr9K6qZeT6A6cJ16Qcm7ruDhbFcz1RG48hvGDR47wjqxz+fc8bOFrzvqrlzAtHub92x5w1653r5AdCrM0tYklOPrq/D+OV59AvPsus7djn5GJ85JOInFyU1gggm+x3xWVaWxDf+gqcojgpqhch77pnqEdxoriXvwHLDa3dDWdDun2Ptu0KmPR2g+UHaaAe/AF6326M//aXiJzcaXvJHucWrZSbKf7db9AvPTM9g4YiiM/9FYZhcajrGVJOJym7k55sE8ty300isACJgeM4OL3dCMuPmc2g6w+jKqoQTz4CO98cZWCJ+cV/Yk/7L6jreoqAkQNak1Jnlum/pvhv6d6fZu+j+1DZkd9jK2yR6c+MSK5IU7Lhk5fRYqT5ef0+SoIR3l25BHPbG+hHHji79yUQRBSXIm64nXRBIT3ZDI811NJ+loIdEkFhMIwUcEv5IrpSO3mz9VsjT23EkcJHv916Vue6UFmScxvVwU1kVT+9dNCdbcDRGRaENuPc/y04Oo74UG4+xj1/SKM4wJtt3zsnc54N4lYFfXYrEoOC4BL67TY60u57UxW7lmXRW1EvPzvzZapCjKxose0hX0exdBXyjg/ws2N1HB0jqxgwDN5btZwcy485SjCYdmweOLSbDQXzqIzk4DvHHosecxOvDNXjvENpzfxIDgd7OnjiWC3V0YQXKJ4Fral+nmw8xO+ajrAkns+lV19HaONm5L/83WlB2YwTCmP+t78C3L/zYLN9zOfnRLqfOyoWE16/Af3K8yOepo/UuT2tmcyYyqc66y6SB49xy2zEyRaWYQz57vkDCJ/lBhiFJW6vWzA0LS/XY3YQUoK0kG+7Hp3IRT36s7MbsKAIPv4Zjve/yfa2+1F6ZJXDgc5fc2nRJ9HCPbcZyyGtHNpQ5C1ZiVG3zxXYKSiGE00gJeLqtyNyC6CkDDtt09DzGqBHZBBHY13+x5GpIHsf2Y6yT9/wyfSd/p1WtmLLd7dy6b3ruaZ4Ps80HeHR+gPcumY9onYPHK5zvW8TeegjB6FlDAXmQBBRs8T9b2ExYvWloByQkqDpI2j68E2DqqJC05R0FSt/3VDLreUrALBkhPzgYipjm4lbFYAmq5KknE5M4ac5uZM97T8/6/NfCFQFrkQ/8wRmXy+JwmISpeUQT6D+6/vjB4oA7a043/8PSj/159R2P0lP9tjMT3oW6Mqc9D3st9uoil3DUnkHAcKYWGR0P9am691S1YHgbUbQ+owl82LT9bza2TJmoAhwQ+kCElYA4wxVOIaQpByHpmQfQdNHcTA8alDpcXHhBYse5x2mlOT5gxzs6aAzk2Zrm+e5OB1kB/y0dneecJve/+ofcOr2oX/+nyN95maSZD/2N/8VOjvQf/oFHji0m9Z0kmO4ggpJO0tYjHLjchz0m6+5fSQD6GzWXXQPWWnYkE679iuTYNBnUUiJvOo6tz/F8kpQLwSE5YdV65DKVVye8jgrLwHDxJTB/8fee8fHcZ333t9zZna2YwEseiVIorGLRaKoahVLsmTZsuSi2LKd3AiwwCMAACAASURBVLjFKU5yU96U+/rm+k1yc0tybce5cVUcFzmybNlykWSrd4mUSIodJDpA9LLALrbMnPP+sSBIkOgEmzTfz0ciOTg7c2aBxZzfeZ7n96An65ckJhFvFX4znzXRj5B0UljSz5HYAEdjwzSPZUVfXU6UioIopZXVRK+9BdMyUbZDYmiC5EiSgsICJHBj2edpS7zI/qHpkb6y4FZM6cNn5FLoXUOQMl77xs4ZheJcpMfTdLzcQfmOUj60ci1lgTAA6u77ECNDEM4B0wNDA6hdL0F/L7q/B1FUih4agOFB5O13TxOHGAZCGthKodE8eOxNeiaWf2MvoxQ+0+Kmyv+FZXhwVAZT+qZqrgxp4TOzjo8+M49DQw/P2BPw7USxf0M20r3zRVAKvX+JJ9IatCKeeWu3sbJkiGsL/wSvmYM+tA890JQ1jppIQDgHpfW5FYpzEQghCgrZeWSmzISTFPuCVIdzZxWKkK1ZvKu6gYjlRaNxtHaFgov7M+By6WEIScEi0w1dFo6jNf9ycCcrQrncVrMa8z9/Hudv/+L8RBm1hu4OxO33MJicYGARqWrq+SeQpeXoskqEbZ/SNiPbfoXxcZxvfhF5z0ehvHLWVhpzMV+/RpdLD2F5YdM2REsT+tDSDDv03teR4RwKGtZyY+U/MJI6Sp6vAa9hobTmuZ52YpkU45k0xyemb7wciQ3SHh+hwBvgnupGXvzSSzhpByflUPeuOpyxMfTD30MohxW330116f8gpvrQKPICqxjPpEg6NhHLR2Ykxc7v7iI5ujSn40BBEAxBkTeAevlZdDqV7flWXpV9nwAKi5E33g6OnU2Jc+zs59ZxTkkDn/7ZkkKQUYrxzPIvpvO9fnI8FknbxmtkBaI0Zl/aSDHZXudcm5Jc5DTk3I6eFIpng1izkURmAMVb1zOgwN/ItrzfQjQdwfnJDy6cKJwFefUNjKeSpOf4XtaEcrmjqhZzHtMaKQRhj4UpJUopt12GC+CKRZdLlDzLFYvnEltrjo4Nc3/THt5bVU/un38BcWQ//Me/ndsLr1iN2LYDVb+OX7ceOOPL/ckEedfciNz/RrbXYk4ueKxs9FBK1C9+BIk4YtPliJrVEBvNRj3i4+jebuT1tyLKKsFtLuxyKkoxYy7yQhnoRf3kBwjfx/E1rKd3tIhXB1toHRtBTAql2biprIY1uYU4WiENyY7fuxIAJ+OA1uhHHoDudnRpJc73vonIzSNcvRKRH4X18Eh7E8cnxinyBfjQynWUrC+m7bl21BJEwEj7CI0bSiCVQq1sRCbHs/WGp0fSTRPh8TCSSvJCXweHRwfZlF/MdUUVOJOfLSkEppRorUkrhwea9zO+jBtOAnhvdX3WHEhrPFLO6t54ojZZCEnKiZ2RJnwqfjOfiuB2inwNhEURhuElZvewd/j709IRL0UkFsXB9VQGthPyFOPsvP+szyl8fjwyQJF/A0OpI9jq0mjJNBcSk8b891HiWZONSDs26pUXsy2WLgbKqxD+AHpoABGOILZcyUMzPC9PsDG/mGtLqhZsWOOZjDzKRRjGuby1cQ1uXC5JWsaG+XHb4Qs9jbcNhb4AH1q5FvHVfzrD0n/BrFiFvvndqGB4lnW5wBPOoWl0kDeGeuieIfVVADeVraQ+EsUzaVKCkFPOpOrV50+mE/r8iJrViNo1iNqGbBREyJO1iC4uk+jkRNbQo7P17M7zkU8wXlHNvx3dm01LmwdLGvxO49YZd+/1YD/qleeQt96FVho7mcHwmWhHox0HlMLwW8TsDN9s2g1AbU4+1xRX4fROsPtbc6ekzUbpplJW3bASANNnYnjOXGA6kxGHjFK8OtDFq/3dCKA2J8rN5TV4JyN7SmsmnAwPthw8a0ObUxHAHZW1rAjnzrsAdlSarvhOUvYoEW8Vw6kWmkZ+cca4y6OfocBahTA96L4eOHYY3daMjo0gt1yJ2HwFSXuYfaM/pndibrfJi4ny4BXUhm7CLyJIyw9jo+i2ZtTLz0LPMtQYSgN5172Iqppso3rHRjlpbJ0moYfZO/yDi7iWUXJj8V9jCT9JPc6w04GtU1R5tyEGB1C7Xka3HoWhi8QgqbwK430fRgdD2I6NaZgIj8Ur/d282H+mk7kA3lG6grV5hQsWihOTUVNLGnOmq7q8vXBXTS6XHEprBpazL5rLvPQnE/QkxinbuAX9+CLFopTwwd9Er6pnz1AvfbFs77aZltKx/o4z0vROZUU4lyJ/ACkEwuNBT/a9Ugf2oJ5+DAb7EWs2IHZcjyguz6YLeb2L6r3o8jZEShiPnfVpBIKOeGyaUMy1vIymUzP+vAdME6X1lFjUjgNaZVOkgyEIBFGOoumxJrp2ZT93/nw/pmVghb1s+o2NxE75vDTFhohlUnygZg07/uQq/AEvr339NWJdC2+i3vtmL2ve04idtmcUisDUIlIKKPWH2FZQxpaCUgwhsU5ZYEoh8AiDu6rreXOojyOxIUbSZx95uqKonJpw3rRm4qdjqyQCg7FMN3sHvjPvOQs8NeifPYQ6sPeMvnnq0Yfh6cewtl3F1h0fIxNJcmD8Z3SOv3TW93KuKfavJ5gJ4Dz0LZyebsgsczmBclAPTb6/QkJOBMIRzJwcIjW1XLvxTxhNd7F/9KEpB9GLhasKP4d3KIn+9UP4ikspq6qBcCH62X9HHbv4NqNFXhQ7EORLk5tDc+GRkjsr6ygNhBcsFB2d9S3YM9TLB2vWEjQ9rmB0AVyx6HIJYivFcNoVi+eb1vFRSlbWLS5Zr7wKdd8nGXIcfn50L6OZ1KKuKYWgLBCmISdKXW4UQXbHcyrdTEqcL/0djAxl22d89DPg8YDlzY5xo4guC8E0l0Us8vwTrL3v0+RaPl7s6+SOylq8RtbgZe9wH82x4WmbIWOZNBNOhpCwEEJMmjFNLuy8Pozrb8F59QVWvmMb/Yf6ScczTAxN/u7rGWekJ0Yoz8IrDVLKAaB3Is63mvawo6iCdYEiCtcU4aQV8f7pxjLSlFTtqCSvOpdwvkU6pTj486MA2Ekb0zf/Z8eUBpXBCFWhyKwLUsswsAyD7UXlXFFUTvv4KI93NZ9VX9xjsWG2RsvQWs+aempKH4PJoxwZfmRB59SAHh6cvcF6cgL93K9xXnwaY9NWNt78fsJmCQdHlm6MdD7YO/Q9Skv/v2za/nILxdPRCkaHYXQ4+34e2AvP/oqc629hx5rPgiF54vjfzOvoe77wyTCMdGfdtNuOoV99/kJPaU5000FM04NXSlJzpJkHTQ/vr1lD2GMtqleirRSd8RhjmTTfObaXa0uqaYgUTKV521qhdfYz7fL2wl1JuVxyaDSj6cWJDpezpysxhqpYzYyPCdNC3nw7qqJ62mFdVMKuwV5emiFFZi4saXBbxSqqQ7k4WmEKOfMOpxCI+rWIyhpEbaNrQPM25URdHGTdko1FRJK1baOPd2Z7li0KwRnx8dZj8NhPqLrtLsoCYQwhEELgkQZboqVsjpbw/eb9DCQTQNZM6keth7i1YhV5ln9a3Z0QImsw4/dj9HVyxWeuYP+P9jPUfHKh3fFCO+vvXkfA9JBKO1PHxzNpjowOUh+JUr2tjOqtpdl7TWfQWqOVxvBZMDKIProXvasdf1klWz5yddYZ01z4+7fQheMJ+/3qUC6/VbeJvUN9pBx7SdHG/mSCh1oPcndNI9ZM7siT5FpVTNiz96Ocjs5GmOfDsdG7XsbpbGflxz5DuKiUjJ4gaESxtB8DDxIDgUFM9/DqwFexVWKBc1h+bJWgO7WX0nfeibr/n8//BMZiqEcehEceRN5zH5etuI+X+r54/ucxA53p3dSuuwX1659nRe7FTjoFUsyYpXCCXMvHB2vW4DPMRUcFTSGn3IqTjsPjXc0829PGqnA+pYEQLWMj3FFVexY34HKp4opFl0sOgeB4YuFpVS7LQ47HmtU5T2y9Ann51bzQ045GcyILL368lUOjg4u6jkRwV3U9xf4QppSYzP3AkzfdnhWNczggurx1STsOcTvNC70dKDR5lp9cy8dkhjKeyVY7ESvbzDozKSqlEEghMKREHHpzYRcrr0I2rIOVdYiirABjLIYeHoDe4xDJQ6xuQGt9RoqkKSW2UtTl5E+JRYDB1ATfPbaP2px8bq1YhecU8SMsL9SvRUgDaRhs+OAGmn7VRNfObtZ+oJHC+gIcleaqokpax0e4Mr+Y5waPc2h0kI54jP6JBAW2jfynL0AkD0JhhMdCeDw48XHo7pi6lj6wFxnKQTSuRy5CLC6WE5/pzZEohuXl6pIqtJ1BZTLZrBHlsHO4lyOxoTnPc3xinL6JOBXBnFnHCCTroh9g78D3FhDN0tmm5wultxvnG1+k4Nb3QkKi+w9BfCzbnieTBtsmd/u13LLiCxwef5yjo2dnjlKTcwNV4ZsBxeDEXppjT5JWY/iNfBydQWkbpTOk1Zlp/E0jj1JW8RdQUQ2dbWc1j7NBPflL8j/9xxT619A/Mbshy7kmYEa5uuAP8aTA+dF3L36hKI1sO5pwBGyHgGlxU1EFbeOj7B/JlnVELC9boqWszSvEEHLBLqZZ8y2NISSxSWflU0k6Du3xUVLKptgfXO47c7lEcA1uXC4pHKXYM9zL08cv3APv7UjQ9PDR1RuwnnwU/dLT07+YX4i46V0YjRv46uHXGT/LVKet0VKuLK5YVPqMy9sTZ7I36JPHW5d8jtXhPG4uX4kpJCo+htnWDHYGVVKOePbXcEJIConxF3+X7d05w4691gqUnurrOXXccUCAmPx5Tjo2P2jez+AMhi+3lq+iLhKdsRbvRMqlk3ZIjibxRj083/33hD2lbCn+BDqdRne2ISqr6Usn+XHHEe5btQFvy1H4/jfmfyMKijE++bmpvqLnA21nwFGQTKAefwTsDKKqBrFxG9rjoT2ZYNTJYArBkdFBWsanNxz/YM1aSvzBOSMotkohEKScMfYOfo+BiYMzjrut+O/RP/j36c3opYl4770wNoJ+6rEltQ8Sq+qR9/4nnur+GxJ2/7zj87wrWRO9F0vmYasxYukW+icOsLHg4zxxvAWA+kiU8kAOArC1QpDd+BAiu5nqaIXSikSmjzcH/41rSv4MfewQ6pcPw8jcIvxcIzZtQ952FyN2FxIDjWJCj5LIDDCeOU4sfRyAHKs869iq0wwljzGUbDqL9hwSSwYoD11OpX8bYbMEvec11KM/zYqwi5lgGOOzfwojw1BQCFpjmyaGyKaFDk/+Hol6AwhYdDQx6dh85+ibJOwMeV4fWsNA6uRm1prcQm4qq8HRCo803FYab1NcsehySaG0oik2xM87jl7oqbxtEMCHV60nr+c44tv/Ajm5yGtvRheXksmPYvoCtIwN88ZQL53xs6/7uqm0hg3R4rOfuMvbgrFMiud7O+ifSExb5CyWHI+XimAONaEIYY9FV2KMdXlFSKXQSiEn61+tRfTn1ErByBC6vQWxYQtCSpTW2ErxaOdRjo5Nj2h4pcF7qusp8gVnTe/UWk0ZNu0d+D4bCu7NXmdoAOc7X0Vu2Y685iaGkglyvX7U3/wpzNeAvrwKUb8WecW1FySVW2uFbm+dniZZUY285T2QnIBMVkSmpeRfju2dupuQx+Ijq9bjM8wFLWLjmQFaYk9S6F+LlzCdEy/TGnsagFuL/w7x4HfRrceyg+vWwHs+THwwhTAEwcIg9Hajf/CNbDP2RWD81T/wWOefzZuOWuBvZHPhp+mZSLBz4Di5lpfKYA4lgRDjmQzfbz7ZB9QQAlPIqVrVE0gh8EqDgOlhR1ElKyebsNv/9T8zs63Y+UfUNkJxaXajQApEbj7kRSGSiwiFQYOOj0FsFEwPIr8AvF5GM10cHHmYwVTTjOcNmsVUha8iaq0iJKIYngCc+BwphR4eQO/bjT70ZjYT4GJFCCirRNQ2IjdtY9yKE/ZXoG0bR8o5jZ0WQ8ZxeL6vgzcGe5BC8Mn6zVjSYCCZ4JX+LhyteHdVnbtx6+KKRZdLD1sp/vngazjuj+55oSoY4a7qevSPv4e+8jpESRmd8TG6EmMMpSZoGx+dqhdbDqpDEd5TVT/Vo202AwsXlxNk0inGtWLvUB9VoRzG0mme7mnDPsvG6wKoDEYAjdcws2mii1g4acfJNj5PJRE73jGtbUtGOTSNDvHE8ZYz+jBuLSjlyqIKHK2RiDnrAm1l86+HXucTtZuwPBZOcoykSDJmHydsleEdScJX/nHmF3/6j6GgaFJ8ianeiAvB0Qpbqan6UDH5P1up6SZUC0Q7Ds4//HW2LmsmhEB+7DPI6lUMJsZ4qreT9vgoeZaPj9dunBwy+zUdZWPIk+9/vD+OYRkoK8WTPX/JrcVfQPzwAXQoB33zexEei2NPHaPz1WzbB3++n3V3ryXUcxD1yH8s/MakxPjL/47KJHmi57+SVmcKzdLgZjaE78bjzwPgzaFeftXdsvBrnH5Jsr31NkWi5Fp+9LHDqB98a8nnuyjIiyIvvxpx2eU4Ko2js1HepB7naPwJGkK3EfAUorva0C1N0NmerUVOJmc3LbqIEGs2oluOgmFgfPbP0DjEVD+9qb2UBDYR8pQCYtrP8NmitOalvk5e6e9iXV4h15eswDIMtNZklMKUC09ndXlr44pFl0uOjHL4xuHdJJzMhZ7K2wJTCG4sq6E6lMvR2BCvDXQztoyuehHLS9D0TEV2Cn0BSgPhZTu/y1sbbds4f/sX8LFPo4IhzK52VP1aXhnt55X+JfYEPQUpBI2RAt5RtiJrW7LIXX2dyWTbYZze2J7s7zJbaZ7paaUjHiNhZ6Y2wXI8XkIeDx9auW7eTZMvHXiVj69uZMLu4NXeL08dLwtuZX30XozXXkOXVqKLyiGZgJeeyDb1vu4WTCn5P/tfwdGaHUUVUy0wZlskph2HhJ3h0OgAHfEYA8kESmvUZNSqOhRha0EZRb5sfdNCxKejFIaU6EQcDAO9fw/q6UdhLJaNDOXkIhrWo9ubMe77FHgsHDI813ucYp+fukgu2bor76zvk1IO8hShn46nef3f3qDh3fUYBSkCZgTR3gb5BYyNm+y6/3W0mr48qrm+hhXrwqif/xD8gWzUs/nIvPdHKAd53yc5bL7CsdHHpw5bModri/4YrwihXnwKrr+VlvERnu1ppyaUS3t8dMZ05bnIt3zcV92AjI+j3ngVve+NC556uqyYJqKmNut6DYjGDdk64ddeyPaOTMTnOcHFh7zxdsQVk+ZSg/2I0gqe6Pgrks4wtbm3szryTgy58IyGxZBNWc6271mMMZjL2wtXLLpccmSUw7eO7GF8CfUjLhcPH1m1nqLTCubdSKLLYtGpJOqBb2WbZwNsuRJ921081nVsXpOU2TCE4F0VqykJhAiaVjZatki7+BOPVkdrhGDOhVjKcRAiu9P/UMtBepMnF7yl/hBbCkpZGc5Do8+IbA6lJri/aQ8fqmnAkr20j71Aga+e8tA2pPAQHxojOZQmFUuRGJqgansl3rB3ao4d8RgPtR7ksmgJVcEIJYEQAdODo9Wk50u2Bk7r7O/ep463cSQ2v2lVxPKyIa+YukiUoOmZWpA6k1EeTTYaKYXgwHA/LeMjJOwMEsk7iiso8vqz7R4sL2QyWadSrUAaCNPk0NBPWRm5ARC80P0PmNLHlaV/hCnPFOUzoZRCO5o939tD1VXVmJaBk3HQSjPSPkrb82fWxfsiPta8t5FAQQCVUXj8JhzvhG9/eYYrTEdcfSPyhtuyJmFa0R5/hTxPFaH2GOrV57NN7bfuwPH7EYhsCmZOhP5knGd62ufsP3tL6Qoag5GsyZdhoF94EvXkLxf0PricAywvomEduqMVhuf4rBQUIW98F9Ss5pm+fyDgiRKxqhBImkYfBRSN+XezMueGc/ZcTDsOGe0wmExQFshZthRXl7cWrlh0ueRIOjZfObjzQk/DZYn4DIPfadw27ZjSGq212wDYZdHo5ATqoe+gjx4CQN5+N8219fy0Y+a6poWwNVrK9qKKs+ondiKV6/nedpTWXFdaPW8Kq9YaR2vG7TQ/bT8yzTW1JpzL2txCasJ5CPRUK4rOeIz/aDlAyLT47foN2Haa8e4Jjj7ejDQlTsrBE/Bw2Uc24WQchBRopbPC0+vh4bbDXFlUTp7XjzV5Tls5vNrfzcv9XUgh8EkTr2EwmkmhlrBkCJoeqkIR/IbJaDpFLJPCIw38hklHPDZjGvvGvGKuzCvlpf/1Iih4x19fT0bH2dX7NQxpneKmebKFSVX4Ktbk34MUBlKcma5np2y0o5GWRCAY7Rrl8C+OEO9bWjTKCnrY8Qc70F/7R+hfQA2cEGCYUFSC8ZufhYyNbScgEGA800Oerwb7kQfh9VdBgnjPhxDrN7NroJvnerPOtZaUbC0oY3UgBwdNzLFZHQijvvt19EBvNrLmLusuDJYXecNtiM1XZL8HjoPz9f8DQwPTx/n8yDs/iFhdz2DqKG8M/jspNd28SQoPmwv/E4X+BqTwnBOxqLVmOJ3k2017UWjeXVnLqpx8N/XU5Qxcr3mXSw6lNX7DPKumzi4XDjlDhEUKsTjbeheXExjmyagiYK+qJ3YWadLbCsrYXlR+1qYOYrL+b+9QHwrN9qL5HX6FEJhCEPF4uXtFI8/3tLN/pJ8Sf4g7KmunmmND1pzCYxgU+4OsDucRMD1k0ppdX93DxFA2dfHK37+SQJ6fgz89SGIwgS/Xh+E5JRXTcbijshaNpm8iTspxsLUibmfYOZAVP0prEk7mrNL+43aGgyMD8w88BTUpZjfeu5GDPznIgYcPsuauesJWKW1jz50y8qQwOh7fzYaCD2ePnmIEdAJpSpqeaGKoeZjMRIZM4uxKGdLxDD17eyi55z70v/7PWVsLnZyqBjsD3R04//gFqG1E3HkXY+k+knbWHEy9633oW9+DEIKRTJpfN++nZ2IcS0puLq2hLpiDHuxHv/wcoCkoKEK1t2Qby7tcMETjBuS778ka8kw6Cms7gygqQU+JRQEVVRgf+Bhjxigvd//1GTWsIU8JleEdlAe3YsoAhjy3hlOd8dhUCvkbgz1Uh3LPapPM5a2JKxZdLjm80uC91Q3TnOFcLn7CHouxTBqvNLAni+ddXM4GrRS6txvsyY2j2+9BRnLZ37x/SefzGeayCMWp+WmNIQVKaXyL6AMqhCBoerihbAXD6QmuLKpACjE1r4xyMGR2c8UjDe6srkdrzcGfHpoSigBDx4bwby5j9TtXZ9srnNY/0TIMMsrhie4WDixSzJ1r9g33MZJOcnPlSrZ/bhuJvmyUNd9XS//EIRJ2P6b0U+hfw2iqnYTdT4GvDlslMaXvDKEIgIbaW2rZ+8BeEoNLd849leanWgh/eAOBP/4CPPYj2DtP1ksoB3njbZDJoDZv4fj465SFryBslQPQHh/ltf5uhBB0n9JP+M6qeqpCEeyv/dO0/pguFx5x/S3IK6+bVpesbRv14L+jW48i33Fr1gG2sDgbbfRA9+geLCM4TSzme1dxecnvIoWJFOdesAkhKPSdLAXpTIy5z2WXGXHFosslhyElRf4AEjG1I+Zy8bIynEdPYpxP1G+mdWyEYn/QTXNxWR4yadRPfjD1T11WwUg6OS19czHUR6LLNbPsfIDyQJjG3IIlBc5NIXlXRS3/0XKAa0uqWDG56z+TmJ0YnqBnb8+0Y63PtlLUWIjpM5HGmYtAWzn0TsQ5Mjp/DeL5RpM1+QmaHqRKEynNOoUWeTYQLa3lwNAPWR+9F5Gx0R4Pv+r4c0qCmzDE7JEYaWYdlqW5fAvxdDzNa1/dScmGEupuuwe57Wr0v31l9p6MH/ttJiIW4+keBkYeYSTVTp6/EUelUWQoC+TzgZo1jGaSmMLAe+L7nU7hPP2YKxQvEsT2axHlVRAMI8orzzCwEqaJqFqBfM8HwXMy2ojpwQTqc2+n0NfASz0nnYqLAxswhGfmjY5zhHWKODSEcJ/NLjNifP7zn//8hZ6Ei8tisZUiZqeWvCh0OT+sCEW4a0UDL/Z1UhvJpzQQRi7BUdLFZSZ0Rwv6pWem/i262glecS2vDnQvaRspadtsipYs24JJaUVjbiGFvsCM6dfzISYdCi3DoDoUwZQGxixzk4YkVBKi70DfyevbiprrapCGnLHmSQpJwPQw4dj0TFx8LpJaw7rcAsRX/idq82akYWGYBqb0UehtQPzyZ+APMB5MEjDzqQxtRy6gtUBhXQHSlAy3jizbXMd7x+l+/Tg5dWX43nkLIpwDzUfPbNuwuh4zWkpajbNv8AGSzjCtsSdoH3uajrHnaIk9TvvY8yg9TF/8VVpij3Nw6CEKA434Rh10dzssoxu1y+KRd34QefnVyNIKRF5+1lhoJkrKED4/Yoa0TkdnaBt7hpFU67RjUX/dZGTx3Mdy0o7Dc73tDKQmEMC7q+oJmZb7fHY5A1csulySGFKyIhShbyLOyGx9uVwuKCGPxTUl1eRaPtriozSNDlEfieJx6yFclotgKOuS2dEGWiNuup2enDD7hvuXdLrrS6uJ+vzLZiEvRVaknY05RSyTotifdSidTShCViz6Iz4QgpH2SRGkYahlmKLGoqkxp5NybB7var4o+9YmnAzbCsuRh/bBr36JnkiAlKj2FvjWV6CrA0wLX+NWCvz1C0rdE0KgtWagaZBYZ+yMrwcLA0uuZVS2omdvL+N9cUKbGvDcdAtiVUM2ytg/GfXdtxtefBb/9XfTPvbCVL9AENTnvZtNhR/F0Unaxp5l3O4lrcbQKLSAkpp3IrdfiygsRh98c0lzdDl7xIYtiGjhjCJw2rg5U881R4Z/RsrJ/gzmeVdSm3srYOA386fcg88lcTvDr7qbAXhn+UpWhfPcekWXGXHTUF0uWTzS4N1VdTzV3cq+kaUtDl3OHWHTojoUAeCeFY1IIZbkpOjiMhvC8iKvugGn7Ri0NaP37KR041byvT6GUslFnSvP8lEXiS5bX4mXlwAAIABJREFUveJCySgHEBhCoNEIBBOOjaMUQdNDruWbHDM/hmVQub2C1udap45FKnIYbBokujo6zdwGsjWVUghKAyHaxke52PAZJh5poCYSkE6iX3oa/dLT0we9/jJ6qB915wcRofDJdL85ULZiYjhb2+nN8bL1vvV4vBLpMbObD4ZBZmyCo890cHz3AlxOT2OwaZDBpkHCpWFKN5VQdOsHMN/9IfRX/h5iIyBNNAqvmUM6na1ZK/KvpTr8Do6NjbM2+n4GkkcYS3dNnbNz/CU6x1+iNLiZzSvev+g5uSwf6uEHMD71R+hQDgim1ypqDeg5U0kdlQEBVeFrMKUPjwyQ663jyOgQw+kkI+mmyV6lgXMS5XOUwtGax7qOoQG/YdIYKXAjii6z4opFl0sajzS4rrSa/SP9bvXiRcbxiXH+cd/L/P6ayzGknGq87eKyrCiFCOWgAXXn++mOxxYlFIOmhxvLaqgKRrL97S4AA8kEuwaO0x4fJTnp8nxTWQ1r8woBFiVgDdMgXBpm7PgYVsiifEs5wYIgTvpMwSmEwGuY3FlVx4MtB+mZo5ff+cAjJZXBCDkei/FMmlgmTd9EnIKb7oDvf2P2F7YeQ33jixi//xfo5ES2z90cv2ukIYmuyie6Kp+yDYXw5i70/t04qVS2b6Llxdi4jcYbb6Lh5mrSCZv+Y6MceXRx7ViSo0kiFREyiQzeohDqjntQTQcQtWsYSrbgkX7KQ1ewIXovUpjsG+7nqe42anMiBM1CxtJdmMJHY/778BphJuyRbHqiPwg+PyQn5p+Ey/KTSeP883+HaCHGxz+b7QUK6HQK4nH0yBBUVINjg2EiPJ5pLzekB601FaHLEcJACoNnj7exc/DkxkR3YoyP127EYHmfmWnHYTCV4GcdTYydks7srp9c5sLts+hyyZN2HJ7paePN4b75B7ucd/5o3fYLPQWXtzA6lUQf2oduPYr9rveR1IpjsWFeH+whlpk7Rd0rDX5j1XpyLOusUk+11tgqOS3d1JQ+lFLYWpNSNqPpFOWBMACO1tNcB7XWpJWDFIKeRJx9I32U+ENszC9edCqaUoqho0Ps+f5eKq+oYPXNqxFy7lRYrTVDqSTfPrpnyYtGUwj05L2d4ESLo5BpURII0jsRZyyTRgDlwRwaIlEqAjkIAUHTwpCCjJMh6QxjyiCW9AMCj5Q4X/xbGBmaexKBEKKyGtG4IfufNXOUUWsN6RS6vQW9+1X0gb0zn09IqKxGRAuR19xM0jZ59Zu7sZPzt23a9omthIpCjKdSNE+MUOILMZRJUhoIkWN5MIRJ2kliSg8v9XXx5lAficmNgs80rKd59Bd4jVwqw9uJZ2AglSbq9RP1BdCZNLqnC/XQd2F0eN65uJw7RE0t4vpbEGWVqOefQD/3BCgHCoqRG7dmjXDMueMyjlL0TsR5oGW6i/OGvCKuLak+q9TQE1kJhpA4WvF8TztvDPVOGxPxePlo7YbznlXhcungikWXtwRpx+HrR96Y2pV3uXhojBRwc/lK15Lb5Zyg7QxII2v6YXoQhoHWmvZ4jIdaDwJQEczh+pJqgh6LE488QTZiJyf7Ic6ErdJobSOEgSE8ODqNrZKTf6YQQhLylDCcPMax0V8znukFNIX+NZQFt5DrreY/Wo5wfDJi91t1m8i1fPPeU9pxzmqB6KQdEkMJunZ2UXdb3Yy1ijNd09ZZf+m0Y/N8bwdNsSEkgg+sXEOOx4vSmo74KE8fbyN1SmpskS/A3Ssa8UiDvmScskCYZ3vauLakmgk7g0dKUikbr9eDIBvRTGdsxjtj9O/vwxOwiNbmEyz282TPX2CrbGRYYlGbdyuFVh057XHUD+5f8HsgVtUjrr0ZkZsHwXD2G55Oowf6oLsD9cpzZzZLnwuPhbzrN2BFLaM9E4z3xznyyyMzDg1EA2z75Fa+fGQnM3VeLPYHKfYF2Tvch4QzxmyLlnBlcSlSGEhhorTGVg62thlLNXM8sYty/xYKrFU4X//iyXpIlwuP5UV+5JOIskrIZECKM5xST0VrjaM1reMj/KyjaVqphs8w+FTDliVvZDlK0R4fZfdQL+vzini2p52R9JlZFzeUrmBdXpH7jHaZFVcsurwlsJWiZWyYRzoWlybkcn74dMMWAqZn/oEuLstERjnsGerFUYrNBaWYYmZH0NPRWqN0hvFML53jrzCSaiXpjJC0R9EsrHYQoCSwiYb8e/nq4enRgj9ce8VZGd4sFK01dspGCIHpXXzFSdpxmHAymELikcaUeLWVQ0YpuhJjBEwPPsMk7LHOeH8PjQywMpjLwR8eYOBIVpRJKZE+CYpp0bmtv70FGU3yWv9XSNhn1p9bMszNZf8N59v/Cp2ti74XADzWsriIirWbEEUliKtu4MkvPDPta94cL5HyHGresZKkX/Pt1sX3AvZKgw+tXIvPcOiJv0Jf4k0GU8c4U1LCjqLPkXt4CPXIg0u9HZflJDcf+b4PI0rKz0g9nYsJO8P/PbTrjKi+RPD7ay9fstFNRjnc37RnWrrpTHyi7jLCcwhaFxe3ZtHlLYEpJdWhXG4qreHXx1su9HRcTiOWTrli0eW84pEG6/KKQGcXXXMJNEdlUNrGkBYT9hC7+7/NcOrYWV1/PNODNUMbh1gmRcC08JzjXXwhBB5f9jOntUYrvaAI4wksw5gxumlKA1MarM7Jn3b81H3njONQE8xl73f2MNp+0jhHKYVKnCl6MhM2Y6kDMwpFgLQao3n8WVZ+9FPow/tRD31nwfdx8iLL025C79+N3g/GjndQ2FBI/6HsnKuvrqbm2hUk0xmaJoZ5srVtSecXQpBjednZ+2UGk4fnHLt/5GGuXv85jLo16NZj6KOH0EcOwkXYBuUtjWEib38fYt1mkHJel9TTkUJSE86jeey0lGLBgquoldZTKaceaeBoxa6B4/MKRYCxTNoViy5z4opFl7cMlmHQkFdAStk81+s2Lr5YyLN85Hv9F3oaLm8z0o7Dq/1ddMXHuK60miJfEAAhspkIhpBIAVrbdMV30hZ7hvFMH45enlY8tkpizNAr7YXeDm4sW7ks11goKqMwrJMLWK00QmZbSCw1yjmXYZVU8PrXdzHetzDR4ot46bPnrr07OPIjjsV+zc2NX7jw5i45uaA1De9poOHd9ThpB2/Yy8Pth2mNn52rbNKxOTI6yIrw9fOKxdF0Kz/v/COK/euoXnkNhbXvgxtTOP/6vyE+dlbzcFk48ra7EOsuW1Q0cTqa05P8LGlweWEZGaVm3LQ5kb46lkkzlErQl0wwnJpAAyWTrXZe7e8643WnYgjBpvwSCnyBJc7b5e2CKxZd3lJY0mBztJQX+jrdNg0XmByPl5pwLtuLyt1aCJfzitaahJNh18BxNPBA834iHi8pZaM0FPmDlPiDbMovQeth9g4sIVI1DwX+BuL2mcKzJpx3zqOKp3NCKCpHZaOLk/pwqUJROw5SqWybCUDZNvIUEw/taPzRwILEojds4c/z09rx9Lxjryr8fYjHwVl4OvC5QDRuIJZO8o2W/aya/H62dA+TUjNVKC6O8kCY2pwoTcPPn/G1qK+OiFXJeKaHsUwPSXsEv5mLRhPxVtOaGMfUkorf/CzO1/4JFtk+xmUJ5Bcgt5ydiZsh5JQTcV1OlKuKK8ixvDhKzyoUM0rx47ZDdCVObgoIskZRrWMj02qKvdIg3+vHlBJTSjxCsiKcS11OFM3M13BxORVXLLq85XC05hN1lzGaSXE8Mc4LvR3Y+uwf4i4LQyK4tWIVq3LygMXZ/ru4LAe2Vvyio2laDdDoKc6onfEYnfEY+4b7+VT9ZrwyQkotX5/BXG8Na6Pv55W+6Q7N76tuoCwYPufNtmfjRBrqWddMCgGOjVYOwuubJhSzX9asfW8jh73mnH0Kfbk+at+5mmR6BMXc5mRF/nUEiOB8+QvLllK6VMSmbewfHwHg2Ompg2fJ6px8xtIttIz9etrx4sBGLiv8OMOpFNWmwDI8mMLC1mlsZfPm0CjPTmbUfGzFGvI+8knUN764rHNzmYGhAZwHvol8550QCs9pZjMbSmt+Y9V6fIaBQEyJt9M13AmROJJO8mjXMcYzaTZHS2iIRMm1/FhSogU0x076NxT7g7yvugE56VYMk+ZeQiLdTVyXBeKKRZe3HCdqbYIei0JfgMuiJQwkEzzYcmDabpvL8mJJg60FpazKySfX43VFost558Riau9wLz0LqNtKOjYJJ0PEW03fxCztE5bAtqJPsWdwiFcHpgulqM+P9Rb4XAgps6mgM6DTKejtgpKqaamvpxIsCrLy+hqiq6OMptt5ZfD+ea9ZEbwC3dZ8wYUieVFEtICdTbuX7ZQhj8W9NWsRAnyGhzcH/u2MMQEzSjyT5t+PHZj3fA93HeW3Vq1ftvm5zI0+vB/n8AHkBz8GdWvn7PE5E7PVB0+7xmTKeNKxGUpNcF1JFeWBHPSkBDwWGyZgeijxh8i1fEgEDbkF3Fi2YsHmXi4us+GKRZe3NCcES67l41MNW3iht4Ndg7PvdLssDb9h8tHVG/Aappty6nLeOSES43aaJ4+30ja+8Chhd3yMitAVyyoWbZ2mf4aauie7W9lSUEqRL/gWTv0S6KJKDv7kEH0HpkdWw2VhVt+0ikhFDgOpwzzV/U8k1ciCztoy9jSlq34PSsqhZ+5arHOJKCgCIdlRWD4VyTtbxjNpbK1wnA7e6PsRo+n2M8Z0jr9CQ957yLV8M7Y/OJUCXxBSKbIxJLcc4/ygUS88hVFTB97lNYtJOw5CwDPH27mqqIL6SBQhBLZSPNx2mMuiJSitmbAzAEQsH59u2IIhhbtp67IsGJ///Oc/f6En4eJyrjGkRApBeTAMmml5/i5nR67l446qWnIsN5rocv7JOA4DqQS/7m7h6Z42RtOLM6ixlWJd/mpaYo8v25w8MsDWwsuYsDW9yZMRzuF0kv0j/ZQHw0SkAY6zaOfEixnHziA9Fo6tOPDwwanj/jw/a+5qZNX1KzEiiie7/4rO+IvYeuE1dUlnGI8ZIn/j7dDdeeGa0Xs8yE2X8+JgN7HlaMUB3L2ikXyvj974XrriL884TukMQU8R9bmr2Tc8d3/IsXSaLQUlSK2ho/Ws5+iyQGKjyMb1EAwhltgb8XSU1uwc6OaXHcfoTGRT5ysCOQRMDx3xUXItH6tz8on6AuRaPizDwJisTVxqf0YXl9NxxaLL2wpDSMq8Adbl5LM9r4gr84vZES1lR1kNtTn5HBzpx3GNcRaERHB1cRW3VKwkbFqYrlB0Oc9kHIeuxBgPthxgZJEi8QRjmRQb80vJ9ZbSm1ie1MKhZBOxdDdXl95IVyJ2hqg4nhhjc34x6lc/A68PlILxMfD5IJ3O2u8vMm1Ma51tAm5nsk6YHiv7d8dBGOcniUgIiVIK0zLRSmOnbVZeX0PDHfX4Yt3w/a9jbL+WltiTKJ1Z9Pn7kwfw+YuIbLoduXEbjI7A4MztNs4Z+YWI9ZfxeM+Z0b+lcHlhGbU5YZ7s+BP6k/vnHDuaamdN/o2sCEZoig3P+qz6zZVrkaYH03HQ+5cvXdZlfnTrUeSW7cu2CaS0xmsYdMZjxO0MtlY05hUSsbwETYtif2hqM3w2d2IXl7NF6NP9el1c3uJopdDHDqN3vwqJBDo+hqisQVx+NSJaQCKV4tBEjJ0Dx4nbi1/QvB3wSMn7qhso8gfdaKLLBcNWiq8c3LloAysBXBYtoTKYQ67lI2L5ODD0H7SPPbus86vLvYOVkZt4tqeT3UPZlMxCr58PVNTiGehDffNL018gJWLFasTGrYiGdWAYCxJ62rZhIoH68ffQLU2TNykgkofxG78NOREwPec0iqm1xlZJzJRCHzmAKq1C5EbRg33wo29nRV1ZFfpjn8CWit7E6xwf38VgqmkJV5PU5d5GbfBmnPv/GY53Lvv9zIXxB3/FE/ER9g73nvW5PlizhkTmJQ4P/2RB4wNmAdeU/TnjtuZbTW/OOOZztZvgwJvo/W+gj83dfsNl+RFbdyBvvmNJZjczobQCBN88shulNb9Vt8kt93A5r7g1iy5vP4RARHJRB07WKInLr4HebtRrL+AP53BZTS2bV28knU7RnEqwc/A4/cnEjKf75Mp1+E5pnesAPzzeTO9buDHyHZW1FPtD7gPL5YKhtaYrMbYooSiFYEdRBTXhXEKmpDf+Gl3jnbw5cYxxe/lrmY+M/IyUM8rWgjvYPdTHlmgp1+SXwGvPo5569MwXKIVuPoJuPgK5+Ri/86ewEH2nFc5X/3c2Ojl1TMPIEM43vogor0Js2IIuKkHkF4BpLnu0UaHxGH60kUTtegk6H0AHQsjr34l9QrAKSWc8RldijIrgejYX70DpDG2xX3F0dIb3Y46rHRn5OR4ZYMXdH8H58t8v673Me/XWo9TX1nNgtB97Ce0yGnMLKA+E8UhJ1BdgJLmwZ4UhLK4o+V1SSvPTtqOzjhu1M+T0dbtC8QKhd76ILiiCTZcjlqF+UQpJ2nEYy6S4oqgctw7V5XzjikWXtx1CCHRuPqJhHfrQvuyxy7YBAlG3BgwD9dIzqO9+DXN1PfXrNtOwqh6tNDP9khaWF/Xv/4qejEKaq+r4jR03sHOkj+f6zu+O9/mgJpRLeSDHFYouF5SMUrwyT9Pp04l4vFwWLaEt9mteG/75vO0aloP+iQM05t/NDaUr2BjIQf3k++iDM0eEpjEyhN7zGmzYAgiEZc0+VshsCupMpJInBSgg77gHZ+0aBpLNKO1gGUHyvCvRKAzhQYqTywJHpdEoEvYgtkoS8pRgSi8aME4Zp5SDcSLDwDChK2v8Iq64GrntKnb3d3Gw5QCDqZOmP68NZCO89ZEoVxW/kxWRW2kdfXRRonEo1cyKwNYFj1829u6ionolv1e/mQfbD9MZn78GPmh6uK1iNUHTQ9hjMTixD60dmoefO6NNxmx4jRwsI4cvHZg7tXT36ADX33AbSkj0y89kNw5czivq6ccwzrL/4rTzodlaUMa2gjK35MPlvOOKRZe3JcLyIm+/B6fpULZfWM9xZHklGFk7eHnNTThPPYY+sBd9YG+2+XR+4Snmcvrkn5kMxE46+unONpzWY2x934epq1nLd9oOLkuz5ouFimDYFYouFxxDCAZmifafjgAqgxE25hdjqzSHFpjytxwk7EGUtvEZJnqwf2FCcRL1ix/BrpcRFVWIurWIFavBscGyEKcuGLWG/IIFpWOKhvXsiz1EV/yVk8eQ5HpXUBzYQFlwM14jgkbRMfYih4cfmTKiMYSX21b8I62xZ8jz1hDwFGIICykNhpNjvNLfyy35JTAZ7dVPPYpdXkVj5QreGOw5Yy4aODQ6yKHRQVaGc3ln+a2UBLbxcu//wlbzf2+DZiEiFEasqj+vUTTd0oTzxb9FfuwzrAzlzSsWvdLg3pXrSDvtdI/vYih5lLFM96Kvm++rZSGVQ28M9TKQSvCea2/Es/kK1GM/QR89tOjruSyRnFzkO98NavlEuiUlVxSWuWUfLhcEVyy6vH2xLMT2a9EvPAmdreiyipOmEuk0orYB3TTp6KcUDCyiPqWtGeef/4HwBz/O+6vq+U7rwflfc47J9/poiBSQ7/VjCslQeoKkYxPx+IhYXjoTMd4c6nPrNF0uCWytKPYH522T4TNM7lu1HlPCSOowr/X+7DzN8CRj6S7qA1XoA/sW90KtoacL3dOF3vkSSANRvRKx9UqoXZOtS9QK9fTjC6/bS6ewjOD0y6AYTjUznGrm0PDD+M18Us7YGSY0jk7xs5bPcnqGhdfI4YaK/8a6SBR96DQx/J2vE/5//wfXl1bz847ZUyebx0b41pE93FKxindU/B1vDtxPT+KNOW/l6OijVPuuwFtVk32vTA/6yH7wB+EclwGIhvWIsipau2a/pxMU+YOYUvFs1z8u+XolgU2si36An3e0LGh8R3yMLx/dy7XFlVx2z33I0WH0G68iahvR+3ZnjW+WaArlMjeiZjWifh3CXL4lthQSy3A3aV0uDK7BjcvbGp1O43zpbxFVNcj3fGiqIF1rDQN9OP/yP6d2yZdEIIjxB3/JD7uO0nHK7nNjpIA8r4+kY/P6DDvui8ErDaK+AJY06ErEyCiFIQRK62lLut+s3Uiu5ZsSxHry63Ly37ZycLTmx22HKfD6uaKoHIHg0c5jtMdPLsirgjm8u6oO73lyWHRxmQlHKV7s6+S1gTMjNFIIci0v1cHcyR5k/bx4/O8uwCyzrIt+iOr4SpyvLl0snEEkD7FxC/rIwYX3HcyLYvzOn/Dzjj8Elv57rSSwif6Jgzj6pNjYXvI58o1q9APfyprsWBZ8+JM4RSWMo/l+837SylnQ+RtzC7ixtIbBiX3s6v/ajHMtC25hffRehDAwdNYISKdTWR1rWTj3fwXam5d8j3MhahuR93yUX/a2cWh0cM6xPsNka0Epa3JzeLrzz5Z0vXzvKi4v+V0e7WzjSGxo0a8PmxYfW70WaWfoyeyjyKzDI/yon/3QdUs9F5gmxu/+P+D3L5vJjYvLhcRtneHy9kZr5OoG1P492bSuaCHCMLOCyuNBmB506/w7x7OSySC8PurqN9KbmmA0k+KaogquzS+hfHiYFaEI24or6c+k5m20fDo14VzurKrjmuIq6iJR6iL5XF5YzuZoCTuKK1mXV0RHPEbCzuCRkmJ/iAJfYEosCiGm2fNLITGEYE1uAVWhCAHTg2UY1Eby6YzHGJu0/49lUmwtLHNTUV0uGEprMlrxbE8bSSdbd5j92S3kjspariupZk1uAUV+6E08x+6B+7mQphAjqTZWldyJ3vXS7LWFiyWVhLbm6aY2C3iN3H4do04XcbtvyZe+vuK/4Dfy6EnsmTqmtaIwtBY6u0A58NFP05uTw9P9nbzU17lgoQgwkExweHSQxvxa6vNuYmDiAGl18j5DnhK2Ff8O4rFfIG2NyC9ATDrHnojmyIoq9GsvLfke50KsWAWr66nJjVLiD2EIQXkgzNrcIkoDIS4vLGNTfjEb84u5priKPAuOjf6EWHrxNewSkyvL/pDdg6PsHlqa++qHVtYzljnMC33/m+OJNzg2/iQTjFGy4R7E6sbJzJm+c1fbGAgCIvtzUVaJaFgP3R3n5loXA0qhX3sBuXEbwh+40LNxcTlr3Miiy9serRVkbNRTjyIiuYjN26fMJLTj4Pz9X2b7lS0VaSCuvA55zY3YSmEa5il27wJx+VWIG9/F15r3LTgFdHthOdvmqV/QWuNoTVo5eKTEIw0cpRbdi0lrTUYp7j+6h/FJwXh1cSWbo6WuYHQ57zhakVGKHzTvZzA1gSkkmwtK2FpQhlJJ2mK/oi32HDaL23w519xa/HeIhx6YMpq5UMg73k9fQ4Cdff93yee4vPh3KQqs4dG2P8ZWWdOaK0v+kDzvSkbSKcKWl674GL/obCLpLFwkno4AdhRVsrWwFK01SmvUiXpxrTEG+pFvvIK88V0Ir2/aa3U6hXrkQfS+uVNZl4q86Q70lm10Z/aR621A6SSJTC+WEcbRGYaSh5DCpDn21ILqL2ejLvcOykLX8dXDC691PZWQafGf6tbxZOd/IeXEpt8DFhsKPkSptf7/Z++94+M6znvv78wp27HAoneSKCTBTrFIIqlebDXLKrYjW65xYjtOcuNP8iY3yftep1/nJrk3juPcuMeOWxzLsmPJsmXJahRFSiIlFrEXECR6X2DrOTPvHwuCBAGSqGw638+HH2L3zMyZs1icM888z/N7ELt3oZ78Yc5wnC38AeRNdyJWXwtCoHu7Efmx3K/viR+id742e+e6DDH++197nkWPqwIvjszjbY8QEmwbefOdudyfPTtg2WqEaYHrIn/tY6jvfBmmu+hRLnrzs7hbnkc2LMJNJs/IL9LobS9BeSXva1jMV4+euyizRNAQjbG+uJI8y3fBRHchBKYQYwy66RTtFUJgCMF1xVU83ZoL69rW1cryglLPWPS4qGSVy7F4P8+1N496upcVlLC2qIRd3V+/YI7bpUQIOaqYfElJp5AiPKMh9vY+Rkmwicb8u3ir94eYMkC+fz57+rp5unVyOXWTQQObO1t4pesEljRGN71saRAyLdYUlVN+w+0oyx5XYUTYPuRdD+Ae3g/J6Rtr50I98yRG42JKIg3s7v8hbcOvz/o5aiM3sCB6K98/Ov0NhtpwHkIYNMUe5Ojgr+hPHxs9psjwRvc3OWAWcuOSP8RYcQ362GHUL/4LumaWHiGaliPvey/9TpafHnuLpOuypKCYPUd2c1flAiqu3YTe9XrOmynl7BqplwPlVV6FC4+rBi8M1cNjBGGYoDXqsW8jV6zJCeBYFoTOUNubiSCA1rnC1AN9448dPUTg2hvJSElbcmjc4Yhl8/76ZSyKFhGxfdMy+maCAHozKQ6N5Mu4WudCr0J5Y0JZPTzmAkcpXK3Y3N7C8x3Hx4Q0VgYjFNgJ9vb95yWc4fmR2DTG7kH/7PFLvigWdQtJlAU5OfzqtMfIqDglwSWUh1YzkDlOgW8Bhf5GhhyXluHBKdW+nAyanKBRRrkkXYchJ0NfJkXzUD9pw0ChiVi+0fzrUYRAlFWid22f1fmcmpV+83UMR1DRcB8hXzntyTcv3O08BM1iInYlpghQGV7Dotj9PHbs0ITPhMnSlUpwcKCPilAtS2I3UBJoIp45OcbLmFVJDg09zcnE6wSLGoisvxdRvwiRHwPbB6aVE1OK5CGWroLebuStdyMfehRRvxCCYUQkAt1dICTy1ncibr2Lpzpb+GV7MwnXIaNcTibiZJTLulgpgXAe8sY7kTfchly7ISfgNAMv9OWEuPEOjFvvgkAQ4W2oelwFeGGoHh6AVgpcB/X9b+SMwopqjA996nQ4ajYDCPShfaj/+MaczEHMb0C+76P8qvvkmNwUUwg+1rgKv2FedCPxFFnX5cWO42Pm1ZAX447KBZ7Qjcc7v6MhAAAgAElEQVScoLXG0YoDAz10pRK0JYYmXDTfW91AkT/J5ta/vgSznCySu2v+EfdzfwojHtFLNpPb76V7ZRHbOr44o3FsGeGO2s8Bp8SyNFrnjJPvHtl9UZ0qYdPmo40rJ4x00Jk0DA+h97yBem3LxJt1M0RcdxNDG5fzYsfnpj1GkX8ha0o/QVZlkUICgh8fPzKpGo6TxZSSOyrmU5+Xx1CmnUMDT9Ge2Mk4dVsZZX70ZgrtOsIUYkgLIa1cO2lAfy/psMnO/v+gJLCYAms+YRlDagm2j0wmzXdbDtB7njx8ATxavxyDAfxa4jvejfrJ9yExtyq2c41YshJ533u88FOPqwpvlefhATnF0/ZW9MnjudetLajNzyI33IywfQhrpCB2wyIIhWF4+ju955zC0YOoH36Lm979/jFGWWO0EEsal8xQBLAMg9WF5bzZ2zG6rDgcn/1Fl4fHKRyt+GnLQY7G+8e8P1rqFKgKRqgIRQjIKEGzkIRzfmXKS0XQLMjdYxznUk9l1sioOHt7f8zCgruRwkQgQEDMF+D6kmo2d148AZMhJ8PPThzi1or5BE4JlI0gbF/OO3bdjRhrN6Ie+3auvMbZ+AOIqlp0MgGnngOTZThOnllGY97dHBh8YsrzLw0uY1XxR3murZWdfdMTsZkMjlI8eeIwJpKNZdUsLXyUFcWClNNPyh1gKNPO/r6fkFYD7Ot7fEzfyvA6FkQfJOgYiEiAZ1v/XxQZOpM7R1pIVhY9Sr65lC8dPnd+pSkkKwtLiVg+Cn0Bfn78TzHwsXHe7+O75Z2on16+EQIXJBRB3vuwZyh6XHV4xqKHB7kQVF1agfGZ/4FuPoz65RPoF36JLq+CBQ2nb/4ajN/4DO53vzp5ufopoA/sRWpFfaSAQyPGmN8wx4dXXQKCpsXqwnJe72kDcoqUu3o7WVVYhiElWeWitEYAtmHiaoUhvBAcj6njKMXReP8YQ3F1YRnriisJGCZD2QwKTUBIEAZJN8sNlX/Kgb4nOTr4DHoGZSHmgqBZlFMvneXwzEtN8+DzNOTfiRSnlxK2YbC6qIyW4cExJXfmmoODvQxlMzw4bzHyrFxtGEkzMEzkgx9A79uF3vNmTum6qAR5yzsRtXU5ITMp0a9tQT39X5M+t961HV1WQd3KTVM2Fi0ZYE3Jb3JwsG9ODcUzcVA8197Mc+1QHghT5AuQ74tQn1fFpsolHOh7goTTTTzTiqNz3sGhTDt+w+DQ8BCN+TFWl3yEjBoiateQVQmyKkXILMQ5R5i1AJYWlLCxtBpXD5PMdpJw/KAgzQCd6b1UB/MuyvXPFfLeh8GLtPG4CvG+1R4eI5wKOWV+A8bHfge97SXUD7+FvPNdsGItwrIQloU2Ihgf/TR660uoZ6a+i3x+NOrFZ7jrxtt51jDZ3d+FOxLidamxDYPrS6vYP9DN0IhQRzybGZ3ZmYI7jlKe+I3HtMi4Lhnl8swZQimmkFxfUo386Q9w33qTwKLl4LPh9VeQ7/84O8JBjg8PcE/1nVRHrmV759eIZ2d/M2e6BMyinHfrKsPRKY4MPMuC6G2Y0h5935IG91Q38KX922c9f/F8tCWH+OqBHXygfhkROfHnLWwblq5CNDaBZYGrwDQRUqLFiFG5ej388qcXLiURCOaiT1auQxuStvTO87efgKxK8lrnl1hZ/GGW5Rezq79rymPMhLbk6fDuFztauLNyPgvyH8QnJbbhI+MOk3C6MWUAgaDWH2Zz+0nKAhUYwuDN3jh+I4zPzCebcDk42DzheZryi7mxrJo9Pd/h5PDWcccFYu5Kd1wERN1CxPyG0dItHh5XE9632sPjLIRhgGHA2g0YDYtxv/MVjBVrTx+XEq0N5krqTG99ASEEt1+7iduKKxnWGvMy8dBJIbizqp4fN+/H0Qq/ObHX0zMUPaZDxnV5s7eDlztbcEcWjrY0+FD9cpTW6BtuR2y6DZRCKAWrr4OCGAx00zIc51/27eSOivlsqPgDjg0+x4H+n6L0pQ/9XJp3P3rzry71NOaEo4PPsCB6y7j3DSlYU1TOK10X12hPus6ozaEzaUCc3ggcQUgJ/sDIRHP/KeUgT3mFhEAsWYk+8NZ5Rc3kDbeTXb2c3f3fo214+iI6HYmdtA69Rm1k8UU3Fs/m5ydPb9JIoDaST6k/hKsd1kc1/kP72VTXiBKCg4k4r41EmlwIv2GSdPomNBQBgmYhJPsnPHbZY5rI+9837nvm4XG14BmLHh7nQNg2Or8ALAvddgKqahBneM/EstWI1hb03t3MquGoFPrlX+G+/BxUVBHacAuiafnsjT8DDCGpCIR5aP5ivndkD3WRgssiRNbj6iCtHF7qOD7mr6kxGsMyDF7pPEHKdZEiV0ZGCoEQAtnbwbGh04vMX7QeZUdPO/fXXk9leA07Or9Ob/rwxb+YM9gT/y+WXXc/7Hwd+i7PvMrpklVJdnV/l2VFj2Ce4c2zpMHa4goGMmn2DnRf1Dn1ZVKELAvZ04Xu673g/dNVGYayHUSMUqRpg2Uh73kopwLqOuiuDjh2CN16At3dkVO1dl3E0lXs7v8+bcPbkcJCYozkS0pM6cdvRHP/zHxS7sB5Dcru5F6WF6+lKhSZVVGbmaBgTDj49bFSsEzcL/4tomkFdTfdiRxpdz4Chsm1JZXs7fnOhMdXF36EQlGD++pPZ3X+Fwt594Ng+y/c0MPjCsUzFj08zodS4A+iHv8uxid/P6cEx4j3MVqAfNf70Bs6UV/7AqjZlv3W0NqSq9PourlzXgZYhkGJP8SvN64icI6QG1epSyrI43Fl0ptOjtt2WRkrxUBwON7HwCRL16SVYkdvD0vyi1lf9tucHH6Nt3r+czT/6mJzPP4C88IbCC1diX7xmUsyh7nk5PCrzM+7mTxfzYiSZw5LGtxYXnvRjcUnWw7ykcaV2D1duZIP58FRafrSR+hJHiKc/w6A3Kagb+R+axiIyhp0eRUik8kl31kWJBJg+1jif5hVxR9GINGoXMqAJvezdkEIJCYaRcgq4VD/UxPOoy2xA19vlPtr7uULe2dWgmOueKGnjZsWLkEcP4re/Qbmplv53aa16Ozp+qFDTpb/ajtGR+q0qul1JVUksu2cGH5l3JirCj9EuW7A/dL/hv7ei3EZs4pYsRbRtGKMV9FVCikEWaWwL5PntofHTPBWcx4e50NI5PU3gpNFb9+aK7Fx5mGfH1FcmktsnxMPm0A0Nl02huIpTCnJs31j8hQhl6t4LN6PugxyLD2uLLKuy97+sUbF2qJyCuwASqtcTtMkqQ1Hub6ogvzuLmhtp0I2cUv1n1MSWDrb0540rYkdyDXXI9ZtQtQtvGTzmCt2dH0DpceXBfEZBmHr4obnJV2HLR0ncBYvx1147t+5o9KcGNrK1vYvsDB6F7Kza4zhcyZCSoTfn7vnSwMRjiBsG78ZzanBCokUJoawMKSFKX1YRhBLBkZf10fvpDp8/eiYUlj4jOjov/bEm5jSIv8y9FIV+gLcVFyF+vH30Vueh/gA7j/8Oe5f/zHqX/8B9X//HvWtfyXiDxK0rDF9K4IROhNvTDyuuSCX+38FGorULkDe9cAY9VNXKRJOlsea983NksDD4xLgeRY9PM6D8PmgsQljwUJ08xFAozPpMQ8HYfugaTkyVoj63jcgOYt1omKFc5UaOScYQlAZikxpYe/hkVUuR+J97BvIhWja0uDu6noqfUHEN74IH/oEcgpfqaFsBieTwfzq50ffM669kdW3fZSu1D52dX+HjJr98jfn49DAU1SVXoNx0/X4ZB7i5HHUf/xbTiX1KmDY6WR759dYXfKxMeGoaHhkwVJe6TzBzr7OizafHb3t9GVS3FhWQ6Fp4qosCge0GC2tcWzwefb1PU7UnocwDJzH/h3jQ59CSzknG3Sm9NFYcA8tQ1sImDE2VvwBhhgrxKO0osD20X+eGoWXAlNInGwG89a7cXftOB1J4zrQ14OorUNsvIV4KsHReD8Ftp+SQAhHKfJtH9vbn51wXAtfrnj9stXotpPQfXEUYWeEaSJvuwexen0uVPkMHK349pHdLMkvukST8/CYfTxj0cPjApySXGfeAvSuHRAIwvz607UXGTEYK2owfusPcL/y+dnbJQ2Gryi5fSEEhhZILwTVY5KcErV5sSNX2y5gmHygbhn+gX7EF/4WMhnQekobEPFsBnGWd0O/8jy88SrFH/x1bq76M3b3fI+Tw6/O6rVciOc6/goAEz83lP8R/vveg/rBNy/qHOaSzuRuXJ3F0BZiJBzVkJKwtLmhrJaqUB5Pnjh00eZzbKifgl4/G8uqOdD3Y5JO74j3zyarErSPeLvWFXwMdewwDA7gfuUfkQ+8H8qrcqU0LHtWDUdL+rmz5n+h0RyLJ/npibdmbey5pCM1zM86W7i3sGJ8yoU/gPy1j5ExDY6ObPgszi9iTVE5QgiaB1/AYWLj15Uu5k13oAyQzc2o73x1ri9lZlTPw3jwAxAIjVkDQO5e9nx7Mwkny/JY6bjIGw+PKxXPWPTwmCTC9sHi5blFZ3klnPWgEKaJlkGMD38K91//AZKJmZ/Td+XJ7XuGosdk0Voz5GRGDUWA+ZECfOkU4ot/h/qt30dFotimhZqCrP6Qk8aYqN5ZKgFf+jxi+RqW3fteqiMbeKPr30i5fbNxOZNHCrqyB6ipX4vx//wF+vB+9P496EP7IJXMtQmGkDe/E7FoCWrbZvS2l64IL6TWzqiheCa2YbAgr4DqUB4tw4MXbT77BrrZVFZD69DrpNX4uo8hsxTbDOP+7Gu5zzedQn3tn3LerrJKxNJVsHTlrBVaN2UuxNRxXUqCBoW+AD3p5KyMPdeklZPL1zStnCF9itJykBIbwYpYKa90nsBnGHQn9/Ba55c4nwTOL9r+BICoPY+NNb8DkTyIT+H7YfuQt90NpoV68rGx85pNgiHkO+5HLFoKpjXqnT4TQwp293VR4g8RMKwJBvHwuDIxPvvZz372Uk/Cw+NKQRhGrnjzOcKUhJBgWsiGxegd22ZcN0pU1iAWLrlktZtcrXC1whhZ/CWdLJ3JBPFsmmEnS8AwyXo1FT2mSVYptnSeoPMMMYy1RRUUtTQjSssYqmvkiZOH2drVykB2cuI2AI7WXFtcCdtfyXkmz6ajFbZsxr9gFfOq30VWJRnIHB/fbpYRSObl3cja0k8CJfyw5RAHE4OYpRVEFi7FuvYG9LHDiGuuxXjoURJGPke3tJG3ZinWTbcgfD50e+uMFsSibiGJsuCceVWjvhqCZhFSjL9nSQQl/tBFDUd1tKLIF2B1yT3U5N1GVfg6iv2NBM0Yrs6wMP9uQp2Z8aVNnCz096IP7EEUFkOseFY9jFJKbGmwtKCYnlSSvsss7HQiBrMZVuUXYyaGoe0EAOK6m5C1CxB5UUgl0R2t2AVFVIXyGMoepCu5Z1Jjp91+KgKr8G+4Gwb7c3+jZxMryj0PyyoR8+qRy1Yj73sP6VAxKr8Y6+bbEQuX5H53nZMr6XFOpEQ0LEbMb0AuWYF89yOIkvJcveVzJCMqrdnT38WaonJKAyFPKdzjqsHzLHp4TIOzw0/GHDNNdKwYedMdqGd/NrPzFJWM82BeLLLKpTURpzedYmlBMVpDwLTIJId5suUgaeViCsnCaCE3l89DoTGEQJPLOfPwmAzx7GljTgDVoTz0njeQS1bSlhiiNTG93MKkm8VfXgUH907cwMnAv/0rNDSx+KH3Uh2+nh3dX2M4OzeGTGlwBUsL34vWFj9raeFQ/HSo+vERT9stpTWs+Ohvo7JZMlqw9cu5UgsnX28lf14+i9+5hsD6TejtW1EvPQtDF89DN1l2dH2Dhvx3Uh+9A0OeFX0hBPk+P/m2j/5JKtvOBk+cOITfMCnyBSj0Bynxl1MSrKcu/z5sw0CHNARDkJg431z99AfISBRq5yPM2fMYSSGQwuDu6ga+uPdVnCugKP2R9DCL6xrR23PKpnLlWkRJGdp10UcPonfvYOEd9+HzBdne8fMpjf185//kroq/z5UqOQPRuASx6VZEaTnpwRRocLKK5ECWrqeP0/ZGzjAMFYdY/t6l+Gvr0LumUfdSSOQ9DyHm1UE2C/kFICUYZq425yS4vWIBVaGIpwbucVXhGYuXCMfzxlzVCNuGdRvhV0/NyLuoO9sR2Qz4Lr46niUNKoN5lAcio7kXrlZUBMN8YvE1aA3NQ/1s6TzJvx/eRci0GMpmWFFYygovX8PjAmSUy4nhwTE1Em8pn4flOrDvLXRJGQXz66c9/lA2Q6CkHH0uY/EUB9+Cz/0ZkQffzw2L/piD/U9xeOAX6AtWj5scUbuWZUXvI2iWsK2ri23dE3hMRni24zjPdRwnavt5ZMFYFc/+Y/1s+ZfXiZRHaLpnGaHfuRa9Zwfq+aennCMd8zdwY+X/N63rmSxnG4pn4qiLbxSlXIcTiTgnEmNrGJpCcld1PfMeeD/8+5cm7uy66CP7EdW1sz4vRyn2D3RfEYZiyLToSiVoamzC+Njv5AypghgwUk6qej769Vfw+fwknGGmqs4WNIsRlg+5ZCWqrxe0QtQvQqxcS29RMQUY7HpsP4OtE9ehHO4aZqgjTqCuEWoWwInmXM5/IHjOjYDchYURS1Yi122ESBQMAwRj6ipPBlNKqkN5U+rj4XEl4BmLl4hThqKjXExvUX11IgTipjvRv5q4rtZk0Afeyu1wzqKxqB0nJ1Ag5Mj/Ylw+jqsVWjNuQ8MQEsMYeU9AbTif6lAUjSajXPb19/BC+3GOxvu5t7oRU0pvU8RjQmxp0JNO5gzEkZC8BZEC2PI8bLgRESsmbwZ5YoPZNCWFxZNbriqF/sG3oHoe9b/2QarC69ne9TUGMy3TPr8p/Cwt+jXKgivY19/HL1vfnJT5qYCBTBrLMDD9Jk7KGXM83hZn65e3EywK0nRvI3mfWoU+8Bbquaege3Je0b60w/aeWVRtnpDD1OfFmB/JHxOOp7QmbFkMOROEB18CHK2whUT09Z77u1JQiLzxzjG19GYLU0oao4U0Dw2MqgGfwicN8mwfXamZ579Pl/XFlSzOLyJq+UZLIikEsrIm1+BMI9eycuGahsGvjv8R58tVnIiE08VLbX/H6pUfILh2Q+5NKdFHDzKUTXMs3sfSh5fy8ue3nNMO3fWDt2i6fxGl7/0IwrbAccEycyGyx46gd2xFHzmIWHNdLs2jtByKSkCpWclL9Z53HlcjnrF4iTGERGmN0hpTSrLK9TwyVwnC9iEXLsGdgbGIk0U98yTyHe9CzMBg1OkUCIE+2YI+ciAXvmbZkE4hr70hp/x3BoaQTEZ88swHo88wWVVYxs7eDlqGB/n6wTe4u7qB6lDeaF6jl8PhcQqtNQujhbki5iOv+zJJsqvWjH71+mcghNKbTqHzY1Pr1HIM/vbPCdz9IBtWf4Zj8ZfY3/cTlJ5ajmCRfxGrSj5KPKv4yoGdJBznwp3OQKE5MTzI2k+vY8vfvTxhm0R3gte+/ga+PB+L71tI7OO/h24+nAt9bz953vGHnAx7+rumNKfpEM9mqApF8J0hNmQIwbJYKe0nj8z5+SeDLQ0qQnnoF385cYPCEoyP/y6Yc/dctqTB7ZULCJs2b/V3E7FsVheV05AXQ2nNF/ZeXNXeM1kYLSTmCwAw4Sdwxj1dSAm2jVYuUzUUTzGQOcavOv6SqF3DiqJHCasYsn4RoaFBHutoYVl9MaVNJXTsOffGSPNLxwmXRgjEbEz/yHMzFIHFSyGbBilzpS/mwPj38Lga8YzFS4wQOUH4U4toz1C8etDKRe2cRt7E2eMcOZALi5lu/3QK9cLT6K0vgnuW5HlBIbzz3TOc4Wkk8OGGFSTcLHv6unjs2D4UmtsrFrAsVkLadbCE9BRTPVBas3+gZ4wS6mwSz2Zwo/lM55umn/ghbHuJ2g98jIqq1Wxu/V+k3P4L9jOEjyWFD1MRuoYtnR28ep6Q0wvxw2N7+e2mddRsrOH4S+f+jNKDad74952YQZOmexZS9JFPo9taUM/8DFqOTvv8s0FFMIx5ljKqKQ0WRQs5ONDDsaHx6qQXmwWRfNxkAmPw7N+vQDQsQmy8FSxryiGJU8WSBteWVHF9aTUKjUmuBFFWuURtHwMXMcfzFKaQ+Kbx7GlL7JjReaUwWV3yUYYcH984vAvbkKTc3IbLK31t3PDAEpY+tBStNSdePcGBnx0c7VuypISmdy1GGBOUcFIK3d+PWH5Nztvo4eExKTw11MuUjHKRiHOqbnlc/gghUc88MXMRinQKEcmD4tJczcepojXqx9+D9FmLDSEwfvMzEAzN2vdMCIEUAlsaVIXyOJEYxBCCw/Fe3ujtoD0xxKKCYrLKHVVY9Xh7IoWgJBDkaLyfxBzI3YdMi/poIfLlX1248UQkhuGVFzEXrSQvtpju1D5cfe4Fe8xfz/Xln0HKMr5zeB9Hhy5sXF6IoWyGlUvnc/zF5gu2VVlFx54umredIFhTRuTmjcjFy3L5jKeKpheVIBY0MJAXHRfyOBcU+ALUhqPjxD4MIWnIKyTf9nNsqH+KmW2zhyCXJxvdtyeXu3rmsetuQt71ACIcmVVRm/NhjERfGEKO3pMdpWgZHryogkAAMZ+fe6obiNr+Kd+rA2YhPamD0ypJMy9yE+vKfgspfOzo6eZkMk5Wq9HvSFtyiFe6TrKl8wQHB3vZsLiOk6+1ohxFfm0+yx5eimEZEz7ThDQQtQsQhbOrbOvhcbXjba1chmSVSzyTRgP5ts/LabxC0Zl0LlF/RGJ8Jqgnf4TMj8GChqkbjFJMmNwv5jfkCgvPkZdPA/fXLkTrXOiZEAJXq5x38azvdFa5CKUwRxZlOp0C2+dtllzlKK3Js+YmJyueTSOsmS/y9Xe/TuzRX+eWqr+gJ3WA1zu/MsZoDJgx6vJupypyHa91dfJy18z/3k9RHgwz2Dw1o1NlFHt+tI+9UtLwjnoqHv4QMpmAvCiZkRqOxwfn3lAE6MukUOcwBXO5ejEils2PmvfhXiSBl5zibpSm/CLq82LgZNEvPj2unbzm2lmrrTgTLrYhXRYIcX1JNZWhCBIxLVVPQ9hcW/67DKZbeL3zKxf0ykeschYW3EfIKiYgovAf30P4/Ky950H2D/QwfI7NpE0lNTmF3doogycHWfFry5HmxPPVmTRojT5+DNpPwLpNV2QdYw+PS4FnLF6GCAStiTiGkBT5g5d6Oh7TRNg+WLcB4WRzNbyyMxF00KinHsf4xO+fI3HkHL1cF71v97kVWeXcGGOnw6vHTvbs16c8jN84+CYP1y4mb9tm1NP/hVjQmAv/qqzJCfDMwqLf4/LE1bOjOno28WwG0zBnvtgeisO//G90XpTYb/8BFaFryKhh8uxKKsPrCBj59GdSfPPQW/TPcq28ikCEnq3TMz6VUux/8gD7nzzA4vsWUbokwj8f3T2r87sQ7SPPsXNhSYPyYJjVheUzCtm9EGcbiNp1MI8dQv/oe7k81YlQ7sTvX8WsjJWxqawaQ8wsv1wIgYFF1FeLKf1wgY+yKfYQhQMR9L6d6Feez9VGDYaxgY8vXMXPTx5hb3/3mD73VTVSaYR47euvE2+NU72+CiEnjsbS2Vzuv972Um5+q9Z5G5EeHlPAMxYvQ0wpWRYrxVFzs4jyuHgIy0ZedyOs34T6xU/QO7ZNf7De7lxtq1XrL5iYr5UL2Sy6vRX11I8nblRcCpdAwv5MLGmQVS5L8otJuQ55I7vY+sgB9NFDiLpGjPd/PKfgakwcWuRx5WJKg5JAaE5y19KnFvvhvNmpRzg4gO7vZXH0XQitcQ2bLV3tvNlzZJaKbIxFAPk+P/v2zVyI5thLzRQ3lcx8UlPE0ZqTiUFqw/nnbGNJg2WxklkxFot8AfJtP1HbT8znJ+YLELV9BE2brONgHj0waiCe684nFi5B3nk/omCK4khzhCEEEWvuPWBL8ovZVFY9q7oJGkVT7EG2dfzzOdsEzBgxfx3qn/9ybARMYgjx1/+d7B//Db3p5Lh+B4d6qSoMs/w9yzj49CGCRedJpzAM9OuvjP7sidt4eEwNz1i8jPEkmK8OToUyyXe8GxWJol99GZLTk61XP/8JorMdsWgJoqYuJ3xjGJBJ5+KVLAv6e9GH96P378mJ45zN3Q9grtkwgys6P9mRRbqrNaYQ48KoM66LIU6HN1nS4PrS6lyfk8cRa65HFJfmrqmsEnXkYC5vs3ExjITgntpIUVojhCcMdaViCEGBPXc1RBNOlkBFFRx468KNJ4H4539AAGLjrXRfu4kdPe2zMu5ERG0/SinSgzPPVdOXcFPojZ4OKoIRzDPy8M4maFrURQo4HJ96jhtAQ16MjaXVhEyLjEqSdQdIuieJZ9o4GW9GA9cUfwT9/W+COrcyrZjfgHzg/ZdF+OkpLGkwLxxlV9/kyqJMh4XRQm6pmDfr91FDWMT89VSE1tA6/Nq441G7muvKfw917DBiojqI4TxMw6QreTpM3ZYGi/OLyLgu32jeRVO0mOvvW8Shpw/jZFwsYwLvousi73sY3dWJXL8RzLlb+mZcFyFyzyZLGiitvFQijysez1j08LhICNtGXn8zbLoNerrQne2oF5+Gro7JD6IVevsrOQ9jMIR85NchlULveh3ddgL6eseEu4pb7kKckg7XGrepCSscG3mpELMsMqNHHpDbu9sYdrJcX1I1ro0pZa6O44jBZ0pJxnWwALl+E5SU5+TY9em6VzqTHpOr6WjFUDaDzzCJWN4O8ZVMyJy7399QNkOwpDxXr/QKo8QfJJOaWsmNc6GVnkwlnDnhcLyP/zy6l/trGrEkmMb437ctDe6oXMDXD745qno5WdYXV7CmqIzmwafZ3P/EOdsNO92E77gH/dTj4w9W1SLrFsKCxtENqcuJyjks9L6+uJJ1xRVztuFmSh+LCt41obGYcHoBEC+/OHHnQAhHK+rzYtxUXks8m8aSBq2ohmQAACAASURBVPkIlJMlU1bDtw/vYtjJcPttdex/Yj+L7l2EYY29FmFZsHQVIpNB+AOzfo1jziXgGwffpCwQ5taK+dNSk/XwuNy4/O6KHh5XMaMJ9aXlUFKK0diEeuYJ9GtbYKq5W4lh1Ff+8dzHy6sQG2/hyMhuvUQwL5THnp4fUJ//DnxGZJpXcW5O7eguKyjJhXmJnAF55k6vFGJc7qJtmLl2VbUTj3vWTr/fMPFfhos6j6mhtZ7TkgCD2TSlhcWXTG1zJoRMG3d4llRitR5TD+9iUhWMsKSgGMs4/2/BkgYfbVjJfxzdQ8p1uLOqnv0D3fikiRQCpTWtiTjxbAalNSnXIeYPsK64klfa/p6BzLHzjr+/7yesWv1hxNnGYnkVxgc/AaYF6FnfQJsNbGkQNK1ZVQ0OmxZ3VtVTHgjPeWSG34xiCj+OHpvTm1XDHOx/ioYH3wd/9xdwdupNOonPMLmjrAbjuZ8TDOeh0egXnkGmEvg++EneO7+Jbx7aRVNeIVXrqjjx6kmq1lRi2GcZjNKAOTYUtdYcHuwjns0Qz/aiteYdVfUzqXzl4XFZ4K22PDwuEUJI8PmQt90NG29FbXkO/carkBqfnzF1JOZv/B4APzl+OhT1d5pW0Ta8g4UF983COc6NNY2no5eP+PbD0Yqe9OwroZ6iL5OC/Msj92yqmFKis7OTDanVpbEV76paQH1eHj2pQ7za8R1ivnrq8m/HlOPDPM2RshGrCstRWlPqlxT6ism6A2gcDBFkXXEZpsgZj73pJEHTonXolQsaigCdyT1k9DD+G25Hv/ICYu0GhM8PNfNhdEPr8rwHuVpRHghPO0z3bGrDUe6tbsSQ4qKUMFLaIWAWEM+2jXk/3zefo4O/ojS4lLzf/G/wL/8wtuNgP87j30W+uR09ga6u+Oa/EPjjv6HYH+RHLfv5RP1qnIM9JPuTBIuCF72er4Ixys6H4304WmFPRZXOw+MyxDMWPTwuMcL2ge1D3vwOuOUudGcbNB9Bvbo5VyNtWiicH38Pfc9D3FhWw/PtuaLeQkg0apxnz8PjUiAQDGTSlAfCLMovwpaSXX2dtCaGZmX8wWwaJxpltpeMatkqBrJzW/eu0B/A7Z2lMNSLVJbibOry8tjc+vfEsycBGEgfpz7/jnO2l0KwKL+QhJOlP32A1zr/78TtMLmm5BOciB/h4MCTk5qLLcP0Z45TuulGjA0359485U28zHPKTqnGzoaxKIDVheXYF9XdJYhnT+f3SmGxrPDXqAqvZ1fP99jW/kVuqPwTfHfci/7Ff43t+ub48NUz0dksPsNAAY+d3M97Nzax/8kDNL6zAWFd3FrVSqtxYdTmZeip9vCYKp6x6OFxmXAq1FJU1qDLKjDWbkDv343e+Tq6+UhO8AXAshEr1yEW1EMmg969A334wFip9zXXI2vmI040c01tHbv7uuhLJzGExfrST6O0ixTen7/HpcWUkrur69DAYPoIrs7w4LwmOpJDbOk8ScvwzFRMe9MpjPL5aNMEZ3YML3HHvSTzYzxzaOesjHc2fsPknuoGSqwgO3+5Y1bG1EpfdKdZ2LQxhEk8e1rl1NEpelKHKAk2nbOfISS21LzR95NztlE4vNr5hUnPRSC5ofJPsaQfQ155Oc5SCGpCUaBlev0R5Nk+FuUXsjJWdlENGK01fakjnKoYWeRfyMriD2NKP0IIFhXcx4mhLezo+jrXrv8d+OUT48NRz4PR28364kpahgdpTw6zufsEG97ZyLGXjlGxqgI7ZI8LSZ0LXKWwpEF6xFi0pGRjSc2cn9fD42LgrRY9PC5DhGHm6ik2rUDULwLTRB85CKkkYuGSXO1B24dWKvc6lcT9z2/BiWaorEG/8372DuQKb2d72hnIpLFGQnKCVjGGsNGuk3t+n8qDMczcz6aVi1vTgG174aEec4LWmqTTy7Mn/gecUXzClEEWF9zP/bXX8Xjz/vMajCHTytlAI3U9IeetzP0/ch6Y0uLzvOTlo5asYmvXydOlOWaRQl+A98xvItWZYMvXN6OcGc5bQM211RiWgbjI1uLqwjL6082cXVa+Jb6ZmL9uwlDUHIqu5I4xRuZMKfQ3YkjrijQUT1HoD1DoC9AzQRmJC/GhhuWELBvBpVCO1hT467il6i9Iu3EidjmGOP1cEUKSZ1Xmol6UO+W/VfH1L1L83/6Ee6sbefz4fl7raSPlOty6aR6vfHEr9bfVU9RQOOcGo0Yz7GRoS+aiIm6vWEB9XsxTtfe4KvCMRQ+Pyxgh5emk/IbFuffOMN6ElODzo20fxqOfQP3g33DvfoBdvZ083948ZixHw7cO7eTR+uW4mTT6a/8EmQwiLz8XptZ24rSSqhCIuoXIB96PNkyvJpXHrOPqDDu7vw1nVSl0VIJdPd9hKNvOfTX3853Du9HAe+c3kXSy7OrvoioYGamh50fr8blMwKiNoo4dQk5mARrOg8oa2D9SuN72oz7+u6i8KEJKpJQjYbMpmodnvy4kwNqiChLHB3njW2/OyniVayqpvXEevdkUbcn4rIw5WeryIpyMj1e5bEvswNcbZXHsfqSwxm1GCQSumnmIrxQWhf4G5uXdRJF/4YzHu9QYQnJPdQPfPLRzSoJNVaE8QqaNfYlCbYWQmMLGlIUErcLxDTTE/A1UhK9BHDgwdTEq5SC/8Dlq/vDPiVo+BrJpdvd3sbagnOLFxbz1+Fus/8Q6/AX+Oc1hlEKyq7eN+MgztCIY8QxFj6sGz1j08LhCOJ+HTwgBto18z4dQhkF367HxbYBHFizF3bkd/aPvcmqRrvt6xjYsKEQsXZWr13hoH3LZapTrIj1JN49ZwlFpWodfpzu175xtjg4+S8gq5X0LruVovB97oA//njfZsPwajJbjiPgg6qVnEInhmfnM1l6PvuFmZDCCwgGlQUiEsGkZ6mdby0FSrkNaubOqRnk2AqjPi7HzsTdmZTzTZ1J/ax1PtB/icLx/VsacChHLR2cyZ3iviD1Kid3Itt4vURZaSUv8FQbaj3NNycexZGCMx09pl3zf/GmdU2JSFVlPZWgt+f75KO1gCt9lqXA6VaQQRCwfa4sr2NY1ea9rsS94qYRwJ4UpfSyI3oqFH/3jiXNUL0gmp7KaPWNTaFBl8IV9KEdx4OcHWfrAEqR/Lo1FwbJYCV2pBCeGB0cjeTw8rgY8Y9HD4ypCWDbKdSgJhNjT3zXm2HUlVUghcPfs4GxvziiGifHpP0RrTTadpsPJIIYGqJrDOl8eby+0Vkhh0jb8+gXb7u75LhGrkvpQJeLbX0YfP4p87udozg5unB7iI58iW1HEwf6fcaL7FTSa0sBSlhV9gK8d2MHwHBqHZ1MZjKCVZuDE7Hgty1aWkXCzl8RQBBCuZn3Rb9HrHKPKXok+fICNi/8Iejqpr7gDlCKbjZM0+/ETHQ1LNaRFnl2JICfGNVn8RpR1ZZ8maBadHktYc3JtlwrbMLi2uIrXu9twJyla1JdJ4mrN5fpJCCHJqGGkYWBsuAX9q6fO3yE/hqiZjygqhZIyGBqE0koSroOrFR9fuIrhbJZC6WN/W05Yqf94P9Kce+PNJ03urWmkdTjO8aEBGqOFCCHGlY/y8LjS8IxFD4+rDJ9hsqSgmPnhfI4PDxDPZigLhKnLK6AruY/Yex9FpNLo3i70t78KrkLMq0PecDsUFJJIpfjXI7tGx/tIw4pLdzEeVx1CSASwouhRnmn5UzSK6vAGSoJL2Nv7I3xGhJTbT3KkYHd7YjsFWT/q+NHZm8S8Onj4ETK2YnPr50i5pw2qruReDGkSMq3zGovzI/mUB8JELR/tySF29HbMaEq9mRQZ7bLoXYvY9+Nze1wniz/PP60SNrOF1AL/1jepLC5F672oH/57Li/adcCywbYxlq4idMPtZHUax2TUyFM4FAUW0ZV867zn8BsFLC18D4a0yffNw8BCyqt7WeNqRWUwwvFJij/1pJMYl7mhErJK2Nr+T6zb+CloOwn7dk3cMFqA8ZufIa3iDNHHkNOBX+YRsUL4DJNH6paCjjOc2UnMt3E059dNu6QGUgQLg3N6HafCTrd2nSTlOhT5gyRdh6xyqQ5Fx7Tx8LiSuLrvqh4eb1NsaWD7DPJ9fhylAE1v8jA9yQMcG3yeqF3FvPKbMNZtAsC4+R10DsfpSQ/zs9bTi/J820/Y8kRuPOYA4eMd8z6PqxS2kXsUlYdWAjCcHeRXJ/4IgJNDr9FU+a5cTuHQDNRRbT/igUcQw0Oo5cs5En+Wgx1PoRkrVOPoFAf7fsZ75t/O1w7sIeGOV1G9r7qO2nCIwWwrSaeN2vB8NpaVc6B/gJ+3HiVomhT5Qhw/K7exwPZjSsniaBED2TR7enPe/wfnNxDz2RwY7KOxLkZJUwmdb3VO/1qBooVF7BzounDDOaA0EAI0+vlfjPUAn/ossxnIZtBbX8Tdvwfr478LQuCQxpQ+TOGnPHTNOGMxZJUQtsqwZJBCfwPloVVIzKveQDwTU0rKg+FJG4vxbOayL9+gtEPYKuFg/5M03H4nHNqHWH4NGMZoKSmExHjkY3Q5h9jW9S/jxgiYMRbnv5u3+h4j5fbhL8qjdFkNXftyfwM9h3rmPG9Ra01WKe6racxdF5pEIktPOsnO3k6uKSqnIhhBes9TjyuMt88d1sPjbcqpncxYoI6orzoX9uMmsGQArr8JDIPDAz38uOXguL5hy76sQ5g8rlwMYWEIiZACVyvimVZCVhlaa9qHto22y6hBupMHKPrEZ3D/z1+dVu+dKh/6dQZiGkcJ2vp+SMvQy+dsemjgKUqCS7iutJpnWsd7NGvCYbZ2/BP96WOj70XtGtaWfpJP5i3DkhYaF0cp9vQNcCTexy0V1RTYATSKgUwLPhnhxrKVKK0YzDTTlexhcXQ1g1lF04NNMzIWDcvACpj0905dOXM22FRchdo7ydIi/b24X/gcxm/8Hips4ZDzMJrSP9pEIKmL3k5D/jtR2oER0ZSrIRdxqhhCUhXKY+sU8hYdrbAu49q6lvTTFHuInd3fRkeDyKpa5DvuBynQzUdQ3/rXnNBbYQnbjv/VhGMknV62d3919HVWDWObp42yZF8yV0Jmjr8yppQcHOhhQV4BljQoC4apCEZYmFdIZyqBq706xx5XHp6x6OHxNuKUkITfzMspoNo2R+L9ExqKAMPZDPJiF2jzeHugswykW5HCwnDAh0XW6UIJRal/CbHyRnpTB2iJb6Et9SaFeQuguDSn2jud0xUXs6/7y/SmJv6un017YidLC+6lKZrHkOPw9YN7ALixtAZHJxlIHx/TfiBznOdP/iVRu4qk00fC6aYstJL66B0si9XQkzzI0+3/jqNTo31CZjEhq4zO5C6kMCkONFEogyAE/nw/qf4U06GwoRA7aOP2zEZm59SImDbV/iDulhcm3ymZwP3+N7A+8ls4QpNVLqWBZawu/igBs5CgVYQpfBjSxsBTZi4LhDGEmFTeYqEvcBFmNBvkrkUYFgSDOS+06UMUFiM/+An0/j3gZCnwzacvffiCo/nNGKne038/VtBGGnNrKQohyLouxhney1OlSoKmxbxw9KLXO/XwmA08Y9HD422KEAKloToUpTYcpXlovLBGbTh60ZT0XJUZmZeBFEauhqSX33HVYkgfUV8NavvWXKhZMpHLaTMM5F0PcCTeR9Bez03VtzGUTSMtH+pDn0QfeAvxi58gHvogunoeaqAP+fm/Pu+5xEc/RUoP0Z+efN7jkYGnOTLwSyJWOTdU/jEfqFtG81A/9XkRDvT9aELxlawapju1f/R12/B22oa3n/Mcw04Xw04uTE5ph+2dX+Hawk9iCJsVDzex9cvn7ns+Bk4M0LzlODevrGHfQM+FO0yBoGGyLFbKNfllxLNpvnVs9+iximCE91TWo994FTqmWCcxmcCRBsOuQ29qkMpQhIrwmlmd+9WCQLC6sJxXuy/8Ga8rrrwiNvykMOlK7iFLGt/ajWCYOc9xtAARLUBX1iBsH+Wh1ec1Fk3pZ0nsPRRZiznQeXpjyJfnuyjpFLZhUBuOjnv/lAHpKoVCc2CghwWRAmxPZdzjCsAzFj083sZIIbANg3uqG/j+kbfoTifGHC8LhOe8iLPSDlprEk4PQZEPp1TrtEan0wjfuYp3e1zJSCHR2Sy6oxX96sugFeTlI+oXIYTg5yeOkFKn8wWb8osJWxZLGhcTXbqKw4O9vHJkN++qaSR01wPoJx+b+EQPf4B0WZTNrZ/LhTBOAVuGKPQ34GqHwtdeIf+a9QhTknZnkDt5HvrSRzia3Ey97w4Ckek/ntODadq2t1KxugLJObWPp8WtFfNpiBbSe6SX/MqxKsnvLp+Pfvk59Au/mPK46qOfZv9gD4fj/byzqm5GeV1aK5R2xpTkuJqwDYP1xZW81d91QcXe6lDeGE/X5YrSLlG7hvbhN6mt3YQ4K1RT2D601hT6Gybsb8ogq4s+RqHdwGBrnJ3P7aTv2GnhqkC+f8J+c8GZz0yl9ZjvsiElWeUSz6bJKNczFj2uCDxj0cPDA1savG/BEnb2drB3oJuhbIa0cqkK5c2J7LejMggEGkVf6ghoKA4tHj2uXQeGhyE5DKUV6EwGYV+dC7+3M8KykLfeBTfegX71ZcSGm8hks7zZ3TbGUAR4a6QUzLauVmxpkFE5YZqfthzkfWuuR+/YNmGIqp43n/19PyKrhi84n6BZSFYlyaokEoPryv8bficATzyO3r4V+exT6D/5LFn3wmNNh6hdw4LAJtQbryIal8xorERfEu0o3j9v6Rjv30z52cnD1IULaNl2gsb7The7X11Yhp3N4r70y+kNHAyzu/kEAdPCcAGtYZL7RE7KwfTnljPD2S66k/tojr/E8qJHyPfVTm8+lzmGENxT3cj3j+45b7vL36eYwxA2i2MPELJKzpnTJ4QgZBVT6G+kJ3VgzLHSwBKKg4vY/m876G8+bSQKQ7D43kXkVcxd+SelNWg9oXhOW2KIgGkSNm1sw8BRCksarC2upCM5RNC0PMEbj8sez1j08PBACIElBCsKy1gRK0GK3O6n37TQrguzsPt5arc/5Q7Snz5Cf/o4CaeLEt9SaoLr0C3HENXz0P196J2voXZuh56cyIdYthp578MIa3oG4ymVOinAnGNPqcfUELYPbdmI62/kaGKIx4/vv2CfU4YigN8wkUKgwhMsBusWgt9HR+dYKf7ayA0sjt2PwEAIiRQGjkojECOvTbRWOIkBxN/9Nad9cwoxGKcwsJD+TPMMrno8UXseG4t/F/XCL3P1JGdgLMbqYix970KEoYmo2fUqrSwoQbuazFBmtDRHoR3gulgZ6sVnQE3Tjxkf4OH5i5EIhjqGySYyxObHEHL8Qlo5CqU0btph4MQAHbs6KF9ZjqpqZ1vHF0fb2TI8vblcARhSUhIIUugL0JO+NEJGs4mrM0R91blIE8dBmBMvTw1hs6r4w7zY+j9Ju4NUhNawMHwflgiDhtiCglFjMVYXY9E9C7FDNoY1d/d9pTWuVvjOUs/JKpfXulu5tWI++gxd4KFshrBlU+AL5LQDPGPR4zLHMxY9PDwAEFJiDvTjfv6v0LaNdd1NOEtXY0TzZ2V8pR02t/0dg5nT3p+SwFJqAmtxv/R/EAubMKrn4X7va+PynfSu7ej6RbBsVc7jgIB0Ckwzl9tyxo6u7utBJ4YRgSAiVpS7NiE4Eu9jfiTfu+ldhgghwLKpMcwxXsPJ0J4cJp5NE7r7AdTjGejthkd+AxkrhGMHkTKAZQRxnNNiFxG7Anm0GfWT76NTaVQmA6Wl6J4e5Kd+n4NCUx8tRHz5nxkXxOm6mNbsh7StKHgfevtW9OZnwTQRrkPthhqaNx+/cOczCJeGWf5IE3t6/5OTQ9u4uerPeEflfJ46mcvXjFo2m0priZk+nu1q5sRw/JxjFfuDlPlD7Brx6tZHYmworOaNb7/BYOsgyb4kv1G3EgsXa88bqK0vTvv6T+Wdqj/8G44+f5R4a5w1H7sG02eCyH1HBlsHGe5OkOxL0ne0j3jb6bkXLIhh6NMhmZYMYRtXr7EIuTSCZbESnmubeONiSX7xnKcRzBanamwKRyOsc+tvCyGwZJBbq/8S13WwTD8Hnz5If/MxssksqYEUdshi2cPLCJeHMSxjTnMVXa0xpcwprU7AXdX1aK1HywO5WuEf+dkS0itL5XFFYHz2s5/97KWehIeHx2VCOonIy0fe9SDq+9+ArS8gfH4oLUcYMzOzelOHODzw9Jj3GgruJnK4B33kAMZDjwICISX64Phi3HrfLvSLz6I3P4t+7he5//fuQtYugEAIXBf14tOo//i33KJ75+uI1evR0kBIScSykUJgvA3l9q8UHKVYkJdPy/AgqZGafOuKKrineh7XlZSxpqiUE8PDDDmZ0320It/2U5pfhF68CnntjcQHXDLDWayKMgba+2iovI3W4VcpCTRRGlxO0CwmpPJgywsjtf80DA+BctHHDlG0/gbe7O+maOOtiDdehUz69CRvuZMTiVeJZ0/O4pVLlhY8hPrJ95HvfgTR0ISI5FGwoIhjm1umNNLaT66kOfk8RwaeRuPSnniT1cV30JoYZjCb4YPzluHrzJJuTbC6roZd/V04erw3sDYU5eHaxdTYEZbkFzH0/7P33tGRXded7nfOvZWrgELOqQF0oxud2ZFs5iBSgRSVrEBZDjOWZXtmPPb42X5vjUdr3hvP8nsz9vKMxtbYkmxTWZRlZYoSSTGzGTvnjJxRhUKh4j3n/VFoNEAUGqHR3ejm+dbCavStc8+9Vaiqe39n7/3bTpYHK5s49eRJhk7mTHN69vVSs74KX8iHevyLuf6JV4goKqZw21o6Xu2k560eop0Rut/s4eTPTtK7v4/hU8NEO6Okx2ceq3R1KbIsPmUoVBvcRZlvLVLcvMtDUgiKPL68Rjdrw6XcW92ES944gkQlJxAwZ1TxIlLkMgIsaeOkHbTWdLzaSTaRxeVzsf1fbSNQFrjqQlFP1iNqrfPWhVoiZy2UcLIcjw5T6QsiyHXvSCvHZLkYbhhu3m9Rg8GweEKFyF13ACA/+mnUMz9F/eJHWNtuRSsHkefiprQiq3Krq3PVXmitGU2dnbW9zFqFvvDLXMN1QFgWtKyZNe7SwZyZgZ6hAZz//Ze5NB7LntmDL5nA+coXEKvXoRqacK9anRtjWLG4LYsyb4BPrGrn62cOs7qghB1lJZyK/IzBxBGqA9t4pOFOvnh8ZlppWjmMD8d543+9nnfeDZ9Yx92tnyebSZMYSuMv8KDdc7QdGIuCEDzbe55yb4DK2+5GPfUDAMTDHyNtZ+ifWGAPwQXSXvxhiEURpRVQ38zAiRESB6Iko30LnkPakg0fW4/jTnBy4CdT2yeyQ2RVCo+0qfAF8Nku3vzWIVRW0e6S/ObqTQgNUgoySnF6IkKtP0Shy8OZZ8/S/WY3a967mvesaqD/QB+9By6dk1aa+PAEgaCeKaivAP3jJ3D/mzW0P7qOQ989zMjZ0QXt986vnkr/xqlo1c2MRFDtD9IzMT5j+12VDTOiio5SK9roRmcy6BefRdx+76L2s9wWgbIAAN5CL1t+dTOekOeqt8mYXst/OUGqNLw60EW5N0BWqam+xx4kWutcD0wjGg0rHHPnZDAYppiezila12E1r0E98ThkM0S0Q6Hbm1v5FWLKAjyeydAzEaMxFKZjPEpzQRGWEMjJCF5WpYikLtAb3z/jWH67DLe3GL2qFf3WXhgdRpeUow/vW/yJa52/WfvwAPrVAfSrz0FZBdZn/3DxcxuuKVIIPNLiY01r8duCfYP/SP/EAQBORX7KqsJ7qfAG6E9eMpl5a6iXrWuqsP022YnZjqeHvnk091gyCypno7/7d3eRVy6mUyAtJHB2fJTSDVuRT/0Att2K2riR13r/vxm9EpeDBs9OnG/9AwwOIBNxfGEPp35xelb0bDpFq4pofWgVoFFpCFT4GMt083r/V9FMr+ksxG35ORsb5T21zYycHUFlcysuR79/jPL2ctKxFInRJDXbqikv9pMmxlsvH2asJzY1bi7G+2IUV3uX10jly39F8W//Mbs+t5PO1zrpPzKQ+9vNgbfQS8X6Cg5GnwJybRiKvS3LeUYrFksI2gpLp8Si17LZVFyOS1pTYmTfcB+NwTAlXt/KzayYGEefPAL3PoR2sgvOZFGOYujEEKVrSml/dB3SllddKE4X3vMZwNlScndV49Tv01FoTo+N0mxaaBhWOCYN1WAw5EVImVuu9/oQ/gCjWnN2PELAdiOFpDMe5Sddpwm4XKwuLMn18hKC754/xtbSKlLZJOBwOvoUB4e+NqvdQEZNMJ7pp7rqbui6kKt3On8Gvf/1ybrEZWYijtywFTyeqRoow8ok97dJcSH2HBdi05u7ayr8myjzlVPtD9E5MYbSGiFgXbgUt7AYPZc/EqUy6mLfb5yUQ+PtDXDiCLwjIoPWyF130JdN0TcxzvqSKuSLT8OjH+NU6jn6E8sbVVwbfpRiVwP6J9+DTBp9+G28rU00PLCec690kF/RwtoPtOGrtDmTfJK4q5tT0Z9yKvLTWa6vWZ2m3L+BO8rbKPeHOP7jEySjk2JXQ3wgTjKSJJvKMnpulIGjAwwcHSAVW0BKqQBv2EdJYwHiteev8JWYRiYDr72Iy2dRvL2NxrtaCDeEcdKKxGhixmsibcnWX99CVJziRPSHANQEd1Dub7+pU1AvIoWgxOtjIBEnkk7xUG0zG4oqsCfTTx2tebb3PIdHB9hUXLkio4taa/SRA+j9b6BfeBqiEURTy7zpqABCCkJVIcrbyrA9dl5DpOVGCjH5vSMWdB2xhCRnmJpLW007DufGI5yMDrN/pJ+NxRUr8u9iMFzEiEWDwTAnQggoKET4A4TcHiayGd4a7uWnXafpnRjnsZYNlHj8uC0LS0oCtotyX4D9I33U+AO82f+/6I6/EaCXOgAAIABJREFUMef845le3HaIota70S89kzMnuRpC8SKD/eAPoorDKJ19V9xM3qgIBIOJo7PSl1cV3kuFv4wKl4f6QIjD0WF2l9VS7y/kwksXSI4uLOpXsb4cV3YcOs/PPrbbQ03LOk6OR2gPlyJffAZ17/2cG3+BRHb5mtyvKfoAzZ7bcL729xCL5jZm0uhDbyM3bUO5fUQ7orP22/obmwjWenhr4Ev0TexjNHWGpBOZNe4i3bHXKPOtxWuHSUaTRDrmHrtQLJfFrf92N5XtFYj9r8HZ+V1sF4VWcOEMvPYC+sDr+KpKKNvVRuMdq/CV+FAZB1fAzeqHVuMqc3hl4P+d2nVr+W/itZfHmOtGwBKSloJibCFpLyqfEcHKOIoX+jvIKEVGKWr8oZUnTBwHWVufcwy9cAYG+5G33oWw5za6mY6Q4qpHEy+idc7XdKHtLpTWZLSiOx7DP2ncc248wo87T9E1ESPpZNldXmvaZxhWNOZOyWAwXBbhck+l2qwqKKIuWMDm4goOjg5gCzljJTerFQOJOGG3FyFsRlJn5p1/IHmUxoKdV/MpXKKyCtXawqGhbyCExfqSX8ESbhNlXIFY0kVTwT10xF4moyYAKPGuxmcXkX3iceg8R9Xv/0e2FleyIVxCrGuM0QXWt3kLvfiK/ehjh/IPcLkZc5wp8woAlMJa5sWFBs9O1NM/hZ7ZJjbqxadpvPdhIh0R2h5uZfDwMOGmAgLVPpIqwnNdf0FajeeZdTaKLK/0/zcK3Y3s2PV7eAu9HPvh8Ss695rtNbgDbtTJY/CLH17RXPMyFkX/8NvAt9G1jVTc+QBlj7bl3JBRPNP/p1NDS71teK3Cq3s+KxCXtLiltGpWqqMzrcj70OgAt1bUXutTm5eLEUR5690opdEvPo0+fwbRtv46n9lshBALTrnWWhPLpPhZV+46eHdVIz/rPsNQcmLGuPFsmkL38jssGwzLxQpbXjIYDCuR6WLKJS2q/SG2l1ZPpjmpGY9tLqmkrbCYU6PfX9DcHlkAXi/UNeVu/kKFUHCVogLrN9MTf4vu+Bt0je/ltb7/iaPz1DoaVgQuy8+tVX9IwC5DCptt5Z9F/OJJOHoAEhOQzXJnWQ1+t5eOVxbe97BhTwP0dsHoHFHChmYuTIzlUqsvikUhUHruurmF4JYhbOkHcm1jXMKHPpS/RlevXY8M+djya5uY8HVSttvPaOF+3hj4G17o/i8LForTiabPcyjyVcrbyylqKrqi59J3oI8j3ztKsrgBPvtHVzTXoug6j/7632HtexkpMjw/8J/JqkvR5LbiR7DEzW9sk498Rik+yzUlbrJa0Tk+NmvMSkG4Pcg99yLaN6PPnkSnr9xd93qSUQ59iTgfamzjo03rKPX6+cSqdgKTEdNCt4cNReVEl8kcymC4WpjIosFgWDRCCEo8PoBZhgkCEDpL78RbC5qrK76XoKuS5l/7HUBDNpurlUyncf7pb3Kpo8vBuo0Ij4/60K0cHflnsirBaOosY+lOwp5GpDAGAysNS7gI2OXcUfN/EUlfgEwGvXeyl182i/P3f4UIhJAf/3WczMKbwZe2FKOf+ee5B8SiFJaV0TMR42KBnJDWFS0sbCj+JPXB3aAcepIHKXevQR89lL/dhD+IWN3Gi93/lVhmdluEK6EvcYATse+z8eMf5OTPTtG7r3dJ86TjaQaODjB8epjbfv9W5P0fQP/iR8t6rnMhbr0Ldu7hxf6/IOlciiYXe5oJuipNpsA0HK0IuNyMT77PXNcoXXOpCLcbeecDOE88ju48l1tEdLlWxN80q1JoFC7pW9B4W1q0hIpmpP1G0mkmshk80uLjTe14bZt4xixYGlY2RiwaDIYlMdfFWwiBtFzUhW7jdOTJBc11PPJ9TkZ+jOJS5GZD8Sep//Rncb7yBZASUkkoKs3VdkUXlm44Hf3wh+hJH+VM95fIqsTU9qMj/0xd8FZqgtvfFVb7NxpSWoBFkXsVIpXCKSmD4VyTeIYGclLO5WZiZOIys1zC9tq4gx7U0TlSUAF98E3a3v9RXu7vxHZ5oLIWaXsp9a3BJf0IIUk5Y0RS5+c9ntcq4vayP8CtvTh/+9/A66XqPQ+jD/0C9fZrefcRn/pNBhPHl10oXuTc2LPE0r1se/BzjPePE+uJzb/THDhph0PfOcy6D+7CVVSC/s4/Lt+J5kFs3Ym88wFeGvxrxrPTF5IEG0o/iSUWVuf2bmJzcQUv9XdS4vFR4Qte79OZn8Ii7N/5I7LpceS5U7mMk7pGhPv6fT9rrUg5MY6P/oBNpY8t6FohhZjV08UWEk3OGdVj2Sit8S3AyMdguJ4YgxuDwbDsSCHR2qE7nr/vXT40MyNDA4lDVAS34Lv1/cgt25G774L2DVi770IfPzzbxfJytK5FbrqFtwe/TDwzM1KZdCIMJA6RUQlKXKsBgZAC5SiyaQeVdXJ1KtfAZc8wN0JIsCzk5h25BYP+SSGVTCIqqml4aAvCloyev7x5i8vnonZHLezfC6k50r/i49i33kVzuBSf7UJuugVHpSnyt1Dl30ylfzN1od04Okskde6yx9te9lkCXTHU1/8+t8gRi6L3vZ6rU9R5oqFNrehbb+ON/i+Q1VcvPW0iO0TY00B5VRODJ4am2mkshWQkycjpYWru3wwH3sgt7FwFRPtm5Ps+zGvDX2T0HfXQdcHdVAdvwZJGLE7HEpIKX5DNxRVsKamackldyQjLwlEZzo0/T3HNDtTzT8O6dkDnvgeuA45O82b/3zKUPEbAVUnIXb2k11EKQVOwiL7EOGU+f66+n4W5qhoM1wsjFg0Gw7LjqDSjqbNX3Ly8I/4Kp6JPcSr2FKfGfsZg+gT1gd3oZ34CahE3t9KCbTuIZfoYS3flHRJNX6Al+BBdb/SQiafJTGQ4+8tz9B/uJxFJEq7y51aJM+kFWboblh8hBMK2EatWI5pX5xYNshn0kf3o08cpfuQBOl/vvqzwcdIOwcoQ/vWtcPDNmfM3r0G+5xHkQx8CpfF7vLljWhaW5cYSLiyZ+8n18msm5cQYS882qAHwyELaw4+ivv0PEF2YA6loaydeX8jZsacX/sIsCcFQ8jj15Ttpvm0N433jJEYS8+82B5mJDMGKIIFdt8C5U5CIz7/TIhCta5Ef+hRvjT7OQOLwjMds4WVn5e/hshaWHvhuQwqB27KQC2z1cLVQk/W/CzkHpbMcHPo6pd41iLZ2zo09R0fsZSp8669pyYDWOicUB/6OkdRpAKKpDtxWkKCrHKUzi3LVtoQk5HLTFi4lZLuv+9/EYFgI5o7HYDAsO0JIEtnZlv9L49KN/5aiT6NffxGyi6zxGOqHb36VDZ/8DBtLP8nZ6LMcH/2XaQMkrYUPIi2L00+fntXbrri5GOIxnC/9D0RrG/Ku90AwhHC5l/ysDEtHuD1Q24D12/8B5/G/zRnVREYAkJMRYE/IQ3l7OaGqEMHyAO5AztU30hElm8ig62oQXh+kUoiGVYh7HkKUV4HbteDohS09tBU9TNf43lmRcYC2oofRHedyLWEWiI5P4Jo0wZkPtwxSE9zOQOLorIj5Oyn2tlAfvI2BxBGaC++nwF1DRiVJOzFst83aR9p49Qt7cVLOgs91OgU1BZS0lDChMwQ/9a9w/sefL2meKQqLEE0tYLvA50PuuY+DkW/TNzHbEGhT2adNG5wbhIOjA/gsm7DbS8jlxiWtWQ6ukGud47EKeLHnv87Y7rdLaQ0/eE1KBjLKwSUtumNvMJQ4NrU96YxyYOhx+iYOsKbo/fjs4gXXMUJOLLtMjbzhBsJ8uxoMhmVHCpty/1pORpbX8MJLEH3m5BL2FJBOIRNpBqWgKrCJE6M/mLrB31T6GDW+HRz+5yN5m6BXtRWhfvkjSMTRB9/COXYI+aFPwarW61pH825G2C50QSHW5/4IffAt9NkT6FSKwvpCarfXUliXa59guWbelFW0e1COQjhZxB9+PhehVgrcbsQS+s9Z0kNb0SMcm1x8CLlqsKWHqsAWatyb0Pu/t7gJM2lc0o8ULtRlDHXCnkZ2Vv5bElmHNUWPMJbu5NDwt4ilu6fGNBfeT4V/E27px22F6ZlIsKaonUg6wz+deZNSj49Sjx8p4mwJV9D+wXUceuIwgbIAQgqKm4vp3Ns5b4pquL6QTZ/axOsjPZwbj/LJhjZEUys6mYC+7kX3ThWta5EffoykM4ZDBocs56PfoXP81VljG0J3UOZbhyXNws1Kx9GKQpeH7184gZr8om0Pl3FPdeMsJ1cpXGws/SQvdP+XGdvPRn/BqsJ7sLm637sZ5XBwpJ+GYJjxTF/eMa3hB3OGSqaxgOEmx4hFg8Gw7GitGM8MLP+8aIQnfz8qcctucLuhrycXzbFtREsborEZsW4TWkqOjkc5FhvlA/VNtIQf5FTkpwCEZA0XXrnA4PHBvHOnUwpvMHRpQyaN+vY/ID/zOVRtA9YCm0cblhchZc78aNM25C270Ok06z64DsttXdaAybItsJdnZd+WHhoK7qAisBGBxGMVoFFYwoXIKsQ9D+Ec2b9wwXT8CCIeZ3PpZ3h78Et5h0jhYnvF53hrcIhXBruwpeT+qkZuq/ojMipOPDPAUOI4reGHODg6zEQ2w2uD+2fN05eI0zeZLnoiOsRvrtrMXf/nnShH5U5Xgtvv5tTPT815umVtZax7dC2vDHfz5nDOWfXI2DBrP/qrSClhZAj1xOOz25RIC7FhC2L9ZtQvfgzRCPKDH4eiUkRRMQej36Vz/OXLvlRhdwNriz+EbYTiDYFLWtQEQry3roUfd+beU0cigwRdbnaUVuOyLn0mhRAEXRXk/LUvfXY0ikR2BI8V4mqRVWnAoq2wFL/tAr2R1vB7c8fXDrFML1JYhFzVCFZ+DajBcKUYsWgwGJYdDVQHtnJs5F9IOcuVjgqD6iyVu25HnzgyyxxE3v0gIhAkm5jIiTcnS0operNpDg52ciZ2qWbsfCxGhW/9lFi0hBvLnvtm/sKr3ax98D6c/W/AxGQtlpCIwiIGUkmKhcBtma/T68XFGlLhdl+Xi5otPQRlxewHXKADQax//e9xvvv4AtNRFXz5b6j4d3+Kxyqc+vxU+DayquA+hlInSDlRBBavDObqb7NK8WT3WZ7pldQFCqkNhGgI3s3psVF+2buw/pMppfib028TdnuJpHMGNWVePx/bspZAeYCxrijuoJuhU8OE6woJN4aRtsRX5CUjY5RMW8T5ee95fj75+8O1LTT/9n9AvfALGOxDd3eCZWH91u+TkZLebIb63/oDEIJ0OsKp+C8Y6D/MRHaOHpiT+Oxidlb+G+N+eoPhkhZNoTCP1K/mya4zpJXDa4PdgGZHWc2MCKPSDjWBbXTH35gxh9cqvGrn56g0A4nDJDNR/K5KXu39OnfX/hk/7jxLLJPGa7l4b20LHsua0RLDYLiZMQY3BoNh2VFkGU2e4ULshWWdd3DiKC21H8k1VH/Hjbd++zXErtv561P7ORkbpTed5Mm+8xyPDjOanunO+J6aOg4Mf5VENlfnNpI+zfrV7yVQFmDw2Ozo4nj/OE23N+REaizX1FrsuZtMUyv/eO4I20trzI2DIS/CsiEQRNQ2oPflb5Uxi1QKVrVQVrmLvvh+aoO72Fj0aUYOJinxtdJQuZ10yuHN0ZnpcY7WjKaTXBiPcmBkkFNjCzPVmU7SudS+ZiKbYV+kn+31dRTXFpApGaC6rRFRNUa/eIMxeYZDI1+nP3GQLWX38Nrg7HS9E2Mj9CTjNLZtQrZtwN5zD3LXnXQk4/zT+WMciw7hoKnw+3iu+z8xkjpDRl3eaMeWPvZU/R+4rSDyOrljGpbORZOXDUXlnIgOkVaK7okY0XSKplB4yh1UCpsyXzuDiWMzFh3rQ3twW8vfAsRRGcbSPbw58LcMJA7TE3+dIm8TZb6N/Lyng3g2gy0lm0sqsKWpOTS8ezBL4QaDYdlRKsvbA19Z9nm3lf1rGI+hO8/nHyBy1SMj6SQj6fz2/W4psaWbSPLSHLFMN28O/y3b2j6Hr8hHYnTmzWq4MQyOk2t3AGDZyD338uOecyitORMbZU1hSa6vlsHwDoSUUFkN4eIpI555efxLBP/V77Kn+o9x60IOfecww6dz0ba6XXWU7Km+imd8iaxS9GXi2Bzm8PC38o5JpiMonaE5FJ4Rwb9IR3yMvzt3ycHUb9tMZHOitMoXZFd5LXt7/ztZ5m+5YQsvOyt+D49VcE1dMQ3Li0vm3Fnvq1nF9y+cAOBEdJjh5AQfbVqH17JzKePCprHgDg4MfXVq37F0F0F3nkj+EsiqFKCRwiaa7uD1vv+F0rn3pt8uYUvZr3FkdPmyYwyGGxEjFg0Gw7KRVSlSTpTDw98hrRbRB3GBxLJ9lPibobQcut6RXpdMQGyM323ewIRSfO3CMVJ52msIQGmFz1Uyw0FyMHGUsXQXrQ+2cOwHx9ny6c04GQd3wI3Xb6O7zyNuvxe973XElp2kleJCPHcTcTwyxKpQGI9JRTXMhWUjtt+Wc/JVClFYlKt97bqAbFiFTqdhbDT379lTOVH5tS/h/YPPM3J2ZEooCkvQuKeBl6Ld8xxw+XALicCNQOZ1fQXoHN/LzrLtecXiO7koFAGaQmHGUueIps/Pu1/ALmdn5b/BYxWYfoo3AZaQ1AUK2FRcwYGR3HfxUCrBE+eO8fFV7bgtCyEkVYGtWNLDoaGvk1EJLsReoNy//oodUR2V5mTkpwxMHCKeGZj13l5VeD9DSYdf9nVMbRtOJXi+9wJ3VjbMqLE0GG5mTBqqwWBYNpLZCL/s+k9MZPMbxSwWS7gRQk65zaXUOHWFexCV1ei3Z6f06a4L2Lfswuv1cTYWIZZJzxrjaM2qUBFeqRhOXnJW9dnF+FzFVJStoaC6gHB9mP2pIc6mxyh1e/CWVqAbm7F23A71jTzRfZrxyRYesUyKnWW1JrJomBMhBCMlSVI1RYjGFlzVzXQUFmKv24irpgGnvJZkYR2qYQ3uO+5CbbsdWVaOLirn6L8cJT2eey+XtJRQsq6MH/WcvmbnXuzxsq54HUOJYySc0bxjEtlh1hbdwxuDvfkMheekLlBAiSdN1/jey46rDmxjR+XncFlBLGkWZW4WLCGp9RdQGyjg3PgoWa2ZcDL0JcZZXViCoxUaSdAupbHgTiKpDoaTJ8mqFMXelkW1TMmq3CLFRUMaR6V4c+CLkwubM9+1AsmW8l/jFz0XGHvHdWQwOcGO8mqsq5AC7WiF1tpcSwwrCvONazAYlo20M7Fsc5V4V7Or8t+hUQgEINAoskrhqqgBry8XTbyIP4i89W4imTTfPHmApMrOOffxyDB7Ku8mmu5E6Sw1we1U+DcxkkoxQRpR5WVwfJxXBnIGIhdXvQGqfSH6ErEZa9CO1jzdc5bbK+sJ2MaZ0TCTixGMM9Gc7Utz4QOEPXfzvQvHAbilpIrtoQp6D/aTGksxfGqYktYSKtprCMbTxIcufa5KW0voySxvw/vL0RIqZmtpOcdHfshI6syc43K9IRfXIoMF7OGxCthc+hmKvKuuSW89w7XHbVnUBQq4o7KBn3efBXKpy188/hYuKfFZNu+vX02By8uOis9xKvozzo89z9qSRxd8DEcphBA4KomQXpJOhDPRpwEIuMqp9G9GaYeBxGFS2Sh1od04StMZj82aSwhIK4VELLlWPatU3v6SlpBktSKtHNymLtKwQjBi0WAwXDEZ5aA1BNw1bC79DQ4PfWNB9UeXQwobR6c5Hony856zU9vbw2U8UF6LvO99qB9/F4pKkB/5VUR5BeOpJD/sOn1ZoQiwb6SfjFLcWfVpbGHTEY/z7bMn6E/OfxPek5h98wBwNDJEuTfA1tKqxT1Rw02PRlHmW0vQVY7WmpC7huS01YYDI/2sLiwmfEc1xR4fB79+gIGjAwwcnd1+JlgR5Hhy+VO88+GWkodq6zk0/A26x1+/zEhBe/HHOD02NkeS6uWZSzBW+bewsezTWMJeVATJcONhSUlbYSkv9XcyMZmxkVYOaeUQz2b42ulDfKixjSpfkJbC97Am/H6UdnJ1BQtBwPO9HdxRWc1bA3/PRHaYoKuS2uAu1pd8jOFUGlvAmqL3I4VN0knw6kD+/oqO1nz19EE+1rSOkMs9w8E1o5yc4FMKd540VUcrLCHzCsWsUrw22M252CiPNrYZsWhYMZhvX4PBcEVklMOBkX72DnRT4PZwX/Ua3tP433ml9y8ZTZ3Bll6yavHCUaOxpYf1xeU83XN26ib0SGQQtObe9i1YazeCx0NHfIwfndxHOk+N4lwcjgxyOLI86bKQM+rYUFy+bPMZbh6UdpHV1cSdEgSQTAmORHqnHs9qxTfPHiFgu/jN1VuI9eVfkABwB92Mxq9sIWah3FnZQCzTPY9QhNbCB/HZ5fys6+Cij6G1ZvYdv2Bt0QdpKLjT9FB8F6HRtBWW8PbwbJGW1YofdZzkN1ZvxmPlIsyLSQNNZLPsn1wkvLf61yf7NWawheC53l4Ojl7KHrFlTuzNRVMwzMMNa9Bao6ctdaQdhxNjw7w60EV7uIzaQIiw24vXskk6WbJaM55JU+Lx4bPsvFHJrFIMJCcue3yD4VpjxKLBYFgySmvOxkZ5YdIAYCg5wbfOHmFbaRV7qv6AjMrikjbjmSHe7P/ComoZ1xY9Snd8jN6J8VnRiiPRIU7FRqj0BRlNJYllZ9cmXkt8ls1HmtZiGxt/Qx6EgB93nmYsk7rsuLWFpSQiCbITc0fGVVbhs6/NpbvK76Nn/LnLjil0N9Acfg/fPntiSVHFHGLG79vKP0upb40Riu8yXNJic3ElB0b6cfTseHPCyfLDjpO8v64VW8oZEb35SCkHyC02HosMXva9Op9Qu6uqAUuI3Ad72j5uy6IlVER7uAw1KSS1zg3zWS7Gs2lq/SEcdF6haEvJmsISdpbX4DFRRcMKwohFg8GwZByteGOwZ9b2N4d6eXu4jyK3l5Ry2FVWw521/wmlUuwb/AcGEofzzDYTjWI0leSF/o68j6eVoiM+dsXPYTlIOQ5d8TEagmEyjoNCI8C4oxoAiGcy8wpFAL/twnLNfZNoe238xX6Onhyac8xy4rUkaXX51Owy31oGE8kFpXDn451xxY2ln5oUiqY+8d1IwOXiQ41r+Zfzx8nq2aKtMz7GN88e5jOtmxY1b2haLfmVxOwkgrDbO2v7xbRSn51z6c1nUFNs+QC4nAys9AdJO86UCY/BsBIwy+AGg2HJ9E2MM5DMb2qjtGY4lWA8k+bpnnP0xmNYvQNsLfsNagLb55378PC3WBMOsTZcutynvewoNP9y4QRfOPoGj58+yPfOH+fM2Chaa9KOQ8rJTqbbGd5tZBxnhkHS5Xh5oJOkS9Nyf3Pex8P1YTKZ7Lw1uctBtS+E17IZTBy57Dgh5IxUvCthdfh9VAduMULxXYxLWlT6Any4sW3OMZuKKxbtpSRErlTgSlFzvNszypkzIplVisxkZHM+5qp1nI4zOd9IKoGjFCkni8ojrA2G5cIsexsMhiWRVYr9C7wJhlwkkJEh2PsCGz/0KVwywPnYc3OOj6TO0zH2EhvC2zkWuTaRlCslqxVjmRRjmRRDqRBCCA6N9tOfiNNaWEJDoBCNxi0ts3L8LsGWkgMj+Y0y3omjNSeiQ6ypLZj1WN2uOprvWcWrw13LfYp5KfR4SDlxWgrfR7m3HY8ryMU7dCEsJDnTGSEEE5kUdYECOpcQ6Y+mkwRc9RR7WlhVeJ8RigZc0qLMG6C1oJhTYyOzHj8Xi7AuXIal9bzC6iK2kNxb3cTXzhxa8nkFbBfvr1s9S9BllMNL/Z3YQrKrvAZLSJTWjGVSKK0p9foXfIyL9ZKWEDOuEbn6SDgbG6V3YpyT0WGimRRuaVHjD3FbRR1lXr+5rhiuCkYsGgyGJTGWSeW9kOejzOunPliAeuYnMBZFZ7O0ffQTTGSHLpuSmnJiBD03ZgLE+fEoYx0nOTn5Gh2PDiMRNIQK2VRUQX2wEDUpHA03LxmlaC8qX3B0MakcLO/MS3Ptjlqa7mriiY7jc7rxLjfbw5UEXEGq2Y3P68N59Xn00YO5nNFkAp1I4CQnIJvFc9/7eWTn7fQl4zzTc47R9MINeI5Hh1lfVM6Oyt9HmvtcwyRuy+LuqkbOxEZR78jK6IiP8fcn9nFfdROthcULql0UIpc++mutm/jO2aNMOJnFnY+0+EzrJlxC5q03PD02QiyTRqPZVFzBDzpOUubxc1dVA1rrRYm4fE6pQgiyyqHcGyCrFCejw0DOMfbceASf7eKeqsYFi2eDYTEYsWgwGJZEgSsXAXBLi/RlUmwqfQE+0rgWsfdF9Fg0t/HEYcSLz7Phto/zbNefoVEEXVUknQhKZ1E6C2iC7kqiqcVd1FcKQ8kJht6RoqvQnItFOBeL4JEWDzesocoXwDaC8abFbVncXlHPiegwSWd2+ui6cBlht2eqp2etP0TiwqX6P3fQTct9zTzRee2EIkCRx8fLf/0KyUiSpjsaaWhpgp//MO9Y/fSPkS/8nOoPP8ZjLRs4Fhnipf7OvM/3nawpLKHCF0BrhZTmlsRwCbe02FRUwb48kfmszrWZaC0sXvh8lkUQNzWB0IIXOi/is+3L9lWMZXIma28O9fLmUC+/2rKRQrdnUSY88+GSFi63RcjlpsTr56mu01OPRdLJvAmyWmuyWjGSShDPZPDbrqlIZz5RajDkw3wzGwyGJaHRPFTbTH2wkC+d2JfXva4pGOZ9da1YLz2Dfu6pmfs//3PsHTu5v/4vyDhxvHYYISQgSWZH2D/4TxS4azk/cm16yl1rUsrhxb4L/MqqdpTWpJWDJcSy3lwYVgZSCB6uX80T545O3c6F3R5uKalmQ3E5Uggag2EmshnqAgW88fylVhX1u+oYSSXombh2QnF9uAw0FDUW0XJfM7bXhgNvXL5MLJ2Gb34FUVzNliGAAAAgAElEQVTG2o99hrbVW9g70MW+kb683w0AG4rKuauqwbznDXlxWxa3VdZxOjYyJcamM5pOcnR0iHVFpSitF2QoJoUg5Fq8y641R22uoxQXxqPTxgkCtpuDI/3sqaxf9HEWghCCsMvDYy0bp7adig7P+hxllMNoKsmzvefombh0HS1webiltIr1RTnXVpe08hryLAeLjaoaViZCG9cFg8GwBLTWKK2RQvDlk/un3B6DtoudZbWsKSxGao313FPoV56bYxYJjU2Iimr0W6+C2wsTE4iHP4LcvAPQfO3MYQbnMNG50akLFHB3VSPnYhE642OE3R5aCoqp9odwtEIgpm5QBMKkGN3ApB2HQ6MDPN93AYDfWbuN9GCCvgN99B/up3ZHLbbXZvTsCIPHL9Xo7vnD2/j5yIVFR0KuhA83rqVK+pCWpCv1Eo0Fd5H94n+H/tnOx3PS3IZ69ONk3B6e6T3H6bHRGQ9X+oJ8tGmtEYqGy+IoxVAq15JprkWHsNtLUyjMnoq6ed9PWmt6E+McGhlAaY2j1VSpgFtaOFrlPc7qgmLur1k1S5AqrfnSiX2MZ9O0hIp4T20z45k0/3T6II82tFEXKFh0BC/tOFPf+5pcveU753C0IpZJc2C4n5TKMpSc4H11rQRs91TdY38iznfOHZlzkcdr2dQFCij3BthZXoPOZEAIxFVozaOz2asyr+HaYH3+85///PU+CYPBcOORq6FQvD3cO3UjK4BfaWqnIZlE/ugJxA++BZ3nLzOLhsgodHeAUpBJ57bd8x6GZAc+VzHP9uZvnXEzMJZJcWCkn454lEg6SV8iztHIEG8M9tA9EaM3EeNMbJRTYyP0Jcap8ofQ6EU1ozasDCwpKfX4cUmLzvgYBS4PYeHm+L8cw0k7jJ4bZfjUMBNDMxdG6nbXcyI+QmQBrTeWi3gmQ3tZOadjT3J89PsUe5vxh+rQxw4ufJLRIcQrz+HKOrRu3sWR0cEZ6eobisqpDoTMe9lwWaQQeCyLan+I49H8RmdJJ0tfYpx14bKp1hVzISYjfw3BQlaFwrQUFlPo8rKrvIY7KxvYUFxBVisCtovItNrbW0qrqPIFZ0XJMkqR1g6RdJLtZdVU+ILEMikOjQ7QMR5le1n1ZSNrWeWgyaXVKq2RCBydi1amHIeUcrCERIjcguHFubTWuKRk72A3XfEYE06GY5Gh3PeK20taOXz73JG87Uemjj2ZntoZH2N3eS3O//yvCOVAWSU4Dki5LFHB6UJRK2UijTcgRuYbDIYlodMphG1zelrEY3d5LYUa9N/+JUvuZtXUil1eQ3LsLBlndurRuwGFpnsiRvc7Ug+PRAbZUVrD1tJKLCGQ5kb7hsJtWWwpraTA7aYxGGa84/LuocHKIC6vTTx7bT8HHfEoWZWiZ/wNqgPbCLsbUa/+7yXNpV99DueO+9haUsmL/R1ocim428qqTFTRsCBc0qImEOKuqkZ+2Xt+znEh18KcdKWYmaWxNlw6FbkLCBe3T6aPvjXUw1AywbbSKqr8oTnOTbKzrIaQ7WEim6uvL3R7KfX4SDhZHK2xLyOO5KRzqgC0BiEFbmnRUlCMFGKq5lAKMZXJA7nFJ6UcagMh7q1upNDt5enuc/y06zTlXj9ppRZUMzyD6CjqmZ/Csz9DrGpFrN8CbetzfUdsF2KJmS3TI4pCSrTjLHkuw/XB3GkYDIZFo9Mp9PAgUgiKPX5ckxfarSWVyCceZ8lC0bIQwRA6kaAutJukY3pHTSejFC8PdPLV04eYyGZx5ujrZVi5uKVFS6iY2OkIB796ANttY7tzN1PCElMd6ktaS7jl17fy1mgvg6nENT9PjaLcv4GNpZ+C730bepYe4be++ndsDIb5VPMGCt0eWgtKlvFMDe8GXNJifVEZG4rK8z4ednuX3Mt2eoqnEDmx5pYWO8pqeKBmFZW+4Jxzi8k683JfgHg2k6udlBafaF6PLSQv9F24bI9FKQS2lLikNSVghRBTovDi/JaQWO8QnS5psaeiniK3D69l80DNKn6laV2ubUd6cZkIuec3+TpohT5zAvWDb+H8xX/EefyL6KMH0OmlL1rpdAqdSuZqGI1QvOEwNYsGg2HR6NFhnJ/8M+rDj6GFYELAiegwW4vKkX/+p4ufsLgU+d4PIRqacbIZOjMpQrabvQMdnIxFlv8J3AT4LJuPNq1bdsc9w7XByThcePkCTXfUgnDR+VondTvqcLKK4z86ztoPtPH0wHmORAavy/n91poNeKWFeO4Z9EvPLsOMEj72q9hrNxjTC8OSSTsOQ6kJnuw6TXSaIKoLFPCB+tV4F2ByczWIpJIcGOlnT0UdlpRklOLwSD+thSUEXW4yjoPrGogkRynUZKnCeCbN60M9HB0dvGw6KsC/b9+J8//8Cai5o5GifTPy4V8Bl2vRn1+dSaPffg2xdRfCdflUYcPKw4hFg8GwaHRsDOev/m+YvACp3/tjCISQX/u7XP3hQhESee9DiB17OD8R46nec0xkF5k68y7GFpL7a1bRWlA8ZYhjibnt3Q0rh9ylNwNOH8KuJ55I8f2ek9xT1kC5L8Cz/ec5dJ2EIsA9VY1sGB5Bf/PLyzqv9Xt/gigpW9Y5De8uLgqin3WdmaqXbwwW8t661usiFh2t2Tfcy1g6xR2V9djSmjLPsYXkl73nubWi7rqcW9rJRTUPjfbz9nBfXldZmBSLf/4nMN/1t74J69OfRcxTG6rT6VzNo22j02n00QMQLEA0rwaYUXtJNmsE5ArH1CwaDIbF4/YgNt2C3v8GAPILf7GkaUTzavS2W/nGheMM3KSOp1eTrFY82XWaZ6VFfbAQj2XRHi6j3Bcw0cYVjhAiZ+pk1/NU15mpCOI3O45e5zPLMZScwCktX95albJKKChczhkN70IsKbGAB2ubEV1wcmwEKSTXK1btKEWp10+FN8jFPHIpBFJYZJVic0kl1+LsskpNHvfSsS6mtm4qrmRjcQXfOHOY4Txp7bmo0QI+7R3nYCyKDhXOEng6nQbl5BxVPd7ctkwGfegtqKhGVFTljUgKlwudzcwrQA3XDyMWDQbD4hGAP3jl0+y8g67khBGKV0hKOVMr7J3jY/xq68Z59jCsCIQbVIq7Kyt4oLoWxMVL8syEH0dl+MKxA0utBF4SBS4PdmxsWY8p2jeBiXoblgmXtHiwtoWHBEgEaeXMaDuxkL6Ly4HbsqjzFyCFmCWGbCkpcnuvSdq1LSVpx8nbYsmWEqUV99es4ltnj+SfYIGfTecrX0Bs3o7cdiv4/WDZuSii240eHUafOIzz9muI8ipE23rEpu1zts2Yel20NunpKxgjFg0Gw5KQW3bgnD8NPZ1LnkPU1vNKz9llPCtDNJMirRwTWbwREBKEB3f8G+D0gbrYi3DyhkkIQGAV/CGbiivYN9J/zU6tPxknW1G3vJHFbGbyORkMy8NFc5qsUvRMxPhl7wXc0qLY4+XW8joCLhcCMatP4XRn0eXgcqn/10IAXXRNvRxSSMq8fsq8/vy9ixf6YY/H0C8/i/PyLxGr1yIf/STC68s9VhBGbN2Fte22i2c2b39Fnc1AYgK8PrRlGwOcFYhZ4jMYDItGuD1QUob1md9BbNi6+AmkhXzst3IrkqZqetk5H4su2RnQcI3RaXCtAdUPpCd/UrkfnQSdgNSrbC/NX+fnt21uLa/lU6vW0h4uXbbTOhsbJaoV+nf/mOW6VdAH3kJ3d12Rq6LBkA9bSiwhqfAGGEjGOR4d5iun9vODCyeRQpB2HFJOlqSTJaMcuuJjdMfHyCpFyrnxnaUvuqbmiyq+k1p/waxtM9xQF3rM3XcgP/Zr0/YHYVkItwdh25M/86eWCtsFXl+uXnKyZtKZR/gari3W5z//+c9f75MwGAw3HkKI3IWhuQ36umEkf8PkvNTUI++4n785tf+aNht/tyCFoDEUnrWabliBCAusSkg+x1wtZ4TTiytwL8OpNCPT6o1WFxTziVXrqPW7CFhZVhWUsb2khG2llRwcGcS5ggUDDRyLDtFWWYfX54ezJ5c81xTpFPrEYeStdyHMe9OwzBS6vTSFwqQcB6U1iWyGaCbFvuE+jkeHOBEd5kxslNNjo7w+2M2h0UHeGOqhKx6jNlCA17Jv+jRIiUCRcy+fzq6yGtj7AsxhgJMXIZHrtyC8V55mKywb4XIjbBulc26uF3EmazEN1w+ThmowGK4Mlwtx5wPo08cXvIu8ZTeRbIbUDb6au1Kx5fUzezAsAZ0F12rIzFFLpJOI+BO8r/YjfP1MgtpgIdW+IHUBPySeRCSfBhlGyHIkGjv0m4TdPvqT8Ss6rYxSvNzfyf1bd2L94kdXNNdFxKZtue7jBsNVwCUt7qisnxIco6kEIbeHrFIMJyc4Gh3i7Ngo2cn3oNKanokYT3Wd4aNN62DSxRRyPVFvJvGYdhz6E+PsHejKP0Dmea5FJchbdiM23gLZLGr/6+jD+3KLw53n0aeOwup1uWyjZUJOc0oV09y9M6a84rphxKLBYLgihBBQXoXYeTv6tRcXtI96/SXC6zZiS0nWCMZlpzEYNhfVGwnhAfeWucUiQPpNhGsNj7VsBhWBbAcQQiQnP3MqkvsByPazvqiM/t6licVit5e2cCnFHh9htwuXx43ecy/6pWeWNN9MhKlbNFxVpn/3lfkCuV8sCLrcVPmD3F+9ikg6Sc9EjOFUgqSTJe04/KzrDB7LYjSdJORys6O0hpDLjUvKWaLxonB5pymLo9WsqJiGebM8roW5i0Lz2mAP1YEQH2xYw2g6yYXxKG8N9UxWg8w8vrj7IeTuO0EKxKRZkLz9XthzD+rZJ9F7X0D989cQG7ch3/+RZW9/Mf31MELx+mLEosFguGKE24289704xw7BWGT+HXq70F0XeKy+jX88vzJaBdxM1AUKbqoV8ZseIcHVOv+w+Nch/vX558teoMizYUmn0hAo5IMNLUTTHYxnOhhO9JPIlFJz972wYRO89Tq8/Tpkl1h36DK3HYbrh3tS9JR6/ZR4fDhao7SeclCFXGTrXCzCeDZNkcdLVitcIidUskqRUlnOjI1S4y8g7PGAygk9pTXnxyNU+0P4J2v1LCnz1t/pdDq3aJJO5ZxEff6r+rzV5Dm8v74VgcBjWQRcbip9QVoKihCAfkdkUa5ZN0sAXqxBlHc/hHN4P4yPoQ++iSoqzqWXL2OEcTrThaLSCqXnF+CG5cPULBoMhuVBa4THgz51bGHDjx/Gv203bl+AC/HoVT65dw/l3kCur5cRizcOKgmJp8DpWJ75fA9wPObQGR9b9K4P1zfTG3+e/UP/SP/EQUZTZxlIHKZzfC/a58G3Zgf2nQ8hGlsgk4XR0VxvtYUyNIjcscc4HhquO2KyJ6ElJfa0H0tIij0+Ct2e3OOTkcKLNcACqPAFsaVETnNazWhFoduDS1o4Wk31PZweaVRak1EK2+VCvfBzcHkQ4WLQCnEVI2dCiBnP8SJSCLyWndtWUIioXwXBEKKsErFuE8Ltzj+h1simFvShfbnPf9d55C27Lx3vKgo5IQRi8t+sqWe8JhixaDAYlgUhJZRVoN/aC5nM/Ds4DvK2e6jyB/G73JybFIyVvgCfaFzL+fEoCSc77zRFbi9eyya5gLE3O17L5uOr2vFYN1etzU2PzuZSUJ3u5ZnPtYaMLOP4O0wsFsL6olK0HmYgMTMl1tEphpMnOR97noHEEZrqP4hs34Tecw8inYauCws7QCaNCAShssaY3BhWLCJPz8SLDe9tKaf+BUgrBykkWud6O14UiPY70lczjkNvIsYbgz00BwoRtQ2IkrKcUdx1TLG8KLZEeWXunJpaEavXXjbaKaQEnw/ZtgF97FDOvOrYodxzqa7NRUuvwjUoq3IiPBcNvtg/0vRnvNoYsWgwGJYPpRBCos+dWtBwfXgfdJylautu6kNFtIfLuLWkErft4nw8SiSd3yn1tvJaHq5v5LaKOjaXVNAWDvPm0LXrQbcS8Vk2n1jVjt92X7bnl2EFImywKiC1sJrfeadTA4RDd3FmLMLEIhdRSjwBSryS7vjrc45JOWN0jL1MXcFdPN/XQf3G7Ygj+3O90haAHh5Ebr/NRBcNNzwX00/Hs2kuxKOUePxzCpd4NsPTPee4r6YJl2UhbdeKFDkX217MO86ycoJxy04YHoKJOPr08VzEtrEZrdWyP7+sUlPRUaU1erJf5kp8HW8mTPGAwWBYNoTLBTtug5eegVRy/h1iUXQsivrml6lubAHbxjlyAOuxz+aNKm4sqmBXeTm2yLJv8MtEUuep8m+moeCRq/Bsbhx8ls0nmtcTMkLxxkUWgqv98iY3C8XpBZ3CYy3+El/q8TGWPjTvuKSKMJEZxBaS02MjrL7/A+hvfWVhB4mMoOPjiHDRos/PYFhpuC0Ll5T4QnN/3rTWFLg9fKRxLZYQSHFzfE8Ly0b7/cgPfhykBNuVE42jw7n/Fy7vZ3x6H8mp9F/lYHN1IpmGHEYsGgyG5UUI5O33oZ7+8YJ30efPoM+fubTBtqnyh9haUoXPshlMTlAXCBH2wInRH9I1vhelc6muGZXA9S4WSH7LxSea2wkaoXhjIzwQ+DRE/mR5ppNBtpdVsw1NuceF1pITYxFe6O+87H4Fbsn5sb4FHcMlQySdOOfjUVZV1bCgOOHWnYhb7yVj+bHSWWy3uQ0x3PgIIS67OHNRyLhvgGh6RjmIabWY8yGEBK/v0oZgKGfgoxx0Jo1wzVH3uAxklTIuqdcA8y1tMBiWFeFy56KLe1+A8cUbbACow29zV0tbLvpQUobf7iOr+nmx+7skndEZYzMqnrc91LuFB2pWEXS5Z5goGG5QhAtwA0t0Gp2Gzpyk0ZMCNYZIXwD/I2wrq2FjcRFppdg7MMDB0YFZ+3ksyUR2aN75benHY/k4ER2mwO1GVDYi7nsfCIk+/Db0doPbCwWF8Ohj6IIihG2TTTn0vN1Dx2uH2fixDRSvKr7i52owvJtQk6mXcCktc7nQWtM5PkZDsPCK5pnTGGeZMY6o1wYjFg0Gw/IjJPLeh1A/+PaSdtc/egIHwLax/v2f0R1/g67xV/OP1QqXdLG6oJiTYyNLP+cbkGp/kLpggRGKNxULMIdaACL2NzP+rwMf5a3+vyOeHaTI08hdVR+hpSAnHJtCQY6OjvJM73lsaaP0/HWO5b51xLPpXFsBaeG2bUaqNoOAglv2ACBticoqIhciXHjqGJlkhvjApd6PlstEBAyGxSInXUBtKTk1NkxzqDhvL8ilkFYOhyMDlPsCBOW1EXyGlY8RiwaDYdkRtg3tW+ClX8Lw7OjFgslmUU//hPUPPDKnWBxJneHA0Fd5sPbTVA4H5k2zu1mwhOCBmmZsIxRvDrQGNQTT+r0tK84QQVclfRP7iaW7SWRHKfWtJWgXcWr0PO1F76chGCDpwO7K36c7/iYZNcGxke/lnW4ocZxNZW5sIdhdWkPvgV6Ofv9S2xx/iZ90PE02ObfwTMevPII64ym+oyG6wXCzkXacKXMXRyme7DrDqtAIG4vKqQmEyDWVyAlKRys8lo2j1KJKFM7FIrwoO7inqnFJdc+Gmw/zLjAYDFcHy8L60Cdx/v6vuZIbYL3/Daz3PEKlfwt9E/vyjumNv81EZpBtFb/N1tLtZFSK/kSS754/ueTjrnTeV9dKyOU2Rf03DRkY/8YyzSVAhCZ/n2wIbhUznrnkGDyYOMpg4ujU/4eSxwl7mlhX/CHeGhqktXATRZ7AnGKxyLMKrXNNzv9/9u48Oq7rPvD899631F7Yd5AgCe4USUmUZC22ZcurYltObNmxO7E7cTqZTjoz0+k+3X1O0t2TXk9vM3PSme5MJunE6STjtJ049jje4niRbdmyNpMiJYr7BhD7UkAVanvv3vkDC0mBIBYWgALw+5wjm7Xdd0EWqt7v3d/9/SKOSyFza8r51MjilVGzgzka9zaiKpBHXgpDLmXH2ZWqlT1MYtMJjaFoQp4b7CHueoyVCvTmJgG4ODnGxcnp7RmOUuxK1XF9apJcUOZIfQtvadmGw9KCxeHCFKG1nJ8Y5W2tXav284iNRYJFIcSqUFpjG5tRxx7GvnT7VcElaW4BZRmcunOFxkzpGt+89hu4KkrCa+Fo0yf4lf1H6Mnl+XrvBYrGrHwOVSSiHT684wD10ZicFG8WtgS5P4dwib0KFxN5DBv/KSCAmZUGpXwCs3AAN1HqYaLUQzHMcH/Tz3N8ZIRjjXEUGsv835399R/jewNXmQrK9ExNsm9nHXx7edMs58sYY3Aq8D62wI9H+tBAd6oOLXuZxCYSWMMfn3+FXHDnNPXQWs7NbMdoj6d4c8u2Ja8OhsYwWZ5e7S8bw7f7LvOO9p2yuigkWBRCrB7lR9DveYrw5MuwQM/ERcdIpAiDAoal9YsLbIFM6Qrf7/13NMb2syP9Nn5p/1FCEzBWCvhqzyXGS0to61Gl9tU20hiN4UqguDnYEhRfgtLCfQ2XTUXIFK/w/b7/tOyXDky9wrnxr7AjeYiBBS7QuDpOzE1zevw8AK9nhnlwZxs73tLF5e9fWXIigQlMRbJujbVky0UG8jleHO6jK1mL7LYSm0VoDKG1iwaKN9uZrOWnduzH2KX/gpWt4fT4jeJWI8X8suYpNi8JFoUQq0s7YMKVv96PYFj+6w0Bg/lTDOZPkfI7cFWEXTVP8PSOPfz+2Qr0slsn+2oaJFDcVBTkv1rhMTXGrnwl/ULmG1zIfGPBxzsTDwGWT+y4hy/0nGGomOeVzCD7Ht1GrD7O6S+eXvC1N7OhwS7jZHYhoTV8/srrhNbSl8/ibOXyyGLDKc98P06ndd/62W6sYagwxV9cXtrv1CzfcSiF4bJadSimC9zMCq2Zq7oqtjYJFoUQqysIUAePYl95aWWvj0Rumwa3HJOlXgAuZAwPtRxAw12OuH4qcXItqkjQA3ZlLWYWdvvU0ZVKui10pR+n0TtEzK3DlA1DJwcJCgEfv+8eikHAd0eu8aOhXn7h0L30vNDD5PXJRcctTZXv+hexbEL+5PzJufQ5gKmgTMqL3N3AQqyy2RYYV7MZvtt/lYZojHe3d+NrPZdGbSx8rfc8xWVccI06Lk+07Vx2T0eFotaP0js1/bs7WiwwVixQH4nhqNl0dgketyIJFoUQq0pFIuj3fRiTn8KeW97VUfwI+l3v52rx2YrMJVO8iqMcDtY2cWp8qCJjrrXy3azSiupiQyi/tvjzljuscioWLD7R+m+IuGky1zL0nh5i9OJ58qM30tMGTg1Qs72Wd7yli/8r8xLX8hO039fGmSUEi5N9k2hv5XsLyybk5eF+xt6QVj5WLJB0pfiTqF5lEzKQz/FM/5W5ojJjpQKD+ZP8TPc9ODMXBX3HYbnXB++tb8Ff4Z7dN/7KfOP6RdpiSfqmsjy98wCe0ht6P7C1ltBa6c+4TBIsCiFWnfIj6Kc/iX35Ocy3vgrlJZbMd1yIxrgy/N2KzKM5fhhH+0ws9fhVqCTB4iZShuDcKozrYO8iDXWWQuMQ5cRnXmHs0thtn5PpmcCNunNbDyeCEm3Jpa3qtR5uxYYWlplVba2lbA1/3XNhXm/VWj/ChYkxWmPJZa+sCLEWyiakNzfJ56+8Pu+xiXKRP75wko54Ck9r0l6E8jKLs13KjnOssQ0sy2olo5Ui4Xq33DeQzzGQn+6N+vWeC7y7s5voEiurVqNCGMjnwgpIsCiEWBPK9+H+h3EO34/50uewZ04t/qKGJjCGkslWZA6jhXOEtsxwIbf4k6tUKGmom4cpQHB5FQZ2MHexsqiVx8H6D7M99ShhydB6uJVEY5zMtQyT/fN/F2u31zIYTFdaLYUBXjyx+AwjDjve3IXjL/3EzVpLYA3GWj576TWGCvOru/5s9xF8x6EYykUVUX2MNVyfmuQLV88s+JxsucSZzMiKjzGQz/Hpcyd4snM3bfEkGrXkPouvjy983NBaNvpafewNwbBYmg0dLBprMbKcLMSGoXwffB/9ob+F7b2G+dJnYewOX4oD1yEMaY4fXrDH4nKUzRTjxat8bNchJkpFDNNfgL25SV4cuX7X46+Fhkh8vacgKsFaKK9WoaUyCbdhRa/UyuWB5l+kPmzH/PZ/QO0+QPMDb6a5oxb1zm76Tw3Q++J1JvtupJkWJ4u0OxH21zRwf20rl05cuvNBFBx4/36Us/ipZ2gMgTU4SjOYz3E6M8zVbGZe6ums0WKe1nhyxWl4QqyWchiileLVsaFlVSldiVxQ5s8vn6YxEuPh5k52LqH/6GS5SKa8cNXy61OTuMtYqaxmgTFrFjuExmBhQ8cqzm/+5m/+5npPYqUM05uDZV+CEBuLclxI16AfeBTV1ILt64XCbcp0mxBVW0e88wjXcj+oyLHHi5dATRGaHqztp9b32JZs4aWRwYqMv9oeb92+ob90xKwylF6E8FrFR1ZhL1787UTcJgbzS1jBnxF3G3lrx2+QUHXwu78NmTG4fhVe/D68+CycepnkYw/R9qYd1HXVMfDqIFiYGsvTcU8rB5qbufDNC1z94cI/UyQV4eAHD9Kwpx7XX/x6ddmEPDtwjW/1XeblkX4G8jkK4cJtdBojcVpjCTkvEFWjbEIUiqmgzInRAc5MjC47tXSlpsKAsxOjjBTy7ErVoRY4Zw6M4fXMMFeymQXHCq1lX00D8Q2+OjcbKFprV/VzohSGOFpPxyls7OJAG3plcTm52EKI6qIcBxwHDh7B2X8Y+9pxzLe/Pn2COiuRRB05xtnR36vYcbPlfs6Pf23u9u6a91IXa6vY+Ksp7njyubdpKPD2Y/0Hwe0ELJROoqb+/Mbj6On/V/rGn2f/M8Ms2KTQTqEmf4eu1N+nbHKcGfsSUacOrTSFIHPbnqVJr41H2/4B+tXT8Jefuf2446PwO/8OfJ/af/iviNXFmBqZIsgHvPD7L9L99l1cf7nvti+t7aplx5u7qO2qBT1d7Z4AACAASURBVMDxlpZ+aoETowNLaseY9iIcrGvc0CdlYnMpm5BLk+PsrWkg7Uc4NzHK1DL6JVbKhckxPnPxFI+3dtEeT6EU81YaXx7pX3ScHwxc4ye27dnQFyxn577anxOe1pRNuKw04Gq1oYNFIcTGpxx3usDFoftwDhwh/A//HGZWDvS7PsBEuZ+hfOUrRs4amHqF7tp38bd3H+CPzi+zWusaa4jGCKzB3cAFBsQM5WHZgfnRC9gX/hhcD+cTn4K6f4u1ZcDOxIKWG0HhzH1KgxlEZf94Jmi8zSqFNajSj9hd8x62J9+Cq/3pojcKXhv9SwanTlIMJ7AYok4dj7b9Gs7Lx7Ff+fzicy+VsOGtxwyLIWe/Nr9YT8PuBvb9xF68uIfjO8s6QSuFAc/0XVlSoAjQHk9u+D1VYnMJjeUrPee5PjVJ3PUYK94+fXotjBTzfP7K60Qdl5/fcxRjLb52KBtDfz57S/uZhZyfHKMnN0FXskYuytxGMLNi7GpNYM2iqb8bhQSLQoiqoFwXWwrRn/y7mC99DiIR1MEjhME1pldTVmePx2T5On9z9dd5e+e/4EBNI6czw6tynErYlarDlS/oTcNeuYb95pfnboe/9e9Bu2AWTrOcptEf/znY84+YvtJiwJZm/iuinNqZA1gUCu9aP1y/ij7yACqV5kDdBzlY/yEc5ZEPxnG0h75weWmB4iylWCwyaz3Syv7371vyKuIbGWAqXPoqTMz10LLyLqpIPixjrF3Sqt1aKYQBv3fmx3Sn6zhQ08jFybFltZK6ks3QmUjLd9EC/sfFV0l5Pk9u273eU6kYCRaFEFVD+RHo7ML5pb8PwInxIQ7Ut9McO7SsvVfLFdoio4Xz7Ehuq9pgMe1FOFrfsqHTf8StVNdu2L4Lrl68ceeigSKAwXzmD27cTKYgVYPz8V9ApVqwYUgpkyPTn2f82gS737adcm0rZ792ieGzI7Tf30b3Y+2Ev/XP8I/cP92i5qUfLn3i6Vq061AYX3iVpPOBDna/a/eKA0WYLuWf8pbWhgNgb7pefj9E1SiHIdenFu83uh4CaziTGVlR1dWE56ElULwtYy0f776H0BrUJspzkGBRCFFVlNZY5XFydJBvDVyjMZ6gPtq9qsEiQG2kixPjt+8lVw3qI1FJQd1sPA/n458i/N3/Y3o/4EplJyE7iZ3KceaZ6/S+dGtl32vP3Vpw5vrLfXQ+2En0w5/Afu7Tyz6cOnw/2cEsJpif/urGXI5+/CipluSy2mLcjq8d9qTqeGV0YNHnRh2Xlljyro4nRKWUTMjFyTG+0btIZeAN6PT4MEfrW9Bqc6RYVtJsD8fN9ncjwaIQouoopWiMTbeIOD4yyHs730623E9P9kcrHFFTF9lJY2w/tX4XUVWHxVA0GV4Z+VNqIp14OsG58QuV+yEqrMaP4sjV3E1FKYX1ffS7P4D57B9VYsAlleQ3geHkZ0/x4N95ALbtgGuXl3eYZJpSbv7+Jjfq8sCnjhGrjaHdylzU6EikSXn+ovup9qTrV70dgRBLYa3FWstf917ErNL2ifU0VJjixeE+HmhsQ6FkNX8LkGBRCFGVavzp9LOzE6PsmainLXFsRcHituQjHK77GcJSSG4kx+T1STJjOVCKmm1NPLHnX1Mmy0ixSHAXjcxX2550/abpcSVuUNqB3fvBj0Bp4R5nSxtM3bbWze3khnKc/+YFdv/ML2P/7Pfg8vklH8YMXCd1z0O33JduT3H0Z47i+E7FAkWA0Boao/FFg8Uj9S1zV/WFWA/WWsrGEFrDX155ncBW7/fJ3frhYA8/HunngcY27mtoxVFaUlM3MQkWhRBVydc3Pp46ElHOjj2/onEOpJ7m9F+9Tv+J+QUGrj0HqfYUD3zqGIFduL/UenuwsY3WWFKqz21W1qLufRD7/PfvbhylsGbpKxk9z/dgQ8Oej/8i9kt/Bqd+vMRX2nn1ploOt+LFvIq/R7VSi1aQTHk+DZFYRY8rxFKUTUjJhBhrGcxPcW5ilIuTY3fsBbpZFMKA7w9c49WxIT6wfS9pP4JfJdU/ZwN3uYBUGRIsCiGq0s2V1qb7FeWWPcb21FsJi9D/ysKV6CavTzLZN8lEfO17Xy1FZzzFw82dm6YEt5hP+RH0m99B+MKzcBeplEpNN5pejt6XrhOWDXvf99PoB9+C/cP/vPiL3v7+efsivbhX8SbXgTFcmcwwXrpzsLi/pgG7CdP9RHUx1hIYg6MUFhjIZ7mczfD8UO+WfveNlQr88flX+OjOg7TGklXRUzC0llxQwlgPV2tJlb1L8rcnhKhKFub26J0Zn2Rv7fuXPUbKa2FqaGrRrht9x/to9RMrmOXqe09nt6SfbgW+jzrywN2NoVjWyuKs/lf6ee0Lp7H1zYs/eftOVCzGlWev3HL3le9fwYaVPWVWwLf7Ly/6vEN1zXIxRawaYw1lY7g0OcYz/Vd4fvg6nz53gv9x6TV+tMUDxVkWeKb/atXs0XS1Jun5nBofZKiQo2zC9Z7ShiZnIEKIqmStxZkJkr7Td4Wk306Nv31ZYzR6Bxm9uHiVSe05lKvkS+5mzkzrAEk/3fxUJIp+8ichdhcXLZRe8crkyLkRjHLg7/066qmPgevPf1JDE+rj/xMXvnVxXiXU3FCOvuN9mLAy+7RCYzg5NrjoXsWU55NeRnsNIZYjMIZcUOZPL5zki1fPcnJskB8O9jBRvsv9xZtQfz7L13suUAqrIzDztMORuhbGSwXOZkYkYLwLkoYqhKhKluny4wABhqF8nrbE/WRKVwHoTr+b7tp3kSsPMlq8SF/2RXLBIPtqPwAoQlsm7jUy+NriFU5d3yHiubTEElhr2ZWq4+WRPkpm/QoUKOBwXTOB7LvYOhwH5xO/RPgHvw3BEvc8aQfn1/7pdJCpFMXsykr1W2N54fdfpGF3A62H95D+J/8a+/W/xF6e6QHp+fCJX6bnpevzWnHM6jvRT+eDnSs6/huNlgp8q+/yos/bk66XFFRRUeUwxNWaQhjy49E+jo/0U6iSAKjanZsY5Z0du9Z7GnN8x2F3up5CGHB6fJgDtY24SssF2GWSYFEIUZWyb1hROJ0Z401N9/L62BfYnnqMPbXvhb/8HOnGZtLbd9K14zEGp16lRe9BXb0K9U2QUkvq9TZ+NUP9ngY+2rEfx3WYGp3iTXva+c7QVU4socdbpblK84ndh0m4vgSKW4hyPWxDE2rvIexrJ5b2IseBWILv/qdnCQp3V1SjMF5g/Oo4Tfub0K5D7m3vIe5FAIt1XEYvjnH+bxa++JIbXP6+4oXkg6XtIT5U1yQpqKKiPMchNIY/ufDKoivb4lYWeHVsiHvrWzDYqqiS6mkHV2n21zaiUATW4G2yPoirTYJFIURVemNRi5OjA7yt7QEe7/jnxNx6+JM/gEvn5tYU1Puepu3Yw4T//Xewl6dPaNWTH+KBX3gTJz7zCuNXxhc81tjlMV76by9Nv0YprLW0Hmnlkfd0r1mw2BiJ0xJLoJWiMRqXQHGr8jxUW+fSg8UZdxsoalez/wP7aT7QxMXcOJ957flbVtYfaGjjWF3jHccIyyHZwSzJ5uRdzQWgLhJd9DkR7VDvSxVUUVl9U5M8N9grgeIKfX/gKj8c7OFwXTOPt3Wt93SA6e91XwLEFZNgUQhRdYy1DBWmbr0P+E7fNSKOw2PNHuG1W9Pt7Jf/nPBH34PhG8Gd/ernUWOj3Pu3foLXvniawdcGFz32bDXJyb7JVa+gtjddz5H6FtriybmtZmrmf2S1ZGtSSmM9b02P6Sd97vvEvZikw+9d+DFTt0mBfXmkj8f2dRKri5Efy99xrEqIaJeOeIreqckFn7M9WUNgDY6UXxAVFFrLpezCFxfFnYXWEtqQl0b6uLehhRp/8Qs/orpJsCiEqDqBMYyV5p+Qnhgd4HBdM+XJDPp2e7qG568C2ue+AxOjHPzgz5BojDPw6iBTo4tXSC1MFHBdh+5UHdsSaX44eI1iBfYwRh2XbYk09ze00hRNyOqhmM9Z26/mYz9/PyNuic9dPLXgcwwwVszTcriFy9+9fNvnOJ6D41dm7q7WHK5rvmOwuDtVVzV93cTmUA5DzmUWL4omluZMZoR7G1rl93SDk2BRCFF1LJbRNzTijjoOR+tbebCxHed7f7O8khavvYLNjLP9Q3+b7Y9swxjLma+cZfDVhVcaw2LI0OtDPLlrJ6VsiZ1d9/CHl15Z2Q8E1HgRnty2m5ZogsAafO3IJntxe/UNa3aolntacOIunzu/+Hv75fEB3nqsY8Fg0U/52NCAe/crfVopUv7CVU5dpehO18vvkKgoCxwfXbgvr1ie7w9co2wMDzW1S7bMBibBohCi6jhKM1a8sbIYdVz+zt77YGIc/bn/jj2z8ArIgnqvwm//KwD0A49y4H0fYNtDnZz96lkm+7O3fcmpv3gVgKYDTex6357lH3PG0bpm3trWhUbhaC1pc+KOVPu2FbyIRVfLbxari7H9se20Hm7hW4NXFn8BcGp8iHe170J7GlO+scqeaE6w/eFttNzTgnIqF7zV+9EFf6zdUgVVrAKlIOF6ZJdYYEks7kdDvYwW87y3s1sCxg1KgkUhRNWxWPLhjTTTqOOAtej//G8rc4AXfwAvP0/qwz/L/T93P6VsiYvfucTAqdsXs0m1JpmwKyt28Pa2HVKxUSyP40C6FiaWvm/q8EcOc/KzJ+fdr12Nn/ApZG5dqe9+ZzferhTfGLzM6fHhJR2jNZYgKAZzgWJ9dz27Ht9JsjWJ0grtVPYiiKcdPrB9L88OXGNk5uLRtkSaQ7VN7E7XSwq3qDgFHK1v4dnBnvWeyqZybmKU4pWAD3btk+/CDUiCRSFE1Zko3drwOLR2pvJLBZkA+7lPA5rIY49z8INPMnxmmLA8v59W88FmRgnwtTPX+3Epjta3cI8EimK5jEF17cKefHmJL7DUd9dR313P6IUb+63qu+s5/JF7UFqRH81z8ZlLlLIlki1JGvc28ieXTs4FYYvpjKd4qKmD/HgBx3c4+rEjpNpTOP7qpVP7jsPOZC1dyRqG8lP4jkPai+Bp6ZMmVoerHY41tnNqbIhMubj4C8SSXc1N8LWeC7yno1su9GwwkgslhKg6o284gTXWoioeLc6Nji2VCEtmrhLqzfyET7Q2Spt2+cmufUueRUMkxltbt0ugKJbPj6COPrisl7w43s++J/fO3Y6kIxz44AFeyPTxW2de4IKbpft9e7nnY4dpf9t2vj90bcmBYtx1+cj2fXSVA5L1Pi2Hmkl3pnEj7qoHbY7WeNqhLZ6kIRLDd2Svr1hdrta8uXUFqeBiUecmRgnt3ReKE2tLVhaFEFXFWjvvim5jNI41ZnXCxWgU3vEBXvvL05hg/pdYsjWJmSqifutf0vLr/4aGSIzhJZxkdyTSqzFbsQUopaBrF2gNS6zAmwvKGDV9saNhdwP3fOQQPflJfjjYC8A3+y7zTS6vaD4f6dyDPf0K5vN/ivNr/xw35uJ4a3sRRAJEsZZS3sLFlcTd6Z2aZHe6fr2nIZZBgkUhRFUJrSX7hmbIntIoBfg+lCrbKFl9/JcYvTLO8Jn5+7b8pM/e9+xBDVydy8MIb7P6eDtJ18NRkrwhVigIoKUd+pa2d6o/nyXWtJ1H/9dH8BM+3xy4zKnxoYpMJa4d7PB05WCby7Lr7buwxqK0BHBi83ltfIiv91xY72lsWmEFWlCJtSXBohCiqoTWkLupEp2rNPc2tGJLJdQqfMmo9m0kMgV2vW0nk/1Z8mN5wnJIuiPN3vfuQfdegpMvYf7xv2Ign1vyPpbeqUlKJiS6xj3zxCbhOOh77sMsMVgcyOf4/3rP4mmHq9cnKJjb9CFdoS/1X+Hpx96Ouuc+VF0Dzw738KamTnwkxVpsPt2pOqKOe0uRNVE5Sc9f7ymIZZKzGCFE1cndtLL4/m17aAtC1H/5t9OrLRVm/vd/RuTYI2zfdxhzdAcqEgGtsPk8+sRzmF17MB/8ab7Vt/SqkTBdfl2v2j5Lsdkpz4MHH4UffW/JVVEvZTOrMpeeqUn+8PJr7E7Vc+HiKfbVNOBoWTUXm1dnIs25idHFnyiW7fXMCE3RhBS52UAkWBRCVJXAGHqnJgE4WNtIZyyB+k//YlUCRQAKBeyz34Znv31LaKfaOgh//le5lJvgm2ePU1jmVebWWBJPTqjF3dAOzs//KuHn/xT93p/EPvN17NnX1mUqmVKRl0b6AGiOxnFkD6HYpFztsDtdJ8HiKnlldIA3NXVIsLiByJmMEKJqlMKQHwz2YAFPa55o24n+/P8LpcKir62og0ewv/C/8PxoP1/uOb/sQDHueBysbZKiHOKuKMeBZAr3U7/KQDqNfvqT0LEdZvfCRqLod74PW6H07KTr84HO3Tza1Lngc+KOR1eytiLHE6IaOUqxO13PvfUt6z2VTckCk+XK1h4Qq0tWFoUQVcPVmtdminLsq2nA5qfg9fmNxlfVkQewT32Ur/de4OwKriy3xpL8VNc+WXkRFaFcl5IJOTM5SqGcoOtnfwmlNXZ0BFXfSKZc5IuXTt/1ce5vaOXxhnbsxbPs7uxidyLFf79867gd8RRPbd+Llve22OQ87XC0voUTowMsraSZWI64K+HHRiL/WkKIqjJ7GnqwphHv1I9Z07pph+7FPvVRvtxzjouTS9sndrOo4/ChHfuJaOkFJyrH1w6PNm/j9868TNGEtEQTdCbS9Fw9w0Ahd9fjH6lr5vGGNsz/+EPsxbNQ30jD3/snNEfjDBamgOmLN+/u2IWrtLy3xZaQ8iLsrWngTGZkvaeyqdT4EeKut97TEMsgaahCiKoRGEPcna6UVjbmRrrdWjjyIO7Tn+CHQz0rChQB3t62A1cpOZkWFacUPNYy3Sh8oJDjpZG+igSKAO9o3ob56hemA8VkCv2u9zM0NTkXKDZEYry7YxeeXAQRW4gCIlr21VXa7pT0WNxoZGVRCFE1tFKEdnotsWhCSKXW7Njqg08D8EhzJ4Uw4NTY8nrUdcZT7E7X48rJhVgFnnY4VNfE8dEBRov5io59PjvO7ieexJgQ/f6PMFUq8sVrZ+cef2f7TkmrFluO1poaP7Le09h09tbU48n35IYiK4tCiKoxXJwiF5Sp8SJ0p+swP/jO2hx4/z0ENs9fXfoVfjz4uzzeup2ndxzg0ebOJVU0dZXiyW27cddyJVRsOY5SvLeju+Ljfqn3AheDErz3J/nhSB+/e+kUk8F0AYo3NbXTFEug5b0tthhHKQ7VNcuFkgrzJVDccOTTXwhRNUYL0ysm72jfibp8Hnqvrslx1bGH6c8dB2Awf4pnev4p2r7OodoYv7D3PrpTdQu+NqIdPrrzEFHHlRQ9saq00tRHYjzQ2Fbxsb/Ye57fuvAKzw1fn7vvUG0TDzV1yMmd2LJcpTlc17yuc5hNh015PnV+dF3nUgkJz1/vKYhlkjRUIUTVaIzGAaj1I/DqK2t2XNPRxuDEd+Zul8wkx4f/CICd6Sd4svODXMpm+EbvJUomnHtejR/hw10HSHo+rvRUFGvAdxweae7k9PgwuaC8asd5qLGdNzV3SLqY2NJmf9+Ojw6s2TGTns+OZA170g10xFN4WmOsJbQWpSBXLvPdgStczU5QNuGGqtbaEkugkYuqG40Ei0KIqjG7P+RSdpzDh47Cy8+tyXGdaJLRwfO3fezSxLfozT7Pm1r/IZ/cfYQ/uXCSQhjMVYd0UGgJFMUaCq0l6fmrEiwq4G1tOzhU2ySBohCAqx2Srke2wr9vCtiVqqMllqAYhsRdj7019SRcH2PtLU3rHaWYvVUbcXhvx24cpbDAq2ND/Gi4l+wG6F34aHMnrpZgcaORYFEIUTU87aCAS5MZDrZ3sVanqgpNYBb+oi2ZLN+7/i94pO0f8+Ed+/mLy6/PVYcUYq25SlMKw8WfuEy+dnj/tj10JFLy3hZihmL6Ak2lpDyfXak6Hm7uwFPO3MqhUmrJPUxvDiQP1TVxtKGFF4Z6+d7AtYrNs9IO1jaxLVEj+583IAkWhRBVY6iQwwI9uQlcP4LdvhOuXlrdg6ZrAVBKsdj5QKE8Qk20jQcb21d3TkLcQcmEZErFio2nUeytqeeJtp04WkmgKMQb5MOgIuP89M5DtMQSt105XClXa6y1PNjUwcmxIcZLhXnPOVrXzJ6aBv788ukVH+duPLV9L9sTNbJdY4OSfzUhRFUIjOFsZnT6z9bw4nAf4dOfWPXjqvc/TV/uOMYufjJQG91HIQy5t6FFTqjFunGUojWeuKsxItphT7qeJ9p28MsHjvHO9l1EXVfe10LcJDSGYoUCxc5EmqZYHFfrWwLFSlBKYazh47sOkXRvLSBzoLaRx9t20BK7u8+MleqMp9ieqKn4zyzWjqwsCiGqgrGWS5Pjc7f78lmOJtKrflxbV0suuLKk5w7nj9ORfER6KYp15SjN/ppGrk9lb/t4yvO5p66ZfTUNGGup8SMExjAy05+xJZYgMAZXa7TS0hpAiNsIreVyNsMz/ZcXfe7+mgZ2p6f3G9b4ERTQn89RCMvURWK4SlMXia5qeyWtNL6Gp3ce4NPnThB3PJ5o38HOVC1aKTKl9dnT+HjbjiW1oBLVS4JFIURVmArKDBen5m43RmLoNfhy04FlZ/0T+DpJaIsM5V9jKD8/VaclfoSO5IMSKIp1p5Xi3oZWjLW8MjbAaLFAezzJA43ttMQSxBwPsLe8Vz3t0Ol6t9wWQtyBtXQmUtxT18xzg70E1sx7Sneqjp2pWg7UNs77nepehxYRjtbU+lE8rXlnx052JmtxtCY0hmcHrnGotolXx4fWbD6Hapuo86Mbvq2UndlTulUpayu4a1cIIVagFIZ8u+/y3JdY3PH41N570Z/5A7jw+qoeWx26F/3UR7GOi9Ka0BYphpOUTA4FDE69RkfyASJOGkdFtvQXhqgu1lrKxjBWKlA/s2oh708hKqtsQgJj+E7fFcZLBUJr0ErzRNsO6iOx6UqlVbRyVg5DDBZHadyZ4jmT5SIaRcRx+S+nX1izdhs/232Y5nVKf62U0FocpSiF4ZZNpZWVRSHEurNYXs8Mz90+1tiGHh5c9UARwL56nLD3KvrpT0BTC64fxdVREjQBkPY70Uo+KkX1UUrhO8667UUSYivwtIOnHZ5o34FlujqqQuGq6myb5L0hoFFA2osQWINCUetHGbtNEZxKa4rGqY/EVv04q81RirIJGSrkaI4lsJYtFzRW37tcCLGlBMbwyujgLaXJI9pBjwyu3STGRzF/8v/Abb4AJFAUQggRcVyijkvEcfEdpyoDxdtRSqHUdJVjRyne09nNA41tq3tM4Ke69m+a/dCu0jRG4/zZxVcZLOTYakmZG+OdLoTYtCzwytjA3O2o49CeSMFab8aPRMHaLfclIIQQYmtQStEeT/FwUydPdnav2nG2JdJ4evOkxc8G2x/ecYCe3ARlM3//6mYmwaIQYl2NFqfmesZFHZef7T5Czego5oufXduJZMYIP/1foUJl0oUQQohq5DsOu9P11PnRVRl/T7ph0xXR0koRdVweauogsAZrLYEJ13taa0KCRSHEuimbkB+P9M/dbozEiFiL+r3/E1iHK3fZSaYTaIQQQojNS6HYlapblbHb40n0JllVvJlWisAYzk+MopTC1Q5mC2QjSbAohFgXxTDg9fERzmZG5u6zsH5poNrB+fgvwCb8ghNCCCFu5mrN4frmivdArPOjpPxIRcesJr7jsLemge/0XeaHgz0EWyAlVSo3CCHWhQXOT44S3BQcTpSLOL4PWsMafwDr9zwFdQ2oLVblTAghxNaU8nw+tusQ37p+metTk7dtqaGV4lBtE13JGr587dwtz9Eo9tTU86amDuoiUTSK0NpNvxLla4cTowMoFDVehD01DdMtVVAE1lA2IWlv87TakmBRCLEuNIqke2vT4slyiVy5RPLYw/DCD1Z/EskU6vD96AcehWQa5a99E2UhhBBiPXjaod6P8ZNd+9BKMVrMM5DPcWFyjGvZDK52+FDXfpqicVDQGkvSl88CkPR8PrLjAHHXJ3LTRVZ3kwRId2KtxVoIMXyt9wLf6rtMayxJwvW4MDnGx3Yd2jSBIkiwKIRYJ57WdKfqODl2o0XGsYY2Ep6Pcv3KNA1u7UA/8jhMjGOncqh4EuoboaYWlUxDIgHWojwJEoUQQmw9jtY4M2uBLbEkTdEE+2oacJQmtAZHaRw9/ecP7zjAeKnAqbFBHmvZhjvz2FZirGWkmMfcdJZSMiFXcxlgOg23dpUKB60XCRaFEOtCKcW2ZHrudtRxeaxlG/zRf8VevVSZg/gR1KF7QStUaMDRKLW1vtiEEEKIpdJKEXGmwwP3poRSR2kcB5qicd7csn3LNaaH6aJ8PblJnum/PO+xhxrbeaipA63UpiuTJ2dNQoh1ERhDT25i7vbOVC3hVA4qFSgCDA8AFqU0ynUlUBRCCCHuglJqSwaKMF1BNuX5dMTTuG84n3ioqQPfcXD15ltt3Vw/jRBiw1DA13suzt3elazFvXSussfY0Q1l6ZsohBBCiLvjak1jNM7b2rp4T+euufvr/OimbBUyS4JFIcS6yJSLTIXludsdiTT2tRMrHzCRgjeuHBaL0jZRCCGEECsSmOnqpjfztMPedAO+dtBK8dT2vehNfK4hexaFEOtiIJ+b+7MCEq5HeP71FY2lHnwU/e4PQrmEPf4CNpdFNbei9h6absMhhBBCiBUpm5DJcomIdvC0g6M1gQnniuBs1kI3pTDkWm6C9ngSTzuUwhBPawJrOJMZoWRCHm/tIu1F0Jt4m4sEi0KINVc2IX1Tk3O3LVAIA7zWTui5vOzx1M49KNcF14WHHkMBypGPNyGEEOJuaRT5oMynL52gJZZgV6qO0WKentwEuaDMY83beKipfVO1i4DpyqdfvHqGAzWNvKV1O8dH+3nTTBGbtBfhsJBkqgAAIABJREFUQ1376Uik8PTm3sMpZ1NCiDVnrGW0mCfp+mSDEgC5oEzdth3YFQSLdqAPu+8elNYSJAohhBAV5GhNUzTBodomXh0fuiUzCKBoAoy1OJsoWCybkL/uvQDA6cwwpzPDdMRT0DRdGbYtnsRRalOvKM6SsyohxJpztaYlluTDOw5wfSrLlew4NZ6P7b2yovHs6yfh2MPYSAyUAmtQfqTCsxZCCCG2Jt9xONbYxqvjQ7fcH9EO9ze0bapVxVIY8p3+y5yfHJu7L+1F+GDXvrkqqJt9NfFmmz8cFkJUnclSia5kDUopWuMJimGInZxYeduMgT7C//ofYagfrJkOGIUQQghRMbV+lKTnz912leZYYxue1pumGmg5DBko5Dg1diMojjkuH915EF/pTRUUL5UEi0KINaeVoi2eBGCkkKdnagKbTK18wJY2nF/5R9DShvIjqJu+zIQQQghx9xTw1La9KKYDxY/uPMjDzZ04myAV01pL2YScnRjlLy6dnru/PhLjk3uOkHA99CYs4rMUylpr13sSQoitx1iDBV4Yus5zg7387T1HSGQy6N/5j8sey/kH/xskk6hN8IUlhBBCVKuSCedSMY21uJsggCqFIUUT8LWeC1zLTczdn3A9Hmpq53Bdy6b4OVdK9iwKIdaUsZbQGjztUAwDruUmMFjOZUa5r7Zx+QO6LiQSEigKIYQQq8y/aa/eRk49NdYQGEtgDT8Y7OHU2CBmZv0s7nq8o20nO1O1BNbM3b9VSbAohFhTZRNyYXKMxkicWj8610JjoJAj1C14j78b+8xfL33A5jYolyGydTabCyGEEGJlyiYkF5T58rVz8yq7Ajza3El3uhatNK7s2JNgUQixtrRSPDtwjcly6Zb7A2NwtIJofPFBYgn0294NNXWohiZwvdWZrBBCCCE2jVIYciWb4as95wmsmfd41HE5UNu4JVpiLJUEi0KINWUt8wJFmG6nYfJTqK9/4Y6vV7v2oj/ySXA9lCsfYUIIIYRYXCkMOTHaz/cGri34nDe3bEOxcdNrV4OcaQkh1kxgDNdn0k7fyNUazPyrfG+kn/ppVDRW6akJIYQQYhObKBf5/h0CxT3peg7UNm3pYja3I8GiEGJNBMYwVsrzlZ5zt318T6oO9+I57riNvLkV7qbFhhBCCCG2pLpIlF858ABlYzibGeGlkT4KYUCdH+NdHTup82N4EijOI8GiEGJNuFqjUTzSvI3L2XEuTY7PPaaA7cka7Is/vPMgQ4PY574LDz6G8qWXohBCCCGWxlEax9FEHDhS38yR+hYUYLA4Sm/o6q6rSYJFIcSaaYjGqY/EqPOjtwSL9zW0QrkEPZfvPIA1mL/5K9Slc+gPfgxiMTAG5UdWd+JCCCGE2DTcm1qASC31O1PWbvHmIUKINVM2IS8MXedHQ71z6aYxx+Xv7L0P9Zk/gAuvL2s8tWsv+qd/ToJFIYQQQohVICuLQog1UQoDnum/ysmxwVvu92av7i0zUCRdi3rs7eDIx5gQQgghxGqQsywhxJowwGvjQ/PuT3k+1tqlF6qOxdHv/UnUgSOgQDmSQCKE2HhmE7uU7JMSQlQxCRaFEGtiIJ8lfEPWe3eqjnd17MI5/vydq6DeRP/Eh1AHDqNkRVEIsYGVrcHXDmUTElqLq7SU7BdCVB052xJCrImo491ye0+6nvd27EJ/+2vYZ7+9tEFa2lH7DkmgKITY8BwUv3P6RZKeT0c8xRPtO9d7SkIIMY+ccQkh1kT0DQGeQhFO5VBLChQVqnsv+smfkj2KQohNwQJ/d/8xDBZjLYExsrIohKg6ctYlhFgTMcdFwVy6aT4soyLRxV8YjeF86n+GdA34EdnfI4TYFGYDQweFIx9rQogqJZewhBBrQgGPtWybu903lWUiDDC/8e/hn/57iN4+cNQf+AjUNaAiUQkUhRBCCCHWkASLQog14TkOxxra5m4H1vCZi6f4s0uvopQG17v9CycnoMJBYmgMMF2NsGRCgpnbQgghhBDiBgkWhRBrwljLuYnRW+4LrGW4mCcXlFFveuvtX/faCQjKFZlDKQzJlAqcmxilfyrLSDHPX109y1AhJwGjEEIIIcQbKGvtUivWCyHEXcmWS/zRuRMUTXjL/W2xJB/ZeRBjDdYYrAkhDKf38liLTiSxxqDuovjDbPGIvqlJmmMJRgp5imFISyyBUuBp6dcohBBCCHEzCRaFEGumHIag4NTYEC8MXScblOYe87VD1HGJOA7bEzU82NROfKHU1JUe3xgcpdBKYa2VPZBCCCGEEHcgwaIQYs0FJsTVDj8a7OVHQz0EN30MPd7axeH6ZjRwYWKM05lhntq+Dy2BnRBCCCHEmpLWGUKINWWtxZ1J+byvoZV76pp4dvAalybHyQVldqVqURa+2nthbo/jxYlRumMpAJTvr9vchRBCCCG2EgkWhRBrajb1s2xCBvJZtFI83tLFE207mQrKJD2fkcIU599QDMe+ehy1ex9Wa5QrH11CCCGEEKtNzriEEOvC0w6t8SQAPx7pZyCfpTtVj6M0X++9wLz8+DAg/P3/jH7LO+HoMQCUJ6uMQgghhBCrRfYsCiHW3Wzhm1fHhnhppI9MqXjL409t20M3DnZoAKyFoARjo9DZhWpqAT+CcqSaqRBCCCFEJUmwKISoGqExWMBiyZZLnJ8Y48ToADV+hK5kDVHtsrumHk9p3EIee/0aKpWG+kaUH1nv6QshhBBCbCoSLAohqlZgDDAdPBbCgJjjYazFl1VEIYQQQohVJ8GiEEIIIYQQQoh59HpPQAghhBBCCCFE9ZFgUQghhBBCCCHEPBIsCiGEEEIIIYSYR4JFIYQQQgghhBDzSLAohBBCCCGEEGIeCRaFEEIIIYQQQswjwaIQQgghhBBCiHkkWBRCCCGEEEIIMY8Ei0IIIYQQQggh5pFgUQghhBBCCCHEPBIsCiGEEEIIIYSYR4JFIYQQQgghhBDzSLAohBBCCCGEEGIeCRaFEEIIIYQQQswjwaIQQgghhBBCiHkkWBRCCMBau95TEEIIIYSoKu56T0AIIdZLKQyZCsr0TE3QHE3QGI2jlVrvaQkhhBBCVAUJFoUQW4K1lsAaPO3M3Xd8tJ+Y69GdqsPTGgkThRBCCCFuUFZyr4QQm5S1ltBaXH0j4z40htBaLBaFwtVaVhOFEEIIIW5DgkUhxKZSNiEKxaXJcZpjcWr8KIExtwSMQgghhBBicZKGKoTYNMom5MTIAM8PXye0hl/e/wCABIpCCCG2hFIYTm+rkIwZUSESLAohNjRrLaWZ1cTvD1zl+OgAABHtyB5EIcQtrLUExhByI6lKAY7SOErJCXaVmt1zPlYskPR8XKVxtMJRlb0QWDYhjlLoCo+7VkJjuJLNsC2ZJurIKb6oDHknCSE2JGstZWsYLxZ4brCHi9lxjLUkPZ/maIK46zIVlokrH0dOAIXYkgJjMDO7bQYLOQbyOUaKU+SCMoUgwNMOMdcl4XrU+TH21NTjaX1LISwBgZkOr9fj76UUhhRNwF/3XuRKNgNAUzTO0foWDtQ2oQFnBdkjpTBEK0XZhITWkikVODcxStqLsK+mAV87eE71vQ9u3j1msARmdg/+tG/2XWJvuoE3t2zDr8L5i41H9iwKITacUhiSD8t8o/cSV3PTJw+e1jzY2M6xxjaMleI1Qmx1pTDkxeHrnJsYZaSYX/LrfnHvfcRcT9LXZxhryQUl+qay7EzWrlkAVQpDckGJF4f7eHV8aC7ov1nK83mkuZP9NY3AwlsOZlcmjbU4SjNWynN8ZIDT48ME1sx7vqMU9ze08WBTOzfXyVZq6QFzKQwByAYlysaQ9nwijktgDBaLVgqNomQMiunvMOCW+bhaUwxDxksFRot5CmFA+aYLIMZaskGJbLnEVFBmslyiZKaP+56OXexJNyyakmqtxdy00o4FO3NbodCy4r7lSbAohNgwZr/wv9N3hVNjg3Nfb3vT9byzYxcOqiqvBAshVlcpDJk9n9UoRot5num/wtXcxLLHSro+h+ubOVrfgqv0plydMTPpuI6eTr8NjZkLUrRSWKY/bx2lGS5M8bXeC4wW87y9bQf31DVh7fSq1htDiNnP5Nvd7yo9F8yF5kZ4YuwtoQoKhcXyvf6rvDI2uKSfJ+F6PNDYTkc8NR2EzbwZQmuYLJUYLxUYLxXIlIsMF6ZXlpdCK0W9H5v7u9mZquVgbSMNkThmJsjSKBylMFiMnQ4CM6Uizw/1ciYzcsvP5ihF3PWIux75IGCiXLzleBHtkPR8kp5PYAyDhRxlMz+YXaruVB07krW0xhOE1lIKQ8rGEM4EziUz3Wt4tkI4gLXTf2/T853+N4s4DgnXo8aP0hxNTKduy8WULUOCRSHEhhFayyujA3y77/LcfY82d3J/Yxu+pI0JsemF1lA2Bg1opbFYxktFXhjq5Wp2Aq2gZMzc6srdUMDudD3bEzWkfZ8aP0rKiyyY9hjMnNQba1GKuVWsatkLGVqDtTBazHMpO854sTATuLhky2WyQYmJUpHJoIQCfO1QMiGT5dK8sepm/i7irktgDROlEmUTEnNdIo47/TOjyJQKBNYQczza4yl2pGqZLBUZLk4RmunTz4IJGCvmCaylxovgOw7nMqO3XfGrFgqoj8RI+xFijkfMcQmtIR8GDBemlrWSvdG8f9sedqfrJWtnC5FgUQixoRTCgN85/eLc1dpf3HcfKS+yrnMSQqyO2QJWjtJkSkXOTYxwfSpLzHGJux6XsuOMruGJea0f5Z66Jg7WNhFz3bmU96IJOJcZ5fmh62SDErV+hMZInJQfoc6PUh+JkfIiRB0H33GYDqWY1we20oKZVSRXaS5nM3yr79Jtgz8hlqrWj/BI8zb2pOvn0mGl+urmJsGiEGJDyQdl/u/XX5oLFncka/nA9j04KLSkxQixpmaDEU87d73SMDuWQuFoRa5cpi8/yfmJMa5kMxTCoEKzrgxPayLawcKS0xpvFtEOn9xzhITrV3SVxlhLaA0jxTznJ0a5lp1gsJAjlNM9UUEKaIjEaYsn2Z6soSOeIua6cyvsS1lVn03bFdVNgkUhRFUpm3Duav0b9wqVTchXrp3nwuTYLffX+lHe2rqdrmQNxlp87chVTiFWWdmEnJ8Y5eLkOPV+lCMNLUS1u+S9TMbamVYFmqFCjrOZUcZK+en9ZcXirUU3NqmGSIy/1X1PxaqMhsYwUS7yV9fOMVSYqsiYQiyVpzU1XpRaP0Laj1DrR6f/i0RJuT4WbhTnwXJydIBtyRoaI3EsVqoQVykJFoUQVWG2eM2zA9foz2dpiSZ4S2vXXIpW2YT81bVzXJocX3AMBWxP1vBAYzvt8aR88QixCmZXrr7bd4UTNxUgibse9zW0sjtVT9Lz5tJHb1ckpmxCXh7upz+fpXdqgkJ493sMN6q/u/8Ycde763HKJiQfBPzZpVfJSqqpqEJxx0NrhYMiG5TmVrsTrseR+hYO1TYRdz0Ce2NfcrXs+d3KJFgUQlSFUhjy3f4rt1S/e6xlG/c1tOJrhzOZEb587dySx3ukuYNjDe2bspKhqG7WWqy1FU2Lng3Q7ExZezVTb1IrtaonU7OpoY6abkNTDAOuZDOcGB2gd2pySWPsTddzrLGN5mgCCwwXpnhuqIeLd7jws9m1xZIcrW9hR6p2SX0dZ/duKhRKTVd8VTP/HtlyieHiFAP5HCfHBu+qeqYQ6y3hejRG48Qcl5jrkXKni0u1J5JEtCstbdaBu94TEEKIWW9MO3t24Bppz2dPup7OeApP6yWfCD032MuedAN1KiolvsWaCK0hNJbJcpHrU5PsSTdgmL5d58dwlJr3Xpxu+aDom5okWy7hOw4pL0J9JIq10z3aBvJZxooFCmFAMHMM1HQZ/oh2SfsRarwIEccl6jik/ciyV9XtTDA6e6XfVZqRYp4zmREG8lmGi3mmVrAvD+DsxChnJ0aJzFTX3OpXqD+y8yCtscRcAL4Yay1lY/ib65cYzOcomZBgpuLrVv+7FJtPLiiTy2bm3e9rh7e0bmdHsoak5xMaKxeD14isLAohqkIxDPlKz/w0U0cpfrb7CGnf51p2gi9cPbPkMVOez9M7DpB0fem/KCoqMCGhnd5jkw/KZEpFruYyXM1N0HOb3n4J1+PdHbvoSKTRQGAtrtJ8r/8Kx0cH5p30H6ptYqyU5/pUdtlz25Gs4e1tO0h604VTyqEhH5YJrCEwN/qpwXQ1TmMN48Uio6U8mVKRbLlIplSkWIH2E2K+n9tzlKTrzzVmv1NgP5ue/9lLrzGQz63hLIWoXq7S7EnX83BzBzV+lPJtLpwomMvAmM3G0Gq68I6ktS6PBItCiDU3ewI0u4qhgJIJ+W9nj89tfr9ZezzFh7r2o4CTY4N8p//Kko/lKMXPdB+mMRqv0OzFerPWLvhlXzYh2XIZ33GIamfBVeXZVcDZxuIKhasVWum5YwQzjaunUz01+bBMtlxivFigL5/l+tQkg4Wp275nF7IjWUtdJMpwYYrhwhT5VazwWedHyQXlivQcFJUTdVxaYgne0baTpOffNq1u9v03kM/xvf6r9OWXf9FAiK3AVZpaP0LSu1FARyuFrx087WCxc/dFtUvEcaiLRKn1Y9TOZGFMV3TWc5//4laShiqEWDPlmZS73qlJToz0z53EulozdIeT7my5NJfCd7i+mZ7cBOffUBF1IaG1vDY+xKPN22SvwwZXCkNKJuT1zDAKRcxx6U7X3bKP6+Xhfp4dvAZAd6qOt7V14WkHV2mKJiBTKjJSyJMpF8gFZQpBgKMUvuPy5pZt+DMnF5ez4/TkJhkpTP3/7d3Zj2TXXQfw7znnbrVX77PbnrE98ZIYJZJREhACKRISRBAekJII8cR/xSuBBwQogoQkgNiRCCEBO3YYexbP0u7ptbq6qu52Fh7uveUe18x4lu6uru7vR2rZ6ml33+ppV9f3nt+CnSx5ptUID3Nr0MOtI3rdv5MlR/OF6KnUPQ+/eeHKI/uvnHNIrcF3b1976Ck1EX1CO4vNNMbmM+5bbXo+ztZbWKk1cL7exkqtwcmsn8KwSDQF1cnIh/1tAEDLD1H3PHhClXe3BLS14x4+Wb4YnvUnLykE/n39Lt7rbaCmfLSDEG0/wNl6MezhLz/6pMS06fnoBBFafoBfWjgzfr8vFd6cX37isAgAW2n8VKc/dLxUPVvvPuRUub7m46VWF54spuZd290e/9n1vZ2JNSuPc2NvB50gZLkfHapXOwuIlIdP181VP+eZNfiLj36BTa6+IDp0A53jg/42Pihfj11pzeG3L74y5as6XliGSjQlxhZR0DiLverkbN/AA19KhKq4n1MFHQcH9RxlEsdhAW5mDKQQxWRHFGWiVQi+Hw+ghEQnCAEUp4IS5XLffSs0/unjB6emfhYB4NtXPo/lWuOAHw0dJm2LMtCBzvDPax+d6umZdLJ0gwivdRbQDaOyfxFYT4bYSmJc629xoinRFHxx4Qy+unIRHvsaH8CwSHRErLUwcIi1LsriZBEOzb6hE5HyYMo+qYNeLJ9bg3vDPZxvtMr+rNkoyawWd1enrf92/85TBcXK690l/Ma5FxHM+OnsSbW/R9CTErtpimv9LXzQ3+ZycSIiOlRfWjiLr6xcmPkKrsPAMlQ6loxzUGVQyoyBKoPVw2TGwKL4+IfdDXrcMIyjJKWEtcVUu36ePvRjBIqS1JVaA6925nG5NffI8erGWmhX3H2uGrQToyEhEJah05WfUwk5Po1r+gFe6yxiKaqPh77EOkduLS422xB4sr1t+/evORSTHYvJiu6hKwIexjo7voPuCQmI4u8zMRojrdHPE+ykCXpZMVBkN3v49+1JvNfbwK+duQTwF8GxkhkD4yxu7vWwGg+wHg+xkQzHw4+IiIgOiyck3l46hy8tnmVQfASeLNKx5MrQYZ+wyTg1GptJjFApRMpDw/OfOiDm1gAQcO7wdvcYa7Gbp/j+nQ+xlcbjsPco82GEX1m5hJry4EsFKQSGOsNumqKXJ+ilCXayBLtZ+sDnqisfS7U6tLVIrcFI50+0I62mPLzWXUSkisELofTQ8gM0yzdfSOgyIF7vb+PvP74FTwi81l1EID0kRiMxGk3fx6VGB2fqzXH4LJaKFyeonpTYzVLc3Ovh7rCP3bwY15+Yw5va+KXFs/gqh9wcK7k16KUJ/m71Jqc9EhHRkXi9u4i3l86j6RXTiLW13Nn4GAyLdGCcc9BlH54qh02M3+8snCumXj6qZ86WS6ElBOQTnGx9+mvn1o73hwmg/BwS2hr4UiE1GgOdo6Y81D0f2hooIWHhsJ3GeG9nEzcHPbzcmsOXD7EUYfw4hYCAwF6e4nt3PpyJF8uR8rAY1dHLEgzy7Ik+/q35FYRSYWRyxFpjO42xfsgnRwJAww/Q8gK0/AC/vFTsYuIvg+NHWwNPKvzZjXefaacgERHR4yxFdXxhbgUrtQbmwggCgq8HngLDIj2T/X1kALCdxlgbDbGeFFMEI+WhG0TwpMBulmJU7vpq+gEWwzo6QTjeh2OcLXaXZSlincOXCnXPR8PzUfN81FSxF0egGIpSnU6JfaFSAuPx+dUJlrYWd4d9XN/bwVo8eCCceEKgU+4gSx6y5+xio12MNlceJATuxwN0y7BRlXUeVGlrFaZv7e3iR6s3Hno99OTmggi/9+LnUPd8GFfs0Dvo/k96fs45ZOUNm/d7G/jR6s1pXxIREZ0gAsAbc0v49bMvcmjNc2BYPIVcGdAeFniKkGXGp14AIEQRxLQteuJ2shgfjwbYSEZYj4fYfUT/3awTABaj+gNrFxbCGi41O8WJVRCg40dYjOowZQlo1SNYDZBJjUFqNKQQ48XeoVLjkAxg3JNonMV3rr+LrWfcFXSaeULiXL2Jq50FfK67+Mg+T5qu6iaTEhKroz387/Z93Bz0OPmRiIgOjBICVzuL+PLyedSUz1PE58SweIpk1mArGeF+PEQvS/Dm3DLmwghwwFDn6Ocp7g77WB3tYTOJywEpxSkdX8w9mkBR4tDyQ+TWIC/7BPtZAv2I/70iVfQCtv0QnSBEyw/wP9vr6HGJ9mP5UmIhrKEbRGgHIeaCWlFWEkTQzsKTalz+TNOXW/PJdNMsxe3BLu4O+7gz7CPmCToRER2wSHn45uU30PAChsQDwrB4iuTW4B9Wb+HnvY3x+yLlseyRjqVIebjSmsNSVC/7DGoIlYK2tigFZjA8FlxZ9m2cHZ+o7+UZ1uIBVkd7WBsNDr1HlYiICAC+efkNLEeNJ5rITk+GqzNOuKrcsVrG/nJ7/oGwyKBIh2WhDHcVCQFfKQRSwZdy3INa9ZgKiHJFisB8WMNb8ytwrjhN3F8urRR/ARymqoe26vesSnoTo5EaDe0cbLkbdKgz9PMUg7z453Yao5el47JtIiKio7ISNbAQ1hkUDxjD4pTl1sA5HNhReTUVVJT76q7v7WAjGSE1Gokx2Ey53JqOxh++8haAB8MH8ElPJwQAh/EEW1TvB554TyMdjCq0b6VFP/JOGqOfp9jLMwzzHLHJwfhHRETHWbscnkgHi2Fxyqxz+LC/g04Q4mytCYjiBEaXy8rjcj/eUOe41OzAExK+/GT5uYWDLE9kBnmGe8M93Cn7DnfY/0ZT9CfX38GvrlxCOwjR8Hz45S6jal8kTY+1Frmz8ERRMnpr0MPPttewnfI5g4iIZtPHowEyoyEFDm392WnEnsUps87h/d4GfnDvBvzyJOVRw2SUEHi9u4SG5xdTNq1GbDR20gS7WcK7KXQsKSFgnEMgFc7Vm3ix2cVbCyuwzp2aJ/PqdNU6ByUkvCM6NbXlChkLByUEJAR6WYKbe73xTaXUmiO5FiIiosPmCYlvXXkT80EEyQqlA8GweAgyY2BR9PsIIeB9xhj/3BrspAl+urWGu6M+drOTuYqCToelqI4vLpzBSq2JbhCNf/Z1eZoVSgXjLHwhT+wTubUWGkVJ+G6WYDMeYTMdYaRztPwQS1Edi1Ed82EN1rmDLUN3FtraYvdpPMBWEqOXJehlCYY6P5CvQ0REdFy1/RDfeOEq2kEI69x4rZknJFtcngHD4gGrBsl8784HyK1F3fNR93xcbLRxrt6CdRaBmqz+3d9raKzDu711/Mf6Xa6soJnzjReu4sVm99Quv82MwVY6wt/evf6ZpeCR8vBKex5fWb6Amuc/d3luajT+9f4d/M/2/ef6PERERLOspjxcbLSxFDUwH9YwH9awENXgnDu1r0+eFcPiIagmkP7nxio+6G+N+4A8IfFqZ6F8Yeg9tgQvtwYCYry3L7cGWdnDONQ5BjpDojUya2DK4SFVn+NmMuKUU5qaP3j5C1gMa6fuybgq+fzhvRu41t96qv92MazjW1fefO7y1NRofP/uh7gz7I/fJyAQKIWa8oo3z0dQrh1R+6oefrr18SP3ghIRER03LzQ7eHvxPHwpoWTRauFJibrnj+d/AIAsq/xO2+uSg8KweIjyshdIW4uNZIRAKkTKQ+R5CKV6rh9aN16JAVTzJKu/SF9IpNZgPRnizqCPtXiA+/EQGXuT6Aicq7fwRncRV9rz8IWEf4yW4prypP6gy1AyYzDQGb57+/+eeUjMt6+8iZVa87muw5WDr7D/qcUBFu6BUhwpqrmzAkIIOOfwVx/9Arf3hUwiIqLjSAD42vnLuNpZODWzD6aJYfGE09bClFMPf3DvOn6x+3QnHkTP43cvXcXFZhvA9CeTVeWh22mCVzvzAMR4qNTTMM5BWwOHolpgN0vw31tr+Hlv46n3C9aUh5VaE2dqDbw1v4KGHzz19RyEqhrivzZX8ZPNNd5YIiKiY+ulVhe/deGVA+v3p8djWDwlcmsQa40/vvbTaV8KnTLdIMJLrS5ebc+j5YcIlYIvFRwcjHVw5aRO7znDZD9Lx6dmnpRQQkIJAQcgMRr/+PGt8c2S33/pdZyrNZ8vXngkAAAHeUlEQVRqwE5mDLbTGB/ubWM3S9HPUvSyBPFnlHxHykPHD9EOQnSCarhNAx0/hBSiuJlTXu80VJNaRVm+8+ONe/iX+3emci1ERESP80Kzg69ffBW+ZFnpUWFYnEGuLCf7rAmr1Zj+zXSEd7bX8X5vc1y/TTRtftlXMBdEmAtrWIrqWC4b0a0rpgl7T/DLoDo9l0Kgl6WQwDgoSimgIJEYjcQUq2asc7jYaD/1HcmqrNw4h7XRAKnV0LboU9TlBNK656PlB2j6AWrKQ6Q8OBRL71Fe12GvzajCnym/hwKi+F6Ion8jMwaJ0RgZjVGeYU9n2EmT8tQ1RmJ4qkhERMfP5+eW8bXzl6d9GacOw+Ix55zDTpYgMwaxyTHSGiOdI7UaZ2pNnKu3EJSnNAICu1mKjWSI1dEeVkcDbCRD7l+kmSIALIR1nK03sVJr4EytibkwgkBxClf13QkUAUgJcWLvLu4ved2verRKSAgBJFpjqHPsZil2shj9LMVenmGoc6RlUOY+RSIimmUdP8Rr3UVcbs1hMaoDwJHtLT7NGBaPsaqPaKhzbMRDrMVDbKUj3B70HzghbHo+IAQGeTbFqyU6XHXPR8PzEaliQFSoPIRKoaZ8zIUR2n5YnOh5HpwrTvNE2Zd42GGymoTq4MrhMeKTGTPVv3xq0Ez1R5/e+1QMrnJYj4e4PehjLRkgNRrOoRxk5eAcYJ3FQOecfExERKdOKBV+54WrWI4aLEk9ZAyLM8TYorTs5t4O/ubuh9O+HKJjK1IK3aCGxaiG5ag4nZwPa+NSTO8ZykGtc+NSVE9KWOcw1Dn6WYr1eIitNMZ2GmM3T2GsfSDYAYASxQqLUCoESiGQHiKl0PQDdIMIc0GEVhBiJ43xw3s3MNT5AX9XiIiITpYLjTbeXjyHC402jLPwhXyqeQT02RgWZ4y2BqujAf781vvTvhSimVNXPhajOpaiOt6aX0Hd8yfuSDrnkJenhJ6USLTGRjrCx8M9bKQj9NIE/TzjxFAiIqJjwhMC5xttvNTq4oVGB90wgrb2QAbonXYMizNEW4vdLMGf3vg5X6gSHYDLrS6+du4yfKkghcBI57g16GEtHmAzGWEziTkUioiIaMYoIcZzDy422jhTa6Lm+eMKoaMYOHdSMCzOEOMsfryxis1khNgUg25ioxHrnENsiJ5RKBUut+Zwd9THHvt+iYiITiRPSHSDEJ0gQjeIsBDV8HJrHoFk6erjnPiwWI2Pf9iaiWq9RDVdUQoBWU5YdOWfH6c7D9XAm09fs4DAOzvr+NnWGgY6Q255EkJERERE9DhtP8TXL72Cth8ikAqi3H9cvdZ+lhkHJ83Mh8XcFjvDVkcDLEd1tP0Qxrly51qCD/rbaHg+rrTmECg13j24ncZ4r7eBnTRBag0yo5FYg8wYZNZAQmC51sCFRgtXWnNYrjXGgyqO49QlbYsfbCWL8JiXjyWxGrEu3oq1Aw7WFX1ZFu6T6YwO6GUJ3tlZn/ZDISIiIiI6ckqIck+yj5rn4cVmF5+fX4YnZDEkz9piV7HOMcgzpNaMJ7LXPR+m3HMshYAvjl9eeBYzHRZza3Bn2Mdf374GXT4MAaATRMiMwcg8OE1wLoiwXGvgzrCP0TNMGpwLIpyrtzAf1tAuF2/XPR+R8hGWQbRavl31QM0K5xzux0N858a7074UIiIiIqJjQUKg5nkYfUbblwDQ8sNxqet8WMO5ehMrteZMZYJPm+mwmBiN7935ALcGu9O+FABApDx0ghDdshZ6KapjLogQKg++lPClghICxlW71h7ct6bKuxaZMYhNjpHOIYSALxX88hjck7LYy1aWytryc1m4YuLTQ+5iOOegyyN17Ps6afl1hnmGfp7iJ5tr2ExHR/o9IyIiIiI6iWrKwx9d/eJMl7J6076AkyQxGkmscT8ePvJjBIBg30LxUHmQEBjp7KkXbHtlkIyUh/a4YTfEYlhHOwiRW4N+lmInTdDXGfbyFIM8wyDPEHORNxERERERPQbD4hFzAFJrkFoDPOfObe0ctNGIjcZOlgA4HiesREREREQ0+2b3TJSIiIiIiIgODcMiERERERERTWBYJCIiIiIiogkMi0RERERERDSBYZGIiIiIiIgmMCwSERERERHRBIZFIiIiIiIimjDzexaXaw24aV8EERERERHRPqFU076E5yacczObtbS10M5O+zKIiIiIiIgmKAj4anZD40yHRSIiIiIiIjoc7FkkIiIiIiKiCQyLRERERERENIFhkYiIiIiIiCYwLBIREREREdEEhkUiIiIiIiKawLBIREREREREExgWiYiIiIiIaALDIhEREREREU1gWCQiIiIiIqIJDItEREREREQ0gWGRiIiIiIiIJjAsEhERERER0QSGRSIiIiIiIprAsEhEREREREQTGBaJiIiIiIhoAsMiERERERERTWBYJCIiIiIiogkMi0RERERERDSBYZGIiIiIiIgmMCwSERERERHRBIZFIiIiIiIimsCwSERERERERBMYFomIiIiIiGgCwyIRERERERFNYFgkIiIiIiKiCf8PvdiwOr8O5moAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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FxNB0XBHgBgGeCHBFQDkIKIuAsu9TEn4tHbQaJlYDRks36ErWk7YdAHwpGCjm6cmPs6+Yp7+YI5CSejtCxomScaK0RBPU2RFsXSdu2QC8sW0Zb2wLF8RPuGUe2LON3sJxDKYNk7ZYYs5tZCWwTeg2icpxA5XXJkwUnhwIG7qOFwQ48+glJSelzk5OOa6+3hoahgaGSnFVFEVRlBNOBYuKskgJKSm4PlsHcrzcN8HW/sMLSHJl/ygf2eFb2ZTg/a9dftDtzMpacSkl/YU8v+/vIeu75D13ziIwB/O7/t1EDBNT08j53ozbDJQKDJQKM/5MA5KWw9JEitPrm2mPJelK1h3XYPHRwb08Orj3kO4TMUySlk3ScoibFlnPZaRcZMIrc2amhTe3r8AywvWMfiXN1tB0vEowXgw8Cr5H3vPI+S4F3wtnLX2PQuAjpcQxTBzDIGKYRHSTuGWxLFFHgxMN03ZV4KgoiqIox50KFhVlAQqEqBQoCS+gdwzm8IUgEJJMzKE+bmPokIhYnNVZx/q2FEUv4NHtQ/SOFemfKOEFC6NrjmXoNCcdmlMR2usi5Ms+EUvHCySOGc4+eSKopNPq5D2PUbdYC0568hP0FXNH7XhKweEHzxKY8Mq8MDrIC6ODR+2YjrVS4FMKfAYPCIJNTefN7SsAeHqoj+FykTG3xGi5OGswfSANSNsR4qZFoxOlLZakMRIjZlq136uhAkVlnqoz12pm+sQSUuJW0tJ1TaMcBBQCj7znkrIckpaNL8W0dH1FWezKvmDbUJ686xO3TVY1xnHMk3vphuqzqCgLiBcIpISnu0fYO1YkEJKdQzlKnpiyXUsqwmtXNrCqOUnUMvBFmD4YphFqWIZOvuwzUfIqRWGMWmXSsItCuCbNFwLXl7h+QNkXFL2AJ3eOsGs4f8yf66rmBG9e10JTMoIXCHQtDBwlEk8ITF2n4HvsK+TYk8/SX8oxUCxM6V+knHgaYfU32zDC/3UDxzCImzYbM800R+O1arrqwnH+Jq85hrCysJRh9VvL0BAS/EBgmzp+pWIxgK6BaegL6nWWleq+BxopFcn7Lg2VwYWqarCoHD+yEhwamk7e99iZHWVnbozBYoG8Pz2jI2KYdMSTLE/UsTqVQdc0bN1QAb6yoBxqn8Undo/xZM8Yntj/jrB0jfM66zh/ad1ROaZ8PseHP3wzt9/+b7S3t8+4jeqzqCiLlB8IhnNl/uv3Oyn7cwdE/RMlfvRMmGqoaZCKWNTHbNIxi3TUojHusKwxTksqgjWPwi9CSoZzZQaz5WOalmobOquaE1y6roVExMQ2wtkBo9KDSEiJrukMl/NsGR9msFRg3C2RO8L0UuXo09H4xOkXzPizcuCHQWRljaNxcreYOuakDNvO6PrUC+Wg2pamEhCaulbbZtdQnvFCWJV4IFumd7xI0jFpSjq0paMUvYBX9k3QN1YkapskHZNkxCRRWePbmorQmo5SH7drj2XoJ+eF+mwBxIRXRiJr617dIAhToHUVKB5vfqUIlq5p5D2XPwz0zFm5uRT4bJsYZdvEKA/27mRlqp7zG9tpjMTQNV1lEyiLzhO7x3i0e3Ta7Z6QtduPNGB84YXn+dzn/ondu7uPaD8HUjOLirKAuH7ASN5l854xdgzmcQOxv0CIhNGCO+996ZrG289ewmmtSXRNo3e8yEu9E2wfyDGUCyt1xh2DpGMxlC/jH0baqqGHs5iWEbavsCrfm4ZOWzrCuvYUScciYoXtLiAMih1r7uhBSFmrOmobBtsmRvjx7lcP+fiUY8upzBRGTYtL25bTFkuc8r0ZXT9A1zWEgFzJY6TgMpgt0xC3Wd6YqM0UmobGrsE8L/VN1PqTtqYirG9PkYhYeEG1Qm34Pntq1wgFN9jfnsYPKHsCNxBhuxkjbDVjGRq2oWMZOisa46xsTgJSBVjKUeMLQc53ua97C8Pl4iHdN+NEuaCpndWpBkz1N6mc5OY7s1j2Bf/vpt1TZhQPZOkaH7xg6RGlpP7v//1ZrrrqbXzmM/8Xd9xxp5pZVJSTnesH2KZB2Qtqs15HmgJmmwat6SgNCYc3rpGggWPuD6z+6ScvTmnuPhchJZt2DJOKWCxvjLM0E2dJXYy3nK7xpV9uYbwY9lHMlw+vCmombvPnb14z5bZaRdXKLIo9w0mxOos4k0CKWpBYTTMbKOb5Td/RHUVTjo6yCGiMxLhh2Wk4hoE5x+/21KGxtT/L957omfaTpqQTplpLSdkXjOSnDv68sHecX73cT9Q26KyPsawhRldTgsakw7nLM2iE62JFZaZysmrlWQ0q653DIDMM3E/d4F05+kxdJ2navKfrdAD2FXPsyo0xVi6R8z1yXljkSsyQDzJSLrJ9YpSuZD0mYZEs2H++D6RASJWyriws24bycwaKEM4wbhvKs6E1ediP8/d//+nDvu9cVLCoKHMQQtZG5gMha83j5zMzUv0gM3SN4bzLb7YMEDF1MnGb5lSEhrhDMmpi6vqMs2nV1DQhw1mFQIBjauh6OCtAZfOyF9A3XuK+Z/fMK1C0DJ0zlqR53apGEhGrsvYp/NjOFj2e2j3KeHF+xUnmMpJ3+exPXuDy9a28dmUjUkoi85wxFMhaRc1S4DPhlhl1iwyVioy7Zca9EuNu+YiKzSjHXqMT5d1dG7BO8dnEyWxTZ2VTkv91ySoefnWQl3onau/bwez8em8W3YBX+7P4QlJ0AzoyYdBoGmF/TFNXr7dyYhm6Xv2IYmkiTXssSSDDz5nJ1ZILftjH1TYMLC3s8VpNQfVEwJbxYf7Qv4ecHw6cJCyb1micjliKpYk09XYkLJSj6ehqJlI5SeXd+V2rzNbC7ERTwaKizKK6hidSmQ2ZNIFXWTs398VYtQm8aei0pCK8bWN72FogkOybKPHErmH6xktMFD26mhJcuaEVU9cwKvcLhOQnz/WydSCLY+o0JRxOa0uxsbMOfVIlVMcyWFIf5X9dsppcyafo+RTdgELlHxAWsbF0IqZBR30MgaytBxzOldk2kOPF3nF6RmZu+XA4Eo5JSyqC5wtKXoCpa5jG1NfMEwGBkGS9MqNuiZFykTG3zIRXVmsRF4G0HQmLk5yka+FOFNvUaUqG54S3ntHOph1DPNk9ckiz+Bs76rhqYzuGrtXWGgYivBgv+6J2ux/IGWfwFeV4MnUdk6l/h2G7nOmXoUGlBc9DvbvYU5ggaprUO5GwrU6lxU4gJQPFPAXfY0ksqQZHlJNa3J5fuBWzT87sGxUsKsoBhJR4lQIyw3mPkhvg+gF1MYfGZNiQ/XDSX+LO/rdbQ8JhTUuSQMha0YoD92kaOm/d2Aa0MZb3SEVNHNPACwTBpBDKNvVakZr6uE09NgfjBaL24dqQcGhIOFzQ1QDAfc/s4dmesUN+fhAW07lifStnL6tH18LZWNPQZl17orH/QrcU+GQ9lzG3SNH3CSotE3y1rHrBqs4kKDOrZhO8blUTF69pouwJ+idK7BzM8eiO4VoF08lWNiVYmolx4crGaUFgdd3hgy/18cLecfKuzwUrGrjy9LbaNqKSIaEoJyMpZWVWUueKjq5apeRaGrWmYWgaOqr3qrJwrGqM8/D24YOuWVzVGD+ORzV/KlhUFq3JKaST356GrlHyAmKzjPRIGX4wWYaObegYjkZ7XRQJk2bIjnykPiz8Mvc21fWILen9GzozrPvyK6ln82VoMJgtcfembhriDk1Jh/a6KGd01PH2szuQwHPzDBjrYhZrWpIsb0zQmYlhG1qtWM3Bnl/1mJuicRojMdalwxRUXdOwDrK+7b7uLWzPTq8sppw8RsolNMIZ5IP9Pk9lViXo0yzoakoQsQw27RzmwHnG165s4E1rm8OL6TkCvss3tPLGtc14gSBmm5S8oNZ6RgWKyslscgBoaHqtUrKUEr+yXhFNoxQEjLpFEqZNynZwgwBdm31gUlFOJMfUOa+zbsZqqFXnddadtP0WVTVUZVEJRGXNm4CX+8Z5Ye84feOlyohkuE11jc+Nr10+r7YRJwMpwxL6bhCml+mV0dVAhmX1bfPgF+KuH37QVu8/UfL4z9/tIH+ErTCuObOds5dlasd5JKO91fWZhqaRrxRCyHouxcALLwQ0HUPTMXWd3/TtYtQtHdGxK0dfwrRpjsZojsRpiSaIWxat0cS8UreV8H2qaeHA1Ja+CbYP5hAyDPSuOat9Xu915eQVSImotJlQgc3BVQua7cqOsSs/zlCpwHCpQLlS+OYja88hYe3PpnGDAImcMb1VUY62k7HP4nwcajVUFSwqi4LrB4DGsz2jbO4ZY+/Y/nLdzUmHzkyMpQ1x4rZBKmqRjtqYOuiV4jLGPIvWVAvBjOZddF0jFbHQdY74Q9/1BVJKLEOvBExhemm1omqYNgoDE2V2DOYouD5lTxCxDDoyMVIRkwOzGxqTDjrhfjQtnE2dKHr0T4TrJL0gLKufLwcUXJ+SF4SzqaaOYxrhOkdTx7EMpJRMlHwmimFft4mST77sE7EMVjTGubCrgba66FEJvn0hkEiynstzI/3szI4y5s6v8IdyYl2xpIvT65uB+a3rVeZWzY6omiulWzl5SCnxKkGOrmkMlQqMukXyvkfR9ykFPqelG2iPJ2tVPhWmFGirVvbtLWR5oGcrOX/uomu2buAYBhHDZFUqw/mNYcsAVwS1/dbORpqGRpil40sxr0wWRZnJoQaLEK4p3zaUp+AGxGyDVY3x4z6jqIJF5ZRSnckquD4PvdyPkGFhlbqYRVPSoTUdRUiJxtQ2Db4QIGH3SIFtA1litkljwqE+bpOKmDiWUesrOPl+nh/gC8n3nuxh11CemG3wsUtXE7EMtMoaPU07+JpGISX94yUMXWMoFwaAPaMFRnIupqHVgq43rGnmjCXpKZVSpZTh6LTY/+Fq6Bov9Y7z2y2DtV6LmgZ/dcVpRO2ZS4xXZyuDGcrsV5+DoYV93CTgB3LK4xm6VqmkGhbLORbpbdWy6Z4QDJUKlVnFsJKeUWncXC32U13PEjYC0JCEz61aLMEVAb2FLHvyWfqKOXLe/HtSKvNjajqdiRSrkhlWpuqxdF1dhCmLhpASTwS182k5CHBFgBsElIVPKQgo+T7FwCPruUx4ZYSUpG2HejtKUyRGnRMhYdrISsVnfZEGi9XzLlBbBqLV/tewDQNfCAIpMDSd4XKB7tw45SBA08JtADaP9FM8xKrXGrAyWc++Yr5WRXUmOhqNkRhtsQRL4ynaYkkcw8DQDr+91cms2nqquv4TmLam3Khk8Kj1oPNzOMHiyUAFi8opSQhZm30z9bkDF9cP2Dta5AdP9cxapljXIB2zWd2c4Oyl9TQmnLC3UyWI0zSNp7tHuH9zL5mYzVVntlP2BL2VGc3OTIzljfFZZ9qElGzeM0bENHAsnVf7szy2fXjadqtbklx/Tse0lhPVIjyWodXKhQsRVlm98+Htte1WNMZZ3hhnWUOc9rrolGBWgykzqrIS+AVSTuvFNvnDPmwQHn6/0KosVi/2DE3Hl4J9xRzbJ0Z5bqT/RB/aonR+YzsXNi9RAaOy4FQvrKstHoZKBfbkJ+gv5Rko5mszXaamU+9EyDhRGpwoLdE4GSdKwrLDlkdSoldSThdbAOKLoFaATCP8XNEJB+/6ijmeHtqHX3kdq/8LKWmNxemMpxko5tlbyDJQys+7P/Cx1hKN847l6xZVGquUkkLg8/RQH6NukazrElRmVMNrAa223jNtOTREojRF4tTZEWKmVcv2qS4BUfY7VYLFxfNuUE5puq7NWPjlQGEfP0n3cJ7TWlO14NIwwlk0U9ewTJ2IpdOejtGSjjCad/m3X73KaW0pUlGTiGkQsQxsUyfpWBS9gB8/uxfbDAviRG2Tc5bVM226bvLxahpnddbXvo9aBruHC4wV3LBdhxU+xlvPaKulJwgh8AX0jhXZPZJnMFtmVXOC9e3pSlCn05R0aEw4DOXCtM2dQ3l2DuWBcM3TyqY4EcvANHQsQ8MxDaK2Qcw2yJcDhnNlRvIu40WPsh/g+gIvELXgUNc0bFMjapmsbklw/ooGUhFzwayj0jWtdhFgorM8UcfyRB0DxTx9xdwJPrrFoyUa53XNndTZkRN9KIoyL74IKhWYdYZKBXZmx+gtZpPfqAYAACAASURBVBko5qfMbJmaRmc8zevSDaxI1hExzFoGxIGN4g0NrOP+TI6+QIqw5y/hGnlD02sDbYOlQji7KvbPsnoimLMK8lC5wAujg8ft+A8mYpi0RhMsrWRFLLagXgJ9hSy78+P0F/OHdF+NsAXS2zpXU+dMP5+XAh9fiNqMbLVPsga17B81S7nwqZlF5ZQkKoVwoDLLpk1KYZx0YhNC8sq+CZ7rGaMp6dBRH6MlFSEZMStpmPuLstTeSZX1hoeSlln2A6QEc9I+IUwJqVZKDCqzp7uH8/SNl2rB3BlL6ujIxMLjEWEwPFpwGc27DOVKjBY8xgseEyWPghv2YJyjenNlzeKkdYuWHvZCnLROMRO3aUg4rGtLsawhPmdlxpPd5HSpl8eG+O2+bgJ1WjwiScvm+mWnUe9EFm2anbK4BELwvZ0v0V/Mc2DDl6hhsiJZz7p0A0viKQIppgWGi1E18Ht6eF9tdnCwVKC/mFuwLXEMTaM5Eqe1knraGk0QMUz8Rf47DaQICwBKwZbxYUq+R2MkTsaJkLBsdE1DSipNSirpqZXvtcqMsW1MXQ4TDpKEweC4W8ITIrxm0XXqnWiYso1Wa+mzGJ0qM4sqWFQWDCklZX9/vv2BqZIAvgjX4elaONsY9mJi3iNb1TWQgQhHUHVNwxeykoJ68pz0qusWpQQdMOZId/UDiaimn+rh7Gn1OYWvSuU1Inwdq+shqy1Eqi+4RlhgIxBh4GroGpaxuEYNvSBgxC3y37tephTMv0G6EmqLJlibbsCqFJvoStbXUp0U5WRUbbmwMzvKA3u2TRkoao0meHP7chqcGELKKRfLi10gBONembu3v4ArFv650NJ13tN1Oo2RWO3z81RNqQyEqFw7qfPykTqcYFEIQblcRIgAXTdwnGhtOdHxotJQlUWrGhiCxs+e76VntIDriympksmISSbu0BC3cawwBaJajMXQdeKOwcqmBLZpYOhMC/6qgU8YfIZf28dh1kxKiReEDezncwJ3/bCC63CuTNELwkIJephKa5t6ZeZTx6tUeo3YUy9yLGP6Y1RnM01dDyPQWSyQbiOHxTIMGpwY71+5kXt2vkhWFcE5JBJJczTOklgSmP8gjaIcT9VKveNuiccG9rJ1YmRKQGRqOq9vXcrp9U2LrthHuBRD1GaQaqVkNNAqM0mSMOMm40S5YkkX9/dsPXEHfJQYmo6l64y7JTQ04pZVa7Oha1rtb+JUWF8906B3uL620l5LrU08ZvL5LIVClsmlhXK5cWKxJPF48oj3//Wvf5UHH/wlABdddDF//uefOOJ9ggoWlQXGNg0CIYlYBsO56Rfy2ZJPtuTTPTx7Xn7E0jlveQOvX92EoR/dEv/Vmcl82cf1BY4VnnRnKwRTbcXRN1bk+b3jZOI2nfUxHEun4IYtLVpTUVJRqzZ76vrhGskt/VmCWfJJHVPnj85oY0N7etpzK1daZIRtM3wmSh6ZmE3cMffP0AYCX8jKrBCMFT0GJkosa4hjGzqWqSOE5NmeUYQkXGNp6tiWTtw2SUetcCR+gaxlnMzUdeKmxY0rN/KDXS8zUDq0NR6nkjPqm3EMA60yO500HQIpKAQetm5gaQvv968sftVzYk9+ghfHpq6d64yn+KOOVTi6sagCh1Lg050dY8QtMeGWcStVXScXpdEIW02Ug4CyCCgH/qIZMCsFPv/56rO176tr8RqdKHHLZrBUYGk8xWualiCBnOeS912yXplyEOAYJhHDwNZNbMPA1nVM3cDRjXkFVkJKunNjxEybqGHiGPv/viRhxXa/ksZ5vDKYJvdFHndLjLtlxr0yacthWSKNpoXHpALHoyMMFCdm+Ims3X4kAePjj29i06bH+OY3v4OmwSc+8TF+85uHeNObLj3sfVapYFFZMKqzbz9+dg8v9s70hptdayrC2tYkGzvqSEUt3ECga5AtefSMFDB0jbWtqdrJU1YK4YSpl1NPlH5QqSKm768imi2FfQrr4xaBCNcePr13jM5MnPa62Yt8VKuRBkLyUu/4tOqs779wOfVxe8ptW/tzvNQ3/fkvzcRoTUdoTUdZ15bC0LUpx+76AWMFj99vG+KlvvFaaxCAT73lNPTKsXi+4InuEXYM5BjMlZko7u9vZRkab1zbzGuWNyCRbFiS5smdI2zeM1ZrWWIbOsmIRWcmRnNqYV5sGZXKhe/qWs9Dvbt4aezkKcZwMlkST7Iu3QhQm41QlJOVJwI0wpTTJ4Z62Tep2EfMsLi0fTkrknXHdTax2pOxNqNHJRPmKK/1HSuX+OmebUd1nwuZBMbcEmNuqXZbbyHLuFdmZ3aM0jzbdVzWvoIzJvWWDYsATV37pwGBlNzbvWXOfTVFYqxNN7CurpGIYR7zwQqtMqMaSEHctImZFq0kACiLMGNJndGPDiFEZUZxdoVClmg0ftgpqY2NjfzFX3wSywrLai1fvoL+/n2Hta8DqTWLyoIgZdic+r9+v5N946WD3wGI2QaXnNbM6Uvq0HXQpMZIwWX7YI7dw3l6Rgq14GxZQ5wPvG4FhbJPf7bE4ESZoVyZVNTi7KX1mLpW6xL8+M4R0lGLdW0pdB0CAY9tH+LXWwYAqItZXLCigTM66jArFUcPJIRE1zVG8mVsQycRsbjr0Z3sGJw6i7WkPsoZS+o4rS1JzDaxDB3PF3z9ke0MTIQVT6O2wXVnd7C0IRam0cyQJ+oFgp6RAt96dNeMhQnqYzbvf+0yUhGLe5/Zw0sHCcYzcZsPvG4FyYiF64vK7Gz4s2rwa1RGJW1Dn3VN5UIQCMHmkQF+vW/XiT6Uk0J7LMmVS7pwRUBPbgJPCk5LNxA37VNqTZeysHhBwLbsKA/v6yZ/QIP3DXWNXNK2otY+4HgJWxp4PLxvN0OlAlHDIm5ZJEyblOVQ5zi0x5JTggYhJXnfI2Ic2sxnKfD5xqvPHnLPQmV+qu1RTF3H1Kb/Xww8BkuFee/vouYOzmloO2bn1EAIAiReENCTn8AxDKKGRWTSrKeuabXU1P21IrRaf+PFlJ59uOa7ZrFYzJPLjR10u0Sijmg0fsTHtXv3bv70T2/mq1/9BkuXLp32c1XgRll0qjOK33psFz0jBz/ZGrrGBSsyvHFtc20twmjB40dP72HfxPwCzQMtzcSoi9m81DuOX0n9TEct/uxNq3BMHSHhP36zrdayAsJ0149ftpaoNfPJvuyHI3dDuTKb94zxyr4so/nZU34+9PoultSHhRYK5YDu4TxeIFjbmsIytGkzoJOVvIAv/GILXiBm3cY0NFIRi5E5jmGyv7piLbZpoOth8Dte9Hi5b4Knu0cZL3qko1at3+SKxjipiIWU1Kq7LgS+EJQCnx/seomR8uH97Sw2l7Yt56yG1im3BZVy6YspbU9ZHKrVjk1d54GebWydGJm2zZ+edg5x057h3seWJwJ+sPPlWdv2NDpR3rfqjCmzjEJKCr7HC6MDnN/Yjq5p4YxppZqlJwVCirBQmZTEDKuyFk8n67l8d+eL5BZJauli5egG71yxnnoncszOqZ4IeGxgL08M9c66ja5pRHSTiGkSMUyiRvh/xDCJmiaJymxktPJzWzewdaOWnXWyFAQ8luYbLObzEwedWQSIxVJHvHZxx47t/OVffpwPf/jPuOqqq2fc5pQLFicfvhrlWJz8IKzcNVH02DWcZ+dQjp6RAmMFb8btL+xq4NJ1LeG6PD+g7At+8GQP/RMlyv7swdLh6KiP8oHXddE7VuBbj3XjHrD/dW0prj17yUHX7nm+AA2Gc2V+9nwfuytBsW3qdNaHAdeFXQ2Yhl5Z5yjJlQOiloFVuc2ZJSiF8DX80q+2kC8fvap2SzMxAiEZzruUvIPvNxkxWd+e5rxlGVLRqb0ZJ6+dOFkEldYqD+zZhpCStO0wXC6yOze+YMvGH4nqKHk1PStqmLTGEpzf2E5LNI6BdtwruinKwZQDn20Tozw11MtQuTjjNtcsXcOqVOa4HVO1L+Nv93WzeWRgxm2WJ9K8rXMNlh6mxLqBj6ZpbB0f4ZmRffxRxyrq7QhjbonHBvfSmw9TKGfSHImzOlXP2nQjY26JH3a/csyem3LkoobJu1asJ2k5s84sVlt/BVJi6/vTpienNZu6PmWgofozXQtnB30p+f+2PsfELH83hyth2bytczWNTmzRZ5ucbDOLzz33LLfe+td88pP/J5dffuWs251SwWIp8Nmbz9JfzNEQibK2snZmIS7IlVLiigBLN8L1clIA2pSTgFJ5nXyBrmvsHMzx8xf30ZR0aE1F6MzEaU45xGwTvdIuQ1R6E2oaMwZsd/x6K4PZIztRZuI2YwV31t6FH7t0NQ0JZ177CmdRBWYl3dQ0woqmthH2bfQCwbb+LD99vo98Obxo1zQ4rTXFG9Y0kYk7MxbTcf2AfDmopYw+sWuEZ3aPHvZzPhKGrvGXV6wFIFv0GS245MoeGzvqZ6xQeyIFUuAJUWswXE3JeX50gBdHBxl1T53ZxtPSDVzZsZKXx4bYNLiXcXf/+6YxEuOtHatocKLqfLVAVc892iyp7AuVqHy2GpVCLlnf5Q/9PbwyPlzbpjkS4y0dq0jZDqamHbPeoF4QNqt/ariPp4f6KM/RkuKdy9fRFkti6notw+F7O19kzC0TMQz+9LRzkTJMDbxzyzMUgpkHT5WFSQPOyrTwutaltRTXKk8E/Lavm20ToyxLpFmVztASiTPhlRko5hkqFygHAXV2hNZonMZIjLhpszs/zraJURzDIG5YJCybJ4f6GCrPPz32UKxNN7C+romOeDJsP7YI+1jOFSxOjq6EEIyM7IM5h5o1GhpaD3vQtb9/Hzfd9F7++Z//b8477zVzbntKBYteEKZeaFqYLx5+IJzcJX+rIzuatv/iU0Njb2GC50cG2ZEdxdQ10naEejvChc0dJCwbo9L4tDoDc2Dz+FORV+m5GPZA1OdsDB8IgaHr5Ms+feNF+saK9E+UmSh5WIYepnHqOiUvYKzoMl70phSAORKrmhPccG5n5Xc+d7rowfSOFbnz4e2z/vw1KzJctq51xlTP6t/OS73j/PzFfVMK15wMkhGTq85oZ1VLMiztLqkFySdaIESt/9qBI6Vbxod5oGfrop9tbInGeW/X6UgkQsLO7BiPDe5BSknCsulK1rO+rmnRjyQvVJ4fpgr3jhXD4leVIiq+EIwWXEZy4XnPMnRWNifozMQqjboltrm4Bi19IegrZHGFwBMBrghwg4B6J8rKVD1wdKtkQ3j+7c6Nc3/P1nn1LdSA8xrbuaBpCbZh1M5BD/Xt5KWxIUxNo96JUmdH2JkdqwwwK4tNwrRYnW5gVTJDayyBDmwa3Mtjg3tP9KHNm45GezzJqmQ9q1MZYmZYgKW6TMiXAr+SLu4JgSsCfCFqqa+OYWLpOp4QJ93ny8GCRU2j0tNao1CYrRpq6EhTUL/whX/l/vvvY8mSjtpt1133Dq6//h3Ttj2lgsWFoBz4aJVRoZzn0pMfZ3dugr2FLHnfxTFM/MqbYyYasDJVz75inoLvYWo6Ccvi8vYuIpXF8I5uIKSkFPjomoZjmLU0lwPTEE52XqXS6MHSKg+H6weIykisZerzuhB4eMtArXDNkWpLR1jbmmJDe5q6mIUvwouwQ7kg2TaQ5duPdc+5TVdTnHedtxRrhkDL88OBipIXkHcDsiWPsbzLUM5lJF9mpOAyVvBmbckxG02DlU0J9owW55WSOhdd08jEbZqSDk1JhyV1UZbUxzB17aj/TcyXGwR8b+dLFAMPSzdIWw71ToQzMy3UO1G++spT04pmLBYJ0+KtnavpiKempAsfmDrsi7DC8LGalVHmR4hwrZqua7UqjFLCEztHePjVgRlT8WO2wRlL6jANeGLXaC2dvinp8M7zOmlKhhWdT8Z08aNJVtb5HaviHW4Q8F/bnpv3mkEdjY+uOxfHCAvXe0KwdXyY/9k7+4ChsnhpQMp2pmR1LEQRwyCoTJzMlwasTNZz2ZKuWrB5MphvGmrVTH0WQTtqfRbnSwWLJwlPBGRdl0cH99BfzJH13NrMxNFWKdJZY2oadXaEeidKvRMhblo4ejg6YxsGCdMiZTlIoOB7ZL0yUdMibTn4Mky5M49RukDZD2r7HS96DGXLLG+MhyPYSPrGity9qZs1LUmu2NCGY+m1aqJepRG9L0QtpVQIgReEFzC6Nr3NxUyElHi+YCTvMlYMR9TLvsDUtbB/oJSM5l3cQLBtIEfRPXrr/KoilsHyxjhrWpKcviQ9Le1LSEkgJNmSRypq4QcSx9QJhGQwW+ap7rBdhXfA7KcGXLa+lQu6GoD5LTCvtgkJKq1Cqj0YXV/g+gElX1Cs9HwMez8GBEIQMQ0SEZOEY9JaF8WpBL47BnOM5F1G8i7P7B495MBzJhqwti3FW89oI2YZx7266r5Cjrt3vDDt9pTlsDJVz9pUA4/072bPPBawLzQx0+KM+uZaBTxD0zE0jbTtsDSextDD9wyo1hnHW1A5/5mVFPV94yW6R/KUvTCF3awMFj3VPUK2NL0K5p9cvJyWVBTT0Cm7YQBjWxb5sscDz+9j13CeD17cRUPCqf1uq6mUJ9sI//FSzQ4y9UMb6IMwcN8yNnRIwd7H178GU9cJhGDCK3PXtufVLKJyynpv1+m0xhLHbP+eCCgFPo5uhu+7A6vBahpMao2y9ZUttLct51BOBUIIyuUiQgh0Xcdxosd9vb8KFk8CvhA8PdzHI/09J/pQDomORiYSpSkSI205XNTSiesH+IEkYhm1BdWzFWuZvOYlEBJNCwMPIcK31a6hPC/2jrNjMDflwsUxdc7oqKN3rEjv2P4CBLoGZy2t57J1LRi6zmM7htgxmOf9Fy7DF+EF0ljB4+GtA1i6TsQy6GpKsLQhLLxi6jOnfAZCEAh46JV+9owWqIta5N2AvrHiERfAsQwN2zSwDZ1c2ZsWzAGsaUnynguW1V6zQMjacVaL+QxkS/z4mb3smyjhmDormhKc3p5mTWuydmHoC8n/PN/H83vHa/uOWAbvOLeDTNwh5hhYul6bwZyPohfw6LYhSp5P3LFqvROTEYt01Ar7QhIOTlR7RM7G9cM1kj95rpdX+49OEJVwTD70+i7ijnlE6byHyheCgu+xIztK1nNpjsRpjyWImhaScCbiO9tfZKCUP/jOFrCME2FVMsP6+qbKgJOqgHoihEWuYMu+CTb3jNE7XiJf9jm9Pc25y+t5dPvwQd9zbz+rnXUtcfr7+ymXy7VicaZpsnz5ch7bMcS2gTzLG+O8YU3YR26gmOeF0QEkcGamhbTt1DJnTgXVmdUnh3opBT5pK0LadkhYNlHDwjEMvEqz+5neF74Q5H2XvkKObRMjvDpDZdbJEqbNzWvOxNIN3CDgvt1b6MkfWo9hRVlMLmxawun1zcRNC19Wel6jkfc9fCnC7ADCtM+oEVZyRVKZCAmvWYzKdYsvRK2AFISD9OXA5zs7XmTMLaEBUdMiZlrEDIu4adUCSF+E/Snbx0o0t3Zi6jqWblR6U4aTH+HjncAXaw6nVLAYCFGZUToxvw1ZGW2Qla/DUtWCF0cH+cPAngU/+nfjyjN4Yus4T+waQdc00jGLZZkYZ3TUsTQTqzWtN3QNIWEoV+aJncPsGs7XKpVqhH0AS14wawGYgzH08HdcbfuwuiVJvuwzMksVTl2DJfUxOutjtKUjNKci1MVsdI3aMVtGmP8++a/fMjSKbsBvXx3gyV0zF39xTB3HMoiYYXCaidu0paN0ZGI0JuzaLIuQYSWyshcwknfZN1FkrOCRL/u4vuCyDa0kI+aMF1nVlhoD2TK6BnHHZGCizPbBLHHb5HWrm2rber5g085hHny5f8bjjVoGf3XlaRi6husHeIHEMsICFjMFeiUv4Jt/2EnfLL0sOzMxLliRYXVL8qAVXif7xiM76BkpHPa6vrqYRVdTgjUtSZY1xGcdCDjWhJTTSoJLKSkGPv/xylPH/XiONVPT6YynWJWqZ2UqE36wEmYeKMef6weAxpO7Rnhsx1Bt0O2jl66kIeZM+bvMlVx2DRdqa7Inij4v9U6QK3tctbGdtnSE3bt347pTUyKTySQtLS0IwvPBhFdiV36Ml0YHmfCnbltnR1hf10ijEyNu2cQqJfStytKIQIpFV9QiEGGgvmlwL5sOWDemERZ7ao8lWZ6oozOeCgdUNH3azIGQkicG9/LEUN+sy1DaYwluWL4eqzKzGFTaZoyUi/xo99wN3hVlMYsYBhknyoTnHjSt29EN4pZdCwZdERBISWc8xZtal5G2I7WgsVpg8s4tz9Qqf8/ltb5DffOSKbeFn5Fh8Bg1zNpSsJPpNHhKBYulwGewVKDJCRfiG5UF+8eakLI2e1jtZSSkZKCUX1SjfjeuOoMnXg2DxQOZukZnJkYyYhF3DHpGCuwZnbks+ckiZhs0JBzqYhZ1UZtM3KbsB5Q8wbq2FPUxG63SM3Ak72LoGrapVy62wpSuQMrKmqBw8bKuhcFsNWAOhCBX9pEy7MM4ua9gIGStcAuEs4BzkZW/MyHCHohShsGuM6nYRNkL+O+netg6MHOfLtvQufWq9eRKHvdv7mXLviyrW5K8bWM7ccecVhSo7Af8269enTP19jUrMly2vnVeFROFlPiBrJXxnih6bB/I8kLvBLtH8sz37FOtKHuyrJmaXKjKDQL+e9fLs5blXwgMTSNp2SQth5TlkLRsliXStEQTi/KCf6Epe+HFzSNbBwkEXLymAT+QlH1BoeyzrCHOf776LK3RBBc0tdMUiaHrOkEQkM1mCYIA27aJRqMYhsH4+DgjIyP4/vSLoba2NnpFmZ/2bDuiY44YJu2xBGtSDXSl6tErzbznW+3YF4JAilra85G87ye/X30RFtNI2k6t8Fl1G6gM/hKee01NZ6CUx9B06ioXlNViHP+zdzs7s3OXwteAjniKtakGVqcztedSfcxACMoi4KuvPDXjQJoGnNPQxmubO8JMHT0sdLMjO8ZPel497NdDUZT9liXSvKFlKZZusDM3ys7sOLvm0eYCZg4WD2RoGg1OTAWLJ0op8HmgZyu7cuO0ROOsTmU4Ld1I1DTDD6ZjlBpTLR4TVlTL8dxIPzvn+Ye1kNy4aiOPvzo66yzbYtFeF+WCFQ2sb08RSFlbIzkfgZDkyh4/3dzH1gPSvhKOyWtXNnL+ikwtx11I5j0rJqXkp5t7GS24tKaitRRbywhnLNGg5AZ86VdzXzSsbU2ybSA3Ze3gh17fRXvd1DYHXiD47uPd7BicPZXykrXNvG5105yVZydz/aCSthEG2WGAKXGDME35+T3j/M8LffNa19iSirCqOcH69jTNSSdMRTaOfwqcGwTsK+Z4eWyIPYWJBVVsoDOeYmOmJWxxQbjGMGZaWHqYZi6QtTLtKjg8saSUuIEgV/J5fOcwp7WmMHSNlrTDk8N9jJZLxEyTmGkRSMGmwf3NtXXgtc2dnJVpxtB0RkdGGB2d33m8oaGB+vp6xtwSv+3ffdCAaL5aIvFwfW+6gaTlIKScc91jNZ2sJz/BWLlEvRMhaYUpnxrMmf48uZ+cKwJ68uPsyo6zJz+BpmncvPpMAMoiwNR0dmRHGS4XK2uTwsHfoVKRPfmJWobQikQdF7V00J0bZ9Pg3kMqzjH5NVid3n+dIiX8bM82tmfn/t10xlNct+w0TF3HEwFPDvXy6MDCqYapKIvVfIJFDY2miAoWT5jJweJkGSfKxvpmNtSH6Xq2bhyz2Yjqh1JZ+DzYu4sdBznpLyR/vGojm06BYPGKDa2sb0sRd8KKc34lcNG08GJarxTPETIsyjOYLdHVlKhUftSQwHCuzL//etuMo8PJiMn6tjRuICh5AfVxm7WtSdrT0SmPZek61WXUmhbOXH7hF69QmDTLd8O5HWxoT/O7rYMMTJTpGy8ykp9fZb3J/uKyNcRts1bQJwgkDzzfy7M9c18YZuI2779wOXHHOGgaatkPeHjLAJt2jhAIyetWNXLx6qYpM6quL9g9kj9ohdcDWYbGsoY4zckIzSmHpoRDYzJyzPs0+kLQW8jy37teXlCtMpojcd6+bE1t0b4KBE9uri/oHSvw2y2D9I4X+fM3r2agnKO3mMUNAp4b6Z/339+aVIa3dqyaMeV0NoZhUFdXRyaToTs7zg93H90m7gnTYkWynnMaWudsPO6JgGeG9/FIfw+WrnNh0xIaIzFWJOuntLYQUuJVAr+877EnP0F3PgwOszOkqEWMMMiOmRZjbmne1UmPpjo7gi8EOX/ux250oly/fB1x05rSPuubWzcfs/54iqLMz6kSLJrH8FhOmJFykd/s6+bhfbtZnkxzdkMryxJ1YVrJUb6Q1DQN2zCwDYOrOlexfWKUp4f72FdcHIUuFu5Qwvz94sV9/OLFfUCYGhqmj4aj+l4gcH1ZWy9ZlYyYXLGhlYa4w29fHWDLvtmLSWRLPpt2Dk+57Q/bhtC1cFZT1zSyJZ9s+eC9HYtuwHM9Y/z6lSNr5/Hvv97GVRvb2bAkzXjR5Z4ndjMwcfAZsrGCx6adw7xpbfO8Hqc+bnPJac1kYjZrWlO1CmJVtqnT1ZSgLR2ZdZ3kTLxAsm0gx7ZJ6bcJx+Sas5awrCE+74I+h0JW1mDdv8B6Kp6ZaeENrUsxtcXVK28xCouESX5WGbjRgT+/fDX95Sw/3v3qYf3dvToxwpWV9f3zFQQBpmkSCMETw0d/Bivnezw/OsDzowNc1NzB2Q2ttfYQkxmaztbxcBlEnR3h7Ia22md4NVD0haA7N8ZzIwP0FbJzNrqvKgU+pcBn5ASmjo+5Bz/fnZVp4fWtSzEq710vCCgEHg/27lKBoqIsVLKEzQvoZBEkcTkdtMiJPqo5LcpgsUog2ZEdY0d2jPMb23l961LKlXWOjmFg6waWblQuoqiUhj/8i0xLN1iTbqArWY9A8uLoII/07z5mLTOUo6/kBfPqE5gt+fz3U3uO8RZcdQAAIABJREFU6LGE5JDXef7s+b6jEqi4geDeZ/bw+22DDOddAiHRNcjEHYZy04PGzkyMs5fWs6E9hZBhoZ+DcUyDc5ZlDpjF2v91tWXH714dPKRAcTa5ss/dm7pZ25rkqo3txGyzNiM83zYic6kW03rn8nXctf35Iz7eY60tmuA1TUvojKdUxdIFwA8EbiC4+7Fu9laqQn/kTSspCPeoDFAcSrAYi8VIpVLcu+sVevKzD4S9trmDRieGRLLv/2fvTaMjuc4zzefGlpF7JvZ9r33hVhIpkuImUftOqW3JsqTp9m736W5Pn/ac0zNnfs70zOk50+7ptiW1bdltWpYlu7WLtihKlESKIlnFrcjaCygAhT2BRO4ZGXHv/Eggq1BAoQAUUAVUxXMODyszIyJvJiIj7ne/73vfYo5UqchMubBiNm8lDLF6llsAv9J3gG8Pn2KimKPoVQgoHV1otfJQTQh+PH6BTGXnlINfC1s3+GDHAK2haO23W5EeHoq/Ovv6hkpgfXx8bj62+jE2P0Vw6RoZ4nuU1EOUxKPXffwvfelPeOaZpxFC8OEPf4zPfOaz131MuEWCxarnl81cuXjVG+pkMU/Jc9GF4O8G31r2eqMd4v6mTroisTX3O7oLikqGpjHvlHE8j5ZQpFZSc2d9M73RBH8/dGLNN8/txg6uUr4l2ey/xlT20gTr4d3VfkTHlQzN5LAMjXjQImpXLxOmLtbtBXS1iaDnScqe5GsvDjM8u7YVctvUee+BFpJhi0jAIFty+d7rY8uC21MTWU5NVJUCdU3w+4/uIhm21jXuqyEQXNymXooCaAtF2RdvYHe8viq+JLQtLcutSK/msbgoE75SYOopicZSkRLHq1oMlD0XTVQFpG7XoNZxJbP5Mn/9wgXy5arozOfu78a04OvnT173gqNEYZompdLaFmUKhQKpVIqPdu3mbwffYnIFSxgBHE42ETYtlFL0R5M1KXuBYN4pM1XKM1nMMVMqkioXqEhJXSBIfSBIUzDMgcRCq4hetYYwFtR2vYXeQUNUy+TTTomS5/HlU6/QG01QHwiSLpdIOyXSTnnHK49fjqXpfGHXHQR1o5pNlB4j+QxD2TSD2bQfKPr47FBs9WOCPL3seYFTfV5xXQHjsWNHefnll/jrv/4aruvy6U9/kgceeJDu7p7rGPXCGHdyz+LlPQsAXzp1bNXeA0G1lGVulfKPjnCMj3XtWVFZdVG6WqEYK2S5kJtnvJBjupTHVQpbN/jVvgPoQqs153tK8oupUc5mdl7f3+cGDvOLk7McG771xHt8lnKoI86H72hfk8LpZlB2Pf7LM2dWNAq/Gnd2JvjA4bbaGKWs2tW8ODjLT05NLivhbYoF+NSRLmK2sS6bj9VwPI+ZUoHvjp65KX1OUO1trbOCNNghmoNhWkNRoqaFpelV5dIVZPq3gor0ODZTLbnPuw5lz2NPvJ67G1oXFtyqfqslz+Wt9DQxM0BHOEbEtBgv5HgzPcW5zBzFBXlyQ2j8/r4jWxrcbkccV/Lm2DzffW2sFnj/xkN9REIaXz3/JgW3sqHj9kUTtIaitATDtAYjGEKjWCySyWTI5XJrWghMJpPU1dXxlbOvMX+V8z1hBTjS0Ma+RCMay3uGXSlxlaxV8Liy6ndmLmxXkZKiV+Gl6TFOzM/gSknYtNgTq2dvop5nxy8wuk0XaLaKvmiSpGWTDNicnE8xeguprPv43EqstWexydZI8B+WZBSvRGGR5o+uqyTVdSsYhsn4+Bi//dv/gv/2375CU1Pzsu1uq55FT0k0oddEZj7atRulIGJaKBSz5SJn5md5fa7a36VgWaD47rZe2kPRat+hptcCxJUCRV3TODk3zY/GBldcySx5Ll8589rWfNibgN/ddHvw8O5G7h9oRErFWLZIQySAuWDVoa1R9fRaqAV7GU9WxXwChk7IMtYVLOYWMi6eVFXvTa1qxvu2niR3diZ4/uw0xy9myJVdHt7TyDv6G2oenZuFpes0B8N8YeAOfjIxxPG56U079qrvq+k81tpDbzSBpetLJtyXZ+sMbkyg5SmFLjTuqm+l4FXIVRwmijl+OjHMizNj7I7V0WCHODWfYrq0tsyxVIrTmVkGYsnbor9ysT/xqTfGeGVBWMrQ4HceHcDTPJ489wYl79ol8Vdi6wbv7xigPRTF0Ja2VoRCIWzbprm5maGhoRWtMy5n8XV3lcAy7ZR5emyQoVya97b3o19xDhqatuS81BcWezwlGc1n+eXU6LJgMFdxOJoa52hqfG0f+hbjVhLK8/HxAZPjqwaKUM0wWhzH4ciG38cwTL785T/hySf/O4899jiNjWvTl7jmcTflKDcJpaqr26amL0ziIktej5oB2hZq/kfzGabLhdrK7SJ74vUrNtZfyeJq6a5YHX3RBF8fPLGmBnMNQV0gSNS0mCzlN7xK7OOzFRzuSHD/QCOWoVHxJF957jx7mmMc7IjjScXu5iieVFjG2ifvFU9y/GIa11N4aqE30ZMUK1VPy3LFo+RKprPr61M8O5Xj/3vmDO/Z38LuligseFhaho5lwCN7mnlkb3Ot/3KrsqS6pqEDj7b2kC6Xtjzr0RAI8YmevQR0vVamqd+gDPDV0BdUGbUFf8aEZdMRjvH85AiuUpycT8F86toHugyJ4gejZ7m3sZ0Hmju3aOTbg4onKToef/PLC0xmqr8D29T4vccGmK0U+db5UxsqrRTA5wcOE9CNFcXcxIJfoRACy7JWDRYNw6C5uZmnLp4jv4b7Vr5SWVYmX5EeuqjaPRiatmQRVqqqWe12Lev28fHxuV4EYsHOb23XubVutxq/+Zu/y6//+hf4t//2X/Otb/0DH/vYE9d9zB0dLK7m0bSIqenc39yBVGrBTynNSzNjzDulBYPc9U26LF1HKY1fGzhI0a2qqU0W8xiaIGxYhA2T2XKRiWKeu+pbSFp2LdB8ZmyQV2cnN/RZfXw2k6Cl8/j+Fg62x2tB1dBMnoqnOD42z/Gxqh2Nbersbo5yuCNOV30YT6pVfSIrnuTcdI6njlfVZQOGRsDQsc3q/9+1v5nmmM3PTk+TKVZWFNNZjUyxwjeOjhCzTfa3xbi7O0kiZFX73RZEd8wb1famoN4ObXmweE9Da002fzshF9RhDbQFP7x5eqNJzmRm130sATQFwzzQ1El7OFqzB7gVcVyPoZk8f39sFMe9FBD2NUQIWybfHt1YoAjV6hlT01cMFKWUKKWYm5sjm81SqaweAEopcRyHh5u7Gc7PU7hGFrIsq5oAtbEs3HO/M3KaouvSHYnTF01SHwjiqmpmvCkYJmJaO7an38fHx+dy4lYAQ2i1hTNjIcZQRNe0v1zjdisxNDSI4zjs3r0H2w7yyCOPcfbsmQ0f73J2dLC4Vi4XTeiPJeiOxC8rTVt/y6YQAh1BxLSImBad4diSiU1rKMqeuKyViFWkh0AweYvYafjsLDQBd3YmaU8GsU2dgKHRURdCF5eCPikVo3PLM+Vl10MTMJkp83cvjdAct/nMvd1omkKp5Qqjpq7R2xDmj96/D6kUUrIkm7/oXfnAQAPv6G+g4Li8MjzHGxfnmVuHX2SmVOGF8yleOJ+isy7EZ+/rwTJubHBhaBoHk428vg7Pu40QNa1tGThVM6wL549SdEcS6AsG59cSZDGEoCUUpSMUpSeaoMkOVwPPLRbkuZk4rocnFT98a5JXhi+VGT68p5ED7fGaNYu2wQaAgViSh1q6lz3veR5KKWZnZ5mfn1+zaJmUkuHhYdrb2/nV3gP8+TVaLNJOmbOZWbojCSxNRyqFqWnc29jOk+eOc7GQ5fmpUQyh0RaKUFxQJvfx8fG5VchXKtWAUVt6JXfUQUJ875o9iw4HN/zeY2MX+fKX/5QvfvHPEULw058+y4c//NENH+9ybotg8XI0oWGtkHlQC6a+IFAoLE1f8wTtyu20Be/FRUyt2mO0K17HeDF35e7bGl93bWfTGA3w6+/owVrI8F0NTRMMNEUYSxc5O5XD1DX2tcZ4dG8TQUtHE4J9rTFOTmSYnC/hSkU8aFIfqaqMXv4bWHwfTQiu1kK3GKRahsWDuxp5dG8zuZLLf/ynlc2///ePVC+gX/3lBc5N5/DkpQnvyGyBp46P876DLZsmZLMWhKiWmD/e1sfTY4PILQgZDyYbaQ1Frr3hTcZTEkcqmuww/3L/23GlJO9WyFbKC4qVJUqeS6MdpjMcIxmoGpJfHhzeqH7LG43jVjN6Pz09xYuDs7iXnbtd9SEe2NXAzyaqFkup6eK67hGCamvEA82dhA1ryX1HSonneaRSKTKZjQmkCCGwbZvXZsauua1Uih+MngMgYlh0R+IcSDZy9opMs6skw75gi4+Pzy2IqySpcpGoaRHUTWpTI2FTUg+tqIa6SImHrkvc5v77H+TNN4/zuc99Gl3XeeSRx3j88fdu+HiXs6PVUG8Ui+I219pmUSl1MTjMuQ5z5SKmpvPG3BRnM7M7ynPx8wOH+fnJWV711VB3LA/tbuSh3U3oVxGqWfz5LwZ7pYrH+ekcu5qjSKkIXFHTWRXlkEhVnahe+fpGWRSt+eGb47wykqboLBX22NUU4TP39dQen5rI8MZomjNTuVop3x+9fx/2DatBvYTjeWQqZb49fIq0szleb13hOA+1dJEM2LeEncTi9dHQVvfVu1XwZLVPVwIvDaZ47uzMkpLTRf7t+/bwcmps3UIulqZzKNnI2xrbMYTAuqLvXkpJOp0mlUpdl/2REILW1lZCoRBjhSw/HBtcVU3cx8fH53ZiNTXU+kAQfUEFepGVfBYVFiU2x2dxraxXDdUPFq/Con/YWsqipJKknTK/nL6IVIrWUIRUqcjxuaktLU/bavxgcWdyT3eSR/Y0EbIMPKXWJfTiSVkzn1/EcT0M/dIkfyv7yRxXogmYyZU5OZ7h7HSOsXSRxavUXV1JPnxHGwAVrxpgZksVZrJlOutDq2ZPtxIpJR6KH40N8VZ64wqpScvmw127iZmBZUqnPtsbd2ERpex6HL84z5tj81ycK666z//24QP857deXNci4l11zTzY0lUVeFqhb19Kyfj4OPn85rU9mKZJfX090WiUL596hZzr9xj6+PhsPwQQ0A1s3cBTcsv7oa8MFjUhlngPx63AQqXiZTupEhbH0cgiiVZLT68jo7gRbivrjK1krav5FelR9jy+eeEU6YUV11PrVAH08dkM4kGTJ+7ppDkWqJVjrrf/aaWFkTNTOSbnS9w/0IAmWFLqqZSqZkzEpfLTxYCv7EpsU6fiVTMqpq6ha6IqnOGpBQN3bYk9h7UgUtMSD9IQDXDfgv3Fxbki4/NFZrJl/u7lEe7sTNDXGEEISIQs4kFzfV/WJqNpGhrwWGsPLcEwz4wPbeg4QcMkYdkrCpT4bE88KfGk4hfnUrw5Ns90du3Z5cUFSU+tzSIjbJg82NK16v3J87xNDRRhQazGMJgrF/1A0cfHZ1ti6wafGziMrRsIAalSkb8+98aWvqdAYOsGgQX7PYEAcckubOWd7Ouyx7gZ+MHideB4Hueyczw9dp6KvBW7+8RG9H98bgKtcZvP39+LoYtNFQhxPclAY4TdTdGa2ujlCCF4ayzDoY547TmF4s9/Psj4fAlDE9RHAjREAsRDJnG7GtSdmMjguJK7OhMc6kwgYFm/oaFpLL5lT0OY7voQFa96AdY1sSRjul0ycJaucyDZyLnsHBdy8+vef6yQZbZcpCkY3oLR+Ww2rieZyZX52xeHmS+u3xZJKkXIMCk7awsW72/qrE5GVkHXdaLRKNns5qj0JhIJGhoaGCvk+ObQyj3FPj4+PluBITTiVoC4FSBsWJyeT1GWK18vP9AxgL1gG+R4Hs9NjWzqWHQhaA6GiVs2LcEIfdEEo2fOETUDXNnpc2WF1k7HDxavA00IXpgavemBYl0gSEV6m55uv3VO81ubpliAz93fuy4vxLVi6BqrVXZKpdjXFlthTDbjC0I4k5lSzUvuSsbSRX741iRHepI8uKsJU7+6LYcQ4oYrnm4EU9P5QMcA/zB0ksnS+jI8tm6QsG5sOYrPxllcLNlIoAgwnMrzK30H+MbgW8yUVy9ZjRgW+xIN18w6CyEIh8PXHSwGg0Gam5uRmuCbF04xlF//4oePj4/PetCE4N6GdnbH64iYFqamL4hPVoO1vmiSbw2fqm1vahr7E428vbGNgFYNFKVSTJcKDGY3p4UqoOncUd/MkYY2BNVsoqEJNKExikCg2EkzZqUk650q+sHidSCAzw4c4mvn32JqnZPCzaAvmuB9CyspAH/85i9xL0t7a0JQHwjSZIfJuQ7DuXk/UXiLkQxb/E8P9BHYgkBxLWhCLBOVsXSN7vowr42s7ULteJLnz6U4Npzmtx/uJx40q7YbVc/uWmnqTiKgG/yzvv0MZtMM5S59D0pB3q0see5y3tHUse6LuM/NQ9cETbHAhvd/8oVh/uCxAfqiyWsGi56SVGTVykZbxR9YKUWhsHFLCl3XaWpqIhQO80pqgp9ODm/4WD4+Pj5rpdEO8aHOXcuUnQOXCXh1RmLsitUxVcxzT0MrB5KN1XnCwvau9FDA02Pnr3s8cSvAPfXV94CV29OCQZtsdp5oNL5tKpyuhlIKz3OZn58jHF5f9ZIfLF4Huqbhei57E/VkpkuUvLWVEl0vGoIPde1iIFYHwBuzU5ycn1kaKCL4/X1HaqqVaiFMPJGeYTCXZryQXdN468IWzdEA09myb6OxDXnfwVYsfXsJoQgh2N0cRRMg17E6Uap4/KenTyNENeA0dY3ferh/RwaLmhBoQqc/mqQnmlhWzp2plHl6bJCxwqXsT8SwOJRs8vsVdxgNkY0HiwAh2+DC5LWzdkXP5avnj/OrfQexNFY9T+rr6zEMg3Q6jbxK5Ytpmti2ja7r1Z5bTcOyLCKRCBOFLE+eOkbBczf8uXx8fHzWgobgvqZ27mloRRerK2ZbC5U7i7m8xbYbx/NQKF5NTfDK7CQF99rVHs12mIFYkqZgmGOpiVrrSFc4zr1N7bQGI0veYyU6OzsZGRlhfHxnLKoZhk4ymaShoWF9+23ReG55ZstFgrqBKTQOJ5u5o66ZozPjvJqaJGyaJK0grvI4v0lp8EViZoDH2/toDUaoSI/vDp9h8Iosha3r1AdCeErVso6LHE42VUuZhEberTCSnyftlAkaBiHdxFWSsUKWiWKeyVKee/qSvL2/Dl1oZEsVXhuZ59lTU5v6mXw2RjJs0dsQXiIQs10wdMGhjsSas4uXo1RVHKfsStYqEqmUwpVq22Uiq8b1y6nXgjzRs5fxQo55p0xg4Tfrs/OIB60N73ukJ4kuBFPFtVWmpJ0yXznzGg+1dLEnXr/iSvdi4FdXV0c8Hmd8fBxd1zFNE9M0CQaDWFZ1zIvKxov/AbhSEreCdIbjnMr4Ym0+Pj5bR4Md4sOdu4gY1pqFJS8P3hzPw5Eez0+NcDJdTZpEDBNDaLhKYmoaBxKN7I7X87OJYYKGwe5YPX2xJBoCfaG3sD0UI1spcz6b5s76ZgyxtkV40zTp6+vb8OffKfjB4gYoey5xM4CimrGzFk7we+pbeVtjG+7CSq5AMF8p8dVzb+Kq68vLJawA9zd10h9LogmBLjTyrlMLFNtDUe6sb6YrHMfSdCpKrqiEqWkagQXz65gVYL/ZiIIltgi7Y/Uoqip9aafExUKWVKmIqyT39rZzV1eCJ1+4UFP9a08GeXh3I+11QZSCLz97jvmivyK91dSHLTypuAnWgtdEE4K+xsiGgsXLGZ0rsM+OrXrRVkpRdiVfe3GYu7qS7G2NLhPL2W4IITCFTlckfu2NfbY1llHNgi+q/q5GyNJxPYXjST54uJXDnQm+N3JmXe0BJc/lzblp9sTrV91OW5hQtbdXZd2vDAo9qdA0sey3JRf8gq/3nuXj43P7YWk6e+P19EaT5CsO85UyOdfhzPzssmtKUDf4bP+hah/gOqujPCmRKF6eGeOlmbGa/dBALMkHO3chuGRhIZXC1DQ+1bsfT0lMTV+WvbR0nTotSMwK3BLexpuNHyxugIC+8te26HmlXybQEVWB2gnbEAjiKlWz2FgrhhB8buCOhdK2Sye4rRn8Wv8h6gI2SrHE8FpnbdkVIZZq6wkhltSK19uhBQEdSVm6PD85Sl0gyG8+1Mcvzs3Q0xChNWFzaj7F90ZHGYgl+Z1HB/jHNyZ49ToDBZ/Vsdbhn3gjcVzJyGye77x28bqPdXoyS39TZFX/xIqn+Kvnq+qrw7N54sFe2hLBFdVbfXw2G9eTDDRFODGeueo2hiZ4cFcj9w80UHQ8zkxl2N8e42/OH2f2Gr2KVxI1LT7avQdjlb7FRRYDxnLFQ9Og4npMZ8vM5h1mc2UsQ6c1YdesZxqjNnnX4S/Pvn512XcfH59bFkvT6YrECBsWYcMkagaImtV/24ZJQNORSlGR3sK80MPxXEqehyYEXZE4SqnaPNJTCqUUuYrDSL56jRRQO/ZgNk1PNI5QrFk9tCI9RvMZnh4bXCLsaOsGj7T0oC9cG688niEExipz48VFXJ/lCKX8O8JWUvZcXpoZY2+8gbgVwJNVf7nnJ0cpeBW6wnHyrkN/LIml6fzZ6VdXPE5nOMYne/YBN9cmwPE8Sp7LUC5Nf7SO0XyGZyeGyF1WH74v3sCjrT0UHJenXp/gzFTupo33VqavMcyn394NgCvVMg/Em0HFk4yli/zl84NrLiFdjXDA4HcfGSBgaHhSETCXejxWPMXfHx3h9OSl3j9dE3z2vh7a/YDR5waglOLcdI6/eeHCihnCva0xPni4DUsXWIZe7SEUgr8fOlGbPK2FB5s72RWrI2YFQK3eR3MlBcfliz85R6Z09T6e33ioj2hQ528G36Dg+pUhPj63G/viDTza1oOgGmittRTzWjieR8GroAuBpemYmo6nJJ5SCKr2GGu5nnlK4krJP148x9nM3JLXGu0Qn+jZW1NE9dlc/GBxi6mW9FQlf6HaD6IJUStVrf5AFBqC746c4UxmdtkxmuwwH+naTdAwtk16vOy5aEJjsphjKJem7HkLCpYKT0mkUnRF4uyNNzCcyvPkCzuj+XcnYps68aDJJ+7uoDEauOliN44rGZzJ8d3XxsiVN2fSGQ7o3NGR5JG9TaBACLiQyvPzszMMzSzv99I1wWfu7aYjGdpWPYw+Nx7HlcwVnKqxvKYRtHRsU0ffxF5fx/VwpeKV4TlOjGWI2AbNMZs9LTEaItayRZyK9Dg6M87zU6NrOn7EMPnnu+/a8CTIcSWZYgUh4M9+dp5iZam4mQD+3fv38e3Rk4zmN8ef0cfHZ2dQHwjy3o5+6qzgksqy7YQjPaaLeb47cob8FeI1PZE4H+7avWnBrc9y/GBxmzBVzPPX596oPQ7qBgOxOu6ubyFmBdARVC6r975aKezNYLF2HKriJGpBe1VD8NXzx/lkzz5OjmX57mvjN3egtzi7miI8caRz1ZLNG4UnJY4r+ZOfnCVb2rwsRXd9iJZYkONjafLl1dV8NSH4zL1ddNWF/QzjbYrjSi6kcnz1xWGUgv7GCJ++t3tTA8XLcaXE9arXQlPXVn2fivT4s1OvUvCurdq3K1bHe9r7NuW6P5YuErJ0Tk9m+eX5FLP5ahnXE/d0EIh4fGfkzHW/h4+Pz/bH0nQeaO7kYLLxmiqkNxrH85AL2hkAP58Y5tjsxIrbPt7Wx8Fkox8obiHbJ+K4jXGkx7lsNaNYFwjygY4B6gJBpFIYQiCBC/l5js9Nk3crPNLSTVMwvG1+2FdTfHSl5J6GVr4+9Baf7jvIbL7C82dnbvj4bhfOTOWYzTk0x+ybrpCqaxqWAb92Xw9f/uk5vPV4aKzChVSBC6m1echJpfjqi8N84YFemmM25jbt8fTZOlwp+dsXR2ol0U/c04ErJXMFF9eTRG0T29CW9JlfD4amcbV1Ccf10DWtKh6maQgE72zp4h8vnrvmcTvCsXVVlXiehxACKWVNHXXx+YBXoDjvsL8pzl2dA2RKFVypqAtZnJj3la59fG4H9sTreVdrL7omtk3F2iJKKcaLWV6YukjaKS3LJF7J0dQ4Zc+lIxzbVnPjWwk/s3gTqUiPglvh2fELDOXSdEXiPNTcTSJgL1EnnS4VeHbiArtidexPNCK4JKaz3XGlx4n0DGczc3yoaxffeWWMNy5e21PMZ2M0RgP81kP9CCHIlStkii51YQtrsefPuLFlGmXX4/uvj/P66M0TO7IMjd98Zz/JsLmuPi+fnY0nFS8OpvinNy+tRgvBkl7a33qon9ZEcMvG4Lgepq7hSsXRC7OUK5L7+utr2f+K9Pj+yFnOZedWPc6/2H0nccte03tKKUmlUqTTaYQQdHZ2YppVAZtMJsPU1KWAUNM0IpEIQggCgQDBSJj/cvLoBj+tj4/Pdidp2byvo5/6QGhblpy6UlKRHv8wdJLJ0toshRYJ6ga/ueduv2dxC/AzizcYpRQVKXGV5OjMOIPZNO9o6uD9nQNIVbXhuHwyL4SgPhDko1170DVRU3naKRiazr5EIwOxek7Np/jQnW0MNEd45sSkb6+xBUxny/xfT51cJuMftQ0660L0NUY40BZHUA2itjpwNDWNRMjc0ve4FovfhV+icnvhSUUiZCGgJjxzeaD47v3N1EcCW/j+kuFUga++OFxTFn3ing4EouZvaGo67+8Y4C/PvrZE1e9yDiQaCepr/w2Vy2Xm5uYwTRMhBOPj49i2jZQS13WxbZtSqarILaUkk6mK7GiaRl8sRmMgyPQ6FVp9fHy2N4YQ3NfUwV31LQvegttvLimlZKqY55vDpyh5658fhgwTT8lVFU99NoafWbyBeFJS8lyeGR/ibGaWmBXg4917SVr2bTGRdaXk+6NnOJhooisSJ1uq8MK5FC8OLhf18dk6NAEDTVHed6iVsGVsqQCM40r+4ufnmciszy5mM4naBr/v8CupAAAgAElEQVT76C40WKKm6nPr47ge3351jDfHllYzPLa3mQd2NWxpuVK54vG9N8Z4Y/TSe3/kjnbu6k7ieRJd15BSUfE8hgvztV5BQ1T9wMKGSclzSQbsdZWJua5bu5+oBTGoxcdywVuxUqmQz+eZm5vD86q9v6FQiObmJjRdMVEsciI9x+tzk5v1dfj4+NwkeiJx3tveX1Ui3YbZxEXKnss3L5ziYmF9IlutwQiPtHYTNExCurktM6Y7HT+zuIVUZPUmPFsuoglBXSDIVClPkx3mvqZ2kla1/Ol2CBSh2kMWNiy+OXwKW9fZE2/gvQd7/GDxBiNV1b/w3HSOd/Q3sK81RlO0auti6GJTSjWVUrie4nuvj93UQBEgW3L5j/94kv1tMd65q5F40LzpFiM+NwZNCB7c1cA7dzfy5AtDNbElqRRDM3mSIYtwQN+S80EIlpRDfeTOdg60xaqvaYKpTInz0zn2tcboDiewNB1NwMMtPTTYQUxNJ8b6M58lT/H1l4YZnl25tzdk6RzuSHBHZ5ze3l5KpRKBQADw0NyTiPKbtOlNtLU+wLtaW1FArlLhxZlpXp/zexo3Gw1RE4jz8dlMIobJu9v76Fxnz/PNQiq17kAR4L0d/bdN0uVm4WcWNxmlFI6smpNeyM2TrTj0R5MEjWpcbmp6rQTpdmSxT/OFqYuMFbJ8ftcd/IcfnMBx5bV39tkyhIC2RJC39dSxvy2OlGrZ9EXXBIYmrnnuOq5HpujyD8dGGJ+/uYHiSuxujvLRu9oxNIGp+1LbtxJKqQVF5ur5KpWqZdOefOEC56eXer5qQvBbD/fTELE2vZ9VSslUtsx/+9l5DE3wv3xgf+0115O8NDTLc2dn+MIDvcSCVW+wRfuh61kZdz3JT05NMZUtMzKbp1S5+rX1SE8dHzzcBpk/Bvf80he1BBCoXhzMO/ACD/OfTry+4XH5XEITgs5wjHc0ddAajFCRkrzrkKmUOZ9N80pqZdVHH5+1IIC76lt4oLkTjc1ZAL4RnJpP8b11qjG3BMP8Su+BHfMZdyp+sLhJVKSHqekU3QqpcpGgbhCzAgiE32y7Ao70sDSdV4Zn+farYzd7OD6XYeqCmG1i6BqmXg2oQpbOXd119NaHlymtKqUouxJDF0xlyhy9MMsrF+a29Vq5ZWgcbIvTHLNpTQRpiATQNLD84HFHopTCVRLPgzOTWRxXcrgzgS6qvXgVT/LWWIapTImxdJGh1CXhhFjQ5PceGdiSEuVSpSpwU6x4RAJLC3kqXtVz15NqzaXgUkoWb9madulcXRSFuFjIUnJdGgIhwoZFNGDxV88PMriCF+ln7+umsy6E7p1Fz//J6m8cuB/X/gh/fOLVNY3T5xKtwQhNwTANgRANdpCEZRM0TCqeRzGXY2ZmBsMwsG0by7KIJRJ86dSxDfVs+fgENJ1P9x/ckZm2dLnEn59Z+zUmaloMxOp4uKUbwe1TpXcz8IPFTcCTsraqUfJcdLH9pIi3I0XH5T89fZqyn1XcEfz6O3roa4wse77iSQTw338xdNXSt53A7uYonzzS6Vts7DAcz6PoVfjHi+d5T2s/L52f4xfnZmhPBPnnD/YtmUC4nkQqeOH8DD8+eamksrchzPsOtlIXsTZ1cc+VHsdmJhjNZzA1jUfberF1A4XC1HSkUrhS1h5f2UOplEJKiRCCQqFALpfDcRxM06SxsRFd1xeyqaoWMEqqmQUBGJrJmcksPz09zUyuDFQXSg53JHh8fzNW5o+ANQQlWh0q9j9zYj7PUxfPX3v72whbNwgbJiHDJGyYhA2LsGkSNwPU2yHCholXcfEqFRzHoVgsUihc/TrZ2dPNqewcmhA02iFG8hmGcvOMF7J4V0zXkpbNkYY2DtU18d3h05zO+C0dtzuGEByqayZiWERMk0Y7TNwMLOlVvFZ12+XXpBuJJyVfPHWUkre6h3KDHeKjXbsJGxZKqW3dh3mr4AeLPjcE15O4V1g3VDyJJxVPHR/ntZGbZ63gszY+flcHBzviK4qCKKVIFyr88Y9O34SRbR4fuaOdw51xv6RlB+BKiackP58c4fXZSRTwu3uO1II9U9dwPYmxQvDvuJJvvTrKW2OZJc+/raeOd+1vrllbXC9SKbKVMn92+tJqeWswwq/0HSBXcZgs5jiamsDUNA4mG+mLJqk6MFY9EbPZLLlcrqZeejlCiFp2UdM0dF3HMC5lL5VS6LpONBpFNwPM5MpoAhqjNp5XIFB5Cso/X/uH0ZpQ8T9EKoOvD55irLj+3qJbBUNovLutl72JBqRSeFIi1ULWV0qk6+G6Lo7jkE6v796WTCaJxGO4ZQfHcbCDQQzLYtYp8dXzx7E0nT3xeu6sbyFhBUAqTMPg+OwUz05coCxXn2j73F7oQvDZ/kNEzOpCmCcV48Ucs+UiIcOkL5rAEEsrai5PgNxIyp7LU6Pnrmkl9HhbLweTTX4m8QbiB4s+W07FlXz5Z+eI2iafOtKJfUW5l+NKXhpK8fRbvvLedmZXc5RP3N2x7O+3SMWVfPHZs6TyK1sA7AQiAYP3HGihPRkiskXCJz6bgyclQ7l5vjV8atlrdZbNr/YdwDYuWU6UXQ8lF1rwDI2/en6IC6ml5ZmagH/9+B6i9vrsXiquxFOqZtMx4+RptEOUPY9vDJ0g7SwN9i6387ichBXg87vuYHYmxdzc6hOm9dDf349eeQ3kGDivgExt7EBaIyr0CTD7OJ/J8K2Rc5s2xp1EVzjOEz17GRsbI59fnxfcRqivryeRTFJeaN+ouC6FbJZUqvp3NAyDlrY2dNPg+yNnGcz5i683k7vqmmkJRkhaQQKagRACgUAqyVylyGg+w+n5FBn3xtwrDaHRForSEY6SqzhLhKoa7BAf795DUDcwNJ2K51WvTaK63400uJdK8frsJM+MD111Gw3Bb++9m6Bxcy25bjd8NVSfLUfXBL/xzn7miw7WCqv8lqGxtyXmB4vbnPPTuZpf3EoIAQfa4/z09PQNHNXmkiu7/MOxUQB+7d5uBpqjN3lEPldD1zS6IjEaAiFmykvL+madErNOibaFCYWUirNTOV4dnsM2dXRNMDy7fJIvFXzntTE+eU/nNfsIlVJ4UjGVLfP6aJrhVJ5wwODX7uvhm2dOVjNOarlQFKwcKAIUXBfH8zZ9xXx2dpb65C60zF9t/CB6K8T/aMGssppJu12ZLOY4n03T1drCyNAFXHdr+wvn5uZwHAfXdSmXy0i59Lt3XZfR4WFisRgf6trFNwZPMF7MXeVoPlvF7lgdj7X0Ua5IRubyvDGeI1Os4MnqtcI2ddqTQXbXNfGOpk6KboVXZic4mhrf0nG5SjKcn2c4P7/stZlSgb888zof7BygMxRjKDfPUxfP0haK8qHOXQT0GxcmaELQG03AFV9HczDMA02d1AeChE0LV96+156bhR8s+mw5miawNEFj1AZWrpePBU3+5bt28epwmjcupkkXKjdjqD6r4EnFt1+9yCfuXnkibegah9oTOzpYvJyJTIn+pohf6rLNMVcol3qopYvGQKj2WKFoidlcnCtSrKxepndmMsv3Xh9jd3OE1kSQqG2u2Mda8RRfe+kC56cvBZ2tcZtixcXZ4GSmIj1mSgXqIhGY3Zz+s2AwSCwWA64zi+FNobw5npvO8mpqAkdJYoZFLBBgNH97laT+/v634UlJPpfb8kARqsJG2ey1v+NMJoOu63yiZy9Pnju+LKPts7W8q7UPgeDPfn6efHnl8+L10WrW19QFB9sTPH6gA4Hg5dTNE/pzpMdzk6N8qncfFwsZKlIynJtHFze+FDVsWERNi2zl0vXqwaZOuqOJ2mPfR/HG4zfm+NxwVpp8m7pGXTjAQ7sb+fTbu2/CqHzWwqmJLEMzOSre8smw60lG53auwM3l2KZOYzSAX6S/fXEWxGMWMygRw+Ku+hY+N3CYO+qal4geuFJRF7bYv+BzeC1eH03zjaOjvDaSRsrlJ4HnSYZS+SWBYsjSubu7jvnrmKAr4Dsjp7EsE8uyNnycy9F1Hcs00TL/JxAD8y6w3g7GftAaWdM0QO9CRv6AiopzpL6N3957hH9z4F4+v+tOPtqxly/033FbqH432iE+038QV0qmJieZmNh+Fhdzc3MUszn+We9+gjcwK3S9WJrGBzsG2B2ru9lD2TBfPnUMqSRtcfua21Y8xSvDc/yPY6Pc29iOdZN/PzGzKhZTXhCXuVm3PqkUvdFk7bEhBO3htV23fbaOnXMl8bktMHSNucLO7Xm7Hfj7o6O872ArB9rjmPol30UFPHNyZ5cShyydd/Q3cG9v/SVJSZ9tiaXpHK5roj+WRCCIW4EVFfxcT1LxFM+dmSJdqNAat9fk/3mkp46Hdjeha8tPAk/BD94YoyESIF1w2N0c5YkjnTiux98OHr+uz1XyPKRSmKaJ41z/tTCXq5aPq8i/Qel15MvVsjjT1LHNak+S65WwmEajBDKNUmWEdxGct0CzccL/ktdGMkxmqvVhkwsWJFKBoQv+/QcP8PGuPXx96MR1j3czsDSdIw2t9EQSaEKgCYFCMZRNczozy2RxY32GrcEIjYEQjutu64qDqakp2trb+VTvfv7m3HHcbV4ybGka/2LXneB59EcSvLe9j1S5yJxTZqKQ5UQ6RUlubysRS9P4td7DKCWYXlAeXgtnJrOMpAp8sns/f3Od146NEjUt3tvRjy402kIR3kzfvOogS9fZn2jg9dlJWoIRPtA5sGr7i8+NwRe48dl2VDzJn/7kLLM7WCjldqCzLsQTd3cQtHQU8PRbk7w8tLOk28MBg32tMXobwnQkQ4QDOhWvaoxedDzqI4GbPUSfTUAqtUSo4S9+fv6aNi/NMZvffri/FhQsWlhcruaslKLgeLw4mOKBgQa+eObodY/1cLKJQ3XNJAyLC4OD1308gNbWNqRu8ZXnB5eV+IcsnfZkiJaYjWVotMRtbFOjKWpXgywFQoP/43tvsUKSFYA/eGwXwYBOoeLwP4ZPkr1Bwh1XYgjBnXUt3NvUjnQ9cplMzX5E0zTCkQhGoJpBOZ2Z5fR8ipF8ZkkWpSUYJqAbVVVaIci7zpLg0tJ0DiYbOdLQhonYtL/RVtDZ3c1UpchkMc+ddS28lZ7mWGqiVp4atwIkLJvJYv6m+TouBopuqcz4eHUxIhgMYts2gUCAQCCAZVm4nsffDZ1gsrT1gkIb4Qv9dzCbcfnay8O43vqm1bap8zsP93M2P8Ozk8NbNMKr89n+Q9QHguiaRkV6/O35N5kuFfho1256o8kbKnID1XL8wWya3hWUWn1uDn6w6LOtcD2JJqDgeLw2kubCbIGR2QKla/QZ+dwcdE3QXR9mOJXHvdpMcptyR2eC9x9qRSBqPZiOKzk6NMvxsXk+f3/vms3SfbY3jusxlS3zj8fHGUuX6KoLYeiCmVyZxkiAhmiA1niQgKGhqAot9DSE0URVz+XiXJGu+hCu6zI9PY0QgmKxiOu6NDY2Eo7G0TT447de3ND4bM3gI139tAYDaEKCzIAWBQwcR5LJ5pmb27jCpWEY9PT08KfPnmM6u/asxyKmrq1Yer5IzDZpidsc6ojT0xjiS6ePbXisG+VgspF3NneBVMxOT6+qUhoKhYgnEph2AE1onM6kmHfK3FnXvGAvsPBZVbXapeC6HE2N0xtJkAjYeFJiajoWMHrhxk/u10NXby+aJkhNTROLx7HsAEXXrfo/Lth+mLrOs+MXeG1u45UhLcEw99S30haMMlbM8sLUReadMi6rZzUPJhp5d1sv58+fXybcs4gQgpaWFsa8Mt8bPbvhMW4Vn+jaSwibL//s3LoDxUW66kJ85r5uvnz66IZ7njfKvz5wby0glEpxej7F90fP0hGK8rHuvTe8R1Aphauk71e+jfCDRZ9tx1tj83QkQ4QsHWcheCy7km8eu8hQanuuKvrceDqSQXrqwwQDBvZCUKdU9WaXK7tkSy7ZUoVcyaVY8QhZOhHbJBIwuLMzQUvcXmKN4bgerw6n+fGpSf7wPXsxNOGvaO5wqmb1irF0kaLjkS46hC2DPS2xmtCWVApDE1f1Y/zxyUleOJ/iQFuMQx1xBhojTE5OkstdUpu0bZuOjg7+33UGi3WWzad6dhEyLaicRJSeAfcCLE6wzX1gP44yekE5gCJfKDE2NrXaYZeg6zpNTU2Ew2H+4rlBRueK6xrjeogEDH730QEMTSNbKVPwHGJGkOlyjm+PbK4HqwCe6NlHwa3w+twUH+/eQ2pqmkwmc819LycYDJJIJtENg0w6veL+iUSCaCKB9Dyy8/M1f8v5+fmrBjjbCU3TauPUNI1wOFxb7IDqd9DS3sZL02OczcwyU17bORLSDR5r7aU3UvWmzefz5PN5wpEI4VColonPOiX+bvAt5ivLM84BTeN39t7DbGp2VbuYcDhMa2srRbfCUC7NYG6ejnCMZjtM2DAJaDqaEDjSI1NxeH5qlAsrqH+uhWY7zJGGVlLlIsdS49cM3v7V/nv54x+dJlO8PmG+33ioj/FKmp/ewOyiITR+f/+RJWI2p9IztaD81/sP0WCH/HvhbY4fLPpsKxxXki+7jM8XOTuVYzbvkAiZvPdAC7qmMTyb54dvTjC1gdVxn1uHu7uSvO9QK5oQy3rKyq6HIQQSxWIyRFsICqr/BkPT0C7bTylFtuTyn390mn//oQNANXgUQqyohOmzM6h4El0IXClrf0elWPK3XwlPKlwpKVeq3qEF51Jlw51dCT54qBW5IAQxOztLY2MjQgj+/PSr6/JOa7JDfHbgMMz/3+BdvMpWOliHUCKO8IZR0d8FNCqVMkNDV9unimmadHR0MpVzePqtyRu22JYMWfQ3RYjZJpOZIu/c3UTUNvCUpOBVuFjIcHp+lrHixlVUH2jq5M66Jlyngh20cVyXkcGhzfsQtxnhcJhkfR2mZfGLqVHmnTKRBZuCN+aWLk402iHe3dZLsx2mUChURXWKKweYQggaGxuJx+MopVBK4UiP+YrDbLnI7lgdpWKRiYmJawbei4FuNBolEAhQdhxKxSKVSgXXdVFKYRgGAdsmmUiQrzh8e+TMmktXO0JR3t3WS8KyyefzmKaJYZpMFnPYuoGtm1wsZHgpNU6qXOSR5i52xRrIFl3+9Cdnr1sU5nBHgvccbOaZiUEGc+kbYhGRsGw+239oSfbwjdkpfjh2HoCWYIRP9e7zs3y3OX6w6LNtqXjVksCXL1T74P75g31YmoYSMDid44dvTTKzjkbyW4n+pjAP7Wrk+6+PM3mbBM66JtjVFOGenjq66sIrloh6UtWCR9eTaJrA9dQ1y0kdV/LkC0MMzxZ4e28dZyZzPLSnkUPtCTRRfV0BAcPvn7gVcVyJrlVVU11P8fpomjdG01cVwrFNjcMdCQxN8NCuRixTByT/dHGQE+kUch3Txt/be4iAHEIU/gFkag17CDAPQPQ3cD0PV0kKmSx2KIh0PTRDB6FRzOVIJBKcnMjyjaOjax7PVqAJQVd9CF0IWuI2fY0ROpIhTmdm+KeFSel6aA1G+GTvPi4Oj+A4DrZt10qDfa6PYDBIY0tzdXFNSgzT5K30DLoQJC2bOsvGNkwymQxzc3NUKmvLpgkh0DQNTdOwLAvLsrDtalC23mzwWtA0jWQySSKZ5I25KcoLv5WpUp7xfI6QYXBnfQttwQhhw8TSdHRNI51OMzc3h7ewGBQOhwkEAkQiEYqexth8kV1NUTQB4/Mlnj01xbnpzfG0NHTBR+9sp7MuRCRgUnY9cm6ZH1w8S2qN2d71ckddMw+1dNWCQakUR2fG+NnkCD2RODPlIo+2dNMXS94UKw2f7YEfLPpsa1wpUQp+8MY456dz3NtXz91dVVllTROk8iWClnGpx+Q2IWwZBAyD0bk8f/az7SuwsFnc05PkPftbkUoRMDS8hf5ITRNUXEnFkwQMHWNBndWTioonsc3qDdD15IplhlDNIL55McO3X1uapdE1QU99mF3NUYZmcmhC8N6DrURtww8YbyEcV/K918eIB03OTecYS69/UnakO8meligd9SEsXafkuWScMj8YPcvcNaw0oobF+zp66QiHEPm/A+cY6J2o4HtAZhHl50AVQWbBaAO9A8Kf5FwmxRtz00TNAIeSTZzJzBLUDbIVB09JHmvrxZWS587M8JNTay9bvREETZ3fe3SAV9PjvDizfn+53kiCj3XvYXBw8Ib4HN7OtLa1EbBDaBoUcrlaqelOKL+FhYxpMlnrRTYMA8MwUEpRLBYpFApUKhUqlQqO47DSlNiyLNo6uvjKc+cZny+hiao4Wra0deeeoQkaowEOdyS4p7uOwdwc3x89c40O0PXzqZ59dEbitcdlz+Xbw6cxNY0Pde5GoRCImqqwz+2JHyz67AjKFQ9NE1ycKzA4k+fRvc1IqZAoZstFXtrAhGOnU3RdPtA5UC2z8xTFikc653BiPMOx4dXFMCxDw3F3xs3+kT1NPDDQgK4JHFfiKcXLQ7McuzDH/GU9Ikd66vjg4bZ1HbviSV44P8OPT05d01PR1DX+3fv3gqoGkn7AuLOQUpF3XKazZYoVj8ZIgETIwjI0vvlK1VNxMzA0+MhdHQw0h/mLM6+tSWUyoOl8sncfjQEdgQRh8uZYgUhAo6vOQiAQWgApy1RkhRemUxxNjdf21xA82NxJdyTOSCHDUDbNu9v6mJgt851Xx8g5Vx9DyNJ4W089DdEAxy7MMTiz9aWqB9vjvO9QC188vTH12F/p3U9CGFwcvbkZ01uVcDhMPJFAN0xcJfjKc4M8tLuRPU1hRkeGd0yguFl09fTyy8G5m7bo0hAJ8PG729FMeVV7jZBu0BdN0hGOcTI9w9Aa+jUNofF7+44s8Uh1peRLp47xse49tAYj/n3OB/B9Fn12CIGFDFFXfZiehgjOQomIpeuEDZNT82sp37r1+NKpY8RMi7BhkbBsGu0QD+1v4H2HWnGlxDJ0vIVJcipTxrZ0GqIBLF0nU3J45UKan5+e3vTVys3iQ4fbuKenDqkUQzN5fnE+xdmp7LLA7o7OBO850FITLVkrpq4xl69cM1AE8KTkW69cpC5scX9/Q+2c9NkZlF3Jf/3x2WXKykFL31S1ZVfCQFOYH4yeW7Mdwad692MLk//w1FkGmiKkcg6TmaUZyT96/x7eTKd4bmoEVyn6okkOJhvpCMewNB3HrZBNz7M7FGN/vAFNCPqbInz6vi7KFY/ZQoWKW800NicCdNeFuac3iaFpCAGlfIF993bhSsVc3uHrR0e3xL7I0jVm8w62sbHph6lpJANBlHN9YiI+VyeRrGM853JyfJoT4xkKjsdTxycwDrexq6eXUiFPNptdVXH2VqGxsZFs2ePnZ6cRUGtHuLMzyVzB4cwK96PNZiZX5msvjvAH79pF2DDJu9Vzv86yeVdrL412BFPXmC861IUDpJ3SNYNFQ2g80bMPdUXJvKckneEYjb6ojc9l+JlFnx1FRXq8NTfDK7MTDMSS3NvQjqYJvnTyGMWb5BO1HUlYNgFdZ65cImQYtAQjNAcjVKTHuewcc+USe+L13F3fQtQMMDZX5J/enFiTWfmNwNQFT9zTyZ6WGABff3mYt8au3tfygUOt3NNTt64yGceVFByX10bSVDxZE8AJGDpBU2c6V2ZwJkcq53C4I8Hbeuv4zmsXSRcq/OF79hAw/GBxJ1F2PXRNkClWODuV4+Wh2Q3ZSKzG3tYo9eEAj+1tYqZUIBmwEQjmyiVOZlKM5jMkAzYAutDojsQJGSYd4RivXJjl26+tXCHxv35wP5omKLsuhq7XJq2lQoH5+XnK5fKSckzDMGjt7MDUDU6kZyh6FZKWja2btIWri22pcpGT6Rku5Od5V2svzVaQ0eFhbNsmkUiAEeD/+eHmKZi2xm0+fncHdeEArpSkSkX+dmhjJuRB3eDj3XupC9hIpXCKJSbGx6+9o8+aaO/s4pnTKY5dWK5O2lMf5q7uJP2N1QClVCwwMX7rVvZEo1Gampup6u9CplghHNDxXA+0qtXO3x8d5fwm9S2uxqeOdLKnJVrzOxXA8YvzvHA+xVSmxL199Tywu/6a1jWWpvOp3v3UBexlwjUlz+VcZo7d8Tpf1Manhh8s+uw4KtLjv554GU8pfqX3AO3hKE+efWPbmvVudxrsEHfVNbM30UCh7PHSYIrnzt68TG0iZPL5+3tJhCykUggg51SwDJ3ZXJk//9nQMpW4vsYwnzrSVetRXCuLlz+lQC2sseoLcu+ulBiaRq5UfW9NwDeOjnBqIsu/evduEiFrkz6xz41GKoXnKX5yaornz81syjFDls4fPr4HXdeYm5vDdV1c18VxHBobG2siLBUpyZYq1d5bD0ZmC3TUBfnRiSmOX1w5G/C/f+Qg09PTzM3NYSxk5Fbr1evs6eZ8PsOPxgZx1dLfSsgwKbqVJfkEQ2h8buAwesVlfGwM27Zpb2/n1dE0333t+oIw29RoiQV5z8EWEuFqT+X3R88ye52CHRqCpmDVC/NDnbtxiyWmJiaWbGMY1f7itYqw3G7U19cTjsXxPAmei+OUUUoRicV58oULDM/+/+y9d3Bl53nm+ftOujnhAvcih+5GN7pJdpNsZokUJVLRVNZIjrK9Hof1zLh2PLt/7I7Lpa3acm1NKM+s7fHOOGllW5atoW0FWxpFWgySyGbuHJAzcHFzOunbPy6AbjQyGt3ocH5VJIsX59x7LnDD937v8z5PZcPzm0IGn320F2lVmZ3ZeUbjzY7P51t+DYVCISzLolZrbKzG43HiTc388NL1nw0WsELRYrvucq7j4bYoH7uvg6+OnWd0g66iX1X5dN9dxA0f2hrFYN2x+fLQaR5u6aA3HEe/wRmLHjcn6uc+97nP7fVFeHhsB9t1matVyZo1JioF8madi8X185k8NqZiWwwWc7yemaYubR7sTPHY/mZODGWXu203iqCh8pvvG8Cvq+Cgd0wAACAASURBVLhSUnds/nbkLDO1Mi/PT3K0uQXXYVVWXKFm887+lhVuqGth2S6O66Iuzmgs5YAJcXmAf0l6s9SlFEIsu6nOFet0NwXZnwqvmPPwuLUQi5ErXU0BYgGdCzPX1hVoiRj8y/f0Uy6VGBsbo1wuU6vVME0Tx3GwLItoNNp4rUHj9S0kJadOZzzMxEKFuu1SsxwqpoMCPHGwhft7Ejw1kCKoO0zPzCOlxHXdDWfG0q2tOJrK342cW1UoAlhrnOsiOV/IcE9LGwHdoFAoUK/X6e9MMVuoUarb9DaH2N8SxnZdyvX1Zbt+XWGgLUp3MsS9XXE+dl8Xd3XECBkqfk0jpBucys4tS+l2igRKtknRMpmtlbmruZV8NouqqoTDYdLpNM3NzY3FfDxOJBIhkUigaRqVysZF0J1Cc7qN587NcnqqQMF00Qwfhs/PV9+Y3FLMStVyODdd5B0DbZRLpWUH0dsNx3GWYz+WXFZjsTjReAKfP4BAsi8V4cVL88tdv+uF7crlf658rE8e7+RMaZaTubkNz/9QZz9twfCaheISJ+an8KsauqoS1DQUzwX1jsebWfS45dAUhaQvwGAxS86s81pmevOTPDbFWszTOp2b49cPP8C/feYIl2aL/O1r4yty5q4nVdPhj35wiVylzv/yvkN8eeg08/UqEzTy2Cq2xVpKU8eVvD6a5d7u+OXn47grchhtx6VuO5vGaFzNUj6fogje2d+ClBLDy168LTA0laOdcdxFx+Wd0ohYEaiqusJN0e/3o+s6TS0t1BYlpOcLGS4WsgwubnAdjCbpDEW4py/MUwMJhOJDSguceXCnEMYRALp7eykVCszNrVwMRiIRxKLLYzAUROg6f3Hp7TULxY0o2xavzU/zQCJFV1cXgUAAgE8e7yJXtYj4NDRVYaFc59WRLHPFOnPFGqmIn4WySbZi8hP3tHGsO4HrShRFoIpGhIHtukgkX7z0NtPV3VeAWK6LX9Po3bcPXVVxXRdFuRxzoyjKckc2Ho8zP7873eRbmVAoBAhODC/gSji1gcx/IyQSKcE0d3++9WZCURTaO7vRNJWzU0XmSxVKdZuq5RDxaUhY7vLdaIKGSnPYx3+f2FgOnPaH6InElzdL18KRLh/vGSBm+JBIHCm9QsHDew143HqoQqHZH9jry7htcaTkD8+coDcc54NdB/hf3z/A7/zDmRsSECyByVyVnzjaRqZWZX4bUrUXLszRFvPTHg9gu3JFbIYESnWbP31+kE890EVHPLBulMZGbLfQ9Lj5MTSVe7sSDM2VODu9s5D4t8ZzRPw6A60Revftw6zV0AN+fKqGKyXPT49SsOqULJOp6sou5vlChtFyjmZfkE/3DUDu/0JIE2QNGfoUVavGP4wPIZE81d5Hz7592IsL81AwSLFmUTUdYiGDsm3yt4OnKFo7W7g3+QKoCAyfwY8uzWM6Ll1NQTriAYzFGd2WiJ+nDqdx3MsxNq5sSHuXZeBXNS2URflt6TrIQZt8AaK6Qc228alqo2u8gXRuSUlwp0/gxJuSnBjOXHMn7Ehb7LYvFIPBIC3pVi7MlvjKGxN7VhSuxzv7W8ibdcwNvqP7wnGe6e5H22SuXxGCiG6gKUpj08UzufHAKxY9blEShlcsXk9sKblYzPL5C2/y0e5D/G8fPMTFmSJfPnF9rep7m0M80JvgYDrC3wyfXvXz+VqFxw4kOTWRx5GSqF9HVxVUpSEh/ce3p6iYNvd2JehrDlGoWSyUTcp1m5lCjScHUrTHA2t2Jz3uXFwpuZYXxXzJ5CtvTOB7sJPDbXHO1MuMLEwwXMwtzymux9PtfRyJt+BIF4QK8d8CQEoLKSXfGx9mplokHQjzd8NniRo+OoNR4oaPw8Egf/PKKOPZKq0xP7/0zn0cjif58ezEjhyOJyoFjsSbqdsu+1IhaqZLayywapNEUwS6qpCr13hxdoxz+Qz3NqV5Z7p7+RhFCDRFQUqJ6Tp8afAUJXv3igoBfKznEJ2hKK6U6Fd0Eq9mqTAUQmDb9oaFoqZpRKNRAsEgiqqjqiqWWWd+bpZ6fXcNkfaCcDhMJBLFMAxOrGFgs138uoqqqoRCIarV6m0Tq9HS0oIRCKJrGo4r+fHgAt+/SfJKO+IBAobKQtkk4tc53tPEFwffWvf4Y01pnmjt3rJhja4sqWm8zVGPBp7BjcctyVAxy9+NnNvry7hjaPEH+cl9d/EnPxhaZem/VXqTIZ46kiLoW/sLSyCIBQwuFDK8nplmsrJ6jkwAT7fv41AsiUDguBIhWHYmfXkosywn9OsKfc1h+tMR+lNhfHrDRXInHUWP25ua5fCXPxpeNQu7XX7q4W6a4zpfuPjWluZ9DUXl1w8/sObufa5e5fXMNE+29QAuyCoIP0gHF7dR8IgAharF7333AtAwuXj6SJqyrPPlNTZbtsJd8Rbeke4CwKeqay4wncWOg+W6vDw/wctzkwigP5rkvR19+NTGPrQrJVXH4stDZ67Z0OZKBPBMVz+9kfimC2DXdSkWi9i2jd/vp1qtsrCwsOq4dGsbvkAATVGYLda5NFtiJFOmULM43tPE/d0JLNsim5m/pSIjIpEI0XgCRdUwNJVizWIkU+ZHlzJM7/Cz/EoUIfj4fR10J0OEfBqO6za6za6LdGzm52Zv6s5jZ3cPQlFxHRvHaswYB8NRMmWTV0cWGJ4vX5cImZ3QkQjwifs7CRoapussvj8Vfjw3wQ/nVm/kCuDdbb3clWjZcqFYXZwlNhR1Q7mqx52F11n0uOVwpWS+tnsLD4/NmatVmK6UONYZ41unt7fAUIBPP9hNXyrEWwszzJYaC621ltIFs75KpnclvZE4qUBwuWshaEhMT0/mee7cLJlSnSNtUR470Ew65sd2GlI5Ly/KYyMU0ZApX/v9CMbLhRWFYtzwkTfra77eg1pDprpULDpu4/WsKQoBTV8sumxE5e+h/hIgQEmiCj8oUYj8CrnKZWnnmakC+arFLzzWx68cvJ+wYWx7TvBsfp73d+7HdJx1F5hLi0hFQFsgzIPN7RxvbkMVCsYVC0xFCHSh8vGeQ7y9MMv5wgI589oLlIdTHfRFEhuaTC11uEzTZGYLTp2GP8DX35zi9FR+VW7eN09O8dy5GR7sbeKxA600uS75bIZCYWdzfjeSUCiELRWefXmU6XwVa5cllK6UPPtao1ARAqJ+nYhfI+rX6WsOcay7m3qtxkJmftlB9GahvaOTharDd05Pko766G4KEfEb/MOJMS7dgCiM7ZIIGvh1hf9y7pVNj9UVhY90HaQtGNlyoejIhm/BmwszfKbvLkKa7hWMHoBXLHrcgtiuS9b0isUbzXApz4GW5m2d05EI8NMPd1Ow6/z5xbfIW9uTcSlC0B6MMBBNcjCeRNDY8bzSsfT3vneeXMViX0uYzz7Wh6403EuFEHgjhh5boRGRcu3F4osX5vnZR3uIG35emh3nma5+fKqK7bq8lZ1lsJBdsRlStEyqjkVYGIsOrZdfsIai8li6izcyUxxLfAhhvgWyBO6iOYsDVn2CWKAZn6ZQtxvF0WSuyu9/7wJPDqS4r9vgYDSJ5bpkrursaSgcb2mjKxih2Reg5jp8a2IIRMM+f6k7uPHvTaUrFKM7HFt3QWqoKoaq8kiqg4dTHYyW8nxrYvCacnEvFbI8kGxHSrnuRpCiKFQqFTKZrccAZSvmugHrNcvl+QvzvHQpw71dcd57pBVd17d1/3vB7Ows3b37cFy564Xi1UgJ+apFvmoBVU5PFfjBhTmePJTiSHsHqhCMjQ5vGPtyI1FUlVylykimzEimzMtDqzvONxMXZop89L4OfIpCfQO5b0jT+Wd9R4joxrayEm3XZbxcoGiZ/MWlt3iitYeBWPOyzNuWLlI23tMedxaeDNXjlqPu2Hx19Dxj5Zt/V/d2oj0Y4SNdB/n331gt/9UUhfceSdOe8K9YvDWHDV7LTK8pkdkIQ1H5YOd+esJxHOmiCWXNHU4pJf/j5DRdTUH60xHPgOYOZWkuDhqvRXUbVu+24zKVr/GnLwzuyrU81NfEB+9px3bd5cxOYNkR9K8GTzFfuxzdkPQF+EDnfhJGYNXcnek4XCpmiekqbQEdUfoC2OcvP5h+P0Q+y+9/7zyZ0kqp3P6WMJ9+sHt5w0Sy2LmUEheJoahYtkWlXKFWq+H3+4nH48vzm9crGsZ2XRzp8tbCLHXH3nG3sS0Q5pN9hzE2WAy7rsvIyMiWcha7evbxxZdHtixFTkf9/PxjfdhmFem6qJoOQoEr/uaubTI9NbXnc3zpdJqcrfH5F4f29Do+dbyLnrjG5MTEnl7HEslkkmQyyX/69rnFAvfmRgC/9cxd/Jezr6xrZhM3/Hym7wh+Vdt2V9BxXf7rudeoXbGR41dV9keaaAuGGSrmeKa7f1ufrx63B15n0eOWQyCYquzMtdBj50R1Y13nvAd6Ezy0L8nz06PLVuoAbxZNzua3t/OuIPh4zyHSgUaWocbGX0xPH0kjBJ5c5g7FdBzKtsmLM2O4SBJGgLjhR4hGp0NfjNqJGX4ArMWicilXUxUKZ6e2tvHUkQgw0BplX0uYVMQHQLFuky2bzBRqxAI6B1IRpJSrii1tMULiYLRpRbGYqVf5y0sn6Y828YHO/ejicvFjqCoHIollB08i/xxZ+Qqi/iJu8BfBuAdcl/cMpLg4U+LJQwm+fWaBkxN5hjNlZgo1kkGN8dFhNE1bDqlXFAXHcVbIAkulEqqqEolErquxxdJ7+mgijU9TeWdrN7bjYjoulutQdkxey0xxvrBxl2eqWmK2WqYzFN3wuFQqxczMzKbdLMn6Xcq1mCnU+JPnL/GBe9qo1F3mSgXKdZu67WDZLrYreWR/M729feSzC2Sz12YmE4/HicTjSCT1coVsNovrumiatlyMrpfBmc1m6eruoTMRuOa53Gvhe2dn+LUnDxAMBvc061LTNNo6uqg7kr99deymLxQVIXClJOLXsV1JUDN4OtXJSCnPqcVcxZjh43iyjbsSLahC2bKLacN8S6IKhYJVX1EoAtQch9Fynrprkw6EdvupedwieJ1Fj1sKx3V5MzvDc1Mje30pdxQhTeezB47y/Ll5fnhpZfHXFDJ46nCaI+0x/tu51yjt0LZ/iQeSbTya7tyWfMbjzsRZzAb93tTwju/jQCTBezv2LUtRxxeqWI5LOubnhQtznJ1qbEwJAf/Hh440ikxl9UJMSokr5apNC8d1EVw+p+bY/PXgqVWyUIAPdOznYCy5ZldvWXIpTXCzuKKF0dFRDMOgvb0dKU2wh0HrZTpv8pc/HufXnjyAW68yPb15hqRhGHR3d99QB0TbcXGkpGY6fOv0NLYj6W4KcqwrjqYKpqpFCraJJgTn8xmGSvkV53+m7y5aA6ENN4qWiifHcZiZmVm3SOns6eOvXxljdOHyzxUFPn5fB4WqzffPzu0oPmh/S5iferiHkeGhLckv/X4/zakWhKoiXRerVqdSqZBKp/nuVKMzeCiWpCMYRQC2XHx9CYEQjc1UR7q4UmKbFvOzs3R2dXNptsg3Tk6tmHHdC+7tijc678tzvBLXcbAsC9M0lx1nfT4fhmEgpaRSqVCtXluRqygK0WiUUCSKrhu8OZblmyent2REtZeEfBr/4t395KomzWFf43NAaUSI2dIlu/g5kvQFEWx/07Tm2PzFxbep2BYJnx8pYb5++T1wJN7C0+19ONJFV1QvSuMOxSsWPW4pXOlyobDAP4xd3OtLuWMQwM/sv4dSyeXPfzhC1K/xxKEUqYiPWFAnaGgMFbO8vjDD+C5Ig59u6+NoMn3tF+5xR1C06rwwM8ZctbJikbNdorqPzlCUvnCMsO5jslLg7kQKKRvZo0vGLT5t64Ic15XkqiajmQpHu+LLHQLbdfnm+EUuFld2m3yKykd7DpHyh9adC7pyTm9mZoZ0Og3SRbrziOIfgu8xCLyX+WKNprCPixcubHqdPp+PcDhMIpHYE7t8KSWjC5UVMsnORID3391GzXKwFotIicsfX3htORYkrBv87P578KvalhaxpmmSy+UIhYKoqqBQKJPL5RqP19PHl0+MM5xpmAEdTEf41PEUmpxpRJqoaabzdb74owlK5vZm7n7rmbsYGry0qRw1GAySbmtjqlrixPwUccNHVyhKazBM2bL44uDJ5WNVIdCEQn2xU76EIgQ+RSWo6TyW6mLfYgj7//nVk1c/3J7RnwqTjvpxFs2d4gGdRMhHLKAR9utIKSnXbQo1G00VNIV8jbncWo3sQmbdwlHXdWKxGD5/AKFqGLqKuiQJlpAt1zk5kefsdHHHrt43AgG0JwL0p8Lc25VAFy7BgH95s2K3JOKW4/DC7BivZ6ZRhOBXDt2PoajM1yr8eG4CR7p8uPugt3Hr4RWLHrcetuvyB2dewfFeujeE7lCMj/ce4u9fm+Dh/U2kowHGywUmK0UW6lVGSvnlebHdoCcc46Pdh5Yz2jwnU4/NqNk2VcfirYVZusMximad56ZHsOW1zYoJoCsUAyQ+VWvIRLexcHJcyYnhBeq2w2P7m1fEtliuw4X8At+dGlqVw/hAcxuPpjobi2nEhoYSjuvyH755ln/93gMYuoHtVCjZkvl6nRZfEE1KJkbH1jy3s6sL3Wc0ZOOiIQHf6kLUke7iXGbjeLH4L9t1V5hQbRXHlfy7b5zBdNb+mwng5x/ro6c5xHylzHMzo4yW8yQMP7/Qf6xxzAaP6bruikJYOjOAD0caDA6O09nTx39/dZywT+OZo0l0VYHqPyLqzwMSlBZk+LO8PhHia29Obvl5KQL+7TN3YdkuYyNDaxaM4XCYRLKFgE8H4O2FGb49ufP5QoVGtt7d8TRxn59LsyX++pXRHd/fzUAiZPBQbxP39SRwHfdyR9B1yOeyxBJNGIbBRLbC0FyZ8VyFqVyNmu2sa1p0M3GkPcrQfBlVCP7Fe/pBShzbolopEw6HMQwD2N3sQ1dKfjg7zo/nJrg70cKTrb0YqoqUEst10ZSty1k9bm+8YtHjlsNyHf7k3BtUnJt7zuB2QROCp9r76AnHuVhY4JX5SYrXKDW9kpjhI6Tpy52dFn+QtmBk1+7f4/bGdlx+5x9P89lHewn6VKayNfpbI7yeneTHc1tf1K+HIgSHY828u70XFbFtmZflLDoIrmG+ZLkOtiv5p+lhxsoFKra1vAkW1X2EdZ2f3Hf3ppsmv/MPp/n19+wnZ1f525Gzy7cPxJI81d5HOV8gEDDw+1QcR5JZKKKqKvGmJjRF4T+f+jGOlDyW6lyOwFhvkWg6DhXb4mx+nrFygflaBXfRNAcamz0PNLeT8jfmm7ZSfDqui6ooVEwbVQhOLUbhFGs2qiKIBnQGWiOMLlT4uUd60TUFpOSfZkZJ+4MMxBouzcuznWsgXRdx5bW4JSj+PjL4GSw3jVB9jC5UaAoZxI0pRPH3gJWbYDLwQbLuu/j6m1MEDJWa6TA4v3ksSdin8XOP9iLqxRWzi4qi0N7ZjaKqvHRxjncdSjFUyvGD6VH6wnFGy/k15cob0WT4+cm+e6iYNq+PZjk5kd9z6eluoimCvpYw+qKs+3BblAPpCK8MZfjRYIaKuXsblzeKpw6neXhfEteVZMombTE/Q0MN2XJTUxNNTU3XreO/JFlemt/28FgLr1j0uOWwXIc/O/8mJfvmCMr12Bk/u/8eUlcNzHudRI/tUrccvvTKKMOLi/bjPQned3cr35q4tKlJynqoQvChzgO0BsOENKPRLdumXfzSV6sjZcOAaYOFWN1xEGIxs27oDDO1ywVIWyDM8eY29kUSSOSqzuZ8sc4ffP8C/9M7+5CGzdvZWbpDMQbiSTSh4NjzqHIe3CzCnUf634VQYsvXOFYu8OzwGe5LttIditEaDBPUdBzpgmwUYM6iZb7lOnx/aoTzhc1Nq2KGj6OJNAdjSUKavrwgdRa7vYvNTBQhOJ2dY6iUo2JbKCg8ke6mJRDCcSWGpmA7LkIIpJQoSqP7OT8/TzwRRyAYHR1FURS6urq2vqiWLmBD8b8h/U+B8DfmQXHBvoSofWf1OUoCGfpZUFtAWiCCjOdM/vSFtTu3V/LO/mbeM5DGlY3fe7FYwDD8jOVNXh7K0N0U5IHeJgxdQQgoVC2ifp3ZWoUfTI9smD/73vY+DoSTaKqCqghevDDH987Obu334LHrGKrCQFuUsYUK2cr665TmsI+nDqfoaw4zOT6Kruv4fD6EECwsND67mpubSSQS1+170XQcLOmQqVVoD0avmwuyx62NVyx63HLUHJv/cubEXl+Gxw7xqyq/fvjBFbe5UiLXMAfx8NiMmuXw7KtjXJxtLKZ/4mg7sQR8bez8JmeuzwPJNh5JdV5TntiSlOuFmVFcKXlXW8+mElYpJY6UlGyTr46eX+Ga2heJc1e8hb5IAoFEW7yvkfkyn39piGhA4zeeOogtLTRnHLX6FUAFTBBBiPzPjWJIqIuFkgtKgL8fOcejqQ4SvsByDIXtOrw8N8mP5iZQhMCvaPhUlbxV35EhSEjT6Q7HCKgaebNOwaqjKyoBVWOsXFhTxn4skebxdAtG4bcbv5vEv8dxJFNTUwgh1jSqicVitLS0rN9hdGuAA6Ih6cMegcqz4GxuALQmIoyM/zZ/+NwIc8XNM2QFoKqCVMTPL76jD8uV2LZD0FAxTZNAIMDX3hjntdEcCvDR+zq4uzPOq/OTPD/TKEgNReGB5nb6wgkcKSnbdXrDCf7yRyPMl2pU6g7eom5vMFSF9xxOc39PojHr7Lr88fODLJRXFox+XeEj93ZwIBWhVq0yOzON46x8DwghaGtrIxgMbtgxvxaklGTNGl+48BYukg939bM/2uRJTz1W4UVneNxyuFISULVrCnX22DuUNTosihANu0kPj22iKmK5qwjQ1xJkuLrzmIIHm9t5JNVxzaYOYjGr8K2FWVwkj6Q2d/gVQqAJQUz38cnew7wwPcqp3BytgTDPdPUvh2NDw5xCV1Xa4gEGWiOEfBqua+Er/QdwG3b6xH4L1GYof6lxm5IAoS8OGDa6Cs909SORzFbL1B0HW7qUbYsT840CypWSimNdk+y/bFucyc1v6xwXiVACuOFfQSl9EVH6Imr4ZzAMg3w+v+Y5xWKxYfjDOioFoUHl62CdB1kBuX63bkvIEtRP8OkHjvGH3x9iswlZCdiOZDJX5Xe/fY7+dISPHGunZtZxFp1S339PG0/f3YoACladLw2eYrpawlAUnm7fx75wgkzJ5O3hxu+gOezjG0OTjGQ2l8N6XD8Ot0X58LF2NEVpzLsCtgOpiG9FsdiZCPDpB7tRXIeRocFVM6yGYRCNRolGoyiKct0Np8bLhWUJ+euZaXrC8WvaJPO4PfGKRY9bDp+i8rGeAf5q8OZxd/PYnIhuULRMfIqKvTg87+FxLbhSMpOvYS8GgH7oaCvRgM7pqbkd3Z9f1XalUFyi0S0XuK7Er27961YIQUjTeU97L1mzyqOpThQhlq/Lch3UxZktQ1P4zEM9jeJoqShcwjoHShMEPrp4w8prMFQVy3X47uQQp7dZzF1vTmZnyZk13tu+j3Dst1HcaQSCQCBApVLBsiwURSEYDFKv17Esi2AwuGxks24nJvhxKP0xWLsj0xTVb5CMdPG/f2g/X3srw1vjuQ2PD/s1nhpIY7ku93fFKRaLhKMRpNHI7Rwt53llbhIhBJNX5Al/pPsQ3eEYf/SDS0zm9i4r0WM1Tx5K8ej+5hVzybbr8uUTYwxnyrx7IEV/OkJL2IcjJZqAbDaPpmmY5uVCMhAI0NHRcd06iVcjhKDFf3kUZLxS9L6XPdbEKxY9bjlURSEVCKIglnfEPG5e9kUSTFdK/PKh+xku5kgHQp7MxWNXsByXr7wxsfz/bbEAObO2Qr65HQ7Fkrt1aUCjk9QRjHA43ryjxrkmFD7U2c/fDJ3midZuehd3/dcqZoUzD+ZV8vzqt8A4CiLQ6Kpdhe06zFTLnM9vPoN4o5E0TH5Cmo6UoOidAIRDBsFgF3Nzc6RSKSxHoquCwcFBwuHwxotsodGwxtRptFd34ftDFhGF/4hmPMjH7v0Ej+6L8ScvjK2byfjZR3uJ+RRM0ySTyVCr1TACAaTrYiLpDEbo6ztC3qqjCQXf4t/btF2eOzvjFYo3CY/sS9IRDxDya3TEg6sMrDRFobspyEfv60BXlIYpE5cX3clkkmAwyPj4+PI5oVDohhWKSxhXFIeqEN53s8eaqJ/73Oc+t9cX4eGxXWzXpWDXd7wo9Lgx9IZjfLx3gJdmx+mPNdEWjKDswFHSw2MtxjIVfjh4udCZzNV4fH+al+cnd1QG1Gybe5Otu7ZgcqXL4XgLLf7gmvLrzRCLDoWGqtITjqEpl3PjVh+sg9oO1htX3GhD4P2AtqbMWxEKQU2n6thMV28+GaOUcFe8hT987hL3d8VRVQWhaCiKgj8Q5BsnG66kQVWi6/qydG9TjLsbhaO9i3m9ziSi/iNCoX2842AfQZ/B4HxpVWzDgVSYZNiP4zrMzc5i2zaFXI5CPk8hXyCfzZHP5VBdSa1UJp/NMTc3RzgUomBKJnMVLMfbJN1LPnJvBw/1JWmLB0gEjeUu/9W0xvz4dW3Nn0spyeVy1GqX8x5d172uM4pXYzoOz8+MMl+vIoAPdx8irBne97PHKrxi0eOWRFUUesMxZqtlcubmxgIeN56wbvB4aw9xw89IOc+F/AKHYkl0bx7CY5cI+TQUAWMLVSTw1OEUUnc4md2ZxPDJth6S/sCuWcgrQrnmhV/BqpMONBxK1y0UYTE4PgEoYF9avFGCfQGMY5ePuYq6Y/OticGbMre24lg81NLO+ekS3z4zQ9W0URTBaKbMn704yESuhqYIDncklhfZmyIE4IJ5CpyRq36ogJICWWVnXUcLYZ5AcSfpaO7l8YPdHGiJYDpy2QDn5ESely7N8e7DbeTzea70GEwmk7S2ZNBXbwAAIABJREFUtiKlJJ/PY1nWsvGJELCvLckj+5ppifg4M1XYwfV57AZHO+Mkw751i8QlNiu6MpnM8t/X7/fT1NSEBDT9snvw9aRsW3x7chCA93XsY38k4c0reqyJJ0P1uGXRFZUPdx/k+5PDnMztbEbJ4/oR0Qx6wg2L/k/1HkYRYkdOih4e62FoCu840MJIpsxIpsJb43l+rquXJp+fhXpt8zu4goTh52AsuWvzilvFch1AoAqBRCIQVB0bx3UJaTpxw794zBYQPvA/AbVvXb5N7QHrDOgDje7jFcjFBWlbMMxIaW3TmL3Er2roikrVsjFtlx9eyvDDSysls6+N5lgoW3zk3nbCfn3ZXGRDpA3u4v0oCczgv8IhgKroCBQUReDYRQzzH8D88fYv3DqNsE4j1C46Qw/Ref8xPnF/K//5O4MUajaKoiABVVWXi4VQKEQsHudCMcvhVIpKpbJinq1QKFAoFAiHw/Q2t2z/mjx2jb9/fYJffdd+wn4NARja5c+MpeJ/o42LJVObWCyGoiioqoru93M+nyFr1sjN1RazSoPXpcvnuC6OlPyPiUtIIKBqHI41ex1Fj3XxikWPWxpdUXlXWw+ncnPe9OJNxlS1xO+e/BG/ceQhVEVZDt728NhNXCkJ+xpF0IeOtjJeLmyrUAxpOk+199EdiiHYm3md+VqFV+enGC3nqS26PD/d3sddiUZRsK0CVuigdoIzDiIK/neAmgK5WoEhhMCnanyk+yBfHjrD9AZZfjcCXVHoCsWI6gYly6RgmcxWyzw10MqXXhld97zhTJk/eWGQ33jqEDXLwVAbBd+6CLVRPOsDmNojvDWe59TENHXbYSpfw9AUjnXGeeLQp9B8n0SRJXTnFKL67PaekJsFrRfcMooW5Zlj7VyYKdGfDlOrVlFVlUgkQjqdRgjByews358c4WC0CcMwME0TRVFobm5GVVVs20YIQcBQ8esqNevWC6C/HbAclz/43gWSYR+/8I4+jMWVtGk7lE2HXMWkMxHEcRsGV1dvYCiKgpSSaDS6rDz4wdQIJzKXI1wmK0V+of8YKrv7nWk6Dpl6ha+PXaBoXd6M8NZPHhvh5Sx63PKYjsM/TY/w9g6lZx7Xl9+8+5G9vgSP25i65XB2usDwfJn33dOK6dpcKmR5LTNNwdpYou5TVH56/z1EDeOapKdSSkzXWVFsGqqK67pYrqRuuSyUTbqTQQTguBLtigXk0vmKEExXypzMzdIaCHOsKb19KZp0G53E0h+B7wkIfgRQN4ymkVKyUK/xhYtv7njRqAmBhBVy1qWIo7Bm0BoMMVMtU7RMBNARijIQS9IZigIszkoJLMfBtR1QFLRFSZyuKPw/3z1PrrJxfEfQUOlqCnK4Lcrhttgq05Ern6/puIxlKrw+muX0OpJOIaArESQZ9vHEwRZCWgG99B+BzU1mZPTfgNpGxapxoVikLRAiU6/TFgwT030oioLtOKiKwkuzY7y9MEtlcaPgXw4cJ7eQRdM0otEoRdtirl4h6QuQ9AexHJfpfJVnXx0nX915pInHtdPXHOLJgRTtsQAvXJjj+QvzuFLSHPZxrCvOI/uSK97ra+G4LjPVMl8aOrXi9qOJFE+09lyTNHRJlaAKBUe6vDA9yusLMyuOiek+Ptt/9IarKjxuHbxi0eO2wHQc/vj868u78h43D4djzby3Y59nye1xXbAdF0URWI6LpjTMk6SUjJYLPDt8BoDOUJQnW3sI6cZlmRiNjp2ymIe4FpbrLM8OqULBdl1M18FyHSzXRQhI+oJMVAqcmJsiazZmJ3vDcQ7FkqQDYb7wwhDjiw6Wv/HUQRIhY9PnZDrOtc0OyTo481B/EYKfXHNWca3HtGXDX9p0bF6YGeNCYQEFwaf3HSGq+3ClZKyc57mpEepXSGNT/iCf7D2MrqjM1sq0ByP8YHqEJ1p7qNrWspQ0oGsIAQJB3baZzNY4PZkn6NPoT0VIR32MjQyvyJ5LJpP4/QHGChZ//crYln8F+1vCPHGohXjAIORryAVNx2W+VGcyV+XHg5lVYekboasKH7+/g/0tAXQ5inCmoLJOp1FJIaP/hv98+vU1sxfTgRBpf4i3srMosOqYB5NtvCPdtdx1cqXEdl0c6WLX6pRLJULhMD5/gD9+fnB5HtJj7zE0hZ99pIf2eKOoV8RKmerVSClxpGS4lOPrYxdWjGr4VZVfHTi+440sx3UZLed5Y2GGexIpfjA9Ss5crbp4T1svdydS3ne0x7p4xaLHbYHtugwVs3xt7MJeX4rHGvzawHGCmr75gR4eu4TlOry5MIPjutzf3IYmNsjeuwIpJbZ0ydZrnMrNMV0pUbJNyra1rZnbA9EET6b6+N1vnV9x+29/+K4bY40vJcgaCKUxy7hNTMeh6lhoQkFX1OXi1V4slCcqRYKajl/ViOjGqt/v2dw8feE4f/vqBOdnGnmBigJ+TcF1oWZfLpH++eP7aAqoTE1OYNurN/wURaGndx9f+OEQ49mdRUfoqtgVF9G72mOkoj7ecaAFNfevr7rQOKg9yMAHydoBPn/xzLbv36eo/OS+uwipGpViiXK5TLW69nNu7+jk/HyNr705uZOn4rHLxIM6n7i/i9aYf2uzs4tUbYv/9+yrq7r6CoLfuOuhHRvdWK7D5y+8uUJuuha/fPA+Isb2PyM87hy8mUWP2wJNUegJx3m6rY/vTA3t9eV4XEXBrHvFoscNRVdU7kukkTQWXRsVaEtdG01RKJom35y4tCIQfScs1GtryiBzFYuwX9vWYnJHCNHIV4TFbEFnzazF9TBUdc3upqaoaIrKgWjTituv3He2HIfecJwv/niU0czleCPXhYq5utdWNR1q1NcsFBvnuRTyWT77WB/npgs8++r4msdtxG7FTZyazHNqEh7b3wz6UbDeBiTS/14IvA/TqXMmX+R7U9svFKExRxo1fExPTK5bJC6RmZ/jns4uDqYjDM+XuThX4vxMkarpzTLeSFRF8BNH27m7I9ZQIWzikno1ilDoiyQYLGZX/kCw5SlqV8plyamuqDjS5dX5qU0LRYCiZXrFoseGeMWix22DoaoMJJqpuzbPz2xdruRxfUkYfpp8gb2+DI87DMdxWFhYoFqt0tLSgs/XWAwJIXBdt1E8isaM3dlchjcXZsiaVax1wtS3i+k4a8q6vnd2hmeOtsMNHQ8yV3YXpdvoOEq54SzjRmxoWCUFf/bCILOFrckjY0Edu7axKVEmkyGbzXJ43z78ukLN2p2/006IBvTGfGbwp1DEpxuyXyXG3w1fYLh8ba6yNcfmfH6B7nh802KxXq8zdOkioVCI3niM/tY2njqc5r/+0yXKdW8k40bxwXvauLsjdg0bQJKrRX6GovJQSzuW6665abMkXy1aJgv1CrO1Ctl6Qwbfuhi18/LcxIaPqgrBvU2tNPuDO7xujzsFr1j0uK0wFJX7k228ODvuxTTsMVHdR18kziOpDm8WwuOGIqXEcRyy2cZO/djYGLquL8cU+Hw+/H4/8Xic4hVZY7tJTzhGsb7afKQ/HUFfx3jlurFUKEp7sbu4WCDuuFCUuPJyvWs77goTD0dKkiHflorFiF8jETQYnMpuemx7RxfluoPj7u1n++G2KAWzzv936U32RxLoisJQ8RL1Xdho6AhG6I82kZ2fX/WzQCCA3+/HNE3q9UYnVtcbig2/389YtYCCwi++o48/+sEl6vbeFdR3Ck0hg+M9TZsfuAGqUJadiA9Gk7wj3UnU8OG4ct1C0XJd/m7kLBNXKCAEENIMhou5FTPFPkWlyRdAUxQ0RUEXCr2ROAejSSRrP4aHx5V4xaLHbYcjJb988D7yVp2pSokXZ8awpfeleaNQEHygcz/7owlgm7b/Hh67gJSS6enpFbdZ1uXCrVqtUq1Wyefz7Nu3j5CmU7Z3z1WyLRDmybYenj+3csH/M4/00N0Uuu5h2+uyJEO9xsdfcnR1XQefrq5ye1QEfOy+DnyawhtjuXXvJx7Ued9drZjW5r/7UCgEqsrvf/v8rklKd8q9XXHOFRp/20tXSwevkQPRJux6nXx+ZYcyFArR1tbGQr1KUouhqyqKUHBdF9t1eSM7yw9mGvEiP7PvHn720V7+5Pnd3wTxWMlC2eRLL4/wvrtaCfu0Dc1s1sOVkp/efw9+VUUglou3q2u4pSIxZ9b45sQlSpbJ/clWBmJJ4kYAQ1GQAgYLl/0b0oEQn+gZQFl0K4ZFcy+hoHibuB5bxCsWPW47lmZtQrpBiz/IfclW5msVvjx0esVum8fuYigqDzS3sT/aRFz3eUWixw1HyoacK5fLUdtE1giNWTjHcWgNhLhUXL+o2S4f6T7IiaEsL15cWSymIv514xxuJRRF4F/n/W06DnP1Mi2+0LoL51TEx5OHUhxIR6jXa0xPbiyXA4hEIoxkyljO3m78JUIGybCPv5mY2vzgLRLWDX6qr2F85Fc15mZmVh2j6zoly+QLl97e9P6+PnaOnz9w765dn8fGnJsucm66yGce7OZgOrJxxucarDcffCVSSoQQ1BybhXqVd7V20xGMIhdLwEuFLEFNpzUQJm74URAMxJt5qr13y+ZeHh7rcet/a3l4bMCSNX7c8POrA8c5nmzb60u6LQmoGr/Yf4wHmttp8QfRPVmLxw1EStnINLQsJicnmV9Dwrce1WqVw7GWXb0eW7rM5FcXq//49iQj82Xq9u27aSUEJI0QX3ljgpeHMit+1h4P8NnHevnnj++nM6IyNjLM5Pj4usY2V5LL5djfEqE15r9el74lmsM+hIBHWzp27T5LloktXRTLZmJsjGJxtblSoVAgrBvEjc2ff7M/5ElQ94AXL87t2szzlSzF2nxncghdUTgUS9ITjgPw9yPnGCnlcaWkuqiOiBl+fm3gOE+196IrqlcoelwzXmfR445gadfusXQnqhC8PO9Zje8WccPPBzr3Y6iqN5voccNxXRfTNJmfn6dSqWx+wlUUi0V606ldvaZT2Tmeubcdn65wYviyTHGpA/HTD/ewryWEgNtKCua4bsOJ0XE4PXk56D4RMvjAXa30NocR0mFkeHBFluJWqNVqlAo5fvrhHp59dZyRTHm3L39LFKoWrgvDpd3pRAvgk72HCWsGhVKOen3tOU/XdSkWi3yocz9fHDy15jFLjBTziDbJYweaeeni1jdOPK6N8WyVTMmkNerbtfe1KyWvZaZ4IzNDxbE4n8/wse5DpAMhxsp5jsSb6V0sHF3pzR96XB/Uz33uc5/b64vw8LhRqEIh7Q9xONbM8WQ7DyTbebi5gyfauumPNnEmN4fjGeNsCQXBO9PdvL9zHxHNQPNkpx43GNd1qVarjI+Pr5hJ3A62bZOIx2nyB7m4S/Nn45Ui8/UKzxzsY3ShQq6y8trGshUe7ksyPz+/vKi0bRtVVZedWrfbDViS4EopsW0bRVGW//9GdRYEiwtWTcV1Jabt8uShFM8ca6dCjb8fPcv9zW1ks9lV7o9boVKpEPQZ3NeX4lh3gnzFIlPePBpgN2kKGdzdEeO7uxTR9FBLO/3RJkYGB7fkftqebKEnHOdCIbPud9XP7T/acOaUglOT1+bO6rE9hufLHO9p2nZ8xnq4UuJTVcbLBcq2hS1dDidaiBk+QppBOhBGVZTFyI7bZ+PJ4+bCKxY97jgUBJPZOi9dmOet8TwvDy0wXajRHg3xRFsXR+ItxAyD+VrlukhKbgd0ReFTvYfZH00sS309PG40UkpGR0d3dG48HqepqYmmpiY0TeOt7Bwztd3rVmXNGkII3n+wk6rpMJlryFLTER+/9HgfjmUxOztLoVAgl8uRz+dZWFigXq8jhEDX9S0Xeq7r4rouk5OTzM7OksvlWFhYoFgsEgqFlu/jehaNUkrqtouDy/l8hn3JCA/3NWP44NmRM7y+ME3c52cg2kw0FsNnGA1zli1IUK+kXC6Tz2UJGhr39qW5NFukdANjIgpViwd6m3Bwd+X18s50F7Jc3bRQhMbfuVQq0dncwkC8mdcXVs82Arwj1c3ZqSJvjuXIVm5sMX2nU7UcqpZNbzK8KwWjIgRBTeOepjSnc/PoisoTrd2oioKqeLOIHjcGT4bqccchBMQCOqenLsukHuprYiZf45WhDBG/Tl9zjF/qb6Vi2UxU85zITDFXW1vi9osH7kUXl7tqLpKvjZ9jpro3MqkbwTNd/aQDYU926rFnSCmpVqvb7lA1NzcTDIUQqsLZfIa5fIWJcpGMuflifbv8cHacsm3x2IF2TgxneXR/kvcMpMjncmQymTXPqVQqVCoVdF2np6dny481MjKyHA2yhGVZjI2N4ff7iUQi+Hw+dF1HCHFd5K9+XaXuSN5amGWqOkhQ1Xg01cmHuw4R1gyEgJH5MqMLFXqSIbpa25FSUspnl2NOtkomk0FRFD55vIvf/96FXX8uGzE8X+ZQMsnp/Bz2DjYUD8eb6QhG0BWVpD9IobywpfOEEHR0dFBzHL4ycn7d44pWndlCjUtzpW1fm8e1c2I4S3PYz73dcXw7cEe9GkUomI5D0arzcKoD8NRPHjcWr1j0uOMQQhAP6gy0Rjg73TASuK+7kZN0sDWCqgh+eHGev/zRCAdSYe7uiPGZ3rtxpVx2HrsSn6by5z8cxl506dvfEuafHTjCGwtTvDA7fsOe142iLxynIxj1CkWPPUVKycLC1hbZS+i6Tjwe58T8FD+ancDm+isHRoo53pXu5kP3tHF/d5yZmRlKpc0X8ZZlUSgUiEajwOazjesVza7rLhegAKlUCl8oxFgxiyslAU2jPRjBlRJNUVDF5cexXRdXSvJWHct1SBh+DFVFSla8/13XXb6+KzPj7k22cizZygsX5nhrPMdc8fI83osX5xEC7m6P8e6BNN3xJoq5hW0VjdVqlWggvOXjd4u3xnM8k2znXww8wLMjZxgvrzakuZqQpvPBzgOENJ2o7qNWqSClpJBZIJfb2vyjpmmoqsrvn3llw+NO5mZ490APQsCPLmW80mIPeO7cLMd7Ert2fy6SB5rbebC53Rv58LjheMWixx2Joan8xNF2Lsyex3El0/kqHYkg6uKH8OMHW/j+uVlOTxU4PVVAEdAUarjgLa3JJBIkWK6kUL08kzSerTKcKfOJ+7vYH0nypaG3dyWs+WahMxTxCkWPPUcIsa4ZyFoEg0FisRiW6/DC7Nh1vLKV5K06jpQEDBXTNLdUKC4xOztLPp/H7/cTDocJBAJIKVHWkJ/pur6l30c4HObb08OcyV02PhFAayDM/miCQ7EkIc3AlZKT2Vlemh3HXIwc0hWFf3XkId5YmKYtGCFuNCJyFEWhWq+TW1gg1tK8XJy8NDtO2h/mns4YPx5c3UmVEt6eyPP2RJ6D6QgfubeDYDjC1MT4lgxwdF0n7NfZ3xK+oV20ofkyv/fdC/z8Y73sCyc2LRZ9ispP7bsbxbYp54tMVGcxze3LQwOBwJYKv9cXZpivV/hg/0Hu727if5ya4uKs12W8UUQDOu87ksbdxSrdUBQebmn3Iqk89gQhdzJl7uFxG2DaDj84P8eLF+f5wN2tPNSXXF6A1W2HZ0+MceEavmANVeEzD3UTCMJfDZ3crcveMU0+PwOxZpp8ATShsGBWqTk2Md1PzPAxXinw9sLspuHkj6e7ON7c7s0peuwpjuMwNTW1qQOqoij09PQghWCsXOClufF1JeXXi0/3HqY9GCGXy20r1mMtAoEA8Xi8EVK/SCaT2XJHrre3l5cyk7yWmV73mKjuo2Kb2GssDwSrRXAhTeeXDt5HrVplsF7iO5MrzV9+8+5HODWR57+/unGR7tMUPnZfJ33NIeZnpymXN5fyd3b3cGI0z0imjKYonJ8pEjBUqub1jScZaIvy8fs6+erYWUbLhQ2P7QpF+XBXP6ODOzfFCYfDtLa28rWx89vKBH083cXd8TSFqs0bo1n60xFOTuQ5NZHH3OPMytuVY11xnjnajqZ6m6oetwdesehxR2PaLr/33fN0NwX56H0dyyHSUkrmS3X+8LmLXMs7JGio/MbTB/nq2FnGrth9PhxrJuHzU3PsDRdtW8G3OPdiKCoTlQKW66IKsSibvcwv9h8jbviXC2K5+POlos92HRwp+buRczT7Ajyc6kAg+Ob4JUbLlx31ukNRPtx9EJ/qCRM89g7XdTcskgzDIBgMEo/HydkmfzG4dxs2T7X1cigU37EZz1pomkY0GqVcLm+5w7o0B/mfTr98TY/dH21iuJRbYQD2z3oPkw6E+MroecbKBQxF4aPdAyT0AFXT4Y+fH8TcYvbf0c44P3G0jVqlwvT01JrHRCIRUqlUYwgdgaoITNtB0tio+/yLQ4wuXJ9Ngf50hE8d7+I7U5c4m1979nQJv6rxQHMb98RaGBse3tHjBQIBOjo6+Mfxi5wvbE96DRDRDH7+wFFcCWa1gubzoygqX39z0nNLvQ5oiuBfPtVPQFeX1xQeHrcynhuqxx2NlJIDqTCnJgsoQpAM+1CVhm29rgo0VWF4fudGNZYj8Wkq7+rqYK5WIW/VeWeqk0dausDU6AnHeSTVTsaskjNXh3hvRF8kzke6D/J4upuDsSQHY0081NLB/clWHkt3cXcixVi5QMW20BWFdCBMsz+4whnxSimbIhRUITgSb6Y7HCOo6RiqSn+sifFygaLVkE0VrDoPtLR7UlSPPWMpEmJubm5ZriiEIBqN0tbWRktLC5FoFNfQeCs/xzfHL+3p3NZMtcRD6U7y+fyOIiPWYik25GpTm83OSSQSzNYr2/68uZJf6D9GRDNWRI1I2fhMmq2WcaXLx3sOY9cF3z49wz+dm91WSPxMocbJiTwDHU2kmpuoVSornqdhGHR0dPDczCiulMR9vsbnl6Isfy51NgV5ZXj7hdVW6E2GOJAKsz+WoDUQRhWCjmCEu+Ip2oJhHmpp576mNEeb0jyR7qbZCJBfdLrdLkIIOjs7eXVhhjfWcT/djJ/adxfUTSbHxymVShTyOaTrcKyvlQPpCK6E+VL9mjZGNyJoNAomV0J7PMBAa5TJ3O4bSt0suBJeGV7gWFecgOFtqnrc+nidRY87HiklliP5/tkZYkGd+7ubMLTGgsNxJf/3N05jOzt/myhC8Oj+JI8fbMFyXQxF5fMvDjKVbyzWHupr4j2H03z+4hubSkCXeKSlgwc3mV+QUuJIiek66IrSCMt23W1nMUkpsVyXz198k9JiwfjOdBf3J9u8gtHjhiOlxHVdxsbGME2zYVi1GINhug6vzE/zVnYa8yabE/71Q8eZn5nZVDZ7vUmlUmQUl6+Mru+muRmf6BmgNxLnD06/Qn1xnvHTfUdoC4TJViyifp3RhTLPvjpOzdq5HFQIePehFI8daGkoJaRc/G9DCpu3apzOz/F4untVGLlpO3ztzUlOTlyfztnTh9Mc701Qr5TRA35wJY5loSxmZdaqVRRFIZvNbmn+8v9n7z2D5MrOM83nnGvSe1eZWRYFFHwD7R272YbdoqcoaimREo3cShOSQhO7G4qYif2hiI3YmN2YmA1JM9LIjESJIocSpab3bLpmk+2bjUajgQYKhfI2K7MqfeY1+yOrCiiUQVmgAN4nogKozGtOVmbee97zfd/7rUUsFsMTDPDfz72ypf39qs5v951kYGBg1YWFVCqF2+vj9Ng8Xz81tqN1dm5N8sjBFHd0RRDAbLlB2KsDNl87Nc6pkY2n096M/Id3H3Yiiw63BI5YdHBYoGFY/ODcJImAm+PZEKoiaRgWI/kKn31+EHObd1EpBAdSfqoNc0V61AdOZulIuPmH/tfW3h/BgVCUexNZgpprxeRoNzEtizOFGb4zdhEAXSr8dt/tuFVn1dTh+mFZFuVymenp6aX+fOFwmHA0yjdHL3KhuDuRpJ3gDw7dxeT4+Ib66e0m8XicOU3whcFzWz+Gy8PHD5zg5ZkxfjgxhEsq/N6hO3ltpMBXfja2g6NtoUiBrkp0RaIpEpcq8btVHuiNEw1oeFR11UWwasPgz58+T3UbgnUthIB/9/b9+F2SfG5mU8ZFGyUUChFPJPjcwBtbbsV0NBznyWwvxWKRQqFArbYyoqyqKpn2zlYmTa7Mt9+YWOZcuxWOpIO8/2SW+Wadb46ep2qaHI0keCM/zbvae1ENnb/5Uf9CKQQ7KlL3AumQm0882LMjrTMcHG40Thqqg8MCihTYwFMvD3OiI4yuKmiKxOdS6U366Z8qbbjmZjVsIFdqMFddGT0cmC7ztv1JLCzGqysnHQFN59f2H+dQKE5Ad206OrhdBDDbqHFhoV7GtO1W6pUv6DQFdth1LMtq1RHPzDAzM7MsUuPxeKipgh9MDN7AEa6PKiX3J9uZmpq60UPB6/VSV8Q1a+3Wo2Ia9PjD9IViTFbLpL1+2n1BilWDSzNlmtvIxFgN2wbDtKkbFpWGSbFmkCs16J8uYZotoRHyaMirmqALoC3k4fVdii6+NlLAsGwOdqRwu/QNGfKsh6ZpuFwupJQEAgHiiQT/dunNVe8JG2W6VuH83CwJf4COeAKf10e9Xl8WZbQsi7lCnmJxnkTQx737U+xP+gl7dXRVoioSAQTcKseyIWbLdR4/nOKX7+pgf9KPV1cIuDVmSnWEgMcPp3jscIqnJy7yvYlLVEyDhmUyWinSsEzujGaIeFy8/WCKh/sS3N0T46XB2W0vyO4V3t6X5PEjKTya6hjBOdwSOJFFBwfAslopm//8whD90yUyYQ+feKBnKR21aVgg4MJkkX95aXds93viPn71ni5+PDW4rDZFFYLf6rsdt7L66vn1oGmaPDM5tGxcB4JRnszuc4xuHHaFxbrEYrFIvV6nVqutGhVJp9PUFMmnL75+A0a5MSTwR0fv5cKFCztWs7hVdiKyCOBVNH7v8J3A4nsFlm0zOV/jfzxz8brWiAbcKn/4eB/aKu6TDcOiXDd4Y2yOly7NrrpYt13u743xYE+Y0ZGt3xvJzrHvAAAgAElEQVS8Xi+ZTIamZaIIgW3DF4bPbaiH40ZRpeTJzD4OBKM06nXy+fyqEVFFUYhEIrjcboSiIYVY6KNpI6WgUGni1wS5mWm8Xi+6y42iati0IsBVo8m/XjrD7Dp1sQL42P7b8NgCISTDhTpf/tkolV12sd1tjmaCvP9k+9LcwcHhVsCZ5Tk40OqZODFXY3Sh6H6sUOXZC9M8uD/eijAuXPgPpAL4XArl+s7f0AZmyvzby8N88I6OZaKsLxRDk8oNE4oAmqJwRyzNa7OTS5PA/uLGm2c7OGwW27YZHx9fN1rj8XjweDx4pSSkuZhrbi91brcIaPqS+L1VqJhNfjw5xP2JdhQpEaKVKp8IuHj0UJLvnb1+UdRizeALr4zwntsyeHVlWbaDrkp0Vef+3jh390R56uUR3ppcKcDcmqQ94qXaMJfuAxulXDfRdJ1INEp+dvOp0D6fj3Q6zffGBzmV35qJzUYwLIuvj1xARfK2tg6OJZOkUikMw8AwDBqNBrlcDtM0V7R4CQQC+KMRFEvB71IYGmiVJFz5/UylUtheD3/91tr1laqQnIymCOguYi4P/f39CCHo7ujgsUMpvnpq59OYrxc+l8r7TmQdoehwy+GkoTo40Kon9GgKD+yP0xnzMjVf58zYPNmwl6BHQ1lIbzJtmxPtES7lypTqxo6PI1du8OD+OIVGdWlVtsMXpMsfvuHpLFIITNteSomyAY+ikvL4kELQtEwMy8KyWyY6pm3d8DE73Jws1ibOXjHxDofDZDIZ4vE4oVCIcCRCMBBsRTysErfFO7Bsm/HK3ms+nvL4OBiMbrgX4m6yE2moi0zXKtwRSy9byFKkJBPyMFqokK/sfBRvLWZKdYZmyxzNhABWpKRKIVCl5GBbkETAhWXZFOsGqaCbD5zM8q7bMhxqC3KyM4JHU7g4vfHP0dR8DY+u0pkMM1/Y3Hu82Af0QjHPM5M711plPSxsLpXmeGFmjKHyPNP1KkXbIOYPEA9HME0TKeVS+je0XFkjoTCXSgWSHh8utxuvx0MsFsMfCOD3+dBdOg3b4tVVXFsFcDyS5INdB8l6/ESkig3Mz81hWRYuXaduSd4YW79n5V7mQ3e2Ewu4nPuewy2HIxYdHBZQZKtXV8ijcXtnBJcm+cbr4wTcGomAa+l5TZWcbI+gq5KBbbTVWAvLtnm0u52a2WSqViHp8dHlD6GIG7taqUhJ1hfgTH56yWky6vLQ6Q8hhUARLdt6RUoMy3KcUh22hGVZWJbF2NjYsolqtr2dr50a5wuvjjJbMRiarfIvLw7TGfURVZ9DqX2LdPhBDodTjJaLVMzrJ1SuRYcvSG8wukz83ih2Uiyato0qJSmPb9n1SZGCvlSA5wdy19W4ZL5m8MpQnhMdEVza6sYiihQk/C762gI83JfgtvYIMZ9rKTqqKZJEwMVPLsysuv+VeDSFRw4m+aU7O8iEPdQqJSqbrFu0bZt6vU5nNE7FaF3zryclo8FUrcJQeZ5XZyeJuj0kgmHCoRDxWIxwOIzP7ycYCCAVBbei8cLMGCiSmoCzxVnyRoMiJhO1Cs9Pj1EyGivOczSc4JF0F/npGaanpigWi8wVCkvfcb/fz3wTztykYrE34edtBxKrpkI7ONzsOGmoDg5XoUiJAtzdHeNAMsBnnx/kREd46XkpBPYu3g+ev5hDAPf3dvJwqpu6ZaDeYKG4iBSCX2jfz5cGz2HYFm519QJ+Ryg6bAXLsigUCuRyuaVJ5GLkBdvk0YNh3t4XwrIFlg13dQUJed1g2GCcR5/7j0S8H+UjvXfys9wkP5kaxtwDqZ+PtHXtiajibvDyzDh3xNIrHlek5IHeOD96a/q6jqfSMLEW3vOGZSJgRYshKQXuhccW5/bWFW2FBHA0G+KtiSINc21Ts4f7EtzRGWJmempbbqjlcplisUh3IMzrhev797qab45eXPq/BLoCYVJuH6Ztc0c0zeB0lbuSWQAGyrO8lBvf0HHdiophGBSLq9dgqqpKdY+mkV8LVQp+8XYn/dTh1sURiw4Oa6CrkrBXR1Mk43NV2sOehSJ/AJvj2RBjhSpvju/sSqhlw0/6c/ykP0cm7OHB/XFCGdeOnmOrKEKS8fj55Z7DfO7iG/QGIk7KjcOOsVqtlN/vR5ECWfsKQbsKQl7+kQo0JTTfXNpeVj6LrP2Ak5Hf5VDoJF8fucBoZedMQrbCjyaHeTTdxfz8PM3m3ol47gR1y+S7Yxd5R2bfsnY+uip5cH+CfKXB6yO740a6FrPlBgG3Rr5eZb5R50Aotu72lmXRaDRQdQ1Vtlyw33tbBvV2iWnZTBdrXJopMzZXZaZYJ1duYFo2x7LhJaEohFhWKymlRFXVpR/DMNYVlJVKhX2pFO2+wI6a2mwHCxgoFhgotvoh3h3LoCmSv/j+eY6kQzx8MI5c2G49PIrKfcks+enVo7XJVAqpuXlxYGPCc6/xntsyjlB0uKVx3FAdHNah1jT5zHOXKNdN/t2j+1ekmNSbJjOlOn/344Gl1eyd5kN3tHM4E7yhBjdXY1gWFaOJR1VXrNpDqy/jXhqvw81BuVxmdHR02WOdnZ24XQrM/SewNpg6KaOgn8DW78OQcc7N5fjB+CAN68Y5Lf5673FkuXrDU1F3yg31aj6y79hS/fKVlOsG//lbZ3f0XNfCqyv84eN9XCrnEUJwcB2xaFkW1WqVarVKNBq9YkHwqu1sm4ZhtSKViqTSNNEVicRCuUIkXzmlujKNGmB2dnbd9z8cDhONxfizN1/czMu9btwea+ORti6+c2aC06Nz/M7Dvfh0laZpLRmflY0G3xy9wGTtcjruY+lu+nwhRoZWusUmUymE7uFTzw5QuI41rjvFiY4w7z6eRr+in6JpWQt1/NZ17Yfs4LBbOLM5B4d1EAIe6I1jWBavDM6uEIQuTSERcPG+Exl2K77W1xbYc8JLlZKg7lohFA3L4lKxgHVdjfMdbgUsy1qRohaJRNB0Hcs22dTtSjuE5X43taafZq3Gfl+Y3+o7SY8/fO19d4nz87MtY55wGK/Xe8PGsVt8Y+QChrUyxuTWFIJu7bqOpdIw+f7ZSfb5I/T41n7PLctifn6e0dFRIrEouXqV5hoLClII3JqCS1OQUuB3qa0ehKq6FFUUCy0mFn8URUFRlKXfo9EowWBw6ZhCiKVtFEWhVCqhSElYd+/432S7xFweHkp28qWfjfLT/hzFmsF/+fY5/u+vn+GvftjPX/3wAv/000uEXW682vL3O+MNUCmtXsupuTw8fWbyphSKXTEv7z6eWSEUK0aTpwbP4iTdONwq7K0ZqIPDHsOlKvS1Bfn9xw4Q8bnAhoaxfDKhqwpHMkE++WAPHn1nVxGjPv2mkl2KEGR9AcSuSWeHWxHLsiiVSszPt1K6pZRksllCkQifenag1ZV9M7crq4BtNRgeHmVkZJShS5cozuZ5T8cB3tfRh+cG9AZ9fnqUotnEHQqSTqfJZrNrRrFuRgqNGl8bPr9CbNm2zW89tI87uyLXdTwvDMzy+ZeGl/oqWpaFaZqYprlkopTP55mamsLlcqEIyddHLtC0LMxVRO9OIKUkFmtFOVVVpaenh56eHroXfrq6u7Ftm4i+N8oOrkQVkrpp8vjh1LLosWnZ5CsNQh6dRw4lKdRrDBQLRHQ3B0MxegMRwrqbQqGw6nGFEHh0hePtIeL+vfe6V0OVgnceS/Nr93ajKcvvdYZt8ZmLp0m6b70FIYefX5yaRQeHa9ByQVXojnl5fbSAR1foifmXei9CSzBmwh5+/9ED/O0z/Tu2SurVFW6mRHEhBIotbqlJsMPusmhqs1irqCgKnZ2dFGomf/7tt2gYCxP3zSzTW/kVn8FCocD8/DyZbIbf7DvJ02MDO+IIuhk+deEUALqUfKz3OKlUivHxm7NOazUGSgWaloUq5FLqpapIgh7Jk0fb6Ir5eOqVkes2ngtTJaK+WR4/3EZhdgbDMJYigIsLFADJdJrh8jzFZoP/2X+ad3XsJ+n2Ydqt17KTmR1SSnp7ewG4WCzwlZHzO3bs3WSyVubp8Ys8lupdkWHj1hQ+cm8ntrA5t/CdOhyOc3c8AwLmC632GKshgEcOJlEEDM5W+Ozz16d9yFbpiHr50J3teDRl2RwAoGGa/HBikIrR5LZoatUSDQeHmxFHLDo4bBBdVTicDvHcxRnSIc+KG4WqSKSATz7Qw1/9sJ9qc/v1US5V4aYKLYIjFB02jG3bGIaxzNTG5/NRM2z+4vsX+IPHugm5BULqYG8i2mPNgViZ+mhZFqPDIwQCAR7P9HA8kuQbo/2Umiut/ncTgWCoNM+RSILe3l7K5fLSz+KkWlGUVg87v598Ps/c3NoT7r2EZdvLjF4W0VWFg21BumM+LuV2vuXQWpweneOJI20Ui0VMc+U1WdM0VFXh+4MDNCyThmXyuYtv4FZUkm4vh0JxDoZjOzbxX6xvNEyThNdHzOUhV6/uyLF3m7ploCkCVREY5uUbUyrY6i0oheRENMVzUyO4FIVqpcLY2Ni6xxweHADA5XLRmW0n4FYp1jbew1hXJe84nEKVgq+fHl82rp3Eqyu881iaQ21BVEWs+hlXpOB0fpqk24dHub6p1w4Ou4nTZ9HBYRMoUtAV8yFp9Vy8GiEEqhQcSAV4daiwbZ2XjXg42BZAvUG9m0zbwrStpR5qVaPJVLVCsVmnbDTxKGorkuAIRIctYFkWs7Oz1OuXLfMjkQhDcw1SQTeHUgZK5R8Qte+Ade2+d5dpgudJCoU5VvNwazQazOXzJINh7ky2U7dMJqu7L2AkgpPRFB/oOohm6fzTc4OcnSji87hJRUMkYlGq1SqhUIh0Ok3ZtnhuZoyuSJxUPI4Qgnq9vupr2ig72WdxNZIeHyHNtWo0TgpoC7l5efD6tRFpmjapoIve9jb8oTCBQBC/z4umaViWRTweJ2c0ePGqFhCGbTHXrNNfzBPRPURc7h3tdSulRJcKxyIJcrUq+UZtx469W8w3G9wWTVFrWIzPtcZ7f2+MrqiPoEej1rSYmK+S8Llp94WwanUqlY31jTRNE5/Pz4MHUszXmkzOr/x7RH06B9sCtIXcdMd9HM+Gef/JLNlgjWRA8MCBDg61BWiaFlPF7bXhkAIOpAL0JPwczQT54B3tJANuNFWuKhShtVDyRmGau+LpVc2eHBxuVpzIooPDFrg6qnglqiKJ+nQeOZjge2entnWeuN+17rl2k6ZlMlYpMluvcSySwLbBo2o0qmW+PnyeumWiCsnBUIxH091Y2ChCYAO6k37jsAGEECtaSXi9Xt44O8rRbAiM82AMbO3gdhmPx0N5nSbpY6Oj+Hw+3pZq51gkwdeHL+zapL03EOGxTDdYgi++MsrZ8ctmPgMzrTG+61gbd/d0YFoWNcPkHy++DsCp/BTtvgBPpHvYF4kwNzfH7OzsqpGyG803Ri5wXyLL3YnMimicEIKY30XEp5MvX79o7r++PIJHV0gGXCQCbtIhN+mQn3R7FJeq4LNt3FKlZq0e0fru2EX8mkbWG9zRhbFWNE7hPR0H+Is3X8S4CWoORipz9Cb8vLIg+E92REgG3ZiWzcBMidOjczx2JElA1+gfWT+qeDVjI8N09fQyfZXQ60sFeKgvQSroxjZbtY+SGoo9jmh8GxrPtzaUaTKB36Qr7uP10c23axEC3ntblu64l6ZpE/ZoSCFQFLFh4fdEZh/tvr1nSufgsB0csXiDMJxozC2Nrirc0xPj+2enthVdnCrWaBoWLu36iy9NKmS9QdKewNKkz7QtMl4/v3f4TmwbBksFfjo1yj/1v45P1Sg1G5yIpTjh1Gs4XAPLsqhUKssiD8lkEsOCsxNFkkE3JBPbOMEcur6+WIRWu47yxQHa2tr49f3HeWF6lBenx3fM0Tfl8fF4uoew7ubZt2b48YW1I6TfOD3Bt05PEPHp/PbDvcueGykX+fsLp0i5fTyZ2UdPTw/FYpFcLodhbDxtDyDrDfLJ/Se29Ho2ylrff9sGY51G97tFtWEymKswmFse6VIVwYfu6ODd7ft5amj1Fh+mbTNYnCPtCez4uAzL4tzczE0hFH2qxnStwttScX7roX1IIYj4dKCVddMR9fLyYB6fplE3Nl+3r6oqmio5mgmRrzSwbZv9yQAnOsK4PaBKA1H6FJhr1DVa41jGBL2Jg3RGvYzkq9i2jUdXqDTWXljxuRSOZkLc0xMj4NZQZKuWcrMlFaqUdPiC197QweEmwxGLN4hFoWhYJqozqb4lEaJVuP/9c1uPLr41WaRp2eykR5xhWViWvWDyYCMEy6y/oSUKbZsVCxqKkCiLKbECuvxhOnwhbGwalsnZQo4fTQwxUCzwvo4+VCmdRRGHVZFS0mg0SCSTrQiLlPj9fn5yYYYH98eIenWQnq2fwJxF13s2vPnExARut5s702mOhBN8bfg8U7WNpdCthi4VHs90sz8Q5fToHH/zs0vXbF4OrQbn+UoDTZG4pKR+VZ3iZK3Mpy++TlR382S2l+7ubsrlMrlcjkZjY9G6fLnBc/27b+5zKB3kQDKAvCJl37JtAm5tU3Vpu4lh2uiqZK659nsd1l3cn2rflQUwVUr6QjEGS3MrUoNdUiGou5jexudwu9ybyHI4HCekuZYWUASQDbe+m1dKXE2RfPD2dhQp6L9wadPnMgyD4aEhTmRT3N0TBVrR14GZEqVmnUvFPHdGP4mY+79Yq5hfqfwPgt5f5yP33oYqVQzLRlMEtabFpVyZVwfzXJwpcVdXlGzEQyroJu53Ydn2ivvgVnDudw63Io5YvMEoQmLZNpZto0pJ0zKdiMwtQsvQIbAtsWiYNk+fmeCdx9Lbii7WmyZCCEbzFS5OlyjVDTRFUjcs7tsXIx1ePilXxMLS6jW48sboUlRuj7VxanaS4fI8f3/+Z7yn4wAdvuBSXaNTw+GwiG3bREOCljyywbaxzRIPdC8KngYYm6lTvAprClXdv6ldarUaQwMDJBIJfmXfUU7NTvLs5PCmoz6dvhDv7thPsWLwZ985T6mxOWFk2TCUK/Ox3pP87flXVt1mtlHjcwNvEFB1nszuo7Ozk0qlQi6XW1YDuhrzVYOfDa/eymAnma816Yr5cF9xT1OE4M6uKGOF0V0//0bQVUln1Mvfn39r1ecjupuP9h5D2cV2QJpUeCK7D7+qc6YwQ0DTuSOe5kAwimXb/Nc3X9y1c1+Lg6EYUVfr/rDaHejKv4oUAl0VK9xSN0O9Xmd0eAiXy0UqlcJSNPYnA0yUS/xocpiT0ROo+klovLrmMWTtO7j9aZBxVKW11OpzSQ63BWkaFlIK3nGkDf0GlXg4ONxsOGLxBiNEqyPd4iTaEYq3DpZlc2oLdRNXc3G6vKqZzkapN01+9NY0zw/kMK3lN/GIT+ddvvR2h7iEBD554AQVs8kb+WmeunQWC5snMvs4Hk1SNw00IR3HVAcEZmvCV/3yFY/t4PGtPJq2tSNOT08zNzfHkUyavlCM/9n/BiXj2lE7TUoeTXfTF4zxo3PTPLtOyum1+PRzl/gP7z7C3fE0L86s3V6jaDT4t8GzuKXKk9keejo6qNdqzMzMUKvdWNOU9oh3RR86TZUcy4Y4MzZH/3TpBo3sMgdTASqGQXGV97fHH+aeROa6XLM0qXBfsp0HUh1Y2Ki0ou1NyySku5hrbM+wZSuoQuJSNj8nKRWL195oHYQQpNNpCkaDz104ha5IamZrweXZqSkebvsYwv+JltFT/RlE5anLO+u3g+8jgApXGRJZtk2h0uS2bGjF59LBwWFtHLG4R2lYJppY23XLYe8jpWBgByZD87Umrw7lOdER2dJKqJSC10byK4SiAD5xfzf6DjqtLk6o/ELn3kSW4fI8pWaDZyYHeW56hJTbx/u7DjoRdAcQKrjfBo2XwdyFKJNVYDsf7UajwfClQbIdHTyZ3ce3Rvspr1OHlfUGeE/HAWoNi//29Hnmt5lmadvw9VNjvPN4+7picZGaZfDl4fPoUvJYuoeD2SzNZpOZmRkqlQoejwchBJqmwc60gb0mpZqBadkr3gddlfzqPZ2cHp3jq6fGVlybrhdCwB1dUQZKsyueuzOe5oFkO7Z9/doB6asIM8u2ieju6y4Woy43T2T24VY2P030+/243e4tLVaEw2FisRg2cCY3g4G1rMb15dw4Ly8418ZcHj6+/36ofgvsMqj7W0JR6KseW1Ukbz+YwFyjvYuDg8PqOGJxD9K0TIqNOjatWgmnpvHmpGGYHM2GGZ+b2Paxvv76OGGvzr6Eb9Mua1JApb6yuL8n4cejq8vqiXYSG/jFroPYdiv1TAiBaVut6OJVn+mmZWJbNrrauiTVmyb6OhblDrcItgkyumticScm+eOjo2Tas/xW3+0Ml+f56vBbNK+oIwxoOnfHMxwNJ/jJhRl+cG562+dcpD3qZaw6v6l9GpbFN0f7+fZoP4+muzmaTmNZFpqqUltIhx0Y2kZ67ybIlRuspQNVRXIkEyLo0fjs84PXTTAKAT1xH7e1hzmUDmJYFt++uNK187ZIck8saF1vGd3m8fFAsoOsL7DQImrz3yEhBO3t7dTrdcbHx69pwKTrOrFYDF3XEYrC518ewaUqPHk8w7m53JqLNA+3tQMC1H1gDEHgt4HV+xs2DBPbhqHZChNzVe7ZF2v1MXZwcLgmjljcgwgEY5UiipDE3d4bPRyHLaKrCvd0RzFMi2cvTNPcZrPgb54e5/ce2b9q3chamJbN2fHiGhMOm13SiVekVy8f7dW/Ny0TRUg+df41frn7MC9dKvCdMxPsS/h524E42bAXIVrGCQ63KrsU5rIKILbfGNuyLEaGhlFVlfauTg6GYlQNg4Tby+FwHL+mM1tq8N9/0M/sDreDaI94OVO8dlRx1XEDT49f4unxS/xCZh99oRj/77fO7eTwrslovrJuCr2uSjoiXu7bF9tWyu61WE0gTlSLfGHwLGPV1VMmt1N3d7NyMtrGQ20dKGJ79eViYXHQ7XZvaMEmkUgw3xScHSjw3MUcDcPCqyu8S7TxOwfv4Fuj/bxZWP75+EDnAbp9OmL+T8EcBtfbAdl6s6+iaVo8/eYkLwy0Isi3d4YRu1iD6uBwq+GIxT2IKiXHoykM6/rbizvsLJoqub83xr37Ynz79DivbsNUYrbc4JXBPLd3Xjsd1bIsmpbNxFyNb55efbKZ8LvXXPW/XmhSoWmZHA0nqBkGi/OKi9MlBmZK9Cb8/Np93RimhSKFE2m81RA6KO3QXL1lwbawqwAoirIj/QgNw6DZbPJQqnPBj0fwo3PTvDiYYzcu1QKI+XQujG2/gf3zM2PsD0W3P6hNYlg2Q7MVehP+NbfRVMmdXdEdEYvJgIuoTyfi04n7XSQCLsIeHa9LpWGYjFXn1xWI0OqH+Ui6i5Du3vZ4dgJFCALaTvphr87RcIKH2jp2NJpq2zaJRILR0bUzB1RVxePx8BfPnKXSuPxFqjRM/p+vn+WP332I2Xp1xX5vzefp8mVQ/L+JqH4ZlCStqvmVKELw8kJfSMUxt3Fw2DSOWNzDOBbMtwaLdtzvPJ4h4NF48dIs1XV6Pq3Ht94YZ6pY41BbkM6YF0UKFCFoGC1Tc02RFCoN+qdKnJuc5+L0yh5z77mtjbu649t5SevStFqvzbRtVCFWpFE3TBNFXE5v0qTCA6kOAH6SL3BXd5SE30XDsGgLu7k4XaJuWPSl/CgLYnFxIcWyW60/9kK6mMMWEAoo2+ileC2sEm63+5q9FjfK6NAwAJFIhLri4/mB3Ws/EfHpGJa9qvHKZrmRUbIXB3J0RryoytqLPT6XysG2AOcmtmaMcjgd5PHDKfwuFcM0wbawjCb1epX52QJztk06neYrw2+t276k0xfk3R3799T1RJMK3f4Qr+e37qp9LQ6GYjyW6d7x1y2lxOPxEAgEKK5ieuNyuWhv7+DSTHmZUFzE71bRpWS6erl1iC4VDofjNEyTvz3/JkdCCd6W+lVk9ctg1wFlRXTRtG3efyLLdKnOvT1R1N1KqaF1fxOi9Z3TpIJlW04pkcNNjyMWHRyuE7oqeWB/nIcOJMiVG0zN13jm/DTTxY0bF9g2vDKY55XBPF5d4aP3dlEzLF4fKTBeqJKvNJaluz52KIlbb92obAsOpwMEPPrCsXa+yN9euEG+MjNO2WjyQLJ9xTaqlK0+jguCT5WShmmgCMm9+2IkA26EaB1rUWg3DHNZ7YxhW5SaDVyKSkBb3czA4SZBhHbv2NYcuu7dMbF4PWkLuZccILeLjX3D0u7OTRT5h58O8NF7OtEUibZKnZiuSt5/Mst//d75TS+kPXQgwYP745TmCwyOrS3em80mb2/r4vsTgyueS3v8dAfCdPpCSLH3Fmmzu9jo/d5EtuX4ukuCRkpJPB5fVSw2m02EgJ/0rx5V9mgKhm2xPxjlkXQXxWYdTSp4pU7TtHioDT7T/zplo8E7s+9DVD4Pvl8Blt8TNEVyLBukYdq4t9GCaiMIAZ86/xptHj+PZ3q25Cbr4LDXcMSig8N1ZLGgPhV0kwy46GsL8PSZSV4anGWzi/+VhsnfPnNxzefTITcPHkhwsdhKvxEI/G6NqakpotEoqrrzX/9F8Xk8kmzVSYqVolQKsaJ2UVdUbNumPbJ6je7VzZLdirollz6HPYZtg7WLzeGtWXQ9vHvH30X8LpW6tUNi8QZGFjtjXm7viKCp6/du1RXJHz52gE89O0C1afKLt7dzenQOtyZRhMC0Wymt89Umlm1TbZgkAm4eOpBgbHT4mr0lc7kcx9pSK8Riyu3jl3sOoy6IxL2Y6q5LBa+qUVnHjXez+FWNX2jfT9rj3/VIqqqqSCmxrsrXtiyLXC7Hh+5s5z9/89yKqG+9aeJSVB7P9PDjc9P43RrYNj86f4la0+Jj93fxKz1H+ccLpzgajtLhfghR+zG4HwSxPHVXSol7l9cBbNumfz5Psdmg2FJVMuAAACAASURBVJzFtm3e2b4fRy863Ow4sy0HhxuEEAKXqvCOIyne1pfgpxdm+NlwnlpzZwqg/te3txqSf3nocrPpPzpyD6VSiXh899JQAbQt3B334iTNYbdpgrl9t+A1sabQtL7dO/4uoiutCPxOYLGq78eu80t3tnOwLcBIeZ4vDp0j6w1wdzyz6vVBVSRSCu7bF8O0bTrCbtqCOvZCvamQAnEggSIFUgpminV8LpVSaf6aQhGgXC5jmxb3JbK8nBvnZLQNXVHIegPYduv4exXTtkh7/PQXt1+/CtDlD/G+jr6FMobdj6Tato2qqjQay1Oq3W43hUIBn9/P7z7Sy1/+oH/Z8/M1gy++OsJra9T6f/qng/zxuw6ScHt5avAtfv/wCVT7DMKcbdUwiuur0ixgunY5Zba/mMewLfRN2dI5OOw9HLHo4HCD0VUFXVV49FCSxw6nmJqvMZgr8+KlWQqVra8kf+nVEd51W5q3t3Xyw4khoLWwvxvppw4OW0OANQNqN7Z+JwgXov5TMAZ25uhWHlXb+aia1x9gMre7De8TAfdS/e92uVGRxYNtAT538Q1m6q0J9GS1zD2J7JrbSyE4mg1TbhjUalXGx9d2gk2nM9RLZWZnV/ZIXA1FUajVatwTz3B3IgM2rdR2275ufRS3iiYV0t6dEYsCuCOWXrWn425ypVAUQpBMJgkGg0xNTTE2OkpXVxdPHk3x7Tcml+23llBcpGnZuBQFC/j8pQt8ZN87oPyv4PsQ2AKuY1qxZVsrUsfVPZjW7OCwWRyx6OCwR1hMtcxGvLSFPNzdE+PcxDynhgsMzlZoGK0og6ZITnaE2Zfw0zBMTo/O0T9dXmZicVd3hM6oj/F8jTvjGU7np8nXq0gpaW9vdwSjw95AaFi+TwIWQ7kmddOmL3kSzGFE9ZtgnN/e8c1JNK9nJ0a6RCwWw0Dy1VMre/PtBB5N4Zfv6qAt5OapoTM7ckzLvv41i0G3iiIEufrlSEvDMhkpz9MdWDs1WJUCjyqZmFo/PXl8fHN//66uLqSUK4XhTXAdlELQ6QsBw1vbH0FQd3EoHONktO26ChjbtqlWL7uZer1e2trakLLVRzcejzM/P8/4+Dj39rTz3Tcm1zUhuppCucG9iSzD5XkmqmWemRjnobYPIarfBdd9IP0rUlJ3A9Oy0KRCfUEsalLytmTnrp/XweF64IhFB4c9iCIFCoIj6RD7kwFUKbg4U6LWMDnYFkQIga5KLNvmYFuQmmHxry8NMZKvko14ePJYG2/N5SjR4Ge5InONOtqi+6imIYTAtFoOqsaCIY4iBYZpoyoC226ZYuiKdESlw65g2zZz1SZ//t3zyyaHbk3yjiMp7uj4HUTpb9YRjAJEYOFfcfkxrvw/sKmp5/qoqorPH+C7Z6epGzvfLyMRcPGJB3qYa1b527dewdjm2BejSJqU193e5r59MSaqpRU9Xl/PT5H1Bdapk7OpV8srUha3g9frRQix5yOI6xFze4i5PORWaSNxLT5x4DZ8mo7gxjhHezweenp6MAwDl8u11IdxkcXHLNve9Cf+H35yiT98/ADv7ejjS0PneCk3Ts00eCL7BGLuP4Hn/aAdAbm7Rmg2NmWjwXi1BMATmX3sD0YdV3uHWwJHLDo47GGkFLgXbu4HkgGAFWYxLk1BVyUfu7+Hz780xDuPt3FqdoofXmXkYNjw6Qun+Nj+26gZJp/68UUapk3QrWHbNuNz1SUnVQH0Jv380h3tKFI6PakcdpymafOV10ZXTA5rTYuvvjbOTLHBk0d+CzH/XwAbO/iHYJUQ9eex1d5WTZISY0kMLlMll3+pVipsBEVRlrXZkFKSzrYjFRUhRKvPJ61+p6u1pNkJHtwfZ6ZR4t8Gd6bv5G3RFPcmsuRKDUbyG/s77BQH0gFOza1MIz0/P4tvQuehtg5UsXIxSgixwghlKwgh8Hg8hMNhvN7VjbNuJhQheW/HAf7xwqkVAnw92n1BfKqOfoPaNywKQyklmqatus1ie423JjffOsWy4C+/38//8c6DhDQXc806pwvT3JtIEtRvQ5Q/A6E/Bju2qympUkhenx2n2GwtcmS8AUcoOtwyOGLRweEmYb0IXyvSKPjwXZ0gbWZWmRgK4KP7jnFqJM8XXrncJDlfXr6CH/HpHMuEKFQbXJgqcbw9jGlZy1pXODhsh4Zh8sbo6n1AF3nuYo6YX+fOzj+C5hkaTZVSyUUw8CTVmoFhmMzODm5bWIRCIYKRCJqqYtoWi9ZPCpL+6RLPnB+l1jSpNS3K9Z1xJ10NIeBQOshTg2/uyPFcUuGhVCf/9tLIlibh2yXk0RgYadWb/UKmh25/mC8MnWN/MMobhWmmLpV4X0cfuqIsi3bZto3b7d7SOYUQBINBAoEAbrcbe6Ee8VbIjpBCENBc3J3I8ML0xlNwEy7vns60lVISiURACL70s7XdvddjsUSjecW1oNA0CSpBoAmVL4DvYyB2NiX9SqQQHI8mma5VGCnPL2XyODjcCjhi0cHhFkJTJXXTIOnx8UZhetlz9yfbkULwxujcmvsrUvAHjx5oWdMbBrONCsOlOdp3sc+Xw88Xlm2jSMkbY2t/Dhf52qlxksEu2sPHmRyZolarkdvBThuZbBahazw7PcqZfOv70hMI80RmH3/69FuUdlEcXk1n1NuK8C+ksW2XI+EE5bpxQ4QigLDhQ12HGK0WORSMUalU+LXe4zQarRoze+EaU2o28WuX0yOllLhcm68xU1WVbDaLpmk3dbrpeuiKwn2Jdl6eGcfcoGlRvlHFtG1Wj+ndeIQQmKaJqqo82Bvj++em190+7NXojPqI+10kgy5KNYNUsNWT1LQtfufg7ZSbTVJuBVEZae1kXASx+38Bl1R5X2cfY+UiQ6U5+kIxhBCOR4DDTY8jFh0cbjFcisrRSIIef5ih8hzFZoM2j5/eYIRyucyv3N1JrWkxW27wmecuYdrQHfPy8MEkEa/OfKPO31342dLxfuPAiRv4ahxuNaQQIOD9J7P86XfPYdlwR2eY/akA3z0ziU9XmK81mau2hNqbYyWS3gi12s65j3o8HhJtKZq2zWf7T1MyLkfXB0tzqFIScKvrisUDyQDZiIeIT2M0X+WFgY25cq7FTKlB3bB4ItPDd8a27wYb0PQbmj4uhcAolelweSiXy0xMTCybOEspCQQCxGIxGguur4uC0bZtvF4vlWukEKuqSjKZRAiB2+2+6esSN4JpW2S9AYbK8xvaPlevouxxoaJpGqOjo7ztQJbx+Rpnx1df4Ah5NH737fuxTAPLNDCaTTI+DVVX0BSNj/YeQ7VBrzWw3W6EvfD9tWtgLbTT2EUW006fnx6lZhrE3V6qpkHTMunwhZZt4+BwM+GIRQeHWxBdKuguhbDLjbGQmlOpVKhUKhQKBVwuF+lIhHv2xQB49FCKiUqJS5VZvjV6ORUorLvxa7qzKuqw42gq/Mf3HsG07CUb/8Pp1oRqvtbg//t2qz/o6ZE5njiSQlEUTHPrrSSklKRSKSzLwuP38fLMBM/PjC5zEYaWY+fz0yN8/MFu/vy756k0Vp7zw3e305P0M1OrUGw2eCAZ5bEjKd4cm+NLr47h11WSQRcXZ5an2cZ8Oqoiua09RKHS5NWhlsD82P3dxAIu3hwt0pcJ0xeM8tb89sTnvmCEVy7tTF++zZIJtdL9rm5rsdjCw7ZtTNOkUChQKpXo7OxEIGhaJppUloTk1WJR0zR0XUdRlKU6N+CWF4hXokpJ2uvfsFgsNht7vn2Dbdvouk4ul+Mdh1NcmCpxW3sYRQimijUGcxWEgI/e20WjVmViFSdcVVWJx+OMz8xgGAaq2kbAdQeieaq1QeMsuOO7Wrdo2zZNy+L9na3erhY2lUqTXL3Kqdkp7oynyXgDrQUzB4ebCEcsOjjc4iyuZKpe79Lqu2maSCl5oDeOIgUX5mb58vBbK/b1a/qeTmFyuHlRpEQREiFtTNtiar5GzO/Cxub0yOUU1VLD4NJMma6uLgYGBrbcMzCdzTBnmTSweX5ikNP5tdPdnp8eo9sf5tFDKb62SouM7oSfpy6dZeKKlNGU28cHug7yv7+zD5eqYNk2hmnz2lCBc5NF3n08vfT6JqtlDql+njiWwrRspmplBkp5jnVEma8YvKt9P2+deWFLrxNatv0eRSVX3jlH0c3wjiNJisWNpb8ahsGlS5fo6uqiiY1tt9ItrxaA0WiUaDS69P7fKrWIm0URknZfkOc3Ubdo2BbadW5QvxkURSGRSDA5OUnUpdIe8fLOY2mkgMFchU//9BJuTSHmd9F/YWjVYxiGwcTExNLvpmkuTz21coAJ7K5wVqXk/FyOfcEImlRo8/rJeAMcDMaYqlUwbQu5h98LB4fVcMSig8PPEYsTMFVVW6u5quRiMb+qUAQoNxtcf9N9h58HLAvGi1VURaCIVn/BUrWJZUNfyk933MfgTJlXh/O8MTZHZ9SLruvU6/UtnU/RNH48NMBIZWMipr+Y58HODo63BynWmvy37/UD8OTRFE3LZPKq2sLJWpl/vHCKpNvLfLPBfKPO/mCEu7MZTnaHGS7P8/mzp5dSLqEVuY+63FwsFlCEoDsQJu5vRfJDms5cc2tir8cfxqNqWNbWhPV2CLpVOqM+RkY23hPQsizGxsbo6OigaVs0TBOfz0c6nUZV1aU6xJ+nCOJ6tHn8KEJsqG4x5to9U5fdQBECr6ZgWjaqKon5dT7+QDfnxucxTAu3272hlHRN08CcufyA9AG7K9KEEDRNc5kZ3GJqtVfV6PaHcG6nDjcjyp/8yZ/8yY0ehIODw/VHCIENBDQXk7Uyc42Vk/BDoRhdgRDKdUhjapoWlmUjsB1TgJ8DpBAEPRpGrUyzVqFRrWA169hGnUQkxHSzRCLk4rG+DNmYG7em4QsE0HWdarVKOpshkUzhC/iZn1vfLCfT3k4Nm2enhjfcdmCsUuKF6VEuFvPc15blUDpIxKtzKBPguZlRpmsr6+kM22KuWadmGti06sVez0/x0sw45+dnV0zua6ZBvtGa+NrAWKXI4VAMRVFo9wY4lZ/a4GiXU7dMbGzu7Ujy0/4ddAQCvLrC/b1xPnxPJ0ezQV4ZvJzq2hn18jsP76NULDI/v7E0yUWEEPiDIcp1i7FClYBbw+txLwlF51pwGcu2sWybsQ0sfDyS7ibu8t4UqY+Tk5OEQiECHhchr4YiJW5NIeLV6Yx5cWkKlmWtW8vaSjdP4ve5EI0XwFxw/nbdBWrHrr8GRUoCWqun45X3TSkEcuG+BnBuLkdQczku4w43BU5k0cHh5xgpBLqi8N6OA/zzxTPM1JffhNs8/l1v4mxaNrZtU6g0CHk07CuWXi3LcqIJtyhStvrp1et1CoVWiwVVVfH5fAgh+NbIRWrWZYOZI+EEfk3jaDjBvt5e+udneW6snw90HiSRSDA9vXpaabKtDVOVfK7/9IYdJBdxKyrtvmArjc+ocEdnGKEKKsbupHeOV0v8LD/J3YksIW3zjqCLlJoNTuenOR5JIWHTjc7X470nMhxOhxgqzZHy+5Y99yt3d1DI51fUKm6EdLad06NznJso8sE72pFy6+LGtu3We3aDegvuNrqicG8iy5nCNGWjue62Hb7gTSFIFlumlEolumLhFYsDuqpg2zYez+qRUikl6XQKr9cFxjCi9A0wLlyxQWw3h7+MKz93lm0vE+qKlDQtk2KzTsMyl+q1HRz2Mnv/CuLg4LDr6FLhV/cd5eFUJwm3F4+iIoWg3Rfcco3YejQNC8O0aBgml2ZKDOXKJAJudFVBkRLLsjBNk2azNRHaiSbdDnsPKSXxeJze3l5isRjd3d0Eo1FemRlfJhQBzhSmeWF6jL8//xp/8eZLfGX4PNO1Cl8dfotQOLxmuwWXx82zk8PUzGu3wQhpLtwLkzdFCD7cc4QHEllyU9PkcjmGBwfAZkPH2gopt4/bo23Mzc1tOxI016hh2ia/80jvDo2uxVMvt0yBXs1N0DQvfy/v2xdDkytNbTaKVBReHWpFKV2KgSbWF0HLsC6nJRbqNV6fneKfL77BRGVn2pDsRRQheG9H3zW32/vxxBZCCOLxOKFQaM0oshACXddXFYw+nw+v148o/jWi+OdXCEUFfL+2q1FFy7bXvEeNV0rM1qs0Fsy5DKu1iHF3IkvZaKww2HJw2Is4kUUHBweEEKhCciLWxm3RFIoQNCwLj6piWtaOWK/bto1h2ZRqBsP5CuOFKrPlBn1tfm7viFCtVvF4PDSbTebn55mfn18Si4FAgFQqteUo46JLnRSg3qLRhpsVKSW2bROJRLhUmuOLQ+euuc+VdX/uhYUNVVVX1DN6vV6klFwsFpY9fiKa4qFU51JqmBSChmUiEQhaq/+2bVM3mgwNXFq2r2UadPiCTFSXO51ul5THx6/2HGU2l6NareL1+a690xp0+UL8YlcPUtjo3h0cJHB3TwTTtigbTbQFYZ0I6Dzcl6BQ2Lr7qmkYfPyBHjRpY5vjYJdA9K3uXmkbgNlqiWBcgvor2K57GKhn+OLg5c+PV711rbkUKUl6vMRcHnL16o0ezraxrFY9om3bGKaFqqx+rRdC0NbWxtDQEKZpEggEiMeCKIoAbGytD7EoFLVD4P0wSD8IfffGbrdMulxXxV+alslLM2M8nunBviIBvtRs4Nd0Ii5PazH2JkgRdvj5xhGLDg4OQCstsFg1+LPvnENXJff1xjiWDRH2bj0d7koMy+bvnrnIxPzlKMCBZICTHREGBwfx+/14PB7GxsZWTPqLxSI+n2/JKh9akwshxNLPIs1mE8MwUBQFXW9NEIQQXCzm6QmEnYveHmTxPez0h9ClskwMXouJaplis04ikcCyLJrNJql0BpeuU62UcSkqLmX5MeMuL81ajcnJSSzLwrIsdF2n0WjQ3d3N+VyVg21BxoZHVpzPtm10ufOfoifT+5ifmyOfz7f+HsBdsQwv5TbuegmQcHv5pe5eqHwRUX8JJfx/8sHb03zh1XGg1dT8HUdSxP0uvvn6BJdya4veVNBNNuzmlaGW2D6UDvDo4SRPXTrLZLXEXKPGv3+yD10K6pXSUjrxVhgZGgTgwP5ORPWbYAxD8N+DcC9MpgUYQ2BOgTUDzfNgXvH+aH2YVtvSr25FxaPe2t92KQTHo0l+MD646vNHw4mbJhVXWVh4MCwbbQ2hCK1rhaIo7Nu3D8syUBQNu/JlRLUf7Eqrn6Lwg/83QG0H9F0VY6Zto0qJvYaZ1Ls79reuGYq6sL2Fe+H/mnBqcR1uDhyDGwcHhyXqTZOgR+Pdt2X4lxeHeX5gFpeqkAq6UbZRQwQwlCvzbP/MssfefjCBTxhUKhUymczS4+XyyglsqVRidnaWfD5PLpcjn89TKpXweDwoSqueJZfLMT4+vhSZDIVaffuEEAQ0HSnEdTHrcdgahmWxL9hyDl1M9bwnnuFd2QPcm8hyVyzDaGWe0hU1g4ZtEdbdpP1BPF4/kUiE6VKDct0k6PcwWqjyYKadc3M5ugNheoMRQrqboKIxVygspVkv9nCsVCrsyyZ5eTDPgY4UpeL8slTsaCzGmcLMivre7SCBR9PdTE5O0pZO4/f5UFWVDn+IF2Y2JxY/sf8QauPHiNr3ABPROEUy+SiDs3UKlSa/+0gvlmaQN6o8tK+NV4dmaZorJ7q9CR8ff7CH7oSXEx0RirUmH7g9y/fHB7lYbEUQTxemORZNENRdjIyM7EjKuqq6cPn7ELUfQOOnYFyE+rNQ+QI0XoDmmVY00b7KQEc7yqwZX+pPeSQcp9sfvinq9baKFIKIy8OLq3xGDofjPJ7pQbuJzIFqTRNs1owqLrK4uCSlAnYDgQX177fEovBC8H8DJdWKJu7ia7cX6hFt2171c6aIlpd41TQ4O5ejzeNH0Pq+NyzTyXJxuGm4tZfdHBwcNkXAo3FfbxyA/+WuDp5+c5LvnJngru4opmWvKhgt28KwWqura9VZ2bbNSH7l5Lon5qMyn0ddiAAIIfBdI/3uyglpo9FgaGhoad8rn7Msi6GhIXw+Hx6PZ8k4xWHvoisKCbePj+w7ymf6T9MXjHFHNMMzb01zYarEsWyI9/X08ddvvbJsv4ZlMlOq8Zff71/1uB++p4PfOHCCumkyW2oS9+lr1nIZRkukfv31cdpCHiKRCDMzrUWORDJJw7LoL+5ss/tH2rowDKNVj+V2c25+lvn8HMVVHIrXQpWS93UcwC2qrcjcIlYO7DpuVZIJefC6VP7x4jkM20Zrl/zB430I0RIeDcPirYkiXTEfYa/Gs5PDvJaf5LF0D+85mebNuRnOFC4bCVm2zWy9SljVd6y2eWpqCp+vHdX364jyp8BYva3PSpZP1nuD0aU02VsZiSDj9TN2VX3mI21dy6KKpmXtaeHcNCyeOT/9/7P3psGRZed55nPuvXlzX5CZ2HfU2lXdVd3VC8neuDSXprlI4iJSlmXZkiyNLEueGc/imImZ0MzExEyM/UPWOOyRzaGloURKJkWRIiU2ySap7mY3ye7qtaq6a0WhsO+5r/fec+ZHAqhCIYECUECt54lARAGZefIClZn3vuf7vvfliX2tW3ugsMFcqigbSYj+NhhxELt7eXulW/dG5xWp4Cez47QFwrhSruQe+zHueCMmzZ2DFosajWaFK8XevvYIe1ojfPX4KK6UlDyHuB1A0Dg5elIiUZQch8lygYFogtFijj2xFkwhMJYqeHXXYzJb4e2p1ZWAlpBNJOADN0Qul8NxHHw+36bDvK+m2cWq4zhks1my2Sy2bdPf37+ttTU3DkMI/IbJLw7eQ8Cw+fprY5yZbrwmnj87y3v2pGkPhJmpXq4+vzo/xbEDnYRsg3J9rdHEf355jJBtUK1LJBAL+PhnH9jX9PmXLwIN4NxMgfcMJWF+nng8Tiga4SvDp7bUJrsZ7m1pY2pyknq9jpSSFjvA8zOXKLvrG+n0heM81dmNAOoKWv1+8CYRha/QCB9fQsRBhDg7PcrPH+thtJDDXXqvPDN+gf3xJCXXIVevcSTZRiIRYMEr8t2Lkytzmd+daC7CAWarJXqCkZ34M6xw6dIkg4P7MWL/PaL2PNTfaFSN1sNoAfsBzs01sh1NIegORde//x2EKQQH4+kVsRgwLY4m2/AZ5ooYeX1hmoFIglQgeMt2VpTrLmenCzx1sH3djcmmKA/qJ8F3H0R+GfDBLofeXym8rxXxZBkG7+8cWPn3lUgU5/MZ9kRbtCuq5pZGt6FqNJqmGEIgBAR8FiHbouzVGC5kCVs2hjAYK+X4m/HzhH0+9sdTGAgQgq+NvMOxdCcVx0Up+PG5ef76zUmKtdUXvlXHY75Y40hfimq1SjabpVKpbDmfbbN4nkcsFtvUbrDm5iKEwPPg5YsLHB+5XMVTwMGOKF2xMF2hKGPlPFIphGi0HfqEycX55jN4jnfZYqLmSh7f10q5VFxpP72SlpYWJnM1xrNljvW3kMtmaG1v5+WFqZUWzJ3iyfY+OoMRZmdnUUpRKBRIRaK8q6OPV+Ym1s2F/FD3EO0Bk2D9GcJMIqrfQ1S/C+rq378O9r08fmCIjniIZ6cukncaFUsFzNcq5J0aNekxWspzNr/I2fwixWtEMkDDaTNu++kPJ8hfx7zi1SilyGTyCCOCHTqECH0QrD0IVW/MK676q/hQ0d/lYsnlx7ONTL17Eq0MRuO3dCVtpzCEIBUIMlspka3X+GjPHu5racdaaj/1lOKHUyOczMxyNNlxS/5NlFKcmszzxliW58/Okas4DLaG14irpgijMZtoHwHhb26ItMMYQix97ohNnUdMYaDU5bbVuudxsZjlbG6BNxZnGqZyt+D/i0azjK4sajSadTGEYDAdxmcZxPBR9TxemBnlTG6BuM/PP9x3BKUu50q1BUJ8uHuI56cv8VCqiz/76Qiji+tXBE5N5ulpCXGst52RkZGVFsDdYmZmhpaWFuxACJDYlt7NvVWxTYOau7ZKaFsG3dEWpJS0BkL8xcW3eSTdTdD0MbKOUGxGplwjHA5Tr6/NTMxmszx9bzv/+fg4ywVrYRrMVnfWAfXRth7ub2ljfPyyUYvneUxMTDAwMMDDrV38bG7tPNovDR6kI2ghil8Ed/2qXwOFyP8biPwuytdPTyjKRCm/rgjdLD7D4B/tO0poafZzN1hYWGBhoZG/mUp1EI18HmGYUH8TUTsO1FGBD1GUEb4xenLlce9q7VoxFLkb8Bkmn+jbz6vzUwxGW1YJDykbrcIAL86M8Vh77y1XxfKk4sGBJIWqw3Nn5zgxnuPpezs3v8Aut5xeiVKNTafNRtvIperuZKlARyiCkjBSzPI3Y+dW3oM74Tau0ewmd8+nqUaj2RY+y1hptRmKtdAbiXF/sp23MrNYwkBc0S7kKslspUTCbhjibCQUlzk/V+Ch/pbd/BVW8Pv92IEg335zAsMQ/L37OvGZt48BxN2EZRq8eyjFa5cyDeMLYCAVJh60mZycpFqtMjg4yLFkB/e2tDKZqTC8SbEYD/pIhv2MzU81vV0IQa7irGqFU4C1w1WL+xKtLCwsrHH/hYZQOpbuZKJU4MNdfZzO5+gNR+gM+hEyi8j9qyZVxPXwMIt/AGYfD6V/m5jPz/cmh6/r2I8m2wlZPkrF0spM527hui4zM7PMzEAgECCVuodg+F4MAVIZ/MmZt1bu2xeOE7Z2LybhVsVnmDyY7lxTjfO4vOFyIjPLo+09N/rQrsmyoc2je1uRCl44N8fIfImDnbGbfGRrWXYq3gxKKQpOjWfGGxs67+8c4JmJC8xXV58Xi26duB3Y4SPVaHYOXffWaDTX5Eox5TNMukJRHk53LbU5yVW33Z/q4EAszQ/fnt3U2hG/D9M0CAQCjbxHy1oxvNlpwpEopyZynJjI8eZYli/9ZKSpE6Tm1iDoM/m1xwdJhm1MQ/C5R/rILs5TLDbaR5VSPNnRR9hn89L5zQuWL+TLlgAAIABJREFUx/elqdWq61ayQ6EQw3MlDHG54VHAqtf6dgiZFv6li/nBSJyAaa3bdh2JhAhYBp8dPEDcGOddKZsu43WM4n9A5P+vLQjFK/BGsctfZn88RV/4+i7E387O852x89R9Jt19uxd4fjXVapWJiSky2QqO8vPFc29TvyIQ/fGOXnx3aUtfM6OUoOlbETeukowVd6fNfyewLYPH97VyuCvG8FyRepPOgtsJR3pMV0p8auAgnx08RDoQ4peGDhNeyv+M237ua2kjtwUjK43mZqArixqNZssIIUj5gwBrDBMEjdanU5Obuyh5cyxLOmrz2J7GBadUamkNyfj4eNM2we0QDocxTYMH+pN899Q0NVcynqkwna/QkwhhXGc0iGbnsUyDZNjmv3jfXiazFZSSK1l+SilGR0cxTZOurq4tif59bVEKuYV1b3ddl2TYZixT5nIfqsC9DrH4wc4B7ku2o5TiXH6RgUicYrHY1JjJMAwikSAi/6/Ba1793DbOCezqX/Nz/Z/kR5MjnLzC3XQrlF2Hs/lFRoo5fmP/A6TT6V2vMC6TSCSIJxL86YUTFK6IUekORUn6g7pT4Ao8JQn7bIpO4++0UYbhrYBtGbz3QBtfPT7K2GKJ3mQYn7m52cDdpu55KBT+TbY4W4bJ3qvagrP1OmXXwW+YfH7wMAHLouRcez5Yo7mZaLGo0Wi2xXonbyEEtmnwYF8Lz5/b3IXoD96e5bnTs1y5kfzxo50c6e5hbGwUIQRSSnw+H67rbmu2MdnazpmZAj+5MLZqFu57p6Z5oK+F+7oT2NatfSF1N2IaBibQ2xJceQ04SxdX9Xod27YxDIPF0uZ25wM+k7DfYmYD1918Ps+hzjZ+cHoG2zLx+/34DJPecBy/aWEgKLsOU5XiumssE7Vs/v7QYQKmxcjICKZp0tfaSnZhcd2qYk93Fzhnd14oLlN7Dp83zfu7fpO5WpmZyvZnMevS41tjZ3m6ew8dPh/TU7t0zEvEYjFS6TR/fvEUi/Xqqts+2DWI7xZ1+7yZ3J9s58czY6T8Qdp32Ll2N4gHbf7p+/dTdhwuzhexDEFvMnxTP5+VUpQ9hx9Pj/GRnqFNxV0YQqzJebSE0WhpNwz8poVUiuAuddJoNDuFdkPVaDQ7jmE0XPhOjOc2/Rh5VYHl7EyRA51R+jrbiMZiJFtaCIUjpFLJlTbEzRIOh4lGY3zt1XHmi6tFRaHqcnamQNVxGUyHl1xgG5mNUsqVec1bYWf7bmb5/yAej+O67sqcn+d5+P1+njjYiWXAxfmN52SDtskjQymKhTxSNq8Uep5HKpXkYGeckN8iHovhSo+ucJS9sST7YkkOt7TiSXVNwfhzffsJeIqJiYmVjY58Pt90ThEgGAySbIkgCn8E7GJ7mlxAmH0kQ30MFzIrcRrbIe/UGCnmONbeTTFfWPfver1EIhHa2tv5q0un1+QKHk60ciCe3pyD5l2EKQzagxHuT7bzQKpzxSX1VsY0BK6UvLE4w71tKZ4/O8+BziigNm0ss9O4SvLNS2e4VMqRtIOkAqFt/R0NIRiMtDBdKdIaDJGwAwj0+UVza6O3MzQazY7jeJJC9fqdTb/wwsVV33fGA/zGE0MrlaVNH4/joFD0pUJkys3bWo+PZHj6cAeZTGalWpXNZpFSEggEiCZasAwD15P4fbeWm+DdwrJgbGtrIxaLMTk5iZSSqakp/H4/j+/r46XzC1Q3mHUqVF3OzRToa29ncmJi1W2hUIhEIkEoFEIpRSriX37ilVnDK3m0vYeq53JqnVbOsOWjOxTl0qVLm97c8Pv9IBdAbX6jZXsIjNJX6Ij+Hr+x/xh/M3aOi8Xtu5ou1ioMF7L0dXczPTm55ffotQiHw3R0dPDtsfOMllZXZG3D5H2d/becy+etgmUYWMbNN/2RshFzsxlhJFGcyMwyEE3wwXtbeWVugsVaddNVvZ1CKYUjJd8aO7uSO/ri7BgKOBBPIZXa0uuuMfMf4TOD9zTipti8s6pGc7PQYlGj0ew4hhAUKjs/h/GpYz1ks9mmc14bUa/XmZ2e4mNHuvjk0W5+cmGeZ9+ZWXWfJ/e3YhhG07mrUChEqebyhReG2dcW5X0H2oj4LXy6bfWmYBgNQ6T+/n7Gx8dxHGdFnCzPnkYDFoe74nQmgrRF/YT9FkrB6GKJSt3DsEIYhoGUkmAwSDqdxu/3b6mK7DNMHu/o5e3sXNMoisfbeqhUKlsSTp7ngQhu7s4iAvaD4LwD8hqGUtYQyv8ehPMOKvABMLtAVbFkEWGafLhniP909k3qcvMV+yvpDEYYjCSo1Fy6u7sZGRnZ1jorh2tZhEKN6o1pmiSTSZ6dvMj5wuKa+36ke0hfcN8GKOC1SxlCtkkybBML+vCZRtM5SkFjs+XPLpxY9fPEnJ93tXbfEMFYdyW2ZXA6N8+l4uXNm4JT57sTFzifX+TR9h5i+Dc9xwgNsewTemNDc/ugxaJGo9lxTEOwpy3Cj85szhF1s0T8JvO5a8dxNENKiVCS+XqNezpj/OD0zIp3yc/d383R3gRT68xbBcJRvntqhkrd463xLO9M5fjUsV6GWsM6q/EmYSy10/X395PP5ymXy7ieR18yxMODKXqTIWCtocfhrjieVIBiaGgIWArL3mZ7nk+YPNHRx/PTowCk/SF8hsG+eJID8TRzs1t7D0gpl8SiD9hAZJr9qOhvU6xJIrGPgTeBKH8VvMu5jMr/gaWw8iDKiHNx3qE7cYiFgssfv3ia9rif1qgfU0zwyGCSp3v28O2xcyT9QQwE/ZE4ry9MXbNFtTsU5Rf6D/Ljc3OcnynyG08MEQqF8Dxv3XbbjQiHw3R0dlJy6rhK4krJs5MXm5rxHG1poz+auKHVJs328KSiJeTjyz+7tDJ2cH9vgo/e17VmHtESBh/sGuRLV4nF43NTHEt17vr/d92VvHppkT2tkZWcyqt5V1s3KX+QzYdpaDS3J1osajSaHUcqxUJpZ1xMr0SphkhoRjwexzAMqtUq1WoVIQShUIhQKEQkGgXgdG6e07lFPtazjyf3tfLc2cbFZ0fcz+LiIsVi8/kzJT0i/ssfl46n+ItXRvnVRwfoagnq9rebxJVzjIlEAiklP/9AD7a1vvATQmCZO3dxZ5smR5PtDEVbMBCEfT6kUo3ZMAXpdJrCBmY6V1MqlXC9FqzwLyNKf7zOvXyo6D/hhXM5fnRmDssw+Ln7Ozjc/V+CLIOcQzhnIPgRXr6Yp1x3ef7s+TWrTGQqTGQaF8KnJnL8sw/u43cPPYInJQoFShCyfDw3fWnd490ba+Hp7r08d2aWl843HGbfGMtwb1cHhiFwHYepqamm1dVYLEY0GmVubg7XdWlvb8dn2/h8Pn6wjji8ko5gmCc7+7VQvE2wLYPeZJhPP9jLV4+PAfDGWJZowMfj+9KrNt6EECQDQQSsqtpLFPl6jdBS/MRu4EgPENzXHSfstxgyWnh3ayOf0kOyWK1gCEHaH9Lzhpq7Ai0WNRrNzqPgUFeM75+yKNauf3ZxmYsLJQYSiaaiLpVKYVkWddfBMkyUUtSkx0ylxHPj57hQuDyPNVrKsq89uiIWfaaB8NY/4RdyWZ7Y38obYxnK9UabnhAN177FaplkIIi9hTYkzc6yfLFmGAb+m9AZ7DNMkv4mraNLL6m+vr51BVMzxsamGRw8DOUYqKX5PN+9yMD7MZyzIAsoZfKjM43Xryslf/naJN96y2AwHaY/1cL+tvcxO5XnmZObcyetupJ//cwZkmGbxaWNnvZYgF99bIC0P8hUpUjI8nGxkKU7FKU7HMUSBnE7gJCStuX5TuBbb07xrTcbz/uLD/dyoL+fhYUF6vX6ykZOX18fjlRMZasM9vcDUHbqvDQ/ycVChpyz8WZTzOfnUwP3YGn309sK2zLY2xbl84/08fXXxqm7kheWXLMf39e6qsLoScWBeIrTV8XcRHy7N3/pSI/hQpaSUydhB/jBpYv8o33387VXxihUHYI+k0892EPAZ66KxNBo7mS0G6pGo9lxPKkYXSxzfGTtfNH1cH62yPsOdlCr1dZceOdyORKJBH/4znHO5haYrpZ4ZmKY07kFMldb7HcM8c03JsgtzVVemi/x2MEubNtuKkRrtRotySRnpgsrxj2P70vTmwrypeETPJzu1hcOmqYsz9wFAoF1ozKuRkpJKBTECh1G1E+A/xGc0C9xMueAby+R8DEqruSl86vfX55ULBTrXJgr8vJIllOT1472uJqKc3lmsVRz+dnwIk/ubaM3GiOOyb5EirRpI8tVqDvMz85SKpXY29vO82fXVgJPTeYZWyxzuC9NJBKhNZ2ipaWFkYUy//7vLvDWeA5XKjpbgvyn828wUS5Su8bcpN8w+aU9hwmZ1rqdBppbF9MQxIM+Huhr4dRkjrorGV0sky3X2dsWXTHBMQ2DgWiCS8UcJffy5/19yTaCu1BZdKVkvlrhm6NnuFjMcjq3QFcowmC4hW+9OUmx5mKZBo8MprBu8bxKjWYn0VvhGo1mx3Gl4i9fHdvxdT//cB+e51GpNJ8hQQgMYLFeXZPBtoxtGNiWyUT28hozhRpffvkSf/+R/lU5fssEg0E8qZhceoxpCB7f28q3x88ileJCIcOBeEqbbGiaIoTA7/djWdamM0LHx6fo6+3GH/uvcYnx7dHLbqXHUh0cirTv5iGv4ErJVLZGe1CuO3/pui5KKfa3Rzk7s7bl9uJ8iT949tzK9xHbolhv/B16WoI8ub+Nr106RX0TkRu2YfKpgYOELVsLxdsYn2lg+AUfP9rNV37WaHM+OZFjNl/lVx8bJOgzG4JRGBxNtvO9ieGVx85Vy80r+dugvuRSbBqCmUqJv7p0Gm9pRjfu8/PRnr28Nbramfg6UmY0mtsSLRY1Gs2OUXclharDMyenVto1d5LZfJX+VAjbtqlWV4tBKSWe6/LbBx+k7Dp8efgktSYXn4LGTGUi5GOheLnV7cJsiZl8hdbWVmZmZuju7kYphWmaCMNkbLHCE/taeX00wwN9LdSlx6VS4yLidHaeoWhiS454mrsLIQSJRAKlFEopLMtCKUW1WiUYDCKlxHVdpJQNsx7XZXxiisGhIcZLuRWhaArBI63d/N3bG8/z7SR+S1xzIySfy/He/a1NxeLVLAtFgL1tUWarhZVYgo1I2AE+M3APIcvSeYp3AKYhGEiFeWggudKFMluo8ScvXeTXHx/CtkwMITgQT2EbJt+fGKYmPd5cnGEwmsC+zllVR3r8dG6c4UKWTK2yxtH4wXQn8/k6z5ycXvnZXKHG905N8eHDHdrcTHPXoD9tNRrNjlGqufzbH57j/OzW29+a4TMbZiSmIRAC3ppoiLPW1tam95+amsJnmLQEQqQC4ab3qUnJXLXEkZ7Eqp/Hgz5GFyuEQiE6OjoIBAK8WVjghfkJCk6d/nSYJ/an+b0P7uexfWm+NX5m5bGjpRymnp3SbIAQgqJtUvb7sGNRYvE4i45FMJ4iEo0RisUgGsZuidM3MEDv4ACtra14SvHizOUqfV84jpLwyg63eG/ERLZCPB4nGFy/mpPL5eiIB9iOhlObqMgfiKf4B3vuI+KzsbShzR2DbRl86FA7v/zufgJL+bWz+Rp//vIoridxPImSgoFInF/bfz+94RjjpTw/nh5dqQpuFld6SHV5A1EqxfH5KRabCEUDwT2JND88vbaa/vpoZtdMbTypcL1rV9g1mhuJ3gbXaDQ7RtnZOTObgVSYf/joAFI1zGQaFUFwlMTv969k5C1jmiYtLS3knBpfuXCKqlz/WM7k5nl0qI/pXBXXk9zXk+BAR4xMvULBcVCmwXylxEuz4wC8uXg5k7ErGGW6UuDK07mnFM9ODvNERx9h6+aHX2tuLVzp8dPZCV6eb8RaPJzuYsBO8ac/bbTfvWdPinfvTfJ2do6iU+diMctgJMH+eIo211ll3T8YTTCZWacNexc42Bnl0T1p5ufn12//pvH+2432vLDl4+nuPXSGotp1+A7FtkwG02E+fLiDv35jAmi0Lv+r757GNg1CtslnH+4jEfTx8/0HeHlugjcWZniyo3/Tz+FJiUBQlxLbEBSdOq/ON0yYWuwAe2NJPCW5WMhSch0Ot7TieoqR+bUVbyEENVdiCLY9q+54smm+pGkIXE+tZDxqNLcCWixqNJrrxpEeSkFbzM+nH+zhW29OUnevb3fUMgWOJzmbX+B7k5fnVQ4nWvlQ1yDpdJrZ2Vl8Ph+dnZ0Ncxqnxl+Pnt1QKAK8vjiDIyWfuL8fn2EwVs7z1ZFTzFSv3Qo3WWneZvd2dp62QJhj6c6t/aKaOx6poC8SJ+EPoBSkAyG8K+IHj48scqgrzoFQO60RP98YPcPZ/CJn82urh62BEOfHm8/j7jS2ZfDpYz3MzMxcM/6jtbWVd6bzbGLscBUK1h0C2xdL8pHuPZhLZieaOxfTMLi3O84P3pmhtOSgXXcldVdSrLn80XPn+QfvGqA7GeTh1m4ebetdmS3cHILvnZziqcPtfHv0LDmnRsof5FCilQ90DrBQrGEagkfbejENQcVxeW6dnGBPKv6fvzvPP3pskFjAt0rU1V2JaQg8KZu2qXpSYRqiqVB0PckLZ+c4O1vgl981oMWi5pZBi0WNRnNdOEszJD+dnSBm+/lg1yD/8qP38McvXmR0sYxtGdsSjlI1dpzvTbbx7OTwSiXvVHYOlOL9nQMMRaOYhsFoMcu3ht/alEHGMiezc9fMcdsKncEI9yXbdmw9zR2EAtPxQVlhAJmqxxujl6NcHE/x/74wTMRv8Xsf3M/sBvN7IctmoZhb9/ad5OnDHdRrtWsKxWQyiTB9/NXrF7b+JEo1jTR/sqOPo8l2naF4N6Hgvu44Px1eWHOT6yn+8/FRfvep/SvtqtYWWkHLdZeXRxape5K/d3QvUjV+ZhmC75+a5vhIZuW+lmHgbnAu2dcW4XOP9COVWrXPUXc9Tk7kee7MLEd7E/SnwqQiNgGfScXxcD1FoerQGvUT8pmYTQSjIyXTuSqObkXV3EJosajRaLaNVIrhQobnp0cBmK+W+fPhUzyU7uRXHxvE8Tx8psliqcaXfzpKprxxdtqVfOhQOxOlPFPlIlefNk/l5jlXWKQjGCFTq1JwN7/ubhA0LT4zqDPfNM0RQvDV42MrUS3rcaQnTr5e27Ay7ilJ2H9jTt09yRDF4sZxH36/n2QyyRdeGN5yVRFYMysmgE/2HaA3EtNC8S7DZxk8PJjklZFFPLm2aliue/zFy6N89uFefKbRtDq3HlWn8eJ8YyzLW2PZNeeUK9lIKAJ85N5OTENgXrHN4XqNSuLBzij39yaQSiEVKBSGEIRsk0LVpS8ZQiqaCkXLNDjcFefJ/W34dVVRcwuhxaJGo9k2npK8Mje55ufH56d4bWGaFjtATXq8u7Wb33lqL46r+Ppr45zbhGOiVJCpVXl+ZrTp7XUpGS1tLrdut6l5HuOlPP2RBI7nIWlUS7Q7qgagUHWuKRQBQv6NXT79hkmLHeCNsZEdPLoNjsdnkC9ubCISDoeZylaYyu1Ma+yHuofoC2uheLcS8fv4B+8e4M9+NoLrrRWMIwslvvDCML/z/n1bWjcevPxZfD01O0NAMrx2Ln05dzFkN57HaFIv90eu/ZrubglRd71dM9DRaLaD3rrQaDTbZrpcZLZabnqbVIqFWoWiU+fZyYtMlosot85nHuzhvu74Ndf+27cm2RtNcU8ivdOHveNIFH916Qz/9u1X+P/Ov8XXR05zIZ9BKUXd86h5jRw6zd1H3fVWYgGuxY9Oz+I48GR7X9Pbu8Mxap63UiXZTXpbggRti1Lp2nO8O/XKfk9bDwfiKXzayOauxbYMuluC/Mp7Bta9z0P9yW18ngq6W64/m7FRLVxL3ZXrto46ntz0KMZyhXIjPE/iuJL5Qg1PSqqOh2xSidVodgq97a3RaLaFKyVvXOESei0c6eF4kMlk+MTRboK2ycsX17+InshWePXSIvd2tPJOdn4nDnnXcZUk79TIOzXma1GEEJzIzDBTKbEvnqI/HEehsA1T7xzfJVimwSsbvM6vxJOKk+NZ9vZE1tz2YKqTR9t7eO70jclXbAn7cV2XZDJJOBzAsvwrZjRCiFVf5brDYDrMxSbOkddisVQn5U/RE4ryULpTVxQ1+EyD9liAQ50x3p5a2z1yfraw0uq52axDnyn4+JEu/ui5bczVLhHxW3z24d41gs5xJT98ZwbLFDy5vw3LFEipyFUcPKloiwU2/RyWaeB6ciku6vI5Qi3NR56dKTCeKXNqMke27GBbBn3JEE/d0057LKDPK5pdQYtFjUazLfJOjXNN3Bqb0RoI0RuOMTZyCdd1UWqKp+7pIFN2NmxJLdVcfOL6d4NvBiPFHPnRsyuOlqdzCxgI+qNxjra00xeJI5eEo+bOxfEkD/S1bDoXserKNa+JB5IdvLutmy+9OMLYDYrNeGJfAtu2aYmDMEO8Oj/J2dwiAkHNc6lKl5rr4SJ5or2Xzz3Sx2Smwt+cmGShuPkZ4pMTOY71tfCp/nsw9IWuZgm/ZfL0fZ2cni4gr6oiXpwv8QfPnuFjR7o41BnHt4n5PiEEybDN73xgH3/84jCl2tYyGm3L4Hc+sA+fIdbOGwo4PZ0nV3FQwEMDSf7i5VHaYn6evrcTtbTBslmsJvOMQjTcwTvjAVxPcmqyYXJVdyXnZ4uE/RYfva8T/ybFs0azFXQbqkaj2RYxnx/gmmKnIxjmFwcPkc9kcd2GcUepVCKfzfCxI50YS+fQ1qgfv2VgmWJl2iMd8ZN3as0XvsWZr5bXRB9IFBcLWb4xeoY/Ov0qM5USrtzaRYvm9sJvmTx1qJ2g3fx9crQ3wfsOXHbR7UuGWKhdbu0OWz4e7+jlyz8ZvWFCESAVtiH7vyFy/yuUv0N3KMxUpchkpcBCvULJdXCXpr9emBnjP559Fc+u81vv3cvHj3St+/tezb1dcboSQaRSWixqVuG3DB4eaGl6m+MpXji3tSq7bZlEAxb9yfCWjyVsWwjR3JhGKVZmkl86P88fPnuWTx3r4eNHugnZ1o5V+2zLIB6yOdwd5/OP9NMRD6x8LZbqTRNolGpkNk5mK5ydyTORKeN4Ele7rWq2gK4sajSabaFQfLRnD32ROF8483rTzKvBSIKP9e4jn8mwuLhaOC0uLtIbjfMvPnKQSt0jFvBhGA2hmKs4fOP1cTriQc5Xmmdd3e7UpMcL05f43NBhpFLUpYcphG7DuwMxheBzD/fxJy9eXJl3agnbPLonxbG+JIYh2NcepVh1GEhH+NPht1YeeyzVyUKhzuhi89ng3eBYXwIEKGsvhP4rEEHmMmvjDK6kLiV/PXaWhB3gY937+Oc9+3n+zCw/u9jc2bLxPC08fV/nllwtNXcPtmXygXs6eGe6QL6JQdRCsc6b4xmO9rQglcLvu/ZnpykEsaBvy8diGqLpsKInJcNzxVX3iwYsXr20yFP3dGz5eTaDEIKWkI/feu/elZ+9M5lb8z6qu5KFUo3vnJhi7IrPj3jQx3v2pDnW34KUCp9l7NpGzVarqppbE/P3f//3f/9mH4RGo7n9MBAk/UFsw+RkZo7aUoUsYvl4or2fj/bsYX88RW5hkUwm03SNfC6LU6tiKJfpqUly2SwLCwtEgjbv3tdBJGDxwswoZffaTpK3Iy3+IB3BCG9n53l1forZSglTGIQtG0d6SKVwlcRTEqmUDia/TTGMhnV+0La4sHRh+XtP7ScQVLy6MMV3Jy4Qsk2U5fHqwhSTlcut2R/t2cMPTs0yV7xxFfYPHuqgJeiBfS+5fJ1gMMT3Ji5s6n1Y9VxOZGeZq5R4sr+Ldw+lyZQd5q86/u5EkM881KuFouYaKAbSEd4cyzatnJ2bKXJqMke+6tKXDDdE3QYIAX6fiVKK1pifdMTPXKHx2rSX2lmbPc9AOsz+jtjaFlEFX/rpCHVXcrAzyq89PsSBjijfeH2C/mSIWLCxCboVam4jk9GTasURdu0aglzZ4YVzs5yazPPOVJ49rRF8psAwBK4nmcpX+OILw2ucmGtLravHRxaZyVfJlOr0p8K4Uu54hX9ZKLpS6s6B2xgtFjUazbYQQuBKyWsLUyuziwL43NBhOu0gi3PzzM3MUq1ubKnvuu7KfZYd7hLJFJcWqySCPn40PbKbv8ZNJe/UeHNxhtFSjmy9ynSlxNvZeV6Zm2SiXGCqUuBCIcO5/CLTlSKdoSgKhanzHG87TMOgPdZotb44XyIR8pEI23x38gKOlIyV8lwsZlmsr241fTDdyamJHJnSjdswKVYdjvS2sbCQZX5+nkAgQCQQ3PSMMkDWqfHa4jRCwEf29vLGWGaVI+SD/S30tlz74l5zd2MIQcAy6UuGODGRa3qfiuMxkalwtDexEl2xHkI0Kn9D6Qj726Mc7IzTEvLx3gNtfORwBw/2JXGkIuK3WCxdnr19z1CanpbgmipZ3ZPUXcViqc5je1vpTATJVxxevZRheL7Io3tbN6ysLTuoLotDQ4ArFRfmilQdj6orl0YzBEJcFl9KKSzT4Pmzc1xaKFGqeZwYz5II+WgJ29RdyX968SJOk/iRZVypmC/WuDhf4n0H2vji2TfwUKQDITzVEHc7URX0pFyJBJJK6krjbYhuQ9VoNNtCSokQcP6KC8j3tPUQNW1GL17c9rrBYJBwMEBupkzVvTvn+SSKiXKBifJq859T2TkeSXdzLN2BKQSGFo23FbZl8shgmljAZm97hJlKccP7twZC+E2TYsW9QUfYYHi+hCclhUKBaDRKIBDg1enhba316sIUDya7eNdQih+8M4NSyy24rZsyJtFofJZBbzLM04c7+c7JqXXvF99ke6khxKqW1SM9iZWKYSQg+NChRvvoSxfmmctXec+eND3JUNO1bNPgyf2txAMWxVrjfZoI2bRF/ZTrjUgLw1xfHJlC4CmFEMstmwb2Am2KAAAgAElEQVR+y+CejhiGIVCqUV00DNEQk0trmYaBVJL+VJi/d6SLZNjm229O8JevjtMRD1B3JZX61s6feafGizNjvDQzRn8kzoF4ij2xJAYC0xDb3qS8siPGEAaelLpL5jZD/29pNJotI6WkXq9jCEHSH8K39MF/LNXJ3PT0ttcVQmBZFp7ncX9fgrq8sRfJtzqOlLw4O8aXzp+g7Lp4UpsU3G7YlsHBziiT1Tx/NXYa2zCwl94/prhs7jQYSfC5wcP89MICM4Ubb/KklCIcDtPe3s7fTlxgprL1WIxlvjl+mqN9cX7zyT20hGwOdcZoklmu0ayLbRk80NfCsb7mhjfJsL3tLNsrW0uFENiWgW0ZPLGvlU/e3013S3DdtYUQ+EyDzkSQUs1FKkXAZ/DrT+zBMgXfe3t6w4xFw2g83mcaK3EcQoiVtlMhBD7LwDQE1lVVeJ9p8NShdtIRm4DP5JP3d/OPHx9ESkW2vHlHYmDV76douHl/d2KYf/fOcb428jZnc4s412HGdmXesBaKtx9C6aRojUazRer1OrOzs6Tb2wEoS5ezuQWOpToYubD1CoTP56OtrY1gKITneYxXikQtm5/MjHOuuPnWt7uJoGnx2cFDxG2/NsW5DXGkx/H5Sd7d2g74eGNhmqOpDlwp+f7kMB/uHuJv35zijbHsTTm+/+YjBwj4TH4yO87L85M7subHe/axP5HSpheabVN3PWbyNf7qtXEyVwiigVSYzz3SR2ATJje7wWKpxvGRRT5wTzuWYeB4ktcuLXJPZ5xY0IfjevhuQKyFJyWeBMsU5CsOL56f582xzIbtqAD/8ycO829O/YyNth/3x1J8pGcISxhbfv860uNkZpb7WtpXWlI1tw9aLGo0mi3jui7Dw5dFYU9/H6ZpMj0xSa22tSpIOp0mkUgwUszxvckLlF1dTdwsljD4UPcQ+2JJPCURCEwh9M7tbUDj1OuAN42w+sjX6vzFT8d4+kgHHfEAz7w1xWujN0coAnz0vk5SKcE3R8/u6Lr/eN9RWvy3Z3aq5tZgWRB94/Vx3pnKA7CnNcKnH+oleBPEoicVL19cIFOq86HDHfhMAykVnlJYhuA7J6b4wD3tN0XI1lwPAbx6KcNPhxeausoC/E+fOMy/PfXKShzOenSHonx64J5rCj5HeghEQzhLj7O5BcKWTX8kDqyevfSUxNIbnrc0emZRo9FsGSEEsViMfL5xoh6/NLqtdcLhMLF4nC8Pn2S2euOiAe4UXCX5zvh5fmiY9EXi+E2Tw4lW2oJhXW28xRFCgJRg9fHN18dXKohffGH78747yWy+ylBHckfXTPmDRHz2jq6pufswDQPTgF841oN4fZy3J/OYhrhpnc2elLRFA3TGAys/MwyBgcDxJI8MpbgRPk6OJxuz7Fc8mX+pmvnwQJIH+5N84YULK+6vazDgGlqRiXKBolMn7POtOcc40sNTCgOwzYa8cKXknew8rYEQ6UCoaUXSMkzcK0xwNLceWixqNJotI4TANK9fjCQSCSbKBS0Ur5Oa9FacKseKef7hviM3+Yg0m0LYIGt89N4WPnm0FcTyKXl1w4/nufwff3v+WtdxO0oi5KPqbW3u6Vrsj6W0fb5mx/CZBj//QA+fOtZwCq27kprjoWiMxG4md3EnsC2TgXSoqXuozzRIhe0b0nbtMw3qrofdZKPQWqp2fuJoN1/8cZNREbV5E5M/v3iKw4k0R5MdBExryWytkRFcrlc5n89wMjNLyh9ib6yFQ4nWdYXgSoURpdvTb2G0WNRoNNsiHo9TqVSuGY2xEYFAgJ9cGtm5g9KQc2rUpacri7cDwgDhxy59GbxpkMt5pEsXTEIAAjP2L3hoMMnLF2/c/O5ktsoD/c3NRLaLq6T2tdHsKMs5na4nGVss88zJKfyWQSri5/0H24j6fSBYk+cppdpy/uFGbNT6fyMEkFIKx1NsNFdmGIL2WID2WICZ/Orz9rLA3gxl1+GV+SlemZ9iKJrgoz178RsNORHx+bmvpY2jyfaV+1+rYuhKSdVz8RuWHqO4RdH/IxqNZssYhoHP56Onp4doNLqtNbq7uxsnUT01veOMFHLbdgbU3GBUHXwHQM4A9aWvWuNLVUFVoPYTHtsTb/rwiG3x/gOt/JMnBri/t/l9tsPZmQLFqsuv7Nm5KvU72XmmK6XrclXUaJphmQ3H0M5EgKlclZMTOf7vH5zjz1+5hCEENcdr5BY6HnVXcmmxxOhiCdeTVB3vtneWXnZx9V/DREcA/anmMSBii5LgwVQnn+jbD1x2UzWFwDZNLMNY+boWlmHgNy08JfGW1vHU7f3/caehDW40Gs11IaVkcnKScnnzraSBQICenh7+/enj1G7zk/StyL5Ykg93D+E3dfPIbYFyIPM/AM3NJxABVOJ/4WvHZ3h7ydAD4FBXjM882L0kKusoEcb1HDwl+MNnR6huYNm/GWzT4Dffu4eLlQWen9neXPLVBE2L3zxwTFcPNLuC40m+d2qascUys4UqSkHAZxC2rRUx5TMFF+dLuFJhCEF3S5BPHu0mFbkx7aI3E6UU52YKfOXl1e/n//Hjh/jCmdcoe5s3mOsKRflU/0HsHRhJuRKp1Kp2dZ3LePPRVxIajea6EEKQSqW2JBbj8TjZelULxV3CMgzd7nc7oVzw7Qfn1Dq3VxGlr/LpY59l4fkaA+kIvckgAyk/VL6DqD4LRgJhtGGjUJFfpyVsM5Xbfos4QN2T/PD0DB890rljYvFQolU3E2h2DZ9p8KFDHUt5foL5Yo1EyMbxJLP5Km+N5zgznceVjVehVIqxxTLfeGOcX310EIHClQpBI9vxThKPdddjMlvh787Mrr1xnT7UhO3nSEs7BxNpPCU5lZnjdG6BbL3KZLnAcCHDUKyl6ZzkdjGucEoVV7SlOnq84qahxaJGo7kuhBD4/X4SiQTZ7Oas/rPZLD29vViGgasF444zEEnok+rthPCD/cD6YhGgfhzhO8Bvve9+kFlwh8GIIsovNG6X2cYXgDfDA/0Jpt6a3tbhpCM293YnaI36SYZsQpbJI6kuXl7YmbxFjWY3sa3LVaiOeCOmJeAziQZ89LSE+MTRLhZLdcYyZeYKNSp1j5rr8c3Xx/FbJgulOvGgj8f3pYkFfdjmWtHoeBKfaawxZfFkQ6Re/l6iVKNNdiNuhLmLJ+GFc3P0JcP8/Xf1M1+sc3G+yEvn5wG42k/20bYeHkp3IQSYonH8j7R283BrFy/OjPHawjR/O36eexJpPtg1hG+Hq39X/j20ULy5aLGo0WiuG8MwSKfTFItF3E3kJNZqNaqVCr88eJg/uXDiBhzh3UVvOHZH7Yjf8QgDfPuufbfSn0Hpz669nnuJdPj+bR3KntbGhWS1WqNer+E4RfL5Go+293AwkeJEZpYT2bltb/Joe3zNzWTZIbUtFqA16sdbykO8ciDLNATnZgoUqi7JsB/XU/isxudpY8ZRcmY6T38qREvYD0oihEBKxfnZIr3JEGG/tbSWgSfX1tIdz0MIQV16GEIQ2OWRASkVQsBnHurDWPo7RAI+uluCHOiIIQRc3Y+yJ5Zc835d/v6x9l7O5BYouQ7vZOeJ+/w8lO7a8ZbUZa4UilJJpNKfJTcSPbOo0Wh2BCkl+Xye2dkmLS5NMAyD/v5+3szO7ViLmwbaAmE+P3RYn0hvJ2QVKn8DtRd2ZDkV/ee8MBzmR83aza7BP33fHgynzMLCwqqfm6ZJIpEgEolg+XxMlPK8lZlluJjdknAMWT5+ff/9ukqguaVZvjS+umoolVqpHnpSYRkCa6nCWFuaETYNgVKNFlfbNFa5rkqlcD2JbZm8ODNGXzhGZ6hhEnezPrNdT2KZBmezC5S8OrOVMlIp3tvZT8jyNX2MJyVz1TJfHXkbRzbyHX9t//34DQtDiF3/XZYrsTqf8cagK4sajWZHMAyDWCzGwsICnndtt0MpG7ux9yfbsYTgh9OXAOgIhvl47z6+PnKaxfq1Z65a7AAKyG7ivnc6AdPiF/oPYOqq4u2H2sFMQ5mhI5Ha1kNdqQg2qQ54nsfCwgILCwv4/X76+/vpiyZQyuW56XFeW9hcy2vZdTixOMuRZLu+yNPcsjTrzDANgYlgOb7RZzYqdlXHa4hC0chcXI/GzGCVN8cyfPxoFw+nu/AZN38ucrlFdv/SZ0bd81CoDQ3STMMgHQjxucHD/OXIO1Q8lz8fPsWxVCdHkm271lbrSolcEvLLovRqQxzNzqPFokaj2VFaWlqYn5/f1H1HR0exbZsjXV2kAw07765QFCEEcdu/rlh8rK2HI4mOpdkUQcV1+Q9nX92pX+G2JGhafH7oMH7TuukXH5otYgQg+BTUf7Yjy4nq99nXdh/tUT8zhdqWHntpocx9HcEN71Or1RgeHmZwsAdR/mve2/5JLhayZDa5YfP6wjRHrshh02huVwxDICTkKg6ji2Xu7Y6vmlm8knLd49m3p/nFh/sQCOxrzDHeLDbbSmoZBil/kF/dd5TvTwwzXyvzk9lxHOnx7raeXRGMUiksw8BYqip6UmqheAPQYlGj0ewYhmGQSCRYXFxEbqI1zXVdXNdlYmKCUCiEEIKxhTF6enqoNLHwPtLSziPpboQSfO3VcSYyZe7pjPHEwe1VUe4UgqbFL+25l6hla4vx2xUjDr7DG5vcbBZvClQNv731Vs/2mJ9q9dqiz3VdnLqDT/jAeYsnO4b45ujZTT1HzqlRdurE/IEtH59Gc6vht0xs0yBkr585rJQiEbL5lUcHMIVY1Zp6O2MaBkEh+EjPHgwalb6K55CtVzEQxGz/jj7flULWusIl1eLmV2jvZLRY1Gg0O04ymdx0dRGgUqlQqVRWvhdC0BmKcizVSdC0mKuW6QnHiJoBfnR6hjfHsivW51VX3tXzTyHTxy/tOUxEC8XbG+GH8K9A9l/uzHJGhMf3KtReRWfMQCqTU5NFvv/2zIaPS4ZtKvnSpp7DtAQ4ZYQ8TWfgwKYec2+ilYdSXQhlUne9Ddv2NJrbBSHEinnOerdDQ1je6jjSQ7D5uUNxlUFP2LKpSw+p1K67mLry7j7/3yi0WNRoNDvKcnUxk8lsanaxGflCnsfT3Xieh23beFWLTNbjKycvkK+uDi6v1L01lt93Ex/uHiLis1eszTW3McIH2MD1zy8q5yx7W2og8wj3EoR+jkf3tvLwQBLHk/zozCzHRzJrHhfwmeQdp8mKqzEMA8OwEfXXwEgSDNk80d6HAE7n5pmtlrENg4hl83T3PiKWjc80qDoer13K8LPhBX7x4T6GWiPX/btqNHcTV87o7bTBi1KKsWKe/kj8utbZydzFjdBzzzcGLRY1Gs2ukE6nmZnZuIqxHrMzDRdHIQSDQ0OcGM/yxljzDEe15Di3P5bkbH5x28d7O9IVitAbiWmheEdxbaG2GUTh3636XoU/y+TEBI7jEAwGefreTg50xHBcyf72CK+PZfmbt6awDIPNmKSHw2GQhcbxCj/C8JOiYcH/2YHGPOJyjuql+RLfOT9G1fGYvWKG0neLzmxpNLcyxhUuoOfyC+yJJnfMKKcuPU5mZ2kLhokY9g4creZOQItFjUaz4xiGQTQaZXFxEWcTVYr1UEoxPzfHRw53rCsWRxfLfPONCX7u/r20B6d4YWZs2893O2EKwYe792BpoXhnoBTIeWCX0qy8efx+P6VSiXq9juM4JEMhfEEfi4uLHOtLsbc1Qrnu0dPTQ6FQwPO8ddvJS6USGK2ADxl4mhNjGb7x+sTK7amwTanuUnXWn10u1a6dybqlX1FJvXGiuaOpe96KA6gnJd8Zv8BQdJEjLW10h6MrXTaGEHhK4jctPCm3NKJwsZDlBWOUD3QObOiIqrl70K8CjUazKwgh6OzsZHT0+jIU8/k8bW1tHOyMcnqq0PQ+b0/myZSG+dwjfRxLdVFzPeaqJf5y9J3reu5bmY/17iPqs/VQ/x2DA8Uv79BaAsSy2caSWDOT1GqXhV+5XKZcLq/6PhAI0NrayksX5jnUFScZ968rFoPBIKBABEAEyVVWbwotlK7dSjtbqLK/I7ojboZ1z+NiMctQNKFnmDR3HJ6U1KTHT2fHCVk+MvUqE6XG+XC4kGG40GgpN4VgKNrCZLlAyXU4kmznifZeTDYnFuerZTylOJ9f5H0d/bv2+2huL7RY1Gg0u4IQAtu2icfj5HK5ba9j2zZKwfmZ5kJxmalclT/4/llsyyAd8fPJ+7v5rf0PMlXJ892JC9S2EBx+K+M3TD49cA/JQFBfFN8pqDqUvgbepZ1Zz/8YKvQLwOWZYSHsDR2Ka7UatVoN13V5z1AnP724wKN70uvev70tgSh/C1QBwzvHYPoxfrTFw6zUPaRUGOb1i0UFvL4whQHsibZg6FkmzR2EqyRfOv8WJXfjTh1PKc4tjWN0haI83t676eqgJyUFp7HJ40jJj6ZGeKprUFcXNVosajSa3cMwDFpbW8nn85uag2qGZVnUPQ93k1qv7komsxX+4/MXGEqHeWQwxW/sfxBXSnL1Ks9MXiC7yTy4W5EDiTTpQBBLC8U7A1WH2qtQf3nn1hSN+IuxsYlr3/cqSqUSi4sL3N8VplgsNr2PYRiYlg3FpWzT2ut0xj/IE/ta+fG5uU030rpS7UjTrVSKolNjplLi+PwU/ZEEetpKc6fgSYmn1DWF4pUMRhL8wsDBlQD7zeAoyTvZy50EC7XKBvfW3E1osajRaHaV622TNAwDKbd+SelJxbnZIudmi7THAvhMwXv2pPlU3z188fzr13VMN5MD8ZQWincUAirf2eE1Dba5NwNAJpMhk1nrlLpMNBoFJXAi/x2+0h+BnMRyXuLxvcdIhm2++cbmRKon1XUd58o6SvL1S6fxlGKqUlw3FF2juRVxZKMDQKnVOYIAUknmqmX+cmRrIxW2aVL3vDXrbYSgYXCzjKd04L2mge7T0Gg0u4pSikhk+/b4xtIw//Uwk68ynqnw0vl5AqZ1W3/wbbdCq7lFccdB5Xd4UQN2ME7Gtm1aW1vp6etnYGgvkUSKtyYKvDbmUI/8C2qR/x3cEezC/8nhrhhdieCm1i3X3et+bzvS40/Pn1hpnwMob6ECo9HcLJZf+6PFHH96/gTPTJyn6rqr2sWlgmcmzlOTm4+hCpgWH+gc3JJQBBAIEnZg5fvFWpVMrYorJUopfe65i9GVRY1Gs6sYhkF7eztSyoaD4hYQQpBOp/nJ8M5EYkzlKpiG4FCilZPZuR1Z80bjbOGiQXOLozxw3t75ZYWJ2kY1vhk9fQP4fBZji2XeObvA8FyRxSvMa05O5OhLhnly/+fw1/9bLHmWB/ramMxeu4VtKlu9rvgMR3q8Nj9N5qq28kytSsTS5k+aWxdHesxUSjw3fWnFVCZTrzJbOcEv77kXc0mY2aa55er7/cl27G3O7F79lvn+5DCdwQhT5SKfGbwHnzBu63lgpRSeUjqfcYtosajRaHYdwzDo7Owkm82ysLCw6R1KIQSmaXJ8ZGfE4r72KD7TIO9cf+j5zaKuxeIdhAPuuV1YdwfblIXgKz+7xMX55hs945kKAZ/JcuSHkBki/q5NLX1fTxxPqi23jSqlcJTke+MX1mSrJmw/F/IZOoKRLVdWNJobgSM9JkoFvn7p9Jrb8k6N/5+9O32OKzvvPP895y65r0jsBDeQLLJYVSypVNpKi0uWJcshy7K8yUv3dPfYPT090dEdEzF/wLyZVxMxExMx0xPRng677em2Pe5ut1uWZVvWYlm2dtW+cCcBEvuSQO557znzIoEkQQBkgkwACeD5OGgVEomblySIvL97nvM8v3ftdUbjKTytSXsRmjtsznajtMwLhWGw7GiUjFaKhOtteGymWmam2vq3/xeT1/jUsXGiB7g2pxYG8nPhMUhYFELsCa012WyWdDrNzMxMR6uMvu9jrKXS6M48tlsLFYLQMF/b2QpnLwmlFOjwMDUIbu7CgZ0nKhlTStHf308mk6ERGJ49lqWQjDCxVGG6uLk51PG+OD5rI3Jslbj/6EuLiKv5yNl+fLfzC09rLYE1GGv5oxtvMVerbHrOb4w/h+841EO5qSJ6j7GGu5VV/uT2u9s+p9Rs8G5x4bFfY6Za5neuvMpnjp1hOJ5Eozqes/jO8vavG1rbxeL2/RF7IAyLzhzosGisxchyshAHhta6vcpYq9WYmZmh2dx+f1G9XgdrOTO4/YzFnag1Q+4uV/ni6WdYadQwtN4A75RX+cHC3Sc+/l7oi8T3+xREN1gLzTd36eBNfO9xy9AUwyMj4Ln82yuvcCqR4bn+YY4VInzSH+SNO0V+cHORqftC42o1IKAfz3uBpv8yl2/MPvw1gM9eGsHpoEw0NIbAGhylma2Webs4z+1ScVPp6brFepWhePKxy/CE2C3NMEQrxZtLc0+8V/dRykGTP775NoVIjA8OHONUB/NHV5t1is36tp+/W1nF3cFKZS8LjNmz7BAag4UDnVUOdFi0WOnUJMQBpLUmGo1y4sQJSqUS8/PzBMHm1UNrLaurq7w0XuhKWAT4r6/e5cJwGkcrXK0Yyca4lBs8MGExH4k++kniAGhCuDvfc6r2dbzMBxgYKDA7O//oL1jjeR5jY2MY4HevvsZq0OCVxiyvLLXCX8bz+bmx81wcPcXEYoX/8N3bGGt5406R95/Kk0v8Ol97a4bvXN9+dSIVdfnMsyOM9yfwOlhVDKzh2zMTXFtd2tDEZjtTlRKDsYTsVxQ9o2lCHKWphgFvLc9xu9zthlbbm69X+dLEFcZTOT5z7Ayu1lteNwfGcH11+w7IAHUTstSoUYge7BuW60HRWrurPyfWu9E6a691kB3osLiTWmwhRG9Z3ySfSqVIJpOsrq6ysLCwITQ6jkM6neZL3+3SsHJgvlTnW1fuNbf56Nl+YolE146/m+KOJz/3Dg0F3nms/yK4xwALjddRlT++9/n1rqZK3/vv9V9mHrabUmgrqNX/i0z6XxGGeRYWFnFdF6UUQRBseeHi+z5jY2NcXlngz+9c3/KwxWaDf3f9NXyt+afnXiCX8FgoNag2Q377W9d5+fwgP7q99QXnib4EHzlb4ERf699ap41tLPDq4kxH8xjTXoSncwUJiqJnNE3IjdVlzmX6SPsRrqws7ku33murS/yH62/w8aETjMRTKMWmlcYfLUw/8jh/NzPBz4ydPdirZGvnvts/JzytaZpwR2XAvepAh0UhxMGnlEIpRTqdJpVKce3atfbFbKFQYHalxrW53dtj+O70Ch8+U+AfnH6O37v+2q69Tjf0RWME1nCwh38IAJRH0xnnlcUlXll4DUdrfvHEOdK5/wVr1y8mbetXOylZLBaFBjOLKv3eWmjcogGGNajGd8nnP0omk0Xfdyd9bm6OcrncvjHjui5jY2O8sTTHX0/ffOSpN9aGhN+vHhi+8sbUpueeGUjyM8+OEI84+I7e0QVaIwz45tStjoIiwEg8eeD3VInDJTSWL09e5W5llbjrsVTfunx6LyzUq/ynW+8QdVz+8dlLGGvxtUPTGKarpY5W7q+uLjFZXuFEMiM3ZbYQrDUjcrUmsOaRpb8HhYRFIURPUEphreXYsWPMzMygtSaVSlFc2tzEoptmV+v8b3/5Lv/iJ89yIVPg7WLnZXt77XQqhytv0IfGRKXOt2Ym2h//9pU30GwZ/Tb5/PEznMr8T7Q6nxqwjdYv6iidbT3JWhSKu9Uy07USF7P9JDyfvkKB/v7+9kqjUoqb5WJHQXGdWvu/h3nuWJbPPjfSUbnpVgxQCTtfhYm5HlpW3kUPqYZNjLUdrdrtlVoY8G/e/THj6RwXMgWury7taJTUrVKRY4m0vBdt4w+vv0nK8/nM2Jn9PpWukbAohOgZ63sZjx8/DsCri9OczwxwdjDFlZnu7FncSiM03FqocDKZ6dmwmPYiXMoPHujyH7HRWCLNaDzFncq97+1Om+T/ye2r7f+Ouy4pN8LnTzxFwstirGW5Wmd6uc7E4hI/cWGAlBPly69Mc3mmxHuPZ3npqQL/9sqPuJDtx1GK15Ye3pTmfinXx9WK5cr2KxHvO5nnp54eeuygCK1W/ikv0vHzz6Xz8u9D9IxmGHK3snvvW08isIZ3iwuP1XU14XnSL2Qbxlp+dfwZQmseeTPtIJGwKIToKeulLa8vzvL16dv0R5Mcz8d2NSwCjOZi/P1i53dX91o+EpUS1EPGVZrPn3iK37/6+kO7ED5KJQioBAHVMODrb83xw1sb9w0+2HDmR7eXePFUnp85dpYvTe58zuP5bIHZ1TqB2VwgGvMcfvUDJxhMR3c0FmMrvnY4m8rx2uLMI58bdVwGY8knej0huqVhQq6vLvFXd27s96l03dvL81zKD6LV4Six7Kb1GY6H7c9GwqIQoucopSjEWh3XXlmc5lOnzjBXavDaxPJjH/N4Ps6pQoKRXIxsTGGtYqUW8qevTjGUjhLzHa4sLz76QPsk40c7GjUgDg6lFJ7SfGzoBP914vKTHw866roXGMsf/WCC3/zoOCOxFHerO7sRk3A9yvXN3YujnuaffOQ02biH22EDm0cZTaRJef4j91OdTed3fRyBEJ2w1mKt5S/vXMd0vOP24JirVfjB/BTvKwyjULKafwRIWBRC9KSM3yo/u7yyyNn0Is+MpB8rLD5/PMvnLg2BrUM4C+G7qHABlGIgepL/8ZNPU65bFusVgo6LAPfe2XT+0My4EvdorTmZyqx1znuy7z+FYovFvi3Nrdb567en+fkL5/nTiXeYKHceGOdrFc4VChseG8nG+PUPnMB3ddeCIkBoDYVo/JFh8bn8YPuuvhD7wVpL0xhCa/jPt94hsL37fvKk/n52kh8vTPO+wjDv6RvCUVuP5BCHg4RFIURP8vW9H0/DsTR/de3RpWhb+Zln+lDlP4TG9zd9TgE4YyTT/4rF0uOXAe62FwvDDMWS0n3ukLIWLmb7eaWDcrx0dOkAACAASURBVMuHUnQcFgG+d2OR0Fh+7uJ5vjp1nXc63L+01qN1g2ePZYj5Tte/R7VSj+wgmfJ8+iKxrr6uEJ1ompCGCTHWMlutcGVlkeurS9TCzSvvh00tDPjbmQneXJrjZ4+fI+1H8Huk++d6cJcbSN0hYVEI0ZPu77TmKk21Ee74GO87mcNVNWj8YPsnhRPYYIJS0JuDho/FU3xw4NihacEtNvMdh/f3j3Y8T3A7nZah3u+Ht5ZohpbPPHuaS7kh/vDmm4/8mg/1j/HDGxtLtuOei7XQzawYGMOt1SLLjYeHxfOZPuwhLPcTvcVYS2AMjlJYYKZa4mapyPfm7hzp776lRo3fu/oav3zqaYZiyZ6YKRhaSzloYKyHq7WUyj4h+dMTQvQkC+09eldXF/iJ8wM7PkZfIgLhDNsOL1+jGt9jNB59jLPcfZ8+Ni7lp0eArx0uZPuf6BitMtSdX7a+NrnMn/x4koz36H8DI/EUMdfl29c2dg3+26tzm2YvPikFfL2DcR4XcwNyM0XsGmMNTWO4sbrEN6dv8b35u/zOlVf5wxtv8d0jHhTXWeCb07d7Zo+mqzVJz+eN5VnmamWaZuc3m8U9cgUihOhJ1lqctZD0jalb9KciDGd2FuieGoxC8O6jn6h8Gjup39sjztroACk/Pfx8x+Hl4RNEnccv+FGqVdL6OK7MrKJQ/KPxS3xq5PSWd+JzfpTPj53na+/MEIQbX2hutc4rt5cIu/TvKDSG15dmH7lXMeX5pHcwXkOInQiMoRw0+X+vvc5/uX2Z15dm+fvZSVaeoHvxYTVdLfEXk9dohL0RzDzt8FxukOVGjcvFBQmMT0DKUIUQPcnSaj8OEGCYr5W5OJJhqtgqSXvpTIGXzhRYKDeYWKzwxp0ii+U6L58fbH1NaMglIlB8tYNXi+Bpn8FYAmstp1M5frQwReMJG448CQU8mxsgkH0XR4ajNL948gJ/cP0Ngg5Tn1aK3zr3HqKui0ZR2qJLaSeMhd/+1jXODKR4djTDPz//Pr4xdZPJtTlxntZ84fgFfnhzke9c23pv46sTy7x4qu+xXv9Bi40aX5u6+cjnnU3npQRVdFUzDHG1phaG/HhxilcWpqn1SADqdVdWFvnk6On9Po0233E4k85TCwPeXp7nQraAq7TcgN0hCYtCiJ5UemBF4Z2VBZ4fHuGrb8/w3uM5Pnaun/nZGaK+z7NDMV44kePyzCpnBxI0ajU8z8OiUMp/9IsF18l4F/i1U2dAeRDO8aGB5/na1B1efdKmI4/BVZp/cOZZEq4vQfEIcbUm60c5ncpxeaWzMS4aRdR1+V+/8g615pPd3FiuNLm9UObCcApXaz5cGMVzXSytPcTX5sp89e3t/z3MrnZvtaUaNDt63sVcv5Sgiq7yHIfQGH7/2muPXNkWG1ngzaU5ns8PYrA90SXV0w6u0pzPFlAoAmvwDtkcxN0mYVEI0ZMebGrx+uIMHx88wT9/+QzZuM/03TtUq9X25wv9/VwcyTI5Odl+vL+/QDbzr1ClfwPBte1fLLiCWv3f1z7QgAH/RT4y8Pk9C4uFSJzBWAKtFIVoXILiEeVpzUAs0XFYXPekQdHVip99fpQLQ2mqlTJXr17F3LeynsvlyCXSDz1GMzTMrtQYSD/5/t9c5NHHiGiHvC9dUEV3TVVW+c7sHQmKj+lvZ27z97OTPJsb4OPDJ/b7dIDWTFtfAuJjk7AohOg5xlrmapWNjwHfnLlFxHF4KTm2ISgCzM/NsVIs0mjce4Ofm5un2czQ3//focr/HhqvdPLqrf8JJ/B2uYPauXSe5/KDDMeT7b1mau3/yWrJ0aSU2vXvuwclIy7/4EMnSUY0t25e3xAS1y0tLXEq10cu4bNU3v4iOhntzmVFRLuMxlPcqWw///F4MkNgDY60XxBdFFrLjdLOZ/qKltBaQhvyw4Upnu8bJOP3ZvM40Tn5CSuE6DmBMSw1qpsef3VxhmoQUNvmju/9QXHd8nKRu3fnsIlfw0Y/DXqAtUj2cGYZpTzGUzl+YugEkS5dwEcdl7PpPL9y6mk+NTrO8WQGTzv4TuuX5zgSFI84Z4+73/7jj5wipkMmb93cMiiuazQbPDua2fbznqPxne6cu6s1z+Ye3gH5TCrXM3PdxOHQDEOuFHe2qi+2925xod17QBxcsrIohOg5FsviA4O4o47DpfwQLxZGWFla2tHxyuUyt28HjI58DCf6MhCiKn8MjR8/5CRq0Hidz42dA7PCmfQFfvvyo2fQbSfjRfjM2BkGowkCa/B19weYi8Mhu4d34p8ZzRD3HG7fvPXI564Wl3nhRB9/c3luy8+noi6htV25sNBKkfK373LqKsV4Oi//hkRXWeCVxen9Po1D429nJmgaw/v7R+Qm6AEmYVEI0XMcpVmq31tZjDouv3nuPQRBk7npacrl8o6PWa/XuX7jDgCZTIaB/l+ByMdQlf8I4eSWX6PKv9v6D+85/Ogv7fw3suZSboCPDZ9Ao3C0lrI58VCDscSOv0bxqGmiG+XiPi+dKfDssQyL81uHvwetrKwwMDiI5yia943OGEhF+OB4gWdGM+3ZqN2Q96Pb/r7OSBdUsQuUgoTrUeqwwZJ4tO/O3WGxXuWnj41LYDygJCwKIXqOxVIN740AiDoOYJm8dbsrxy8WixSLRYaHB0mm/gXYFah+BdX44dbn4x5jqfl4pTQvD5+Ujo1iR7RSpDy/owYb69nsl14c44++P7Hp866jSPguxerGi99PPj3IeF+UhblZVle33xd4v0gkQr1p2kFxvD/Jx5/qZygdQ2twurzX0tMOP3v8HN+emWBh7ebRWCLNxWw/Z9J5aQAluk4Bl/KDfHt26xuI4vFcWVmkfivg5048Je+FB5CERSFEz1lpbGzBH1pLR/sMd2hqqtXpNJfLUSh8ERqvA1tcoHvPE9QUvnZ2tP/iUn6QZyQoih0y1jIaT/FOcet5hlsZ708y3p/k2lxpw2O/9L4xtFYslht8891ZSvWAwXSUc4MpJidub7nPdyuxWIx8Ps9ypYHvar74/uOMZGP4zu7NLPMdh1PJLCeSGeaqFXzHIe1F8LTMSRO7w9UOLxRGeGNpjmKze6NgBNwur/CVyWt8enRcbvQcMFILJYToOYv1jc1tjLXs5rWhtRZsgy0L3lQKnByD0TifP/FUx5G1LxLjY0PHJSiKHfO1w8Vc/46+ZrW4zGeeHW5/nI55/Nzzo5RWlrlx7Sp+WOWzzw3zxRfHePlcgcWF+Y6Dotaa4dFRmq5DPuVxcSTDsVyciLv7+24drfG0w3A8SV8khu/IXl+xu1yt+cjQ2H6fxqF0ZWWR0D7ZmB+x92RlUQjRU6y1m+7oFqJxjN2d/Ulaa/oLGVT594Et9qm4o1jT4Ob1O5wcH6cvEmO+vrlT64NGHzGTTojtKKU4Fk+jUZgO9+UFQYD2W889M9BaUaxXqywstFYn5+bmgM72Jj5oeHSUKysL/PnkNf7pU+8l5mm8LnU97ZQERLGXUt72zZXEk7lTWeVMOr/fpyF2QMKiEKKnhNZSemCvlqc0CoXW+qGt/R/H6OgQBFeh+frmT6o0Nv7zVGv3Sk/DDkNr0vX2fASCODwCa+iPxpmpddbMqVarMVLo519+8hyJiMvC3CwrKytdORftOiyttLoTV4ImL58fxFiLlgAnDqG3luf4i8lr+30ah1bY5fdwsfskLAohekpoDeX7OtG5SvN83xDGmK4HRYBoNApmABv7DCq4A2YebBPc49j4F6hUQ1ZWypwYP81MtdTxPpY7lVUaJiTqyI9ZsXOOUjyV6es4LNbrdWanp1BKMV+pdPXfyvz0DO8bGeGpTB8ZP8ri/DyFQoFdrQ0XYp+Mp3JEHXdDkzXRPUnP3+9TEDskVzFCiJ5Tvm9l8bNjZ+n3o9y+cWNXXuvatZtkMhmSyZfwY6C1AyjCMGS1WCcSi5Ef6OdrUzd5e3m+4+MmXA+9C015xNHgaodLfYP8aHF600r7dh5npEwnqtUqk7dukUwmuV2aJp1OS1moONSOJdJcWVnc79M4lN4pLtAfTUiTmwNEwqIQoqcExnCn0mrl/3S2wGgixcSNm7v2esYYlpaWWFpa2vB4JBJh+NgoN1aX+esbN6nt8C7zUCyJ1+VRAuJo0Si+eOoiX568ysvDJ/j72Umury7vy7kEQcDycuu1I5GIhEVxaLna4Uw6J2Fxl7y2OMMH+kclLB4gciUjhOgZjTDk72YnsYCnNZ8YPsX89MyulJ8+TCKRYOTYMb43f5c/m7y646AYdzyezvbLBbV4Io7WJFyPL56+SMpqPjt2jqFYsr1eHdEOHx083rXmT67rMjQ0RD6/ffMJx3FIJBJdeT0hepGjFGfSeZ7PD+73qRxKFjqaISt6h6wsCiF6hqs1by23OjY+lekjDMNdK63bTiqVojA4wF9MXuPyY9xZHool+fkTT+FIUBRd4Kw1dSqVSkTCkF84eR6lFMV6jWwkSrPZ5M7tiSd+nWw2S67Qx+1SkaFMmtFkYtNxY7EYw8PD2xxBiMPD0w6X8oO8ujjTYT9isRNxV+LHQSJ/W0KInrIesZ7O9lMtlR763G5LJpMUBgf4s4krj1XuF3UcvnDyPBEts+BE92itKRQKXL9+HWMMkUiEWCzG3dl56vUnHxyeTqfJ9vXxp7cvc6tUJOtH+UdnLxGJRNrHT6VSDA4OopSS721xJKS8COcyfbxbXNjvUzlUMn6EuOvt92mIHZAyVCFEzwiMIe62OqU1TbinF6WpVIqRkZEn2hf28vBJXLmYFrukUCgArc6ny8vLXQmKAIWBAb4+dZNbpSIJ1+NjQ8ep1qrt4/u+z+DgIFpr+d4WR4aiVeotuutMSmYsHjSysiiE6BlaKULb2p9YD0Ncd+8GI/cPtvanfGjgGLUw4I2lnQ0wPxZPcSadx5WLC7ELtNak02mWl5dpNLq736dcKvHS4BgGy0+NnKYZNJmavNP+/MDAgIREceRorcn4e/cedFScy+Tx5H3yQJGVRSFEz5ivVygHTTJehPF0jsXFvelGl0gkqDcN//OfvsH/970JPj54gl88eYEPDxzrqKOpqxSfGTuDq+RHqtg9SimGhoa6ftyZ6WlMrc7LQydYXlxk4uYtgqDV1CmfzxONRiUsiiPHUYqLuQHZf95lvgTFA0eubIQQPWOxVgXgJ0dOUatWu1Zm9yjpTIa3p4oAXJkt8X989QpLS4aziQL/7bn3MJ7Kbfu1Ee3wy6cuEnVcuaAWu0ophe/75HLbfz8+rumpKW5fv7HhBk06nSafz6NlBIw4olyleTY3sK/nsF4Om/J8cn50X8+lGxKev9+nIHZIylCFED2jEI0DkI1EKS/u3Tw5x4twZeZeE4NKI+RPftwqw/vg6T5++sIZbq4u81d3r9MwYft5GT/CL5y4QNLzceWCWuwBrTV9fX2srKwQhuGjv+Ax5fN5CYriyPMdhw8NHOOVxZk9e82k53MymeFsuo/ReApPa4y1hNaiFJSbTf5m5ha3Sys0TXigurUOxhJo5KbqQSNhUQjRM9b3h9xYXeJsKs3KysqevG7Ec7m9uPWIju9cX+C1ySX+m5dO8Q/PPMfvX3udWhjwVKaPT42exkHJBbXYU9ZaXNfdtbDY399PJpOR72shAFc7JF2PUtDs6nEVcDqVYzCWoB6GxF2Pc5k8CdfHWLthaL2jFOsfZSMOPz16BkcpLPDm0hzfnb9D6QDMLvzwwDFcLWHxoJGwKIToGZ52UMCN1SLn04U9e12loBFsf3+20jD8669f45989BRfOHme/3TzHT41elo26Yt9oZTCGNP142qtGR4eJhaLSVAUYo0CQtu99buU53M6leODA6N4ymmvHCql0B1uZbg/SF7M9XOpb5Dvz93hWzNPPnN1tzyd7WcskUHL3v4DR8KiEKJnzNXKWGCyvILvOESjUWq12q6+prs2HFgpeFQ9T7HS5GQyzouFkV09JyEexhhDs9ndVY5UKtXueipBUYiNqmHQleP8yqmLDMYSW64cPi5Xa6y1vNg/yutLcyw3Nr9nXsoNcDbTxx/ffPuxX+dJfO74OY4nMrJd44CSvzUhRE8IjOFysdVcI7CGHyxM0b8LnR8fNDAwwDtTK4Tm0XeOj/fFqYUBz/cNyqqi2DdKKaLRJ2t0obUmmUwyMDDA+Pg4AwMDOI4jQVGI+4TGUO9SUDyWSNMfi+NqvSEodoNSCmMNv3r6Ikl3YwOZC9kCHx8+yWAs0dXX7NSxeIrjiUzXf89i78jKohCiJxhrubF6r6nNVKXEs5ndL0XVrstCqdrRcy9Pl7h0PCNBUewrpRTpdHrbVXfXdclkMqRSKay1eJ6HMaY9nzEajWLXyt7WfwkhNgqt5WapyDenbz7yueczfZxJt/YbZvwICpiulqmFTXKRGK7S5CLRXR2vpJXG1/CLpy7wO1deJe54fGLkJKdSWbRSFLs8n7VTHx8+2dEIKtG7JCwKIXpCJWgyX6+0Py5EYo8sC+0GDXzgdB9x36ERGq7Nlrg2V9r0vKeGUjx3LCtvemLfKaXIZrNYaykWizQaDaLRKPl8nkgkgrN2B//+VUKtdbvkWgjRAWs5lkjxTG6A78zeIbCb9wmPp3KcSmW5kC1suok4vg8jIhytyfpRPK355OgpTiWzOFoTGsO3Zya4mO3nzeW5PTufi9l+cv7Bn9O6fnPtqFLWdnHXrhBCPIZGGPL1qZvtN7G44/FPzj3P7NQUlUrl4V/8hJLJZHvQuVKKRmgo1wOqjVanyauzJZ4dzZCIuviOPtJvGKK3WGux1tJoNPB9X1YJhdgFTRMSGMM3pm6x3KgRWoNWmk8MnyQfibU6lfbQTcRmGGKwOErjrjXPWW3W0Sgijsv/+fb392zcxm+MP8vAPpW/dktoLY5SNMLwyJbSym1GIcS+s1jeKc63P36hMEzQbOx6UAQolUrcvHmT4eFhIpEIEdch4jqw9v42lInhSKtv0YPWw+GT7l8UQmzP0w6edvjEyEksre6oCoXbo82gvAcCjQLSXoTAGhSKrB9laYsmON3WH42Tj8R2/XV2m6MUTRMyVyszEEtgLUcuNPbed7kQ4kgJjOG1xdkNrckj2iFsdqepQEfnEATcuXNny1UZCYpCCCEijkvUcYk4Lv4Baga1flPJ0w6OUnz62DjvKwzv7msCP3/i/BN1ee0lrtIUonH+4PqbzNbKHLWizIPxnS6EOLQs8NrSTPvjqOMwkkjtyhy5h9Fr7ceP2puAEEKIo0EpxUg8xQf7j/GZY+O79jpjiTSePjzbNtbD9i+cvMBkeYXmHl+f7DcJi0KIfbVYr1Bs1AGIOi6/Mf4cMQszMzOP+MruCoKAyclJCYtCCCEONd9xOJPOk/N3p4T9bLrv0HUN10oRdVze3z9KYA3WWgIT7vdp7QkJi0KIfdM0IT9emG5/XIjE8LXmzsTkvpxPEOxd6asQQgixXxSK06ncrhx7JJ5EH5JVxftppQiM4erKIkopXO1gjsANZgmLQoh9UQ8D3lle4HJxof2YhX1d2RsdHd231xZCCCH2iqs1z+YHuj4OKudHSfmRrh6zl/iOw7lMH9+Yusnfz04SHIGSVOmGKoTYFxa4urpIcF84XGnWcfepy1h/fz+e5x2YpgVCCCHEk0h5Pl88fZGv3b3J3crqliM1tFJczPZzIpnhzyaubHiORnE2k+cD/aPkIlE0itDaQ78S5WuHVxdnUCgyXoSzmb7WSBUUgTU0TUjaixyaPZsSFoUQ+0KjSLobhxavNhuUm00ymQzFYnHXz8FxHFKpFNlsFtd1JSgKIYQ4MjztkPdjfP7EU2ilWKxXmamWuba6xESpiKsdvnDiPP3ROCgYiiWZqpYASHo+v3TyAnHXJ3LfTV73kASkh2k1w4MQw1fuXONrUzcZiiVJuB7XVpf44umLhyYogoRFIcQ+8bRmPJXj9aXZ9mMv9A2T8DwaXfohG4lEyOVyNJtNjDForfF9H9d1cV0XZ+0NTkKiEEKIo8jRGmdtLXAwlqQ/muCpTB+O0oTW4CiNo1v//QsnL7DcqPHG0iwvDY7hrn3uKDHWslCvYu5bY22YkNvl1g3unB8lu0uNg/aLhEUhxL5QSjGWTLc/jjouLw2OcXdyklqtOwODtdakUimgdSdwfd6UEEIIITbTShFxWvHAva+g1FEax4H+aJyPDB4/coPpodWUb7K8yjenb2763PsLI7y/fxStFIftKuNo3Q4QQvSMwBgmyyvtj0+lsjSDoGtBEaDRaACtYKoP0cwnIYQQYj8opY5kUIRWB9mU5zMaT+OqjRHq/f2j+I6Dqw/fauvh+t0IIQ4MBfzF5PX2x6dTWRrValdfIxaLYY5ApzIhhBBC7C5XawrROD8xfIJPHzvdfjznRw/lqJB1EhaFEPui2KxTCZvtj0fjaUql0mMfz9niTqcERSGEEEI8rsC0upvez9MO59J9+NpBK8Xnjp9DH96sKHsWhRD7Y6Zabv+3AhKux91yefsveIhMJsPAwADGGIrFImEYEolESCQSUnoqhBBCPIGmCVltNohoB087OFoTmLDdBOewNrpphCET5RVG4kk87dAIQzytCazh3eICDRPy8aETpL0IWh2+3/86CYtCiD3XNCFTldX2xxaohQHRaPSx9izG43GUUjiOQy6XA5CQKIQQQnSBRlENmvzOjVcZjCU4ncqxWK8yWV6hHDR5aWCM9/ePHLr3XWMt/+X2u1zIFPjo0HFeWZzmA2tNbNJehC+cOM9oIoWnD/ceTgmLQog9Z6xlsV4l6fqUglYTmnLQfOywWK/XSSaT0u1UCCGE6DJHa/qjCS5m+3lzeW5DZRBA3QQYa3EO0ftv04T85Z1rALxdnOft4jyj8RT0tzrDDseTOEod6hXFdRIWhRB7ztWawViSXzh5gbuVErdKy2S8CFO1+cc6XqlUIpvNbpiXKLMThRBCiO7wHYcXCsO8uTy34fGIdnhv3/ChulHbCEO+MX2Tq6tL7cfSXoSfO/FUuwvqYV9NvJ9cTQkh9txqo8GJZAalFEPxBPUwfKKxGY1Gg5s3b7ZHZQghhBCiu7J+lKTntz92leaFwjCe1oemG2gzDJmplXlj6V4ojjkuv3zqaXx1NEdwSVgUQuw5rRTD8SQAC7Uqk5UVHPfx79L5vs/JkyfxfR+ttawqCiGEEF2mgM+NnUPRCoq/fOppPjhwDOcQlGJaa2makMsri/zHG2+3H89HYvzDs8+RcL0je20hZahCiD2X9iMYawit4frqEgu1KpWgyejxMe7cntjx8Y4dO4bjOEfyjp8QQgixFxytyUdj/MuLHwBa/QegtbXkIGuEIXUT8JXJa0yUV9qPJ1yPS/kBIto9lN1eOyVhUQixp4y1hNbgaYd6GDBRXsFgubKyyPP5wR0fb70LqgRFIYQQYnf59+3VO8ilp8YaAmMJrOHvZid5Y2m2HX7jrsdPDp/iVCpLYE378aNKwqIQYk81Tci11SUKkThZP9oeoTFTLWMs9PX1sbCw0PHxIpEIxhgc5+hsNhdCCCHE42makHLQ5M8mrmzq7Arw4YFjjKezaKVxZceehEUhxN7SSvHtmQlWmxub0QTG4OjORl9orSkUCriui+/7sqoohBBCiEdqhCG3SkX+fPIqgTWbPh91XC5kC0diJEanJCwKIfaUtWwKitDa89AMQubnHz4+Ix6PMzzcatN9VDebCyGEEGJnGmHIq4vTfGtm+94IHxkcQyE3oO8nYVEIsWcCY7i7Vnb6oNYG+UfvCxgcHJSSUyGEEELsyEqzzt8+JCieTee5kO0/8A17uk3CohBiTwTGsNSo8uXJK1t+/mw6T7P68DmLvu/juvJjSwghhBA7k4tE+ecX3kfTGC4XF/jhwhS1MCDnx/ip0VPk/BieBMVNlLVHvMWPEGLPLNQq3C6vcLO0zI3V5fbjCvgfLrzI9J071GoPD4yFQoFsNislqEIIIYR4LIEJYa3g1GBxlD7Q3V13k9yiF0Lsmb5onHwkRs6PbgiL7+kbwhjzyKAIMD8/T6VSYWhoqB0YJTgKIYQQolPufSNAZGPLw8nKohBizzRNyPfn7vLduTvt3Ykxx+U3n3oPM3enqFQqOzpePB5nZGREwqIQQgghxC6QlUUhxJ5ohAHfnL7N60uzGx731u7u7TQouq5LLpfr2vkJIYQQQoiNJCwKIfaEAd5antv0eMrz2Ul9g9aagYEBkslk+2MhhDho1gu7ZE6sEKKXSVgUQuyJmWqJ8IFUOJ7K8VOjpymvrHR8nPWgKCFRCHGQNa3B1w5NExJai6u0tOwXQvQcCYtCiD0RdbwNH59N5/n06DjFxUWWlpY6OkYkEpGgKIQ4FBwU//rtH5D0fEbjKT4xcmq/T0kIITaRsCiE2BNRZ+OPG4UiCIOOg2I8HmdgYEBKtoQQh4IF/tn5FzBYjLUExsjKohCi50hYFELsiZjjoqDdBbUaNtH60Q2rtdaMjY3hui5aawmLQohDYT0YOigc+bEmhOhRcgtLCLEnFPDS4Fj746lKidWgzsnxcU6fGd+2tHRwcBDP83AcR4KiEEIIIcQekrAohNgTnuPwQt9w++PAGv7DtTf4g+tvPDQEBkHQ9XMJjQFa3QgbJiRY+1gIIYQQQtwjYVEIsSeMtVxZWdzwWGAt8/Uq5WZz25mJpVKpa+fQCEOKjRpXVhaZrpRYqFf50u3LzNXKEhiFEEIIIR6grN3JhDMhhHh8pWaD373yKnUTbnh8OJbkl049jbGtRg927ZejFQ4K13Wx1j5RGep684ipyioDsQQLtSr1MGQwlkAp8DrYPymEEEIIcZRIWBRC7JlmGIKCN5bm+P7cXUpBo/05XztEHZeI43A8keHF/hHirveQoz3G6xuDoxRaqScOn0IIIYQQh52ERSHEngtMiKsdvjt7h+/OTRLc92Po40MneDY/gAaurSzxdnGeUf9iYQAAIABJREFUzx1/Ci3BTgghhBBiT8noDCHEnrLW4q6VfL6nb4hncv18e3aCG6vLlIMmp1NZlIU/v3Otvcfx+soSp1NZgG27pgohhBBCiO6SsCiE2FPrpZ9NEzJTLaGV4uODJ/jE8CkqQZOk57NQq3D1gWY4q6urJBIJlFJSPiqEEEIIsQckLAoh9oWnHYbiSQB+vDDNTLXEeCqPozR/cecaD9bHW2u5ffs2+XyedDoNyCqjEEIIIcRukrAohNg36x1I35MfAgVvLs3xw4VJArt5jEUikcDzPKy1lMtlms0msVgM3/fRWstqoxBCCCFEl0mDGyFEzwiNwQIWS6nZ4OrKEq8uzpDxI5xIZog6LmfSeTytUcZSr9dxHKcdGIUQQgghRPdIWBRC9KzAtFYYLZZaGBBzPIy1+I7MRBRCCCGE2G0SFoUQQgghhBBCbCJ1W0IIIYQQQgghNpGwKIQQQgghhBBiEwmLQgghhBBCCCE2kbAohBBCCCGEEGITCYtCCCGEEEIIITaRsCiEEEIIIYQQYhMJi0IIIYQQQgghNpGwKIQQQgghhBBiEwmLQgghhBBCCCE2kbAohBBCCCGEEGITCYtCCCGEEEIIITaRsCiEEEIIIYQQYhMJi0IIIYQQQgghNpGwKIQQQgghhBBiEwmLQgghhBBCCCE2kbAohBCAtXa/T0EIIYQQoqe4+30CQgixXxphSCVoMllZYSCaoBCNo5Xa79MSQgghhOgJEhaFEEeCtZbAGjzttB97ZXGamOsxnsrhaY3ERCGEEEKIe5SV2ishxCFlrSW0Flffq7gPjSG0FotFoXC1ltVEIYQQQogtSFgUQhwqTROiUNxYXWYgFifjRwmM2RAYhRBCCCHEo0kZqhDi0GiakFcXZvje/F1Ca/jvz78PQIKiEEKII6ERhq1tFVIxI7pEwqIQ4kCz1tJYW03825nbvLI4A0BEO7IHUQixgbWWwBhC7hVVKcBRGkcpucDuUet7zpfqNZKej6s0jlY4qrs3ApsmxFEK3eXj7pXQGG6Viowl00QducQX3SHfSUKIA8laS9Malus1vjM7yfXSMsZakp7PQDRB3HWphE3iyseRC0AhjqTAGMzabpvZWpmZapmFeoVy0KQWBHjaIea6JFyPnB/jbCaPp/WGRlgCAtOK1/vx59IIQ+om4C/vXOdWqQhAfzTOpfwgF7L9aMB5jOqRRhiilaJpQkJrKTZqXFlZJO1FeCrTh68dPKf3vg/u3z1msARmfQ9+y19P3eBcuo+PDI7h9+D5i4NH9iwKIQ6cRhhSDZv81Z0b3C63Lh48rXmxMMILhWGMleY1Qhx1jTDkB/N3ubKyyEK92vHX/da59xBzPSlfX2OspRw0mKqUOJXM7lmAaoQh5aDBD+aneHN5rh3675fyfD40cIzzmQKw/ZaD9ZVJYy2O0iw1qryyMMPby/ME1mx6vqMU7+0b5sX+Ee7vk61U54G5EYYAlIIGTWNIez4RxyUwBotFK4VG0TAGRes9DNhwPq7W1MOQ5UaNxXqVWhjQvO8GiLGWUtCg1GxQCZqsNhs0TOt1Pz16mrPpvkeWpFprMfettGPBrn2sUGhZcT/yJCwKIQ6M9Tf8b0zd4o2l2fbb27l0nk+OnsZB9eSdYCHE7mqEIevXsxrFYr3KN6dvcbu8suNjJV2fZ/MDXMoP4ip9KFdnzFo5rqNb5behMe2QopXC0vp56yjNfK3CV+5cY7Fe5eXhkzyT68fa1qrWgxFi/WfyVo+7SrfDXGjuxRNjN0QVFAqL5VvTt3ltabaj30/C9XhfYYTReKoVwta+GUJrWG00WG7UWG7UKDbrzNdaK8ud0EqR92PtP5tTqSxPZwv0ReKYtZClUThKYbAY2wqBxUad783d4d3iwobfm6MUcdcj7npUg4CVZn3D60W0Q9LzSXo+gTHM1so0zeYw26nxVI6TySxD8QShtTTCkKYxhGvBuWFas4bXO4QDWNv6c2udb+vvLOI4JFyPjB9lIJpolW7LzZQjQ8KiEOLACK3ltcUZvj51s/3YhweO8d7CML6UjQlx6IXW0DQGDWilsViWG3W+P3eH26UVtIKGMe3VlSehgDPpPMcTGdK+T8aPkvIi25Y9BmsX9cZalKK9itUreyFDa7AWFutVbpSWWa7X1oKLS6nZpBQ0WGnUWQ0aKMDXDg0TstpsbDpWbu3PIu66BNaw0mjQNCEx1yXiuK3fM4pio0ZgDTHHYySe4mQqy2qjzny9Qmhal581E7BUrxJYS8aL4DsOV4qLW6749QoF5CMx0n6EmOMRc1xCa6iGAfO1yo5Wsg+az46d5Uw6L1U7R4iERSHEgVILA/712z9o3639rafeQ8qL7Os5CSF2x3oDK0dpio06V1YWuFspEXNc4q7HjdIyi3t4YZ71ozyT6+fpbD8x122XvNdNwJXiIt+bu0spaJD1IxQicVJ+hJwfJR+JkfIiRB0H33FoRSk2zYHttmBtFclVmpulIl+burFl+BOiU1k/wocGxjibzrfLYaX76uEmYVEIcaBUgyb/9zs/bIfFk8ksP3v8LA4KLWUxQuyp9TDiaeeJVxrWj6VQOFpRbjaZqq5ydWWJW6UitTDo0ll3h6c1Ee1goeOyxvtFtMM/PPscCdfv6iqNsZbQGhbqVa6uLDJRWmG2ViaUyz3RRQroi8QZjic5nswwGk8Rc932Cnsnq+rrZbuit0lYFEL0lKYJ23frH9wr1DQhX564yrXVpQ2PZ/0oHxs6zolkBmMtvnbkLqcQu6xpQq6uLHJ9dZm8H+W5vkGi2u14L5Oxdm1UgWauVuZycZGlRrW1v6xe39h045Dqi8T4tfFnutZlNDSGlWadL01cYa5W6coxheiUpzUZL0rWj5D2I2T9aOtXJErK9bFwrzkPltcXZxhLZihE4lisdCHuURIWhRA9Yb15zbdnJpiulhiMJvjo0Il2iVbThHxp4go3Vpe3PYYCjiczvK8wwkg8KW88QuyC9ZWrv5m6xav3NSCJux7v6RviTCpP0vPa5aNbNYlpmpAfzU8zXS1xp7JCLXzyPYYH1T87/wJx13vi4zRNSDUI+IMbb1KSUlPRg+KOh9YKB0UpaLRXuxOux3P5QS5m+4m7HoG9ty+5V/b8HmUSFoUQPaERhvzN9K0N3e9eGhzjPX1D+Nrh3eICfzZxpePjfWhglBf6Rg5lJ0PR26y1WGu7Wha9HtDsWlt7tdZvUiu1qxdT66WhjmqNoamHAbdKRV5dnOFOZbWjY5xL53mhMMxANIEF5msVvjM3yfWH3Pg57IZjSS7lBzmZynY013F976ZCoVSr46ta+/soNRvM1yvMVMu8vjT7RN0zhdhvCdejEI0Tc1xirkfKbTWXGkkkiWhXRtrsA3e/T0AIIdY9WHb27ZkJ0p7P2XSeY/EUntYdXwh9Z/YOZ9N95FRUWnyLPRFaQ2gsq806dyurnE33YWh9nPNjOEpt+l5sjXxQTFVWKTUb+I5DyouQj0SxtjWjbaZaYqleoxYGBGuvgWq14Y9ol7QfIeNFiDguUcch7Ud2vKpu18Lo+p1+V2kW6lXeLS4wUy0xX69SeYx9eQCXVxa5vLJIZK275lG/Q/1Lp55mKJZoB/BHsdbSNIav3r3BbLVMw4QEax1fj/qfpTh8ykGTcqm46XFfO3x06DgnkxmSnk9orNwM3iOysiiE6An1MOTLk5vLTB2l+I3x50j7PhOlFf7k9rsdHzPl+fziyQskXV/mL4quCkxIaFt7bKpBk2Kjzu1ykdvlFSa3mO2XcD0+NXqa0UQaDQTW4irNt6Zv8crizKaL/ovZfpYaVe5WSjs+t5PJDC8PnyTptRqnNENDNWwSWENg7s1Tg1Y3TmMNy/U6i40qxUadUrNOsVGn3oXxE2Kzf3T2EknXbw9mf1iwXy/P/6MbbzFTLe/hWQrRu1ylOZvO88GBUTJ+lOYWN04UtCsw1qsxtGo13pGy1p2RsCiE2HPrF0DrqxgKaJiQ/+fyK+3N7/cbiaf4wonzKOD1pVm+MX2r49dylOLXx5+lEI136ezFfrPWbvtm3zQhpWYT33GIamfbVeX1VcD1weIKhasVWun2awRrg6tbpZ6aatik1GywXK8xVS1xt7LKbK2y5ffsdk4ms+QiUeZrFeZrFaq72OEz50cpB82uzBwU3RN1XAZjCX5y+BRJz9+yrG79+2+mWuZb07eZqu78poEQR4GrNFk/QtK710BHK4WvHTztYLHtx6LaJeI45CJRsn6M7FoVRqujs27//BcbSRmqEGLPNNdK7u5UVnl1Ybp9EetqzdxDLrpLzUa7hO/Z/ACT5RWuPtARdTuhtby1PMeHB8Zkr8MB1whDGibkneI8CkXMcRlP5zbs4/rR/DTfnp0AYDyV4yeGT+BpB1dp6iag2KizUKtSbNYoB01qQYCjFL7j8pHBMfy1i4ubpWUmy6ss1CosNWqPNRphKzdLy9zco+v+pUZtb15I7EjcdfnpY+Pb7r+y1lI3IX96+/KWq9RCiHsCa5ivV5l/zHmrSddjOJ5iMJZgNJ5mMJaQzqwPkLAoxD5YXxm5urIIQMqLEHddXOWs3d1SBMa09/DptYvhg/7DSyvF381O8tbyHDHHI+1HSHs+w/FWs4f/fOteiWnS9cj4UVKez/N9Q+3HPe3wTH6g47AIsFCv7mj1R/SW9T1bb2yxqhyf9jiVyuLqVte8y8XF9ueurS5tGrPyMNdXl8j4ESn3E7vqXKaPqOPyYN3c+vd5w4T8p1vvMC+jL4TYdaWgyZWVRa6sXY+Np3J8duzsPp9Vb5EyVCH2SWhaUTC0htX1lbP7Gh54WhNxWvdz1oOOxeI8QZlELwzAbYQhWqlWZ0daZaLrIXimWsJRmowfAVqrgpq14b73jdD45tTGrqmPooBfH3+WgViiy78bsZsC0yoDLQUN/mb61pHunikOl6wf5UKmj2wkurZ/EWZrZRZqVS6vLEhHUyH2wXv7hnhpcAxX9jVuIGFRiD1ijCHEUg2CVlmcboXD8L6mE1HHJVzbJ9XtwfJNE3KnvMpoIrW2P+tglGSuD+5eX2399szEjoLiuqez/Xxi5CT+AV+dPazu3yPoak2xXufyygJXVhZluLgQQohd9ULfMB8ePHbgK7h2g5Ship4UWouzFpQaYYizFqy20ghDDK3nb3U36GHNMPaS1hpjWl3tVpr1LZ+jaJWkDsYSnMvkOZ3KbdtePTSGwLbuPq9v0K6FARpFZC102rVjOkq3V+OSns+FTIH+aLzd9KUaNGkaw1gyjaKzuW33z1+ztDo7tjor2i1HBGzFWNO+g+4qDar191kLAypBwEqzxlK9xnKj1VCk2Nj6z60Tby3P8fGh4yBvBD2lEYaE1nBjdZm71RKz1TJztXK7+ZEQQgixW1yleX//CC8UhiUobkNWFkVPsmuhw3S4ybgeBszXqkQch6jjknC9HQfEpgkBhbW7N7snNIZis86fT1xloV5th73t5CNRPjJ4nJjj4mkHrRTloEGxXme5WWO5XmOpUaPYqG84Vtzx6I/FCYyhbkIqQbOjGWkxx+VCtkDUaTVeiGiXlOeTXPvlKU2wFhCvrSzy11M3cZXiQraAr11qYUAtDEh6HscTGYbiyXb4bA0Vb62gulpTbNS5sbrMZHmFYrPVrr8W7l7XxhcKw7wkTW56StOELNdrfPXuDen2KIQQYk88nS3w/v5Rkm6rG3FgjMxsfAgJi6JrrLUEa/vwnLVmE+3HrcHaVtfL7fbMmbWh0BqF7mBl68HXbhrTnh+mYO0YmsCEeNqhHgaUgiYxxyXuegQmxFEag2WxXuWtpXlulJY5k8rxoV0sRWj/PpVCoVht1vnyxNUDcbEcdVwK0TjLjRqlZqOj51/KDxLRDpWwSTUIWKxXmd3llSMFJDyflOuT8nw+0N+axSRvBr0nMCGudviD62881kxBIYQQ4mH6o3Geyw0yGEuQi0RRKLke2AEJi+Kx3L+PDGCxXmW6Uma21uoiGHVcsn4UVyuKjTqVtVlfSc+nEImT8SPteTihNa3ZZY061aCJpx3irkfC9Yi5HjGnNRdH0WqKsr46pe4LlRra7fPXV7ACY5gsr3BtdYnpamlDOHGVIrM2g6y2xZyzsUS61drccdEoZqolsmthY72ss1ulreth+uZqkb+6e33L8xGdy/lRvnDyPHHXI7StGXrd3v8pnpy1lsbaDZu3l+f4q7s39vuUhBBCHCIKuJjr5+Xhk9K05glIWDyC7FpA2yrwtEJW2F71AlCqFcQC09oTt9SoMlUpMVerMFstU9xm/91Bp4BCNL5h7EJfJMbxZKa1YuX7ZLwohWiccK0EdH2P4HoDmXoYUg8DtFLtwd4Rx2mHZKC9JzG0hn9/7Q0WHnNW0FHmKs1IPMlTmT7OZwvb7vMU+2v9JpOjNHcrq7y2OMON0rJ0fhRCCNE1jlI8lSnwoYFRYo4nq4hPSMLiEdIwIQu1CjPVMsuNGs/kBshFomChHDRZadaZLK9wt7LKfK261iCltUonF3PbU7RKHFJehKYJaa7tE1xp1Ai2+ecVdVp7AdNehIwfIeX5vLo4y7IM0X4oT2v6IjGyfpS0HyHnx1plJX6UwBpc7bTLn8X+a5rwXnfTRp3bpSKT5RUmyitUZQVdCCFEl0Udl189fZGE60tI7BIJi0dI04R87e5N3lyeaz8WdVwpexQ9Keq4jKdy9Efja/sMYkQch8CYVimwBMOeYNfKvkNr2ivqq80G09USdyurTFdKu75HVQghhAD41dMXGYgmOurILjojozMOufVyx/Vh7GfS+Q1hUYKi2C19a+FunUbhOQ6+dvC0bu9BXd9jqlBrI1IU+UiMS/lBrG2tJt5fLu048gawm9b30K7v91wv6a2FAfUwILAWszYbtBw0WGnWKTVb/7tYr7LcqLfLtoUQQoi9MhhN0BeJS1DsMgmL+6xpQqyla0vl611B1dq8umurS8zV/v/27uU3zus+4/hz3su871w4vIiiFFmybCm20NSpgSyyKNClV0XQZtNFiqKr/lfdtt10EQRt2mRVoAUKNE2dwkmd+qKoupkS78O5vLdzThfzzljyxFIokRwO+f0AAgxJFg8pYjTPe36XoXJbKbNW2znLrXE6/vKd9yU9Hz6kL3s6ZSR5TSfYavLz0u+8pxHHYxLad/JxP/JePlKvzHVYFhqUpUa2FPEPAHCWdevhiThehMU5c97rs96elhuJvtHsSGZ8A1PVy8pH9X68QVXqzc6yIhMoDr5cfu7kFdQ3Mv2y0KPBoR7UfYd79L9hjv7m84/0R1feVLeRqB3FiutdRpN9kZgf55xK7xSZccnovf6+frG7qd2c1wwAwGL6YthXYSsFRie2/uwiomdxzpz3+nh/Sz95dFdxfZPydcNkQmP0rZXLakfxeMqmqzSylfbyTAdFxtMUnEmhMbLeqxGEutbq6K3Oit6/dEXO+wvzYj65XXXeKzSBolO6NXX1Chknr9AYBTLaLzL95nB/+lApd/ZUzgIAwEmLTKAf3H5Pa41UARVKx4KweAIKa+U07vcxxih6yRj/0lnt5Zk+3NnUw2FPB8X5XEWBi+Fy2tJ3Ll3VlWZHK410+r1f1bdZSRDKeqfYBOf2hdw5p0rjkvCDItP2aKjtfKhhVWopTnQ5bWk9bWktacp5f7xl6N6pcm68+3TU10420n6Rab/INKjKY/k4AACcVd040fdv3lG3kch5P11rFpmAFpdXQFg8ZpNBMj9+8KlK59SKYrWiWDfaXV1rLcl5p0Y4W/37bK+hdV6/3H+qf3/6kJUVWDjfv3lHb3VWLuzy28Ja7eRD/fPDz19aCp6Gkd7prukPN66rGcWvXZ6b20r/9uSB/nv3yWv9OQAALLJmGOlGu6vLaVtrSVNrSVOX0qa89xf2/cmrIiyegMkE0v/YeqxPezvTPqDIBHp3+VL9xjB6YQle6ayMzHRvX+msirqHcVCV6leFsqpS4axsPTxk0ue4nQ2Zcoq5+Ytv/oHWk+aFezGelHz+9NFdfdLbOdL/u5609IPb7712eWpuK/3Tw8/0YNCb/pyRUSMM1Qyj8Y8oVqNeOxI+U/Xw4c4XX7sXFACAs+ZmZ1nfXX9DcRAoDMatFlEQqBXF0/kfkhTUVX4X7X3JcSEsnqCy7gWqnNNWNlQjCJWGkdIoUhKEr/VN66crMaTJPMnJX2RsAuXO6mk20IN+T5ujvp6MBiroTcIpuNZa0u+vrOt2d02xCRSfoaW4tr6pP+4ylMJa9atCP7r/v688JObPb7+nK83Oa53D14Ov9OxLi5ec/HOlOIGZzJ01MsbIe68f/t+vdf+ZkAkAwFlkJH3wxi3dWb50YWYfzBNh8ZyrnJOtpx7+5NHn+vXB0W48gNfxp2/e0Y1OV9L8J5NNykN380zvLq9JMtOhUkdhvVflrLzG1QIHRab/2tnUr/a3jrxfsBlGutLs6GqzrffXrqgdN458nuMwqYb4z+3H+vn2Jg+WAABn1ttLK/rj6+8cW78/XoyweEGUzmpUVfrrTz6c91Fwwaw0Ur29tKJ3u2taihMlYag4COXlZZ2Xryd1Rq8ZJntFPr01i4JAoQkUGiMvKbOV/uWLe9OHJX/29rd0rdk50oCdwlrt5iN9drirgyJXr8i1X2QavaTkOw0jLceJuo1Ey43JcJu2luNEgTHjhzn1eedhMqnV1OU7P9t6pH998mAuZwEA4EVudpb1vRvvKg4oKz0thMUF5OtyspdNWJ2M6d/Oh/po96k+3t+e1m8D8xbXfQWrjVSrSVOX05Y26kZ058fThKPf4R+Dye15YIz2i1yBNA2KQWAUKlBmK2V2vGrGea8b7e6Rn0hOysqt99oc9pW7SpUb9ylW9QTSVhRrKW6oEzfUDCOlYSSv8dJ71ec66bUZk/Bn66+hkRl/Lcy4f6OwVpmtNLSVhmWhw6rQXp7Vt64jZZZbRQDA2fPt1Q198MateR/jwiEsnnHee+0VmQprNbKlhlWlYVUqd5WuNju61lpSo76lMTI6KHJtZQM9Hh7q8bCvrWzA/kUsFCPpUtLSN1odXWm2dbXZ0WqSymh8CzfpuzMaB6DQmHP7dPHZktdnTT7b0AQyRsqqSoOq1EGRa68YqVfkOiwLDapSeR2U2acIAFhky3Gi31tZ162lVa2nLUk6tb3FFxlh8Qyb9BENqlJbo4E2RwPt5EPd7/eeuyHsRLFkjPplMcfTAierFcVqR7HScDwgKgkjJWGoZhhrNUnVjZPxjV4UyfvxbZ6p+xJPOkxOJqF6+Xp4jPlyxszkP74yaGbyS1/d+zQeXOX1dDTQ/X5Pm1lfua3kvepBVl7eS8479auSyccAgAsnCUL9yc072kjblKSeMMLiArFuXFr2m8M9/ePDz+Z9HODMSsNQK42m1tOmNtLx7eRa0pyWYkavUA7qvJ+WokZBIOe9BlWpXpHr6WignXyk3XykgzKXde65YCdJoRmvsEiCUI0wVCOIlIahOnFDK41Uq41US41Ee/lIP310V4OqPOavCgAA58v1dlffXb+m6+2urHeKTXCkeQR4OcLigqmc1eNhX39/7+N5HwVYOK0w1nra0uW0pffXrqgVxTNPJL33KutbwigIlFWVtvKhvhgcaisfaj/P1CsLJoYCAHBGRMbojXZXby+t6GZ7WStJqsq5Yxmgd9ERFhdI5ZwOikx/d/dXvFEFjsGtpRV9cO2W4iBUYIyGVal7/X1tjvrazobazkYMhQIAYMGExkznHtxod3W12VEziqcVQqcxcO68ICwuEOudfrb1WNvZUCM7HnQzspVGVckQG+AVJUGoW0urejjs6ZC+XwAAzqXIBFppJFpupFpppLqUNvXNpTU1AkpXX+Tch8XJ+PjftmZisl5iMl0xMEZBPWHR179+lp48TAbefPXMRkYf7T3VL3Y21a8KlY6bEAAAAOBFunGi7735jrpxokYQytT7jyfvtV9lxsF5s/BhsXTjnWGPh31tpC1140TW+3rnWqZPe7tqR7FuL62qEYbT3YO7+Uj/s7+lvTxT7qwKWylzVoW1KpxVIKONZlvX20u6vbSqjWZ7OqjiLE5dqtz4GzsMxuGxrD+XzFUaVeMf47UDXs6P+7Kc/JfTGb20X2T6aO/pvD8VAAAA4NSFxtR7kmM1o0hvdVb07bUNRSYYD8lzbryruCrVLwvlzk4nsreiWLbecxwYo9icvbzwKhY6LJbO6sGgp3+4/4mq+tMwkpYbqQprNbTPTxNcbaTaaLb1YNDT8BUmDa42Ul1rLWktaapbL95uRbHSMFZSB9HJ8u1JD9Si8N7ryWigv737y3kfBQAAADgTAhk1o0jDl7R9GUlLcTItdV1LmrrW6uhKs7NQmeCrFjosZrbSjx98qnv9g3kfRZKUhpGWG4lW6lroy2lLq41USRgpDgLFQajQGFk/2bX2/L61sH5qUVirkS01rEoZYxQHoeL6GjwKgvFetrpU1tV/lpMfT3z6LU8xvPeq6it1PfNx8vrjDMpCvTLXz7c3tZ0PT/VrBgAAAJxHzTDSX935zkKXskbzPsB5ktlK2ajSk9Hga3+PkdR4ZqF4EkYKZDSsiiMv2I7qIJmGkbrTht1E60lL3Uai0ln1ilx7eaZeVeiwzNUvC/XLQiMWeQMAAAB4AcLiKfOScmeVOyu95s7tyntVttLIVtorMkln44YVAAAAwOJb3DtRAAAAAMCJISwCAAAAAGYQFgEAAAAAMwiLAAAAAIAZhEUAAAAAwAzCIgAAAABgBmERAAAAADBj4fcsbjTb8vM+BAAAAAA8IwnCeR/htRnv/cJmrco5Vd7N+xgAAAAAMCOUURwubmhc6LAIAAAAADgZ9CwCAAAAAGYQFgEAAAAAMwiLAAAAAIAZhEUAAAAAwAzCIgAAAABgBmERAAAAADCDsAgAAAAAmEFYBAAAAADMICwCAAAAAGYQFgEAAAAz6zZ1AAAAfklEQVQAMwiLAAAAAIAZhEUAAAAAwAzCIgAAAABgBmERAAAAADCDsAgAAAAAmEFYBAAAAADMICwCAAAAAGYQFgEAAAAAMwiLAAAAAIAZhEUAAAAAwAzCIgAAAABgBmERAAAAADCDsAgAAAAAmEFYBAAAAADMICwCAAAAAGb8P+YOKeWCTqE+AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for strategy in times.index:\n", + " ax = world.plot(strategy, categorical=True, figsize=(16, 12), cmap='Set3', legend=True)\n", + " ax.set_axis_off()\n", + " ax.set_title(strategy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/05_plot.ipynb b/notebooks/05_plot.ipynb new file mode 100644 index 00000000..79b6082f --- /dev/null +++ b/notebooks/05_plot.ipynb @@ -0,0 +1,404 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Demonstrating plotting with geopandas\n", + "Note that this relies on a development branch of geopandas: https://github.com/sjsrey/geopandas/tree/legendkwds\n", + "that is planned for submission to geopandas." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import libpysal \n", + "import geopandas as gpd\n", + "import mapclassify as mc" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "columbus = gpd.read_file(libpysal.examples.get_path('columbus.shp'))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "q5 = mc.Quantiles(columbus.CRIME, k=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[ 0.18, 19.02] | 10\n", + "(19.02, 29.33] | 10\n", + "(29.33, 39.03] | 9\n", + "(39.03, 53.16] | 10\n", + "(53.16, 68.89] | 10" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q5" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q5.plot(columbus)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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,\n", + " )" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", + " legend=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", + " legend=True, legend_kwds={'loc':'upper right'})" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", + " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate'})" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", + " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate'}, \\\n", + " file_name='crime.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", + " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate, 1988'}, \\\n", + " file_name='crime.png', border_color='green', border_width=2.0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Legend Formatting" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", + " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate, 1988', \n", + " 'fmt':'{:.1f}'}, \\\n", + " file_name='crime.png', border_color='green', border_width=2.0)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", + " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate, 1988', \n", + " 'fmt':'{:.0f}'}, \\\n", + " file_name='crime.png', border_color='green', border_width=2.0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/maximum_breaks.ipynb b/notebooks/maximum_breaks.ipynb deleted file mode 100644 index 222c3b1b..00000000 --- a/notebooks/maximum_breaks.ipynb +++ /dev/null @@ -1,196 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "import os\n", - "sys.path.append(os.path.abspath('..'))\n", - "import mapclassify as mc" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "y = mc.load_example()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "MaximumBreaks \n", - "\n", - " Interval Count\n", - "--------------------------\n", - "[ 0.13, 228.49] | 52\n", - "( 228.49, 546.67] | 4\n", - "( 546.67, 2417.15] | 1\n", - "(2417.15, 4111.45] | 1" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mc.MaximumBreaks(y, k=4)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "MaximumBreaks \n", - "\n", - " Interval Count\n", - "--------------------------\n", - "[ 0.13, 146.00] | 50\n", - "( 146.00, 228.49] | 2\n", - "( 228.49, 291.02] | 1\n", - "( 291.02, 350.21] | 2\n", - "( 350.21, 546.67] | 1\n", - "( 546.67, 2417.15] | 1\n", - "(2417.15, 4111.45] | 1" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mc.MaximumBreaks(y, k=7)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "mb7 = mc.MaximumBreaks(y, k=7)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 146.005, 228.49 , 291.02 , 350.21 , 546.675, 2417.15 ,\n", - " 4111.45 ])" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mb7.bins" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([50, 2, 1, 2, 1, 1, 1])" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mb7.counts" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([3, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 0, 0,\n", - " 0, 0, 0, 0, 0, 0, 0, 5, 0, 0, 0, 1, 0, 0, 0, 6, 0, 0, 3, 0, 2, 0,\n", - " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mb7.yb" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "727.3200000000002" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mb7.adcm" - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From 79f0460fc3f28cca77b1fedd30b5999ea14258e7 Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sun, 17 May 2020 12:33:15 -0700 Subject: [PATCH 02/21] DOC: Updating tutorial --- README.md | 10 + docsrc/Makefile | 4 + docsrc/conf.py | 6 +- docsrc/index.rst | 1 + docsrc/notebooks/01_maximum_breaks.ipynb | 580 ++++++++ docsrc/notebooks/02_legends.ipynb | 241 ++++ .../notebooks/03_pooled.ipynb | 365 +++-- .../notebooks/04_Greedy_coloring.ipynb | 140 +- .../notebooks/05_plot.ipynb | 0 docsrc/tutorial.rst | 12 + notebooks/01_maximum_breaks.ipynb | 580 ++++++++ notebooks/02_legends.ipynb | 241 ++++ notebooks/03_pooled.ipynb | 1212 +++++++++++++++++ notebooks/04_Greedy_coloring.ipynb | 959 +++++++++++++ notebooks/05_plot.ipynb | 404 ++++++ notebooks/maximum_breaks.ipynb | 196 --- 16 files changed, 4562 insertions(+), 389 deletions(-) create mode 100644 docsrc/notebooks/01_maximum_breaks.ipynb create mode 100644 docsrc/notebooks/02_legends.ipynb rename notebooks/pooled.ipynb => docsrc/notebooks/03_pooled.ipynb (74%) rename notebooks/Greedy_coloring.ipynb => docsrc/notebooks/04_Greedy_coloring.ipynb (98%) rename notebooks/plot.ipynb => docsrc/notebooks/05_plot.ipynb (100%) create mode 100644 docsrc/tutorial.rst create mode 100644 notebooks/01_maximum_breaks.ipynb create mode 100644 notebooks/02_legends.ipynb create mode 100644 notebooks/03_pooled.ipynb create mode 100644 notebooks/04_Greedy_coloring.ipynb create mode 100644 notebooks/05_plot.ipynb delete mode 100644 notebooks/maximum_breaks.ipynb diff --git a/README.md b/README.md index 6d1d7ba2..f7ee724d 100644 --- a/README.md +++ b/README.md @@ -7,6 +7,16 @@ [![License](https://img.shields.io/badge/License-BSD%203--Clause-blue.svg)](https://opensource.org/licenses/BSD-3-Clause) [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black) +`mapclassify` implements a family of classification schemes for choropleth maps. +Its focus is on the determination of the number of classes, and the assignment +of observations to those classes. It is intended for use with upstream mapping +and geovisualization packages (see +[geopandas](https://geopandas.org/mapping.html) and +[geoplot](https://residentmario.github.io/geoplot/user_guide/Customizing_Plots.html)) +that handle the rendering of the maps. + +For further theoretical background see [Rey, S.J., D. Arribas-Bel, and L.J. Wolf (2020) "Geographic Data Science with PySAL and the PyData Stack”](https://geographicdata.science/book/notebooks/05_choropleth.html). + ## Using `mapclassify` ```python diff --git a/docsrc/Makefile b/docsrc/Makefile index 4acd5129..a157f6bc 100644 --- a/docsrc/Makefile +++ b/docsrc/Makefile @@ -19,6 +19,10 @@ help: %: Makefile @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) +notebooks: + rm notebooks/* + cp ../notebooks/??_*.ipynb notebooks/. + clean: rm -rf $(BUILDDIR)/* rm -rf auto_examples/ diff --git a/docsrc/conf.py b/docsrc/conf.py index 1683b7b8..dc521ffb 100644 --- a/docsrc/conf.py +++ b/docsrc/conf.py @@ -43,7 +43,8 @@ 'sphinx.ext.doctest', 'sphinx.ext.intersphinx', 'numpydoc', - 'matplotlib.sphinxext.plot_directive'] + 'matplotlib.sphinxext.plot_directive', + 'nbsphinx'] # Add any paths that contain templates here, relative to this directory. @@ -60,7 +61,7 @@ # General information about the project. project = "mapclassify" # string of your project name, for example, 'giddy' -copyright = '2018, pysal developers' +copyright = '2018-, pysal developers' author = 'pysal developers' # The version info for the project you're documenting, acts as replacement for @@ -168,6 +169,7 @@ # Navigation bar menu 'navbar_links': [ ("Installation", "installation"), + ("Tutorial", "tutorial"), ("API", "api"), ("References", "references"), ], diff --git a/docsrc/index.rst b/docsrc/index.rst index a3149288..8f332dba 100644 --- a/docsrc/index.rst +++ b/docsrc/index.rst @@ -49,6 +49,7 @@ mapclassify is an open-source python library for Choropleth map classification. :caption: Contents: Installation + Tutorial API References diff --git a/docsrc/notebooks/01_maximum_breaks.ipynb b/docsrc/notebooks/01_maximum_breaks.ipynb new file mode 100644 index 00000000..7703ae86 --- /dev/null +++ b/docsrc/notebooks/01_maximum_breaks.ipynb @@ -0,0 +1,580 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Introduction to mapclassify\n", + "\n", + "`mapclassify` implements a family of classification schemes for choropleth maps. \n", + "Its focus is on the determination of the number of classes, and the assignment of observations to those classes.\n", + "It is intended for use with upstream mapping and geovisualization packages (see [geopandas](https://geopandas.org/mapping.html) and [geoplot](https://residentmario.github.io/geoplot/user_guide/Customizing_Plots.html) for examples) that handle the rendering of the maps.\n", + "\n", + "In this notebook, the basic functionality of mapclassify is presented." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.3.0'" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mapclassify as mc\n", + "mc.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example data\n", + "mapclassify contains a built-in dataset for employment density for the 58 California counties." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "y = mc.load_example()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Basic Functionality\n", + "All classifiers in `mapclassify` have a common interface and afford similar functionality. We illustrate these using the `MaximumBreaks` classifier.\n", + "`MaximumBreaks` requires that the user specify the number of classes `k`. Given this, the logic of the classifier is to sort the observations in ascending order and find the difference between rank adjacent values. The class boundaries are defined as the $k-1$ largest rank-adjacent breaks in the sorted values." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MaximumBreaks \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 228.49] | 52\n", + "( 228.49, 546.67] | 4\n", + "( 546.67, 2417.15] | 1\n", + "(2417.15, 4111.45] | 1" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.MaximumBreaks(y, k=4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The classifier returns an instance of `MaximumBreaks` that reports the resulting intervals and counts. The first class has closed lower and upper bounds: \n", + "`[ 0.13, 228.49]`, with `0.13` being the minimum value in the dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.13" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y.min()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Subsequent intervals are open on the lower bound and closed on the upper bound. The fourth class has the maximum value as its closed upper bound:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4111.45" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y.max()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Assigning the classifier to an object let's us inspect other aspects of the classifier:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "mb4 = mc.MaximumBreaks(y, k=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MaximumBreaks \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 228.49] | 52\n", + "( 228.49, 546.67] | 4\n", + "( 546.67, 2417.15] | 1\n", + "(2417.15, 4111.45] | 1" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `bins` attribute has the upper bounds of the intervals:" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 228.49 , 546.675, 2417.15 , 4111.45 ])" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.bins" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and `counts` reports the number of values falling in each bin:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([52, 4, 1, 1])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.counts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The specific bin (i.e. label) for each observation can be found in the `yb` attribute:" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 1, 0, 1, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.yb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Changing the number of classes\n", + "Staying the the same classifier, the user can apply the same classification rule, but for a different number of classes:" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MaximumBreaks \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 146.00] | 50\n", + "( 146.00, 228.49] | 2\n", + "( 228.49, 291.02] | 1\n", + "( 291.02, 350.21] | 2\n", + "( 350.21, 546.67] | 1\n", + "( 546.67, 2417.15] | 1\n", + "(2417.15, 4111.45] | 1" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.MaximumBreaks(y, k=7)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "mb7 = mc.MaximumBreaks(y, k=7)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 146.005, 228.49 , 291.02 , 350.21 , 546.675, 2417.15 ,\n", + " 4111.45 ])" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.bins" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([50, 2, 1, 2, 1, 1, 1])" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.counts" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([3, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 5, 0, 0, 0, 1, 0, 0, 0, 6, 0, 0, 3, 0, 2, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.yb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One additional attribute to mention here is the `adcm` attribute:" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "727.3200000000002" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.adcm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`adcm` is a measure of fit, defined as the mean absolute deviation around the class median. " + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1181.4900000000002" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.adcm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `adcm` can be expected to decrease as $k$ increases for a given classifier. Thus, if using as a measure of fit, the `adcm` should only be used to compare classifiers defined on the same number of classes." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Next Steps\n", + "`MaximumBreaks` is but one of many classifiers in `mapclassify`:" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('BoxPlot',\n", + " 'EqualInterval',\n", + " 'FisherJenks',\n", + " 'FisherJenksSampled',\n", + " 'HeadTailBreaks',\n", + " 'JenksCaspall',\n", + " 'JenksCaspallForced',\n", + " 'JenksCaspallSampled',\n", + " 'MaxP',\n", + " 'MaximumBreaks',\n", + " 'NaturalBreaks',\n", + " 'Quantiles',\n", + " 'Percentiles',\n", + " 'StdMean',\n", + " 'UserDefined')" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.classifiers.CLASSIFIERS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To learn more about an individual classifier, introspection is available:" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mInit signature:\u001b[0m \u001b[0mmc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mMaximumBreaks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmindiff\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDocstring:\u001b[0m \n", + "Maximum Breaks Map Classification\n", + "\n", + "Parameters\n", + "----------\n", + "y : array\n", + " (n, 1), values to classify\n", + "\n", + "k : int\n", + " number of classes required\n", + "\n", + "mindiff : float\n", + " The minimum difference between class breaks\n", + "\n", + "Attributes\n", + "----------\n", + "yb : array\n", + " (n, 1), bin ids for observations\n", + "bins : array\n", + " (k, 1), the upper bounds of each class\n", + "k : int\n", + " the number of classes\n", + "counts : array\n", + " (k, 1), the number of observations falling in each class (numpy\n", + " array k x 1)\n", + "\n", + "Examples\n", + "--------\n", + ">>> import mapclassify as mc\n", + ">>> cal = mc.load_example()\n", + ">>> mb = mc.MaximumBreaks(cal, k = 5)\n", + ">>> mb.k\n", + "5\n", + ">>> mb.bins\n", + "array([ 146.005, 228.49 , 546.675, 2417.15 , 4111.45 ])\n", + ">>> mb.counts\n", + "array([50, 2, 4, 1, 1])\n", + "\u001b[0;31mFile:\u001b[0m ~/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py\n", + "\u001b[0;31mType:\u001b[0m type\n", + "\u001b[0;31mSubclasses:\u001b[0m \n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mc.MaximumBreaks?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more comprehensive appliciations of `mapclassify` the interested reader is directed to the chapter on [choropleth mapping](https://geographicdata.science/book/notebooks/05_choropleth.html) in [Rey, Arribas-Bel, and Wolf (2020) \"Geographic Data Science with PySAL and the PyData Stack”](https://geographicdata.science/book)." + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docsrc/notebooks/02_legends.ipynb b/docsrc/notebooks/02_legends.ipynb new file mode 100644 index 00000000..ac30901d --- /dev/null +++ b/docsrc/notebooks/02_legends.ipynb @@ -0,0 +1,241 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Legends in mapclassify\n", + "\n", + "mapclassify allows for user defined formatting of legends" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.3.0'" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mapclassify\n", + "mapclassify.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "cal = mapclassify.load_example()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "q6 = mapclassify.Quantiles(cal, k=6)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 1.16] | 10\n", + "( 1.16, 3.38] | 10\n", + "( 3.38, 9.36] | 9\n", + "( 9.36, 24.32] | 10\n", + "( 24.32, 70.78] | 9\n", + "( 70.78, 4111.45] | 10" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The default is to use two decimal places for this dataset.\n", + "If the user desires a list of strings with these values, the `get_legend_classes` method can be called\n", + "which will return the strings with the default format:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['[ 0.13, 1.16]',\n", + " '( 1.16, 3.38]',\n", + " '( 3.38, 9.36]',\n", + " '( 9.36, 24.32]',\n", + " '( 24.32, 70.78]',\n", + " '( 70.78, 4111.45]']" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6.get_legend_classes()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To set the legends to integers, an option can be passed into the method:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['[ 0, 1]',\n", + " '( 1, 3]',\n", + " '( 3, 9]',\n", + " '( 9, 24]',\n", + " '( 24, 71]',\n", + " '( 71, 4111]']" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6.get_legend_classes(fmt=\"{:.0f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that this does not change the original object:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 1.16] | 10\n", + "( 1.16, 3.38] | 10\n", + "( 3.38, 9.36] | 9\n", + "( 9.36, 24.32] | 10\n", + "( 24.32, 70.78] | 9\n", + "( 70.78, 4111.45] | 10" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The format can be changed on the object by calling the `set_fmt` method:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "--------------------\n", + "[ 0, 1] | 10\n", + "( 1, 3] | 10\n", + "( 3, 9] | 9\n", + "( 9, 24] | 10\n", + "( 24, 71] | 9\n", + "( 71, 4111] | 10" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6.set_fmt(fmt=\"{:.0f}\")\n", + "q6" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/pooled.ipynb b/docsrc/notebooks/03_pooled.ipynb similarity index 74% rename from notebooks/pooled.ipynb rename to docsrc/notebooks/03_pooled.ipynb index 3494f2e0..2adca6a1 100644 --- a/notebooks/pooled.ipynb +++ b/docsrc/notebooks/03_pooled.ipynb @@ -4,16 +4,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Pooled Classification\n", + "# Pooled Classification\n", "\n", "A common workflow with longitudinal spatial data is to apply the same classification scheme to an attribute over different time periods. More specifically, one would like to keep the class breaks the same over each period and examine how the mass of the distribution changes over these classes in the different periods.\n", "\n", - "The `Pooled` classifier supports this workflow.\n" + "The `Pooled` classifier supports this workflow." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -26,12 +26,12 @@ "metadata": {}, "source": [ "## Sample Data\n", - "20 crosssectional units at three time points" + "We construct a synthetic dataset composed of 20 cross-sectional units at three time points. Here the mean of the series is increasing over time." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -50,7 +50,7 @@ "(20, 3)" ] }, - "execution_count": 3, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -89,7 +89,7 @@ " [39, 59, 79]])" ] }, - "execution_count": 4, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -156,7 +156,7 @@ "(67.20, 79.00] | 12" ] }, - "execution_count": 6, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -166,70 +166,24 @@ ] }, { - "cell_type": "code", - "execution_count": 7, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "res = mc.Pooled(data, k=4)" + "Note that the class definitions are identical with the exception of the lower bound in the first period. Since the first period contains the minimum value in the pooled series, that value defines the closed lower bound in the first period. In subsequent periods, the local minimums are all greater than the closed upper bound on the first interval - in other words the local minimums are not contained in the first class for the second and third periods. Following the [policy in mapclassify](https://github.com/pysal/mapclassify/blob/master/mapclassify/classifiers.py#L94), the lower bounds for the second and third periods are both set to `-inf` to indicate that their minimum values are not contained in the first class." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 50, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['__class__',\n", - " '__delattr__',\n", - " '__dict__',\n", - " '__dir__',\n", - " '__doc__',\n", - " '__eq__',\n", - " '__format__',\n", - " '__ge__',\n", - " '__getattribute__',\n", - " '__gt__',\n", - " '__hash__',\n", - " '__init__',\n", - " '__init_subclass__',\n", - " '__le__',\n", - " '__lt__',\n", - " '__module__',\n", - " '__ne__',\n", - " '__new__',\n", - " '__reduce__',\n", - " '__reduce_ex__',\n", - " '__repr__',\n", - " '__setattr__',\n", - " '__sizeof__',\n", - " '__str__',\n", - " '__subclasshook__',\n", - " '__weakref__',\n", - " '_summary',\n", - " 'adcm',\n", - " 'classes',\n", - " 'col_classifiers',\n", - " 'gadf',\n", - " 'global_classifier',\n", - " 'k',\n", - " 'tss']" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "dir(res)" + "res = mc.Pooled(data, k=4)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -238,7 +192,7 @@ "array([15, 5, 0, 0])" ] }, - "execution_count": 9, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -249,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -258,7 +212,7 @@ "array([ 0, 0, 5, 15])" ] }, - "execution_count": 10, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -269,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 53, "metadata": {}, "outputs": [ { @@ -278,7 +232,7 @@ "array([15, 15, 15, 15])" ] }, - "execution_count": 11, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -289,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -325,7 +279,7 @@ "(64.25, 79.00] | 15" ] }, - "execution_count": 12, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -343,7 +297,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -352,7 +306,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -368,7 +322,7 @@ "(64.25, 79.00] | 0" ] }, - "execution_count": 14, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -386,7 +340,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -402,7 +356,7 @@ "(34.25, 39.00] | 5" ] }, - "execution_count": 15, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -420,7 +374,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -436,7 +390,7 @@ "(64.25, 79.00] | 15" ] }, - "execution_count": 16, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -447,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -463,7 +417,7 @@ "(74.25, 79.00] | 5" ] }, - "execution_count": 17, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -481,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -490,7 +444,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -529,7 +483,7 @@ "( 64.25, 108.50] | 15" ] }, - "execution_count": 19, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -540,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 62, "metadata": {}, "outputs": [ { @@ -549,7 +503,7 @@ "array([ -9.5 , 34.75, 49.5 , 64.25, 108.5 ])" ] }, - "execution_count": 20, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } @@ -560,7 +514,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -569,7 +523,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -578,7 +532,7 @@ "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2])" ] }, - "execution_count": 22, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -589,7 +543,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ @@ -598,7 +552,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -607,7 +561,7 @@ "array([1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4])" ] }, - "execution_count": 24, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -618,7 +572,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -635,7 +589,7 @@ "(34.25, 62.75] | 5" ] }, - "execution_count": 25, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -646,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -663,7 +617,7 @@ "( 64.25, 108.50] | 0" ] }, - "execution_count": 26, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -681,7 +635,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ @@ -690,7 +644,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -729,7 +683,7 @@ "(67.00, 79.00] | 12" ] }, - "execution_count": 28, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -740,7 +694,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 71, "metadata": {}, "outputs": [ { @@ -757,7 +711,7 @@ "(35.00, 39.00] | 4" ] }, - "execution_count": 29, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -777,7 +731,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -805,7 +759,7 @@ " [39, 59, 79]])" ] }, - "execution_count": 30, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -820,7 +774,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -829,7 +783,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -868,7 +822,7 @@ "(61.00, 79.00] | 17" ] }, - "execution_count": 32, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -879,7 +833,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -888,7 +842,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -905,7 +859,7 @@ "(61.00, 79.00] | 0" ] }, - "execution_count": 34, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -916,7 +870,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 77, "metadata": {}, "outputs": [ { @@ -940,7 +894,7 @@ "(28.50, 39.00] | 11" ] }, - "execution_count": 35, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" } @@ -951,7 +905,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 78, "metadata": {}, "outputs": [], "source": [ @@ -960,7 +914,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 79, "metadata": {}, "outputs": [ { @@ -999,7 +953,7 @@ "(75.20, 79.00] | 4" ] }, - "execution_count": 37, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" } @@ -1010,7 +964,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 80, "metadata": {}, "outputs": [ { @@ -1027,7 +981,7 @@ "(75.20, 79.00] | 4" ] }, - "execution_count": 38, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" } @@ -1038,7 +992,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 81, "metadata": {}, "outputs": [ { @@ -1048,7 +1002,7 @@ " 77, 78, 79])" ] }, - "execution_count": 40, + "execution_count": 81, "metadata": {}, "output_type": "execute_result" } @@ -1057,12 +1011,181 @@ "data[:,-1]" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pinning the pooling\n", + "\n", + "Another option is to specify a specific subperiod as the definition for the classes in the pooling.\n", + "\n", + "### Pinning to the last period\n", + "\n", + "As an example, we can use the quintles from the third period to defined the pooled classifier:" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [], + "source": [ + "pinned = mc.Pooled(data, classifier='UserDefined', bins=mc.Quantiles(data[:,-1]).bins)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 20\n", + "(62.80, 66.60] | 0\n", + "(66.60, 71.40] | 0\n", + "(71.40, 75.20] | 0\n", + "(75.20, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 20\n", + "(62.80, 66.60] | 0\n", + "(66.60, 71.40] | 0\n", + "(71.40, 75.20] | 0\n", + "(75.20, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 4\n", + "(62.80, 66.60] | 4\n", + "(66.60, 71.40] | 4\n", + "(71.40, 75.20] | 4\n", + "(75.20, 79.00] | 4" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pinned" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 44\n", + "(62.80, 66.60] | 4\n", + "(66.60, 71.40] | 4\n", + "(71.40, 75.20] | 4\n", + "(75.20, 79.00] | 4" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pinned.global_classifier" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Pinning to the first period" + ] + }, + { + "cell_type": "code", + "execution_count": 85, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "pinned = mc.Pooled(data, classifier='UserDefined', bins=mc.Quantiles(data[:,0]).bins)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 23.80] | 4\n", + "(23.80, 27.60] | 4\n", + "(27.60, 31.40] | 4\n", + "(31.40, 35.20] | 4\n", + "(35.20, 39.00] | 4\n", + "(39.00, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 23.80] | 1\n", + "(23.80, 27.60] | 0\n", + "(27.60, 31.40] | 0\n", + "(31.40, 35.20] | 0\n", + "(35.20, 39.00] | 0\n", + "(39.00, 79.00] | 19\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 23.80] | 2\n", + "(23.80, 27.60] | 0\n", + "(27.60, 31.40] | 0\n", + "(31.40, 35.20] | 0\n", + "(35.20, 39.00] | 0\n", + "(39.00, 79.00] | 18" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pinned" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the quintiles for the first period, by definition, contain all the values from that period, they do not bound the larger values in subsequent period. Following the [mapclassify policy](https://github.com/pysal/mapclassify/blob/master/mapclassify/classifiers.py#L569), an additional class is added to contain all values in the pooled series." + ] } ], "metadata": { @@ -1081,9 +1204,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.6" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/notebooks/Greedy_coloring.ipynb b/docsrc/notebooks/04_Greedy_coloring.ipynb similarity index 98% rename from notebooks/Greedy_coloring.ipynb rename to docsrc/notebooks/04_Greedy_coloring.ipynb index 6c2b888f..79ecdc70 100644 --- a/notebooks/Greedy_coloring.ipynb +++ b/docsrc/notebooks/04_Greedy_coloring.ipynb @@ -36,7 +36,7 @@ "outputs": [ { "data": { - "image/png": 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k1aKw2jK0tbmUdUXVjqgPVx6yLNpbBIW1rn/XdVPH8K/WZwmzN+b4upSAp5EEPHx+F3bH8I7ivO25eOH31GY9vl4WkfrShZi+OA0Tktpa+8QG6x1uNdOglRboZOkvAJsAeG97LUIIIX6Nwmrgi6pzKVu+WJsV8/6KDNnXxfjKvaM68Sv6tWcT3lsr+bqWlqJnTP0sqyQI7PZZ26TmuiAvMdKE+VNGoOd/lwAAdLKI/nGhGNmljTI+KcoeF2bS1bmVbUF6zXxJFJYCqALQ36OyZJtTGSGKQoVFL28SBSEFQAqA8mYpPDBoAHQF0NfhVpOdippo1EhpOo10AMAhABmo78pA5ygIIX6Dwmpgi7C5lK0z12e3f2fZwVYbVAEgKkiHNU+MwVWfbsS+Qquvy2kxtJKIR8cnsluHdRA/X5OF91ZkNPkxx3SNxGtX9ORDXlt50jXIIUYNhnYKx5hukc4xXSNVg1aSUgut7u05laZ9BTVSkF6DnjHBrr6xIc7OkWYD59zh9LBUk1baqNNImwAsBdB86xt8b7DV4XmQcT7IpJPjK2xu596CGmFXbpWpsNoptAvRo0uUpS4h0qzEhhk1Rq2ksbvVYpXxQwaNtNegldJQH2QPAcgDEDjb3BFCWgQKq4Grjc2lbJ698XDcjCXpAdfQvyncN6oze2Bcgvjp6kP4cGWmr8tpUS7s2RavXN6TDXx1eZN3ELlpcBxuGhrPLnxvnVeOFRNiQPdoC5Kig/iIxIjaPrHBOodb3Rpk0HwrCsJCAMXeOI4fCrU5lXdVzq/5YEWGYVduFQ4U18LuPn3WNGolxIUZER9uQodwIxKjzI7ESIs7NswoG7WSW6+R+gM43CzfASGEAGjVs3EBLNzmUjZ9tzmHguoxPl2TKe7IrcLXtw6EQSPjzSXpvi6pxcguq4NWFpul20JUsB7Vdo/XPkUXVDtQUO3A8rRS4YOVh4LMOhmju0acd0nvdv1HdYn40KWoh0w6+TuNJP4K4KC3jutDgsLYzW6FffB7SoH+9cUHdFanctYPtrtVHCiuxYHivyefDUd+4Y7hHQyPTui63KyT+wCo83rlhBByEhRWA0+YzaVs/N/W3PjXFx+goHqC1EIrREHA+kO0TNGbcivtKLY6sf2589kzv+4Rl6Y2XWuruFAjym2uJjvlY3Mp+GNPEf7YU2TSSiKGdArrMbFX9H8v6hX9giigXCOJP+o10s8AtiPw1m52q3V65hRbnUmP/5RiSsmv8ergMzccFnu3D4kZ1z3yR4tecxmovRghpBnQMoAAU+dSPlq0t+ieJ37eQ0H1JKaM6cyuGhDLx7y1mi608jJRAG4cHM+fuqibcLCklt09Z7tYbvPeRfnx4UZ8fEN/tWMbk/TQj7vZ8rSSZt20RBCAPu1DcGHPtsplfdo5Q4wahXE8Z9bJHzdnHefK5lKeEYDnZixJ183ZdFhsqoYgOlnEb1OG2zu2MX2i10jzUb+GVQGwF9SlgRDSBCisBpgahyf7tplbO+zKo7aTQP0FQDGhBsSFGREbZsSTF3bFQz/ubtam9q1NG7MW/720hzq2W6T07ebDeH1x45ZbGLUi3r2mHx/ZJUL4bXeBOmNJulRZ5/vMkxQdhF/uG+YwaKWuqL+wyJ+NqbK7/7jwvbXGEquryQ8WadHhoxv62YINWlUSAZ0siWEmrVOvkZ6RRGE2gJbf4JkQ0mworAaWNk6PWtDzv0u0ramPaphJi7gw49+BtEuUWe0cYRZiQgyixSDD4Va5zaWwGruHb82ukJu7L2hrNbhjGN6/ri9fcaBUeHb+vnMao1OECfPvH87Tiqz8ud/2iYdKm6c91tl6fEJX5dZh8Qsses1Vvq7lNILsbuXQ/d/vjFidXuazIgbEh+Lpi7rVdY8OcrgVtkOvkTIMWikb9UE/D0A+gCJQNwFCSANRWA0sV27KrJh5/Zebg3xdSHPo0S4IX9+azEOMGqHOpTCbU2FlNpeUU2EXDhRbsTuvGin5NXArgbassOW4ekB7/GdsgjJqxuoGr3/vFGHCb/cP599uzuEzlqQ36yn/s2XSStj49DhHsEEzCsA2X9dzMrVOz5yl+0uufmxeit7XtQD1M9KdIkyIDjagfajBHR9udMaEGHhkkF5j1sk6p0e1KoynBRs0lwGo8HW9hBD/RxdYBRCbS7l05YHSVhFUJ/eL4a9O7in8sDlXeGVRGlC/naxfBprWbFNWBV66vGeDX0e6RJnx873D/DqoAkCdW8X0RWn6Zy/u/nmQXjMAfnZBkcr4+S6FXfnf3/f7RVAFgNQiK1KL/u51rD3yC0D97miRFn3ovaM6J0/q1+5Xi14zFjTTSgg5A799kyD/EiSLwtV/7in0dR1NShYFvDyph/ry5T3w8I+7cCSoEj+VX+VAnUvh53ePPKv7B+llzLw1mS2YMgIzN2Qzfw6qR83bnidU2txdGOOTfV3LiQQBnbcfroLNdfatqXzJo3IUVDvw4sL9msyyugF2tzLtmC8LqJ9A0QEwArAACAEQDiASQPSR35ulhRohxH/QMoAA4VbY4ysPlE6797sdRl/X4i2SKCAuzIhOESZ0jjCjR7sgdUB8qCiLAr/y041iQbXT1yWSs/DetX1VWRSk//xv1ynvI4vAq5N64ZI+7bA1u1J9+Y9UKas8cNp0jkhog89vHlBs0snx8K8r3qMdbjW7z7SlOrcaWMthEiPNWPLISHAOJgoQBEEQGOOcgTPOwTkHZ5wf+VX/Z1kURMZhZYwvCzJo/gCwEkBJM5YdCiAO9aE5CkCkS1GjnR4WpzIeIwDBgoCDFr1mqyQKewHsQ/16XXqjJaQRaBlAYJA9Knvy41WHWkxQBYAtz4yDThZ5rVNhZbUuIbu8TvpyXRa+3ZwjsMB6323VVqWXSo9P6KoCOGm7sIfGJeKOER15XqWd3/z1FnFnbnXAtRVbf6gcu/OqLckdwh7XyuLr8J/+q0UuRT04rHN4r9UHfXdxVUNJooDXrujFdudW45rPN4kq5zgybyLgFM+joxIizRHDE9rcMK5b5KXJHcN0boUVaUThT6NOXgxgDZpmK13JpaiPco5ppbUuT4XNxUusTrG4xqUrrXVqy21uVNS5YHMqiAs39kyKDrq0d/tge0KkRWPQSKLdrWSGGLX3ANjYBLUR0uLRzGoAYIxfs6+w5uvLPtpg9nUt3iIIQNb0iej87CJQMA1skRYd1k4dg6T//vWvf8tZtyfzbm2D8Nxve4XlaYHdTqxzhAk/3D3EHmLUCHaXmmrQSuv0GmkT6jcPyIaPZs8Uxh5bsKvwFX+5wOpsPDuxO7u8XzuMeGOV2JgLJCVRQK+YYAxPCOfju0fVJrULNtjdygGTTp6nkcQ/AexG4z9YdKt1euZmltV1fujHXaacCnuDHhxi1GBiz2g8M7F7jlkvJ6C+J60AIBFA1pG/E0JOg8Kq/xOsDs++x+elJC1Nbc6zXU3LpJWw+4UJSHxusa9LIV6w6emx/NU/0oQ/9hYdd/trk3uibYhBvf2bbQE3m3oqYSYtesUEo3f7YJ7cIay2V/tg2aiRYHer+w1aaaVeIy0CsAnN12u0o82lpPaZtlSvBkBLu4t6tsVbV/fBJR+sQ3YDg9+Z6GQRgzuGYVz3KPcFPdq6gwyyqqh8SZBB8wuAZQCqGjBcgsOt3s/B73198QHdt5tzxMa8Xf5879C6PrEhT2kk8SOnR30cwHQB8Dg86uoQo3YegL8AFDdw2OE2p/KqWS9PB7D03KsjxL9RWPV/w0usziVDX1thCoD3obMWYdFhzROjkfTCEl+XQrzgjSt7q6FGjXTPtzuOu71btAW/3jcMvV5cikAIUucqwqxDz5hgJHcIVS/o0baufZhB63Cr64MMmnmiICwBkNOUx69xeDL+79vtCZuzKpvyMI0mCEDaSxfivwv2Ye72/CY/XlyYEaO7RuCintG1/eNCdA6Pmn5k1nUB6nfcOvFJqWecX2F1eB6RRbHn3O154jcbsrX5VY5G19KtrQXz7x9ea9BKV9tcyvwL31tr8KgMI7tE4MIebW3DOrfRuFWWr5PFn/UaaTHq+9JWALDi+NlhAcAYq8PzhlNRux8qtZmSooM2hxi1QxtdJCF+itas+rkah+f5j1cdMra093mTVoKicg66srdFWHuwTHpmYvd/rVs9UFQLl8J4n/bBws7clrvrWpnNhVXppViVXiq9uSQ9KNykxXmJEedP6BE1dGRihMTAy2VRWGDUyr8DWAvAm1cPylpJLOwbG9p5c1alX/9/4hzILq9j7cOMzdIFIrfSjjmbcjBnU45FJ4sY0im817jukV0n9op+Si9LVkkSfjBopB8BuOpcyv2SKNy0J7+GzdqYbVmWWgKP6r0X3gPFtfg9pUBz9cDYxY/9tFs4GoDnbc/HvO35ZlkU0C8upPPYbpGPjekaeW8bs04y62WtVhJll8rsHpXVqiqvkkRBb3MpUW8tTTf9vrsQkihg5/Pj+wLoAOCw1womxI/QzKqfq3V6Cq/5fFN0WlFTXDPgOz3aBeHbOwez/i8v8/vWReTMwk1abHx6LHq9uPRfmzRsemqs+vyCfVKgr1k9V4IA9GwXjNFdI9iFPdvaEiLNOrtL3R5k0MyTRGExgAyc+3pXvc2p/La/sOa822dtM9rd/t+y9NrkWDwwJkEd8eYqny4N6RkThIt7RSuT+sU49bIkfrclRzt3W57sjVnUUwkxajAyMQK/p5x9C0JZFBBs0CDEqEWIUQONJGBrdiWOncB46fIe7qsHxr5t0EjPNEHZhPgchVU/V2P3/Dp9cdrkudv8fWvysxcTYsDtwzvgsj7t2KDpKyisthDrpo7h7y8/KPy8s+C42w+8fCFGzViF5tizPhAEGWQM79wG47pHOcZ1j+SSIBSY9fJLoiD8hIa1xbLUOj3LNmVW9P7PD7sMgdK6yqyTsf258zHxg3XIKguc9mX+rGuUBfOnDKsyauVI0AVbpAWioODnLAZ5+eCOYU33Ub+ZtA3S484RHfnSh0eyFY+NwnmJbdQXF+6n518Lsjq9lF3cu91xn36TO4TCpTAKqsewOhQs3leMx+elGPq/vMz40I+7E3flVn9qdyvFboU9i/penmcSYXMqWxbtLep773c7AiaoAoDNpaDG4eED4s/m2yRnI72kFrmVdhnABb6uhZCmQGtW/ZwoCJsGdwoPyE/KEWYdLurVFtcmx7LOEWYxv8rOfttVKH21LgtOhbWYq8NJvXUZ5dK0y3v8vW61U4QJr07qxffkVzOcoXdma8U5jq51NSdFB+HeUZ2fndAj6lmF8e/MOvlNAIdOeIhWUdkdbpVN/3bzYfMbf6VrfFF3YwzrHA69RsK8ZrjAqjWZuf6w5dmJ3R8JNmr+9HUthHgbLQPwf7JbYbbkV5frahzN1Qnn3AUbNLikdzSuGRirdm1rkQqrHerClELpi7XZqHMHZOYmZynIIGP7s+Nx56xteGpiN7VzhFlamFKovrvsoFRYQ7uRna2oIB1uG9bRc/PQeFVlfG2wQfMygE2M85scbvXNfYU1pul/pplS8mt8Xeo5+e7OwWpprUN69Kc9vi6lRTFqJex4brzLoJU6Aig64wMICSAUVgNAVZ17xyNzd/f39x1qzDoZSx8ZyVXG2R97CqVPVmei1kkBtTXZ8sxYbtFrhO8257Av12WLZbV0+v9cGTQSrhrQnk8Zk2APNWmQXlyLV/5MM23N9u/2VKcTF2bEkodHYujry1Ftp9cGb5txVW/n5X1jXtXK4iu+roUQb6JlAAHAqJOWDugQ2nf1wTK/XuP53nV9Wa1D4Re8v5ZO+bZSaYW1qLS71emLDtBzoJEcHhXfbs4Rvt+SY+oQbkJWeeBfjHTniI5qamGNUG1X/Pq1LFB9tzlHf1Gv6ClaWZwO/9kSmJBGoxeMAKCTpfXDE9rYfF3H6dw5oiMfGB8qXPX5RgoprdjrSw4IF/WMloxaehp4C+NoEUEVACb1i5E+XZNJ7ztNJCW/BuW1LhOA0b6uhRBvoheNwLC5R3SQXvTTdt8D4kPx2IQuwt1ztgt02r91O1BUiyq7W53YK9rXpRA/tCOnSr2YnhvHMWi8+8Hum42HzTUOz0NeHZQQH6OwGhgq3Cor79rW4k0K3B0AACAASURBVOs6jpMQacYj53dhs25PxuerM7HtcEO23SYt1W+7CqTbh3WgU5DkX+ZsPCyN7BJBz40jnrqom3vH8+croUbvNXWYvytf0MniBQDCvTYoIT5GYTVwpPaKCfF1DUiMNOPR8V34hifH8AVThmNstwg+7ff9eH/liR12SGv1wYoMdIwwiR3bmHxdCvEzazPKIIqCOCEp0tel+IVrk2MVjSTu/79Rnb3W6sXqULAirVRVVHaLt8YkxNcorAYAp0d91OFWh631QTeAtkF6jEho83dA/W3KcIzuGsE+WpUp9Jq2BJd+tEE6ccci0ro5FYb04lp2/aBYmkEjx2Ec+HFrLpsyJtH/94VtBnO35WkY59m3DI1Xw0xar4377ebDRodHfRCAny4eI6RhqBuAn3N61EetDs/Lkz/ZaCy2Nk2vSlEA2ocakRBpRmKkGT1jgtXu0RahfahRZJyj1qmoRdUO4cOVh8SfduSBMWrwTk7vgxWHxPeu64s3/kqHyqg9HvnHj9vyxNuGdYRRK8Lubt2fZ37Ykqu5bViH8znHL/eO6nz19EVpXkmsB0tsMGilWABhACq8MSYhvkRh1Y85PeojR4NqQbX3d1zt2MaEKWM6q5f1iZHcqgqrQ1HLal1CRqlNmrnhMNYdLENelQOg3YdIA61KL4XKOOsbGyLuyKG1zOQfORV2HCq1sQfGJopv/JXu63J8KrfSjn0FNegfH5py85D4Kz9fk4mKOnejx33v2r52l4d9KetECqqkRaCw6qeOBNVXmiKo9o0NwUPjEtUhncOl3blVwsT31+JQWR1AoZR4UbXDzeLDjRRWyb98tyVHvG9UZ/WNv9Jb/WvOzA3Z5sQoy7WSKHx7/5iEW1/+I7VRs6u3Do1n/eJCckw6eaq3aiTE12jNqh9yeNSHa53KK1d86t2gOrprBH6fMpx9d9dg2N2KOPy1lbj+yy3ikaBKiFeV17ql9qFGWgNA/qXC5oIs0XJKAFiWWgJRQJJZJ/9ww6A4FmHWnfNYnSPMePKibk6LXnM5gMZP0RLiJyis+hmXR33I5lRenfzJBmN+VeODqiwKmNQ3BmueGM3fu7Yv351XJQ58eRmm/LBLqLTTaxlpOrmVdiEx0ty6FyUScgYeleN/W/Nku1uZzDifPWVswjnvUXxtcnuPJAofAMjwYomE+BwtA/AfgktRH7U6lZe8EVSNWgnXJcfyKWMSBJVzNmdjjvjRKmovRZpPhc2FXu2DfV0GIX7vhy05mpuHxt9u1Eq9rk2OvfWTVYdQWtvwzDqxV7RTJ0vzm6BEQnyKwqp/GFPr9HxSXOOMvX3WtkYF1XCTFrcP78BuH95RrKxzs9cWpUk/7yygGXTS7PrEBvMdOdX03CPkDA5X2JFWaEX/+NAhjPGZD4xNvPP5BfsatB6gfagB4SYdAGxvmioJ8R0Kq77Vx+rwfOjwqANe+SPV+MfeIvBzXOEXatRg6oXd1Mn9YqSccju/Z852bMisaPUXLxDfiQ8zsa/WZdNzkJCz8PnaTMvbV/d91ayXR101oP3tH63KQIn17GdXx3aLhEdlfxkg0dIb0uLQrIdvCHa38orV6dn09tL0ESPeWGlcuOfcgyoAXNG/PcYnRYmTPtqAC95fK23IpI4lxLdCTVopJa/G12UQEhCW7C/BgWJrW5eiXs/Bv3xwXGKD1gFc3Cu6Nsig+amp6iPElyisNj+Nzal8n1/leGTcW2sMszflCB618RdMq4yjuMbJDpTUeqFEQhpneOdw2N0KymznfK0IIa3O1J/3mBjDNKNWnnVl//asc4T5rB5n0EjoGxeiA7CsaSskxDcorDYvS63Ts2J3fvWkSR9vMHrzjVxRGWRRoDZBxC9c2DMau/OqFV/XQUggySqvw9frs7VWp+cVURDu++W+oY6EyDMH1vFJUXC41d0A6FQGaZEorDafaJtT2bFob/GgW2duNdjd3t0a261ySCL1LST+oV9ciLops5LWxBPSQB+uzJAdbnW0VhZLTTr5nl/uG+boGmU55f1lUcAzE7vXhRi1zzZjmYQ0KwqrzSPJ7lJSPluT2fHJX/bommKvdIUxiBRWiZ+IsOhwoNjq6zIICTguhWHqz3uMdS5lpkYSfzFppTvm3TvU0T365IH12uRYbtRKewEsb95KCWk+FFab3ii7W9ny7G/72ny06lCTzTR5FAZJoLBK/IPdrfIIy7nvxENIa7bmYBk2ZlYE293Kf2VJ/NGolW796f+GOnrGBB13P4NGwtQLujqDDJoHfFQqIc2Cwqp3CADaABgE4DrG+HM1Ds//KuvcO21OZfFds7eb5+8qaNIk6WGcZlaJ38irtEvd2lqohQ4h5+i53/YaADwIoKssifNMWvn6H+8eau8fF/L3fe4Z2UkVBGElqLcqaeFoTdm5E+1u5VmPwm83aKV2CmMoqnE6s8vrxIwSmzGnok7KrbQjvbgWFXVNv62pR2WQBJpaJf5hX0GN0D8+lMIqIeeoxOrC20sP6h4+P3G2Ra8ZKorCAoNWuurbOwf//H/f7jBe0KOt68oBMVajVn7Q17US0tQorJ6b0Fqn55fD5fZBz/2215RdUQerQwEAn533VFQOmlgl/mJvQQ0m94uhMzeENMKsjYfF24Z16GnRayYAWCKJwmK9Rrrsm9uTFzk96iqjVr4BQJWv6ySkqdGbScP1qXMpqfN3FQyf/MkGU0p+zdGg6lNulS6wIv5jYHwoMsvraGaVkEZQGcdbS9NNVofn9aO3SaKwQiOJ0Ra9ZiIoqJJWgsJqA3hUdovdrWx8+te9bV9YsF+rNMFV/efi7vM6sq9uGQhZFOjfk/iFQR3D1HUHy+j5SEgj/bGnCA6Pmghg5DE3VwLwjzcgQpoBvZmcvfNrncqnkz/eaPw9pdDXtRwn0qKH06OipNZJL17EL7QLMQg7cqpoqp+QRlIZxzvLDppqHJ7XfF0LIb5CYfXsaG0u5Zsnfk4xpvvhdqY1To+ok0W0DTKIMi0FID4WYpQRpNeIewtoMx1CvOHXnflQGe8LINnXtRDiCxRWz4LToz6xK7cqbEVaqa9LOalapwJBALSSiOWPjuJ9Y0PO/CBCmsiwzm1QZnNxl0JLVgnxBo/K8cGKDEONw/Oqr2shxBcorJ5ZLOd45pn5e42+LuRkdHL9PyHnwKasCmV1eqnww92DMX1yT2bWUbMH0vzSCq0INWlpip8QL/pxW64gACMA9PJ1LYQ0N0ozZ2B1eD6dtfGwNq/S4etSEB2sx+tX9FIToyyiWScLRq0EoL4TgNOjQhIFvLgwFV+vz8bXtyXzdU+OwVO/7MWS/cU+rpy0JtkVdggAwkxaVDZDj2FCWgOnh+GzNZm6e0d1fjnIoJnk63oIaU4UVk9vvFNRx3zs5W1SjVoJHcJNiA83omMbE7q2tagxIQasSi8Vf08pFE4WjC/oEYW3ru6DXblVwgsL9gmF1Q7kVzlgdda3zXr6om7oHl2/FV9elQMT3l0r3TosHjOu6s1vGhzHpv6yRyqqcXrz2yDklGwuhXUIN4kUVgnxnjmbcsQpYxIuAJAA4JCv6yGkuVBYPTWtzaXMfPrXvUZvrL0bEB+Kly7vwdqHGkWjVkKdS+G1TkUtq3WK2eV2aXN2JS7p3U79z5hEKb/KzgqqHVwWBS6JgmDWyULHCLPw8sL9wtzt+SdduqEyDlk8fger2Rtz8PP2AuGLW/oLKx4bhbeWpPNZGw8LftJxi7RgVoeHdYowiTtzqQ0kId5icyn4en22fPvwDtMses2Nvq6HkOZCYfUUvH1R1bMXd2dF1U7xqV/2Yn9RDRiDgBN+/m8tSZe0sohbh8aLbYP08KgcHsbgURnmztmOEqvrlOMrjEE6SSeAOreCG7/aKo5KbIO3runDrxsUh0fm7hb2F1q98n0RcjIlVqfcsY2JA6C1q4R40cwN2fLd53W6AkAcgFxf10NIc6CwenJevagqPtyI7m2DxIGvLEed+/S7XbkVhi/XZTf4GArjJw2rR63JKEfyqyvE16/oxefdOxRzt+WxGUvSRbtbbfCxCDmdgfGh6N0+BLM35vi6FEJanGq7B99vyZGuGxT3nFkn3+PreghpDtQN4N/Ot7mUdZ+tyfTaRVU3Do5jB4qt7ExBtTE8KscJqwBO6qlf9wqXfLgeo7pE8LVTx2BM18gmq4m0Pt2iLJh1ezKfsSSd/7W/mGZVCWkCn6/N0siicDOAKF/XQkhzoLD6jy5Wh2dFidW54LGfdse/vyLDK7POGknAdclx4jvLDjbpz1pRT74M4GSyyuow9u010pfrsvDh9X35V7cMVCMsuqYsj7QCMaF6zL13KP96fTaftfEwBVVCmkhZrQu/7swX7G7lKV/XQkhzoLAKhNS5lI/tLiXlk9WZo857Y5Vxyf4Srw1+fvcoOBVVXZdR7rUxT+ZkF1idyedrsjDs9ZVCkEEWVj8+GjcNjuMNG4GQf/x633D1zz2F/N3lGfS6QkgT+2DFIR3n+D8APX1dCyFNrVW/qaiMn+9wq7l/7i26Y+SMVfrP1mRKbtW7u+7ceV5HddGeIsmrg56ER2UQz2GrVatTwTWfbxYfmbsLj0zowv94YATrEmVuggpJS5dZakPv9iHQSPSJh5CmVmx14pU/0/S1Ts9PoOtPSAvXmsOqzulRv7vvux2WqT/v0ZfbvNcPUieLGNopHI9P6MJ7tguW3l520Gtjn4pHPf0FVmeyNLUUya8uFzNKaoUFU0bgqQu7sqO7YxFyNm6auUUKNWrx2hW96Ko9QprB/7bmCqlF1niHW33G17UQ0pRa7acxl6I+tCOnyrz6YJlXxzVpJWx8ahw4OC+3ufDluiwkRlrA+fEztsf2Oj2x7ynn/IT7/vP3f837HrkhwqKD1Mhz+IwBD89NEbpFZ+GLmwfwyf3b80d/2i1sOFTRqHFJ68AYMOnj9eKKx0bzm4fU8G8359AUKyFN7JEfdxuXPTrqKQC/Atjn63oIaQqtNayGM4YXpi3cb/L2wOOT2kISBWhkUQgz6XDj4HjcODj++GaTJ7yFC6f+EnBCABVO/SVszqrwSrv/A0W1GPnmaunBsQn44uaBWJ1eqj6/YL9EuxGRMymzuXHXnG3CrNsHIaO0FpuzKn1dEiEtWmGNEy//kap/9uLu8yx6TS8ATdd2hhAfaZVhtc6lvLpgd6GcWVbn9bGvHxSr1rkUaWNaufrI3JQmX6t6Aq8e74OVh/D9llx8fVsy1jwxGi8tTOXzduTTbBk5ra3ZVXhnaTq+uHkgJn6wDvlV3mkBRwg5uR+35QnXD4qLTWoXdLtGEr/0dT2EeFtrXJSYKAC3vrU03eu9msJMWvSNDZE2ZpbDoGnunNo0KurcmPTxBunZ+Xvx7MXd+W/3D2Od2nh9Qpq0MF+tP4wNh8r5t3cO5i3l/wIh/uz5BftMHpW9CYCukCUtTqsLq3a38tDXG7K1TXFKe2LPtiiqcapVdg/0LewN+veUIgx8ZZlYVOMU/nzwPDx8fiLTSq3u6UMa4L7vdwp6WWST+rXzdSmEtHh78muwKr1M53CrT/u6FkK8rdWlDY/C2uRXOZrk+75+cBz7PaVAcnpUtMQr6RVWH0Cu+2ITrhkYy1c9Poondwj1dVnEj+VU2KWoIL2vyyCkVZj+Z5oBwCMA6BMiaVFaXqI6Awbo3Yp3e6kCQLtgPTpHmMXP1mTC7lahlVvWzOqxUvJrMOz1ldLvKYXCrNsH4Z1r+qjBBo2vyyJ+qLTWiZgQA7WyIqQZFFQ7MGfTYbnW6XnH17UQ4k2tLqxyDkNThNXL+rbjORV1qt3N4HCr0MmNaHoaIN74Kx3j3l6DrlEWrJs6Bpf1oQ/z5HgF1Q60CzF4pUsFIeTMPlp5SOP0sEsVlV3r61oI8ZZWF1YBrvP2LlUAcF1yHOZuy5MAwO5RoW0BywB0soggg4w2Zi2ig/WIDzciIdKMHu2C0Dc2BIM6hqFzpAlvLT0oLU8rxmtX9MLc/xvC24cafF068RNrDpahb2yIHGHx+vWMhJCTqHUpuO2brUa3ymYC6OHregjxhtbWukrUSlLXEqvTq4MmRJoRYdEJczYdBgDY3UrAr1mNDzdi5WOjoTAGlXEwDnDO+ZE/c8Y5GONgnHPGAZXVb4LQqY1JXPrISOGdpQf5zA3ZwokbHpDWZXNWJfYX1rDXJvfid83Z3nLXxhDiR/YXWvH8b/sML13e8y+TTu4JoMbXNRHSGK0trE4orXWa9+R79//tpH4xPKOkliusfqba4Vagaczep36gzqXAozJ0e/6vY28WTvj9pIZ3Dsf71/XjVw1ozx/8cZd4sMTWZHUS/3fX7O3ihqfG8nHdI7EirdTX5RDSKvyys0AY2CEs4pLe0fMses2FOMkGiIQEisCe/mugGofn6U/XZHq1B51JK+HagbH4ZuPhv3+WdS4VmgBv61Ruc0MSBbQxaxv82A2ZFRj02nIxtcgqLJgyAo+N70Jtrloxq1PB+ysyhBlX9YZJWz+52iHciBcuSWJbnx3HHxnfhQX6mQhC/NELC/bpcivtw+1u5Xlf10JIY7Smd4gESRCSf99d6LUB24casOih83ilzc0WHDOuzaVAI524GWrgqbC5eN/YkHN6LGPAoz+lCNd8vhFXDmjPVzw2ivc7x7FI4PtqXTYqbW71/ev78V/uG8YWPzQSfWJD8O6yDGFyvxi+/smxfHxSlK/LJKRF8agcd8zaZvQo/EmV8Qm+roeQc9VqwmqdS3n0+y05sstLnQCGdArDoofOw76CGlzw/trj1uLVuRTILWAmsaDayZLaBTVqjL0FVgx7faW0NLVY+P7uwXjp8h6qUUtLF1ujO+dslxIjzXxvfrU48JXluPLTjeL/tuZi5JurpC/XZQpvX92H/3jPENaRdkgjxGtKrC7c8+12g1thPwPo4Ot6CDkXgZ+ozszoVtgToiDcPmdTjleagd40OI7PvC0ZH63IwJQfdv1rBrV+GUDAT6zicEUdEiK8s2ri5T/ScNH76zAioQ3WPDGGj0ho45VxSeDIqbBj1IzV4osLU1HnVo772hdrszHkteWC1eERFj14Hp6+qBujDzWEeMeW7Eq8tTTdZHMqSwBQuxYScFpyWBXcCrvf7lYK1h8q+++kjzfoC6odjRpQFgW8fkUvNvWibrhr9nZ8sS77pPezuRXIYuD/aLPK6qSYUO/1yMypsGPs22ukWRuyhc9vHoD3r+tLmwmQv9ndDPd8u0OY/OkGjE+K4uumjkFcmNHXZRHSIny9Pltcl1EWa3Mqs3CGi2QJ8TeBn6hOweVRHyyxOmdc/dmmkDtmbTell9Q2arxQowbz7h3KRnWJwPh31ggbMytOed86twJJFBDoq1YLqhwIM+m8vvvQx6szMXrGKnSOMGPt1DG4qGdbbx+CBLADRbUY+/YaaXtOFf/kxv4ssPtqEOI/Hv0pxVBe57rEpaj3+boWQhqiRYZVlfFxLpW9dsNXm437C62NHq9LlBlLHhnJGef8vDdXiiVW12nvzxigMo5AvwK+oNoOSxNdpl1mc+OSD9dLbyw+gDeu7M2/uS2ZUeN4cqz7vt8hRAXpcO+oztRyhxAv0MgCrA4P3Arr7+taCGmIwE5TJ5foVtj8e+ZsN+RVNu60PwCMT4rC/PuH46+9Rbjy003S2V6f1SLCapUDRl3TfhM/bM3F8DdWCkathFWPj8a1A2NpGwECoP5D3z1ztov/GZsgdo+2+LocQgLevP8bVtc5wjzHotfc4+taCGmIwE5T/xZc51KWv/JnqmlzVmWjB3twXAJ7/9q+eH7BPrzwe2qDTkaqjAf8lqsltS7oZAkmbdPuHVHrVHDtF5vFqT+n4OmJ3fiv9w1jtFaRAMCuvBr8tquAf3rTAB7oH/4I8bX4cKPGpJOfBm0QQAJMS3r1l2qdnt8X7C6I+n5LbqO+L71GxOc3D1BvH9ZRuOqzjfh1Z0GDx2CcB/yWqyrjqLa70Sc2uFmOt2hvMQZNXyFW1rnx18Pn4e6RHTmtVyTPzN8nyKLAp17Yld5gCWkEl8IUANQbjgScwE5Tx7C5lLcOltgGvrBgf6MWPpp1Mhb+ZwRPjDRj1IxVQmrRuV2YxTjngT6zCgBFNU7Wo5G9VhvCrTDcNWe7eNfs7bjnvM588UMjWdcoOgXcmhk0EjZlluPGwfHihifH8BcvTWIjE9v45MOgQSNhypgEdtuwDjzQP4yS1sfpUVVQWCUBqGnP7zafGEkU7r17zna9whq35HF4QhsEGzR80PQVjWry2BKWAQBAToWdJUZZmv0b2ZhZgeRXl4tvXd2b/zZlOL5en8U+WHFIdKs0udaaXNo7GtMu7wmrw8Nv+HITOkaYhcn9YnBx72g1yKCR9hdY1cX7isW1B8uExnb8OB1BAK7oF4PnLkmC1eHhsijwR8Z3kT5ckcG/25IjOD30vCT+z+lROSiskgDUIsKqw60++vOOfKGyzt3osfrHhbCMUlujTz4zDq6VA/8kdmaZTR7UIcxnx3983h5h1obD+PyWAXxSvxj+4P92Cztzq3xWD2ke3aMteOPK3iwuzCi8tSRd+G5LrgTUr2H9dWeBAECKCtLhlqEdpCv6x6gPjksQGYew9mCZuiy1RFp/qBzeeD0AgEEdwzB9ck8WZtTi9UVp4tzt+RIAXNIrGk9O7MYeHJcofbgqg3+3KVdweLze6Y0Qr7G7KaySwNQSwqpFEPB/X6zL9Erfo6Gdw/nS/SVnNZPYJcqMHu2C0SXKjI5tTGgbpGchRi0z62QxSC+LrAVMtuRXOTCxl1aBD58r+wqtGP76KunZid3w3V2D8OvOAnX6ojTJ7qZg0NKEGDV46qJu6uV92kmL9xULV3yyQThVB44SqwszlqRjxpJ0CajfAvmGQXHS1Au7qjMsvaWCKgdbur8EK9NLxa3ZDb/gMi7MiGmX9VCTO4ZJ87blitP+SDvu63/sLcIfe4uki3q2xdMTu7EHxiZKn6w6xOdsyhHouUn8UbXdLSqMDZFFcb2vayGkIQI+rHpUdtf6jHLBG22qRAHoGmWRpny/87T3S+4Qiu/vGgyPylFW62IF1Q6eU2HHrtxqqajGKRZWO1BQ7UBRjbPRNflaQbUdFr3GL2aIX110AN9tycXMW5OxduoYPDp3N9ZmlPu6LOIFkijghkFx/MmLugmHy+sw/t21yK9yNOh5tzmrEke6gEh6WcTVA9uLl/Zpx28cEsd/3pHPpy1MPasPoUF6GQ+P76JenxwnbcmuEIa9tgJWp3LK+y/eV4zF+4ql87tH4vlLktiUMQnSZ2sy2awNh8U6Cq3Ej7ywYL/l2zsHT7Po5Q4mnfwwgFM/sQnxI4EeVmW3wp76aNUhr/Q5Soy0wKUwnneGN8kXLklS52zKEV75M01EC7pI7WQKqhww+lHPoJwKO8a9s0aaMrozPr1pAFYeKFWfX7BPqrZ7fF0aOUdDOoXhjSt7c6NW5o/N3S0sSS1p1HpxAHAqDN9uzsW3m3OFmFA9/nzgPABgpwussijghsFx/IkLugpFNU5M/ngDDpTUnvVzf3laKZanlUpjukbiv5cm8ftGJeCLtZnsmw2HxVoXZQLiexmlNlzw3lrjFzcPuD2pXVB/i15zKYBTb8dIiJ/wmxByLhjjk7PK6wy786q9Ml6f2BCU21ynPXkfHaRHYpRF+np9dkD/7M5WUY0TBq0k+Nu1Yh+vzsSoGavQoY0Ra58Yg4m9aMvWQNMuWI8vbxmgfn1rMpbsKxaSX10uLkkt8fpxCqqcuPjDdcLkfjHCC5cmnXSq84IebbH+yTH8yQu7CZV1bjbh3bXSgXO8YGtVeilGv7VamvL9DkzqF8M3PzMOD5+fyIL0gT43QFqCGocHN3y1xTh3W96AOpeyD0AvX9dEyJn4WQRpGKvTc/fsjYe91tdoUMdQNa3IetpZnWmX9+BrDpapLeEU/9lwKQx2l4ru0c3Ta7Uhym1uXPrhBmn6ojS8fkVvPvuOQSpt2er/dLKIh8YlshWPjYZZKwvD31iB6YsPNOkxC6qcuPTD9cIV/WLEYwNr/7gQ/PnACPbGlb347E05wgP/2wWtJHplF7U1GeUY+/Ya6Z4523Fp72i+6elxeGxCFxZkoNBKfEtlHK/8maZ9Zv7etna3sllR2dW+romQ0wnoV02dLKVHWHTnA/DKmspBHcLFD1YcPOXXtbKIYQlthBu/3Nzo05SBpMTqZL3aB4t7C2p8XcpJ/bgtDwtTioSZtw0UVj0+Gi8s2HdOGzmQpndBjyi8MqkXd3pUfvPXW7A9p6rZPjDnVTlw6YfrhYUPjBD1ssiigvR8SKdwaWFKoXj5x+uhMCA+3Aiz3rvnETZkVmDcO2ulIZ3C8PLlPfmdIzpi1obD7It1WSItXyG+tGB3IQ6V2oyz7xg0y6CRBpl08pOg3a2IHwromVWDVtqU3CHM5o2xjFoJ0SF6YfG+U5+GTI4PhUdhSMn3z9DWVHIr7axbW/9uzF/nrt+y9Zlf9+C/l/bgP9w1mLUN0vu6LHJEQqQZP987lM24qg//Ym2mcN6bq6TtOc3fguxoYB3bLRKyKAjD31iBp37di6MdB/KrHNBrJCHE6P3P8ZuzKjH+3bXSrTO3Ylz3SL7xqbF4+qJuLNSo8fqxCDlb+wutuODdtcaMUtv9tU7PcgD+dxqNtHoBHVYB5HaJMntloJ4xwaixe1id+9QXQuwpqIFFL0MK/PapDZJZZhPjw7xyDVuT+z2lCENfWy4A4CseG4VrB8Z65ZQuOTdBehnTLuuhLvzPCJRaXcKgV5cLX67L9mlNeVUODHltpXjrN9vEavvx/99VxlFidfLhnSOa7PjbDlfhgvfWSTd9tRUju0TwjU+Nw3MXd2fhJm2THZOQ06moc+OqTzcaf99dOOzIOtZuvq6JkGMFdFi1OjyvzNmU45UGx31jQ1BsdZ422NQ6FTg9DO1CWteMXW6lQ2wbRg30ywAAIABJREFUrA+Yy5ntboYbvtoiPfFzCp6e2A0//d8Q1i64df2b+ZogANcOjOXrnxyLIZ3CcPGH63D/DzsF56mapvqRQ6U2NiA+tMmPszO3Che9v0667otNGNa5DV//5Fi8cGmSGmGmddek+SmM49nf9uleWpgaY3cr21TGL/B1TYQcFchhdaLNpQz8ZoN3rsof1jlc3Zlbdca1qDaXR+0Q3ro2ACmociDIT3qtNsSivcUYMn2F4PSoWP7YKNw4KI5mWZtB/7gQLH14JJt6UVf+/IJ9uOC9dVJWWZ2vyzpr+wtrxG5tLc32XEnJr8HED9ZJ13y+CYM6hGHt1DGYdlkPuliQ+MTc7XnCLV9vNbsU9VdQpwDiJwL1AiutzaV88cz8vab6rY4bJ0gvY0B8qPTZmswz3rfa7uEdwk1Y14qa0RdU22HU+U+v1YZwKgy3zNwmnt89EjOu6sOvHNCeP/jjLjG/qvGbSJDjRVh0eOGSJHVst0jplx154gu/p/q6pHOSUVInXNyrXbPv2ra3oAaXfLheSoq24PUre2Pt1DH4ZUe++uHKDKnE6mrOUpqFWSdLG54ce8wLOMfJXs35CTdy/Ptu/MQ7nd04Jx2DH/NFfsLt/O/b+d+FHP0yBxeOLY5z8KPfET/u9hNv+9dY4OB/f51zDsbBj/wuHB2DA3/fjvo/H32c8M9jjhmLc6H+MfUDs6M1HBnryGP+/t3pYUajFnsAmAEEzqdN0iIFZFh1KepDe/KrQ1anlzV6LFkU8NWtySynws43Z1WecWY1v8ohJ0SaGQJ7VrpB6jcGkANuZvVYy9NKMfi1FeJnNw5gSx8ZiTcWH+BzNucIZ/EeR85AIwm4c0RH9uC4RDG10IrRM1ahzOb2dVnnLLPMhiCDxmf/v1OLanHZRxukblEWvHFVb6x+Ygzm7yxQP1yZIbWklnlOj8qmLdx3zM9Z+FdbF/GE6wME4cgdj73PCY8STviXO9kLlyAcf6t4dGDhnxd2QRT++bMg/P2Y4+4j/FOjAAFHyxUg/F2H8E/dEI8ZRzymDkH45z5Hx6m/rf7+Iup3WITwz9dECEe+fuR+R8c55vHi0a9DAP5+TP3XpGMei2MeLx7589bsCvRuH+JuF2K4HMAPJ/kxEtJsAi6sKiq7VmV82nPz9xm8Md6rk3uyuDADRs5YfVbtqA6U1CI5PrRVRZw6twqPytAp4v/Zu+/wqKqtD8C/vc+ZnkkvpEBI6DV0pEkVRQFFAcWCgg299n7t5bMXVFBRQASxKzZApJfQIfSQEEjvPZlMn7P390fAC9ICJJm23+dRUiYzK5OZc9bZZS0DvGk6998cLobpC3fSYR0i8MHkJH597zj+0Hd7aE6Fxd2hea1h7SPwxvXdOAB+98Jd2HyswuvLumWW1cGolSmlAHPjEtu0EhOu/WSz1DbCgHcmJpF1TwzD73sLlY9WH5EKfSBpdTHOV6aWujsM4Rxu7NtS/ezVnW4O0qlEsiq4lTeNDqrr7K455XWOLyfN2arLLL/0pGn6oNZ8TNdocu0nm6mjgRs/9uZWoVWY3puet0ZRarKzpLhgd4fRKNanl6Hf66tpUbWN/PXwENw1OIH7WYGHSxYfpsc3d/VXZt3ck3+3I4cMfGuttPmYb3RtNDsUmO0u9Ihr+k1WDXG0zIzrP9tCr/54E9pGGMjaJ4bhvUndlbiQRrleF4SzWnO4BFoVHQlALKAW3Mpbkq4wk825e1d25dTRMzfoDxXWXvIdDmwThieu7ECmf7WTXMh6sO1ZlYgI0BB/K1+VX2Xlnl5r9UK4GDBj8W5y18JdmDGsDV/64GDWJsK/Ns5dDJ1Kwn/HdGQrHr4cNqdC+r+xmsxae/613t4mu8KiDEgMdXcYp8gsM+OGOVvpmA83olWonqx6bCg+mJyktAwVSavQNMrrHMgsMzsADHN3LIJ/85ZkdVRqYW3CHQt26mptjVNBacbQNsrvewpwoYXJTTYXbC6GaD8rhZRVVoeEcN9L5rYcq0C/N1bTzDIzWfrgYNw3NJH524VIQ3WKNmL1Y5fzK7u04BM+24w7F+6iFofnl6K6GKmFtega65m10bMqLJj8+TY6+oMNiA7SkpWPDMXMG5PESKvQJH7fW2iss7ludHccgn/zlmQ14liZudHWwmlkin4JodKcjZkX9fN1Nqfii4nbuWRXWKSYYJ1y/lt6H8aAB77bQ6Z+uQPTBidg+UNDeLvIxmk24SvuGNia/3LfQKxNKyXD3lsvpRWZ3B1Sk0orrpUSwg0e/XrPq7JiytztdNTM9YgO0pFVjw3F+5NE0io0rlWpxYRSXIdGamsuCBfDK5JVhfGIUpPtkoYyZUoQpFMhLkSH8T1iYLI52cVurKm2Onm8n9Vaza+yIkin8umNZTuzq9Dv9TX0UFENfn9gEB4a2ZbJfj7KGqJXYfGd/dnDI9vxuxbuwgu/H3J3SM1ie2YlWobqpQ9vTPL413xBlQ03fVE/0toytD5pfXdid0U0whAaw7EyM2qsThWA3u6ORfBfXlENwOpUEgK1KnSJCYRRKyNAIyNAo0KAVoZRI8Ook3mIXs2CdCoepFPBqJVJgEYmBo1M9GqJaFUSJELgUBicCoNL4fyn3fkXHU9BlVVu52/lq6otCNDIfvH7PvbDPvJ1y2zMua0Prk2K5f/5NoWkFfv2SOKZDGgThk9v6YWsMjMf9PYayVen/M8kvcSEcbOSMe/2Pkh+ejib8sU2mufhtXnzqqyY/Pk2mhCmx7uTksiax4fhj32Fyoerj/hUySuh+S3dV6S5bUD8DVqVtMvdsQj+iTSkmLK7mWzOdK1Kam91KOCon4ughIDSEzX2OBTO4WIcLoXDdTwpdSocDoVxp8I555zT+hp1nFJCKCGcHq+Rd6L2HSUgJ+rSnVSPjpyoYXf8e0QjS2RTRplyz9e7vb5MT0OF6FXY9t+R6PDCCneH0qzevqEbH58US+ZuymSz1mbQxmhC4elkSvDElR3Y1Mvi6cdrMzBnw8Utl/EFaoni2as7KpP6tKS9X1vlFe1iT0iMMOC9iUlK55hA6dc9BcpHqzOk4lrPSFpHdYrEy+O7KIPfXuc3x1Bv1ic+BF/e0Tc7UKdKcHcsgn/yipFVp8JNhwoq0SbSyPflVSsuxk4kpsSp1H98fMT0+OeMOBVOXIyDMU5cjBOF1SezyvHb//M543Axdsrnp3xP4VDY6T9TZrL71UG2yuIEIQRRgRr4Yjeds3n6lwPk6605mDu1D8YnxfD/fJtCGqMahaeKC9Fh7tQ+PFSvwvjZyTjqxXV1G4NDYXj5z1RpYp+WiAvRedXzkVlf8kpqG2HAu5OSsO7JYViSks8+Wp1BS03+8x4WLk2gVsbTYzpaOHDQ3bEI/ssrklWJkoikliG4Zd42kpJb7RUx+6LyOjvvERdM/k4tcXcozepgYS0GvLWWvj6hK36eMRBfbcliM1dlUIfiPaNsDTGuezTevKE7NmeU82tm7abuLIjvaWwOhYcbNcSbktUTjpaZMeHTLVL7qAC8MzGJb3hqOH7alafMWntUKhNJq3AeP80YaI4N0X0boJHvc3csgv/yijWIskSiVhwqVlJyq90dil8rqLayzjGB7g7DbZ779SAmfLYZ45Ni+OrHh/KkOM8sbXSh9GoJH97YQ3nj+m782SX7ce9ikaj+W7XVwSf0iHV3GJfkSEkdrvtkszTh083o2TIYG58cjpfHdWbhAWp3hyZ4sBZBWhKgkf8PgEdXxxB8m1ckqwRw1K85dXck/i273IzECP8u6ZRWZMKgt9dJa1KLyff3XIbnr+nEvHnfWZeYQKx+bCjvGhOI4e+tJ3/sK3J3SB7p4e/30tFdW2Du1D5en8anFZkwbvZm6YbPNqNP61C+6akReHFsZxZmEEmrcLrCaqsTgFirKriVV5xl9Wo54YrOUSkLp/ezGNR+tVTUo2SVm6W4EJ3Xn6wbwytLD+PaTzbjyi4t8McDgznxwgupOwcn8J9mDMDKQ8Vk1MyNUnmdw90heaxDhbW45qNNaBcZQFY8PERRe/EFygmpRSaMnZUsTZqzBf0TQ3ny0yPw/DWdWKhIWoWTZJWbJYhkVXAzbzniVhi1qiE9W4X8vOzhIWZR9No98qusCNGrRbJ63JGSOgx5Zx2NMKr5mK4t3B1Og4UZ1Pj2rv7sP8Pb8jsW7MDLf6a6OySvUFhjw9hZyaTa6iSrH7vcZ6ZEDxbW4pqPk6WbvtiKQW3D+eanR+DZqzuyEL3K3aEJHuBYWZ3BpbBEd8ch+DdvSVYBwBGgke+IDtQ+v/yhIdY+8SHujsfvFFRb/abW6oVYuCWHPn1VR68YXR3cNhxrHh8KlUQx8M01dEfWhbUb9nd1dhfWp5cSX1zTuy+/BmM+2iTdPHcrLm8XwTc/MwLPjOnIgkXS6tdyKy2kzu7q7O44BP/mbYkH16ikDw0aecKCaX1tgVpRGKA5FVZboVNL3vaaaXIfrclAoFbFR3eOcncoZyVTgueu7sQ+v603Pll3FJM+30q9qWaop9DIFPcNa0veXpHms+uR9uTV4KqPNkm3ztuB4R0i+JZnRuCpKzuwIJ1IWv1RfqUVnKOdu+MQ/JtXZnsSJX8D+PW+YW0nvr0iTRxBm0mpyQ6tSoJeTeFP3YwaYvH2HPrs1Z34/vwa4mndglqF6jF3ah8eqJUxbnYyMr2w/JKnmNg7jpvtLvbXwWKfTVZPSMmtwpUfbpL6tg7B6xO68dsHtsaXm7PY3I2ZtNbmOuPPaFUULUP09Q1V/tdYBcD/PgcAf2tX7c3yqixQy7Slu+MQ/JtXJqsAYNSqnr5jYOvrFmzOUokC181DYRw1Vie6xARhZ7aYPj7Z+yuPYEBiGFv3xDBpxcFi5eM1GVJmufuTwmt7xOCNCd2wPr0U//l2jxgVvwSEAA+PbIcP12T4fKJ6sp3ZVRg9c6PULyEEb0zozqcPSsC85Cw2b2MmNdlPTVrvG9YG917eBjanUt8csb7BIE78/3/93zgOFdb6fjs4H1BUY4NGRQMBaACIk63gFl6brALIY5x//sSVHWY89fN+rbuD8RfFNTbWJSaIimT1dBPnbJVahujw1g3dyLKHhmDLsXLlg1VHJHd0vDKoJbx1Q3dlaIcI+vTP+8nSA0VesKLWs8UG62DQyOTb7bnuDsUtdmRVYdQHG6SBbcLw2rVd+V2DE/DFxkw2PzmL1h1PWo1aFduUUUbvXrT736+3M73+xMWTF1AYR5XZaY0waloByHB3PIJ/8uqDhUEjv3ptUgxEUevmk1tp5u0i/bvW6rnkVVlxy7wddMg7a+FSOP3x3gH484HBbHKfljBqmufasGtsINY8PpR3aGHEsHfWk6UHRO3UxtChhRE1VqfPVAG4WFuOVWDkBxukGYt349oeMXz7syPx4Ii2zKCWoJUlbhdroX1OVrmZAeji7jgE/+XVySoAE6VEMtv9/vzRbDLLzbRVmN7dYXi88joH7l28m/R7fQ2Sj5bRB0e0VXY9Pwrzb++jdGmiLmCEAPdcnsB+vHcAlu4rIqNnbpQqLaJ2amPpEGXkJbU2MUJ93KaMcox4f4N0/+LduKFXHN/+7CgMahtGHSJZ9TmrD5cY62yu8e6OQ/Bf3p6stqm2OO1isKP5FFRZSaRRI57wBjI7XHh7RTqGvLNOGvXBBkQYNdIzYzo26vOnU0kYnxSD3+4fxGYMbYOp83fg/5YfbsyHEAD0aBnMDhfVevsxs9FtyCjHsPfWSw9+twfhARoieUMNN+GCrE8vJYRgLM68nEMQmpw3r1kFgC7pxSZxGd+MCqqtCNSKAgwXI6/KijWHSzG4bfgl35daohjaIQKT+8QpQ9pFSFUWh7I2rVSa9PlWiJGtptEpOpC++3eau8PwWOvSS7H6cIniZNyvNqD5gyMldXAozGAA2gNId3c8gv/x6mTVpbDu+wuqRQ2UZiRqrV4aq9OFi23VKVGCgW3CMLF3nHJF5yipzuZiW46VS1d/vAmZZWaRIDQhmRK0CNKS9ell7g7Fo7kYh0zF4JsvWnO4lEzoGXu1RIlIVoVm59XJqs3J4stNdnGSbkaF1TYY1LI4G10ku4tBfQFnc0KA3q1CcEPvOGVs92jJ6WJsZ04VvfHzbThQUCMuGppJYoQBVofCa20u8do/B4VxqFTiZemLVh8u0Y3sFDkpRK+e6e5YBP/j1clqgFbeeFli2MQvN2eL7enNpM7ugotxtAzRIa/K6u5wvI7FoZx1ZFUjU0QYNYgK1KJFoBa940PYhJ6xlBDw/fk19O5Fu7Ats1JkAm7QIcqI6vpOGOLi+BxcCoesEfm8L9qcUQ6DWu4NQA/A4u54BP/i1ckqgA2XJYaJk0czK6uzsx6tgqlIVi+c1a4gzKCmj49uj1aheiU2WIeoQC0NNaiJVkVhdSiwOhkDOOEc5Olf9mFlaqk4+7tZx+hAnl9lFRcK56EwBkm8Wn2Sye5CeonJ1i02aCiAv9wdj+BfvD1ZzZIosSaEG3RZHtAtyF8UVlt5hxaB+HOfqN95oXbmVCK/ysp6twohRTU2aWNGGTJLzThcXIusCjNY/d4o+vRVHdEtNtC1MrXU29+jPqFHy2B2oKBGXBifh8I4oWLNqs/660CRMTHccJ1BI4tkVWhW3n4i5C7GN/RPCJ0gktXmk11uRmK42Nd2MUpq7Rg7K/m8I3QK55CoqAHkKTpEGemcDcfcHYbHczEOSSSrPmvDkTJy37A24wDc6+5YBP/i9dNaQTrVhm5xQaJfcTPKrjBL0UFaUR+pCSmMiZO+h9CrJQTpVWTrsXJ3h+LxFMaJeN36rkOFteAcwQDauDsWwb94fbIKICchzCCS1WZUUGVFqF4tktUmpDAOMbDqGdpHGWGyOZkoX3t+LsZFUwAftyatFDan8iIA0edcaDa+kKxmx4WK9p/NqaDaBoP2IouFCg2iKCJZ9RTto4yoMjtFqtoALkXMCPi615am6rZnVU6ss7kOAuji7ngE/+ALCUdOpFGjdXcQ/qSw2gq9SjQGaEoK5xAbVTxD19hAllVu9vb1/c1C4eIiy9dVmh24/csd+teXp7a1OFw77U7lMYg2rEIT84WEo5oSwgN14lzSXEpNNmhUEgxq8Zw3FRfjENOpnqF7XDDfm1ft7jC8gsIAiRLu7jiEpvfdjjwy5qNNuqwK86smm3MNgAh3xyT4Ll9IVrnVqRTHBYulAM2FcaDa4kCXWKO7Q/FZjHFQX3h3+oA2EQZpfXqpu8PwCoxxiAkB/5FTYcG4WcmG73fkDbI4XGkAhrs7JsE3+cTpUGE8Ny5E5+4w/EpJrY11jQlydxg+y6kwUCKGVt0tzKCGWqI4WFjr7lC8wvFlAGJk1Y84FY7Xlx9Wz/h6d2iN1bnM4nC9Be8viyl4GJ9IVtUyPRIrktVmlVtpYW0jRZfbpqIwiLV/HqB9CyNqrGJzVUMpjIOKZQB+aWNGOUa9v0FXZ3M9brI5U9wdj+BbfCJZ1aultFaheqe74/Anx8rMUitRhaHJiDqrniE6SAuTXRStaigmNlj5tQm9YqBVSzIlpD2Atu6OR/AdPpGsUkLKogK1otZqMyqospJIo1Zxdxy+yiXW/nkErSzBqYhctaFEfWD/NbRdOB4d1R53L9yFr7ZkS3U217PujknwHT6RrDLOI4trbRp3x+FPCqutMIoKDE3GJU76HkGronApXPwhGuj4BiuxDMDPtAzRYfYtvfjLf6Ty7VmVWLA5S5YkchNEhQChkfhEsmpzKgmF1VaVu+PwJwXVVujVotZqU1EUUWfVE2hkCXaXIl7nDaRwDkJEzU1/opUpfrl/IPtldz77YVceAYDyOgf+3FdIrA7lEXfHJ/gGnzgI250ssaTG5u4w/EphtRV6tSxOSk2kfle1OOm7m1ZF4XAx8XdooOMbA8XIqh8wamXcdlkrrHz0cna0pA6vLk2VTv7+Z+uPaQE8BEBsbhAumW/M4xK0LK4VyWpzMjsUOBWGhDA9sios7g7H5xwvXeXuMPyeTi0xm4v5xEV9cxAbrHxXyxAdJvWJw+C24axlqAHBehXNqTCz1YdL8cGqI5T96xIlq9yM7VkVZHDb8OmyRGe7J2rBV/hEsqqSaKRIVptfmcnOusUFUZGsNr76ESp3RyHo1TK3O8U+woZyKRxEpPY+Z8n9A5Uu0YHSocJaZcORMroj+wjZm1sNq/PcS2Q+XpNh6Ns69AVZonMAuJopXMEH+UKySnUqKaS0VhQDaG6F1VbesUUg/thX5O5QfI6LiZFVT2BQS7A4RLLaUIxzULF6xaf8cM9lLEinon3fWI1aq0s6/0/8T0puNbLKzfrO0YHXU0p+bKoYBd/nC9fA4Tan4hSlEJtfVoUFCeEGd4fhkxTGIRpYuZ9WJcEqktUGq3/dimzVVyya3pfFBOvIpDlbSa314gZGP1x9JKDO7noVEK8L4eL5QrIaW2F2ONwdhD/KKTdL0UFacZXQBOrXrIqDu7vp1RIsTjF72VD11QDEBitfMC4pGt3jgun1n20hleaLP8WuSSuFyeaKBTCs0YIT/I7XJ6sK45dllJi8/vfwRoXVVoQY1CJZbSKidJX7aVUSLHYxstpQTDSz8BmXJYRhR1alUma6tCV2nAMfr80IqLE4nm+k0AQ/5O1JntrmVF75ZN0x0aTeDQqqrTBoZG9/DXmk16/rpiRnlIksyc20KglmhxhZbSiFcxCI9Su+oE1kANKKTRe0RvVs/jpYBJ1aHgRANO8RLopXJxoK43ccLKzRp+RWuTsUvyQaAzSNl8d1hlEn02d+OdAoJwrh4rSPCkBihEHKr7K6OxSvcXzNquADogK1rqxyc6PcV63Vhaxysx3AwEa5Q8HveHOiobY5lf97+680scPHTcpMdqhlCoPaF4pKeIZBbcIwuW9L3PnVLmIWG3vc5souLfDr/YPw+94CvvxAsbvD8RpMJKs+I1Ar05yKxklWAWBVarHB5lSubrQ7FPyK1yarLoVNO1BQo0/JrXZ3KH6LcaDG4uTd4gLdHYpPMKhlfHJLL/7m8jSeWlTr7nD8EiHAE6Pbsw8mJ+H53w7i+d8OidTrAtQvAxB8QYBGptmNWEN7Y0a5ZHcq1zbaHQp+xWuHxMwOZdjSfYUNGlWlBBjbPQZTB8QrRq2KaFUUGpVENDIltVYn/++SA2TLsYqmDtknFdfYeJfoILIts9LdoXi9H+69TEnJqSJfb8vx2otIb2ZQS/j01l6sa0wQbvh0C9JKTO4OyeswBhBRc83rJUYYwAFcShWAf9uTWwWNSooHEA6gvNHuWPALXpusGrVySpvIgBsAqACgc3QgGOfILDPDodRvUCcEuLprNP57dUeuU0t8SUq+lFVugcnmRK3FiWqrEyM7RZK5U/tgZWqx8tIfh6SLrSXnr3IrLbxHq2Bgs7sj8W5PXdkekYEaevPcbeJE7wbxYXosvrM/t9gVPuSdtZLFIYpcXIz60lXujkK4VJN7t8TBghoFQKOtm3cqHLtzquyD2oaPBPBDY92v4B+8NlmlhKR2iw2yAAi6pls03pvUHXYX4wEamZSZ7Dy9xMQSIwJogEbiXyZn09nrjp7xELovvwZfb83Bgmn9sOmpEXh2yQEsOyA6MjXUwq3Z0rzb+2LWlB7swe/2ihHBi3T7wATcNn8HqbWJi6Xmdnm7cHx6Sy+sTi3BIz/uE5vaLoHCRAcrXzCsQ4Ty0+78Rn8vrEotMXaPCxpv1KpEsipcEK9NVgEcahsZoBrRMRLvTuqOx37ch78OFhODWsbgtmFkQNtwaXtWJT5bf+y8R86yOgfGzkqWpvRrhdcndOXPXt0JX2zKxJLd+cRkF8nDuWzLrMT0r3ZiwR19RaJ6kQK1MjQyxZ48UdWiuc0YmsgeGtmOvrn8ML7eliuyrEskqgH4hrgQHd14pKzR73dTRhmevLLDlajvZiWaRwgN5s3Jaq5BI6tn39wTL/52EH8drN+xa3a48HdqCf5OLbngO/xuRy6+25FLbh8Yj+mDEpRnxnSUlu4rVBZszpbEhpezax9lRHGtrVGnjPxJUstgVFkcXOxNaT5aFcXMyT2UAW3C6JQvtmFffo27Q/IJChP5h7cb2CYMLsZJRmldo9/3sTIzTDaXTi3TqSqJLmz0BxB8ljePhslOF1Pe+zsdP6cUNOodL9ySg6HvrpcmzN6MFkFa8tOMAfjzgUEsWK9q1MfxFWO6tlCSM8pFonqROkUbUVRjE4skm0lMkBbLHhzCO0Ybcfk764hIVC/MuTpUsfp2q80XjNDopvRtiY1Hmq4hya3zt+vNdtdnDhe7s6keQ/A93jyyem1GaZ3jy83ZTdYRI63EhNvm76BqmeLnGQP457f2ZlPmbqNi8OB/VBJB7/gQ6YXfD7o7FK/VNtKI3EqLeFU1A71awrKHh2B3dhW/a9EucYF1gTQyxdonhvEoo4aY7C5UW5ys3GTnJSYbL6y2UkoIJUTMEHiznvEhyjsr0pvsvXG0tA7Xf7pF9/N9A2cZIKk1svRZUz2W4Du8dmS12uJ4Yt6mTGNzPJbDxTBxzlYpMSIAj4/uIEbATtI7PgQWh4tlljVe8Wh/0ypEj2Nldd584eg1BrcNh8PJlLsW7fLaY5873Ts0kTHGWa/XVmH6gh2YtTaDJh8tl8x2l9w+0kj7JYSyHZkV4hjppbQyRYRRI23KaPz1qifLLDdjwqebdSab6z27U3m4SR9M8AneeoJsL1HS7e9DF74u9WI5XAy3zNtGf71/EHbnVGFtWmmzPbYnG94hkh0trRMjKQ0UqJUxpmsLDGkXgY7RRiU8QEP1apl8uv6ou0PzC1d1baHsza8WI6oXIdKowYyhbegdC3ag1ubCnrwa7Mk7bQmFuAjwYpP6xKGgysqqLM4m/zvmVFhw3Seb9b/eP+gNI6DWqqR3m/oxBe/llcmqxeF64NvtufKJeqrN5UhJHV5bmoqPp/TENR/ecwN1AAAgAElEQVRvQk4jdve4FIQAKkohSwQyJZAlCokSqI5/XP81Avmf25x02+O3UUkEEj31Nie+pjp+f/Lxj2VKoJYpV8mUj0+KoR+tPuLup8AjUArEBunQOtyAuBA9YoK1iArUIjxAjbhgvRJu1BCjVqb5VVa2O6eKz9uUJR0oqEF6sQkusbakWYzsFCXdv3i3u8PwSs9e3UlJKzJhR1aVSPZ91LikGL6yGQeB8qusuHZ2sv7HGQNeDtarewRo5LsAWJstAMFreGOyGk1Apn+9Lcctu52+35mHgW3C+FfT+mHMRxuJzdm8CfM9lyeyR69oTyVCQAkgUQJCCBTGwXj9f5zj+McA55yf9DnnJ32fc3DGOTgAhXF+4ucZq/++wjkUxgljHC7GicI4Of4vXIwRp8LJmsMl+G5HbrM+B+42Y2giJvSMdenUErSyRNUyJRqZErUsweFiMNmcvNrq5JVmBy8z2XlmmZmuSyuT9udXI63YBLuLidEnN+gSEwgC8M3HKsRMwAXqEhOI0V2ipOHvrXd3KEITahMRwN9feaRZj0+FNTaMnrlR//7kpAlD2kX0C9DIYwCIqSbhFF6XrJpszk8Xb8tV51e57+Lroe/3krWPD1Xen5SE/3y757yjDKEGNT66qYfSKlRPQg1qWmN18nmbsvDLeeq4hhnU6NkqGFnlZmRXWBAdpMUjo9rR+xen4EBBNewuBqvDBde582Vylo+FizBjaCIeGNEO7/6dLpfU2lBldqDS7ECVxYFqi/PECCmBeK49zqhOUTyr3Mwh/jYX7M3ru7EVB4tJSa1dPHc+Kj5MD4NGpim5zV/v2eJQcN/iFN3UAfGJz4zpuEcrS1MpJb82eyCCx/K2ZHWE3cVGf7TmiNtrSF3/2WZpw5PD+Z2DE/j85KxzHsBHdIxE+ygjeX1ZKj1aWoe+CaFk+qAE5enjdVznJ2dJacX1fcgJqa9zN21QgjK4bbhUbXEoerVMdWqJ2JwKdmZVsnXppWJk7iJQClzfIxZmh/JPXd4LMaVfKzw4oh2mfrkDu3NEAX9vM7Z7NP9hV55471ygK7u0QHyYnkycs1Ukqj5s6mXx2JNbpTgV7rZlHou25tB9edUB82/vu1inluYbNPLjAJzuikfwHN6UrKrr7K6F/11yQN/cU+9nUm1xYdqCXeTrO/uhpNaGpfvP3qJ1SLtwZXtmhfTHvvrbpBaZsHBLjtQx2ogXru5Eltw/EFnlZrY+vYxM6hMHtUSx8UiZNPzd9SiqtUkAEKpXo0/rYKxOE4nqhYgK1ODOwQkY0TFSiQ3WS5VmBw/SyeSKTlH8sZ/2NejkSylwbVIsXhjbCfctThGJqhcKD1CjVaiefrs9x92heJ2Xx3Xmn60/RhznmcIRvNvl7SOUxdtzLyhR1coUKx65nL2xPJWuTG2cTcf78mswauYG/Sc397qze1zQEKNWNRZA4xZTF7yO1ySrNqfy9J7cqtBVF9GZqqmk5FbhsR/2YuZNPVBtcSL5aPkZbzewTRj975IDp309rciEW+bvoFqZ4tEr2tPBbcPZu3+n05925Z9220qLA411MPAHlyWG4v+u66a0DNVJ+/NqlEVbc6S1aaXIr7KS1mF6LL6rPzY9NZxVWxxcovUbyCgB16okopYpCMGJdahEI1FYnQqe/Gk/NjRBC0Kh6Q3vEImSWrticTCxOegCXJYYCp1awpwNme4ORWhi0cE6adMFHt8eGtkOerVEP7ypJ+ZuzMTM1RmNEku1xYlb52/XPzC8bdf7hrU5qFfLEwGsaZQ7F7yStySr8YzzZ/675IDe3YH829+pJXhz+WF8fltv3PTFNhwoOLWUS4tALQK0KrL68NkTTZuL4c2/0gBR9uWSDWwThlev7apEB2ml+clZZF5yJmqtrlMSlOwKC8Z8uInc0DuOUAI4FQ4XY3ApHNf3iuValUTe/Cutfi2q2YFqq1O0kfRyV3ePVjYfLROJ6gW6fUBrZcuxcnFc8gMEuOCqJNf1jFXe/Ttdyiitw4JpfdEtLohN/+r0GsaBWhnPXdMJVWYHf2tFeoNmtDgHZq09Ku/OqQr+7Nbef6ol+q5OLb0CQAzx+yFvSFY1Jpvzy7kbM926qepcvt6Wi6hALb65qz/Gz05G9kklrfonhqLcZFcAiBNlEzo5SZ2XnEXmb8pErc111pOsye7CV1uyT/v6dT1j2fbMSmlHVmVThis0I5VEMCAxTBr78SZ3h+JVAnUyhneMlK74YIO7QxGaQZnJ7uqXECrnVjasJGPXmECE6NXSsgNFsDgUjPlwE76+sx9Z98RQZfzszZLJ5kK32CC8OLYz6xobRPfmVSkjO0VJ8WEGdt83KQ2+ANpyrAKjZ27QzZva9/HW4fqhRq3qBgAVF/t7Ct7Jk5NVrUthdzlc7OU9udXaORsyPTlWvLfyCFoEavmPMwZg7MfJpNRkR/e4IDx+RXu+K7tSJKpNZGCbMLx2XVelRWDDktTziQ/T08XbxLpGX9K3dSjMdhc7WmYWI4QX4Loesby4xsbyqqzi+OUHDuRXy4Pbhis/785v0N/7yas68mUHCpnFoUgAUFxrw7jZyeTjKT2x4cnh3GRzskijRvp5dz5/8ud9yK6wSLHBOiy5fyBZ+/hQVml2EIeLESdjsDsZHApDdoUFH65KP63CTUmtHRM+3Wz479WdBkzp2/KwXiOPBbCj0Z8EwWMRzj1vetPhYre7GJuZklOlfufvdMP+/NO6pHishdP7svhQA9mWVcHHJ8XQJSn5eP63Q+4Oyye9O7E7v7pbNJm7KZN9mZxFa21nLwPWEIQAR/5vDAa8uQbldY5GilJwt1fGd2GJEQZy2/wdYjf7Bdjw5DD+9bYcMm9TlrtDEZrBuO4t8MHknlh1uBibMirw18FCVFvOfEylFNj34mh+67ztZN8Zzs/TBrVm4CA/7c4ndf8qzxhh1GB8Ugw0Mj3+n8S1Kso1Kon3bBVMYoJ05NsdOeSdv9PBzjDhf2WXFph5Y5JFr5bHANjYGL+74Pk8crTS5lSSFMb1b/6VpjlUWOvucC7I7V/upFueGcEHJIaRK2ZuQEGVzd0h+aTYYC3Gdo8h42cnI6O0rlFGzAK19RXRRKLqW+LD9DxErwZEfdUGiwjQIC5ET/6+iBJvgneihMJkd6LOpih3DUkgr17bhZrtLl5eZ2eHC2uljUfL8ffBYtTaXJg2IAFVFifOlKgCwILN2Wc9JpeZ7JiffMoF0Cl1qYe1j8DzYzuxm/q2Iou2ZpMPVp26aevvQ8W4Z5FLP3dqn6U6tdQfwOFL+b0F7+CRI6sA4GJsisPF5r6xPE23eFuOV03ffXFbbxTV2NhLfxzyqri9yc8zBrC8Kit/9Ie9jTpFufO5kfz5Xw+Svz2o6oRwaUL0Kvw8YyA3O1xs/OzNYkq7gV67tosyunMUGfT2WiqqVvm+Nyd0RWiARrn3690SAKglivYtAtA9Nhi940OUXvEhJC5ER+tsLqaSKXl/ZToWbM5usgvAKzpH4flrOnGjVuZzN2XRz9YfO+X7E3vH8Vev7VKmV8tJAMRVlY/z2GT1uPZ1dtfy5IzymCd+2qf793SCp3r9uq4IC1ArMxaniBNjE3hidHtMH5yAEe9tQHFt445cv3V9NxZu1JC7Fu4So3A+JFAn44d7BnACsKtnbZLONL0onEqmBL/9ZxCvqLPz2xfsFBfePu63+weylakl9NN/JYUn08gUHVsY0aFFIJbtL4TZoTRpTIQAV3eNxrNXd+IaFeXP/LKfnlxZ55FR7Zx3DU48FqCV+wKoa9JgBLfy9APQkQCN3G1Iu/Df5tzW2+zuYBqqqMaGSKPW3WH4nLYRBmx4cpgysXdLfvuXOxo9UQWA1YdLaNeYIJHK+JhaqwuT5mwlToWRZQ8M9o6rXjfrFR+ChHADWZVa4unnCaERRAVq+YlOimdjdzHsy6/Bj7vymjxRBerLVy07UIQh76wln6w7Smfe2IMHav+3evHD1Rmqv1OLW5tszj/gocsahcbhDQchq0EjT+vVMtjWo2Wwu2NpkNxKM8IC1GJkrhG9Or4z/nxwMFallmDou+vIzuym6SK19VgFQg0qKTZEXGz4mjq7C/d8vZvGhxvESe08erUKxoI7+mLmqnQs3p7r7nCEZhCoU0lHSs6drLoL48CCzdnYeqyCLZze75Qs+emf92sPFdb2r7O75kGsS/dZ3pCsAoBdLdMXnhnT0StGV3MqLAjSqbzlufVoSXFB2PrMCDa0QySf/Pk2/N+yw5K9CRfQmR0Kft6dr/x070CFeuBfMCJAjTFdW+CJKzvg81t7YemDg5Xkp4crKx+5XJnYK9bd4Xk8l+LRy548QqRRg0V39sen645iXnK2u8MRmkHLEB0kSuCptcxPePqX/VJiRIB0c/9W/3zNxTjuWrhLX2ayT7I5lcfdGJ7QhLxmhEGW6PxusUGv9GoVbEjJrXZ3OOd0tNQMvVpGoFbGpZZT8mdv39CNj0+KIZ9vzMQn644SZzMlGi/9cUhacl8Q+2Z6fzZl3na3pawGtYw5t/VirUL0LEArU71GphIhKKuz87xKCztWVkd2ZFdJ+VUWtIkI4E+N6cifG9uZb0wvpW/9lY6iJlgm4QvE0Mu5cQ6oKMHnG8++dlHwLSM6RSK30sLg4QNYVRYnHv9xLz6e0hMA8O3xUf86uwu3ztuuX/7QkFdVEk2TKFnqzjiFxuc1ySoAh1YlPf/MmE7vT/58a8CF/OBjV7RDu0gjgvUq1Nlc/LGf9hFTEyaRZocLZSabMrJTlPTrnoImexxfNrxDJK7pFkPGz97caKWpGsqpcEz/ahf9+9HL8cTo9nhv5ZHmfHgA9SOoyx4ewtKKTHh/1RE5v8qC3ErLibJaBKd1RCshn204hoFtwsidgxKUdU8Ok/IqLcrnG45JP6f4z2tQK1N8cnMvzsDJzuxKfJmcdVqBceHcyursqDA7+Jhu0eTPfUXuDkdoBr3jQ3Egv8Yrph1WHy7F/YtTMPuWXugdH8If/3EfAYCCaivuWLBD983d/b/Xq+WBAPa7OVShEXn0VdS/SZQs6BITaOkdH9Lgn5k7tTeb1Lslr7I4lR1ZlVDLlG9+egS/sU/cabdVyxSzp/Tk+14czTtGGS8p1vXpZdLE3nFNvwLdRz13TSdl7qZMllHqng2eZXV2TP9qJ6YPTsCwDhHN+thRgRqsfHQo33SknN+xYAf9Y18hUnKrz1v/lXNg89EKTF+4Sxr89los2VNAnxrTke998Qr28U09EFpfa9RntY8KQPIzI5hBK/PiGptyx8AEPndqn1NSVQ6vOB+73aaMcja2e4y7wxCaSa+Wwcr2LO/ptLj+SBnGzUpG/4RQrHh4iKJX16cye/Kq8cwvBwwWh2s1gCj3Rik0Junll192dwwXgkmUVLWNDBjx46788555HxnZDtd0jybXzt5MfttbSLdlVuK3vYUkt9JCXrmuK0Z3jlLAOe0aE4gx3aIx++Ze3MU4T8mpIvcPa8O+PEdh4/M5XFiLZ6/pRBduzoZDEUM7/0ZpfXL1b1qZ4oPJSbx7XDB98Ls9pCnXp55Pca0NZSY7f+uG7vgtpeC0TixN5dkxncAAfs/Xu6WLTa0sDgW7sqvIvOQscqCghgxrH8kevaI9/35Hrluf07MZ1SkSj4xqh84xgQgPUMPpYqi2Ohv885P6xGHOrb3x9bYc/sRP++jatDK6+nAJeWZMJ7IqtRgV5vpEX6+WcNeQRFTUOZAQrkdMsA6hBg10agkmmxNM5LIAAKNWpuOTYpRzFXcXfENihAF3X55In/p5v1edq6otTvy4K58M7xiJB0a0Yydeq+klJmhlSdM5JnCMRpYWABBr8XyAp9dZPROVze6qKDc7DA6FMZVEoZIIkSVKJEqITAlkSolKInAxjpu+2Ia9eaevcQ01qPHyuM5Kp+hAAtSX5Ji97ihdcbAYGpli7eND+fIDReT15WkXHeiWZ0Yo76xIl37b6z/TsA3xxoSufHLflqTK7GCHCmvJDzvzyF8Hi/Hk6PaYOrA1Ty828Rd+P0gPF3nGztQ3r++mDGsfgUHvrG2W+pzLHhqs/LqnQGrMNpeEAJ/e3EtJahmMYe+tlxznSFi7xQZh5o1JCiUEH6w8Ii09cOlTwTIF7hvWFoxxVFqcqKyfaoZOLeGlsZ2VqCCttDatVGkRqEVMsI6GB2iILBFU1NmVJSkF0odrMnC2mE+03X34+z04uQYjALw0rjMb2CaMX/nhJgmorxP51bS+LDxAA3V9q0eikSkxaGTszavmkz/fKpa0Alg4vZ/CGCfTvhL1VX3dnFt7ccbB7v/GO+uCqyWK9U8O47+m5JN3T1qyNefW3tZBbcP+MmpVEwExpeLtvDFZRa3Vmb4ts6L9XweLYXG4YLYr//xrdrhgcSgw2104eQSpQ5QRH0/pycpMNv768sPSuRKhNhEGzJrSkxu1KjbknXUX/QZ+Y0JXdGwRyCZ/vpW6xJANAOD1CV35Nd2iyZS52xARoMHoLi2UK7tE0UCdihTX2PiLvx8iG46UuTvMU6gkgi3PjOSvLj3ULGv4dj8/it379W66K6dxy3OpJIKv7+zPwgM0fNQHG057XRu1Mj65uSfr2zqUfrUlm9VYnWTG0DbE5lKUeZuyLjp5jg3RYsmMgcziZKTK7GABWpkY1BLRqWUiU4Jvd+SyT9YepaZ/jVwHaGRc0TkK91yeyFqF6um+vGr2xvLD9ODxFswGtYxf7h+gBGhkOnX+DpJZfnqxkECtjM3PjMDTv+zH8gNnb3Lz0U09FM4hPfLD3ov6HX3JZYmhmHd7Xz7gzTVNurZf8Ax7X7yC3fdNCt16rMLdoVy0yxJDMf/2vhj27jqUHV8upZEplj442BIXqn9Np5LecnOIwiXyxmRV43Cx2l6vrVI3dFp22qDW/MkrO5Bl+4t4gEbG0A4RJDmjXHnzrzQp66QTnEEt4dEr2rNb+sfTDUdK+SPf7yW2S5gyDdbLWPHw5ay41oY7v9pFT0xF+quHR7TFtMEJuOGzLThWdmpiERusQ1GN1WOnYf94YJCydH+h9MXGxhvtPBODWsbel65A95dXwups/CXPOpWEJfcP5IFamedVWalTYbC7GAiA/olhfFd2JXvh94NSXmV9CRu1RHFtzxg8Mqo916sk/svufPrWisMN3rQ0omMkPrqpB/91TwF75c9USbnIP3CnaCPuGJigjE+Kkcrr7MrS/YXSjX1bsn15NXjwuz30XMeCqQPi+QMj2vJ+r6856yjh+ieGsU/WH6U/7cq/qPh8BSHA6seG8vXppeS1paLluq8bnxSNF8d14X1fX028LxU41Uc39VASww0Yd1JL5eggLVY8crk1QCNfL1Gywp3xCZfGG5PVwcdK65aN/GBD4LluNLpzFEZ3aaF0jjaS6CAd/vNtCt1y/MoxPECN9yclscsSwyilBC6Fw6kwqGSKwmqr8p/FKVJaIxVHlinwzV2XsbaRAfT2BTtwsKC2Ue7XG6169HLlqy3Z0jdeWGR84bS+ypFSk/T6sotfFtIQk/rE4YHhbdnQd9c32fRrkE6FSX3ioFdL0KokrlNJXCNTLDtQRDcfPfPoCiHAyI6ReOyK9qxVqJ6sSSvBC78dIucqzXaiLe4Lvx3kv6QUNMr0ukEt4bqesZg6IJ4t3V+E2euO0vMdwiRKsP6JYfzXPfnkg1UZp31fJRGkvnoV+r6+CtUW/x5JvK5HLF4c24n1+r/VYvrfDyx/aLCyKrWUzFx9xOv/3sF6FTY+NRwv/X4IJ1fh6RMfgkV39qvTq+XBAPa5L0LhUnhT6SoAgEth12SUmgzd44LAOAfnAOMcjNX/K1GCx65orwxoE0bXp5dJG4+U48PVR3DyCGl5nQO3L9hJZQoEatUwaCQYtTJcjONISV2jrttxMeDGL7bRp6/qgB/vGYBRH2xAYY1/1r8MC1CT1ELvTNbLzQ5EBDR9V6trukXzHVmVTXoFWWN14qQpfYIGlB7lvL5kzOrDpbR3fAgeHdVe2fbsSGl3dhV79tcDNO94MfFgvYwWQTq8eE1npWN0oDTli23Yl1/TaOtAzQ4F32zPxTfbcxt8clUYx/O/HSSzb+7J52w4RiyO/x0LEiMMuGNga1gdLl5tcfn9etVJfeKUP/YXeeXaReHCGLUyEiMCpJ9273Z3KI2i2uLEy38cwkvjOvNlB4rIiTXuu3Kq8MRP+w3vTuy+VaLkFa1Keg+AqNTjZbwuWbW72LD+CWG0b+tQBtSP+AAEBCCE1J91M8vNGPTW2nOO+gD1iWSlxYFKS9PH/faKdFzdLdrVLyFM9scNV2qZwqhV0XQPbed3PhUmO72mezRu7BOH5QeL0RRr+brGBKJ/QhgZPzvZo5OF3TlVuHX+dqltZAAeHNGWr3psKDiv/xtzzmF1KjhcZMKVMzeirM7u7nABABuOlOFQYS3/YHIPzFicQgDg70cud7UK08uZZXUsUKem3WIDccCPZz4IAXq2CpZeW5bq7lCEZvDIyHY4XFTL8qusXj+qesKSlAJM7tOS//mfwezKjzb+cxxdfqCI7M+v1s2+udcLbSIMk41a1SQAmW4MVbhA3rgMYMZvewref+SHvXp3B3Kh5k7tjVKTnT3360GfOTg01PAOkXh7Yjfe7/U1Xjl61bGFEXcPSVR6x4eQ2BAdNdmcrMxk5wcKaqW1aSVYfbj0rLvVG2rTU8OV3/cWkPdWeteUXKBOhopSmGwujy590zYyAH8+MAhXfbQJORUW7HtpNL/+0y3kWFkdnrmqAxvdpQUf8f7pG8/8RadoI365byA+XpOBPvGhyKk089eWHvbK96twflv/O0J5+y/fq1ZjUEv45b6B3OJU2PWfbjnl/UwIcNfgBOWxK9o7VBKdKUv0OXfFKVwYrzopHrejT+sQrxzC35BehssSwtwdhlsMaReOw0W1npvJnEdasQmP/7RPGvbeetr1pb9x18Jd9LsdeZJBLSkvjO3MD718JXY+N4r9+cAgdutJfasb6onR7SFRQmetPep178laqwsVZodHJ6oAcLS0Dr/tLVQ+ubmXAgBamZLy4yO/s9YepWEBGun6XrFujdGdYoN1YBy4pnsMKzHZ2C3940lihMHdYQlNYHxSNIJ0KmnFId/rUGZ2KLjxi20kzKCmi6b3PbUpCAfK6xwSB3ROxp8E0M1NYQoXyBtHVlVOhZl7vrpK1VxF2htLYoQByx4cgk4v+t+mxJ9nDODJR8vx4eoMnxypMWpkdI0NwrikaAzvGKkMeHPtBY3QHXzlSn73ol3Em8vHeIMQvQrJT49AmcnuahWml/u9vvqfzmCT+7TE01d1YL3F5iIAwNs3dFcSww1k0udbxfPhQ+4c3BqPj+6Ax37chxUHz17Ozdu1jwrA7/8ZBBfjvKjGxlJyqiSHS8HEPi3x8Pd7EaJX8RfHdskI0MrdAPh3qR4v4HVrVgE46+yuI93igrqc78QeqJUxbVACZImAMQ7l+EYshXO4FPbPxwpjUDj+uY3C/vd9QgGHU4Hz+AYuzjgOFdWet/XlmbSNMKDK4uBowIYWXxKoldE2MgCfrj/ms7+3ye7C1swKGDQShra/sPasWplCr5JEotoMqixO3DZ/O1qFGuSpA1qxb+++jFz3yWZicSj4eXceZgxNJM9d3RGX0gzEV3y8JkNa/fhQtAzR4cQGOsG7PX91J9zUvxWmf7UT2zIr3R1Ok/rkll7K2rRSfLr+mNQ7PkQa0i5CSQjXk1vmbqd76hsFkfFJsXE9WwW/ZNDIYjmAh/PGZBUama7v0TK489ZjFQSob905bUACusQGorjGhtxKC67oFMUHtA0jx0rrWJ3dxSkhoISAUuB/HxNQUv85ISCUEEj1H5/4GmKCdZQQoLTWzk98PVinIkU1NuXXPQXS5xuO4d+1WI1aGd1jg7A7p+qU73WKDkRRtZUB8Kt1cX8+OFjZnlmJtWmlPv97yxKFcoEN6FsEaWFzeeXKFq+UkluNlNxq/La3gK589HLlq2l9yS3ztlOnwvHcrwfJ3Nv78I/XHvX7gvgF1VasOFikvHZtV3rHVzt99kLTU7w7sTsP1qvI/vwaJGeUYU9eTaPe/yc392QD24bTSXO2wFO6AzaVl8Z2gkEt0yd/3k8sDgWHCmuxaGvOaeefzzce0390U88xBg1EsurhvDJZ1avl5P4JoVMzS+uM9w5twzq0MNIyk53vzatmPVsFY3SXFuRYWR2f8MkWKb3EdElTWOueGMY+XH2E/r638J+DdYhehWu6x0i39m/FZgxtQ7PK65RFW3Ok73fmQa+mWPno5cyglqleI8FiV7jZ7mI1VifiQnS0wuxolIO+TIE7BiWguNqG5GNlHlsf8tu7+isWh0If+n6PX5zsVLR+FB8ABrYJw/W94hSVRKCSKE8rqiWz1x2V/l0Xv0WQFha74ncj7p5g7Kxkad0TQ9nHN/VU7v82RdqaWYHscjOfNqg1+XjNUXeH53YH8muk63vFKfCzC+zmZlDLuLZHLPlpVx4b0TGS3zUkUdKpJDzx01780Qhd8366d4ASG6Kj42YlI9/HR8n7JYTgpn7xmDhnC7E4zj0IEKhVAYBntUwUzsgrk1UAO/onhBqT4oLx4648PLNkP46U1BE0wQFVI1Ni/tfa2CqLE4u35WDxthzaKlSPCT1j6MMj2/FXxnchkkSQWliLyz9bBwKCuBAdaR1ukOLD9KCE4L5hbS55kfCQduH48MYezOJQCAEQauhObp2/Aym5jdue81K9NLYTOrQwSld9uOmU1re+TJYoGOcY2SkSs6b0xMYjZZLJ5oLZ7sKtA+LZwLbh7J5Fu+jJZdWiArUwO1wiWXUDh4thzIeb6OZnRvCx3aLx5/4iZJbV8ZYhXldspEk4FQ6JiJdlU4gN1qJdlBGtwwwY1iEC2RVm9txv/6sUs+WZEdzuZJf85H9zV3/FqJXpNTYSuL8AACAASURBVB9vIlUW56XenUdTyxRzbu3D3luZTg4V1p73uQsxqCFLxPd2mfkgb01WsyRKbVPmbtGmFV/ayOm5hOhVCNarSMU5akXmVlrw0Zqj5KM1RxFh1KDK7ICL8eMxcWSWm3GiZ3mwXoWnr+pIAUCvppg1pRfrHR9CaqxO5d0V6fLSA+d+z3SLDcLrE7oqbSMDpHf/TidfbckmnAN3Dm7NFk3vSyZ+tpU0VuetS3VjnzhM7tsKN3y2xWNqbTYHWSIwalXSrCk98dyvB0/ppPLyn6n0l/sGKCseuZzfOm/7P73sI4wa1FpdXrfT0Ve0CtVDppTsyK5fw5dfbaXdYoPcHJVncDEGKrZXNaol9w1g3eOCqYtx1FidvKLOzktMdv76sv+VCZMoQaRRQ7ZmXto69vZRAegdHyINf289fD1RBYA5t/Zi2eVmzE/OalCSHxeig04lFTZ1XF4gBkBr4J8lbFkAPGr3nbcmq9yhsG9u6d9q2ot/HDpvu8WL9eGNPZQjxSayJ6+mQYfrMtO5k7JqixMOl4KlDw7i8WEG7M+v4Xcv2kW7xATJ70zqDrWKYknK6TXvgvUyvrt7gNI6zCB9vzOX3L1oF0pq7f+8GecnZ9NgnZoturMf7/fG2fufN5derULw0vgueODbPUgr9ozkubkYNTL0aok888v+06bvHC6GcbM2S+9N7M7/eHAw7l+8GxszyhFu0KDG6hDJqps8PaYj/yUln5fU2ikAlNTaydD2ajH1DcDFOCgh4rXZiBZvz6WvtgjEVR9uRH6V9Ywd5GKDdbA5FZyvsc35vDMxSfklJZ8U1djcfl5oasM7ROKyxDA6eubGc96OEGBUpyg8PLJdXUK4waKS6O/NFKJHYoxPsLmURXmVVoUQwKCW5QCtvCNIpxrh7thO5q3JKgI08kvX9YztnxBuSHzwuz36prhqNDsUVJjtjfomf/qXA2gVqicHC2uwKaNcAoCd2VXIr7Lg4yk9oVdJWLw995/bx4fp8ev9A9m2zEpy89xtqLI4zxjPR2sy6NSBrTG6cyRWppY2ZsgXJCJAjQXT+vIPVh3ha9NKff4AeTKjRsaDI9rhi42Z51xn9sTP+8nevGrMua03Zq46wkID1LTa6vujHp4qNljHft9b+E9iWmaywaiVRYIGwKXUt7AWGs+SlAJc1aUFmzu1D8bNSqaufy9iR32Zwzq765IumDpHG9EhyijdvWjXpYTrFWQKvD85ib25PI0cvwA4jUamuL5XLB4a0c5s0Mh5ARr5JUrJEgCeueGj6clmu+ttq0OZMX3hTv3+/PoNfX3iQzB3ap9IN8d2Gq9NVgEUGLWq3j1bhby75vFhd4/5aKOupLZxp5vXp5dJ9w1r06gjLMvOMtW/+nAp7v8mBR/f1BPPXdMZ1VaHUlhtpe2jjPhhZx5eX374nCPILsbx9dZs9sio9nxlqnt23csU+OOBwWzloWI+b1OW341KvTCus1Jaa8dHazLO+7sv3p6L1KJaLJjWlxAQ/La3QGQEbmLUqkhOhfmfz0tr7dCpZL+60Dqb4hobogK18tB24diQUe7ucHzGPV/vpjueG8mu7RGDX84wm5YYbkCF+dJKf74zMUn5fmcuKTM17oCLJ/rslj4st8KMxdtzznocvfWyeLwwtjMAzADwDXBhVVt8TITJ5vz9cJEp6d6vd50y2Fdrc0KixOPWQXn7i9hh0MgPE+BIYnhAo9/5vrxqRBo1zZZ0rU8vQ/dXVmLYe+vw3K8HpQ3pZXj1z1T837JzJ6onfL0th7YM1UszhiY2fbBn8MXUPqyoxob/LjngN4lqYrgBE3vH4f1JScrY7tHSHQt2NPh3T8mtxvB3NxAOzivNDr95zjxJUlwQArUyzS63/PO18jo7tCoxnAgAWzMr8PIfh/hnt/XGTX1bujscn5JebKJtIgPOeGTv0CJQyamwXPQxoWfLICRGGKTZXtgR72Jc1iaUvPJn6jnPkws2Z+Hdv9NdFofrU8b49c0XndsRALEAxjtc7LVKs2Ojzalkf7s9t/dNX2w9bVY6QCODce5xJSO8eWT1H5SSgsvahHXdmllxySd8tUTROSYQGpnipXFdWHa5maOZ166V1NpRUluKtWmlF3TCLKm1Y9qCnVh0Zz+UmuxnXP/alKICtfzn3fnSmaa1fM2MoYnKgyPaSZxzlNc5XKlFNfIdC3agqNZ2QfdTaXGgpMbOykx2kaw2s47RRnxzV3/+/qp0XlZ36uiT9zX2azo/7c4nZSY7Pr2lF+JCdHhv5RF3h+QTssstaBsZoOAM5+EOLYxYdeji97e8dX2S8vXWHFJhdvhFslpldrLW4QbpeLH/M2Ic+GTdUTk5o8z4+W19FgXpVNN1aukWAGf/Ie/WxeZUbnMp/HYQBKcW1jp2Zlca9ufXSPvzq1FUc+ZzVZuIAAA41KyRNoBPJKtBOtU9dw9JOLQtsyLoUroAJYYbMP/2PjzEoIbDxfixsjo+Ze52r0oiduVU4cHv9mDWlJ4oM9mxqRmn7mosTilEr262x3MXvVrCQyPbSQ98uwdr00qBS3wfGTQSSs+zOU9oXG0jDPjx3gH8842Z/IuNWaec0PVqGS7GRSmxk6w/UobpC3di3u19RbLaSA4X16JfQuszJpMWhwsB2os7rPRtHYKWoTrpsw3HLik+b3KgoFoa0i5c+XVPwXnP1/vya/B/y1L1H0zucbXZ7jqqVUlTJUqWN0ecjUQNIA5A0En/9Qdg45wzm5NFOhU2TmE88peUfNWvewpUhwprAUDbkDtvExmgGLWqlKYK/mL5RLIKoEAjSxPn3NL7j6eX7NdllNQht9IMp3Lu4ZEuMYH4z/C2isWhwOZUyPU9Y+mK1GI89sO+M+7Q9BZrDpfi5T8O8Tm39sakOVtIajN1K6m0OBBp1Pj8LupxSTGoNDuUxurIpVFJpEZssGo28WF6/HL/IP711hw+6wzTpHq1BIX5R13gC1FcYwMTSXyj2Z9XjRZXac+YrKYVmUiHKONF3e//s3fe4VEV6x//zszZmmx6JQkhhRQg1ECAFCAgVVFEUUBB6Sqg14rKvVe9dq8VFGmKgqBSrhRF6TUQIBAgJIGEBEjvPZtk95z5/YH6s0DqtiT7eZ48CpydebPnnJl33rpgWAB+SMyRym+TjNsRSbhehskDvJv1XFIKvDqxp/T6j8nkalG18wdT+m5Wy9kvGqXsfgCW3EqQ6iXpoQa99IG2QVRW1+vFyjo9r9TqSGSgi11uuVb637kcVGp1NOF6GRJulLXKQ9TD066GUZJiePHbRkdRVsEo2ScX6BNvTgqbKWMkWCVjrjnlWu0/vku0PXvj71Z+Zxs51s8ehKScSqYXJTiqlXjqu3PYk9wy17ulsjkhmzw2PJA/MtQPz2+9YJI5+/g4iBtO3D7AvaMwL8aff3sqy2AKeV65lkcGuEinMks7zeZiLrwclNj+RCT//nQWf++Xy7f8vtVyBr1oDQT4DSe1HLOi/TCul4fEOe/w77epSM6vhI2cQSHQvzVNSS+splHdXVp18A9y1zTLwtiRKNfqoJI171d+774+vKiqHhtOXicSB4a9d1C9a1H0HRqlbDyAncaVtMWoAPgD6FFVp3s9u0zrtfSHJJuE639uAPTO5DBRLRfYe79cbvOEgW62BEDbBzIwHUZZBQCVnH2pkrMvf/2jwsdRPWHDnIivl2y9aLPj/P/X/WWUYM3McOlqYQ1mfHGqQyoIjw7txu2UAl+6Pckkm8vMob5QyxhbF3fNFNO1CUYJPO2VyC3XoiXhtYQA43t5wl2jxGeHDdeK86u4a+yZMcH8w31W96oxcbWVY+eiaL7zfK70xk8pt93Z1AoBOqlzK6shnhosiPHHID9n0dlWzlLyqsSN8TfYkrEhcFTLOkWBeWNzT18v6CV+S2U1s6QGDipZq9ZuF1sFO3vdsroZGptKrQ6ONnI6qZ8XfvWUorZBD3uVDHf16SIGu2vIok3nKCME43t5kEmfxZHf1v46nYTPDqXb/vuuni/Yq2TmVlad9aL0UFW9foacUT+FQO2KqutrrxXX8m/ir9vtunDrakIyRqET2+4NIgRws1OoAVhcr+kOpaz+hXpKyTa1XEh7696wfUHuto7v770i4xz4552hYhcHFYl82/wF9I2Bt6MKz44JJrPWnSYNJmhzSinw1Mgg6d87LlFztVVVCBQqOYNaxqCSC1DJKWSUIrOkBuV/2FijAl3w5qRe3NVOSRghuFFaI13IruCp+VWsXi9BFCXoJX7zR+QQpZt/7tnFjk8d1JVQQqQVh9OJIb3EW87m4N8Te6KXlx2ScioNN7CV33FSy/HzUzHSvpQC/s/tlxo1wajlDLpO0h74VsyJ6oZnRgfj0OUi8c2fUtiRK0WorNMzAJgS7i1NHuBN1xzNNLeY7ZrIAGe8fk8vLNx49paF/zOLamCrbHn5tOHBrqjXi8i9TfJMR+XM9VLklWvFRbGBXGAUAiVEYIRIEufnbpSzywWVfNvjQ1Fdr5e+PnEdf+18+eOFPLw2sdcAAN0BpJlYfAbgjgqtbpFCoCMPpBaKm89kq68UVCGvQguJo8l4EBmjXKtrewSDQAkICAFgrQZgBi7aKISwR4b67Q1y13Tfm1Kgum+ADx330RHSUfejMC97lFQ36E9mlJrk/r56V08UVNXhj9ZrQ+DvYoPFI7uLdkqBqxUCUcsZ1HKBKGWUKAUGhYwSuUAhYxScc+jEm0qmKHEu/hpcZ6sQaL1OQnphtcjBSbC7hnwVd428t+cKPO2UGBHqRqcN6oqxvTyQWVQjUko4o4RQAk4JASUEzrZyoU4n4p/bk/DTxXyjHHCScysxub+3lJST3CEPUObETing539ES8fSi/kLWy806SusqRfhoJZ1yvvw6sQefHJ/b/LIl6cRn1n6t+/q8JUixAa78TVHm9fO0srfCfHUYOWMcP7azmTsS7l12FlBVR0ESuFqK0dRdfPqrS4dH4ppg7ti+YH0Dp838FfKa/UY/8mxxn5n8sUj4QjzcqC38mDV6yVsPHWDPTS469NqufCY8ST9E4F1OnGuxPnc7DKt8FXcNc3O87mt6lomUEL0hrCs3gxHt0ivUmdQVgGg0FYpRAwNcPk+NsTtro/3p5GsMos7OBgMV40C1fV6sig2EHsvFSC1wLgJVrEhbuI7P182+OI4oJsjhgW50u3nc0lVnQ6VWh2q6vSo0OpQVtuAcq0OZTUNKKvV4S8W5D8lyPXxtkdMkCtz0ygxY+1p1DTcXAzyKuuwMf4GNAoBd/b2FO9afvyWv8PGuRFiUk4F++mi8Volf344g3z4QB/yn13JLQpNsNI070/pw9MKqvGP7xJZc5z7e5PzsXRCKHn6ju74YK+pjSzmY82MAVJ/X0d674o4XCmovuU1JzNK6eT+3hKsSVatwtNOie/mDearj2Twb09n3fZAxDmQX1knTejdhTYVWhXiqcHaGeEiB+j01fHkXFZ5p1JUm4NAgf5dHfmSbRdJne7WSt3aYxmy+wd4z5Qx6YSM0a8NMC0B4Iibmfs+AHx0ouRbU68PAhAqUOK3OSGbfnsqS365jXs0Y4QbomQkseC3urMoqwBQZ6sU7hYlvvjx4YGvdXFQKd78MUVRVd/xOq25aRQIdtcwe5WMz4/xx30rThBjKqzV9XpoWllmpTHkjKKgsk58ZcelNg1+PrsC539tJXcrBvk56ROzKm47R68u9uy/Pxs33vzg5ULIBQo/F1tcLbq1omCldQzs5sQXbEigzV3LJQ68svMS+XBKX7784FWThNKYE0qBHx6PFB1UMjrhk2O3rb8IAMfTi1Fa00C+fCRcenTdmU5pfW4tNnIBOxdFST9eyMPH+9Oa/O4+2HuFvDmpF0RJwvqTN255zcyhvlgyNgRfHL9GPt6XRhoMYF3riLwxKYxnlWn5z0n5t1XHCirrcf/KE6ptjw39nMhRIzC6tQVTyAHE1NTr76nXS4MESrxUcuailzhKquvrcsu1/EZprfx6Sa0yr6KO5JRpceZ6aZMVi5oLIwSigawcnHNuiWfRzqSsAgBnlHyskrOv7+7bZbW7nXLcrHWn1eYWytDsTynEhewK7EkuIBtmR0iPRHYjS7ZdNNp8hVX1zMtRZfCSNnKBQi8ZP/u4qKqeDAlwuqXrzMNOCRmjONtIsWlDMC2iKyq1ep5RXG15q0Q7ZnyYB0SJ0/jM0hZ9bn9KIa6X1PDX7+5FTFVNw1x8Nq0/lzFK71x2jDTlgqzXS3hobTz5+akY8uzoIGvN1Rawc1GkmJhdTpb+kNQsJf+HczmkuKoeKx8egABXW7yyM/lv18wc0k1886dUtv7kdevBoREm9ulCpq6Ob3JtTS+sxtTVJ1XfzR+yXkVIDaPk50Yu95Q4H1+p1T2okrOoa8W1DT9ezLVNvFFOcyvqkFeuRU2DCNxUZI0Ko4RIBlBW5YyCW2gYQGd9wMvUcuGhCD+n8tgQN3PLYnDOZZVjT3IBAMBFI0dqvnHDALJLa+HvYmPwI72MUehFyejK22u7kplaLtD/3N3zb//W29seZb+uOMZkfoy/+Pnhq9bOSQZmXrS/9P2ZrFbl9v9r+yU6obcnHNQd90wf5G6LYUFuZOHGs00qqr9RUFmPR744hVlRfhjXy8Ngsvg5q7EoNhAb50TwVyf27FAmwkUjAmCjEOgT35xttoUfAI6lF2PSZ8dxV58u2DB70N++Ew97JTt8pciQonZIanWiFOyuadY3fym3EjPWnlLV68WtAGYCGAlgGIAoACPq9eIbFVpdmrZBzNyfUvDxa7uSRw1564ByzEdH7D7Zn06PpBUjvbAaJtg2focSAkOEAUwZ6CNpG8QjBhDJ4HTcVbhp6mwUwryXx4duOpBa2Lrqy+0Abwc1PZXZ+q5eABDd3QUvjQ8VHdUyMvitA3874KQX1uDeAQ4GVypljEJnAstqbYOI2V+dJlsfG4o9yQV/6vqlUQqwUTLqYitHcTMTHVpKmJc93DQKtiUh2yjjd1bkAkWQh4Y+s/l8qz5/Lqsc8Zkl4kdT+pFH1p3ukAf7z6YPEDfG3yBXi2pa9Pudz67Akq0X8d79ffjlgiqSUVTT4rkH+zvhkaHdEOxhp3exlTMZo+RyfpUYn1lCHxrsS3cn5eFkRsss4sbC006JO/t4YnUrqiA4qAXMHx7AH9twlrSmWsqVgmqM/fgoNs6JIDsWRooTf42tHx7sijqdiBultS0es7Px6o5L9PVJYdidlNesBKazN8owa91p9dN3BH8iZ4QzRsEoAThwPL1YvS+lQJZwvQx6iStMIH6TMEp4W8MANAoBT43qXq9Ryp40kFgGpTMrqwCwx8dJLbdXydBROwhdK6mR3p7cm0+8TfLQ7ZgT7Yd/jAqCTpS4QClZF5dJpg/2pbEhbr+1GP0dRoGeXeypnUpApdZwMcCEmC5yJiWvCm/+mMKXT+2HqHcPkqpfF7Rt53IQ3d1V2v1kNIl9/zCtakWmZlPMjvLD8aslYnW93poYYUDmRvkhp0wrtVQR+yOv70phPy6Ohq+zGtdLOpZS8EC4N1xs5ay19X13nM9FD08N3zx/CI9+9wCtbWi+ImYjF7B25kD8nJQvfnowXTh3oxwZxdXg/GYoTlWdXnr3vj485t2DZn8nXpvYA/cN8IFWJ2L6YF/x3k/jWGlt8w+ua2cOFI+nl+BoWnGrf5eiqnpM/jyOnH55FPvt4HxvPy8cSy/pdJn/rWHH+Tw8Mby7+NzYYPzzh8ZL1/3GyYxSTFl5ws7YshkCRglpax+Tx0YE6AD8AOCSQYQyMB3SWtACdDX1+sRBfk7mlsNoTFtzkqrljG57bKjo5aDEKxN7NpkMJVBg4YhA/u8dlzB9TTwJf2Mv/rvnCt1+LkeaG+3HgZtWqyVjQxD/0khxYWx3pOZViCeWjMQTIwKk5nYSaYprxTVws1OYzB24If4GOX2tTPpu3uDf/TecA09/n8gSsyr4L09FS60ofdgkPyTmYGA3J0at0aoGZVJ/L3FD/I023bCM4hrsOJ8rfvJgP0tuw9hiBAosGRcqvbIjGdVtSDJ955fL9GJOBbY9Ftmi7+e/9/fm526Uic9sPs+2JGTjalH1n0JgVh3JoDZyxhaNCGi1bG0l3NcRp18eKUUGuvLpa+Ix9O0DuJBVTg49N5xHd3dp1hije7ghxMOOLf1fUpsXxUqtHkk5leLcaH8AQF8fB/HQZcO0fO4MLNhwht3X34e1to2tJcMIgb4NyVoyRjAr0o9rlLIXDCiWQensyio0SmHX0ADnjmlWxc0F7r7PT5Cuzmq25x8xiAxw5ieWjOTPjg6CjVyAjVyARnnzx+7XnzcmhSGnXMu3JGTjUm4lfiv18UNiLu3ZxR4LhvkjYekoHhPkIr3xYwoLf30fxn58jD2+IQFTwn14/EsjMXWgT5sDaFLzq+Cgkpv0GX1uy3kW5K750wYgceDxbxLY9ZJa/Lg42uBKy6HLRRAlLkUGNm8DtNI8POxV7Oht4vkoAZ4YEcDHh3nA1fbPnrwQDw1iQ9wwLMgVkYHOOJZWxHp0sWPhvo6mENskvD25N88p1+KHxJw2jcM58MLWC7Sbi02zlSZXWzmGBbuS/+y6fRexer2E+esT8NiIQAzyM8/3/s7kMHHH+Tw6+qMj5FxWOer1EhZ/m0jf+TkVKx8egOfHBDX6eUqBt+7tLb31Uwovqq43iEw/nMtho3q4i5QCbnZKduJq20K8OhOZJbXYl5LP372vd4eKhwZuPmttCQPo7e2Aer2UBSDLcFIZls4eBgCB0QPjwzyXfLQvTdYRQwEYJfhu3hAuUIJVRzLIx/vTSWSgM96cFMYXDAv4my2PA9CJEqavjv+bkph4c8Ems6P8+aJN58ihy0V/+vzhtGIMe+8Qu6uPJ96Z3JskZpcjJa/1yV3XimugkjNipxRaVSi5NVTX60FuUWxOJ3LMWneGbn1sqLT1sSHi5BUnDGbRsFMKEBghciNYbTsr/XzswTlHRvGtYyljurvi8eGBKK9tEJ1tFaxCq+OpeZVSHx8HxijhlVqdRAgBJQAhhFTU6tDTy46e6QBtLL0clRgf5knu//yEQWz5LY3D/OjBvtLB1CJ+uaCq0XfozPUyvPvzZb56RjiGvXeQlNearsygUqDwclSzNUcz/qYEfBN/gyTlVOCLRwYiwt9ZnLo6nt2qvNm7k3vzwqp6fHPqhsF8JgnXy/DM6CA6tqcHKrQ6nldRZ/XHtIBnNl8gp14aifsHePPNCdkd5rujhKAtYQARfk5cRskvBhTJ4HR6ZRXACVuFsHb3k9Fzpq4+qTZ0XNojQ7thVKgbKCFglIDd7JDEf/0z33DiGvv2jPESawJcbeBpr0TvV/f8/mIeTy/BsPcOtepFnbwiDkVV9aSx1m47z+dhYu8u/NnRwdLsr840S6kj5FdXxh82Br3EkVdRJ40IcaPbEw3bHet2SI1UmNPqRExbc5LuWhTFP3+ov7Rgw1mDaJdfz44QT2WUYn+K1aVnKO7p542zN8puG883J9pP3H0xjz275QKjFBjTw4MMDXBha45l4mhaMbnd5zoCKx8KF3eez8Ol3EqD/I4S582OLfe0U6J/Vyc6+qPDzbp+Xdw1MsjPSdz2WCRi3z9sknsiUNz0LpVppbyKulu+4+ezKzDqg8NYPSOcHH9hhDR11UmaXlQDjVLAXX26YESwKyIDXci9n8URQ1b4YJRAlDi/u68XOXKlSEIHfk6NQYNewkv/u0jeu68PjqUXN1pTuD1x87lovcF4eLBblVoh7DWgSAbHqqwC3EYhPCkwcnnXoqj33vgxRbU5IZsYosDuf+7uye/p50XWn7gO3a8950WJE1HiROQcajnDvyb2RGJWhdG6TPXyskfJzRoaBrnXzc08fWHrRXJ8yQgW6GaL9MK/F7kfFeqGGUO6iV0cVMTZVk7tlDI06CVsO5ctrTt+jab9+pmUvEo+xN8ZplNWeaNdPMprdZjy+Qny4+Jo8lBEV2yIv3Wx7uYyK7Ibujmr2aNfnmrTOFb+TISfk7g5IfuWG7mnvRLh3ZxY1DsHAACSBOxOysfuJON1KLMUxod5wNdZzR5aG2+wMXkL+lnNGOqLS7kVYlapttlK1tPfJ7Ldi6P58qn9+MJN54xmDQt0tcHSCT14eDcnFFTW8abqoZbV6jBl5Qn6/JhgafvCKGh1omSvlNGsslrpREYJ5q9PoIYuG6iUUYico1cXO/HNn1Ktimor+OliPqYO7Cp9/GBfTFl5skO4syghRGxlgBqjBL297ZUAjhlUKANjVVZ/RSGwzxQCO/XS+NAVC2MDQx/bcNbmYs7tux7djsUjA9HD0w7dXGwkN42S3vtZHNJuoaz9YV7pq9mDMOTt/bQNB6Pb0tfHQbxaWG3y+1xa24C9yQXS/x4fSpcdSOdfn7j2e5u7J0d1l+ZF+9OtZ7PZTxfzcKWgGqn5FQh21+CFcSHYvjASGUU10qojGTQ5t5KNCHaVYKL4as5xyzCAP5JbUYd9KQXiIH9n1hZl1d1OgWdGB2PhxnMoq+14ISjmwk4pwNtRTU/dphHAtIiu/GpRtVRc3dDpNvvX7u4lvb07lZTX6gym9AV5aKBtEJvVFCQmyFXakZjbone5TidhxpenyO7F0Zg51BdfxV0HcDNO76WxoZgy0Ier5IzoRAl6kXOdKHG9yHmDKPGL2eXk8Y3nmrzPu5+M1ndzsRF+ScqXpq4+yS7mVDTr+5E48PbPl+me5EIwCnoxpwJ1Osloa5VCYJAkzl00CnYywxqv2lpmf32GnnpppDR1oA/fdDqr3YcDUEKg561TIHp2sUODXspXylhx01ebD6uy+mfO2Klkg2wVwgPfzI34YtKncaqWtL58+94wHhvihj3JBVJiVjnbkZiL3CbcDB/uvUJjQ9ykFdMGSPM3JBh8kauq0xMfP5VZypss/jaRju7hhn/epAD94QAAIABJREFU2VN6YkQg+3jfFR7h7ywN6uZEJn8eh9S/xLOey6rAg6viqVKgeOqOIPryhFDRxVbBylpQJsYQcM4hUKCxULz8yjrWv6tDm+bZMCdC3J2Uh4PWjF6DQSmwa3G0eCy9CBdzKm75vd7Vuwv2puR3uu/8nXvDUKHVkU0GjKEEgPsGeIsXsiuatXZ5O6hI3NWSFs+fVarF49+cxecPD8DjwwPFC9nlbGA3J15cXc8f/+YsTbheBlulAI1CILZKgdgqBGiUMrx7X2/c298L287ePpHM3U6BAFdbIfz1vaisa135uLM3TBPLrJRRqOSMNugklNSYdl3sSDToJTy7+Tz9+MF+OHa1GFmlWnOL1CYYJa1u3Rrh5wxKiUWHAABWZfVWcErJtyoZU3w/f/CKu5YdUzWlcAJA/66OuLtvFzLpszik5jeeOPBH9BLHvPVn6J6nhiHMyx6tseY2xqojGfTRod0w2N/JLAW29yQXYk9yIburjydeGBMi1TToEfPewUbrldbpJby9OxVv705lo3u445OpfU3qqpE4IFAKfSOm7tKaBtir5K0+BPxjVHfYq2T039svtftTvSXx5SMDxeo6PXny28TbPjP/+TGZLJvaD8euFONwmkUbEwxCdHcXvHVvmKiSMTbzy1PEQC3EAdzcJO/s7cnmfn2myWtD3DWQC4xcym3dGnckrRj9XtuL4cFubHyYh/jS/y6y3Un5v8eEanUiiqr+nHWvUQp4dWJPPj/GXwIAAgL+h26SHOA2coHkVmhpZZ3e4t/FzOIa3CjRItDNxtyitHv2pRTiQGqB9N28IWTi8mPEWE1fTAGjBKLYOsvqsGDXSluFsMfAIhkcq7J6G2SMfmWjENy+XzDklbuWHVM35aZ9Z3KYuPpoJk3Nr2qV1eDb0zekNyb1anHx/qao0Oqw+lim9MY9YXzkB6ZJULgVO8/nYef5vBbPvye5ABwE/q42aE2XnNYgShz2ahnqKm9fbqa0pgG2CqFV2/7wYFfMjfHHjLWniClb8nUGwn2d2MTlxxvNUN+fUoh/bb/EP31oAB5ceYIk5VaaUELT4e9qg08e7Cf6udiw5QfSyBfHr7U4c78pIgOc0aCXpJMZpU0eKB8Y5IOE62WixFvv5anXS/jlUj5+udQ8y/jWs9mo04nEViGw36J7yB+iFX77uytGyhkwNFeLajDrq9Pk8HPDzS1Kh2DRpkS6aU6EtHn+ENz92XFiyKY2pkKjEOBmp6D5rUgWowQY0NVRAcAiW6z+Eauy2ghKGXvPSS13/2bO4McmLj+mvl3vXY1SgI+Tmn0Tf73Vc604dJUefn6EUZSy1Ucy6OxIP4wIdsPBy4VNf8DCyCiqlmJD3GhGUctbHbaG0pp63rOLPSmovP13lVdRB2dbOXO3U6CgEaX2r4S4a7B8Wn/+r+2XcOZ6mcVbctoTg/2doBMlNCd0Z0tCNnG1lUsb5w7GuE+OkJyyjpEVDNyM2f34wX7SYH9nuvVsNh5eG4+yWp1RvBMBbrYoqqpv1qFtaICz+O3pLJMemDkHdl3IM+WURodz/ieF20rbmLomnu5cGClumjuY3LfiBG2s0o0l8to9vcTcMi0Ot6JDWrCHBnpJKgGYxWeXdohMOGOiVgjP+TipTj85svttj1yLRwYiNa9SbInS8lcKq+qx83yu+Pa9YQZPs6qu12Nd3DW+eGRguyyGfCG7gg/oarrC4LnldVIPz8a77J3KLMXupHxpx8IoSd3MvgUutnJ8O38w/+JYJt/SgWr8WQr3DfBBfEZps3eaFYcz6Laz2dKOJ6IkB7Vln9sn9vHEi+NCMDvSD+PDPNDH2x5OavmfrqH0ZmvQEy+OBCHg4z85iqU/JDFjJu9dzq+Ck428Wc9yFwcVjUu3JgW1FVFqvGKJlZZz92fHmUKgfNfiKD6xTxfIWPv4gocHu+KOHu704bXxrToERvg5A8BBw0plHCx7hbYMuEYpmzYn2j91b0qB5kL2n+OtHgj3xvQIXyxYn9Bmi8GKQ1fZT09Gt3WYW7InOZ88PLirUcY2NhezK9ijkd1MliR2vaQGgW62TV734raLbMPsCGnZ1P589ldnmlzdPnygL4/PKOUf7L1iPSQagQG+DuLKwxktekZe3ZXMXGwV0u7FMeKI/x5idQZ2k7eVZVP78pjurmgQOS7nV4qRgXJqr5IRjVIgNgoBlNx0jTfoJc4oQW65ls/84hQ9c73MJO9KSl4l7NWyJp/n/l0dQUDIlcL24W63ZBqrBW2ldUgSMPqjI+z50SFYOiFUev2eXnT9yevS+hPXaX6lZXpd7FQCPpzSFx/tu0KKWhlve98A7yqNUrbVwKIZBauy2jxyZYzM+2x6/zUj3z9s81vc16zIbnh2TDCe+OYcjhggUaNOJ0IyZPbDH7iYUwFKCQn3dUR768KTml/ZbOuNIcgormHRQS5NluIRJY6jaUU0NtStWTct2F3Dn99ywaqoGgk3jZKdaGE5H86Bp75LpKtmDBDP/PMOxF8t4f/amWQxYQEjgt3IP7dfwg+JOeD87+u1QqCwU8ngoJIRhYwiKafSpHpMWa0OmcU1fPsTkdLdn9463t7TTon3p/SWjl8t5rwN8apWbiJZtVWjIEnA2z+n4u2fU+mIYDc8OyaIz47yw4mrJeKqoxkW19r29Xt6iXkVWqw5mtmqdyrA1RYBrrYSgF0GFs0oWDfOZiIw+q29Srb/xfGh9QCwKDYAz4wOxux1ZwwWB+pkI0d9YynobYBz4PCVIrE9Wlcv51fBTiWjpupGmluuhYuNolnuZEoJmtOhxkEtwEEtp6evmb4iQ2cgMsAZOlFCazrQ6SWOWevOsGmrT6JOL0n7nx6O3U9Gi3ZK85/lC6rqRRs5u+0zVq+XUFRVj7TCaiTlmCdR7IGVJ4lcoGTv0zHiX1sG//POUOx/dhgSrpfx57dcsCqqBkDiHNQaB2BUDl4uxIRPjrHodw6gUtvAPn9oAD/+QiyfMcSX2yrMvy7EhrghNsSdzvjiVKvfqekRXRsArAbQLop8W5XVFqBRymZNCfeuXTG9P+bHBODhtfFoqSWnMQRKIDNij/jdF/PZQD/n9hU9DqCmQURFrY4PCXAxyXy55XWwVTTvJlACcIk3uXNMCfdBRnG1ZM3+Nw6zfrWAtGWMC9kVeGLjWRb9zkHoJU6eHh1sKPFazenMUjYixM2iH5oKrQ6TV8TR8hodOfDMMKm7uw0+mNIb5/55hzQq1J0/vPYUnt18gVVo28WeaPG0pQe8lZZRVN2AJ787jz6v7iGrj2aQOVF+0umXR+HtyWFi92aEihkDV1sFPpjSBx/uudLqcltyRjFloI+kkrPPDSye0bAqqy2jRCGwOePCPPHAqpM4e6PcoIOfz65ARlENf/veMKOsRkfTi+BsK2eWYDFqKZcLqqTo7qZRVrPLa6FutrJKIDVj87gj1J3vTym0mkOMwIrp/fkAX0d8vD/NIJa7oup6bDh5nQ4PdjW7kuhkI+eBbrYWv07XNoiYviaenrtRxn9aHINwXyc89V0iHfHfQyShnYUdWTr9fBxRW9/+Siy1d9bFXUPMe4fY5BXH0dVJTbcvjMSOhZHS+DAPCNQ0SzslwMoZA6SUvEpp7fHWV8cZ09MdosQvALhqOOmMi8UvgpYGo2SXXpT0aQXN72zVEl7630U6tpcHcbGVN31xC6nU6pFeWC3NGNLN4GMbm3M3ymiYl4NJTAp55XWo14mYE+3X5LWEEDRHKD9XW34svdiqrBoQgQI7FkaKYd72uHPZMRiyD/uBlEJ42ilZcys9GBontRz7nxkmhnraoTnJe5ZAgyhh0aZE9vHeK3C2VWByfy9olDJzi9XheGJEoLg/tcDcYnRakvOqMG11POn/2l6cziylr07sKZ1ZOgr/uCNIctMojDr3M6ODJR9HNR5eG9+mhWlWlF+VvUr2vqHkMgVWZbXlNNQ2iAV+LsbpIHIptxKlNQ18YDcno4x/8moJHRfmYVkpz80gOa+SeDuqTGLp0kscz2+9gCdHdueaJqzQjNzMzm0MG7kAB5WMnrVamAyGnVLAoedGSBLnZPwnR0l2mWHbJRZV1+NaSY00c2jTBxZDMyLYDYeeG86Tcysx+sMjJL3QOAdjY7H80FUMf+8g/F1tcOT5ERgf5mFukdotHnZK9PKyQ4SfE2JD3DAl3AcDfB3Za7uSzS1ap6dOL+E/P6Zg4Bv76QtbLmBMD3d+5PkRWDMzXBzkZ/j9O6a7Cx6N7EYfXhNP21K0xNdZjZCbpRm3G0o2U9D+/MEWgCjx5O7utl6XjdT1hBIC3V9apwW62uC/9/cR7VQyxL7fsk5UdioBUwb48JlDu8FBLcOWM9kGldcUXM6vgoNaZrIEjf0phThzrUxa9fAAMnX17U+xlBIu8cZjVkVJAqXE4N2DOitOajn2PTNMis8o4U9+m8gaWtlmsCm+P5NNpkd0FVccumqy5+7l8SGYPtgXr+y4hO/PZLfbhKSi6gbcuew4pg7qirfv7Y0HB3bFs5vPo7Cq9bWoOxthXvbYvGAIahv0kl7k0IkS14mcfxN/nZbX6q2GJgvil+QC/JJcwDztlFh6ZyhdMyOcl2t1WHX4Ktl2Lge1bcxV8LBTYvm0/njv58tIbaPeMW1QVx3n/EsA7epltCqrrcBWKZzu7q4ZBeQZxT1HKYGnvRLvTg5DqKcdt1PJRDc7pbDtbDYZ4u9MXr+nJ5b+cKnZ462fFSE528qx+mgG/SruOtAOC59cK6mFQmDExVYOU/VwXrLtAjv07AiEeGqQmnfrBYI1I2a1Ti+Bcw6FQK0KqwFYMNwfWaW1eHzjWWbMXJOtZ7PJc2OCmZ+zGpmtqDLQUpaOD8X9A30weUUcUvJa3rbZEtl06gZ2JOZi7SPh2P/MMMxbnwBLKwFkqbwysYf0c1Ieeeq781bFtJ2QV1mHJzaeIwAwN9oPC4YFiC9PCGXbzuVIXxzLpFdb0Z1SoARrZoZLZ2+U4cu4a216FmSMYOqgrnq1XPisLeOYA+tL0ApkjCaFdbEzmm+uXifi1bt7YcrArsgqrSUf7k0TRrx3CC//L4k+9V0iube/N3yd1c0aa0iAM/xcbcjw9w7+pqi2S0SJI7u8VhoZ4mayOYurG8AoQVUjWcyUEN6c0rg6kUMtb7eGMosipruruON8LjV2UnR5rQ57kwvEpRN6GD1W+uk7uuOBQT6Y8vkJpNzmYNReqWnQ48FVJ/HR3jSsnRmOhwd3taazN0FUoAuC3DVkydaLHeLQ0hlZfTQTUe8eZA+uOolAV1vsXBSFbY8Nlcb09ABrQULWi+NDRBdbOWZ9dbrN+trIUHdwIBXA5baOZWqsymrrSA720Bht8AdWniTXimv4ocuF0uMbz+GHxBz81kXjQnYFtp7NFtfOCG+WX+F6cQ3kjBKVvH0b0ZUyCneNkmYUt/xk2loCXG1QpxN5TvntC8QTgmY1ctCLHOp2fg8sBS9HFT1mgCYczWHtsUw2yN8J1Igr5YJh/pgV5Y9pq+NhrNAiS2Dt8UzM+eoMnh8bgjcnhYmmyqBubxACvDqxJ//21A1iaR3VrLSc89kVeGDVSTrw9f24kF1O35jUSzrz8igsjg2UmkqkHhXqhgcHdmUPrDpJDVGBfVakX5VGKbSrxKrfsO6ereOym51SZQy3LiXAe/f3lkSJ80e+PH1LU9w7uy+zI8+PwKzIbvji+LVGx8utqMPVompp5pBudPnBdIPKakom9fNCea1OPH3NNG0kAaCPtwNKquslNNLmldHmla7SSxJXy9tJw2kLZmA3RwAgplLqErPKUVRVj8diAvDpIcNWefFzVuPpO4IQG+qOh9eewsWciqY/1M6Ju1qC0R8cIf97YigJ9hgsPbruNK3UWssw/ZEJYZ5wspHzN35Kta4XHYiaBj1e2ZmMV3Ym0zvDPLF4VHf++IhAFFbVS/wWewgBqJudEq9sv9SqZid/xd/FBmFe9qCEbGvzYGbAqqy2jrraBvHkxL5dojYbOFnp1Yk9xWAPDYl55+BtFaTqej2WbL2A96f04d+dziY1DY0v9gQE1e28Lt/jwwP5urjWtZVrLeHdHMXLBVWNzkkJudU68zdEiXMbhWDdfNrI1EE+OJ5eIqKRA4ShWXUkgyyMDRQ/bSTRqlcXO2QUV6O2ofHDq7udAotiAxEb4i462cjZ0bQicdrqk+x8dsdXVH8jr7IOUe8coD8tjpb+e18fcd76BGt8zK8QAiyd0IPnV9bRB8K9kXC9DOmtiHO0YtnsupiHXRfzmJeDEv18HH/325Bf/89WIeCte3vj8JVC/u2ZLIPsG3Nj/OtB8CkAw5ZOMRFWZbWV2Ktkry0aEbht85lsg7WxmB7Rld/d14uO+/hIk+6fPckFuJBdwd+6txdZ/G1io9e6aRTkSjt2Lw4JcIadSobVR1tfBLk1hHdzImuPNT4npWiWZZXzm1ZzK21jRLC7tGSbadt2bk/Mxb/u6sF6dbFDUu7fW5r+9/7e/K4+XQgjBPtSCqQFG87+KWjATilgYWwgxvXyFN00Cnbmepn49u5Uti+lALUNYqdU1PQSsO1cDh3by9PsjRcsjU2nriPM20E/b1gA9bRXUoFS1DTo+foT18gHe9PMLZ4VA5JTXoec8rw//Z2MEXw/f4iUmFXOZ35xa+9qS7FXyXBPPy+ukrFPDDGeObAqq61nn6ONvDgq0MX2WHrb4+e6u9ni5QmhZP76BDQWI/lH8ivquKwZnmUHtYwktWMX4+PDA8T9Kfkm3dTljMLHUU1/upjb6HU3qwE0PR4hN4umW2k9i2IDUVWvJ3uSTVsQ3U4lgBCCOt3f9aoQTw0mhHUhE5cdR2WdDtsXRpJPp/WTnvn+PJ03zB/39PUSuzioWHJepbTsQDr75VI+KrS6Tqmg/hWtToScWdMm/gjnwMf70wn+sDfbqQT09XYgKx4agPJaXZOhX1baN+/e10d0t1OQmHdv711tKdMjuko6UdqlkrG8pq+2TKzKauvhNgrhX/+5p9eKu5Yds2mLm10hUKyeEc5/vJCHo2nN73Lk72qD/SmFf/o7B7WAHx6PEgFwrU6k8ZklECVOK+vaZxiAj5MKA7s5saFvHTDpvCGeGtTU66Wm6hlSQiA2Q1ullBCd3poE3RYeGdpNemXHJaNXAfgrT44MElPzKlGh1bERwa7o7m4LP2cbeDmqEeZlz78+cY1fLqiiADDp0zjywxORSPz3aGQW10hfnbjOfrqQh6LqeqtW9hcqtXq4ahRUoxBQ1c7DlIxJpVaPI2nFmPP1GaydGY6i6nrsPN9udQ4rjfDYsAApNtiVjvzgMDFUOoxACebG+NfZKWVvGGZE82BVVtsAJWSDq0Yx8otHBt4/fc1JtU5s3S768oRQkTFCnttyoUUbmrejip7PLv/T3y0d3wNltQ3ki2OZbNm0/nBUy7Au7lqr5LIEZkf6Scm5lSitbTDpZt/b2wFF1fVN3lBKCZoTtEoJgd4Q6ZydlDnRfqjXS+THi6bdpHt20WBiH08mFxiOLxmJ0poGXlhVJ+WUaZGSV0l/uZRPtiRk/37AzCnXYtQHh4mNnCG3os6qoDbC9vM5mBPtJ+1aHEUfXHWS5FU0z6PUWTlxtQRPf38eH0zpg5LqBsRZ69V2KMb0dMfC2ED64KqTBq0lPj7ME5SQZACNxwtaOFZltW1wW4UwJ9RT4/XBlL5RizadU7Z0gGFBrpjc35uN/ehIiye3V8nJX12Td/Rw509sPEePpRfjkaGl4uG0IvbJ/vZZBUAtZ5gy0Ic+tOaUyefu39VBTM1vPLkKAFgz66xSaxhAm5jUz0v68vg12pzv2pD8+66e0s+XCvDazku/eScImkjuqtDqUNFIbV4rN5EkYMInx9jqGQOknxZHk+lr4pGc9/eYYCv/z89J+XC2kfPVM8Ix+fM4crtmJVbaF7287PDhA33x4raLBq8Ksig2sNpeJXvNoIOaAevJv+3oNUrZ3SOC3dJeHBfSouOQs40cn0zth/f3XEZWK3qbLzuQJq2aEc4d1DfPHLMj/VBdr8dvMbRdHFU0tR0v/qNC3VFeqxPP3igz+dxltQ1Eo2g6ZIgSkGaFARBrGEBbcNMocTGnvOkLDYidUkCYlwP99GB6uw2jaQ/M/TqBbknIwuYFQzAsyNXc4lg838TfIKuOZvANsyOsp98OgIedEutnR2Dd8UxsT2w8R6KlhPs6wtNeVQngR4MObAasyqphqLVVCrEPDfYtnDm0W7MXkDv7dEFJdb3Y2oD5ZQfS6YmrJdLh52L5iRdjxadHB/HPDl393SVZVafnXRya1+nKEunjYy+lFVaZ5RlNK6im3o7qJjOVaTPrrFrDAFqPQAF7lYwm3yIT35gsndADiVnlYqYJG1F0Vt74KRVv/JSCFQ/1x4MDfaynuiZYtj+NMkromB7u5hbFShtQyxk2zo3gZ6+XSe/+csXg4z8+IrBGKaNvAWj3m481DMBwFNsohJgXxgYn2CqY3aojGaypGNYgd1sprbC6TRl/T357jg3yc4JAKdNL0p/6bp+5VsaHBji325jVcF8nvi+lwCzKakZxDRzU8iaT3W62W22OsmoNA9iyYIje39WGCpQSGaNEqxOlOV+doU1ZzmOC3FCh1fHKOr1Ji3+N6enOF246Z83cNxEb428gq7QWKx4aAA97pfjRvjTrd38bJA5sir8hPT4ikP+SXGD9ntohlAArHx4giZzz2V+dMfg99HZUYWiAMwRG1xl6bHNgtawalky1XBgwf1jA8QPPDK8Z7O/U6MUhHhreVmuRTuQ4nl6Cw1eKcDy95E9llM5llbHubrbtto5hd3db9sulfLPMnVlUA41SaPL9oIQ0q90qpQSdOQxg05wIyV4lYzO/OE3vWn6MRL1zACsOpWPDnEF4eHDXW35GoMB79/Xmy6f1w7enb5j0OZ4TdTOk5qiJ2rpaucnRtGLcs/wYmRPlT6eEe3feF6YZfHs6iwa5a5habt3G2yP/urOHGOKhwd3LjxnlsDEnyr9B4nw1gGpjjG9qrE+54cm0U8qGezmoZnzxyMCSZVP7aW/V/zfI3RY9PO3ZzguGjVH5I0k5FXCyVbTLe+zloAIAXCkwz3tWVF0Pzm+WsGoMRtGsOqudOQzg/ft7c383WzJ19UlyMacC10tqUVLTgNVHM+mC9Ql4YWwI3p/S50/f4rwYPyT8czQP8dDwB1aexPt7rpjUC/RopJ/4x5AaK6YjvagGT3yTQF6Z2JMM8Xc2tzgWy43SWqTkVUo7FkaJfs7tN9yrMzJtUFc+eYA3vfezONpU17vWYKsQMGWgt6SWCx8YfHAz0S4VmXYAp5RsU8uFbrEhbqsOPzdC+/BgX/5bByNKgI8f7Cf9cimPZxixlV5GUQ00CoG0x5N3Ly87lNfcogq7CdmXUiA+PSqoUVW0ul5PnGz+fhj5K4wStLa0WXvmqZHdcUcPD/LAyhPkVuVYjqQV467lxxHh54SfFkeJY3q4I+7FWHF2lD9/fssFctfy49TQ2bFNMdjfCQ5qGdt2Nsek81r5fw6nFeP9X65g9YwB8HexMbc4Fsuj607Tkxml+OnJGHw2rT9vhjPIipmJDHTG0jtDyYL1CaQ1idXNYeogH0kv8j0AsowygRmwPtnGpdpGITxloxAGPT82+NzR52OrXxgbrH9+TAh30yjw9ObzRrXcjAhxQ2ltg2SMk5ux6dXFnmeX15r1+dxw8jqLaMKys+dSAevv69ioUq2W02Y1Duho3NffC/OG+WPGF6dwraT2ttdlFtdg3EdHSVmtjnz0YF98cSyTRr9zkJgrBOSl8aHixvgbkta8Z6VOz9rjmdh1IY9vmjeYO6pl5hbHIqnQ6rD0hyQ2cfkxuNkp+KmXR/Fh3V3MLZaV2xDgaouVD4fjnZ8v47iR6uTayBkWjexeb6eSLTXKBGbCqqyahiSNUhbu5aga82ik3wfTI7rWHkgtlIztFZ4f4y/tOp/bLu9xeDcn6dyNcrO6YeMzS1GnE3Fff6/bXnP4ShHsVTLm73p7649aLnQ6ZXVogDNeu6cXFm06h8SspktOVdXrMX1NPA17ZQ/WHM0k5kpGc7WVI8hdw748ntku35uOxpJtF0lZbQN/fHhg+ztxm5C0wmrc9/kJuuZoBl6fFGY9ZVkgjmoZNs6N4DsTc/hXRkx6nhfjrwewG8BFo01iBqwLsungAOKUMvaCRiULHB/mWTAnys9oi0qAqy2CPTT0PSOUwzAFoZ4ati/FtD3gb8X6E9cwN8b/tvepXi/hWHqx+MTwgNuOoZB1DsvqohEBOPvPO6Tz/x7Nv3x0IN74MYX/tR1wU+jN/D19Or0/j0svFnOt3ZQshnd/vkzvD/em1BpB3CSrj2YSR7WcDQ+21qu1JOSM4utZg6QbpbX8xf8lGe1JdrKRY26Mv95OKXvOWHOYC6uyah7ybRTC0KdHB5VOG9TVKBaDRyO7iUk5FVJNQ/srZu5kI4dKxnD6mumbAfyVLQk5xNfZhv3WeOFWbDubzYYGutxWobWRC50iuWpWlD9/e3cqnfTpcRL59gF8E3+j3agXAgV+XBwletgr8fIPSdZSQBbEgdRCSBxSVKDVvd0UWp2I1UczpKUTelitqxbEBw/0kRzUcjyw6oRRda7Fsd0bJAkbAGQYcx5zYK2zaj5uqOXC0KV3hp6qbdA7/JCYa9CNXZQ493W2IRqlgKp21n2nZxc7lN8MGDS70pBfWYfErHLx+TEh7KX/Jd3ymkOXi/DBFDnzclQip+z/LXKMEnRzVmN8Lw9olDI8PjwAlBJQAjBCQAnhlBJOCeECI1wpMFElp5JCYJJSRiWFwDijBJ/sT7OLzyw11a/cKqZFdEW9XsLmhCw0o+ysxbFx7hCxXieRB1ceI1X17et96QzEpRfT6RG+4pG0YrOvCZbOl3GZdP4wf/Tzsce5LNMmJ1qdn+yDAAAgAElEQVT5O0+O7C5FBrhgxPsHqTFtFl3slXhgoI+okrMOFav6G1Zl1bykq+VCzFv39j5e2yDa7Uk2nNv7tV3Jgqe9UtzzVIw48oNDrD0lWXV3s0VFreX0Vl92II2tfGgAf+PHVHIrS3Vtg4jT10rF1+8JY2eulfJeXvY1PTztpC4OKnWdTizRizy1pl5/9h93BDUQApGCiIRAIoSIuNlZRAIgAqi/xY9DPx+HTx5ae0ptjrazzWV+jL+48vBV2h4VVQDo4qDEqzuTqVVRtUze23MZvzwVwzQKAdZ71DiVWj02xt+Q/nNPGL9zmXFqeFppHhPCPDEvxp9O/jwO5bXGfW6fGxui5eDLAJg/fs4IWJVV85OkkrPYjx7se2j++gRbQxUhFyWOx785y9bODJeOPBcrHU8vonuTC/HzpTzoLVxvPZZejGfHBDNLsQofTy9BYla5tGxqPzLrq9O/u3G6Oqkxuoc7v7ufV1WQu62yQS9lDvF33qmUsfMAkgCkyBi9fRp8M1HIWM7Xswdtm7rqpMrUZZyaQ68udnDTKNnmhGxzi9JqlDJGSm5RWsuKZXC9pBZFVfXiXX26sI2nbphbHItn5ZEMOn2wLwJdbZBuxPKIVm5PXx8HvHd/bzy7+TxS86qMOlegmy3G9vQQVXL2plEnMiPslVdeMbcMVoA8GaNHx/byeDCrVCu7XGCYB1viwE8X80lJTQPp6qwWp0X4kseGB2Lb2WxS22C5IU0lNQ2ICnQRB/g6UkNam9vC2RtldMm4UJJRXI17+nYR357cu2Z+TED9ID+nrT5O6lcFSucpBPahwOgvAM4DyANgEPMwJSRdoCRpYt8udx9MLZTdql6pOVk2tZ8Ud7VE2p2U325j4BfFBuKLY5mkXGs5Fn0rf0anl+jSO3vAQSWTEq6Xkc5Yt7i51DaI6OqkFu8b4I3NCdntJna8o+DloMKWx4Zi7dFMrD9p/MPVf+/vXePrrH5DoHS/0SczE+12c+mAHFPLhai37g3L+mx6f62d0jBG7wZRwvdnsvDkt4ls8Fv7yb6UAunHxdGSjdyyjeof709jd/Tw4NQCnlC1nCG6uysXORc/uL9P+ewo/2VdndRjVXLmpFHKHgLwIwCjpo9TSrarZOzR7+YP0Qa42hpzqhahUQro7e1A1x7LaNfuRoVgtaxaOhvib2DSp8cxMtSNH38hFuPDPMwtkkWz/GAaC/N2oJ52SnOL0qmwVQjYODeCn7haLH20P83o8/Xxtsdgf+cGhcA+NvpkZsQCVAErf+CcjUIIiQly3Xjw2eG1g/2dDD7BC1svsKTcCux+Klq05GYnJzNKUVBZx5++I9hsMng5qPDyhFDd6ZdH1T07JnivrUKIVckFJ5Wc/QNAHG7GmZoMgdHv1HK2YMuCIVpfC2mvuGRcCJJyK8Sr7djVqFEKoATWWMh2QGpBFWLfP8w+2n8Fb93bm29ZMEQKaKTGcWcmq1SLg6mF4lv3hll44FfHgVGC1TMGSNoGUVqw4axJdth/39WzRs7oEgDGaYdlIViwutJpqbVVCHMc1PL7v3hkYPlL40MbZMxwXhyJA49tOEuLq+rJrkXRlhsLAODDfVfo1IE+Jl9ow30dsWZmeM3+Z4bVThvUdaWNQuhhr5KNAXAEN+vlmg0Zo1+rFezprQuG1no5qMwpCgBgfC9PacWhq+3aqurvYoNqq6Larvgq7joGvrGPFN1cx/DiuBDJkOtkR+GjfVfYIH8naihPnZXGeXViTzHA1Rb3fHrcJGtiVKALgjw05QKjX5hiPnNiVVYtFEbJT2q5EDx1kM+Rn5+MqTGk67deL2HGF6eoQqD0lYk9DTauofk5KR+ixMm0iK5Gn0vGCCb188K+p2Oq180alDc8yPUlpYx52CiERQAyjS5AC1AI7HONUnjrvft7m9Wc+eBAH+gkiRy63LLC/5aGr7MaFVqd1frUzmjQS3jsm7Nk0orjuD/cB/cP8DG3SBbHlYJqpOZXSV88Es4D3SwnfKgjMmOIL7+7bxc66bPjtM5EWcz/vqtHjVrGngbQ4U/bVmXVsinUKGWjfZzUz+xcFFk7LcJwDQSq6/XYcT6XBLtb7gImcWDZgXQ8MTzAaBZgZxs5Fo/sLp5Zeof2lYk9Twa6aabaKgRvgdFPABg3hbMNKGTs/f5dHeHtaD7r6uwoP3Ht0Uy09+ZcNgoZdGZq72ql7aTmVeGT/Wl0YWwgJ1bj6p8YGeqGEA8NtVEIfMfCSOz9R4z08GBfOKhl5hatQzEsyBVLxoWQ2V+dJjnlpul+N66XBzzslTmUki0mmdDMWJVVy4fLBbpSLRf6vTw+NOe5McEGS1cuqWmAvUpu0aEAmxOyiJ1KZvD2gaGeGnz4QF/t8SWxdXOj/TbZq2SD7FWyIQB24WbdU0tHK0r8y4cH+5olfV2ggLejmv14Ma/dqwf7kvPR1cmGCtZ+nmZFJWOI7u6CEcFu8HFSoSW3Y13cNajkDMOD3IwnYDsj3NcRy6b2w79+SMK4j4/Rvq/txfbEXDo72k+MeyEWNvJ2Hb1jMQS52+Kz6f3x+o8pOJVpmlrYjBIsvbNHjUYpW4T2sV+1GWsgS/vhio1CGDBzSLcjzjZyv5f+d1HRVotWaU0DbBTMou1idToJB1ILxXv7ebFDl4vaPJ5KxvCfe3rWjQ/zrGOEvK+Qsc+VMmaY4rYmxkYhfDItouvs9/dckTWY2DI4dVBXFFTWSdll2nZ/4C2qbkBtg54He2jIpdxKc4vT6Zge0ZVPi+jKu7tpaLm2QRIlzjVKGVMIFHkVddKV/CqelFNBrxZVk8o6PbQ6EbUNemgbRGgbRHjYK3F/uI/ooJKxpRNC+ZG0IiK2d3N/Gwnx0GDdrEH4ZF8atpzNAXAzbGL5wXQsP5jOUl4bC6WMocaCSxi2B1xs5dg4dzC2JmRhY7zp6v/OjvITNQrhIoC9JpvUzFiV1fZFka1SiJjQ23Ovg1oetmjTWVVbag2q5QIEZh5zEiEAJQTN2VQc1XKk5rddiejlZYdVD4fXapTCLrVcmAMLdvM3kzSJ48LYXh4RO87nmnTi+wb4SD8k5nQYU2RRVb3Uz8eBWZVVwxLmZY8l40JEbYOIf21PYrkVf3aR9va2x8sTQslnB6+Sh+NPobS24ffDj4utHJGBLjTc1wmRgc58Un8vUc4oBEYIowSMUsIoIXpR4hdzKsj9n5/Ap9P783nRfnzF4Yx2f4hqLd6OKmyaNxjfn76Bz4/cukU8IWbOFO0AKASK9bMjeFpBFf/XjmSTPW9B7rZ4alT3OrVcmIZOdButymr7o1KjlA2LDHTevn52RNSjX55Wa3UtPx0rBIqXx4fgnV8uG9wX5GwjR6inHUI8Nejj7VDTy8te1CgFKhcokzHKZJQwgVGmEyX9uRvltTvO59rtTylAXsWtY31cNQqyN7n1jaAIAeZG+4tPjequlQt0nkDpplYPZmHYq2TvzovxX7fjfK7GlPP6u9qQJdvyO4yymlFUzXp524uIh0X7RhUCxYvjQsTpg33Zrgt54vIDacwSy4b18LTDi+NDxAG+jmx/SiF1spHxfc8Mw7L9adKaY5lUJ3IwSvDqxJ7S7qR8svxg+t+epeLqBmxPzMX2xFwAIMBt7w359QeLNp2l6x4dhN1J+bhW0ubmce0OZxs5tiwYwo+nFeO1XSmNvp+8vfZGNjNyRqEQKP47pY+okjOM+zjeZGuGjBF8Nn1AjYzRf8DCEn+NjVVZbZ/UaZSyCb262H+95bEhd09bHa+uaGHnHVeNApSSNrku5IwiwM0GIR526NnFTt/Xx6EmyEMjVzDKaxrEywqBnrJRCKcBXARQhJuF87W//rdexqhmkJ/T6GAPzQNLJ4SOyy3XijvP59oeulxE6/USlDIKpYzB3U5JclsZtD7IzwnPjQmuDfHQXFHLhUkArrX6F7ZMdvi72ojB7hoYqvNZU4zp4Y56vYQUI7cQNCW+zjbiidNZFq2o9vKyw4rpAzgAMmvdaSwY5k92LYpGfGaJ+NG+NJaYVW5uERHkbosl40LEwf7O7PCVIjr4zf2orNMTAGSwvxM+eqAv5g8LAAFgq5ShvLYBD6w6abBDz6nMMhxNK+YfPtCXT/osrlNZV20VAr6bP5hnFtfwhZvONfq7E3Qik1wzUMooXr8nTAz11BCFwCAXKOQCJXJGiYwRCIxCRgkYJZA4h17iKK/VkVEfHDbpM/bUqCCdu53ilIzRNaac1xIg1tNVu4bU1Os/Kq6unzNl5Ql1QWV9sz/Ys4sd1s+OkPr/Z2+LXzZfZzWeGhWknRDmKdTpxHyR8/N2Slkco+Q8gAsActDytVAAMKS2QX+fTs/vBEAl8DrOUStQ0kUuUMcjV4r0WxKybQ5dLkJjMZpd7JWYPMBbfGiwb51KzkpUMvahjNHl6KDlPep04qvH04ufm/3VGZOUBtgwe5B0tagG/95xqcMoA4n/uoM/tDaeJOVYXhgAowQLYwOlBTH+9LvTWXhlZ/Lv/+akluM/9/Tkw4LdSEZhtfT+3iv08JW2x3a3lABXGzw/NkSM6e7K4tKL+XNbLpDS2lt3BBsV6oaS6nqk5FXBGCV+BAqcfvkO6Z2fU8m3p7M6jPW/MeSMYtO8wZKNgvGxHx1t8tB1+fWxGPTGfrTUyNERcbKR45s5EVwpo9K6uGustkFETb0eNXV6VNWLqK3Xo6peh8o6PWoa9JDMlM7U18cBm+YOrlLJWTButvPuVFgtq+0bbqMQnqSEFO5aFP3S/Z/HqZvr+nJQy9DQwiyEAFdbPH1HUG1siBsnBB/KBfqBXKCGSn/UAziqlgtHIceTt/h351E93CcP8nNaIBdoj18uFUhbE7JVJzJKIEocCoFiTE8PzBjiW9XLy57pRf6drVJYAeAMOrgRQSljb0X4OT/4yNBugevirhlNgQxwtcWMIb4NYV72spVHMjqMEiBQQKOUkfJay9u4KQE2zx8ieTmq/o+9+46Pour6AP67d2b7bnojgUBoSWgp9F6liIKgqFSx90cUsT3qoz6W195BbIgV7L3Qe+9VIJSQQEhIIWVLdnfmvn8gPCItZZPZ3Zzv56NAsrtzkmxmzpx777m4euYabD9Sesbnix1u3Pn5ZmaUOR65NIW/cW26KHZ48PC329iaA8U+i8Oil/DQpSlK31YxfOX+QnX5vuPS2gPFsBplTBuSrAxMiZXWHSxifV5YhOMV7gu+Nxbsrtu+vF4VeOS77fylMWlY9GcBCsqrfhMfiDgDpk/IVGNsBvR/aXGVRgdKHR516uDW4vEfdvr1aEJdS4wwY+4t3UROiUMMe32N334vjDqO6eMzHQaZ34gGmKgCVFkNGpVe5TavIl55a3GWfvZfd4cXcmn7ODw0NMXb58UlF71hSYmzYerg1o5eLaMVzvCCQSe9AUDLElSCR1HHOtzKzQxosv5Qsdq9RaTk9qqbw8z6NwB8j5NTDRqS5k63snXce2usm304HGyQOYa2i8NNvZqXt4ixKAzsXbdXuXb8B2sT/bEKWVOzJndS48PMbMRbK1hlPTX0rorb+zZXb+iVhK7PLeRVreg8ODQZ13Vvhh+2HlWe/nmX5IsV3zPGZyrtEkLZjKX7ef/kaLRpFKpE2fSSEMDG7GL1/i+38bwy//qVm3tLN9XpUTB51voa3cD1ahmFSd2bqq8t2Md35fnve/2Fqzoo/ZOjWb8Xl3K7u2qDRwnhRvz2rz7inaX7xfQl+4NmhKQ6OjQOxSc3dsXi3fliypdb/frm+6mRbd2jMhJ+tRl1o7SORSuUrAaXNmVOz/MABr65aJ/hkzXZ3HWejXnGdUnE5B7NlMGvLTvv3WSfVlG4o3/LirTGYYrE2bN6mU8HUFFHsddUKwB9AMwDkKNxLJpSVTGixOH+YtArS80ltawSNo+yYEK3pu6rOzdRFVVsCTXpXgTwEwBPqdOTM+adVY335vvbW6F2lj3QX9l8uAT3zNniFxWWljFW/HRXL0z8YC02ZFdvACMhzIiPru+ihFv00r1zt2D5vpp3Z4sNMWDptP4Y+PIS/L3hucxPdhQpc/nn7BqLXsbqRwaIB7/exn7bceysz6c2ssEgS8gqqDi93a5ZL2F0RgJu79dSWAwSypwellPiVMa/X3+LaKrj/sGt1QndmrIhry1j1ZkGBgDt4kMw99buePKnneKnrXlMQOBUOqAKAVWgSt1aAlH/5Bi8PT4D7y8/gFfm79M6nAvq0SIS71/Xqdisl1sB8N1wSYChZDU4tS9zel4QQN/XFuw1fr728FnVotv7tsAlbWLE6Bmrz7ijNOo4Rmc0xh39W1SEmnQFFoP8NGfsCzS8SmVAsld6X91+pPSWse+tMV/sV5sz4PqeSeq4LokV2UV2tiuv3FJQ7uKjMxuXJ8faBID3TXppOoD9f39eqcPzfX6Za9C9X26xBFOrpwizHoun9ROvzN+D2auyNa20SJzh13/1VnfmlbL75ta86nN7vxa4q39LzNt1TPnPDzulmiSWDwxJVvslR4tL31jhlwnbhYzrmojHhrfBN5tylV+350nrDhaDMeCBISnq+G6J3OVRVJtRx+2VXhwqciitY61SUYVb+WDFQemjVYdgM8pY+8hAjHlnNfztvT6pe1MxbUgyRr29kmXVsCNEv+RoTB+XCZ3McepNxv62Ddh7yw+oL/6xhwdT0npt5ybi8cvbsCd/3Im5G3K1DueCbAYZS6b1c4SZ9VdKnP2udTxaomQ1uKWXOT0vKkL0eHX+XtOcdTns1MKkf1+aqraKtfLJs9YDAOJCjJjcs5lnQremiqKKVaEm3dMAliDI53sGIbnc5Vnz/vKDaa8v3HfeKR5NI814c2yGPSnKssdm1E0DEOtV1BSnR2llM+q+x8mpFOdeIQMwj6Le4FXEa/d+ucX6+zmqVoGqS1I4Prq+C66ftR5rD2pXxLizfwv1uu7N0OXZhbUeoo226jH7hq5KyxirdKzMpe4/XiF2HS3lWQV2duB4BQ4ct6O88txJrEHm2PDoINz12SYsrUV1Vkv9k2MwuWcz0S4+RJj0Ei9zeoQqoE74YK104LgdnAOZTcLRvUUkVmYVYdPhM6vY707sKGSJqTd8tMFvkvXh7Rvhxas64LpZ67D+UN3smtQ82oI5N3dTc084ccvHG3hhxflOB4Hj/sGt1ck9k9itH29gK/cXaR3ORb1+bbprQErMHJtRd73WsWiNktWGoVOZ0/OiVxVd3lq0z3TC6WETujZVvarKpy/ej2u7JDr6JUczrypmWw3yS/hHJY0EnEZOt7Jr59FSVulV4faqzKOorNKrMrdX5QD4sPZxQuLsMYMsvYqab9c3fG9++ReDX11Wrz1e69qtfZrjjv4t0ev/Fp03iatLCWEmLLivL8a/v/asxKk2oq16dG8RicymEWgdYxWNwkxKqEnmVoOO55U6xS/b87BgVz7bknMCpwppYzo1xn2XtFa6P7fIbxK12mjTyIbuzaPwwcqqt6iMMOux8qEBuOqdVX5RXR3XJVE8dlkb9t3mXDzy3Y46PZbMgc9u6qa2irXxmz/egI3VnI5SW43DTbh/cLISatLhzs83XXQtBnBy+sytfZorRp0kDDoOgyTBoOMs3KxjMSFGds3M1SwQpjANbhOLV69Jz7MY5Nbwv+l39Y6S1Yala6nTc78qhKSTuFVVhU4RIsJqkGfrJP4BgNKLvgIJFIkA2gDQA9D99eff/5sPYG8tjyHZK73Hrnl3dVQwLbYCgLUPD1Qe/GabtESDNlCDUmPw5Ih2Ss/n6ydBlDkwplMiRmckqK1irUyWOFu6p0D5dfsx6YGhyeLL9Tns7SUN+/7138NTxbWdm7CbZm/QrOLOGfD45W2UKzMb8y/WHmbXdG4iOj+7kLnrYUHgPQNa4tZ+LfDyvL3qBysO1vmCrLgQI+69pLUyIj1e2ppzQo206oXbq7JrZ67hF7qBDDHKmH9fX5FdZGeHihxweRRUehW4PCpcbgWfrcvGCYd/zrH+u7gQI+bd28cZYtINBrBC63j8ASWrhJAaq/Qqj/+45ejD077eZtQ6Fl/6+rbuYkVWIV5bsK/e565O6NYUE7omeoe+vlyT1oKZieGY3KMpOjeLUHQyZ52eXtAgV4v/0029muG+wcl45Lsd4vvN9bvVsEUvYebETmpynBVXTF/Jj5S48P0dPdScEge7+4st9RJL52bheG9SJ7H+UIk6Zc5mn3SZ+KdoqwF3D2ypjOnURNp9tEyZ+uUW6WCRA5wDP9/VS5Elzse8s5qdqz8sY8DHN3RRw816cdmbgTe/+hSdxPD9HT3tzaOtz5v00n+1jsdfULJKCKmNRk6PcrDfi4sN1V2N7M8eGJKMTs0ilKtnrq73i94DQ5NF+/hQNvHDdfV9aHIRA1Ji8MbYDPHhioPilfl76yWJjw814rObuwmPV1VHvLVCOrWRQutYK364sxeGv7kcB+ppy12bUcbXt/ZQrCaZT/5wHdtX4JvR6XCzDnf2b6mO79qUZxWUK9O+2ib9eY4d+b67o4cSZtbzrzfmMiHE6a4FqhBoHWsTg1JjRK/nF3GH23/az1XXX22qVtiMuktQ8ylaQYeSVUJIrZQ5PU/rZT51yZ7j6gcrDpjrasFHfTqVCPR/aQmO1XP/0BnjM5UTDrf0cB3PRyQ1kxJrwxe3dFOXZxVi6pdbuEc58xraPMqCHi0i8euOYyi2X3xRUvMoC4a1jxNNIy2qqp5MwBQhoKqAEIJdkZHA1x0sVm/5ZONZyfGTI9oq3VtEYvCr529BWBf+b3R7MSItnj307Xb8uPVorV5rYGoM3hybgcNFDmXa19ukf2588U/Pj26P5jFWwRjAAcEYQ7hFz+JCDOz6Weux2oebYdS3yzo0wvNXdjhmMchtAAT+idSHKFklhPhCmFdRJ7s86v2FFZVh13+03nKwsH6qPXXli5u6qm5FFdfNWl/jRCDMLOOXu/soRh1nWQUV7IetR9nXG3NxoXmGP93VS/lx6xHpveVVXwRE6tdfP1e1oNyF62at42XOk/MgR6bH49lR7VHicKtRVgNfuue48uHKg9I/57m2irHisg7x6ujMBBZp1bODhXZl/3G7xHCybRlnAP+rhdTaA8XnXRBmM8hY8dAA/Pennfh605E6/Zr/6dL2cXjhyjTxw9Yj4okfd56VtFdFiEnG8gcG4MXf/8Snaw/XKA6DzLFwal+xYFc++/tWxIGmRbQVP97V02kxyD0BbNY6Hn9DySohxJeY26s+sWp/4dTJs9ZbtA6mNix6GWseGSDu/2or+2NnfrWfbzPKWHhfX3X9oRJ8uiab90uOVoe0jUOjUCMvKHcp6w4WS+sOFmNfgR37CspR/lcP1HWPDBTTvtrKArVVVEMhc+Cb23sqkVY9nzxrPbutb3NlSNs4/uA329iv248hIdyIf1+aKnq2jIK9UsGslQcRZtZjdEYCQkw6llVQoczdkCPNWX+4VvvNj85MwGPD26gdn5lf5V3OfCUhzIgvb+uuljm97LM12czpUeD2qogJMSI2xCi+2ZjL9pxjOP+Ul8ekKamNQnDpG8trfEP4xOVtlAGpsejzQtW2mvVHZr2EP6b0ccSGGKfoZf6e1vH4I0pWCSG+ZnK4vbnj3lsbscWHW79q4boeTTFlUGv0eX5xtdpYWfQyFk7to27NKRV3fL5J+ntT9WirAb1bR2FImzilZYyVRVj1PMSog0dR4fIoQuaM9XtpCYKhr2VD8MbYdDEiLYHlFDuU0dNXSsfP8XOb2C0R1/VoppQ5vezztdncl1VQxoAl9/cTH6/KZtVpyeVLr12dJlIahSg6mUPmjJW7vHC4vVL7hDB8sylXWbi7QMousiO3xIlTvb67JEXgo8mdMfDlpajpVr3dmkfgw8mdMfz15ThY5PDll1SvZozPdPZqFfWdzagbr3Us/oqSVUKIzymquGVLzomXr5yxyqp1LLX1x5TeyuacE3jom+1VqtyY9RwL7+un7MorY7d8srFKu/8wBoSZdEiKsuLbO3qg2UO/1DpuUn/2PTMMmU/N16QvLwD8d2RbJT7MJN04e4Mmxz+f5tEWvHRVmhIXaoTVIHOzQWKlDo84XOxQEyPN0pfrc/D873tq9NpWg4zF9/cTn64+xF5flOXjyOvPdT2aqdMGJ++3GuU0AE6t4/FXmrRGIYQEN4mzD5PjbP/p2TLSujLL/3eKuZAbPlovzb+vL3YfLROzV194G1ajzDH/3r7q3oJydmsVE1UAEAIocXgQYq9EucsjAGi63SupHokz2N3a9e/cnHNC6t0q2gs/u6YfOG7H6BmrTt/kGWWO9MQw1jExXDLqJbw8r+atnp8a2VYpsbvx+qKsgB3+z2gShoeGpjhMemkYKFG9IOqfRwipC16zTrrv8cvaBvzOK0dOuHDDR+tx3+BkvHFtumqQz3/a/PWe3sqhIgdunr2Re2uwn3qkRY/KmjyRaCbMLENRBbT8qW3LLUWkVe/3SZvLq2LNgWK8vWR/rRLVgakxGNw2jo9/f43ff83nE2HR4/3rOjkNMh8P2jXyoihZJYTUCc7ZV/FhxmND2sZpHUqtrTlQjP4vLmFpTcLEz3f3EvGhZ++BMKZTY4SadNINH63np+blVVeERY/KmiyrJpqJshhQ6dG2HeaB4xXQy5wlhAXV3hznFGHR45Wr0/HiH3+yc80PDgScAe9M6Ogw6qQZnLMftY4nEFCySgipK6rNqHvyuu5Nz78cOIAUO9zo++ISKbvILn6b0gfRNsMZn793UGvltQX7RGUttr+MsBjgcFOyGkiibAY4Nb7BUAWw91iFenWnJlqGUS9euqqDeuB4hTJ7VbbWodTY1MHJntRGth0Wg/yg1rEECkpWCSF1KTT3hNOv5tHV1k0fb+ROt1dJibOd/tjI9EYw6SXpyw05tZprGhtiQLnLE7BDmw1RhEWvebIKAN9tzmXDOzTy/SGLzRwAACAASURBVB6ofmRkejw6NYtgkz5cF7C/I/2TY3B9z2blNqNuBADtJjoHGEpWCSF1pqLSm7bnWLlJ6zh8zeFRRJT1f5XVaUNSlDcX1q6qKnGGid2aiu/qed95UjthZj0cGi6uOuXX7cdY43CzZNYH52U9LsSIZ0a1x6Pfb2enehIHmsQIM94Ym+406+WRAKrfvLkBC853NSHEL7i9atp+H+0f7k/KnV5+Klkd1i4OIUad9Pm6w7VKMkekxYMxiE/W1GwnH6KNcJMOjkrtK6vHylw4VGhXb+zVXOtQ6sTkns3EgeMV4seteVqHUiMpcTb8cGdPp07iUwGs0DqeQEPJKiGkzhhk3nJ/YfAlq8X2Sh4bYhAA8NCwFGX6kizhqsUiG86AaUOSxbvLDtA5OcCEmnWoqPRqnqwCwNcbc9mItPignApg0kniWKkrIEcduiRF4OvbezhtRvkGo06aoXU8gYhOjISQumLVyzzkSEnwtQ88WOhAm0Yhav/kGERY9NLHF+m/ejGXtm8Eg8zFe8u12YGI1FyIUYcyl0frMAAAv27PY00izJLxAu3VAhVj8Isbguoa0jYWH13f2W7SSSNkic/ROp5AFXzvaEKIv2idV+pyBGPX0A9WHkDHZuHSkyPaKDOXHlAd7poXsxgDHhiaIj5adYjOxwHIapRR7vL6RcXvaKkLh4sc6o29krQOxecYgEDbcXNcl0T11WvST5j1cl+JswVaxxPIgmqVLiHEryTnl7rklFgbvKoKjyrgVVV4FQGvIuBRVCiqgEc9+fe/X4dMOo7uLaLQNSkCbeNDRGyIUc0qqJB+2ZaHX3fmQf3HiHuYWca1nRMxKDVWuL2qeHtxFs894US504sKtxfuWix8OpcjJS6UOj1KpNUgfbTqUK1eK61xGEJNOrwZwFtGNmRFFW6MzkyQSuxu9Yv1h3lOsbYjCV9tzGFjOjVR3l6yP2BXzJ8LC7DS6j0DW3lv6dO80KyX+wDYp3U8gY6SVUJInXC6vQM6J0WYv7q9Oxhj4Az/+xP/+zdjAGcnC1OqKiAAVHoVlLu8Yl9Bhbo9t5T/vuOYlJEYrjx6WRv+0tVprKiiUtmVVybZjLJoEW0VoSY933+8Ql24u4C1SwhhMyd1AmeAzDl0EoMQgKIKKEKc/FMVQj35d1HpVcWSPQXSK/P3orAaTcbzS13S5pwToqKydlW1Pq2jxKFCO22xGqD+8+NOrMw6jrsGtBLX90rC1pwT6tj31nCtioC/7TjGpg5Olowyh8vHN2la4gwIhMIqZ8B/R7arHJmRkGMxyL0BHNM6pmBAySohpE5UetXek2etxtqDxVV6/KmkNSnKgu/u6CG6PruQAThdHfp07WEJAKJtBnRNipB6toxSDhy3s7cX7+cbDpXA6VE4ANzetwVCTTp11PRVp4fVZc5gkDkMOgl6icOg48wgcxhkiTWNNGNc10Rl5YMDpCMnnMqc9YelD1ccxMWu87LElayCilpXr4a0jRO/bT9GUwAC2LxdBZi3q0BaeF9fpdTp0TSpyi1xIqfYoU7u2Yy/s/SAdoH4nP9XVvUSx1vjMpzdW0RutxrkwQBKtY4pWFCySgipC2EmvZS0+fCJKj9BCEARAi6PAlygyni8vBI/b8vDz9vyzpkoto6zKtlFjjM+51UFvG4F9nPMLd1+pBQ/b8uTIi16jEiP55O6NRX3DGzN/swrU99esp8v+rPgnHGEGGXklbqq/PWdi0UvoVWMjY9fu6ZWr0O098bYdCFxxqfM2aJ5hfzrjblsdGaC8s7SA0EzFYAzQPXj0mqIUcaHkzs7kuNsS2xG3ZUAandyIGegZJUQUhf6bs8tdbkVVV/dJ6qqAGM1v963irHhhy1Hqv28Irsbs1YeYrNWHkJyrA1jOjXGK1enAYDYfqQU7y87wJbuKzz9eLNeZkdP1G5+YtfmkShxuJUTDm/QJBUN0cRuieifHMOGv7ECTo/2naN+2Z7HplzSWuIcZ83vDlTMj6cBdGgcivcndXKY9fLHVqN8FwDt3wRBhpJVQojP2Su9ly78s8B28UeeTRGiVpM348OM0t5j5bV4BWBPfjme/mU3f+bX3eiYGM6uyEhQ3hiXKQkh1G25pWzm0v3MpJd4bSurA1JilF1Hy2gKQAC7d1Ar3NynOW77ZCMOFzu0DgcAkBBmgkdRhaoGzzxof11gdWOvJHXq4NYOoyxN5px9o3U8wYqSVUKIzymqGLYyq7BGF0pVPVlFqanV+4uUG3s3Z0v3FdY6CRQC2JBdgg3ZJdLjP+xAp2YR/Ir0eHXGhI4MAIrtVV+QdS69W0WxNxfuC5qEoiGROfDpjd3U1nE2Pv69tdicU/UpL3Xtzv4tlcW784OqWs8Avyqthpp0eP3adGfHpuEHzXr5cgDBNEHY71CySgjxtTidxGN2HKnZ2gJFiNPdAWri1QX7pJ/u6oUIsx7Fjtolk3+nCmDdwWKsO1jMH/1+B6Jthlq/Zlyoka8+UOSD6Eh9ijDr8es9vdT8skoMfnVptbpI1LWmkWZ0bhYh9fy/RVqH4lOMMb/JVTOahOG9SZ0cRr0022qQpwDwnzdAkKLhJ0KIrw1Yf6jYXdPNABS1dtMAsgoqsOZAkfLs6HZ1dmlTBZBfVlmr1wgxnawVHDlB6zACzazrOys7jpbhyhmruD8lqgBwc+/mys6jpaovb9T8AWPQfBoAY8AtfZorn93ctTzCoh9nNch3gBLVekGVVUKIT5W7PJfVdL4q8FeyWpt5AABenr9HmntLd1j0MuxuL4CTw7btE0KRkRiORmFGvDY/6/TntNA4zAyHW6H+qgHmqswEJEVbpMmz1sHrZ9uzhRhlXJnZWBrzziqtQ/E5Dm27AYSbdXhzbIYjrUnY/r+G/bM1C6YBomSVEOJTjLFBK7MKL/7A8ziZrNYuhh1HyrDzaJmy6P6+TBVCWPQyNxskZnd5ceSES+UMGJmegMvfXMFrWyGtqfgwIxyVXhV/6yVL/JtZz/H45W3Fo9/tYCUOj9bhnOXaLokiv8yl7jhaFnzvKQYIjTobdGoajpkTOzqMOul9i0G+H4D//fCDHCWrhBBfaq6owppVUFHjF1Br2Q3glHvnbpH6J0cj52STdBw54cTJ3BCcM+D5Kzsof0zpI4a/sZxpMRSfEG5GqVO7yi6pvncndlJ3HCnFj1uP+l01XOIMt/Zpzp7+ZXfwJao4uWGIUs8TARgD7ujX0ntn/xYOgyyNkzj7pV4DIKdRskoI8aWuuSUOUZueiL6YBgAAR0448enaw+f8nCqAaV9vkzY9dgkym4bjyIm8Wh+vuhLDTWp+mTMoE4tg1D85BplNw/mgl5dqHco5Te7RTCiqEN9tPhKUa1EYAFGP0wAiLXq8PT7T0TY+ZO9fw/659XZwchZKVgkhvvRLYoR517sTO7Zfe7DY0DUpQmkXH8oNOumvzjOnLzbi9P/w98T29F/qvHLVItoKg8zx09b6T1QBoHmMVRwqtGtybFJ9T45sq7wyby8/Wuryu6pqYoQZUwe3ZjfP3uB3sfkKY6zeUtWOTcPx/qROToPMZ5gN8kMAaAhEY5SsEkJ8qcxm1PXu2jyysEm4Wbf5cIn01M+7kF9WCf7XZfSvoin7299Pt6o69Wd9rGQe3j5OHCy0azZntEm4mf2x45gWhybV1DrWihibQZq7PkfrUM7CGPD6tenqyn1FWLm/KCirqsCpHazqPl0dmBqDN8dmOAyyNEbi7Nc6PyCpEkpWCSG+FqKTuO7SN5ZzP1ssfYZRmY3F7FWHNBuGDzPrmL/seEQu7OFhqeK3HcfU8kr/2xZ3XOdE0SzSgjHvrAraRBUAGOq+z+qVmQniv1e0Kzfr5UsArKvbo5HqCOo3NyFEEz2255a6/DlRbRxuQlyIkX+65pBmMVS4vCI2xKjZ8UnVcA50ahYOLW9szic+1IhHhqeyaV9v5V6NVsrXl7qurN7cO0n57xXtisx6uRsoUfU7VFklhPiU0630W7HvuFXrOC5kaNs4kVPiUL2qdm2jiuyVonG4SavDkyq6vnsSiu1ubPGj7VRPeeWadHVTdgkW7C4I+sITA1hdpaoPDUvxTOzWNM+sl3sB8L+5HoSSVUKIb1V6lUHrs0v8+uJ5ZcfG4sctRzWtlBWUVaJRKFVW/V3X5hFYuve43/XDHZ2ZgJQ4G+v27MKgXVT1d7XpMHI+f7WwqxzWrtF+i0HuC6DmDaJJnfLrCwohJOAYLQa59ZbD/leFOiXaZkBSlIV/uPKApnHklblYDE0D8HshJh2KKtx+laiGm3V4ckRb/OfHncwV7OP/f2GMwZdTiwwyx3uTOjmHtYvbZDXK3UCJql+jZJUQ4ksdDxc5nE6PonUc5zWkTSzySp2Kw63tRf54WSWPMOsaRqYRwKwGWSlz+deGRU+MaKscKrQrP2w5qnUo9YYxCOGjTQGsBhmf39zN0TUpcpHVqOsPoNwnL0zqDE0DIIT4jKKK3iv3F/p1uXB0x8bKHzvyNa+UtYixKKVOLxUM/JxJJ4lSp/8kq12TIjAoNVbq9+JirUOpV77qBmCQOebc0s3RLMrytdUg3wDAf++syWl0oiSE+EyZy3PV0r3H9VrHcT6hJh3axodI7y7TdgqAzSBjeId46fnf/mwQ8w0DmUHHWZmfJKucAa9cnSZmrzqI4xV134vYn3AGn9RVnxvd3tU00rzYapAngxLVgEHJKiHEV2wWvdx+VVaR1nGcV59WUShxuJX62HTgQq7ISBDHy1zKn/k0+ujv9BJnZS7/2MAoxKRDlNXAXvhjr9ahaKK2rasmdmuqDm4bl2cz6q6Fb3JfUk8oWSWE+MqA7UdKXf48X3VjdgmsBp00Iq2RpnFM7N5UfLE+R/OpCOTidLL/VFaFaLgZFmO1mwbQuVk4Hr40xW41yJcAqPBZYKReULJKCPGJcpdn1K/b80K0juNCjpa68Mi32/HMqPYizKzdlP1om4Gv2U+LjwOBXvKjZBXi9BbFDQ1nYDWtrMaFGPH+pM5OgyxdDWC/byMj9YGSVUKILzDO2GVL9x7XOo6L+nHrUSzfV6h+flN3zUrAJp2EY6WVWh2eVNHYLomo9KooKPeTn1VDLasCYADUGnwDDDLHRzd0duhl/qzE2e++j4zUB0pWCSG+kOryKMasgsAYXXvom21STIhBumdAy3o/NmOAXuY4XuGq92OT6pk6uLX63K+74fWTvYOFOLkqviGq6TSA50a3dyWEmRaZ9NIzvo+K1BdKVgkhteZV1UsX7Na+HVRVlbm8uOOzTbi1Xwu0jLbU67ETwkxweRQ0kF7uAevuAS3h8ijs281HtA7lNP9ImbVT3WR1Uvem6uC2cUdtRt1Y0LcvoFGySgipLYvbqz705YZcv+6v+k/rDhbjk9XZ6ruTOtXrdIBL2sTiSInTf1ehEQDADT2TxH9/3sUUP6mqAidXwzfMuupfmwJU40fRJSkCDw9LtVsN8mDQgqqAR8kqIaRWHG7vY0v3HDdvzC7ROpRq+3JDLo+yGur1PDgqI0H5feexgKlCN1QhJh1bsse/5mCrAmio2SrDyQVmVdEo1Ij3JnVy6mU+BrSgKihQskoIqY3mAP715E+7TFoHUhO5JQ6Y9RLj9XQmHNwmFsmxNumDFdpuSkAujjHAn6qqQNWTtWDEGGNVqawaZI5Z13e2G2T+jMTZH3UfGakPlKwSQmpMUcXEOety9MfKAnOxUKVXhdOjICXWVufHuq1vc/W1a9Lx8HfbccLhH03myflxxqD4Yn9PHzq5wKphqurX/fyVHVyNw8yLjDrp2ToNiNQr7RoNEkICnsPtbZJd7AjoIe1jpS41rUk435VXN7tJ6SSGF67qoPRPjuFj31uDrbmldXIc4jvSX2WcquSqTSPNSAgzQVEFvKr4608VXuXMf6vqyaqfSS/BpJNg0ksw6yUYdf/7t0l38mNWg6xaDLKwGmRYDLIw6yVm1kvMYpAhS5ynNQ5tcO+jjdklbER6vPLCH3vOe74ZnZkgBrWJPWo1yLSgKshQskoIqTGvIhqV2AN7j/JDRQ41tZGtTkaZQk06fHR9ZzU2xMAGvbKUFTaw/dwDlV7iUC8wBcCo4xjWrhFu6JWktoy28jKXR2EnR6rB2ckpBOzkP8EZO/lvxpiiCqGoQnhVFYoqhFcRwqsIuBWFeRQBl1fhLrfCHG6FO90KShxu5JQ4UO7yotzlRZnLg+7Nw/HFLd3w1qIsdeayA9zfpirUlbeXZPFruzQRt/drgRlLzj0N9e4BrSqsBvk2APb6jY7UNUpWCSE1xxCi+tlQaXXtL6iQ2sT7fuOtpCgLPr+5qzhW6hJ9XlgsUauqwCFLHOd6X3MOPDWiLSZ0a4ZSp0d8sfYwv2bmKjjcalVHFxhqOZL/7aYjmLv+CKaPz8SojATxrzmb2e46GhXwJy6Pimlfb2Nvjc0Qn63JZmWuM6fStEsIQYzN4AKwUJsISV2iOauEkBoLNelm3N6vRUC3hTlc7GBxIUaftpKKsRnw3R09sCqrEKOmr6JENcDoJX7WGPKItEZY/+9BatekSPWeOZuhlzj7fWceHO76/+FuyC5Bl2cX8k2HS/DN7T0wbUiyqpeC/3K+ZM9xrDtYLGZO7HjWN31C16YuWWJvA6DftiAU/O9uQkid4YzNSYwwFw5IidE6lBrLL3fBavTdIJPMGT64rpO640ipOvWrbQ11PUxAG9OxMRRV4Ps7eqiDUmPw+z29ladHtccLv+9hg19bxn/YchTvLj+gvjUuU9N+uQ9+s51dNWMVrkiPFwun9hUZTcK0DKdePPLdDp7WJIz3bRV1+mNGHceI9HhmkKUPNAyN1CFKVgkhtaFa9PK9jw5PtbMATcsahZpQ7vLd6vx/D09Vom0GTJq1js6vAejyDo3wr0GtcP9XW7H9aKl4c2wmNmSXoNfzizB3fc7p9knTF2dxmXOuxZa9f7crrxw9n18szdt1jH12c1c8OaKtYtIF9JrHCzpW5sLL8/aKF69OO11BvbxDPDxesRZAroahkTrEqrUlBCGEnI2Vuzw7H/52e+rP2/K0jqXanhnVTo2yGvitn2ys9WsNbReHl8ek4dI3liO7yOGD6Eh96pIUjo+u74KpX27FbzuOXfTxvVtFYcaEjqLHcwvPmkOphaRIMz6Y3FmxGmR+z9wtbPX+Iq1DqhMSZ5h/bx+xbO9xNnt1Nn68q6fTZtRdAmCl1rGRukF3/oSQ2hI2o+6eRy5NtUs88MqrbeNDxXYftAFKirLg5TFpeOyHHZSoBqgnLm+nzFp5SFQlUQWA5fsKsWZ/kXquOZRaOFjkwICXl0qfrclm70/qhJfHpCk2Q/Cto1ZUgfu+3Mqu6dwEP9zZ02OQpSmgRDWoUbJKCPGFBVaDvHt0RoLWcVRbUqRZWuWDCtQ7EzLVhbvzxbebjvggKqIFk56LPcfKq3XH9f6KA1KrmLrfVKI6Xl+UhQEvL0Hb+BAse6A/BqYG7pzy8zHIHKqAatTxeXqZv6t1PKRuUbJKCPEFEWLS3fPgsBRHIK1KthlkmPUytuSW1Op12iWEICHMzKZ8uSXwSsvkNIMsserOXw416eDyKn5RWf27/LJKDH19ufTmon14/ZoMMXNiRyXCotc6rFqzGWS8cGUH16zrO5eYdNJovSxdpnVMpO4FzlWFEOLvVuklvn5slyb1OhE+MzEMl7SJrdExW8ZYUebyqGotU43xXZsqW3NLRG1fh2hLlhirqPRU6zlRVgPslV6/vUn5cOUh9HphIYuxGbBkWj+MSIvXOqQau6RNLJY90N85rH3cl2a93Jxz9oPWMZH6QckqIcRnQky6e+8bnOyqz9XI13ZOVGZO7Mgu79Co2s8d2i5OzS+rrFVybZA5RqbHSy/9sYfOpwFOJ/FqV1YjrXqUOj1+vfz+hMOLUdNXSU/9uBP/vaKd+PSmrkpsiEHrsKosyqrHuxM7Ol+7Jv1ouEU/zGbUXQfghNZxkfpDJ1dCiC9tZsCiG3o1q7f+kymNbFiwKx/PX9UBw9rFVfl5CWEmTOrejD/w9dZaJRpD28WhzOlVNuc0rL3ag5GOc1ZRWb1kNT7UpATKNrpfbzqC7s8tYBLAFk3th7Gd63cUpCY4A765vYejV6uo9ywGuSWApVrHROofJauEEJ8KMemm3Nm/ZWXLGGu9HK9phFl6Z+kBPPDVNrx8dRouaRNbpec9OjxV2ZJTou44Wlar41/fM0n9ZdtRv66skQuTOfD7Pb0Vl0fB8fLKKj+PM6BFjBV5J5x1GJ1vOdwqxr6/lt83dwseGJoivr2jh5oYYdY6rPO6IiMB4Wb9HrNengIgcL7RxKeCr6cFIURrWTLn9707sePLQ19bbnHX4doTm0GG2XBygdSmw4AkMbxxbTru/HwzFv1ZcN7npTUORd/kaKnPC4trdfwmESYkx9n4+PfW1up1iLaGd4hHuEXP+7+0BJX/2BtX5gyzb+iiGGSOPcfK2b6CCn6o0I74MBPuHthS6CXOHvtuh0aR19wfu/Kx8M/5fMb4TurvU3rjlfl7xYcrDjLVj2qtOonh4WGpjhCT7h7grB1wSQNCySohxOf0Mn832mYY/cDQ5H5P/7LbZ0uQEyPMSG8Shs7NwpWuzSNZs0gLzy1xKqoKCQB+2HIUepnj7XGZyClxqPZKryh3eVHu8opSp4eVOt28olJhV6THi5+2HmW1Hb69tnOiur+gQtjdXqqsBrCMxHDsPFqmlFd6z7omjkyPR3KcjX22JpunNApBRmK4Ehdq5DJn7M1F+9h7yw/67eKqi/GqwM2fbOA9WkTijWszxFWZjcXdX2zm+woqtA4NADC2S6LQy3wjgOVax0K0RTtYEULqSpTD7d170+wN4bXtY9q3dTTeGJsBmTMU2SuVrPwKadm+Qvy87SjOlXCmNLIho0k4Isw6hJp1CDHqEGLSwWqQYdFLwulRxORZ67i3FkVfzoCNj16CR77bXqXdjoj/+uLmrth0uES8+MfeMxJPxoDlD/QXH68+xN5ddvD0x+NCjFg0tS/a/OePeo+1rnAOvDQmTQxrG8dmLjugvr04i3uU+s8POjcLR8emEaJ7i8iKrkkROqNO6glgU70HQvwKVVYJIXWl0CBL1741LvP7/i8tMZU6q9cS6JRJ3ZuKh4alsOd+3Y1P1hwGgItWMf/MK8efeeXn+zT7679a6d0qGgJQf9txjOb+B7i4UJM3qyD3rOvhJamxMOtl8e6yM6unBeUu6GUOm1FGdbsH+CtVBe6bu5XNbnwI70zsiCvSE8TdX2xm24/U38LBbs0j8OHkzmUQ+NRskJcBWAUgp94CIH6LTrKEkDojcTZPL/PZL41Jq9HCiKdGtlWmDUnG5FnrTiWqfmNwm1h1y+ESOocGgRCjzA8W2s/6+NTByeqXGw6f9TNWBVBsd4v0JmH1El992ppbiu7PLeLL9hawL2/thkeHp6oGuX7e5u0SQiEEvjAb5DsBzAUlquQvdKIlhNQpq0G+t3uLyGNXdWxcrTFFncQwOrOx9Mwvu9m6g7XbYaouKEIIj/9tXERqwGKQ+ctj0tS3xmV47+jXAkPbxWF0ZgIahRrZC3/sOedzNmaXqA8OTam3Fm317fEfd+HyN1dgcJtYsWRaP9ElKaLOj5neJMxuMcjr6vxAJOBQskoIqWsuq0Ee+eSItq7qtMjxKALTF2ept/dr4ZcJQUWll5v0NJMqGBwqtCvllV7m8qjyoNRY9dHhqd7HL2sjPlubzc63K9mD326TIix6/uJVHYJ24UfWcTv6vLhE+nZjLps1uTP+78r2itVQd+/59gmhCoBtdXYAErAoWSWE1IftMmcPf3JjF0eIqeoXu49WHeIRFr00KDWmDkOrGYdbYUYdnUKDwcPfbpNax1rZf3/ehdEzVvFezy+W05+az57//dxVVQAoc3ox4f217PK0eNY82lKP0da/F+ftxeBXlyIzMRxLp/VDv9bRPj+GTmKIDzOZAez0+YuTgEdnWkJIvTDopDeirIbZn9zQ1VHVOXAOt4K3F2eJxy9v43fVVadbgUGW/C4uUn2bc0pxpMSp3NArqVrzOg4U2nHC6RFNwkx1FZrfOHLChcGvLpNmLtuPGRMy0aZRiE9fv0W0FU63kg9q/E/OgZJVQkh9ERaDfFfzaMuCGRMynbyK6/Fnr8pmYWa9NLiNf1VXXR4FBpkH7RBwQ/PEjzulm3olcYu+ei1zvYoKo67htNl9d9lBFFa4vYmRvt31KrVRCBQhtvr0RUnQoGSVEFKfVJtRd3XnZhFbnx3Vvkr7Wjo9Ct5alCUeu6ytX1UxnR4FOolOocFi5f4iONxeNa0aK/w5A3QSh6GBTQepqPSyGJvBp695ZcfGTptBnu/TFyVBo2H9hhFC/EGlzagbcllafM6/BrasUpPKOesPs7hQo9SzRWRdx1ZlDrcCnRSwmxeRc6j0qsJcxcqqzBlmTOioMEAs3H28jiPzL8X2Sik2xOizUYWxXRJFeuOwXFni0331miS4ULJKCNFCmdUg97m1T4uiqztduKVVuFmHz27squaXudRt9dig/GL0EofEqzqZgQQCj6IKcxU6PDAGvDupk5rWOIwNfGUpt7uDY2OAqjpWWonG4Saf9G1LirLgsctSXVajfAWA2u1/TIIWJauEEK3kWQxynydGtC0bkHLu+agtY6z4fUof4fKo6PPiYu4vuwVZ9BIevSxVfL0xp+FMVmwAPIpgVamsTujaVKQ3CcWAl/3nPVmfcksciA+t/aKyk9XpTLvM+UMAdtU+MhKsKFklhGhpr1kvD3lrXIYj4x9zBfu0isL3d/bEgt35GDNzNT9fv0stPDGirVLm9KivLtindSjEhyo9Ci6WrCaEmfDwpSls6pfbuMPtR2/KerR8XyHaJYRKV2Qk1GoqwKiMBCSEmXbqZf6mr2IjwYmSVUKI1tYaZGnM7Bu7OFv81a9yUvem4p2J7A3QuAAAIABJREFUHfF/v+7Gv7/b4VdD7YNSY3Bp+0bS+PfXUlU1yLg8qmS+SNP7V69JU9cfLFYX7ymop6j8z4bsEtwzZxOeHtkO/7m8jSrVcDbMJW1iK2xG3UwA1FWDXBAlq4QQzUmc/WqUpbvm3NLd8eJVHZT7hyRj8qx1+HTtYa1DO8OAlBi8MTYDT/20E/llVWpmQAKI06PAopfOmzhd1bGxaB1rY7d+srHBXzvn7SrAsNeXsUvbN8Kcm7upoSZdtZ7PGNCjRaQMYGHdREiCSYP/hSOE+Ae9zD+0GeW5Q9vF8WGvLWfrDpZoHdIZhraLw1vjMvD49zswd0Ou1uGQOuBwexFi1J1zbD/aZsATI9qyx37YwVzehjn8/085JU70fmExlyUm5t3bR7SOtVb5ucmxNgjgBIDsuouQBAtKVgkhfsOok24CsH5kerxf9VQdkRYvXrk6DQ9+sw1fbzqidTikjpS7vLAZz54GYNRxfHxDF7E1p0T5aWueBpH5L7dXxajpq6R5O4/huzt6YkjbuCo9r2fLKDCwP+o4PBIkKFklhPgT1WbUXX33gFaulDib1rEAODn0+39XtmdT5mwGJSrBraLSC4tBPmMaAGfAjPEdVZNOUse/v47mKZ/HYz/sZI98tx2vXJ2GaUOSVXaRaawDU2PKrEb5l/qJjgQ6SlYJIf4mW5bY3dPHZ9q1bro/pmNj8eSItuyOzzZh3q6Gu6CmoSh3eWAzyme86Z4c0VZplxCKS99YRonqRfyw5ShGTV+Jazs3wezru6jW8yxW00scmYnhRgCL6zdCEqgoWSWE+B2dxD+KthlW33dJa8/FHpsQbsR7kzoiwqz3aQydm4XjyZFt2R2fbsSSPQ1rh6KGqtThRbTNwC/r0Ai3922BmRM6qiPTE/gVb69osG2qqmtvfgV6v7CIx9gM4vcpvUVSlOWMzxt1HB9M7uRwe9X5AAq1iZIEGiYEdYwghPilWKdb2Tv+/TUhmw6fOOcDHhqWjEndmyG3xCnCzTox8OWlvOwcTdpv6p2kPjAkhQshoAgBVQW8qopHvtuOX7cfO+vx8aFG/DalD2YuycL0pQd8/oUR/9SnVRTeHp+JErtbKbK7WU6xg7+1OAt78yu0Di0gvTImTQxuF8fu/GwTlu49DptBxqc3dXU0j7b8bjPqrgVw0ZtRQgBKVgkhfkxVxZX5Za6PB7y81Oz0nLnm6td/9VZCTTL/15wtbPPhEswY31Hp0CSUDXx5yRlVsG7NI/Dh5M64afYG7D9eAb3EYZA5Hr40FeUurzJl7pYzhneNOo6f7+4lDhU6xE0fb6DRpwbEqOPY8cQQtPnPH3DTin+fmNA1EY8MT8UXaw+LfskxzthQ42dWg3wbAPoGkyqjEzEhxG9xzr6xGuXf/z089Yympm+NzRBmvcQveXUZ25hdAlUAd36+SdpzrBzzpvRV9fLJU1uMzYCZEzvh9QX7sGp/EfLLKpFT4kTWcTt+3paHzKbhZ02Kfe2adEXiTKVEteFxeVQUO9yiR4tIrUMJGp+uPYxrZq7BmM5NkBBu+spqkG8FJaqkmuhkTAjxazaj7qbRmQn2UwnEDT2boW9yNJv44VrmcP+v2upVBb7akMsbR5j5ygf7ixt6NhMfXNdJ3Z57Qp257Oyh/Hk78xFjM/BnR7VTIi0n57ve1re52q15JB/51kpaTNNA7cuvUClZ9a2cEgcMMncbddJdoN2qSA1ceF85QgjRXolBlsa9OTbj23vnbjHfPyQZt3y8ETnFztMPCDXp8Nzo9kqfVlH80e+2M4+isjv6t1QEgJHTz5142t1eXPrGcrx+TTqWP9gfP209Ki5Pi+dj312Dc817JQ3D1pwTPL1JmADgV9v8BrLBbeLg8qhLDLJEk39JjdCcVUJIQKhweT9iDNe9vnCv+u6yg6dHhfQSx5Jp/USx3a1O+GCNdMJR/USzc7NwPH1FO/WjVdn8i3X+tcUrqV8j0uIxdXBrb98Xl1Axx0e+vLVbeZekyJsBzNU6FhKY6JeREBIQrEZ5qturjv9qQ+4Z561J3ZsKAOplb66o8dD9+kMlGPLacpoWRbCvoByhJh1NA/GRMLMOaU3C9ABoAwBSY3RyJoQEiiKH27t4YGrs6Q+EGGVMGdSaPf7DDkouiE8cOG6H1SAzs54uj75wagoAAJoCQGqMfhsJIQEjzKz/ZERa/OmLXkZiOOxur7JgN+0uRXyj0quisMIterWM0jqUoHBlx4TyUJPuQ63jIIGNklVCSCD5uWvzCP2pUVqbUYbrH/1XCamt7CK72qFJuNZhBLwwsw7pNAWA+AAlq4SQQFLidCtb+iZHAwCsBhmV1Lyd+Fh8mInvyy/XOoyA97cpAHatYyGBjZJVQkhACTHpZl/eId4BADajDi6PQi2GiM/InCEu1MiW7qWpJbVFUwCIr1CySggJKJyxH/qnREuXd2iE63s2E7klDjqPEZ9pGmmB062ImrRAI/9DUwCIL1HrKkJIoDmiqrA/NbKd/uPVh9irC/ad94FhZhnD2sWDnaP2eq4W0+fqO32uj51r4sGKvYXIK3NdKG4SAFrHWlHq9Cig62Ot/G0jAJoCQGqNfhkJIQHHpJceW7e3+IVXF+yznPpYp6bhYAzILXYio2kY7uzfUmkRbZWOlDhVj3pmesnOsTnRuRLac80vYOd4oEnH2ZRBrdSe/7eYWmgFuJYxVhSUu+jnWEtXZMSXh5p0H2kdBwkOlKwSQgKOxNknPVpEvpTeJAw39GyGXq2iVZ3EuEcRMOslONwKPl2TzW+evQFHS111Pk0gxCRj/b8HSSFGmbZqDXA5xU7EhhhVAJSw1oJZL6sAjmsdBwkOlKwSQgJRuUdRV31/Z8+B83cdU6bM2SytyCqEeuaIfb0tvCpzepGVX6FO7tmMv7Ewq74OS+rAkr0FeP6q9pLNKKOcbjxq7Hi5iwOI0ToOEhxoYQIhJBBJnLH21767Gjd/vFFatu+sRLXe/bwtjw1tG0dNXwPcCYcH+wsq1Ou6N9M6lIB2rLRSD0pWiY9QskoICUQd3V41ZM2BYq3jOG3hn/ksMcJCQ8dB4KeteezS9nTjURv55S6DR1HjtI6DBAdKVgkhgWiLTmLZ47omalxP/Z+9+RWo9CoYlErFpEA3f3c+S4ykG4/aKKqohMOtJGodBwkOlKwSQgKR22rUjXp0eKorKcpy8UfXk/m78tWxfpRAk5rJKqiAvdIr7h7QQutQAlZ2kQM6iQ0F0FPrWEjgo2SVEBKodsucPzx9fKZd5v6xidUfO/N5h4QwSlaDwF2fb2K392uJkenxWocSkFbtL8K9c7dGlDo98ysqvTMA+M9dJQk4lKwSQgKWXuZvNg43bfnXwFZ+sWx7RdZxGGTOaSpA4Ft/qAT3zt2C50a3R7fmEVqHE5D+2HkMfV9cbFqyp+A6e6V3H4B+WsdEApP0xBNPaB0DIYTUlDDI0u8dGofdtjKr0HBM4x2kVAGYDZKY0K2p+tnaw1QMCHD7j9tR6vCIF65Kw4Ld+azI7tY6pIDj8qj4dfsx3Z78cluf1tFXK6porpf5HwBoARupMnaurQQJISSQqKq4Kr/cNbvfi0vMld5zbYZaf2JsBix7oD/6v7ikXrdf7dkiEv+5vK3CGARjDJwBqirYVTNXSbTPfe1MHdxanditKbvklaXseAUlrDUVYpTxze097K1ibeMB/KB1PCRw0J0/ISTgcc6+Numk/V2TtB+uLSivxPJ9x5VHL0ut10rAPYNaiUNFdund5Qfkd5bul99ddkBOirZKqra5e1B4ed5evmB3vvrLv3qrZj1dNmuqzOXFlpwTDEAjrWMhgYV2sCKEBAWzXv6mX3JMyrJ9hTqtY5m59ID04eTOgnPA18litFWP56/sgEirQbUYZNWkk5hB5sxqlPmE99diQ3YJACCjSRhKnR61zOWl7MoHHvxmu/T1bd3Vp0a0w/1fb9M6nIBVUF5pUlURx/1kUSQJDJSsEkKCgl7mv1/SJnbqUz/v0jxZ3ZBdgmK7G3f3b4XXF+7z6Ws/M6q9iLQZ8PPWPH7C4eYlDjdKHB4UlLuQU+w8/bgOTcJQYneLaKseepmDMwadzCFzBpkzSJxDJ3FIHCh3evFnfrlP4ww2iiowfcl+/uyo9ipoVLLGLmkTW8E5W691HCSwULJKCAkWG2JsBinGZkBBeaXWseCJn3ayt8ZmilkrD7IyH+4x3yUpArd9upFdbPeuSIteJEaapZUPDYQqBIQAVCHO+Ptff4pws56lPP473BrP9/V3S/YUwKTjvFvzCPjT7mmBom18CBLCTJUAftc6FhJYKFklhAQLxelRlvVuFTX0m01HtI4FS/Ycx5qDRep7kzqxa95d45NK3OVpjeBVBdYevHii9Mr8veyV+Xur8rJs79PDEGKUUUiLhy7Iowh8u/mIcs/AVnzNgbU0jl1N1/Vo5pIl9iaoEwCpJhrKIIQEjRCT7ttBqbF2reM45ZFvt0vtEkJ91nf11j4tlC/WHYavm7h4VRUWA9UuqmLu+hypfUIoOF09q8VqkHF5WjwzyNJ7WsdCAg/9uhFCggZnbH7vVlES85OaV0F5JZ77bbd4/qoOqlzLs61Zz9Ei2ip9tSHX51+dVxGw6CVfv2xQ2nm0DMV2DyZ3b6Z1KAHlivR4uL3qIgB5WsdCAg8lq4SQYHJIAEVtGoVoHcdpn609zI6UOPHGtZm1qof+a0Br7D9eoR4udvgqtNM8ClVWq+OTNYcwrmsiDWVXw/W9kspDTbpXtI6DBCZKVgkhQYUz9lO/5Bi/WSkkBDBlzhbePyWGZSaGX/CxMgf+PTwFT41si6RI8+mPcw5c26WJeGtxVp2csz2KEJSsVt33m4+yxuFmKcKs1zqUgGGQuQBQqHUcJDBRskoICSoWg/zj0LZxftWH6UChHdOXZKkzJmSeM4m26GU8M6odNj0+WPRoEaUmRVmU36b0wYZHB6mf3thFvDexE4oq3Ph9x7E6ic/lUUSjUFOdvHYwOl5Ric2HTyj3DW6ldSgBY++xcgYgRes4SGCiW2lCSLBZmhxnM9kMMsor/Web0RlL9vPRmQlizs1dUeryokm4WQm36GA1yNykl9iO3DL11o838tUHihgA6CWOzknh/JLUWHVASgwe+nZ7nc3E/XZTLm7slaR8se4wTVytok/WHJKeuLyt8uj3O+l7VgU788osvVtHt9VJVCMj1UfJKiEk2Djsbu+mHi0ju/2xM1/rWE7zqgJ3fLaJPXJpqlJYXslW7y+SDhXacajIjtwSJ7yqOOMq7lZUrMwqwsqsIv7ET7vqNLbZq7P57f1aol18CHYcLavTYwWLhbsL8NKYNCmjSSg255RqHY7fY2DgjPnP3SMJKJSsEkKCTohR99XA1Nj0P3bmG7WO5e9255Vj4gfr/K4SV+r04KuNOcpTI9ux0TNWUenrbzgH2seHonNSBNo0CkFSlEW1V3rZ3A057Odtecq9lySzSR+uo+/ZRbSIsTgkzg5oHQcJTJSsEkKCjsTZ7wNTYp7SOo5AMnvVIemnu3tpHYYmZA6kNwlHZtMwtG0UimZRFjXSqletBlmyGmRmr/Qit8SpZh2vEPN35UvRNoP66PA2sBlliYEhKdKMg0W+79IQTJpFWhQAh7SOgwQmSlYJIcFot1EnuVpEWyz7j/vNHgF+LdpmgKNSaVD73ndJCsezozoozSLNUnmlF7nFDmVvQQV+3Z4nHSpy8OwiO7KLHHB6FODM7wt/8qddSIqy4PZ+LcQv9/Rmby/KwttL9mv0lfi/RqFGHShZJTVEySohJBgJVYjf+raOnkDJatWkNwkXR0udPt4by3+9OTZDGZgaI32w4iB7f/lBlDo9AFCtKRoHC+144Ott7LtNR/D2+AwM79BIGff+GumEg6Zm/h1nQIhJZwJQpHUsJDA1mDtoQkjDInHmSgg302b3VdS9RYS66fAJv5tPWxeMMsfA1BhpxFsr8fK8vfyvRLXGVh8oQr+XliC7yIGVDw7Em2PTRYiRakGnqAJYs7/IrqjiOq1jIYGJklVCSDDq5VHE+DcX7aOu7VWU1jhM+n1Hw9gJ855BrXDguF3NKqjw2WuWOb24/bNN0rj31iDcrFfXPDIQH0zqJNo0svnsGIHspXl7rS6P8gQAndaxkMBDySohJNhY7JXeufd/tdV0wlG7illDERtigFEnYc2BYq1DqRdXpCcoH648WCfXv625pZjwwTrpyhmr4PIq6te398DGxwapH9/QRQxpE1sXhwwImw6XYG9+uVkVYqzWsZDAQ8kqISSoVFR6X178Z0H4/F3+02PV36XEheCEw90g9rpPaxyKULNO+nV73VaRd+eV487PN0sdnpiHuz7fzA8V2dVnRrcXO54YLObc3E1tiFu1vjRvj9VRqTwNyj1INdEbhhASTCJlzq7/9/c7aO/Qaih3eSBLvM52yPInDw5NUX/YclRxec65863PeVWB1fuL8PgPO6VOTy9gV72zmhU73GL5g/0xbXDreonBX6zMKsKRE45wVRWjtY6FBBZKVgkhwaTbrrwyZ20XzDQ0x0pdMDWAfTBlDnRoEsY/WZ2t2UKyP4+V447PNkk3zd6AKzISxOqHBqhdksK1CqfevTRvr9Xu9j4LoEHcHBHfoOWKhJBg0jS3xEkLOKqpoLwSRp0Evczh9tZPxVELeplD5gxlLu1vZv7qIMBu7t1cfHR9F1RUesVPW46yH7cexdbc4N2+dcHufDjdSrzNqMsEsFHreEhgCPo7aUJIg/LLwJQYrg/+IqFPeVUBe6UXrWOsWodSpxxuFbvzytSbeiX5RUbuUQSmL9nPr3h7JWJsRnZj7+b47Kau2PnkECyb1l95f1InjOuaiGBqgyUEMGd9jtFe6b1J61hI4KAzOiEkmGR7FHVn/5QYreMIOIUVlWpKXPC3WXrqp/9n777Do6rSP4B/z7l3enqDkBAgEHrvhC4KdsW2KOrae1u7u/7WLXaXVVex6yoqFhQVRCw06b2XBAiQkN4zvdx7zu+PgKvSQjIz987M+TyPD2DCzDdMMvPOue95zy56xbCONM6knwJwb5UT099eC7dfwUNfbMfZLy/HjJ8KpWqHl900pgvb9PhZ2PT4mWx8XprWUYNi7uZSiRJyFcTVXaGFRLEqCEJUSbAYXrtyeMfgDdCMEaUNHj6qa6rWMUJuy+Em1Dh86h+GddTVaV2riurwyJfbMeOKAeiYbMU3W8vx56920jNm/Ez7/f0HvLfqIJnxh4GMRsGr9qE6N0rqXQTAmVpnESJDFHzbC4Ig/A8l5IuRualyklW0rp6OGT8WSuf0y0S0rN6dzKzVxdJVI3J0VawCwPxtFXju+wK8fe1Q9M9O/OX/ewMMry8rIrUOH56/tL/ucrfGx+tK4u2ewK1a5xAigyhWBUGINnafwn46v1+m1jkiyrbSJvxj/m7+yvTBPD0uumeAmg0Udk9Al0XfB6uL8emGErz0h4G/ycc4cO+nW+m5/TJJzyg4Fevb7RUwyfRsAJH/xQghJ4pVQRCiTqLF8Pq1+Z0dWueINJ9uOEx+3FXJ5t45WhcbkEKlR/t4FNW4tI5xQi98X4isZAv5/dWBwioHZq0pZm9dPSTiD3Cod/mxobhBYZxfrHUWQf9EsSoIQjT6MTvJEoiFDUPB9ue5OyWjRMm0YR21jhIyHVOsbH+1Q7NZq6fiVRhqHT51VO6xPcQv/rSXmgwSvW9SngbJguvT9SVxdk/gDq1zCPonilVBEKKRSih586oROX6tg0Qav8rg8Cqcc11eJQ+K1DgjK6l3ax3jpHaV26XxPdKPWUH1KQx/+mwruXlcLiK9XeOn3VUwydIgAB20ziLomyhWBUGIShaD9Nalg7OZSRZPc6fLJFNi9ypaxwiZOJOB6r1Ynbe1HOO7px/3m3d1UR0WF1Sp7103LKLbAXwKw/e7KllAZY9B1CPCSYhvDkEQotWhgMq2TOnTXuscEcdsoIjmI2ttJkn3xep3uyqQbDWSdgmm4378b/N2Sz0zE6RIfy/23MICy54K+/UOb2AdgM5a5xH0KcK/zQVBEE4syWp88brRYqPV6TLKErFHabHaKdUKxgC7R98rx4wB1Xavmt/1+KPE6l1+NLkDfPQJPh4pKu1eXDxzle3VJfsHcc4PqIw/qXUmQX9EsSoIQjSb16t9ghILw+6DyShTNHiis913WKdkVNq9ETHtYEtJgzSxZ8YJL/UXVDnYmO6RXawCzWO56pw+iRBCJEr+AlGbCL8jviEEQYhmPqNM//D69MGeVFtkb0YJJwMlaHTpe+WxtfpkJeJgrSsiitXvdlQiPzf1hK/TW0saaL+spIjfCffkxX343y/qi5tnbURZg8cJYJjWmQR9EcWqIAhRTaLkJ4NEZ742fbCbEK3T6J9ECSglcPmjs1jNTbNhX5V+x1b92nWjO7MNh+pPWFjvqXCQrCRLRBTexyNTYO4d+epZvdtj6mur8NPuKszfXm72BtRLtc4m6IsoVgVBiHo2k/xY7w4JhbeMzY3OCiyIzDKFokb8Yt0JZSZZ1EN1Lt2/bemdGY+BHZPpkwv2nLCwLqh0INFiiMjX8awkM1Y+cgbjHGTKS8vJ3ionAOD7nZWyX2XTNI4n6ExEfpMLgiCcJiXebHj4vP6Z+j22SCcsRgkKa9liXc/MeDxxQW/cM6kbRndNRSSMCUswyyht8Ggd45SemtqPfbK+mJU1njjroToXLEaJpEXYvNWxeWn4/r5xfNGeav6HN9fQRvf/NvNtK22ETEkGgHbaJRT0RtY6gCAIQphUptpMul9R05rZIEFlnAMgfTskwB1QUdnkgdvPEG+WceXwjji3bybrnGYjJlkim4obVItRwrWjOtMki4F4Aiq8AZW5/Sp3+hTcMmujVNbo1frL+oXFKNNyHeU5kY4pVjyzsOCk1b/KOEobPGxizww6Z2NpuKK1Ws928Xj0nJ58eG4K+ef83fhkw+FjVo05BxgHBxCx7Q1C8IliVRCEWFGdaDVE1hKUBswGCSaZkk2Pn8nMBokCgMUgQT1yolVRjZP9sLOS/OPb3WRbaRNUxn8pOEwyxb8uH8A6pljoOysO4v6zuvPLhnTEy4v3afTVHMtqlEhlk75XVuPNMhItBrq9tPGUn7u7vImP6JIKvRarlAK3j+uKacNz1LQ4k7RwZwW79PXV0p4KxwnfOJpkKgPQ9yBcIaxEsSoIQqyosxgko0QJVBa9PZlt1eDyY1lhDft842G6pKAaR/+prMbmmtTtV0+42udTGL7ZWkafmtpP/XZ7hTSscwrvl5Wom9XsjskWKIzD5df3wU/n9++Aww1u5g2wU/ZVbD3cJF00sIMKQFebxvp2SMAj5/Rkg3KSaVWTl72+rEiat60cTp9y0pyEADIlEgB9v6MQwkoUq4IgxArVrzB3stUQV+uMzhmiwVDn8uOWDzcdUyS5W1jgrdpfh2SrUUqxGlFQaadTB2Xxb+4cza1GiZtkygkhqLJ7pT0VDrLhUB2W76tBozs8+976ZiWi3unjAHRTQB/PGT3TsbaorkWfW1Bpx03xXUKc6FidUq0Amt/cHD2aV6bA3Wfk4bIhHdUUm0Gat62CP7twDXaV21vczGwxSFAYVwwSEW0Awi9EsSoIQswIqMyeZDWKYjWEDHJzHWj3+rF4TzXaJZiJ06cQh1eBwxsAAUG3jDjeLztReWhKT2nGFQOJN6Dyt34uIq8sLQpptrx2cahs8jLobBXy93q0S1C/3V7YooxHJgKE9et565ohbEKPDKowBqNEcfRqBQdwoMbFXl68T/p2ezncfvW0c1mNEhSV+8L7FQl6J4pVQRBihlGmSfUuUaiGUr+sRDS6/arCIFU7fHhp0XH7VQmOvP5IlGBcXjqZOX0Q5m4tQ1lD6DY/dU61oaRB/62QaXFGaUvJqftVAaDG4YPKOHpmxqOgwoGOyRYMyE5Cj8x4dEmzIcFswJKCany+sQRuf9sXKz+5aQTrlGYj419Yioqm5seKkOZ+ZaNEYfcqbRoJYTFKUBnX/w44IaxEsSoIQqyIkygximI1tAZkJ/GKJm+LL7OrjGNpYTW+2Vqu/ve64Zj84vKQrallJVmw5kCdrtfsBmQngnGOkvqWF9XVdi/78rZ8apQoFMZR4/Sx8kYPP1TrQlWTl14zshN/7NyetM7pV7cdbpQ+31iKpYXVp7xdmQJJViMSLAYkWYz46wW91USLgV746kry66sTnAPeAIM30PZi2GqQoXIu+lWF3xDFqiAIsaJTrdPnARCvdZBoNjI3lW0uaTjtgvCpBXuknx+agJvHdsHbKw626O9M6d0OT07ty5w+lU/817JT3mdqnFEtb/Tqulid0CMD+6qdLd4wZTPK6Jhqpde9twFbDzfC6VOA381Q/+eCPSTJasDormnSpF4Z6owr+ksmWUJ5o0ddVVQnzVpzCAdqXBiQnYgZVwxUOyZbJFkioIQgoHIEVAa/wrC3yoGL31tPmjyB42YJBqtRAuNc/8vfQliJYlUQhFjRqazBIzZthFi3jDg6Z9Ph0/57Tp+CB+Zsw6tXDeZFNS6yfG81lBM8Wh2TLXjjmiFqpxSb9NKiveTBKT1op1QriutOXuPEmWTofWzV9tImTB+Z0+JL6TeN7YLCSgdbub/2pH+n0R3Agh0VWLCjQgKALmk2jOmWJp3dt7264J6xki+gcpMskQ9WHyTvrjwEuzcA37EPQMgLfYtRAucQh3cIvyGKVUEQYkXOwVqXmLMaYhsO1bPz+mXS+dsqTnvH/bLCGsxac4g9f2l/mmAxkCaPn1U2efn20iZpcUE11h6oxdNT+/EpfdqTr7eWY/o769DoDpBhnVPUhyb3kO76ZMtJb9+rMNwyvivbVtpEQ7k62BYr9lUjyWIkCRYZds+ppyRcMCBT/WhtyWkXkQdrXThY68KHa4slmRL0z04kpQ0eVDt8mh6ci0FoAAAgAElEQVRDJlMCAOJYZOE39H82niAIQhD4FDW3uN5t0TpHtPtqS5k0pFNKqwfZPv99oTT0qUVk6FM/4d5Pt9Jvt1dI7RPNyjOX9OM7/nY2ctPj+CWvr8Zjc3dIR4/p/GhdsZTfLe2Uq+bnvrxcijPJfMkD4zG0U3JrI4aUwoAmj5/17ZB4ys+1Gimyk63S9zsr23ifHJtLGlHt8LXpdoKhyu6DTEkHrXMI+iJWVgVBiAluv9qnLALOhI90q/bXwmaSaN8OCdhZbm/17dg9ClYX1WF1UR3eXH5ABppncHoCxx5KsGp/LQhAp/Ruhx92V53wNt1+hotnrpLuPysPs24cjnlby9lTC/ZQh09fC3kVTV7eLysRq08xa/WG0bk4VOtilXZv1Cw8lTd6YDZI6WieGCFO7xAAiJVVQRBiQ0+TTCeuLqrVOkfUC6gci/dUq3dM7Br02/YEjn8wAePA7PUl7IXLB/Cv78hnfz2/N4Z3OfHK6b9/2oezXvwZg3KS+PJHJmJKn3bHfE7/7FOvbIbKtsNN0ojclFNW0BcO7KB+salU1wccnC6HTwHjnABI0jpLpPAr7AEAPbXOEUqiWBUEIdoRhzfw4QvfF5qq7Npf5owF+6udtGOyNaxnmr7401565+zNZNGeatK9Xbz61jVDUfDPs7H60TPUT24eybscOXHpqLIGL6a8tEJ6adFe/OvyAfyD64ep7RJMSDDLeO+6YWzeXWOQZDWE80v4xZKCavTLSjppH6pZpshJsUrf7Tj93mC9q3H4vABytM4RCVTGz2OcP+v0BuYBMGmdJ1REsSoIQlQLqOyG8kZPrw/WHBLPd2Fy2ZBsfL7xcFhHRCmMY8W+Wry6dD+5+t110sB//IRxzy/FE/N2SfUuHz67bRSTj/Md8MHqYox8egkxSpQseWACljw4ARnxJu70BpBk0aZYXbGvGokWA0mwnLhTr3eHRARUhvKm6JufX9bo4RDFaksk+xR11vXvb5A3Fjdku3zKs1oHChXx5C0IQjTLUFT+4p8+22ZjovstLHq0i0eKzUg+Xl+idRRUO3z4aXcV7vl0Kylr8ODDG0ccdxOWy6/gynfW0btmb8FrS/fj/FdWSj6FsUSNilWFAW6/wnu1Tzjh52wtbYBJlqBVxlA6VOcyQhSrp+T0Km98vaXMtqaoDvd/vs2iMH4rgPFa5woFUawKghCtqMMbmP3R2mLT7orWb/QRTs/FgzqwvZUOxnQ00VZlHLfM2kR7ZSbQ28bnnvDzlhZW471VhwAAfpXxJKs2k85mXDGAO30KdpY1nfBz2JGpAb0zT1zQRqqSOrfFG1BP/EAJUBk/zx1Qzn9ywR4TANS7/Lj30y0Wl0+Zgyg8+EQUq4IgRCVvQH3scL175PM/FIjZqmFkkins3oDu+ihrnD7c9tEm3DMpD/2yTr15yhdgXItVyyuH52BKn/bkmnfXE5f/5G2/1Q4f75UZdXUJyho98PjVHlrn0DO7J/DA0wsKrO5ffY8sK6zBoj1VCS6f8g8No4WEKFYFQYhGE/wq+8uNH2y0BVRx/T+cNhxqoF0z4nS0rvo/aw/U442fD7B3rxt6ynzegIqEMBervTPj8X/n98JdszfjYO2pD3EqqHBIg3OSw7qRLRzqXX5w4NgRDcIvOBBX6zx2w+jT3+0xUUJuBZAd/lShI+asCoIQbTLdfuWrOz/ebKmIws0nodQ/OxFGiYID4JyD8V/9Cg7OAc4Bxvn/fj3yuUf/XO/yI9VmCuvmqtMxc+l+ekH/TP7CZf35Q19sP+EKsNOnSOFeWX16aj/26frDZFlhTYtWplcV1eLeSXm6W8VuK6X5DaZuv4f0gABW73FGuVXZffhgzSF5+oic5+LNhukaRAsJUawKghBNZIc3MP+9lQdtK/aJmaqnIz3ehK/uyEe9K8CA5onsIEd+BUCO/A9y9I9Hf3Pkg7/+PJUxxJtl4vDqa9g+0Ny/etfsLeTrO0dj1ppi7DhBX6jdGyApVgNDGK9A5qbHkce/2dni4nPR7io8d2l/apAIoukKgsIYiKhPTooQWE40d/i1pfsNV4/sdAmA3gB2hzVYiIhvBkEQoobLp7ywq9ze6+XF+6Jvi3SImWQKj59h2FOLor49rLDKgbdWHGBvXzsEI59Zctyvt8EVQGq8KWwV4MjcFAAgu07j1C+7V4Hbp/BuGXFkT4UjZNnCTW1u0hD1yUlQQszewPG7WexeBa8vKzLeOi73LwmW6FhdjfonJUEQYoPK+LnegHrL7R9tsooxVaePEnLkQn9seHXJPuoNMPLPi/oc9+N1Lh9SwjgN4NpRnbC0sFo93Ueg3h1Qo20igMoYCBHF6slIlJiP1wZw1Ddby6hRphciSor+qPgiBEGIeZLbr7z+wJxt1gZ3QOssEUmiJIZK1eZjYe+cvZl8cVs+JvdpzzjnnPPmw+gZ57AaZVJc5wpbP+ignGT17/N3n3af5sEap9wvK5F9ubksahafFCZ6Vk9hYkBlluNtsDqqtMGDskYP75oeNwbAsrAlCxFRrAqCEPEY51eU1LtTlhXWaB0lYjWvrMaWXeV2nP/KCqTHm6hECSRCIFEKiQISpThc7w5LjhSrESk2o7SyFX3WG4obcE7f9lH10KmMgxAiitXjS3X7lS/u+WSLxaecfKjFV1vKbLeN73plnEleFp5ooSOKVUEQIp3s9qsvPP3dnjitg0QyiTbv6o81RTUuFNWcekxUKF0/pjP2VDhUp0857QJt8Z4q3H1Gt6gq7BTGxQar4yMOb+DjLzaVxi1vwRubhTsq6R0Tul4O4HYAuhwn11Lim0EQhIjGOJ92oMaZuGp/ndZRIlqstQHoyeTe7dTPN5a2quDcW+UEANw4pgsY5zBKFF9tKUO148SXiPWueWVVtAH8nl9ht9Y4fGOe+a5lB50U1TjR6A4YrEZ5KID1IY4XUlHT4yIIQmyyewJ3z1xaJFZV2+hIG4AoVzWQnWyVlhZUt/rv/1xYo04b1lG9dHC2Om1YDvv6ztE8Pd4UxITh1Ty6SrQB/E5PhbEZN8/aZPOrLV8k/XpLmdnjV68IYa6wEMWqIAiRLNlilAYu3yt6VduKEhKTbQBay0wwwyhTXD2qk5pgbt3Fzts/3iyd9eJy6fxXVkoTZyyj+6sdfO7t+TwtLjJPGlbVmF9ZnejyKe8CmITmK+Amp1eZ989v91iKapyndUObSxpkT0AdEYqQ4SSKVUEQItm56w/W+040HFtoOYnG3gYrPaiwe3HBf1ZidNdUrHr0DPxxVCcu07YNIbj2vQ30cL2bzb09nydbI2/ksCLaABJVxq/dV+2Y6wmo9W6/smb9ofqsT9aXnPY3RqXdC0qQFYqQ4SSKVUEQIlaj23/1vK3l8VrniAbNK6tap4hNBVUOTHlphfTg59tw75l5fOPjZ/Jpwzq26Tavemed5PAq/P/O7x1x7+RUxmO9DWCpyUDZ+f9ZmXDWv3+O//v83YPu+2yLtTU3VNnkhdkgpQc7YLiJYlUQhEhlthilCYvb0Osn/E+sTgPQGqXAZYOz8NmtI/mzl/XnRkmiaw7U8f87vzfunti1Tbd9y0cb6Tl9M6WclFbVOZpROQchMV2fNHn86t5hnVNQ2uDBZxsOw+5p3dHFdS4/ZIlYAJiDGzG8xDQAQRAi1aTCSoe/3uWP6CdhvRBtAOGTZJVx4+gumNInU81OsUgN7gD/dls5f25hId16uAGMgw7OScKsG4Yj3mzA0wsLWnU/ZQ1ebC5pYA9N6cHv/mRLxKxUqioHjfE5q1aj/PWEHuk9Vu6vbVMfB+dAkzvgTY0zdQBwIEjxwk4Uq4IgRCS7J3DVN6IFIGgoIQAX9Wqo9MyMx81jumBkbqqaFm+SCioc6mcbD0uL9lShuM5NAPymH3FzSSOueHMtPrllJOLMMv/zVztb1cj64Ofb6JIHJyA3zYYDtdrOk20pv8pAm3tWTQAidwZXG3gD6ogquy8oq8tVdp+SGmfKhihWBUEQwkoyyPSCH3ZVhu04zGgnUQImatWgOrdfe1w1PIf3ykzgFqNEV+6rVZ/7vlBatrcads+pDwDYXWHHJa+twpzbRpEEs4E/s3APeWByd/Ron6De+8kWaX8LDjOosHux/mAde2hKD377x5sjYrXSpzDsrXK6e3dImADgB63zaGC0wtjoWWsOBeXxKmt0094dEiJ6k5UoVgVBiEQjq+1elDZ4tM4RNSSxwarNbEYZ1+Z3wvn9M9VOqTbJ7Vf4wh2VfOayIrrhYD0Uxk+7+CiqceHCV1fhy9vzseSBCVhdVKduKWkk8+4eg5cW7cVbyw+e8jYenLONLn94IrplxGF/9emNPtLKN9vK4nNSrNPizHKsFavE7g289vR3BdZTHafaUofrPWbGeTYlkfveXhSrgiBEol5bShpjeQNG0FEq5qy2RpdUK24el4sx3dLUdglm6WCti32zrZz+tLsK+6udx1zeb43SBg8m/msZkSXyy4rsdzsqMHP6YEzp016d/vY6yXuSwqbG6ceaonr2yNk9+c2zNkbE6uqPu6rIvZPyLgZwIyL8qNDTwRi/qN7p7zp3c2nQbrOs0WPw+NVcmylyS77ITS4IQsxijGeVNrgja4uzzokNVi03oUc6rhnZiffPTuTxZgNdd7BOfWXJfmlJQTXqXP6QvIly+387gWp1UR0mzfgZX9w2iv7prO545hSbsB6cs42u/8skmGSKYK3YhdLBWhcaXAEpGo4KPQ3J7oD6yt/m77KxIP4wVjZ54VdYV1vkHmomilVBECKP06fkVtp9kXtNS4eOzFkV9eoJUArMuXWUmpcRT1XOyY+7qthDc7ZLaw7UwacwTVYr611+LC2s5nkZcaf8Wah3+xFQGeLNMnxOfzjitdnuCjvNSrYMQGwUqz1cPmXRnI2H05cVBvdEvoomL0DQtsG9GhPFqiAIEUdhvEu13at1jKgi5qyenEWWMTgnWbrw1VXYUdYEQB8nLBXXuWl+1zQVLcgTUDmPM8mkNgKKVatRwphuaTKA+VpnCTWV8ck+Rf3yH/N32z7beDjob8Irmzwwy1IWmmfr639Z/ThEz5cgCJFGshikgXsq7VrniCoSIQjmpcdo4/Ir8ARUVDv09SaptMGDREvLRnEGVMbjzJGxRnVuv0z4VbYGQKXWWUKIeAPq/S6f8vUf31sfF4pCFQDKm7woqXcTxvjFobj9cBDFqiAIkWZcRZMHh+vFJIBgat5gpXUKffP4VdYh0aJ1jN+IO41NMwrjPN7UphnzYXPtqE6ORIvhFa1zhJDJ6VU+rGjy/OOcl1dYNhxqCOmd/evHwjinX3kGQdjwpwVRrAqCEFGcPmX6F5tKbVrniDZizuqpuXwK65Ckr2L1prFd2IId5S1qSQgokbGympNiRV5GPAB8q3WWEMlweANrNhyqv+S8/6y0lTWG/o33oj1VaHD5OwCYEvI7CwFRrAqCEEkkiZDLv9tRIZ67gqx5zqooVk+mwR2geipWu6bHIS8jjr74094Wfb5PZae1EquVK4Z2VBjnHwHQf3Pt6evu8ik7Zq0p7nvDBxssv5/yECqcAzN+3Btn9wSeCcsdBpl4whcEIZKMrrJ7yaE6t9Y5os6RNoCIvEQYLlV2L+2Uag1PddEC1+V3UneUNTG3v2V7ZvwBVffFKiXAVSNy/DaT/IbWWUKgg8unrPjnt7vTX/ih0BDu94YLdlTAYpD6AkgN7z23nShWBUGIGC6fMv3LzaIFIBSaN1iJldXjkSlB78wEGCSKLmk2XRT0EiW4dEi29OzCwha/jrsDqhSv8zaAM3u1g0zJYQDbtc4SZElOn7Ji5tL9KZ9uCM1Gql8zyRRd03/7VJkWZ4TCuAdAfajvP9j0/V0rCILwP5QQXCFaAEKDUgIm+gAAAF3SbBjWOQWDOyWpQzslk5wUG/X4Fe4OqExlXBfff5xzmGQJu8ubWvx3nF6FxJtlDp1usiEEeOzcns4Ei+ERrbMEmcXhDSz+cnNZ1mvLisJSdz1ydk//5UOzMeLpxcajrQZ9sxLhCai7LEYp4n7ORbEqCEKkGFXr9EtFNS6tc0QliRIw0QaA28bnsnsm5dHKJq+6t8ohvb/qEL7fVYlap5+kWI3Sur9MAiXQfMwX44DbryA33YbdFY4W/R2HT0Gy1cigkxmxvzelT3ukxZnKAczTOksQyQ5v4Jvle2t7/33+rrCcIZWbZsOVw3MUxvmGP+Z3HvP6siIJAPplJTKbUVoRjgzBJopVQRAigtunXDV3c6k4YjVEJIKYHl0VZ5LxnysHsUEdk3DlW2uxrbTpmIKu3u2HX2HokGRBacNvd3BTAhgkCr/Kwvbv2OAOsK4ZcbSlxardE0Cy1RjiVK1DCPDnc3u54s2G+4GIH0tBABjQPJ7qtV3l9tH3fbbFHK7vi39c1MdFKf5hkeVv75jQdeOs1YcsLr+KoZ1TnCaDFJGngYliVRCEiOBX2Rkr99XqckUoGhxpA4jJldVuGXH44Ibh3OEN8DHPLZVcfuWEn+vwBtTv7xsngQOyRCDR5v8IAJVxNLgD/PnvC8jcLWVQQ7z8Wuvw8U4pLW/hTrAYkNDCAwTC7bx+mUiyGooBfKd1llZKd/mUfxpler1BokaVcaYwpu6rdvhveH+DNaCGr/7ulhHPTbL0PYDdnOPH60Z3Pn/etnJpSKdkGcDPYQsSRKJYFQQhIphkKbu4XkwBCBWJEDCtr21rYEqf9njxigGYt60cj87dcco3Qxe8slJqn2iB58iJVi6/Arefwa8078i/ekQOefjsnuyByd3JMwsLyPxt5SFrGaiye5GVZD7l503unYEnLuyrmmQq3f/ZVt294aMEePScnq4Es+EBRN6qaqI3oD7IOe6fu7lM+s+SfcYahw9o3sBO0bzCGlabiuvJef07DAewPcFiePT2Cd2mDO+S6ifADAA14c4TDKJYFQQhEsRLlJiOvAgIIeBTGNLiw9JSpxsmmeKlaQPx57k78NWWshatKtc4/ahxnnj850frSvDRuhJ689gueOKC3uwPQzvi6nfX0VAUrOVNHtIl7cQrq2aZYt7dY9TMRLP08qJ99MO1xfAp+jsa/oIBHZBgNhwA8IPWWVqIABju8AbuM0r04kV7qvhz3xdY9HKq3poD9baxeelnJFgM7wAo4JwvHN45ZYLZID2ndbbW0sWuRkEQhFPIrbJ79fFKEKU+23AYBCBPXtwn0la2Wm10tzQ4vQH21ZayoN/22ysOYuQzS2j39vH405ndQ1Ihljd6aV5G/Alv+94z80AAkv/MEryz8iDRY6Hap0MCnpraz5NgMdwGfa6qUgApAPIAjFQZv9PuCeyvtnsXv7a06IrRzy0x3zV7i24KVQDYUtIAAKOP/jnebLjNYpTOABCxu1PFyqogCJGga3FdxD7PRgRPQMWNH2wkc+/Ix0+7qvDzvlqtI4Xc+f0z1c0ljSFbtPErDFe/vY7OvTMfHMC20kYUVjpQ1ugJyiasORsP46oROWT2TSPYVe+sO+bruHhQlvr894WSw3fiHlwtdUmzYfbNIz1mmV4DYLXWeX7P4Q28aDPK9/hUpji9ir/R41f3Vzvlj9eW2FYV1ep2Q2JhpQNmg5QJIBFAE4DqI/9FLFGsCoKge4zz3H3VTv2ccxmlCiodeOrbPfw/Vw7CmOeXEodXn0VOW/RoF4/R3VIxsUeGOjw3RZr+9rqQ3l9BlQMPfL4Nt4zLZZcNyeaJFoMkSwQr9taqj3y5Xapztf5EUbtXwRVvrCHz7x6DN64ezG77aPMvBevQTslIMBuk73ZUBOXrCLbMRDPm3DrKbTFI98oS/VLrPMejMn7+ZW+soZtLGowA9DlG4TgUxrG3yuHum5U4DMAirfMEg2gDEARB91w+pe/BWpc+tzFHmY/Xl5ANhxrYZ7eM1M2xosFy1fAc/tWd+bhiaEe1qNYlTZ25ChuLG0J+vwt3VmLqa6tp/rNLpD5P/IAzZixDosWApQ9OwJm9Mtp023UuPy57fTUZ2jmFPndpv1/W+h6a0oN9ublU1eOl/xSbEV/clu+2meS/G2X6jtZ5TsBoM8mddle0/NAFPVldVGdTVJavdY5gEcWqIAi6F1B5r5I6MQkgXP702VYpLc5EHz2nh9ZRgubigR344+f1Ije8vwFnv7xC+tu8XS0eph9sZQ1eXP7mGun57wvw0rRBfMblA1SbsfWb9MubvLj8jTU4u28m+cu5PWGUKfplJdIP1xTrbud/nEnGZ7eMdCdZDTMtRul5rfOcRN8qu9frDeiv2G+JskaP7Amo3bTOESyiWBUEQfdkiWSXN+lnA0O0c/gU3DRrI7l2VGcM65ysdZw2m9y7HZ6+pB+565MtWHtAP8eif7SuBJNmLCP9sxOx+IEJPN7U+s68g7UuTHtrDa4cnoOv7sjHoToX21ftDGLatkuyGvDhjcPdmUmWT20mWe9Hqg7eEsJ+5lDrl5XosZnk0Pa4hFHEPhCCIMQOVeW1qbbYGqukte2lTXjxp73szWuGMrMcuS8VY/PS8NK0gXj0y+1YUqC/PSZVdh/OenG5ZDFKyEg49czUk9lT4cC1721At4w4vLPyoG4etI4pFjx1cV/f2scmebtlxH0YZ5Jvhj53/v/C4Q2M3lzS0PITF3RmSE5SgBKySescwSI2WAmCoHuUkoKcVGv/NQfqTvp5/bISkWIzwuVT4PYfGdjuU2H3BnQ5X1Lv3l5xkI7vnsHm3TVGnfzSct1dUj6VYZ2T8eY1Q/Dkgj2Yt02fG42O4kHaWr65pAHjnl+Kah3MJO6fnYi7z+jmHpuXzhnnb5gN0gyzQdL3A9GMcI4JO0ojs1/VKFFkp1itALZpnSVYRLEqCILuxZvkHV3SbJcC+E3BRAkwtHMKzu+fqZ7fv4MkU8JdPoXJEiEypZAlQiTa/Psn5u3kn6w/HJPHibbFrR9upF/cns+/uiNfnfra6ogpWPtlJeL964fjpZ/2Yva6Eq3jnBIhBMFabKyya1eoEgJM6J6Be8/Mc+ZlxHmNMn3WING3AGjTINwKjPHLqx2+9M0lod98Fwr3nZUX8ATU3QaJRk3vlChWBUHQPUrJvh7t4l0AEgCga7oNN47JVc/vnympnPPd5U3k4S+2YdGeaoLfFbRA86Xg16YPRs/2Cerf5++SYvBU0VZz+VVMe2stmXfXaDrrhmHs2vc26Oby8ol0bxeH2TePwLsrD+CtFQe1jhMTZEpw0cAOuPfM7s4kq6EyziQ/QQmZAyCgdbbTZPEE1Ff/8tUOW6Q9T1ACPHNJP995/TocjDPLk7XOE0yiWBUEIRLsz023YVRuKu6e1I0N6phMt5U20Ns+2oTVRXUEzccfntCKfbU4++Xl5Ks7RpPu7eLYzbM2UadOB6XrUZMngMveWEO+vWsMZl41iN85e8tJ/70TLM0vLXZP+P+NO6da8fmto/DlplL8+6d9Yb//ttDrkPmTMRsopg3L4Xef0c0jS3RnosXwOJpne0bgVwN4AurDaw7U2dYd1M9GvJa678zugfP6ddgWZ5bPRAStZLcECVafjCAIQgglcs4bHV6F/7S7kvx9/m7YWzGw3ixTfHXnaDXOJNOr3llLKCEY2ikZEqWQKYFECWTpyK+U/PL/ZUpgkCiXJcINEuUGiUCWKAyUQD765yNtBzIlXJYoOfr3JOmX2yZH70OihEjkl9+DHvmzy6fw+z7bSvT6QpmdbMG8u0Zj4c5K/pevdv6mYO2SZsPk3u34xYOyeNf0OMrBQQlBkyfAa50+Xtnk5QWVDvLGz0W00R2axbZ4k4yf7h/HVxXV4YHPt0VUy8e2JybzqTNXkQO1kXFSW4JZxrX5ndVbxub6ObAy0WL4PwCRvvu8g8ev7pv80s9WPR2f2lL/vW6YfWLPjJsAzNE6S7CJlVVBECJBk8q4kv/sYtnpa/2seq/CcM7LK6RXrxzEf7hvHAghqGz0qArjXOUcjIEwzqEyTlTGoHIQVWVE5YDCGFFUTlTGoTAORWUIqBxuvwJF5QgwjoCqNv/+yMcCKoPCmn/1KxwBRYX/yMd8CkNAZfApKgIKg09hmNy7Pfnv9cPw6pL97PWfi6je1hJKGzy4/I21+OqOfGL3BPDjriqc3bc9u2BAB5JkNZCSOjf7dnuF9N9Vh+DyK0ixGtG9fRzJy4gjnVNtGJeXpl41PAePf70T87aVBz3ff64cxBrcAf7A59siprf2qOB1rIZWepwJN4/LDVw9MkdVGP82wWx4AsBurXMFg8Mb+PfH60oMkVioAkBanJEDiMpzkkWxKghCRPApzJFoMSY7fW1/Ibnrky3kjJ4Z2FflwOEGj24Km90VDiwtrMZ/rx+G/K6p7I7Zm6kWl9JPJC8jDiNyU1Ha4OG3jOtKrhyew/dVOfDvHwvJ3K1lYOy3/cL1bj/WHqj/9WxT6bLBWfjnxX35lcNz+B0fb6INQVplvXVcLhvYMQljnluqm8czmnRMseDOCd18Fw3KYqrKP7Ya5ScBFGudK5goIZNnryuJ2JPykm1GAlGsCoIgaCegssYkqyG5rDE4qx56nLkJANtKmzDmuSX001tGqYvvn8BveH8D2VEW/hE6hADdM+IxsmsqJvRIV4d1SpE4OK9s8rKNh+qlv36zAxuLG0/ZL/x7X2wuw7K9NWTR/ePJXWd0w7MLCxBQ27amOLxLCu49M49e/c56uPz6Ke6jxVm92+HlaQPdAGZaDNK/YIA+f3jaSGHcbjNJEXsKRoLFYABw8vl+EUoUq4IgRATGUZtiM3bROkc4uP0MF766SvrzOT3x+a0jMePHvXxzSQNp8iiwewOwe4I/N5YQoGf7eIzMTcXEHhnqkE7Jkso4r7R72boD9dJLP63FttKm405baKnsZAtuGtOF/WFYR9rg9qsX9O9ArhjakZbUuVlZo4cdqnNJ5Y1eUtHkRWWTBxVNXtQ6fTjZruz0eBPeumYIZi7ZjzlJrE8AACAASURBVEgdNXSUHveQjMtLw8vTBjqtRnkCgKgZMn88jPGGJIuxk9Y5WstmlE0QxaogCIJ2CFCdbDVqHSOsnl5YgBX7a/HMJf3YbeO7EoNMiUEixCRTcA54AipcPoU7vAq3ewK80RPg9S4/qXP5aZM7QJo8gV+KW7tXOfJrAHaPAoUx9MpM+KU4HdwpSVJUziuaPGztgXrp+e8LsLPcfkxxmh5nwsjcFGQnW/k7Kw+QE62Kmg0UZ/fJhMlAIRGCM3plqGO6pUl7Kuy46u212HK4SQKA2TePUFNtRqnK7qPdM+IxuluammA2cKtRohajRE2yBLsngP3VTvWDNYekH3dVwa82F+oSJXjn2qFsT7kdM5cV6X6kVqQZ0SUFb1wzxGU1ylMQ5YUqAHCgLsESmV0A8SYZKuMBiRLtT4MIAVGsCoIQEWSJVCbbYqtYBZrHbh2vDzPeLCMr2YLMBAtpl2Ai6fEmpMaZkGI1oFf7eMSbZWY1ycwsSzDJ9Eihe7TYbb45pzfAy5u8bO2BOunJ73ajoMJxTHGaYjNiZG4KxnVPV8flpdNUm5HUOH2q1SjRrhk29cE524/JNjgnCTOnD+YAuNOrcMY5imqcdOxzS1Dj9P+mqHxp0T7pnT8O5U/MX0HYkRr01x+3Gil6Zybi/P6Z0l/P760+e0l/qaDSriZbjSTFZqR+lWH0s4ujolDV07rqoI5JeO+6YW6TLF0IYLXWecJBoqQ6yRqZxWqyzQi/wuzGCD4a+WREsSoIQkSwGuWylAh9IQkFh1dBQYUDBRUnHKdIj/x3XFYjhdvPjilOk6wGjOiSgrF56er47uk0I8FEap1+dXd5k/Tswj34bkcFFAYpPc6IxQ9MoDeOsbN3Vx6iQPMxjw9O7s6uHtWJfrD6EHnu+8JT9rOuP1iPOqcfd07ohleW7D/m424/w8biBmwsbsDf5u+W8rumYmjnZKmiyYuyBg82FjfQSD9J12qkMBsk0uDyax0FANCnQwI+vHGEx2yQLpcoWaJ1nnAxybQyKUJXVtPijFAYa9Q6R6iIYlUQhIggUbJ22vAc97srD1pbM2NV+C3OCdLjTLCZJHTLiMPYvHQ2oUc6yUy0kDqnT91dYacvL9pL5m2vgF9hx6ye1jj9uOH9DWTWjcNJUbUL1Q4fXrt6MDdQwi98ZSX217R8XujMpfvJg5O7q68s2X/KftjVRXVYXRRdbXmXDs5GaYOb2b2K5sti3TLi8MnNIz1mA71GouQ7rfOEk0mm1ck2o4o29GVrZWRuKpMlulzrHKEiilVBECLFwjiTPPvlaYOuuv79DVatw0SaL2/PZ13TbdRskGCUKdT/zYrlbr/CCisd9PVlReTrLWXwHqc4PZ6NxQ14csEevH71YHAAczeXkse/3nXaL/Tzt5Xjrxf0lib0SMeywprT/toi3dl9M7keplN0TrVizm2jPBajdIss0S+1zhNuhJD6tDiTD0DEPb9cPCjLFWeSP9U6R6iIYlUQhIhhM8l3DeucnH/z2C493l5xMOJWP7TUPzuRXvfeehyqc6HG6Yf/f9fO27TDf/a6EnAO7CxrQmtHbPkUhlmrD7FHzu7JlxXWxNzjmpcRx99afkDTVdWsJAu+uD3fYzPK9xkk+pGWWTRUnxZnjLjLNu0TzMhJsUoAftY6S6hofslBEAThNPjizIbz7j+rh3twTsSOQ9QEAbC9rAlljd5fF6pB8cn6klYXqkd9sKaYdkmzSVnJ5iCligxJVhlJViPdcEi7I3Yz4k348vZ8d5xJ/otRpm9pFkR7+7u3i4+oY3oBYHKfdvArbCGA0JxjrAOiWBUEIdIcMsr0qrevHeJOicHpAK1FCIHK9LsTqcbhw3c7KtTPbhnFrMbYeWm6YmhHHKhxMre/9ccIt0WKzYgvb893J1oMz5gN0ouahNCP7Sk2I22XYNI6x2m5eFCWI8Fi+FjrHKEUO88IgiBEDYmSb80G6c3Xpg9204hbB9GOjmtVAMCjX+6QDtS4sOj+CSxaR/D83qSe7fjigmpNvouHdErG3DvyXalxxlcsRulJLTLoDPMG1BWju6VpnaPFkqwG9OmQYATwg9ZZQik2ng0EQYg6NpP8cJ8OCXvumZQXcT1mWiAEUHRerfpVhhs/2EAb3X7833m9tI4TFik2o3qozhXWYrVvVgJm3zzCNeuG4TUdk613W43yY+G8fz1LsBi+mdgjw611jpaa1DMDHr+6AkDEZG4NUawKghCplHiz4YJbxuU6R3dL1TqL7hEA+i5VmwVUjqe+20MvGpjFY2Fx1WSgcIZxFNtt43OVz28d1Tisc8pjNpPcUaLkv9DXeQSaooQsGpsXOSurFw7MciZZjR9qnSPUYuCpQBCEKFZhNcqXvjZ9iCfS+szCjRCi+zaAo1btr0NZo4f/5dzoX101SJQ4wlSsXjI4i98zKa/BapT7GiT6CoCoPJqzjYoMEvV0TbdpneOULAYJI7ukGAF8q3WWUBPFqiAIkW6JUaIznr2kf8un0Au69+zCAnrpkI6cRvmrlFGixOkLfbE6vns6nry4r8NqlMcDKAv5HUYuzoGvLxqYpfv2onHd0+EJqNsAaDdKIkyi/GlAEIRYYDFKL+R3SzXEmcTo6OOhBGA8sq70/ry3BpV2L390Sk+to4SUHIaV1f7ZiXj96sFuq1E+B8CekN5ZFIgzyTOuy+8cMEr6LpEuGJDpjjcbZmmdIxz0/UgIgiC0jN3jV9dN7JGudQ5dIoREZFfiswsL6LQROTwrKXpnrxooIU5f6MZjdk614qMbR3jMsnQlgNUhu6PosocDWy4YkKl1jhMyShSTeraTJEq+0jpLOIhiVRCEqJBgMXxw4cAs0QpwHDQya1UsKajGN1vK2Ly7xrAUa3TO1DVIFG5faGaspseZ8Nmto9xmg/QnSsm8kNxJlEq0GJ68Y2I3p9Y5TmRs9zT4FLUAMdLSIYpVQRCiAiVk3ti8NIMpFraQnyYCgsgsV4G/ztslrdpfi4X3jY3KwwLs3gAb2z34u8/jTDI+uWWkO94s/9so0zeDfgfR74d28WZH/+xErXMc19RBWe54s+FdrXOES/T95AuCEKtqvAF1x7juohXg9whp3jUSiTgH/vT5Nrq73I4f7hvPou29yEdri+nDU3pyEsRJqxO6p2PxA+Pd7RJMH1uN8l+Dd8sxhamMe/XY622Sf2kBmKN1lnCJsh97QRBiWbzZ8MHUQVlRPRy7NSK0ZfUXKuO49cNNtMruxcJ7x2lzLmmIvLhoH5KsBozLa/ubrMxEM97541D3zOmDK9olmC+NNxtuQWQ/9FoiFqPUoaROf08n47qnw6eouwBUap0lXESxKghC1JAomX1GzwwpyWrQOoqu0EivVtF8utW1762nCuPk6zvyo6pgdftVJkttW1o1Gyh++tN4f37X1JdtJrkrgO+Dky5mpSsqgz2MBza01NRBWa4Ei+EdrXOEkyhWBUGIJnV+hX172eDsCC/NgityO1Z/y+1XMe2ttTTJaqSzbhgWIUccnFqixSAVVjradBtZSRZw8HqrUf4zAE9wksW0bmVNHq/WIX7PJFOc0TNDpoTM1TpLOIliVRCEqJJgMbx445guYirAr1BCwKOiXAWaPAFc/sYa0qN9Ann1ykER/0V1SrVCogSlDW2rLzMTLQiovDxIsQSg64Eal6R1iN+b0CMD3oC6HUCV1lnCSRSrgiBEm9VxZrl2VG6q1jl0I5ibd/SgxunDpa+vJvnd0sg/L+oT0QXrpJ4ZOFjravMqcWaSGZTgYDAyCYCisj77qpxWrXP83iWDs9yx1gIAiGJVEITowy0G6d/Xj+4sVlePIIRE7DSAEylt8ODyN9bgooFZ5MHJ3bWO02pDOiVje2lTmx+dzEQLt5nkvcHIJCAtoPI7520r01WNZDZQjO+eLlMSGwcB/JquHghBEIRgkCU6a1z3dCktLjoHyZ+uaFtZPaqoxonp76zD9aO74JGze8AcYXOtLh+ajfHd0/naA3VtvtzcKcXqNUi0JBi5Yp3Tq/xrzqbDhr1V+joTYGJzC8BmADVaZwm3yPrJFgRBaJmmgMrmXjG0Y9RswmkLGoUrq0ftKGvC9e9vwNl92vNtf5uMlQ9PVF/6wwBkJuj7iNYkq4wnL+6LR77cQb7a0vZDiDqmWP0ADrc9WcwbxMCv+NePhSatg/zeJYOzXQmW2DkI4NdEsSoIQlSKNxteun50F0+0riqejmj/J1h/sB4TZ/xMRj+7BC/8WCj1zUrifz6vl9axTurOid2ws6xJXbCjIii3Rwgo4zwlKDcWu4jDG3j36QV7zHaPvkZWWQwSxualxWQLACCKVUEQotdGk0zLgzFsPdJREi3Dq06u1unHN1vLsf5gHZOpvkv0Kb0z1c82lAZtt/mMHwvjPX51BgB9LynrGON8WpXd2/3zjYd1980zoUc6PAF1C4A6rbNoQRSrgiBEK24zyf+6fnRnfTWeaSHyzwQ4LSrj0HOtmhZnRLtEk/Tj7uAdQLT2QD3WH6y3eQPqQ0G70dgS5w2orz7y5Q4b0+EPy3n9M92JFsMsrXNoRRSrgiBELYmS2SNzU6X2Ou9fDDUaGwurv/AGGIk3G3T7Fd85sRu2HW5SG92BoN7u3+bvsnKORwG0D+oNxwCXT/nrkj3Vlk3FDVpHOYZMCc7okUEpIfO0zqIVUawKghDNnCrjbz18dg/dnUQTTgQklmpVLNxZQftlJ4Lq9BXuzF7t1M83Hg76wPniOjdmry+RnV7lhWDfdrTzK+ycD9cWW7TOcTzDuqTAr7JiAG3fiRehdPqjLAiCEBw2k/zEOX3b+/plJWodRTN6viQeCptLGlHt8OGuid20jnKMdgkmZMQHtwXg115etNfIwS8FMCAkdxCtCGS/os/hIef0be+3GuXZWufQkihWBUGIdk1GWXrgmUv6xewhAdF4KMCpvL6siFw5LEfVOsfvfXbLKPXH3ZVqqHab270Knv++0Gz3Bt5E9A+CCBZCCTEpemxWBXBev8yAUaZztc6hJVGsCoIQ9SRK/tsp1Xr4wgEdtI6iiebxXfp8IQ6V+dvKEW82SKO76ufY3dk3jWDegEof+mJ7SM+cn72+hNg9gT4Azgjl/USBtIDKHnZ6ldIGlz+jpN6tdZ5j9M5MgEmWnAB2aZ1FS6JYFQQhFrB4s+Gmv13Yx20xhLRO0CXSPA0gpqpVn8Lw8bpi9sg5PXWxuvrkxX14Xrt4cvW764g3ENrLzSrj+Ghtic3pU64M6R1FsEa3/xVvQC1duKPyb9e+t77DhH8tszV5grvhLRgm92mnUoo5iLGf398TxaogCLFilUEiP905sZu+pn2HAY3RkxE+WH2I5mXESz8/NEF565ohuHJ4DuLNcthz/DG/Ey4elE2uenstqXX6w3KfP+2uIhSYCtEKcDxmq1G+ZfSzS0z3fLrFsrlEfxMAjrpwQAeX1SjP0TqH1kSxKghCzIg3G+6+cUyXQHayLjf9hgwBYq5nFQDKm7w468Wf8dKifXKt08duHtuFbX78LGx6/Ey24J4x6m3jc0OeYWxeGh45uydu/XAj9lWHb+RvUY0TDp9iBDAwbHcaOYYV17m8da7wvHForawkCzokWSiA1Vpn0Vr432IKgiBo5zAheOGpqf0euu6/6y2xUsDF6soqAJQ2eFDaUIavtpRRADAbKPp2SKQDc5Jw67iu/Oy+mWzam2skbwh2gndJteL16YP5P+bvxqr9dWF/EBZsrzBNH5kz1SRLW8J933qmqGz8in21un/HembvdvAr7DuzQYq5q0G/J4pVQRBiitkgPTM4J+nih6f07PXc9wUGrfMEw+CcZPTPToTFIMFslBBvllmcSeY2o8zjTBJJsZkIxOVgAIA3wLCxuAEbixvwxaZS8sbVQ8iqR89gV7+7ju6pcATtfmxGGV/cns8+WX8Yn244rMlVzB93VxouHZI9zSRLf9Xi/vXK4VXOXnewTvc/+xcN6GBPsBg+0TqHHohiVRCEWOONNxvOvHZUp62HG9ztZ68rifh2qP87v5faPsFMK5o88AYYcQdU6varsHv8KG9S4PQ2Yntpk9YxdafRHcCVb6+l907KY1/eno/nvy/E+6sPBeW2F9wzRt1yuJE8vXCPZt9fGw81IMEsd8ORThCtcuiMZDVJQzYc0m+fKgAkWGT0yUowAfhR6yx6IIpVQRBiUY3NJI9//LxeGysavYlLC6u1ztMmhBD8d/VB8tbyg1pHiTicAy8t2kc3Fzdg5vTBGJuXyh79cif1KSp8CoOvFe0Bn9w8gnkCKr3z481Ey1YThXEwDi4RmADE9Cluv9Kv3ukP1Lv8uj6DeWKPDHj86mqTLOlvnpYGRLEqCEKs2m81yme/etWgJZNfXG4pa/Ronaf1OI/pvtRgWHewHt9ur+BXDs+hPz+cBokSSIQgoHJ8s61Mnb2uRPr16nTfrASMy0tHUY0L20sbUdHUXAs+NbUv75oRR859eQVpTaEbbAGVKS4f2yVR8rnNJD+mdR4dGLbhUL3u59ddMKCDK8Fi+EjrHHohilVBEGLZ2oDKfsjvlnrxnI2lWmdpNY7m1VXh9BECXDigA564oA+cPoVNe2uNtPZA/S8fH9QxEfdP7kE+vmkEb3QHsGBHBc7p2x6pNhOK61w8yWrgKTaTFFAZGlx+lhZvohfNXIVwjag6lT9/tcM4tFNK7gUDMttrnUUnXGajpIvZuydilCjGdEuTKSHztc6iF6JYFQQhpiVYDItHdEmdMmdjqe53BwvBNbRTMp6+pB9LjzNhxo+F9KN1JcesuG053IRr3l1PKQWuG9UZ5/XP5B+tLSbvrjoIxv63ae1IUUu9CmP7q5266YOeu7kMyVYjJEpi9rjh3ynNTrJqv+R9EvldU+ENqIVmg1SjdRa9EMWqIAgxjRKyZmRuSkSPhuFcDM0+HTkpVjxxQW91ZG6q9MWmw/Tv3+4GO0X5whjw3qpDeG/VoeMuYW853IRbP9yILf83mabHmVDj9IUiequYZAqDRMM35FXfStslmHRd+5zbP9MbZ5ZFC8Cv6PoBEwRBCIPtGfFmU7xJhsMXmTWr2ObdMglmGfee2V29aniOtP5gHRn1zGLYvcF7zN1+hvImrzqpV4b06YbDQbvdtjIbJMiUiI06zcqTrEYLIfo9KOPMXu2YTKloAfgV8WZcEIRYF3D5lYL+HRO1ztEGXPSsnoRMCf44qhNf9egZGNMtFVNnrsIf/7uBBrNQPWppQbU0dVCWrnoizQZJIYSIaQDNvH6FudNsJq1zHFeXNBtMMvUCKNQ6i56IlVVBEASgJC3O1F/rEK3GmzcKCcea2CMDT03ty2VK+MNfbCcLd1aGdCf4m8uLsPzhiZLNKMHl10fNajFIKsToql/4FLW6faI5Tk+tGkeN7pYGlfFFEBdMfkOsrAqCEPMI4DNKkft0KF7Vju/Rs3uwV64cxD/dUEKGP72YLtxZGfL7rLL7UO/0q+N7pIf8vlrKYhTF6u/s7ZkZr3WG4zqzV4YjwWKYp3UOvYncZ2dBEIQgIYR4ZSmylybFyur/yJTg5WkD1T8MyyEXzlxJ/rN4f1jvf+2BOunCAfppBbAYKIMoVn+RZDW+ed2ozsE7WzdIKAFGdEk1AlisdRa9EcWqIAgxTyLEZ4jklVWxtPoLq1HChzcOZyO6pJBJM34mB2rCP7HpzRUHMK57mmTQyRsgm0nmEMXqry3okm5T8zLitM7xG/2yEhFQWSWA0F8CiDCR++wsCIIQJJTAG8nFKgAQ6KMw0lKqzYiv7xzN0+JNfNwLy2i9W5vB/AUVDrj9KhvRJVWT+/81mRIM7ZxiALBO6yw6EiCEvHHNqE76OLnhiDF56UymZIHWOfQosp+dBUEQgkCixKuXVbDW4OAx3waQk2LFgnvG8Hqnn5/17+WSX+OjTneUNpFz+2Vq3gowIjcFKuPFAIq1zqInFoP0xqWDs5lJ1k8ZdFbvdk6rSf5O6xx6pJ9HSRAEQSOSRCJ6ZZVzxPS6at+sBMy/ewzWFNVh2ttrdfFAvr/6IDmnX3vNz6C/cEAHr9Uova91Dh0qVlS28bz+mVrnAACYDRS9MxMsAJZrnUWPdPFDLQiCoCWJkIieBgDE7garcXlp+OyWUfhozSH86fNtuvlX+HlvLSRCeL8s7eb3UgKc2y+TGyQ6R7MQOpZoNc64cXQXXWy0GtY5BS6/UgBAF3n0JrKfnQVBEIKAEOI3yFTzS7atFav7qxItBrxxzRA89d0evPDjXq3jHGNflYOf07e9pv0IVXYfd3gDzwGwaplDpxZ0Sbep3XSw0WpcXnrAapS+1jqHXoliVRAEAQiYZKptk2MbxeIJVtfld2bljV519roSraMc1yfrS+jUQVmaPTCMA+e/ssK6fG/teXZPYIlWOXQs4AuwtT3baz9zdVKvDI9Jln7QOodeiWJVEAQB8BsjeWWV85jrWTUbKG4a24U+tWCP5n2hJ/LF5jLEWwxEy2LIG2D4fmeFmXEe0CyEjkmU1CaYDZpmSLYakJVsMQJYr2kQHRPFqiAIAlCTnWyN2BdzHoPjAK4Y2pHbPQF1aWG11lFOam+lg100sIOmq/aXDsl2JlgM72qZQa+MMq2JN2t78vxZvdvD41dXAIjY56BQE8WqIAgCsGFAdqJuV+hagMTSk7lECe45Iw+vLNmv+8fsgzWH6CWDszV7JxFnkjEqN9VACRH9kMdhkmltosWg6ZuJa0d1ciRZjTO1zKB3sfT8JgiCcCIHzAaJZ8SbtM7RKjzG9lid1y8TAPinGw5rHeWUvtlaDqtRQp8OCZrc/10Tuyleha0C0KhJAJ0jhDSl2Iw+re6/U6oVXZs3eIn5qichilVBEASAe/zqjgEdk7TO0Voxs7/KapTw2Dk9+QdrDkXM61dhpYOHuxWAEuDpqX19V4/qdDDRYpgezvuOMI3JNqOi1Z1fPqSjwhj/CKIF4KQi5oddEAQhlGwmeemA7KSInAjA/7+9+w6PqkzbAH6fNn3SC+mNlkASeghdiiAIiqIgKqxlFXZF3bXsfpa17bq2XV351rXxqSuIWHYV26qASxERpEqREmqABEJLmUw753x/4Pepm0oyyTkT7t918Q+ZOfOEuZjcec/zPq9+/hwL8MTlBZrHr2pzl+0xupRme+2r/eIlvdpvKoBVFvHCtf1qJxYmb3JZ5X7gWfONOR1lUBuAIADTi9L9Tqv8ghGvH06M7SomIjIJiyyuKcqOqQZgzP3aVjofouoVfVP1YV3jhRFP/jusFlpq/Sr0dmrUKEiNxCOX9PRkxzuXum3KFQAMu8UdJk5H2I2ZBlCcHQtZFI4C2GxIAWGEYZWI6Kx1PZIjwrJpVdM7bhtAtENBTrwL3Tu5cc+EXOHWhRtx0uM3uqxz0i8jBnsrqjUAbbIhTBYFjOvZCb8Y0bkqI9bhUyTxMYssPgMgbMextaO9mbFOa4RNRqW3fbsBphelexwW6b/b9UXDFMMqEdFZR3UdNRmxDuuBEx6jazlXHWqDVaRdwavX9de6JrpFWRRQ6Q1qpz1+7dmlu+UlO8w9qqo+uUlubD9SGfJfJ6IcCq4uSldvHJLtE0VhZ6Rd+T2AxQAM68EMQ0eDmvbBzwZlXvZsO06XcFlljM5NlGRJXNBerxnOGFaJiL7nV7UNhalRo8MwrIpj8hK1ResOiXsraoyupdUuLkhCYoQNk5/7ErvKq4Gz+yvC6tb/j6VGO4Ifby0L2c/bnHgnZo/oXHtxQZIQULX33TblcQAbQ3X9843bpjxw07CciS+v2id5/O2zGD0+Pwm+oLbSpkjH2+UFw1zY/ucnIgq1CJvyRe/0qLDblavr0K2yKHx061DcOCQr7G/9ThuQrr27oVT8PqiGvUi7Iu493vrvpWdKBObN7Ffz4ZyhVRMLkp6yKVKG26ZMA4Nqa+3QdP2L6UXp7bbRakZxRlWkXWELQDNxZZWI6HuSKHxdlBVTC8DY8xfPmY6Pvz0qfPztUbzx82Lpi53HUHI8PFdYO0XY0CXBJU57YY3RpYSM2yaLe1vxfhRlxeCOC7tW90yJ9CuS+HtFEl8EEJ5vsElF2JV7b7mg84h31pfaT3va7vfVGKcFF+YlcrbqOWJYJSL6wfrOCW67JApQtfBpA9UBQAA2HjqD5buO6X+8LF+/8oU1YXnnbEJBkn7opEer8QdNfzpVc3SOd0LVdZyoOfdNYSO7J+DOC7tVp8c6Ku2K9DtJFF4HEF67y8LHRlEQXlr925E3/f2rA9KLK/YqJ1vwntWnS4ILo/MS9YkFyVU5CU5LrV9dZZHEJ8DZqs3GsEpE9IPTvqB6vEuCK/m7siqjazknwvfDq25/c5Ow9t7RuDAvEZ9tL2+z1/t+gwi+PXwGJSG4xf1/pvRN1d/fdKRDBFUAKM6JRempWg3NbLuTRAET8pNwx4Vdq2OcljKnRb5HFIV/gDv721yEXbkNwJ+vKcp4cGZx5rQ31h4Un/93ieV49blP/+qW6MbVA9P9F/VMCjgsklcH3nNZ5bcBLLfKkjfkxXdwDKtERD+iafi6MC1qcjiFVV2H/n9bzb1BDXOX7Rb+MDlfX77ruOALhrYNz2GRcN3gTG328M5ilTegRtgVqdoX1D/+9qj+zvpScduRyhZfO9ZpQXa8U3zly/2hK9hghWnR2FlW1axl+gn5SXhgYl6NTZF2RdiVewB8ig426SEMHHDZ5OsA3D+1f9p904vSZ779zSHxr1/ssZRXNh1auya6cPfY7p7BneOCkig8Y5HFdwF8C76PrRKWt4mIiNqK2y4vGdw5LqzGAZxtA/hhMtJLK/fBG1C12SNyQpZUJVHArOHZ+tf3jMIVfdP0WxZuQPFjy6QeD3yK33+0XeiW6BbenlWMxy8vUCNs574OIgrA1P5pKD/jU2v8HWfyUk68U9txtLLJleLbRnUJPDmloDwhwnZRhF3pA+BfYMAxSnI55AAAGMBJREFUUqnLKs+yK1LW5X1SX1h+1wW1j1+e702Nttf74M4JLrx4bV/P+78cUjm0a9zDdouUbJHFBwBsAd/HVuPKKhHRj4iC8MHo7gl/kkUBwXDpW9X1OidY3fbmJmn+jQPw9jelOHy6ttUvMa1/mj5reA5+tWgTluw49pPw9cHmo/hg81EhJcqGl2f2x8rfjMT9723F4s1HmrxuarQd0/qn6dOLMgQA2qMfbe8wLQAAIIuCrjVyfJUkCnjssnzfRT2T9jus8gjwaFSzKXNa5VsBPDKxMPmuSb1SfvH5tnLxL0t32UuO1yAn3oW7xnb1DO+aoIoC/mhVpLkAOsYYCxMR9PY6A46IKEyc8QS237JwQ+7K3RVGl9Is82b2Cx486ZEf+mD7T/5+wY0DNF9Aw/WvfdOqu2iyKGDNPaPw1Kc78ea6Q00+fmq/VNwzPk8/Xu3TD5yo0U55AsKJap942hMQztQGUOkNwCqLuHpghpabFCGWHKtW//rFHumTreGb01KibZgxMBNDu8SpDquM9zYclp5bXoJ7xuciJ86pXvs/a+uEcLsi4cUZfT290qI2uG3KeADh03ty/oryBtTbdB137D9RI2TGOiEKeMyqSH8BQ2qb4coqEdF/cFilVycVJj+0cneFzehaWmP2/A3i6t+O1AflxGJ1yYkWX+eSXsnQdF17c92hZoXeRd+U4v1NR4SfDc4UEiNsYqzTgu6d3HDbZM1plXWbIumCAGHJ9mPSzP9Ziypv+O/8/+TWYfqu8irtnxsPix6/KswoztRuGp4tlp6q1ZMibfV+f1f0S0XfjOjNDos8EtwZHi5O2xTpIQB/yk2KGANgKYCWN2pTszCsEhH9B0US3x7Xs9NDv3l3C8KlE6A+ld4gFn1zSLh3fK42Ye6qFq2uigJwx4Xd9JdW7D2n53uDGp5fvrfO5VpSg9ld0C0BqqYLU57/6v9D6YKvD4pdE124uihDm9o/TRqUE4PVJSd/8rzSU7XwBjTRYWFQDUPVAP5pdBHniw75wUFE1Er7NB2lA7JijK6jWXQdEIT6j54/UxuAt4XNt1ZZxAMTe2g2RdRfWrmvVTV2ZDMHZej/2lZWZ7TUrvJqPLB4m/ThliPqdYOz6rwH249Uwm6R8oA6LcdE9CMMq0RE9bAr0t8nFiSf+4BFk8ntFIHd5efeCpmfEoklvx6uj+qeoF/5/Ff8WdGA7kluDMiKEeavOdBgK8NHW8qkXmlRdcJqWaUXmqYrADLatEiiMMcPICKielhkcfEF3RPC4rQgHQ0vzaXFONTdx6qb3ROqSALuGttNW3TzQCzdUS4MeeILaU+YHt3aHl79WX9t3qp9WmPzZVeXVMBtU8SsWEedr7257pDmD2o7T3n86wH0b8NSicIWwyoRUf22xrmslgh7OLT2N3yXP8Zpwf4TzQubTouEt24u1i7vk4rL/rYaD/7HdAH6qWemFuqV3iD+smR3oz9LfUENa/edVK8bklXna498uN1R+NBnll3lVbkActuqVqJwxrBKRFQ/tcYX3NY7LdroOpqk4ydnAvyEyyqL+yuaPuMg0q7g3dmDdIdF1oc8vlT87iinKDVlQn6yMHv+BrE5LcFflZyQClOj6j2koTagIsFtCwDYEeoaiToChlUiogY4LNLSPun1BwxTaSQrabqOnHhno0+Pd1mx+JbBujegamOfWSGF+ITWDksUBRw82bxV6x1llUiMsNb7TgkCkBJltwPYGcr6iDoKhlUiogZYFWlVcU6c6Qd964AgNNC1OnfpHuHRy/JhU+r/uE+JsuODOYP1Qyc9+qXPrQ77eaftSdN1KFLzfozuOFqJSLul3n/f5Eg7AqpWDc7rJKpXODRjEREZZU1+SqRVEM6OhzIrvZGjCOd9uQ/XFmeod4/rLny85aiYHe9ClwSXlpccoWfHO8U4l1VYsr1cn71gAxcvzlFQ09Et0Y2Nh043+diKaj/sFgnr7xutBzUdmqZD1XWomq7LkigENZ19F0QNYFglImrYMVXTz2THuRJKjpt6gVUQG5nUOWvBeumtm4r1SQXJ2pnagFZ6yiNvPXwGr63eh6/2nkSVN8ig2gKvrd6H128YgGvnrW0ysI7JS8SJap82e8F60SpLUEQRiiTAoojCdYMygwmpUfPbqWyisMOwSkTUiKCmremTHjXJ5GG10XXf745WoeChzwScnXDFYBoij32yEzW+IObfWITrX12Hr/edbPCxc0Z21t7dUCqu3XfqJ38viQIenZwfUCRxXlvXSxSu+KFFRNSICLuypCg71mt0HY3R9QYPsKI2NndZCf78+U68cl1/DOsSV+9jClIjkRHrFJ/6bFedrw3IjIGmoxRAnbNpiegsrqwSETVCFITF4/M7PfHoxztwssacZwToTaysUtuat2o/PH4Nz1/bF7e9uQkrdh1H905u9EiORGFalHpBt3jxy90V8Ae1Or9STOqV7HNYpFcNKJsobDCsEhE17oCmY8EvL+h87SMfbrcYXUxDuLBqrIVrD8LjD+LZab0hSwKqvUHtRI1P31VeJc1dthsL1h6s8xxRACbkJ2mKJL5lQMlEYYNhlYioCS6r/LvpRelXv7C8BMeqfEaXU4eZJxWcT97fdARf7qlArV9Djb/pTWsDsmIA4AiAPW1eHFEYY88qEVHTjmia/tLto7uYL6l+j02r5lBR7UeNP9isxw7tEq/aFenNNi6JKOwxrBIRNYPTKj8yuU+qmhptN7qUOnS2rIal7p3cHkUWtxpdB5HZMawSETXPceiYe8eYrqacDMCF1fCTHe/SAJQYXQeR2TGsEhE1k90iPTYuPylQnBNrdCk/wZ7V8JQUabOD/apETWJYJSJqvtN2Rbr45Rn9PH3So42uhcJYjNMCAEEAp5p4KNF5j2GViOjcrLAp0mV/v36Ap0dyRIMPyo5z4sYhWbrc2DmoIaKDpwKEm8xYB2oD6iGj6yAKBwyrRETnSBKFTx0W6ZqFPx9Y2yXBVefryZE2vD2rGHNGdcaHtw7RM2IdBlRJZpYR64QA1D3SiojqYFglImoBURT+abdIN711c3Htj8NorNOCt2cP0tftP6kVPvS5sPd4DT6+dSim9E1ts85SXef+qnDTJcGlOa3yt0bXQRQOGFaJiFpIkcT5Dqv063dmDfIkR9rgsspYdPNAvfSkR581f4MIAL9YsEH49aJNeHBSD2FgdozRJZMJuK0yri3O8CmSuMjoWojCAcMqEVErWGXpebdN/t07swd53rixSPMHNW3qi2t+8tn66fZyrNx1XJ9RnKmG8rVtiog7L+yqXdijk7T+APfphIs5o7r4AbwHYIvRtRCFA0HnzBMiolar9avPAvqcHg9+Ck2r+/WsWAc+uX0YBvxhCSq9zTvhqDEX5iXi0cvy4fEF1TkLN0qbS8+0+podXUqUDfdfnKdvO3JGmLvMmPGmqdF2fP6r4bV2i9QZZ49aJaImcGWViCgE7BbpDlXH0eLs+mew7jvhwbEqn3rd4CxEO5QWv05WnBNv3jRQe+qKQv2F5SUY9uS/GVSb0C8jGotvGawuvWMEBEHQZg7KwgdzBqtOi9yudSiSgN9f2tML4GkwqBI1G1dWiYhCRNP0K/ZW1Lwy5unlzvo+Wi/plYz7J+RpbrssBoI69p+o0VaXVOBfW8vFTYdOQWvk49iuSLhtdBdtZnGmuHL3cf32RRsFj7+eJVz6fzEOCxbeVKSmxTikN74+qM1btU88esaLCLuMZ6b21vqkRwlzFm4UVu6uaPNaUqLseHlmv5rUaPsat02ZBMDT5i9K1EEwrBIRhY5Q5Q1su/efW3MXb2584SwvyY1hXeMxsnuC3jXRDUkUhKU7jqkfbjkirS45gWiHBZlxDmTGOpGT4NIu7ZUiVtYG1F8sWC9tP1rVTt9O+Bqbl4inrizUl313TLv3n1ulal/d1otrB6br/zU+V3hpxV48vWR3m9VyQbcEPHtVr1pZEh+2K9LjAPiDl+gcMKwSEYXWBceqvB8OfmyZI6A2//N1QFY0rh+chT7p0Vqsyyp6AyqqfUH1tMePw6dqpU+3lWHRN6VtWHbH8acrCvSLeiYJ972/Vf/HhsONTvUqTI3E6zcU4bNtZfqd72wJ6QQwSRRw19hugRnFGVUOizwJwJehvD7R+YJhlYgoxCprA8v//Pmuoa+u3t+i8COKqHeTFjUuzmXBu7MHqboO8YbX1gklx2ua9bzMWAfemlWs7yqr0q+ZtzYkezni3Va8NKNfTU68c5PbpkwGcDwU1yU6H3GDFRFRiEXYlTm/HtPV67K2bAMPg+q5k0Xgg1uGaNuOVApjn1nR7KAKAPtPeDD1hTXC4M5xYu+0yFbXMignFkt+Pby2W6L7abdNGQ4GVaJWYVglIgq9LRDw0c3Ds1s/o4qaZdHNxWpZpRe3Ltwo+oLnnvavH5yp7jlerW481LrJClcNSNNentnvdKRdmWi3SPcDCOlsXaLzEcMqEVEbiLApd94wJCsQ77YaXUqH9/CkPD0txiFe/+o6MdjYSIUG9EiOwJS+qdJNr30jtaaOgdkx+N3FPWocFrk/gKWtuRYR/YBhlYiobRzQdcy7Y0xXn9GFdGSX9UnB5X3ThGte/lo45Qmc8/NFAXj6yl7a+5uO6PtOtHyaVGq0HS/O6FdrkcXLAOxp8YWIqA6GVSKiNuK0yg9e0jslmBXnNLqUDikvyY3fX9ITty/ahF3l1S26xtT+6XqMy4J73vu2xZMAHBYJr99Q5LFK4n2SKCxp6XWIqH4Mq0REbeeECPzx3gm5HADfBl6/oUib9+U+7fPt5S16vlUWcfe4bsKjH+8QW7Opbe5VvWvj3db3rYr0dMuvQkQNYVglImpDVkV6elB2rKcoK8boUjqcgyc9+qjuiXBaWtZqOn1Auu7xq+o/NhxucQ0XFyShKCum1GWVrwOH/RO1CYZVIqK25bEp0i8eu7ygRhJDOnP+vDf5udWSLAr6/BuLNKvcvB9nbquMcT074c9XFqp3X9RdeOyTHS3eVCWLAu6bkFfjsimzAbA3maiNMKwSEbUxURTeiXNZtk8fkM6VtxAb/+wKKdph0V/5WX9NkRr+ZeDSXsn6h3OGaOvvH4MHJuapDosk3fjqOnyw+WiLX3tq/zTdYZG2gDv/idoUT7AiImofBdXe4JohTyyzn27BrnVqmE0WsezOEdr2o5W4+fX1ovof46uy45z46NaheH55CV77ah9Oe1o//tauSFhzz6jaSLsyFMD6Vl+QiBrElVUiovaxBQLeuHtsd94uDjFvUMOYP68Q81Mi8czUXqrwHwusj1zaU/1yT4X+l6W7QxJUAWD2iBxVELAUDKpEbY5hlYionbis8t2Te6f4c5PcRpfS4dT4gxj7zHJxUE6s8MfJ+ZoiCSjKisEDE/P0wrQo8bY3N4WsYXhI5zjcODSrKsKmzArVNYmoYWwDICJqR0FVm731SOWTl/71Sw5fbQOJEVZ8evsw3WmRhSpfUNtdXiX89xd7hJW7K0Jy/eRIG/71q2G1ETZlPIB/h+SiRNQohlUiovYlVXuDOx78YFvnd9aXcjxAG3BaZCS4LWjNiVT1scoiFt8ypCYj1vGwTZGeCOnFiahBDKtERO2voMYXXDP2mRX20lO1RtdCzfTklALvuJ6dlrptykRwpipRu2HPKhFR+9siicLDf53ep4ajV8PD1H5p+vj8pGNum3IVGFSJ2hXDKhGRAWyK9GR2vPO7nw/LVo2uhRpXkBqJBybleZxWeRyAKqPrITrfMKwSERlDdduUKbeP6urldADzKsqKwRs/H1hrkcTpAHYYXQ/R+YhhlYjIOPtlSbjlb1f3rWnucaHUfsbkJeKV6/rX2BVpoiyJi42uh+h8xU9HIiIDKZL4WqzLsvKusd38RtdCP7iib6r+l2m9zjgs8ghJFHicKpGBOA2AiMh4cR5/cPf1r66LWrP3pNG1nPdmDc8O3jqqyymHRR4CYJfR9RCd77iySkRkvAqrLF3zzNReoR0MSufsvgm5/jkju5Q6LHJvMKgSmYJsdAFERARIovBZQoTNbnQd5ytJFPCnKwq9o3MTdzut8ggAXOImMgmGVSIicwjoOnRFEoSAyvas9mSVRbw0o5+nd3rUNy6bPB5AjdE1EdEP2AZARGQSqqYHbLJkdBnnlQibjLduLvb0SY/+1G1TRoNBlch0GFaJiEwiqGk+m8Kw2l7i3Va898vBNZ0TXK+7bPIUAAGjayKiutgGQERkEpoGv83CNYT2kJvkxvwbimrtFulJh0V+GDxClci0GFaJiExC1XUv2wDa3qjcBDw7rbfHKovXy5K4yOh6iKhxDKtERMaLqPEFH1QkIb7SyzvRbennQ7PUX43pWuWwyOMAfG10PUTUNIZVIiIDBVRtbEDVFn2+vdzy6Mc7rMeqfEaX1CHJooA/TM73TShIOuywyCMBHDC6JiJqHoZVIiIDiYKQXHKsRr590SbOWG0jEXYZL8/o78lNcq91WeVLAFQaXRMRNR87+YmIDCSJwvzseGdN34xoo0vpcAQBmNI3FavuHlmblxzxitumjAGDKlHYEXSdGyCJiIykavrN6/affGrai2tcRtfSUfRIjsATUwpq0mMcB9w25WcA1hldExG1DMMqEZHxrB5/8PBVL66J3Vx6xuhawlqEXcZvx3X3Te6d6pcl4Q5FEucB0Iyui4hajm0ARETG81kk8cG7xnbj6UktZJVFTOufpq/6zcjaSYUpb9gtUqYiiS+BQZUo7HFllYjIHGwef7Ds4mdXRe6tYGZtDkEA+mfGYGq/NO9F+Z2EgKp/E2lXbgOw3ujaiCh0OA2AiMgcvL6AdijGaWFYbUJmrAOX901Vr+qf7rUqYoVVlv5mkcX5AA4bXRsRhR7DKhGReYgab3bVK9KuYGJBEq4ZmFGVEevUNV1f4LTKLwHYBB6VStShMawSEZmHyNYsoFuiGzcNy65Nibb7EyNsiHVZLHZFkj1+9dNIu/I3AJ8D4FFfROcJhlUiIrMQIIRTVJVEAZ3jXchPjYQkCthVVoWd5VXw+NUmnxtpVzA6NwHllT5sOHjqJ895fEpBdWFq5AuCICwHcOT7P8ci7WLTFyaiDodhlYjIJASc3dVuBoIAFGfH4uqiDE9BamTw8OlafV9FjfXQSY8tJcru65cZ7c2Kczl8QbVC1fRvAPgA9HJa5YzTnoBvZ1mltunQGdfOskrxu7Iq7KuogabrGNI5DlcPzPAM7xov+YLaSl3XExwWufvBkx7vit3H7YdP1SpdEly1giD8FkDQ4H8GIjIBTgMgIjIJX0C9b+uRyvuWfXdMee7fe0QjPp7TYuy4sl+aOn1Auk+RxDKHRZorS+IKACkAMrwBNccii4dEQVgPYCPqngglAcgBkB9QtcJqb3CgJAk97YoU7w9qwaCmH3BZ5bmSKLwB4NT3z7EB6B9UtRFV3uA4l01+TpHEBe31PRORuTGsEhGZhxvfh793N5R673x7s609PqIdFgnj85MwozijqmuiW1A1fYHTKj+Ps5uXQsUOIA7AoRBek4jOAwyrREQmomr6BZIolFV7g69/svVoz7vf3WIN9ce0IgnIiXchNykCw7vG147r2Un0BtSvohyWuQA+BOAP7SsSEbUcwyoRkTm5qr3BlR9uOZL72398a23pRZwWCQVpUchLikCvtChPfmpkMCXK7qj1q+Wqrm922+Slsii+AaAshLUTEYUMwyoRkXm5q73BVd6gmlNZGwhW+4JYuPage+HaQ03uwhIE4Mp+afp9E3K9QVXfo8jiGpdVXgtgM4BtADxtXj0RUQgwrBIRmZsFQDbO9rPG1viCzy/efKTT/e9ttQYbOEGgZ0oEnppSWJMSbS9x25SZCG3vKRFRu2JYJSIKLxFV3sB7u8uri254bZ3jlOeH2fiRdgX/dVF33yW9UnwWWbxdEoXXAGjGlUpE1HoMq0RE4Ueq8QWf8KvarKNnvAGXVRYcFkl022RLQNVfd1nlu/DDWCgiorDGsEpEFL76AnDg7LirSpwNqKcNrYiIKMQYVomIiIjItMxxrh8RERERUT0YVomIiIjItBhWiYiIiMi0GFaJiIiIyLQYVomIiIjItBhWiYiIiMi0GFaJiIiIyLQYVomIiIjItBhWiYiIiMi0GFaJiIiIyLQYVomIiIjItBhWiYiIiMi0GFaJiIiIyLQYVomIiIjItBhWiYiIiMi0GFaJiIiIyLQYVomIiIjItBhWiYiIiMi0GFaJiIiIyLQYVomIiIjItBhWiYiIiMi0GFaJiIiIyLQYVomIiIjItBhWiYiIiMi0GFaJiIiIyLQYVomIiIjItBhWiYiIiMi0GFaJiIiIyLQYVomIiIjItBhWiYiIiMi0GFaJiIiIyLQYVomIiIjItBhWiYiIiMi0GFaJiIiIyLQYVomIiIjItBhWiYiIiMi0GFaJiIiIyLQYVomIiIjItBhWiYiIiMi0/hdt2CIyLms7aAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -138,7 +138,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -169,7 +169,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -202,7 +202,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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MuyYyfE4tGy5bDj/Q/daotJ9tdzgBHB6VxgkhhKQFCqvkbJYLpT6zobXOlYyTh4WJhn4/Gk5biL4xFMCHpqxAXeB19FsJWb6NDKLAPR9BMyosyIT3rE7L8IGBxQB0JrptQggh52aGTa11X6svFjJ0h9duFi8s7tXdespthU1hlZyJ1xDiiVeaalwRkVqX2VsjIRzo6RAXFH4ZG5vvoynko6zUc4GoCQYT+jjbGMflxRWx2dl5ARvntyaybUIIIUNzbO2xosadTcXSkm8vXVWz/nh5+UVlrdOvmj7ipavC4TBbunTpbMMwmBCC3Xjjjb0PP/xwSzy10g5W5D0MIX51PNjrG+ql/LG2pb1RA3PzWdk3JbuUtDY1830yy1Gh7e5qTVib+U437pqxIDwrK3eNnWszAWxJWOOEEEKG5NjaY0X12xpK3x1UAUBaktdvayg9tvZY0UjbdjqdasuWLVVVVVWHDx06dHjdunWZ69atG/LclzOhsEpOIZW62lLy9nUttc5k13I2lpJ4qfEYm5y1Cm5bbrLLSTsMHAvz7hTTs69n/6ytwtmWLBuuC/KKxUemntefoTs+59BstwCIe79oQgghw2OGTa1xZ1PxYMc07mwqNiPmiDIi5xxZWVkSAAzDYJZlMcbiW/mQwip5N59Q8tGXGo+6YzLlhqycojkcRHN/UEzNuirZpaQVnbtwcfG9Mse5gD1y9CBri/QnpN0PTp4dXppfekDn2nzO2N8S0ighhJBha93X6ju9R/V00pK8dV+bb6TnsCwLs2fPnltYWLjwsssuC1x55ZVxvZlQWCVviwnrD4f7ujznWlM1VXRG+7nblp/sMtKG25aPlaX3KVPlqj9UHeBhK3HjlZ2aLhya7X4AtQlrlBBCyLDFQoY+lOOMYGxIx52JzWbDkSNHDjc0NOzfs2ePZ9euXXFdraWwSgAASqlbDSnev7G13pHsWobKbxrMoeWk1gywccqrF2Fl6TdQH7Lw95pKLdF77e3tbsuICuvLCW6WEELIMDm89iGN7bJnOOIeA5aXlydWrFgRfOGFF7LiaYfCKgGAMkvJR1Y3HHVbKuW2BD6roBGDxj0J3wJ0IsqwlyJqWWJN0/FReTyrA93QGLsEwKDjpAghhIyu4oXFvdzGB32z5zYuixcWjWiWdUtLi62rq0sDgFAoxF5//fXMOXPmREfS1tv1xHNnMu5lmlL82JSieltHk7s1Ekp2PcMSMGOwcTs9hxMgbHbBzrVRC/6mlKj29yih5JcATAZQAiAPQMZonZMQQsh76W5dlF9UNugyL+UXlbXqLn1EvVeNjY36ypUrZ82cOXPuokWL5l5xxRWBj370o/5z3/PsaJ3VickppPyihPresUCvbWt7oytgxpJd07D5jRhszMY8tkLaICBOYasTNm10g/+bXa3OMk/Gl3SufZkzxjhj3Ma4LpT8js61H4/muQkhhLzj5Dqqp6+zym1cxrvO6tKlSyOVlZUJ3ZmQwurEokmlPmEp+bOW/qBrY1u9pzsWSXZNI2Ypidpgr5iVfYO2p+t/k13OuGbKMKAksnQ7/KYxKufoioXxv9V7ve++LcvuwCemL/gOgL8AiGvRaEIIIUM3/arpbRUrKjpa97X5jGBMt2c4zOKFRb0j7VEdTRRWJwanUupjhhTf6zOiORta67wt4fF1yf9sDvR2aO8vO0+ChrTELSr8ssSdyf3+rjE7p9+IYW93u21BTsEvHJrtw2N2YkIIIdBdupy0rLw72XWcC73Bp7dCS8ofmlK0N/YHfvlCw9FJf685mDZBFQDqQ34wZuN5rjnJLmXc6zc7VZE7rk1GRuSNziZdATcAWDrmJyeEEJLyKKymp4UxYT1uSllX2dd179+OHch8sq7S29Af1/jmlKQAVPZ1yulZ16XcZYvxpin0Bp/vy8X7iieP6XlNKbGupdZlSfl6TFhPArgC9NpECCHkBBoGkD44gOujwvqOUuq8N7tbHft7OrSoSP9lSA/2dvLzsudi4CGgzDpSLf27Wchsw5KCz6hpmfPlM3XHtM4xGtNc5e9GQ8jvnJOdd+v5OUVXZ4LZGNTjzOF8AcB60NashBAyYVFYTQ9FhhCbg2ascEdnc0a1vwcSKtk1jZnOaBgRYanJmStZXWBjsssZ1wJGE15v+gGbmX09++i0K3Ggpxsb2urH5NwRYWFPdxvb392R8aW5F0C+tvqTfNa8W1E6yQnTqIGuP8ds+ssAtgMYnVlghBAykch+DcYuH2RAB880Yb+wF9yTcvutU1gd/woNId7Y3dVS+kZn84T9e+7racdC3xWiLrBRS3Yt452CQFXf87wt/BYWF/yrmp41Tz5dW6N1G2PTy5ppdwCmCbV9I8T2jZnQbGDlFXPYtNkzMOu8L8CX64AR2wWn6xnG+asAegEsVkJciFh0BRjrhtO1nTG2D8A+AGM3Yyz16QBmAThfmcaFMM0ZsNsrmU0/AuAYgKMYWJWBLlEQku7CzxchurkYMN8ZdhV+sRzOla1wf2DES1edZFkW5s+fP7eoqMjYsGHDsXjamrDhJk3kG0K8sae7dUIHVQA40tfFLik4X8uyl8NvNCa7nLTgNxqxsekBNtN3A/v49Muxq7Md2zubR/28WXY7EIsqAAObFAgLqq4Gqq7GhnUvZsLlBps8fQWbMecCzJjzAHRdQ1uLoRprPaq1SYPTBVZcdiNKJ0WRV+CCQgSWeRh2+zZm07cDeBVAcNR/kdSxVEUjX4ZSF8HuqEB/MKpam5lqqvPA38eQ5Xs/yy/sZ/mFFrJzdNgdOgyjDUoeg64fYLq9EgNB9hiARgAp1+tCCBmm8PNFiK4vfe8PTP727XEG1gcffLBw+vTpkVAoFHcn0oQOOONcniHE9re620q3dTRN+L9jyDKxvaNJLiv+Oq/pW4Nj/peSXVJakLBwpPdZ3herw6Lcj8vtnc2jPvEpQ3dCRcPvhNXTRcJQlfuhKvc733Xru/8bCjscABwAgCyfnRWWXIyikmV86swgSic5YBo74XT9lTH2AoC4exBSlE/Fog9Dyg/LTWtdqqkeaG8FTEM//UAFvLMMhG4HfLnlLCevHDl5V7D8wgjLLzTgy7VBtxtM1xcDqBvD34MQkkiyXxvoUR1EdHMxnKs6wN0juspSU1Ojv/LKK1nf/OY3Wx9++OHCEdX5LhM+5IxTuYYQ2/f1tE/a2tH4njeeiWpXVytvCYdwc8W10LiOqt7nkl1S2ug3O8AZH7XtWN/Nq+tAOJy4Qdf+Xih/L1B9iIlNazNhd4DNmLOSnXf+Ykyf9V+wrGOwO/7GNO1pANUJO2/yMCXlnbCsX6mDbznl2tUOxIaxLbdpAB2tUB0DuzEqwIWBL7ClK138imtfYw7nQgD9o1A7IWS0Gbt8p1z6PyOTw9jpg/PyEa3B+sUvfrH8Zz/7WZPf70/I0DxaHmb8yTGE2La/t71ic3sDBdXTdEbDYGDoihxJdilpJWx1ISb68PnZC+S0DN+onitLdwD9wdGbIWjEoA7thfznnz3ip992yKf+dp7at+t7KhLeq6KRBmWaPwNwEcbn6+NsFY3sQHfnb8VffpslVz85vKB6DmrHZq6qD5eqWPQxnK3nmxCS2mRgaNlhqMed5tFHH83Ky8uzVq5cGR7J/c+EelbHGUOKB6oD3VM2tVFQPZPzcwplTPhVd7SKJlolkFAGNjY/yCoyVuL68pvRFS2Sz9Yf5eEELo2WZXfgppJpItfu0OSBF8YmKAoBVVMFVVPlxAtPAqXl5XzO/Hswb9Hn4fJYUPLbzOH8zZjUEicVi30LDN+WG152qF1bOdTo5H353ONO7V+/cqXKyf8Z0/VnMDCG1QJwALRKAyGpj2eaCT3uNFu2bPGuXbs2u7S0NCsWi/H+/n5+0003TXnuuedqR9IeADA1Si9oZHREhVX7TN2Rya2R9NmFKh4aY8jQHci2O5Bld2JFYTn2df4eHZGDyS4tbdl5Bs7LvU0Uuudre7u7sKk9vgltNs5xXclUNc2TyeT+PUKtf0lDOAWuMBeWQPuXL0WYbp+FgYlFqewKFe5fLf77P90IBkb/bN5MaB+6MwSXS4BxQNc53J4obPq3GOd/ATCiNzlCSHz27dtXt3DhwsFXQJH9Gvq+v2DwoQC6RPb9+0Y6ZvWk1atXZzz00EOFZ1oNYN++fXkLFy6cPJR2qGd1fMmzMV7SHkmBN/Ix5NJsyLI7kWV3IMvuQJ7DLXwOJ8vUHdyh2WBKoSwZk6YMqpbQVhsF1dFlyCDe6nxEy3HOwKL8TymdT2brWutG1JbP7sQnKmYr1tqkxN8fYehqT50e8fYWqDc26bhw+cPM6fpQsssZRKYyYo/LZ/4xNkEVAEIBiD//xnvKbeWTM7RVN/xCFZb8GMJ6E7p+lOn2WgwE/UYATQBaQasJEJJc3CPgXNl65tUATnCubI03qCYShdXx5bLWcDAqoezJLmQs5DvduKVilnJqNmZKS1oyIg3Zq0XMY1pXuAXHYrXwx+ohYTEAqRNyJoie6FFU9T7PpmbdYqF1+K8lJ4Mqdm5Vcv1LKTk+VG5Zb9MuuOQ6ABcC2JXses5ExaK/VkcOZKhjSR6n3VgH8adfe1BY4mF5BdcgM/salu0z4MuNsmyfgjdTh8PpgGUGIGQlc7k+AGBEkzcIIXE6uSzV6eusQpeJWmcVAG644YbgDTfcEPdSgRRWxxFDiBuPB/syk13HWJiTnadWlUxhDYHXWWXvU8DAZJeUDDQTWXe0GvNyHcN+Hcm1u3BHxSyFnVuVStGgCgAwYpBrVzv51Tf+D3O6lgCptTWcknIVTPOD8qVnnOc+eoy0t0C1twAAFGDHwNcArgEZmT6+/IoLMX/J08zpvBLU00pIcrg/0Abnqg4YO9+1g9VFvanUo3oShdXxI5Mzdlt1IL07IjgYriiuEHOyc/nejj+gPbI/2SWRQUSsHggZVdMysllNsO+cxzs4x3Wl0+RkdwaXW1+XauMrKd8jrvbuZFhx5Uxld9zCOH862fWcgrFpqrEWMGLJrmRopAD8vZBrntW1kvIlKr/ofma3f/vET09eIRnsSwDoRIp9aCBk3OJuOdLlqcYShdVxQkj52dpgH4Jm+ky2ZQCy7E7kOJzIcbhQ4PSIYreX68xkm5q/z6KiN9klkiHojByRs7OmaoOFVQ7gfSVTMM+bDVV/XIlX/gB0d6Z8UAUAKAX54lMe/uFP/gYOx2qk0Ix3xtjzmD77l9A0QIyjDkolIZ57zKN9/t/uU0p+E2CMMcaUkkpBSQBKQSkMfK8ApRSUYuAcUAEFtVbnrtUA1gNoH8PKfQAmASgAUAigQCizWEpzkoIsBZAFsGqdu3Yyxg8AOIiB8boUrgmJA4XV8cEmoP59Z2ezO9mFJNLnZi+BjTFlyKg0RS/rt45rjcFa1AU2M9qafPzojBzSpmfPETjLuOFl+aVYmp2vWE+XEs/8D0dT/fgIqe+ijldDNTdkYNKUrzGb7SdInSdoKyyrmk2ZMT/pY1aHg3HwG26T/nAttnb8nCsonMhz5xx/7tWL8vNcsz9W6Jp3Y45zukMqq5Ux7UUbd6wBsBGjs5WuJpR5L5S6PyYCZkwEVVT08ajld0SF326IIGIiCEtF4bHlzcu0l92Y5ZgUztCLdc7tXMhYjV3zfBbAtlGojZB3k1JKxjlP6Q9IUkqGYbyOUlgdB5RSt/bEIs72aHqtAuDSbHix7ksMkOMuvJB3dEWrscDmPOPf8IPlM9UkpkE+/Q8mqw+N60Xk5UtPe7S77r5PuTzfhhE7DN2+men6dgC7AdQiWb1nDsdf2LxFD6pjR1Jn3Oo58FXXS1GQi22t3+ZqmLk/ZLYhZLahLvB6BgNHlmNSRZ5z1ucL3QvuyHKUuywZO2Ljjic4s70IYC/i/2Ax25SRx0Nm+7S3Ov7kCludrsEO7sFRANABZAGAzj0o9iw6b27Orf+wced0DKxJywDMAHD8xPeEJMrBzs7Oufn5+f5UDaxSStbZ2ZmFgSsPQ0JhNfUxQ4rv7eho9p770PFD5xwSCqnTQUVGKib8MGRIzczMYdWBnlN+5hcmUz3tQlUfGv8fSLo7IH7+gBtuD1hx2RKUlC9mk6Z+mpWU2WC3A4ZxCLp9PdP1lwBsx00xIV4AACAASURBVBitNcq49jRmz3sQjGPgCnpqY3MWgF1wMd/c/iPIOHOagkRfrA59sTp2zP9KJmc6cp3T5xe4588qcp//dZ27hIJ4RefupwCsBTCcsUXThTS+oKDurup53lEX3MRH8nnElP1oCG5BmXdpXraj4m7ObL8W0vgqgB8BzBTKeN2ueZ4A8DKA4c7AXm7K6A917vwRgFeHXRxJO5Zlfaatre2PbW1t85C6k5IlgIOWZX1mqHegTQFS3/KQabzyh6o9nnT6S3lsOj4983y8Uv+lZJdCEmBB3h3CkLO05xuPnnJ7vsOFOyrmQPzkvnERpEbMkwFWUgZWPkWwOfP7ke2zwzS3wOl6gjH2CoD60Ty9ioSPysf/PF3V14zmaRKAQfvWj7G/7zE0hraP+tnctjwUuM5DkWdR0Oec4hDSqDrR6/ocBnbcOv1l1amUvNWUkXsY0+Y1Brfx2sB6e8TqOUPrw5Ohl2JFyb8FNW6/zZLRZzY2/9CllIV811wUec4P5Tln6VJZTZzpT2pcX4OBdWm7AQRw6qd6BuAKU4R/KpQ5J2S2eTLtZW/YNc/FcRdJSIqintUUFxXWd3Z0NrvTKagCgM41SCUVaH/xtNAZOazN8s1/z7jVzlgEUgqF0nKGplHNa8nVH4Q6Wgl1tFLD+pcy4faCTZu5is2edzGmzdKgVBe49hyz258HsAlANIFnt0GztaBs0jTU16T4/08KqqdTuh15Y9LjE7a6UBfciLrgxoyBXtcZ8wvd82cVexZ/gzM9wMH/oXH7YwBilox+gYHf0Wc0yDr/hoy28H6oBK6qFTSb0dy/Sy/3XrJmb+dfWMQamIDdGNqOxtB2LwOHzzFlWoF73lcL3PPudmgZmo057ZzZbFJZYQkRVEr0MnCnpWKFR3qf97SEdoExjqsn/ex8AJMB1CWsYEJSCIXVFMeABc3hYIq/AQ2fnXMKq2mkO1INV75T43jvwA5LCGlze7V0+8A1qHAI6sAeqAN7PAADikvL2IzZn+dzFtyJvEIHjNhuOF1PMM7XADiKkY93dapY9Fm0NV+gdm4dF/8vqR1b+KRV7xNVeGFMh4ZIZaIzchidkcP2g92P27Ps5e5iz+Ivl3ov+qzGdF4f3GxvCG61JaIX9Wwqe551dkWq0Bbe956fKUj0xGrQE6uxHel9Luvk7QwcOnd77ZrXq3N3MWcauqPHcPIpo5REU2gHL/de/FmN2781asUTkkQUVlOcAt4ocnlu6YqGk11KwmTodszJzktorwVJLkOGELMCak52HjvUd+q21Ha7QxOtjUmqLBUooLUJqrWJi02vZcLpApsyYzmbOXcxZs79EThvhsP5AGPsnxjeslgZKhZdq2qPLZBP/p9rvCxdpQ7thf39t2geWyH6rbFcdepUfqMRfqPRdqT3uTGbD2DKfrT07x7WfRQkDBmCIUNnPaY+sNle5l12N4DvgiZskTREYTXFObj2Wpkn89qDvYPPQE11XpsdM7Ny1Dxfgcq2O3i/2SUOd/99/E+6IW/riBySMzPn80N9XW/38JW4MwDLxJjtWT8eRCNQlfuhKve7AAY2Y/YMvnLV71Rh8a/AtYeYzfZbnHsiUL6KRTeqQ/umytVPODCe5h4YMSAaVj7nVNYfSl5YTSdBswVhq8uWaS+9BsCLya6HkESjsJriGGPby9yZ4/KTstumY2ZmDub58mWOw8XDVo9sCb2m7Wx9DRIWBdU00xmp1ObmLH573KrP7sTVRRVKtTRJnGPtzIlLQR2thDha6UVhCfjyK+/D7Hn3Qcq/MYfjZwCOnXYHuxLi0xDWj9SurV657iU9GVXHg02ZAWXX0dQ1+hOsJpJa/4aMOTm33mPX3BRWSdqhsJr6Dnhsut2paYiOg8t8Tk3DzMxczPMViDynWwtbvaKtf6O2p20dLEQpsKSxnmg1nDanNsmdhSsKSkWOw6WpQ3ul3PAy/d2Hor0F8um/uZCRCX7Ryk/iwuV3QspNzOX6AYDtSqk7YBg/Q1uTR7z6ggct43NoBVtxpWgx9tNzIsFa+t/EvNwPrwBQDKA12fUQkkgUVlOfZUhxqMiVsbgudO6915PJzjXcMW2B4ojItvBWbW/nK7AkBdSJwpQRWEZIfbBsGpO7tzKxfSMQCtLff7iCAch1L+rYtFZnCy+4iq9ctRxuN9DRBvHK8x40HE92hSPnywUrn6wdbPl9sitJO0LF0NL/pir1XvgvnNkeTHY9hCQShdVxQOfaq6Vu7/l1ob5UXeAXAPD+smlSqT71esv9FFAmKL/ZjLzjEaHWrqbnQLxMA2r3Nibe3O5BTh7Q3ZnsiuLGl10q/EYTs2Q4pV/Lxqv6wCZnsWfRFzmz/Qi04wpJI/SCMQ7YON9S7s06+1TQFLA4t0iVejxse9tPKaRMYJV9zzI2Z4EG3Z7sUtKHUmkRVAGALViiVQdfpfedUdJn1CMmgh4Alye7FkISiV40xoc3CpweZ6ouolji9mJ5YTl7s/3XzJKJXOucjDdBsxmm1S/Y3IXJLoWkINVQK0o8i5JdRkrRWGI/2NUGNnhNEf5KQhslJMkorI4P3ULJrlynO9l1nCLH4cLFBWXylorZON73Mnpjqb7VIxkL9bGdGlu2ki5BkvdQu7Zqxfp59Nw4YbbvZuOqST+1dO5JWJvNoR2MM/0aALkJa5SQJKOwOn4cLnIl7gVtpHIHAqr6zMzz1cemzsPsLKjK7n/gqJ9WSyEDjva+CJabz5GTl+xSSIpRNVXgivFC14Jkl5ISJmUstzjTDk3LuspMVJumjKA9ckBIJT6RqDYJSTaaYDUOWFLea0p5SV3QP+bn9trsyHG4UOrJUOdl58Gp2Vi/2Sbr/E9rDaFtACSNUSWnkLAQMJtlxpJlkGtX0wdi8g6loN58Q85cfK1qj9DyVQ3BrfqUrCtqJ2deNuu4/zV9sF2qhqM+sNGd75rzZc5cv8DIt/IlJGVQWE1xlpT3RoX1g0ePH3SHrOHsxDh0DECm3YEchwu5DhcKnB6R73SzLLuTKygYIiZioovV+p/ijaHtoIBKzqUqsIZfuPhTwGsvAYqu+pJ3yD07eObSleCwQw5rd9n00xDcok/JvHwVoJ6aln31bZU9TydkAGvQaIXG7OUAcgB0J6JNQpKJwmoKs6S852RQDZqJf1HPtjuxNL9EzMrK06SSMGRUmKKXhcxjWnPoOPZFKhG2ugHafYgMU0fkIFS2kCibxNFYl+xySCrp7Ybqapczfe/nR3qfS3Y1SRW2uuA3GuFzTN03OePSD9b0vYpE9K4uyv9kWCrrD5xpFFRJWqCwmqJMKe8xhPXgaATVIpcXFxeUijJPptYXPc62NP8OIasdoFBKEsiQYan7crmisEpOo3Zt52WrrhBH8NyEf82p9a/3evOKb+eM/3V69rV3He55Mq7e1cmZl8ls55R6G3d8PVE1EpJsFFZTkCnF/2cI8eCjxw8lNKhO8Wbj4oIymeNw8s7Ifr6h8TEYMkRjCsmoCCOgZWXnKAyMNCHkHf0haPTZGADQFt6PBeyOuTbu/FpFxoo7a/yvIiYCI2rLqxdhtu/mqI07bgIm+BgLklYorKYYS8qvGEL88NHjh9wBMxZ3exwMs7JycXFhmXJqHK2h7fy19qcgYVGAIKOqX3Sx7PxCoajHnpCzUhBoCG61VWSsvAVQf5mede0nD/X80zGStsozLjYZ478CcDTBZRKSVBRWUwezpLw3JqwHEhFUdc4xz1egluaXMsCUDYFX+TH/ywkqlZBzi4kg4KGlHgk5l4bAZn1yxqWf0rhj/qSMS+465n8FMTH81V+K3YujGtOfGYUSCUkqCqup4YqYsH4bMo3yZ+qr4gqqLs2GxblFclFuMTdkUFb3PKo19b9Bl/rJmPPpkxWa6um5R8g59FudCBhN8DmnLlOQj8zIfv+/HOx+bFi9qy5bLhxaBgDsHp0qCUkeCqvJtTAqrP+ypFyysa3eXeUf+cRNp2bDisJyMTc7T+s3u9Sejl+jK1pFl19J0mSyPKmaNtNzkJAhqPGvzVhov+uHOndeVu5d9qljfWsQHUbvaqFrHqSyXtZgp7XiSNqhsJoczJTiB1Kpe7e1Nzr393YwqeJbt3ludh5mZnr51pYfI2i2UEAgSWezezXR3JDsMggZF9rC+zDVaC7Kckz6qIL6w4zs6z53oPvRIfeuFnsWB3XN/c/RrJGQZKFLdGNPjwnxd78Ru+dPR/e59va0xx1UAUApIGL1yaDZkoASCYlPnnMWYMSA/mCySyFk3NjX9VcPlLrfxh1/LvMulV69aEj305gd2c7JDgBrR7dCQpKDwurYyogJa11bJHTzo8cPusNWwraDhoACYxptq0dSQpF7EVRzg5XsOggZT/rNDhwPrLebMvIgGP/8JcVfjQwlsBa6F0BIYy+Asd+Tm5AxQGF17BQbQrx5NNBz0dN1lS5TJnZYkVQSjFYIIikiR58sVG0NDTMiZJiO9q2xCWlcrjFbh407Pru8+GuRDL3krMczcMzJubXfrnnuG8MyCRlTFFbHxlxDin27ulqmvNp83DEa3Z9CKTBGYZWkBjeygHYakkLIcEllYl/XX92WjD3Cme0pjTs+fUnxvZEMe+kZj5+UsVzZmP0AgNfGtlJCxg6F1dF3mSnFjnUttXk7OptHradJKgVGf06SIizEFLwZyS6DkHGpM3IYXZGqLEvGvseZ9pjGHXddUnxvJMtefspxGrNjlu8DUV1zfylJpRIyJijdJAYDkAfgIgAfUUp9OyqsRyOWuccQYs2z9VXeyr6uUd0xamCSFv05SWoIqm6NFZbQEjqEjNDB7kddAL4MYBZn2hM25vjoxcX3hLMdU94+ZmrWKsEYXw9aW5WkORpTNnLclOI+odSndMZLJBSCphHtjUV5dyzs9hsxrc+IoisaRkSM/jwToSQYY7SFKkkJfWYDyy2dTmGVkBGKCj+qel9wzPRd/xeduy5mjD+nwf6hZUVfenJ3++/dRZ7zY2XepQEbd3w52bUSMtoorI6MLyasp/qM6EXrWmo9vbEoYlIAwIj2c04EGgZAUok/1gDmW0pPSELiUBd4nU/JvHyezl1XA3iFMb5Gg/0DFxV98SWhjA027vgYgN5k10nIaKM3k+FbaEhxuLKva/mjNYc8bZH+k0E1qYRSGBiNQEjy5TinQnV1UM8qIXFQkKjqfcFjivBPTt7GGF/HmVasc9d1oKBKJggKq8MglPyEKcW2tc3Hi9a31tklUmNZ0yW5xfKmSbOgMUZ/T5IS8vQZQtVU0/ORkDi19L8JoYwZAC591809QIq8AREyBujNZOhWGUL87tGag+4qf3eyazmFx6ZDj0YQE9304kVSgof5mGqso65+QuI00Lu62mOK8I+TXQshyUJhdWjshhB/eqW5xt0ViyS7lveIScGVzQanLZvTuFWSbDbuBre7OFobk10KIWmhKbQDCvJ8ABcmuxZCkoGSzRBYUv5baySYczzYl+xSzigmLAhNA2c2XF72XZXtmJzsksgEluecBYSCChbttkpIIigIVPe95DJF+IfJroWQZKCwem7lCupbrzXXupNdyJnYTqxWJRlDQyhsVfsFW1b0FczP/Zi0MWeSqyMTUcBoAtweGgJASAI1BLcyMLYCwPxk10LIWKOlq84hJqzfvdXdZvebsWSXAq9ux9UlU0Wuw8XtmsZ0PrC9qpASMA1wMGxoq8ee7lbcUrFQXVm+CPu7/o628N4kV04mkrDVCTAGuD1AuD/Z5RCSFqQycazvVcf07Kt/oHPXzcmuh5CxRGF1cFdZUl6xM8HbpOqcI9vufPsr3+kWmbodx4N9vMrfzc4UjKdn+HBt2TTw+uMMOzYz+Psg/T1ANAoGgK26AXzBIgCA3zTw52OHtPNzCrGi8BNqUmyl3N/1Ny0qaJUTMjakGZXIyecUVglJnPrARj4j+5prAEwHcCzZ9RAyViisnp3dEOKRtS3H3ZaKf5J9iduLK4unyEy7g+ucw7IspWJRYfP3cV5fp6lAH/JnzxdLZyzQAkZMBsyY4mCKM8bsXGM5Didjq59i2LvzzEM35Ht3sNrb047DfZ3sA5NmsMvLvouq3hdUbWADoxVPyGgzVVjquflcNdUluxRC0oalojjuX2+bknXF/Tp3fTzZ9RAyViisnkWiJ1VdVlghcxvquNr4KlRrCzRIhhOP/8mV09n6NRq4DdlLV3BfRiaUEIAUgBBQe3YAocDZTyDFGQcgG1LiyboqXuHJwnXl16lJGcvxVuefWMBoSsjvRciZ9KPP5svNV4p2qiAkoWoDG2zTslbdCmASgIZk10PIWKCwemYJnVSVbXcgz+Xm6um/AYYx+MHSgtr++vD7Pgd6Vs/64/p+P353ZD+/qmSKuqT4a2gMbpVHep/nQiV/LC5JLz7HVOTYJkO2bE92KYSkHVP2oz64WZuUsfzbNu78bLLrIWQs0GoA77XKEGLzrs6WhE2qWuArlGhrkecMqvEQAnwInVhrW2rZX48dhs95gbqy/AEUuOaNXk1kwsnQS3Bx3v9Tcv0apY4coF5VQkZBjX+tzsDvBFCY7FoIGQsUVt8xMyasdSHTeO7lpmMVbyRoUhVnDPNzCjhb99LoPtZSYpCO1VP0GlE8cvSQtqOjB4sKPq0uKLhbOLTMUS2PpD+XLQcr8+9VavsmpXZspqBKyCiJiQCaQjuYJWPfSHYthIwFCqtAtiHEbwwp9u3sbLnsf6vfch8LJm7W/LQMH2CaAserE9bmGUkBPtg4gDPY3d2K3x/ZzwTK2RVl96MiYyUNMSQjdmn+vwkc3KfU66/Q6woho+xo3xoHgM8BoMtjJO1N6DcVqdQqU4qG6kD3px+p2uvc1dWiiQTM/H+3JblFwrbvTS2hjZ6BkgJsBEEzJiUer63iLzbWYUb2TWplyTdkhl48ChWSdBcQbUBJOcBH/elOyIQXFX043POU05SRf4Lmn5A0N5HDqsOS8m8vNBzNeLX5uDMszIQ1bGMM5Z5MLC8oUwUuj6bWr0lY22clBPjwOlZPURPsxW+P7OctEQdbXvLvmO27WXKmJ7BAku62d/yXZma7wW+8TSS7FkImgobgFhYwmiqENL6V7FoIGU0T9tOYJeVXWiJBb10oMUtTnaRzjn+duRhMKaUF+sC2rIMqKAKUPPXAd3fgnv6z09cCkGqQnw38w7wZCbmAv6bpONvtcOGmiktUmfcitbfzL6wrWpWAlkn6k9jY8TO+as73FGu+RKnd22hMCSGj7K2OP7svL/vuNwA8DeBgsushZDRM1LCaq6C+u6GlzpPohqdn5IAzBs45M7OygUuuGPgaBBvku3N8e4qe/kBCxjB0xiL4Y/VBbVleKS4svBud4YPiYPfjmiFDiWiepDFDBvBG9+/YxVd9EbKzHaq+JtklEZLWoqIXh3uedM7JufUJnbvmA7CSXRMhiTYhw6ohxA+P+LtsvUY04W3P9+ULWzikVVmGWNNcM9aD9xJ6vje6mrGvtx23VEzHFeX341D3k6optJ16y8igemLHcDiwGnM/8imI/34I8NM2v4SMpobgVjYpY3l5pr38U5xpf0h2PYQk2kQcszoDDHdtbW90JLphl2ZDkTtDQ+1R2Hh6PLQRYeEfx49orzY3YU7Oh9Ty4q9Lj16Q7LJIiqsNrkObWam0Oz+noNuTXQ4hae9A1+MeqayfAfAmuxZCEi09EtUwmFJ85a2uVntEJP5KyYysXIhgQCAcTpuwelKVvxu/q9zHO2NetrLkW5iZfb3kE7NjngzRm11/ZKbHJtn8xckuhZC05zfq0RE55BDS+GayayEk0dIrUQ2BUCrPb8ZG5fde4MuXtr07NWWasLH0e2glgNWNx9jjtVUo8V6uLi/7vspxTEt2WSSFBWWnxjJowwlCxkJlz9MuAPcAKEl2LYQkUvolqnNQSjkTvZYqAGToduQ4XFxt2QAYMWhxLCOV6toj/fh91QHtUG+YXVT0/3B+3l1C5+5kl0VSUFT6gWwfLWVFyBiIWD2oC2y0mTLy82TXQkgiTbiwCsAl5OlLRcVvVlaukr3dApYBWAZsnKdvWj1hc0cTHqk+BIdtDq4sewAlnguSXRJJMRGrB8jMTvynQ0LIGR3tW6MLad4olbg92bUQkigTLqwqwDEaPasLfAXQdm3TAEAZJrQ0GAagMQYH1+DWdHh1O7LtDuQ4XMh3ulHk8qLUnYEchxNb2lu06kAIC/I+jouL7lEuW26ySycpojN8GKyswgZvRrJLIWRCsFQUO9t/45bKegTAecmuh5BEmGgzZLiN8Vkhy0hoozkOFzw2naldWwduMI1xPwwg2+7AJ2ecD6kUlFJQUICCUkoBUEopCSiFgQMkIJWyQlFk6sX8stJvs6re1ao2sJ69ZxMDMqF0x46iz2yUWTfcpuRjj9A+rISMgYDRiIPdj7nm5d7+so075wHwJ7smQuIx0cLq1f2W4W2P9Ce00TlZuQrtrQpSDnSnGgY0Nr6HARhCQioJ/ODrYHh7M4KTv9Pgv9uUGZj14Y+pcu8y9VbnIzxoto5qrSS17ej6b371lAcVmzkXqvpwssshZEJoCu1gPse0/BLvkid07roWb+93SMj4M/6vVQ9DVFjf3NnZktA16HTOMc9XAPbGpnceSyMGPs57VsPCBGMMcI/g4ao9Cvz0B9xT1cpWlPw7ZmbfSMtcTWCWDKMyuJrxm24H7CeWN87JA7/mJql99XuKX36NhI2eH4Qk2sHuxx1hs2u5JWPfSXYthMRjIoXV6Rzswip/V8IazNQduHPaAmX390kc2PPOD2IxaGycp1UAEctUKJs0wntLqGceZeqPv8ZU+zJ1edl3VbZjciLLI+NIbWA9Iiwk+K0fV/zTX5La3V9FYEEZDkRWM+OixUr7yn2KzaLhdYQkkoLArvbfuqUS/66UvDrZ9RAyUhMmrBpC3Luvp91mJWhyVZknE3dOnw9vTRXYb3566lg8IwaeBhOsAkZMsqLS+BppbQb+80HN8eZhtqzoK5iXc7vQWMI3DyPjwBtdv9OMikJVn1nLX2n6Bra0/ydvCG3Ba23f1SpjrzF2y0cVv+sLEjl5yS6VkLQRFX7s7vgfl1TWkwAmJ7seQkZi/Ceqc3MLKf+NMXxqb0+bnogGF+QUqFsmzYJt/Rrgif97bw+qER33wwAAoM+IgeUlZmtV9cpzwK8fQpmagyvL7ld5ztkJaZeMH2GrE6+1fpcf6nkCFqKn/Ox44DW83PJN1pEbYtrdXwW/6gZJ27QSkhg90aM40vu8x5LRVwC4kl0PIcOVzmGVCSW/YErRXN/v/96jNQedQTO+VQA4GK4qmSovLSgH+9vvoba9fuYDo+N/zCoA9BgRTflyEzedv7cb+OVPNdvGLeyCgs9iUf6naDMB8jYJA7u7/odtav8PxBadp7Sv3Af4aBk0QhKhNrCed0Yqy00Z/TPONUmWkBSTtmHVkvLLIdP4j8eOH8p+tr7K0xWLxNWeU7Ph9qlz5SyHG/yXP2KoO3b2gw0jLcJq0DBgZWYlfPchtWUd8IufoDBcjCvLHkCxe1GiT0HGsaDZjHVt39faZY3it31CIg3+XyIkFezt/IvLEMEbhDI/n+xaCBmOtAyrUqn3CSV//GRtpbszGo67vVyHC3dNX6DyensU//n9HKHAuSqAVGrcr7UaMGNQDufoPEdCQeB3D2vspZewMPcOdVHhF6VDoz3kyTt2d/2BCV8m2PIrackdQhKAMw2mDEMqa3GyayFkONIxrM4QSj7zXEO1y2/G4m5sWoYPH5s6D469u8D++CsNQ9yqVSk17nexCpgxaDZ9dH+JPduB/3iQ5XY7cUXZ91HuvYR2ESAnSLzR/d+cr1zFUVic7GIIGfcuKf5qv1cv+j+duz6b7FoIGY7xnabeK8sQ4rWNbfWepv5z9X6e27L8Unld2XSw5/8JvPT0sLpJJcZ/z2rINKBxDthHeaKLEYV65LccTz2O87JvUZcUf026bTQjnAB+ow4NkR1K+/AnFTTaAIuQeLhtebqNO74J2iCAjDPpFFa1mLCeP+LvKtzf0xHX72VjHB8onyku8BUw9odfAPt3D78RpWDj4/vhVQCiwgJKRrrW6jAd3g/85AGe2RDGpaX3YWrmKkXzAMiBnkeZ4WKKv+96eoMlJA5SWRYAT7LrIGS40mbbGEOI/+yORS5Y31IX1yKedq7ho1PPU5nRKNjDDzBEo+e+0xkoBTXet1wFgJAZk7nFZVwNNqEskaQFPPonjsnTMfP2j6vyjGVqT8cjPGi2jM35ScrRmB3tVjXKL7iYa3MXKHnkoMLRSq7qawDLGttidDvY0pUSRoypPW+wMT8/IXEQyhQ6hVUyDqVLWC1lDHc/V1/llIhvyOMkbya8Cor98odxXXNUaTAMAAD6jJjMyy/kYz6QtO4Y8NP7ufvmj6gV87+O4/718mjfS1yCwsFEUuJZgnm5tyNiKfVYQxWyHS523px5KJ6/WNjsDk21NglVeYCrmiMMHW2jWAkDW7gE/OoPwIhKxThT+uXXaHLTWqV2b2ewzFE8NyGJIZShQGGVjENpEVZNKe491NvJIiL+IFPiypBaW3P8KVPJtOhZ7YlFbMlc61I9+xjDjs2Y8vFPqdKyC9VbnX9ivbHjSauHjI0MeykW5t0hXbYCtqmtje3vbdcAoDXSj8q+LgZA89h0nJ9TpM1YfpnIvuwqzqRkqqZKqKpDmjpeDYT7E1PMpKnQbviQlO4MVK6t5617WzUAKJhbgFmr3if1y67W5KbXlNq9jSHOtZwJGU1CxSisknEpHcJqBsA+92ZXa0L28Cz3ZCq2f+/QehLzC4GiMrCCQrDcfMgsnxTeDKkcTm636VzF2cubCgJmDGZWtqUl87lycsvWq2/EsqVfQmNoh6jseUYTKv7VHkhq0bkHc3w3ixLvhVq1v4+92ryPnW2gar9lYmtHI7YCGgCUeTKwoKxcObkliwAAIABJREFUq5gyQzgdTg3+XqmOHICsruRoGMEHHF8u+PtvEWzSVK3prXZe/cqhU37ccfj/Z+++4+M46/yBf57nma1arVa9WJIty0W245I4jh071QnpvUAggVByd8CFwMFxcBwcBLj7wXEcHBwkBNLooSWEENITt7h3x0WyZfVetpeZeZ7n94dsx7FjW5JXmp3d5/16JZKl0cx3pdmZ7zzl+/Shb28fK20oweyrLhPOS65kYu2rUm5ap5JWJSPpPEaF5MsoYWutjkVRxsL2ySqX4r62aIiko0wVAVDs9jK5Z/vpN6ytA7n3k+BSIm7qImzoMqgnEdSTLBLqpxFDR9hIIZoFN6ywnoIs9mREC7F86S/A5jdR/aH7UFn9IHYMPIn+xD6rw1LSgICiNv8iOafoFjKUSuGJxj0Im/qYzruOWAQdsQgAMA0U84pK6ZwF58mK85dLuWOzlC88M7oZjy436GVXc7J4GRtqCZE9398IM3nqXpv+/QPo3z/ASmaVoOHqS4Xz4iuZWPeakBvXUujqgUrJHHsGf5e/rOJTD2rUPU2j7s8AalyVYg92T1Y1LuQXN/Z3pmXNzmKXB0JwSYNDp71Jymtv4zuHesiqnjaK7KqocJKwoYNqzsx5jUeXbL3oCiy+7O/Qm9jD9ww+xQyRpi5fZdIVu2diQck9kpI8+Xx7KzkYGT7rGlUmBHYO9WLnUC/xa058eNESEECcNmGlFGTxhZKuvI4kwjp2/XQ7Yv2xUZ/7A40DWNs4wIpnFqHh6oula8VKiDffEHLjGorU+CZqKko6RY1urOr8pvf8sn/4iN9VfZ6Dem4EMGh1XIpyJrZOVqWUtw7rCU9PIpqW/VV4fZDRiMCRbsV35S8AKStnW5t2puWYmS5ipKAxRgSlGO2CCJNBrn0V2LYR5R+6D2XVD2LXwK/QHT9Di7iSUdysEOcUv5eXeBrYjsEBsrr30IS04IdNHU8c3ks+vGgJiJRcvvjnk97fpGE+6LW3SrjdJB7jYsNDW8adMA82DWFd0xArqi/CnGuWS9fyyyHWvyHkhtUqaVUsZ4g4NvT8r3dO0a2La/Mv2qNR11UAdlsdl6KcDvva175mdQzjluL8+xv6O+ekY0lVADi3uIKXdXcy7D11Ikpu+YBscTnF7uGzq+VqFxLA4pJK0MZ9OPMys5PM0IEtGyiJxlGx4E5Z7JklBpL7qRrLmtkocWBG4BpxXtnHSMjw4jeH9pND0eCEHjMlOPZHhsjCOYsIycsXOHRg5P1bPRX0ro8JLFqCdZEhsi3Yj3p/keh4s/2s39+J4QTaN3fRYGcURSsWCOdlV1DicAjZ05nzJa9IcRlkQ4M8FHstJ66jmUeiP7GPJcwhX6ln7r0AaSKE7rU6KkU5FVu3rDJKDuRpjiuRpsrx1V4/lY2vnnoDqkHMbCCbWvbl1FI6UUMXBVU1FN0dVofy7rZtBPZsJ0X3/B25vPpr2D34FDqjG62OSnkXFd6FmF/8fpkSVP7hcBO6EpFJS1ZCho4nW/aSe8+9gBKHQ5D8Akmm1bM9kSB99eBOCAABpwsOJ0trTMOHh/Hmj7awwLQA5l63VLqXXQq5aY0Qb75BkUjPg7aijEdnbDMiRo93acX9TzDivECjri9ArW6lZCBbP9U6KFs/JS8/LWMAHJTC53AS7Nt16o2m1sGUEj2J3BofGdJTgmb62uy6DvnYjyie/gPmB+6Uyyo+LdwsYHVUyhE+RwWWV35OLCi5V27oHyY/a9zDuhKRSY/jaMJqzF2I9vIK8tDB3Xi5+/Cxu3NIT4ExSjR3+p/jgy1BvPnjLWzrr3YjOet8yT7zFdArbxDwqEpCinXCejtWdXzDG9G7P2mIxCsACqyOSVFOZOtkFUBbsSstc6tQ5s6DYegC+mlm8He2w8W0nFsAdCiVoLKwxOowRmfPduC/vkEK+6i8rPrfUeNbbv/6YTamUQ/mFb+XX1T1RQykCsjD+3aRrYPdlsYUMnT8+NAu+sf2RpoU7+yOlwBihiGLphdO3PHbQlj/0Fa29Re7kZhxnmT/9GXQq24S8Pom7JiKcjq6iOLN7v/2dkW3LDdFcg+ABqtjUpTj2XoYQIqb39w51JOWZolKrw8sOHz6xEZPwhQcfocL6SiVZRchI0V5oNCkdjlfTB3yiYcZ5i7AvFvuQLVvmdje/zhN8mGrI8shBDW+C+XcottJ2DDwi4N7MawnbfGcN5hKiIKaAta3t39CjxPqCGHDw1tZflU+5t24UHrPvxBy6wYu1r7GEJv8Vmclt0kI7B78jSuYap0yr/jOzYw47iCEvmh1XIoC2CX5eHfX6YKfv22wJy2twzV5fs7272VnGqwjdJ0HXG6WS8lqWE9BBMqI7Zrh9+4CGveSgg98RF429d+xd+iPsi2y1hYJk50FXHVYWHKPcNACvNzVQfaHBm01xrsvEaMzyn0SaRoLfyaRrgg2/GQby6/Mx9wbFyBv8TLI7Zu4WPMKQ1Qlrcrkao++SaJGr29pxf1/0ohrGVSlACUD2DVZdeqcP/JK5+E8Ic++l9dFGaq8+UycpgrAUTQWkQGnG60InfVx7SJspEAcGVRrdSxME/j5TylmzcXc2++SNb5lclv/4zRhqtKC6eZifswtuoOXe+ez3UND9PWe04z/zmBDqQRxFheamOTrY6Q7go2PbGO+ch/m3jgPvgcugNyxhYs1LzNEMqwSRxow4mYra7759gVcnvTJu5IYzUX/zJuctMLgCcd/+/vHh3jcz8h3bHfk4eYd28pj/5YnHu/EYxz9iRP+/fZ2I/uSkhwf1/HHkG/HQ45sK0e2PbYf8vbnR3+Lx31fHvc9SAhpeAHXLgA+ALk1UUPJOLZMVk0hPt2TiAYOp6HcDQXBLVNnCzrQL9Fy6IwtQGxwQCsqKRaw/3jfUQsbKWgaI7Ye/Nm4F/j212n+XR8Sl9Z/GfuHn5Et4dXvuLko40PAML1gpZgZuI72JRL4WeNuxG1cmmkolYDmcVj2/o72RrHpZ9tZXmke5t08F75PLYHctZWL1S8zhCe2xNdkMqUUL3f2v+P3fHJT9ju/QsjJXzxT8zch5MzbHN2CHH9hf+fPHf2cEHLsX4Qc9/VTBEiO7Wfk58jbhzr2+UnHIjjup0Y+0iM/RI479tF/vXP7t3dMT9j38dsdv+3br+jt31drVEe5J6X7na6bAfwaimIh2yWrQsr3CcgHX+067EnH/q6sqhOlhII88v3RdVX2daN0SnVOZTiGEBBSghSXAoMTO45vQgkT+PVjFPUNaHjv+2V13jK5rf8xGjdt/JosVuqZiwUld0suHfKZ1kNoi4Vt1eX/bob0BJxaestXjUesP4ZNP9vGvCVezLt5Nsm/fzHk7m1crHopK5JWIYU8FFHjyDPZOYWlzksqpn7AzTSVrCqWsvyCPAZOnfOH46bx2FPNb3mG9bNfCebc4go5Kz9A6EPfpRCjawmSHa0IuNx2+r2lRczQBapqrQ4jPQ7tB779IM1vCZFLpnwJdf4r5CQNT8waXq0USyse4OeV3ie3D0TIIwf2sLZYdnRVG0LA4AIF1ZlRwSc+EMfmR7fTDT/ZimjJTMLu/yLozXdxFExcxQJFAYDmcBAaoVcAcFkdi5Lb7NKyWpzi5htd8Wj98+1NnpTgZ73Dmjw/LiqrIeTJH49tZaaWZng1JyHIrQ7ksJ6S+eWVkNky1F4IyKeeJJg2A7PvukdW+5bKbf2P0pjRa3VkGY0RJ2YGrhd1/ktpazRCfnN4FzEzaBnedBnWEzwwLcBCHZkzNj0+GMfmx3dQT5EH826aTfz/+AXIvTu5eONFhuCQ1eEpWSjODQzrCb3UnXcZAFUZQLGMXVoIr+xPxuuebt2flkQVAJaUVHG2YzPQ3jK2HzxSvirfkVsPmsN6cmQYQLZpOQh86+vUd2iAXFL1r6gvuEoQ27wtJle+cwounfLvstRzofz1oX14pq2JZmOiCgD9yTjyqzKz7mliKIEtT+ygb/54M8IFdYR98vOgt36AI1BkdWhKFtofHMzXOX+f1XEouc0ud+XSoVQibWPhGCGozvMzse61cf280HVe6HKnKxxbGNaTjAeK0vOkkHEE5O9/QeSTj2CmdyUumfIl6XNk+Ipdk2ya/zK5ovLzaAzp5NGmPaw/lbA6pAk1kIwzT2leRp/vyWASW5/cSd/80ZYjSeu/gN7yfjU8QEmrg+EhQghugRorpVjIFsmqkLI0ZhpnlR1SELgZg9/hQkNBCbiREhgeX/kiGovKgDO3ktWwkQL35Wf3yIe2w8C3H6Te/V24uOpfMDNwbc63sjpoHpZWPCBmBm6UT7c24bWeFqtDmhQdsTDchR4297a5GX/OJ0NJbD3S0hoJTCfsH/8F9Ob3cfjVcsPK2RvWk0hy0wFgsdWxKLnLFmNWTSHqXJShzO2Fk2lwUgYXZXAyNvI5Y9LNNOFmmnRTBhfTiJMx4qCMOCglGqGghIBLCSEFpBCSbVk/7njY0IBWVFyUW+WrdB3E5cqJ1yuf/g3BpnWov/vDmDJlidza9yiJGJ1WhzXpit2zsLjs7zCYMuRPDuxm2drl/24GUgn86tBu3DxrNpZ9drnY8dg2mgye/aTOiZQMJrHliSNjWm+eTfz3L4LcvT1rqgco1jkQGnQtKqq4XaN0i9WxKLmJyDQU1Z9ohqEfoJo2yxTiaOVlAAQUElQCRAgQKQHBAcEhuQC4OTKJRnApuRipkEwpJKESlBBJmRwpOkcgKT1SgI6Qo1/D0Vp6R7+Go/X1QChlpDUW4s+2Ndq+TM9ouZmGv599HvCNz1sdyqQiN71XYuG55FDoFdEU/BuVyOie4bQgoJhdeJOY5r+Uru/rweaBbqtDsgwjBBeX1/L5hWV07bfWEGHaJ2H3Fnsx7+bZPL/Cx+SurSNJayQzJoyRWfNg3HQn//Hht3LmGmpnVd583Dp1douLaXVWx6LkJlu0rGqGEZGdbTCn1MqeRJRLOZIyCCGIgDzSYiohpCRCSnApicDI52JkxY+Rz00JgZGVPoSUEDj2cyNfO7Kqx/FfF/Loah4S4rjvxU0jpy6ySW6CAJA+/9iqJ9icfPZ3BJvXoe6ej2JK9flya9+jJKy3Wx3WhPFoxVhS/nHJSCF+eXAfhtJQIs7OuJR4o6eVnVNYBnfAjfhA3OqQRi0+GMfmx7YfrdOK/E8thty5RYhVL9Fceg8rZ8dFGS4ur4lLYI/VsSi5yxbJKggp5bV1ePbwPtKdiNoj5iwUNw3pqa4l2J9j16zuTpDvfIO6r78dK877HA6HXxeNw3+lAvZdpendVOUtxoKSu3E4EpV/ad+VE0M+RssUXDp9TmKnZPWoI3VaWV6pF/NubpC+BxZD7tjExepXGKIRq8NTMtz7ps+L+R2uXzsZ+4TVsSi5yxY3JO5wlB8MD/HuRNTqUHJa2EgJUl5ldRiWkX/9I+QjP8A0bYm8rPrfZcA51eqQ0oIRFxaVfJjPL75bvtTZjr+0H7TFdWEyJbgpKxaUWx3GWYn1x7HpZ9vZxke3IzblHLAHvgR6zS0CeZlZokvJDD6HkzgZ+yaQA2OglIxli5uSJFSXElLVzbBWUE+ClNr7hn3WeruB7/4Hc23dSy6s/CfMLbxdUOKwOqpx8zurcVn1v0uvcw4ebdxD9ofGVyEj2/2t4yAtml+G+XfNt8+g1VOI9caw6afb2KZHdyBeO1+yT/8b6NU3C3hV0qqcLGKkDABqrKpiKVskqw7G6ur9hdtum9YQd1BbhJyVhlJJJgJFtr9Zp4N88c+QD38ftWwRLqr6gi2Xa63zr5TLKz+HfcEkeaLpLRbn2TWsIZ36knH88tBuOKflkyWfvIDTLLgORXuj2PjINrb58R2IT10o2Wf+DfSqmwS8eVaHpmSQ4VSSQSWrisXscsUddDHt4kpP/h8+WL8g5s+x1aMyRcRIgef7VbJ6VH8v8D//Sb3wy0rvIqujGTUn9WFZxafFjILr5Z9aDuKNnlarQ7KFiKHjl4d2k7BXkCWfXpo1XaKR7ig2PrKVbX5iJxJ1CyX7zJdB33OjgEclrQowlErkCSmnWx2HktvskqwCgO5k7MM+h/PL98yYn6jy5lsdT84JGylIl9tO58ykIG+uow1Ft9iidbXE3YDLqr8KXZThJ/t30464mmAzFrrgOBwZJrBByb+xinRFsOEn29iWJ3ciWX/uSNJ65Q0CHq/VoSkWCukponM+1+o4lNxmt8RDapR+30nZrbdOnZ100ZyqHmW5sKGDaQ67nTMTTq56CS54ZYV3gdWhnBIBxdzC28T55f+A9X0D+O3hA9SEaiQfK0YIlpRMIc0vHMzai0+4M4L1D29lW3+xG8mZ50n2ma+AXnGdgNtjdWiKBcJGChJyptVxKLnNlmWgKCEvAnh6SWnVHWt72+07u8VmYoYORimE5gRM3epwMgpZ/yadc+FtMphqI0k+bHU47+DVSnB++cclIwX4xcF9GM7x2qlnY16gVPKUKfr3D2RtsnpUqCOE9Q9tZQW1BZh3/fnSfcFFkBtWC/HmGxSpU5xDmgMoLMLIgio47uPRz4/8o6h4wuNX0iOkp8AIrbE6DiW32TJZBQAX075wbnHFLdsHexwx07A6nJwgAaS4CUfVFKDtsNXhZBT5+gtwTa8Xl1d/lXXHdvCm0PMsZvRZHRam5C3B/JIPoDkcwXMdu1Wr+Fm6sKwa7S82Z32ierxQWwhvHk1ab1gq3csugVy/Soj1q05KWulFK0GWXw7JTSmlHElOR4ZMnDRuYkBPZN9YiiwUMVLQKPUDcAFIWR2Pkptsm6wCaJfAT1aU13z8pc5mt9XB5IqooYvCiilUJavv4tEfMRkoQuXNd5LK2i9hIHGAHwg+x6xY8YoRFxaU3M3LPOfQFzpaSWN4KPMH1GY4v8MFB2Wkc2uX1aFYItQWwps/3sIKpxVi7vXLpGvZpRDrXxdy/WoKfSSHkW63OJyI0D+3NZ54vr3b+acenmxAAkhwI5GnOWsBNFkdj5Kb7JyswknZ1xsKSj6+tqcdca5aVydDSE/K4tJyNdrxVIJDkE/+hMLrQ8mNt9PimZ9FzOwVLeHVtDu2Daac+C74AmcNzi//hIybDD89sIckhSpJlQ4lbg+MlMkB5FTL6omGW4ax7kdbWOH0Qsy9brl0XXg5xJuvCblhDYXmlKZQV4dsM5xKijzNOQ8qWVUsYutkFUCEEDBdZE0VmYw3pCdpXVGJ1WFkvngU8qknCZxO+C6+ks5ddC0/p/h9bCCxnx8I/oWF9Y4JOCjBdP8VYlbhDXTn4ABZ1duW00lVupW4vNIIJlUL9RHDzcNY939bWFF9EeZce5F0Lb8ciMcolypZzTbNkeH8MnfeTU7GnrE6FiU32T1ZrU+aZsqUQk2ymiRhPUV4QYDTHG9dGjVdh3z1eZBXn2cyUITSOz/IaOGtfGPvD9P2+2PEiXLvAtT5VwqPVo4/HG5CV0KVpEq3Co9PRJui6rw/wdChIaz7vyFWPLMIC26fS0g8ZHVISpodjgTJstLqGzAynEONNVYmnd2T1XkDqYR6jJ9EEUOHKMxTg83GIzgE2bgPbGn9We+KQkOpdy5qfMt5qWcOS/IUPxiOste7d6ohGhOk1O2l7a25OV51NAabhtDXOMRFtaopmG0GUwlwKfIANgvAAavjUXKPrZNVIeWC3kRULbMyicJGCsTpVLnqeBk6KBlfRwABRbFnNmp8y3i5dwEzhClaInH2t863MKwnVYIwgSgIfE4nGTw4ZHUoGU0KCWKDxTGUsWuOBMmcQMl1lBCVrCqTztbJqinE1JhpqJv0JIoYOjTKiOoHGh9pGKBEG8PdnKDQNR01vqW80reYcSFFeyxBn2puRG8yph4aJkmhyw2TC2kmTZWJnYYUEpSoX1E2ao4Me6bnB+70aI7vWR2Lkntsnaw6GVtdk+e/Y/tgj8/qWHKFLjgEJEigCAiqVqYxM3RQ8u5vO0o0uFgB3KwAbi2AQtd0Ue27gAJMdseT9OnWZnTEIipBtUCJ2wsjYQiosdqnpZLV7NUaDcFJ2WIAXgBxq+NRcoutk1UAq6rz/OrmMcnihiHyptRSlayOg67DyXx0duBGeLUS7nEUwc0KqJPlE0o0CGFAcF0QCaJTJ/lbRysORYbV3d9ipS6vTA0k1IPCGahhANlLFxwDqXiy3OO7FMDfrI5HyS12T1YPU5BEwOn2BNUSkpMmbKSkr7wS8q0dVodiP22HwQaGxfT4DELCISaHmiAH+oC+boiBAQACFKDkiusxuPA881Bk2O7v0axQ4fWJSFNQPRifgRCSUJWrZq2m0FB+odNzi5Mxlawqk8ruN0IpIFfV5PlvVcnq5AnqSUwpLlX1S8YjGoZ8+HsUOEP9FylAiOpPzRTFLg890NxsdRiZT0io0zZ7HY4GyZLSqhsB/IPVsSi5xfbdWm6mrSrz5Kn1iidRUE8xEShSFZImkhCqOzVDOCiFW9PIcMuw1aFkPCEkUedt9upPxiGBAICzr7+nKGNg+2QVQGuh062S1UkUNlLgvnyVrE4kIaAaqDJDscsL3eBCFbA9MykkUROsstvhyDBMIf4dgNPqWJTckQ3JakuB02V1DDklrKcgXe5sOHcylxCgqoUqI5S4PTDjukpVR0EKmRU3FeXU3uhu9XTEwnfonO8BMM/qeJTckA3XldY8zem2OohcEjF0MM2RDedO5pKqZTVTlLnzRLI3bvfx/ZNDSPWIleUS3MSfWvd7V/W0zjAE32wK8VlA/dmViZUNCUeQANKlVvibNDFTB6MUcKpeoAnD1ZjVTFHuyZOhjrDVYdiClBIEas2QXLB7uI/84uAuT1BPfj3FzVcBlFodk5K9siFZlYYUPX41FGDSSABJbgIV1VaHkr1Uy2rGKHJ52NChQavDsAUpoIav5JCgnsIvD+3O2z3ct8IQfD+Ay62OSclO2ZCsQkrZ5neoZHUyRQ1dkMopVoeRtaTgICpdtZyHaWCEItIdtToUWxhpWVVV7XKJkBKre9qcz7Y1FiW5+VdD8G/B/mUxlQyTFckqI7RRtaxOrpCeFKSk3OowspeqBpARStxe6LqpJleN0pEVrFSymoNaoyE80bTTo3PzcwZPbrM6HiW7ZEWy6qB0f4HDZVgdRy4ZTiWZLCq2OozsxVU1gEzgczhhJlWyOmpSTbDKZXMLiuGkQiOEzAIww+p4lOyRFckqIaTf53CqWquTKGSkCC8o5FbHkbXUogAZQSMUkqtcdbRU6arcNTWvAMvLq7C572EcDr/OTJH8ktUxKdkjK64rUsqyqKGrcQCTKGLoEB6v1WFkLzXBKiNolAKmVH+JUZISahhADipwOHFTbZ18a/B3cijZhMOh1zUCehdUhQAlTbIiWTWlqIsYusPqOHJJxEiBOJxZcf5kJM5Vy2oG0AiFNIQ6z0dpZMyqOnFziQaK99c3iI7oetEefZMAgC4i6IxtIVzon7E6PiU7ZMVF2BRietTUrQ4jp4SNFDSNqZvSRBmZYKV+vxbTKIUwhfo7jJKqs5o7nJRiYVE57p01T8SNdrw19Id3FDs/FHzJDeABAKoLTjlr2VJeoiZqqGR1MhlCQEgJUlQKDPVbHU72EaplNRM4CBXC4FnxUD8p1ApWWavA4cS8wjJMzcsXhS4NTuaiMWNA9Cc2onH4OXpixbKY2YfBZBMp8TR8lBL2fxaFrWSJrEhWGaFlKlmdfDHDEL6qaqqS1QkgpRqzmgEclEmhigGMmlTJalZ6//QGXubOYyG9nfcn1tCW8EESTLWAS/20D3KNwefzitz1X6GEPQzAnKRwlSyUDckq1SgtVMMAJl/ESMn8skpIbLc6lOyjxqxmBAel4Lq6x46WlABRT1lZ5X11s0W+lqKvtH8DhkiMaV3zYOowYkaf1++svo0Q+ruJilHJftnQvVViCmFwqYZJTbZhPQlSXGJ1GNlJqNa8TOCgFNxQf4vRUhOsssvtU2eJQicnb3Z/lxgiMa59NAb/6jNl6utQ54VyFrIhWZ2S4GoMgBWCepKJQJG6k08EwUFUE5XlNMrADdWyOlpypNFAtRxkgVn+IlR6XXRd938TXYx/ueHe+B4YIjEFwGVpC07JObZPVoWUywZTCdu/DjuKGDq4z6+S1QmiMlXrOQgFT6m1L0bryHKrVoehpEGNrwBDyYM8xcNnuSeJpuHnfTqPfTktgSk5ye5JntMU4sGNfZ0+qwPJRWE9Bel22f0cykjyxvfy1mhIZUkW09QwgLGRahhAtih2uhDWO8c0RvVUeuLbwahrBQC1eI8yLrZONISUH+5LxrzdifF3USjjFzFSYMxh63MoE5FrbkXSX0Bf7mpOy41CGZ9ilweFLjdLBsc3Vi8XSZXXZ418JzNjZl9a9mWIBGJGXwrA8rTsUMk5dk40nKYQ31zT05ZndSC5KmYaYJQCTqfVoWSPupkQ51+IZ9oOEENNsrLMDH8h3j/9HPRv75F9e1VpttE6siiA1WEoaeCilMaM9J37vfGdeVzo16Vth0pOsW2yKqT8SK9qVbWUBJA0DYmqGqtDyQ5OJ8RdH5Wre9tkfzJudTQ5a0VZjbhmygw0/Xk/Dvy1UWVeYyCFmluVLRzUSeNpTFb7E/sYl8bNaduhklNsW2dVF/yyA6HBUbWqEgCzCoqxqKicuxgjGqHQKCWMUJISXL7c2UzaY2c7iDw3RU1dFldUEdlyyOpQbE9+9AHekYyRnUO9tn2ItDMHpbixZpaocHqx7SdbEOuPWR2S/YwsZqESfJsrdLoBSJxNFYATDScPgxHnVAAlAAbStmMlJ9g2WXVRtq3Y5b4dgAMASt1eSAkM6wkcX3N1lr8IF1fUSheF7IyuZYOJPhgiAUPEYfAEyr3zyc2178GhyDB/rauFpYSa0zIWIT0lS6qnQWKN1aHYGrniOqSKiunfmnaqG70FAk4Xbp82R5KwKdf/4E2mVq0aHynU7KpscE4nX1HdAAAgAElEQVRhKUJ6OweQtnHzEhzDqUOpEk/DFQCeStd+ldxg22SVELK3zO2LAyiY5S/C1dX14FJIJ9VIzNTlQDIuCl0e6qaQLeGX6MHQC+96DQ3pLWgJr8KS8gfwsdnn4pXOZjSGhyb51djX9qFeNrXhHJA7PijIH36hWgTHSVx4GZ5t2UfUw9Lkm+orwI01szC4tx97/7RXTWo7CyN1VlW6and1+fm8O7Y+7e+Fnviu/ALX1Jsc1KOSVWVMbJusAniryOVx1OUHcHV1PXb2P4ae+HaiwY0Sz2xS7JnNuqNBHAq9dMYrpy7CWNf9TVbruwhXTrlDXlJRiy0D3dgbHCC6Sh5OqyMWxtOtB3BrwzlU3aLGye0GoxRq/PXkW1JSKZaVVtPmFw+iY3OnOoXPkhQSaikL+ytwOumegX1p329/Yh8aCm+6GiNPNGqAszJqdk5W25yMOm+omYm3Bn6FnvjI+vQmkuhJ7ERPYufYdxhdi7boWjLNfymWlFzFL66oZQdCg3z7YA9TE15OrcTtBSKhtHYZ5ZSqWiRMQzVJTSKNUFxTXc+nevx0+2PbEOmKWB1SVlATrOyvJi8fUnISNbrTvu+Y0QtTJD2UOD5ECXsy7QdQspadk1VNCM4bg89oHbENad1xS3gVWsKrWL6jCnOK7iDvmz4Xw6mk+GPLfprkaunFE830F3Jt7x6mRvmND6moQtTQBVSyPynyHU7cPnWOdCYlNnxvPTGT6j09JqdpE1Olq+xvfmE5+hP7JqzxYUPPD7zLKz/3kEZdGiXaoxNxDCX72DlZvTlmduqHw69P2IoYEaMLm3p/QCk0XFj5eXlT7Szx+8N7qWo7eBslBFVePxOb1lodim2RknIE9aQ6rSaBg1LcUz8fkeag3P6b3erhYIyoRrHs/mXSle8iPGnCSBgiFdOlHknJZChFCQFV2aq9Vee5eOPwrgl7b0SNHqzr/o5nReU//5BRl5MRx0MTdSwle9h2QozOY//cHHo1fzKOJWBiffd3WLFLw/KyGtWAeJwqbz64aQgMqsLp41ZYjCE9aecHR9uozSuANATf/Zvdtr32Wal2ea0wHRAP7d+M33fvx6pEF93nirC+SqKJc/Kpa36haEuE1TXSpjRQeDQ360+kf7zq8WJGH9Z2fcdjiuR/c2F8ekIPpmQFu94gZxFC5/fExj4udbwETGzs/i5dMeVf0ZWI4HAkOGnHzmR1vgKh9XQR1Sw4Sm430LAAZMZs8KoaLn35lDCNdLUdsDqynDDTX8SjrSHVojoOTp8T01ZMpX/s2I+UEOhJxNCTOKkWrXoIsLF5RaVIGEPCELEJ/zvGzX6s7fov74rKz/8nACejju9M9DEV+7JlsmqK1P1t4bWawOSONYua3dg7+BSur74Lvzy0C0E9NanHPx1GCI72wVFywn8nfu1dtmEgIISAkbc/nm5fjBDJCJUNgRIqNz9r9cvPEBQIBICiEiBQBFIQAMkvAPLyYRaXcOkvIJqm0bCeEl3xiOyKh1jPYCcGkwkINTF2UkzPL2R7/7Lb6jBsacZ7ZvC+VAwd8YhK9rNUQ0Gh7IlvmrTjJcxBrO36tnd55We/5kTeIo267wOQmLQAFNuwY7JaCZCPtkRWO6w4eHt0HYrds+WtU+fhFwd3E1NObo/X4uJKsby8mtIjySUBQAiBkBISEiPrIYx8lJBHPpU4+g0pj3wuJQApISQAiZEdCBApASFAhDj6kYx85IRwTojgBJwDQhBwTtDeBrE1vRPcMh1ZsRJ80RJTuNyAw0EJY4RSRhil4FJA51wmuSnjpiHjpiGjpkGDqSjrbetBfzIOLqVqfbJAmdsLAsjhw8NqTOUY5Vf4UNpQyh5t3mF1KMoEKnY55LbwW5N6fUryYazq/KZ3UemHbi31zLlAo+5rARyczBiUzGe7ZNUQiR+3htc4E+agZTHsGHiMXDrl6/ya6no81950xlYGD9NwXfUMXuB0EY/moCluyq0DPXgr2H/aOq4epqHSm4/hVAJBPYl8hwvLy6sp+e3jkJ3tkKYJmDogTk6YCY7VQSInfHncjqS1OY2sWAl++TVY29umxeJBJEwDCW4iYZpIcvNoC+lxv34lU0zPL5TJ/rgqETYODTc2iKboEImZhvrdZakCpwsO6qTDyeZJPzaXKWzt+6lnWv6l0xuKbtnOiONDhNCnJz0QJWPZLVldKaRxVWPwr5a0qh5vXfe32OXV/ynPK66Q2wZ7TnsBr8svRBVzEPLcHyn6e+GtrSMrVqzkF1XUsAOhQb5toIcNpN6u41qb58e5xRV8qq+AmakUpw4HZYwRUwiQw4cEmvaplrlxocDC84BUCtg/jq7g85ZBXH4N/tS6D11xVcDfbmYXFMveVZ3qvTNGpQ2lcBd7yItNe1WimsUWFZVjOHWYS3DLhnm0RFbRYKrFt6TiE79kxPWoRl2fA2BYFY+SOeyUrDpNkXxy18CvvUJaf+6aIo4tvT8gyys+g6hhoDF86pbeqb4CTpsbmdwzsnABertAN69jKK9Ew9W3kNnT52FYT4qWSJDMKyyFBkA78BaTL/8FWnhkMoj05oHV1AEH9qqb7Vj4/CAXXgoxZw6nBYVM51HpYF5C9syT8unfjvLmS4H550Jedxv+0t6oElUb8jIHCpxuumtLp9Wh2M6sa2fKDUPdRE3xz251+T7eFV07pkSVQsNlVV8Wbw3/ifYmdqUljqDeijc6vuFdXHbfxwpctRc7qOcGAOqNm+Nsk6xyoX9hOHW4qDeenjdEOgynmrGr71FcXX0fkq0m2mKhd92uNs9P5e5tJ3+jtxv4+UOUaBqKL7uGFk2fKfD8nyh2bD65uz0eAw7sSftryFrT6oGbbuOkoJiFUq28K/YG6+3cg4Q5SPK0Uiyd8wCcdV8SiMclKAEog6REwuEggrogGSOEaoQxShihMITAS52H0BJ997+xktnq8gNIxlJcmEJNDhqDwNQAqJNhS1uX1aEoE8zvcLGdib1j+pmZhdfDo7vp+UUfQVP0FTSG/pqWWAwRw4aeH3hnBq45p77gqj0add0B4NW07FyxJbskq1Ml5Bd3Dfzaa3UgJ+pJ7IRr6Pe4qfZO/P7wXvQm31nKxac54WKMoPE0FwHThHzlOUCVfTl702YAN93GURBgzaFXyeH2V2GIxDsSlJjZj9Wd/0Gq85cRohEIySElhzA5qt1LpSEqyerO1iNjUQ0kuZnzY3Xtbpa/iAcbh1SiOkbVF1TzlmRYXZdyhBzjhOGprgu4eOl5Jvt7MfMD9yHgnCo29f/4pPNFo17MK7wNKR6V+4PPjLJHS6Ip+DdtKNkcOL/s7/5CiPYdjTofBKAa+XOQHZJVlyESjzWHXrF0UtXptEZWw8UCuL3uSvz60B4E9eSx71Xn5YPHYpyppTQn1glJanP7qzBF4pQ3WVMm0RJ+46SvV/uWio54hHXG1Vrx2YISgmqfn23ZoGrZjoXm1lAys5g91zx59awV68RM3Sxyz9Di0YFRbV/grIFDy2P8rZ2AoYM//F2UfvDvyRUVX+Or+r7FTJFEgbMW5wTuFAFnDZWdbZyUzme+klKxZeCno34AGkwewKrOb3jOL//E5/IcpZc6qOd2AJmZDCgTJpOTVbeQ/D4hza8FUy3uQ8GXMzlWNAafhZsF5PvqzsMvD+0mMdNAuScPy8tqpHbgLaZa5ibIGJPUM/FqpbQ7PrqLtWIPU7z5ME0u4gNx1UI4BhXzy2VU10XI0NWDdg7ojqe0EncD74huGNXfuyFws5Rv7RQ4en5EQuCPfJ+4br8H76n7ujREUrg0P5M7Nku+4XfA0ABDQSHKP/YpsrLyqyIpo0RIkwhwCGlASBMxsx8Hhp/DiY2nSR7Cuq7/yptTdNuFtfkr9mnUdQOAySsIq1guIxNALs17peTfG041O/cPPZsX0lutDmlUdg3+nCwpLxDvq5uL9lhENhQUU7p9I5F//aPVoWWnm98nsWAhaQ69QprbXzurJHUEgVvzk6745JduUSbODH+RiHdE1Uz2MapZVoNN4V6VqOaIg+FhXD/lPEZLNQwk9qMrvg2miJ9ia4oSbTr45offeX6YBsRTjzOy9GLhkJLyHZsBPfX2NqFh8Ee+R1znnEtcmgNE0wCmSTgcUmoOSWoWkvqqS0lzfA3ZH3wWxyetEgJ7h/7gHEoeLF1Ueu/rGnVdC2B1+n8TSibKyGRVSH2hlMK7b+gZV1hvtzqcMdnc+0O6svpbsoE5CPnh/4MMDVsdUnbyB0AWLCJrur6NqNGdlhYzB/UAAOJ8cldGUyZWwOmSmlcDVH3VUXPmOeEJeMihpiGrQ1EmCSUAkkmUNxm8suZKMr/6fVQaSZkUETHMO1h/ch964jthijjq/JeNTPrtevf7s9y45tTX5GgEcsNIjnmkx/FYXWoJgMxoQP1VN4npVSvIwfgq0hh87h0/3hPfgS29Se/55R9/TqPOpQD2neVLV2yAfe1rX7M6hpMw4niREHao2rf0GkMktJDeaqubTLG7nuTv65Byz3ZbxW0n5J77RDdtFm3RtWnr2hXSwNT8S+VwyiRDx407VuytJRqi8yorMOWcCtG9tUsNBRgFbnA4fU5+wcxp2DbcQ9Qwpuy3qLgCZd2dXP7pV0xuXkfkutcgDzYSbSBI80WAVwTOx4yym8hM70pR6mmAXPMa0NmW/nvc0ADk5nUE/X2kpH6lnFF0rZSMkOHUoWObxM0BJHnQWeJpeC8l2i8BqHqCWY5ImdGXoVmmSD7fn9hftbP/5x5T2iOBOKf4LtR2Brj43ZOqC20CkJXXQK64BG90PIgkD6Z13wuK7xYG5pA/tzWqB40s4qIM762bK11RKTb/eJN6X44CoQTn33e+HPKa8k/tB1SSn+XumTZXFG9cQ+Xa1069EdOA8kqQ8krIt3YCemqCoyIgcxeAXnWj5C5Nbgv+ivYdV891VuB6Y3rBFYc06l4ClbBmtUy/ADVq1D2/1NPwzOLyv4+defPMkDSDQL7f6jCyT0k58E//yo0Ll8hNPf+X9kQVAHoTu2ilx6lKo2SZlOB46vBeksgDOf+TF6hxHqNQUF0Ab7GHHIwGM/0+oaRBgFCJ3u7Tb8RNoKsdcvumSUhUAUBC7t0J/r//Qcgbr9LzC++VGn27gmVj8K+OntjOaYZIPIsMHdaopIcdLkIJjbo/UuiqSwZc06yOZVTi5gCI16da5tKIXHcryCc+gzaxE691fJUMHdcllE4DiUa4NDfza84J2b9iHV1w/Lm9kXqLPOqmdgb+aj8W3r0A6wY6sGu41+pwlEngcDiY7OuxOox3JyXkxjXA4UPiwpL7+fHf2jnwC3c41bHUFMmfQY1Lz1p2SFYBIEWJ9pU5hbfaonU1ZgwAHq9dfreZraoW8vNfEclFs+Wb3f+DvcN/ZBO53C6XKXRE1vO76mfzM289+byahhn5RVhRVoMba2bhnvo5/O9nz+P3zpjL5wVKrA4v44nMHvaUEZw+J869ZxE2DnVi61CGJi9KWhU4nAClQIZPCBbP/o75aRmrzb/o2NckBDb3PuRN8fCdXOifszA8ZQLZpoWBEvZogav2wYCrLi+YOmx1OKcV03sApxNwuYGUPcbZZqSb3ivJwnNJc+hlNPW+QCQmJ3/cM/g7tqJqqrhz2mzx+xbrxuo5KcWNNTNFoYsJJ2XUQR2UEIokD8uEMSgiRjPpj/eyhDmIPEeFvLTicnlZZZVsjsTomp52RE3dqtAVO5MAYQSbB87QJaxkjbr8QsihQYFMb8BKxCCe+S3m3343AKAtshbAyCIvG3p+4L246ktfp1LbTwh97nS7UezHNskqAJ0Rx5fnFN363fXd/+Mbyw/OCtwAn7MSTpoHQyTlzoEniCkmLok0kYShhzmbPY/JXVsn7DhZbeYcYOHCtJamGi0Jjs29P6aXTvkyVpRWY11/x2QeHsBIC+qHZswVUb0FB4MbtLg5iLgxAF1EgJGurhMmCe0kh0IvocQ9i9T5r+AfmzWfhfQk3zzQy94K5s4iBxoorq+tl1IS0hWPYNtgt1qbcYz0mA4jbsgZ/iLSGFalq3JBlTcfaG2xRbeDbHwL4vc/x/w7PogiZ73cMfgkAYCEOYRNvf/nWVbx6d9qxLUcwK4z7EqxkYwsXXUqhJBdTur91GCyKS/JR9ddsbjsE6LYswRdcYfoSTLq1krlguLrYPAQCevvTEIoNCwq/YicX/Ih9Md3kyOJwbh4XGU0UDCby51bMvtJNVPd8xF+KLUWPXFryn9xmcJgsgkXlK9EbzyBoDEZkwlG5GkOfGTmPDmQ2CW39f+MRYwuJHkQXJ65pTRuDqIrtpm2RdaBUYMsKj4HF5RWylJ3PmmPhmGOce1vOyl2enDvzDmCoQ+maBazArWk2lss94cGj51DDsJwXnEFWlfbY6ERq/jK8oS/Mp+qZDU3XFFSxdn2jQw9nVaHMjpDA5B7d6FgwVWYUnChaIttpBIcSR5E3Bx0lnrm3kGJ9nMAthg6qJyZrZJVAIKADvucFSvbo+vPOANmZsH1qMhbSn7dvIfsDw3SjlgY+0MDJKSnyNLyS1DhXcABQQucNajMOw/nlv2DTIiA7I7HyJyi5aIl/Oq4E81wqgPTq2+lctPakRmUygkojpWEPp6mgdz6fomaWrq9/zEykeNTzyTJg0jxsLyoYgX2BoeILiZnGMIlFVPhpv1yS99Pxl1iiUsdw6lDpDn8KgmnWkm1b4pYWjZT7hrqJzwDx23W5wewrKwaZW4vPEwDlxLJMbxv5gVKcfPU6WgNvyF3DPyc9iX20N74brKw5EpyMBRE4si+HJRhcUkljGgKniIvXH4XnHlOMAeDkTLe9ZTMRZpLo1NmlvNtwR71sJ3lCp1uLCmupOLZp+x1r0rEIbdvIs6pc1FbeY1ojr5OASBidIERp8vvqr6WEcfjAGz0opRTyfQ6q+/GYQp9MMnjeUIKQYgGCo0QQgkFJeTI/xmhEFLgd4f3oSdxcvk1D9NweeU0Xur2EgAwpcCm/i7aFB4CIwQfmblI9sfWkH3BP4070KvKv8nZC39jcve28b/aLERuuEOS8y4gXI8J2t5F5NYNBPt3g6y8FvLCFTJsdsndg7+lET0znvIXFH+AF3nOxSMHdk9Kfc4P1s/l/fGXWXP41TTuleC8svu43zkLPzuwm52ufbXcnYfraqZxAmBtbzdLR+saBbCkdAqklEiYBhLcRNw0oVGKlVXVPN+hsb74Hu5mhfBohdTJ8gklDAkzwfcMh9j6vvZTdudfVVUnGwIFZHv/4+iN737H9+YV3Sn8rsXyyYN7GQAwQnDb1Abh1RxghEKjlDBCiJMyhDvCctvj29RsYgCL7l7Iw6WUPK3qq2a9m6pnyOldnUL8/uf2rD/MGNinviQPig3kQPDZY19eXPb3iRLP7L85qOcOqMdQ27NjsooUNw+0x8KzmsJDMDiHLgQMwWGId35uHvfaSlweXFczU8RMXa7qaWMDyVOteTzypHl9zUzp1XTxRse/jfsNPL/4/agJ1wjx+I8oRPZ2v44Fuf4Oyc9dQNb3fB9u5ke5dyGv8C6iDuohSR6UewafIv2JvVaH+Q4EDFfU/Id8patnUsbwfbJhvtja9zAdTnN5LgKGpRWfEoxWyseb3jrpvB6Z0DVDTMnz0Zbw60IXcTKj4CpiCvBNA/1s2+D4Zob7NSfeX98gJKLE4DGhUTdhxEUYdRIKhtbIGnEw+AI9cdEPjbhRnrcA9f73CK+jhHbHE2JVTxvtO/LedVKKu6Y3cC8z6MbeH5KY0XfSsTXqwRU138QLHe1oOs3f7rrqGTzQZrK3ns6sc88KgakBLPzAAvnwwW1EV9etrPfpGQsFnnqCypaDVocybmRqPegHPoaXu78KXYQBAJQ4cHHVF+NerfgbjDq/ZXGIylmyY7Lq4kKEH9q/1TnabtlziyvkReU1pDu6SWrUg1LvfNIaDfHVPW0seNyymg5KsbysWiwoKqf98d1yR/9jRJxFD4JGvVhZ/mWhDYYhfv0oRTy3F9ggl74H/OKLsa77vxEz3lm70aMVIWEOI1MfgC+q+gLfNQS2ZXBiZ0g7KcUn5yzGi62fG9UY1bFixIkVlf8sCSmSId2gJiS4kAAkan15cjh5UOwZ/C2Lm4MARsZxT/EtwczC6yUjbrlnKEjX9LaNetJSXX4AN1RPk52xjeKtwd8zOc7pTvnOKajzX86n5J3P4qbO9wVDbEFRkQjrzdjW9+hJie7xpuZfIusDN8mH9+86ZSvhR2YuFN0vtNDuHWoG/LJ/XCr3yxBZ1dtmdSjKBGsoKMa1hRWSf/dBkqnX3tGit93No/XFWN377WMP4m5WiEum/FvCQd23EUJfsDI+5ezYMVm9aCiV+OsTTTtPu0RUfX4hZvgLeak7j/gdDNv7f0IHkwcAAE6aj4WlHxbF7tmUkJHai0JKUEKQMIf59r6HWcToSlO4FCvKPiMCqKD8Vz8Fuid/ZnmmkA98nu/jr7O2yBqrQxmzC8rv522xAFs9wTfweYFSXFTuF693fHXCul8d1Isa34Vg1AlGnJIRp6TEge7YVjpw5D1yMoJy7zmYFbhReB0l5GA4gte6DpPUaVreVpRWY3FpKfYM/lZ2RDempXudERem+C7ANP+loju6FU2hF+iZbrIEFJdXPyh3DSXIm+9S2YESgk/NXYK1/7UWZjK3h7dVzC/HjOtmih8d3Ka6/3PAvXVzeeGWDUS88aL9/94eL9gDX8KO8FPojG069uVCVz2WVtwf1ajrIgA7rQtQORt2Kl0FABBSXj+YjOeVe/IgJSAhR25VcuQjAcHy8mpem5dP+xM7WTg1hC09z+H4FlJdRLC594cUoHBSLzTqgkY9EIIjananedyOwLq+/6ENgVtQ/+FPgv/ov4Bw+pcJtQWfj4T7262OYlxSPAKvVjrhx5nlL5JDyf0T+gRpiDiOGw9LMKpVXyR647vRG99NC13TMavwBv4PDYtYZywmXuk6TEPGSCuwm2rIdzhwWWUtL/c42Ibu7yOot6ZtHCiXKbRF1qAtsmbUN1cJgd2DvyGLS++Tmwa7iHlcgl3odOPc4gqYXEgzaeb8eNXKRZV8b2zQnmMXlTFxUooip4fx7ZvOvLEdJOIQf3saC667U3bHth3rFR1OHcLOgV/kLSz54HoC+iCjjv8GJqlot5I2tktWTWFeVp2XT6vzZh3XpENAjvwPIIgZXXit4z+JKU49LnWEgC6i0MXEd8/vDz6DGte5pjZ1upaTE66oBqZ5aES3ZzerzsO0Os+PcwKlaAwPYiLG8pW5vajx5ZG1Xa9kdLIwnGrGxp4fMJ+jAjMD18oPz1wEQIISDRISXOoI651Y1fkzpHjY6nABAP2JvQjr7fLaKdPxl/aDBAA+Nm2O6Xd5NDnYL6im0fxKHyLduT1Up6C6gO1p3WN1GMokuLCsGrK3SyA0bP9W1SPkrq2g5y6Vl5R/UbzR+81j19Hu2DYSTLV6ziv72Fd8jvL3OqjnTgDNFoaqjJHtklUnczzZGd28YHv/497TbJaRN/th2aWV1U4XcncOdrHVz4TOo5LLlC1brzqim4iT5fMV5fXkyinTqCFSImqYsieRZM2RIA6Fh866+PzNtdP54dBrZLIXQRivqNGD7f2PMwf1gIDBFMnjezAy7j24e/A39KKqL6LA6UJITyFfczL+yPeAgT6KK64XC25bItf9aHPGxT1ZfOU+SAJM9RVieVkNgnpSrupts+X7VTmzc7wFXK5+JuvOd/GbR6n3o5+SF5d/nq/p/c6x15cwB7Gu6zt50/0rF84qvGEPJdr3KGH/ZmWsyujZ4qZ4gk2Frum2bMLvS+wDmVZvdRiWoNNnIax32nZqccToxM6Bn7PXO75KX2j9LDb3/oh2x15gRc5OfmVVqXxg3vn4ZMN8cXf9XLGgsHzM+19RWg2NGrQp9Lzt3pOGSEAXUZzNZMTJEDV60BXdxG+sGbl+EE0jiI4s/CHWvEJdeYxVLKiwNEYruQvcgJBYhIBwNSXEokA5KXS6rQ5LmQANBcVwag4m9+0+88Z2o6cgnvgR8Sfz6bLS+0+450ikeIRJaB4u8XkA8y2JURkz27WsAtjt1grcGnHjdDOAM9Fg4gBQcZvtkpF0kFOq5XBqX1a8diENBFOHEUwdRkv4DQaMlFkqcNXSqrzFuLDsXL5ruHdMLRbnlZbKLb0PESEzO+Gzu33Df2ZX1JyPj82aZ4JpGtiRP5Oegnj5L2i46kbRsys3C+EPNA5g1bdWA0caMQgl/OqZdeS3rdnxvlVGnFdUgUtLqiCe+TVgWrfoyoRKJsB/+zgp+PhnyVW1P5AJc0iEUk2MSxPV+Rfh+faDcDNNu6xy2h9cjM0HkP7SK0pa2TFZNUyRaixw1c4bTDaedkONelHnvxyUUEgpIKWEhICEgJACOPK5lEc/yuP+zSEhAEkgpHHs5yQkwqkOjGcpVp+jHIjHRuaB5RK3G7KiHKHBF7L2dZsyicFkIzTqQrFn0Zh+dmRZCwc50/msnD1DxLCh54fI00q1urxLRMGHPkH4z/6XwNAhd2wGW7GSzHhPPQ6+nN4at3bUsrqFLZu/FAUOJ45OoFPs7dLyWpznL4b49c8gW7P7HJd3fZgfjgSxsb+TTfHms6m+ObzQ5SZ/OLyPdo8sFEQaAiXVlV7fV51UDQfIdHZMVkGJ9kbANW3uYLLxSPJDUee/DAXOGiR4EHFjABWeBbLMOZvIgV4BPSVBCEb+oyMf6Qn/JoQc3YbQY18D/AEqKUXM0OXRWVxuppGEGeRdsfXsUPDFk7o/NepGwDkVQ8lD7/ie31UNGQ4KZOB4vgn18X/i/XoT+hJ7sv51E7CjhSlGzed0glu4rGyuOdoq3hnbRC8v/wr33P13RPz8YQrBIZ77Pam962OyZVUrMfXcbuVOhpLo29fPV06to0+3H8jaB81McXXVdOliGulNxs39/4kAACAASURBVNAaDaInkd5l7W+cUi9muLyUP/5DoNeeE11Hi1x9CxI+P33x4E5iCIH+ZBw7hk7u7doy0OW9rnrGtVDJasazZbKqUdfaYvfMD8X03vwZ/veIAm0KRTQsZUubgK8e8C0iaO+T/I3/Zeg7uy49ev+/ihfiw3R/aPDYxdrNNMwuKGYLii4T0wuuoTG9l7dGXmft0XWgcOKSqgcFox7qoAyGMKUpUsIUUXi0EmrSCElLnxqlIBdcDBkOAs1NwGlW5LIS+fDHecydotu7H8+Jmx0l7GgxNdTk+TE3UMLZyBLAciAZJxv7O9mJmazP4QCXeu61uGeAVb3/j11R+TXhuP0eLn7/cyZbDkEODcjqZdWkZXWL1eFZLtIVZoHpVRy59oA9yZyUYo6/hHTt6BbnVPjlBVUVjDkZXug6hP2hwbPe/wemNvByISl/5HtAaDgNEWew2ukQFyzHn5vfIsYZqra4KAOA/kmJSzkrtkxWAWwq1Wbml/qnQW7fBL7zj0B/D8EEXFCJphHjhJWyktzEzqFe7BzqpQVOF+YUlND5hXfIecXvJ5QQ9Cdj+E3zVhAAfoeLBFxuFnC6QdCBZcUV8qyT1emzIN57r0iMtAXDwzRCnngI6Gg52z2nFbn65v/P3nmHyVVcaf89Vbdv58k5Z+UshDIgkhDZmGiCsTHGOO3aXu/6W++u117Wu2tsMMbGBkcMGDAmgzFggiQkoRxHmhmNJuc8nUNVfX+MCEKjiR2mZ/rHMw8g3a46c/veqrdOnToHwbws/n7LPZAzxHNIxCEVUGJPwqV55eDVRzh8XiAoUDRvkcy3JsgXG6uZ72PPlE3TEZTeuFiNAhJBvN3x3+yish8omrcI6sh+oLtTmSdwSG46oqQCiz+WYcGu6Ug1mpFsNKHIngx3n0dWvVL14fSw5h9Wq6CUk7751xXMEhluDxN/eIgQYm/tlINpkDfdIbd1NFGn1z3qvTNrBjCi6e1mnibEqlitA2de8ZuHTOgMY5ofsxUwW8jVfWahNeD3YUdXC+3oaoFVM8ATDELiIz3a5/ei72RJVxPXsC6zgCkA0HTg2lulKC4leNyC/+1FDZWjFNfIzoO64jqB9Cz+XmcT7etpJwBYmpol19z2JaKH7yd0TZH3bvEKqBVnY0frvVMm12YkYODQucYvzSsHvfAU5KE9H/3dX59nWXd+XdxatlA9U3+UPngurJqOgPTEXCm56YJVSwURJ9l4Mu3iQC8zZhdE16gpghQqJlPGTGVuLJonMy02poRE0BtUfpdf+dr96vjO+g/FFRFBt+nU1DIwqb5SdTNyzTYufvMgpr1QBYAbbpfdQT/2npwbRyPBYITGWKjKVcYyOQCK8FE5wDoA7VGzZhhiVawqBIOPs+WrbpevPjdqucWJwj51k+jye6jd4xrTeO0a5WSlVwQhlAT/4jeUSMtAu9ettjfVsAyTVVv7qc+ANANwcPfpHzRZoD73FYHUNH6ot5N21+yHMxj48GXc29POTFyTS2+/W7H/+7fozy15RaDLr8Kezt/AEWiJtjURRWMmGIgTPf8n4PC+U/9SBkG//DE3X3mD+syCpXipqRoNzgFYNA0B6YiL1SgxO/kqpfbvVnAMMgBQjkEylvL41jeGPKsEij+bIWR/fwe70GDG+w/thHfAO2wFOVOSCTIoMVI547FwSU6RkAd2Ewb7oz8vhJvyOVCl5ezVmoOjXlpqT8bKjDxnsm5yc2IvRMC6KYtS8mqhAo+6gz2CAGjMpGlk2mnglg3Rtu3jxKpYBRlN/4GFy85mqekl8pnHLGFZNfp96A74QvqSv95yAom6iTqbj6PBOcABoMXtwEDAh0uvuA6k68DubR99IDkV8ovfkPVeF71ZtQ9eERzWnh2dLWxxShbYrPlAVRQr0NjswK2fV8f6XladnsPTf4D8GBqZUJ50Cdjmt6E+KVQ/zgtPEmtpxBUbr8K2zmZp5gYWEDPA6zFFsSFFqpYDHwlT5yB0E4sLNHwQBhAnlBzt70a5LUUuvHEBdj28myl5+qNmSbXAL8SkFkzpJgvSjWYu3v3bZMyNDRiDvOZmuaW9kQYDwxee4USYm5SOlRm5Lp3xJp3x/yCiZ4EpniA6fGhB6f1fofx37Wx/yDLgbwAAJBtLcVbmFzOibNtpxKxYBdBCRtMy5BX+iH/5218Qv/qxGY7Qbjer48d4QWFJSD0s1YO9w/75CUcfXm6qwaaNV4JdchWE1ysMvd1MZuXgUH8X3m1vHHHOkFA40Nsul27YqKgqSqfuGQPu+gfZ5j2g6gb/PuO8UnNTPy1YvwNq8xuj/+67t4HaW7Dq1rtIMoZ219F4YGCU0MlMqq/7w/9XDge4gcc1GgDfoBdWXdcKrYlocE1uSzrOR7zYXM2+VLpUZi7IRPuB03dbLalmuCYZ578pq0jIve8TnI7p/yxf91nZIwI40NtxxnF0UUomzs0uAoC7ADyOcG3JxgbpAel5YdDfsmh3x68sAfmRsyQo3SCwxCjaNiyx/hD7STd+HUTVlJoe8sZVSyOsBj1ioqvO2Y+fH92N31Xvx1+7mvgOA8Nb7Y2jCtUPONDbwWRqOqc1UfLe33S7dPBeHOx+fMYIVashA3m2lVicdqvItS7jePSRsf/uzQ1g9/8XaSKo/MI5Y+7ZVCJRLwIzmBl6PhKrcDnANB5fPADoq+9H9V9r1FW5FZifFPoxdibTGXQza5plWMFky7SJvqBvwmNCltmKFN3E1eY3Y32OHxOydBa909Yw4u+6r6cdWzsagwEpfqGU+lSkbJsCEIBcAFdIFfyBXzg3C+mvbxzcumx7232nCFUA4MwEBeWJiqUjEMue1Y8gaqGisvmqvnbyEz7nQFYuoGlgG6+WvX6fQoRj15zBAJyOftQ5+sc1YTqDATzXUIVrztsIcgwOH/8aTuwJqtW1nSvEbFXVMVOaeJEoT7pkKKmqyxFkTa2aev/XwOA4vU9uF+Dok141GBerEcZuyMWa9K8p+fZrCq4Z4H2aIG3728jv9GHDtQuQaDDiva7maJs0Lej3e5GTZhUYZh62ZlhxwjNxT/YlWUVC7n6P4HbOiOdaeVwyyWjiJ5P9D38NgJ1drVqjc8B+RcGsR42Mf87A+WcA9EfM0MgyT0j/LQryNgBJg/5mf6/3uLXf18j7fQ3wiuFTmNkMmQBwJJKGjoVpIVbJbLkTq849QvW1iar++MQbSk0Hv/HzSlptkFKq9oBfPVlfGVMiotXtwCvNNUPxr85B4ETkqiKRy8MNSdaI9RctOBlRnnQJx5OPATWVIECbzH6SNBvhc8S3WCOJTcvEuvRvKPXe20pte+fUCd2gQ0kZTyX2MXqO9+LAEwew7KaFcbEaIrq8bpSmZAwrJoVfQrdObOrJsdiRZNC52PrWpOyLJbSmel6YnSOO9nePetPaPS6809Zg2ZRTuinoF8e5xm4lRq9Gws4QoQPIA5D4sZ+zAXiVUlKqQIZUwcsVZEaz831Ds3OnYdDfBACmsTRuM2QJAzPvDZfxE2VaiFUALdC0T7PrbntRvvS0WXV1AL09wCfyo55GVi7YuvMF/H6ogJ/YouWsyjmAV48fGPaEZqxwwtGPt9rq1YabPg965KeEjshk5iC3C6bUxGl/ijrHugzK4xJUE5qFDGkGCsipWdRhOmLR0rE+458Udr6nht0m1Y0Y7tDLTMfn8EFJFRfxIaLd44QxNX9YserscFLa3Ikt/FekZUMe3Cvhcc8IryoAoLEOacVlY34uL8golDWv15Cr25067+q5f+YG/jfNpF0LYBTREFWYkupmGZQ/EQFhCvqCIugTKugJUEpJSoIn0CubXTsRlB7W6z2BPt8JTCQsN9GY7yJiR0Nv/uSYLmIVxNibStO+zC679jYwPgsGQzoG+jziuSdsaG44/QMWG/jNd6JBBrhHCBgZx6G2etQ6+qbFQHykv4tWpOeohJXroF54KiJ9isJ84fRvnhb3byRKEy9UbMuO0ypRTRTq61dpptmy13t85kwuUcLEk3FOxrcV9u5U8q2/Dnu/SdehRFytfoBm0VCwsgAZ81Ok4mLav9+RotPrBtc5GGeQ4tTQKXe3i2Ww1Akt/LO5LlB/fFo7DD6J8nhgGGNtyI05pSow4Efz7haCArY9sN2y4s6zLtRM2iYAL4XX0nFjBlACYG7QG/wvz4A3t+qVKutA06k7cbMvnyVQ0car+l6cdIc2QxYBqJp0QyFm2ohVACCD/jsY9N+d/F+jSkq5lN9y16Pypaetp6QSIgZ24+dkuwzi2YaqaSkQlqRmKStIqZf+EpnJ5aw1kGad13e/E5HuJgOBwaQlwxPsxfhWnoRs6xKYeCLU1rdDZ9D2rTz/so2quv/l0LUZ5zR0loDzMr+j6OB+KV9/6cyTua5DDnkQZyzWTCsKVxcgqcwmdJOJD/pbRL3rdT5HuwompsErZ2q2n9AxJykNSigwbRix2uOBmU3skJ9J17loqg+FibGD1w2TprE5SWkISIGglAhICeNQaXSRZjTTq81DzoBZ9hTa/evd9MHQL4MS9VsbbBUby//ZYDZEW6ymSilvFl5xK2msmHFK8Lv8bk+vRzXvbknoPNI57IcYZxAqFE5hgpEnWABMIp4yPEwrsfoJfMTYs9D1Gnb5tW+q9Kxk+fZrBkCBNl4h/Knp9FTtwWkpVBMMRqzNyCd67FeEiEwqDLjwYnmk5ykWrbKqjAzgpIOTDo0ZwckAIg5XoAsfP+2YZpqNBWk3KhNPJCIGd6Bb9vsa1GCghUsVhFICChJSCSgloTD07wQ9TxUkrCUmSdK7b1FID5Ed2A3D5VchUc/HwFBsUZwQozMbNmT+q6TKSiVffXZkr5NBhxQzV6vmr8pHyQWF6PIcEZXOvbyrqxJB6eEAkG9fLecmp7G9PVOquE3MUWBNwIUZxTj8zBEEfaeP0e4eNwyaNu75qciaCASDwOB0PTN0BhrrofV2iw32FKW4BjBO4IwglTLUH+cICnXD3AUI+oVs3tUMZ+ephX46j3Ri1qaKZQDKAdRE2HoO4MKAJ/BVprHzu2t6RNv+Nour0wXvoBdQsI/WAHGmVAgiGAgMJ6u4x7MBRIFDpBsX4Oy1b7CMrHJVdcRMi1ewx+uO0HQ9s55ptkJ4XEGtvjYi3y9tugou2Y9WV2izD1gNGShP3CQMzKw0ZiRORmjMSIwMxMkARgZipIGRBgU1JDSHRKb6IOiQcROTyg9noEMoKEowZBNte4/UW3+FSkiEqXwuy1m2Etnpi9Eb8AoiUmzobVUEgBFg1gwa+QLAs88ClQfDki2eWlqRl7hSDvQ2TcsFVDTRmAXnZX5XspoaJV98evTtUb8fBrNhRn4P5ZeUqezlGbSz4+fo9dacdq+63JUosS9XYy1nGed00o1mXJVboWpeq0Z3dfew99Hn8IExgkXT4A6OzeFwTmYBliamQW5+c9qfGzgNrxv00L18uF/65HhNmunzQHYpO/F23WnXSCHRsqeV5y3P/QbX+ZfCa+yHlImA+AIUvuDp92rNO5vsHYc7h128jAbjRDIEnlUaCkefkiv1mSBWAaCTjKazUVz2NFXMuXxbVysNBPzRtilsWDUDuMdDtP4CqKNHgK62sPYn584RxweeD/ngmGIsRbY+j9H+faR8HsDrhfJ5ALcb8LoBjxvK5YJwu/FxDzINHQD58K2jnAIklFVwsiVAvvkIlP/kdz84AOzZDmU0oXfVevHH+qPD/g7XFs0ROQf3clU5ehm/iaK2vk25199IR3qfwRQdK2KWxam3KN7aAfncE3ws91ZVHQa/6HIqObcYJ945fWKbriy4ab5MLLGwba0/giMw/JjR461mC9NWS8QPWU0Im6bj+oK5qnFbo2rd1zbigsjr8MlZCalsX2/HiG2mG834dF6ZMPl8TDz6EKGlcWYJ1bHAGFReqap6qZpkcHg3VdOORkPO4uzbiNN2xtmjIeiVACRj6OR+PoB8KWSh8IsKAHOIUXHb/jbWsrdVd3VOroIhMVJKhcD9NoXf6pkiVgHAS0bTlVKpr61Iz/m+3aAbN7c3Gv2jZQyIQayaAVpaBneu2aBM6y4APfxTCqdgJa8PGjOHvl3SoBwDQr323OSe09ZGqNbGM8oUKiwJtvrcZ+wjw2zlqvLQpEwYlZqj4KTBZsiEMxDfYg0lGVqZUpv/wDDWMFSlIF97ngqv/oyq39xAcpL12WOB5V9cIrRUwba0/PCM+RcBoNt7DAE5QFcXlMvnGmtmpPd5ouiM4Zai+bLrcCfq3q0f9d7VvX2C1l02GxLAgTMI1sUpmTgvPRdyxxYS7/6NIKbffBYK6NJrlavfp7qOdp1Rjvkcfuz53R7zss8v+yUAF+PsL+PoQgewPugXV8mgWEGM5XIDS1NSwe/ye70DPuXp8+iePo/JN+Al74AX/Y0DIcs6QkQITWgaQUGpqahZZ5JYBQDFiH7KiD86JyntEZtBv+T5hipLtI0KNScc/Wj3uFDr6KNrCmfL/JXrSL70dNj6o4FBbklJCXlKG04aIGTY3xvldFBRbv6wW2c2TQcjAlqGySgRSpatQkB6lDNw5nKBccZPlmUJSCgmG06M63OquhKst0vNuqyCjr54LEzWTQ0WXD9PUbKLbWm9j4Jy5FA1qYJ4v/0BWp/7XVqTnhfPuToObi6cL5yNg3TslbEd6m0/1EF+lx/nXLcAqboJb7WfPgatSEwT8o2Xudr1XnzhMBLzl1HVo/tGHVtd3W7s/cM+87LPLv0jEbmI0WsjXJ6tlNoU9AZv4Aa+1t3r9nce6bQNtAwy34AX3kEfhF8AQ0I2vBBCco6CDU2BU3Jrb6aJ1Q/oMzB+c54lobbYnmSpc0yvYPSPV/GwagbIMOdZpb4+WDMzJUIcJ0XEQUFB4X5z1GvP84TSWer8rCL8vb3+lL/LNFshvB6hhTsGbP254vjA62yKjhMxS7n9Aqn2vg9AjXsyF68+y7Jv/RJqXtcQ9E7P0+/WdAtSKpJpS+sPMZpQ/QCvGMDO9gexMvsf0OF147ijNyS2JOkmzEpMRb4lQfV5PervHaN7H2OFs9NyYJac7fvzYRrPK957og+7f7MHS29bgpR8s3ym6dgp98RqMHJxfHovpkKBCgSkLcNKgy2DowpWZ7sT+x/bb15yy5K/cJ3fDaAZQBBDOVgNMigvEAFxHdNYfm9tb7DzaJe153gPAu7AmJLuhwNiBBmCMIB8+2oplG8zo6nnw5upYhUAvDrnd56TVfinOkf/qKftYpUE3cgwTq/SaZRUABddJWC2Eu77j9MmENXdDou2LOQeQQYtImIVAT/En35NCz/3NdQ4+tDo+iiHnZFzcE1nsNgA95lL+U2K7DyQLYE3N+4IT/szFAYNCYZcJvZPcFehpRGq/riY/6k5tP+JQ9NGOH2c+TfOFY2OreQKdIzr9+v3N+Bg9+O4JP8z6rHjburze8fdd57VjsUpWcjULEGLZuCMETk7XaL/UD+bvzyXVTl70OxyjLvdcGDTdMxKTMWenvGHU5mYhrNTctShpw6fMV5yJFxdLrz/y51YcusSurlwnnis4QgHTp78D/iBvp5xtznjeO0ZVn7p9eis7BrTAaaB5kHsf+KApfS8kgeIkyLOhs7IA+g90Wfpru42DDQNQEllDLPlY4IYqcl6VjUyoSL5Up+Bmb8eIrNCykwWqwDweqLBqJs4h3eaxvr0+b0y5aobFP3qJ+PyDNLKc4BzNw2VnWSMmnY2U96yFEblc4Gayk9czJFozGcGZkZgjN6ZsRkBfDhChJuONsjXX1RXX3gZHqo9SP6TcYqV/d0otCXK0q/8M7H772GYwKQ8GmzlenR5jomg8sYPRoSQksTzofp7JXo6Jyw05esv8pQvfgOmZBO8faH/7qNJ9uJs6AmcVzdNLL9vq2s3EvQ8dWPJWvVw9WEWHEdsr84YPpU7G11HO0VLXYc20DIId7cbOLmDEfQF5CVnl6hHThyI+juxIasQ8xMyIAMCixMzxOP1R/h48sxenV8hemt70Xuid8K/i9/px57f7qF131zLLVyDWwQxNzkdqq5m5p38nwiH9wFrLxSl55eg6tXqMd2v/oZ+7Pn93oRwmxYKiIgwSbFalnRxAMDzAI6ExKgQMy29BeMg4Jdif64lJp7HCfFM3VE2mJTM1B1fF0hIAtt4NaCPslvBGNT6i1XVX6ux99H9tOXerTjx1gnWfqhd0qrzhhydTAOdfynwjR8ItX4jHD194vz8e1CWuFFyCk2IjivQhWCyPWKnW9Se7UT1tfKmgtmnrFxea67lTQGvkl/9Fwkt9Os7eXAvUkxlfEofxYxBCkxnC7V7++TGuJ4uqEP7xMJr5kyv1SwDyjYVySM9f0ZQTVyEH+t7gQ366/CZktnjuj8X5ZSqgeYBUfn8Ud52oP0DofohjduamFFxfnZazoRtmyw5Zju+VLpUliNB7Xt0H967fxs8tQN0R+kiVWBNHFMbpfZkpBstvOqVsQmkkQh6gxhsc4jlJ+9JgcEkVM3wGUziDMPTv+PZi7K5NWNiZWynMpMNAyBwFCecpwzM/M8hNCukzHSxCiPXXs63JkQnk30E8EmBp+oqKZCZzdVXvgNPyWKFb3xP0XmXALp+8sc09GMa+qFLr4VnwK/aDrTD0e7EB1tX7Yc6mMrOA605D/j2fyl32Vny2Ot1fPO9W7HzwX380BPHUKCdpy7I/28U2NdMevfe4W8BmSwRfUblC0/xZLP1lAlAAXipqYa3Q0Ld/e3Qi5baY4CUMs08O+RNz2TMWhJXtWeoGkgEWnu+orkLAesnooAyskHlc0Cls0DF5VAnqrktK4En5o9NoMQCc66YrTyyGy2unZNsSeFg92MsSTeNWTRZNA2l1iSq+dvpeVw/QAYlDj51CCtTcpFniU6U1sasYtF1oJ29/4udNNgyCBmUOPJsJTvxRi2uzq3A2oy8Udu4OLNYHn/9uPK7QpMqseNQOy+zJAkAMOtGruprQ9LujKC3C6g+pOZcMXv6pfcgQE0iz2qSsRBSBZsATNmqNDM9DACM6K2KxNR/2dHVbJiOoQAE4LriuYoroPG9Bqp/t4GSi5Mx+7LVyrR2w0euvI9JSyUUjj267zSRONgyCBFUhJUXqqPPVFLP8Z5TXIG9tb3Yfl8vz5iXgbmf+jT1+erh8LdM2HZXoBOcG0maTIA3QluwPu+woQdSKTzfUMVuLJknk+74mqBfPxA6j4bJBCJOLP46hoxEvWjome7pGvbvqXQW2NrzEfT4hWY1cXjdSnW0Scop4GBMBX2BoTQUNLTFJj1e2LPs7JM1uWMRU6IJGQvSaFvbvSFx5QsVxHh2BTbllMnumm7l6nSN+A4NNA3g+Fu16qrzKvDr2gMUyRKvGhjsupEf3t4E9YmUZy17WsnR5sDimxYhvzBBPNVQyYdTPxtzSlRgwIeWPa0h2zLpbxxAMS9h5QkpgNetMNgf344ZB+q5P5H1W99H9uJs1ba/bdrcO2KTS12VaipXRPxvITQp5MRnR2C7zvhvbi5deMcz9ZWWfr8vpI0vSclESUIKSCkwIhBBMRo6mkwEtb+nmx/uH35CDQUpRjPsmo6t92z+8MXsq+vD9p/tmNCLuue3e+Fz+kgGzvxidB7pRNaCDDU77wq5q/OhMYo6AuHUF05Bwhvsk3r5XIZDeydi7vhR6ozzblBJ/Ln+KLu5dIGyXP9Ziad+Hxqv7613ih5fDTo9h+JbeiEiz7YCqqn+jPF8tPIc0V7ZwytfPMYBIH12GqWUpPDO7VXoO9FHZ/rcdGDBTXNFq2s3Bv3NIfodxz5J2jQduWY72/FG5egXA2h+v5mSCpLETYXz8Nu6yMSvMgAX5BbDO+CVvkHfsO/4YKsDO37+PhbesIC+WLZUPtVYyXr9XuiMYXZiGopsSSg2J9Lu3+wOqSAiRlBKqTmJqaSOV4U8A8u0RwaBl5+kiis+g94TvfANhna+jxZEhMkUBUi3zHNozPhGCE0KOXGxCiid868zoqrPlC740eb2RvPhvs6QnEDfkFWo5qUkUf3gZigVhIKEUpIUJCklwZmODTkXo83jRI8vPKV4M8xW+F1+gRB9156+sdlZ+eIxWvvNldxmyBo2yX2mZQGK7OcKk5ZMRm5nBmaGVEE0Od+X9YPvMOfJCjqD/maVUVQGGUmxOoKXyCuCeKruCN1ctoAMy1cDu7dNqjs6ex1ERhrf3/zgpNqJcyrphnKhancPP5EnJIEKivnx+z/KvtB1rBtdx7ojZV7UyJibDnOakW9vei5kbSqlxnwQcnFKJhxtDuHtH/thwsrnKvmKu1aoS3PL1Cstx8PmDUvRTTgns1Dlm+3wDfpU1Sj5UAOeAPb8fi8rPb9U3nzWfAghpUHXmKfPI/tq+nHwaCNzTrIy0SfhBgalFPIMRqGOH4sL1YlQeRBYulrO+9Q87P393ukRCjmJPKsEhiS9wARga2iNCi1xsXoSjbFfaGA712cVPLQiPXfOy43V1g7v+Aealem5SDdZkGzUZYKB2Hut98J5htKFAMBIl9cWrcMvqw6G5aXJNtuEt90V8e856A6i62i3XDP7n1jNwF9V/eC7JNVQaHB50iZZmnAha9vbxbva++DubIGj3QFbphWlF83F2rwVcAU6ZO3Am2zA38zTsxZIRCy+WoFGmXgdAT9OOPrEnMISLicjVm0JUBduxP6u3yIgQzupzWQ0ZoGVpzJxhpRtbNlK5ep2S787MOMm+4orSuWx3ucpIF0hE312PQdC+sdUFKTYkiS7D4xcZvSTyKDE/sf209l3rcDilEzs/1g1p3MyC7AwIUNxjZEUCkpKJZVSUikllFJtfie91HJ81O/5tqIFwSSjSes82iX37jjOHW2Osd0fBdS+Wcu6j3WBGLHBVgdkUIZtrGIag1RQZqORi3i86sR54tfM/s3vy5ylOap1b+jCNKLFUBjAxMIYE/R8SBVsKn7cnQAAIABJREFU59Cn9Go9LlZPZbeRayt0xq//dPGc3/7pxGFzr2/ssZIX5hSr8gQT2t0HZJe7h+937h6xdCEAVPe9xDLM8+Tl+WXypabjIR/kfEKQMdUelfQmR545xtJmpaHi0gtlef5GXt3/iko1VcgUQwXtfmQ/XB2nCrTBFgf2/e4AYxpD8bnFbO7S64TRZOFBiyui5+SVUmAYeXPTEfBzZbVNrqPbvyja3PvR6Tk840RT+GA4N+NfhDpRDbQNv81N85egp6p/xt3z2VfMQoAc1ODYGtLXKd+2UrS5h98u/ySJmk51dX3j7t/b78WhPx/GOdctwKqkHNEScPECo10FHH51+OlDrL9pAJpRg2bUiBs5nfxvzLliNuYkpeFo/5nnYatmQLLJrG25dyuCvuCEnouB5sGJfGzcMI1D0xhDMBi+vM8zARkEXniMVVxzG3pP9MLbH9tp6YgIcoIHrFJN5SBiUzoEAIiL1eFQRPSkxpjxuuJ5Dz1ee8jsCIx+kjPbbMOcpGR6r/VHcARaxjzgKUjs6fwVW5/7b8g0WTERb+5I7OlpZUsqspBUlIT++shX6uqu6kZ3VTfPmJeB0o0bpfAKbH9gFwv6z3xYQgYlat+sRe2btTxtVhrmXzOXRbSuk1JgYJAjyFWPCEJabIImuAigcy9GIMHMDjc/FfOr+qnE2el3C33AT/Ivj59RPMm/vUAF19yC3to+9NaGpvrSVCa5JBlzri4XzKz4zvYHKZRV0ggM2bbl/LmG0b18qUYzOGfkaJ9Yov/e2l5s/r8tSC1P5RlzM0TVsWO8s/KjWu/+gB9+56ljtWbkuOCSCnV2UvawL7MClIFz8g56WdAXnPLvorvHDW+PBzxt6lUYijmqK4Hqw3LZZ5fSrkd2kd8Vu0mBhmJWJyZW0y1zBzVmej3EJoWcuFg9A5zYH3SGjOuK533v8dpDFq8Y+STqxbkF4sTAm8wRaBn3gOcO9qDJ8Z68IHeperw2tHnzvEJgb0+bnHfFbLXzgR1R8yZ1HulE55HOcfffXdUNgIDU9DOe7A45UsKocQRHqDbjCQYgE5PUhG5o6WyodedgT/uDJNT0CPCfKqTppVz85X5ghPdVVVdCvvqsWnzt1dj1hwPkaJueHipLqgXzrpstLGlmXtP/V6rrfgtShfZEfZp5FoSUstnlGNWzuiA5A/1NAwJq4rs8Ukh0HetC17GuMbXRdqAdIihJM2ofXj9clI+rKzbCcNw9bhz400Fa/dVV0TZlWqD+8kdmuPVuuez2pdj16z0Ui2WVuZHDaDcyT/9EnFGEZGOJEcDmUNsVaqZHcHGY0Bj7kVnTHrq2aI6bjbARrTOGRN3MGx1bJrwyPz7wOkszmnnyaAn7J8Du7jZmTDDy1PKUkLcdCdw9bknlcyPYoUtlmEdOHO0I+EEWK4dtnAUl0rOBG29Rh3ueUn2+eMxZKEk1lgNCAN2do16rDuwiueVNtfyWhcqUGLWS3mFBM2lYeNMCueLupeg1HcTfm76L2oHXWaiFKgAMHaAMjslVW2ROED3V3RFfMHce6UTr3tYPf1r2nP7T3xhDKclGyFgSZ/yoR3/BdF+/XHrbEskMsSeJZm2aJdyyS3R7jo77s3Y9BwqiB8Dpp6CnGLH3zUQYnfF/StCNu1Zm5J5xpF+ZnodBf4vwiokPeD4xgBbXbnFRblHIExb7pcC+njZVdG5xTCZDHmwZVMgvilh/arBfZphG3mZrcTtQPdgn5Ze+JaGNsWKXxQZ84UvqxOBbqtk5sdRhcc5Mnn0VVH3tmPfC1HtvMRzcJVd+YYnUTFN7kylzfgZKLyhF/so8ZMxNhz3HDs1yus0Vm8qx5ltnQ+V2qs0t/43DPU/ycB7eG/S3wmpgY3qW7ZqR9daNHMMfZ3QmkaEozpl45H5u4V614s6zVOb8TNDYHumok1qWivTZqWxH108ntAhMNZUDwNuhtSo8TO0RemqgjFy7aVla9rFaR5+9w3PqwD8/KR2LU1Oxp/PhSXsMavtf5+tzl0+2mWE57uijRQWZYWk73DjaHDzz7JzIHRLr7UZyfsGol73ReoInFs2ROdfeotSffjPq6EbX3KQ6/TWquv/l+CIxDKTxEqGOvzOuZ0S+9gJnVrtcfdcysfXBXVyOEPoRDeZ9eo5KnZUEiQAG/a0imVuZgaWSxkykMSMABqkCkFIoIgZPsFe93/Eg6/PVRuRdGfQ3Q+emUZ/nbLMNBJArxKmcZiJKKVBII4/jABLqF//HTedfgtkXrZSzLq1gLbtaZPOuFuZzTM1QLc2kYe7Vc1DleIH8cmIH/PJtKx0GZv5LiE0LC3GxOjZaObE7L8+v+PXva/ZbgycrmixJzcK6zGzs7fwNuibggv8kQgWgwjQEdXhcIEaUmJ+IWKvC4+hwQlmKxpjJcfKonk6eVFI2aioeBaDBNcByzNYxfWkyN0s19v0xLlTDhElL5KLu+Dg/pSCfe5zx6z8nzv3WKvTUD6iqvx4n78DUOB2cNjuZDvU+iRbnLgDqtPGakQYDs8DArMRJw4C/KaIuoYB0wRXoUDeVzJFPnBg+3t6m6bgku1T21vUpxJPYTxo1Si7oOBNFQv39FeDvrzAqn4P88y5V+StXoq++TzRua+J99VNrV2DWpRXCi27UDb41oXfKZsiC1ZAlAbwcYtPCQnziHCOM6Ekj539fl1XoA4CVaTlYl5mNXR0PodNzOCR96NwGoUTYXDv1jn6Re1ZuuJoPG65OF7hJZ2ARelwH+pFAbEzbyQQa276cyQKuW1mvNx6nGg7STLOGDlX19Yz/w1JC/unXXDz6EFKCbXL1l8/CyruWiakQGuB1+IVGRpzJjyZVED4xCGegDQP+6JT13t52H5m5gz5bNk988g09J7MAnytZBHd1vzr6QmgPj85Y4lo1/NQchXr4Xq4e+AGSvY184XXz1Jqvr1J5Z+Uqrkf/MU4tT0VaxcS3/wGgwL7WT8AjAGIiDUL0R+MYwsi1z81PTq+xagZjsd2KHe0PoN9XF7L22dA/NFqOz4lSM9jLzyspiErO1ckg/AJBT0CxojLCierwdzjQByONTRkTAFJq1IpntHQFnP4OKdTY8lHGGR/FCRs+iFed+LPd2gT5zKMcVjssN91BJecWo/q1mpDZOBEGTjh4xqz5osGxZcq+swHpxra2H7MVWV+Wn69YIJ+tP87OSs9GqTlZCneQ9j+2nwaaBqas/bGGkvEAgIjhdEA9+zgAkLZiLUpXnSfKLizj7YfaRdOOZh6NLBK6Vce8q+ee3P6fWBo4Bg0F9tWSM/2XITYvbMQnzvHRw4ndUZGYiu1tPwmpUAWAfn8DnIF2dVFuSVhGowbnAIxmnU8Fj9F4cXa6JJXOikhfqr8PGtfGJlaJTpZoHYVZ81SH51DcHxIGlqXdoTJYKeQ7r4dGELkckLu3sYzypIklLgwhBotB2fSsKT9OC+XD+20PsEH/UXVL6QIUwY7KZ46w7Q9up1gLO5rqJOYlQI6QpzpOmNi5FXjgB1z95n5kJXvZWXcsw1lfWC4z5qZH7kAWAQtvWCAHZIOsG3xrws1kWRdBKnkQQMxs9U35QXCqwYhelkoEnf7wZHo41PMEq0hMIgsPvaD0SYFen0fmLo+9UICB5gFG2fmRcSkM9gPBAJamZo16KQFjEqsyK111e47FxWpIYVif+S8iSxRB/OonQOeZyxqPF1VdCT3BxNnY1iwhR7NoWPm15cJWyrCr46GYeG4kgtjX9VteNfAydKsB2YuzoBljb2E81SlaVySo+mC0zZi5dLRCPfoLUj/6V9ga9rE5l5TKdd9ai5Jzi6VuG2NmmAlScl6JNKVp2NF5/6QGpuKEDQ6dW34cKrsiQVysjh+/UP4OqyEjLI0P+pvhF06VYxln/s4x0uQaZOnzM6bWkecx4OxwkkhKj4ynS0rIF5/C+pRspY8SDTAkVke5nboObrCwvhB74mcyGrPgwuz/lLY+kPjVTwgDIT784HJA9XbL/LPzQ9vuGEgtT8Hqf1yh+g3VeLflv8gZmPIpEE+hduA1vNX2XZhLBFZ/bRUy5qZH26SYxWg3wp5tR1JhElLLU5G9JBuJ+YlcvfZCtE2LEwxCvv4i8ON/Y/TiY8ifbVGrv7YKi25YKJIKkkLeXUppCgrOzmM7uu9jkwkUtGjpSNBzASCmHqL4sncCKCUqbXp2riPQGpb2iQjqEw9jim7CpuxiYeYcj5wYXy15I+OYl5yhlqRmwsw0tO8NnQcqUjg7XCCzOWJxb6q6EtR4Ql6dV05PNVadUbESkYJSI3u+pASdTDEUZ/LozIbzs/5dUu0JJZ99jEOEZw2j9u2kvOXniYb3GiL23JVdVIrcs7NwpOdpNDm3x2ycp18OYkvHPSiwrcWcKz6NnKU5qHz+6GnlUOOcGXu2HctuXwrpD0pIAUipIIJK7d7K4HXHHU1TiWOHgWOHuUpIRPJFV7KkG+ergEegYVsjtR9ohwhMbowy2o2Y/+l5OOp4DpPVHYX2tQEF9TsAUzMn1xmIi9UJoDHTLrsh+4K2MJ3JJBBsBiMuzClGhtGibICw6CZNHthNrLiUzs8uwt/b6sfc3jVFc6RdcDS/2ciadzUPdRFjeHo9YAZO0mID3JEpjylfeprnfPU7SDea0eXzDHvNmMIAgkEoKDDSQl7uciZSmngRqLsX8s+P8nBmm1QHdpNxwyZuTjHD0zv89x9Kyi4qQ86KNLzXdi8c/vGXbZ6KNDq3otW5G8uz7saqr6zEwScPYaqlAJqqzLqkQuLoAaLnHo8L01hhcADqmUcJAPRV56JszTmi/MIy3nawXTbtaGLuHve4myRGWHjjQtkXPI76wbcn9SwQOAoS1gY1ZvzFZNqJBnGxOgEYaYcTjflOAPZwtC9UABuyC0HEICoPEI4d1kR9LeAYYCInHws/ezd297RhwD/6wijfmoBk3URbf7iZwpJiIEIopeDt90q9Yi7D/p2R6dTpBIjBO4LnjjAGzyoApYLgZIyL1RCQqc8R6v3dYRWqAACPG6rqiKi4qJQdePJwWMVj8XnFyFmRjm1tP56052SqEYQXOzp/guKEDVh041WoeaNWteyeHmI8XKSUJMOabiH16FPx+xSjqO3vANvf4SqnANkXXYHsO8+Cs8MpG7Y1su6q7pP5cken7IJSoSeDNrf9fNKLlkzLAkCpYwCqJttWpImv2CZGpV3PCVvj29vuI1egSwVrj0r150ehDu0FHCdP1LY2Qe7fJT6dWzamfYV+vxecMdK02F6XMI1Bt+kMvV2R6zQtA0oElSN45q3LsWYDUEpiqOJQnMli5SlMRSKFGQC5412eWhie+PEPKFhTgIK12djR/tNpJ1Q/Tt3gW9jZ83OUXlCM2ZfNErFS0jIaVFxSoWjve4RgfHEb87Q2Qv3+QaZ+/F3YWg+xuZeVyXXfWoOi9UVStxpG/GhaRRpyluXwbV33TipO9QOKEzc4NGaKqYNVHxDbCiZ6VJl4kjk827qERWm3SJNTKTz262Fj1tSbr/CEeYuxJDUL+3pGPnzhCPiHMgCsyGUNWxtCbGvkyFqYBXjcAo11EYvjo9x8uIMBiRFyd441G4BSQnEyxmfnSZJsLAUUCJ0ROnTU0gi4HChcW4hQvz/mFDNKNhQjbU4y3m//GQb8jSFtfyrS463Cu+3fo7XzvkNLM5bIA08cZEFvXJB9nIx5GTBaNKXeeCk+Xkwn/H6o154DXnuO0dxFKDxnoypauxp+p09+fJPoo/8kZrTrONz/J7iDk3fSWA0ZSNILQMSenXRjUSAuVieGV0jfjlzrWWubnNtD2vD8lOtFMsslPHTPmUWZ3wf54tM45+ob1ZG+TvLLkVdchKHE+rFM0dpCRTvf5BFNh51fLNqC/hHF8dABqzGseKVUGouL1clSaF8DVVcT0cIWctvbVLBuk2jYeuaDVvZsG1xdbsjgyM+CbtNRfE4RUucmCt1k4l2eo2JH2x94vz92F5LjxSv78Wbbd9j6rO/KuVfOEQefOhSzB8nCQcVFZYo7ephYvAJobgC6O6JtUpxQU3kAqDzAVUISDHmFH+1wnywqTiYT+GXXotN1RDU5t4Vk3ihJuMAH4OcAwh+AHwbiYnWCGLjl+2VJG59tcm63harNAvtalWc9i+Fn9466/aOqDoNaGtUFOSX0avPI9dCtmoGaOiNfaSNUJBclw2DiQzFAEYQVFFODc+SE5gwYm2c1XiMxJGQbFkh18OmIiht1aB8MF1/F7dk2ONpOP9w356rZKnNhOhEYuqq65eGnjpwSXqWZNBStK0T6ghRhtJp4n69WHHW8zjs6D0Eo3wwVahIt7u0sx74htlfRYaB5TysScxKC5jWXMVOCiREjSH9A0a7NpN55LdrmxQklg/1AZf+pf8Y46PYvywF3vdrZ+fOQjA8GZkGebYXiTH8gFO1Fg7hYnThv6tzWnWaabev2Hpt0YzZDNuamXEN4/PdDD/BYcAwqlZIy6mUmzUCO9omVZZsKFK4tEFR9MLJeVc6B5BRWXTXy1uxYY1aJGFT8cNWkKEvcCObxkjh2JLIdm0wAASJwutfUmmlF5oI02tryvwhID9aWfZvmXTtXHn3uGCtYXYCspWnCZDfzQX+zrHG8wNt79yMg3TNUoJ6KgB+Mx49NfJL6zfWEj83NmklDQm4CLbjuPJDHBfX+lihaFyfcsCuvF4E0O21p+/eQjRMF9nVSQrzMgdjLW3mSuFidOEoj47/PT7vhoa0t/2MNKu+EG2Kk4azMuxQdPAB1onrs7rfUdPT6Tk2FYWIabi2cJRigvABr8LgglYrZuDBTkglJBUlc3f9iZDvOzIEM+KVXBkecTccaswoikiruRJoM5ZbzpHz5eRb2LACfgJ1zsXB0uBD0BnlqWQqsGTaYU8wwJ5lgz7OousF3lSPQygDgvbYf0dqKb2P9d9bAFeiUdc7XeFvzXvjEYFyVfYKA8EC36YwbOYQv/m6ciaA3iN7aXhz80yEsuvFywOkAjuyPtllxwgCt2SDVrDns3fb/pFAcqAIAAkNp4gVeAzPfE5IGo0RcrE4CIvaYiSecf1bW3dfuaPupRWFiA+7c5GuE0ctIvfDUuCY0SkpmbV0tp/zZOVkFsPT1ktqxmVs+fQssQQOatzdNyK6pQMHKfImOFsDtiuhkTzn5cAbFqKqIiIBRYoZPXgk5wecjDlCcsAHMJ0hUHohsx1k5kIsXcxvTsOYbK+EXTuUNDkiP6ER/oJu1OLqp2bn9wwWmJ9iLd1q+T5yM8Iq+uEAdgRbXbpTYLpQr7jyL7f3DPvINxlSO8ojTV9+HI89XYt5VN0K5nED9yOFfcWILmj0fbP0FbGvXffDL0O2EZluXgkCVAGJ6hRMXq5NDacx0R4Kem7sk/ba1e7t+axpvA+nmucizreR48N7x9262UPATh3tmWxOUeuU5pk5UQ569TrQcl7x+c/34254CcANHzpIcpv4Y+fzFlFco2oKjxxOezLM6entE8TCASVBgPlvKrVvYmLzYIYQ2XS1b3ftxpPfPLCg9wJAzfcTnIiDdCGD8yb9nHhJbOu7hy9O+JFd88Sza9+h+ODsiU/AjVuk62oUai0GV33AH1O9+SuiI2V3dOB8nOw/s6puwv/+JkGcFKU+6xGnglu+HtNEoEF/5T56ggZmvTLfMr5mTfPW4agnqzIal6Z8DvfFXoL933B3Ld9+Qn84tVSY2tOZYmpoF5vXggxyUlJjMYnnwT5uVBulxCzTXR7xv5XGTkY0eMkQAjU1AxcMAJoOFEoHWCO8QmExAbh473v/aB0I1ThjY3f0Qa/JtxrLPLUVK6egx+DOdlj2t1LC9WeGWL8dwmZc4H2JPBL/5TtS63kaLa1dIm042lsKsJQ8CeCWkDUeBuFgNDW4DM20oTFjXWZRw7pgHkBzbcpDDKSYaMK+2vMlYbZX8Yul89ZXi+WJ9araSW/7+4Zak8nqUKXHczt4pQ0KuXbKu1ug8o13tLJXxUdUlI8JYUlcRMcTF6kRhYLqFqfaW0S8NIXTxlejz1QtXsDOi/c5EjvY/i8rBp7Hw+vnIWZIdWfd5DFK3uY4p0hhmz4+2KXEmg0EHv/Uu1SXr5LH+0J/LKEu62MXI8EOEKgA2isTDAEJHt8ZM62cnX7lHI2NC7cCbfLQYVrshW1Jrx6ROucu/PM6psAScMa6khPp4HFNTvUouLkHzzuZJ9BA9kvITFaqPREWsqu4uWBgf9bAbAWMKAwAICjM7DGBt+jeDCTyTEeMExklKv9zR80vW5zsx4ucyzHMBj0fB541o7i81f7463v2b+Mn9CNHo2Ap3oAfLN94FY4JJ1L0buQIgMYcCWva2yPy1Fyp17HD8PsUiRGDXf1Z6LFLt7PhFyL9Ds5aKNFMFGPHfh7rtaBD3rIaWOo0Zl5UmXfTeeXnfc6Wayke82G7IVWifZHlFKaDqaqBqq6Dqak45ma6aG3hiuilm3XnWdBtXRw9Fp/OeLnCDPur7MXTAamwxqzPZs7oq4+sy0WPl8o+PMPGr+0jcfw/w7ltYnfY1FNrXn+FTDItSb1FnpXwecu+OiN48WrkefuVFt+doJLud8XR7j2Jrx39Tweo8lr047mEdida9bQwZ2RyaHm1T4kwAdvGVQuRm452O/wnLYqMk4Xy/gnoEQOzGAn6MuFgNPXUGZj7XrCXfelbm3T1L0z/v0Zn9tIvshmwkGvO4OrwvbIaotiYYLIaY/I6HwhcU0BWl6i0uBwCFdKN5xMuGUleNIQwAMzcMYHHqrSpFZpP4w0OEtmagrwdwO6G2v8vk07/HfPtVWJx62ynCpCThAmzK+T+V68xT4ve/gHr7tYjuAsm168Txgb/FqzhEAWewA7t7f0mzLqmg5KKkaJszZfH0eeBsd0rc+Q2BlPRomxNnHNDSlQpLlrMtXT9iEuM66jImNDIh375Kasz4k5A3HiViUsjEAIqIPasxY1GGZd7DG/L/01NoX68+qmBEWJJ+u8SRQwo9k6/5e0Z6ukBGIzEt9r5me7YN0uOJqrpTVZVidUbeiN4dvxSkrKMXMSNimGhqs1imInETcvVFJH7/c4Lr9AW+qq2CePg+5MpynJv5/0SWeREuyrpHzNHPV+r5p0k+cj9DW4TDWIpKQWYrb3G+H9l+43xIt+cojjmew8IbFsKSaom2OVOW/U8cYO31PtBd/wS69jYFLR7ZN9Wh4nKwi6+knT0PkzvYE5Y+CuxrpFLidQCxm7fyE8SeioktnBoz/YPGTCtmp1y57/z8HzhnJ18ZnJ18pbIgEerZJ8PquaHyOZBurxytXvlUxJ5tV7y/O6rPp9z9Hi82WUe85vhgHw8Wl42sQjUdagze1+lGnnUlym0XQjz2MNDbfeYLe7shfvljsnR4aFnK7eBbtjDx03tIHYtSCMjFl4nGwS1SqNB7POKMnbrBt9Dq3amW3rZEGcyGaJszJQl6g6h6tZrvemQ3HLYChW/+QKF0VrTNinMm0jLArv8sjjieR7e3KixdcDKiPHmTz8At3w1LB1EiLlYjw2EDMy83aykXFyec95Mi+zo3O3pMhvuAHq0+T7Ye6YnJ7zgpP1Gq5vrobsM2nAD5fZiXlHbmS5z94LqJI3WEbThdh4r9w5jjItU0C4uSrof8y2NAyxjyBvq8kI/+kon//Veo7e8SRJS80DY7KCOLnxh8Oybfm+nGwd7HyKf1qsJ1hTPrBRonri4X9vxuL2vY3gxcet3M28KJBcxW8Fu/pJq8u1X94Dth66Y08YIggL8CiNJqPzzEB+TIoQBs40z/Z42by2juwg5aeU74BpW0DFBGNjv+Vm3Yuggntiw7V9URrgE/DHLXNqxIzjzj9xRUCg3OfkHrLjhzIwbDjPCsliVuxKas/5Obsu9VK9O/DPn6S0pVV46vkTFVAwsfdO0tqttTJbyiL6p2xPmIYwPPsZzF2QzxCOJRadzeSLDYOEpnR9uUOB+Hc7Bb7pT9rEsd7H0ibE+yzmwoSbwgaGDmfwpXH9EiLlajQzvpxtXsvIt7adnKsMzObMU6MdjmlNIfeyLJYDGAGxjQWBdtU6D276Ik3cQ/KLwwHJX93TxYPufMCw9dnxGlViss5yv1xitM/voBEvf/AGrP9tiRF4wBX/pH4c1OxKGeJ+OpgKYQnZ7DUCRkSkm8YMBoyIBEw/ZGiYuvnv4DTgzBrr5J+pPMeK/zvrBqrvKkTX5APQZg5HyAMUg8Gjt6NJJuXM0uunKn9PuT1KG9IZ3YlZLKmmIiTdcQ9MdWfk97lh3C4xM0SlnLiOAYgGppFGsz8/ibbfXDXlLv7AfPK+NITAYGPuaRIwakpIHmLoLGzChLvBggwtA/DASmQKQITDFiipEuOBkkJ4NkQ/9WRBzV/a8m9HprIvLrTpQC+1qQPwi5bxeGNhFijNvvEo4EP73f8hMKKm+0rYnzCboDR1jusnzRW9sb/TFhitP8fjMrWr0GKrdgbCE4ccIKnXORVGXleKf9P1g4Q/9MPBkF9tWCM31axap+QFysRpfjpOvr2WXXvif9/gRVdThkDavXXtBYQpJYffcysfXBXTyWDllZ0y0gz9RJDac2v8HnX3+72swayT/MNnVASrS4BkX+Zddw1VCnKCfPRZm5EolJFgQDPRDimAj69lYkX+oHSBBIACSJSGBo9JIABADfMD9JScaiB95v/5lltOT50aTCepGQ77zFYlKoApApyTg+8DSLC9WpybH+F3FO2b9zbuQQvrjTcCSC3iCa97TIvEuvVerhH8fFfRShuYvAVp/LNnfei6B0h7Wv2SlXehTUzwBEKd9jeImL1ehzmHR9A/vUZ96RT/3Opk5Uh6ZVJSH//AfOb/y8XPf1FbK7bpB1HetG57HOKV94rfdEH0o3lHClmwB/9MWDqqsBtTTIS3NL6bmmmg+3cRJ1I0rtKWpOUqoj1WgxqQJTHSsse4kMhgMADgNdZKziAAAgAElEQVQ4Cs7dwORcxJwMLWdnfeXZ7W33mwf8U89Tkqjnw6glcLE/tHWtIwlpBvKLqbNAinMq7mAXfEGnyJqfyVv2TLKQygygcVsjy1u+CkjLBLqnpXaZ+uQWgF15Pfb0PQpHILylom2GLGRbFgvO9P8Oa0dRhH/ve9+Ltg1xgDbifAvNWXgD+nsN6GwPTatKQVUeIHI7yJasi8xlRVS4tgitBztJ+KeudyLgDiClJEWY8jMZQuhtngyquYGlrDqXevxezElKFxfllriWp+X48qz2vyTqpv9kRHcyrt1HnP8NwAEAbQACoeibiI4T2OEc2/IrO91HDH7pCEWzIWNZ6uel6UitVEcPxWwMPJ17AeoG36JAmL0fcSaOoACbPW8dNLNBDjQOkBpD5biZivALmJPNwrZ4NrB/Z+zEjk8XEpPBb/8Katx/R4NzS9i7W5R+i8tiSL+HEf972DuLEjE7uUxDtpKur2WXXdvErr3VA6MpNK0KAbVvJ+Szj3Nx3/eJqg/JVXculWz0SqJR5cS7dVzNXqSmxCNq0EElFQpSiY15Zf1L07J+lqibNhoYTzFy7WYArwAIqwuYiL3ASb99dfY/emyGrHB2NS40ZkKyXsjk9s0xvd3ImIF8YmotAuKcSqNjM7Z2/BCpiy1q9T+sQsbceNWmkajbXM+Rnc+QkBhtU2YWuhH81rtUR7BKVg+8GvbukvRCpJoq/JwMPw17Z1FkCiiBOB9jHxmNs6l01hP8q99xU2FpyDuQLz7NWVs9Vt+1XEzlb7+/oR9eh0/RhoujZ0RiMthFlwf4t77nZRs2vUFG4wYD5ykGxv8RwDYgskf8GfGnONPvWp39DY9FmxoT9Zzkq6HamgV6OqNtysTRTQAI8XjVqY8j0Ip32v+dV3uew+wrZqllty+V8QpXw+Pt96KnpkfQZddN8cCvaQQxsBs+J10mn9zd/UhEZth5qde6GGn/AsATif6ixRSWKzMWNxlNd8BsuZbddEc/u/ByP1gInVZKQT79B2ZwdtPKO5dN3VgAAHXv1DG1dE3kB9r8YrAbPufiX/5nNy1b9SvSjXPJbL4YwGZE+QQRI+1RzozfWJPzTbdZi34qnzx9iVRb34ppryrSMhCUcaEaS9QPvos3Wr9FnuR6WvHFs1B2YakkFt/t/iQn3qnjKCxjMIVopy7OiLBNVwuRnY7NHf8bkTExzTQbdj2nnxH/bST6iyZxsTpFIcZeJV2fRUvP3sy/9C0X0jJC17gIQj72MLNoflaxsTx07YaYzqNdEJIRlq0Kf2eMgxYuA7/7207+mTvaqHz2/yODIYt041cBRD/h68fgZPilxsw/XJR2iyuaduTb1oAFJanjx6JpxuRJ+f/s3Xd8HdWZN/Dfc87M3H7Ve7VkyXLvmGrAgOktEIdAEiAEwmazG7LZlN13k91ks6mbnkAqoYSEBELCht5iArhhcO9NtprVy9XtM+e8f8gQwE3WLXPv1fl+PrJk6d6ZR9LVzDNnnvOcIsRFSI0+ZRkBE2/0/Zxe7f4GKhaWonJ+hd0hZZxgbxCjPUHBbviYRHGZ3eHkNDrtLInZ89nLPd9iAulpFzmz6P1BTsa/AGnaoY1UsprZesjpWo6Cws/w2z8dooVnJO+EGotCbt1A3lJP0jaZdBI48LdW4OzlqRsBdntBSy+y+L/+V5hdcs0aKin7IDmc1cT4DwFkbBEjJ/07BY4pcGlFtsXQ5FlmidUvAzLLJ7oYDkiZ0TcZlBMIxDuwe/QvrP6c+ix/ISZfcXMRPGVeNlhcLPntd4F94nOCFp8FuFTpRDJR4zSwC66gNf33ULpWv6twz4dTy+8gYo+mZYc2U8lq5pPEtZ+RYcxnF13ZwZZdmpQZ5gAgg6MwXCyjz9JdG7sITnfylw8sqwC79sYwv+s/IuyM835HLvdp5HKfAeAJZHxzLwBAWEL+ut63NGmvh1PD4NKLuNy2Kfvvve7eBrdezEgdDm3FyUCxazpKXbPg1oqAU1hftXVkJZiDUNRk38VbpsmrycOs62bhxe4DuP/ANvaD3W9itYiy8LnLLX7XfwCGw+4Qc0NJOdiKm7Fl5FEMRPemZZcEhhlF1wV15vonZMf5KmGqz2r22E0Ox0KcdvbfmMc7RTzxqCPhEa1QELrBMno0QpgCfXv6rNK5C7nYl4TbzboBdtn7IjRjbgSMvkOa/lPoel/iG04/jTl+WOs/+7Zdg3/R03Xb6S11vrOBwIjA8GD2Z3ijAVhWVPqMKhqJtdkdzaRT6ztH1vnOlj6jgkWtqBBSSIPrnJOGsDkkArFOORw7xILxboqLMCwZgyWiMGUMlojBqeWj1nuGpTsM3rR8qhzYO0Ay20f7E+Qt9WDeTXOxqr8d24bGDm8CwNreTqzt7eSfnrYQ0HQgFrU30Gzn8YLffCcOhlfjUODVtO12St4yS2OuLQCeT9tObaaS1ezSSw7nEsyY9zxzeWaLRx90QSQwMGoYIG7frAQiwnhOKrpLh+wZSXyHFdXgH7glBIfrCTKMjyGDb/OP0x4p5eZyz7wlncH1ad1xrft0Ida9kf2jqkfQSEAUOOq5SlaTK8+oRUvhNZYlYtja/3v+3lukeUYdZhS+j9b2dtOm/o2ICPPtix8311DrzWNV7lIUO+tkhYdZnABGRAwEIkaMGAkpZFcoQr/fvx1XVU6VtWfWyIOvHcr+i6gJcuY7Mf/mBdg80ovX+7tO8MjJndAnTNPAPvxxOYguuXXgD2l7vfn0CjTnXx7RmONGTKJfokpWs88IOZ3noqHpcf7hj59t/faXbsRjp74VroFddCX2vHgo6bMWdbcOX7kX3jIv/JX+oK/CZ2lOjTHOOHHijDNOjLiwhDncPhLq3trt79vdh+jIsa/yHT6D5O7+BCIi0JnnWuzci8PQ+B3E+O8S2FhGMbj7W415F93XGVzvS+d+/bycrJ2P5kyyyrp7eV5VrYXEFhtLOUYaphdca9X5z+Gdo29ae4af5sF45q1Q5DeqMb3gWqvA2cD3jYwwl6bJ86q/hD1DT4v9wy8yCQsEhllFK8Tu4WFa29t51GspZJnYOdyPncP9wFhNwPF+N3TkDX/p2suuX9qCnh29CA/kdCefY9LdOhbeukAeiA5jZffBE/99Tpo0J8k4BzQd7JobrJhfx6rD30/bMYPAsaD09iAj7dPIsIm/qaaS1ewUIYfzcllR9QD/6Cevtu6/x43IKR6YfX6AMSSydCFxgqfYA2+ZF75yr+mv9ge9JV6DNJJWzNrFOFunObTXAWwB0IuxxvnhI++jjDNfQV3+cm+Z5wNNy6deGh2JWoe3dnv79/QzYQownYHrHIbPQRgamliQtQ3gF1wWQmnFbjKMawG0Tvgbzkz/59FLLZ9eiUA8PctQlrvmAmYc6D7RqE12ESVF1kh8R0YnqnlGDRaW3iEt6aDHWvfgtJImOqdyHgYie6zdQ0/yoWir3SHCp1egpfBaq8jZzPcHRtgfWjchKgQBoGqPD5dXX4TGvIsAEHTmRNSK4LmOzUm76OkIBXAgNCxnXjtDrv/VG5NqdJUbHAtvWSD7EJVPduw98fdOgMpW30HTwS6/zkJ5JUHTQFwDNI3AOYHxsQSVcYCxsQmlQsA0g7Sy+8tpfY01F1wed2p56xjxX6Zzv5lAJavZyySH8yZZWPx9fvtdH7Pu+4kbgVO4Ve50QVpCYAKT7FwFLkw5b0q4bGapZsWtwxDYpDm1VcRoE4DNADq4xsdzJBwB8Kju1B8FoLmL3GfUnVF7fc1p1VcAYJCISMgQY6jkKz5SIPfuMuXG1z1y7w7AOkH5gz8fNG+xxRadEYFu9EM3vkec/xi52d7DJNAPWwqv/uzr3fe40rHDet+5Qm7bBJzKDJgMJ/Pz2GD3PrvDOCYCw9T8S0Rj3nK2ZaCf/np4DwHAoeAwczINF1TWsyXln0IwdljsGvoL6w1vT3uMHr0MLQVXWyWuGfzgaID9cedmRIT5rtdHezCAn+3awhp9+QiacfSFwzAhkn6yf6J9N/3D1IWyckGl7Hzz6BHbXEScMO9D80TEDfmHA+O86Jrkdb1vc3vAPnKnjPo17Av9lZkiBjMWgRmNjNVGiwjiIgxThmGKGN4xnymtiWq+ox4N/mURzoybMAmvNFSymt0kGY5PSR/18Ds+/e/Wr3/ixsD45gqRyw1hntri2u5iNxrOawgVNxdJAN9jnH2XcZasPh0mgFe4wV/h4J86xteLMG3mdVTXcCe4NkPu3CLkpvUueWAvIAWgaaCW2WCLzwqgoppDWL8nh/MeAOuR43/YnBlfL3I23VDvP29q68jKlB1AvXo56vxLY0WsVhe7Xs6dJIAxaNxFMWFr29rjIJxR8S/CqZXj9/t3oTvy7hgjwsST7XtJA8M55TVsfsltMiYC2NL3EPVH9iQtCk4OTC+81ipxzWD94Z2iN7yD90f2QGMutBRcZZW5Z/O24Cj9cvdmhEzzhK+NfYEJ3iUZJwHg2e4D7LKLp6Jvdx9ioxMok8omBMxeMVvwIgfu279xXIlqLB4X2rJLpXzqsYy+m5ByBUXgt3xCDvE++drh72bsz4KRjoWlHwsx0m4DkDu3tE7BpJ81mSukGb8TlviueOUFQ657lZ+sjpVmzIF14bXmKz9cf9ILFm+pBw3LGkKFDYUWEX2LaeyHGBsVtUuVtKwPIha9HUQ18tABQfWNHJa1gVzuHwL4M8ZKDSaTBlPENq05/H1vMm8HM9JQ4Z6PKXkXBLx6mUWgn7OoeYP14M9q0dWetP3Y7kMfE+GaPHql8xskZOYMwDfmLRf1/uW4Z+fmcV+EnFNajfnFJegcfd3aNvBHbsnEZ3wvLL3d8ujNtK63m9V781Hu1i2X5uSQEh2hoHim/QAbNTMrKVxRO0M4e+LY9NCmCV3AFTYUoHpxtdi/8gAb7R5NdnhJM/2qFqtgejH9av9GFhPj62Lk1wzcOmWGxKsvSfnqi5OqXOJtlTXgH7oDnfGtckP/fRl98T2r6AOxKu9pT+nMda3dsdhFJau5ZYaMhL8J4ALxt+cd8vVVDOax23DSwtMRW7zcWvXTN457NVnYWIj6s+tG/ZV+izh9jXF2N4BMO2o3AVgK4DkAk3oqt5TiqpgI/m5l+1fc8QRHCT16Kep8S2O1vjOFkGKjwd3fBvAXAHEZCbdZ9/64Gr2HkxJ3xvj0v1vdbD829P46I0ZYvHo5zq78Ah49sAed4VNrXOHTDFxX32R5dPANvfehL7xjwnE4eR7Or/4y7t29FYF3JKQMgM4YouNMkNLNYAwfb1wgdz6+g3p29B71dW+ZF0xjCPYGYcXGyoq4zlE+txx1Z9dJ7uAIkUWiI2RteHB8I5bp1nB+g6haUkW/PrCZgsc51h9PqdONG2unQT79Zym3baSxsgA5dh9KyiNvmfm7TRQ1TQe7/sPYG3wRu4aesDucEypyTsPisjsHNOZoAjBgdzx2UclqbpotI+FvQcpzxcvPOeX61QTr3aNFdNYyjE47U66/d8O7riiZxlAxdrAe1Z16D3fwrxLR7zD5Riqzkimi3xuOHrxj9eEfuE9e/UCY4j9f1PnOHg2avTQS6/BEzWFW5V0S8BuVUgK/1JhxN4B3FXPKcOjPCIxcaP3ptx4c7kjdN5Nubg9w1xfkzpEn0Dqy0taRFgLDOVX/LtqDGj3TsX/CsSwursTppWXoDm6ytg78npvi1GfItxRcLfIcZ8gH923PyITtROYUlOL80jp0beyyenb08qGDYyUIjRc0iKpF1cyyLKEbGrNiFkIDYctb4uEhM26tH+riGwa6YTCGO6cuxBu/fgOjhzPrOr36tCrZcEEjHmrdSgOxiR2e6z15uKa6EcSO/Grp7X8AAGL1y0K++BTLpaSV5i+R7JKrafPwH9A2utrucE5IIyfOr/lyyGCe64jYM3bHYyeVrOa2eTIS/jaEOFOsfNYl31xDb01MYhddKQZKZrNNv90EAHD4HKhZUh2vWlRlSSFX6S79qwBWIsfrPXOQFhfhNfuHX5y7Z+ip45Z4uLUSLCj9aNCjl+7SmeuzAMqEtFosGWvSmevPGCulON59XZKW9VEI6/viT7/1yh1bUvF92KO2Abj5Y1jXfTcGkljzeaqm5l0iav0X4qencPv/eNyahuvqmq0ip5uHzSERjHfL4VgbG40fpmCsG6Pxbpjy2MkOIw0X1X4T/3ewFQeDw4mGYosp3jzMLyyXFbpHapyzeCQuTR3ikbadfPBIklfp8qHG68eh0WF0hd+dlF5V3Szze4TY9LvNGZOsl84oxfSrp+PR9p3oDKWmXXSB4cSNNc1C7++FePhehmBmJesTwc6/VNDpZ9Pa/p9RX2SX3eGc1PySWyOl7lkP68x1q92x2E0lq5PDIhkJfxuWdZp45QUXwiGixWeKYSufHXy1FZULKkNFU4tICnm/5tD+F+8ZSVOyToUlYtuHY20kpAkh4ySkRUKaJGScSYBVeOZLIvZFTvr3MPHl+i6XPYd/Z93z7bT2eE01Out8iPOX4cW2/zhuEpdKLq0Q51Z9CY8c2H1U4pQIt6ah1pOHCrcXRYZL5jm45WSM6dzBwuaQ7Aq+gcOhzTRW8zx2XqjxnoGp+e+zfrZrS8YkaokocbpR4/Hjzf7xl7A4mYaPN83HG/e+gUAGjK5WLqiUzZc00baRPrzQldpWmwzAitoWUaHpzHr4XqCtNaX7O0p+Idj5l1pwuSAeeeCkczEAAMVlYGeeZ0HXJXQdeKsNldtDMs9Pr/R8l0bNzJ+jVOaei/klN3dpzNmMzCu/SzuVrE4uS2Qk/K8QgoNrXlMwHRKF3MHvZ5z9CkB2Dp0ox1ILYAYAA4B+5P07354HsDvBfXAZix627ru7OKcmWwGQn/+i9ebQb7gdbaDK3LMxvfBD1s93bUtLgsgAzMwvwcyCIlHkNIgTo57Qdqsr9CZvKbhabugP07q+9PTwzVTnltbKuXmltOl3m/FWKUHaEdB8SZNVMa+ctYZWUq3vHHn3jo2Ujhv0pxdX4YzCMoi/Pi3kmr+lfkKWLw903sUWm72Ad4WDwsO59AVGSNx3N0P0BBeQDif4P35eDmo9FDR7YIk4LBmHQByWiKE18ApMEUp5+Ily8nycW/UfYZ27lwNI3zquGUwlq4qiTJg041+SWzf8m3j89067Y0km+ugn5V7vduwZejLttat1vqWo9F5m3r93uy2tBStcXswvKkeNx2kx4nTPzonNps81CwvLcXZxDXY+sVMe3tKd1tcFNzjmfGC28FQ68Grv11nYHMBZFZ8V3REvPdW+Ly2xVLp9uL6qUbLWfUI89hBHLPEuE0fx+EDnXmSxeafxnkjQerKrlQ8dKdW4ecoMqyAYYuLXP6ZjL4JDYB+6XYxWuOTfur+RtXcCCBxnV34u6NXLvsmZ8d92x5MpVLKqKEoiKmQ8dsD60dcdp7QoRYajZZdhaFGdtdqG3ostBVdLjS+hxw7uTPeulZOY4svHlRVTZdvqNrl/5YG0JPEOvwMLPjJfWu6AeOXw/3BxZG0Tn16Bsys/jwf2bsfgBCdYnSqDMdxUN93KN01mPfQLQm+Slvp1eUDnXCDYojNYfzRiPdl1gPdHj05Ib6qbbpXGYkxsep3+3rFg7I1KyqWcPkM+2/UfTBy33D7zHWlT9arOXBdh4iVaOUclq4qiJERGwl8F1z4j9+4QYs3f3DiUA0tWl5SB7rwLf23/L0Ss9N72XVh6u9UbreQvdObAzzEHFTlcuKFmhhjcO4Dtf9rO5HvWVnEXuVEwpQA923sQD528nZS7yI3S6SXSVegSUsqxifdSHukkJal8TjnrN3eI9X0/PSo5nlm0wvIbC3H/3vSUjLzloop6OctXQOIvj0Bu3ZDQtqh5Bth1H8ZQPGo91dXK37vwxVH7rpyCIsMpCQABkgC4uE5e3aA1PT/GQDTR6ib7VHgWYm7xhw5rzDEDQLIW3MkJKllVFCUZ8qWwbkE8/q8IjuZbD/3CM97V1DIV3XKn6C+JyXXdP5lwIqAxN84t/ZLFYVBAtlNHaB21B9ZAnGDl37Mrv2BtGpD8jf7MnwQyWTmZho9MmSWs/ig2PrSJmZGx32fZ7DK0XDENMTEqHJqP9e/pt9rWtvP31rl6SjwonVkqKuaWk+HWadTstkZFFwcAIgYCgY6s5tkf2YMDIy8dMw6NnLig5qt4qasT24bS+/fW5C/E5eV1Um5+U8qn/8QgTrAE9vE4XeD//O94caAbmwcnNkqrEeHmprmyP7yGtg/8YULbyARjfZU/H9aY4ywAiV0B5CCVrCqKkkwkLfO/5P49nxG//aXH7mASYhjAZ78kN/Y/QIdDm0756Rpz4ryyr4jh/UF0vN7BipqKRElLCRx+B4vGAla/tZMPRPZgNN6NQLwTphi7lXthzdflk22dlK2toiYLBuCD9TMtv6mxTQ9totqz6qzSGcVs4+B9dDi0AS6tENMLrpMl+kxYEYG2tW3QXTrK55ZDc2o0anZZh0Kv8EOBVUjkbm+VdwlmFK4QP9mR/tpin2bgprppwjkyTHL9KkI8Dpgm4PODfHlSbHqd0HP8zgvsmg9aQ43NuK914j18zyuvs5rznFjZ/v+ytk6VkwPnVv2/kFPLv4uR9gu748lEKllVFCXZXDIWbbce+GkhOg7ZHUtiFp8FcfHFeKnti6fUxkqDE+dVfFmMHAjLrY9s4+88zhoeA4WNhShpKbY8JR4y3AbTnBqEEBCmJYmIfrl/E0JW5iz7qhzf5VVT5bSCYgqFB61Xe77JY+Lo2u0631JMcV9gxRGig6Mvs/bgmiRGQDi/+r/k631BOpWWXMl0WVWDLNOdlg6AEVFISkQBXulwQmxcb2HPdi4H+oChAbzV6xu1DeA33Y5f7N+KiS7VW+3x49q6aXil4ysImUevUpYtFpbeHi52tfxJZ66b7I4lU6lkVVGUpJNC3IGOQ9+x7v2R1+5YEvbJf7U69f3Y3P/QuEZuGAycX/EVK3goRpsf3sLGe4zVXTrcRS4sum0Rvrs1mcmMkmp3zVyE5w5+zpa+vAAwq+gGy8Is/vihzKrXLDCcuKyi3spnGnRNY6QbhHBIyqF+QflFfH1wCK/0TKztncE4bm2aK9sDz9Oe4SeTHHn61PvPEy0FV+3TmHMugFNfYm6SsKU1iqIouY0Yu1eWlv8nTWnyygP2rQSVFA/8kld96nMYibfL1pGXT9gmiEHDeRX/JULtcdr8+/EnqgAQD8cRC2qIR02Jd655qWQ8AocpU9DKaZwGowd4Q958Exl2Th+MRfDQwZ1vX+RpYCj3eKjS5eNacAirJpioAsCyinrLFIPYM/xk1t7+z3fUo6XgmpDGjEuhEtUTUv3zFEVJBROG8S/skquzf+WVkSHIB3+FlrwrMb/kVsFIP+5Dl5b9pxXpEtj08OajZomPh+7RYVkTeKJiGyfTIGHBzpWph6MH4eZ6xidtJgTagwGs6+tMKFFt8OVjqr+ArT38vYz/no/HYF4sLvuHMCftJqhVI09KJauKoqQEEXsE/oLD1DLb7lAS17oP+N43qExMkedUfkE6ecFRD6n2ngFD+vimhzYzaU0scTHcBsyJZLmKbdyaBkvaW188Gu8GI04+zbA1jnRwcQ2XVE/F7qE/0rHqg7MDYWHZHSFO+j1E7P/sjiYbqGRVUZRUEeR0fplOOytgdyBJEQoC3/s6dx3sl+dW/T84uP9dX57mvcbav/KAFNbEZ3brHh1xlaxmFbeuwxIxm39nEoF4l5hVWGJvGGlwcVWjCMU7rNaRl+0OZcKmFVwZ9xtVWzXm/LzdsWQLlawqipJKeRgazKg6uoT99tdMxmOWz6h6+1OVnkXQ4ORdG7oSqjV1+ByIwMraW5uTkYvrsKTdySrQMbqWWvLyJ9DsNHu05BWhyuOhdd0/yNq/kVLXLEzxnx/Qmesq4AQNl5V3UcmqoigpI6PRubKny2V3HMlGsZh0cN/b/5/uu8468HJio6pEhOrFVXL7SJ+aXJVFXFyDJe1f3rMruIH8upNrLDdP617NwIWVDdjW/xt6qydxtnFrxZhfemtYY46rASRprdrJITdf1YqiZAbLnIu+HrujSDoKRZiDjZUBlLvnQyM373ijM6Eks2x2GQQnuWlAncOyiZNrMEXE9pHViDWEoNkjFhZV2B1KSswvKpPBeIfsDK63O5QJ8elVOLvyc2EG/hkAr9odT7ZRyaqiKKnDtakyF5PVwChzan4JADP811utrxyUwpz4qCoIaFzWINcNdaljcpZxcg2WiNqerAJAW2ANTc/Ly8lSAI1xGbUGs/KuQ6FzKs6q/ExYY66PcmbcY3c82UgdGBVFSRUvNM2P4UG740g66u+D36gRpa5ZMJiPd7zekdBJtHRGKeBg8o3+rmSFqKSJg2uIi5DdYQAAuoJvUp7h5FoOntrJzt5gCSh3z8VpZf8Y5GRcxYg/bHc82Sr3XtGKomSKZowMhZCDq+SJNX9DgaOBz8q7wTr42kFhxRMbzGq8oFG+MdytjsdZyGAMcRHOiBG/iDWIoNknFhSX2x1K0hEAmWX5aq3vbDGv5JYhjTnOJWIv2B1PNsutWbqKomSSaTIwrKGkApACsExAiLG1wcWRN0uMvYn3NFXXdGDKVFBdI1BRLa38fMG7u7jcuhHYvgXAe265O92ghUuAabOktCyJvz3PMDQARCNAJAqIJE+6HR6EiIUtg/l529otCW3KX+WH7tKwtqMjScEp6RS2TDT4F/K4CIpDgVdZyOy3NZ72wGqakb/cWtfXmbUz5o8ve5LVpvzLzMa8i/o05lgKIMuX8bOfSlYVRUkJU0SXabUNbuvj/wgiAkAgHHl/zP8DUo4loZaMI2KRHIiExOFIkI1ERnlFeblVN/UDzHndh8gKBy2t/RCH0yXj5RVS1x1sIBoW+wODVOrKp6obPwYuCMQIxI9sW0hIIQEhIaWUkBJSCAnTlKGP6z0AACAASURBVGzvVi5fehoIjX/BLTYwzLs6RqQVsxIaVStsLJQDZkQtsZqlXupqxcHRApxeero8138+BqOtYs3hHzC7Equu0AaaVnAV18BgvveiLosRUZakqoTZRTdEq7yL2zTmOAfAYbsjygUqWVUUJSWENM9Z1XU3BiLjHVQYS149einOqvys/PmuTQTg7dGhzUc+9mg6qtx+XldSbEUtiw52tbKOYACmFAwAFhdXoiBA4o1fvPH2bXViBKaxsTfOwDRGR/5PrkIXqhY2W3mfXszl0JBFG1ZxueZvY6PAJyC5YQV7hxIevSppKZFbgoOqBCCL7QsMYl9gkN/aNNMaq1+1L60KmwMImf1iXlE5W9/faVscqZHZ6SqDhgWlt4WLXM1bNOZcDmDY7phyhUpWFUVJhXzOjClDkQOn8BQJCQlLxgHQcUcZg2Ycu0f6sXuk/5iJYrHDZUXawu/6mhQSVsyCFTu6tjTQFUDPth6uu3WUzy5j1YuXSce5lxIOdwj56gsMe7YfO1qHG5GRxNpMcYPDW+Jhm3bvSmg7iv0ur26UBouwNb332T5C3ja6imYWXGit78+dUgACkMn17xpz4bSyT4R8RuVKnbmuA5CdzWAzlEpWFUVJhXOHo4ciAuYpL1YupThSHjAxhU4XRg6f+qz6eCiOtrXt1La2HZ5SDyrmVaDy2o+ApJTU1Qq5eiVh3zuSSsOg6HBi56P8unxEY3ErIsycSSomo7mFZWjw++iVjq9lzAIB0/KvyLHXFGXsBKs8ow6Ly+4MaczxgMacnwSQk+3D7KSSVUVRks4Ukcu6Q1t8J3/ksSRWZ+fXHbyzJ5jQNoI9Qex9bi/b+9xe5NXkUfnsMqvsuls5SSGo8yDJVS8R0zUWGYkmtJ/ipiLrsBlSJQBZ7MySKiwqKcUbPT9HyOyzOxwAgEsrhJAip+qgj3+vxV5T/MvEtIIrQ5z0W4jYH+2OJ1epZFVRlKSTkJf2hXdN6PQyNnoy8TNTW3DEqjmjhgb2DSQlCRxuG8Zw2zDf9fRu5Nfks/LZZaJ0xW1EGBuNTURhYyG9MpLYyleKPRiA6+uniVKXztYc/gGGoq12h/S2prxLrL2BQE6NrB6ZJmlzFH+nMzfml9waLnA2HNCY40oA++2OKZepZFVRlGQrZ+Clw7FDE3ryWBnAxK3qaec3NcyC5tZghpLYskoCQ4eGMHRoiO18ahcc3lOucDiKw+9kh3pGkhCckk5OpuHmpukiJnqxsv0exETA7pDe5tZKUOhs5I+0brY7lKTLlFQ131GPxWV3hjgZ92vMeRcA+2s/cpy6/aQoSrItG4jsjU301CIhkMjI6kA0jPbQiNVyRUvqzm0SiAYSOz9pTg0EIGCq81y2uW5KkzUa349Vnf/LMilRBYCGvAus7nBYRJLdW9hmmTGySmjIu9A6vfxTAYN5b9SY8xNQiWpaqGRVUZSkiovwFd3hrROsVz0ysppggdpr3e28sLmImPGOQxwD/FU+VC+pxtTljXjX12zgzHPCNC27z77KKZqZX4xCw+Abex9gMsP6mGrMhWrv6fylroM5eG4nW7sB6MyDJeWfDDXlX7pdY47ZROxx24KZhFQZgKIoSUWgC/vCOyf8/GQkAD2RILojQev0fz6DBIPUdM50zilmWQjEowIgnD6vAuvvXsdio/YMjDjznIhblsA7eskqmU1jDOdXVMst/b+luEhsEl8q1PrOksF4VPREQjn3mrJzZLXA0YhFZXeEOOm/1JjzXwEkVqyunDKVrCqKkkwNUgrvaHzii7YkWgbwlqfb9/IpvgKMxCIYjkUxEo/CGhuZYQTgoqoG67R/WiJf/8k6iiY4q38inPlOhGVu3arNddfUTBUjsYPoDK7PuElxBIbGvIvopc7unEtUAbtWsCJMzbvYnJp/cYiTfiMRezLtISgAVBmAoijJtSRk9stEks1E+6y+JRCPYfNAN1pHhzEYi7yVqI7tA8BzHfu5YKC8mryE9zURrnynGBHxnEwsctEUbx4qPR62sfeBjDxv1vvPk5ZgYsdwZrTPSo30pasG8+KM8k+FGvMv2qoxx0yVqNpLjawqipJMT7r14u2LSu+YPRDZ6yh0Nll5jhrGSH9H9inf/uftzxxdi5bykatChxOcGHq29aR6V8fkLvbIQzG1yE22uKCyxto1+ASLWIMZN6rq1ooxreBK+vPBfRkXWxLJdCWrBY4GLC67M8xIv0djji8AULdAbKaSVUVRkmlEZ65zCp0tfRpv0DtDIb6urxdBM/b30VL6+79vD1G960tAxEz9uaHZXyTDvSHbakZd+U7qiwzZsWvlFBUZLng0g7cFXrM7lGMgzC+5VbSOBnAoOJKRo77JQHTMi9qkK3XNxoLSj4Y46e8nYk+lfIfKuKhkVVGUZPMTafqDezewTJ7qPj2/WB5+qc222/C6W6fhUTWymg2WltfIruBGYcpIxpVt1PrOki69HE/s3ZSziSqQnqW4qr1L5KyiGwIac1wEYF0adqmMU06/uBVFscWZ3eFgJJMTVb/ugFc3WPv6dttiMKOm9GoO2/avjF+1x43WwMqMS1SdvAAzCq+jZ9sPssxqopUKdGR1u9Ro8F9gzSq6oV9jjtOhEtWMo0ZWFUVJqriwzjs0Ouy1O44TmeovlOHBiICwr21ULBiTfkMlq5luQVE5YiKQUcupvmV+yS2iIxjEvsBQzg880Vij1ZRsu6Xgmni9f2mXxhxnA2hLyU6UhOT8C1xRlPQyhbywIxTI6GPLzPxi2bPxsK0jZbHRGLx64ku2KqlV7fGjN7w94wYuq7xL4DWq6fGDezP6by1pCCkYWSXMLf5wtN6/dI/GnAuhEtWMNTle5IqipIvT4Ky5KzRqdxzH5dF0FDhcrG2NveelyEiUvJpKVjOdk3FErUBGlQDozINZRSvwYmc7mRm2ilaqUJIHVhlpWFx2Z7jcM+9NjTlPB5DLPb+ynkpWFUVJpoXDsWjYlJl7Am30FyI8ErGEaW+MsUCMuZmWuT8oBQBgcFimCNsdxrvMKlphDUZj1s7hfrtDSaekta7SyInTy+8KFTqbXtKZ63wAgaRsWEkZlawqipI0QspzDo0OO+2O40Rm5hVb/Vt7bR8pc5e4rYhl5nJfzJygM5IxEbI7jLcVOptQ5p7DHzu4x/bXcDoRklMGwEjDGRWfDvmNykd15rwaQPqXr1NOmUpWFUVJmqhlXt86OpSx97adnKPE5eEHVx+0NQ7u4CibUcr/1nNIJasZTmdEZsYkq4R5xTfLN/t6EUpDL+JMkqw/lDlFN0XcevFfNea8BYCVpM0qKaaSVUVRksWnMz770OiI3XEcV503H7FI3DJD9p7oy2eXy2A8ZvVHM+v2snI0TkTxDCkD0JkbDu6jV3vsa7lmn7Gx1UTU+ZaKcs/cLp25bkh4Y0paqWRVUZRkWdYTCUYyuV61MxSA5tB42axSW+OoXlwlN43YX4qgnBwjRnErM5LVyZxfJVoGUOhoxPTCa4Mac14EIHNngCrHpJJVRVGSImqZ1+4e7vfbHceJBOIxPN+5H81Xt0jNaV+baYfXwdqCw7btXxk/TpziGVMGINOzlFMmSqAdgJPnY1HZP4Q56SsA7EtuYEo6qGRVUZRkIAJd0Tqa+QnYruF+tAaHxfyPzretXo3pDKPxuF27V8Zpdn4JLBlH1MqM1/VYqjZZs1VAylNPVhlpOK38H0OctK8RsWdSEJaSBipZVRQlGaabUjgHsqQG8/mO/VzLd/L6c+tt2T/TGEJmzJZ9K+N3dnmF2DHwGGSm9DKVctKmqhP9vucU3xRxaYUvcWb8T1IDUtJKJauKoiRMSHnZvpHBrKnBjAoLf2nbjdpz6uAudqd13858J4QpMiX9UY5jSUkVpIxQx6haJj4TEOiUa1brfeeKcvfcTp25PojJXPCbA1SyqihKojymFF/YNtST0f1V36sjFMDGgW4x66Y5aS0HKJlWjJFYVLXMyXCLiovl9oFHKGNGVZGK5UazyiktClDonIqWsQlVy6EmVGU9lawqipKQuLC+2BoYcndm8BKrx7NtqIcZXiOtx8HyOeXWruBA1oxCT1YGc1BPeJvdYbzHJE5WCRjv9+/kBVhcemeYk/Z+qAlVOUElq4qiJKIBwD+v7DrosjuQiRiJRaFznrYywOJpxfCUevibfYfTtUtlwggyw9qwjY2sTs6qVQJoPKnq2ISqTwQZaf9DxJ5NeWBKWqhkVVGUCRNSfnjLQI8xmqWThUwpERcWvGXelO+r9qxaMfN9M/Hc4QOIiMm1+lA2Ijr1GkkllcaXpM8p/lDEpRW9xJnxtRQHpKSRfY0GFUXJenFh1QzFIll9S3s0HhP+Kh8b7U5NGQMxwvSrp1tF04rY79u2ozscTMl+lOT5e1p08mTVrZXApRVCQkBK6+33QgpIWJBvvYcEIw2cHOBkgDMDGhlvf8zf8bFGTqExp9SYExo5JCcHcWaQxpxgxFm5y4PDk+x11BkK0Mz806xdg48f93hT7V0iy91zOjXmVBOqcoxKVhVFmTAhZUXYyu5RwqFYRHjLfQzoSvq2NaeGeTfNFbzISffu30ShLP9ZTRac2AlLABjpqPDMR4N/mfDq5UzEQhaISBKN9a4nGhuaBQDQkQ+JpBQSUkgIASktCUtIsizAtIjiJihmMsTjRLEYQywGxCKQsWEgGoaMRIBIBFZ9I94/ZyHW9HaI9X2dbLJkZOt6O9nsgnmyMW859g0/d8zHNOVfOqox550AJlcmPwmoZFVRlET4J9CnO6MMRMO8oTD5JbeuQhcW3DxfDlFcPrxvA8+s6kflRDgdb+Y9w6yiFaj3L0U8FpZs3WomX74HZMY4cPIb1TT2EDreY+V73h+L3LwetGEtlnzwNszIL5ZPtu+lvkimrLCVOqYUeK5jP11ec4U8GHiVzPesKpZn1MDB/REAL9oToZJKqmZVUZQJc3LtntNKKrOvDcA7DMWipOc7ktpKyvAaWPyxRdhvjuC3B7epRDXLMGJ4b8pY6VmE5RXfFsXRBWLrY9vAYJDcuQWwo167rRXsW19keTu24oNTZuKs0hrBKfcnXh0YHUJ7MCAXltx51J9UnX9phIj/BMigXmNK0qhkVVGUCSOih/MMR98UX77doUxY0IyBu5J3k4kYYe6Nc0RXLCie6dyf+xlEDpqZXwppEc4q+7wodc3B0rIvWbP9H8a+51pp7d3rWPeWbhxafUjg+lvs7Zf7f78n+sX3Md/tk7c0zZUVrtRPFLTbC50HWL5zCit2TX/7c4x0VHoWESf9VzaGpqSQSlYVRUmEMBj/9HnldVlbI+bTHbDCyaslnbp8qsXzHXi0bac6vmahZn8hziqqwvY/70BwG5cLi27HyHYTq36wGp0but6++Gh95SCzmIPR0uV2hgt0d4J958vc++Y6ur5+Os6vqLc0yt2X3qgZw2vdbXJO8W1vj6BWehZCSGstgHYbQ1NSKHdf0YqipAURPe7W9EPN/iK7Q5mQYodbRHpDSeloUDK9BJXzK/jDbdvVsTULVbl9uKS8Edv/vB0923qw66ndfOXXXsauJ3dzM/LuCxphCWx/fCfhzGUSTvsXb5PPPg66+9uYyQ3c1jxP1nj8doeUMhv6D1PEIppRuAIerRQzi94fNrj73+2OS0kddUBVFCVR0sG1T51bURvMxnvepS63HOkIJLwdV6ELM66Zjud7WjEciyYhMiXdLiits9rXtsmeHb3jevzA/gEMtA4J+sBtmVEnOdAL9oP/4c7X/krX1DbjkqpGy2BZ3VnumCSAZ9r3UY3vHJxd9bk4J/0uAK/ZHZeSOipZVRQlGV4wGN8xI7/E7jhOWYHh4kOtQwlvZ84HZou9wSG5Y6gvCVEpdtDB5WjPqV1zHVrdxkVxZapCmhD58nOg7/8PmiyB25rnoSGLa8qPRyOClBAM+nOMtJ/bHY+SWipZVRQlGaSDa586p7w2lE2zkg3GoTOG4fbhhLbjq/DBmeekpzr2Zs83rxxFIyIzemr1y7pLA8xYZoysvtPoCOgn3+LGC0/isqqp8qqaZsvFs79bpcE4llc1RK6tbxnUGXsfZ/oVdsekpJ5KVhVFSZZVnOj12QWlae28WuHyotFXMKF9FjlciJlWwolG1cJKqzM6muUdZxVORNYpJquGxwDFIhl7kSLXvgL2nS9TXTCIjzbPw7S87KwtB4BGXwFua54XbvIX/kFnvIGIHrc7JiU9VLKqKErSOLj26TPLaiLpnI08u6DUuqq2mSZyEp7qLxSx4UhCSSbTGMpnl/NXe9vU8TTLMcbovROpTsbwGGDhYGYXhkZCoF98n/O/PIKLyuvkdfUtllfT7Y5q3Nxcx1W1zeFLq6d2ujT9UgfXbgaQeO2OkjXUwVVRlGTaQMBLC4rL09Z/stjpRu+uPiyvbECTv3Dcz/PpBuYVlbFdf9qRUKJRMr0EUdO0Jtta7bmIEZEZPbWXrsPvsBAcSVFESbZpPdi3/pOq+vrplqZ5SPddkIkgADc0zgzVevN+YXA+FcDLdsekpJ9KVhVFSSoH1+5aUlIVLXQkfwnTY8k3nPzQa4ew87EduKSqEY2+gnE977zyOmukbVgEuhJbgKtmSY3YEerP7JE15YQYgJunzLasuEAseAorUhHgKfYAw1k0yGfGgPvvZuzRB3BuSZX84JSZIs9w2B3VcbXkF8PFtV0G43cBCNsdj2KP7K+2VhQl0+xloH+5qrb5Ow/u3eyxZOoGbwzGofO/T5AiTrjs6hY80b4HBwLHTyDKXR7Ue/P5mp+vSmj/znwnvKUetnrPzoS2o9irOa8IXqGx1T9ZDWG+u4SZGGHeh+ZajDOM9gQp2Btk4YEQnHlO1C+tlxqXJJ583abIE7BzK9g3/4OVrLhFfKRpDlZ1t8s3+7sok4ZaGRGWlteGHFz7FN67/q0yqahkVVGUpOOM/dyj6e87u6z2vJcPHzSStd08w4EKlxeVbp9V4/FTvuFkoZGIBYADQPeWbjDOcMWVzRiJRUXMsmRMWIgKS0YskyKWyWLCoul5xbJnczfFQvGE4qlaUCn6o2EZE0KNrGaxCrcXgcMBy4paR50Ty2aXwVPhpIPhvzJfYTUqZpRYTlbHiIjYy8+SXL0yYydXnZQQwMP3MqqfijM+cIuckV8sn2rfy/qjmTGAObugVHJibwB4xe5YFHupZFVRlFSQDq7dNKewdPf+wKDRlmBNX703D5fVNIGBEAvFrHBXkPeta8f2rd2IheLvShS7NnZhpGsEeVV+prsN6C4NHqeGPKcOzXCCO7i0OiNy5xM7E0syCKhcWMWe6T2Q0GYU+xU73AgcHjzmBUfDeVPkvuDTbP/IC299ijt5Ps6r/k/I1SvTFmNKte4F++aXWOG1N8gbZ83D+t5Osbavk4kU3hU5niq3D5Vun6zx+EerPX5dY+yutAehZByVrCqKkip9nNgNV9Q0/fnXeza6ItbE5lzNLSyTS8tqaf+ze9H+egdwZBT1RILdQQS7jzvhiY68JaSwoRCSSbE3MKBq/7OcnwyzvS901PmweFoxuJPk/q4X3vV6iVjDYKRBGE4gFklfoCklIP/0W6K1r2Lhjbdhen6xfLJtL3VH0jdxsNrjx7V100Yk8BuD8b8BWAWgLW0BKBlLHWQVRUkZRvQcJ3b/xVWNE7qvuKyi3jqntAabHtj4VqKaMUpaSkRHbFQdQ3OAk3EW6g8d9fnGZQ3iUPiVY/yOJWLWqER1bRqiS7POQ2D/+5/Mt/lNWjFlBs4trxVamhb6KHN6ICV+ZzD+jwB+D5WoKkeoA62iKCllcP7pGk/e4Rn5Jad0T5ERYUZ+Cd/79B4aPpTYClMpIaW01JSPnKDpnM24ZrqYdf1Ms+7sOpRML0H5nHI48gzaOXTsvvODkf0Cyy9LW4u2dJNPPQb66Xcw23DLW5vmySq3L+X7LHd7gwbn61K+IyXrqGRVUZRUixicX72soj5yKi1yhJRY19shapfWZ2RCYEZNpjN1CM0Fg/GQFfP2Uqz2gFZ0BhdTr6gzmy+dKg+GVhJw7AXONvf/hscLPQxXfyB3L1n6usG+99/cvfZVel9dCy6qbLAMlrq5hGUujwVgc8p2oGQtdaRVFCUdtjCif7uufnrIcQonuw0Dh5nu1Xlxc3EKQ5sYKyZIU4fQnPBcZyv3GRW0feBRvNb9LfZS9xe0Z7vuop1Dfz7uc+IijDXdPySaM49QVJLGaNNPvvQU6IdfQwsIH22eh3pvftL3wYjg0w03gG1J37iS9dSRVlGUtNAY+6Gb6/dfVz89NN4auLgQWNfbIRsvb8q40VUrbkEnyri4lFN3OBzESCxmTfEvO/Yw6nEE4z2Ii5BE/vhXTstaI0OgH32DO/76DK6saUKJ053UzRcaLphCdEM1/leOQSWriqKkizQ4/2SBw/nCFbXN4fFO2djQ3026R+fF0zJrdFXELWhguXsLeJJ5qauNN+QtY5xObTUnIS1A11MUVeaRq1bCCgfNfMOZ1O2WuNwQUm5K6kaVnKGSVUVR0kk4uLaiyu3bdGFlQ3Q8TzClwNreDjk1w0ZXrbgAT7wDlpIhDgVHEBeWyHfUn8KzCIw4oE2eZBUAeDhMniR/zzPyS8IOrj2f1I0qOUMlq4qipFvUwbWLp+UVtZ1eUmWO5wlbBnrI6XXwgikFqY5t3Ky4BZ6mlj5KelhSSI2Nb8E1AsOi0tstLc4kdk+uMks2OsK9mpG0uwqzC0plhcvbzojuTtY2ldyiklVFUewwYnC+dFFJZf/Mk7S0cnIN19dPF5HRmAh0BNIV30kxzkBQ2WousYSU4ysDICwqu1MUUz3h+99kiMVSHlsmoZFh+A3HKdX3Hk++4cR5FXURg/NrAEyuH6QybipZVRTFLl0G40uXVdaPTPEde3ZxocOFj0ydI/V+E2u+u4qZsXENxKYcNziaLp4qt472pq6Pj5J2lgRp7OTJap3vHFmk1QPf+ybLnRWsxk8O9sOnj28E+kQYCFfVNgcZ6AsAticemZKrVLKqKIqdduuMX3xFTVOowuV91xfqvHm4sWEWhjb1YMO9b2bUsar50mYrRJZY1ZtZq2opiTGlBKcTJ2EurRDTC68lPPowgzk5BwLl/t0odXn49LzihEoBpucXw6cb2zhjP0pWbEpuyqgTgKIok9JaTuz976tvCRccmWE8t7BMXlXTjP3P7MGuJ3dn1K324uZilM4o4X9o26FGVXNMXIDzk4ysziu+RaD1gMCeHWmKKgO1tYL+8AAuqKjHeeV1YqJ/oI3+glEH134GQHXVUE5IJauKotiOET2lEfvkiikzQhdXNVhnl9Rg0wMb0bG+0+7Q3qWoqQizrpuJl3oOImjG7Q5HSbK4kNDIedzEqdp7uszTKgm/+7U6d+7aCvaTb9Istx8rpswQTn7q1241njwNwIvJD07JNeoPTlGUjMAZu9fBtd83+QrZ6z9eS8OHhu0O6V1Kppdg9vWz8ELPAWwd6rU7HCUF4sKCzlzHnDjk4H7MKlpBePyPBDMzaqdtNzQA9p2vsNKREfmRqXNlkcM17qcWO9wA5BCAgymLT8kZKllVFCVjaIx9jJl4vXxOeUb1VC2bVSZnXjsDTx/eh21DfXaHo6RITFjQ2NEJFyMdS8o+KXHokIVtG22ILIMJE/Tz73HnxtdxY8MsTPWPr71crdcPgJ5NbXBKrlDJqqIomURoTm3FlKX1EW+px+5YAAAVc8tly5Ut9ETnXuweGbA7HCWFopYFjTneUwZAWFR6u3BHHAL3/0zVKR/PU48RPf4wLq1qxFmlNSdta9XgKxhxcP5kOkJTsp9KVhVFyTQHidE/zV4xO0jM3rlVFXPLZfNl0+j/OnZjX2DQ1liU1IsJCxq53vWim1X4AauQ1QI//q5KVE9my5ugn30X8/MK8b66FmGwY//IOBEq3T4ngL+mN0AlW6lkVVGUjMM4u8/wGKsbzm846SwmZ54Tc26YDc2tJTWG/No8TLtsGj3esRutwcyqn1VSI2KZcGh+VuFZiMa85VhUeoeo9ixiuOcHk7ZN1Snr7Qb736+wqkhUfnjqbJl/pMPHWzRiuKZuWsiU4nkAqqZGGReSUnWMUBQlI5VZMWv3mw9u8I+0jxzzAY0XNqDujEpA9EvLzJOvfX89M6NHT36pOaNGTF3WyCQkIAApJaSQ2PnETvRsP3qylMPvwJI7T8Pa4U6s6+tK+jemZKY6jx9X1TYA4VGLDY8SDQww8coLQG+33aFlp2tvlGLmPHqibTdaR4dhMI7r66eHChzOZxxcuwGAaqmhjItKVhVFyVhSyOuigegDq3+yxi3i7y6DO/0TCyx3oWAUfJBgtkJ6brVMq5Fe/d7rTJh/f2x+XT7m3TQXj7XvxEA0Ao0InBiWltfBfTBqbXts+7vuVTKN4bQ7FsvDRlQ+3rZb3X2aRDRi+OSMRRBf/TdAqBn/SbHoTMhLrsHmwR45xZcf9mrGQwbndwJIynKtyuSgDsSKomQsYvRHzak907S8KfrOz896/wzpLowzGv4GwTwAQIKC93FNO4QzP7VIMDZ2aDO8BuZ8YDZe62tHWzCAoBnHcDyGgVgEu4b74a/OO6oodub7ZlimhwmVqE4+phQIm6bElKl2h5I71q8C/eqHmJ1fDL9uPGJw/nGoRFU5RepgrChKRtMc2scq5pQHC6aMtcSpXlKN0pZ8osBPCXhnHaEAxdYyh9fLzvz0GbJmSbWc+8E5oisWFOv7j76Vvy8wAIfPYNMun2bpbh0AUHtWrchvKGC/ad2iJtNMUv3RsKCGJrvDyC1DA9CBmMb4J6FWq1ImQCWriqJkukGmsRtnXTczVNhQgObl9aDRewHR//dHkBvSe4sl3B+UL3QcwMtD7VS+tEYgT5ePtu085nEuJgQe2L8FRksezvrUmWi5skVOWTqFPdK+k6JCDfxMVofDowwV1SqhSiJqmQXE4ysB9mKPJQAAIABJREFUjNodi5Kdkjt9VlEUJQWI0bNMY4/Mu2nGzYg8LWC+8xY9h/R/VvbHGP6wdwtFjtQabh3qPeno6GAsgt+0buWVbh8uaqmXf+1ppe5wMGXfh5L5+iIhMotLTa7Oj0nD5i4OkMv9a7vjULKX+mNUFCUraA7tM1LiJoque9dxSzrOkVFpiAf2TfzWfWcogPv3b1F3mhT0RcOA06XKQJLF5QaqagwAagEAZcLUwVlRlGzRTzL2V+gz//4ZcgGuS+jZjjaVXChJMRgNQ9M0gmbYHUpOUCUASjKoZFVRlOzB3A/CseDvJz2tDqa0rH2BIRuDUnKJJSXCZlyisdnuUHICm7soQC73vXbHoWQ3lawqipJNnoDWaABHRr3IhbiaDKUk2VA0Kqiqxu4wsp/LDVTVqhIAJWEqWVUUJZsMQsY2Qm8Z+x85EBdq4raSXD7dYFKtWpWwd5QAqFmLSkJUsqooSnYh9/1wLAiNfexCVMijGvsrykQxELyGQdiz0+5Qsp4qAVCSRSWriqJkF6LHoc/gMOZDOpbKoZipjmNK0uQ7HLAsSyISsjuU7KZKAJQkUq2rFEXJNh1SiqBwrTDW9ffR6p6O4z7QyTQ0+QtAdPTgq5RHlw+Mt6DgWI87ODqMUTN2jK8o2aTI4YaIRCymzo8JebsEQNNVCYCSMPXHqChK1pHk+OLB4NC3Vvd0eN76XKXLBxAwEouiwu3FmaXlVqHDxSEGBaQ1jq2Ot5rgGI8jnaKiTNy9a6tqoZXlCh0u6EMDXFVCJ4ZmLwiQy32f3XEouUElq4qiZB1G9GCtJ+9/y11eLCgqR5PPLRgRAyyAHICMAtHXGA2vBsRQ6ssEyAVH/n9zB2NQS7Vmt5FYFGZBmeCAuvBIAOkOAaDX7jiU3KCSVUVRslFASnPVjY2zLpCxLRaFXuOI78J7btCnb+KVDAPWYTG/qIKt6T1+WYKS+Q6MDoFXNXAYTiAWsTucrCVHRxgBpXbHoeQGNTFBUZRsxHUmZmPkx6DRX3HEd2L8FacpEttALXl546k3UDJYxDIxEA0LOu0su0PJboFhAypZVZJEJauKomSjhZCWH+Zeu+N4G8W3UYHhULeOc8Cu4X4ScxaoC48EyMCIQ1pWud1xKLlBJauKomSjjSB+EI4zM2cejHUYQByNvny7I1EStC8wSLKwWF14JCI4CsSitXaHoeQGlawqipKNYiDntXBfHQErsTuWv4ttEbMLSzMngVYmZCAaRkwISUsvsjuU7DXYD3B+CQBVT6EkTCWriqJkqx0A/zd4bw1myqGM4ltYrduhktUc8GTbHhJLLwJmL7A7lKwkD+yB+NPvCmU49LyMRu8B4DnpkxTlODLjCK8oijIRpP0IrGAjXBebdocCAIjvAifGVClA9usIBfB0+17Iq28A6hvtDicryZ1bYP3o6y65d8fNMhbdA+A8u2NSspNKVhVFyWYCzLUCzvPD4HV2xwLAAqKvyHPKKtXknBywNzCIl7sPSnnTHRIlZXaHk53CIYhHH3SJP/6mQoaCT8po5JcAHHaHpWQXOtaSg4qiKFlFiushR+7H0FfdgM2DrOSHzP8ifrFrS1qXX631+HFhZY3FICXRWJNZSxI9tG8Xj4jMGHjOVmeWVosF+SXEfvR1wmjA7nCyl8MJfts/B6mk7CYAj9sdjpI91MiqoijZj9ijgLEP+lS7IwHkCBDfaZ1XUZPWkYAzSytlHrVyf/xJzRd7QvPGn9L8hodLqBW1ErWqp53tCQ4L+YnPCWiG3eFkr2gEsuMgAaiwOxQlu6gVrBRFyQ1k/BH69BbEd+q2hxJ5iU/1fTwlyapb07C8qgFejQsXJ2EQEWeMODMYBV4CzANjD+R1ECIiokKoQYkkeK5jPy9smClKL38f5OMP2x1O9goEXFKKciL1slTGTyWriqLkBtKegT7rM8CfbE9WYR4AyQBOL6lCspdfvahyipziGgXFNjDEggwyCMjQ/2fvvuPkOOq0gT+/qp6euDkHabVaZcvKluWcjbGJNjYZG5sXcwccHBy8cHfvwd1xEXz3coQDbGOwjQ9egzEGB5xxkG1ZOa2yVtqc0+Tuqnr/WNmWrLCr1cx090x9Px99VmE0/ezO7M4z1dVVgBwD5OBbNzRmImpLFTIMcDAwAhgxMBAYo4mPRCAipISNwVQioznzjQKwrr+LXbNwseS/02clp4vmnxUlYq87nUPzFl1WNU3LF+vBijmoeOJUvMMo/hCtqbpFbRrsppTM3Kn4WZEQKPo/NNnuXYpFVLEZ4LfPX4aJqnXkl1LH/hlKgUL03R3r9ISBSRyMjoCMFoZZLUDbfqfjeE9tA1BalgLwhNNRNG/RZVXTtHwhoKwX4Jt/DdIuGLixWkH2Xnl90zz6n4O7MjISN6+4HAw2YE9elCjxOCHx+FTullTZdxDgBuJCX4h1KlIp7BwZEGdfeg1TP/sBOZ3Ha9jqC5Ng7HsA9GoZ2mnRpzI0TcsfFHwI5uKY0zHeQLH/x2tDwYytu7qmqkYg9QomRkQzScLH9e6iU7FtuI+LhpnQL5+nyfSDFi8jMnx3Oh1F8x793aZpWv4gegq++Xxi4SYXUGNA/BF1XWPTGV/lZDCGikCQU+q1zH9ySsBkuqxORX8yjoSwQefqXURPBy1ZAdjiWQDdTmfRvEeXVU3T8kkblBoEb3A6x5sotZa4GsB1M+ac0XDoeVUNgOiTx1xElTECPl1Wp2zzUC/E6gv1qezTwM69eJyCwf9wOofmTbqsapqWX4j9Hr6FLrpWSIGi97E5xcVUF4yc8pYMwMU1M3F53SyUmoFj/m1FRbmixJPZ+ZmthDL1UkJT1jo6QKy0nCOkt7ufMsNQAAacjqF5k77AStO0/EL+R2Au+TCST5U4HeVNsg9IPC2vb7oUP9i19bhWaDKGi2pn4uzSUkVyUEGOqqXlZ3Eh07IrkSZbKmJqDLC2ZimgpYp8pkvmTrhf3LbQHR8X9Zddw9Wjv3E6jieovh6i0vIFADY7nUXzHl1WNU3LN38CrwuCAoBKOp3lTZR8mpn+c9SNzQuREjbKTZ+IGAw+ZjCQjyA6JEXvYrD3HSmNHIbRwmaYiyV8i0CxX2evTKbWYXXVRWLbSL+eCzBFm4d6efVZywR/9Df6azYVPZ1h1TL/LNIX8mnToMuqpmn5Jg6V2ghj7hpY25zOchQJit5DjcH3CvABItHLYfUDoh+QQwDefg2WAOw9IHsPAx7KajJKvcSKS69EdSCEvmQ8q8fKFwfGh8EaWjgaZgKdh52O435EAJFeG02bFl1WNU3LPxR8EOZZy2BtC0x+4xwSXaDof7tvaEnFgdQ6cVX9YvrFgcysCZtPaoJhNISKUB0Io8xvyrSQtG24n3aPDooFl72TcP+P9ddsMpXVcWLsgNMxNG/SZVXTtPxD7An4zvoHp2N4CSVf4NUlq52O4QgGoDZYhPpQBFWBEMr8fhkxSJqcc4P5yZYpJOxBGbXa1Eiyiwd4sbyyfjkMFuRUWgpVXgUM9Tv9abgalVcKAG1O59C8SZdVTdPyUSvITIJVhyH7nM7iDawYQloSBbRKTGOoCFc1zBQlZojbMom4PSjG0wcwnOziHVY/i1n9iNv9ECoNHPt1YTuGHkTYqEZL6dWq4bN/SXjuGaiXnnHoM/GA4lIfdFnVpkmXVU3T8pGCko/Dt/BjSOmyOhXKaFLDaZHprbFc67rG2aKluIQfHH2W1vU8A0vGAeC0pmjE7D5sHbifOqPrsOLS28DPXipwz4849LzfYxEBgWAQQDYWCdYKQMG8g9Y0rcAQS4KXpZ2O4RnGXNkRj7lvPm0WGGBoKS7lL3X9G3aP/J4dKarTNpjcg+c7von+UB/wV38D+sDHFALumi7tKKWg2vbFlJQ3Ox1F8yZdVjVNy0cXQomPIvGk6XQQzzBm8L1jQ06nyIk11Q2IWT0yavVk7D4tmcCG/jv5qz3fxVBzUOIrfwf68K0KNfUZO4aXyWefiMC2vgnA53QWzXv0NABN0/JNGCr1K8QeCELp07FTQiUAmeiIjTudJCfOKisRe0aysz7qSPoQXuv9L15kNmBu/TWy+tOf48q2JGvvJLV+LWHX9mwc1v062oC+npBqmPlhIrrX6Tiat+iyqmlaflHJO5BuLYNVoKVgOow62CIlcJpzNr2oJhiGn/t4d2xjVo8znu7Exv67OYGhPDCH1VUuF3U33MA4fRjU2aHUr+5liMeymsFt5LOPR9gHb/kW/IH7AbhoS2TN7fQ0AE3T8kkFwD+J+INBp4N4ikqCERXEdqsX18yQXdHXhVRWTo6nIDGY3IPtQ7/iT7V/jV7uvoP6yscUvvTXoMvfmZMMbqEO7gVGhsuUlNc7nUXzFl1WNU3LJ2sgOhP69P9pkiNgZOT96wEDUBsKsrbxFxwbQR63OrGh/y7+et+PkFqzQqmv/K3EzNlOxck5+dzjEaRT/wygIN4caZmhpwFompZPmiCG9AUcp0uOAeQDQ36fm2WMgYHBkgmno2AwuQfPdXyDWkquVHNu/hQokVa0dSPJ7ZuBrvzdvlXt3glYVj0CwRUANjidR/MG/s1vftPpDJqmaZnSB17+eSSfM4CCWTI0AxQQuBT7x8cRs3NzetwJUim0FJXKIl9A9Sd2umBkT2EotZ964tswu/IqohmzYC9bBVx8NeSq8wRvamHwB4DhAcC2nQ6bMRQIctQ1grjxqNNZNG/I+9M+mqYVlENQYgd8Zzmdw3vUuKwKhJxOkXXPdh9mM4rOZwa5Zx3UqNWFV7u/C0sK/LHzAO7dtxXPjPTxHVWVcvzK6yR95R8hvvbPEi3znY6aEXLLeg6ij0Cf3dWmSJdVTdPyCwV/CP95UadjeI4YVjPCxU6nyLqeRAwxOy1mFJ3vqqH3geRubB34Ga5pbEGx6ceu0UE83XWQ3bNvC/tB63q8PtJL8gMfl3nxsj00AAwNEoArnY6ieUMePOs1TdOOQvRr+OYYoPwfJcwkSjzKF5aWoilc4nSUrNs0OMibii5yVVkFgO7YBuwe/jXeO3M+aoLhN//eVhKv93fRqJLA+z7outzTITe8UqSSidudzqF5gy6rmqblmzEo6ymYy53O4S3iMBB/SL2/qVmFjPw+O2sQgyUTrix9bWN/Qvv4n/DOxjnH5FMAHu/Yx9Ti5YSaOofSZY7asRkwjGsAFDmdRXM/XVY1Tcs/LPTf8F9YGNsxZRClXiVKb5WfaFmYz4sCoCIQQia3Ws203cMPo9jnpwA/9k3DQCqBzUO9Un7kU8KhaJkTj0EdPmgrpd7ndBTN/XRZ1TQtHz0JXm6Be38EKtco/ise5DYtLq1yOkrWlJk+GbW6Xbtbl4SNpIiJE80hfqWvnaWDIUaXXO1AssxSG1+LIJn4c6dzaO6ny6qmaflIAPRj+M9POx3EewQgk648RZ4pYYPJuDXgdIxTGk8d4LMipceNoNpK4fGOfSQvugKIePsMutq9HTCM5QDqnc6iuZsuq5qm5ScyfwL/aqlXx5kGMigpvH+m+WRMzlncdndZ7Yq/jllFJSd8jW6PjWH/+IhQH/20tx8k24Zq3SaVEF+H7iPaKegnh6Zp+aoNSmyCucTpHN5DPqRk/m4OYDDT9WW1O7YZQW5QxDjxhmzPdbdxVlPLwbz9Mi6ffjSI3q5PqmTyNQCznM6juZO3n+WapmmnwkL/icDF+kKr02ZQKk9HVktMP5SSrthy9dQkEva4mBE58VJiCWEjZdsKzXNznCvDxkch7vpuWL749HKl1AEl5becjqS5jy6rmqbls0fA620YHn9BzzUykMyj7T2P1hgqQlKMeGK1g9HUXt58gnmrbxhIxiW1zMtlpOxQCio2zomIiLG/ge4m2tvoJ4SmafksBRgfROSWBCjidBYP4UjK/CyrVYEwYlafJ8pqT2wjZkSKT/o63Z2IMtTP9PzFcHTtDYquvRFbfrkViZFkFMA5TmfS3EWXVU3T8huxp0DGDxC5JQ6Q02k8gAFgSEtP9LnTVu4PIJp277JVR2sqvlx2xcZP+kD0J+NkVVR694FiDHTrF4S9YCVev2sDBnYPoHdHb0BY4gano2nuosuqpmn5j/xfh9G4G4HL8nO4MKN8APJzvioAFPu4iNl9rn/XUmw2ojQwmz3fc+ikxXogFQcLBL35Ol5cCnzhGzKKEnr1v1+jWH8MANDf2m8ooT7kcDrNZbz5JNc0TTs9NijwVZjLYk4HcT3yAZjaYF2VP4hLa5uwpqoBM8LF4B4YuQ5whrg95HSMSS2u+KjcOtQnx62TLxU8nEqCM04IeWyKy+x5wJ99TfXsHlEbfraR2Ym33kOOdY6BGFUDqHEuoOY2egFCTdMKRQ8o4v425TQyASUVAKoOhGBJiXE7DVtKmIxhSVkN5peUycqAjxhxgnVQgEygagYDhUgpC2kpZFoKlRLAw4f28XHbPXszGIyzpD3sdIxJBY0a7Bvbf8oBJQVgzErJonkLGTa/nqNkZ6CqDnTVuxSa5tCeP+5D18auE44aK6UUpvqOSSsIuqxqmlYo+sBCptMh3M8HkEF/sXCJ5IyzN/8OauKX6Jew1hJFdxHswwDkUYXDAMIfkQlVxg6MPYv5pe9SZ5VV4dX+Tgc+jxMzmEkJl5dVgwVgcpP1JiY/EdCfiKmSphZI15ZVBrrwMqgVFwiKRHhfa588/NONPNobPekbR2YwA0A8hyE1l9NlVdO0QjEImObE7Cc9aHNSKgZYrdJIvcpg7cRESQWAN3p++hSjfTYovYEVhW4S3bENvNzfomoCS1wzml3iM6GUgFApp6OcUn1oFcbSKWkrOelUve5EjDfXNggC3HXRWF0D6Ip3S9XYzJLjKdn+cjvv2dYLkRaT5iRGHIDbF8LVckiXVU3TCoUA7DgoFIGKOp3FvVQUFL37BCVpiqfyrb3gLMxNFsG41ckWlJ2vPjp7ofIxUj4GBRDGLcn7kwnqjI+jbXw0Z8tkVQUiSImogsuXhagOLUZ7bGxKtx1IxSFqm3L/Yl5WMfExEQOSyYnfMwa66EqoZecJCoV5745e1fGzjRjviU75+hju41BS2cRJv6PU3qTLqqZphUOJMVBYl9VsoomBs7SMoze+HQFeSrZMkiUTsGUCIELEV6tqg0323OJ6HmicTUJZal1fH7020JXVaJWB4BsbArhrFPJtwr4m0THUN6WMA8k4DNOf08+HPnirpDkLmZIKxAnE6Mg0ZyA+GJeHX2jnfdv7IKzJR1HfjpsMSqqUux8hLdd0WdU0rXCQUaqLapbxGZAyLgDJU2IUe0YePdGtCEdefwgMVcFFdG71bWgdGcBYFi/GKjUDiNvdWbv/TPEbEd6dODCl28ZsC1IBrKYO6O0GSsuB+hmgmjpQRRVUIAi1ZyewcR2Qga8tfeLPpVXeQOu/9wpSY29Np2AGA+MMdso+o1WG2MTIavKMg2p5RZdVTdMKRQQgE0qvXpVNypipotbQlE+zK0j0JbajK/q6uH7WUvxs346sjakV+3yIW/2uHrMrMWdBKYXR9NTn1SaSKRm59YuMOIOSCuloWiZHkyo+GIcYE6zinKtV8Kr3MhGLCdZ5kKvN64C9rZPfMWNAIAQEg0AwDFzzfpEKlLMNd75O6Zh1zE2lLSHtMz9zz00OJZWer6odQ5dVTdMKRRNUNAGgyOkgec2YI4cSB0+7EO4ceohfNmMpVlbUYcPg1EY/5xSV4cqGGTIthPrp3slLbshgYjAx7OqyWh06C0OphMAUpyqYjKEoGGRbfrEZox1jEGkBvG0N9b1P7iMjaKC8uZxXzqsSFe/9BOc+BjU6ItiBXVy+/hIw2A/UzwTe91HByso4MQYQoISClBNFNNYfw9a71pOdzN4cY+7jgNIrAWjH0mVV07RC0QQxpC/ayDZew4ZSL5/2f7NVElv678X5NZ9SQ+kEHRofOemaDSU+E++ZOUeU+k2+Z/hRWlD2HlZi+icdjQxwhqRw97JVo6lDaIz4p3wqfUVFHaK9UTl0YPiU/8dO2Ojb2Ye+nRNzYYPlQVS0lPOqBYtEye3ncWXZigyD2td1UPuru2AnbUhx3COQ9aLPTQ6lT39ob6PLqqZphWImZL9eZzXb7AOyPryCdcc2nPYV932JHTg09ry8tvE85mNzKCWSctySqjuR4AfGh9EeG8NVdbPU3JJS6oquw8a+38GSMSoPtIgLq2fwRzv2nfL+LaUwu+QqOZI6xCzpzsG7vsROrOQG+RlHSk6+7e3CSIXofqHjtEtkYiiBjqFOdLzeyYkRiuqLKDmSRDp6qqXJso8YAYDeFlk7hi6rmqYVBmXPhhgIOh0j31F6Pa8OfVhimstD7Rr+Hd81/Dv4WBDF5kxW6p+J2sAce37xTO7n82g03a5e7r6TxtOdbxa0Q+Mv8uVVt0lMsoX4z/e18ptmzROXNn4D63t/guHU/ulEzDKJlEzJ6mCYTbZ8lcEYik0/39Haf0ZHVFJhrGNqS2VlW2o8BWJU73QOzV10WdU0rTCo1FmQ7j4FnBesPWDMz0rMGRhNt0//bmQCg8ndGEzuxv7RpwwA4GRCqONH/gYSu0CQbE5RGfaNn/wxtqXEAwd28fOrGnFu7efQFV0vdw79htkuu/g8ZQ+ommB40rVWV1bUIj6UkKnxlKOjoZmUHE2C+3gVJt7sqMlurxWGvHmCa5qmncICkHEZrL1O5ygAAkjvEC2l78j8PauTLb2kcGj8JXlNY5P6yOxF8pLaJjSGTn4d3dr+Dvxszw6EzbPV5TP+EbWhpcfdpsRsylDq0zeaOsgbQ8WTngpfGKkU3Zu7Xb3BwekSKQElFQEodTqLVwgpvwxggdM5skmPrGqalu8IMnEfEo/7oUadzlIYRC+LGGdN+Yr2TNgz/Ac2mNyLUrMJM0PzxNllzZyTD0mREkMpmz3V1UYj6bdGUMfsNH6+bydfVl6DC2tuVjNTB+TWgfu4rdJYXvVJWRNazP546CuwZO6v9elLbMdZFWtO+bUzwFBi+vnOnX25ipUz6Wg6GSwLzgSgT4VMQip1nQL+NSXE7X7Ozwbg7r2Ep0mXVU3T8psSt0KOLETqRX0mKVf8q3Fo+KmcLhGlIDGQaMVAopX2jT7BAcDPS1Dqb+IN4XPUh2YvlD/ZtZW9/fr2zUO92DnST++dOZcubfwmhEpjNC2VJZMwWcihsjr5RVZVwRCUUMcszJ8vkqNJdaSsbnE6i8uVCSXvffjQbmNVZX1jQ7joX03G/9LpUNmgf3hrmpbPqgHxn4jdH9bT33KE1wEUoUPjLzmdBCkxit74Vmzqv4dSdi8+MGv+CVfDSkuJB9t2s98fPoC1fYO4f38rF0pIHwvlOvIREpayVVXg5MfvTkTBDAYjkH9jTvGhhAlgptM53C4lxI9aRwbC7bExPNGxLyiVuh3AJU7nygZdVjVNy1cMKvkAki/7ITqdzlIwlLlSjqa7JE66SmruKUis7/sxqw6a7JzKupPe7mB0FJsGewAAQkrl4+FcRTzG0spbVEpI9CZPPaqbTtuyqDaSo1S5kxhOBIUlZjudw82kUtfZUrzrTz2H/ACQEDYeb98XTEvxIPJw4xNdVjVNy08q/XWIwTVI/EGvrZpTBiwZd91FPykxhg19P8F51XWoCUxeQoVSyomR1ZmRC1ETWkm/adtFljx14R+XaRWpyb+ymhxNQlhyvtM53Cwl7C+/0HM4dPRz5GB0BPvHhovTUvyDg9GyQpdVTdPy0aVQ4m8QvTMMTL6wupY5ZB9kpWade4ZVjzKY3Iv9o0/K989qmTRfWgK5LqvFZiMWVnwQj7bvxdEXg51Mv5XgxTNK8u4JbsUsAKrG6RwuF4nZ1nF/+WLPIT8BtwNozH2k7Mm/yS6aphW6Oqj0bxH9WRByxOks3sJnAPTGy4IClJr4eMwv4K1T/Eff5sjfqygMHsnpxVWnY9/IE6w+vFJdXd+snuw6eNIR4LRQPNdldXHFx+S2oT46GB2Z0sj0odgoZtXVu24U+0ypidFC1z6HXCJkq+Pfc0VtC5sHe40l5dX/5ufGRx3IlRW6rGqalk8MqOTvkXw+DHu301m8hYqhiv8SUkaPvAJOdCCit35/1N/TW3867t+glITBAmRLdy22D0zMX93YdzddUP9VbBnqO+m80KSUZPLIpLtiZVLYV0c7R3ZNuXweGBvCO+pmM2IEJfPnAsKJz4V0PzkFAgXtk6wUsa6/07e0vOZ6AIsA7MxpsCzRTwZN0/KHSn0bdsdCJP7oczqK55ABqDQeP/y1vJ8eNm514cDo0/J9TZfgx7u3nfDzTdo2in1FOWuAFf65AIj6Jrmo6mgpKWFbQoWrwhTtjWYvXI4pqUC6n5wSEQInGlkFgJQUWDfQaZ5TWf83+TK6mvc/lDRNKxBKXguV/jSi94T0MlXTQThyTr8g7B15nAExurx21gn/PW5bMFnuLl5qKr4UB8ZHTnv+aULYIpJnKwIcGSXWZfUUCBQ41QV4u0YGGSf2HuTJ1zEvPglN0woeB9L/jdgDIajcL+KeHwpr7EJBYEPf3XRB3ZcxvzQilYJSR97kKAAGGZSwUzmbD1rinys2DHWd9jzNQZEwiuqKZM+Wnrx5AJVUAOk5q6dwmYQKJk5wgdUbxqwUxqyUKvcHLwTwfM6SZYkuq5qmeZ+SN0EMlMNqdTqJhzEU2oj0WLodL3T9CwK8mBEYiBgIHEQEAkfcHshJDpNF4Ochfih6+tsBd8ajWDqjNK8euCMjq7qsnliFJcWvH23fG7QnORHSOjIQPqey/sMm58/nJlr26LKqaZrXGUD624g/kl/nQnONCKrAyioAxKxexKxeRzM0l1yGgWRMpKU47YJ2YGwY589qyKtid2RkVfeT41FK2L/YMdIfmcobm71jg2x1Vf2NAP4MbtqlYxr0k0HTNG9T6kMQfSWw9zidxOPy5iyy51QHV4hNQ4PTKpyD6QQUgBlrZgBKgThDz9a3RvusAAAgAElEQVQepKPpDKfMHSkVCJRXBTwThJS3x2zrwhd7Dk9po5OhVBIJ2/b5TL4KwLosx8sq/dNJ0zRvU/HPI/G0HlU9YwyFdIGVmwSNCn5wfPprAh+MDYuqC+pF6YX1ourCBnnOp1YpM+Ldjdv0nNUTWiCh7njk8O6wOI1v012jAwFLipuymCsndFnVNM3LykDmMli7nM6RB/JubXlPCLBScMawtLxG+Nn0+tnvO/fxe9q28fvbtvOf7t/CepFUq25bqcywN1dw03NWcVlaiLsBXIGJM+D+tBCPPN99KDiUOr21i7viUcOW8txshMwlXVY1TfOya2EfSAHePeXpHgxKD6zmXFKO4KXOf0ZLEcOn5i/HsvIaxc7wjcNv2nexAZaWK29bpXxB7xVWJRWICnoaQImE+sRgMv6QJcWQJcUrHfGxhm3Dfaf9xIhaaRBRQzZC5pIuq5qmeZeMfwypDUVOx8gLRCi01QDcYtzqwotdf8+39d+N86vr1O3zV6jFZVVndJ8PHm7lMVOoudfMOe21W52mpwHgOYOY/MX+bcU/37u16LnutuWPt++b1t6/USsNTuzMnkwuoMuqpmleFQCZl8La4XSOPFF4S1e5A0NjeA3Oq/myWlJ6izKEwcb3DqvLq5pwbmX9Gd3z79r3sOqF1TxYFsxQ1txQSgFU0P1k1JZyT32oGGNWCtuH+5E6ydaqk4kLC5woCCCQ2Yi5pVcD0DTNq66A6EpDxTz9Q9g9Crkb5JbBQphdfDnq/KtEyCjnVsJWvZt71cHWbWy0cwxQYMWNxTj3Y8vg5xwv9LZP6zhjdhpdyahsuXy22v6bHZ4ZqVR6NQAYjD3cXFQ6/3Bs9IzncSSFnQwZvnoABzIQzRG6rGqa5k0y8RE9BSCTCmu71Vwr8jVgdskVqOSLhN+M8GhvVHSv6+UDu/cjMZwgvO0Kt7GOMWy4ZyNW3LwcJuPq6e62aU1kfbxzP7tt/lKEKkKID8Yz8rlkm7IVwMAB+AGknM7jBKHkuVE7nZF3kFErbYcMXyN0WdU0TcspDuLvhrVNX8KeMUxPAsiw2tByNEUuUiVsluLcx4YODIn9O9r54L5B2El70pHDaG8U6+/egJWfXEH+BkO90HuYLqhpRJUZEo927uND6cmvDI/aabTHx2TLFbPVtv+33ROjlVJIxPpi8aLaoksB/NHpPA64QCh1wZbBnow8XmNWilUHw56+yEqXVU3TvGgN5Bggh5zOkT9Iz1k9UwYCaCq5GPWB1SJsVHORFqpvR59qb21lI4dHoKQ67fIRH4zj9TvXY9VtKzFnzlIMHxwWyZER+tjSs7F2sAPrB7snvY8nuvez/zVnOcKVIcQGvDG62ruttyhYFvyQ4TcKraxSStg/fKHncGiy7VSnaiydCiilGom8+95el1VN07xoIew2Pckyo0gvXTUNIaMKLSVXoso4W/jNIh4fjMvejX2sdfd6xAbix53en47kaBKvfO9VIk5vjsj2tfbjvBsXY26kTDx4aBe3T7GbZty2cSg+JluubFFbf7nNE6Orfbv6qfmS5vcBuA0e3yr0dCil3puw7ZbWkf6M3eeYlfJZUs42uSce+hPSZVXTNO9RsgFyaFpLuWgno0dWp6oquAhNRZeoMjZHGYbJRg6NiLYd3XxgzzZYcSsrb6KEJQDrrT8PHxzGK99/FSs/uYKdX9OIF3oPn/L/P9G5n31mwQowg0Ha7u9+iaEErLjFeR5sFXoayiwpv/dcd1s4k9+JUSsNoWSLl/dZ0GVV0zTvUanZkKPePaflSgxKt9VTYDi/+q9EkdHAIEF9rf2ytXU3Hz44AimkIy3AilsY3DeoyhdFJv1eSEobSigYfo60B8oqAIz3jrNAaWApCqOszk8L8fSOkb6qg9Hpb717IuNWGgBmZPROc0yXVU3TPEg0Q445HSLPEJTuqidlwERZqIm/fud6jHePAy4ZpkoMJVgFqxCYQh4ppeJ+gxCzJrup47iPo3x2uQHg905nyTap1NVCyd8839MW3j7cn/E34VE7DYOxBkycPvHGO5W30XO+NE3zGg4yl0F0OZ0jv+gLrE7JRhLSFkhH3bWSUmIkieAUlySVUinD740xqupFVZC2fAVAj9NZsohsKb+UluLhh9p2RbJRVIGJkdXRdIqUUu/Lxv3ngi6rmqZ5zcWQI4AcdDpHnmH6AqtJ2LYt/cXu2oPC8BtHtsqdnFRKGX5XDAhPqnF147gv6Pue0zmyyJ8W4r5xK/UP9+3bGuyMj2f1YC/3tkfSUvwLMnDBnxN0WdU0zVtU8qNIrQs7HSP/MD0NYBJCJWWgxF1ldeZ5M2RrbHBKDVQopbgHRlaDZUGEq8IA8Aens2RJdUrYr3TGx66/f/+28JE5pVm1f3wYCWHXA3hH1g+WBbqsaprmJRxgNyK9Wf/syjiCngZwammMsUCJ3+kYbwpVhhCuCrO1/R1Tur2tJLwwDaBueZ2tlLofQPZbXO7NS0uxbfNg7+LfHtodtGTuppCu7W2PJIX9Lzk7YAbpH/iapnnJBZCjBDngdI78QwwKypOnCHMlqYZZsCwonM7xhhmrG0VPMibtKRYeGxOrAbgaAQ0r6tOGafzI6ShZUJ+W4sXnuw9VvdzX7sv1wXePDsLH2GIAFbk+9pnSZVXTNO9QqY8i9bqeApAVDEp58kLhrCMwFJuNYMQRqgi5otATEeqW1vEX+g5P+XU8DcHdPg2gcl4liLN2AFudzpJhpWkhXlzX11m+fbgv688hgwhl5rFTVsKGD1KpBADPbf3n7metpmnaWxiAm/QUgGwhvc7qEWGjGuWBOSjzN4vyQAuFfJVMiLRCKiXt8oArnn8KCsxg6E9MffvUtBJk+LmCiy+ymXvVnKgvYPxvp3NkWDAl7Gd2jgw0rBvoyknvurBmZvqssir8ZPdG842pBtXBMGwpd/gY99z3uS6rmqZ5xXmQUQ7Z53SOPMUAJV1bYnKlpeQqObf0WqbGRwXr7OHqwMuQO7eC4lFCKMz9X/qmO6b3KkCkBcoCAfQnp1ZYU0IgEjIlXLJG7NtVLayCGTa7ADzidJYMMlLC/t2h6Oii57rbcjLhucwM4OzyalsBry8rr73w9YEuDgA1wYj0Mf5iLjJkmi6rmqZ5g0p9BOnX9RarWVPYqwEYFMDy6ltlhTELuPtHoK7Dxw8/xWNQtkSgJIDkSPLYfyOA8dxuZZpOWLLMDLCpltWkFCgLuvdlf+5Vc2JGwPgSnH8rcKYIgA+APyXED/uS8Qse69iXs2UkLq9vjhHoH3yM/WF1Vf36zUM9QUtK1IeKogZjntwNzL3PWk3TtKMp+3JYu105IpQXiAr2AquIrxbn1nxO+UaTCnf+E0f65Behq1RSnPuZ1RwAiNGbvyb+UcGKW2rfMweoZ0tP1tetTcfSqsw/9Q4UYByGO2YxHKf6rGr4gr5DAB5zOss0VaWF+EfO6JOcmCmVklIpMZSKpx8+tCskc7iGcYU/qAzGngCwE8CTyytq37V7ZJDXhyIGgD/lLEgG6bKqaZo3kK8RQm8EkD2FuSlAbWgZllXdDNq8Cer3D07+ZujO73AUlQCWBZVOQaXTQDoNSBsAwFadT/OueKecfVkz7Xt6P/Vu783aOGF6PIWimsnPLLcUleGK6iZhSsZ3vLzTfW/4CJhzZUvMCBhfhvdGVUtsKf9KQX1p50g/f62/04zZFjAxx55hYoQ1pzrj4zS/pGI1gK1+bnxtdWXDOxpDxWkC3QGgP9d5MkGXVU3TvKAIYH6oMadz5C9lI2AUOZ0ipxgZWF51C9TDv4batmFqo8rR8YlfJ7N+LbB+LfOddykWvOMqWb+8Dpvu28yyUcGSo0mKNJ78MTPA8LFZi0Wxz+QHnj/IOl/vhBTuW/GhZnENfAHfAQB/dDrLFBGA1Slhf5ETe9/+8WH1Us/h4Kjljq14O2Jj4VmRksv93LgLwC4F9XhDuOhSg7F/czrbdOmyqmmaF8yGHE3AgVGKgpF6FWbgUlpc8SG1ffCXBTEdoDKwANJKStq2IePnxtUrzwOvvcSKv/RNOfvSZnnguYMZP0ZyNMVqjWqJkyxDuaa6AWZC0kvffxkiJVz5mEZqI1hw3fyE4Tc+A3eOqjIApZhYm7RCKrXSkuJLlpQ1mwZ7gjuG+1lcWA5HPFZ3fBwKuOCNP/u58RkA9QBizqU6M7qsaprmBS16I4BsS4Oid1JT8RfRE9+CgUSr04Gyrj68UrCDh1jWGpK0gZ//gM381BcBAGOdY4j2xpAcTU7yH6eme1M3GlbW040zF8oHD7ceV1jPilSKtj/u5yLlmn0MjhEsD2LFJ5YnmME+DmCt03neLiXs/zQZ/wtbSTstRDopbDGUShhbhvrCh2OjTsc7qYFkAj5idQBKAIwC6Dvyy7N0WdU0zf2Umg3RE3Q6Rt4T3UD8d2p19W14sv1vyZaZKVVuUuSrR2VwPqqDi0V5YA5Xa7O8UVJ/N9Rv78fMCy6XcmmLYoEAJ84wuH9QtD6yi1vx6Y/K2SkbG+7ZSKs/fQ7e0zBXPtK5983CWh8sgt/gvG+nOzuKv9iPVZ9cGec+/gXG2W+cznMiSuFdvzywg3UnoiYA0+k8UyWhMJBKxGuC4XMAPO10nkzQZVXTNPdTycUQ/XoKQA5Qai3Bt0hcWPslPN/1z+67GOcMzCy6UC0qv4EwNCjYtgNcbnoM6O3K/oF3bYPatY29sTyrKilD+fUfx3mfX4Odv23FwJ7pnzWw4hbW/3QDrf70OXR1XbN6svsgAcCFVY2yZ0uPkrZ03WPoC/mw8pMr49zP/54Z7C6n85yE6eOsaarLgrlNe2w0XBUInc+I8qKsunMNC03TtGPIhZB6JYBcodj9POwrYgvK3ud0lIxpCJ+jFpXdQLjvbuAHd3D5xG9zU1RPZHQY6p7/4vTMI1h8/UK16H0LBTen3ylTYyms/+kGzA+V08U1M8AA1AYirOP1TtcVVW5yrLxlRdwXMn7Affzfnc5zCoujlpW0PboF8Vg6ZVhSzHE6R6bosqppmgewRshhp0MUDpUEjd9FLSWXoszf4nSaM1YTWoqzKz9C+NX9QNt+p+O8Zf1aqO//M1XVGzjvs+cq7p9+t0wMJbDx55uwrLgGH2lZjMRQXMb63XU9jRE0sPzjy+L+Yv8vDdP1W6qu6I6Pe7Yj1QQjCZPx15zOkSmefSA0TSskcgAUcTpEYRHtQOJxuabmdsk8PGOsMrgQy6tuAX77ILB3p9NxjhcdA374r5z7GPxFZ7YbZ7Q3is33b0alL4TDr7S75vU9UBrA/Ovmpy78ywuS4crwfYbf+F9w55X/b0oJ+4LuRDTsdI7pqg9FLCLa4HSOTPHuTyBN0woI7QKvXAJ736lvxmcALAyoFKDSRz6mAJUE4K7lZbyAks8x5lsgL2n4mniu81uuO6U8mXJ/C1ZVfxp47PfA9k1Ox8mJ0Y4xrP2vtUiNn3wXrlwpqi9C88Wz4uWzyxUUfsR9/A740O10rikgAJf2Jtw1Mj1VnAjFpj8EYIvTWTJFl1VN09yPAtvAqm4A8LbCRIDRDGUuFzCXcyiuYKUkOCMQBxgj4Mjv479RlHrFlWtNuhmN/5SFir+gLqr7inix+9ueKawl5kysrv0s6Jk/Qm14xek4U5OhsUani2rF3Ao0X9IcDVeFkoyzf2Wc/QTAKXZScBel1I0x26rqjnsm8jHOq260bCl3cs4STmfJFF1WNU1zP2J7wetiAIoBAKwaKnDpREGVUqmOTpKv/ArYs5NwXKEFMHse+EduhuL1guIPcZefgXSZFGj8+1Rc/CW2puZz8tXe77vm9PLJFPnqsKb2C6CXXoRa68mt0D2HGKHm7BrMvqQ56gv6eriff4OIHoT3TmkELSm//3TngbDXfkoQgCvrZ6fml1QcNDm/2uk8maTLqqZpXrAPvBow5kAF3yHBmxg6DjPx3M+Atn2EiZ/TJ3dgD8T3vkP8M39BqqhW0vhdDHDH1oieoOKgsf+iipIvY2X1bWpD392n/Hr72MSSuJbM/cBO2KjCeXVfAlu/Huq5J3J+/ELDDIb6FfWq+eJZCWK03Rf0/S0m1vb0WtcDAFhSfLU9Nhbu8OCo6nnVjda8kootJudXwkMj2VOhy6qmaV6wT7GKYoRvU2r7diaf+BmQTJ7eKf3RYYg7/onx278gVNlXFY3/kN6YRgAwgPjERzCAGCYGaCf+rIgBMBTAFYirN/+NDADsyJ/5xPDSxG1o4v/yo+6P0ZHbHPn9G8eit/6sUopi9xFsF12x/gY1Bhr7LtUWfwlnV3xYbRv8n2O+/mGjGjXhJaoxvFpFzFqmlAIRgyXiKiXGVFKMqLF0J+0ffYpZMjtzAQ0KYE3dFxXfvhPqiYf1lI8sMvwGGlc3iqbzZ6YV1Eu+gO//APD61ef1AL76fHdbyOkg01ETDCf8nH8HeVZUAV1WNU3zhlFIaYt//5aB9BnsqmTbED+4g7MbP66w8KsACBgfFRBCQUlAKIJSgJAEKd/4SEpKQE78HlJg4t+OfJQWIJKAkFDSnvh7IQB55KOQUOKNvz/y0T7qz7b95kdasJjYxbcDySclJZ9hrhuckkOgse9hZvEXyZJx9MS3oC60XNaHV5LJw6SGBiW9tJnLdT8A0mmoUBi8upZCVTUUKatE+ZyzRFPjhdg2+Et0xdZnPN6K6lulbziu1MO/9Mzc2jcRQSmXPd4nYIZNzDx/ptW4qkEoqf5gBIxvAHDhMgunLyXs/9g61Ocbtbx51iVk+BSAvNyXWpdVTdO8QdjjCAbLzqisHiEfvI8wdxHQ3wOMDLmm2KjeLoi9u8BvuQ3KN1dS9GcMykXXSPBawGgB5JBqKbmKmiIXKdbdA/X8H0lt2QhA8mPqVjw2sa5p235IAHgSnJauwpLrPqRmFl2oNvTdmbFR1tklV8lyoxm4y3urFnhBoDSAWRfNStWeXSOVVL/gJv8WgENO58okAl29dbjXszvlBbiPoMuqpmmag4QYQTBUhtEMbQ7gxjU3AaDrMMS//xPjn/ozoaq+rmj8ToJodyAIHSmnc6B8CwWM2RyAwuiIVLvauNzyEKi9jdRk84Xfbst6YN8uKvv8V2lu6TVoHXoYCuKMkpYH5mBe6bUM9/wESDu/ZFO+qZxficXXnxUH8APu498B0Od0pmyQUGM+xsuczjFdAc59APJyqz9dVjVN8wYlBygUbnb/idIMsNMQP/oup6veBXbe54HEY4rsNoJMAOrIr4xfZE0ArztSThcJ+Jo5pFQYHZVq534uN/8Y6Dp84tUWpqqkDOy8SyQtP5dZCUvU+9fQjJnns7g9IBP2kIxZfTwhhilpjyBpDyMhRpASYzjVdAg/L8aq6ttBzz0D1dE27WjaiZW3lGPx9WdFuckvBZA3i8yfiFJqOMiNJqdzTJePcT90WdU0TXMS9SHk2Q1lpkU99QeI/XvAr79RquAVBMYJxAnkA6De2PhAQSUVVEJBxRRkjKCijFSc3iy2KoG3im78SNmVAG8AjJYj5XTWRDkdGZFqx34uNz8GdHceX07DRaBZLUBpmVKvvDAxh/dEDB9o4dmA4ZtY6nbuIkGz5/Hx3ih237sFY53jHACWf2KZKA35eNHhKFOljVAli4SMBBSZJiNuMk4+WDKOaLpHHBz/E++NbYGEDQAgMJxT/RnJO7qgXnrG9UtqeU1pUymW3HR2jJv8HcjzonrEoJ97cxaJyTiUUhaIvDnhdhK6rGqa5g2c9xRaWQUwsezWd/7p+FdQMwCUlQHFpYSiYqJIEShUBIRCQLAeCAYlgqaEaQI+g8D5kbJr0MQqBgBkUmF4RKpt+7nc/Hugt/v4choKg2a1gFoWCGqZxxCOkBVNCuYzGKusEfJ3J7iYqbEJ/MZPKBs+ZSdtBQBj/Um2579eQzqaPqZUHny+jS/98NkKj91BmJjZyo++gTBMsLp6lJy1jC9Z+gFBlR/lY6lOYfIwmTzCWMqGuvef8qOouui0QXFDMZZ+eEmcGew9ANY6nScXiKgvwL1Zi4KGAVupMW9W7cl581HRNK3w+MxOCoXd9HrurHQS6O2e+IWJnvO2r82RtbFOwjABO318OQ2GQE2zQbPnC5q7gCFSRHYsKUa6k7z36U707uwDJLgZMXHBZ1cx6u2S6tUXJo7DOdjl75S06gJ2aF0X7X/mwKTzWUcOjyAds+C/+HKoF54+/gZ2Gmhvg2pvAz3xMMesOSiZ2czV2AgwMgwcbmOQcrLDuJthghmcrLg71s+P1Eaw/OPLEtzHbyRGzzqdJ1cMYj1eLash7oNSasTpHNnizUdF07SCQ4y9ihVr4njlTyGkznxFgIJHAMJFgN8PqqwBzZ4nae4CQnEp2bGkGO1NsL7ne6h321ZIKY8bsElH09j4wA5a+bF3khzogxofA7/pZmWxgNpw50bEB+JTjtL2YhvNu/wigReennxgqG0fVNu+0/pUXW/5KiRGEtJO2Y6PEIcrQ1hx8/IEM9jHidFjTufJJU7UF+Q+gTOZl+2QGeFiyYhecDpHtuiyqmmaVzwO0/8Au+FjH5EP3OXJRbudxG79vKTKagbDBxjG0WvFKpG25UhfkvW+3E+9W7dD2seX0xMZbR/F7icPYP6NNwMAOrf00e7Htp72C33v9j7Mu2YuR8sCYP+u0/3vnkcLlqqBPc5fFxMsD2LlJ1cmuI9/mnH2G6fz5BoRDYUMXwqA536+LCytjJmc/9LpHNmiy6qmaZ5Bfv/nMLP5fDrvkvnqlT95bvTDSVQ/g236xVbEB+OwohbkW6fOz+gK/84NXVBKYbw7ivHu6W2cI4VE++udcsaV71bYv6vgHldZVa+G1u5xdFQ1UBLAqltXJrjJv8g4u9/JLA4aChk+2+kQpytimCgxAxzAn5zOki2On3LQNE07DSnyB65jl14TR+Msp7N4znjnOFJjqaOLakZ0beyedlF9Q8e6DkYVVRwlnl3mcnoCIfBggI0eHnUsghkxserWlXFu8r9hBvuJY0Gct6/CH/TcNr1zistgK/k4Mr+enWvosqppmte0wTA+wj/0yXhBrg4wXUQZL6mZlI6m0bezT+CWz0sYptNxcoZWrEZ8MC6FdWYbI0yXL+TDqltXxo2g8S/cx//TkRDusTVk+FjE8NYmVgtKK8cD3PiF0zmySZdVTdM8hxj7A3y+H/Mbb46DPDcQop1E6+938dFBG/jc1yVYgcxSm7tY9e8ZcORJXDKjBKtuWxkzw+b3uI9/y4kMLiMtKV+cESlxOseUBbiB6kDYBPBHp7Nkky6rmqZ5Epn+r6K2oZVdfJXn5pg5wuUjqwCghMKWB7ayRIJA73iP03FyQoaLRGIokdOyWlRXhOWfWB5b9rGl/cHS4Oe5yb+ey+O7WYDz3zVHSqe+lIXDZheVwpbyRQCeyTwduqxqmuZVNgUC76bzL4tS81yns3iDu7sqAEBJhb1P7mNqyWoFVgAvUYYPIpW791tNF8y0V96yYqR0ZsnXDdOYQYzugau2I3AWET09K1LqdIwpW1BSGQ0Yxn1O58i2AvhJoGlaHusm07yB3XRzAkXFTmdxNfLQdInhg8NIjCQVXVUAo6vcIDtHZbV2Sa1qvrh5mJt8MePsewDycmvOM7SfESXKzIDTOSZlEENjuNgE8Aens2SbLquapnnds+D8Dvbum2JOB9EyZ9/T+5ladq7K+5cpzslOZf/iqvKWciy4bv44N/klADqzfkDvUgAeXlha6frpRbOKSmBJuQXAkNNZsi3PfwpomlYIyGd+m5rn+mD6nY7iTkRQyltneof2DyE5llZ05XVOR8kqYizrI6tF9UVYctPZcW7ydwJozerB8oDJ+R3LK2ot7vKzEfNLKuN+zu91Okcu6LKqaVo+GIOVfo3mLnQ6h0sRvDgtcd/T+5laeYFCsXfmEJ4u4oyyOWc1WB7E8o8vSzCDfRjA2qwdKL+0KmDT/JIKp3OcFCfC7KJSzoh+63SWXNBlVdO0/BAI/pzOXqGnApwIkRe7Kgb3DqJnW6/Ep/9K5uuausQZ7HR2pgGYYRMrb1kR5z7+l8TokawcJE8FuPGt1VUNUadznExTpARCql0okCkduqxqmpYXiOgRmj3PB6NA1uc8He4+m3lKux/bwwcOjAKf+WpebhYgk2lZ0VKe8fvlJseKm5fHDb/xH4yzH2f8APnvjxHDHK8JuvNN0sLSqrjJ+d1O58gVXVY1TcsX/bCtbdQy3+kc7kMEeGzO6tF2/raVjfQkgT//3zLflrOi1//EWq5oyeiDUzGnHOd9bk3cX+T/BTf532XyvguIlFBJN37bHDUF4EGns+RKfn3Xa5pW2PyBn9OSlXm9OPb0eHhoFYBSClt/tY1FxwHc/hVn9iXNEvWnJ2EGOMozMLrqL/ZjyYeWxBd/YHG3v8h/gxEwPg1PTgBxBfIRqx9NJ53OcZxZkVIIqXYA6HE6S67osqppWt4gxh6guYs4giGno7gLefMCq6MpobD5/i0sIYNEt30xvwqrZUnGz+wNBTMY1vz5ueny5rLvGn6jBcATmUlXsKoEFFLSfU+1haWVMT/ndzmdI5d0WdU0LZ8MQth/oKXneLuZZZpHL7B6O2EJbPz5JpYKVTB87HYP7Mc1NSwY4NHeM7s2MFASABSGuMn/GkAiM8kK2pzxdMp1w6oGEZqLygwiesjpLLmky6qmaXmFAsH/ZGsu1qsCHM3l60WeDjtpY8NPN5KobiK64RPer+BlFQARkqNn1osCJX5IKbsylEoDWobTSe50iLebVVQKW8qtAHqdzpJLuqxqmpZv1sLvH6BZLU7ncBnv97o3pGNprL97A4nZC4neeb2nPzGatwiJofgZjxL7iwMgooOZyKQBUqmzBpMJ180nWlRaFQ8U2BQAQJdVTdPyj4LP/A86V4+uvilPpgEcLTmaxIZ7NkIuWU102TudjjN9M5ox1jV+xo9OoNivuMn3ZCKShh09PHgAACAASURBVEqh5Gd3jQ64qiMZxDArUmpQgWwEcDRXPRCapmmZQJzfSy3zOcIRp6O4Qx5NAzhafCCOTfduhjr3UtAV18Fza+wuOweYs0gNt42c8enmYFkwyTg7nIlYhS4lxHd2DPf7BlPumvrbPDEFYCOAfqez5JrHvrM1TdOmZBRCPETLV39IvfSsflOeB6sBnMx49zi2PLAVC99zrgqsuYRENCbY4X1cPfMHYGzU6XgnFwiBXXcjdvy2lfp29p353ZUF0wDazzxYwVsOqJte7m33Ox3k7RZNrAJQMBsBHE3/ENc0LS9RIPB/2bkXJ7y+xmhm5PfXYOTwCF75/mv08v9di93PtvNk/XzFrn6P07FOiS6+AmPd4yITRRUAiMCUUpnfCquwUErYd7/QczjgtiWrDGJoKtApAIAuq5qm5a/1MIwuapnndA7n5eGc1RNJxyz0buvFcNuIdPvUBzV/meja1J2xq833P3ugSFryDgCBTN1noVFKfShqWfO2D/e57snTXFQKS4pNAAadzuIEXVY1TctXCqb/O7Tm4qjTQRznupfeLFMKIBe/vIUiYMVFvH9X5qYejhwawfCh4bCwxFcydqeFJWIr+f2nuvaH3fi+bl5JRTzAjXudzuEUF383a5qmnRli7AFqauEoKnE6irPyeM7qiQhLkgoEXfsJs4uuxFjnuLATdkbvd8/je0MAvgagNqN3XADSQvzdgfGRYFfcfe9tGQjNRaWMiB5xOotTdFnVNC2fRaHkT9gV17puJ5rcKoxpAG/oa+1jqq4Jbn2JE/OXiK5NXRlfcD4xnEDnhi7DTtnfzvR95zuh5Du3DPYEnc5xIg3hIkilDgHodDqLU9z5naxpmpYhZPq/QQuXpFDX6HQU57h8/mamjXWMIRVNgy6+wukox4sUgxVFeP/ugazc/cHnD5pQuAHA0qwcIH8ZQrnzHd3c4vK0j9gDTudwki6rmqblu1EYxpf5u28s3E0CCqysAsChlw6RWnGhuy7pBoBbPi/6d/ULO5nZKQBvsFM29j2zP2An7R+j8GYrTxcRkV+6tKzOK6mwOGMPOZ3DSbqsapqW94ixe1BW2U6LlzsdxRkFNmcVAHp39AGBAEfzXKejvIk+/ucyaZus9Xe7srrnfNeGLrKS1lkALs/mcfJApVDyq2khOhK2XT1quW+2UFUgBE4sCmCH01mcpMuqpmmFQFIg8Cn2zvfH4TOdzuIMVVhtVdoSnes7Ja54tytGV+naG5Rd3Uib7ttE0pZZPZZSCp3rO8N2yv5wVg/kYUnb/p4tZcfe0aFv/qattf6evZvDSeGKp8ox5hSXC0Z4EIX2bvNtdFnVNK1QvAzGnmIXXZGd869uVoDTAACgfV0Ho+parj7/f2z64CeBFWsA04FlSM+5AGrJatp072ZKx6ycHLJ/9wAR0fuhpwKcSMDH2Kfv3L3R/1jHvmB3wn0rALxhQUlFzMf4g07ncJreblXTtIJBgeDnsebiq7HhVQOjw07HyZ0CLaupsRRe/cFrKG0qNUpnlMnS865F8NobmEimJRsbVtixgauXn8tuiNnzQFe+F1t+uRWx/txNm44PxGGnbJObfBmATTk7sDecM5JOJhPCdvVpliKfiYjPzwCsdTqL03RZ1TStkLQD+DZ71we+In9xV7BgzqwV4JzVNyRHk+jZ2oOerT0MAJjBUFRXxEoaizHz/KsUX7hM4mff47CzMOBeXgW66Va154k9GD44nPN3DL07+vyNqxrezwymy+pRpFKXHIqOunKZqqO1FJVBKvkYwArvbNDb6LKqaVpBIZ/5L5gx633simsXymce9TmdJyMaZ4HqGwGfCfL5gEBAwgwomH4Fv58QipAq1OHVt5G2xGj7KEbbR9G1uZuW3HQ2FX3xmxL3/ZChtytzBzJN4NYvyI4NXeja1O3IlLv+Xf2+uqW1H2IG+zsnju9WKWFf0xEbc/33/oLSyjE/N/7H6RxuoMuqpmmFJkn+wJVYfcFmGhmqVRte8fzcffaO9wi7uIolRlMQtiKRFkxYEnbShhizIVJpjHXtcjqm69gJGxt/vok1X9osm279AtQzvwfWvZSZO//0V8RwR5T2PbXfsefXaPsojIAxBxPzVgtzaP143Mf4ys74uNM5TsnPOKoDYT+AJ53O4ga6rGqaVoj6yfRfwq5+z3o5NlKi9rY6nefMEOHQa110eO1hp5N40sHnD7LR9lGc/YF3Ay0LJB75FYNtAbYNiNM/A0s3f1YmbB/b/uutjo5mK6kmVoEg+AG4b10mZ5ydEJaVELYDV9pNXXNRKWwp1xqMxZ3O4ga6rGqaVqj2kWlewz7w8WfFD78d9PQFV0qf5D9TI4dG0LuzTzWsWMjUX/w1wBjACBACctsmoTa8wtHV/tZ/qGsEtcwDBvqhutqBsREAAF33AWVXNNCmH6/L+hJVUyGFtP9/e3ceXudV3wn8e855l7voaruSrnbJkm3Jux3biUP2kJQ0ECA07FBIWAKFTueBdp6ZDu0A7TNtYRg6Ax2WNG1oltJA25AEaGgCWSBxgvfYSbzv2jdLuld3e8+ZP5ySOJZsWbrS+17r+3me/GNfvfcrKZa+99zz/o7Jmj0QeNByrf/md54A2HgyOTanc24LoaOsKukqdZ/fOYKCZZWIFrLN8LzHxKIl7zQ7XvA7yyyxrc5UYlUCS29aggw8/eDhPepE8rW3iGvDUVy5eKloXLHWiNQ4zEs7IZathonGMJTPmBJI4zqOgucBqaT2ouVy+99uwXyNqDqfVx7d65Q3l7UlViRq/c4SEElLyuANVH0dJQSaS8osIcQjfmcJCpZVIlrYQuEnREvbW8yOFwJ/dzAVVllTGTrf1qHtUhdPD56Qu4Z7z1px65lI4ofH9koAWBevReeaDWbf2LDY2nUAeN0rhNpwFFfUNMn4qbRODqQCsw+6Z1cP7IgNIcXCPW74TCdKbdf/Je9zaIqWwdN6ry1lv99ZgoJllYgWNCHEc2htL/7RMFxYnbZwRRhLblriVbSWq92j/fLnB3ZP6+O2D/Zg+2DPpF/pnokkfnR8Hz6zdL10og6yyWxBM8+GtCSEEsGdfD+/TpTYTqC7z9KyyrTDLQBnCPQ3jIhoHuxCrNSFGwIyRXoPiuGN3tNhuRYWXdvqNaxvUMdTo+LBA9uQ0YVbZMtrjfFM1qvqqFJd2wo4BmuWlCUhpOCNOqd1hZQV6HdR2mMVWnILwBlYVoloocshk3lF1DetNof3+52F5oCQAg3r6037m9vFqXwG9x3ZjcHMxJy8VX9gYkS1rUp4Xdu6AnMTj7RVXghRpK/ECi7tGZ2KWHZJKh+MfcWvV+6EoKRMA9jrd5YgYVklIgKOoSS22u8QsyECs0syWOJL4uh8a4cxjjA/6TkkDowNzWmJ3DLQhXWL1ynlKHjZYNzHo2zpgaOrfsMzpi9mOYEsqy0lZTDGPA7OxT0DyyoRkRAZqMAshF04bgOYVPsN7bpxY4N4YbhbbD5+cl529SbzOaSzOS++uFL1vRSM+2OUrVhWX89gX1Uo0tabDt49Z22xijFXWQ/7nSNo+FqciAgiDVnEZRUA77B6jZACK9613KtbXy/uPbJbbO4/Oa/PfyQzqhIrE8FYVgUgbanBsvobIcv6zrp4beCOsBIAGqMxB8ATfmcJGpZVIiJZ7CurfgcIDmUrrP3QWh1bXCHuPrRTDGfnv6NtHehCvD2uhAzGCwjLtQxYVl/vxxVuyIu7wbrPKhGOQhvTA6DH7yxBw7JKRCREuqjLKniCFQDYERsbPr7eoMY1dx3cLtPan4lk/ZkJ5DxPV7SW+/L8ryekQFlTmQ3geb+zBEgOwLfXVCaCM18MQHNJmRZC/NjvHEHEskpEJGWRl1UKV4Rx6Z0bzUjIM/cc3qX8nvrenU2KmuU1vm8FKG8ph9HmKICjfmcJEluqby8vr9ZWgF7ltccqxx2pfuJ3jiBiWSUiKvayusBvsIrVxbDxExtwOD+GB4+9HIjfa9uGekTN8hrf/6eqXZlIK0fd43eOADqqYbYsKYv7nQMAYAmJmlAkDOBpv7MEUSD+URMR+UrIjFDFPRxFBGiFaD5Vtlfiko+uw7axXvy062BgvghHk6cACROri/kXQgA1y2uMVPIH/oUIrpCyvrY+XheIG60aojFktfcKgEDkCRqWVSJa8IQQWSjL97ds6cJYIQur37MKT/Yfw6/6Tvgd5yz92bSpWV7t646EzFjG5DP5vwIQ8TNHQP24wg15lQG40aqlpCxnS/WQ3zmCimWViAjIwbL83uY4CwYL8Q6rxssa9Wgu4+0a7vM7yqRePNUra1fX+veNMcAL3/11ZPDA0Ftz6dzPfcsRXLm81purXP97fHusYsKS8jG/cwQVyyoREVDcK6sLcMuqtCRaLm+WT/Yf9X1f6FT2jAzAClmipCbqWwad1+h/uS8Eg+Ad1xQAUogB1+f96iFlIWa7DoAXfA0SYCyrRERAP8oriviXuTEL7UyA+nV1Ju3lvcPjp/yOck792ZROrKr1ddW+bm3duBWy7vYzQ1ApIfv9LquLSyuQN/oZgC8opsKySkQE/FrUNwV2hW4aFlRVFUKg9epFeHboZOC/Z9uHe2XdGv+2AihHoby13BZCcD/kJJQQAyHl7xagNZW1YyFl/Y2fGYKOZZWICDgE2zEoKfU7x8yYhbURoGZFDYyC2T3S73eU83rl1CCkoxCrLfHl+Vuvbs3rvP4VgBFfAgScEOJUWNkZv56/3HFR6YYAgPNVz4FllYgIMMhlXxQNTX7nmKkFM7lK2QqLb2w3W0d7i+b3V382ZRKrEvO7eieAzrd1ZBo3NBy2Q/YH5/W5i8tIyLL8OeoMwIrymrwxuA/cAnBORfOPnYhoTjnuL0RDc5FOBDBmoewE6HxHp55QWj/ff9LvKNO2bbhH1q6av60AUkmsfu+qicTKxA7LtTaAZ82fy0jYx20Aqyprso5S3/Hr+YtFcU/BJiIqEGFZm9HSPg6gSPcCXPzq1taZ+OK4uOvgjqJaaPGMnrdDxmL1MXTc3JGKVkWesFzr3QB8e4u7SIz4dYNVU7QUSohuADt9CVBEWFaJiE77NWobXL9DzIgx4mJdWLXDNiJVEZQkSrDkxsXi0e79SGvf3rWdkfpIDKnBlAYwJ61ISIHqZdVovbJlLFIZyQgp/lJa8q8BFO84tvlzqNwJua5UyOj5/XKtrkykbKm+Oa9PWqRYVomITusGTBIVcRfDg35nuTAX2Q1WVsjC2g+u0dGaqBRSIJf19ITO62eHTlgHx4rvPqEqN4LxA2MFfzlhhS00rm/wmi5vzgiBvXbY/nMADwMorjbvr25tzCPr4rXv2tw/f9MlHKnQHqtQUoj75+s5ixnLKhHRf8jnt4mG5htMsZVVAVndWaW7t3fL1GDK7zSzllhRAxUP4f4jezCYnQBO319RVG/9v16FdPPd/T0F+30biUfQemXLRM2KGmE88yMrZP0VgO2Fuv5C4yrrf6yvqr9l62C3yun52b66tKwSeaOfsSCDP9IiAIr2Hz8RUcGFwr8QjS3Fd1euMcYrUeLSOzeieVNT0b/1W7++Xu8e65evFtWiF5JWQV5ExOpiWPP+1clL79w4VrOy5n8pW7VYIet9YFGdrZcB84vVFfM3seHV2arcAjBNXFklInqVkPJ5tLRNALD9znKh9o0OiX2jg3jv9cvVwP5BFOsKqxtzEa2Kyi37X/E7SsHYjpLJgZl/P8pbytF2Xdt4aV0sK5T4c6nkdwEkC5eQXGX998uqG67dM9IfTntzt4sirCwsLq3kbNULxLJKRPSarahKhCEkYIpoitWrO1Z7JpI4lBwxnbd0mm33bCvKd85qVtSY0WxGZ7UO/OlU01HphAAN5FIXvmAfXxJH+/Vt4+GK8Kiy1Z8KKe4FkC18SgKwXQjc9YmOdZ/cMdirtgx02RMFKq1xN4y2WIXpKIuPVbphJ6f1L5WQXwFnq04byyoR0WtGkM/3ozpRj75uv7NcgNfGrP70xEHx6SXrUNVRhYG9A3P2jMpRqO6owmj3GFKzWDV8o7q1tWbX+MBFUVQBoKmkDBMjExrT3HYnhEDNihq0Xbdo3Ik4PcpVfyyE+Bfwzv455yrrDwD87zWViS+ujSfet2uoT/56oMtJ5S+8U1a5YayuTGSXlFbmbKnSAB5ylPoBgKcsKdOFzn6xY1klIno9o58XDc23mqIqqzD/cat5HhrPDnWJTW/rMM8eHBI6X9gVYmUrNG5q1K1XtMiMl/dcy1JexjO9L/WZnh3dcqxnfMbXtiM2IvGo3L7v5QIm9ldtOIrxk8lpTWuoWV6DpTctSUpb7rND9h8DeAy4uCY9FIGjjlK3A/iTVRU1X1hdWfORPcP98oX+k874NEpr3A3jykRzqrmkNC8h/lpJ+c8AXgS/j7PCskpE9Hqh8OOibclbzPbnI35Hmamtg924pCyhW65sEYefPFyQ7QBCCDRd3mQWXd0qkl7OPNy1H0eSpxQALC2tFGuWJ3DJunr07u71DvzsgMpnLvAtVAHUX1KPVCbjXSxbAAAgbof1eG/feT+fRde05lre1DKkHPVuAM/MQzQ6txOOUp8C8MXl5dV/vLKi5uMvjwyI5/tPhkZzZ5+zUOmGcWWiKdVSUpYXEP/TkvKb4L7igmFZJSJ6HSHEI1i6/GuQEpinMTazZgzeeNzqo90H1HsuX4bu7d1In5r9u471l9SZ5qtb8OOeAzg4NnJG+do3OoR9o0MiZjl419IOvGnZ5dj7k33o3d173uuGykOoX1dvGjbUCyOhnxw4dtEUVQCQEOZcx1cJIdB5S0emZnnNEeWoa8GjUYOmx1HqPwH4s87y+B91lsd/7+DosHyu70R4OJtGpRvCFTXNqdZYmScg/sKS8hsAZv72Ak1KmPk6A46IqEiYidRL+of3LjOH9vkdZVrk+z+W31FZYT3Zc/SMP7+tuVNHevLY+Y+7ZrW6KqTAlZ+7Ak8OH8fukfOPhVxZXo1rq5tNbixrUkMTOpfKiWwyK/MTeZFP55BL5yEticYNDbokUSIHMxPe5sEudWBsaDYxfVVqOVgbr0VbuMRzhcCu8RH1fP9JXFPXguYRx9tx386zSri0JVa/d3WqrLF0m+VaNwMY8yE6XZjyvNZ/YGA+P5JJi3I3BAHxl5aU/wcsqXOGK6tERG/kuPeIleu+ZA7tC/kdZTYeObFP3rn4ElOxqALDh4dnfJ3EqgQ8Cb17pH9apXf3SD9eGRkUa+O1oqTSluEaGyEZQlRa2oU0FqQRQoh9E8Pquf17cTG87X/7ouVG9HVrs32LRDYrLrv0Sr1p6SVyOJ81sRJ30s+vfm0dypvKdipHXQ/eGV4sRiwpvwTga9Xh6I0AngAw6nOmix7LKhHRGwilfoDlq7+ERx7Eud7CDbqM1th5qk8suXGx/vV3fz2z1VUBtF/XZp4f6b6gj89DY8tg1xv/uCjHaZ3PopIySM8T3t998zel1Gx9TqK6FmUbLtdy3WWqvLUcI0fOPCp2YiQNL+9J5SgW1eIzDuBf/Q6xUFyUPziIiGbpMLQ5IZrb/M4xPcZATHHyfEZ70Hk9o8YtlcTSm5Zo4SqzdbCopiPMq3WVtUa//OLZo6X6e2B++q/K7NnhNW9qPOt7MN4zDmWr5XjjhmMiOgPLKhHRZGz7H8TKtWff9ltkqkIRJPsv/KbkWF0Mmz5zmSlfWW3+8dge/q6YQrUbRks4KsyWZ6fcymBe2qkqG6JnldXMWAZGGxtAy5yGJCpy/AFERDQJYVkPiyXLiua0IDHF4ly5cr1kf3Lae0KFFGi/vk2vv/0SvOKNiLsO7VBDWc4wn8q7G5do/dxTGj0np3yMObQf0nVkuDJ81t91be/WOq/35lK5rQA2zmFUoqLFskpENLndiMYchM4uGMEz9bv8UWFhYmh6J0wpR2H97Zfo6g11eODIbvziDdMF6Ew3N7QZZ3wU5qmfnft3qZeHOXrIa9rUdNZf7X9sf+SprzztjPcnlwFYNkdRiYoayyoR0eQ8ZDN7REOz3znO7xw7Uh2lZGpo4ryXsEIWNtyx3ngVlrnr4HbZnzn/xyx0HaWVQj/4PTmdebzmyAFVXl8y6QN1TsMtcXIALp6ju4gKiGWViGgqjvOEaGotkpMBJmcAROLnPozLiTrY+IkNZjxi9D2HX1RF/QnPJyGBocHpPba3C+GYNeXLilBZKAxgb4GSEV1UWFaJiKYgLPuXonVxEQz6NlMNA8CzwyfFsls6Ia3Jf9yHykLY+MkNZkBlzQNH9xT9vNN5ZQygpvclM71dUGFn0geHykLQ2oyD8zqJJsU5q0REU9uM+kb39GShAM9bNVOH2zbYg3VlCa/9hnbRt6dPRqoiiFZFdayuxETiEelEHXFwbNg8cmI/Fy8ulNZATS1w8tj5Hzs+DmE7uOoPrzRGGxhjYLSB0cZIJYXRegzgawWiybCsEhFNrQ9an0JVdQ0G+vzOci5iykGrAB4+uU+9d+0KU7MqodM6r0dMxjqUnsDJ4X4cP3EKWa1ZVGdg60gf1n/4Tnj3fue8hVV0rkBuIqUf6j0spZBQElCQkEKIS+J1+YTr3DdPsYmKDssqEdG5aL1ZNLa83QS6rJ77mK3+zAS+uX+LwOklYhbTAnm69ziynofLf/dT8B74W+DooSkfK66+Ue8cH5EnUmNn/jmAGxvackrIu+c4LlHR4g8tIqJzCYUfFy3tQR80yhOQfLJ5oAtPDXRDfeATEO0dkz+ovgmiskr+svfs1dfGaCkMcALA1E2XaIFjWSUiOgchxMNi+RogEvU7ytTMuVdWaW5tG+rB433HId/zUYiOFYBlnS6o6zdBvP09nnrfHeZgasxMNmWhoyyesaW8Z74zExUTbgMgIjq3ozD6fnnVDR/Wj/3I8TvMVLi06q8XR/qRMxq//TsfBqSEzmZ0UnumJ5dVx8cGsXOo96yPEQA6yuJaCfng/CcmKh4sq0RE5yHc0J9i/aYP4le/AMY5XYgm98qpQRwbP4W80dO6aa3h9BaALgAH5iEeUdHiNgAiovPrgjF3yWt/K+N3kEkZrqwGRcrLIzuNE60AoLWkzLOl/P4cRyIqeiyrRETTIBz3z8Tq9R7KKvyOMgkD1tXiU+VGUkrI3X7nIAo6llUiounph8E35PW/HfTJAFQkKtyQBnDQ7xxEQceySkQ0TcJx/lIsW5UTrYv9jnImzgIoSjHbDYP7VYnOi2WViGj6RoTtvE2+/44UGlv9zkJFLKwsAMgDGPY5ClHgsawSEV2Yp2HZ71If+kQKtQ1TPypeDbHpGgM5Hz9mDXesFplyJ4Sc9o77nYOoGLCsEhFdICHlY7CdD6mPfHoC1YmzH1BaDnX7Z2GuewvkJz9nUBGf/5AUaOVuCIDY53cOomLAskpENANCyn+F7XxSffQzE2eU0UgJ1B2fNQdzE/r/7tsuDro21Kc+D7Fm49ztLDVGCC6tFpW4G9aOki/6nYOoGLCsEhHNkFDqPjjO59Qdn02htBxwXKiP/p7pFsI8fOKgBIBHThwQj3Qfgbz5ViFa2v0NTIHgSIU1lYmMEvKf/M5CVAx4ghUR0SwIy/62cRFVd/z+l01yLDQcDpvvH3lJvf4xB8aGcaAsbtovvUKbowfVVNe6YJYNcfUNWnSuUid7jxXssjS3NtU0ZAE8BGCX31mIigHLKhHRLAnb/pqJRFpEOPL79+zbNuljnuk7IRYvWaHghoDM7Ee1io6VkLfchpQQ5qFjr6B3Ijnra17sYpaD62qbTV86JTYPdPmSodR2saYy4dlS/aEvAYiKEMsqEVEBCNv5fNbzbmuOltYdS46e9fcj2TQmchnP3XS1Mi/8CphpuaysgrzlPRp1DeLpoV6xdbC7cCu1F6n6cAxvTjR5VW5YmQOv6PbmVrW0pMz7/rG9arpHoxaCFAJvrl+UBvB1AP60ZaIiJIzhNGkiokIwxrx7KJP+++8d2Bmd7O87y+L4raoGrWxHwsvDDA1oc3g/zMu7JU4eBc7189h2IK75LS0vvUIeTo6ZR7sOivw8Fq1iFJIWPtCy1CuzQ0pvfU6bzU9LjI4AoTDkrR/QuqVNPNR1WBxLnprzLDHbwTtbOpKltrvZVdbbAaTm/EmJLhIsq0REhSMyXn7P412Hl+09NXjOB1aHImiJlmNxSalJ2C4khDD79nhmz05lDu8HIlGIyiqgsgqortFy1Xo5DuM91HVI9afZc85ncawCb6ttNdi3R+tHf6iQzZz1GLHhTUbeeIt4frgXz/afnLMsi0rKcXPT4gkpxJdtqf4KPHOM6IKwrBIRFdZ1yVz20bv2bY/oC/j52hiJYV28Fi12SNuhsEQ+h3w+7yW1hyGdVwdGh7F7pH8OY188bqpvM8tKyoT+8b8Ys2vLuYd61TdBffhOvJwaM//WdaigA8AEgCsTzbm18cSYLdXbAfyqkNcnWihYVomICizj5Z/6Ve+Jq3YM9XD66TyKKAsfaun0oum09B64W2Cwb3ofWFkFdftnzAkvb35wfF9BRjpGLRtvb+5IVrqhHa6ybgXAVxpEM8Q5q0REBeYq6/evSDSmHcl7n+aLBPCR1uU6cuSg8L711ekXVQAYGoD3938jGksrZG140u3GF6QpWoqPLFkzURUKf91V1jVgUSWaFZZVIqLC2wXgxxur6vJ+B1ko3tfS6bmD/dD/fJ9E/sK/7GLT1d5oatzrmeUIsFUVNfqdLR0jIWXdYkv1JwC8WV2QiFhWiYjmgqusP7ykqi4XtWy/o1z0rq9tMQkhpX7gbomZTEiobYBcu1H988nZHdjQGC3FtXUtSVuqjQCemM21iOg1LKtERHPjqDG4+001TWffhk4Fs6y8CmtKK4X3D98RM5pdKwTkrR/Qe0aHzUh25oc1lNou3tG8dEIJ+S4AB2Z8ISI6C8sqEdEccZT6Ymd5PF/uhPyOclGqDkVwU00zVeeZlAAACm9JREFU9L/cD/T3zOgaYt1lxistxc+6D8/4ZjhbSvxOa2dKCfkFKcTjM70OEU2OZZWIaO4MCoi/uKa2hYNR58D7GpdovfkpbfbumdkFlAX55pvF4wNds/pd+NbGJRNRy/mRJeXXZ3MdIpocyyoR0RyypPx6U0lpqjES8zvKRWc4lzVi6QrAcWf08WL9JpMW8F4eGZhxhqWlcTRES084St0ODvsnmhMsq0REcytlC/l7Nza0JTl0tbDuO/qyGo3FjPzwnRqWNb0PckMQy1ZB3vp+T97wVvFE/8kZ31QlIXBtXUvSVerTALg3mWiO8FAAIqK5JzJe/vlf9h7fsHOol521gCSAj7Wt9KK93ULfd5eEnnxSlFh1iRGXX2NEda3MZtPesVxG7RzqxbHk6Iyfe3VFjbmqtnmzq6w3zfgiRHReLKtERPNjddbzNv/tvu3htMfxq4VkQeLj7St06PgR6O/fI2HeML4qXg115+fw3FAvdgz2Iq1n//W3hMQnOy+ZCCnrKgBbZ31BIpoStwEQEc2PXQAeuDLBUVaFlofG3x3eI7PNiyDf9QEPOHPxWt78O97h1JjZ3H+yIEUVAC6trvfE6VmqLKpEc4xllYhonjhK/Zdl5VXZqlDE7ygXnazW+LtDL0lvcacQt7xbQyqgpQ3ypncaNDbLn5w8WLDtF83RMqyvqhtzlfWpQl2TiKbGbQBERPNIG/PpvonkVx84tHv2h9DTWaKWjY8tWmGUZQmdzeqefFY8N9AtjiVPFeT6MdvB7y5ePeEq62YATxbkokR0TiyrRETzS2U97+Wfdx9Z/NJIP2+2mgOOlIhYDmZzItVklBD4YPuqZLkT+rIl5VcKenEimhK3ARARzS/PUeq26+ta06X2zOaD0rlltS54UQWAN9cvSsds50lLyq8W/OJENCWWVSKi+bdLCvHltzUt4ezVIrGyotosLY33ucp6Pzj8n2hesawSEfnAkvKrFW7olfVVdZMPBqXASISjuK6uNeUodROAMb/zEC00LKtERP7wXGXddnlNY5rTAYKrMRLDu1uXT0ghPwDgZb/zEC1ELKtERP45IoX47C1NS5NKcENA0LTHKnBra2fSkvIWJcTDfuchWqhYVomIfKSE/F7Esp65MtGc9TsLvWZFebW5uWnxKVuqa6UQT/idh2ghY1klIvKXcZX14dWVNanGaKnfWQjAxqr6/PX1rQO2VJcC2OJ3HqKFjmWViMh/A0rID/124+KU30EWumtqW7KXVTecsKVaB2Cf33mICLD8DkBERIAU4mcllh32O8dCJQDc1Lg43Rar2O8odS2AIZ8jEdGrWFaJiIIhZwAjhRCaJwvOK0sIvL25I1UXKdniKnUzgKTfmYjoNdwGQEQUEMaYnCX4Y3k+uVLhPYtWpOoiscdcZd0AFlWiwOFPRSKigNAwGUvyx/J8iVo23t++Mlnphu91lboNQM7vTER0Nm4DICIKCGOQtbmyOi+qQhHc1rpswpbyq7ZUXwaPUCUKLJZVIqKA0DBprqzOvbZYOW5uXJKypLxDCvFPfuchonNjWSUi8l9p1vO+KIWoznh5v7Nc1NbH67w3JRrHbKluAvC833mI6PxYVomIfOQZ/RZtzD8dHBt2nu456ibz3DY5FyQEbmhYlFlaGj9pS3U9gKN+ZyKi6WFZJSLykYCoH8qkrJ+eOMAZq3PElQrvaOlIVYciLzhKvQPAqN+ZiGj6uDmKiMhHUoj7Kpxwsj5S4neUi9Ly8mp8rGPdRE0o+veusm4EiypR0WFZJSLyV86S8k+vTDSP+x3kYlIdiuBD7auS19W1vBRS1jWOUp8FwA3BREVIGJ6UQkTkNzervZM/PPxSvGeCM+lnw5UKV9U2Z5aVV2WlEJ9XQt4NQPudi4hmjiurRET+y1hCfvGKRDOb6gxZQmBVRY35eMe6ic6yqgdsqVqVkHeBRZWo6HFllYgoGEI57fXcd+DFsuFs2u8sRaMhEsPKipr00rJK4RmzJaSsPwCw1e9cRFQ4nAZARBQM6bzWx8OWzbJ6HuVOCMvLq7xVlYm0JcSAJeW3lJD32cBJv7MRUeGxrBIRBYfku12TCymFpWVVWFOZGCt3XGMM7neUugvADvCoVKKLGssqEVFw8D4CAFVuGOur6idKHTdbYtmIWLZjSWnltH4spKxvAfh3ADw9gWiBYFklIgoOUUxLhAJA3A2jJlwCKYDB9AQGMink9PnvaQophbZYBcZzOXRPjJ3xMTc2tI/XhqPfEUI8BaDr1f/6lJLeXH0uRBRcLKtERIEhYAnhd4jfaIqWYk1lIpUIR/OjuawZyUy4I9lMqNRxMw2RWLrCCUXyRg9ogy1CIANgrS1lS9rLZwbSE7onNV4ykEnJgXQKw5k0DAyaS8qwpjKRai0pV3mjnzEGNY6UnSO5TPro2Eh4NJex4254QgjxX8G5qEQETgMgIgqMvNZf6Esnv3BobNh+ob/Lly0BZbaLFRXV3urKREYJ0WNL9Q0pxNMAGgC05LVuV0IcF0JsBbAdZ58IpQC0A1jlGb0m63mbpBArLSmrPW3yGuaoc/qaDwAYfvVjQgA2amOuzXj5mxyl/p8S8v75+pyJKNhYVomIgiOGV8vfS8P96X87eTA0H09qS4klpXGsjSfGqtyI0Mbc7yj1bZy+ealQwgCqABwv4DWJaAFgWSUiChBtzHVSiJ6M5927f3Rw5c9OHnIL/RxSCFQ6YVSHI2gtKZ9YUlop80Y/F1LWNwA8CiBb6OckIpopllUiomAqyXjeM/tODS77966ZF1ZbStSGS1AdiqA2XJKqDZfkY44TyWvdq43Z6SrriVffku8pYHYiooJhWSUiCq5YxvN+mTe6Pevl81ntYddQX+zF4b5p7WddWVFtrqltSWtjDighNztKvQBgJ4A9AFJzmpyIqEBYVomIgs0B0IbT+1njWc/79iunBmp/3nXE1VPMwq8JRfGWxvZkqe0cdJX1ERR27ykR0bxiWSUiKi6lGS//0GBm4rKHju6NpL3XpjuFlMJViZZMZ3k8o4T8z1KI7wE4/9BTIqIAY1klIio+Kut5X/GM/tR4LptzlBK2VNKRytHG3Oso9Ud4bSwUEVFRY1klIipe6wFEcHrc1ShOF9QRXxMRERUYyyoRERERBZYvJ6QQEREREU0HyyoRERERBRbLKhEREREFFssqEREREQUWyyoRERERBRbLKhEREREFFssqEREREQUWyyoRERERBRbLKhEREREFFssqEREREQUWyyoRERERBRbLKhEREREFFssqEREREQUWyyoRERERBRbLKhEREREFFssqEREREQUWyyoRERERBRbLKhEREREFFssqEREREQUWyyoRERERBRbLKhEREREFFssqEREREQUWyyoRERERBRbLKhEREREFFssqEREREQUWyyoRERERBRbLKhEREREFFssqEREREQUWyyoRERERBRbLKhEREREFFssqEREREQUWyyoRERERBRbLKhEREREFFssqEREREQUWyyoRERERBRbLKhEREREFFssqEREREQUWyyoRERERBRbLKhEREREF1v8H9lOx6bEfQsgAAAAASUVORK5CYII=\n", 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\n", + "image/png": 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\n", 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" ] @@ -261,7 +261,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Defining adjacency\n", + "## Defining adjacency\n", "\n", "The key in toplogical coloring is the definition of adjacency, to understand which features are neighboring and could not share the same color. `mapclassify.greedy` comes with several methods of defining it. Binary spatial weights denoting adjacency are then stored as libpysal's weight objects." ] @@ -297,7 +297,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -320,11 +320,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## libpysal adjacency\n", + "### libpysal adjacency\n", "\n", "The most performant way of generating spatial weights is using libpysal contiguity weights. As they are based on the shared nodes or edges, dataset needs to be topologically correct. Neighboring polygons needs to share vertices and edges, otherwise their relationship will not be captured.\n", "\n", - "### Rook\n", + "#### Rook\n", "\n", "There are two ways how to define contiguity weights - `rook` and `queen`. Rook identifies two objects as neighboring only if they share at least on edge - line between two shared points. Use rook if you do not mind two polygons touching by hteir corners having the same color:" ] @@ -336,7 +336,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -355,7 +355,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Queen\n", + "#### Queen\n", "\n", "The default option in `greedy` is `queen` adjacency. That identifies two objects as neighboring if they share at least one point. It ensures that even poygons sharing only one corner will not share a color:" ] @@ -367,7 +367,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOcAAADnCAYAAADl9EEgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAFe0lEQVR4nO3cMXED2xZE0R7PR2AQigTAKIzFZQIuE3AZi1EYgCKBMAPp/uClL5ujeh2sBeBUJ1s1ie621loB6jz91wOAfydOKCVOKCVOKCVOKCVOKCVOKCVOKCVOKCVOKCVOKCVOKCVOKCVOKCVOKDUS5/RfQm/rPnpvcl/ztqR7X/O2ZH7fUf+bOLJtW67X68SpJMnpdMrX5Xfs3vv5ZWxf87ake1/ztuQx+47wWQulxAmlxAmlxAmlxAmlxAmlxAmlxAmlxAmlxAmlxAmlxAmlxAmlxAmlxAmlxAmlxAmlxAmltjXwEMtaK9u2TexJ8s9bLvs297sxua95W9K9r3lbMr/v6L2ROJPk8+cycSZJ8vF6Tv7exu7l+XtsX/O2pHtf87bkMfuO8FkLpcQJpcQJpcQJpcQJpcQJpcQJpcQJpcQJpcQJpcQJpcQJpcQJpcQJpcQJpcQJpcQJpcQJpUaeKbndV/anubdc1rpl2/axe5P7mrcl3fuatyXz+7JuyYF7Y28IfV1+J84kSd7PL7ler2P3TqfT2L7mbUn3vuZtyWP2HeGzFkqJE0qJE0qJE0qJE0qJE0qJE0qJE0qJE0qJE0qJE0qJE0qJE0qJE0qJE0qJE0qJE0qJE0rNvCG07tm3uc7XWtm2ubdhJvc1b0u69zVvS+b3Hb039oZQ/t5GziRJnr/z+XMZO/fxep7b17wt6d7XvC15zL4DfNZCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCqZGXENa6Zdv2iT1Jktt9ZX+afC5ibl/ztqR7X/O2ZH7f0Xtjz5Rcr9eJM0mS0+mUr8vv2L3388vYvuZtSfe+5m3JY/Yd4bMWSokTSokTSokTSokTSokTSokTSokTSokTSokTSokTSokTSokTSokTSokTSokTSokTSokTSg29IbSybYNvr6x79m3ud2NyX/O2pHtf87Zkft/Re2NvCH3+XCbOJEk+Xs/J39vYvTx/j+1r3pZ072veljxm3xE+a6GUOKGUOKGUOKGUOKGUOKGUOKGUOKGUOKGUOKGUOKGUOKGUOKGUOKGUOKGUOKGUOKGUOKHUyDMlt/vK/jT3lstat2zbPnZvcl/ztqR7X/O2ZH5f1i05cG/sDaGvy+/EmSTJ+/kl1+t17N7pdBrb17wt6d7XvC15zL4jfNZCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCKXFCqZk3hNY9+zbX+Vor2zb3NszkvuZtSfe+5m3J/L6j98beEMrf28iZJMnzdz5/LmPnPl7Pc/uatyXd+5q3JY/Zd4DPWiglTiglTiglTiglTiglTiglTiglTiglTiglTiglTiglTiglTiglTiglTiglTiglTig18hLCWrds2z6xJ0lyu6/sT5PPRczta96WdO9r3pbM7zt6b+yZkuv1OnEmSXI6nfJ1+R27935+GdvXvC3p3te8LXnMviN81kIpcUIpcUIpcUIpcUIpcUIpcUIpcUIpcUIpcUIpcUIpcUIpcUIpcUIpcUIpcUIpcUIpcUKpoTeEVrZt8O2Vdc++zf1uTO5r3pZ072velszvO3pv7A2h/L2NnEmSPH/n8+cydu7j9Ty3r3lb0r2veVvymH0H+KyFUuKEUuKEUuKEUuKEUuKEUuKEUuKEUuKEUuKEUuKEUuKEUuKEUuKEUuKEUuKEUuKEUuKEUjPPlKxbsu0Dc/5xu6/sT3Nvw6x1yza0r3lb0r2veVsyv+/ovbk3hIBRPmuhlDihlDihlDihlDihlDihlDihlDihlDihlDihlDihlDihlDihlDihlDih1P8BDjPNXPQ6gnAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -386,7 +386,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Intersection-based adjacency\n", + "### Intersection-based adjacency\n", "\n", "As noted above, if the topology of the dataset is not ideal, libpysal might not identify two visually neighboring features as neighbors. `greedy` can use intersection-based algorithm using GEOS intersection to define if two features intersects in any way. They do not have to share any points. Naturally, such an approach is significantly slower (details below), but it can provide correct adjacency when libpysal fails.\n", "\n", @@ -400,7 +400,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -429,7 +429,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ "
" ] @@ -448,11 +448,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Reusing spatial weights\n", + "### Reusing spatial weights\n", "\n", "Passing `libpysal.weights.W` object to `sw`, will skip generating spatial weights and use the passed object instead. That will improve the performance if one intends to repeate the coloring multiple times. In that case, weights should be denoted using GeodataFrame's index.\n", "\n", - "## Performance\n", + "### Performance\n", "\n", "The difference in performance of libpysal and GEOS-based method is large, so it is recommended to use libpysal if possible. Details of comparison between all methods are below:" ] @@ -467,55 +467,55 @@ "output_type": "stream", "text": [ "10\n", - "rook: 0.010629653930664062 s; 2 colors\n", - "queen: 0.008125066757202148 s; 4 colors\n", - "geos: 0.17603907585144044 s; 4 colors\n", - "dist1: 0.373396635055542 s; 10 colors\n", + "rook: 0.012784147262573242 s; 2 colors\n", + "queen: 0.005277395248413086 s; 4 colors\n", + "geos: 0.09882774353027343 s; 4 colors\n", + "dist1: 0.13624219894409179 s; 10 colors\n", "20\n", - "rook: 0.03492302894592285 s; 2 colors\n", - "queen: 0.02471184730529785 s; 4 colors\n", - "geos: 0.8345804691314698 s; 4 colors\n", - "dist1: 0.975474739074707 s; 10 colors\n", + "rook: 0.014943456649780274 s; 2 colors\n", + "queen: 0.013994264602661132 s; 4 colors\n", + "geos: 0.39907083511352537 s; 4 colors\n", + "dist1: 0.547985029220581 s; 10 colors\n", "30\n", - "rook: 0.05426702499389648 s; 2 colors\n", - "queen: 0.05645356178283691 s; 4 colors\n", - "geos: 1.6052316188812257 s; 4 colors\n", - "dist1: 2.6442392349243162 s; 10 colors\n", + "rook: 0.045798969268798825 s; 2 colors\n", + "queen: 0.03402729034423828 s; 4 colors\n", + "geos: 0.9942648410797119 s; 4 colors\n", + "dist1: 1.3713165283203126 s; 10 colors\n", "40\n", - "rook: 0.1562112331390381 s; 2 colors\n", - "queen: 0.1150820255279541 s; 4 colors\n", - "geos: 3.640325117111206 s; 4 colors\n", - "dist1: 4.345052194595337 s; 10 colors\n", + "rook: 0.07214193344116211 s; 2 colors\n", + "queen: 0.06085910797119141 s; 4 colors\n", + "geos: 1.7829225063323975 s; 4 colors\n", + "dist1: 2.3820394039154054 s; 10 colors\n", "50\n", - "rook: 0.15938115119934082 s; 2 colors\n", - "queen: 0.17081398963928224 s; 4 colors\n", - "geos: 5.137907934188843 s; 4 colors\n", - "dist1: 7.352173948287964 s; 10 colors\n", + "rook: 0.11196293830871581 s; 2 colors\n", + "queen: 0.10349822044372559 s; 4 colors\n", + "geos: 2.5976396560668946 s; 4 colors\n", + "dist1: 3.596402406692505 s; 10 colors\n", "60\n", - "rook: 0.2888077735900879 s; 2 colors\n", - "queen: 0.2883206844329834 s; 4 colors\n", - "geos: 7.147716856002807 s; 4 colors\n", - "dist1: 12.41259412765503 s; 10 colors\n", + "rook: 0.1528311252593994 s; 2 colors\n", + "queen: 0.1566312789916992 s; 4 colors\n", + "geos: 3.7294684410095216 s; 4 colors\n", + "dist1: 5.268119859695434 s; 10 colors\n", "70\n", - "rook: 0.467680025100708 s; 2 colors\n", - "queen: 0.5138104915618896 s; 4 colors\n", - "geos: 10.412673711776733 s; 4 colors\n", - "dist1: 13.474950981140136 s; 10 colors\n", + "rook: 0.21897730827331544 s; 2 colors\n", + "queen: 0.2062161922454834 s; 4 colors\n", + "geos: 5.2663861274719235 s; 4 colors\n", + "dist1: 7.211857843399048 s; 10 colors\n", "80\n", - "rook: 0.5936912059783935 s; 2 colors\n", - "queen: 0.6310461521148681 s; 4 colors\n", - "geos: 14.43592619895935 s; 4 colors\n", - "dist1: 24.51060633659363 s; 10 colors\n", + "rook: 0.2827901840209961 s; 2 colors\n", + "queen: 0.2973599433898926 s; 4 colors\n", + "geos: 6.945807266235351 s; 4 colors\n", + "dist1: 10.106542253494263 s; 10 colors\n", "90\n", - "rook: 0.84854154586792 s; 2 colors\n", - "queen: 0.6901518821716308 s; 4 colors\n", - "geos: 26.91013436317444 s; 4 colors\n", - "dist1: 37.324790477752686 s; 10 colors\n", + "rook: 0.3535776138305664 s; 2 colors\n", + "queen: 0.33614187240600585 s; 4 colors\n", + "geos: 8.633152198791503 s; 4 colors\n", + "dist1: 12.608657598495483 s; 10 colors\n", "100\n", - "rook: 0.9397786140441895 s; 2 colors\n", - "queen: 1.0200706005096436 s; 4 colors\n", - "geos: 21.110299921035768 s; 4 colors\n", - "dist1: 36.16291885375976 s; 10 colors\n" + "rook: 0.44251093864440916 s; 2 colors\n", + "queen: 0.4285282611846924 s; 4 colors\n", + "geos: 10.92662205696106 s; 4 colors\n", + "dist1: 15.187224531173706 s; 10 colors\n" ] } ], @@ -570,13 +570,13 @@ { "data": { "text/plain": [ - "([,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ],\n", + "([,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " 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\n", 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\n", 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" ] @@ -667,7 +667,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Comparison of strategies\n", + "## Comparison of strategies\n", "\n", "Different coloring strategies lead to different results, but also have different performance. It all depends on preferences, what is the goal. \n", "\n", @@ -937,9 +937,9 @@ ], "metadata": { "kernelspec": { - "display_name": "geo_dev", + "display_name": "Python 3", "language": "python", - "name": "geo_dev" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -951,7 +951,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.7.6" } }, "nbformat": 4, diff --git a/notebooks/plot.ipynb b/docsrc/notebooks/05_plot.ipynb similarity index 100% rename from notebooks/plot.ipynb rename to docsrc/notebooks/05_plot.ipynb diff --git a/docsrc/tutorial.rst b/docsrc/tutorial.rst new file mode 100644 index 00000000..708ee3c5 --- /dev/null +++ b/docsrc/tutorial.rst @@ -0,0 +1,12 @@ +Tutorial +======== + +.. toctree:: + :maxdepth: 1 + :caption: Contents: + + notebooks/01_maximum_breaks.ipynb + notebooks/02_legends.ipynb + notebooks/03_pooled.ipynb + notebooks/04_Greedy_coloring.ipynb + diff --git a/notebooks/01_maximum_breaks.ipynb b/notebooks/01_maximum_breaks.ipynb new file mode 100644 index 00000000..7703ae86 --- /dev/null +++ b/notebooks/01_maximum_breaks.ipynb @@ -0,0 +1,580 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Introduction to mapclassify\n", + "\n", + "`mapclassify` implements a family of classification schemes for choropleth maps. \n", + "Its focus is on the determination of the number of classes, and the assignment of observations to those classes.\n", + "It is intended for use with upstream mapping and geovisualization packages (see [geopandas](https://geopandas.org/mapping.html) and [geoplot](https://residentmario.github.io/geoplot/user_guide/Customizing_Plots.html) for examples) that handle the rendering of the maps.\n", + "\n", + "In this notebook, the basic functionality of mapclassify is presented." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.3.0'" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mapclassify as mc\n", + "mc.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example data\n", + "mapclassify contains a built-in dataset for employment density for the 58 California counties." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "y = mc.load_example()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Basic Functionality\n", + "All classifiers in `mapclassify` have a common interface and afford similar functionality. We illustrate these using the `MaximumBreaks` classifier.\n", + "`MaximumBreaks` requires that the user specify the number of classes `k`. Given this, the logic of the classifier is to sort the observations in ascending order and find the difference between rank adjacent values. The class boundaries are defined as the $k-1$ largest rank-adjacent breaks in the sorted values." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MaximumBreaks \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 228.49] | 52\n", + "( 228.49, 546.67] | 4\n", + "( 546.67, 2417.15] | 1\n", + "(2417.15, 4111.45] | 1" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.MaximumBreaks(y, k=4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The classifier returns an instance of `MaximumBreaks` that reports the resulting intervals and counts. The first class has closed lower and upper bounds: \n", + "`[ 0.13, 228.49]`, with `0.13` being the minimum value in the dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.13" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y.min()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Subsequent intervals are open on the lower bound and closed on the upper bound. The fourth class has the maximum value as its closed upper bound:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4111.45" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y.max()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Assigning the classifier to an object let's us inspect other aspects of the classifier:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "mb4 = mc.MaximumBreaks(y, k=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MaximumBreaks \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 228.49] | 52\n", + "( 228.49, 546.67] | 4\n", + "( 546.67, 2417.15] | 1\n", + "(2417.15, 4111.45] | 1" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `bins` attribute has the upper bounds of the intervals:" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 228.49 , 546.675, 2417.15 , 4111.45 ])" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.bins" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and `counts` reports the number of values falling in each bin:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([52, 4, 1, 1])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.counts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The specific bin (i.e. label) for each observation can be found in the `yb` attribute:" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 1, 0, 1, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.yb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Changing the number of classes\n", + "Staying the the same classifier, the user can apply the same classification rule, but for a different number of classes:" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MaximumBreaks \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 146.00] | 50\n", + "( 146.00, 228.49] | 2\n", + "( 228.49, 291.02] | 1\n", + "( 291.02, 350.21] | 2\n", + "( 350.21, 546.67] | 1\n", + "( 546.67, 2417.15] | 1\n", + "(2417.15, 4111.45] | 1" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.MaximumBreaks(y, k=7)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "mb7 = mc.MaximumBreaks(y, k=7)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 146.005, 228.49 , 291.02 , 350.21 , 546.675, 2417.15 ,\n", + " 4111.45 ])" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.bins" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([50, 2, 1, 2, 1, 1, 1])" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.counts" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([3, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 5, 0, 0, 0, 1, 0, 0, 0, 6, 0, 0, 3, 0, 2, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.yb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One additional attribute to mention here is the `adcm` attribute:" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "727.3200000000002" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb7.adcm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`adcm` is a measure of fit, defined as the mean absolute deviation around the class median. " + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1181.4900000000002" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mb4.adcm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `adcm` can be expected to decrease as $k$ increases for a given classifier. Thus, if using as a measure of fit, the `adcm` should only be used to compare classifiers defined on the same number of classes." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Next Steps\n", + "`MaximumBreaks` is but one of many classifiers in `mapclassify`:" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('BoxPlot',\n", + " 'EqualInterval',\n", + " 'FisherJenks',\n", + " 'FisherJenksSampled',\n", + " 'HeadTailBreaks',\n", + " 'JenksCaspall',\n", + " 'JenksCaspallForced',\n", + " 'JenksCaspallSampled',\n", + " 'MaxP',\n", + " 'MaximumBreaks',\n", + " 'NaturalBreaks',\n", + " 'Quantiles',\n", + " 'Percentiles',\n", + " 'StdMean',\n", + " 'UserDefined')" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.classifiers.CLASSIFIERS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To learn more about an individual classifier, introspection is available:" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mInit signature:\u001b[0m \u001b[0mmc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mMaximumBreaks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmindiff\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDocstring:\u001b[0m \n", + "Maximum Breaks Map Classification\n", + "\n", + "Parameters\n", + "----------\n", + "y : array\n", + " (n, 1), values to classify\n", + "\n", + "k : int\n", + " number of classes required\n", + "\n", + "mindiff : float\n", + " The minimum difference between class breaks\n", + "\n", + "Attributes\n", + "----------\n", + "yb : array\n", + " (n, 1), bin ids for observations\n", + "bins : array\n", + " (k, 1), the upper bounds of each class\n", + "k : int\n", + " the number of classes\n", + "counts : array\n", + " (k, 1), the number of observations falling in each class (numpy\n", + " array k x 1)\n", + "\n", + "Examples\n", + "--------\n", + ">>> import mapclassify as mc\n", + ">>> cal = mc.load_example()\n", + ">>> mb = mc.MaximumBreaks(cal, k = 5)\n", + ">>> mb.k\n", + "5\n", + ">>> mb.bins\n", + "array([ 146.005, 228.49 , 546.675, 2417.15 , 4111.45 ])\n", + ">>> mb.counts\n", + "array([50, 2, 4, 1, 1])\n", + "\u001b[0;31mFile:\u001b[0m ~/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py\n", + "\u001b[0;31mType:\u001b[0m type\n", + "\u001b[0;31mSubclasses:\u001b[0m \n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mc.MaximumBreaks?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more comprehensive appliciations of `mapclassify` the interested reader is directed to the chapter on [choropleth mapping](https://geographicdata.science/book/notebooks/05_choropleth.html) in [Rey, Arribas-Bel, and Wolf (2020) \"Geographic Data Science with PySAL and the PyData Stack”](https://geographicdata.science/book)." + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/02_legends.ipynb b/notebooks/02_legends.ipynb new file mode 100644 index 00000000..ac30901d --- /dev/null +++ b/notebooks/02_legends.ipynb @@ -0,0 +1,241 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Legends in mapclassify\n", + "\n", + "mapclassify allows for user defined formatting of legends" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.3.0'" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mapclassify\n", + "mapclassify.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "cal = mapclassify.load_example()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "q6 = mapclassify.Quantiles(cal, k=6)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 1.16] | 10\n", + "( 1.16, 3.38] | 10\n", + "( 3.38, 9.36] | 9\n", + "( 9.36, 24.32] | 10\n", + "( 24.32, 70.78] | 9\n", + "( 70.78, 4111.45] | 10" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The default is to use two decimal places for this dataset.\n", + "If the user desires a list of strings with these values, the `get_legend_classes` method can be called\n", + "which will return the strings with the default format:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['[ 0.13, 1.16]',\n", + " '( 1.16, 3.38]',\n", + " '( 3.38, 9.36]',\n", + " '( 9.36, 24.32]',\n", + " '( 24.32, 70.78]',\n", + " '( 70.78, 4111.45]']" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6.get_legend_classes()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To set the legends to integers, an option can be passed into the method:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['[ 0, 1]',\n", + " '( 1, 3]',\n", + " '( 3, 9]',\n", + " '( 9, 24]',\n", + " '( 24, 71]',\n", + " '( 71, 4111]']" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6.get_legend_classes(fmt=\"{:.0f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that this does not change the original object:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "--------------------------\n", + "[ 0.13, 1.16] | 10\n", + "( 1.16, 3.38] | 10\n", + "( 3.38, 9.36] | 9\n", + "( 9.36, 24.32] | 10\n", + "( 24.32, 70.78] | 9\n", + "( 70.78, 4111.45] | 10" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The format can be changed on the object by calling the `set_fmt` method:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "--------------------\n", + "[ 0, 1] | 10\n", + "( 1, 3] | 10\n", + "( 3, 9] | 9\n", + "( 9, 24] | 10\n", + "( 24, 71] | 9\n", + "( 71, 4111] | 10" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q6.set_fmt(fmt=\"{:.0f}\")\n", + "q6" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/03_pooled.ipynb b/notebooks/03_pooled.ipynb new file mode 100644 index 00000000..2adca6a1 --- /dev/null +++ b/notebooks/03_pooled.ipynb @@ -0,0 +1,1212 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pooled Classification\n", + "\n", + "A common workflow with longitudinal spatial data is to apply the same classification scheme to an attribute over different time periods. More specifically, one would like to keep the class breaks the same over each period and examine how the mass of the distribution changes over these classes in the different periods.\n", + "\n", + "The `Pooled` classifier supports this workflow." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import mapclassify as mc" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sample Data\n", + "We construct a synthetic dataset composed of 20 cross-sectional units at three time points. Here the mean of the series is increasing over time." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "n = 20\n", + "data = np.array([np.arange(n)+i*n for i in range(1,4)]).T" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 3)" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[20, 40, 60],\n", + " [21, 41, 61],\n", + " [22, 42, 62],\n", + " [23, 43, 63],\n", + " [24, 44, 64],\n", + " [25, 45, 65],\n", + " [26, 46, 66],\n", + " [27, 47, 67],\n", + " [28, 48, 68],\n", + " [29, 49, 69],\n", + " [30, 50, 70],\n", + " [31, 51, 71],\n", + " [32, 52, 72],\n", + " [33, 53, 73],\n", + " [34, 54, 74],\n", + " [35, 55, 75],\n", + " [36, 56, 76],\n", + " [37, 57, 77],\n", + " [38, 58, 78],\n", + " [39, 59, 79]])" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Default: Quintiles\n", + "The default is to apply a [vec](https://en.wikipedia.org/wiki/Vectorization_(mathematics)) operator to the data matrix and treat the observations as a single collection. Here the quantiles of the pooled data are obtained." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "res = mc.Pooled(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[20.00, 31.80] | 12\n", + "(31.80, 43.60] | 8\n", + "(43.60, 55.40] | 0\n", + "(55.40, 67.20] | 0\n", + "(67.20, 79.00] | 0\n", + "\n", + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, 31.80] | 0\n", + "(31.80, 43.60] | 4\n", + "(43.60, 55.40] | 12\n", + "(55.40, 67.20] | 4\n", + "(67.20, 79.00] | 0\n", + "\n", + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, 31.80] | 0\n", + "(31.80, 43.60] | 0\n", + "(43.60, 55.40] | 0\n", + "(55.40, 67.20] | 8\n", + "(67.20, 79.00] | 12" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the class definitions are identical with the exception of the lower bound in the first period. Since the first period contains the minimum value in the pooled series, that value defines the closed lower bound in the first period. In subsequent periods, the local minimums are all greater than the closed upper bound on the first interval - in other words the local minimums are not contained in the first class for the second and third periods. Following the [policy in mapclassify](https://github.com/pysal/mapclassify/blob/master/mapclassify/classifiers.py#L94), the lower bounds for the second and third periods are both set to `-inf` to indicate that their minimum values are not contained in the first class." + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "res = mc.Pooled(data, k=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([15, 5, 0, 0])" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.col_classifiers[0].counts\n" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 0, 5, 15])" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.col_classifiers[-1].counts\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([15, 15, 15, 15])" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.global_classifier.counts\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[20.00, 34.75] | 15\n", + "(34.75, 49.50] | 5\n", + "(49.50, 64.25] | 0\n", + "(64.25, 79.00] | 0\n", + "\n", + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, 34.75] | 0\n", + "(34.75, 49.50] | 10\n", + "(49.50, 64.25] | 10\n", + "(64.25, 79.00] | 0\n", + "\n", + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, 34.75] | 0\n", + "(34.75, 49.50] | 0\n", + "(49.50, 64.25] | 5\n", + "(64.25, 79.00] | 15" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Extract the pooled classification objects for each column" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "c0, c1, c2 = res.col_classifiers" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[20.00, 34.75] | 15\n", + "(34.75, 49.50] | 5\n", + "(49.50, 64.25] | 0\n", + "(64.25, 79.00] | 0" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare to the unrestricted classifier for the first column" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[20.00, 24.75] | 5\n", + "(24.75, 29.50] | 5\n", + "(29.50, 34.25] | 5\n", + "(34.25, 39.00] | 5" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.Quantiles(c0.y, k=4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and the last column comparisions" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, 34.75] | 0\n", + "(34.75, 49.50] | 0\n", + "(49.50, 64.25] | 5\n", + "(64.25, 79.00] | 15" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c2" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[60.00, 64.75] | 5\n", + "(64.75, 69.50] | 5\n", + "(69.50, 74.25] | 5\n", + "(74.25, 79.00] | 5" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.Quantiles(c2.y, k=4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Non-default classifier: BoxPlot" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "res = mc.Pooled(data, classifier='BoxPlot', hinge=1.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled BoxPlot \n", + "\n", + " Interval Count\n", + "------------------------\n", + "( -inf, -9.50] | 0\n", + "( -9.50, 34.75] | 15\n", + "( 34.75, 49.50] | 5\n", + "( 49.50, 64.25] | 0\n", + "( 64.25, 108.50] | 0\n", + "\n", + "Pooled BoxPlot \n", + "\n", + " Interval Count\n", + "------------------------\n", + "( -inf, -9.50] | 0\n", + "( -9.50, 34.75] | 0\n", + "( 34.75, 49.50] | 10\n", + "( 49.50, 64.25] | 10\n", + "( 64.25, 108.50] | 0\n", + "\n", + "Pooled BoxPlot \n", + "\n", + " Interval Count\n", + "------------------------\n", + "( -inf, -9.50] | 0\n", + "( -9.50, 34.75] | 0\n", + "( 34.75, 49.50] | 0\n", + "( 49.50, 64.25] | 5\n", + "( 64.25, 108.50] | 15" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ -9.5 , 34.75, 49.5 , 64.25, 108.5 ])" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.col_classifiers[0].bins" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "c0, c1, c2 = res.col_classifiers" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2])" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c0.yb" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [], + "source": [ + "c00 = mc.BoxPlot(c0.y, hinge=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4])" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c00.yb" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "BoxPlot \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, -3.75] | 0\n", + "(-3.75, 24.75] | 5\n", + "(24.75, 29.50] | 5\n", + "(29.50, 34.25] | 5\n", + "(34.25, 62.75] | 5" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c00" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled BoxPlot \n", + "\n", + " Interval Count\n", + "------------------------\n", + "( -inf, -9.50] | 0\n", + "( -9.50, 34.75] | 15\n", + "( 34.75, 49.50] | 5\n", + "( 49.50, 64.25] | 0\n", + "( 64.25, 108.50] | 0" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Non-default classifier: FisherJenks" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "res = mc.Pooled(data, classifier='FisherJenks', k=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled FisherJenks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[20.00, 31.00] | 12\n", + "(31.00, 43.00] | 8\n", + "(43.00, 55.00] | 0\n", + "(55.00, 67.00] | 0\n", + "(67.00, 79.00] | 0\n", + "\n", + "Pooled FisherJenks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, 31.00] | 0\n", + "(31.00, 43.00] | 4\n", + "(43.00, 55.00] | 12\n", + "(55.00, 67.00] | 4\n", + "(67.00, 79.00] | 0\n", + "\n", + "Pooled FisherJenks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "( -inf, 31.00] | 0\n", + "(31.00, 43.00] | 0\n", + "(43.00, 55.00] | 0\n", + "(55.00, 67.00] | 8\n", + "(67.00, 79.00] | 12" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "FisherJenks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[20.00, 23.00] | 4\n", + "(23.00, 27.00] | 4\n", + "(27.00, 31.00] | 4\n", + "(31.00, 35.00] | 4\n", + "(35.00, 39.00] | 4" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c0, c1, c2 = res.col_classifiers\n", + "mc.FisherJenks(c0.y, k=5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Non-default classifier: MaximumBreaks\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[20, 40, 60],\n", + " [10, 10, 10],\n", + " [22, 42, 62],\n", + " [23, 43, 63],\n", + " [24, 44, 64],\n", + " [25, 45, 65],\n", + " [26, 46, 66],\n", + " [27, 47, 67],\n", + " [28, 48, 68],\n", + " [29, 49, 10],\n", + " [30, 50, 70],\n", + " [31, 51, 71],\n", + " [32, 52, 72],\n", + " [33, 53, 73],\n", + " [34, 54, 74],\n", + " [35, 55, 75],\n", + " [36, 56, 76],\n", + " [37, 57, 77],\n", + " [38, 58, 78],\n", + " [39, 59, 79]])" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[1, 0] = 10\n", + "data[1, 1] = 10\n", + "data[1, 2] = 10\n", + "data[9, 2] = 10\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "res = mc.Pooled(data, classifier='MaximumBreaks', k=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled MaximumBreaks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 15.00] | 1\n", + "(15.00, 21.00] | 1\n", + "(21.00, 41.00] | 18\n", + "(41.00, 61.00] | 0\n", + "(61.00, 79.00] | 0\n", + "\n", + "Pooled MaximumBreaks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 15.00] | 1\n", + "(15.00, 21.00] | 0\n", + "(21.00, 41.00] | 1\n", + "(41.00, 61.00] | 18\n", + "(61.00, 79.00] | 0\n", + "\n", + "Pooled MaximumBreaks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 15.00] | 2\n", + "(15.00, 21.00] | 0\n", + "(21.00, 41.00] | 0\n", + "(41.00, 61.00] | 1\n", + "(61.00, 79.00] | 17" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "c0, c1, c2 = res.col_classifiers" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled MaximumBreaks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 15.00] | 1\n", + "(15.00, 21.00] | 1\n", + "(21.00, 41.00] | 18\n", + "(41.00, 61.00] | 0\n", + "(61.00, 79.00] | 0" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c0" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Insufficient number of unique diffs. Breaks are random.\n" + ] + }, + { + "data": { + "text/plain": [ + "MaximumBreaks \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 15.00] | 1\n", + "(15.00, 21.00] | 1\n", + "(21.00, 22.50] | 1\n", + "(22.50, 28.50] | 6\n", + "(28.50, 39.00] | 11" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.MaximumBreaks(c0.y, k=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "res = mc.Pooled(data, classifier='UserDefined', bins=mc.Quantiles(data[:,-1]).bins)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 20\n", + "(62.80, 66.60] | 0\n", + "(66.60, 71.40] | 0\n", + "(71.40, 75.20] | 0\n", + "(75.20, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 20\n", + "(62.80, 66.60] | 0\n", + "(66.60, 71.40] | 0\n", + "(71.40, 75.20] | 0\n", + "(75.20, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 4\n", + "(62.80, 66.60] | 4\n", + "(66.60, 71.40] | 4\n", + "(71.40, 75.20] | 4\n", + "(75.20, 79.00] | 4" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 4\n", + "(62.80, 66.60] | 4\n", + "(66.60, 71.40] | 4\n", + "(71.40, 75.20] | 4\n", + "(75.20, 79.00] | 4" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.Quantiles(data[:,-1])" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([60, 10, 62, 63, 64, 65, 66, 67, 68, 10, 70, 71, 72, 73, 74, 75, 76,\n", + " 77, 78, 79])" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[:,-1]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pinning the pooling\n", + "\n", + "Another option is to specify a specific subperiod as the definition for the classes in the pooling.\n", + "\n", + "### Pinning to the last period\n", + "\n", + "As an example, we can use the quintles from the third period to defined the pooled classifier:" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [], + "source": [ + "pinned = mc.Pooled(data, classifier='UserDefined', bins=mc.Quantiles(data[:,-1]).bins)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 20\n", + "(62.80, 66.60] | 0\n", + "(66.60, 71.40] | 0\n", + "(71.40, 75.20] | 0\n", + "(75.20, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 20\n", + "(62.80, 66.60] | 0\n", + "(66.60, 71.40] | 0\n", + "(71.40, 75.20] | 0\n", + "(75.20, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 4\n", + "(62.80, 66.60] | 4\n", + "(66.60, 71.40] | 4\n", + "(71.40, 75.20] | 4\n", + "(75.20, 79.00] | 4" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pinned" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 62.80] | 44\n", + "(62.80, 66.60] | 4\n", + "(66.60, 71.40] | 4\n", + "(71.40, 75.20] | 4\n", + "(75.20, 79.00] | 4" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pinned.global_classifier" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Pinning to the first period" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "pinned = mc.Pooled(data, classifier='UserDefined', bins=mc.Quantiles(data[:,0]).bins)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pooled Classifier\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 23.80] | 4\n", + "(23.80, 27.60] | 4\n", + "(27.60, 31.40] | 4\n", + "(31.40, 35.20] | 4\n", + "(35.20, 39.00] | 4\n", + "(39.00, 79.00] | 0\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 23.80] | 1\n", + "(23.80, 27.60] | 0\n", + "(27.60, 31.40] | 0\n", + "(31.40, 35.20] | 0\n", + "(35.20, 39.00] | 0\n", + "(39.00, 79.00] | 19\n", + "\n", + "Pooled UserDefined \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[10.00, 23.80] | 2\n", + "(23.80, 27.60] | 0\n", + "(27.60, 31.40] | 0\n", + "(31.40, 35.20] | 0\n", + "(35.20, 39.00] | 0\n", + "(39.00, 79.00] | 18" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pinned" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the quintiles for the first period, by definition, contain all the values from that period, they do not bound the larger values in subsequent period. Following the [mapclassify policy](https://github.com/pysal/mapclassify/blob/master/mapclassify/classifiers.py#L569), an additional class is added to contain all values in the pooled series." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/04_Greedy_coloring.ipynb b/notebooks/04_Greedy_coloring.ipynb new file mode 100644 index 00000000..79ecdc70 --- /dev/null +++ b/notebooks/04_Greedy_coloring.ipynb @@ -0,0 +1,959 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Getting started with mapclassify.greedy\n", + "\n", + "Greedy or topological coloring (or sequential coloring) is a cartographic method of assigning colors to polygons (or other geoemtries, `mapclassify.greedy` supports all geometry types) in such a way, that no two adjacent polygons share the same color.\n", + "\n", + "`greedy` is a small toolkit within `mapclassify` providing such a functionality on top of GeoPandas GeoDataFrames. `mapclassify.greedy()` is all we need." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import geopandas as gpd\n", + "\n", + "from mapclassify import greedy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Few of `greedy`'s methods of coloring require either measuring of areas or distances. To obtain proper values, our GeoDataFrame needs to be in projected CRS. Let's use Africa and reproject it to 'ESRI:102022':" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n", + "africa = world.loc[world.continent == 'Africa']\n", + "africa = africa.to_crs('ESRI:102022')\n", + "ax = africa.plot(figsize=(12, 16), edgecolor='w')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Default\n", + "\n", + "The default usage of `greedy` is extremely simple. Greedy returns Series with color codes, so we can assign it directly as a new column of our GeoDataFrame:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1 1\n", + "2 0\n", + "11 0\n", + "12 1\n", + "13 4\n", + "Name: greedy_default, dtype: int64" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "africa['greedy_default'] = greedy(africa)\n", + "africa['greedy_default'].head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using resulting color codes as plotting categories gives us following plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = africa.plot('greedy_default', categorical=True, figsize=(12, 16), cmap='Set3', legend=True, edgecolor='w')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Strategies\n", + "\n", + "### Balanced\n", + "\n", + "Greedy offers several strategies of coloring. The default strategy is `balanced` based on `count` attempting to balance the number of features per each color. Other balanced modes are `area` (balance the area covered by each color), `distance` and `centroid` (both attemtps to balance the distance between colors). Each of them attempts to balance the color assignemnt according to different conditions and hence can result in a different number of colors." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "africa['greedy_area'] = greedy(africa, strategy='balanced', balance='area')\n", + "ax = africa.plot('greedy_area', categorical=True, figsize=(12, 16), cmap='Set3', legend=True, edgecolor='w')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Different modes of balancing within `balanced` strategy can be set using `balance` keyword." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "africa['greedy_distance'] = greedy(africa, strategy='balanced', balance='distance')\n", + "ax = africa.plot('greedy_distance', categorical=True, figsize=(12, 16), cmap='Set3', legend=True, edgecolor='w')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## NetworkX strategies\n", + "\n", + "On top of four modes of balanced coloring strategy, `greedy` offers all `networkx.greedy_coloring()` strategies, like `largest_first`:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "africa['greedy_largest_first'] = greedy(africa, strategy='largest_first')\n", + "ax = africa.plot('greedy_largest_first', categorical=True, figsize=(12, 16), cmap='Set3', legend=True, edgecolor='w')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Another strategy provided by networkX is `smallest_last`. All strategies provide different results. Check Comparison of strategies below for details." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "africa['greedy_s'] = greedy(africa, strategy='smallest_last')\n", + "ax = africa.plot('greedy_s', categorical=True, figsize=(12, 16), cmap='Set3', legend=True, edgecolor='w')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Greedy is variable in a way how to define adjacency and which coloring strategy to use. All options are described in this documentation together with comparison of their performance." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Defining adjacency\n", + "\n", + "The key in toplogical coloring is the definition of adjacency, to understand which features are neighboring and could not share the same color. `mapclassify.greedy` comes with several methods of defining it. Binary spatial weights denoting adjacency are then stored as libpysal's weight objects." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from time import time\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from shapely.geometry import Point\n", + "\n", + "sns.set()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For illustration purposes, let's generate a 10x10 mesh of squared polygons:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOcAAADnCAYAAADl9EEgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAADq0lEQVR4nO3cwW0cMRBFwVnL6RkOxnE4GEHprbROwDcO0U9gVQAffXnAXIaP1+v1uoCcH9MHAP8nTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkTosQJUeKEKHFC1C1xPj+/7pj5Fnvl2+p75dt27K163PWz9a8/73fMXNd1XR9/f2f3yrfV98q37dpb4bMWosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVG3PFPy/Py6fr7d13l5r3xbfa98W3HPG0KDW6ftlW/btbfCZy1EiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkTorwhNLh12l75tuKeN4QGt07bK9+2a2+Fz1qIEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRHlDaHDrtL3ybcU9bwgNbp22V75t194Kn7UQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcEOWZksGt0/bKtxX3PFMyuHXaXvm2XXsrfNZClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IcobQoNbp+2VbyvueUNocOu0vfJtu/ZW+KyFKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ3hAa3Ttsr31bc84bQ4NZpe+Xbdu2t8FkLUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChvCA1unbZXvq245w2hwa3T9sq37dpb4bMWosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6I8UzK4ddpe+bbinmdKBrdO2yvftmtvhc9aiBInRIkTosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0R5Q2hw67S98m3FPW8IDW6dtle+bdfeCp+1ECVOiBInRIkTosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTojyhtDg1ml75duKe7e9IQTcy2ctRIkTosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBD1D8sQ7SXHBMoeAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "polys = []\n", + "for x in range(10):\n", + " for y in range(10):\n", + " polys.append(Point(x, y).buffer(0.5, cap_style=3))\n", + "gdf = gpd.GeoDataFrame(geometry=polys)\n", + "ax = gdf.plot(edgecolor='w')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### libpysal adjacency\n", + "\n", + "The most performant way of generating spatial weights is using libpysal contiguity weights. As they are based on the shared nodes or edges, dataset needs to be topologically correct. Neighboring polygons needs to share vertices and edges, otherwise their relationship will not be captured.\n", + "\n", + "#### Rook\n", + "\n", + "There are two ways how to define contiguity weights - `rook` and `queen`. Rook identifies two objects as neighboring only if they share at least on edge - line between two shared points. Use rook if you do not mind two polygons touching by hteir corners having the same color:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOcAAADnCAYAAADl9EEgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAEXElEQVR4nO3csc3sVBhF0fPzOqAOCqAsRCGIsiiAOuhgngkQGZmvxZa8VgFXJ9kjJ/N9Xdd1Dcj54f8eAPw3cUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkTos7EeX2OPPOvz/X96Hsn95W3be195W3bA/tu+jr2Z+u/fjnyzLbtx9/3259/HHvu159+PrevvG1r7ytv257Zd4PPWogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkTosQJUeKEKHFClDghSpwQJU6IEidEHTlTcl2ffX19O7Fn2z+3XL59nfvdOLmvvG1r7ytv287vu/vesRtCb7kNU962tfeVt23P7LvDZy1EiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkToo6cKXnTbZjytq29r7xtO79v12e78d6xG0KvuQ1T3ra195W3bc/su8FnLUSJE6LECVHihChxQpQ4IUqcECVOiBInRIkTosQJUeKEKHFClDghSpwQJU6IEidEiROijpwpedNtmPK2rb2vvG07v+/ue8duCL3lNkx529beV962PbPvDp+1ECVOiBInRIkTosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBB15BLCm85PlLdt7X3lbdv5fbs+2433jp0pec35ifK2rb2vvG17Zt8NPmshSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcEHXkTMmbbsOUt23tfeVt2/l9d987dkPoLbdhytu29r7ytu2ZfXf4rIUocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkTosQJUeKEKHFC1JEzJW+6DVPetrX3lbdt5/ft+mw33jt2Q+g1t2HK27b2vvK27Zl9N/ishShxQpQ4IUqcECVOiBInRIkTosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocULUkTMlb7oNU962tfeVt23n991979gNobfchilv29r7ytu2Z/bd4bMWosQJUeKEKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6KOXEJ40/mJ8ratva+8bTu/b9dnu/HesTMlrzk/Ud62tfeVt23P7LvBZy1EiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkToo6cKXnTbZjytq29r7xtO7/v7nvHbgi95TZMedvW3lfetj2z7w6ftRAlTogSJ0SJE6LECVHihChxQpQ4IUqcECVOiBInRIkTosQJUeKEKHFClDghSpwQJU6IOnKm5E23Ycrbtva+8rbt/L5dn+3Ge8duCAFn+ayFKHFClDghSpwQJU6IEidEiROixAlR4oQocUKUOCFKnBAlTogSJ0SJE6L+BsSIsU2DfgGRAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf['rook'] = greedy(gdf, sw='rook', min_colors=2)\n", + "ax = gdf.plot('rook', edgecolor='w', categorical=True, cmap='Set3')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Queen\n", + "\n", + "The default option in `greedy` is `queen` adjacency. That identifies two objects as neighboring if they share at least one point. It ensures that even poygons sharing only one corner will not share a color:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf['queen'] = greedy(gdf, sw='queen', min_colors=2)\n", + "ax = gdf.plot('queen', edgecolor='w', categorical=True, cmap='Set3')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Intersection-based adjacency\n", + "\n", + "As noted above, if the topology of the dataset is not ideal, libpysal might not identify two visually neighboring features as neighbors. `greedy` can use intersection-based algorithm using GEOS intersection to define if two features intersects in any way. They do not have to share any points. Naturally, such an approach is significantly slower (details below), but it can provide correct adjacency when libpysal fails.\n", + "\n", + "To make `greedy` to use this algorithm, one just needs to define `min_distance`. If it is set to 0, it behaves similarly to `queen` contiguity, just capturing all intersections:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf['geos'] = greedy(gdf, min_distance=0, min_colors=2)\n", + "ax = gdf.plot('geos', edgecolor='w', categorical=True, cmap='Set3')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`min_distance` also sets the minimal distance between colors. To do that, all features within such a distance are identified as neighbors, hence no two features wihtin set distance can share the same color:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf['dist1'] = greedy(gdf, min_distance=1, min_colors=2)\n", + "ax = gdf.plot('dist1', edgecolor='w', categorical=True, cmap='Set3')\n", + "ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Reusing spatial weights\n", + "\n", + "Passing `libpysal.weights.W` object to `sw`, will skip generating spatial weights and use the passed object instead. That will improve the performance if one intends to repeate the coloring multiple times. In that case, weights should be denoted using GeodataFrame's index.\n", + "\n", + "### Performance\n", + "\n", + "The difference in performance of libpysal and GEOS-based method is large, so it is recommended to use libpysal if possible. Details of comparison between all methods are below:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n", + "rook: 0.012784147262573242 s; 2 colors\n", + "queen: 0.005277395248413086 s; 4 colors\n", + "geos: 0.09882774353027343 s; 4 colors\n", + "dist1: 0.13624219894409179 s; 10 colors\n", + "20\n", + "rook: 0.014943456649780274 s; 2 colors\n", + "queen: 0.013994264602661132 s; 4 colors\n", + "geos: 0.39907083511352537 s; 4 colors\n", + "dist1: 0.547985029220581 s; 10 colors\n", + "30\n", + "rook: 0.045798969268798825 s; 2 colors\n", + "queen: 0.03402729034423828 s; 4 colors\n", + "geos: 0.9942648410797119 s; 4 colors\n", + "dist1: 1.3713165283203126 s; 10 colors\n", + "40\n", + "rook: 0.07214193344116211 s; 2 colors\n", + "queen: 0.06085910797119141 s; 4 colors\n", + "geos: 1.7829225063323975 s; 4 colors\n", + "dist1: 2.3820394039154054 s; 10 colors\n", + "50\n", + "rook: 0.11196293830871581 s; 2 colors\n", + "queen: 0.10349822044372559 s; 4 colors\n", + "geos: 2.5976396560668946 s; 4 colors\n", + "dist1: 3.596402406692505 s; 10 colors\n", + "60\n", + "rook: 0.1528311252593994 s; 2 colors\n", + "queen: 0.1566312789916992 s; 4 colors\n", + "geos: 3.7294684410095216 s; 4 colors\n", + "dist1: 5.268119859695434 s; 10 colors\n", + "70\n", + "rook: 0.21897730827331544 s; 2 colors\n", + "queen: 0.2062161922454834 s; 4 colors\n", + "geos: 5.2663861274719235 s; 4 colors\n", + "dist1: 7.211857843399048 s; 10 colors\n", + "80\n", + "rook: 0.2827901840209961 s; 2 colors\n", + "queen: 0.2973599433898926 s; 4 colors\n", + "geos: 6.945807266235351 s; 4 colors\n", + "dist1: 10.106542253494263 s; 10 colors\n", + "90\n", + "rook: 0.3535776138305664 s; 2 colors\n", + "queen: 0.33614187240600585 s; 4 colors\n", + "geos: 8.633152198791503 s; 4 colors\n", + "dist1: 12.608657598495483 s; 10 colors\n", + "100\n", + "rook: 0.44251093864440916 s; 2 colors\n", + "queen: 0.4285282611846924 s; 4 colors\n", + "geos: 10.92662205696106 s; 4 colors\n", + "dist1: 15.187224531173706 s; 10 colors\n" + ] + } + ], + "source": [ + "times = pd.DataFrame(index=['rook', 'queen', 'geos', 'dist1'])\n", + "for number in range(10, 110, 10):\n", + " print(number)\n", + " polys = []\n", + " for x in range(number):\n", + " for y in range(number):\n", + " polys.append(Point(x, y).buffer(0.5, cap_style=3))\n", + " gdf = gpd.GeoDataFrame(geometry=polys)\n", + " timer = []\n", + " for run in range(5):\n", + " s = time()\n", + " colors = greedy(gdf, sw='rook', min_colors=2)\n", + " e = time() - s\n", + " timer.append(e)\n", + " times.loc['rook', number] = np.mean(timer)\n", + " print('rook: ', np.mean(timer), 's; ', np.max(colors) + 1, 'colors')\n", + " timer = []\n", + " for run in range(5):\n", + " s = time()\n", + " colors = greedy(gdf, sw='queen', min_colors=2)\n", + " e = time() - s\n", + " timer.append(e)\n", + " times.loc['queen', number] = np.mean(timer)\n", + " print('queen: ', np.mean(timer), 's; ', np.max(colors) + 1, 'colors')\n", + " timer = []\n", + " for run in range(5):\n", + " s = time()\n", + " colors = greedy(gdf, min_distance=0, min_colors=2)\n", + " e = time() - s\n", + " timer.append(e)\n", + " times.loc['geos', number] = np.mean(timer)\n", + " print('geos: ', np.mean(timer), 's; ', np.max(colors) + 1, 'colors')\n", + " timer = []\n", + " for run in range(5):\n", + " s = time()\n", + " colors = greedy(gdf, min_distance=1, min_colors=2)\n", + " e = time() - s\n", + " timer.append(e)\n", + " times.loc['dist1', number] = np.mean(timer)\n", + " print('dist1: ', np.mean(timer), 's; ', np.max(colors) + 1, 'colors')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ],\n", + " [Text(0, 0, '100'),\n", + " Text(0, 0, '400'),\n", + " Text(0, 0, '900'),\n", + " Text(0, 0, '1600'),\n", + " Text(0, 0, '2500'),\n", + " Text(0, 0, '3600'),\n", + " Text(0, 0, '4900')])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = times.T.plot()\n", + "ax.set_ylabel('time (s)')\n", + "ax.set_xlabel('# of polygons')\n", + "locs, labels = plt.xticks()\n", + "plt.xticks(locs, (times.columns ** 2), rotation='vertical')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plotting without the GEOS methods, the difference between `queen` and `rook` is minimal:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ],\n", + " [Text(0, 0, '100'),\n", + " Text(0, 0, '400'),\n", + " Text(0, 0, '900'),\n", + " Text(0, 0, '1600'),\n", + " Text(0, 0, '2500'),\n", + " Text(0, 0, '3600'),\n", + " Text(0, 0, '4900')])" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = times.loc[['rook', 'queen']].T.plot()\n", + "ax.set_ylabel('time (s)')\n", + "ax.set_xlabel('# of polygons')\n", + "locs, labels = plt.xticks()\n", + "plt.xticks(locs, (times.columns ** 2), rotation='vertical')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Comparison of strategies\n", + "\n", + "Different coloring strategies lead to different results, but also have different performance. It all depends on preferences, what is the goal. \n", + "\n", + "If one want visually balanced result, `'balanced'` strategy could be the right choice. It comes with four different modes of balancing - `'count'`, `'area'`, `'distance'`, and `'centroid'`. The first one attempts to balance the number of features per each color, second the area covered by each color, and two last based on the distance between features. Either represented by the geometry itself or its centroid (a bit faster).\n", + "\n", + "Other strategies might be helpful if one wants to minimise number of colors as not all strategies use the same amount in the end. Or they just might look better on your map.\n", + "\n", + "Below is a comparison of performance and the result of each of the strategies supported by `greedy`." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "import libpysal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When using `'balanced'` strategy with `'area'`, `'distance'`, or `'centroid'` modes, keep in mind that your data needs to be in projected CRS to obtain correct results. For the simplicity of this comparison, let's pretend that dataset below is (even though it is not).\n", + "\n", + "Strategies used in `mapclassify.greedy` have two origins - `'balanced'` is ported from QGIS while the rest comes from `networkX`. Snippet below generates each option 20x and returns the mean time elapsed together with the number of colors used." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "balanced count\n", + "time: 0.0012734532356262207 s; 5 colors\n", + "balanced area\n", + "time: 0.04488915205001831 s; 5 colors\n", + "balanced centroid\n", + "time: 0.6184169292449951 s; 5 colors\n", + "balanced distance\n", + "time: 3.698784148693085 s; 5 colors\n", + "largest_first\n", + "time: 0.00743335485458374 s; 5 colors\n", + "random_sequential\n", + "time: 0.0073337554931640625 s; 5 colors\n", + "smallest_last\n", + "time: 0.012673044204711914 s; 4 colors\n", + "independent_set\n", + "time: 0.21364336013793944 s; 5 colors\n", + "connected_sequential_bfs\n", + "time: 0.010818779468536377 s; 5 colors\n", + "connected_sequential_dfs\n", + "time: 0.01690601110458374 s; 5 colors\n", + "saturation_largest_first\n", + "time: 0.04053806066513062 s; 4 colors\n" + ] + } + ], + "source": [ + "strategies = ['balanced', 'largest_first', 'random_sequential', 'smallest_last',\n", + " 'independent_set', 'connected_sequential_bfs', 'connected_sequential_dfs',\n", + " 'saturation_largest_first']\n", + "balanced_modes = ['count', 'area', 'centroid', 'distance']\n", + "\n", + "times = {}\n", + "sw = libpysal.weights.Queen.from_dataframe(\n", + " world, ids=world.index.to_list(), silence_warnings=True\n", + " )\n", + "for strategy in strategies:\n", + " if strategy == 'balanced':\n", + " for mode in balanced_modes:\n", + " print(strategy, mode)\n", + " timer = []\n", + " for run in range(20):\n", + " s = time()\n", + " colors = greedy(world, strategy=strategy, balance=mode, sw=sw)\n", + " e = time() - s\n", + " timer.append(e)\n", + " world[strategy + '_' + mode] = colors\n", + " times[strategy + '_' + mode] = np.mean(timer)\n", + " print('time: ', np.mean(timer), 's; ', np.max(colors) + 1, 'colors')\n", + " else:\n", + " print(strategy)\n", + " timer = []\n", + " for run in range(20):\n", + " s = time()\n", + " colors = greedy(world, strategy=strategy, sw=sw)\n", + " e = time() - s\n", + " timer.append(e)\n", + " world[strategy] = colors\n", + " times[strategy] = np.mean(timer)\n", + " print('time: ', np.mean(timer), 's; ', np.max(colors) + 1, 'colors')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see, `smallest_last` and `saturation_largest_first` were able, for this particular dataset, to generate greedy coloring using only 4 colors. If one wants to use higher number than the minimal, `'balanced'` strategy allows setting of `min_colors` to be used." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "times = pd.Series(times)\n", + "ax = times.plot(kind='bar')\n", + "ax.set_yscale(\"log\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot above shows the performance of each strategy. Note that the vertical axis is using log scale.\n", + "\n", + "Below are all results plotted on the map." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for strategy in times.index:\n", + " ax = world.plot(strategy, categorical=True, figsize=(16, 12), cmap='Set3', legend=True)\n", + " ax.set_axis_off()\n", + " ax.set_title(strategy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/05_plot.ipynb b/notebooks/05_plot.ipynb new file mode 100644 index 00000000..79b6082f --- /dev/null +++ b/notebooks/05_plot.ipynb @@ -0,0 +1,404 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Demonstrating plotting with geopandas\n", + "Note that this relies on a development branch of geopandas: https://github.com/sjsrey/geopandas/tree/legendkwds\n", + "that is planned for submission to geopandas." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import libpysal \n", + "import geopandas as gpd\n", + "import mapclassify as mc" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "columbus = gpd.read_file(libpysal.examples.get_path('columbus.shp'))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "q5 = mc.Quantiles(columbus.CRIME, k=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[ 0.18, 19.02] | 10\n", + "(19.02, 29.33] | 10\n", + "(29.33, 39.03] | 9\n", + "(39.03, 53.16] | 10\n", + "(53.16, 68.89] | 10" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q5" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q5.plot(columbus)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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,\n", + " )" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", + " legend=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", + " legend=True, legend_kwds={'loc':'upper right'})" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", + " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate'})" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", + " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate'}, \\\n", + " file_name='crime.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", + " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate, 1988'}, \\\n", + " file_name='crime.png', border_color='green', border_width=2.0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Legend Formatting" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ITsb1AmcWECxQhMAaLVKAByJYgmIFixJX1y9zTSGNwXVOF1WO4GRc20W1iFuYnXoYgSLMLKBdy5HOnj2rVKvVQ+Li4hLsvX7gwAFNbGxsQmRk5IB58+ZFiGLT1WJff/21V2JiYnxsbGxCYmJi/LfffuvZWr0bNmzwjYmJSWQYZujPP/+ssR43GAzkzjvvjI6NjU3o379/ws6dO+1eq7S0lB01alS/qKioAaNGjepXVlbGAsCePXs8+vbtm9jYV64HUgTAfFl3GTpTs4YwHUKO4GRscZnAWbqlIS2VEShCKG1fGyIiIoxZWVkZ9l577LHHotauXZuXm5t7+sKFC+ovvvjCq3GZwMBA83fffZeTnZ2dsXHjxosPPvhgb3vXsmXQoEH6L7/8Mue6667T2h7/17/+5Q8A2dnZGT/99FP2s88+Gy4ITXvgKSkpITfeeGNdXl7e6RtvvLHupZdeCgaAyZMna3ft2nXOwbfebaEpVASQBwD5NXkuqcMmTUSO4GRcJ3ACha8D12cs5ZxGXl6eQqvVMhMnTtQxDIP77ruvwp4ZwOjRo/XR0dFmABg6dKjBZDIxer3ertOIlSFDhhjsLcbPyMhwmzBhQi0AhIWF8V5eXoJthGdlz549Pg8//HAFADz88MMVu3fvdup77ya4dKJBjuBkbHFlBKdwZjlHycvLU4SEhJitz6OiokzFxcUt1vHJJ5/4JiQk1Lu5ubVrM53k5OT6HTt2+JjNZmRlZSlPnz6tsbcOt6KigrPaQ0VFRZkrKyv/jCtJXCxwcgQncwWX/cAIgRkOyAUhMLdeynHsra0lpPnALD09Xf3SSy+F7dmzp91dxIULF5ZnZma6DRw4MCEsLMw4ZMgQLcf9GbXLIXIBx11F2oocwcnY4rJfIUtQxQMRaDlKFFmCKmfWGx0dbbaN2PLy8pTBwcF2RfT8+fOKO++8M2b9+vUXrV5s7UGhUGD9+vUF1ueDBw+Oi4+Pb2J31KtXLz4vL08RFRVlzsvLU/j5+f0Zd4tyaQQnj8HJ2OKyLiohEFiCFh1pWYJiQtBmS/CWiIqKMru7u4s//vijuyiK+Oyzz3rddtttTfZWKC8vZ6dOndrv5ZdfvtR4j4fbb789ev/+/U3G0Jqjrq6Oqa2tZQBpdpZlWTp06NAmAjdp0qTqdevW9QKAdevW9Zo8eXKLez70UCzLteQxOBnX49J+lIJFCQRpthRXi6noyjy4tWvX5j3wwAO9DQYDGT9+fO3s2bNrAOCzzz7zPnr0qPtbb71V9NprrwXm5+erVq5cGbpy5cpQAPjxxx+zw8LC+MzMTE1ERESTqG/Tpk0+S5cujayqquJuv/32fvHx8fW//PLLuaKiIm7SpEmxDMPQ4OBgs62X29133x31+OOPl40dO7Y+NTW1+Pbbb+8bFRXlHxoaatq+fft5V7z/1iCphAAIAhANIKrRvTeANTSFbnVR9bmAK7uocgQnc4VO8YOjVJotbbSSod2R29mzZ5XTp0/vd+7cuWY3n2kvlZWVzH333Re9e/fuC86+dks4+p464gdHUslQABsB9APQmiHbK5CErpykEncA11vOUQLIABr+fjykPRIEoGHUVQlJKL0B+FjuPSznqwCsBKAoWVINb3WHtqZFvbkeC/c8hotVF6A310Nr1iK74iwAaGkKbTW3UaZn0ykj4YRA5AgqnHU9lmVpXV0dGxcXl9BcLlx78fPzEztb3Pbs2ePx1FNPRfr6+rp6TG4ggAEA4K5wR2yv/oj0jkakdxSifKIR6RWF7MqzeGn/cohUfAnASySV6ABoABBIAtZiKk1b+F/uT7gt7vYOXeNQwS/49OQn9l5y+j8/me5Ht5zqi4mJMZeUlJzs6nY4i8mTJ2uzs7OdKtTNsAnAzQDmqDk11t+6GfEBTReDDAgYiNcO/RN/FB+Dnte7M4RBUmAyOFZB3Dg3FNRKjvGUUvAiD140Q7iyzR84wsFb7QMvlTe81d7wVvnAQ+kBFauCklPh3SNvAQDSi450WODqzQ07Vv4CYAkAveXmmkximW5FtxQ4mfZh2WF+HgDvCn3FtNu2TsGZx3KgYK9OE5wUMwWTYqaAF3nozXq4KdzAMc77qpgFE9YdW4uzFVkdvpZJaNiRsoSm0CMdvqBMj0K2S/qTQVOoGcBsAFUFtfko1jY/0c0xHDxVnk4VNwCI8pFWxTkjVcR8ReA6vN2jTM+jUwTOLIhsUbXBP69cH1JUbfA3CyLbGfXK2IemUD2kiQGoWNds/tIS0RaBK9V1fBLdKDTomt3NxWX+3Li8i5pXrg8uqTGGiDaL6gsqDBHB3qriKH832S6p61ACcNnuVi0R5R0NAKgxdHyjMpsuqixwMk1waQSXV64PLqo2homNHENECqao2hiWV65v9+7tWq2WDBs2rD/PSxOPN9xwQz9PT89B48ePj7Et9+2333omJCTE9+vXL3HWrFnRZrP9lWFr1qzpFRUVNSAqKmrAmjVrerVW/8svvxzUt2/fxNjY2ISRI0fGZmdnN6w9ffTRR8P69euX2K9fv8QPP/zQ7oL61157LSA2NjYhLi4uYejQof2PHTumBoAzZ86o4uLiEjQazWDHP412oQIAJdvhrWvbjDWCMwoG2LOyagsmuYsq0wIuEzizILIlNcYW7ZJKaowhvCC2qw1r1qzxv/XWW6usaz6feeaZknXr1l01qCMIAhYsWNB769atF86dO3cmMjLS9O677/o3vlZpaSm7atWq0CNHjmSmp6dnrlq1KtTq1dYcQ4cOrT9+/HhmdnZ2xsyZM6uefvrpcADYunWr94kTJzQZGRlnjh07lvn2228HV1ZWNnmPDz74YEV2dnZGVlZWxuLFi0sWLVoUAQCJiYnN2kA5GSXQNQLnq/aFl0pysMqp6phLlNxFlWkJlwlcWZ3Jt3Hk1hiRgimrM7XLMujzzz/vdddddzUsdbrtttvqvLy8rgoHSktLOaVSKSYlJRkBYPLkybXbt2/3aXyt7du3e48dO7Y2KChICAgIEMaOHVv71VdftZiBOmPGjDpPT08RAMaMGaMtLi5WAsCZM2fUY8aM0SoUCnh5eYkJCQn19q7l5+fX0FatVsu2ZAjgbEgqYQGwBAQs6fzhUEJIQzf1aOHhDl3LLHdRZVrAdREcTx2yQTI5WM4Wg8FACgoKVP3792/xSx0cHMzzPE+s3mzbtm3ztQqRLYWFhYrw8PCGa4WFhZkKCwsdbte6desCJk6cWAMAgwcP1u/bt8+7rq6OKS4u5g4dOuRVUFBgN0x69dVXAyIiIgakpKSEv/fee/mO1ucEFIAUvXWmsNpinUk9UXq8Q9eRu6gyLeEygVNwxCEbJKWD5WwpKSnhPD09W836ZxgGmzZtuvD0009HDBw4MN7T01Ng2aYRS1stlmxZu3at34kTJzSpqaklADBr1qzam2++uXrYsGFxd9xxR2+LdZLd9XDLly8vKygoOP3yyy9fSklJabE772SUACBQwe577wys43CZZR3rjctdVJmWcNksaoCnsqqgwhDRUjeVIRADPJVttktyd3cXTSaTQ+I8ceJE3bFjx84CwFdffeWVk5PTZBF2eHi4OS0trWHdYmFhoXLcuHF1rV17+/btnqtXrw45cODAWVuzzFWrVpWsWrWqBABmzJjROzY2tsXo4qGHHqpcunRppCPvx0noAVTwIt9r04mP8ddB93di1RKSwBHsu/g93P4h/TNhCGO5seAYFhzDQcEooGCUUHJKqFgVVJwKas4Nbpwb1Jwbzl8Zw/szWk/JtILrIjiWEYK9VS3aJQV7q4o5lmnzNFpAQIAgCAKpr69vNcwqLCzkAECv15PXX389+JFHHilrXGbmzJk1aWlpXmVlZWxZWRmblpbmNXPmzBoAePzxx8M2bdrUZNzu4MGDbk8++WTUN998kxMWFtbw4+J5HiUlJSwAHD582C0rK0sza9asJvkQp06dasjP2LZtm3dUVFSndbEsyb6LAGDpD4uQ56L9EVqiuK4IaOSIKlIRvMjDJBhRb65HrbEWFfoKlOiKkV+Th3OV2Th9+RTSi47gQH4afriwBxeqGgxZYjv7Pchc+7g0D86a59Y4D44hEDuaBzd27NiavXv3esycObMOAIYOHdr/woULar1ezwYFBSWtXbs294477qh95ZVXgn/44QdvURTJ/ffff/nWW2+tA4Cff/5Z89577wVs27YtLygoSFi6dGnR0KFD4wFg2bJlRUFBQQIg7bdw++23N/FtW7p0aUR9fT07e/bsvgAQGhpq+umnn3JMJhMZPXp0HAB4eHgIn3zyyQWFQhrOW7RoUeiwYcN09913X82bb74ZeODAAS+O46i3tze/ceNG1+2lZ5/PANxRZ6qbuXjPE/jy7h2dWnmkdxQAIEiThJl9NoGnBvCiEbyoB0+N4EUDeNEAwfa4aARP9VeVy6/7BZWGbADI7tQ3INMt6BS7JF4QmbI6k6+JpwolR8wBnsqq9kRuthw8eNDt9ddfD96+fbtLhWHMmDH9fvnll07f8Uqj0Qyur6//o/HxjtglNYakkiAABQxhFPmLLqOXptX0P6ex/+KPmLplIjwVYfi/+B/afZ2fC1fgdMV/AGA7gF0AKmxu5QAqaQqVx+f+pHTKYnuOZcQQH7XT7JIAaVeso0eP1vI8D1fuf9DZ4nbmzBnVHXfc0bdXr15O3avCHjSFlpJU8pNIxUkf/v5vPDfmRVdX2UCcfzwAQM9XgFLa7tlcBeNufTjTcmsCSSV1aCp8FY1uf9AU2vHV/zLXFN3aTWTRokVOFc1rgU5M9LWyEsCkt35bjWCPEPT3jwcBwYDAgfBQeris0iB3aRELTw0wizoo2fbVNTjgfmi4XtDxZTDw1TAK1TDw1dAL1TDy1TAINaAQPAF4QnIsbg6epJIQmkLb1DuRubbp1gIn03FoCv0fSSU7a4w10x/97sGG41YPuFU3v4mxUTc6vV6GYcAxHHiRRz1f3m6BU3M+SA74a7OvUyrCJGph4KthsIjfVfdCNXKqd8Eo1HIAQiBFdzI9BFngZABgFoC7ADwAaS8DjUjFAcdL/2Cnb7kF62/bjNkJdzu1wrTc/Q05eFpzCXxU0U69vhVCGKhYL6hYL3jDfibO5frTKNOfBuR9HHocnSJwOpPAHs6v9q0x8ApvNWceHulT5a5khdbPlOkMLGkjn1luAACSSjQA/mEWzYue3PUwbo+7w2FfOFEUsfHEBmzP+hJnyk5BZ9JBpAJYwsJd6YFaYw3qTFfSDPPrDiLcY4ST35XjcKRhoYm8E1cPw+UC9/Xp0uC0C1UhZoE2pIl8m1EWMa6Pb/HtA4Jku6RrFJpC6wE8TVLJtBpjTb9jxekYHta6CJl4E0ZvuA6ny07Zfb3aKGXccEQNFesFHX8ZOnOpM5veZlimIXCTI7gehkvtkr4+XRq871xlmK24AYBZoMy+c5VhX58udYpd0qFDh9wGDRoUFxMTkxgbG5tga1HkiF1Sdna2MjExMT4uLi4hJiYm8bXXXgtorf7m7I4Ax+yS9Ho9mTZtWp/IyMgBSUlJcWfPnrUu1u8suyRH2QcA+y/us/uiiTehsPYSTpQcx65zO5Gwtq9F3AgS/GZjQsSruLXPBszsswkzen+EmyNXY1LkvzA/4QBifW8FIM2kdiUcaci5liO4HobLIjidSWDTLlS1uL4y7UJVyC2x/pfdlWybc+Js7ZI8PDzEzZs3Xxw4cKAxNzdXMWzYsPjbb7+91tfXV1iwYEHvvXv3nk1KSjIuWrQo9N133/V/+umnrxpIjoyMNKenp2e5ubnRmpoaJiEhIfGuu+6qjo6ObjZV48EHH6xYtmxZGSDtt7po0aKIAwcOnLO1S9Lr9cyoUaP633HHHTW27iEA8Pbbb/t7e3vz+fn5pz/44APfxYsXh3/33XcXrLOo15jAPfq/3J/w3JgX8cA3f8HnGf+BIAqgsJ9DqWA0mBq9FmEe17d4YTdO0n4D33Hjy47AMg0CJ0dwPQyXRXCH86t9G0dujTELlDmcX9Nhu6SkpCTjwIEDjQAQHR1t9vPz44uLizlH7ZLUajW1riXV6/XEERPG5uyOHLVL2rlzp8/9999fAQDz58+vOnTokGdHzR9dxC+AtAMWLyA3zqAAACAASURBVPLYnbMTvMhfJW4ccYMb1wveykhEet6AW/t83Kq4AYCalf70RqFrBY5j5Aiup+KyCK7GwDtkN1RjMDvVLmn//v0as9lMEhISjIQQWO2Sxo4dW9+cXRIA5OTkKKZOndqvoKBA9dJLL11qKXqz8uqrrwasXbs2yGw2Mz/88MNZQLJL+vvf/x5aV1dXqtVqmUOHDnnFx8cbGp9bWlqq7N27twkAFAoFPDw8hNLSUi4kJOSaWjROU+hlkkou6My6Pk/segRGiz3R9UFPItn/L+AYNxDSvv+TaksEZxbrWynpWlgiR3A9FZcJnLeacygT31utcJpdUl5enmL+/Pl91q9ff9Fqi2S1SzKZTMz48eNr7NklAdJeq9nZ2Rm5ubmKGTNmxMydO7cqIiKiRbFZvnx52fLly8vef/99v5SUlJCvvvoqd9asWbWHDx/WDBs2LM7Pz8/cnF1SMxZNXeNd1DqXAPT55MT6hgMKRgMF6978GQ6gZqXA1iBU4eMzY0AIB4ZwYAkHhijAEgUYogRLFGAZJTiiBsuowBIVOEYNjlGBI2ooGA04xg0Kxg0KVgOOaKBgNFCxHlAw7vBQhoBjmnculiO4novLBG54pE/VtxllES11UxUsEYdHejvFLqmyspKZMmVKzEsvvVR400036azHHbFLsiU6Otrcv39//b59+zznz5/vUNsa2x05YpcUHBxsunjxorJv375ms9kMrVbLBgYGXqupM7kAxgJAsv9fEew+BL29JnT4orYirxcqO3y95mCJCg8kHm5W5BpHcCSVEEgbZIdCMgdVNnPjIX02RQDCAIgAPqYp9Fr9O/7pcJnAuStZYVwf3+J95yrDmiszro9vcXsmGGztkjQaDTUYDGTatGkx99xzT8X9999/lSgVFhZyYWFhvNUuafny5U0snM6fP68ICgriPTw8aFlZGZuenu6xbNmyUkCySxo+fLjuL3/5y1WOIqdOnVJZx/1s7Y54nkd5eTkbHBws2NglNTEEmDZtWvWGDRt6TZw4Uffxxx/7jhw5so5hrtltagkAJPvPw+jQZU67qLfa8j+BMgjUvQhKzKAwWe7NNvcmAFceX/1a07IUvFSemCAwVRCoEVpTMXzUUXbbYSeCmwjg+3a+rYsAfmznuTJOxqV5cNY8t8Z5cAqWiB3Ng7O1S9qwYYPv0aNHPaqqqrgtW7b4A8CGDRsujho1Su+IXdLJkyfdnn322XBCCCileOKJJ0quv/56PdC8XVJzdkeO2iUtXLiw/I477ugdGRk5wNvbW9i2bdv5xnVcC5BUkgBgLkM4DPS/z6nX1nAW9xIiQiUkgKXOX/ta4PVXCEwFDEI1APsCpzU1fA2t39GJABDnNxixfklQMApwjNJiwKmEglGCYxQwCUYU6/JRri9BTtVpVBouA4A7SSUMAA0AdwAelnt3SDuZiQCEZu6tj+toCi1w8kfxp6RT7JJ0JoE5nF/jW2MwK7zVCvPwSO+q9kRutsh2SY5DUsnzAP4CQAug1ub2MU2h+1s593MAsxN73YNxYS81eZ0XTcip3g2zqMNA/zkQRR6fnZ0MrfnyVeUkl141pI1uVJaoiaDGJJlthtS+B5VoX4A6wiXPBeDZIkyLXocorxuavH65/jS+yLkbABUADKYp9BRJJb8AGL36xm0YFXaLQ/U8/dOdOFz8IyBtqN3miTM7fADgcZpCr6lJp+5GpyzVcley4oQYP9kuyQE6apdEUkkcgNEAqgBUWm5PArCXVP1/JJWEASimKU3/05FU4g5gNgGDoYEPNxw38Vr8XLQCl7S/oZ6/YpBcachBiGYI6sxFTSoSKA9BaN602MCdgMrkfIEj0vavdlNRRCogrfBlWJyF/2URNxWA6wBggH/rqS5W4vwGWQVOAQBqVgM1p4EbZ713h5JVgVIRovUGESIVLLcrx4u0eTCLxgUAwkgquZumUF2Llcs0S7debC/bJdnlKwDx9l7Yce/3YAmL81U5eHL3I9bDhQB0JJX8DGBmI3NIPQAzhagwCzpUCReRfvnfyKneDYqm4+hnKrfiTOVWAECU540YE/osAICCwizUo56XAn+zqINZrAcFkFHxOS7rT4FnWnS3bzcMlQTOJGile16HQt1v8FCE4ULtXpTpMwCgAECq5ZShAFS9vePgpWqSMtksDw96EffGPw6OUUDNacC0M3UGAE6VHcGytHtRY6ycBuAASSVP0BR6qN0X/BPTrQVOxi4iAKhYFYaFDUeVvhKV+koMDh6Cm3rfDEIIxve+CXWmOuw6twM5Fdko0ZW4A5gCYAdJJcUA8iB1ZwVYviP/yZ5+VSV+6n5I6vV/CPcciUrDOZyr/g7l+ixUGy+CQkQ/n6nwVrUekVXoM3FZfwoC4xqXImIRuJ+LXoFIefxR9hF0/OXGxZ6kKVRreTwKAJIChre5Li9Vu3LWmzAw4Hq8f8seLNk/G0XavMEADpJUsgPACzSF2l/kK2MXWeB6HlsA/GNE+CjsmftTs4WeHvEMnh7xDCil+Oj3dXhqz6MA0OyAE8e4oZe6H5SMJ2J9Z6CfzzQwlk2jvZRhiPa6EQDAiwaYRX3DMqzWcOP8AQAC45o0EYUYCgNOAACOl3/cEEUS6g5KGnp+R0gqUQLwgpQegoHtEDhnEuXVDxunpGFL5rvYmrkWBqF+BoDpJJU8Q1Pom13auG5Epwhclc7EfnX0ku/lWqMi0EtlnjUsvMrXXSnnCrmGtQCeTcvb7/VH8e8YHDKkxcKEEDwwZAGifKJRqa+E3lyP3OqLMApGvH34DQBArM8M3BSxEgBtddWClIDr+IIAjULyNRBIrcPntAVf/QNgqCdq1J9Da7Z0gylBeO16lGtWQ69IB6Qu6lUZ4O2J4JyNh9IbC5JfwJ2xD+Hfx1/Bdxc+IwDuBCALnIO4XOBW7sgM/uRAbojBLDb8MlbvOhvx1xuii5+bES/bJTkZmkKrSSrZCOCpz05talXgAMm995a+k686dqjgIN45/CYoKHp7T7TsmdC+fRNawpoqIhLXjKMzUMPLOAO1KmnXMDfzEHiYJoKlHnA3jYeeOwYQyoIyADiAmNBLHYQwj94uaU978HMLxD1xj+K7C58BQJN1zTLN49LM0pU7MoPX/XQhzFbcAMBgFpl1P10IW7kj0yl2SS3ZHTlilwQAa9as6RUVFTUgKipqwJo1a1rdXuqdd97p5evrmxwXF5cQFxeX8Oabb/oDjlsvvfzyy0F9+/ZNjI2NTRg5cmRsdna2M+2SNgPA52e2tGvn+mpDNWb85xZQUER6jkUfr4kdaErLaCxdVEqaLNd1Giz1RWTNFkTWbEFg/XJo+GEAAA/zOETWbENk9ZeIqvkG7uaRAIBBgaPavQmOq/BQNuiaLHBtwGUCV6UzsZ8cyG3RLumTA7kh1fWO7VDfGFu7JKvdUVZWVsaxY8cy33777eDc3FyFIAhYsGBB761bt144d+7cmcjISNO7777r3/hapaWl7KpVq0KPHDmSmZ6enrlq1arQsrIy+4tWbZgxY0ZVVlZWRlZWVsbixYvLATTblsbnDh06tP748eOZ2dnZGTNnzqx6+umnwwGnbTpzDICurL4MWpO21cK2WA0r68318FSEYWLESpf+2BsEDq7dRIxAAWInPY2BBgxUICAwsJkAgEFBo1zalvagYBtWWzg+tSvjOoH76ugl38aRW2MMZpH56mhhh+2SmrM7ctQuafv27d5jx46tDQoKEgICAoSxY8fW2rM4cgRHrZdmzJhR5+npKQLAmDFjtM25nLQHS05bHYCrrMEdYczHw3Ch6jxYosKU6Heg5lz7e3Lj/CyPKER03falIsSGmdzBgaO7rB32EEQB//z1CevTwq5sS3fDZQJ3udboUDb35VqDU+yScnJyFLGxsQm9e/dOeuqpp0qio6PNwcHBvNUuCQCas0sqLCxUhIeHN1wrLCzMVFhY2Gq7du/e7RMbG5swefLkPjk5OQ3l7bWlpeusW7cuYOLEic42RZMEzuj44P2hgoM4dfkkGMJhWvRa+LvZTadzKiyjhJr1AQhclgvnCEb2FEBEeKv8EO3dv8va0ZhKQxmeTZuDQ0V7ASlpe3YXN6lb4TKBC/RSOdTnCPRSO8UuyWp3lJmZeXrLli3+BQUFHMMwDXZJAwcOjPf09BTs2SU1Y13UYhvuuuuu6vz8/FPZ2dkZEyZMqJs7d27DqLS9tjR3nbVr1/qdOHFCk5qa6uwJl1oAqDI4btby/I9LAQAi5ZFf9wuOXV6H0xVbca56F/LrfkFp/UlUG3Oh56vAi8Z2je/Zw80y0WBmum75pVYprVgbFDiqQ0m6zkQQBTywe7ytuN1KU+jJLm5Wt8Jls6izhoVXrd51NqKlbqpawYizhoU5xS7JSmO7I0fsksLDw81paWme1ueFhYXKcePGtdi3Cw4ObkhzWbx4cdmKFSuauKa0Zr20fft2z9WrV4ccOHDgrLVb60QyAQw9UfIHRoSPdOiEUt2VzV+Ol3/cankCFgrGDRzjhijPsRgfsaJdDdUo/FFlPA8zWyQZEHUBRu4MAGDQNdQ9NYkGlNY39EivoynUpeuueyIu+1fl664U/npDdIt9jr/eEF3so1F2yC4JkOyOtFotAQCr3VFiYqIBkOySAGk87PXXXw9+5JFHyhpfb+bMmTVpaWleZWVlbFlZGZuWluY1c+bMGkCyS9q0aVOTgai8vLyGLumWLVt8+vTpY2itLbYcPHjQ7cknn4z65ptvcsLCwlzxs/4FAD47tcnhSOvA/MNYNOIZ3JN4H27uMxnDQoejf684hHmGw1ftBw2nAcdwIJZ0EQoBJlGLer4MmVVfos7Uvi6mdaKBZ5qsMOg0eEYS90GB184Eg+KKfx0vi1v7cGkenDXPrXEenFrBiB3Ng7O1S2rJ7sgRu6SgoCBh6dKlRUOHDo0HgGXLlhUFBQUJQPN2Sa+99lrg999/78OyLPXx8eE3btyYCwAttcXWLmnp0qUR9fX17OzZs/sCQGhoqOmnn37Kae/nYYdPAbxytOhw4KFLBzE6YkyrJ/hr/PHqTa87XEG9qR5l9WUYveE6VOjLUag7gjjlbW1uqKZhNUPXbCpvYDIBIsJD4YUYn8QuaYM9WNLw8+RIKmFoCr0mN+24lukUu6TqehPz1dFC38u1BkWgl9o8a1hYVXsiN1tku6TWIankMwBzNty6GfcOnOvsJjZw5+e34btz3yLOdyYmRPyzzef/cXk9fi15A0q+L0K1b7ughS1Trn4PWvVujA6bhNdv3Nrp9dtiFAzYdX4LzKIZf1z+BWkFO60vqWkKbd6ORcYunbJUy0ejFO8f11u2S3KAjtolNaIGAGqMrt21anbCPfju3Lco1B5p1/luCksER9qW0uIsDApp3P5a6J6uOfYivjq3vvHh84CLEwV7KN16sb1sl9Qq9QCg5/VOupx97kiYjfnf3Ic6cxFqTZfgpQxv0/lXVjN0ze5a1vG3juS/vXPsRRTWXYRG6QkPhSc8Fd7wUPrALJpgEgwwCgYYBT1MghFGwWA5boRZMMIkmsCLJhgFA85VnQKkqZb/AKiGZJ5wQu6eto9uLXAyraIHAL3ZtcLBMRyC3INRoitGofYwvPzaJ3Ai6fwemJG5ABAeDBgcLv4JR0vSQCkFhWi5t3lMxYb9YEXLawDFybLDOFn2mzObtYWm0L8684IklcRDMj3lLTcRgAHAOZpCu3bfRhciC1zPRg8Aqw+txKIRz0Cj0LisouHhI/HN2a9QqD2CeL872nSuRmFdPdf5OSJ1qm/BEhUEasSHJ9s+ftiYeL87YRYkQ0+zqAdDWLBEadkGUQmWUVx5TBQ22yNyOFL6Lizuwi87UhdJJX4AxgD4habQJn5TJJWwAEIg2dX/o5nLUJJKSgCUAFhEU+jPbX/X1y6dInCVNTr20x2HfUvKaxTB/t7muTOGV/l5u8t2Sa6nGJC6qI/vWoCPb/vUZRXdM2COJHC6I6CUtmn9qpr1AQELSgSIqAcD1wlxYwxcFgTL2H24x0hYHVOkVBgC6W1YHl91Lx22HuMYN1wf9AS8VZFN6nCEMn0GjpSuAYBcR1JCSCrxAfAzgETL88sAzgDoBSAG0m+7yaqdYM0QiFQazjOJOtQa84kIPgSSEKYCGN+uN3CN4nKBe+Gt7cH/3poWojeaG9JEXn53R8Sj94wr/seimbJdkmvZAsnEcfXW059xT49YiqSgZJdUND32NhAQ6MylqDHlwUcV7fC5DGHhxvmini+HibkEtRjrkjbawzr+dnvfTxHi3rq1lKso0h2zPmw1grKYc34Fq7iBBYUQCCCwcVk3rhe8lOHo630LEvzugrLRZt0CNaNcn4kvc+4BANd8OboQl65JeeGt7cFvfrIvzFbcAEBvNDNvfrIv7IW3tjvFLgkAWJYdarUumjBhQoy13F133RXVv3//BOua0Zqamibv+dChQ26DBg2Ki4mJSYyNjU348MMPHTIA+Oijj3z79u2bGBMTkzhjxoyGpVqPPPJIeExMTGKfPn0S582bF2FvwX12drZy5MiRsbGxsQnXX399//PnzysAp9klAQBoCjXSFPo2gPcA4LWDHe+CNQfHcAjxDAWAds2mWsfhzGznLdcyMZcAYgZLVAh0G9Bp9dqjSHvU+jCtpXKWTanXAxiv4fzxf3E/4OGBxzE37gfcEvkmZvXdggcSf8OCAX/g0YFnMD/hAO6I+Q8GBcxvIm4AwBIF/NVxYKScOx+SSq4dIzwn4DKBq6zRsf/emtaiXdK/t6aFVNXoOmyXBAAqlUq0WhfZJsy+//77BWfPns3Izs7OCA8PN61atarJfzkPDw9x8+bNF3Nycs7s3bv33PPPPx9RXl7eol3SqVOnVG+88UbIb7/9lpWTk3Pm/fffLwCAH374wf3IkSMeWVlZZ7Kzs88cP37cfdeuXZ6Nz1+4cGH4nDlzKrKzszNefPHFoiVLljjTLqkxqwGYv8r8L3679KuTL32FUeFSMnG7BE5hXc3QeQvutcq9AIBgzSCwzex63xlQKqJYl2592qLAAXgFwFyOccO06PfhqQwDQ1h4KcMQ4zMZwe6DoGK9wDEqh4cJWEaJSI8bAKkvPra97+NaxGUC9+mOw76NI7fG6I1m5tOdRzpsl9QSfn5+IgCIogi9Xs/Y+6MnJSUZrbvUR0dHm/38/Pji4uIWu+/vvfdewEMPPXQ5ICBAAADrcitCCIxGIzEYDESv1zM8z5PQ0NAmOUznzp1zmzp1ai0ATJ8+vW7fvn0u8yWiKfQSgH9RUMzbPgc1BtfkxVmTiQt1h9u8EP/Kcq0mK+lchp6T8qhDPa7rtDrtUWk8b9mYGkUALjRXjqSSBwG8SMBiUuS/EKBJcFobBNrwFe2a5SQuwmUCV1Je45ANUkmZY+VssWeXZDKZmAEDBsQnJyfHbd68+SqxuPPOO6MDAgKSc3Jy1M8991yLCx7379+vMZvNJCEhocWchZycHFV2drZ6yJAhccnJyXFffPGFFwBMnDhRN3r06LqQkJDk0NDQpPHjx9cOGTKkyVrU+Pj4+i1btvgCwObNm310Oh1TUlLSqslmB/gbgN/zanLx5O5HINqkVdW2wVKpJSb3nQqGMNDzFagyNvs7tcuVzWc6L7WRZ6WF7KHuwzqtTnsUa69Eb/b2pwUAkkomAHgfAMaG/Q1RXs4OtBqqvTasVJyEyyYZgv29Hcq8Dg5wrJwt9uyScnJyTkZHR5szMjKUN998c/8hQ4boExMTjQDwxRdf5PI8j3nz5kVu2LDBd+HChXZ/RXl5eYr58+f3Wb9+/UV7tkq2CIJAzp8/r/r111/PXrx4UTFu3Li4G2+88UxJSQmXnZ2tvnTp0kkAGDduXOzu3bs9pkyZcpW17po1ay4tWLAgMj4+3n/EiBF1gYGBZoXCGRui24emUBNJJfcC+P2/GVvddSYtbu47GduzvsSB/DTsue8n3BA1rkN1MAyDMM9wFNTmo0h7BH7qvk3K5Nf9ggr9WZhFveVWD140oMKQBQDgO2k9qpmUgBITGKJAkCapU+psjkJdy+NvJJXEAvgCADs44AEk9rrLqfWbBC2KrnSRO31ZoitxmcDNnTG86uV3d0S01E11UynEudOvd4pdktVUMiEhwTRixIi6I0eOaKwCBwAcx+Hee++tXL16dbA9gausrGSmTJkS89JLLxXedNNNre6AEhISYhoxYoROpVLRuLg4U58+fQxnzpxR7du3z3PYsGE6b29vEQAmTpxYc/DgQffGAhcdHW3eu3fveQCoqalhdu3a5durVy+Xps7QFJpNUslMAP/dlbPTZ1dOwzpHnCg93mGBy6k4B5MgBdU/F63AgaJ/NCTDXmkEWty7RiCdI3Ba5Q8AgCC3gW3aBczZUEpRdEXgmsygklTiC2AHAN/eXhMwIvhpp7fBKNRaU2VKaQrNcnoFXYjLwlE/b3fh0XvGtThi/Og944p9vd07bJdUVlbG6vV6AgDFxcVcenq6R1JSkl4URZw+fVoFSGNw33zzjU+/fv2adBcNBgOZNm1azD333FNx//33XyW4zdklzZo1q/p///ufp7XOixcvqvv372+MjIw0HTx40NNsNsNoNJKDBw96JiQkNKmzuLiYEwRJz1588cWQe++9t1N+2TSF7gNwHYDXAHxgPa5to7W5LSbehOK6Igz/aBBKdVcyfyhEXCVugCRuPAumJApMUR8wBf3A5sWDKepz5fVOQK+Q0jJCPbq2e1pjyoOerwCAywCuEheSSlQAvgQQ20vdHxMjVrW6bWN7sIz/AZa1yz0Jl+bBWfPcGufBuakUYkfz4Gztko4fP65+/PHHo6wWRYsWLSoZOnSoQRAE/OUvf+mt1WoZSimJj4+v37hxYx5wtV3Shg0bfI8ePepRVVXFbdmyxR8ANmzYcHHUqFH65uySZs2aVbtnzx6vvn37JrIsS1955ZWC4OBgYf78+VX79+/36t+/fyIhBOPHj6+ZM2dODXC1XdKePXs8X3755TBCCIYPH163cePG/PZ+Fm2FptDzAJ4FAJJKcgH809G9G1b+8nes/OXv4EUeos3SJSus6CctmidmKNJmgan3AkQWoAxM47eButdCcWQK2MtX73ovelTBFHrB5ZvPWLGmo4S4d+0Eg016yM+2428klTAAPoElHWRq9LtQ2EnzcAaX609ZHx5rqVx3xOWJvv9YNLPkmfk3X/505xHfkrIaRXCAt3nu9Our2hO52bJw4cLLr7/+evDMmTPrbr75Zl12dnaT1AqWZfH777/bDbnHjh1bP3bs2DwAeOyxxyofe+wxu1urm81mMnHixCZdVoZh8NFHH10CcMn2OMdx2LJlS569a7311ltF1sfz58+vsufy2wXUAYDW6JjArT36DoxCo/kXSkCgAkM18NM/jBrV5zBx50G9K0CqrmQKUaUUyBJt0wljYrSuXnD9AhceFaDECAIWIZpBLq+vJQqb756+AOBuBeOO6b3XwVPZxDDaaRTrGly5Drmski6iU5Zq+Xq7i0/eN162S3IAJ9slOYIZAATavLBkV5zF7M9vQ7G2qGGXrpC6N8CJISBUBQLlleVLAOoVR2DCeYi9ioBcKYGWMgKgMEk91vomaYGAWQkILMAK4FENzoW749WppPG3QE2iy6IiR5DG367Of7Mk8j4CKd8NN4S+4PLNf4QrNnM9KkUEaJ/AiaIoEoZhnL2HQJv5s9kliaJIILlAdCpP7noE2ZVnG54r+VgohdirRM0WpRANHQDqZfPnUV6xbGLsDP0SEMCoATR1MLMF4ATXCZxBIUVNXZ0eUmcuhM5cAgBVAE5bFs9/BOB2a5lAjetXWHgoGhYU9XN5ZZ1MewTudFlZWUJAQEDNtSByfxZEUSRlZWXeAE67uq56Uz3mfHUnSrQlECiPzDJJb/3qH4IbPwKc6N+suAGSwAEA1Vzp9lKVReDE5tNviEEDqqmDmbkEN2Fgx99IM5hYabiz68ffGqI3CuBdANMBRCgZD5hEadJdz7t+FMNH1bA6K6qlct2RNgscz/MPlpSUfFRSUjIAPSwp8BpHBHCa5/kHXXFx25UHL+x/Ft+f333V64Sq4WGaBAatp1RYBQ6cGSJEMGCuEjjrscYQoxsoAJ4tdpl/LY8aUKIHAdOli+sBQME2uKb4AXgUAII0Sbg5cjW+yrkP9XwZDLzdoWFX4cpE8y6hzQI3dOjQywBudUFbZLqGUgDYcPxDfHZqE1iGg8GOAzChChR7LgGhSmnMjVpuUIFQFRiqBkPdQCDdSycB8C0BqkIBhSVTRmGC6bZ/A5SAOzYRXOEV5xBikH7wrlyupVXtAwD4u8VBxdoZC+xE+nrfgjn9d6HKcAG15kIoGA36+94KliigZD1Qz5dBL7g+gqs1NcyT5bq8sk5GNryU2QlJ5IKMghFoPENqQWTqIKLtuXJ8ZBaUVaFgKoNBqgJBPaqlyQZCIUZmATYCB8tMqsC4LmrRKyQjgK4ef7Pio4q2ay2lYr0BAPpOiOBshN55i1uvEWSB+5NDUyhPUsk7AP5BdF5QHL0FYAVp1pMRAJa3POelx4wgPWevPKcNx6VjlBVANbWAmw7UQ8odJXovqNJmAwDM8Ych9E+XzrGBGKQZTYG4Lt/UxEpekiHuQ11WhzPQcL0AoFO6qH29J+O3kn8BwM0ur6yTkQVOBgA+BsUr1E3LknpPEFPHHXX5yEzwQ34CdW+6kJ8I0lAPZa6eELbmwolE2+QcZyBACyrtw4PQLp5gaA0NFwCgcyYZGNIw9NbjtiWUBU4GNIUWk1SyC0ScIURkgzvf8eRXpsayz4LKzn4m1DLBQCSBM8ccgxh6AVQtlRVJNfK95lgLN7mnpOkxe/eNV1mASDMXnoowqDnXpaE4A+vyKV5sssrP6Wg4fygYDcxifTBJJb0dsUzvLsgCJ2PlYwAzhKhMsOeTW0wDcQRS5wtQAjAi/hRh/gAAIABJREFURM4AhreZfRUtAseIEBkThMTfrl6DSgCROMfCyR4KpuuSex3BwNfiQo1kxtnPd5rL62MZJfzVCSiuTweAR0gqMUDaG+Jjl1fuYmSBk7HyHSjKqFdlAPW5DFId1KGLEZED0fqAelZB6HMKKAsDZSRnEVEjjbFRpQFCvz8kcTO4gTt7HfjkAwAFAnR/AwEL281epJskjoTaPieNytkco1fOrXRbB4PiZJfbI7XG/ksvgkJEL3V/xHhPduq1TbwOBdqDKNKlo1yfiRpTAQxCVcNGNACWWR+QVLKXptBCpzagk5EFTgZAg1/cZgCL+agMcNW9LFpiY3fUkLpmM3bG2NohUVCGwtqDpAIBKCAkHLG/wlSjhRAvJbsyNQFgLw4En/grwPFQ8THg0Mt57w8UZovBZR/vm5x2XWdTbyrDxdofAQDDgxe22z3ExOtQoPsVRdojKNdnotZUAP3VQnYVBAy8lOHwU8egtP4k6vlyQEr8lQVOpsfwMYDFYu8MmHq3c1uIxn5vVu2r97gSTVHbGwMILNjzSVIMZnQD5epgZi+BE5wncDxTbHELJojwaP8O9q5mX8FzACiCNIMQ5dm6P5+J16FQ9xsKtUdQps9AtTEXBqEatFnTAgJvZQR81X3hp4qBn1q6+ah6g2PUoJTiu9xHkF93AADatoP3NYgscDIN0BR6mqSSAgAR0gFiY+dmUa3Gz63lAIARpRsAQt0AiKDECJhUUO91cKN2oxvgXgczUwQ3wXm72NUrpJ3n3blAMMy1+bWvMebjkk7aFGhE8KKrNo0xifUorPsNRbqjKNNnoMaUDz1f2WxEBpCGiMxX1bdByHxVfZo1+Myq/Bq/lfzLGr0BQLv2S7mWuDb/0jJdyQcAVrB5cVD80baunDW/TW1OQrDun+DJZVzyvh9QGJtdntUYYtKAAhCYFrfOaBMUFFqltIKhMwbt28u+/GcBAN6KSOTWpuFo6VrUmPJh4CshUJPdcwgIon16IyEgER5KT2w7swUA8NCAdCgYtzbVn1n5pVXcSgDshrT3ardGFrgOYEmQvRuSiZn1dhrALJrSzDfy2mcHgBWif1GrBZtArGNz0teKpQEgVANK6gHPCqAuoPVLGKUfpTP3ZjCx52Bm8wEQXBfwqNOu21EMfC0u1v6AgrpDKNEdh5aXDLBrzPk4Ud50AjPapzfi/RMQH5CIBP9ExAckIs4/HhqFlD94pPAwtp3ZAo64tVncgCurJwA8SlPo9va+r2sJWeA6xp1oupt4FIDRAPZ3fnOcQiUAUNIOVybLygRiWbNNQKAUomHkMiAE54FxQOBgETiBcV6Ca63qGwBAgDoeSq5rUkRMvBYXan9EvvYAyvWZqDMV2fqwXUWUd/QVIQtIRLy/JGTuypbb3iTvr424cX7Wh032Du6uyALXMS4ACPHXLYWaj0e1ehu0qu8BafPc7ipwknux0gAK2rZ8uIbxtyu7gymF3jByGaB+jrnTWyM4Zy3X0il+hk4pbVY1MmSJU67pCDXGAhwtfReX9WegNRWBp00TdgkY+Kr6gKdG1JokC/Xv79uPsdE3tqtOqyOMoxs+N4a7EvVd24mCbUAWuI6RDWC0SHTgaCDc+CFWgbuhi9vVbmgKrSSppAQcH0w1dSD1Xo6f3KiLClyxThK9HIvIrALnjOVaBvY0yjT/AgDEeE9BuOfIDl/TEUxiPf6TPb3RBACBj6o3At0SEaAZgEC3RPi7xcEs6rH17AwAwH0D/9JucXMGNhElR1JJNAANADfLTQ+gAlKEX9fc/q3XGrLAdYxz/8/eeYe5UV1t/Hdn1Fbbe3PvBtuA6RibYnpvKYROCAmhhHyhBBJQBElISCAhpEECoYPBBAgdA8bGYJvm3ru91du8TXVm7vfHjLSyt2lX0tqGfZ9nHo1GM3eudqVX557yHgBNMf1VLs0SY5AcJbzCLj3dhrj2dawESkInP93tCUr1SByfnbHHQWuJGmPB2SPacK5eOzGasOpRpegs2RQPNOoJ2jYQtK2nxfkqiDCKcJDvmsDyumewq2nYlDRswo1dceNQ3diVdOxKOg4lHZuShqIkJnP4ceWvMWSYDHspUwouoyhtEgVpE3F0IY/+4Y5fENB3kevK5dGzEiscSHSJGtLbUFAwMO7H7LrWHTThFY2Yn/+LpEf2u3lUqjFIcIlhA0BYNQlOlbnY9DI0tSodOBj4vIdr92WYZlQPKx2juHMTsEjxvCB2iWqJxCo6hhJCMRw93rjDgtvdP2UQQlMa0EU9YXULIWUHmlqDrtSjixYM4QPCXc7ZkCEW1/6px/tGoAoHV01cgMOWEdf5eyKktbG+6XUAjir5KeNyz+r23E3N77Gp+V0AXvrW/xImVpmgUVXtW4JhJXGXpA/FqabhVF04VCdBPUBLsImWUBN+rd2G6acrAo4DZiV04xRikOASw24WHIBLO5A2k/Cms/8S3BZg2hHFN3FA3kW7veDXm5i1/txOUkdAdIkqZMfHSsGNTS9BU2swinag1HTudr/bEMGIH0gDoM0+n3r3AyDi7Lal2RD+DFN3ToBqFOHQhyEJI0U45lGDPY+JALoM8dqWq0m3FVpVBGYJmBCq6Y8Uoke/ZL1/LRKdPOcYxuSc3u15Aa2Z+ZX3AnDhxG8xbdix8b2/HhCx4Ayp0RTYQq5rZC9X7DmA+f/79fQnOHHYud2eFtKDeD65hnk73oB9XNV7kOASw0aAsFKDREeg4tIm0WZ2bfq+8Iq/7qfpIisBfFo9bnvBbi+YKhwCkJ0tsi4sODADDZpagyyqgF4IjlAkCVXSbltMvfsPIKSZYKw5IOxE+NMR/gyEP9N89HXsE3IhEATOegRsGkXtt+PUx/f6hjWxk6rMn2AordT5V5KopvDhJTfEyhB1QmX7Z/i1BtJsaTxx3nMJ3s1Eht20OnUZ4vn1Z+JQMhifey7Ty38R1/URglR7mDeAQ3XiUJyRpwPUqrt/GCS4BCA9sl14RSVCK9eUOuxGCe7wdGz6C2hq9QHAzfTsy9hXsRSgMdC5Y6IibKTZ8vBrDcjcnRgNZR0JvNEo6u7LULsxAliIkdM7bQipmi0E7SHq0n8NQqLUDsO++AxEDw1ruhgJABlHEzKJpDbjXgzFVCyekn8ZQihIDKQ0rDMkUhpxjZftHM6orJ61Ix2WoolTdWJLUmXFlOKD+NfZTzBr1XPM2zqXkNHGioZnmVZ6e1zVGxHLVDN6dx3HRGoHLbivOTYA5ZpSid0oQcFBvv86ajPuBolHeEUV8Jz0yAFv95cAdgD4wl0TkttWgF9rIDz9NZBg+2omth0TYpaRnS04AJkeZ+pHyAk2U9Zc1Jdi/+y0PpIbMSVlvS9tDbGLsKX0e+mEOWSlsMlyBGmWYq+vi/4X/YUQgkunXMGlU66gJdhC6QO5GNLAQEOJ46suhHlOXATXwWv7NMHt05PbT2AGGmL8cGnaVNJDJ4DADTwNLBFecZbw9lMaYuBRDdCudU1wkwsuJdNukYAAo3ibud/tEnWEtdO7YKxhC5gRVwGiqRDHojMRur3X6zrBqo+NJ2G5I/ooBoTcoEOSPKynxoOR5cxCsT5uhhGf/1K1CC4cB8EpHR/lfXqJur984fZl7BZJjaDAdzP5vptRjUKAKZglUFuFVzwovOLofZzscoBuy30OyLuQyybOYWLuheYBS8AyQibKHktUm1GCkE6z0Ux6z/lw4Rn/BdWAQBqOhWcjNGeP53ePyPcuni93hJgH7ruqCJO0JRLN0FJ0j8hHLL7oaocF1zvpDi5RvzlYD7tHUsEsV8oMnUR6aAatzrdpcb6CrtQPBX5qbbXCKz4BPrW2r6Snm9qdgceBAHmuMT2e1EmSJxJZ3YPgBAp2fQQh2zr0kq0om7oWqQgf9BEyqwl01SS3UN/rKTsmF/HBxU9wA4kVDc8CkO3MTpoPbk9ECNvo5m9gGBpV7V9Q0baQWt+KaDVFPBZczBJ1n7bgBgkucawDCCsVXb6o4CA7eC5ZwbMJquvw2RfQ7vgUXakrBi6wNpBolr9utvTIgasp6hoHAuQ6eya4bKvdncyuN5d51hJVoXOum8MiOJlXDZsO6fS6VrIZfcQqAGzLp6M0x1G32hNk/BZcxPKUGKysf4FJBd9N7N69IKi3sKzuSQDumuFN2X2iS1SpUedbw/bWj6n1LaMpuIn2cB2a7Nr/V+TufZke46fbp5PZBwkucWxGomvKTlUS7uR/ikCg4NIn4tInkhu4Bk2pIqiuJWBbTdC2hrC63QYMA/5PeMWfpEd2yZjW0nYYsFN6ZBcdXZKCIwDy03pOryhxm3ptMquR4Hl/75ij7Pw3iPjhZHbnNniGoqEd9h4IULaPR92WjPacER9c7wSnGpkI6UCKEPOr7mFC3nndaqYlA8vqniRktJLjyuX6I36Ssvvo0nzvT6zpvnKwIK2UUTkTGZ1zAKOyJzIh7yBG5x7Y69ghI7rY2FdWHV1ikOAShCX1vQXkmLBShcMY3us1AoHdKMdulJMRNjXXDILUpf8Ov/1zgDOFV7wEjATKgdXSIzdal/8Rc4mL8IpazG7kW2K2yPPt/cnBE16hAicAlKcf0eO5Re4pONVsgroVHZUgcJGmTe10bjSSukfJluFoJ3TCLLDp4MvAvuy45PjCohZc78tPhXTKWv9GZdYPAGgP15HtHJr4HLpAQNvF8nqzBM5z3K9Tco8IQjEBjExHNqOyD2BUzsTdCC3L2T9Ny7A+SHDfJKwDxoTVbXERXFdQcOIOHx0huH8i+XuMo2MLMMraNxOspALCKAaKgSM7DSiRwiuqge1ABWbqR8Ue+9XSI/f0cE8EcjPtZb1+ye1KGseV3817280VtV0fSUnbfSh07qtq5sIBqhZNW9CGrUI7eH50aWvbPLl/EdOu0CcfHNiNUlQjH11pwK/Vp4zgltU/SchoI8+Vx48O+3FK7rEnnj/7M4Zljum3ykhXCHUEIgYJ7huA+cCZzc7ZuMPTonpofUVa+PCYZzbFpuejqbVgkpi5PJWMR0B6+Djc4aNRjSw0pdbadhJWa9CUWnTRIMAoA8q6vaHEsEgwlvhyAPJcY+Oa85ic09GMIHMr7iJs28KO7MvI819NRujU3XxxqsxANQrRlTq0Qz4ya1lde/iAjCR+HPtgwUWgyDR0wJ+ibvKx1ts9J9yXknt0hTxXUVLJDSCkR+WfUt+4NQEMElxy8FckN4Rsm4e2Od4jM9R9DWJPsMlcsgLnElaryPddj8DBjuzvgfUhkh5pCK94Dbio3TGXdsdcHNooCn13Rpe6EUg0qzi9znxU6tGUenRhPSr16GKXArIccxm8mxWYYS+Je94T8s4jzzWGOdtvpTm0jUb3IzSmPYIis3HoI1FkJiDQFTOvzhi+zny/wsXkgkvZ0vw+u0JbO/qlJgMyfh9cBGYfidR1k19S9zhhw0d+Wj7fn3ptSu4RC4GwKjCSr2wUk783aMF93SE90ie84jbg+Ya0R7AZJaRpnSOF8SAv8IPovh7RRJOkC6/Ilx7ZID3yW8IrJgLfR3JlyLY5v90+l5zgxbuNI7BhN4qxU9xtIFESRhdNaEqdRXoNtNsWEbKb3Zn6giL3JL49djaf1f6NrS1zaQ5twxDNBJSlnc5NU/OYVPA9JuVfTJotl83N71sTSp6VYX65Ib48OBOKRXABPfkE59cao6kh95zwO+ZsepfX173KospPCeth5l75KTmunKTfF+IrV+srBoMM3zzMAo5BaDfuTL+X4rZ7cOmTEhpQlRm4wlMJ2L9yAh8Ir7gI8xt7F5IzEDQC+QHbqn59zAR2bLIIm14U5YG08KFU2a+n1rccQ2ooIv6PiF1NZ1rZbUwru422cC0VrQtpDG4krLdHXy9LP4yhGcegKh3L16ifTCbRgjP65oMDUKRZH5rsJWpTYAsLqu5DM8wl+Q1vXdtJu+2eeXfz4Kl/Sep9I0iFBWfI6N81NVnKScIgwSUJ0iOl8IqbgXQpQlfXZngpbrsXlz4hoXHz/T+iVvGgqdUHIfkKcCGwW4HGbICgbW3f5cW7gcMYDlJFw0+9fy1F7v6RdIa9mAl558V1rrS+LPrwNciMXSgt+SgVY2KTSfuOKFn2xQeXCYBPa+j3bTUjwObm99na8hG1vuW0h2sw9uAAiUQ18nBq4zCEn4B9GYsqPu33PXuDsRcSmfcVDBJcEmH5yK4F0qXwf6cm43ayg98mJ/DtbvPjeoPdKKOs9c/Uux/C5/g0EylID51AVvBcArYVtDk+QDWyklpmZDNK0NRK1jW92m+C6wvctkJaw1XI/Gr0/Gp0wB5IQ61PIJLZh0TfCBRpyg0FtF1xX1PnW8um5neobFtMU3AzIaO10zlCOnDo43Bq43Dq43Fq41FlPgKBz/Y5AfsyNjVt7GL0JGH/UBdPCQYJLsmQHqkLr7gMqEPoNzS7nsdn/5QC38049fgik3tCIZ1C3x34Q59jM4pwWCkXTn002cH4rKS+INd/OXUZ97Gq8UWmFFyRspSJCM4d/SSrG1+iMbCB1Y0vARKRaERVRupj+05w0by+PdAWqmFD89tUtC6kIbAev1bfpX/Lppfi1Cfg1Mbj1Cfg0EcguvmqRT4TLcFmQloIh61nxeO+QAiBlDJhKfP9GYMElwJYvRhuFF7xEpLHw+q20dUZ/0dW8EJyAhej0PcCcoHArfWceJsspGvTaNJL0dRq3tv+M84Y8TfS7QmWTvUAm+JgSsElGIbB6sYXARBt2b1c1Qv6kSaiWktUv9bApl3v0RjYSLXvS5qDO2jXajGMzpLoQrpxamMsy2wCTn08qow/WKDKnGj6zJzN73DmuHPivjZeGPuVUldyMUhwKYT0yPnCK6YA94L8aYtrtvDZF1HguwmXnoxypNShsP02qjN/Rp1/JS9v/C5njXyk1+L7RBFpfAwg7SFEqHPCcNyIWHDdFZpjEFLW4bcvJWRbT1ipMJtNS2gNV/Hu9pu7uMqGQxuFUx+LUxuHQx+H3ShPzFcIOLWx+Bx1vLXhjZQQXLxqIl9HDBJcimHVi/7MKr16XFMrJtZk3kZ6aCa5/iuwybzehtgrcBpjKWv9G9WZ/0dbuJr/bvweBxdezUGFl2NXEiCeHuC2FWJX0gkb7YSmv4Lz/UsQWj+XbNFKBo2gsgG/fQlBdR1htQJdaUAS6F4HI2w35c9VHZneAtJGadv9OPSR/falRmAQIKL+HBnLoY/Fx6d8XrU4obG7veegBTeIVEN65CLhFVOBXyK5td3xgcNn/4ScwHfJCp6b8BcnFXAYQylvfozqrBsI0chntX9hTeNsZpTfxfCs45J+P5vi4JJxb/HU2pkYLh8yqwHRWBrXtQYGZDegF+5A5tYgC0xrsNn1PM1pz3d9UTANpSUP0ZqHaMlDac1DtOZGZZr0IesIH/Y+qpGDUx+XlPdY734Qn8OMmNr14R1ioMDmps1JuUcEkcBTKnxwqUg9SQUGCW4AIT0yAPxSeMUTwANSBM5pSnuCNsf7lLY+gLIPNhS3kUV5yxO0Ol9ll+sZWsNVvLn1OkZlnczEvAsodh9kNaJJDtyOQhxqFgG9EenoXAVkElkdetEOZO5OZGaTWcBv67plIAIIOTsIzCI0pSWv1yWwaDf9gJFeDcmAGmOxh9VthNVt0eft4TYMw0i4feCeSAUZBfSokE2qFG2SgkGC2wuwlEHOFV5xKvBcWK3IC6sVcXV/2htQUMgOXkBm8CxL8eQzNrfMYXPLHABynKMocR9Erms0LcEdNAQ20BqupNh9EFMLf0CRu3f5nVjYFTcBvREjtwYjqz6GyHygdkNkECUymVtrqgIDjvcuRfj6l0YjAuYPjiR5suLZgW/Tbp+HobQyOncMRw+ZxrLapWxv3kZZZlnSyQ1SY8H5wm2R3ZakD55EDBLcXoT0yHeFV2wD8uhngf5AQsFBcfvdBJTVNLofI6xuR+JnV3Azu4Kdl1ebm99jW8s8Th/xMMMyu+77qRlBqtq/oKrtc+r8q2kObaM1XAkS9PFfdT2RoAvRmmstKSPLy1wIuhEIQtNexSisRNk2AcWXQDRWi7gNkkcQNplHvv966tJ/x6amjTx46l/41zlPJG38WAghQKbGBxdDcMkzb1OAQYLb+7D+B/u0tP1ucBkHUNb2AAAGPtrtn+C3f0ZYrcKml+DUJ2LXh9KY9ii6WsvbW27k2PI7aQtX0xTYRGuoknatjoDejNGdZF3E4GrOQ20oM4msNQ+lJRdCaT1aZIbVvUvdNjGxN6qn5uuRHj4WX+gE2h1zufjlb7Hj5p24HakJ3JhIrgUX1kORWlSdQTWRrx+EV2QCo61tFJAHpAM1wO/62CJQBWhxvopDH4HNKEA18lFlATYjb58MPsRCwU1m+GQyw537gKa1HkpF5jXoSj3zKj2dL5aYRObLQGnNRbTlIlpzkZlN6KOXm+fYQtiX9zGgYTdJU/gT9GkaanSOBqEupdj7i3zfjwjYVuIL13HuC6cz5/J5SRs7gmhPhiRbcD6tw3qTnn072jBIcL3Akgg/BTgRszvWZHrSWIMlwNt9uMVO4IB2x4e0d/GiYuRgM/JRZT42o4CM0Mx91le3JxRslLbeT2X21eaBoAu1arTpE/NlItqzEW05XaaCiNZctIPngRp/JQJY/iabZRUGEyM4gTCtOJuGgS+pBKeQToHvp9Sm/4IF2+fzxNLHuPLg7ydt/Fgk2we3vyxPYZDguoXwijzgauA6OtR0AbMb+cjcUYzKGc3I3NEUpRexqOJT3t74JsBJ9I3gLgJOxdRkKweGWFs5kjJD2aWElF3AJgCC6jrK2h5K8N0NHOwUYddHEbZtRq0cE781FtGG0/powUaCEBKUZAhoRisikt9bJU2bQlbwPFpcr3DT29dxxpizKcooSvp9ZIIWnGZobGtez6Zdq9nWsp71TSsiL+3TUkkwSHCdYOWqXQ98D3ABDM8ewcWTLuXgkqlMKprMyNxRsY1vAZi3dW6E4GbuOWZPkB7ZADzXzVxsmGq+5Zj9GV4IqzuQGAlnzw8kcgLfoS7jPvSh67GtPDa+LvV2i1DSWwic/CRq1WjUVceg9Pa+7UkmIiVCDsmx3kxljwAGIaQIkh46gVbHHMK0ceKT01h5/Yak3Ac6epf2ZMHV+arZuGsVW3atZUfrJmrbd1Dvr2FXsJH2cAtBPRArjbQnCpI22RRhkOAA4RVOTEvqBuCoyPFTRp3GDw+7nlNHn46q9PylPHLI0bhsLgJa4CDhFUXSI3cmOi+rX0KltX0mvOIhKULFuqjHJpP/S58q2I3hpi/LFjZ7p8ZBcErtUMTwXLNPanob+thl5vFVXUdjI5CqRXDJ0pazer1WZF9lGYaxZCG7eezuGD12Ed3UtJF75nm4+7jkthJ8ZtVf8Gvt1PkqaQrW0xpqxq+1x7b+6xVZjlwK3aUUpJWS6cjm/W3/BZKYP5MifKMJTniFG7gG+AVQBJDjyuGyKVdx7aHXMSYvfvUPl83FtKHT+WDLHDD9dS+kYMrrgeKwWoVN238IbpfrKbMlYM3QuEuvlLY8nB9+DyN9F9oBizDKN2HkxvGbYbO+tEaS+xGLUPI8WVK11EVUhLQhUJGEMZQ2Xlj5dNIILpLg+/aWbio5AIfqojCt1CKvEgrdZRSmRfZNQitwl+BUO9ooakaYD7a9gkQWCq+wW+IS+yS+kQRnBQ4uBX6LufxjStFB/OiwG/j2gReT7uifc/r4ETMjBDeT1BHc9LBSRRoHp2D41MBv/wIAdXvf0zaU9hzUmhEY5ZuQ7jh82hGCk8nNKyxq86LKHIQUmCk95qMZqew4JmTkNWE1HzJJDCKkpnSZ4hJSdlCVdR1bdm2h0ddInjvxGuWItVmWMZwjS2dGCavQXWqRmGmN9bUhjU2xk59WTL2/RgAlmM2K9kl84whOeMVxwIPAVIBDSqbyq+N/w8mjTk2489CJI0/irrmAGWhIBdYDaEplioZPPtrs85EiBCEnSs3Ifo0RKZmii9KtPSEjEdRkNbCRAoTEbpRiN3oKnicGhzEUhzaGkG0jv/vk19x/8oMJj2lTbGiGxn0znmZs7uQkzLIDhe4y6v01AK8Lr1gK2DGDDtuB2dIjVyb1hv3E/uOpThDCKzKEVzwCfARMLcss599nP8mCqz/nlNGnJaWt2kHFB5PrygUYIbxiVG/n9wPrAcLq/kNwu1xmoxW1Ylx8wYUuENWGU7Xe5bejS9QkWXDWOIboKoknuUgPnwDArFVdxpz6DSMFqWrHlp8W2T0IuAIzKHcV4AH+J7wiLek37Qe+ERac8IpjgSeBUQ7VwW3H3MnNR93S76Vod1AVlRnDT+C1df8F04p7NFljC6+YAfwGQBfxS2rvTdSlPYimVoIhULcmoH8XSoOw3YyQpjdDe/fd2CMWnNCS9NE2VEAbEILLCM2gyfUYO9trqWmroSQj/taNXaFjKZx8grtq8q2cP/ZqNjevYXvLRpyqi5bQLh768g4wI/63Avck/cZ9xNea4Kzo6D2Yf2wxpeggHjv3aSYVJddcj8WJI0+KENxM+khwwiscmKH3QsxP5Qqrmc1vgTvAlMPO86e+p2aiaHI+RbvjQwBsy2egtPQ/o0AgEO3ZyJx6jPwqlB4IDruVmtVfHbk9oUcsuLZeTkwcqszFZpShqRUsqviE8yZcmJRxUyVtlOPKZ6rrWKYWd0S2x+VO5vr3zwK4Q3jFU9Ijt6bk5nHia0twwisOBp4CJitC4Zajf84vZnhwqMnLRu8KJ4yIpsGdJLxiLJCF2f0qx3rMpoPEivZ43FN36FTgPeDbYJJbWevDKLjYl9HieJ1m14sgQF17GLatiTeuiRCczKkzvTzdQEbKtJJEcEK3I4G69N/RYORgSqAbSGF07COhyy0CBdUowKVNJit4Lk6je++F3ShGUytYVrM0YYKLlmoNYFetQ4qnccqIi3hv62wXpq/7ggG7eRffXz5KAAAgAElEQVT42hGclRx7K+AF7KNzx/Dvc57iqCFHJ+0ehmGwoXE9n1UuZnntUjY0rmN78zZ2ttfSEoyqx+Rh+czihSKUPesG11mPVyB5V1Or0xvTHiXff8NeSfSNpzVhs/NVmlz/Nslt6wHY1ianj4RoM7nfyOqlKXPEggsm50cg1vgxlP66Bgx0dSft6ge0Oz5ANQrIDl5ERuiMTonLqpEPwOamTf28VwwifuUBLhe9/pB7+Ljibfxa+/nCK74tPfLFAZ1ADL5WBCe8Ygym1XY0wA8P/TG/OfH+uH1thmFQ0bqDlTtXsK5+LVuaNrG9ZTs1bdU0+OtpCTbjC/vQjN573ToUJwXuEtLtWWQ6skm3Z5FhzyLdkUW2I49cVwE5rgJynQXkugrIdRXSGtrFlW8dFylm/oH0yG0A0iM/EV5xFpK32pzvpQns5Pl/lNRWgV1BIgkrFfjtX+K3fUnQtpr00PEU+G/s8vwm55M0u14yc952jMO27Dhw+JFSNWs6jd1TJCQSVA1sIQynD6HqEEwzfW6abbcvfySSKtN6ThWRFsGJUJKs3LDZIMihjSIn8D3MdA87QqqADYHNSgOxRY+b6SD2aI5bWKkkYFuO374Ev+1LdLWeRvc/aUx7DJc2gYzQabjD01FQouIK4T4k4XaHjrY7AytZXugu5ceH/IoHPr8V4F/CK76QHplcueI48bUgOOEVAvgh8ADgLs0o4y+n/YNxBeP5rHIRVa2V1LTXsLO9lnpfHY2+BnYFdtEc3EVLsIWWYAt+LT7iikBBYXTuAZSmD6c0Yxil6cMpyxhGafowSjKGkW7P7PP7+O2iGyPk9jLwWOxr0iM/El5xLpLXW51vOoW0kRu4JukkZ9CO374Mv+1L/Pav0JW63V5vc3xAnv/qTurDde77aXfM75ivu5XgGf/evXRKYhKdbjNLoGxhEJZ1IW0gtN3PBUBY+9b7dLcSOO1x0G0IayyhOcwghObEyKsxL+9rDWs3EIYNCaRpR+LWjur1/K7gMEbgCI0gK3QOmqij1fkOrY53MJRmAvYVBOwrEPIh3KFjrKUv6N2XR/Vl9sDekRe/YOz3+aJmHvN2vJEFvCC84ljp6U4bK3XY7wnOki7agdXlHaC6rYpvzT63X+Ol29MpzSyjJKOU0gzzsSSjlNLMMkozSllXv5ab372eLGceT57xcZLehYkGf21k9y9dydBIj5wjvOJCJK+0uF6zCxzkBC5PGsntcj7PLtfzIGJ+8SV1CN4F3gFuRGhH+u1fkh6eAZh6cLXp9xK0r9htLJkf7ZDVhJmO5EZgx6aBbbcfEj8QRGg5AEKmWw1hIl9waX1PrT+HAFx+Yo50GSM0xi0lMHoFoj0LpaEUpXIMor6891rWPSB01fKoJSdZ3yYLyQ1cRk7gu/htS/HZF+Ozf4qhtNDu/Cj6ZgwjcaurI/Np4AlOCMEdRz7MusZl1LTvOBwzqf6WgZ7Hfk1wlr/tLWLILQJFKOS4csh25piPe+znunLJduZQmF5EcXpxlMgynT1bXjbF/JOF9eQLKRSnD2F1w5fQgxyT9Mg3hVd8B8lLza6XVCHt5AS/l5T7++1fRshtCTAbeAfB0oi+nfCKEuDIdvt8JGHaHZ/gt321u+VlXrcE+ApYIj0yytrW/ysNcGPWMbZJjwwLrygHKhQji2EtZg6YJIwhAkgCSBFCEkKKEIbwYwg/EuvRem4IHxI/bY65HeSo6sisJvSsJvSRq83veTANpbkApXY4SsU4lFD36VqGEkKqkfeW3GokgR23djhu7XAM/zX47J/S6nyHoM2cZ52vrvdBer1HavTg4kWWMwfvtH9z3ZwzMKT+M+EVc6VHvjmQcxD7S3ecPWEtS/+GKWeEQLD4mqXkpOWS48whw5GRlOTdPbG0ZglHPzYVh+rio+9W935BH/D3Jb/imdUPgZmMfEpPNX4WyT2HQMnz/YCsUP8s1ljUuR+g3TEX4BrpkY/t+brl49xd7sKMPHwMeKVHftif+wqvEEiaEWQObX4WVfZfZnxb9kVIEcD+yTkIQ8XIqzG33Jqo5Rczd3O57MtAhJ0mITp9pmCmqu1WGJ8ZPIt8/4/6Pa890ep4h5C6BUnQJHIRwBB+grZV0XPMiH+EpoRlkUWKw4Q1v9jXY18TtARNZWOnaiogSwwMKVGE4Phh53LXUX9PSg8IwzAIGSFctq79nk+v+jP/WOoFaAAOlh5ZkfBN48T+bMHdAlxnVxyEjRASyYGFk1LStCMWWc4sAPQ++OvixbfGX8vbm1+gIVB7POb7u6+7c6VHzhJeMRHwtDsWJIXg7HrUcOyyR570yI3CKz5CMgPBXGA2glelR9Ykcl8r1281cGRY2Y6qJ5KnaH3ddRWlsQylwXxPEol0tyAjhJdXg8xuMJfLWbu6XsRJxRIaLSYjdGICc9odYaWaBvdfez0vpCfHZRXU/Z2OvbtlFu9vfRlFmIEfkxxNelSEgiJUbIoNm2LHJuzYFDsBa5yQHiCkB9GMMLrUojWvZ4++nDuO6qxVeMkBN7GkdgGLqj/Ix/THHW8p5aQc+x3BWcscL3AnwN3H/JN7F/6YkB6g3lefEsHACFqCLdHwfQ8aWf1GobuMaw66g98vvhkgnuSxKQDucP+c33vCbpRHdntqAnoKAqf0yGRnvq4GjgypO3AlRHAWxJ5PBcKXDb5s1ApTEVmqIYzcnYQPfw+cfjKCp5GmTUE1Ck3peJlnFcwnF7JDJ7IG+CXQHrP5gY8B9b1LPyIvLR+JxJAGUsrd9g1p5uDteQxkzD7YVDt2xdpUO8tqlnDLnJvZFWhCT+IC7r2tL3VJcIpQuOuYf3LFWzOo91dPA+7FSlxPNfYrghNeMQx4HjhGQeEnh93HzOHn85cvf0mdv4rNuzaljOAe+eLv/PTdG6K/VqloxQZmeomFHh0nwivykZwFgvTQCUm5ty0OgrOWzamQx1kNEFZ7yOKNC/GXJwndgVo/BE2zIZ2QHjqOtGSQa/xo7MYVsBA41q/5ObAo8STpPTGpaDLnTriAHc3b0aWObugY0kCX5qNmaAS1AAEtQEAPEAj7ufp/lwFw+7RfcOywGWQ5s6M+bqfNydiHh9IWauOrmgVMLems2ZfrKuCeY//NDXPOxsD4ufCKedIj30n6m9sD+w3BCa84D/gPkFOYVsavpj3KIcXTANOZWeevYkfz9qQm9Mbis6pFSCSKUMl3FTNz+HkpuU+MQ7gTwVnW62TgGOAKBHZneBI2mZi0jkTDb/uSVuecyIFRwivEADcUMQlOSY7yjuyD+1VaqSoiyRJL3UN02tkDXwLHfrx9HqeMPq2bUxJDhiODiYXx1wd//3+XI5Fce+iPKcvsHAM7c+w5zFr1HD/76FtkOfJwqA4cqhOX6ubE4edz8YTrObjoGK496Bf8c9m9AE8LrzhYemRKlSP2eYITXuEC/oCptsu08lP5xVF/I8eVHz0n22l+wStaEv317x7F6Wbh8+Elx/GnE19O2X1kB6/pwivyMRWGj8FMXj4Cdk9AM0T/GotLJCF1E22OD61GxM0dLwie3QvdkiwLLjGCE1JY5NaH6Udy8Qbs69Arwf0X+MljXz3Cbcfc2WtkfyCgKiqaoeELdy06cMnky5m16jmCeoA6f9Vur61pXMK/l/+Wk4ZfwOicSaTbM2kPtxYAz1v+uJSFefdpghNeMQ6YBRxsU+xcf8g9fHv8DztFR7McJsFVtVV1HiRJKEovBqAxkHj4vifEJHhG5Gd2Q3nGSCYVHE6hu5RnVj9EWN2CgRF3fpcmGmh3fESb40PC6rbYl1YDT1rktjf0mLYj8elKo1sXbagyo5/DWH8HtQ8+7IgFt+8Q3MfAp02BpmMeW/IoNx/1s4GZVg9wKA40Q6PJ33Wp3MmjT2Xh97+iurUKn+bDH/bhC/uoaNnBk8seY2f7Tt7c3EkGajpQiinJnxLsswQnvOIy4B9AennGSO499nEm5HetYpvlNNUldrbVdvl6MlBsEVxLsJdayASR6yyM7DodqouJeYcwqfBwJhccyaSCw8hLM32MhjR4Z8uL1Purabd/SGa4e41NgwA++yLaHB8SsC2JqR6gHsFzmOVtX+3NHpfSIw3hFWuBqWFlB6rev6bNiszCoBWZ1ocYSJTgBmaJKnohuBgFmTceWvwA1x12A06bs6tTBwwumwuf5qPR39DtOQeXHMLBJYd0On7n9Ls5/dmZLKr4FMy81aWYCeCrvnFLVOEVGZj5bZcDnDz8Qm478kHS7VndXpPtMAmuPgnJkd2h2NLmag/3vRXktuYNzFr3DxZVvs9OXyWTC4/kH6e81eW508pP5cETZpPlzGVsziTs3aifKELh+GFnM3vdo7Q63+xEcBKDoLrKXII6FiCFP/JCCHgdeArBO3ujfKYHrAamhtXtuPpJcDajAE2tjE/ePIJo5cY+44MDkwiW17RVT/nDp/fxyxm/SvmseoLbkU5joJGmQN9/4F02V9TFA7wuPfKfSZ1cD9inCE54xRTgRWC8U3Xxs8P/wJmjLuk1YTdiwfXnjx8vIkvUrnKK9oRmaLy/9WXe3Pwcqxu+xK/t7rdYVreQz6rmckRZ5+inqqgcVRZf58EThp7D7HWPElI3R5epYaWSNsdc2u1z0dTdLNrFmEvQWdIjG+O6wcDDCjT035dq08vAvgx9+CqM/CqrTtWBCDnNwvmQCxFKQwTciGAaBNKjBGcWzQ8ouvUrWFbcbcDbv/nYK0bmjOKSKZcP4NR2hypM8g/1s4LnnPHnRXQSrwW+eQQnvOIKTMstfVT2RO6d/jgjsyfEdW0kyNAcTJ3SbYTgumu1Vtu+g1lrH2FBxdtUtm2NDRbgUB1MH3Ycp405k8WVC5m9eha/W/wT/nv+8oTmNKXwKPJdxTQEamlMe5iwuoOgbW3sKduBp4GnpUeu63qUfQqrAUIJBBoEaWaXKmcQ6azpUzJPZdY1RBrGRJvIoACK1Uwm0kTGeoyqiaiA3VITiaiKOBDSDthRpBOBwzyGMzYPrkfHqfTId4VX/AT4y4/e/D4lGaXMHHVy3/4gSUJVq7mSnFhwYL+uP2nUqZHdocmZUXzY6wRnqe7+GfgRwJmjLuGWw/+A0xa/pHskyNAWSp3qan5aflSvLaD5cCguFlS+zWsbn2RF3WLawi27nV+eOYTTxpzBaWPO5PgRJ5LhMJ3m5zSfz//WvUKNbwcfbHuFmcPP7/ecVEXluKFn8d8Nj9HWkeLRjuAlTL/avFRGqFKANZBYJNUQzUjMQM0RxTcRMtoI6+2EjDZCejtho52Q3mY+Gu2E9XY0aTWziUZfJZEsnWhBf2qUqUp7O0F65MPCK4ZphnbLxS9fyAeXL2By8ZSUTKY7VLdWETbCOFVnlz62eOBUoz7EAVVr3asEJ7xiKGZx9hF2xckth/+Bs8dc1udxspymGKIv3L+UiXggkeS6cmnwN3DJG8dQ66vYrZpBFSpHDjma08acyeljzuTAwkldLq2HZQ/jB1Ov42+fP8Sfvrg9IYKTUrJp1+rI0w3APQhekR6Z+gYCqcFmJCFdqXMY+FBw93kATTXrgw8ruo7DiuOrHf37cjMf7NXzVyIQhPQQYSNI2AgR1kOEDLMsKaR3HAsb1nE9RMgIEdaDhIwQmhGKuT5sHe98/fK6RUikQ3iFIw4/6O3A0NZQ63fOn3Um865cRHlWeS+XJA+R3Ey7alZC9Ac726PukoyB7KW61whOeEWkd2hBSfpQfjv9qW6jpL0hskQNav1X+Gj0NfJl9ecs37mMtXWr2bprC1VtlTT6GmgLt+2mFVfdbqZXFKUXccro0zl19BnMHHkyuWk99AqIwa3H3MF/lv6LxkAd/9v4FOeM6Z9v5ZPKd1hWtxCgEThMemRLL5fs05AeqQmvWAdMDqsVOPWeKsa6hibqAchyDOnztXmu4qhaTKrxnf8dxo7WTQowAejRV2FFmK8EhlS2Vky78MWzmHPZ/AHLj8t0mAG+RL5f3/vvRZHdjUDy6xy7wYATnKUCchumPpRyZOlMfjXt0ShJ9QfZ1hK1O/9YLALhAFubt7C8dhkrdi7jk+0fs7hyYVySMgXuAsbkjeOkkadw2pgzOaR0Koroe3F/cUYxNxx+M/d/+lv+vfy+fhHcktpPuHvB9yNPf7+/k1sMVgOTA+pK7PqYTvl9Bj5qMu5AF62mryvq9zJVdXXFJLhMR3wWTqzuWsSRPhAYlTORHa2bwKw57tUZKz0yYFXzLFxWu3TM5a98l5e+/dqAEHLEvRI2whjS6Ndnvt5XH9k9fSDdJgNKcMIrsjHLrc4HuGrSrVw9+XZUpe8frAZfLSvqFrOmcSlbmtcA5jJyxJ9L0QwNzQhbSwTNVDywCpX3hCpUDGlgU2wMyRrK0KxhDMseztCsYQzN3n3fbe/7kqk7XHbQldz/6W/7nDjcGmpm1tp/8OzqhwjqAYAnMJWM92sIr1CAszGrNmhyP05T2uOYznwnipGOKrPRRSu62nu+Y7w9KwyrrDaiqDFQGJ1zAPN2vAFm6V1ckB5ZL7ziDGDhO5veyr/qtUv5z7nPpJzkYhV6glqQNHtCLU9T50fqAgNGcMIrDsQsQRmXYc/i7mP+ybFDTo/7es3QuOadmexo3URA83Vb7F7bHpdyjx+YA2zWpX4zwK7bA/0i2v5iRM5IHKqDkB6iwVdLvru4x/Pbw63MWvsPXljzt9iAxr+BH0lPCqRNBghWq8RLMRsFTQBIs6WjCtV6nzoSH7rqQ6fjx+DqybdRkFZKSA8S0gNoMoxmaLyz5QWq2rZR619BWcZhvd7fsKx+dYCWphGMyonWgfapul965AbhFWcCc2avnpUJDAjJRRDQAokS3IBiQP4qwiu+i9ljwD0m50B+O+MphmT2rfH7vB2vs76pw5J3qk5G5Iy0tlGMyBlJjiuHHFcuabY0XDYXbns6mc5M0h0ZrK1bzTkvnAamEsZU6ZFrLXWSm8syyweU3MBUBh6XP56VO1fwWc1cTh/13S7PC+lBXt3wBE+s/CO7glEz/0NMgcn5XV60n0B4RRGwCLNRMMXucr478XrOHn0ZbnsGvnAbdf5q6nzV1PmqqPNXU++rptBdxqUH/KRLi6umfQdVbduo96+Jaw46pn9fGcDlKcCo7Ggic5/lQqRHLhZecQrw3uzVszJ1Q+exc55KKfGYgpn7nzhuSglOeIUduB+4GeDUEd/m9iP/hMvW96Vea6gjx23TTZWUZJT0yRfw8OI/RXb/Lj0ykixmgBnheX7FM1w8+dI+zysRjM+fyMqdK1hWt6gTwdX5qnht41P8b+OT1PujVulC4A7pkfMGdKKpw3BgZJotnVsO/yMnj7gQm9IRpXPbMxhuH8vwrLFxDzgkcyQAzcFtvZxpQrcsOJsYWAtuSOYoHIqTkBEcLrwiq68+VOmRiyIk98ra2Zk7Wrbz4kWvUprZa+bJNwopk78VXlGKaWncbFPs/Oyw+7n7mH/2i9wA8lxmDaZdsRPQ/H12dLaFoqU7q2MOVwFPaYbGzz8Y+ILmCQXmr/imJlOm2pAGX9TM5875V3D+q1N4fMXvI+S2AjgXmPY1Ijew+sbqUueUEd/ajdz6iyEZ5sqgLRyfyLAuIxbcwPaZtSk2hmdHo8T9En2THrkImAZs/aLqM854buZe6aC1LyMl/1XhFcdiNh05tiCtlL+d9AYXjv9BQk7cGUPPpNg9hLAR5o4Pbu3z9X4tWmIV3bGiOVcCvp3tO9kVSF0lRFeYUGD6Yba2rONXn1zLWS+P56YPzuWjHf/DkLoGvAScABwkPfJ/e7MYPhWQHtkMVIf0ALW+5Mj0R1wfQb05rvMNKx1roJeoYAYaLPRb1VJ65ApMGa26tfVr2Ni4obdLvlFIul0uvOImzKieTREK04ecxhc18xmSOYpcV0FCY98w9R7uWnA1Gxu7bxg/Z9O7vLnhdRyqA6fNiUMxHxdXLIyc0pWmUhUwZmPjBg4rOzyhOfYFEQuuPdzKe1tfihzeDjwO/Et6ZOr0n/YdrAFKtzavoyxjeMKDlVtLVF2GqPOtQZchDBlCkyF0I4wugxhGGJ0guhGmJWQS60BbcLAbwSUkIyw9sk54xQLg/MWVCxmb3/f8wVTCMAwaOtJEBhRJJThLvy0qym5Ig1c2/AcAVShcPun/Eho/IiXUU8XCj9/6ARUt3Zb6+IBPY+YrgN8BYxyqgyFZA1omx9i8cdHyL8wo4pvA2q+bpdYL1gInbm1ZzzHlpyQ8WKYjO+Lb4qWNF8Z93Z6ldgOBmEBDMnTSPwHO/2T7x1w65YokDJc4drbt5Pef/oYnlz5OuCNHdUCazUSQbAtuC6b6bjFmAw0fcCRwbMhIvI9opCTL3wPBNfmjQhm/wCwldAIO6/ED6ZGxciCHYyYd88z5L1KSUcJAwmlzMjRrGNuatwK8ERP8+CZhDZiSUslGliMXly0NVZjdoSKdoiLPVaES1AOsb1qObuj8bvHN1LTtIKQH8GvttIdbCeg+Apo/WnplV+w8dcYChmaN7ve8zL4H4ai1CUxKgkT8PID52z9KYIjE4Av5+GDLHN7d9DZvbXid6q4FaAe0jDCpBGfVl90We0x4xf3AsapI3IH88nqzP4feTdqXIY1Y6+73ceSHbcQsc8q76Z3r+OXc2ylwF/LAKX/pd1FxXxDWw9S0RXurJtR6b3+EZUGPB9je0r3boa+wKQ5CRpD7Zjwd7dvRHVbWf861756CxOB/G5/EJuxoPZRJBnWdd7e+yDVTem4KpRkaN394ARuaVqAbOro0E851Q+sq3SIfKAR2xvUGu8ZSoGVz06ashz/7Mz869Pp+143GA83QeHfjW3yyYwELts9ndd1K2ruQM59UcDgnj7iIP31xe+RQ8jum94BUp4lMAa4HGNbLL55hGCyofJuW4C4raTOEZujoMkxYD7OibhELq98H4MYjftrlGDvbd0Y+PA3xJL9Kj2wUXnED8GxNW7WoaatmfcM6Fu74ZEAIblXdSoKmvtYG6ZEDG+HYN/BX4McAo3P6J8PTFRyqA58GPq13dZnxuQdxzpgraArU8XHFW1Fyu+GQe8hwZJPpyCHTevz7Ei+f18wloPWuCVjVtpWvaj/u7mWJmY+pWdtyzKbI/YZVx+sFHrhtzk/546f3cfGky7jogO8wqWhyt02Ze0JNWw1bd22hpq0qSsqnP3si25u30xToWlKwLGM4o3IO4NDiGZww7GyK3OUY0ogS3ED1Q40g1ck/ZwBul+rmgPxDezzx1o++EyWwnuA9/jfcNu3OLl+L+eClC684Wnrkwi5PjIH0yOeFV7yOmYbxDMDcrR/gsrk4e/x5FLgTC4z0hK+qv4jsftHTeV9HCK/4FvBjh+rixqn3cv7Yq5M2tkM1v8y+cO8EZ1cd/PzIPwNw/2f/x6sb/sMpIy7iewfc2OncbEtY9cua+Tyy9F4UoaIIFVXYUBUluq8IlUZ/tJxsDWbjoAiZaamqxZQe+aDwigrg7p3tOw98aPEDPLT4AVShMqFgIkOyhqIKFVWxYVNsDMsezvj8CTQHm6ltr6HBV8/a+jWs2rkCv+bvMrF3We3S6H6Ru4wxOZMYmTOBQ4unM7nwiC6Vt2NqxAdEQSQWqSa4fwAXBHTf4Ve+fRyFaaU4VBcnjbiAiydcv1vaiF83l5Z5aXmMyRtn+UpUVMXqsC1sfOvA7/K9yd3LKY3IGcklky/n2RVPuYA3hFcMj6dBsfTINuEVXwAVwJDX17/K6+tf5dEv/87Ca75K8E/QPb6pBGflSD4CcOPUe7lw3DVJHd+lmhn9fZWXtwtTHj5WOSYWaTazodm6pmWsa1oW77CFAymEID3yReEVL2GmjlwFHKdLfdyqupXKqrqVfRrLobrIduSR4cgiw55FfloxI7MnMDZ3MgcWHEahO76kYr3DaBtQ6w1STHDSI5utbOu3W0O7jopUI6xtXML6xmXccdTDOK1f22PKTmHpzk8ZkTOKeVf2anh1i3+e9RjLa5eyYufyPMzC7ffinOs64RXDgQMw0zQOL8/qu+ROX/Bl1eeR3W8UwQFnArmHFE3jgrHf7/XkvsJlEVE8S9RYRPpfdKdKc9H4H+DX2gnqAaTVKNl8NLvJG9LAsJon+7RWNjStBIgvIS+JsIIVi60N4RVuzFy7QiKyxGbgbSwwEdMPXQHUY3ZzO/HmQ3/Ht8ZfmxQBgr2ZfJzy+hTpkbuEV0zD7JbuBA4EHn1v6+z0qrZtPDTzFdJs6Zwy8iL+vvRXLKn+krZQW1Sipa+wKTamDz+eFTuXAxxMnARnzdUQXhEEDlGEgvf43/ZrDvFgS9NmltYuAQhgJkV/41CeOTIlCh5uu/nZ8fXRgnMoPRPc2NzJ3HNsp0b0XWJj00ouf2s6xCSW7y1Ij/QBn8VzrvCKg4ETgaT9b1w2d6SWNU14hTqQ4hADkt0oPdKQHrlWeuQy6ZHPYZaXsLL+c9Y2mGv6Inc5LpsbieS2OV0HEeJFSUbUdO6PA+23gO2yKVdyYFG/E8x7xVPL/hPZnR3PMvprhhD0v4FJb+hvgxTFElyI7afRXzjVaOH7gEp0JwFtAD6t793juoMilOiPDjCgXawHPn0bkB65DHgZoKqtoyj6V8c8CsB/lv6btza80e/xC93R3qKFPZ23J4RXHA1cZFNs3DH97n7fvzeE9BBPL38i8jQ+k+DrhSBA2EhNx8KNu0xf07A+FOmDmbYDoCah8N6xl3oQJALhFTbgJNiNoJOCjI7gQ05SB+4Fe4XgLOwE2NayProkmDH0TKaVnwbAAwt/369BNUOLtY76RHDAWZExDnt0EhfOOpu/fvYQq+tWJdWP8PBnf6aytQLMLP79WvKon3AC2JWue74mgi+q59EcNFMYvqyZzyvrH2fZzoVx/f8iKSLJ0IaLEQ5I/ptMHX4OHFbsHsI5/eiN0hPKO+TRjkzqwL1gbzadaQN4ZvVDvBgKt9YAAAhnSURBVLbxCY4uO4UZQ87gpkN/zSeV77Bwxyf9kkf+aOuHLKz4JPJ0QR/n9GdME/rktlDbhLc2vsFbG01LsiS9hBNGnsSJI0/ihBEn9bvpx46WHfz2Y2/k6U/2s65XyUIJkHBtcldoC3X49N/d+iLvbn0RgJum/obvTvxxj9fqVvQ0GRZczPI4kPBgAwDL9+YB+MXRf+2x0Xp/cEz5KZG8wDOBWUkdvAfsTYL7PWbY+LzWUPPE97a+xHtbX4r+qkska+vXMLHggD45O2NC/HOkR/6uLxOSHlkH3AQgvGIIMBPTZD+ppr2m5PmVz/D8ymcAGJ8/gRNHnsyJI09i+rDjyHZl9z6+lNz89o8j1RazpUfGHQD5muF4gFlr/0G9vwYpzQikxMCppnHNlDuium59Hnj4OTzifpcFFe+woWk5K+u/oC3czOKqD5hWfiqKUKz8NYFmaOwKNLAr1EhrsIn1TSuA5BTexzQIH1CJ7v7Aat35FGC7cNw1HFZyXNLvcUzZKfz1q7sAzhjIQMNeIzjpkQ3AncCdVpH+ucC5YSN0DFaHykMfnURRehHThx3PjOHmNj5/Qo+EF9N/MSH9G+mRFcCTwJNWSdEBWGQHHL+uYW3Guoa1/OOLh1GFymFlR3CiZeEdUX4UDrXzyuTxJf+KWIS7gMQiKfs3okW/H2x7pdOL+WnF3Dj13n4PPrnwCCYXHgHAg5/fzuz1j7K45kO+83rvEuawm/+s3wh0Ic+1D+NuYHJ5xkh+fMivUnKD4VljGZI5iorWzfnAi8IrLh+I9pZ7vfEzgPTI9ZhF+n8QXlEM3IKZ4jFpZ/vOkpfXvMjLa8ylRlF6EccOO44ZFulNKJi4G+HZO4glab4PK69olbU9ZCkVH4FFeLrUj1pcudC2uHIh9y24F7fdzfRhx5lL2hEncWDRJDY1buS296Oc9iOLQL+pOBtT587YY7saOL3B33tTmXhRljEMMK2yDHs2EomUBoaUqIqCS00nzebGaUsjzeYm3Z6VlNy8GAtunyY44RVHAj8XCO46+u/RZOak30cIfn7kQ/x83iW0hVsuAIYKr5gpPTJ54dqu7rsvK4BaltNYzCVNZNstfbrQXcj04cczfdhxzBh+PK2hVo5/4miAz6VHHjFA88wEZtBh4e2WX1KUXoRDdUZknJ6RHplcD+7XBMIrHgJuuvagX3DlpFuSMuZHO97gzvmXMSxzDC+c83nvFyQJi6s/5KcfXgimgs1JA3bjPsBKAF4CjLtk4o1cP/WelN9za/M6bvnoO5HsiTeA81K5XN0nLLjuYFlO663t0T0I7zjghDpfXel/17zEf9eYgpExCcIDFr2yfoXetLZIKdKJmGR38s72nZGIxHbghoGa136IAECyfnM/q5qLx+odO9Bds2RH7Ghf7nh2FTBuRNZ4rjmo6/ruZGNE9nj+dMLL/ODdk2kJNZ0F/JEUumv2aYLbE90Q3hhiLLy2UFuZdfpea4QsPbIaeBZ41prjOMzk5nmWTPcgusZqgFX1ybG07ln4Q8JGiGFZY/nVtEeTMma8iJFAH3gt9PgxGmBi/iHRksmBwNCs0dw342l+8uH5aEb4ZuEVb0qP7F1pox/Yp5eofUUM4R0JLJIeuXEvT2kQfYDwihKgyq44xFsXbUg4VWHas/lIDF4856t+R2X7iy9q5nPTB+cCfCQ98oQBvXmcEF5xKPCFQ3Xx0jlfUugu6/WaZOLJlQ/wyLJfg6nLOFl6ZNJTavZmom/SIT1SSo/cID3ymUFy2/8gPbIGmB82Qryw5h8JjbVs50IkBun2TMozRiRlfn2Buh9YcNIjvwRmh/QAD39114AXxX9v4o2MzJ4AplGSkjXy14rgBvG1gAfgqVV/YntL/36jfvnxVVw35wwADiw4PCUF/b0hpvYyuRmzyccvgcD72/474CRnVx3cdsSDkae3Wo3Yk4pBghvEPgWr7+uTYSPInfMvj0u0Mha+UBsfbn8VgCNKT+TWwx9IwSx7R7YzL7KbOsXUJEB65DrgQkB7Ye3feHHdPwf0/gcVHc3M4eeDWbOb9ALwQYIbxL6InwDrNjev4TeLbuiTVVHdvh2AHGc+fz7xZcozR6RkglJKgnqAlmATdb4qKlo3s7FpJavqv+Cr2gVRlRyg0PIN77OQHvkWcDnAw1/dxZLaT3q5Irm4alK0z/HZyf5b7VdR1EF8M2AJpZ4DfD53+2tZL617lG9P+GGP1xjSIGyE2NKyDjDVd7c2ryOoBwhoPoJ6gKDuJ6D5o/vB2P3dztt9Pxhzvfman5Ae6FLSuwvYMVOWBrTZSl9hSfcfbEj9tl8uuIr/nD6XInf/6q37ipHZEyhIK6XeX12EmUO6Illjf62iqIP4ekF4xYXAbJtiZ3zewYT1IGEjREgPEtKDhI0gIT1EyAh0K1KZYoQwa039MZtvj/350iP/vDcm11dYcknvADOL3GWcPPxC8tNKyE8rJseZT5o9HbctA7c9w3rMxJak/MLbPrqYBZXvAFwkPfLlpAzKIMENYh+H8Io/Aj+L8/SgtaUBrUAdXZNOT4QU73mBgVSmHSgIrygAPiSOZtQCQa6rkAKLBMsyhnNA/qEcUHAoGfasqIBCh5iC9SgNDOu4xMCQBg9+fhtLdn4CZmXDa0l7P4MEN4h9HcIrDgLSMckrQAeRxT4PJdg4eRAWrNLD84ChmMIIpUAeppRYhvWYiRkhTrZ/8QzpkW8na7BBghvEIAbRL1hL2mKgzNomYrZIPBTT77inmEJkk90crwS+k8wuZIMEN4hB/H+7dkwDAAAAIKh/a3s4COElWzYRYEvggC2BA7YEDtgSOGBL4IAtgQO2BA7YEjhgS+CALYEDtgQO2BI4YEvggC2BA7YCGJhSsZZfPCsAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", + " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate, 1988', \n", + " 'fmt':'{:.1f}'}, \\\n", + " file_name='crime.png', border_color='green', border_width=2.0)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", + " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate, 1988', \n", + " 'fmt':'{:.0f}'}, \\\n", + " file_name='crime.png', border_color='green', border_width=2.0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/maximum_breaks.ipynb b/notebooks/maximum_breaks.ipynb deleted file mode 100644 index 222c3b1b..00000000 --- a/notebooks/maximum_breaks.ipynb +++ /dev/null @@ -1,196 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "import os\n", - "sys.path.append(os.path.abspath('..'))\n", - "import mapclassify as mc" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "y = mc.load_example()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "MaximumBreaks \n", - "\n", - " Interval Count\n", - "--------------------------\n", - "[ 0.13, 228.49] | 52\n", - "( 228.49, 546.67] | 4\n", - "( 546.67, 2417.15] | 1\n", - "(2417.15, 4111.45] | 1" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mc.MaximumBreaks(y, k=4)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "MaximumBreaks \n", - "\n", - " Interval Count\n", - "--------------------------\n", - "[ 0.13, 146.00] | 50\n", - "( 146.00, 228.49] | 2\n", - "( 228.49, 291.02] | 1\n", - "( 291.02, 350.21] | 2\n", - "( 350.21, 546.67] | 1\n", - "( 546.67, 2417.15] | 1\n", - "(2417.15, 4111.45] | 1" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mc.MaximumBreaks(y, k=7)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "mb7 = mc.MaximumBreaks(y, k=7)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 146.005, 228.49 , 291.02 , 350.21 , 546.675, 2417.15 ,\n", - " 4111.45 ])" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mb7.bins" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([50, 2, 1, 2, 1, 1, 1])" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mb7.counts" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([3, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 0, 0,\n", - " 0, 0, 0, 0, 0, 0, 0, 5, 0, 0, 0, 1, 0, 0, 0, 6, 0, 0, 3, 0, 2, 0,\n", - " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mb7.yb" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "727.3200000000002" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mb7.adcm" - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From 5f8829209c411bf506a5325f1c710445e4920594 Mon Sep 17 00:00:00 2001 From: eli knaap Date: Fri, 19 Apr 2019 16:51:39 -0700 Subject: [PATCH 03/21] restore ancient color.py --- mapclassify/color.py | 118 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 118 insertions(+) create mode 100755 mapclassify/color.py diff --git a/mapclassify/color.py b/mapclassify/color.py new file mode 100755 index 00000000..f70325a3 --- /dev/null +++ b/mapclassify/color.py @@ -0,0 +1,118 @@ +""" +color handling for mapping and geovisualization +""" + +from palettable import colorbrewer +from collections import defaultdict + +k_maps = {} +for ctype in ['Sequential', 'Qualitative', 'Diverging']: + k_maps[ctype] = defaultdict(list) + cmaps = colorbrewer.COLOR_MAPS[ctype] + for cmap in cmaps: + kvalues = list(cmaps[cmap].keys()) + for k in kvalues: + k = int(k) + k_maps[ctype][k].append(cmap) + +sequential = colorbrewer.COLOR_MAPS['Sequential'] +diverging = colorbrewer.COLOR_MAPS['Diverging'] +qualitative = colorbrewer.COLOR_MAPS['Qualitative'] + + + +IMG_DIR = "img" + +def get_cmaps_type(ctype='Sequential'): + """Helper access colormaps for a ctype""" + ctype = colorbrewer.COLOR_MAPS[ctype] + return ctype + + +def make_color_bar_images(directory=IMG_DIR, width=1.0, height=0.2): + """ + Create color bar images for use in selection drop-downs + + Arguments + --------- + + directory: string + directory to store images + + width: float + inches for the width of the color ramp image + + height: float + inches for the height of the color ramp image + + + Notes + ----- + Creates one image for each color map in the colorbrewer schemes from palettable. + Each image will be named `cmap_k.png` where cmap is the name of cmap from palettable, and k is the number of classes + """ + for ctype_key in ['Diverging', 'Sequential', 'Qualitative']: + ctype = colorbrewer.COLOR_MAPS[ctype_key] + for cmap_key, cmap in ctype.items(): + for k, cmap_k in cmap.items(): + cmap = colorbrewer.get_map(cmap_key, ctype_key, int(k)) + fname = "{dir}/{cmap_key}_{k}.png".format(dir=directory, cmap_key=cmap_key, k=k) + cmap.save_discrete_image(filename=fname,size=(width, height)) + + +def load_color_bar_image(cmap, k, directory=IMG_DIR): + """ + Load image for a color bar + + Arguments + --------- + cmap: string + palettable cmap string + + k: int + number of classes + + + directory: string + directory to store images + + """ + + fname = "{dir}/{cmap}_{k}.png".format(dir=directory, cmap=cmap, k=k) + return fname + + +def get_hex_colors(cmap, ctype, k): + """return list of hex colors for cmap + + Arguments + --------- + + cmap: string + Blues, PrGn,......RdBu + + ctype: string + Sequential, Diverging, Qualitative + + k: int + number of classes/colors + + Returns + ------- + list hex codes for k colors + + Example + ------- + >>> get_hex_colors('Blues', 'sequential', 5) + ['#EFF3FF', '#BDD7E7', '#6BAED6', '#3182BD', '#08519C'] + + >>> get_hex_colors('sequential', 'Blues', 5) + Cmap not defined: sequential Blues 5 + + """ + try: + return colorbrewer.get_map(cmap, ctype, k).hex_colors + except: + print('Cmap not defined:', cmap, ctype, k) + + From 5d1304fbe656fa9709157ab155141352a20d4eb8 Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Fri, 19 Apr 2019 17:23:44 -0700 Subject: [PATCH 04/21] environment.yml --- environment.yml | 15 +++++++++++++++ 1 file changed, 15 insertions(+) create mode 100644 environment.yml diff --git a/environment.yml b/environment.yml new file mode 100644 index 00000000..d840fd4c --- /dev/null +++ b/environment.yml @@ -0,0 +1,15 @@ +# Run `conda-env create -f environment.yml` +name: mapclassify +channels: + - conda-forge + +dependencies: + - python=3.6 + - pip + - geopandas + - ipywidgets + - jupyter + - jupyterlab + - pysal + - nbconvert + - brewer2mpl From bd19e4504c9fcb853866588896fb060b17feaccd Mon Sep 17 00:00:00 2001 From: eli knaap Date: Fri, 19 Apr 2019 17:41:24 -0700 Subject: [PATCH 05/21] add color import and chorobrewer notebook --- mapclassify/__init__.py | 1 + notebooks/color_picker.ipynb | 4054 ++++++++++++++++++++++++++++++++++ 2 files changed, 4055 insertions(+) create mode 100755 notebooks/color_picker.ipynb diff --git a/mapclassify/__init__.py b/mapclassify/__init__.py index 559db74c..eedf410d 100644 --- a/mapclassify/__init__.py +++ b/mapclassify/__init__.py @@ -24,3 +24,4 @@ ) from .pooling import Pooled +from . import color diff --git a/notebooks/color_picker.ipynb b/notebooks/color_picker.ipynb new file mode 100755 index 00000000..cbd4bfad --- /dev/null +++ b/notebooks/color_picker.ipynb @@ -0,0 +1,4054 @@ + +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Install the lastest widgets code...\n", + "\n", + "```conda install -c conda-forge ipywidgets```" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from ipywidgets import Dropdown, RadioButtons, IntSlider, VBox, FloatSlider, Button\n", + "from IPython.display import display" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c94b5401fe5a4c73b127444eeaee2283", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(RadioButtons(options=('sequential', 'diverging', 'qualitative'), value='sequential'), Dropdown(…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_type = RadioButtons(options=['sequential', 'diverging', 'qualitative'])\n", + "\n", + "bindings = {'sequential': range(3,9+1),\n", + " 'diverging': range(3,11+1),\n", + " 'qualitative': range(3,12+1)}\n", + "\n", + "class_val = Dropdown(options=bindings[data_type.value]) \n", + "\n", + "def type_change(change):\n", + " class_val.options = bindings[change['new']]\n", + "\n", + "data_type.observe(type_change, names=['value'])\n", + "\n", + "display(VBox([data_type, class_val]))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d5c6d3f7a6f24ef09a5d9b6ce7200621", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(RadioButtons(description='Data Type', options=('sequential', 'qualitative', 'diverging'), value…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\"\n", + "data_type = RadioButtons(options=['sequential', 'diverging', 'qualitative'])\n", + "\n", + "bindings = {'sequential': range(3,9+1),\n", + " 'diverging': range(3,11+1),\n", + " 'qualitative': range(3,12+1)}\n", + "\n", + "class_val = Dropdown(options=bindings[data_type.value]) \n", + "\n", + "def type_change(change):\n", + " class_val.options = bindings[change['new']]\n", + "\n", + "data_type.observe(type_change, names=['value'])\n", + "\n", + "display(VBox([data_type, class_val]))\n", + "\"\"\"\n", + "# on data_type change update list of color maps\n", + "# based on class_val and data_type\n", + "\n", + "from mapclassify.color import color_display_types\n", + "\n", + "dt = sorted(color_display_types.keys(), reverse=True)\n", + "data_type = RadioButtons(description='Data Type', options=dt)\n", + "bindings = {}\n", + "for t in dt:\n", + " bindings[t] = color_display_types[t].keys()\n", + " \n", + "cmap = Dropdown(description='CMap:', options=bindings[data_type.value])\n", + "\n", + "def type_change(change):\n", + " with cmap.hold_trait_notifications():\n", + " cmap.options = bindings[change['new']]\n", + "\n", + "data_type.observe(type_change, names=['value'])\n", + "\n", + "display(VBox([data_type, cmap]))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "cefa0c7146144666b4c32e322c0f6026", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(RadioButtons(description='Data Type', options=('sequential', 'qualitative', 'diverging'), value…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\"\n", + "data_type = RadioButtons(options=['sequential', 'diverging', 'qualitative'])\n", + "\n", + "bindings = {'sequential': range(3,9+1),\n", + " 'diverging': range(3,11+1),\n", + " 'qualitative': range(3,12+1)}\n", + "\n", + "class_val = Dropdown(options=bindings[data_type.value]) \n", + "\n", + "def type_change(change):\n", + " class_val.options = bindings[change['new']]\n", + "\n", + "data_type.observe(type_change, names=['value'])\n", + "\n", + "display(VBox([data_type, class_val]))\n", + "\"\"\"\n", + "# on data_type change update list of color maps\n", + "# based on class_val and data_type\n", + "\n", + "from mapclassify.color import color_display_types\n", + "from mapclassify.color import plot_cmaps as pcmaps\n", + "\n", + "dt = sorted(color_display_types.keys(), reverse=True)\n", + "data_type = RadioButtons(description='Data Type', options=dt)\n", + "bindings = {}\n", + "for t in dt:\n", + " bindings[t] = color_display_types[t].keys()\n", + " \n", + "cmap = Dropdown(description='CMap:', options=bindings[data_type.value])\n", + "\n", + "def type_change(change):\n", + " with cmap.hold_trait_notifications():\n", + " cmap.options = bindings[change['new']]\n", + "\n", + "data_type.observe(type_change, names=['value']) \n", + "\n", + "display(VBox([data_type, cmap]))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "from mapclassify.color import plot_cmaps \n", + "plot_cmaps('diverging', selected=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "10a39ff1b6f145c6a3cda77d76d77df9", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(RadioButtons(description='Data Type', options=('sequential', 'qualitative', 'diverging')…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\"\n", + "data_type = RadioButtons(options=['sequential', 'diverging', 'qualitative'])\n", + "\n", + "bindings = {'sequential': range(3,9+1),\n", + " 'diverging': range(3,11+1),\n", + " 'qualitative': range(3,12+1)}\n", + "\n", + "class_val = Dropdown(options=bindings[data_type.value]) \n", + "\n", + "def type_change(change):\n", + " class_val.options = bindings[change['new']]\n", + "\n", + "data_type.observe(type_change, names=['value'])\n", + "\n", + "display(VBox([data_type, class_val]))\n", + "\"\"\"\n", + "# on data_type change update list of color maps\n", + "# based on class_val and data_type\n", + "\n", + "from mapclassify.color import color_display_types\n", + "from mapclassify.color import plot_cmaps as pcmaps\n", + "from ipywidgets import interact\n", + "\n", + "dt = sorted(color_display_types.keys(), reverse=True)\n", + "data_type = RadioButtons(description='Data Type', options=dt)\n", + "bindings = {}\n", + "for t in dt:\n", + " bindings[t] = color_display_types[t].keys()\n", + " \n", + "cmap_dd = Dropdown(description='CMap:', options=bindings[data_type.value])\n", + "\n", + "def type_change(change):\n", + " with cmap_dd.hold_trait_notifications():\n", + " cmap_dd.options = bindings[change['new']]\n", + " #plot_cmaps('diverging')\n", + "\n", + "def cmap_change(change):\n", + " with cmap_dd.hold_trait_notifications():\n", + " print('new cmap', str(change['new']))\n", + "\n", + "data_type.observe(type_change, names=['value']) \n", + "cmap_dd.observe(cmap_change, names=['value'])\n", + "\n", + "#display(VBox([data_type, cmap]))\n", + "@interact(cmap=cmap_dd, data_type=data_type)\n", + "def plot_cmaps(data_type, cmap):\n", + " #print(data_type,cmap)\n", + " i = cmap_dd.options.index(cmap)\n", + " pcmaps(data_type, i)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a2df13349efb4e50b5aed1729ec0937d", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(RadioButtons(description='Data Type', options=('sequential', 'qualitative', 'diverging'), value…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "757f6fc5d9954c84b8ecdc9c872b1c65", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='CMap:', options=('Blues', 'BuGn', 'BuPu', 'GnBu', 'Greens', 'Greys…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\"\n", + "data_type = RadioButtons(options=['sequential', 'diverging', 'qualitative'])\n", + "\n", + "bindings = {'sequential': range(3,9+1),\n", + " 'diverging': range(3,11+1),\n", + " 'qualitative': range(3,12+1)}\n", + "\n", + "class_val = Dropdown(options=bindings[data_type.value]) \n", + "\n", + "def type_change(change):\n", + " class_val.options = bindings[change['new']]\n", + "\n", + "data_type.observe(type_change, names=['value'])\n", + "\n", + "display(VBox([data_type, class_val]))\n", + "\"\"\"\n", + "# on data_type change update list of color maps\n", + "# based on class_val and data_type\n", + "\n", + "from mapclassify.color import color_display_types\n", + "from mapclassify.color import plot_cmaps as pcmaps\n", + "from ipywidgets import interact\n", + "\n", + "dt = sorted(color_display_types.keys(), reverse=True)\n", + "data_type = RadioButtons(description='Data Type', options=dt)\n", + "bindings = {}\n", + "for t in dt:\n", + " bindings[t] = color_display_types[t].keys()\n", + " \n", + "cmap_dd = Dropdown(description='CMap:', options=bindings[data_type.value])\n", + "\n", + "def type_change(change):\n", + " with cmap_dd.hold_trait_notifications():\n", + " cmap_dd.options = bindings[change['new']]\n", + " #plot_cmaps('diverging')\n", + "\n", + "def cmap_change(change):\n", + " with cmap_dd.hold_trait_notifications():\n", + " print('new cmap', str(change['new']))\n", + "\n", + "data_type.observe(type_change, names=['value']) \n", + "cmap_dd.observe(cmap_change, names=['value'])\n", + "\n", + "display(VBox([data_type]))\n", + "@interact(cmap=cmap_dd)\n", + "def plot_cmaps(cmap):\n", + " #print(data_type,cmap)\n", + " i = cmap_dd.options.index(cmap)\n", + " pcmaps(data_type.value, i)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ad22cd7ac35b4dc1b8fcbd2be4ce0e19", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(RadioButtons(description='Data Type', options=('sequential', 'qualitative', 'diverging'), value…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2449918a0e0346f7976584cc3382c16e", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='CMap:', options=('Blues', 'BuGn', 'BuPu', 'GnBu', 'Greens', 'Greys…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding k\n", + "\n", + "# on data_type change update list of color maps\n", + "# based on class_val and data_type\n", + "\n", + "from mapclassify.color import color_display_types\n", + "from mapclassify.color import plot_cmaps as pcmaps\n", + "from mapclassify.color import get_color_map\n", + "from ipywidgets import interact\n", + "\n", + "dt = sorted(color_display_types.keys(), reverse=True)\n", + "data_type = RadioButtons(description='Data Type', options=dt)\n", + "bindings = {}\n", + "for t in dt:\n", + " bindings[t] = color_display_types[t].keys()\n", + " \n", + "cmap_dd = Dropdown(description='CMap:', options=bindings[data_type.value])\n", + "\n", + "def type_change(change):\n", + " with cmap_dd.hold_trait_notifications():\n", + " cmap_dd.options = bindings[change['new']]\n", + " k_dd.options = kbindings[change['new']]\n", + " #plot_cmaps('diverging')\n", + "\n", + "def cmap_change(change):\n", + " with cmap_dd.hold_trait_notifications():\n", + " print('new cmap', str(change['new']))\n", + "\n", + "data_type.observe(type_change, names=['value']) \n", + "cmap_dd.observe(cmap_change, names=['value'])\n", + "kbindings = {'sequential': range(3,9+1),\n", + " 'qualitative': range(3,12+1),\n", + " 'diverging': range(3,11+1)}\n", + "k_dd = Dropdown(description='k', options=kbindings[data_type.value])\n", + "\n", + "display(VBox([data_type, k_dd]))\n", + "@interact(cmap=cmap_dd)\n", + "def plot_cmaps(cmap):\n", + " #print(data_type,cmap)\n", + " i = cmap_dd.options.index(cmap)\n", + " pcmaps(data_type.value, i)\n", + " print(data_type.value,cmap, k_dd.value)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "52c5895a8e9f4eb6a62420c661f75a75", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Button(description='Display Map', style=ButtonStyle())" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "722005f419b543da92ac60acd998497f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(RadioButtons(description='Data Type', options=('sequential', 'qualitative', 'diverging'), value…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "665a5614a70242a797c655452b9ef1f0", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='CMap:', options=('Blues', 'BuGn', 'BuPu', 'GnBu', 'Greens', 'Greys…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding button\n", + "\n", + "# on data_type change update list of color maps\n", + "# based on class_val and data_type\n", + "\n", + "from mapclassify.color import color_display_types\n", + "from mapclassify.color import plot_cmaps as pcmaps\n", + "from mapclassify.color import get_color_map\n", + "from ipywidgets import interact\n", + "\n", + "dt = sorted(color_display_types.keys(), reverse=True)\n", + "data_type = RadioButtons(description='Data Type', options=dt)\n", + "bindings = {}\n", + "for t in dt:\n", + " bindings[t] = color_display_types[t].keys()\n", + " \n", + "cmap_dd = Dropdown(description='CMap:', options=bindings[data_type.value])\n", + "\n", + "def type_change(change):\n", + " with cmap_dd.hold_trait_notifications():\n", + " cmap_dd.options = bindings[change['new']]\n", + " k_dd.options = kbindings[change['new']]\n", + " #plot_cmaps('diverging')\n", + "\n", + "def cmap_change(change):\n", + " with cmap_dd.hold_trait_notifications():\n", + " print('new cmap', str(change['new']))\n", + "\n", + "data_type.observe(type_change, names=['value']) \n", + "cmap_dd.observe(cmap_change, names=['value'])\n", + "kbindings = {'sequential': range(3,9+1),\n", + " 'qualitative': range(3,12+1),\n", + " 'diverging': range(3,11+1)}\n", + "k_dd = Dropdown(description='k', options=kbindings[data_type.value])\n", + "def button_clicked(btn):\n", + " print(data_type.value, cmap_dd.value, k_dd.value)\n", + "\n", + "btn = Button(description=\"Display Map\")\n", + "btn.on_click(button_clicked)\n", + "display(btn)\n", + "display(VBox([data_type, k_dd]))\n", + "@interact(cmap=cmap_dd)\n", + "def plot_cmaps(cmap):\n", + " #print(data_type,cmap)\n", + " i = cmap_dd.options.index(cmap)\n", + " pcmaps(data_type.value, i)\n", + " #print(data_type.value,cmap, k_dd.value)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f1893f2d49e344a3a81bf9f4ddcaeace", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Button(description='Display Map', style=ButtonStyle())" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0bccf95aa43d48db8b4f3afd9ebe0540", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(RadioButtons(description='Data Type', options=('sequential', 'qualitative', 'diverging'), value…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b56262349f674cb593c523a5ee8de85b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='CMap:', options=('Blues', 'BuGn', 'BuPu', 'GnBu', 'Greens', 'Greys…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding map\n", + "\n", + "# on data_type change update list of color maps\n", + "# based on class_val and data_type\n", + "\n", + "from mapclassify.color import color_display_types\n", + "from mapclassify.color import plot_cmaps as pcmaps\n", + "from mapclassify.color import get_color_map\n", + "from ipywidgets import interact\n", + "\n", + "dt = sorted(color_display_types.keys(), reverse=True)\n", + "data_type = RadioButtons(description='Data Type', options=dt)\n", + "bindings = {}\n", + "for t in dt:\n", + " bindings[t] = color_display_types[t].keys()\n", + " \n", + "cmap_dd = Dropdown(description='CMap:', options=bindings[data_type.value])\n", + "\n", + "def type_change(change):\n", + " with cmap_dd.hold_trait_notifications():\n", + " cmap_dd.options = bindings[change['new']]\n", + " k_dd.options = kbindings[change['new']]\n", + " #plot_cmaps('diverging')\n", + "\n", + "def cmap_change(change):\n", + " with cmap_dd.hold_trait_notifications():\n", + " print('new cmap', str(change['new']))\n", + "\n", + "data_type.observe(type_change, names=['value']) \n", + "cmap_dd.observe(cmap_change, names=['value'])\n", + "kbindings = {'sequential': range(3,9+1),\n", + " 'qualitative': range(3,12+1),\n", + " 'diverging': range(3,11+1)}\n", + "k_dd = Dropdown(description='k', options=kbindings[data_type.value])\n", + "def button_clicked(btn):\n", + " print(data_type.value, cmap_dd.value, k_dd.value)\n", + "\n", + "btn = Button(description=\"Display Map\")\n", + "btn.on_click(button_clicked)\n", + "display(btn)\n", + "display(VBox([data_type, k_dd]))\n", + "@interact(cmap=cmap_dd)\n", + "def plot_cmaps(cmap):\n", + " #print(data_type,cmap)\n", + " i = cmap_dd.options.index(cmap)\n", + " pcmaps(data_type.value, i)\n", + " #print(data_type.value,cmap, k_dd.value)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "plot_cmaps('diverging', 5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "plot_cmaps('sequential', 10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from ipywidgets import Text\n", + "\n", + "int_range = IntSlider()\n", + "display(int_range)\n", + "\n", + "text = Text()\n", + "display(text)\n", + "\n", + "def on_value_change(change):\n", + " print(change['new'])\n", + " text.value = str(change['new'])\n", + " \n", + " \n", + "int_range.observe(on_value_change, names='value')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "\"\"\"\n", + "data_type = RadioButtons(options=['sequential', 'diverging', 'qualitative'])\n", + "\n", + "bindings = {'sequential': range(3,9+1),\n", + " 'diverging': range(3,11+1),\n", + " 'qualitative': range(3,12+1)}\n", + "\n", + "class_val = Dropdown(options=bindings[data_type.value]) \n", + "\n", + "def type_change(change):\n", + " class_val.options = bindings[change['new']]\n", + "\n", + "data_type.observe(type_change, names=['value'])\n", + "\n", + "display(VBox([data_type, class_val]))\n", + "\"\"\"\n", + "# on data_type change update list of color maps\n", + "# based on class_val and data_type\n", + "\n", + "from pysal.contrib.viz.color import color_display_types\n", + "\n", + "dt = sorted(color_display_types.keys(), reverse=True)\n", + "data_type = RadioButtons(description='Data Type', options=dt)\n", + "bindings = {}\n", + "for t in dt:\n", + " bindings[t] = color_display_types[t].keys()\n", + " \n", + "cmap = Dropdown(description='CMap:', options=bindings[data_type.value])\n", + "\n", + "def type_change(change):\n", + " with cmap.hold_trait_notifications():\n", + " cmap.options = bindings[change['new']]\n", + "\n", + "data_type.observe(type_change, names=['value'])\n", + "\n", + "display(VBox([data_type, cmap]))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [], + "source": [ + "x_widget = FloatSlider(min=0.0, max=10.0, step=0.05)\n", + "y_widget = FloatSlider(min=0.5, max=10.0, step=0.05, value=5.0)\n", + "\n", + "def update_x_range(*args):\n", + " x_widget.max = 2.0 * y_widget.value\n", + "y_widget.observe(update_x_range, 'value')\n", + "\n", + "def printer(x, y):\n", + " print(x, y)\n", + "interact(printer,x=x_widget, y=y_widget)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pysal as ps\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.linalg import inv\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from ipywidgets import interact\n", + "interact(draw_map, lamb=(-0.9, 0.9))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def draw_map(lamb):\n", + " s = 20\n", + " n = s**2\n", + " w = ps.lat2W(s, s, rook=False)\n", + " w.transform = 'R'\n", + " e = np.random.random((n, 1))\n", + " u = inv(np.eye(n) - lamb * w.full()[0])\n", + " u = np.dot(u, e)\n", + " ul = ps.lag_spatial(w, u)\n", + " u = (u - u.mean()) / np.std(u)\n", + " ul = (ul - ul.mean()) / np.std(ul)\n", + " gu = u.reshape((s, s))\n", + " # Figure\n", + " f = plt.figure(figsize=(9, 4))\n", + " ax1 = f.add_subplot(121)\n", + " ax1.matshow(gu, cmap=plt.cm.YlGn)\n", + " ax1.set_frame_on(False)\n", + " ax1.axes.get_xaxis().set_visible(False)\n", + " ax1.axes.get_yaxis().set_visible(False)\n", + " #---\n", + " ax2 = f.add_subplot(122)\n", + " sc = ax2.scatter(u, ul, linewidth=0)\n", + " ols = ps.spreg.OLS(ul, u)\n", + " tag = \"b = %.3f\"%ols.betas[1][0]\n", + " ax2.plot(u, ols.predy, c='red', label=tag)\n", + " ax2.axvline(0, c='0.5')\n", + " ax2.axhline(0, c='0.5')\n", + " ax2.legend()\n", + " plt.xlabel('u')\n", + " plt.ylabel('Wu')\n", + " plt.suptitle(\"$\\lambda$ = %.2f\"%lamb)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python [conda env:chorobrewer]", + "language": "python", + "name": "conda-env-chorobrewer-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + }, + "widgets": { + "state": { + "0016b3499cb04077af454de8eebf93f8": { + "views": [] + }, + "003a4715bb0c47c7a52217b176b5007b": { + "views": [] + }, + "008f077e9f08408e9908be98e1759ce6": { + "views": [] + }, + "00ba00bc942c4be1a608281b1dba9cc5": { 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@@ -1,6 +1,8 @@ mapclassify: Classification Schemes for Choropleth Maps ======================================================= + + [![Build Status](https://travis-ci.org/pysal/mapclassify.svg?branch=master)](https://travis-ci.org/pysal/mapclassify) [![PyPI version](https://badge.fury.io/py/mapclassify.svg)](https://badge.fury.io/py/mapclassify) [![DOI](https://zenodo.org/badge/88918063.svg)](https://zenodo.org/badge/latestdoi/88918063) @@ -318,3 +320,19 @@ array([5, 1, 2, 3, 2, 1, 5, 1, 3, 3, 1, 2, 2, 1, 2, 2, 2, 1, 5, 2, 4, 1, 2, 9 4 0 4 ``` + + +Development Notes +----------------- + +Because we use `geopandas` in development, and geopandas has stable `mapclassify` as a dependency, setting up a local development installation involves creating a conda environment, then replacing the stable `mapclassify` with the development version of `mapclassify` in the development environment. This can be accomplished with the following steps: + + +``` +conda-env create -f environment.yml +conda activate mapclassify +conda remove -n mapclassify mapclassify +python setup.py develop +``` + + diff --git a/environment.yml b/environment.yml index d840fd4c..3b72d53b 100644 --- a/environment.yml +++ b/environment.yml @@ -10,6 +10,5 @@ dependencies: - ipywidgets - jupyter - jupyterlab - - pysal - nbconvert - brewer2mpl From 251a82bf9b8b86c91785ae223257a51ed823c1ae Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sat, 27 Apr 2019 11:38:23 -0700 Subject: [PATCH 07/21] generating images for color selector --- mapclassify/color.py | 58 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 58 insertions(+) diff --git a/mapclassify/color.py b/mapclassify/color.py index f70325a3..374a5dc0 100755 --- a/mapclassify/color.py +++ b/mapclassify/color.py @@ -2,6 +2,7 @@ color handling for mapping and geovisualization """ +<<<<<<< HEAD from palettable import colorbrewer from collections import defaultdict @@ -19,7 +20,64 @@ diverging = colorbrewer.COLOR_MAPS['Diverging'] qualitative = colorbrewer.COLOR_MAPS['Qualitative'] +======= +import matplotlib.pyplot as plt +import matplotlib.patches as patches +import matplotlib.colors as mpc +from palettable import colorbrewer +>>>>>>> generating images for color selector + +IMG_DIR = "img" +def make_color_bar_images(directory=IMG_DIR, width=1.0, height=0.2): + """ + Create color bar images for use in selection drop-downs + + Arguments + --------- + + directory: string + directory to store images + + width: float + inches for the width of the color ramp image + height: float + inches for the height of the color ramp image + + + Notes + ----- + Creates one image for each color map in the colorbrewer schemes from palettable. + Each image will be named `cmap_k.png` where cmap is the name of cmap from palettable, and k is the number of classes + """ + for ctype_key in ['Diverging', 'Sequential', 'Qualitative']: + ctype = colorbrewer.COLOR_MAPS[ctype_key] + for cmap_key, cmap in ctype.items(): + for k, cmap_k in cmap.items(): + cmap = colorbrewer.get_map(cmap_key, ctype_key, int(k)) + fname = "{dir}/{cmap_key}_{k}.png".format(dir=directory, cmap_key=cmap_key, k=k) + cmap.save_discrete_image(filename=fname,size=(width, height)) + + def load_color_bar_image(cmap, k, directory=IMG_DIR): + """ + Load image for a color bar + + Arguments + --------- + cmap: string + palettable cmap string + + k: int + number of classes + + + directory: string + directory to store images + + """ + + fname = "{dir}/{cmap}_{k}.png".format(dir=directory, cmap=cmap, k=k) + return fname IMG_DIR = "img" From 8353b57232d8c540b9f2599f3bcff980358da7d2 Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sat, 27 Apr 2019 11:42:49 -0700 Subject: [PATCH 08/21] fix indentation --- mapclassify/color.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/mapclassify/color.py b/mapclassify/color.py index 374a5dc0..7211a608 100755 --- a/mapclassify/color.py +++ b/mapclassify/color.py @@ -58,7 +58,7 @@ def make_color_bar_images(directory=IMG_DIR, width=1.0, height=0.2): fname = "{dir}/{cmap_key}_{k}.png".format(dir=directory, cmap_key=cmap_key, k=k) cmap.save_discrete_image(filename=fname,size=(width, height)) - def load_color_bar_image(cmap, k, directory=IMG_DIR): +def load_color_bar_image(cmap, k, directory=IMG_DIR): """ Load image for a color bar From b918c946550be37ce5ed1cf4e17dc2dc7caedeea Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sun, 5 May 2019 10:53:04 -0700 Subject: [PATCH 09/21] enh: start of chorobrewer example notebook --- notebooks/chorobrewer.ipynb | 240 ++++++++++++++++++++++++++++++++++++ 1 file changed, 240 insertions(+) create mode 100644 notebooks/chorobrewer.ipynb diff --git a/notebooks/chorobrewer.ipynb b/notebooks/chorobrewer.ipynb new file mode 100644 index 00000000..ba21a5fa --- /dev/null +++ b/notebooks/chorobrewer.ipynb @@ -0,0 +1,240 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Chorobrewer" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "import libpysal \n", + "import pandas as pd\n", + "import geopandas as gpd\n", + "import mapclassify\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "pth = libpysal.examples.get_path('south.shp')\n", + "gdf = gpd.read_file(pth)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "gdf.plot(column='BLK90', scheme='Quantiles', k=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " Quantiles \n", + " \n", + "Lower Upper Count\n", + "=========================================\n", + " x[i] <= 0.280 142\n", + " 0.280 < x[i] <= 1.536 141\n", + " 1.536 < x[i] <= 3.311 141\n", + " 3.311 < x[i] <= 5.721 141\n", + " 5.721 < x[i] <= 10.008 141\n", + "10.008 < x[i] <= 15.512 141\n", + "15.512 < x[i] <= 22.888 141\n", + "22.888 < x[i] <= 31.565 141\n", + "31.565 < x[i] <= 42.376 141\n", + "42.376 < x[i] <= 86.236 142" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q10 = mapclassify.Quantiles(gdf.BLK90,k=10)\n", + "q10" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "f, ax = plt.subplots(1, figsize=(9, 9))\n", + "gdf.assign(cl=q10.yb).plot(column='cl', categorical=True, \\\n", + " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", + " edgecolor='white', legend=False)\n", + "ax.set_axis_off()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3faf8cd800a44b9ca4f06a3896b5650f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(RadioButtons(options=('Sequential', 'Diverging', 'Qualitative'), value='Sequential'), Output())…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from mapclassify import color\n", + "import mapclassify\n", + "from ipywidgets import interact, Dropdown, RadioButtons, IntSlider, VBox, HBox, FloatSlider, Button, Label\n", + "\n", + "k_classifiers = {\n", + " 'equal_interval': mapclassify.Equal_Interval,\n", + " 'fisher_jenks': mapclassify.Fisher_Jenks,\n", + " 'jenks_caspall': mapclassify.Jenks_Caspall,\n", + " 'jenks_caspall_forced': mapclassify.Jenks_Caspall_Forced,\n", + " 'max_p_classifier': mapclassify.Max_P_Classifier,\n", + " 'maximum_breaks': mapclassify.Maximum_Breaks,\n", + " 'natural_breaks': mapclassify.Natural_Breaks,\n", + " 'quantiles': mapclassify.Quantiles,\n", + " }\n", + "def k_values(ctype, cmap):\n", + " k = list(mapclassify.color.colorbrewer.COLOR_MAPS[ctype][cmap].keys())\n", + " return list(map(int, k))\n", + " \n", + "def update_map(method='quantiles', k=5, cmap='Blues'):\n", + " classifier = k_classifiers[method](gdf.BLK90, k=k)\n", + " f, ax = plt.subplots(1, figsize=(9, 9))\n", + " gdf.assign(cl=classifier.yb).plot(column='cl', categorical=True, \\\n", + " k=k, cmap=cmap, linewidth=0.1, ax=ax, \\\n", + " edgecolor='white', legend=False)\n", + " ax.set_axis_off()\n", + " plt.show()\n", + "\n", + "data_type = RadioButtons(options=['Sequential', 'Diverging', 'Qualitative'])\n", + "\n", + "bindings = {'Sequential': range(3,9+1),\n", + " 'Diverging': range(3,11+1),\n", + " 'Qualitative': range(3,12+1)}\n", + "\n", + "cmap_bindings = {'Sequential': list(color.sequential.keys()),\n", + " 'Diverging': list(color.diverging.keys()),\n", + " 'Qualitative': list(color.qualitative.keys())}\n", + "\n", + "class_val = Dropdown(options=bindings[data_type.value]) \n", + "cmap_val = Dropdown(options=cmap_bindings[data_type.value])\n", + "\n", + "def type_change(change):\n", + " class_val.options = bindings[change['new']]\n", + " cmap_val.options = cmap_bindings[change['new']]\n", + "\n", + "def cmap_change(change):\n", + " cmap=change['new']\n", + " ctype = data_type.value\n", + " k = k_values(ctype, cmap)\n", + " class_val.options = k\n", + " \n", + "data_type.observe(type_change, names=['value'])\n", + "cmap_val.observe(cmap_change, names=['value'])\n", + "\n", + "\n", + "from ipywidgets import Output, Tab\n", + "out = Output()\n", + "t = Tab()\n", + "t.children = [out]\n", + "#t\n", + "\n", + "# In this case, the interact function must be defined after the conditions stated above... therefore, the k now depends on the radio button \n", + "\n", + "with out:\n", + " interact(update_map, method=list(k_classifiers.keys()), cmap=cmap_val, k = class_val)\n", + "\n", + "display(VBox([data_type, out]))\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From ad33f1bb811cbf469e67dc2e3416473fca407f1c Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sun, 31 May 2020 09:53:59 -0700 Subject: [PATCH 10/21] update version of mc --- mapclassify/color.py | 4 -- notebooks/chorobrewer.ipynb | 96 ++++++++++++++++++++++++------------- 2 files changed, 62 insertions(+), 38 deletions(-) diff --git a/mapclassify/color.py b/mapclassify/color.py index 7211a608..32fc89c5 100755 --- a/mapclassify/color.py +++ b/mapclassify/color.py @@ -2,7 +2,6 @@ color handling for mapping and geovisualization """ -<<<<<<< HEAD from palettable import colorbrewer from collections import defaultdict @@ -20,12 +19,9 @@ diverging = colorbrewer.COLOR_MAPS['Diverging'] qualitative = colorbrewer.COLOR_MAPS['Qualitative'] -======= import matplotlib.pyplot as plt import matplotlib.patches as patches import matplotlib.colors as mpc -from palettable import colorbrewer ->>>>>>> generating images for color selector IMG_DIR = "img" def make_color_bar_images(directory=IMG_DIR, width=1.0, height=0.2): diff --git a/notebooks/chorobrewer.ipynb b/notebooks/chorobrewer.ipynb index ba21a5fa..569a04d4 100644 --- a/notebooks/chorobrewer.ipynb +++ b/notebooks/chorobrewer.ipynb @@ -22,7 +22,27 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.3.0'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mapclassify.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -33,22 +53,22 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 3, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -65,29 +85,29 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - " Quantiles \n", - " \n", - "Lower Upper Count\n", - "=========================================\n", - " x[i] <= 0.280 142\n", - " 0.280 < x[i] <= 1.536 141\n", - " 1.536 < x[i] <= 3.311 141\n", - " 3.311 < x[i] <= 5.721 141\n", - " 5.721 < x[i] <= 10.008 141\n", - "10.008 < x[i] <= 15.512 141\n", - "15.512 < x[i] <= 22.888 141\n", - "22.888 < x[i] <= 31.565 141\n", - "31.565 < x[i] <= 42.376 141\n", - "42.376 < x[i] <= 86.236 142" + "Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[ 0.00, 0.28] | 142\n", + "( 0.28, 1.54] | 141\n", + "( 1.54, 3.31] | 141\n", + "( 3.31, 5.72] | 141\n", + "( 5.72, 10.01] | 141\n", + "(10.01, 15.51] | 141\n", + "(15.51, 22.89] | 141\n", + "(22.89, 31.57] | 141\n", + "(31.57, 42.38] | 141\n", + "(42.38, 86.24] | 142" ] }, - "execution_count": 4, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -99,12 +119,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -127,13 +147,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3faf8cd800a44b9ca4f06a3896b5650f", + "model_id": "6eb6e0f42ad34f849ef963e747ee7bc1", "version_major": 2, "version_minor": 0 }, @@ -151,13 +171,13 @@ "from ipywidgets import interact, Dropdown, RadioButtons, IntSlider, VBox, HBox, FloatSlider, Button, Label\n", "\n", "k_classifiers = {\n", - " 'equal_interval': mapclassify.Equal_Interval,\n", - " 'fisher_jenks': mapclassify.Fisher_Jenks,\n", - " 'jenks_caspall': mapclassify.Jenks_Caspall,\n", - " 'jenks_caspall_forced': mapclassify.Jenks_Caspall_Forced,\n", - " 'max_p_classifier': mapclassify.Max_P_Classifier,\n", - " 'maximum_breaks': mapclassify.Maximum_Breaks,\n", - " 'natural_breaks': mapclassify.Natural_Breaks,\n", + " 'equal_interval': mapclassify.EqualInterval,\n", + " 'fisher_jenks': mapclassify.FisherJenks,\n", + " 'jenks_caspall': mapclassify.JenksCaspall,\n", + " 'jenks_caspall_forced': mapclassify.JenksCaspallForced,\n", + " 'max_p_classifier': mapclassify.MaxP,\n", + " 'maximum_breaks': mapclassify.MaximumBreaks,\n", + " 'natural_breaks': mapclassify.NaturalBreaks,\n", " 'quantiles': mapclassify.Quantiles,\n", " }\n", "def k_values(ctype, cmap):\n", @@ -206,7 +226,8 @@ "t.children = [out]\n", "#t\n", "\n", - "# In this case, the interact function must be defined after the conditions stated above... therefore, the k now depends on the radio button \n", + "# In this case, the interact function must be defined after the conditions stated above...\n", + "# therefore, the k now depends on the radio button \n", "\n", "with out:\n", " interact(update_map, method=list(k_classifiers.keys()), cmap=cmap_val, k = class_val)\n", @@ -214,6 +235,13 @@ "display(VBox([data_type, out]))\n", "\n" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -232,7 +260,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.6" } }, "nbformat": 4, From 6b4ca82ab4381f50846e57a3ae7ee2eb07457034 Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sun, 31 May 2020 10:28:02 -0700 Subject: [PATCH 11/21] add choropleth nb --- notebooks/choropleth.ipynb | 268 +++++++++++++++++++++++++++++++++++++ 1 file changed, 268 insertions(+) create mode 100644 notebooks/choropleth.ipynb diff --git a/notebooks/choropleth.ipynb b/notebooks/choropleth.ipynb new file mode 100644 index 00000000..5b41e4b5 --- /dev/null +++ b/notebooks/choropleth.ipynb @@ -0,0 +1,268 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Choropleth" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "import libpysal \n", + "import pandas as pd\n", + "import geopandas as gpd\n", + "import mapclassify\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.3.0'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mapclassify.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "pth = libpysal.examples.get_path('south.shp')\n", + "gdf = gpd.read_file(pth)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "gdf.plot(column='BLK90', scheme='Quantiles', k=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[ 0.00, 0.28] | 142\n", + "( 0.28, 1.54] | 141\n", + "( 1.54, 3.31] | 141\n", + "( 3.31, 5.72] | 141\n", + "( 5.72, 10.01] | 141\n", + "(10.01, 15.51] | 141\n", + "(15.51, 22.89] | 141\n", + "(22.89, 31.57] | 141\n", + "(31.57, 42.38] | 141\n", + "(42.38, 86.24] | 142" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q10 = mapclassify.Quantiles(gdf.BLK90,k=10)\n", + "q10" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "f, ax = plt.subplots(1, figsize=(9, 9))\n", + "gdf.assign(cl=q10.yb).plot(column='cl', categorical=True, \\\n", + " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", + " edgecolor='white', legend=False)\n", + "ax.set_axis_off()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "105e910e228f46049aeca75516661635", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(RadioButtons(options=('Sequential', 'Diverging', 'Qualitative'), value='Sequential'), Output())…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from mapclassify import color\n", + "import mapclassify\n", + "from ipywidgets import interact, Dropdown, RadioButtons, IntSlider, VBox, HBox, FloatSlider, Button, Label\n", + "\n", + "k_classifiers = {\n", + " 'equal_interval': mapclassify.EqualInterval,\n", + " 'fisher_jenks': mapclassify.FisherJenks,\n", + " 'jenks_caspall': mapclassify.JenksCaspall,\n", + " 'jenks_caspall_forced': mapclassify.JenksCaspallForced,\n", + " 'maximum_breaks': mapclassify.MaximumBreaks,\n", + " 'natural_breaks': mapclassify.NaturalBreaks,\n", + " 'quantiles': mapclassify.Quantiles,\n", + " }\n", + "def k_values(ctype, cmap):\n", + " k = list(mapclassify.color.colorbrewer.COLOR_MAPS[ctype][cmap].keys())\n", + " return list(map(int, k))\n", + " \n", + "def update_map(method='quantiles', k=5, cmap='Blues'):\n", + " classifier = k_classifiers[method](gdf.BLK90, k=k)\n", + " print(classifier)\n", + " f, ax = plt.subplots(1, figsize=(16, 9))\n", + " gdf.assign(cl=classifier.yb).plot(column='cl', categorical=True, \\\n", + " k=k, cmap=cmap, linewidth=0.1, ax=ax, \\\n", + " edgecolor='grey', legend=False)\n", + " ax.set_axis_off()\n", + " plt.show()\n", + "\n", + "data_type = RadioButtons(options=['Sequential', 'Diverging', 'Qualitative'])\n", + "\n", + "bindings = {'Sequential': range(3,9+1),\n", + " 'Diverging': range(3,11+1),\n", + " 'Qualitative': range(3,12+1)}\n", + "\n", + "cmap_bindings = {'Sequential': list(color.sequential.keys()),\n", + " 'Diverging': list(color.diverging.keys()),\n", + " 'Qualitative': list(color.qualitative.keys())}\n", + "\n", + "class_val = Dropdown(options=bindings[data_type.value]) \n", + "cmap_val = Dropdown(options=cmap_bindings[data_type.value])\n", + "\n", + "def type_change(change):\n", + " class_val.options = bindings[change['new']]\n", + " cmap_val.options = cmap_bindings[change['new']]\n", + "\n", + "def cmap_change(change):\n", + " cmap=change['new']\n", + " ctype = data_type.value\n", + " k = k_values(ctype, cmap)\n", + " class_val.options = k\n", + " \n", + "data_type.observe(type_change, names=['value'])\n", + "cmap_val.observe(cmap_change, names=['value'])\n", + "\n", + "\n", + "from ipywidgets import Output, Tab\n", + "out = Output()\n", + "t = Tab()\n", + "t.children = [out]\n", + "#t\n", + "\n", + "# In this case, the interact function must be defined after the conditions stated above...\n", + "# therefore, the k now depends on the radio button \n", + "\n", + "with out:\n", + " interact(update_map, method=list(k_classifiers.keys()), cmap=cmap_val, k = class_val)\n", + "\n", + "display(VBox([data_type, out]))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From f0792538f6a2fb1e14cdc88a41a545635d310c7b Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sun, 31 May 2020 11:07:39 -0700 Subject: [PATCH 12/21] update legend for intervals --- notebooks/choropleth.ipynb | 134 ++++++++++++++++++++++++++++++++++--- 1 file changed, 124 insertions(+), 10 deletions(-) diff --git a/notebooks/choropleth.ipynb b/notebooks/choropleth.ipynb index 5b41e4b5..bb6dbd99 100644 --- a/notebooks/choropleth.ipynb +++ b/notebooks/choropleth.ipynb @@ -13,7 +13,6 @@ "metadata": {}, "outputs": [], "source": [ - "\n", "import libpysal \n", "import pandas as pd\n", "import geopandas as gpd\n", @@ -46,7 +45,6 @@ "metadata": {}, "outputs": [], "source": [ - "\n", "pth = libpysal.examples.get_path('south.shp')\n", "gdf = gpd.read_file(pth)" ] @@ -119,14 +117,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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"text/plain": [ - "
" + "
" ] }, "metadata": { @@ -137,7 +135,7 @@ ], "source": [ "import matplotlib.pyplot as plt\n", - "f, ax = plt.subplots(1, figsize=(9, 9))\n", + "f, ax = plt.subplots(1, figsize=(16, 9))\n", "gdf.assign(cl=q10.yb).plot(column='cl', categorical=True, \\\n", " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", " edgecolor='white', legend=False)\n", @@ -147,13 +145,116 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['[ 0.00, 0.28]',\n", + " '( 0.28, 1.54]',\n", + " '( 1.54, 3.31]',\n", + " '( 3.31, 5.72]',\n", + " '( 5.72, 10.01]',\n", + " '(10.01, 15.51]',\n", + " '(15.51, 22.89]',\n", + " '(22.89, 31.57]',\n", + " '(31.57, 42.38]',\n", + " '(42.38, 86.24]']" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q10.get_legend_classes()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "mapping = dict([(i,s) for i,s in enumerate(q10.get_legend_classes())])" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{0: '[ 0.00, 0.28]',\n", + " 1: '( 0.28, 1.54]',\n", + " 2: '( 1.54, 3.31]',\n", + " 3: '( 3.31, 5.72]',\n", + " 4: '( 5.72, 10.01]',\n", + " 5: '(10.01, 15.51]',\n", + " 6: '(15.51, 22.89]',\n", + " 7: '(22.89, 31.57]',\n", + " 8: '(31.57, 42.38]',\n", + " 9: '(42.38, 86.24]'}" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mapping" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def replace_legend_items(legend, mapping):\n", + " for txt in legend.texts:\n", + " for k,v in mapping.items():\n", + " if txt.get_text() == str(k):\n", + " txt.set_text(v)\n", + "\n", + "import matplotlib.pyplot as plt\n", + "f, ax = plt.subplots(1, figsize=(16, 9))\n", + "gdf.assign(cl=q10.yb).plot(column='cl', categorical=True, \\\n", + " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", + " edgecolor='white', legend=True,\n", + " legend_kwds={'loc': 'lower right'})\n", + "ax.set_axis_off()\n", + "replace_legend_items(ax.get_legend(), mapping)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "105e910e228f46049aeca75516661635", + "model_id": "6220878b619a49d29aad6e116c5725ab", "version_major": 2, "version_minor": 0 }, @@ -170,6 +271,12 @@ "import mapclassify\n", "from ipywidgets import interact, Dropdown, RadioButtons, IntSlider, VBox, HBox, FloatSlider, Button, Label\n", "\n", + "def replace_legend_items(legend, mapping):\n", + " for txt in legend.texts:\n", + " for k,v in mapping.items():\n", + " if txt.get_text() == str(k):\n", + " txt.set_text(v)\n", + "\n", "k_classifiers = {\n", " 'equal_interval': mapclassify.EqualInterval,\n", " 'fisher_jenks': mapclassify.FisherJenks,\n", @@ -185,13 +292,20 @@ " \n", "def update_map(method='quantiles', k=5, cmap='Blues'):\n", " classifier = k_classifiers[method](gdf.BLK90, k=k)\n", - " print(classifier)\n", + " mapping = dict([(i,s) for i,s in enumerate(classifier.get_legend_classes())])\n", + " #print(classifier)\n", " f, ax = plt.subplots(1, figsize=(16, 9))\n", " gdf.assign(cl=classifier.yb).plot(column='cl', categorical=True, \\\n", " k=k, cmap=cmap, linewidth=0.1, ax=ax, \\\n", - " edgecolor='grey', legend=False)\n", + " edgecolor='grey', legend=True, \\\n", + " legend_kwds={'loc': 'lower right'})\n", " ax.set_axis_off()\n", + " ax.set_title(\"Pct Black 1990\")\n", + " replace_legend_items(ax.get_legend(), mapping)\n", + "\n", " plt.show()\n", + " \n", + "\n", "\n", "data_type = RadioButtons(options=['Sequential', 'Diverging', 'Qualitative'])\n", "\n", From 843bcf55aa9dd7d32d01b219a96588165cb19be1 Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sun, 31 May 2020 16:34:45 -0700 Subject: [PATCH 13/21] DOC: Update tutorial --- docsrc/notebooks/03_choropleth.ipynb | 469 ++++++++++++++++++ .../{03_pooled.ipynb => 04_pooled.ipynb} | 0 ...oloring.ipynb => 05_Greedy_coloring.ipynb} | 0 docsrc/notebooks/05_plot.ipynb | 49 +- docsrc/tutorial.rst | 5 +- notebooks/03_choropleth.ipynb | 469 ++++++++++++++++++ .../{03_pooled.ipynb => 04_pooled.ipynb} | 0 ...oloring.ipynb => 05_Greedy_coloring.ipynb} | 0 notebooks/05_plot.ipynb | 49 +- notebooks/choropleth.ipynb | 382 -------------- 10 files changed, 1017 insertions(+), 406 deletions(-) create mode 100644 docsrc/notebooks/03_choropleth.ipynb rename docsrc/notebooks/{03_pooled.ipynb => 04_pooled.ipynb} (100%) rename docsrc/notebooks/{04_Greedy_coloring.ipynb => 05_Greedy_coloring.ipynb} (100%) create mode 100644 notebooks/03_choropleth.ipynb rename notebooks/{03_pooled.ipynb => 04_pooled.ipynb} (100%) rename notebooks/{04_Greedy_coloring.ipynb => 05_Greedy_coloring.ipynb} (100%) delete mode 100644 notebooks/choropleth.ipynb diff --git a/docsrc/notebooks/03_choropleth.ipynb b/docsrc/notebooks/03_choropleth.ipynb new file mode 100644 index 00000000..cfc6c4b3 --- /dev/null +++ b/docsrc/notebooks/03_choropleth.ipynb @@ -0,0 +1,469 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Choropleth\n", + "\n", + "`mapclassify` is intended to be used with visualizaiton packages to handle the actual rendering of the choropleth maps defined on its classifiers. In this notebook, we explore some examples of how this is done. The notebook also includes an example that combines `mapclassify` with [ipywidgets](https://ipywidgets.readthedocs.io/en/latest/) to allow for the interactive exploration of the choice of:\n", + "\n", + "- classification method\n", + "- number of classes\n", + "- colormap" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "import libpysal \n", + "import geopandas as gpd\n", + "import mapclassify" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.3.0'" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mapclassify.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The example in this notebook use data on southern US counties from a built-in dataset available through `libpysal`. We use `libpysal` to obtain the path to the shapefile and then use `geopandas` to create a geodataframe from the shapefile:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "pth = libpysal.examples.get_path('south.shp')\n", + "gdf = gpd.read_file(pth)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once created, the geodataframe has a `plot` method that can be called to create our first choropleth map. We will specify the column to classify and plot as `BLK90` which is the percentage of the county population that is black. The classification scheme is set to `Quantiles`, and the number of classes set to `k=10` (declies):" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "gdf.plot(column='BLK90', scheme='Quantiles', k=10, figsize=(16, 9))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can peak under the hood a bit and recreate the classification object that was used in the previous choropleth:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[ 0.00, 0.28] | 142\n", + "( 0.28, 1.54] | 141\n", + "( 1.54, 3.31] | 141\n", + "( 3.31, 5.72] | 141\n", + "( 5.72, 10.01] | 141\n", + "(10.01, 15.51] | 141\n", + "(15.51, 22.89] | 141\n", + "(22.89, 31.57] | 141\n", + "(31.57, 42.38] | 141\n", + "(42.38, 86.24] | 142" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q10 = mapclassify.Quantiles(gdf.BLK90,k=10)\n", + "q10" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For quick, exploratory work, the classifier object has its own `plot` method that takes a geodataframe as an argument:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_ = q10.plot(gdf)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Back to working directly with the dataframe, we can toggle on the `legend`:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "f, ax = plt.subplots(1, figsize=(16, 9))\n", + "gdf.assign(cl=q10.yb).plot(column='cl', categorical=True, \\\n", + " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", + " edgecolor='white', legend=True)\n", + "ax.set_axis_off()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we see the 10 classes, but without more specific information on the legend, the user has to know that 0 is the first declile and 9 the 10th. We also do not know the values that define these classes. \n", + "\n", + "We can rectify this as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['[ 0.00, 0.28]',\n", + " '( 0.28, 1.54]',\n", + " '( 1.54, 3.31]',\n", + " '( 3.31, 5.72]',\n", + " '( 5.72, 10.01]',\n", + " '(10.01, 15.51]',\n", + " '(15.51, 22.89]',\n", + " '(22.89, 31.57]',\n", + " '(31.57, 42.38]',\n", + " '(42.38, 86.24]']" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q10.get_legend_classes()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "mapping = dict([(i,s) for i,s in enumerate(q10.get_legend_classes())])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{0: '[ 0.00, 0.28]',\n", + " 1: '( 0.28, 1.54]',\n", + " 2: '( 1.54, 3.31]',\n", + " 3: '( 3.31, 5.72]',\n", + " 4: '( 5.72, 10.01]',\n", + " 5: '(10.01, 15.51]',\n", + " 6: '(15.51, 22.89]',\n", + " 7: '(22.89, 31.57]',\n", + " 8: '(31.57, 42.38]',\n", + " 9: '(42.38, 86.24]'}" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mapping" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Fhf3w7JLAAayCKMyfgh66wkawAH+tTqy6V/dDVHsAr6k0bqMlsBcHuOJ0TWYkkZ/defN4pQIAuatZy5L+PejBXiilsWddJt1/dJfPt0oPDoE5Q+y0w/B1w1iP08hjau1FbrEJVmI1yxeIzyJYHyZ2Oyv0WRV7qg/Z6fJsqldsh0lAy+EeTiUaMDoAOMXy4jW+cBLJuQY4hRjMQJ5DsX4EQhYi5lFSpYElUyDtTi4PqtHzXcilT0M3PGo7eIEnr6wW/8kmY6t/2xHOpiJYmm2HboA6Dg3y5MDBYG3M3Hp7w9S1jTWjvqCjHb7lka1tCt97wF/87r/f506NvW7bN0PTavTO7gvsOJqmG7bKZtrdKxc2QlH74lMfSbzvN/zx9/z1sz7DSHyNG34KIYQQQghxPXF65JVwsp8F4AJwoJzqgVyotQe67xRtuwsAJQAYQPWiLKzc88hNndpxcHr4PNjdB5AGoiSALJgdqOJqxlIzZxBsCZBmFkCYB3MEgAlCAqAwWO0D2M92tg/W0gkYoR64+fIgrnT8LpN2EZ7SoFMXsYruOM7Nz8YEZGfn4Wabtm23YvVgecmH5bFjZSfr2p/CytRNZcdDsWnsaV2EYZ9h5Z/xhifn1cTYEdiF0oyoYSqK7ZlAMJLk2bEz8CrUAorVTyEQYV6Y6hgvhvp/9N3zyKayDcF4/Pt3vfb2WEeweIA9dw8FQoOB3/xYybYdxYe/o+Xu/6dPOUOX/9P6Mb2hKeVrb50AFHS/4ega13oeJRVpWnFo4phamq9e0VXXEXjeS15V+1t/9PXt3rMbnWQWhRBCCCHEDYPTo7fDyb0HyqnbsbHmS0Pz7d8+UAQAjoP0norrFDf6Mmvhi43DTm2TsSMGewRlrQdr5WslldMKNzMFX6wdjLarQ8C+tT4skNYD0jXowT4wjiDQcBGkW7BWuqGsWIXxG2C1H9kJwIyMcqA+RqSuJbM4DDfXXdarR3mQzybNqmU2Exh54hBcO4S6tgso5vaisJYBjDWPI7NQOVuaT7VhItXmhTsveL0PnYDnVg7sXUfj5dkuAKD2g308NVg+HTi13I5c2qPuEz370iu07+dur1ss6tMXF+gLB9/zkc+utdLV5EBZ0J974At/vDlQDBw7fsXnL+6hwsxqNrOwdvHaH6cuvqSW5vds7WeD50FlUtXPP0vIPotCCCGEEOJGQXByn4Gy79yxpRGdRah1gAi728KBvVOANlrlbBGscrAze7ftQw/2QBV33kdRD1bfBxDsB6szMIJdCDY3UagxQGb4OPRAK5RXvaCNlR2GZ0VRXD6F5GAnZ+dmuJh6ipXXx5pvZdvJhKTXQzMKWw+7T14etL/wxQDDX8Dk1DhcKwQwsDJ9Ep7tYc++i2tNE3DtymMjAte0XPQu9RyD5+64HQgA8NTgCe3o7QPYutwUALXsv4iZ0Q5emDjNyYW9ja17Zu/q9D5QvPf3/sR9+Ct1ADyt49BKyVtz7hGfNzv11s3H9JZ2HxWy9dXGQDpldxyo5/l3bHODk8yiEEIIIcR1wJmJI3Dzb4Uv9kEKtyxf7/HcIBjAJIAqBVQ0RrCpB4bPD9BRIm0BzLMAt+yibw3lGyVmQfogWHUS4ShH914BKxtuUcErNMHJNZdcwjtUJ924kxnYqclqkLspwnPzC4DbXKktk2GhsLCpmA0DTrYVTrYVhcXVQ7o/x/74FZjBAKyUi0Ctj4iOMBOjuDAD5ZRNLTVuOtHFhw/MgLQGzI+VTsG183EsjcbRcrQXS2Nd1Z/VgDM4fhjFXNl2FNtRg091U2t3r6cZlJiard3Dqb3UcbiPpwZPga++52rkwisBACvzv+ck5t/sDTz1IeOWl31cP3HnRiP7Us+tKrm8WjzHMBC67bZLxlxf+VRaAF5tx6CdyGTg84d2GiMrr/o01WcJCRaFEEIIIZ5GnBp+PbzC26DcO8FePZR1D7v5/xuB+JfgFh1Oj78cZvgeIrwQRuCPKXbwU9d7zM8QPji5U/DX+lBY9ABVGnyY0UkE6m0Crq5VY3UapM1iFzU6mBnw8nnYyUFovjR8MY100wR7G/0RcBikAWYIMENgf30OhGnY6RTcgg4iHaSPwivsq3oj0tMoLhish3rIF91hLeLa2AAGe2FAU4AqnxlYXOkHe9tXPvWsMPKzV9cUFhPgaMdTyM0dgXKPIdZ9AZrhITV2AsoyAIAMN0YxI8ZLyz1QbuWx2vlaOIXqU4I9B+a+pnl3Mcw8NVq+j2I1rqPz9NDp71zM91z87iM1P/Hr/+nJ/TPDZzcHimVyqQ41P/4ehGv+ZvPhwB0vedTuP//nZPr6Qoe6mvjigx+s9JlQsbaR7OPnDsLzoHcd7N1xjN6zP1jU3/ve917vMQghhBBCPCdweuRNsFNfALuHAV7NXLCKwyvew7mFl2Nl4P0oLr8NbrEORqCbiELQfF8kIwCUZ72eW+zUR6DsT5Bm7oUvtgIz0g9mhnJDCLX2wgzvI6KGClcWQXoapK1lbymNTWsJmVmBvVEU5hhOugvs1kNZrSBtmnT/tsEcEXwE1MNaycIrnoRymsFuHYzweSincrEYPXARXuEE2DXIV7Nj9goACCBofh+8Qm5r9pI1M430+DVVPgUAhNv6AS0EK9mE+qNXCN4xaD4L+fn45owmW9og+p84uloFZxN/JIW6tiksj+3fcfxOsUYLmabesXdEb2lO6AdPjSMUTXByuRGq+sd6tBDt/86n7z/hFAqB6bFZFenqnopH9D2kqk9npUjt932v+aXPrL9W08OG0XnQDd392m8aVJhUFx78BOxi7dbrOBAp5qeTac6k4wCg1canOZnYvgIuUaO3OPcd/9nnJXZ6D25UsmZRCCGEEOLp4ot9BXrg85VPKgNecbVghpPpArQBeNYrkBlf5uXzs5wa+qmnb6DXD6dHbufkld/m/Fy85IQeeBdI/1cAIEI9acZNFKxvRU3XKBkBPxFVyfJwA9hrAJABOAiAQfo5Bvq4uNSD3JSL3NR+KKf0fp4d2c2uAczsQm2ZHurmTkEzV2CEL5Rf4K5OiVVujPNzA2wln2TPusyM3LY3IkzDK8bLjnve8jXu37gqUGuS6etG/ZEFUtZhACBldSK8twee2QNXexKWehxWxsSBE+ex79iTaOkeAgBV09HPkQYHS6O72k8RAMi1gpRbPkyBsKKloWOGWj5u3nRzX7X2OSOa+Mo//nuDcl0AQGpisv3LH/nM8b+/77GJglmTqv5c4cfX/2n/y4dfZt9/75e8vodNAPAuPfJuZJNdWy9h3WTLDfd7czNXi/x4O/9uRi3N31x88BvfTX70/bvKEN+IZBqqEEIIIcTThAL1eVbu+5CbelPZSc0sLZaRmzM50pomdmvACMIrvhPAl56moV4XnBr8STj5j4DdvXCLv83WykMINf8s+esUdH8ebmF66zXE6gBIm9y2Y9IvXp2myU1grwlMo3DybYCqHGR6+SOw073sqzlNFQqtbFDuKNg9WH7cqQO09QWDCrpvEZqRgJNZqxrKJrziIXhFwE4C0DzWzWHogRVofh8Ahu6rAcgA6VFYy9WykK3QfEkouyxbVlFN12XoAYuUdQYASNmle0uuTIaRnNh4npInD+qeG+zo8Z587AzAoNqGGQqGFigSZooEmyi30ErsVb93fG8/krP74Dmrn/VCoks/dOw8O15YLS00I7MSvpgK9c1MLnrJ5IIvv7RUVmF1aXC461N/Z638l7e/GGTly26h7Wl9AgDch79Sp6aHP8LZlb3uj776B5xLfZIT828tuwCAZTT0Wr3nSgM+VrtaY6nSyXZ3cvRNAHp20/5GI8GiEEIIIcTThO2UD8WlD1Q8ScaWYIAYrMIb39Y950WcHnkp1ez/9v/ZUV4fnJ3cDyd3L9hbnb7Jbgtc942wVt4AzXwKyv0taMY8vArBCKs4YPSBlA2QDvaOY/17bpUtMYh4H/vrLsNarrzlAwDYK6dB1ANfTfXMETvFisfJmAHIg2bOglUDvEITPGyzj6HS4Vnd8KyrXZNhE7s+9tRFAAyNOrYGrkTKz77oFRSXqweLvlgCdiqO2P4LpGknV7enrKKmyUFyovwx4ct5M5lB7/wTZ9bX+3FivpWBq1M1o7VJCkentT3NRQ25NnLSVzOu9XsvIzm7fyNQBEB2IaJT4RR8AB/eN9r7ZCz71f/3r04yM+oOHBis7epKJMfGyrKp6cmpulnUjbYiX7o21B8q6sef9xAAeJcfeyPVxEe0tu4HQOQZt796Uk0Pv1yN9/+ZrYK6yqSDesgX0jWv3R1fjJQ9707rEU0T5oFjF7yVJT9IuyP7pftqIz/15uS219yAJFgUQgghhHi6kK6BtEHogc/Bs+4B+OoXUk0v3UjdK7QAmgasB0fKhJ3+HGenbqFI+/jTOOqnh53+y41AcZ3mG4a/7ptQ7ofA3tsrBoqr/IAXAPPa3ny0CNImwexHpb0O17Fb/RwA6IE5uIW9TEYPjOCZrYEae84wCkuVp2Jq5gK8wo81PZFJzwGahfSExWA/3MIxgAlmzRCHm4iIu6+21fKw011VOws2jiFQ50e0fYSUte22HsxwMddfttUIM4Gpdt7r/c72z5NJ1rIZ0L2BPsPzB5eMg93jWm62cy1Q7IbnVA7AaltG3bmUflSbOlH4pTdc/NYnv3B8ZWjoYLC+fqnpzJmJ+Z6esi1Lhi6OpVoPmCXHKFr3oH78jhUA4ELmqNZ28Lv6sdv+WT98yxQA+O5552PO8KWXel/8xy9bfX3PBwAYJvR9B8ur03pexc8GNbQs6KHwtEqnOpzLvScBQGH6UNG1/8F/6pY3mPsPbxOJ33hkzaIQQgghxNOEzEiR6o6+i53iHzJrpdPWWJWuWdMDC0Qebbo4Cc03Ac9629My2KdbhewflN0NO/MNsPf27S8mHeBNm8pzA9i7CVDHwd5BkHG58nVa2d6Cq92ZKeiBc/CsPfCKtSgunIFbvMCe1c+srqb+rGUdUNW2y/jxg4Zi8goS/XG4uRa4+TiwVlzGSR9AcqibrWwPs2YzE6OQHIRy1gK8LTMnzWiSgrWNBK+FlLVtIRpmBlKLF2FnSiqWsh6dcGedYefr/7ZjIRvEm5Io5jXYhSAyiQ733JOdqvHYhW0DRQAwfTmjo3kFTXsTZ0511Hc/7+Y5IkLdvn1TybGxituedO9vKM0Gahq0tu6/WH9J9a2zUN631gPFdZnP/u1brccefM3GAdeBZvpL9mUEAHhedOsh2tOUJOXl3fGhs2plcc/mc+748OvTn/yrv9h6zY1OqqEKIYQQQjzNeKn375CfezGM8AWQ3kwEQKlpWCtXq3lq5gr8sXnSAwsgYx7stoKdNpAxCU3/EhnBH6OqyTMPFxaiyE7+KTzrldiyRA4A4BaaYYSGSNOrbqC+ep2WBbjyJumEHMAl0zSZsQI7bYKdTUGHbkMP9IKdeiinC6uJldUxubkmONk9UM44meE4My/AWm6rOiLNnNsoZnOt3OIi3Fz1KatOthluYRpGZBy5qdW1mLH9vQg32YC2AjdXu3asn+B17HQ7ZnJhF3qwPL4XbnFjOjQboWVMjITJyzRoHft7VDpbC8c2q3ZkBovwXA+uvRZAM9TSgp9aumbIzlT/+eVTjUrpS6nvPdVuT0xHcnvaFxCJzUw/+ugpr1gsWzvYfPzY4AuPRkrWiVJ969f8v/y+P1p/bZx8/sP6sdvnVz70+68t/uAbZ4MvfPnFwg++Hio++I1PcyFfMrWVc9mQ0XlgTiUWNz4jbBp+o63rMvzBJQpHUhQKZ5DLRjidLF3juYlKLN7uDPUXtUh0wmhpz+HHqjz0zEK7qfIkhBBCCCF+PGrpwjHkF14GdpvBqh7McSj7dhjhCHzRBEINGfLV6CC9AU5uhpWjYKf9IKolcDPYK/1yrgUuAMqBZvwbjPBDCDU9DM+Kwlo5DvZqEWj4GvmiVpXhPOPwyuW/hZv/5W0bkZ5AqM0lTav2Rd0DyK0aLIIWAWJAbVzPTr4fxYUjG0300AUouwFceeP7q11paYRa5qGcAgoLp6q204Pj8ArXvqUFAHadXmTGt983EQBId+CLXUCwXifCqdUMJLnMOA/PCZBhVNx4vuRerOWRn5uGnT4Ize0AAwwAACAASURBVMiDfFewsrCPHVfDUmIKydmNPri2fdx59JFtn4n2Hr7EkwPHSvYxrKmfomAoZzTV1JCVqhhAsxlMw/R57GnzD9w/EHnqvs9V3ZPx4IvuuHDPC5tPQtMApQDdYP3kC+72vfG/fW9zO+vcI77U//qzJ6C8LrPzwHtUPnfA6T//a5vb6C0d/VqkxnFG+k9uneasxRsyKrFYlmHcka5Di8byRnvXR+Pv/ejvXfP1zyCyZlEIIYQQ4lo5uQNg73kAHJWZjCI3G0ew4XNaw+mNyiBq+of3wE79DnS/D8Xls1u7oNbnDxJpm7IjDJihZoAmYa90VM1JEGx49s1Q9k1w84CVcMCsr2/WroZ6foipy5NU3/kn2vPfUr51w/8POD36InjFl8FX8zEKty38hzoj/dzON/TiKC6McLCpsXJlUn0K8LYJYrgBwDxWF4CuZqqMYBdCbT2wElGwArz8tuv5rnalauBaYzDCUZjReTiFOOCagFaE7rsEkAI0A15u+/V9pGcBTYGdkjWCDC2J3OzuNq9nz4SVPItw4wR4fe9BNohwE3yhITDNgK2KewUyGQWwspGfn4adXg0IlRuCZsQ5z0uYHmqDa5UGm9mFBtrbPcITw1WnpPLElWPUsq+XZ0evBrvp5XZOL8Olzit6YzynWYmydZ7kFGrgFEBA3eLISHmZ002mLg125u44NkK6hhAt7YcvkKHG9v6t7XJfvu+/aZGa87F3/uHzMv/4sf/hXLlQEihqTS1D3vLCYW92snK5W13PALj2YNHzoJKJkBeKlK21vNFIsCiEEEIIca2U/XmwWt16INQ0wZmJKNKjv67s9HugGUuwUj8DO/MWQBHcggUzOgUn0w49mIDuG4Xy4uwUdPKV19AgcAdrgQxUcXdfUjdlHlmpHIYeOwEr/wK2i4e9733iz/W73v7Zsms8uxbKPgkyLsII7G5DcSffylbiz2CtHINyTgNMIGMSwCd2dX01wYZPwS382dbN5ssRsDnYKz2VAGOHLB43Afos4LUAABEF2LMIXqF7++u20MwszEg7EeII1IMDGEAxEYNyV+Dlb9p1P2TOACiAnY2gikHLyEzmoOzdBxmRtkvE7vGy48o+ANLyMMK9cHMlWUpWXh/So4cB8oHdkoCQJyZ9mB6o+F6Sa4eMuhpStbefd6bno9ry2L5K7Tizsh/h2BxyqZIsLc+NH3ZzdUvkC8xobS0rmpc+SG5xYy2jCtROnnt8Orlwsf/Edo+8p6tTc4f790M33GxD0zAVOG/2nv+l2Ivu+ZP1NsUnfhhhz3t18CWvucfs7M7H3/3hP0y8/zfnOJ876wxe+iUA4KIV1uIN82puqpkbWuc8RcuaYQS0+fHVz4SmV17TulveDlnqG4AEi0IIIYQQ125x/R9EtBdNt47z/GO1yM18sqwle36wpyNQ/xTsTBvs1M0AQMq6VLVQpxGegF0sDwBWlVduXL/VSP8VWGsBSyF1E6Yv3ace+/yMdtvPfB8A4GS7oZzPgfnUaiVWew6e9T9BdAWkj8IMP1qhW4KV+n+YvZ+HnYlA2VfXVbJ3bYFWJZrpAbABlAaLZKag6VMAFQEGWAWQn51nM7xIvtiWKZq7XFdFyIDRsnoF9cFa2TYoqSjYNECEjaCQgEMIxMFOfgHetgmxq/TgKLzCIZCWgxa4CE3TmdlCeiIAt3B412Pxx6fgi3hgp/J5ViG4udPQApfAXjPYiTNRDpnp9rLpzRt9BpMAqq61dAsaZx55rFal022hsyf6jZXxI2WNsskote6f4UK2GWpLBdvMyh4G4C3Ptnp1jaPmvg4iOxVnUCD53Uvx9Fw+Y2ezdOplLx4P+ox8pmDXhPxGbmxwrGVpeDQKAHOXLkfoxIsLnEkFvdmp1c8g03c33yZwywuyKrH0C6FX/FRq/d2Iv/uvPlp8+Dta5r6/OeXNz9zMqUQLhaILaUQv5B98/DBbxWYyTfa1tg8H25pT4UCw6v+13WDPk2BRCCGEEOK5R3sQUC9ff0VEnWi6fYQnvxUraWZGZ0HaPLziXhSXS7NOnmVX7d4IFFH1LMUqHWVXpTB+oXRzeOURDz/2DW/68uMI1XyZum87o7UfvmXTVc1g972rU14dQLl/D3/srXCyLwZzFLrvMjzrzWD3D2BnhuHlG0r7d14L4D+0JovMSJFJPwd271o9olvQ/RehrAPwnPKA2bJbVS7Xp9W1bgR6rLgRYFSeoroJq3qQdgHQPIJ7hqMd/chMHAbUDheuCbX1QDPKphQDAIxQA6DbwA77860OJL02njC4eBwKABnnYad2HyhqhkK4URE71ddNrlPFYyB9BXr4EvILNpRdcYqsSqorWJjqqPRmsBEsZscK/cXeH5yC62gAUBgcC0c6Ih4VcmXZXp4ZOUyt3ed4Zrjy+wUAmWSHMm66Q69reH3h4uRZb2H2dcfqG8KH3vHGS76FqWOAs/YrBA+33NFtFV568/nH+sajlx9+fJ8TjEwamdShjft5zp6t3Yde8VPzW48F7rxbFX74zQ97C7OfoWDIyWWtmVxvz8b7wY5D1vhotzU+Cv0Fd/bs4odZnfKasVokSf1HurmeJFgUQgghhLhWmv4gvNKdEYiwnxtv68XUkwwnDxgBA4YWh50+AypPfHHiyiF2raeoZu8pIq30O5lulqUcmQnQzSQ8zwX0FMGLwawdhD9mQ9kuFbIO6+YpbN0j3rV8yFrPR3bp+RxtGEH7NvEIu/8Z1koXWN0FgKDstXtjHnaqfGqkcg9weuSlVLP/29U7rUz1feEtcApnsedAkYKBm68+u29wu+mcanK0F/0/Oqlu/ek+rePoCc4l59STX01R5+kkdZ7YIVPI9YA2A3ZPAwABRzjc1oPC/H4ou2x/was0B5H2y0Ra1XWIRGjmUPNTyE9vPxVV90/As8oLzwTqXYSa5pCf3102Krq3l9itHohtxV4de/kl5GcrFr3xFguX3a9/9QjFG4eMltoGsjMblUEdxMbT3z1vqsRS6fMrroFdXq1045Yr88eormmKamJLbBUCPD99BHw1bqL65n/xvf5Xnlh+zzvf6Fw69zoA0FYWOysGaIW8P1jIn7rjZNelyw8/jtlUMVtS5lWpsmBx3cLf33v7yr/f/3MAz+qR6JzZ2DwXfcUb/rs1PvrzmW98q2q1WMXqPxTkqXSyrvjkw62Bm++c2rn1M5MEi0IIIYQQ14itnAldV0S0sWc1ZxcHMfy9Fjj5qxU7UwBajg/DS5ZP12Q3hNTQTZybnULz7bWkaRtbOLDivSBfDl5xFIVlH9iNQDn18OxaGGEXDWdHoekKmnGUiILQ/UDEDzryggvc80DVQi0Ub09VO7dGA6uXlAyTaRrWogK7FaYtqgDs1P2cuPg1AAvQfE8iuOcfyF9XZV7kJoXkb8FK34T8MnN8Xy/iHcdIYx+Yt/+CPt7XCs/R+LF/PeINtIwjOdMJ5TXz4pirsivnEI0b5A8ZMIN++IIBhCJNIE0HUCTNuLS2n+NG8ow0/QyHW68gM1YDPZBEsHEMbt5EMXEcmuGCKItQywIBO2fwNPMQ9EACXjFeuQG5gLYCcGng7asd1ozgTdhzEszHB3npQhSFxepBoxlJQje7wV7VJhXllyrmq9nVVtwnn9KhPOKl2YOOVZg1DhzMkLXc7tjBofS3H23iQq4smFaJxZjVfLLXb6ZOkmOV79+uaawf6Mxp6ZkzCABe49mLXv/FfbCLIZg+W+s6/qHE+37zXU7/+d/d7SOY6aWDr/q5n+jx18Y1zC9fPeF5VYPFxl96x6O5c0/enXzg/g+uH9tpoW74xPGxQGsbMLC4Q8ttuC7sC0/slWBRCCGEEOI5QvV98W3IzP4lNDPN0aYJtN/agsWBKcydPwn2Sr9baQbDc4urOxpUWVbn5tp55Uof4keOExGxlRmClcwhNXQa7JVnytzcHhSXZxFpPbN12iV1nfHxxe8pOIWrX9zrWlfQ1DaGWI0JM9/MVmaY/NFdrTVkaAMoLtXAzVbfT5BVCF7xHgCAVwSzOgw7+7sU7aga9PHSYB3c4om16wnLw2eQXZzgthMe+QPbB4vBmiVkEw1QroHE5NVCLMo1+NJ3zq6Oe5NQbAFNB5PaiZfEEAhVzPoRcJij+y6AqJ5YnYEZARuRHIgsMGwCH6p0XVk/hAibkUsVg0Uj1A/lROAVyrfEMKPZq31oBxE/doGnv189WIy2jdFq0LtrzMRgjoB0Bfau/pKDdNhf+QaQXrr6jJlki3PpYtqt6bic/9GDR9annVZiXbpwmg8d6wtQ8UTJ5zFcUzAP75ug9MxGKlu35o9rRw/NeBm7H0awN3v+yi32pZ4/LVvXWIXRsXfG3xSfOQbD73qGZ88PbpxTmdTB1Mc+cGfsnf/j4c3XzH7kzyl/oecduXNP/NbubmIgduutQyHdrtGLmaVrDMfLeAuzN/S6RdlnUQghhBBiB5ydN3ih/3nIzr0I2fn3QLmr+/n5aybgWs3wrOpLm0hjNOzrA4rbbs3ARs0kpuaSiIVNCnJ50ZCSPnUboaYLFG6LwF/TTUQGs3I5OdKH/EIDpzMLIGJEwlFi6wB485o8jan9rtzmTGYVeYDSzKoG4EG4RaC4fATwKu5lyKQVUExfRmHhFIzgOYRbf05rvGmkUlt15as/gcUr95ed0AwX7Wf7KBiqGAgxM3hutg+939x1YRo6fncPHX1BWWBdubExBna7Nh1xAEqubb2xI2aaRna8FaSnoJljAEcABMCchCpWH3N03zSBSwJylZ0eROLywbK2FOqHWeMgFD5Z7ZnYU1kAinStLBvIjtWD/OxhqNXqs+wGp+1//ZdmFPPl6w51w/Niey/mHv7RjlnV8G23XDDSkxufcfPWW/spPVv5c2z483TwzpuXP/XZz3pz07sLesNRJ3a8Ywbp5U4A4GAknZvJw5uf3XhGisZmAre98LWx//r7PevHBn7+J/8y98SjuwsUAbTc85MXMNx3EgCMvfsvwTCDzExYTbLpq3+zASYdzKZXzBvkWCbbNmAXAbs0eWsePf1r9e//+Md3e/9nGsksCiGEEEJsQw1/+yYsD30Ndq48YHAKTTACCp5VvQNWhGzSj2DtFRiIg4tl/TAbOQxeSmJh/CSie4b4yPFF0tzqAQp7PhSTB9lfM0tu2mHNNwAj5EE5AXj5Ngrrq4GHqlT5XxGnx4YQaWshw99U9R6kTYHVodWAhE7DDIF1fw9y0ycAVfIdksnIIzWegVdYzdw5uVtRWPo1AL8NAJya1Hmh/yUoJI7BtTrh5F9X8Z7KNVBIOQiGtryFXODpsSuYuFSPzNK1VTDVDG93gaLeC3a3Lug0Qdok2NtVsAgntwQ9sARldcLLbw6Cdto3sWx6qBZpO8jh9jm4uRkuLAWQmd4P1xvE0tgBKCeIYN0INx3xyO8rCyj54uOjyKWacfurcqSpkvWvZPrPcO3+AuxsD1vZEAZ7Wevs7ldXLpQVEyLP1Y3EyKnw8553IffII9v+sqM4Ph0Ot9U6HK6bI53rYecaqzYO1f5Iu+Wn++lzX/4OgJJgkcIRm4LhIc5l2rmQ3wgEw8cPX0R6cqMtFbI1kf3NvYWmlke8udk7vaWFk5xJtVpPPPSvqXs/9OrYO37nCgCQpuWhacAulh9q4YinWbnIekt3YqTi+s7N9M7uGZXPNpFSRIGQg3CNgqa5ekPzlNl95B/ZcW7Y4jaAZBaFEEIIIbblPvnZ+7TC7C9UbRBt7UNmZncBTOOBPqBQ0paLNIiB8xEU0le3KzADGZy4ZYl8XHEfO5ixBURbCsRu2X547NgXkZ2otu3GJgT4osNUe2gFhs8kI7RleqQ2C6iyLRSYMQuiIljl4Fk2O4U6pEdsWCulgVb8+Dkt2jYBIMiFdJSvPHAznPzOxSXjXU9SQ+dGwRs1PtyD4af2w85vU4BmG00HLugvenO1QEeB9D4w1wCqq2IL0i+AvW0DJQBgT03BWijCK5ZtOL+tUHsP6caO2TWVnOnH0DfLM3XR5ktoPBAlQ98o1MLJ1ABqYgdIQ9XpowCgRvp7MPDoGU+v7/Eu9VYdA4drU9mRpaBaWb7689MN+E+cmlaFgu7lcuFAZ/u4NTrZ7c1OBvXDx9N1pxvyZGUqT8EkDeg4+Yb8lPMj6/zjfwCl8lo0NmC0d13xP++u8/5jZ9JLv/mWf3CnRv8vADD3HxwORp1msgrle82EolPa/lNvLy5bNYUHv/45uC7pLR0Xoj//K2cCd96tANDw237hV7OPP/pBlc9V2atm1Z7XvX7YnLrUvdudWAAAwTA008ypdHKjb/IHCv5bXvBqCgZPmodO3he6+7Uru+/wmUV/73vfe73HIIQQQgjxjGRfPKcn/+6Tf+2mvCGjtcGvaV7ZxvGsvCCK2iW4NAPyLUIPJGAEszBDLnSfSZ6lsxYaR6o4ARcAa4vwRwJgfRmLySEMPHUMTjFa0qly/dADo1QTLg/WLBrE/GKC4o0HNhfY2WD4izCCs7Cze7as3isXapkGvFZys92A1kOGf+3LPS1i9eKyqapEiBJQR0SNpBktZAbroPkWkJ8ryb5RuHWezNBdAHeT4etA47E5kDaLzFx5IRIjqNB8YogOvHSJ6roAJ7WR8eS+hzQU0lUKxuyC8nx08PbgluxiAaT3AdAA1Q1wbZWrAYBA+gBWN8Usm4LLjBW4uQEU59uhnOqZ2jIaI9h4Abp/LxHKPlcl97ALixj5gR+eVT512M42IDkdhad6Eaj1kYYgBQL1RNg2ncrLi5fQ94MTABMFwwmVysbg2hUrm1I0PlEcnWqE8hA4eWokcKBzLNgWzxnZ2S6TChF/RNf1YrLJ171/1t/aMOM37DBiLTMUjoLsTNmYmTQo/56Ecei2L/hO3PRdzqZdtbxw2J0ceZP16A/e744PPUSGseLNTr4BAMyDJ/67L6TXIp8pX2vr2DW8Mv8msyHe61rahEoun9Xr6r9f8/bf/vx6k/jr3/B4cXjwB+7y0otUPlfxsxS57Y57Q0ZxP3LZa/usuQ70ptYhlVrZ+PzrTa3/u/59H/uQSqc6Qne/9qlr6u8ZRjKLQgghhBBVJN73m79vn3/8jwGAAsGC//TJy+Fburu0SLAGrM2DlYdkegULo+VFSwBAM4BANIdI/RwWhq5+0SUNYAXUtk0iOV25dH+saYSOHNi//pLZt4jFpSmMXz4F5erovqVHO3i8ejZIoR+poe3XPsaPThA7a5U5ieGvv0C+6AmAt81IbaUyU+ew0l+6jYMZzlHzHQZRaYDFxWwvSDPgFjy+/JVT2PfC8xTff5QI5upzqvPITpwCAA429VEu53FihnllOoLhx64ta7dGe+U7p6mmvg2gFZA2AlYHAK64X2V1lAFpg2DvKNZ2/2MmRm7SrVwpdgfh9nNUbc/GLdTANy8hPbPjlEjovjziXf2oa91LxBWrg3IyNcgj5/NITB2Ea2/M9+VQ/Iozk4hhfqo8G1jXkPL06KhGSqfFscpZ1mC0SOGaEV6aXh2n6Xeh6Tm9c/+wp/k1zY+4UZzfCwCWu+dS+t+/cUyL1SXZ8zTOpEqyxnpb5zfCP/nmewrf/NK7wPySml9510u573sHvd4HH4aVrx7Yt+7/ouXVfJVM/49i/+V3+7eenvnzD7Skvv31TxSHBl4LIgQOHHqiOHjlFrOlra/zd37/Tbl/+ngf7ApVXbdhHD7R444MHIdjb3wG9Ob2r0b/86+/Waurj/sOHB29lv6eaSRYFEIIIYRYs/zuX/0TlUm16bG6J73E0mu9hZmXwyuth0g1sULk+bcO+cOFbnKKoSpdXRVv70ViqnIwGW+/jMTU0YrnDJ+LrpN9yCwDruNHcuEQPOdq5oc00M2vuYL6+kNbs0jsub3ITh+DERyF8mpgRooozHeV9B9pHyQzULreTfPNIdTSfDULRwkACqgceKxTyeEnkB69BUY4h2DDLHTTRjHVRo2nagjlGS5mZPnK1xRIK9DBl7ukUdumc8PwiinofpOINgITVmpC/dsH9u5m7VmZ2994Tu88hbVAL3DtHWxGy+x5kyA+AdILyI5Fd76mHPv2nNf8kR0Lx/Dy6AUeffDkjlnikiFqQLzrHOJ7j5PGG1NHvYXlfgw8GafsbMX1hByuv+JmWeflhQYsz8XgD7vU1HGRE/P1yK5UX3dZU58k3VjilfmKwbxd03XecxCo6Q40k5OtSTy1POxNjlWsyMuGyXZN00TGX//BEx/9+N9g9fPDAGB96n2/rYZ6/nzbR4/V92oHzvyi76d/rafS+cyjD+tzH/mzP1KOva/2pa/6reS3vvY2f/veb8Xa6w/YfU/+A3zB7FIWE1AKvqDPHHuoJ1h7aP9K1+EWDWAXSjFYEStlQimfWl7YD7u0wJWx//Dngy95zbfCr37jJ3BNP7hnHgkWhRBCCCEApP7mT+8ufP+Bb8N1d2yr1Tc48bsOglxr54xSvP0cElOVM0h1bT1Y2aYaZG3rU0jObL/Je/OBATp1537SyGAmBTtzAfm50uBUM1Lwx5dQWFj9gu6vm0GowUeosJF5uG2INPMAoA0A3ApgEdBswNta/GUNZVm5A1CuBt2/jwgxAGDSLxJ7VddOcmahF6H6EOl6ecXPSu1te0A9+Olm5FM+NHYuITHXjOzSzsUaY83jsPJRNO2b0PadDSFcV0uhmkbOJKYRjjWDNH1XBXDWx5Ge6+fRH8ZBxGg9vUB+Y8f1jCXXM6cxOzCF7MIx1HWdp47b2sn0V5z6yKwU939jALn57TPE1fhrJtB2kuGqGuexh4bV4MW9KGQbKd44SrFYQotFmyg7105r27owEzwV61WzEy1U2zQL19Z4fnz756tvmYNddJHZJphcF66dm076pqe/81iotrvTyScyZkf3njpjcXIjm2nF2yaf/MTnO4yamlTL61//yls//elH1895fQ9rzg/vvxe51EGwqgFzjJWKIZeqL9l+IxBa0bqOv9P/lt//p2pDWXngf2t1r/6Jjd88eIuz/vEvfOkFAx/60N/mx8a6oK0lGJWCEY06Z99414qZXq5etAcABUM5Y9+hD5ldB7/G+ewtsXf+4Q1bBXWdBItCCCGEeNZRD33mZ6n9xJep80xxN+2TH37PXVbPY5/nXGbbDNq6wNkzY9G9eteuBlMt4AvVpVHbNImZ/rKAikkHB/eMqFQ+DdNHBpYrZybXBaMpdJ1doj1RB3aycmAR2NMPzW8iFC+SsvaDVeV1cqSlEWobgma0E/jql2PSzwPwwLwHUB0AJUDaBMABsKpwT30S8CpPsV3tMA/wjpnZte+qGc4sLILsEFwvQQaOMRkr/M1P18GtuM/8qvq9M8gs+WHn6zeOGf48Hbh9gIcfOwbDLKBh34x++09Xzu5uHodyLZ586jKWrpwBr8UYgdpx6jxdVmSoah+umsZkD8POXA2sNMODLzqDQHQZwXqXog1hBOubeebcFJKTHXBy262nXJ3qrLb5BYdmOPb5yTGeGq4YlFNd4wzFYnNabU3MszjHl5/aMdu5oXHvODIrERQy9Ts1ZSIMjaqeoc/ef2Y9O1x/xx1T7af2FcJLYxtjy0WaBnv/4d8OAoC/sXEofODAx+vvvPOx5te+9pGGu+6quO2hdd8Hf0aNX/or5DOtGwd1g40Xv+GseffP9u7mUf4/9t48SrKzPPN83rvFvkdkRmZk5Va51L5IKqENS0IgJDC0gWaxjW2BBw52e7DNwaYPnpl2t83x9NjthfZAGzA7jWlsMGB2oQUhqSTVkltVrpVb5Bb7HnHX75s/siqrsjIiM6tnzhkj3d85Oid1l+9+d4k697nv+z7v5J/8SWT5i1/8em1u7sFm693d3UvHHzgaEmulpkZLQih6yXHm1e8OvP/DI/k//dBXnfc89Ns/z8Y217BbZ9jY2NjY2Ni87OD1wgCf+un/oOWRjwmvfuyFvbY3FmZ/f79CEQDkvt4SgjyH3MqeL8kQpO0OjJHuGZh6A7XCMDKLvfBG1+DypZFZOMU88VVWqGywfLYTpaV+AKBo5xwie5RR+SJlEjUJqlSH5M2AVXe2elCzhwACJGWcC0qtpakKZ37UkrfBnZiEKF8Xi9y6JiIsgAyQsIxWjeFJvgRu7FFjJ6wDVtNUxK1Dcl4GeB61tSiRuVm/KSEOAMTNEF736zl+ZaKEmRf7gZvSU4PxPAprnTuElKm5+dRPN+dtqApWLgVYz8kZId4/hBbwenGRX3lKgFbafr6CuK+PEVtkF3PQK9vFGDNFqIUDUAsHUFwGXwcAApzBAhRXdjexyEnmxrm5DYon8nKn1DSKyww5zTeWm7vqAuCFdCcvpDsZAPhCGYr3XIAoh/jaQh+4BQgCmMPXAOckqOWtFF7q7J/mufUEtMZe/TrBJYVPvJAZW/nBE9uuX+7557tyZ88ifPrkZW97RA12d3jLFaN+bb2WTg9o6fRf5p97DsmvfjUleTwvKOHw2cDJky90/fIvPxu7/34NABy/+pGvGz/4wkvWzIVP8nTyEQCAZRLPre/bcKiRTPaAtfiAAkDLZtst0ZERgR1ikbz+lOPMfe8KvP/DE+XP/c1Rrqmll4NQBGyxaGNjY2NjY/Myga9Pu9nY9/+WXIGnUS8fQ6N8N9fr7wKwp1gEY/s2KJGPn8ootx0VSKhFMHRontcbBeRyUazN9Oyopxu8bQIul45AYBrZjW54AwWU892o5a/XzRmqB0SGoftm+cyFQXC2rTk7nC6dcx3XUgW3EenKo71rkdTMKdRSAmoAQICv/TLczgFw46ZWFRyorgyAhAb39SwQsZ0igsQGlNA0BLm3xSUQAS7uGhXkZggQrgBsF0Maqw2gAsBDLTdRswsway2jqsSNCPUPR3jfkTn+ky8PbIsykrgCZu7tbMks8Ge/2m8de2hcHL5rW8ol54zz9Uuj2Bg7CtbExIZziXOYRHu/U3MuVlHZ2DOCeXVrzEBSKwAAIABJREFUgDMTurFr2iOYTkJ3VwqyJLQqjbOSGymYRqLpypupFGK8sunqydr6ltIX5guNlZWokcvGiQRNCodXSJaZ//DBrLxaUhweb1UWTS9ZRsshLdmlXfj+zGz2hXPN7yPnyF8YOWKeOjW58dJoTPL56gBAsgxuGBCcTjgikUZjdbUdwJsBvDl/9izWvvnNghQIvOQ+cOCJvg984M+73v4bi0LX4BvNF3/4Byw583/A0Ny8Ud37Y85VbvvUpy5knnrqvqmPfex/LV648FEjn9/u7ivLqmEydUfvF8WhKsdueyzw/j+YAABzdendUrzrM/s97r92bLFoY2NjY2Nj87KAOobruPzEIl+6+Pmthdzfva+dOb/uZNjVW3PeeWZJ6og3uGkCpkXcNElwu7kyPOglh9xAae4oGANYo5+cABIRoPvBFG/oK9jYiGN9NgFvuETRYAhMS8DlB9pDFsDbQUPT/PnvbYu6ccYEvjDZNE2Qr1w5Yobak0JXV0GMeH1wOPKQJYkEHodebQcZaXDrhtAjByobR8DbLsOlHMHNIpMZLgAu1NezXAmMQHIfJ2IiIGqQnNOw1G6IkkSEXdIfhUlwtkv6Je8EUAFoA+DNe+0BPpAwB848AN/xDs6ZuQiz0aJO8iaInJDdJpgpbQl2tltu5k0wU0J+GdbYegauUI5EuQZ3iJBf9KGeaV1T2sgfxNLFZd5xVCeH0lIYc5Is1IoLYMY+6xsJcAXLqKR3rQMkIkhR8dSNQpFL3jyKlUV4PBLQOAGLN22HAQBclAGXz6BqfpsQ5oLMV58aq9bGx288d8mqlD0AoM7Nbv6uJAlyrK0Uu/e2pE8qHSO+PUtUl7yll772Qro8ObNrH1I5HLa0jY12PZsN6dlsyDMwsEyiqIaPH6051q70cF1jpY7Ta5lzF7ci0Vo6HdLS6Ydrs7MPW6p6oOvtb/8d8dg9TDx2z3/W//HjT7OF8U9Ba9xSG4zYAw9YsQce+OtnXvOaRObJJz98bbkSjea8PQcyJErbPxgQQTl6+g9CH/7YDwCg8rXPdEqdB9L+9/7+uVs57r9m7JpFGxsbGxsbm5972OR37odW/zCfHbsXauV6pEqQLIQTf0WdR/6bcPLRK832rXz1U73G3MQTnkcfLkidHQGSqJeo+Qs2J3ENxStxMHOXvFACXB2XoGbbwPWd6aCCd5o//8NtIog5oufNsZHbd2x746h9hzLKcHTneADg7biE6vrONMRI/ygE9SSuGbjI/gaMsgvO6DTMWhskVwGehI+IkmB6B7i52deRhAaU8DRkz6mbzF8YSBwDtwax2XdwD4Q5gPUDuzSHJ3EG3NqRAsotaxlmtQq9sHfLCAAcQh3Z1Aw/971NgeMJr6OW39Gncle8kTUcOFQmdfXWDGVIAHzxMShuHbJThKEyVHNRMNMPbrnBLQGSuwS1sL9UZ1/nKCprJyE5s3AGV1DLnAS39uXCw0lmXBdH9ZwuoFxw0Px403PhJKKheaetUjHq7fYGqVHbeubTGXkk/8TTrUVyEzwnTs4n7uo9IJQyMgA0BF/6xc8/qdWTyV3qVq8TfeCB8exTT+0Q00MP3XXFWFo4SA6nJhzom1wZmRxQN1LbUl99R4/+4HUTE4/euMx8/rsBXkgfld/wnudu5Tyee/Ob35X+0Y++wrTNFhq+ocHVgVcd1l317M4ovKIg8mefjsk9A9nS8z8bELJrv+LoH/yYcvR009rKn0dssWhjY2NjY2PzrxquFQRwNghBmSPF1/QljF388n9GLf2HXAlMI5UKorixvVZJUgw4fWMgysHhHRVOPPK/sbWZNxsvPXsPi3bf6XzgviEi1lyI3XgcyBPITx1rmhJ6DUdoEmY9CEtrLlQER5W/9DMPTH3r5Z8N3jNq/vTHh1Au7Gj6DgAIRmvKfXeuklluXlcnu1NgLABL3dkWInHiImAwcDMKs9EDyb0Mq9EJzjYzzFyxGXIGmo9LUhWSewHMkEGiDsVrkOg8DBJnwVknwPe8ZlfF5WEATVJ9hSsAD3POQjC1Na5m1qHmHNBrXXCG01C8PQSr+TVpAoe0zn/w9x0IJnIorUXwP/OeSwIwcHyBzFLLOr9bxtcxgsr6/sQXyRYU1yK08vV6Tod/EbJbR3WjZV3ljdTnqyPVb//wlOPI0YtOlm3qxMtFEZavawrcglRa2RKUJbSPFy8vSurc1GHeaOxrytcQw5F876++eZ5x5v7Zxz4b0zPZvZ+Pa/v6/aZ3cHC6vrgYN3K5rfTRvtfcew7Lc3dc+3/p6KnR3NJ6ND8ylnBEItqBe++YdAV8NTObuaJ0HXg8+q5f+2bgNQ9Xb2niVzn32GNn1r75zR+a5fL1D05EGPy1d16UtJqk1xum0dAtvaGS2dBF79BgcfD3fvfR0vKatfzFL37Wd+jQR47/+Z+v/c8c+18rtli0sbGxsbGx+f8c9uyX7uSm3ive/5tfx/+LPmO8kfVDzXwKZv2dkNzfpNDhtzUbj41+9UOorP8XAICoVDlzzmN+4sQO05Nr+NvO8lrhjLFSqqFS8EuPvHNCGjq4a6ocN3mZn388BVHU0NkjwS0ME7eIC54qVC2NRq2CRt1AtN1Lkr49msNps2+ipUkQ3Ss8Xylj6uxmxCwxuEpdbQlOSplXtTlrei7CJi5sT/FsP1BRbj/opGZ1c9fwtF1ALX2T66oAdPTVYKmto4DO8Bi5wvt0wCQdngPjJAhXo6DCHIhq4NZx7IwemoA4BcABoAZsN8PhpjbLG9ka1JwAjhDU9PYIlOhKwhHIwhnqAhAibrQsn+KFwhSfvSiDMw6gDFFhIJKRXToJfotBHm9kDu1tEWKN1rWU+8XhL8DfuQamcjDmRGFloOUzCQCytwhR2oDawtHWHZkA52E08p1N11+lcm79QuNnz90GWTF9tx1ZF0rr+4ru1Sk0lfzG4wNc1yS5s2tV9PkFdfryvqOzclub2v+GUxpMQ1lYslYqqxnf2o+eapWGvIXzwIG8EgotAoDodiuFs2e3foue7gOljhOHFqypsa3nhxSHKUWiJbm3L6mOjw6wamUr0iiFI1kpEv2Oa/jIf+/9q08+vt+5A8DYhz50ur642Gs1Gm6maW6m627R6+3OP/fc+8xKZVs/TTkQKHa+9a2vuf2zn714/r3v/Sjn/Lt3fO5z+3Je/XnCFos2NjY2NjY2twx77itHuKH1ife/97vN1lvf+4v/G7nkb8Mfexz+9i+imn0QltEBUc5QrO/jwl3valnTw6482Q+j/nvU1tMNZp0BN6+/GCvBX6HAwa9yNdsHS1/kq2PDaBTeAM4HUd34wI3jcEfwElZXOlHJtnzpN/JslmfWBuEN5IRIR0Z+5E1xcio7avU4YzU+NTKL5RtquFy+PEgU0SgHtlopAED34fOIh27fSt8U5DJKpSL0WgySswCj3sHhn8aVC5uC4OR958nJt6WgcnIuGD97UeFXJhMAIN5x77QYk4dIkAxYOz02AABdt49BcZqoZHzILQ6A6QSHv472g+tQ081dRwU5D3+fTsT2fKHfQvatkTNyk1ihJEgoX40gbopGEi+CW6ev/p0Ev95Gg1XXRlGYOgbONlMfnZERqLnWkTcSAdG5DndbjkRxm6jnnIM/8+0y6sWdLQ0iPZeRW9pXGusWwfg0wp4h2mfaZ0v8HfNwO73gZtvW80GeEaRmmp+n7C0BTINR393URpBMuMJj0GsDMGp+AOCCzIgZgmXK+cozk0ljanqIa6oLAMSunmmPzxi+uZ7wZjQ5lFz6558GWLWydR1JUbjcmZgT3d4KM40ubWZq17l1vvWREb9c3jo/Lsnmwqq8Mv2Zr/Q2PxcBgqLAf/ToxeL586cBQInFNuRAwKzNzW3Va8qhkNZ91+lLUr3MzXzuCGvUt1xL5Y5EUfR4k+rc9PYUVknizoGh/x548OE/6vzQv1/a9eSbcOVv/7Zn4dOf/rieyx1WV1e31ROTKKL90Uffc893vvP58+9976N6LnfX3d/61n+41WP8PGCLRRsbGxsbG5tbRv/uf/uyUFl4B/ljn4bD8wJqhfvArE44vYr4yO+/nl38TpzPPjcKrbYzDU2UDRy+6/MUTvwnoeeelZtXs/Of+wG0ymvhbZuAM8Ap1Hb95ZrEDQjSNJh5LzyJQT71w99CLf2HLScqOQpcFdaRnGwqGMy6cpEl568KGoL8tvfNionYthdDzsGRWr/ERx8/tk0UNiPaPw5JMhDu8KORL8MyGLwRkRqr21MBneElXlUNJKcG6J7XrMFq7IgUce6c1r/0hWHh5J3TYndnTSA1Doc/C8uIw9J90Erbbf4PvXaduHE1CiTVNu1TLRfnyMJoFFBN7oxW+fvGSBR3jyoKrjJckTmYqhNmPQrZUyTZ0yIdkioALQECA6w4rvdpZCBpgjPjOC/OjqKyvFMwOSOjUPfoJ6n4l+GOdd9URwn27HfXUcnujIA5fetw+dcAiAAEEMkAFGi1EGqF1uYnXYdHSG7cUs3edQQg2n0JEkXA9O0inAQTgmsCpmltOp5CRnZpMwIe7h9Dfn7/PQ5l93r5bDKvz0yHicNwHDmY1qbnw9b6Wv/Nm3rO3DEuVZItzXVMRyC/+L1zupnNtPxo4L7tzKhVyHk54x59aWHndpKE4fe8cYnKme1RcSJU5bbRer7Mpr/z7MHq/NKWGI3ec3cu4hVUrrhyhUK9PfPsc+0AEDxz5mLxpZd2pM9GXv3q/9R96tBzled/+gWrWNxKNXcMDuf0pYUI13f23BQDwazvvvvf3vfXf/dUq3NrxU9uu+1zpYsXH7t5eejOOz/x4Asv/Lv82bMdG9/73p8okcgfDPzu774sWmXcjPjHf/zH/3/PwcbGxsbGxubnDGv0ZxrT2AmhsfEmVLJvgVa9HXp9CCAXBdr/HpnF+1FcfyeY1aTdABMpHOxAeeWDPDPdxQuLQZAwR+6IyZMvdiO/8JdgpgytEofkTMMbC4AzaVMgcC+41QuSynzxRRVq8dfBzEDLiTLLRSKLIdY3gkImfqPY45JTs1I5Ebq6lV7GVhZ0OHxXKBJtIwJxxk1+6aVLmH3h+K7ZtNG+S3AHVdTyThTXDiGzFEYx3YFSthOeYIZI315DaTaCcPtSiHWmyO3xg+nb00RJ5GDSutjTlSe/zxTM3ElYug96pR1GwwNuSnAGJhHqXYUzyNF5OkXucAVmI7qZ88qUzf+4QOBeEqUo3O1jaGSvzyN06DL5uhmAOpjWPPoqunJwt6+RIJwkUYlB8lQhOoiAVtfcARIbgDmM7QY4BLB2Xl2/gtJc80if6E7BauwR4aQanCGLwJ2cZJXAJM45sHBZhKntfNZM3Qe10gm1EodaaUejHEOjEkbbwSScHifqRQUOjwnZZaK9ZwbtnUvUFtfgj3LSq5HNa3mLRPtmIeiHwK0m/Qe5AG7EzbmNLIU8R0kwO+Fvn4GvLQmJuqBpBpi+s+60Gcz0qTNrzLwy18Fr1YCxuNzJq5Wm99Gs1gU5HjPJ2FnTyhS3lnxmNqWvrbZ0DpYP9KSNleV2M52Kg6juOnRszthY23avoq959YxHrDSNYCtWLe5RzA7D157Mj0+HASB45EgqLGmWubbaybLp9sDQwUJubinALQtyIFB09fSYerHog3nd1FbLZO4Wu/u/EL399N+ZucyDrFaNAoCjf6Dq7Bta4JbpYOXS9nPkXFE6E0+G3/SWsdYXszn1xcVs7mc/e++Nyzz9/c8d/OAH3x26/XbT1dVVjT344LfDd911a/02f46wI4s2NjY2NjY2+0L/9t8NwLK6lbf89pPaV//8d9jlsx8Xj5waFc3M9miQ7DRhqK3bc0kKaOj4HBq5660GPG3/JJx+99vZ+Nf/DKXkR7aWi7IKzh1oGx6lQPR6ehsXLmPmyVtKL2SO2ASbvWLxhmZC0yRWr4VRzDSt5RLvevC8KJsyqvk21Eu7C5ho79hmdKjFO1XvkXGievOojsNfgDOQgzfohFUNgumbAkNQyijkVGjlXdP+aPD14/B39BDxzXRENZeFUWntuOk5MAESPOBcA9EQEQmccwOEWWhFH/TS9evh7hiD4OgluqkJOYkXwK3bbh76hvWXwK2mDeK5qY7w7Hg/9NLOlFHFfxl65cieJa6icxWSuwC9PAR/zyIJNMQhafzCk3mk5/fvfio5LDhcJYCA3kPrVL/JTdYdvQStMgBL27fBDoIHpuAUE2DG1gcIzjlYzpwSo/JWZNecL4yJvV2dJNSu36uGeQmVVNPrdiMWvJcF0Ywz+DLFbzwRthZm9mUiI/cPjLmVyrbIJRMErE1Vx6sXR1q39BBFOHr7p7Qrs9cj05IER9/AhjY7tfXbGPjNXxqXquldW4MU5MT4ub/8wrHosSNTXqMctQrXexmS4jDZoVNXFr/x7S2n4Oj9909Z9XpATaUCjlhMVVMpBZa1evCDH3yt3yWw8s+e/hKIYo3LE4e5pkqC21OXO7vWmKYGjeRSVAyGkr677nt/33/99A/2c42usfzFLwaWvvSlX67Nzr6nvrR057XlSji80fXOd95/6hOfmLmV8X6esSOLNjY2NjY2NvvC+OGXPsmujP1f1thP38BXZn8TjBEv5KIId4/B7a+RUdtM69u1rQQAZgGiu0JO2QF+NfJo1I7w1KXfRC3zhm3bciaBM4JlVSjQfr3BtiA2kF1oHVFsgpXMJa2JkdO8mOvklWIcar3l/ryhOgW3o0b1/I6Uvi2IgI7hCeRXDjZt2H6NWGedWkXuLM0FzgmNkhOOwBpgREHeaZRyDFppVxOTzTkIjIJdYbqWlyl6shAcCxAkDYKjBEG2wHQ3AEAOXIHsHiKiMBFFr+1DRCKBYiS5ApB94zDK7fD2XiJBOk6EJkKJtwPiFYBvpXFyzrGVGkqCAfCdYhAACVIcnk5AdE5DzW4XwpYRhezLgWnu1icsAJ74GmS3Dk9bEaIUIdG1QKAS4ge6qO/kNDaWPDDU1vfjGswSYKguGKoLhXSM2g8sw1Sv16sa9TY4fPPgcIPvcn+v4fAV4Q9WwbTEjYt5hebNp37SLh4+QgRLBKS6IDGZaukgTMwD8iJETxqF5T1TUC3mm8j9zReOqnNpof740+28lPcI7YkkvD4LtYpr151FyaV0dVqbPUWJq0o0VTT8K9VMVWbZjQi1CCC5jp8aU6cubRexjEGOxubleEKwalWP59BQOhgReomxXSOxTsly9T5wai104oRYOncxxs0bTIssS5C4petOP+n5vAIA9eXlqLq66uOWJTSWljxKNLpgmUbCwc1HRFNzJj78Rx+oj17QjPW1B7mhO7lhyFY+Fxbcnozc0ZknUZgb+tp3brmW8KVf+7XPFM6e/ahRKm3dS8HhsNpe97rH7vjiF5+91fF+nrEjizY2NjY2Nja7Yi1MiOaz3/kAm734cVjNhSC1dV2WQ9g70jdwcgQil8msD4CZ+4/Y9LzqInnDbpj1ragDzySXkJ/fpTH8dTh3pfUnn/FBV3d/ob4B6juUlLvaLKTne3euJKDj8CjWLu9eYwcCDp8uk5rfJp44yQyKxyTODAjCBtTiQUjOMlzBHCobfVt99vbC15mmodeGiWhHJJdv5lASZ2wcRtkLJSgSoWWq4dZ+jI+B6QJJjpbusJzjIsCPg+lzMBs1mI0ugLlAUhayrwrJ5SaiHU3qOTPmoBVr3DIs5C/f7NzK4AqPo5Hd/bxDh0YJZsttuGaO8Se/sv/aP0/YgNtXo6BLh6nujORGh0ZRWT8MrdLcWGhru/5xCNqOyBrnHCDZIpgiBKWEYiENtbitLhauyCgaLeo1SeDwxC5yxuL5L33fbyWXdqS3ykPHZo2ZicFmu28N43RpZt+h8ZG//8YgGJO1VGpLlLt7elZdkWDK5fcKDrV0iGUzTvIGDDUQndA1kwJhn5/NTDT9cCJFojX38NBMoDvsdLl5r1Ar7Os3lrc6JvNPPZOwKmUn166aNokilK7u1So5a6uPP9W0Lrbvl944golzp0iWue/e+/+Xg5/+8mdn3/3Wj1RfeO7/vHE715HjF6xKOXb0iRd6cIuOzN/v7b3UWNpujBS5774/u/+ZZz56K+O8HGidImJjY2NjY2PziseaeM5pPPG17/N08oFdN9S1KJoFoW6k89AGidYh6NX91WRdw+FvwOnxwKwPQZBXQVIKzOxHsCO3X7FoTi2loTcRAq0QBEiH+guE2lEeOjmGXD6AbHLzWERAuHsU6j7Ow+Wvw2QZzlyLMAwdhk4wdAe0QgRatYO3H5yFz+MjADBVPyobm6KyunEC3vglVDd2T0t0R0tE1PS8CCBumQtopMLgRgJmY4k7QpdIcu4ck8SLAACOLhLQxgUxu2uLB6PMoZdr4OZNpjmGH1YDgKBxZ3Rs0x7IsiA6PRCUbjBTg1k7CZJyEBQDTL8hYscEqIVDkP0XwfQBWKoPoqcGq+4ByQxcFyDIDGbdA9nVALeaihJySCf4ydeNY/THu6ZEAgB84TJ1JirgFsETr6E4v/1aettTiCT6KJoQOBfmYWpFaHWAWxK8UScsUwXnhFoWQL2n2SUjIoBbIsh9Cfk1P/TaTlEn7fYoEYepRrWVWs5KLjWNNpvJhXax48AUJFmykvM7RDoAVJXQcvrspEtbX98RUa8vLSXqS0sJAJACAc2d6JxRPCEz+/RzpwGg3t29HI8FGS8VBQAQQiE9eNvphfxPnhg2c1lP+bns6fJzgOD2mHJbLOkeHDY9iqE7E20GN02LZEUUyIgKhdWttNWwuH449Pb76+tja4vq4mJQX1trg2VBX1pIKEQYfv0vTNcNrhUWVrqqCwtbUez0yER/POBtsFrVVX3x+Y8vfPB9C4l//8f/ZeGD73uznly659p2VrXq9d1130dwi0Lx2Ucf/S11dXWbUFRisWL47ru/dCvjvFywxaKNjY2NjY1NS8wLT7xrT6EIgBczbdapR8ZFQXOAyAQRA5EFgRh8bZw6+/0g3gGQCl27hPxSAqXV/bVrCCSWca0dAzMSgJEABAOya/d016tYqmOaLc/t2kNxG9F4UT51clHgmy0ASC+d4B7fZWSvro/0jCO7eBKCZCJ84ALAnajkhmA0dr5XufwpzI40b1sBAOszR8EOTnK/O09m/bo7J2cErZSAI7DWMh1VkEDxwzvtH7eGQBH11S6AbwoypvWgkWJcck1A8hgQPTESEAZJKXBzm/MkgQKbtYloA6yuHYPLvoPQq3m0NLrhCvRCCMy4uSb0KAAQNyM82L8AxgooLx7fTONlALccMMqnoQTPQ3Y7oJWOQHTkwC0/XJ2XyenvBjcH9uqdSB2Jfp46uIaNK82vneQ00TM8QdQYhF7ZTDUszm/fRlAYEkfLBKsdHCCwfkgiIF0rRzQ3PVZB4MHOMdQ2OLSbDDE9ncsgVw7r40E0VloLf25JkJzFbWmwW+uYYDZ4ufwP32wpfnmj5rcaNT/5AjmKxIo8lwkCAA+1VeD2cq649Muf+XrcKBZ9rca4hlkqOcqVypAzHq9fW2YZRiB830MXrULRVZud6/MeGlpy5JOH4o++biR3YXzQSG14AIDVa5K2WDsQHOy7YK0s31Zbud6xglzuhu9Id5lqheutOfKr7s4uDOnH719hFl9Y/Zenncb6Wgc4h35lelgC0NnXN1WKR/Op518aAIDa4pLffNMjl4TJi0dZveapnH32y3K88xc9t535HVKUj3BVPWnkskP68sKQGo3sq7/kNc6+9a1vyTz99F/zG0x1AEAJhS4SUe1Wxnq5YItFGxsbGxsbm5aQJ3AFosRhmbvWIkn3PzQmuBpHiVvijpWCMQEIHQTTA3BAkW9HfAA8PjSJUoYhPXMYTN8u/Pyda+g4VAGRi7g5DNwsDpgM09iMGAgSkDg1jsxcN9TiNvHCHT7DujTn2bPlxTWiHUXlruMNMmvb2yb4opvzc3hUVK46ijJTQj65mUqpuMvwhMo3jcYhO4u7Hs8XqaEtriEUS2F1Igx2w0uq0QjCIaXhCKShlXZGD5kJCFLTdznOUEJjXQP4TeKDCzDrx2DWAZ9nASAV3OxtMoJry8SGhInNZSSDW8MAQEQBLruuQNf7mp8YJ4DM5uuujsbNPhD6eOhgBoa6ivLC9WtulE+CQwQYwbKu1qpyD7jVtBZyx9jgHpx8dYrn1k0Y9ZuukQB09l0hVtq9NUbvmTGCta/2GcSNE3BHOaLHLkCvcW6UPeTu1CHKx8GZzhef7911gOrGUcieMrxtF1HLHQe3JADgSnhCW62I5a98bl8fO3ilFJH6hi6YucxtALA8n59bfeKfT5Mk4WYBtBvB22+fKl24sBU1jhweLCsr07cDgGu4K0cKlzljoLX5U7ETg8tqvW+egeTis89d3Wf7PxdmtLNak10FKW+WXG75KFnGtg2UwmKXGeqeit1zZy0/NulXZ6e3nHSN5YVDgQPd6/Ijr51b+cHjAwCQ/PFTR3sfuu+isLFyzCrkO7Nf/eKLSnv8aTne8c3Aax7+XTEQlEpP/vgO58DQ8/s955fe/e5Xp3/yk8+yRmMr3ZhEEaFXveoTfe9//4d6fuM3tH1fwJcRds2ijY2NjY2Nza6on/jw5/na/G80XelwMvnBB8cFVHavMyMBULxp3jacEdzubREWDjEDvb6MeskNEIfiNuD2DhL4LkYnAMiZ4mopC6fPQ8yIc6IGTHMRep2DcwnecJxgxTinCltenrPmpmKQFYtNjSRQL+80LAlGqsrdZxaIV7dHcBz+Cp+Z8EF2WwjEx5Ge23//vWDiPIqrt29bJkhA75EpRNt1EvTDW+YpkmcGpYIPtcx2R0+HfxVaJbEtm0526fAn0ogMFgR/hxeACkIDgABuHeFqfhJGufU9UQJL5AjtK4V3GyRdBjePAAA36qNQ062PIciVG11Bd0dQuamvorLYPAor+7PwdjKCuf9UYgC8WLzAz35rU/QGO+ZuTnthAAAgAElEQVRgGSJMvR0u/zLCwTBZ1ebjtQ1PU6hjaN+tM1zxUYiuEBFvWhPKS+sX+eyPdvQN3AHJDJ7wLKqpYQDg3DvJlycPVRe1BfXiaGuzpRsQwrENVqu2c0Ggi09eLqurq/sS2Fun0teXNUsl0cjnt0yZDr3jDRfDVnH3+RNBaOuYNbhc5aGoT1qY6IPioClvz9y5f/znQKNQaHvwHW+aGA5JTiUWqsgeRxtKq10QFaNRVRbNzEY7r5T9kBWOeM+YrplSY2WtzSgUPd6jh1PFZ352gPcdurTw3R+dBIDE616dPP6agwEmuldSY6ttjcUlt7Gx7hZ9/poUa/uho7v3G5G3veufg4/84p4RwXOPPfbe0ujoH5ZGRrZqokEET19fNv7GN3745Mc//oVbuYYvJ2w3VBsbGxsbG5vdkR0/4qnle+H2RejgkTWkVzdfIoORqvLAffMCr+wZ9eAcgCnPYW60E4lBkwTaKnAkcA+JUic5PTHyRDdIohME7O4+SY4KYHpJkoPEzRgIEoG7SKAOkpUOUhztBOYBOBG4Qwj4O8S+/oDY0xMUBk9cskaeb795SOX1D5XILO+MlAlCFr72BUTCVbg9EeQ2vPstg6K737EunHi4hEB7kjqGN2jgzjUaPJ0jqXKUyGgH2PVILDMicDhEeNouoVG+3hPS0vwYeGgEJBtgpheeWIUGHpoTogeHyOFpB3gI4DGAdwA8ziEsQc11b/ZZ3HYiBpzRGZj1GJxtC0TCvttMcM4NgK0S0AOIWYB7IcgO6MXmZiaCswqm71MoAgCXSFIIrtgi3G1pyJ41eLpSvF4MsI3itDU6WRHiXR5yyN6r8wEMFEmk3etGnW4nPNE5MEuEZRZQTg/D1GQ0ylGUSwz+zmnAaKcbJaErVER80EHgnpbjbjtXVwXOkE7EW0RZAYiOAlIT+2hxwQh6Lcr9B6bQMFNITh8hZpHSHinWlzJ+6Pqeqde8Ufdi8OS0VtOTnpC/Uas0nGalui8zKXK7mRIMrqqrq9tSj/vvPp4S1OqeaeNcIF/gaH/Ow3PDjv7e7LwqLedWVj1L50YT3LJoYzXt6D94QBCWrgxpyTW/AU+Sdwwl9bFzR6BfbVHCLEI5Hxf1esw9OLjkUpji6htouOKxFXj8SJ8biQNAz4N3LAYUtUfQqjFfSHSHhhO1wKvO/MRyBn9sFosuM5t5k1Uu+kOPvvmZveb9/b/4i48sb2wcrUYiWau7e8lP5PX293/rvh/84HUHfvmXxwDsPyz7MsNOQ7WxsbGxsbHZFenU/XUhHvkMRPM4OHfpjdo61BrkU0M6WZXDu+3LOQec4XWkUgUUFjajUJXSNEKhndEOwTENSz20Y3nTgTUfBMcsmLarA2QzBL/rhPT6fztu/vAfr0cQvUGQWW/en9BoJAhI4Gp1IPdFFlHO9O7nWOT2S+RwHqae64dixStzLXfgphswTyHePwPdElDNd4EEgwKJYxTsuvbeFgDE0M7U3KvHBOvnvu6L0EoOcEuCIKuQPWFwrhDhMJc9VwBqvyXfD7M2ATV7movOOZCoQ3SsXU1Nbt4ShBsCBOcEmLr/WlFmhggIgQPwJsYhOqPmxQsL1tPfOwYAeja1KnQcGBG6eojX6oL1/A+PUzSxLj34aFUIhWPkEIOcgZNwPQeSwEKIdQg8tbSCcnJ7xNjUfFgcP4FQYpJHgjGyalFAALpPrxGs/ffwlD1JgNHNqZdbl4Ijz8e/sfvvRHIaMBoyEYFzzygWpl0op7d+C6QW+qJvuD3FmLzBuMQb08mYNjGRaDaW0TE4Xvj+DxNWuRQGgERffDkT8NdKk9N7ir3QyZOj+eef3xFBlEXefu1pMTsOphSmhaxyQaHG9aCdMji07ApJQHbzd05qrf2IF+2H7z6QOf/NzW2OPXjvskstb2UWsMzGAV3XQvrBY6NycvYk6Tdkeho6sblLRwDAuPhslAD4AtFk6MhQunB5pm3xyfN9Xe+5r0xq3Q/OQGotqKi1N3becegcBjydECVT6B5+aq9zfuHjHx/Kz87+Ui2ddgBA1edLdESjpru7W0n96Eedfe973+ReY7ycscWijY2NjY2NzRZcK3hgVE/CVPvBzX5w1g/O+kmyjoJbYRCgPPqWKzw156TKSss0Ri75NlCurKFS7kR9uWMz6nWVRlVFqInGIKG2ZcayH0i4uUZw3wixuEUHBkq8VvOgnJMQCNdg6TsjSaJiwB2eAskaLFUAs5xIhCR0dE6C8QY4gEK+A7mVDkAAOvoXIAga8hu9aJSdEKWdkSDOdtZ13oxZG6LOuy9AdjsAoUbEt0fpCFnw1m0wCBCgeA9jS8Hwrb8IOAiiy+B87z6OADgzl6HlN9PzLHXg6vwAQVmG6BwB41FwbbsJDrfcEJSW5jstER1FuOIrRHTcXJget56+wdSlkEqwQirBLp+7fph0ssP42qcAUWIU7ZznjXpIfvjfpEFEYmf7EOcEfunsMjZmWzujFlYPo5or867BcfQcZgKsHam1nAsaLG0KWtEBxaeS7DwF0ZWGqy0N4BBhZ+uSrX0zc6tgWrjlevJfwtKVDoTjSR6IKJh56SSalImRVmkXgXaRCI2OjglWaDSE1Stbzqc8GM2XU+VU/cc/Pg7r+ocEK7XRHfMHC467z8ylr5rENCN45sxU4fz5bSnW5HCg/bUPJTXBDRY+sJicWKzlvvv1w9yyBDkQUAfe9saFYHb2sDJ0aMnpqMdR1nZEMKmUjb3vP75/ZHJy1aFXG4bI69uef6uhur/1T48HTU3fePVDr8p3Vdd3CnUiiL2DGSu93nnsra+dvOz2Us/dh1ZgNRH1REVeLdwBxmAZ2heNH33lfvnhX11tdd7hoaFFVyTydC2dfhgA/InE2e63vOVD7Q8/fD72wAO7Oym9ArBrFm1sbGxsbF7JMFOC2XgrOItwZhior30YzBjeazder11Gab0DlsFQS0e2lkvBBeSzVRQ2joI178mIzuExOnb3YRI2hSG32AbUahqSSyOHfGbfcxedKVjqjnTS/cCZUOOPf2lTHMpOjYtSg0ioQZKqECUNomxAljl8IU565gxk9wokh4BGYafAEiSLi/5xkOUmvbTZG052p+E9uEF9p4IkCN3bj21d5hsvdcGstq4lE2RGifuLRGghMqgB8N372ZE0Ct6yH6G5aUDDm6ZxcrUwxcuLDvJ1NziJFhnF1mJLdI0CXAez+sGNrWcBgmMaTNvzWdrCGb0MydtOhK0xrPTaqP6p/7B3v8mbEQRQvGdaPHpbVcjN9KNWaB4BvXmfV79tBE63jwgHAYBzYmD6OGobHbC0tqvnlUb8rnUS5R4i7HQvvQo3jRyvpVYx+5OmPR+5HFhDvpBDNnn8VqK8XJCsWiN6aeFvPn0keved0woaA+5jh2fUfNlIfuWbt7Xaj5wuTegdmpz/0VOnmL5dx7v6+nJmqURGPr/1vJHDgeDJk+OFF1/cvPdEuFnEOjri6Xs+8p4Np5p1o5JtKUSvwdp6L9dGp3tZqeiGwwloKi4jOPLTf/reKQAQRBHh/v5korcrG/Q5aSjmHpK45RAkOWelVtvI66/ANAQx3rXk6fIlUSm8Clp92z0QDt/5J1AcC3xx8kO8lD1G0c6fyG947xvEoduafrz458ceu3/sK195ipkmREXhR9/xjk+e+a3f+qMD99yzuznVKwS7ZtHGxsbGxuaVjF75E3Dj4wB7IxG9GbI/Bb24p4kIyUqMfGEX/B1JDqkKzVxHvpTH2pUBNMrt4Ky1MUgl1w5RGoVaTqFeWkNqJobSSg9AGXjbAgS2j+iiqEGQr4CEBgRlAYJcB7dCaJULeDOF7BWkl90wNQWWLpGhOmE0/NBqUTQq7aiXOlEtdMITzBIZcTDDD2aJ8LZPQq9uF6icCcQacbK0LZFDvfcuConDx4loR2sJIiEGb1edXNFJGBUXLG2nYAsMTAnOQMvIIQAZJE4DvHnqLACAxQAqA2gmCAWADG7U1mCpWRIdYc6sGq+sTPDSQgGlK4dhNkKob8TQSIfginACby7+uRkHNxMQnfPgRhtIbFwVivtL5SS5Cm/XJImO40Rwb1/lqJrPfq9lVK4lnAO6rogu5qVGMbL3DgA6BtfIgwHoVROS5wrUUgZaXkcjOwRuXY86c8sDktYEV2hHjSI39RxqG9O8mkyhMJmAmk3AH5+D078MXQuDmdejapo4j425pkJyV9yROZbKCGpFQ/SOQxWnx/KTVvbKghGupGqWVa0pTfczTYlnU/HYHacnwo/+Yq4wNh6FaRK53VwJhZLqysq2NhPh++4bKTz33K5C3X+wf723ix2GXt/XPaJaMeb8hUeToktJKgeHytVQPHv2yZfctUwmBGymrdfz+UBqfrFjaXIuvlQ2857jp1f9maUeWBagaw5IiiR6vQ50Dj6t9PR9iFeLvwBdvf47YFZE8IbOS/e+6d+xdPIYz6y+gZvGJen4vZeazenxj370r2rp9GFXOLx+8OGH3/P2f/iHvwgcOKDu53xeCdhi0cbGxsbG5pWKpTlhaZ/Btl553A/LTIEbezoo8oaa5Fcm6sisSViZHoJa3UW43ECwPUUuikEt9kItdYBbm2Im1FvE0osdaNRn4Y+6dpjciM48uOmC6JoFmAGmDYNbIXCzA9wMQ3SOgJtX010FcJJMCFIVoBJAeXDKolopgqPBz//YB63WMioEAPBFl8hD1yNjnMnQq+3wdkxAb+GiCQDO0DwduOMgkdDSjIQILpIcHXBGp1FZ3qwlkz0lBA/OwhVZJ1ebRYK0a40Z51ABrhA1T4HknFsw60leSS7BbKR5I7vGjXqaHP445+CorU/x3KUwKstdXK9eQnmeo54ahlnfbsTCmQhHZJno5jYcNyFIOXAzBtGZBVNb95a8ESU0A1eMiKhpVIpEMUyJwVG2cDkCQ9s7ffcakgzxrvsvC6Xk/uYBAESc2rtSYGoCerEdVqMNzGjeR9Kouri7S0VpdY7P/1Tn+YUVTnwBxcsdaKR7YFTjAN+8L9wIg6w4PIEqvG2XwQXGOSSYLIdydn+9Rq/CRdkw86pOmWS/PxF0idVMnEzdQabhItNwOvoHxksTM7unF8uyknzmRZerq2vF09+f9R87ljTL5aieyfiAq6mnr3/9pFEsWtra2q7zM6pVT8XyXhIjbQWPYuzDwAfgpbRDrGW7CAZ/+mfT5YXnX2gZfW7k817J7aGu/u6kUM5HAUDu70+5XY2oWFo7Q27ftHjozId5rXwC9fLmvZaVrHj4VR+Wzjxc4cXsWW5o90pH7vpToWuwfvP4//KBD5xZfOqpv2CmSdGhof/62JNP/u1+zuGVhC0WbWxsbGxsXqmY9XeCW++5cRERSZA8GpiZB9Obvihz3Ujzy+fmcOnZAagVC75YFeX0vl4U0TkwSUGPF1aTGq5qKgpwwKhFwIQJ8gRucOsUN1tDkLIOpg4CbIeY5ZyHUM+vQ80TtAKhkZFRTzvQyHqg5gJQc2Gu60s4+91BmNreTpfe0Co5xZ2iUK+2wdcxviPCCACuUAqdwxlyhn1Ewt4OlCS7UF50wpuYgiviIFh9BB6HVXdDdM6TIO24rpxzHZytQi/mYJR1iG6LiLZF5FhldQSZiz5UlhLQCp1oZOLQCh1Qc3FO8ihkl4j0+T5w5oave5FCQwa5YhXU0zFwa6fIdQTWiGive9yA5FkG0zwA8+5x4joc0TEovqNEtKtrqhCOxYX+Y+PWhafikCSA7d0zU37LO0bEdu8gJP8SiunmkUVJAQ6enkIgXET/4UWKt8XA9b2fY5J1GGwGyfMR5GYPwGz4oddiEMUSyNphOsMhWsUX5sey335WdPYlNCnoTGAjn8X67P5TdK+N5YyNspnLw+Ac1KT3qeQgTyWrGVal0vzZ6x2aWb4wGTLy+YCeyUTV1dVobWamwyyXPb6jR8c8Bw+mBFnWCy+8MOA/fnzVKJfbWL3e8qMHNwypupiMW4o/E+8PxizZ3TBdwZpgqU5qVermCaLY8F/Kji2a8YEBNuSW1M7hwSsD3YnVY0eHshmN+e++544J5nCapUw2kF1YdPcdGpjw6NVeAGC5nNdx/NQE1ctBXki9Hk73nPzaX/kIz60HeSX/Kqj1GAytTbr9td8SB06WpDtf/+lmQhEAnvqP//GDpeXlVwNA7Nixz5/69V+/uNc9eKVhG9zY2NjY2Ni8YhE2mi0lQow7owU0rDSsxpZY4hYr87mJOSQvHYGpby5vVDpRTu3fBMLpNmCW945AVtNtPNKVJlG4WicmXwFTjwJGy4gewXJyUcpAaxxouY2kn+LH7x3F2DN718EVNw7zyNEkmeWd49XzPXAEMtBKm+LC374IxZ2DIjtQTd7G6xtl7usZEQK9u/dkZMYKQkMLBPMUcIMI4syP+oaPO0IjkH2n6MbeDkZlHFrhFHC1p19tRefO8EUIshMcEvSShtLsAJjZRLBxoDh9ErX1GXi6VuAKS4I7tlmTJkhA+PAIz47eNGcBEJSupt0DSC5AkBY2h75qTsTN+GY2cBOxIDjzIFoHN3zQsqcBPgLFt2ffSrG985Tzjz6dB4dlPPMveeuZb+0UWr6gKh45vij2d+uQ2XFwU6T24ACPPjiC6fE+KM4GQuE1iPATwQNmhuCUGNzRXnBD2rVskGQTXF6E3iihnu6CXt/ZczC3eASdR0Zhlm5+tnj5hYlY8YePJwSXU0889qAb3Lql3ocAwJ3+VXN2eld3WVLrgd5/c9/0zCe+tuP6iO0JdW1myWlWKjv6lzJNE8pjY9vm3VhaEmAYpmdwcE50u2skSf7GykqvnkrtSBNP/fTZI8/nDs/plVpAz2bDHY+89mIwrAgH2m8wC3J5ueM9vz/bmE+aqd/64An3oWOj6ovP9VqpjYAX182aHki0563ZidOnD5+4vDI3D8nhqBv+8Agq6w9szVc1LaFjYBTZ5SNs6tzfGZmVdwhdg38tOL2TvJK7Teg58qd7XU8A8LS3j1/7Ozo8PL+ffV5p2AY3NjY2NjY2LwN4YTrG66mHuQaBJTMj8v1vm8B+XDP08kfBjI81HfOGput8Y3WcT73QDrWyU6zJriI8oTSKa0P7muzwbaOk5/cWa4KsITY4Q5FugtXYVwsGTuIG8rPtm60MWkHgRXUc0+dam7ZcY+j0KhmFpi0KEDp4CcXFI+g4NAGrchDcuuklXAB1Pajd2FNy21yZMYd62gVuNB//GpLnMpzRLiLyc1OdgJppB7eaRsA4xDEUpvdXB+fp2qDwcBsRbUWOOOcLvDgLVJav1+ORwCC5UpC8ObhC7cTNzWMLznVwk4Gb2+cvOObArQ4Iyjys+nGQXIIgzYMzH5g2cNO2i+Tp6N3XfDfnB54emWOVct347r8MoVJ0AgD1Da/L995ZIEFv4o7pmka1yFHPDzetpXUG5xCIBMDVnVFcQ1nEerIAf0QhPXV0x747EICOg3Ow6tvOk5MjXx5dWHQmYqIS9YX54loZtaKFWuYIMXPv4A0RTBaYYjMTe7eWEUTAGyxU6/LKyle+cVw4eGjeFJV6OV1oK5w7t2c98jW8hw+PVicnt/1OpUBAdbS1LYlud0WQZX9jba1XW1vbqpF09/dnnPH4av7s2VOCopgd950ZDyQiJDkkIWNK+viFyaBWrTlPH2hreJJXWra9MRPdG09PLpHk9TYGH3nkt1/z9l98wlxPnjBXF0/ooy/9leALTAn+4PeYpv4S2uLk4CVFbhQOUTj+tNA18NfK23/vW9jHv38vffKTHT/+wz9cAiD+23/4h46hN74xvd/r80rBFos2NjY2NjY/57DkE/87tNLvgukRDoHr3/5xikBVeINfEQdPf1Z+6F3Luw6gFb8Mbv3qzYu5Xk1Cyx7gHOCTFy8iv5pANdf8ZVNxVxDpTmJ9am9TE8nJ6OBAAXp1b+ORrttnyeNt+lLJOYGvLIyQ4hDgdLugKE5yuQ5wozGK6uquYpSb0nmcf/r21nN0AG09qwj6vdTINq9bgwB0Hh2FWTjZ6r2U2l81QQ7fNqHLOTeglyagl06ilWnMjoHkVbjaTeg5gtloaXzDGRtDaX5fYpE67xsjydncqRNY5eWFCopXbhAnAhDou0SyWwdnDjD90G7z51yYh6VVSHIcBVhrQeTunCFR2fVDA2eszqur01BzDqjZIwDABaUKEhkAEZbuIjRJnyWRwxAnkF/Y/cOA5MjD37EKh9LF640sMhtllItRVDKb7WEUTw7tfSmE2txUme/ddaz4wHmwxtazxUVXiSw1AHBw7pjW/8fXB6E1BAAQBg5PiwGXRtX0rveMe9vHjfPn9/64cQOm4tXPfefyenF0rJsbBpGiMHd396ygKM7K5cst295cw3vo0Fh1amrXeUl+v+5oa1t09/WV1fV1UldWBoxisenvRbjrrkuXxsYOOoP/D3vvHSVZdtYJ/r77TPjISO8qbWV5312tbknd8qYlhBoQHmaEGdiFOezRcBjYhcPuGcOwZ47EGQYzDDvDwoJmYIVGCCEDqGVb7aq6qrLSlMus9JmRmZHhI17EM/fbPyLSh3lRXd0rqeN3Tpxw9953n7vv/u73fb+vJXPy3OnVvtnJwylKgi3WHV9kcune/eF8LNYKAHoolPZGInFIGRa6Hn/LRz707+1g5PnV2/fOvO99T1y7/4Wv/Hn0xavnn/qFpzdEPjEMElDf95NPak9937fsa1/pUh95V00C+LtHj74obbv7XywsHBIsaqJJFptoookmmmjiOxpy5Zs/jtzaJ/eSFevWyjV55bmShL7Hl6OO/j8VHX2fFYMnX1Effzp+qBEz86OQ5n8/1HYuM4nNuwrfveJBan0UvvAKpNOOYq5iugUQwfIPTG29MFFsPdvf5xHZkjiGUOF4I4aTt1O5aCpWSNpO3weOukuHcOp98ySLw5X+Ymbwtz6/sUNgVU8OXcP3YZsqwpEC2gKXiKrMcyz1BnKJEDNykNKCA4JCDEEe0n1etLT7Yaf6oARvYH32AuSe+DBPOItQxz1oShhOvrqASmhwmlTPKXjbb5IWLFlopT0PY0NAmrWUTitD8c3AMWqmJ2BSbyJee4IPAPC0GaL7kZqpN9jYGufN67vnKdB3j3R/VWvQTj3QGvJbMRQT56D61yjU21uzAikb8PcaJNR9BKY0R+UoCvEox6dH4FSOoa0J2zuL+KwrkRtWw2tIZRLYmD9dkfx3jt5Ge7ekYoU8gPvKjbwCMh+VBWXcvjHZzTOTPeoHnrlBfg+sr359GLG1/UJBLW0pdezYnMiuVHTHZc2XNqN5WxqGquTiYVY0kGPV3Z+FZb4x/Wd/c6hN3+DgfU9XVxoAjOXl48Vo9JBbKgAETpyYzN2p7vaqRCJW+PjxyUI0OlJYW2thy6qrRNzyzneutaZWWymdPDSGcGt77kqOl9amb9W0nuqhUMoTDq8OXrgwefmZZ/755K/+6ryVSvnbL57ZeOwjjwgqZDuotXsDvsDLyKWPizNvflr/4E/PVWvvjy9f/h2h6/3/7Pnnf6Re/9+IaJLFJppoookmmvgOhVx9/t3Ir/8FpLlPsZAdJW1+6jMaTGM/GfAG0hSKfFEMnfqE/n2/eAUAYOcJTvFLYPm+fW1IR8ov/n4W+eT+2Kr2wevYWjwcr1XG1pw5vvLnf3OBNI09AwPz3iPdifzcyhFzbbULdjnmTVW57QPvmzry/WfO7ovFq4RAd4qOnA4B8pDViNOZGX7+f1QnT219t3H0WBtIEBzHJHWP+Eg6N4tCsjKJUH0xdPTqkMVw+fsyJG2B2Ybm12GnxiDt2jkO9cg6gt0+2o5N00I3QQrBTJ3aUclsFGrgPuzcaL1iTOokrDwjs1jDEiVAA+/eIuKq1l1mpNjYnEdsvEQYA70zpAdqk1XbvIHsyhmwU45ro5I1UojaLpyqfwbezrHt64Gt3A0UE6NgO8ykTiB+92xt1+JaCE5io3asH3P4JpZvn4BtVhaGCXZkEW6fhV/tJSdX2bouVCDSdw/+lgKEEix+4QsdWL5fU7xnt66AeumxcZFbuwDeL+Dj6J03Vr92W0tffaW37YlHF3MrWx0dF0fyfnO9qjWWVZ2/8X+/sJZfXKypjBo4enSGgbb87Gxb4PjxtBYOL7PjmELTGEIoyevXz3OxWLFuy6VLmdT16+72rwxPT0+hL6J4d8YCAAi22Ovt3VMJPeBEJ6fGUktLruI53/XRj37p1E/91Iemfv3X/5OTzw/nl5Yu9Vw+kz7ztpEWJiqYavgFX3vkOdE9+Jz+oX/2SrV2pj/96fDpj3wkg0aSXb6B0FRDbaKJJppooonvQMjoS08gu/L3YPtQsnES7OGcnOKt9f2y97blQT5zlmOrP4lCpk8ZGBkFOx8Dy+8BlCggVgAoAHwomkme/mrk0PypmO1Ba/8sjHTFvGobL81HiytrPZCS7ESitbCw3OukU4F9CpZSknH3Xpfv9BMT3nbRDQiw6gXgj8miOkc2L8LCKky5BjWYgZRx6H6dBO2zRvDki2vI18gJaWQ6sBElrMyHsbGqwcQkoK8j2G5SZqMX0qlM2qTtR7AjCrYi5e9hsNUD2H1QvXHY+dqWMuEpIDwQI3Z2y0mzGywtsFM7/URNKFmwXde6RpBdUDxrMGqkZRCqpPBQhghVVUuJ4IXqSyE9VxIk8rbHSCi1XYfNfBRWZn8Mo5X1wtuWI3B1gi2tNmihWYDaAFgoJjKQZn95f7rh77qDYjoMduqnzyCFIQILcLCIghlFavUUWFau52/fgh68D0/AQnRhoCpfMPM6hJJDIOAhtvYr6QoV6B67hmBYBVkDcIxu2PlWLmCOVxfdpZNhhtxc7xFHBhfIMSNgBuuhdZNDs5svzHDiq18/J/N5f35mrsfaiIYL6WKWWnvmExvWprenTVOs/QtDa1vaxPKXv1WT2AOAlUi0+YaHk2owuGUsLnYZS0tdxWi0p7Cy0v4XVIEAACAASURBVFtYXu729fev+wYGYubGxqHrVvj9isznBTvu9a1IUZS2vg7iggEEQk60b2Ti5fk15f7NqaNbMzO9JASPvve9d7ytrVv5WKwTzKWcmQcw9uY3L3pmZrTzH//4fxr+2Z/9O1ksft3c3IxEv/rc+9NK5517X7oyeu/TXz67+NKdRzdnoubQRz/65Wp96jx9ujIbbgJAUw21iSaaaKKJJr4zYRuPgZ2qk2/l/OkOeW8KkBUmcmbBZ7/wpZ+T2dSE/vSPgxQlBzj9APoBFAHlLqTVetDCAQCQDiGbaEWocwWZzX2kwIE3m5tdqKpEehBaak0UX8hmYNs6bNMDs9BBg2NF4TV2rVAbC6Xpu1CZwx2zaO9PUu9oGwtFQ2yxvuCIXSy52Enbj/W5S9C022TG6ruAMldOys3SqFlPeAqIjMwT24dd6aR5BKr/BmzjAsCNWclIMYE61sxSQRuqd5oca5TbTt4EM8MuEHIbY5DGrruhtATs/Do0f1VCyY4scGYlD+HPQuaD0PxFcMn9kVnJEDk7ViVmYYHtezBTh9OJSCsMx5pgVQsSy8MJ4xXfPTBnUNgKgp0NsOMDO/uOH7F1kiNHbyJ+q7aLrRJMI7FeRGFxeOe3YM8tOGZJrVVR0yCFwFLCMduRjw8D3E4AePjMLcxPnKratpHthj5UgJEDfK1ZaP4iBKXgC2ThZB853BfR2Dm2bcSnYvH09H1/5PzIasuZ1si9/+OPzsts9lA7xfm5oej83BAALN4eWvAGtEVvJCjTK1u+zhP9xa2VjX2EljQNbFV2XSUhtnIzMxUtr8biYrfW2ppofeKJcWlZ3bJYDMhQKJN74YW+YjSqqqGQaRaLh89pFTj5PImu7kK0pevu5O2ZjvT4N/a5oxeSSe/dz33uDAAEursLLQMDxurVqzsLYqOXL8+1F4spe2LiVDaXG/zSyMhk8Nixvz3z27/9m4Vo9LeMpaXH7LzhL27GAADm1lYnpKx8LzfhCk031CYah5n+IbDzYZSW3xyAZOl9+zse8DvtfGfbIJgpKrnqsILSSrcKsAqGWvq857fS9+3B9OA7734++HCm0kzI3yOoFCS/t+7eVx1UvY8kQBaI8mB2n0x4py6YCwkNjmGXRQQIgDjwOvhbJVTcBzYSHphps3xcCDjkD7a9Y0zdjzmkqLX2gbf7XHrRns9gtgyLYze0Uh9ZAFDA231mZc9+HOzzob5bL05qHF20sPf87I5lvP9FDCIGHfwdDBC0Z55RCEVtz3XsQPGa2FxQy+dsu29KuZ9iZzveSAaFZAj7r5P9/fW0KNR/ygLY3nOMtq97BmCXr30Joc1S5Pi/qXGMm2hiB5ya9XFy9hMw0x89rMJZgvmVK7d5+X7N+B/vr//nFRLigBonZeXWyj3+2p9cqkg2AcATXIeqA7l4yTIY6o6aK/GN5ExUrH/5m2dRqD8/O/lzH15HOraPXIjh44uqJ1+fzLUdmUF8Zaxhz7ETF6fITNYnmZ2jE6DiYTdOoSWg+pIw05XFMNpPTZO0qsa0MRND2tchhB/ASUBIkLJOsGtbKxX/JGRxCOwcdvsjLQuh3gfggdAkrPQhwsOkzsJIaDDWd4+tv3tTdJyrrKqa2bzHM892wymG0Xv+JsI9ARiJIhzbQnLFByM+hpb+m2gf6YadXUNh6xikWdslUegZ+LvuQfWfhVByJNR5MCuQxdNuXXPZKk4ju3R6X2oOrWUZ4A2w3QvFk4F0HKzPj4ClgLflNnK1xWN2QIrN7L+FuYnq7ruPvO8mBf0qrMQIWHrAh92jAYBJK5if/XsFyc1DaSZqYWkiMZmbvlUibqqKfe6aFaANjWZmvvlKSJrmvt9bLl26BSJHaJpq53ItoRMnUquf/nTFsSB8/vy19M2bh8nuAZCigJmRfPzxWa9hJHUiXYRCyGcyVliIsFhf7zWXl6vmL2VFgfLYY5MLa2ttiYWFmu6xAKBoGlqPHs0k5uZCQ08+Od2TSHiz16+PHrQ0tly4MG3nclst5879x/CZM99Y/OQnPxM+fVovbm19sf0tb/ns+U98oqoLahP10bQsNtE4WB4Dy598TbfhGK/AzlZXqXvYYLkGoPaD+lVBeQXsPNj+KJ7rMONV44NeFRwjDSvjLtcTYQYs67q0VK9PN2Gm3T2w60Cmt7LYWquT8NklnFwUsrB/ZZ2VCRiJ2qpzQjWh+u6gkKpdrpACtw+Mk6bWF/Ng+RUATbLYhCtQy1GDWo7+oty41olC4nEU4gOABNRgDnp4GZo3q723n5zpF66TokouWjpbllqeaBHABGaw44RJHJzvcpDaege5fXAdm3OHLEWseBxp61G5mdZJ0Vc5m+3hu1d7ibmnNQDIdz55Z/OLX66ZcNx3/GQOueRhKxSRO5+2+PIY2ofuYGvBfWLztv5NsjLVLUd74Th2xVmStFphwQNPVwwyF4Zd0MHlLvu6lqsRRWYUIJ27KMR8MDNl8aHW27CLQTjGEY6M3iaiw5N5xX8b4ByE2gfGJhQxD5YawAEINQmWCmxjBI5VGl+dyoZPYvsovCGwr20eUqZg5xnMQWbu3IkTZMnIxu7y5t08kgunIO2S2298rg/RqXaws38xLLFwEaYxjoB2iGiwo64gXUggop3dERmSZgjZ5UegBhahBzV4Qg092xhYgFMsQg3MQdEcgAKAXIeZOQ+WRwBgx0W4a/Ae4ht+10Sx3GlC9hyPXRrHzPX9Y3akZwvHTi2RYpxDMVdz8ZehZDnrzCK56U7Eabue5kFxI7Zrma9DFAHAJG1JmofThaSuX9+5zv0jI6uZO3eqNmbn84dc2Sv2z3EAIZBYXOzOrKwcivf1d3ZGj58+HZXT04f+0970pnvzW1ti68UXXaXAAQDSNI6Mjt6z8vnOtRs3RlscR6/kkpoaHz8NAMbS0pOBsbF3DP30T39Y6Lpy4td+bQOAuPujH/4PYF4Jvfmpz/R+7Fdn3G6/iRKaZLGJb1e8ziZvatTq9/pB0Y9DC8/BqrKK/argclJWKvuAwgI71V9d/dcT6VhdSXGoviyyUXcy5onlDnQNuyhYTbaxiSYqg82Mh4TydvhaIwh0JpgpT2z1AlwiUBpPq61KWdlx2wljP8gprkA7bPwgonbx+Ecm5N99vBsAWNHAeuusTOVSMrbej8xsSd2zQr8Km8m6k09/f8cqHPuwsiahgu9rFZh5tWry973wtYAe++AkfD5CKprG+uHJ7CHUCsRidQ5L18+ABKDoNoRqwBOOIxxxUKH7zGIDxuYGion9xKWY2CWHmZVWDg9kCBwCSELxTYKtCJx8qYxjAIr/Fuzs7rjjoEQsFN99OEZd4RsAILaGGTSLwpYCOz/M3vZpCnSeZiO9zPf+wQczd5h8FzPV4+403al4/CXbaAsME1cIB7MLg1A8KRb6BknTXd4/xT8OuwAYGyWCuUt9Ki/02tljaOu+idUqOTKrgkFO4gKfeHQc965fgDecp0ffcxv+kEDy7kU3sxNnJrrsPP+VhogiAJha66Id22xIJTefydV2iwaQn5vrC1+4kNW7uvLmxsY+LwT/0aPZwspK/WdeGd7BQaewvl5xsTa/udkz5/EsDD3++ATduHGOi0Vo584trkqZjV65ctqtN6MWDMquM2cm06urbTNf+MLOQkT8sccmW65cqUg21bGxtWxX1/3bi4vdP/SXf/nN+Y//u7fO/vw/+cEjv/Gv/4u5svSjVnStu7i0+LHMi8/9jrWx/oNsWd2kKEkIkYw8/aFf6v/V35xyewzeaGiSxSa+PfH6+0d/2xIZIgqwp02B0CdQ3DrbcJxL7dbrL1s+xI29jtt6dWjcZbhOe6733f0kuYkmAKC49SFsJ0iXVisB+0maG+WJGuMt+QLn5OAT1+XUVZLpxBCyc/VJlu6FsXS/LgHwRgJpIFNho+TqPmBPa9ReTRiis2daKdRIZdB/Ylmcf7ILbJ8FHHCkO4VI3y3c+XJtC6N0sM8zXo3EwLaAWVxAYr5UlyVgF1QAITiWA9Ubh69lHPnYCcDyMpMF25hALnoSbNc+Jk6hG+nFDW49cY/Y6oGT308sSSlCFqtN6pM12y6DQTGY2UXk1y/sCL5s3rbl7DfSkHYn7EJlJdAdCCDYmYfQ8vD4U2jpyUDT/UgtpGDn9wnvUNuRNFRvCkQKQNshIxqEFiNpnQA7LZBm5c2QmofQZwG2ABJgOwwnf4EI4MjRcSRn3RExO3MenUcnsDnbUH5CaH6LOvoFBs9NgshLQj4CsGR/3z3kV6umDuGiuCc3UkVnYW4IQgVkY4/Y3Go8BqAhsmiksq7USNPj48fD589PW9nsKc7nd55J/sHBWa2lxVG8Xh8Ar7GyErFzuZAVi1XkCEpbW9qan6+6GJRaXh66ubyMCz/xE3dyS0vGxv37RzPLy4P+ri6TpYQRi1WNb9SCQdl1+vRkenW1feWllw5ZhAVzxQNKb3rT1NTt2wPtkYhPX1///j84c+bfPNkdEnJ54Vj6He/+JqnqIoBue3O9z95c//jB+rlXXv4wgCZZrIImWWzi2xPbri+vG+i1vhdeFfklwiD0IFjRryO/+hBdUhsii+4SR7929V8/sKsk2e7Jr7v2gKZsdxMNgFOz3wsr/ec1C0npgnjVXoCi1j6vXJ1357oJAEQMF/nWPCGPQLEiWax7H7AWyFmzS0AuedbJpRdx5MhN0rUgqaIdmY0WYgdQPZIeff8NRNrOgO2dCSpBtoCEh6tN5j0taQTb7sOj6yC6CZADIkbRFNicuQhwRRVYOMUIYnNZGn78Agf7E2B7moTWyuk5H9iuGFNaoY0usJ2EtA7Hc6m+BVjZyqkSnMJ5aMEJWLmqC4rMfBvphW5Ia7/LqGOFYGbrhyPooSxG37RJbI8A8AMoWRulBQ4PTiEbLZZiBCNrUD2SwBeACkZHiTBY6lWHOzVwA45xCk6+IsEjogscHr2J9H137qUqd0L12LCLlZ/zQgci/Yvwt8bgCylQ1FZi7gScc7sh7gDAAp5QC6xAClZuHzFmW1nCwnwGW0unBTP0kAB3HMtBaHFpq0ln4to509+zouocFsn1iuTO0Dpm8qlYQ/GNSluHbdxZdk0u0xMTpzve/vb7sa99bRQAWh9/fGrrG9+4sHdNSWtry6ih0EpgbExkpqf7nXR63/PLIcri4KJUBSxfuWJv3b170d/ZGWsdHU0Y8XhrZHR0w4jFDruolkjiRHplpXPl5ZcrntfI0NBS5Nati3tXv5Rg0EmfPj0x98orF7vOn/8byzDCq1ev/tgHP/TecRGLjgTf8Z4vxD75p/8baXrNRRB7K/Y0gN+ut09vVDTJYhPfpmjAO/KhgOg7Yp5OWh8U3zWU7l0N0hyupYZYvz13K/ilsq/WMkgPhSyy8K3Ctl6F9Hw9CEDaD9ktuYpk+2F8B1yETXzbQKi32eLP8ezNMRo9O0iaesBVUMCl+3jNcUA5dvaU1d67hK01tyqn5GazmofCqCRY7yJm0cnhHnLJUrLxVHzQScUHy3WBQCSnnrwwo7z5qUDZInS4Aba9GLx8A/Mv7iYsF7qDzqFxkHkC0rwI+4DVSw2NQw8WYGaqLmZSqHsDwBEitILUVoCB0HCGc9EMLBcWoJaxCUj7SMX/KinT7v6pwsqeKymt5vclYWfHvolC3Aczc6KCyBsgazZcglAZw5cXie2KFlxi+wxCR9aZbYfYPldzKGM7AsU/UZEMKoEFOIUTYFlzck+KcpZDwxPIzNe3GDrFHrQduY6N2f0LrS29M2jpzcIXGSU4g9i26FU2XpW2C6eLw4NT2LrTsn3bcF7ewe1XumEVdu8PlqBCJgAgYCsdTtLuHN/4i8+dB0Bab++a1hKO+Tpair6uSED1e3wbr8xk87dfOasPDsbr7s8eyEjHgp2aqm/t3+kXQ1qWBIDAiRPLmamp4YPOB1Y8HrLi8ZCxsABPT8+Gt7MzI7zerBaJgG3bI3t7Ga+40othAMhvbnbkNzehBQIyH4vtcwnWw2HZefLkNkmsaS3u6uuLOwu7Ssva8PDmgqomYy+/fBEAzEzmsfjMTL8eDMK7vnzCTsS96a/+4wfddNRcj74l+of/YbTnFz923035NxqaZLGJJkp4jWMWHxIHIAg4xu6qMKlRKJ4onOIDxjM2Yll8lWTvVcQsMnvucKGQl/NrLc6Nl0Zgma+dSysRIO2HOza6d0NtksUmXEO+9Pl3wEipSK49wit3LCaywFwWrgEBLNDWR1THpsWFWIyLsY1dSeH9bwCgvecDZP3Vn7gki/UvdxEMM+xCNTXEmvcB+9o25OztyiIZzEA2EWC/3yZRW5CLdM9pHn3yOtYmR+AJxeDzaHDyj1TdupO5gI7uJaQ8bcjFKis+hroPjR1ECHHgyCSSVfoMAEK3ERm7TWyeq8rdpYuFQWl1gLQ42GoDAIZII7syAmlVIaoMaJ5U3XZbBjaIZHVXX9K2wJZC7LjMKeiULWjEUHxTYOmA7QE4OZexcyygeYahBtKwc9WtolpLHILWACHRffQqJBMURQDQAKsfhfUxqPoNaJ6LVds4AJLWGY6M3uDk/DmQYuLeyx2wChUXMC01Er/7W3/Sx8XC8PZv5uJirwn05g529cjgUnHmnuu0MwBg5Iv1z90eCI+HpWXZeldXzslk2M5mqyqXAkAxGu0qAvvcpz0nT0642RYfuI8DXV3Lybm5QQDQw2Gn89SpqfTyckc9kggArSMjG77x8fPbDSqXL9+evn+/24jHd1yC4zMz/QDQd+pkzEksubsOt/taMNT0c1/73p5f/NjvNlLvjYImWWziQfBdOKEl8R2yW/s7yXYPpMxB8SzAqRrLUh2NWBZffcyha7LJwpMiWWwBALb0CfNT/+2cG1W4hwMCpOOir65dS1FOueFy4000UR+cjXuQWPk4CmU1YzNf2X3NNBj+OmFoxlo3bKOmjL3wEMQjb74rr71Q2Q1yLzz+mL0VqzlZC545uUb5TOVt1hmXnLy9DLu2KAq1tNYPZSDopCmXuP98yaWxioroPtjGAIJ+hujZRCa6P+WEFipC8w1XrCeLtfvTMjJJbNYmLNIcAOkG2KyV2P4IhHcSQsmxbaowNrcgrdrqk5q+fyzzd6QQ7l6CL1yA5g1CiDYCR3YUXw9C8S6CkYG06qcj2eln8STU0A1IowtO3rU65l4QOyEO9l5Dcqa0gEpaEXpwE+AcmHKQZies9MA+t2HCYS6eXbnAkZHKSrTVtk10mjezE1iaPg3LaK9WTlFkkIQQB2cX+vFTcWt5sY3zu5RR+HwbABoji8mM6/yGACBNkxSfr+jt6bmfvnmzsTjO7TYUpXKyxgMQYn+OSWlZGHrnO6etXM7MrKx0V4pJrIbjw8MZY26uizweFB999Pq9q1cvOmblReOQrm5h20W6AajhlqcANMliBTTJYhNNAAAq50l6iHhIJKCCuxDLAKSdA2kbYMudqtxutxrx932Vx8idZZKFJ2n+9d/4qW94jfy+vLw7eeo1Jor7n+NEjks31AbOKQHe7uslFzAWJesPqCwwUc47yQKkvt7+1018h4KCbUUE2/4LCplfrlmQXeWuc1GGoZ4/5ZW9I+Mo5ImLBYWLBR2Fgi7vjR9Bwdi5ZyRT3cmarz24BVSxLNa7s4xi/ZW9guF+0FDUEZBSALuOlXdQitvaTxb7L9wmQkUrCfk605yeq9xaaGiS4LiwbDEg1LtwzNqWGFk4y1CSMDY2UEzWJ2JO7iI6T8xCSgUdAwWCPAZwuZ6s7v5K+gpIJOAUHojsgW0H0q6ba68mhDIGxZeFYwShhxZQjNdfzDgESUgv9smUc4PC7X6KtNRtg5k1ZLY0WEZNsiaKaT144cxE+sUrO8RMO3pic/7qtL/30fNTdG9ih2CTpjdE/FjTYMQbU3rVOzpWZaGgRi5fDhqrq5YVayxGEgCkotRdZG4/fjyaXlnZ5/HUc+kSb0xMRJLz8w2f80w6nfENDCSXg8G19eefr6nbEFLFQaNtXWhdPatqZ9c3N/+f/9rT+U9/Ntpo/e92NMliE00AKKXO+A6wLHIV/yR2uiDEAqBkwU4D+QdfV8uiu/rSDqG1I8F3b/b+/3JGSDguYwzdHw/VY5Dmqy9MRGLRdZtNvKFgfPMfQ1zIt/jf+8wyAOS++OlQ4Vt3T6shzzXfUHhYsdKVRVekdPOcdzVhJJkbVI6dksTW8L5NvOmtNzm+ZUIQIASk0DH2lqevZT/zt4Lzue3EfNtRz0QACVUReSMwztv3EZdcZz2jg4aWzPgsosnS7+WNsKSd71QMUHvvLQCi7G5L6B8yteFuFWwqYFjQpcprd8dBioQQEqQA3hZBXScdQBKYFTALsKMCYAT7fZC2DnZUsNQhbRXS1iAtHdJWSla18nDJjgq/NwirdRNGohMQgB5w0DrsL7v2q4eeJ6q38nnwtC1D8wzXjkfce7ALY1B8t+AYVQWHmLQFJGe6IK3qpMfXvQBvyxYJZQRgH7McJpZKQ3oBhCLkAxJFAGD5qmPPiZ0wh4dvIr9mw8o+cHopZvIjGQvxkdGWagM7R6NTvDilobU7i82lVqQ3XFlS+z7wSE/6yjWgHBtozd7pPDLSVcTm8tHts066Di4YVYVqlJGxqFxf69lriVRHjq8Wv/CVhoiXr79/LfHSS48W1tY22t/85rvFtbW2xNWrDeWYtg9YDA9C9ftZSpkxM5l9+Yvvfu5zQx2nTsV7H310Iru21pVZXT2cY7UKUlJ65guFYn5pqa7QVlC4vZl2oYTDXwlefuL/suOx7wXwV43W/25Hkyw20URprvLa3gssANDdShve+5mJCU6RweDyci6X44gYzFyWuK/8cJDWEIR+FxAR1xbGBtxQ2TQMSHullAuQaadP5ekbwOV+Y/f/7bCF0i9FeCKzpTkU7e4XIMtp0iSo1JB68bJtF4sh0dW7Jnq7E/b4tRFsrL2GojZ7QKqDgUtXwXxAG4T2fyRVhbRtgIF8OoTNO9UTg6teF/5tpZIP0uUmvvuR+/SffdLZ2niXOfHKM5Ff/tfPmtPX32ndnnzaAlC46TW1o0dv+I/3tpBCGkgRih3vI3ZQSt5eF+6vO2lugWh4708i6D2P4K6BQwGg9bTBMHOrMrZScbySqByZp3e23OT8WmMERFWhv/nSJFnx3XvQyAIH77quM7Okeg6JgRAAePaHvcnk7FWk5y+DBECCITQTJGwAVtkjw0FrB6O1PQ5mP6TlRX7NQuhI+ViSRCkToAOQA8U7RIPvjYJlHuwUIB0T0nFY8RDBiZbiTHl7LN0mxlT2OgAYolyGQEIFKXfBDpW7TyirGQGkElhlf08UthEEWANLHY6lQZoaPJElBPvixA6V3eNLC1TMCtsZZ8/YDCieEBStEyg/j3jbzMgOyBOHLEYAdbWkD7c95jMq5Ivd+303KSY7XsBzH2yB04kcioZCnd2l/eDdZQKwtGHlFPi7TAAKlS4dBiCZdBXFWBBWYbRqGg4XIDZVHuwZJGPzPvu7IkT7LfLMBL774gDyqTDiyw21rTuJTq27J2OtruzEjcqtzX2+4Vp330Lx/kzFUBL9zIX1uReue0YeO5sy70zvqLAaucIGqs0HqoBUNQAAxuJil7G42KAnUgm2EDXHlJ4LF24sv/BCxcXR2K1bbQDa+h57bKYRssiaZuQ3N12V9xK7VtNXu7oNe2Pdp3X1PNv2zEfymRefS7ut+0ZCc2LSRBOlqcJr64ZKUoBlffcYpjhyK5UtBG4gzeNQvONw3JLFBpaRZ7+a5dyme9W1g/C0LKIl6EriW2klKB94G8BymElrV4pn552NtQi6jyTVi2+et2+8MIz15deGPAoN5PVfdle49MxkVb+GzTs1inkqaT5Wb7CJNzRSf/jbp+yluR8QbZ0vtv7L33o2/We/d95eX/kgLFMp3njpLzd/6Ue/yUZux22RiwXdnJ66aE7vpglT+gfmI4+PRARzHdc2ApjdX3dWIQDdnQCz0tEZk9HKZLFiTzxeW/Wrvci77g0AQHvne26Qk6nrxkmhLle5CAEAVraU2oEdlEmZp/yq3r7q30NPWQAoH3sGkXKzVF/pBikJKFQAy6MECEAtAOx64s6SUyjGWip6wwjvJGThLGkeQNvbXSqLfvMA7OzhuDgSebCcR3a5uojNNjyt8xCKDtvyg8QcnPwAnGLnoXKkAKovCytb19uFgNLol8we/tPfexfetnaShf2xgaRkiS0JVQ8jMsggxQBQYIYBoAiwBdvMwtjUsLN4SaX38nInCNvGbSbSFWRijKJzkxW1JMpGgkBCQAiBkbMG4ustgFQgWQdDA0ulbBVXyiS/RNy5HFrg2MSqj8DPBUQgCCgKhKoBmgqhqBKq6pCqSu/Y8Yzw7ywqEksJMJHS3ZPb2srbrY88ktPGjvoIJLjkG8xF8mt6R4fp5HI6S4lSHS69V8iYEzpzZsZYXT1Gmga2aoQdCgE1FILa0sJKIFAkr9dmIouZbSayxdCQ0gusbB9ToevsFIsEgENHjhRS8/NtkZGRhd3zVF48kLJ8TIkVj4cGnnzyfmZ1lQhwIAQLVQXbtmSAyummSpeFzyfajx0LSdu+X75WDiaGZQAItbYITyHv+Ht74RBKi/PMTKqqCIJTXlaR2+cbAAXOnl02Zuc6ej74jpxz6+XO3PNffY/HI1/UL70tUf0AvfHQJItNNEEkiRoRK3kNwQ9FlbUBd9FDcfcPqd1KqJ3LbR+Epygz1rRciXqc6YlRpOPnaORUVP/wD3oI8qI4Mjhu/tdPvFaWRpf9VCzoLfcAYmiORP+jU+XVdZSfXbvthPsLLrfdJItNwFlf/Unr3tSvK119dwCcNCev/TQsUwEAzmc7nHz2++u2sbI0nHwJ91rfdSFU22dMB9hxHyvFrtxaAQDawBHTmrzhvuliQbWy1rJ+MBawBsTY6RWh5NwpWZLi/v5SvCEIzUFocBmpvQhlDwAAIABJREFU2eriYcLjIDwwQ76uHLRAG4iugdEGyOHd7arjYHtvnGEEjBGA0iCaLYUt267IIjOXVLFJGBXTJsnCWSj+23DyB8Ra+PAUew+IpZ91/xC0lg1Yqcp98bRPwCm0opgo75sAIKvn2xPKFuxi3Xx8NeHvu0Oe4CBgH95Xod+DY5QsWCwJLP0A/HuvdxbKPOx8F9ipn+fSVq4jufxItb8JAPbarLwRE8W0XtuFWAeRwNDP/MBE/uvPn4SUAiwVlMidKH8HNmfO+v3b56dsWO7sufPCH/31iW3it/6lQ41HhN+Pk9/zrnV7I9oBRZVQFUlCkVAVEIkyeyTOBjrMzeefH5GFAuttbUVSVQdENogcJRBwCidORGevXesFsy4dR+04ceL+yksvnXFWVrzyQGoNXLu247ZKRDjy5JMbKy++2AUA0evXaxyLXSTvH85Qofr93HXmzHh2dbU/vbKybwxg4Nrm5GTVcwMAMZ/PvPz2t9zOv/it83vF18njtbo/8M7piCd1KNaXuvSw8oGfebfzyrN/at557r+3nnzsX/HNr38Ql972SVc78gZBkyw20RDkxrVzKMTfAVLLIwLtjGu7pajsSrMD3lMOO/X2QvGoIjJmY9ulxtspAHlwlsF7PpW2QUIBs73nr4Oa75Wk4AlEsuTOAwCkAopT80m6AyH3iOFU8VHc+bznXcg6qczKJenVkwVftwCJLAAFLGeRXTpdQ8CnRqfKVYQofWbz1RJq92TR27pMtkPO+OdOwMgqGDmZ0L/nIwZB9gAABbxnMXwyjvnbD26FrQrprp+qN0ue8GmgvGO9NbgriRuuYpJY9qKY+mOUEn1tr1LjwOft7wfPx7bO37aLFpdc4aqS9OrXLwkui+8A+80XfOidFD9Y2gCbe/p54CVMQOqoeG9svzNK98khDzbe372D9ykd7BPY2PRC8SiwjSLYLqIUiCV333eOS/lFez4zAaTA2ylI0SRKx3n7JtguK3brU9lVcN8+MUhchd7yCTwA/O///t/MS72lkEwccX7/dzoT03PvlnlzffRH3pdFZjOInfO7P2P4gWPBADQpfXGKZfYIPuy4iBNKByQlr3w9tMctfNcSAJRcMLfbJEA5dsFQL7oTUdRGR90lot8DoaseuF1aASB6uzYAu67IBzPBvv6yUI5dnFGOjNRMqQHApraT/Wg9kQLQgfDQLKxckgvxALIrw7DzXmjhBHU/ugZSwgAGieArE7IRADZImQI7Z0DK5AGiuLdXYTBfKl2aygLg1FS0ZinXkF9tK7mWOtVd7aQZAsgCGrAYAyCWAQ503UGyAln0dtxAIXaAlNd6fGhJqIEoiomqSqE14W1fgq89RqpXhW1Us+jWfWYT8TB726/D2KgdM07eJaSWhxvqo9ByYFlnoaVkneZ8zuRMqqHz4Zh2sZKFcC9kPg87uqpb0VUF1VKAESHj6zSKy8vb/++b+xuPPXbt3mc/u4+I+Ts6DMuoHz3R//jjU7GpqZH2EyduqV5vnhQlhJIF3jRisa7U4mJLvTa2YefztHbt2sX+J57IkqpGUwsLPQCgBYOOUyjUTPEBALZh6C9+6dnz73/mmVu+xHI7ry53AQAXC1r0b754wXjiTePdY+HTwiorRwdbUtTa9TvK8Udn5cLtzyCf8SgnLv+eM/71jwNoksU9aJLFJhqDdDpR2HrfQ29X9WURGd1xVSmtCtUwsu3MHUUWJBsQdNmur7wCdh7d/cGlNybRVbB06aK4D1fdFXOdYqFWGw6BS8eE6CwHh5bA9gYcw4dCbJ+LEbUeI7SejIPKxKNk2dyeDG9PgBUQKbw+DeQ3X03H3JNFZlW0t1z0/PwvbwFwCE4XwDsr1ERQlKHjaWf5ftuhxNmNQgkwCzW7G2/pccCCiaTruAcXcGvB7QPL9wPSlbtufYgpQLqXs98GYwpw3Na7BnZqrviC2O19MwPUzo3nCnbOhpVWoXivwSnU7ls1OMZ1CFFflKgaWH4QZmYSeujvG63qfcu7ZObf/dvjTjLRk5uc+LS5vHSu64PvuYXlW3XFHQ7CWQ8nlEB16w5bxlVeX3J9zLln0J3pAIA2PNhddn2sX9ijI/A9H5zynR21rK8+m8JmtO4kk46enBdBOu7m7nLSmHCufXXIufYNqX3op6Yp1OqlQEuIAsEwqcoBMiLWCHIAhPJilDgKPQTSQ+DQ4AqvXwlQ58VlEko11qyCnVOAWAJcUl/iVN39sI0o2K4vRsJ2P1T/DOz8GIRegDTdj2UkDpMfX/cEjHXXeQgh9BzUljicQntpbUIAuj8Ox9mCI02QHALMys9tf88svJECsRwF5ABA46iWpohlXQIBAPC0nIe0J1CM754vJkAILrsYA6a5CafYUNoKEAwA7iynD5BmWDpcP0WFqoKd2iq+pHtgptJVXajT6fQhq620LFfXjF0oFIx43G/E44fGppahofmWgQFKLS1Vz4N5AH2XL08tf+tbZwDsXB+dp05NrF654ur6E6qK5LVrXZuJhK/zkfPXAlbumLMZDQFA6sWXLxTXhmeOvO1Ui2qmOpFNtcg7r3zC3Fj+Meob/RXvT/3v/x4AnInnLGdm3K+MXWjQIf67F02y2ERjIDfmsQfCgwpfPqhr5Kt0qXzNtqeVSPKryqCw71gS8QBIGYAIgtXATVhZFbLYCdKSIOGlgzmoqjTpZr5XBw0c85KrG8GpuiqtXTw3rF68WOBU5q75d381Rm1dCb57oyEZcQDga98UlE/sn7hceM8EevsfKAdVtc00UDYB4CGRxQeOxW2kXp0kfgBcpk1pcLsVwUxyx1VSyn6owXHY2bpJnw/BTB2D5m4uWgVhsHwaVm4BWuB2o5WFz3utcGft17a/Kx7VVW4zABDHz9xiw+wgReRFV0caqYXqE1qnsSHduXVtRH3ksQ0K+Oq6TYqA1i7aOpNya6Omy7gyNJyMfPQHVoRP6SAudusffHfCWYxNOF//x3OVLCtO79GY77GTWdhGN8kaOQf3gKPrFopGGACsT/3+bn8UFcq7PnRXHWiLgEQeQinA35sTof6KxIGI+tH9pg0Q+erc1gJEBbB0F4vI8jxIuw22quf6U/VWmCJfdresAa0INeiDt3sDYC+IYjA2fbCz1a18pG1BqCuAZESOXUN+YxSkbIGdFAox94JDijcH1XsPjiFgmgbSSQ/Y8cIy2oAy+Q52RRFo3YSABm9rCp6gitJ8VBLbY2C79KxQA+OwcxXvXVZ8t8kxXOVFJGKFfe0BFBMAvLeQjWuwrQjYEYj0rIKKZ+Ft0YEl17tZbtm9DfwBHqC27dSt5O3uZpnL1rwHhNdrW0trVef7zIc7ZxeLriyC0qnex9TCwrAnHM4NPPnkjaXnnnNF9hzTPBTfT4oitEDAtnK5upxF2jYKfX1LvLR0ce0bzz+ihsO5jgtnr/tT0Qucz4nCwvzYysvemaGLbTturpzeuixGz77deu6zIe3JZ/6OdO8X7Sv/8D3K2IVPuenzGwFNsthEg2go1cK3M15vsujqSUFgwUKR7pLCN74tIjoPPQQgBDQQF/SQ0Ihl0Z2UPxwvtfjPe37iZwucNeLmA5DF3TjDPegeGHLhNtzINeS+LJH1ELO4POh11Mi5qi3eQ+pNsO3WQvcwLOtFgEuTJza7YVvdUHzTcIz6wh37mnGlIlqnDftjcJz/GUI9BsXjSkIx9ezfd4pgKK61d85s/+Y5ciQZjrBr4RfFr5qkZDshJZBaqF1YunS7BkDHzyxRuCXjRFcs5ejpAMj20IEYRmZKIxO7D8eywQxtbDRcrEEWPZfftBb+yJN+YvtMyfsaILZb1YFIq/LjP3FbbsTzRkaKtf/837xdl49rulIYWPrb5/OBhWSq/3tPD7u5UpkU5mzmkHVDeeJt08qxIRWCB2Hndi0p3vaaniBE6AJEpu6iHnM79i7GVS3GKTjGfSi+S1TDAkVCG2bSF8GF2otJgZ5bJJSLezyUw+ztiCNvFUCiAMeIAGRD8c0DFATRBthR4RjnS5EZAAd7TeTWGWaqvqiZHp4DRAJgBXbuGIrJEjEg/RrM7OGFiuxGD7IbpQ2deFeY2DpseRLehWpEEQBg5ops567BExkkOFVzerLEOiwzA4+vA9I3jq3Z8ztpWAAgvizQ0nsDsdsXEOy5gWJ6FFberSXMrXBZOdi0Mdh2/emWt6vTkNlozcUD8npNO52uPt+nQ+q1KCSTXZ5IhIvJZM07jB2n5phdTKcDuWg0VKvMNjyRiJ1ZXT10ba+8+OL5trGxzVBf3wt2sbiZj8XG0svLTznF4qHnW/voaJpUlUJnzy6kJyeH7HQ6EP3m85d8R45s9l26GJe3bpwo3J89Gu1svd41Gj5BmuqlbEI40y/9gujbHMeTz/yd+tYPf8F+4fP/J4AmWSyjSRabaAzUkCBKIw0/KAl9fS2LD25ea2B7ion9YfSN4WDE6HcizGQbC/0eCDY8IZPYqW0ZsuWS+Re/f1Z5/F13IFQ4L/xD9TQWh7H/gSMUgITvoZLFavkxK5d9mO6vr4Nlsd5hIB2krIIdN0T+gZ9JXExOQloOSBEA9liFGRCaBsdt9pIyHpYXBdEtKJ4Vt8VXP/5bX7BTqWMyn9ux2LacO75C+Yx7d2KCAunSO0FWjWc+BO3ypRSpVsnKFLs3geTqUfa3T0PzmhAKwSooyG4ch2PuWBHCT44l+a3HZ5i9WScVt2WmQE4q75FG0QMCB979ZJ5ItIPtQ5YMEuZJpScIa35+Mn/r1sn5O3egBIMFJ50eLNyfHZRGYWLghy+e2yZYrHjs0v54b0NwBEW5gWAgDEdYoivD4tjReSeWtOTdyWPq0x8eF52Bc0SmOLg4Q3rYjbXSzcJGFtvWtCpgy7iJYjwCti5Bb7sBT7iOBUbW71sFxkmENg70LcIxsyjG5yCtATj5bffjnkPl2dZZC95HMdEK6b0J3dsKO7nH2kqAHpkE2wQzexqQI4d3ro6oWbDrDsGuPFbLwhDUwBTs3M51zyzuw0wlASEhVBWF+CkYMYUDvTegei5WJNpLEwYK8e39PLxo4ZgRxBdKxzwbvQhf+ySsvDtLKpdXN9yVdV10G7ZZf9FYKEoBzLXJIqgIoGoZqkBkC4mEp+fSpWj0+vVD18ZeWIZRdzHE19aWAgA9HOZQf39y69atip4O7ceOTa9euXK+0n/xmZnO+MzMhzW/32oZHPz8iQ9/+Lfnv/a1j+Y3N490nzqVDwSD8aGeno3ks89ecO7fv2AeObKotbcXrK0tLwAYy8uds6urnf3vece4N756IvncC5cyN8MmALvzPU9NRUT6kly43WF+5g8e1b//n78CRS04d6/pyvFHXmWcy3cHmmSxiQbxmlkWXyMSWnVrD0anqCS0/ZpCkPPqpqkPwWH0tYF7AiJtFfnVYwAA6puCVsfrSsGw53/6l4uAPE4EEiNjN6y//OOLkK6e5fv7pXpswKlvVXrQa6g+qq6SNwwSAGMNewVeSDHA1gnUnuw2QjJrHwe2h0DKPQBuyOKDWxbtfDukWTmeS5qNWZwV712o/iL2kc4HBPMROGYAil4hJ8Bh+C888vP5yZu/UEyn/un2by0DrUBqzf02Ca7VTVlK18ecjYJJoXJxXVfgmH5k1ipO7na64hgRIiUClXNKmAMIe4D+PZ7LibIB1RPagL8tCZ2Ogq2dPlkZO77ye39aOn9SwkmndxZTEl/6x3OhM0MTrWfbzrHWsoB0NgmzEED83mmougGiAHQ/I5+KiEDbAm0tDKmCwE+9/TZ1+i9UTTOrh2vmc2Pp5Dh1V6XImEMkahw/DqF07x0qw455B04hAzM9uKOEasYvslAnoHj7SYhDk3Bm1LyGWGKNNL8HJCq6hhN4kO3cNThG1TheZgYKxjQ8vj6YZhaGdQP5zWNQ9ARauzbAxS5owSiAFMxEbVIl63iIdAzXflbZ+RNQA5OwC2Nsm3eQmb1QcaqQXb6IYP84q/4L20YyZgZsOQchXLtvl/ps137YaD4Ttq2ALQWEBshiQ70AANimXXeOrqiiviusIur181DvhKIAdSyn3RcvRjdu3qwpygQAm9PTJ1qPHp0tJBI96cVFX9f58/c2bt48drBcIZWq6/dv5fNa7Pbt74vfu/d9Z374h38pPD//T7Ivv/wmdhy//eijaSefVwCgsLw82PrYY+OJra3dhWYpUcgV73W9/d2/nH3hm39ob6yfAIDNZ781Ev6NX3lamb3yO3Lxzv8K4Iege77kTL7wfuX4I5+r16c3AppksYnG0EAS9wbxehOc1zlVRgO8gqmxh1uFFl5l/dcIdVaZyVOA5p3Etprk9rtjgWX2akl7pmWYIA+RKSJogNx5aCmdrRfpZ//FhPnFz4xieabeA2h/vxStQMT1RZNUPQHAdeC+ezg9AOWB2qvFlcBMFkq+fAoAhSCDgNxPoFgCpE6A7VpE6CESYfaBnQ6QmALXEdshsQnG2q7CMuHA4scemWNSUNgqm8+YwE7lPKaKbwlCZ5BqwM66szh7OwwS+ihK8aPbKqp7X7LCKwTII/v3R/l/IbR/7YYozvzMj/0KW1ZGbW1dJ01bET5fwikWetre8eSskl5vTKSI2f2zvQGySF6vCpSHJ1k4gdbhOzBzfoCCAFIAJwHyIL91CrzHsulviyO3WdsC4Vh++PwEO72vP0v/8VMrTjJR9Vpd+ZP/0af+Lz9xx9+t50V0dtfd2TZ9AHywSvNdysZK4wMzaGP2JHp778CLitcDb01usK9riXydvVC0nh3LJTMAaXL81izy0fNcTN1Dx8UWUrUqcYncuqOKuvdXRgFGdAhcQUSrsHEOiv8++zo1Igrt1uEscks6uCToxowsJKdApIFESZF47orOveeXhb+rIoFnZsDKVo3z43xmEluLOvKx09B8G3Csc5B2iXg6ZgBZ31209azCTB8H2zUtTgAAWSPNirc1TW3HTEjrBoyN85UVu1mFnTsLNVDyGqj1aMuuXIDiybKv/S608Cg27i0hufgAiz1kI9AZB8QGwAako5YJp4CVH4Fj6fCG7oHISE2vI/XclaukKkSKYFIESFEARWD7MymCSFGI4YEZ6rohFIUAKKQIQSQEEVQoQiGCSkQKSGgkoBEJLaiEeKBo3ZW2o0pb6lJKzXEc3bFsTzGR8tiZjKKEQqbIH35USCmBwjaPbGxOIRQFl5966oa9tWV3Xry4VRDCX2RuXZ2e7raLe/gjc4ylrHsdmNlswMxmd9yZzXSaW48ejSZmZ3fqDr/znXOFVKot0NPDZjpNqtcLxeOBmc3CzGT2nyEhoPr9UpGyL3f9+mV2HHj7+lbyc3P7CGjilVcutL31rTdyc3PHiqurgfJv36d3dHxq9KM/95bE5z/7u8btqZ90UsnI6l9//vTgO888K9cXP2p++vee0j/yS89Zf//nvwagSRbRJItNNIxvu5jF11vg5rWvR69O3ebblivWOwaaNwszVVsxUwvNQLizvAm/fs77kR8Bk5pEwY4W/+i3qk2S9vdLiAL2KLFVh5KpX+ZBQVGARw/+ylb+JtixAKKSq1k55UPps4CVAezcWYAAT9s49FAV99268XgPeTGF+8BoBShTtrZUKeaMlcilmyaRgFO04BjVBUTUwCTs/Ck4hgJSMhCe2yAB1BXGYAuQruJsdkDaXTCtA6wD7AGwBKH9BrTATN26AITHO5W7NfkHdmxzx52v9e1vne18ZCxNTvEVQFDZs0GAWABCBUFxLFJgmyXJSYIgIqVo+PNexN31u9aEfhsen9R/8IdukWLukhB2FBjpAArJbYK861rmaZmD6k2DpQ+O2Q5SllDHHROkFCH3K2QyKzI/daumUquTiLff/1e/137s137qms+F1NIONlbzGKwiLFrYOg1gghO3eqB48qzo61B8aVi5IYAt2PnScTBTx3j1G2DFm0bL6BIFes4cdoWskDPHzt4Cy+pxvE5+FNlFh1X/FDwRPwlthNPri4gv5kEkEOnrRy6+irXJUhtCK0L1JWDnB7D8civrgSlqPVJpgSGHkrXoELtg05zF6uQgHLO0AGYduK+EasIfLqIYd6+KylzZwu2JZOnE00sklPMQCtjfPYX8WuUFEdV/G3buLBx7ou72nGIQ2dVHoKTHkVxsXNQKADSvRDa6K8ZTCUb8DABoQbGQ+PLX61rWAMBz4tTV4p1b7o8dgL73PhXwh8w91z8BUAHSoDx5ek7GoiNQ1X70n9zvKun18c1v3DatvKVCCCfAvpqulCR2h/vTjz02GdzaChS+9rWL21v0lV+9p09P5XW9UFTVgB2JyLlnn3UvfLQHyfn548PveMdE4v9j702DJMvO67Dz3fde7pm172t3V1V3V3d193TPjm1EkAAIiBBgixBBirIl0bSsEMwILiZFmpJtBh2iaVtBiSZogyYpUnKEQViUCAggARLLABjMYHqpvaqrqmvfs3Lf3no//8jqqsrKPWchMNEnYmK6Mt979+Zb7rvnfuc736NH3e3j4xuKyxWOLC21pXZ2WtyhEKteryVtW7UTCVK93kxoYEAHII5VEIKlVNpGR19rC4c3wrouAEDx+1P67m6hgkRKRL/97VtaS0u86amnJhMPHtySuq6Gv/rVzyh+/488+x+/8vce/Vc/8fXMvdd/09zd+Un3T/3pHf23f9Yjtx7+EoCPKEOdCu/ca6O+O5FGfuc7CU/I4hPUBxLfY5HFt50YNUgW6+inGkiClBzyNdMcgDgf0S15jLP1LfN/CQWA8ggFX5zW5WPHFDDSEvmqwAxG/v+QElIywBLMDJaSVQ2kEIOZIaSJtqEpFGZF0knNyzPdcfbCAnpWguk4SsiAagokY7sAQG3tbtES1I5r1+erRateB2aiMhFkK8tSXSj4jIjAMh/dyZeKOy5EzAAgYWWJd7cd5epEact/xyiMSElH8P7OFPwhwtkUXW9wgASdybWovnDCtj4LaVsg4QD8ADhXcFQLqHRal1Q581/pSJQZG4K0anCpIwuqv7wNPMsrVaKLb54M9bRRL0h5AOZOQJ6ThdIeSOyDnZpLVRChhVX/bEWyyNLA43I07ATBzhVAmFD8D+FkzkSVjssoEjEgLJDiZiYmqhINL2jLOr6PaBpC/U2ovj+BUGs2wLj46T/40sH/9dtPe+yj/1NN7V0DoJJjNNHO0qWyo4eqIRNmWx7sFL7LVbUnNzA4H7gx7NWQKM4lOwvpVJe6PfPCHClG8b3iDR6eIYunMBIXYCSO++JJQdrVXSutTBvgngf0EyOi3E5qy0kkapqMx+a2Q97bdZRdjR5e4MEBh2CXjqwq7jzRcQwfHOMCUG5tiAEnF0J07hon1g7Z275FwYEu0rz9+S9JBWADygEgQwD7Yeu12PIosDPX4OgHUrensf16P+zj/LDYVhya93QskpYbpjWQ743CvPBti/zt9+ELEVSXgOZSoGgKvD6DFPsW8DhKqixAmiYUdwCpI8Dld8NxOTDTheekuX8VgaYQzHh9kbqzkVPVw/B3xqG4DLrwLhDhlBwq7nGowR3YqcJxgZQsHDP/OzXPIFqvTCO1NQgrU9FdFyQaV0awU7O0tL7xoXYjqTM7ld6HGWzqDueyAFC08Gd5m/ZS8/MnKyGK231QqZW+4WGnxeebdjyeoG9lpVs/PCz5Hs7Nz18jAG1Dg4n+3ubwzR9618MIabmX/+JrdZFgANh+9dVrnRMTcy0XLzrL/+k/PS3t/Gk3kkk6+5usbNafi0SK1EG+9vYZ3bbf+/hvNs2yjs9WLNZMIyN/3vLss9/Jbmz8XePgIJR48OC3wl//+tOXPvPv/u/NX/2F75ib65+Mfenz5B+6+vvOvb96xfzsv/ygevPyFB8t/bfUd+ef1/v73ml4QhafoE4Uu2Z9n6Kx3Ki3Lk/tBKR5L0A752FA4h5Y3im9RylUCE46xiTP/4faBvdQ9332KKf5LTWeNWdmdp2P9obLfS+u374rbo8WRhHNePUDJzeK5VVacBZWquwKJ9vqfSx/507Zrp9fc80lW3nyL1sxdmOarORpe762Je69ZpFCj8lJ9WfBiLZDmuVlOqp/B3SeOAEg5f7Zo7NjPoSZMCDt2lZyVd8CCVExlwxsXwOp849njcefKsizJhtQtvP/Zg2nJFYFWAXgOjORqTk/Duw8lSeMRfmLEixLy0grHq92CeWZplxwMpch3EsAtwAcALMCsJaf0NkupDcnoPo22NPRT0R1tEFJCPVX4Ap9of5+AV0//U+i1l/88Wftb05/tqYdFI05Gy1+j9u2sNdWxxO7uzn/u5+bdnd4Lojc0amk0dssoWgWhOIgl/bCMpMAOQBJEEkCnLzBD0lx/akD5VLHCEqVfHN5qput2HoQ/s4FWJkaakRaBZPCxLenYgBqIotHf/mtkbYXP7Xg1jdqq0VppJuRMmYQPK6VKFwS0s4vkgR6VmBmait5cRZOthPpzU5Ob4IVTxbNY1vk77QIdAg4fQAkQFl42/3I8Q7sTPVcWna6EF2OnRBFAHCMZjhGEWFi4TIRSa4jvn+r5ODUPjiHiXdF4PG1wDEWkXx06hAsCAgFbZCSBXUBpO4gm9XgDeUgwCCRAmltYKv2d6C/6RDJ3V4Mv2eG2i5eIiqqSWgAIkdEB+xtNyGbw8gdXIQ0QwDZEO5lONmbAECQTWB5g32d95BYO/MuFDg1IxMM1T+N/UeN5xrXMcOx9aK3R3nIBmooc8U5etnrkImlIwBOw+ZEFdVK3v19tiYnb2gofh0WQQj0jV/YNudnrgFAi8drfeyHXpzXJXKkasJlGS7TFzAXUqZm5XTsfPe7Jd9Ztq6Lw5mZa4czM+h77rn7O6+9Vlc9XEXTLGI+6a4RiXS4+/ttY3u75Dmz4/FbH1ha+uHk/PzP7HzuczeMcDjZ8dJLDgAM/tpvzgP41eNNX9VXJr8ud1Z+kT7wn3+cV/7q07z13U/TwLPOy/b5AAAgAElEQVT79fTvnYYnZPEJ6gIRvVXuKd9r8tZy+H6p61gedV3BBmXHJN6glPZNhObyoHd053gScBx+PZZvZhI+JA9L5x3yuWlDNjIGIzvP/lAnWJgAaZDyrMUmARDMRCTIzhMurkcYd9o0yyByh7PIRyYk2PbDMSqTv7NwBWshcAJs5yeLpM6B7auoL6IoQcIEO+MgMQuWtUqSStyA3AdS1gE+Oq5LV1PtvGMiW2dbx5BGeXIqtE2421x1EUVSPw3V+8tQXDWsehTD/JPfekpuPfwdjh8+X/NOmsvgXLasey4bujf9V9+4kVYUuK9fnwqMhC6RpvmtpU0BPeM+dkwtliSe/YPsI+JS0Ww1g9heDXJtAJCZqpsobh1snUQpj/5yfurw33629oiFrmPr//lix6V/9NFlOnxUZJ5REsmEQO9Tk9B8GkEOMakpMEeJzWvsbt5AzPDBHYwid9Rz8opS3DpU3wFYemAmu4pusUDfFrVecfJOmTREgOfMNgLgAAGj7OnYhu2dh35UvaRL12gnVO8DxNZvlYtQseLfweFhDslw+fv6aPMaZ27OEdkp6JFzpZMYYEcFO48XFa7ArdogIwUrlyd5iicNNbACMzsGNqrnVDvJWxh7/7QI9Z8buygKok0wjwCyGYxmAgChgP29S5DWKrIH3Y+JYuGurk4obdOIbQQhZQhsB0HCAoksFC0J0hnepj1kwvWXUTo5EdWx/e9npqJf+XrNucT1GEmd7sQNpQOkIskCRQM7Ttkxwj8yEs4sL9dcVmj4gz8wZS3PnF4XPafx2qPxsy86feTa4vo3Xr4CAF03b86QonA2HO5Pbm0Vhf5779xZ0Xw+jYQ4FgjVhuTOzo8FP/ShX0jOzv6XAOCk06Lp5s1pT1dXm51Ot8pcbl+o6iPh8axqodCq78KFRQAIjY9boX/2z+5VOjZ1Df4PvPPod5yN9S4BucaR5Z+lgWf/u5o79w7EE7L4BPXB3Qxqv3H/3Kd0wkD41JykZkrCAFTNxVa23oq4AMgNI26ekR2eOSw/PvppO487qfpAvo77BfWFzne48JV8/PsIIKpYg+vcEY6PSvIN8uE303DkrSfmJeo2vYWo2BZxdhwDpYMEbHTdxeRhuTzJ4uPuTOWjFuy4wHL8dIPjy0MEtF2aR1tvfTX9iltuh50tX0i9Gkirz3iH7Wt5Q4caC4jnIcDIAfCA5QggIjg1gDmWUJ+Yw8jjzyTOElJSp/KGO2CwcxWAO088uQvginVAmdkGZENkvCJIicDTpZJQyiS0ldpHvAbV8zNQXA2bU8nDzU9wdL92ophv14RtVS+14jgwpqZuOtmrB4H+4DZy6Ss1DwNKCUkfaSZSyS2Y5c1SCsBU1V2YFd8OoqkUVEVAUbXc2i4gJeByoeOD71tyDFPYiVzICB+1GKurRcfzTVxPDP+dd0focPUymntmoWhBRHeGCox2zsOyuknV2h5HTYmdAI4jMiSNITQPJcB2D7ubJhFfvgVXaA2O4YURy0c7FU8EQtsDqRbYGYOV9JOnI0yg26hQLxEAiNAPLQCGmId+WHG8IEGt6BhoZX/rFLbuls7Fs+gIyaPqeXqJfYbW3AXHqL4g42rahRE5rXvn6AE4+i2o/hVIdEIa5ccZ4Tbg63hEWqBgHGUpj5A7cAD0wtfjO3+aCBiD0MDCFUcJRSiRM8DBlgGYmRlEHj2WWLsA+HG2drC3dR7MfuixqpFpK6tt2kfJOBER1CODhD1PqqJCUxVSFZfi96ikCQGQAEGASLAUXndfT1Z/tFrbWNsIWayk5eHyC3vZSKJgsTC7sTHYdPPm9IUXb5ouK+NKpQ25fW/hYmr5UUgNBreclZWaonqtt25sKzurY9VGjofbp6rXg6mpCQDounnz3nmyOPrhD0+FFxaGdu/dqywrLoHMwUHv8v5+W/fExKRwufri9+51RL/97VsAoPj9VteHPvTypU996r/peN/7aq+FeQz3j//iy87sK/l5gQh9AVb2k3Lj20Ni6F1Vita+c/GELD5BXSBPqwPVU9PAUg+7YUYE6fW2ujsktBxHF2qMQpxpz928SL62KxVpRsnvlGmwU3uE5wTiXL6c2ANkK4Aqk11KgsR2Xib3JuHtqKwhqkQWicCO54gU/c0oE9E4+a14Lkp8J8tJsI63FVoSLb21Ey4q/ZgQcQsr/jicKrk5ZY9LjYztVW3Li8GPiYoHKOHsWBLK6bPA0gfI0XOn2g3U4EZLyhGkU+X5aeBe14JrpKiVjZYKYYHUn4fibpQoCvPL/3aY04mP1LWXqkmnpX8bWKh5YYJYary3URvBe7yPKEEWhTuNbKz24wilutIgp6eweWoAorCx0PbBv/Go+z2jUMz4abRMjMDxfuTR/ldnkZxc6LMO9j2+y2ORSz/2nElGNJ+HGt/LR7nbBuehp/uRiZae0B+stHHu6UnyuktHMI9rPxJhgoPDryOzOwhpnpbVcPQ2OHr+vaX6DgHywd1U37Onekfgbp+HUT7CyBBHyEb2YMZuINSzheReQT4ya4FDJLKo6X5ffnAdl/7hGsxUFpn9EUijwjPEUQBFRdJhZ0ag+tZAXgknVzhGuZqP4GvfgFAuETvjUE6fd2ZpQj+IQxp50xY7N8skBBTXVUDYRGeUAu6WNWSzpXOYmaNI7FSOHOai41DdUQR7ppHau8Fq8xpSiVjeJhQEy/RAc+kw9FB2ctlnTE+Xfa+3fOz991WOF8x7+p8JtcjnX9rc/LNQIvn6ZMH18F+/etj9g3c2AcA2LJHdjvpSj3brX9iqJLOX5RfK9ESq8L0qJRJTUzecF2/Nq7B9LVZ0uOWZIdP5gadm045b6vt7prG3X1GNogaDsq3JZdo7mYrzLXPkyub+V75VNDZEl5fHWy5dWnEFg8n4xsb1romJheUvfvGmOxRKdd64cR9Sth/OzhbfaxUQWV7+B/0/+ZO3r7///a0zP/dzv2EcHj5HimL6R0Z+79KnPvX7jRDFx1Cuv/jYSvZ/katf/xNkI/8YwC82erzvdzwhi09QL94qptEoGWqsP2+/TPJ0wkXqJNi+lc/dqmTooawCTn9e5qdMvmlnnmXtR2o0nlmFLMpHS1fM2fsBceXmpDJ2KSia1EvM1GhAsvEzU5ks1ndczbeHwdsOCRQbfjQCxXXYMFlE9UhOIYQOyAbIYq1y0TNgskHKZP7fJSKZDFdNx7VSh7DTVfIy6783OJdgJMOTx4Y3dPwf8t5ERCBx7D4LAgQ4E04juvo/AVA3/vjbSnZ6RgNDBbPGgAJ+nPPJGhjKcc6nko8MsMLMqv/y2HJPr1NXnpXjbd3UVzYd6uwN8+FuxSjsY5Ci5KpvdQ6qWhzBkDIMcO1uMiRUuIIxkIhCKBmQsPPnVHjyUmJ24ShWsEDQ9dxwSBjJvqJcZmlDyRxc6nuuA73vHkzmUjRP3qAk46CY4Ec2x6G6c2jtfwBQCNJpQ2K/GZ6gBY8vglBLinfWOmikMu9lhgI93FVAFM/DznZC9W0yiY56hk0icrHmHwM7SzBjJ6SYWezDzuzAyrhgpS9CHptR+YPxx2SROTCFyH4LsjvdcKzaFqmkDWQSCfK6b3Hz8B70RBrZ/WLZrhrIVjS0sbMXoHg3oHglnON8SjWYpUCnHyzvnER0SVUBgKXcQS6cgjROT7Z+cD1vxuVbBEsFvq4ziwLKyX3H6fQaL3zXpNE7xKGWQdqbP4StV1+ssI1WzsWaEDO3EJ+8AKCk2ZN3uOO+MV2+DiyppOL8UpB0IGR6cOCjd5YPenuWm8cHsm6f9DFIkiCXYsRP7semjhbYaX1Tn6/a43OoUAJHOiXdmrmtW9f3Jkvmyc98+t+MP/tff2JaBQBDdynG7vUmAHc+cDNlae+e317aDu29/GqRCzcA9L/rmSl7Za6qAdniYTIqHaeI9FnZrDf26NEIALRfvXoQefiwGwCMZDJ4OD1929PaGu26cWPrYHq6vDHbOdiGoXVOTATb3/OeyN/47nd/CgAt/tmf9a5+5SsXv/wbv/Gfaf/6X8c+8bnP/fnx5jT7S790O/raa0+rfn/Ef/HibusLL6wOfPKTVXMRxcWX1uTSl47k2ssj4sJ7a3K3fqfhCVl8gnrxFkkY6zGRKECDREE0SjDe4H7KBtg+XsWuSEbsYwMR1/Heb6YMtY5tG2xWVGF92VQAAOTC5C25OAXqHV6EL+RyvfRCGtI5TzRPay4WSHuPoaii6EVeKypdgnqJhuK2SFXqWhmtfLzairiXBqm1X2dxcHyv1RgZPGmjoVqQIKmBZflcNBIpgJby0XQSgDOIM4tJzNJB5nCWHd2GNI+jFpTPRSUAwuUjQn7SWSZyWw7MDOzNd3ImXJOpynnYh4cJc3urBrfaQiSOwjecmzdmum/1DSten2qbnGCQkwlnIsmFFc3d2a53XvCNCzPrBgDW3FLfT2btrfUJZfDCZq0rXySg1z2CKaJU/Tsf/G3zcBw39Pil4u8BaL40XIElOEYrModXIW0NKDI4OYXL+/Dsn0KPV805IysX8nlwGy1tk2UrhdiGF9Ht40kuAZ5ABnfedUhOtgfS6gapFtvWFKlaWQknEYOlrH5d7ewg5Y6m4O+qXcIMgIhUdoccNhMJSGcHubCAneuEtIpNzZzsBLeNrWB/W8f+8ghso8ZFHgF0De3T+IthuNRxACB2etgdSkBo83CMJpCiw8p0wUoGILQY7BLmWwV9yQ0hdGESimsTZtoHly8HloXnUQ9fY1OJQlp9UHxzxQdhDXbmKkg5Yil3SYje4/5egOrfYTvbzrG9BCJbtziyBaguh/vGDKo1m0/xHiK+WJGAmNFsxcUpUuAu945RrNRo7/uvr+Jo42al95BjmLUbgT1ul6GUelyptUNyJlWSLBpS2XWy2ZKEb/DDP7SqJA6L8yzTqaCG1K0L/b6s52MfXlr7D18syHsNXLoYVfY3L1Wb/HH/UGT7u7NV8ziPFha6um7dWtHj8XbHMBQA0KPR1t6nn97rVtU9AH6hKAex9fWeXDhcUmWiuFy49IEPvP6NX/u1X//Lf/pPB6Rl9UvbHsiGw52Pa0Fqfn/2qz/6o78qFxcv26nUS9mtrTGcyYvc+MM/zK7+zu/8xuVf+ZV/0f2hDxV4+3BiS6GmgZOhlTqu/BbHNn8ewP9c7fe9E/GELD5BvfheI4sNGrBUdgd7CyBAyhRYnq7GsxwDKQ/BTnFhaBJLYHkqSyqmSI2jvoBZY9elnhIrzOCdtSsINAPmdeRrytfTVnPpkhg1tl2Eps4YOrvXCVb5KEIp2HqIJRIkUBtZEK4MmANl6YxwvYErXkdRdhIHYLsBaTUZDZHFauATx1cd+RzGBTB3ANzBtnnER1MxmInyuVlaYJV9XUv5PyxAYvlxJFCmMoIsCxBCgRACiqaQz6NCkAZS3NBTG8iE65JpFnS9gbwkz7WJOdYNklJoe7NH65l7r08A8B5PavoAILe0BP1wbHnomd6LcHll9sjesrdW8xN+RU3U2hYJxay7iiuVIIucG4DfA5i4C72En0+wdxHZyAAyh7U7HBr6G7mXanxWGAArcCwd8jjXk20NqY2b7O+dhOa9VVwnEWAmCaqtsDnHlwfgbt4j1V0XYWQjpSKx4UAalWXFqsdG86COxXtDNRNF1cP0/h9fBuQQERdEnQiyCZq7CdqxqtEdAFPfKsxUEmasukmMojkE5w5cXpS+DFJAHr/3CBagGEAJ+Tg77chsggOD+0Simwgh9nTo2Lk/R3ZqkJu6IkgctME2FWw/nOD2gXn46SqxU21BqKLKgt3Bo+yDu8Xv4DMgKjaBOoGiAe7qaYtDn3ifLn/4xrKUMOE4jmOxIy1HsuWwY9pwdFNIw1Ec01KcnKk5huUCZGnFgKKYx+qdouufiqSS5z8b+8RH5zpatJBMRgfINMuPUYbu61H0sc5/8hOza5OrnYff+k4nAPSMDmzbK4tV3xErJtatbLYm1/aDycmRzuvXpw9nZ0+Ou/rlL58lmqHeZ55ZzIXDV3ru3Nk7eviwy0qnhVBVSNuG4vHIrVdeeW/k4cOSxBgArEzGZ05O/kx2ZaXkIq6dSvmi3/nO/xj55je/2Dns9ECP34FjjkPaV8HczYHOXxDjH/tDAKCWCyYnd+/z1msTNPBc9Zqf7zA8IYtPUCfeKlNP+SYXAa8CepsjiwRZQnIaADuXQWLu2KSzC4ABQhjsnIu8VHJpqBNCqf0iWoYL7joDTgAgGji/zCcBonr3rHVDGbdX5cFBDIpCEIJgSQY1T54xaAIMVcHeEcPlO4Ru7ENKiM7mLqEYleWldq4Zuwvr3HelqdSEswikWUQoLzMVSoOTZwJA7tpPiyz7sq3STqP5ILV27HgyL8cByjBogw++G4SjV3a6tNIXkSgOyjIE21+/v8+bD08m8dTZ/9B1e/h0okhKw0QRANhx6iaLbFluNg0lO7VUsR6ivrw8mrw5sUgba0OcSpxcM3tteUK9MDrNREFYVpOztVZWHkoKWXWTReEWrIQiBJk7dv+VkLnLIAYcp/D+VT2A6rWRiw7DMWoeOFi4dZlJ+xp+CThW7b+qvfeQZLa4vEZm9xY87bPsae2CkTmCUD1gduByd+bXMmtMXXDMVpA4qrk/ANjKbiH8oAvSqsw6vN0b5A0NEFvX+cWPrvBrX3Rg5jxwe9PIploRbI3T+O0UW5kMsrksjsI90Fw69fURIF1EtbgzM4iti6z5J2vqPAmtZrMkO3sLwrMI6ZR/zhiSISWM3AHH1vZxuHgV0vLC37SCxEE+P9SxBA5Wx9E2MM0tTT3kpMvLsFkGIdS8/LZUlwxlE5l0xdx56W3VhB5HSS941a0jsl5ZNq+6QZlwn2JltMcDhKbhHI19/MHxYyNURL6zXbLTHN73qDefvc+xiIQQAkQuArlBbAcMYY9+7ENTQiFWQs3kJGOytUn4+WhvoNYXv7K3dv1Snyab/vZH5lL7Ube9tlyVKIrOnkyOld4amwAAWLpedowgIvjb252Oa9dW9u/fH+m5c2dy9+7dWz137qy4AoF0en9fCc/NVZXum+3tEZQhiwDg7e+fu/brv35Pvv6ZLRjn6nzGsn8g5/5Uimsf/yMAEEPv+nM+nP+7AJ6QxSd4gr8ekNZg+KzBSOfbXi+yfHssC2UbxTXowGZOwMw8elM64ji1z8m4jgjVGZAi6kiMPEbexr/QLfNNhrO9E5X3X63JvIS6h+/x/np+lfTWM/dFt/uULB5PPlgJJGUitw3HcSCZ2XJsyiwnAICaW/1KV/tI+RaqmBYx1V/nDQAU9xoRVy7EXtBOwzHr2muMFbbXyE5+ZA5W4egNyUMBwFmJLvLmw0KSQOd684bWZAhS1+u7d91uCI/HLZqaLTty5MhspuQ9YfYNb+udPfHuR3PX4RQHuE4mc5rLEj0DC0ogZFvLJSZS4gxV7OjdU3s6dvLrJIx8VQcmzt8R9NjZmlcXCDRIsBKnJL37+iI0xYCSHoVv9B6k9ENTFUhjBIongZ3FuszK7CyOYv/vl/qU7p5H7p6OuGuwvVN1IgO1F2qqYxEz1BxBKdMWJiAZcbA10wE+E9ERmo5Q9zK8wdMojq9nk3ydYQCC9Vgrsof9cAViCA4cIbVNpGgVI1XAseRZj86xldaR3BiqShQ1fxzeZhOcrwVJQo7ghQ9v8/y9LA10ByCtFJgFzMgQAYCXkHeBJsDJANmDFfZ1oKaFLAAE5xb7uneR3S9PAAIDC1SnKoEdcxg5ax4KtZJbLcqt41wsheWv+mFnewD0sOZfAXvS2F8oVhNEtm4gvm9we98DBDwXSOrFi2+kZPJGWAJo7kpCKIcQmo7I5nXWPIfp15YrSlSVC2Ob0X/zuUHR3Jpwjww/8vSFulSZ6EOwIwPN/RC22Y50tHIU2RM0kY3VJUOV3iaDxN6O6Oo9W3H39PudzS55tF80V/AC8CqAaGoJSyvSCqQVRIuCjVVBti26BltbRTajm/ulx0VleCSczjlbqf1wj7MRVpuOjrpffOGFuVe+852KUtTLL7yw4jaMZNLt7o2tlE4BZGYsf+lLJ8fJhMPtA+961+T2K6/c6rh+fbIWohjs6kora2vdlbRKalPTl/louQdWrjiKzhIwM4XPslC/xfGtMWoeWKrW/jsJT8jiE9QHeqtkqKzko0pvE1msRyZZiMYm1o1PyPO7x9YlNl8tnRtULzzNJfJGyjUsGxsjqGSqRZW2zpU6+R6Cs7baRqEbCzKWyPDRkZ+TiWEoioNMMgjHLikbowvjU8pHP17psBXPLRG3sfBmIHP1Gc+QkgIAls4O8ol8AkQKQCqzVAikgKDmpd+kETXMkKqSRc6FH4Ed+7gfeVbibiZSGjAGtLINZaYyK3BmN2acxakSEdQ3cdGIBKReQeJVAv7rt6Yy916rWO7A6h/a+at78yEz9Vr/xnNPzzx7fbipOb5beqXcMjW5t3VVEsEcvD6XnpryQZAEIEFg8cqcj1QxKxTF6fuxp13C2K/R9XWw0DL+cPEKuoe34eg+AHdAAB7PyEg7AlAXWZTxTAK21e9sb17Kbm8i+zog2rsOtJ6OHdfQoEf1Os2qeVRMWlS3hdb+Zeip2iXjbjeXfG1YNI34VvG1kJYH8a0JxAl040dn4PL1gLmVKE84ydcBbhkziNDOIC8r/jCbehgAg1lCUX0gEqSoAQBgx86wGd9AYtUDM3kNpJhwN69Aj5SPbgm3geDgLrFVMNYQZD8ujmwhF/YD5STQx7e4mRyBt30ORLXVBhRatIgoqv4UPK0beSWQEPC0AE626qE4a2zzxtwhovsdyMb74Fjj0LwSP/hJnB1+2LJWsfalUfCZBU1y5bC/ehHSLs1yHcuNg/WnkGld5+6BCKQ0ATCEMUqOqcGyYgh1xGCZ7UjsN4E5BADcfXkm+fL9Fntzs6JihJiPIOWgjB415b57dDunuWzvrRv33YNo02S2G5lo9Wiay5NF2qkvZ5HVnLO72aDqAxCtHVtybakm46si+AK22jsw4xzsDnlbgpmzA71objGt5s6Hib0jNfXNu1ekYRS0Ya2tdbkCAWmm00ULZ2O3by+0ZDKafu/eJTZNavZ6nWevXJkPq6prbXa2wsIqkNjY6E9sbPRrgYDMRaM1Pe9jfX1Lxv37FaXwTRMTX+bY2tVykWdIu6Atah9bl5mj9u+dwtlvD56QxSeoEw0Waa92VAIY5KBxV9Q6G2yAzLxTUOPKMoQLUN0axPmJfQ3lJjw+gsudjxY6To2LAAwGcQOD8FtzLd1eFW19EUR22pCIDNkvf63OXlWJ4Fb7HgAUbR1wHicDHdcppDP/BgMIATKIx+dBWgOcPdiDcJuw4oURRsea5uTGcSRA5O+F7ucSAGXybp9CAFDy4QdSQCQACGYolHcBVfPmOVKQIFnpzDOTAzt7qejyyOB0I085hQavsRmfhR65Xn3rU1jfevCQ1xZKr0Kfjyy+ERBBGrmK71S1uyeqtrSus2MzSbiyMw+qro5nPYGkmcrLo1ZfuzuxfvcBWi5c2PL6vamxsSHzkkufUPRswRk1Wgcno1/8wi0UeUWdgnPP79R8Hc6z+45L02WdaIVWN6l3EsULAfLooMs4OugyZmYhWtr2XIN999397T7NY4yQrefPc0vvCg4f1V7TNNCahFtrBZ9TUCvNS0gsVImQMTh7RMI10H4+kEl0XAKJpR8Pv5hj40zpAhKAULPsa52HmWuF5k7A77kMPpYss+OCrXsQGFhEeudKEZFtGZsEKc3nieIJpJkEZG0OknpcwleriS2reZGHBDztW/B1OMROHyBPnz+iaZBig52i+54dTvHu+jJ2lpoRP7gIcCEps3KCt9am0Td4gwhgSToOlvXz4yKZsQn09RxyrmcX24vl5avp6DBWzrgceZt2uWNoF1sPx2EbxZL+g+Xr3tHBKXNhsTxZ1DTIRPxcv0019/rd27kHKvtefNeUt93fLJxM5ZQBZr3i96V2cWRjyo3HEEr9+SOaBu3C2IxzdNBmryw8BQC+rv7tdFt7Fq1dB/GjRDy5un7JjCyWHbeM/f32seefn5l99dWTbULd3emxnp4le2FhIpfLnYhvZS6n6IuL420dHYcdly/PZbu6lL3Njd7I+kbZKHvHlStzu3fv1uYcbRiVazBrGvwXL+4iF3+27EZcnDdKiivFqf1xCnbX7W/7/YonZPEJvodANuoni42Wzmhot8bxxtahCPxm6mYrd8YdctDWbYEtBcwDKEhyIqDwnJ/vFgMAKaoK1WWCBEOIPMEhkmCWx06pMs8NifMLECxJdREgGihE/9ZwRd5YuEntvTNcZ5TkBI6sctFrkPiyY0Oa9a0ua6FZ2LlxOLkSxiRnl08lwADvvVJd2qkFlthKj50QTCIwxEUQGcgv8jjw96yT5hnA6QUhgItlYWa8ha3UPIgkQA5IAbwdIGY7T94KTtvjPwQpCnHLmAU99hCxxaoyPwBwosYS725UkNGFwFncPW3tcXPFbODk87Nf0ZkvVbeLTbviJMbV1XOQnaq80n0eO/FMAbORjoPIysoAAGxPzeBuX9/+7edv7Y96zevCNNWcp3Uy8dWvlnebPQZLkjWPtoIKc7IU2Y9y2i62AVcwCzNVNeeWoZlWzrub+dqXKi4AyFikR49FevQpwP/DH1nw9ftNOBZgW8xdY0vO1nYKRExer1tw6io5Rulna/jKI2IqjtRbJtWUd3ewMITm8ryM9+emYKQKo5MsAcf0IbU/DldgAwF/L+SZCLRw61C9TXAHJdxXV8Ayi+jCDQiV0TwyTWzfqtg3rjbOnIERm2B3aJoUtbp0VNohtN+chTRaia1+cIkas3bmBoR7GeyMMgsGS0YyvsIb81mENy/DNirf67Nfu8GpG9Po7jWR2G2HkSxNiG29kzTq5MHxWWzO17ZYpKd7EdtLlySKAIglaUriRtNHf/B+Zmal115bL5LEqtgAULEAACAASURBVIOXlu1Hi6VzpG2bsi9/41bOH0xqQwMP1LY24W/NllEJUN1kUdqy4RqBFGqO2/vbY9W3PIV68fJDmUlp1tI5eefB9o2u6xfjW9sp6+j1e1VLZwCAa25usP/Klc39tbXB8Vu3prWVlT7zwYOy94IZDnciHO68Mn5xeiSpKbkPvu/+1OrO8P7ySsHKRvfYaPzKQLc+HHjxQX5WBJLMBH9IJHcPIJnBeat7YkAJ9PRAato2Az4rmQzlVldVAPAMDMSJ2TYjkfa9z3/+p658fDRT9sewLIpikidkcPZoFMATsvgET/C2gypHKt7ktt6mhh63hzfIad7M/lbpiLQVOIZSwZW0aLpc1IKRMZBN1SW7YdUFoG77Dbyl+af8BiLdspppUw3OmYpmlZ2UnwUpcZC2CTDD1gfBVum2Zf2ppADOnAd5GuPMvz9O3yGOYUBRqteFlGbhbFu4TWLncYmYihCaHyytuzVnsrndHthmSYt5ACDBjIP1GqWYlcGah6sFKrPTD676nnp6UuZywtrZuuCkkmX7BgBqaxs2FxYrylSTOzvdX///drpbf+xjM2os4zPWXqlKFAGAucZnTagA24UEi2kPQOkQFSsOzDORltZLm4hvDBbIvFzBrAx0HcR+9985zu52RfnZebgDhoPD/ZNzwt6uNbm2dOLAyKMTU0rAOw4jp0C4Eo6BNaWlaYj0eDMZ0RHkbA98rTNQ3Ra83mGQMJHN1lamxjaZGRmiQhdKZgbvTE1if6r8uXcF19HWrcLJFl7z0MA8CXUE0gwB6GDSpqAG02ga3AZziKFuwsklIFxdUL1Z6NEoVM8E0bE9iq/dBStjgO2azGuQXL/BbeNJyrdXZistDbb3EFvoBakmB3s2CSi9qCSNUbm/P435l68AZMPM1kVSYGdtHC7W8Awy4NNqW+UlBWjpm0J0s+KzQ9IWLord1u70x5KqtmMuLxfmrUmZqtqrTCpkzs8/ZXm8WdcHX9jQkCg+T9RAfvcbiCwqLW2r9saj2hal3F6pDlyYtlcf3jr2DSgCxyPN7b09q5s1tm+nUk1jg4O7vZb1SH/ttRu1Sg1sy5GcTvk96cXbz3t9hvGB9zx4GMv2hrzuyKCbHNrbuYKZ1585P2iSz+8gau7ltrcLosCxyVOPptDExHIOGAUAV1PTrjTNw/abN78iDaNj6rf+bMId8txVPC7R/fxoV7DTdfY+KD1GW7k5uf7ND4nh9/x5ye/fYXhCFp+gLrC0CbY+e+7TspuX/4yL6BNHjjQY6bMDZHWK5Q4qaBnfKvHN2QTIYkJDKjiyNl3YVEGXz7Z70g/WPA4pYvqkWHc+0iIAHP9NdKw7OqniDSIBxUWk1Fkn/a8L7Dwm7o2HXxsh4/ld6m7TXnxEcnF+DWABZgGGYJZEIMEsFTALEASYBbV01TnmVTGhqQDq7hac3tsBHpuFcP4+yf9GAoM4vgkQnHyEjRzkZabH/yYJd5MgtQbOTeoupF49WsANkkXIWoh/YysapObwuJ5oTV2pfT1B7h/FqKXTxUe7JYtU400MS1N+DKi8ETPYNNpJVQ6ZmQMvvHvG3N5ugqrkiMgGkUpuj+7EYxet3e2gNAwIVbVRxf4fAJyDPeFsrdec12xGU2lfubNyFi6vTlbmjKRNACTLG3o4yZvovbQHCwk09Vmk8AR3DC3BtjLIJQSEyvA39ZHNcPZ36yKKAECisMwSm1bBhF4uz9yUXr8uOvoespXTeG/9tlRdTMHmHW1oxE8yriF9mI+eJJT8eKe4PXCHIjCSlVUEuUgIjrUAVTsxSmJm8NbdKRzOlyeKnpYVNLW64WRLSB4JYDv0+FjYndNgJHVITYHXL5HZykvJFe8+pNEHlsNQfdscHJQg0QRp2nWNU0JlcJmC7lCjMOIbyB3eAMvTiJpjz0Ap3wR1dGvcfSmC7fm6yoUAAHI5D2tqTcY7ZGVHOdiRQipcfpGlRqJYeNxcS+hWjxnL5qLOzvbpIgiJWjW7YD3nS3ztvtf/9MSUJ5C5WfB7uP5KwGyXcLIqA3V0fMPe3uhH7tggS1FrUsNQW1eUXFrYXqlw7x7DI9OXPD3dur63X1Heqvb1JaNdXY/21tebB3K5ulQ50bWttram5rBMxDs4l3W7VpeemlAUIOZUzFHkbEYJDV0InyeLZyFc+brFoRs3tlLz8+Ns2+PppaWXACB8ZrvY3/zgXzz733/chpXJk35P0++VOh51XVvhhc//cwBPyOITPEERHEMit19XzlCt4PXZOA5WqkcmzqJvPKwM3qg7iZsja9O89nL9teXahh+wYtW/n78vSm3Fbu1/LeAqk3rpACQsAPW7kDxGrZZ7BfsINJKyyLEI89FukftnSRbg9tUXuWzQDRYAyKXasDLV65RVbN/ZRKCWGT0EFF8YTrbKs1AnN9KChwD24ORqmNQ3GOGlOktwHLtB1gK5/NBfgSgCb27Ivir8z74wlbn72k3v1WsZ99CFzfSr354olc8rAsGc5/L49CPhldbDr9Y06RXMWj0J5Z7WFku6eE2YscrOuR39i5C5M5NJCTi0jnKRRQCwsz0I9GRI4SsAQHDGoAog2HJyDLaciNLZnXH2d2s2cFJa2zMk9cIJoeItvh9yGY/cXDp9T9kmceywH4zCopCPzVUcoxm+tqmqZBEAcrEsgnmjYmYGb7w6haOl8teo/eIUyLyJUmlrQmUI1Qs+5gWJyBRSe/lj7c+2o/vK4sm2Tu70Praz/YgtAiQcaMEsXME1GPHKJWVO2tQSxIUlTxgigVxkA0Z8vESJJ8DOWlAq8rOrNH4HPDg+yd/6bE2R7RO4vCCqsbautDTuHJhnR/HLw6hOzSFW7KNC2WTrwANE1muSSxaAnQCbZsF4YO9vD1IglOV0sqYyRpyMd6a/+s1Ofuk9U76ms5LUeosHA2w51fdxu6U6ODJtr8zfEqHmCHV2R5297UuQHFWuTBhyb2eYE9GSC3HK8MiKjISbZOSgJkk/0qmmmx9992wkDRw9XLeZuZdtG6QoJgCLVNVOulz64uJib/b+/acAwBkeXhnu7ZX27m5N87r43MKA990vzHsdR+V0Kj9YVMi7Pgt/cv/mhQ+8b+FoY09NPVwqehaym5uXglevzprhcIjt0qfW1dGx678y8Y/ownsP+WDuv4A0f4j6n/4/yjYqlBJFZt+ZeEIWn6A+NOqOWQuEqHtAzec9va1ocHL5Brvpbw+BFEb1AsTVwbIVPVceQJarTUYAiWtAwykTQIMRm4boRjXye3bTbLqbOvofAAA79gii+8UzoL7hI+3a6BZADKEokM59EItj/ivyUeWT5DUBgrCXtvxyea5QXqmqb/zedIwehiIJVcxwpHEFQtvJn8FKhLvOLgklAyNenay4mhageRvL7SSlrhuNmRS4msIAuSEtNxzTfTLZLrFxlcbfFuG79/rNGWaWdjLZ47v97ANjefGCk4iXnUDJdMqrP5y/MTAwvDTrdktb16tHjuoYm1vf++IKbT+8arvcSW2kP056snRfPME9eLU+WLnCz2N7V9DaEYE0S19zV/Mh3E1caY4svMqVlp//ubnkH/5Rmzk7VdOKiP/pa0tkpguIAEcPa4/aUIWxIr1/E4GuSeRi1+CYxxLPtgy8zQkonhxUrwXNbULzSZC4n29ceioSRdWtQ+GbRQsCQpVoujgFloLYvgkAnIhM4WDuLMEAwo8G0NGfhDRKS0ZZKjATtyHULNytM2AJCFWDflRoBKP4IlC0DTALgP2c2jUAaFC9mwAkzHQvpFF+EdSIX2RXs0NUuY4oBXy3ONAmkY7UrhA5XLvCLT0zaGnzwE6O0plHUiKwS9C7CLYCAKz4LOub3+5HMtIGAGxfDKf3M1OkKrY0LY2EkIF3+xSlqWsaeZWGzOfFg8/kHROYCOJY5cGkgCAcS9Fl+NuF0s1sWlDPwCank3XVX82+evey50eeSwozdXzdqO70CmmXYUn+oK50dEdIc4XhOB57ee4WAMhErE2oWlq0dR7ZW2tPqQNDs7AMR+kdnCe3R4dQ2u3NlUHYNtTL1yftRw+vwzLrms8pR7vX9aTrfvzu3SKJqxoMYsXrRfbotMRodH19xOzs3Bu7di1hz83VVPaImRXPjduL5uLsJScaqbl8FOdyAhvLV/tGL6/Z73//P9z5/Bc+ldvaOlm4MMPhkBkOlw10CLfbaX/ve//xxG/+5joAUOfVTwP4dKU2yddWWy3SdwCekMUnqBONmFXWCKqx6HHBPg1O9rj+Gh3HOza4W7X8tTObWtltWJnYaXSOwII0kKA3VgfuGI7ZBdY7yua1gQAK1p2QX3iIBq4LiSpEpxzquJbpWB+nY/loX8+FMErkI4hQKCVE7nRCev4snebsnUJTi4pFOfNzw8qFH9okmGULAleFtDSAdoDi2pvFIFQ9f3Xch/nta2SXmj9DhAZD51Rfbk5mR4GZOI6gEiBUya6WpPnZPyEQOUTCPpbySk7F3lhkt16I0qeXLZP1hws3lda2qLm6MsFmGQOWc5C7W2PNfX25/USictFvAMRck5S36dmnNzqGvZ1k5DywDI+1sn2ojo49JBf1ILkfgivgkJHKk4JQyy5ZyTtFBzHTPqD3IXCWLArA0xKH4knB3RQnNqs6Fip+7ZrvIz8yVwtZ9L/0viVXE/ecz/5i0whU27cmsATSB7foqZ94iHy5GQLRJaKzhjhiMW/d7dwA8mp7vvjSNFa/XppoNfc9BBslynFIAaG4SMprAIOT0SnszxZv55h+6OZ9uFA5/0zaPhjR/Pl2t0xC8ebg5Lxwt8yDHR12bhRmtvgYdrayzFIL7ILUfWh+CdhPV1srZYh9ZBM1Ef88BCAdgcj2hH2YmeFEZBMuVxLMDMMIcSw8hKbWTdJcOhzHz9l0M3Lp03vOtk3zYWFOL18ffAA7Undk0ebmBbOpZ5oem1YRyD/UQ2rAm+WOlllmVsFQmFlhySqkVFlCA7PKzBrruksauqY2tSRIE6lcNnAkkzkvMzMnU5JMUWiGcuYdojUFiSzLZsd22GbJjsOObkpleORefot8p0Ag8vi89vL8ZdhW0dgmI4dDcHtM7eqNaWv23g0AcLKZE9Mg0dIWVQZHtqyl2bqJIgA4ofbo/pe/VpI4C4/H1FPFPgXpw8OemXTabJuYWO+Nx4P21lbZRcWOZ25v+KLbo7mDNeF/+rk/UJ994S/05YcftSNHH3bisbKLa+6LI3/lm7j1vwefe3G57Ud//NHaZz7jxue/8LP1/LaWZ5/9357/3Of+Yz37gJT6Axzfp3hCFp+gPtTjvFYvhNKIucnbG1lsNI+vHrKY2dtHcq0w4Z8EcOG9C7Bz5km+Z0FE7bG3BqMwV5Mfv5Qe/5sgVAE7PAqUIYv5ydAbLWFS/32iqgxXaA7SflwS4uyxuMQx85+Hmgt/R89wCuHtIMpITU5QYsFAjF1fUYb6M0CdRYxLkePIfsh6dTKtvfTSNumHFWt5VYSjR6Go1UmP0CKQZuXtar0PyW1A8y1AUWq6jjISB/TDOQiVoAgFQhVQBJGiKBCKAkURpLnc5NOKZbJ5yXPt4LP1yhiQloCtCyQioeNP/npQYs0iPTi6BABuy2oTXp/hRCM150ABgNrcoocfLFcligBAqEwWvaMj0a4Xr2+4OTVGxpnanZlkpz15N7+C39SWEB2BR6pyTE5IFP8odzCOtv5VeJs94JY5qB4DgIRQO4jtIQDNIFagBGZgp4sJo+JbBJhBpLBjX7A21k++Eu1dGRHw6/b66umE0uu3g+97ftEdMPrJzBVPGJnqcFCucjurHkCoo0Tlxnl5BUwFZjjUMjTIneMrOJwvkGo70h/htK2oZ2OC7rYjGJF2NF+aJHauAAAb5gr258vXPkwdXkZ7fwJsNFXu/DHMxARcTdtwNSfB9gCM8pPsstCCKSjaIxiJy2CnF2Yc8PdMweWvrDJIJ3ch7cpkMdCaRKj9AE1tBslUL0tt3dmPu+X9VyZK5iPHwoPlnmlpO7nznyW/OXWp5b1jEbKydSkdCGiKvPytAufk0N//+APtaPuZcjsU2J81hSzytGxxdG8QQDPv5ILJmFiPvD590dzbL2smBADNLzx/z5sNFy/KnIPSN7Rlb68PwC4/ZGoXxhas2Xslr5OMRVplLNKq9A0tOHFxAZlUXeU1NlePNuxUqiQRFy6XbedyJccgK5t17c/MDLfcuTOpVSCL/oA3zDFrCAAyd1/7+97x6+6un/7UPyAiT/QL//5vmVubH7OPwh9wUslC6bqU6eH/9be/CAD3f/qnbx5+5SufyW1t1VZPFEBgbOwbl3/5l3+11u0BgOObIbBd50Th+xdPyOIT1IkaHBwbhWgosthgYw1PKRtrkKGwmVk7ISgEPi1Cf+7/jlk84DJAzf0XiFB/7aQSkPtJHY5e5vmnvLzpDaGB06S5ASN2vZboKcNzRNDbAUAEPPdlR29KGxs54GwuLfTwLZP7ctjfqDjJJqKi6b0y0BUXSL4p7pgAIFq70sIbGmNf20Owk0Nsqb58HgCwDYsPVrfhCR1Ra3fB/mzLHezNZ+BtMam9rxaDm9LXVQ1kYadP83I0TxpmrOa+Oq+/osq1hxVfztQ58Mj9yb9XgizWlrDEUub44LUYrBJui47l0f7237l/5jFiMCO7nVV3fucPvQDQ/eI1xWOGCwxgsodpOrq7VCAlOn/nWqlsCLYDcruk4lKzIGAv1K6vLa64j7cnEJiEICsLsLuNVZ+X2scuy8VvvHzl4tXRhXaPUIXfH5e5bO3F4wHA5Uo6pln2mb/+/PMzSi5nMEAZLaRwp7rF+YUkACB3V4cyNN5haz6XqjmpK6QfVo64JCJNGL0qEehcBbMLzd0qjD2cjpcE+NsjCPQQQV4B8SmpOis5lVYvpNMM1T8HRx8BO24o3l0oriTMxJnIhGD/e19o9T791Jz15c97+WCjg2yjFc9f32DS4pYOt9rdZbgDxgUycyUn3BQMbPIRyhe0BwCXG2L0xjzM+HjFocnWAVAU4ArHYz9ImQQ7EwAUIjRj4GkP+9pmsP7NCQBwbHc0+gd/6mU9e937nvdNiZBP+p4dm6BAdxT+jh2wHANLD+eyC9h+cLFUncITOKYfkmZAqK22nKc9TO03AFAvETczsAV2MpDShKPbbMQ8YFageLKILV+D1AvfN6o/BTvrh+UUPv+Z/Zts+nfg686RQOkcZn+wGxduP4LqJEjwADMdwHF0SKjQNICkm5zsRTjmKPS9/D5aU9S5+826jY4AlKxF6BwehHJHY3O+pvpKHllZI5dfKD19KxzeX+3vHw/VZKpFrZ1zvL1ycs5IzzY3eXEr8DdfWFz+4y+FoJcX65jRhOat4c3u7GwMaKPXpq3luZJjvXr15qS1UMGR9/Q4V9XhsTk7k6qZUNlNneHDL3250va2omlwrNJEVigK9iKRzuFQSMpksuRijDsU8J69oLn52R8/+N3favVcGv291o994k9bf+Tjf3T4+7/blfjaVz5u7e/9Levw4AeEPxDVurrnHu+T3dz8aG5rqzTBLwFXW9t+1w//8E91f+hD9SlcUvu34Qreq2uf72M8IYtPUB+YG3fIrIbGyGJjkUVulC02KMNli3n/O5WNJN5OkFLh9xOg+W2QOL7erEBKwnF5xAIL/HJHaGlXMDiWABFDEUz53JF8/kj+/5Ly/waIHBAxQs0EoKpkkw9Sc9h87QoHWtcQao1RTietv+sRjIxfZA/yL0pRgyKvpTNHwC40jcmdT1Eij8cD5w3lap6Art7ZVJ96xgYAYusyAHDr1W3o8QyyB5drzh+UrCG11w8j1cQtXSfqZGZiKG4VemIUoKWySlUtuAIpbUh9BN5OB+7mB5C2B4orB6G5QMJF7IywtKeQWH28Il3fc+VUmOw+Rjlpcq1SHpY5WJmSNRMJtot8uH1K9QhmUoQ3/sW/Enb4sA0ArFujs55zvbTCUU7fm6ybwO+29N1de/1+2SiL5vXCf2l0y85mnaQUvnuH6XSrGkigO7B7ftuwJV2mYbhGB3ttjyY86VgisxtPW3pO10TSEe1XruwfPzdMeFybFExE8FpWwJiamgCAogMDCIyObF+d8PdRLlE8bvkCjujq2wTBAqCAWbCEqnQ0qcSJfG1PY7cfwd5JSLsF4Cykw0gdtsETcjjYvkSwK+RySR/szDWovkVIR8AxBuHkCq4fQRIIPYrf3WMdbVtkZPMPYjw8RMCQCwDWduFcvnZfRWkpphJSLkqvX4dje2CWeHaDzYbrfS+uUHOviqPF4u/Pg8olwJ7pNju3jkllKwAQkYfaL05wU88ML315KPOXUxucyUdgcl//6k2oGlzXntnQWoyLJPLzLmb8/+y9eXAk2X0e+L2XmXVXoapw30AD3Q30BfTcM+SQ4jEiRyRF6gzakkIb4modXttry0HvOhRraW2tQ1aYoaC8K4XW2g3KOri0pKUpUrxEcmY4MxzO0QfQB9DduO8CCnVfWZn53m//KFwF1JFV0zOWLHyMJqaAzJcvszJfvu/9vt/3sxCZDULaKHmR2g6gtcOEKNZ1xWVtl/OM4cwRSUk/mAIoCqBoYI5D5b3UY1vIbZY7mEoL4OoOhDgWISTAzPYis5ynlpFNBlHhWZSdrMXzAMJyIhtpZ8Dh4lC1q2rlziiPvWcahYzFOGNSt9xy7q4tSTsJWbHV3EuvXFQ/9eN3WWQpDMZMcGaCcwnGLfCSRJ2VPpfq/jJOxYSlHFcHqD6vSYqqMylqUjnWd3aWNhcqjiNKents4Kc/enP1T75SdaHGiMcGaDAMVoVoHYW1vjysjV6YNudnysYfdXxy2pq1P5ZZqwsX1bMX7llzM7byMbMFsS3y1Q3U9I2NwORTT01df/31E33wd3WZVwYGFqydnRbX2NjdxJtvnlj46H/+uXsyutXjmXjkZmHu/gTlcxwAiksLHy0uLXw0e+2NVOQ//PuX1Lb27wSe/cA3u/7Hf/b70T/5Qr/r3NiO/4mnDx78937rW79x51/+y2/EXnvtKSMWe1Lkco/rW1tj0jjGBTmHf2zs6+Enn/xXE5///Ik0krrQ3J2s8+JLDe/3txSnZPEUDeIdJIuMN0H83uXIYgNmKsf2e7eNeGqjVjSHLECPOXDg4bJXBYQcM4itnYXiiMLTEoFlqNCcFhyuFpA5BO7YgZXrBndY6tiwUEfC9mRT++CaLB2nzppBJi4hLQXpnWGkd4YrfyH1K2zTzBtDAMBGLmxpI6HShEmkHk6OW1tP2vGh502mUFmRaUZmH1yBDNzBDFnGAgpxBSV3liCM5JmyNjT/CkhymJnSBTGyfmw9mCF/hwGuKEhFGDJbpYR9VsNAQZpFCP0iGBeMyUkoKqDsD/3i4Hoz1TlAqhuwikCDZJFkHQMeACwQkPLVr+2glFMoUSoVIcFVPzi/B64IMEXi3KTFVHmkDMUBydRQy4HzCFJT2/fWPvf7wyIRP5iIp5ciKHid1470GuRubiDgvPYwYBYKuPOlL/W3jo0tLb/wwnk7KdIbU9PofvTRu1vXr9t2m+5/5JGak5zs3HzfG19137/6yclOp8iW5IhtHXFtoCcCMz/IjNzJBSyrGC+T12U2T05AGdthsOxFuohMyGLNbQmMYJlViRAl0x4KKWAVxgamp4PaM+9fwO5SF/k7Z1nQ7zJffPk8XK6sMn5hVQkqo0zkLpJl3Yf0TINASMc1aFoRmoPg8fqYSJccIT3hBIjM2ooVlgLjq3uRxfK/aO7LVviJeX36T8ojMJaJxG/++qDrPe+fbvn5n5ogYjpSOzMwsvZq4Zn5QXBnpi5Z5JoEYM+5UxRvI7d58nuRRT+coQWIYmU5qbQ8SC6A/L23mKIdRLiICNhdnUFq/TIYl/B3Hzq71oLlnFYy8wdEiisc1tjErLw3XZcwklXdQSnzymv9/nN9W0hsVXT7LHsiGYe3a3Qu8NQTkfTrbx6cd/IHr/VAPr7QeS4YYHquMlHytuQpsdMKWX3IdHl4TcdfK7oTxKOX17C13F9rOwCgQs5v7Wz2sVCbToldFwBoFyanzdlp26VCAABSQKwtDSiDI/NiZaFmZJcFgshs6zUX9ZjLRV7O5aMXLtzklqVSTw+lczlXKJUic3t7MPPmmyXZtWUVg489tpS8fn3Y3d2d7n9kbNVS3YT5u5csvcCsne2Q1t23pp0dy+enrx98dyKZaBHJxCeLy4ufzN+elrE//+JbSkvwO74nnv6P/ieeLiufdunf/bvrAK4D+F0AePC5z43ufOc7z+iRyBNWNvsEY0wNXr36G0/++Z9/Bc1OBlkThox/i3FKFk/RGJolS3bQHFl8l0lYs2T5v1omVWXUjcjuubgc7bZgJixdg6X3oJguX1VWHALC6IbTF4Vl+DH0tApnYBaW3gY90QZYD+++sWWe09B90XjfvO1r8LbF4QtZMIsM1qofc7OAUQScbun89C9FmUKVa96R8Jdqu2m9MBJ7ExBOcIZnACII0weuxqA6NeS3L4N7DstAZSIXkIlUOINj58u0LLh6HwAD46Wpfz1psTRDLDAgAWYSeBo5VaAYqxjJOwHLRmQRwkA2Wd/dbnBwHWax+RxPACJvkMzny57VzI2bJ0iY48zo7Wbat1MZxt/bu+lpbU3FGvBfYrVIf6Xty7OmKiIxffv85qXBG8ND2iMIhLNaX3uG5XYvVN1BqVFQbx/FrCRvi2Cs/vEB1D0nmcxvwDKqfucU3RiTrZPT4AwcuVFmZkuT7/DAHDgrsMi9C7AMlXHeAb8r43juAzuwchqzChMH+V25OLAyc3JCzTiore8OQqEw739imzFW7rZKBBj6NvK7UcpFdQiTs56JAaadDDaRFJT6j79jwShWlDYUp28Oi09+fJNnV2NIbz4Cd3gZXE1CT41DFCtHGL3tMwiEQzAy3XVHqsDgA8ZYzUgRES1RdqOAxL1yoqh40lAd54496wAAIABJREFUiyAIcEft8ZMsDzLr4xQcWWaQQyTZNuIbEcSXS9eXJEcmMoFA7xTSG1WjXaT417H2oLy/JKEo6RH+yONT1p3bV2DoVd+5RjJdtZ6HjO0GUm8mAy3PTC4iunam2nYAQN6WneUvv9hjrK6cIHXJH7414gx96E7Ij4pkkQXb79PGfHV5N1ewOxupOz4WU9moC6hLFgGA0slWFgjG1JGxGbi93Lx7Y7IRn7eDdvSCR1c8BZUxnEzKALLezgepaDq7+cIPJ81E7bSEwPh4LPnaa4eLHw8ewMUYCsfbtazW9jbvUsdz77knMymfee/uiXHZ3FrvNyMbcJ0bu0uWFSouzpe9h6ioc2N99Umsrz5p7UY/BSE+KfWCA0Q9/mc/8Ero+U+UhWjPffaz8+c++9l5AH9k47LYA1dPyeIpTlEd72DOotKMDLWCAYMtvMuRxb95bLEZW9Xq5yCM0n1RzO69UIVgmnMcmhPE+DIK20NNHK8yeH2y6Hj+R5MQegplgmOJwyjVgRsQoHpMbNyxf3x/zy1ktq6gpTvGNO1RaBocFy+ALlzaELN3Y7y7TzKF6suB6Kivo2QQhgNkeSD0HgCDh3+1w42PPQdcTUMU6homnOyT4ACcDDhLjM/AGdyGZQxA1DGLEHUMkTgHD/gsZDM1NwMAMPa230vhZ/rH1d/6N0srv/qvB2Q+99DHLDsrRr2PP25EZ2dP5lfWAFNqycMrbF+KttaFkdUloEEdGnzACtHa0SzGtLq33O78BIK9ESiw43xZd+GGObijVmQGUkLMlGS/7H0fuc2MlBuqI4fdpfKyFPnUABZTgOZMY+jCNlDoAABiCrCxXNk1lSQQXb2E2AYkD0aVy8fSStNbszT3nXEAB3+g+GKeWkdvsI6xDubyH5Dc9B//4S1rrgIh3d/PsgJs507swPinEB8CAITO3Edi8TxCZ7agakUADJI4axuJQ3NISi05ILLVmi2BKRKmXiBhJpmiVTW1ISOdQC7C4Wi5tnf+KkBOCH0QxfyejF/LgjmLoCoEFgBIaEjO95OOOaTWzwJ07MIRkN6YhLdzHbntCgsBHIhsOmAVT+SWM2E6WG5rUrs0PmPeXxxCLnUiWkrhvg3xYKr28yUsSFLTXFElRPX6rIU8WzdWV6o+F9FXro0Hf/a9UZZNlBPG9t4N2lmtmfdHvvBK/JW/rElWAaCYSLtdDVQ2pnSyFeH2iDV766Jtosg5jj5nOyw0tfA7X5gY+eRHpjsoVirhoigwQ71ryTx2F7705QkyDJumaBVcrSv0y9PdERerSxfqOkITQX9w7yJzuU33pYkbxvbWORHdOfEMm9tblxLf+9bXuaqljZWlJ4prK/8i9PwnPmerz02A1q8NUXL5w6ylz8bL7L8dnJLFUzSKd1CGqjQeJWy2dAZrmi02ef7vau3v+mimTEmzcAbSKGw/vPZsLBAwWWiD1G25SIJ4hVDdETiDu1C1bYCbEIYXmc2S9IqXO4UyJnvVC+P2Zax0zJzBylaTAtmMpDJAcc8ApIJr4nh+WMMgQ6KYugqupeEIlsxBqkHKmqSFDZ7b5tmIvXwazh0PY2nF3eMNkGm8M4tbrI4OFcC9r3xlSHW5RNcjjyxEbtyoHGU+BpLSdoF6AOA2IosAELw8wrTJrvsw0vULtyuKA3bWzNm+SXFd1CeLChxw+3IoZOueP8tsdiGfqJo7BQAwiwHsbO1QW/sCk5kRMM896Ku1iYUUwNqdfjnyyAYi07usddQJf+cgFbMnE8mE4cHOzCMUm09j7GNrzB3oz7/84u3C975WUwrofd/T95mVPSmLTG904/yP3WG+tguMsaPvmFKkyTkpQOIuZdY0pBbOQfNvABAAS4AxE0QMstiH3PpVgpxGeDwIgGCk5yi7lYEsanAELAhDwip4aj7LACBNH5yt05COUUhLQFQ2F4JkHPnd7tr3Ae0AOEEWyRlaRW65Zo46y0UvaGNnb5vXr52Qy+q7uTikqDveZl59fTLw9NVpltis+t3ktpI1UyZkJqWsvHBX7XrPlRtOnju/7ybMmJIms44DtZELOQcGUsXV1ZrHyN+/N+798AfvqjvLtk1nRGy7Rz1z9o41N1NRum51DGwv31zYyu3sdgvD9EFKzlRFd3i90dCVS5nVr3xtkgyDLfyXb05s9vVtaz5PwkhnQ4XVV/oB9Lc+++xU7JVX7OZB1jSI8Z0/v6N4PInQcK9O95K235OkFzT9weyE78lnbouePmd++sa40tYutY6uJGNIEaHAVdXI37r5BHO6LNgqM9UY5Ny3ryC789/BMt4PMzcJrunkaf3w37BZ3TuKU7J4isbwzhrc1JhU7OXNHRx97z8Urck6i02yN8Z4U8SvadfWdwrvnnyXMbpC4fEl5CJOFBN1CIydr7POAgFXAVAjJOGwPcVZgLtlDkQWGHdDWCaKqQsoWhXcEVnDRISg7CK/vQmAgaQ9Z1s7Zky53QsUb1lh4a4LAAEnHeVrNM9i0NMRiLy6RzpLRkRmoZTHKc0ArFwPFHcSokLpAgD1CsLzoH8L+aw9J1DOtfrCxdoo7upbqesbWTLNhhwR7YLZXGyydF0hKVN22yVZ2bCjaj+IbL3DVVWC5eMVc7dOgHO78Q2774K625Eh8ygWuuttB66CkbBXVzEVGYXDcRM+DuTyBYhqdWWPIBcP073v3WAy/QjFF1Ea66m6y7AwArT6+rqpnFlM/+HvnasVHVUHB2OeS52dkBVMeEQxgNwOmL+9Yh8ZYwqYehEtZ5JoGdmk9RdaIC0fKhmC5TYnSE9EAemGKB4S5EIUUNxrAFWVbpahGJsAGOAIXIMoVHCIdmSQz67DzNfOLZTWiXGysCnvat1cg6c9IbNGjEzLJKdL4cLkUBgHYwo4UxjnHMxL6BhKk6F7WDGrgggU6soY33/DXs4sACnIrDVYu8K+us+ovrQcWl5aDvmffGKr/cLwnGOgW6V7b5aRNPKFs1Or+uKVDnFBsUqRsyKcrOvZifmVP12tHdEnQvytG93tk2MJltipWQ6GFAWrzva7qpC8e2vjvGPo7M2CQf701m42s5MQ+UTaVUxluvSNNzpJiOPjrrvAeUgJhhZksagAAFkW8svLnTgSPQeA2A9+MOkZHV3S/P5EcXd3UN8re+Hs6zO4qorC8vLBgiyr42qt+Hwidf36eY1jJdzds2quLNWNtu7Dc+XqTOaVlyahKNC6exMinWzRZ26HsZ/DzhicwyPf9V597H8d/K3fecNuu3XAIt/85vnOic5uFFKfAdgq3MH/gLaz91nr2SkW6H57taj/luGULJ6iIVAx7UR2awPlsbk9JkR7jO7gH058porbAlzh7MyVQQxfyB+jVeW1BPd/t39sZ4ADrJZ95fFJXUl/yDQHNK/9GfX+zqalYOZOtUGCVSU77f2c9TRUYu2dRYO5USU0kRSxfzgyh8nTkYQzcBfpFdsrp5Ubq0MWVUdd8lIG7szA054BV5wwcwLZnfolKAAgsaZS1nUDmldj4U6bExdmoJi01/4B6lz24MAupFBgGW3Hrd8rtkZMQnGU7mHGdeS2t1HYqf2dSDMIRV2Fq3UVwvQDlCY4yHrpRVAu56ZsqmaEQCwvD/O+UJYZ+doTfcaBOvUC64EkR+TPXk4lv/71ui5/zOXl6tnxzOEote/otF+ZG3ufD3chkggEu12h7ZhpZLNaIRaDrFHT09J1++VuqK4TZ3n/60R0D5ttKHHSJllk1ce7ss2U+g6ebi3MOvo3KbJcOyrQ0ipgFOwpBgDA0D3EWgjSJsEsr1MLO+dHxVwo8X/9hgKjhmQTgPuxSytMFqsSBuZtr2vdz0BBgkzuEcXqEIWTkVfVV4TmjqEQtZUXVwIBjFV+Hk1zDrk6kmYAZOmDltWyIiI7Gf3esiXzBbe1tHgRigoICyAKAYDSN3RDrC9Xaq+0wKhq0Mau3LGW58bBYi7eEsqDKwVwXgRnOhizwBUDjAnGmGBcAQItDEUdZp4glNbrUBTGOFNK/1M0xpnKmHAXZrdsEWj/5NUlv1O6CzeuTRbuOC3HyOhNCIuEXvQwIhLR2OArf/Hy2Orkxdn+M91ybXXXuX7rtY5P/dJPAgC0nr60GgpFwZguTbNAxaKHKYrFFEWQJRxMU4s54VQ9XYMpHlkZqtSHnZaeuVdfu8137r1yEQC87e2pUE+Xs6clZOgvv2wvCiglpGnWf0dKifz8/DCA4bYf+ZG7isORhKJY+ubmMAAEJiammKpKxeXyS13PBR9//EHyrbcqRvDNeNynhcP67vWbg7uqit73PXPPywzVXFmqaa6j9fbv6AtzpfeTEDC3Nk4QaefwyK2Oz/zDn2r72Z9723UPb/3Kr0zokcin1UCAnO3t/7nr+f/9RdbzyItvt92/7Tgli6doDLJYhJl76GF+kEZMGsyGF8Kx/kgBUANK/xKYNIpk5uxPOg52VEzojRWyBQDoOVHJyJGKfA6WWbtWA1c5nJpAfImjdIGOFKjfq/JWHu1khy6me/C0tUHRPBDFLMA5qInI4tuUBjKIIBQtSK72CPRopVwne0eoRRbb+iLoHt4GCXvOcIrnHqLrPSimahZNrohctERGHL4cwnbL5zVxEWvt4uvWWddoCCT2TWxqNyWsW9CTDhjJfSLlgU2HUYjCAABBijsHI+81X3vNQQuzdUudsNHLu0qLf5tla+f2AAAUDbZKCdQ6HpdQW4K2SNRGNm/94IVX7UVayo7BL3FVheJwoPvRR+9vvPFGWdTO4fPlOy5dWraKRVOapm1pqZQ2CrqVw9Z52ldSMACwNy7aFUvIYs0oSaktTpRL1b9OXl8awkZ7+8gl++Hw3IdRaEDe2+CimKQiFXJD9TZTWzxUVZHr79mBr91WCQMI0/6EmDsLaBm6B8ZDjMQAGB+Gpy1OUOJIPBiArFDT9ziKyStwtU1D3z0cU4kAWVtZoUfkXXNlq1icW+yTuzuDJzY4Xli+nmrJMmFFI92wzCLpBQ+V7v2azq/q4Ohda2X+Yq2Ql9U+eDP+/ddq1x8F0PHR56aV2MY4pfbMi4yiaszeLdtP7xqKFuLx9nsvvHL53guHv1+5vbTS1Te4bMWi3VIIl8xmOimXrUj49fuzyIdbtzsuDutIJw7mGsQYrhX90zf+8MsTdCSCnYtGW3LRaEvPo4+uVWqvIhiDLBYbkrwX1tcduYWFMjl9enqvpuP+IiXnCD/99HT8hz8se/86e3qSsljMmPF4aaHCsrDxwstj4Bzdzz79wK8SmauL5ys9eiIR92o9vWsiET95D+2huDh/Jf3CX3+87Wd/7ouNnNNR/PAnfuI5xtintZaWV/v//t//t92f+ESdJOG/Wzgli6doEE3mCNZv12wyovBuG8c0WdexSn3G+Rk/srH6eURDl6exu3i5+dCegpK7qQyAqwKdZ7aabeptw9O2C8gC9FhzdSdrSXpbWqPMIyds3RWKexnbS+cgqxsf2ALRnjR5/6A1muNKE8eqcDL9T91lvvYivG0jyK26bD8FRkYcIYqNQxSGoYanxfKqzrsGdXT0zUBKBiEUkoJDCMZaO3T17DnI3ThjoZBgbuc4Xf+eCjuvXsVhAFqGTCsNrmjgZl+1tQGCgxgMBgBSZ5vWq68nAGJwBx2Uy9gqH9CsFpukhDAMCMOAtKwTzbiCQXPr5s0LothYzU7WQJcUTQPl8zbJos0bRHMComDr2sG2DLV+jjFlcjHk0nUdcJmi5AHYJ4uW4UF0eQzeULT+xvsHsb1laXMrMxT41PPT6T/7y5oLVMZa3KtdrKziZt2XNxlj9qJCQrcXfeYuHcGhFUbW1YNyRCRbQACDGabgmQfIrHXCzNUvcaTHL8MZnkcxPgpigKVMI7Vadr7kCMZRtDayd9csubOL4r37YzBOmtdUA1H91AHa3mhVh89ft5bu1zfvUlTIdLJ2FFXVpDBNjXs8FH7myWmHz6ts/tW3LuOIUkBtbdM7nrw6RxuLdRcgUzk9AZx0Tb3x2luXzoydXXKEexZuX5sae/a9j0/5FmarRmVFPNbJ2t6zRelEN1Aiim/kPdNT3/hW1T4YUubr9W8fLZOTt1I3bzakcOFOZ3XZ5f74IiUKGxtlpE7r6CioLtdubnHxZARRSmx9/wfntgB0vffpeV8+HpaFXMg5cu4lxe3+K2kYQZnNTGrtHR3F+QdVySJzuYXv6fe+3Mj5HMXsv/k3HyTL+kj7hz/82dF/+k8Tzbbz3zJOyeIpGsU7Q84YF01O3d5dN9Rm55dcVUjxpcGYCikZOBMQZIFsEuSNuWHqPzvDKFPbmKAajtYnK+WQvMNJlNWbZ2ReIlfoWmWyaON74c064B6DIag5osiB8OAGCARGEq4WBq50lMuyj0imj0qy98tYNIJKUSFhepk3fBGQIG9/EWBJ6LEcABWQKkAKCApAKkAqJKmA0MCU5r937iwiNLrApXGBX52sS1KU3lKVDLLkXSQj9qTHnhYDr3+7FUAp19DXukahtm34WhwIBgeRz0fE5m5WPpgNUioxyAKhdeXpp01ILmmzZAxBWsRq7/An2n75x1dzeTW5/qdfrjopIjv5oDbhbmvb9XV1LYFIcQYCSnp9vbG6ZwBIStv9UV0uiHT6bUl2TzbqKDDLtsyz/r3EtCRAdeX+lE3lYCOoyhTWXJ6QzdzOZmAVXFO5V16s73a5sNzlmXg6yqwKElFvu12CDjJsuPt6uh7AGWxlZFVdGGJknSP/wCKSC15Io871kRxMKZFUxZVBcqubNH8WplwBcxrYXm1DfrUfJMPuUPsU+duE70LnBgM5ydNRiH3pq2eRz9a+X+z6ITCEmcutk16oqvBRR8dvgyvSmrtb7xkkzecTXU9NrFJ0dVLGNYQ+8vE7ia9/5RL3BaT/yqUVr0Ny2li0lWaQTOUrErZcLKbd/kHsQJ75+rXbFz9ytjsudqNVVR2Rv36hVQm0JJznzm8uF4Q19Rd/VvNcCkDOriRDGkbD7wGmKLYWKdieK6oSCAj/+fO38ysrvRWJ4jFEXv3haHji0ooW7o0pbm+LiGz8I6aqG87B4T9gqkIAnqy0H/d4s95HHvvVjl/85fWGTugIxn/t114A8ELdDf8O45QsnqJBvFORxb9hReurgeoXe68I07Dw2rdLUsdQ/00k1urKXsr31wOIRjxoa0g5UgPs4US4ahyg8fbttvyQmjYKNvOYjsEVNFn7YG/Z9ZA2Sy5RE7VEK5FFM3dwcAZyAtQJl42AC9NAhZ2GuwBXOA5v9zaTxYYWK8iiu/TCFy/Wuz5LL2wuFpdW/FC4ZJzFRz7z0RbVjLcgG+tHNrYXHWAAqIV0zwrtlFavKZofsr76F2VtMbOowiy2MwAKDx6cLA2MzBdyRkJtbdU2kwnBOUMqq78tssUVBVxRAgBw9ulHN0I+1QWUSpadGfzYHdpTFNBepnSpIzj6AyBiWRPYWdshT1sbmKru13Fhezuy/bqOAZ+PI5MRYIwcHo/isSzp6umh/VxLze/nAb9DlITpJBkY1GCAeVtbpYBj6uCwe5Vj6PhDbTgVbvlJCThLhVYZY6Q4GdZXGEiwPYVEqV/XX+TEsQEwAmMExkv9YFyC8ZJcnCscjATArpUk83trJ2z/H0o/CwZjZy5PIZ+xAHCA7UnpoRzuAAXeYFGqvnmhW3xPcs0Ong4COyiAyfb22fukhLoE9wVzpWfpYCGH753L/jmVPntaHRCu5GE/GAfJ0vEIfD+eSmDCTLKlzLdfGCdFY7yrz4JlKFA0gqYJ7nAK5tAIjAtwJsE59Iwv5m71HpI9xoHwUB5cHQBgls63Emk6MgRIMwju2vsS928mOry23FGEt0Nh0goBjpoMnAGD1HppCZnlMMAFAFFauGUCDAJgEuASDBJcJTLbp7F8x0Iu04pMrA0kL6K1/w5yuwcRPMWIliKk+0sEwlryv/+pW5lvvzBRszyKTVMya/H+sDp87oa19KByZE7TIGM7QzIRqy8vt0yFrz+Y2H8IWDCsp178zljg/R+c8rFsOyW2hylnp1clJFI5Wy8CpqoqWbXl9uQPJuNFbKS+/K0RMCbOP/rozP3r16uOv2urq0Pjg4Nxc2WlblpBfnn5vHtwMF1YWbGdfsGU+rnHAGAkEt7Oj31sOjU11Z586y27TqoAgPj0nUEAcH3gPdf51sYZAGeseOxK6Md/8uPex5/6bHF58Z+IZGJQ6+i8z1zu17XWttc9V66+2Pu//Nr9o12VL3/hE2Tqo8qH/uFvN3L8U1THKVk8RWNotlRF/Xab8z98111GH8b513xj1jw2EdkqCF6/qXe8lkft68T4CIIj12EZDhjpARipylIoR0sEjpZdZNcuHTTZDM+t2MMmnX1VhwmQPfnfUXAty7hmNVE6GQAHWke2IAwnvO0R5u9syAjloCWyH7k6gH/wAVSXn8libdfDSlCVfjb54Sl9+mYbVyyfZsQq6vCKK6tuY2PtIOJCXEme3Gqf59iv9SpFaR9j5Mqt6I2pXiMaHXX19yen19aq1qFrBKrLhdTaWi8ApNbXOz/w6felXOmIPdfRI7ixLm5O/+WNugtInY88ck/evHkQpT2ul3IPDkbPPdZbFrniHm/UHZ1rFzaFmMz5+B2ozgOXRwaAAqFbWLrVoDGTfTBw0E66gGyyZlSTthYhfCFk7qyAdPv+ZK3//Jdn4NTHGYnj+d048TlTbbLNgLEPzjGyzu7v5ezHRceli8DW/XvIRsfg9GfY4KQfAK80RlA+v4K1tw7aZyMfnGKh/smy4ZIpt0Di2LU+/DsPDAwhMHDQb2LKPZDoAeAvnRw5ATYCsCwg6yyIMSC3PgJ3uO77gIgJZLfvYXP+MMKlOg1Q7bxZZmSGnS6VCgODcWt5qTqRsWnWBAAiGT/L3J4CFfIn7xfTBByuOICGc5ER23Z5L4xPp1/9/qT2/mdvOxBryJ8hncnZOofs9raSnhy/70smKhJeUhRsbyZkfnHxYEzw6Lqn/+LFlbW7dyvKMfOxWDjS1zfbtrsbolyu5vcpcjmHY3T0vh6NXqL8cU/BKrBpfGWl096db31rovfHPzbV3/F0hoEU06KsXjCtbKboW3vljXNWMlXz3XvUbVrmsi3pF7/zu+2/8Jn3OweGfr+4stTX+Q/+yQE5lDe+ekV87Td/DyRdIHKB5DAysafgCS4A+Ly8+90A7a78nPL+z/yurfM8RUWcksVTNIh3qj5fk2Tx3c9ZfPvHy6eG4A2tYl+i6AvHsL1QX7KW2RlG66VbQPZhTNqaIEoNEOU6ZJRBhsDYo9CcgNYhydezAFARJI1SLbBiAIpmQHW1oZjS4fDPgiDAuANqrtT30aszAAHzty4g3JNFZtcNzaXAEYxDdSVQTIxA1MwZa64GH+PNEbXMlgLDfn2pA7SetdjAe+YZV/alPM3b6pJsYJGAA+GxGUbmeUA0cK1KX8/WH33lVvaNtxTudPDs1HQXGUV14H/42buiSDI3t2xwh0ZcU8BUhYlMpoxgMV79/lTaunMSbJUY12j5fs1yC8Lt15znL2TSOwnViEZL0lYhtNbh4QwcDkXzeCBNkwnTVIRhKJauK9I0D/IRhWGAaqztcE2ToljkALBy827X791f6vqVX/t7cZaJN/QdCcsmia+W+7wHxiuMo9Tgs15hMYop+jC19a9gd61q3tDbATncgBm1ZxymaoKE/ftRGRjKkp4zpTM0q2C3ORk/AIAAQ09BOzZtim1OIxMpjd/SVKu9Iggsg92FQ+k9dwDB/gp5mmRXpgCAFRiRE6DAib8xtgxCxfp7AECEXZipBKRZN2eewHRkMg+wMFW+YGQVHTAKdaXBTFrMf3VkJVGLLJL98ZgSu37t8mO3zZmblyFO3vLc4001K1XytQVDGSGQuj0z0jbUBmbYzzvOZfO2pT8bmUKo2qoSdzggs8Wy51bk884eIFPNxcbf0Z5/rCsg1OD4UspUsPPaGzWl0anp6cv+8fEZS9e7Cks1vpd9ENnPPxUC61/7xuTAZz65gN2tEQ0lNyK/A+j5yWdjBThXdtbj4WB7IA4irLx190xmbuFgAe/4CGRGtq7sfvE/fZO73TeYy72ZfvWlTa29Y9NzeXKj9Uc/sI75138GxWx5eat8ckT8f7++BkiGQNfv2O37KSrjlCyeojGwJmR09tC018RD7UX9o739fhazrSjisP6b6rSnC2QcUB3K261Bt99a47s0dKkb2Jg4I/PQZU1RS/8AABIEWoORPpiksM7WGOWG1+ByFplXuYqOD6Yh9ACxsTuMkRdGMgzLEbYRdW6SLDazsMEAOllvzNaenjbXEaL49kDSHnHgTgPhc4tMFBqaXCdemZpZ/83PnYUQiijkr+BYSYn8js5iX/v6ZTJr821WI7eTZ5fOcxcAl183uFpTArwzv8Pnvvl9P6Q8OA99c9M7Mjk5PZ/LeSM3b44yzsEVBawkKQXXNOKaJlSXSzBVlYwxAmMWY0yidF9LxpjsuHIlzgDXyssvDwJA59kziZ/5xQ9vsEy06gS9GmyTxXrKDqo0OjQYimcVnJKF4WdBN+XWW6/pt+62Q1UN99mBvMtXmHgoYhOHpwjTsJdypSgWpH2y6P/QUwuqozgBasxsqCIKaQe0w3k1WdYqEkuHBEpajtJiSYXXhFGcQyF+GEmSBiCtXShq+SSXGpGOkBsQ/RWjkSQvAWwHjK+DZCtAB0SfiC2jmDBhJmsTRWJExB7QrVf8iMxXXqRk9t6JCs+NK929WbG1UTnaaTd/fw/G+mpnMsvXuKolg6ODHSQshaUTIUrHFcgm00UAGHk9AWCAO51pZhRt55ICQDFfsF3XtSMczKLamz/csS425k8eO5er2H7vhbHIkyGXLhYeXLIAeFWVhn/sw1NL3/huTRloZnb2gqO9fds1MBDXV1drEka7OYsHsCxIouLxwYdS8VYX0DrgB6BHhwDg8tOjiY0zfbMr3/5+aRYXAAAgAElEQVT+OICKRXmMjbWnADx19HeJr/0XJL/xlcTApz+4qeEYWQQB+WQPus7+W+W5f/RblI07mS/8EAaBv5s4JYunaAiMcfEOsbN3KGJZFc2eRnP71dyL2cudIwkkdiQFg2sQmX4gMA0VPiYyI9V2MdJ8Kf/Du6n93KeDP2hzHFJslg6/n4RDJ6MKR+QgztEzwj1oc8goZiRRcRaHZi98r6X9z6XflT7v/QQ7klPED/6uessnhlJvZcNDHKAWkAmIQgAAGBUuHRGvlLxdaqFZ04sGI4vEtDvQE26Y+arfU+3j1baobwh2yaKi5Zg0TzgJlkpvxB0AJMDkXokWAhjBEYD7/NnQ8G/8s9vSNOXuV7/fmX7plbI2Ei++PFCPKIJzMIj6/WRc1s0V5aio+i7euTPBBgdXAJScTaUsydf2Wkbp3Vjz/nAFg9vh0VHWeeXKHT2VslwBP/viF77bSlJu/vgvPGd0id2huuewB1EhOlIJGU0z/FeuzMlbtypO8jsfvbyLY9I5mUn6c+6uu1pHh+nIr9bPIapGVYQRKN6bC4itUr5odm0FeO79t92erO3i6FWhqEVIYYssMsUhG1HyKwGHWkoHfJvgKsFxLPiZiu5AWoflY4SpUD5zF5rTxzT1kJxBmUEyUi59DvRvgikVyAhzgPFrx74IDpIjAFWS6yuoWkKFOkCiA4zfBB2SRRhxDjNlI6KoLNGLXzwLs1D9eSTYInnMMlxad8dSNbLI3B7bumIKhJOx2eWiub3VD6A/P3MXAMB9PksNt26ERrzNSGdK/dBKoWPucKQAVCrxVBGyo1fPbF2z5dR78ekn5kKLMxUX4pRwm7V2b8Vpxk+qE/SNje6Ln/hEYmduzmMUCg4jk2Ej42fnzuYTbWJ767CvlsXUeGRQ6+iQnv7+bSZlSbF++H5nsmSmxQCQs6OjIHXdZezsVCXH0jAadglVIDtsTZhymVDvUHdyq72djGj0wBSO+wNw9vUWVL9XV1zOPHdpuup2GIrLYSleh+UfaNVUrp9l+bXKBmodZz6vPPeP/5W89/IvMH/bK/CFlxs9h1OUcEoWT9EYuPI3TYb6LqPZwvQ1lt8tvfYLxuk34AncBgAIYsjquzDMIhK3J9B37matjBGZKeSM2ZmGksxr4KZ7sGK93ZOwcgpEvvEct0rg2sqJ35FR56V8tJRFlb9Ls7n5BGM2ZWJ7IKuIfKThaNORAz48sljRPKMCzGwIjGVPXEIzZ8JIV44wFBNwOjg5zwT7AUC/OHrrOFkUiXjdhRGmKADJuu8mYqj7PezemKnYDlkWSDYiyT1EaGQkYhUKLtXlMu9/9auXpHWyG8IwFxqJW1vCXmRx4Y03rgxfuvTW8WQspigY+4WfueulbOeJEiVGUbXWVy6C4bbDjkiuRqhQHouc5G/MtDjfP57kInciB5SYAosFF/XFraS5m2xhTmfRdabbcrZ7B8gQq0zhLl7cPQcAsog1APYccxlEI8OwtZ0qKl0PYarTOjANPTJJrvNZBrN0H+eP3c8kgbVrFxEavI6OoUGC+gDCyGFnrhPpzZ6y0+h7NMI4q5CzZl0E+BJInHSLZvw2iHoAaj3yuwWQqD3WEo0CMAA4SFg6RZd2YOm7CPecZwwV7woSmKWp77TWJIoAYBa6oThNiGLNfD2ThVeIZxMAKpZMkulkh9IzcE9srtYt7VPQsWBub50onyGzWdXI53uTFx9JZWK4VnJwIoAIJInt+TqVPgsJImJgJUMqCAkCsZZiTAEAkc35sv6O66WW98saM7D2TiU6Oy9ARzXhDDIVVSfGxixiDEQE4pwdsSAC7evzVZUFBgcpuq3dgSTGGUoOVgzc090rijNzQuh6xWtAponx5AYbpbST+R3g4VYp4xtnZYUFOGs3Ghr+wHsW5v7iqyMkRE25PgB4z5yZY5x3FyORk2O0osBMJuuWtjmK4MTlDCVjbfW33MPu1vD4p56bnv5/vjRhdXT1n//Mx++5eXKUmbobJN2oVDJHpqpr0tqG/m82/Oj/Jl/948/D4f4/2dj7lhvp/ynKcUoWT9EYmPLOyFBtSlkq4G9JzmKN3SzTjfDAHOKrJ1d6FQehY2gVa7cr1JVigLelDUYN54qHeXUam1y/285Dx47OCf7BaZBloYw5HtRCVJGabi4iwhvN232bl4KxhzlO16QwlLFuIx41wDkoklVAe6G7fddKkoC0roEzQlfneQazPFfqSE6k79Fx6vnHv3RLGiaPfvmb58Xurj0DC0UFI2HjnOsvMJGoHqG0U9etEjSPJ+IOhyUROSoRRQDgqsZSFFpya2bYYWbLokHxondu/qU7OoA9W1EGCjWQ4ljJ4YoxhN3WKO3Eq0bnmMOpUmfPDudUigRjX6rHiCAJYJIRERQvEYTFYJV9B1Lx52Vit4wsylh0IPGS3Gj5kas5VSR6S9v5UvmVzEJxZaVH7r5ZljeVXZwHPfbolJpdnwRXoFyYuAWP2y+3ogpCnTtIbHfUO31qMBWAOR7CO4s7JFTuhZAAGRtgrJRuVm1RQ88EqJCfQWKtDZnIyRU2d2sWTm/lhROm3gZZlccmkpcBtoWS16h773ejYEoaJKo6W8rY3TUYqVZAKYJxAVHQsLs8AT1zD73nTxATYmqEvvOFcVvZIXo2jHD/OuKrFcmEyUJLudsreXNp6iJzONpZZ2+ctjdO3PCUjPmFURyVZ67c5Yu3ai4c6Lvx6gZVUkIsLwQ2XnqtqfxUceXyrSAAcyfSa+5ETuSYE2Ngg2NTmy+9OklVnv+jYMd+Ki0tuBOJ7KTX10/c64wxjDzxxJRfiKrRWubxRSBEkEQBQq9N5M3rr42EJidux6/fqPuuyy0unnUPDc07Ojs7jO3tsnspODm5lLx+vaG6yIGutghEsSGTIa+Z6P741z7/QIkvnIO1WXcsqNxI+Db8bX/IOkf/X1q79fvM1/br/ImfnmuqrVMc4JQsnqIxOPwM4bEHOJAQHsgFOcA4GDgAlR3+XiGmFpCc96MkNRUoZd9LlN5EAoAEEaPs1iZKEzgVAEfBiiAX7cOB1Tk7+L8jP/sJLAPAAmMCnrY48jF/ST5ZNqc6ssAHAtAOZ2B1rx9EOSuN5E6Fl/dxtpUNwdc6DwDwtxYRcDmO9qkKLWDEHEByo/Jfi1kfTH0Y/ZfvIHvsJegNE7bnq6zoEVBPrlfLnaNBkGVTwvjw0TjlZYpkjCarp2sxEGN7VvUNt91oFPxtskWeBlNuoCTT9QOiwfxFtgXGtwHqZP6BIfgHCnuR7qPPYOnzyhTRzBv1C14DQEfPJrhZdYLq7nROuJ8v+X5kp+6nsru79Yt/A+BOZ5FJW/lr9e/tGnfOQH9/XFGU3O7Cgs1weQlcUYTD61WL6XTFmWKguzsdub6Sj3zzry852tt2L//c8zNtQXne1HypxTcXl9Zf+O64lcmUyb20Cxdu2D1+xVMiAhSl5nNiLjwYd4YmrrFs5LFabYvI8iAeeWZa7eBlplsiU4zCsk4Y3Mh4rDfx1e9LdWBghjs0w1y9f4by2aoFx7m2FxaUAmJm6gq8LXFkEmE4XAXWf36KNucnK5mWHKIxFYrWEWiDlWlkl3IEOhfh9QOiUFrMMwsZODyg0mlUHj8K8bOIKYsg5obmkzDzvOx2LcR8lV8XLII9t9XqoG4w5SZIHLrnkix7DkmYCViFXaieVhJmAfntC2W1drkq4PTlkY2MUbpjGt5QO4x8EsIw4W7pQGonCkh7EkzOAc2ZBFD2njIRWsjeWjaslZvj+7JhksLDWPUcWhbuiu58/RsXPGPjD/xO41xFc5m27rRx71pN4pIxmH2r3GMQllVzXsyI4FienWy5MD6TvHW7YUIqUimc6+2lKbfbsgqFsmMREebfeGOybXT0wYBptlnHymCc+fiPThv3bzVUvzXsUzrTfn/GymTqErfC8vJoy9WrN4zt7bLn18rlFP/4+KzI5Xp8fd1xhXPdtKyAVTRD2fkFl5XJcABQg0E429pMLeAvtgz35xGdb6SrQCbVkX7p5ndCH7j0NSQ2/icIs/YCI1cAzWVCUbNQXS+xcN8X2MCVrwPMIRde/wPmb//X/ImfedBYJ05RCadk8RSNgjOyqk+uKk1XGOmwCg0ligMADGMVRrYx+2vVmUYxVVdycQIZ/TYy0cZyyhhbYi6fvdU2NXCz5t+lpSK1DaR3yolhogrB3MfaoqSW8HUwlcHDJpk4lk/O+EOJ8Dkfe3xTOzsiEeycw0FuYekIhz8JKFnGA6qfQXWuAgCMbBvIbPz7bwaO4A5UVxqq2wJQQ85EIOZZOZKoVqpJwkQ3k4XaZRW4KqG45w72K/+HPakyHUiPCQK+vjsAcVh6C/TG7NjB0AESe/cF2wLje/XymMR+wbz9Imul/CEGSD8YbwWQBckQqCRDOpyeVnFsFOamrT5xVRwu4tRH59/7+Kpn7Ixn9yvfHJHpVM1t3SPDD2AUbER9KxixHAPVyNGkV1657L106fpu/QMdIDg0lHQGg4FiJlPQU6mK8r2zQ0OLkW/+9SQAGNHdtuuf/+M2R1tbzkylwmSaFUOIiq4Hrr7vfbenXn31cjPrOyXiwusvqtj0TqF0wkJHuZeGtZuq/sVZJrcWF+pOnHlbZ5aZhcNrICWQSZQ+G7qb1u5PYvDiFDbnr8A84Y1ROgVqMBWAVczzswenLw2v1wNROJIPVnDA4Sm5oBbi1SfuuWgpqspVwN89jcxGadu2s9us//EEuNJ5cieeBER9kkZiskSa96LjjE+VfgeQZcRp+63iAbl1td4vI4oAoGhbKGZLY8rWAfkoyWSZIqWhZWw/3FIAOwuXEOiMI70dNik0l721JKyVG2PH5cJMUcEKOVe1LzAxt5Imo9iduzV1Tnnq6WmPM3OFFQtlXTElX6GiXnN8aHGzQMRu/4+BpLSVOxsOaGG9u3tD39pq2OHamJnp7H300dsr169XPI/d+flz+dbW6Njk5Lw1NTUKAAMf+eBtmr870WgmjNhY7eh975N3V775XVsy79zc3Fj4mWfux1977cCsNXvv3oB7cCAzMHl+2Zi5dRkAXHtjSfuloSRTNCISTioUnFIvaJTOaOaCO0At+xpf+6Bc5qry/D+/KF/5T39Fmd1nwJUsFDUHRcsy1ZGH5srC6c3AF86zYE+cdZxJAChbVZA/+JNfZZ7gb/InfuZeQwc/RVWcksVTNIj6uUSVdnro3aiOZslRM/s1MArauATN1P3LJ/uhOS30DLiZleEnnPgekgw18JM/UmQoTtprkAHF7cMIhDN4D8Vk3TyU0rahLQBiTyJXingxJwdqE4wDeLt2GKy9/MA6fV281Q89Wz4xGL54B0CdGnzSgijYrqXHAEArGWOQ5rneMFkEO2LHT90gqr8YwpQbIDEAVM5HqgrTsHcPeoMxaJqHSE1AWipDbbmR71zLZd+5Z9D56Q+v3f6x//6Ecc5RuPta7TnW6elW5erjN8Xtm1ePu66u7TpvLb9wzV/YrD2R8/X0UJem3QGwlzhUEtySlHxP7llmxuRpa0sY2awiLStYTKUqWsmT230i2mTs7tb8HvTFxVFHJmOoLhfMfL7WppUhZSnCUwe2hwN2kniK3ZTRYK9OwH354hqLPqg5FjAj303ewApz+xOUiZ9FNll+b9Fx5vNOgQOtvauwsuX5xsJoJ0lxpDbs5XBJC7D0wxvU05oBV72MVcjBsg8GptwFWcMkrQjy2xyqcxaKw0Xbb4UgzdIYoXrWocdPjlUmEoCs2H9RYPNiajrEQq03FY+4xKxCffk4SZDqzGdXaU2f+l5VQkOWBbSEDKQSJ2SW1DW4Ufju9w/6mn79hxOFru6Ib3hw00mFC6yQdQFAbita90a3tjYCzq6u7WIkUoGQ14a/szWNjQplXo/3N7LR1T8xtrWQSEip6w2/u4Ozs5dcTzxxc3VubqCQSJxwOc3HYu238vng2DPPTPc5FE1dm7tgR/ZaCULXbTs8WdmsJ3Ht2rmWiYn11PR0HwC4ujpzff2tiX2iCODAvsGK7lSunbu0MCw/8uE5JbJU10hpH7yt87Y6OPo/AwB/9hdfAvCS3X33Id/4s+egqDf5U5+eaXTfU1THKVk8RWMg+wWxj+z0LuYVNh1Ie4dz7Gw030CdqTKko8NmVF+mrSWpPvHkfcUjj5gdPJxLT5Jkgwb8ZbvX3cLdvgBLN1FMjZ0g1q7WaTiCGUjTCSvvqNkcY463dcpSyro2elxt7o3dLAhaw3dno9GX/d0sw949mNntwGvfLv1398gNDHRVlR0eaR2MCh2Xvvp7i5CQO19+Wez80ZdOTGSTb93tzdz1zPf/9LMOtzM/UKklAGBScKUQuUrD55fk3N2yCD9nYEY80SJyuZoR7cz6OovMzNg2H+p94onUzt27l6VhcFHF1dURiTiauUFICEVxOOqSRQIY97ip86lHtriiSsaZ5AqXjoF+Ri0e2ov6MxCxshqLREzxBTRktup3poIgwYol39Z8wT05Oatuz47XdzJlJpLRYUpGh+Ft2WH959Zo7cFB1JIaXHw0k7TiGDiTxP41AYBizo/cTvVEUdVdQPvgfViZk+ZgVr4bO4trsAo1Fz3K4A4xMF5alEhugBjLwdNmQvP4QVJQenOXtY6cb2iMJesSCesWbf3gDOS+HLyesdceOKt48xJTIG7POigZbadktJ1au+eVnk6Laehlud2qC0LkbdtIvXY/Zd6fqS2RNA0oXv+MBZy4rtmt3W0IUba4Y0a2uhKRrS73+bGZloD7PAuEYvorb9Q1TpOxqDt0ZnAm0gRZhLRv+G6tLHSPfPqnbs394Z82XPuY8nnmePPNq8Mf+tDtme99r2JJDKtQ0O689tpE+Bd//rZz/UHTRmfJje2GoutkGEzxemMA+rjDgYGJc8vmwgN7BlRHkFndMII2vHJ5qHVJ7T/zOc9zn/wD19MfaNq6WF778jmojkn+6Kf+fbNtnKIyTsniKRpDM2SR3tUyFU2SvqYOZX8nrqloHVoCKIv46uXK/Lmxa0uqSxe6NgMpQZGVAeh5bt242SNUx07JMIhJ5mt9OGxRktW0F7mdi1uIjkAL3Ks4D9RjexMQDjiDyygmhmocyl5h72rYWhkh1ZHAgayUSYS6EuzKM4cFg4l63+VKL+/eOG0Z9kxojiK6NkHJ3Tz6x5dYSKk5oWCQTkWRZ6AAHT/1voXWjzw+TaQq937pX1yCUQpcmVtb3SYAK//kfdQRhJHqzMl4wiv9HZuS1DgABgZ0+pnS/mv/ILoxvRzJb2yp8QeL7dmllbcTySmd6uzsaGhkZGnn1q2qkvVcRwe8lpVnqgrudIIASVKW8kP38gqJSJKUkikKgUhyTYPX42JnNA2FRIJJgJMEJwZ17fqNsny07fX1kdDHn1+dPHukFAIAJO6f7Aw7/t8Be7UMK8hVvc8+ITxXz14jQYAkRkKCpOSQEiQk3/sdJyEZhCj9lKSUTIY4c4iUCt0Gz2NH6lzkUh2UT3ewtp77cLgLZBaHoLkJqgO+xyZvMo3z3K0HF7yXRu9YOcNRmJo6cf8l//jPJzp++7c3GTMPiAjlMterksW2M3egoR2iAlEs7Q3KmztIW7H9zyfOYF8drjq5KGpMUdZHmdAPv8f0WvleXA1ReuM+BXp03l4rEMMSYFwH4ACIQxTEIVGs0Beh90FxWxD58jGEV45qiqS8RbHtA+JDsa1RK7YFOFxCvXhpkecjJwq9S8WdT/3gQcZaWbJFJmQmHYKi4GheKnn9KMwsV404F+7fu2B1964rAVF0jZ5fB0PI2N7uEbs7Ve9nHgxx39WrGSuR8BiRiCJ13U73YBQMOt6o1j+YMddWDsiy1tufVluC81Yi3mm++t0rgx/90PTKt77XUC4hALgee2zlre99r6aktuvq1cUffPE/Xz731OPT55Kbl1Go4057DGz4/FL2u680ZE4DAIk33pgIv+c9U+GwD+bsVFOO6oW5uYstH3x2g22vVlR4MH/Ltto39DvuD37s//B84GPHfZwbhyeUgKL93ttu5xQncEoWT9EYmqpN12zV5kaKEx/u1NShqIn9GtlDL0jEVoYBAkJ9s0hujZ/II2nQbEXy8JxceLM8opNNthy92ES8kZSsGgd7O9IvmwWSuVLHlECibuFmxtxvK7Jo5L0w8uWSQc2ZZmQ158z2UNBYser9nZo6lGk2/nxbhgLL8GBrvgUh2+pcKKo5ogRVEHcWK0koSdhI3mNcBxiZObGpz9w+YdwSBhD2Ae3Pv2f67p/n3Hp0t3wxocGK8u5wuOhpa6sZ+rv90kvn2y5cuB+bnT1vN8Dbd/HC7UfjK5cr0YRLH//Rqa10zgUOZlpSzaaz3lwk4sHZxoMmjJh50CNVAzQnUKgwR6sQWdQCNASXYrvo+FGQ6ps3/upb9uRodGwlhgi0u1m6sRQVzOG2AldH0iy5chUA/OO9W4itXHUE24vykSdixRtvlvfR4RQQllk223H5nfB1xpHdPiSM7lAEofYkrNylumtBRp4htl53Ak3ezimxsu5T2q7UXoSRlhOJ5UuQ5pKk7B3sv12E2QXNEwcoVzp/l4OHzh7mhqoeN6ASYFV+G5EEnME55I+VMWLceTxlgaAKMXO7cqkDQ1esO7f6lEfe80BJzh14FkjFm0q+vhgVm+v20gwAyJ3NQXVkfEokY8MU22kBAOYPRaV+v73WfubWRp+5dZjDr7QEE47hkTnF5zfMRPyCtb5a9mxn8lnltZs3/arLBYffX1Tb2nTGuc4VxeCcG5xzQ1EUwQBL4VyqiiI5Y/B0dZM/WUrddo6cXQdYyopF+7xPPnNfFvIKFQpZY31t3NxYO3j3OvJJv9rSYlmplP3xkzEYLS1xACdMo/bBNQ1GJkPCNDH7ymsT6YsXZh8NefpZImavNjMASaQ3I+4iIYCi3ivmlmt+LzVhWcjuJKJ+oIwsMrc3pfYO/L7zyR/5bd9P/PxO0+0fA7/wgRrW8Kd4Ozgli6doEE3Zzb97kcXmicI7K0MlooPOJdbH0dJ5H55QHoW0OPh9Pmnb5ZI0b04sP6hfw8jId/ifnLwJ4P9n782jI7vuM7Hv3rfUvgEo7FtjbQCNpbtJdnMRRUq0RFmWLXn3TDxnxnY0ccbLiU8cTzxJnDn2ZGzPnMk4sSeaZDyZ5diWFzmyJWsl2RIpstkbGvu+owDUvle9qrfcmz8KQDeAWtEkI8X4DpuNRr3lvlvv3Xe/+/t+34+Dc8BsFVJ3Ho4jX3mVVRoeCTo+9eE9CCIlVpsIvcq8wdNt3fEZiBxsH623A+BoaEuQlkbnYwsJHNwoHfkxuXdgqAKYWsjDOdrn7N8V8g0Bnkyt8/l3KFSl9Gqr2ZEiYy/6wAFIpvOQtUfny+lR9W++sA9KAQIzmDF33F4CcmYxhRBeMI8hnIgSlX78o5eJ8AFVImFqTddqmBrn2YG/MBGOhQl2IyvizWcE6hJLm0UJ5iQE8waOnjkiCHU//ZNk7evvcEIAQjgBJ2QrkMu7DHlVkkVRlEVZNkmiKImSJAsmgRiypvG8JLsDiN8f5rDtlmunKbA13v7yc4sbX/zaEFPPn3onOxwHkeVlT8v16ysHDx6cMPrqfOGFpfj2djPnXDC7XOycSuCz51yannh8NklkmZu6BxcBo+pJHLPVhQ2Y/dpOrM5I8gQ4l6ClBc6SkmO8TyWRvdMk+uQBTK481PS5iOIhaumM0lTN0AElJRLgUTQtHmwBANo75LN2DKTy89P10A1YXnpl0/HDPyhD4HbCje7HD0MoGeJtV9axnvTA7EzCbN2GiAbomYqkh6eMOei8aL7qie1Ek6L5DtqFjvYdwpTqxnZK88hFTsqiteSjfqdSjrt7dUKoWLgOYRjtL8zzg3d7YeTOqCo4J0AsoiEafwhmFIoLglC4dW9BfCJwWOriyCc8RkCZRSJSnABLJkYaOxaNu98aZ0PXp0REJjiRkvG3VuJG0F+jOzOgry9OEJfHL/RcjmRC8UTirbuDPFebgamRiHuMRNyDvpEF39Sq0P6hm/NYfDgCAGJruyI2eBkA6Lkc9FzOBMAEoKIck5jk6SZJgnVkbCq3vHiZKdl2AMg+vO/iJcYOfd/X0/3c9am1r75RtP+IJME9MbHPGQtyQCaEmLiuZ/MbG7aeGzcOmigNrezvt0W2t088Yy3Xrs3s3blzHOndm18YynR0bD9/qTMt7u9U51YriOceiNKbW5766yMzhm9zlKvquV5C2ZXVIfvN8RiJBDzEZM4Lze3/Xh5/+nedf+8Xts7brgt88LggixeoDeeKLJ5z1nSegCSp3qHxPUD1DTzdBYnAIAx9DVquDflMxYkHTHYVakY+Og43OZNILVc0OiHZRDNB4tFLJWcGtdrBHiOL1ldeWYdAVRSqAzNQwk0Dl3TBbTVTUS3Yswt0rnIJ9BJIhgWkQidXT83WKei2M5KmMtChl85fOwZHtOI2Wj6PhL+8c6MgqqSuoWJuTDXghqFz31rVeXEn9jVbOaEfYM1KvaqSFQAALtnSPG/oPLR/Qn6mfTvnE64+NSt2OEdBpCwk2zoeOcUCVGLIhY8nVQSAMNy18dav/c7J++H1t0qeW5BltI0MLX9yuOEKJEmDHq4oAfPS5ID4U59ZXPqPf3r8vTbpemf7pz+99s4Xv1jVhFeQZTW1t9ee8fvRPDExnY1EupK7u24AULNZ9ehnm9f7vuW1clUlbHuzAR2VH4cjGDAdZB88LCp3k/r71kiHV0PB0bhwr8myiSe1KRDCQAQAlBIY55KiHTW7hk3P1XdCR3dC6Gq61viv/1WoYAOtXwL04mcmXACBA60DQeTCTYA6VpUHGZPjWH23DYSYIVlYuYL1XHYvIrh+jQwNRU6ZNZYGkayAipLdxTQzD83Oc7Nbo86uCQAgVBxB24d8PL6mIrndcxQt5Lrow+qShmTgbD5dtnWRe+vSRBBDyNGyQgoAACAASURBVIYuQTRrQqvHSz/+6pS+4gNSURGcU3CIABe4rtn43to4AGRmV2HEEn4iSznOYaJNbTvEaksZm7XltBmyLR9b3mZM1epYtnxucSmI/cP+rduTrVo8Lm1+6Wsjl378R+YVvz8fmpweodLGoL25maX9/ppkm5wSQe7pX8pOPThxv5ciikcgucwZEyvBbufOkZHZfDDoit2714Ujx9nH4NjdBRsYiCqnyunYmpoy0fX1M9vHd3e73shkos9fG1mzba2UHLcsV8a3wXmYaZq1/eXnZ8A4p5ToAgE3JJMpurbVkV7fKLu4qkYi4uo33hzr/KEf2JA2FzpYNlNzmgLLZkzx3dBG/dWJr5u6uv+Z67O/Old5rwt8t+GCLF6gRpyDLH5g7nUAzp+z+D67oRZBOtIHq3sLzkYByeAjswSHNwjJpCERbINx+IKyOH2w1aWg5XqQCjpYIhsAUHuJEEOHfP2pgNTkDgkOcw4ChdTu6SdcK7Li+tjL8UnCJMUkvqR8Tbizx6jy+8lF9jiwAUgi31rRj3OHDhsCDiCfrUzO30OQJylfIsoqIaRqAvfE0LWqI4vMkDfY8vRZkhYPtSOrRGDq3AYnGaiximUwjLJ19Ypsr6qghDCeU4BcFW6NAIimCvVCZPDGr/7D+Tv/4t+OAEB+eblRtNmqGtNEq5Vr2awZAJhhwD81NW72eOI9r7wyldzfh3742SFqc4Cu9Q5hNTsnl3zeSC7cTZTESVnb6SCPmltE3RM8NrxKKTpwVoZaJWhTswwApIqIKyc0CSWuIhcuKQEsinhiC5pSIBGe9k3EfGfUCdxk8zNYD4yVQ1MeURYqkUUu2JKgUhJUThDZugeuy9BSxa8jFxoBV1fgfNR0At5O3L3grt49qIkAW7tLsXJ7ELpa/EuTZZlwpiIXL7Rfz0kEuTZC0EbspmW2uV9UT86cjSFtauUK1PyJZ4bYHAnirk/zeBXySKtdzTLLXPLNd8e4mhcFtycoD41uqIuztSwegg6Orq1949t9/DGjqc0/+8IxYSUOhybabFkAVUs2AWDjzr0rtpdfnOq8NLAnbq5U7VxtBP1djTeeWgneuT8guN26o79/Ln9w0Bh7LDJYDFzXwVIpi6O+PpWNRo+/L2d7+/LBgwdFjcOUaLTu2+88sN340M3Z+vX5M+OreWR0W1mc64JhdAHA6QFSANBosWjNrzw3k1WJ7L/74HKpnM6m52+uyPvrHuMcRBEAzP2DM1JL2+83/rM/+Hd4rxz3LvCB44IsXqBGfJAy1A8wSHienMWadilBtrLxboiygvqOh2DMBUptyCZVpEIdqO9aBzMEUMGKhL8Vet4MKnJ4L03RVMLLXPVbSES6a22y4/tG3cTIP0p44lWZj723At903MN9wgMQwguyS0JAhcMiBRSwOWzESmqP7GWDhRenYIlgc+r8srnzmzKdBXmCG1kQVKCSzct7B211m3NFiRFCNRCiP/pDDVBigBADhHJQYkCLlmQPPBZpQD5e9USL67UXFxQEWvM+PJeldGdp+PrP/93pB//HHx0R3aLfj2S3s/qBgU0qiiQTCLgkqzUUXlw8EZHOxWLu6MaGO76x0X36VLW0i9Qoo6BOOyHN3fdxwv7y8b8IYLE1IZcVDYs7mbs/VdzMhVJUNaZLUnXuIKXAayDP5JzPnmyyVcvRCec2Lpl3z5DiEuBEYMjTDWzee0SiOI8BOCaL3Fbv4zoJ6ts7fUhErx79Xn/rWx2GzRGgvf0HgtNsQiZhhqbaADAQwgDOoEfMyKXa0TOagNfZBsHig+yaBMALtXI5QKgIZqgACKTixqSEoI3LzjZsLURLEkVKQdwOM9RU8XvCMEreD4ZGfVDzZ0gsz6RcQs/gohGPlB2zWWPnanR22aL59x/l+7V3xvREzGm99sx0dvJuVSYx1OVRDmZXJF7CkRgA9FRK6hgcnI/7KueWnsbsrTcnFkwm48Mv3VxyrC9VlY/J8zm57mq3qDLyUNnZaYvfu1f1efO7uz0dDQ1Z540bG6t37vTUDw7uhxcXy6pRtGzW9PY3vzU69vKHp7r2VyfIYV+Yevr2dP+BCRUW4HhOkYyt9TETgN7rg37d6trPpPPNqqrZc/6Aw9bo3a9rrQubXE4xc3fzzHdObXbD3N0dZfm8CMZle1f7Wmp9oyO/s3N8X5ku9d5yPPfiZ9v/h99cq7YvLvDdiQuyeIHacC4Z6geK7846i+XIh65aENm9eub3XG9EfN9RUIcdToKYThDZHSX1nXPEmjDxRKTmRoNaopwZbsL1WkIFT0KezvZtJtqNTLS75B6e1lXe2bMCzjmsNhDRokM9X87kuVCj8Umlg51/V1pUkhf73O8tGUE/I0dku5DsB1DCQSi3v/wCJA+dBqGHn1MAhc+OtwXlhTxKisg7K0QNhAW+dcBtXmudWY/UFnE5jRqDqawGu/rjUwhVFKEvAqJrxBTaGn/mv/qJmUBC03ciaRk46w7paG5OhxcXLznb2rYtHs+2f2qqeHmQYvVRa4zE1xJ4AwpElvu3zhj6FANxN8VYyF+0pp7Q2JSBrlZ2EBZl4wnL5dbSH+c7UW09LgC8Km0o5xwIxGawNXty8s/1Y1LFHS2z2uSDUbAitQtVxcRVpYnwSwfYWy6/AEYkJ0AAQ2mHoZSu40jIJiD48Gix4FA2QTgIBzytBrLx4mSQARxChJwyHTm+llyuZIkM0txlB6aLfsZjERtxeTI8ETtbU9ThSaezfC11662Jx2ui2p6+OZN5eH8Uuk60/b0Wy+jEkjI7Vb4OZ/fAln9jT8/u7FSUjlvjcScVBLAalQtHpzIbetn6sUfgTreSHriy/cYb73jburuTNkLs0qc/vaB98Yvl0x0egxoOW4XeXhUAqCjGtGz2jAT1zHkZw/TrtyaST12fG2PpfqJrEjd0VY+Ea3I/1QP+ZsDfbEOhMC+tt4IpoTZ9+aBNJwTmkdHFhuEeiccjVp2LB9mk0mDtaMvS7cV+WCUdnJsR3R2v7+9cDamqqMfiFtvY1d9u+Omf+U3PJz517lIYF/juwXf7xP8C32XgmmJGPn3/5C85LxSw5qdIEQVS0UJBa4NVx2qoJADgMNRCtMla/6B0Yx47l2xlULMUIAIs9YEiMwfy2N8cAIFs06GmTQAoWt0CWpoXcLTj8WTvzKSXI6XqyEQlEEJ5LHdY0Bv8RJJlgR8cHYPDZKr9bcUhFAKSp66F6QIJbY5DMtfuIqbrUP/w37bIP/FTUzCdrXVVEpKNQ5D3SnxanhmI/hoaeIjYfj9iBUc69IzehzdT1cT4MTzRzPbc0Y2ixzo/WSSEFE2U0VYXXSywX1qGfP3SfVBUbeUe+fO/XlGWlgYAgHzspUmzp7RDX1UgtKb7nem1k0VBEM7/HXMOMbQ75rz81OL0n/xvZybwnp6efUKI2eLxJDPBYH1qf7/0xK0YWaSUSnY709LpquSipNYiprXdUiX7VqhvyBAtd3Zyfxpd/SaIRgyAfviHAcQ4lIwy4Pjvwp/C2MyIdxyHoXVq6nl5CobBODMAXedgBoehgxs6gW4Ahk6ga4DbzagJc4X3CT8sNQIOzjk4KxyZcwCMgx8ad3HOIYoElEZABAlGbgDcKL8YRkjF+4dzmsX23joCG0XqLWpNsDizAIEejLdUqh9JeBX9zNQMUMUanuQggFGUTBIA9OaP+tmtfx9F1FeEMDIgGGzg3vp9oqXO3Ndif49f21ppKnY9bH8rVbLpsXCnOHx1Sk/ETvSV3tS9EH0w3WBEwmf6kGUzNhw7vxrIr692mgeHpogoOpX5U7JUuzOfNrkXw2/eGa/WbEVZW+sZffbZ6enbt2sua9F5ZXhW2lqruB9vbE5EWi/tvv35L1wBgJVgsN7q9YbYW2+1DjU3pzW/vyoZLDWb0ex0quZPf3p26+HDY+dgS0OD4ursDIBzczoQ8KT3988oTTbvP7hS/5lPzg831rHE69+oKPuvBPZ4rVfO4Wxvzhsrc0MAQIFWO6UQWcOarqkiHuMRPHzQ33Tz2sO0Jv/apX/9uW8+aTsu8N2DC7J4gdqQjxnI+qubuBPLfUQ3apvkC3JBdqPXqnoi96FEaiUU01BiY0CNgtJ0eh2pcGm3x2JwNk3WtD0AGBoFoShaeYJS8Fy2plyME6hVGinbQMCqlhU+Dl7XFENw/Ty7/n+J94AsHhKAJzFdokJR0iW1dUbzZciintKtkru64Z1xSQPnx/ko4dsPrsRs9hQI1QklmufZp4POBqmN6DkzTYWri0bXGJllRu05seKTOsQKAt740q3uo38SQSjYxRd+VjPhsCsXKxIlOYSrszNp9nhWknt7ZyIc/snJ8earVzf8Dx/WlIdVLQitJa+vTD+xKmu7Et0MPVd7nUqTPUDAmwCAmKrzMOHMeIDM7gkJXlXfNFcBJiRByRYE2zz0ZIX3QWmCzonAEc1MY2/Dg0yJnNtsvFmNkzj8224AlS+u2KLCaeh6lZLzCs8XNzIlZaiSJQfOo9hc6eQdA3OgxAxQA3pikBAOSpLjwlPPL/B4XGaBgyYkwg4AoF39W0QhZwYV7m4M5HLGXi4as2hfee1yw81rG9S/3cPdDbFULLeX+eYbV0plYSjzs73W8WvT2enJcQBg2Yw1t7w4AUphHh6d0SKhbiPgdwKAYq+fD33n3eLR/TIQ5ud7vD09wdDGRsXyR1QQ0HzlStJmtcb6rGhEBTELcTj5rd0oS74zfXy/Ml1H+uDACwDJp56atPj9pdssCHBNTIQkhyOTWlxsib3xxhgIQa/dnj4YHQ3AbI6m/X6bf3KyGwBMTmemcXR0kQoCI6JYTwWB6rlcsrmrjT/lNFqIGtWMK1e203NzT7bY9xgcV69tCtG9k+ZFjIEbGofFZkDJHI8h1On2yV29P3fpF/5J7fOdC3xX44IsXqBG1GKscJ75NiflXuJlcI6Z47kretSWtzn09DQMpkNTFCjJ6qWfzBBLkkVmQGzt2NbDB0MnVoApRaUV7gJqjnY9AXl6LyWdVePJIovvAdRvfnWWbSwOQxAqRxRKgQrFJTyiVFZCp+7s2S0d1c0XEovhldzW9rH0i6VSMkuljo1uAn/hawwAIGaLbunuWrD3dqp19nT5qDSprf833pmvOSdud9PX+LVU/TQVKO/qaSdqLs8uu4VeKZNwVt4b4IQaTW2NgYMZdAPApZdemsmEw7ogy2J4aemy+lgfFIO5ri4VmJoqSUiy4XBxGWDRxtRKlitHxR4/eskPqiSLhJK6c9nOcHyQXr6AYNqAnp0AFEC0TUPPlI4MlRsCN3x7CBaJJj4OzkCdzj3mr1yuB666BDirTCipXB1ZrNCn3LeUQTJ4dkHT4o6C0hjiBwVyszH7iJS7mla512uBKFsFsi+DxPp4h1tBT8s+CM1DSXRZPdZY2NkyqQZCsqWjnbFcTk/em7rMspljQqSmcwmhoXM2dm+yw0gmKrpAKyuLY6ZLfYv5zbVHEX7GkFuYHRPcnoh14vp8LhyuD92dqclt9Qh6Mum4cvPmyl5DQ2Ll7t1+AOh++umgbhgmmyQFbdlsQtA0E1VVB1OUhvzsrLP+6sSWHNora0wDAIzQPNO0ks/X9vLy5bHe3qi6vn5mLLANDBwQShOJBw8uC1ZrvZHNHk98tHjc3vHcc5t3vvKVEwsV+WTSFpx9JIcmhIBzjqtXLs0hHaznABx2a1p6/rml2NvvVF37shio0wXbwEDYYacSjyXOmNsY2+v94uCVKX15bqKwvXvH9PQLP+T6+f9+6knOe4HvTlyQxQvUinMxuarBOVAwrqjtPE9gOFkzqlkhfgyE5ZqhpZrQ3ubnavsmtheqy2PQNaFA/op/TJW9IWlsOARCNAAyQBIAczOLd8tYXuxFxF95ElM9zk/4nuS7qW8Noq6ZwyQv4jg35/G2EAFqcgC8tCnD+fDkBJcrGY5cRkDBfO58sNmZ8dYfn0kSsve7RGv7Rx6CgXHOeWZxv0NbWT42LWKpjNnQzTNEpCIRjAZi5EuuqnuGXSO2f/MbkaWf/436cvbwPKeI2aWlYWo2zdQNVuC/NUYW9x4u1Pwuqm9uETfu3RsHgI37Dwun/dT3TV6RUVX0wXB7V6f+9C+OJ1REFO02r9fIRqNps9vtU1OpSlHBCtGd6l2g7U4nSWTFBwAnh8JLQggh9R5zv+7bOdPZT6BsPtXGKu5NZ2MOLH9es6j3+LksdybLPnTlEcHTs2MQrHMwsseEhetGRp+ZXuaJGOPRkJunk+HCAiVoYZxlFACRBnqlanqYmiSlGtZOm1r2iBKvPO47bQcoUl7hCPvL4c3VN6eiFm87uflLAyfy0pih5xE9WOD+NTuW3jxLdJyNu8hnJSjp4qqYRKAfSjoHm/sA8ULtRKLlLNByxwucukr9ibe+cw0AlJXloofJ+PYb1O2tjqIfFgFXFEKt1qKLRUY8Vp+delAvTzw9Y2Szzab2ds3k8ajJhQWba2IikAsEXHmfr2TOrXvkcqrvky9sRNd9zsg37/XfGBxcSdXV6db19RY1GHQBcB3pqo9BKeq7muu0mVJZF4+wbatbSPuXS443nDEwqzUF4JgsCna74Rwenk7Ozw8ZmUwLADxOFI8Q2turWBCWiCKfePWVua586BGpVLJ2s6gNNH7i49PBr369ZvmtWF+vtXzkQwFjf7uJp6MNPFZm45yiAQAxmXXz8x/9tPNnf+WCKP7/FBdk8QK1oRaidB4XSM4BIhionZSeZ3J/3hlXjW077DNdaSYUzfzyxAL8/nrE/U3ldzMICOWl28lBlPjjLmUNACBI5k3aYhfROTHNNKbxVK6JBfY6AHCht3+WiNARjTHe5M4Qwk5ORAVrErIzBiXYdYKlUpmAsyC4WlHKcwZPMq9t7domQvZp5LOltxEsOxAkDWqyMAlydC5CsrnJqz9zcGpLfurvwj/yRl7/zut5vrfpwBEZDQUItv/DFgiO3FoPjWHAHv1M2CEpemQcAzBQQojdQ7jfV9GgoBKIAB3+1TMvfIqTN6HcUj+jreD4ftKWFhsjS4uNAOD5mR97IDlR9nsj0EQiSgZX1YqTe2Vrp2Mz7t4kh9efsdWlUhtbMhUFTkXRoBJl4mSCCH99f1Iwy0ywWohoMRH3aK+16calQVJElssMo+ZFKG8konmvXJnzM2bZXljoBYDV1R2b54VrS425aKukpMpGGKnFcvz+s7e2ant377YKspxytLamBEmqhuiVHXPM9fUQTKbHZ9QEgHekry+pLiycaBtbW++NhkJnSGHLj//AHmFG+jAH8LDfOGEQqyzch7JRS24Y4glD1WJwuEPgrOrJ/yl8MKt4REqAqfLJ6+AEhjIAwbIMQxlk4eim+uU/lZGIVlxM4PRyCrIjQdRU2SLuRKxCfgpUH2lnpb8rxgj7/Gd/y5X2+y+5e3oCN3/pFx61l3Ng7dYWcvEOMHEHLX2bONi4dDyGe9pXkA43Q8uVj7qrGTNMVhcEicPQznx3Asl1d//C35ve+v3/VJKEqL7dDtu1p6cys1MTKONWegIVIuvq1L2xvh/8+FRg3edOzs93mxobM4nJySbR4cg5x8cf5sPh7vze3gmZdN3YUOiZH70uknxk3Hmte27jCxzK8vKAiBNFoc6CMWx/5765ZXxwiWyuFI3OGY0t0cU83c0qWlkjmY7R0TX93XePibtzYmJDi8Vo7O7divegS5Ztlcx52kYuL9yQE6NnHl9do8L+2njLD7w6FXjjzXGWzZZ8Dq0DA35XZ7Pf4DDUPLNbZSboK7NV1Z0FFaIAQF2eGefP/srDqva5wPckLsjiBWrF+/zy5wCp3RIfH2SdjRojizi1uk7y8WHUOxTe0DiJnbUxmB0MyZAMUebQc4+uw9ABQdRxtkxSRRAtZ4eWGxcAwEKA/lYDhDLkw2PQAWyHAT4yxZtdE8dRCiobcHVlCNe6uMUTAHgYnOkglBKWuwrBPA2jPOkoCl6TZO4kaBVdbSidIEIADSOLhRws7iBcq7oGJTEBwtCVFW3u3dLugzWC2z1Z5M9XaPoEaHE31NMQbabSszKRopIqV6Jpl9TctJ3f2KioXTXiMY8Rjx1PzOJiZDG5VMHl8RDm1tawc6jv4PrvfLbD5BCPI99ML00WXe3tms3r1QoOWmDgHKqiUORysjI3d6XB7U44n3lmxuCcri0uDn3p3y0Lz/3AK5NjpuIRRlbfpLy9ndw4+PJth/vSpR1ekG2TjmefTRuqymObm/Uc4O6engIh5pzbW1qyu2+/XVGW9jgIYIlvbAyengfn7fZMfne3qvw/bd/n0PwHZyb4RJIO0F19ZZLj/ZxuBovNAMAJpYDDw5i9TiOGKoAzSpgOMOPwz+GtZ7EkAJyXLL7PkUXCITkXYGQbwYrVV+QyWL5Nm1ucNL795SvQ1arqiOqLixba2LQmirhedkOW74BsAtRH3J20DyxCVzWIkokrWS+R5V3I9kM358PbXBRRcAU99VxyJnDdtg6ROAmU4+vZmQ2s/dWv/q+2tN/fAgBKJOJa/OuvLfR//CP9okmWEN2aRWp/FAAI0AAzgMERH9cQYAo3sZ0dCGbDWdVLkoo5cFZ0U6LnbM56Mt74me9fDf4/X+kvtg0MA5nJexPmyyPz+Z2tyzybKXsPCN7GpBaNVIxcs3TSo/h8LjCGvN9vAwA9mTQnp6evyo2NB+5nnplJrawMG/G4CADescEw9PwAAMh6qrP3Jz+1nt6POONrG+78vr/sOzUfDDbsvJV0t7/47IywsXD83OeGx9fTSj7z8OFcWzYcGe/5vu+bl51Op5pMFr3GrXv3xgaee27KubfXa/Z61xIzM+NcVauaPxj37l2+8sorszOvvVY0Z1Y0m/nHPny1Hb4yVSl2VyeaX7yxEHow36WFgkXlII7Oln2EfNcEFKyVall157oWoO66MLFY361htwt8D+KCLF6gRtRMlGo8PAPoE7gcfhDgNUc9z754mWYh0K6hq1OFoclo8YbBDQun8jayKoMo6iCUI7h/Gfkai+GeHu05B1TlrBxyZ34C2Y4F3nHJBJPJQzzdB4SpIwBAuNYEHEaqjnMmSe1EEQCxWvO898pJB91TpeEe3/x4Aw5ANlOginQ2PdsExvKEa53naSNE8b29r1XFArMdyCaf7Dikukwxairt9kJoNYwbsPV3R6shi6fBGav6PdL01EhaEIjJ/5e3t5s+NOaTzATgnD336k09c7VnilDCBUpAKeVHP2shhWz/6V+fIH5yY6NfV1UnAGjxuIvcvTsmAhhvbEzTujq9zVsnIXk2Gs2dHuOP/uqdfCYQOJP/lNjehndkJBRZXvYy/SRHl2y2+6e3F00mNAwNnZBdPUYMOQgRCaWj/FRkgAg1OfMU3VaPRFy+Rcc0IRSaq06NLK1Lhw0o2DAfx9A5IPiooeRnOWOkrtvF+Oq7Y0cbcM5lH6UAFUAECkIFBkEwiCAwiCIjhLC67zezph989qzzsqA3EMoq3VvvL1mUXetQ42Vz2Vg8GTO+/aVx6Fr1bUnF6hig8s4GnehKyfub5NIO0jGwhkjgKNeQc/9mH3RNgiByiDLn+WwdD+/nVas9BsMwC9dvrogutINzCwjJA0Tl1HqAndU67G7UQ1dtoALjhO4d1Tl16mImtrl1HO3JJxLmP/2J/2LY3twcffVf/fbB0HidceZGUVPtBGhnweR9trHwFLr6p4nTLVJZbAQMG0kHiy9mERoAM8q5/6LpWmO9sju+l7o/XXLFIrc0P2Idvz6dnX4wzk0mJNt6FhN5Xem2iT0kHnVzgAltnVt8d9us+/fLjju0tfNgZ2rZqScSRVMr1GCwRQ0GW8zt7TvW9vZQ3ydfoDLLMMPTuC6GNwaImnUO9IpO9DaBf98lRSOW1ZW3luXdr79VMoLGcjlx57VvjzW98Oy0mkhB13X3yppPDC08Io8b3/zmiL25OeRsbY1zzlXJZuP+yclHZjeGgaV33pnonpjYbs5mLVzTanrPxGKxkvds+/josuRbq5iXyA92hr1XerejO85Mbn3t5DucUgiENZw758IwiNDS+XnqcH7tvIe4wPcGLsjiBWpFDYPduUsefjBk8fxZabVOgEr3mZ4rrHSr6QYAIFCGUSgeUnCOl0yZmltXS7eHd4cR3i2YPbz6M5V65ABA1RG7Y6gJM2Hpc9p588o5EFQ04O6fJ1yrKfLzOKolVFVDUwncjQqyNRgaFUWVBfhomXtMqK4uQ+Mnr7cmbt9XjWSyqujLEZiuV/0eGX6+y4ZkpBvYB76zf5wr1EdxeGcdpaQ+uuwDwzy5feo4ajDYXOz4+WDQDgCJjY7tOi8BORXVI+mEIFut/PRD5eruDprd7l0tnbYzXS8SoToLpmkkvLhYc8HvGlH0mWSZtDU9MzcOALmmrgfBd+5X1Q6rw/5QPpWXekqbfVrhDGs+oql/8p/PLBSJH/7+OdrpvkJIufWM93FxUTAvQEtWXBwy5qcD0LXaI6OpWLNhtD8UoZytgfs40vE8jwfPkg5DJzD0wmis5U1I5E0gBIKT2qEmjyJpBcImYg+ZaMlrcYqWZF13Zya6dTJ/NRsO19Hw8g6LtTeWeinxULgeANh2Qc5uAAXFhqMuSOsaAoJJGSXcACcCUnHT8t4f/vklyeNa6vyhp+pkQWkEAB3WRPDe7rq10ytb2zyNyaW9fV0xHJbRiRlldqrkuJudfTguP//i/DuTi3TvG98aAoApSiFZLAClxJs0ck/lwj3cZALJF1dWE5cnd7ATzGvRaMV3T87n6zQyGXe9JUskLe1AOH32eLmsRUZ2+PKLg6uhmZVc7iBQus4oYwi8+fax5Lb55s3Z0KlN0n6/N+33ewHA6vUetF6/Prv/4MGJ993W1FSX3+NR2154YdYdCDRoKytVvUfdhOi7p34nWiz66IduzjzVKI5CqW56wKPBLk+zM5J2X19PPXjQCwBifX2+sM/nFQAAIABJREFU4dmnF/nu6hOMYZzW/+Yf/OL597/A9wouyOIFakX1VISfly1+QGTx3KjRDfVJVtfLz8TeOxQm1eX7nantEKwPAV4o6VHSaZAyyM5N6Jk2MM0MdxtFOshLSZvKIrY7hvruOSBb2lXP4t0kMKrLsSiFmgvdVQBngCDmUFXRtNIglPJqFjWoREoWj/b98XcEZW0tSCzmrHOsP+yY6HfZ28z9pz1oTA7S5P7wcw8jX/pa+cnx0TkHRzeVZDqqLW90V7N9YSehpn7mgsip2VJTZN3c3a3NR5M05GybttrttNcje62BrQK5ZAzPv/SM/8ubm57OF15Y1HI5RctmGySrNXJw/35JyaG5ro43X706i8MydoQQ4uzoYAeTk+eRLtdUqaeKo1V/vHOsiYhmwYSzc27ob792Rb70UwyslISYgn3nTwLIZ/RCTUPCQAkv/Ew5CGUgQCHfl3JoeRkub440dTPirKDgFkxrYFodOKtYPogrWQKLXQUlDM56BQGf51hiW2nfYLAZ3vK3H7GYc9WuO9Ir11aJliwi3yzvWER0xfmx//JTDz//T/7gKgA425qVn/6D/3bF6rKaLaIyAV5cfcGJxIuObYwBiXAjS4QbycRTy/7b63pqctqj+nyDAKDt+dyr+wehupdeuKds7tqya2udLJUqRPcLjtuNAECttoypp3+J2mwGOHMpi/PtnFIIl/oTGhEyUiJUF42lpL3ZuYHjNjEGNZMBABLe2e3hr7xwcGdxM9ff25uu862PGl29u4Kat4maatP3faaU6FzN+taqXmzsePnGmqSlKuYEitlI/0v/6OPRuW+tH/hee7tiEXvp2rX12fn57nLbZEOhFkKI0DQxMSlZLCbf7dsjrU8/vaKm02ouHm9ef+utUclmU8Y+/vF57etfr+juamLMeTpv8fILN+ZvOPLXoFSftgwASCfrHSazVf7Iy/ORN26NND5zde3JiCJAzNYnlM5c4HsFF2TxArWh9ny986B2slh7mbbzo3YZ6vn7rMbi5kd7nfNs5c/FjUYY2cMIAzUgWEIwlFNRGMGAo2ODAP3c5FGRj20iuEWO5HE1gUgMJleSx9M5OOQgEfTiMtjMQR+XHZME1blgFoUsV46meTujSIY9yJc2CzBcLdtqTImITpssmp1OAtRem+4xcEHiDM4YI2JO1EqvrBMj1wqbnSOTPqtG29uD6tttBIDQ6mp36AuAqadny9TsjQt2K7d0t5KUL46DqQVKiCDYWzoC/GC3vPkSAIT9bYlIru7QVbAq3Puzu/z6D01sUiVecXIGANzi3pr8rT+saqJouXIluqYoMclk4v7Z2dG92Vk4W1t9B+0t/u6u5kAonDAIOBt1683ewYG94MJCj6enZyEXjVq0dLqsc3A+GiWB2dkT7VCiUV817Xq/UQtXrLlCBwCB8uL3MGc4XNgrPr5RCsT22pHPVD/PCG+BK4kpMvZsicZYDwB+AKZ2gxsVS5NwnSk8k3ZKl3t2QAWRZKNdrPX6tP7gTtGFLm6yZzWzd43ncgYVIVFrg5y6s5gnkpijLmdedFt1QimVO5s9YqMnBTCV5sHY1mr5hrR2BoXWVr/Q5DLDKBINosQC0XwyZ/0ECCSrhXaPj2/X63qk7dXnjfp68jSglD0t4RqRrg+0aJPCKg/snCGptP/Ksg45H/nrvzkTHTRiMW/87kNd8+2eHHceK83EshlbfmP1MpckGJcGDna7R2Y2Z+Yupb5yywXA9czzz0+J8yvu8ZdeWli4c2dYU062N59Mmr/+2nfq8smkKbyxYdgaGiLJ+Vsd9f392cahwRWBWvXgnt+Sa2pKNnR3++xvv13WUVZyu1M9E419yKfK9stx/yipuqFXRkO+196uuK2xttblbm3dDi4vl1yYA4BMMNiYCQYbvSMjy/WDgyv79+4dE+W6wcFwk9O5yx88qMoRXZ2c7O68fn1m68GD4+/HapKNChY9JcHzOYus7420/viPTPPt5cFzHeQQQkvH65aXP/lrT3KMC3zv4IIsXqBWvL9uqADOxfzOZyV/3vZVHykk9AkJdpUyxFM7ne9UNZyLSmsw1JMTfsm5DVOdmwD9AEDAZS7aE3B3gbgvPeTRzUYkts/muAhmDZI1jVz05KTU6k4gE/YgT11IYh+dzSfIIoeoIqOuwW5vJiA1SSdPg9gtrdKP/uyycf8djW0tFqKYFkcelIgwO6JElnd5PHyJuOrXOa+rQ8h3ZqLKXE0RXZOS6srUNRUAbWjcNg/0z4pU7SDhnXOVMcltR5Hf3TPMA31hsa60BJioWYt1/MpS9p13z+Sw8CL3X35jozu/sQEAiAEgPYNroTff7QOAmNsdb3tqdJFsrZQ1rWGRkNwyPLa/trZWNVkM33vYMGMz58Y/3MGJftZt8QwIaHV1QwEuy0pkbu5EWYDk/n57cn+/fePuo9+tztSnlUjEDgC5+vpWNZ22q+l0Welp0QeqxvIgR6CSVEs91IrnILSmHMiaIDY0MJ7PNhU/AYF+Z3aV59J5IooMosALeXoCIIggZqtEQUZrblxg8zLPXd8nZvlR3pxgWQTnEgylG+BVS+F5Tk2JzQ0ZEn1UM5HkI310YHSNrS32HUUYeUNHUs3Lu1QEU26/U1xWuftoim7+xb87S1hiFACozbVHugb2wbgEzs08r5ggSmkqyxleeF8SoXcgIsjxsaJEEQBRk5e53aMgflBUibAREKb/6Ff/5XjfxMSyNj9/bd/vj/Z/+B/7bR5aVI59og8Mks+rckq0eRKEgGqGeV2orxfNjaJMMuFBMZfEyG99dpUzrqlppm793381oIfCVnAOuaklcIYsngLzNsXuRHPh4Ffe6MepNAV/JuN1b261YX0D1/r6Njd03R7a2jrxrOWTSRMAGPm8kNzbq+988cXNg/v3uyKrqycWZ/R8vmPQ6eRGMlnylmp/6ZlVKV85qvg4xHRwsOkjL4YDb7zZUPY6k0mRtLVV/Y4Mzc8fkzFPX1/IZLf7omtrw90ul1UPh6urpwmgLhxu1cbG5vfn5kY4Y3h46+3xkZ/74ZjJt36+hUjDAF+eGhd7h6Z139Yo8krx+Ykkg1ptCgQxBUpThJAkKE2B0gQxW/3m51/572yf+JHqWPkFvudxQRYvUCPOESGqFeRJCsB/EODVPzdUwGHtrvPhg5KhFk5Wfb+bGxQQzEFXHMjH+2BumIFobSUEJ4gDEcQJUl/glDwXnzsmi0Qy4G5fgqFyqBkn1FQTLJ59KLHHjBVo7nianozWcdqThZLfg8wKEspMfhVz747AXr+L51q6zlvPkef0PR45iJBsQhM/+ekBtjI8ZaSSHHvbIg/6LiMeaOBGIY+Nazk3aewIo6lrBmaLFVqeghMddifT/AmWm7p7PMFh4WCXks1mqdsTsvZ0xYmWaSaJcOn8mGLI5wwW2G/IxiIufu3atPWSp4tmA0WJp7VN9qiXuv365tbJCWQVZSk4fxRV1uJxd2QvFCo7czraLxE3iw5HUk+VL1PxOA6+dbt94GNPzVrZ/mgVhKnqL5VxXtVy+xFRBADJbA6r6XTlKGpxnGuckgFuNDUphBQkmY6hoU01EmEgpLCwdGhPTADKZakiMSI1LcrV1mRrT3eQ5JXihMTQwHwb3UjFLEWPKoggEzeWGDczIkoyzR5UJxU3NDN/eEvlhC6h+VKedA+3EM4Alq9Zak5kUUQ2dCJfkWg5m0jVPnbt+rS+vdvJMlmS24sHtc21srJA0/VrW7bnx1KCzB0wcn3HXall2yQXySCfLeQTOkQAqAPLPlpQiqzVo6UR5xHNAAQP35jyHv8DgBqJ1H375343NP6P//5861MtI6XWLbSssJP4wmsCi4SuEZs9DYPJPJedAKVQh4enHYN1SapnnIIa7wcA0QwM/MJnFiJz+yTw538zVE0kel4Vd4LLK0UjtTtTU22XXn11Kf7Nb15W1tYudXm9wbobN1ZX7t3r50WefVd3dzYwNdWuFak7mA2HHezll2fF2dnLejh8RhvsGh7yd9/obUPaX7HNj0OhlnjO7d7HYempciBAlbVACqgfHAxKZvNeZHV1JJbNegFgcW2tvm50dMrV0MDFTEbE3btllRP69nZDPdDQ8soriw/eeGNIy2SE//y5P/P81D/4zIEttFO7h8AhWDjQbX7mQ39gBPbXicmUIiZLilhtSep0p4SmtqTU3ReSh8YjOFWG8gJ/O3FBFi9QG6jJCsG+j4L9CgcHAzgDJ4euFLzgY0nAARNg9S4fkxBS+PAQR2+K0zlZnBsiBbfsHn564rNDOSM/WRuMcMDCic07dWaPwhEfRR4fvf0IZAcDFR48fnScLjpGDq/m+N+Ekuc+JoPpuaMNDv9/4izHP1JCYLYILOrj8C9Lx9ckiBJhqUHODRBCwAWZEaOIpba7OQFByBzX88Nh33LCQQk7/l3hnIWW1ndxgomZE8c5E3klj/94+P0IdeDVvhe4Tqj8FGQJXHJmCEHl4r9qhsLetAmmu0DoLmKbj/YxuZZg6IXJlatjHZzloMSPJvUEmVgn7twCmN6P+o5F3tLGsLNR6E9DExCP7fG6+j5SgchzAzkk49vIZ1Qe2VeRz9kQ2++EliuQ2L2VEHd2G3z69mUYugA1d3JSomuE7294AZyJRHHasH6a/PBs2mpk012p/V0Qhytnudw7L6X2KuaqHO9/dDw1Lynv3h7PrzcFXC9NHAj5SAvAThRnJ2qmyfn04Fx0x9cM49H3yHnlSDiTLSeIVmppuV8YH1t0N7i4qOa8esDnJUXqfVG7A57r13ZD335zpBZBwLd//X8ffeV/+eyClAmVlWORWsgiITVPakRTmZIjlVET8xLNZt48NJRQo1Ejf/AogpTb2ys5WWz85EfKlcQuoDZVRU1tlp22GKCViV6V6XNDh/7g7UKk2+0NyU1VB1OAhL8bABDfBxfl6Zzkalv93B9PqrEEJ4TA0tZMBv7R3xkWLVLRxRfOAcSiS3z69Ubks2fLMnAGmtobR0PTSnrqdhNPJQbOHuXU5SSSViOlpkRXvvvx3xOugZvte8hnCsdgRdb3CGUViaJkKrqBavKsL3z1Vi9w8stTgyHvvV/5F1731dG1m//879eZbTihdlD2tNn0l77Sy3OKFQB4Jv0ov5MxqHNz40l1cMZ5xdtJDeV4AUo0EsONIy6j7ulfXVz6n36/7PPp7748tfP23bKOnAfRqGg+HDvUUKjRFA43Pt3eHtVaWraX19ZGstHosSoksbVlvfTRj85uvv560Wdi+tatUbPbnfEMDS3X2Wy6PZXqUpaXPV2vfnRW9G93+29N+Tuf73FRNVv1otzSTmbzzjfeuHz55s1Zazp9KTs3VzIPVhTFqsYY7/BwQJDlg8jKyoiWzZ5QxCjRaAMGBg4Wbt0aFUwmo//mzYdmxiz84cPLvExdSvW114aufvKTc+vT046Ez9cViqcjtvMYzgGAIIA4nG+LbV3/wf3LvzF5rmNc4G8VLsjiBWpDxKcjuVddsXGzZwa5WO26+DSCCG3VVqahTX8AWastWZsZs8jFanbpJO7GLKHCGQeGclM2srv8gG/OP2bSQsAtrjRM1iy3ucJIx+yc6RSOuiCsNgsk6iW5SAMRsjZYWG3F3e32+7R1rGZnUJ6LbUOrMWkeACEoWr/pDDRFRzpw6ZCPn5RxiuYcMoHCd86MFFIHE2fKaxyZUkR2hxB5zCNOSbbyu19qhWTWMPHRBdQ19sEwskQkZyNwnOf45qyI4Ebx+zKX8vLURhJKurprqgE8lTArCyudwjPXNujBck91O7ETk3sWCjTF/vzrENu7d4nJLJgH2mMEBuGaZkhOuVHIh684P/7iw+RX3nhkUlOFDDq5s3eK5XLEp6aH4gBElyshu12xpmtXD6BkBbK3OSB0dAdjUSUY/uq3RiWns9Hc0pKFIOQppXkQokMQVEKITgRBb5+4zPRggHEQBgLGCx6lPJflQiXnGgaBNj57Y4txTgFOwTnlBXZEOQcF5wI4J5xzSoeGeFM+n1OSSVM2FCJ6rnzJFVtzsxrd2Bhtf+65Gf/DhyO6opQm1UWIsKWuDoTS9YJhCzgBOCGEgRBua2pC0ucbuGyxbDBNM0AIo4IgZx8+7M8C1UuSWfnVG71vbCY4OX0m/1PyeuFrbvarqZR2FMEkhDCny01NB1WfHSaHKVs2mHIOgl4LctwRnf2f/y858PqbdiOTOSEv3Pn8F/ev/d5vphufvzIAADwQmOPJkIrQbgNUpQG59OVK3NiIpxWeSlQlo2bRmEN0mcNAkTHSZCliAfQI+axpO/vlWSa3eBWpq9kmN9BBAka4YAIkWwyGkQDNJODwEshWjqhvHGAIK9apP/71//OYyJIiBkXxh7N93/qZf+l/7vd+cdfZbOrgRGCZ2ehM9o03JipF7rWV5bGdmLEQ3ffvXv2x4VHCC6SOMF3Qo+Eczykl5f1Ke8/m9L2pLl1RyhKznKpazI/LrjlHbne3Dru7dROjo2u3Y7G+ozVcIghQ02fzrk8cLx63HcTjVw4AeDo6Ui//8CcWjZnJUQYgl045doCVpufHiFkL9Z92Qy6GaCTF1HTaMvPuu6OSzaZ2TUw8sEuShU9NDZ8mb61Wq6tcorJosaDl6tWpg4cPr+iKckaxIFqtrGl0dDY4MzMEFKS3S+++exUAmi5fXtENQxZFMe82mTIOSj3M5+uglHKxqysS4tzv+853+rpv3FhK+HxdgUhK7a5az3EIKkBobvuG1Df8L9y/9D++VuPeF/hbjAuyeIEawavPDSPnNHYhH5Ts4ZySWl5d7bsTEE6/5TmgxO1Q4nbE9x8R41S44K4oylne0jdFTKSiicN7iFqiDk8gRy5yGqaZjoO6es44tU1159JyEn/4zX4AIkAkPPWJVeJ29fO8GuDz74ZQ16yCcYrQVvlFhdoNjKoGz6Qd6dv3ZMv42KwgsiZitRP4Fr2lJjWl5jq6b6sDALT1peOFBKG9c802cilsmByC4e1YIYQIoETg0dWKq+yclZZK64mES08kEPHU7SWnpoZNTU3Z/Ny3m8B5EwBo8TjV4nErjsoAnALz2mKGf+9Mfk220zvpaCvf1boOwxba6q7UfgDAu3uum4IA6jYhOf6h6de//M2i0W5CKVqffjoUXlx0WhsaNrV0mhi5XPnoa5HoHeecxdbXj3MkJatVqevrWwJg6Pm8ZHG7dWV2doDr5x/OeIU8Yl1VDTDmkhsKCjra3b2b0/UkPB4auX176DRhVlq9VUURqNuTFxubDdllo1DK8aCqnatrHi+47MCbv/qfBGXXVzR3VtnZbX3nR38WrZ/51IxoM2si06SRT/ReI3p505fj4xMBxGwVq80fdf/kJ1cEJIorKCyWsjcyS6dUfW1lTF9bAd4CPH/nM1MiUm3Qch6oigenjLCM+p6p21+6Y7r1uc9XtQCa2z9ofvPnfif53L/59TmPXZGtdcytDw9vqXNz3eX2MxzuxNJfftWbD4a8XR8eXqv34ljqm6PUlekbWbXurvUXK2uRMVvSajpd0ahqZ2qqrXVsbCE7M3MmSpmene27MTy8Mh+NdqT8fkvbM89M+27frqxSAdB7dWx7zALBmJk8cX/kNjYGtjc20PQDH5vy2NIV+4856p3/8Ld/+SCfzuS+8aW7WJuaug4AjYOD61a7PW12OgU9HlepyURtFktRqWrXiy8uJ3Z27Go6Xb/7zjslz9kyMTG/+847Ra8vsLR0vCgQOPzb5HLlAbD8nTvNAJpd3d3BqM9X13jlytb8ncmB0R952W9NhivmrYJSCM3tt6Tey7/r/uXfuKiJeIGacUEWL1AbePUFuMFryO17HOc0jjjHec63H2dGzdUwqFTbyXTVir2VUd4/7Hv/k0SPUUO/n6dVZQ6vRIdgcq5BkFJQ0+cpR1CArh4Fq2x8Y45g9NkQD/gOENycQHCz2ma+r46/PKeYsnfujIIKoO66sP2F57excrtoUepieT2lYPh2+pK+HZB6bzCxEbDktzbLuvadOE8VxlWEUgYA+UCgQl2DR3AODoZYLlM0SpuLpZzZ9u4VAAU57aFwu6A9LfxbI9baQt2GAaZkkc9kizI075UrPslkyhFKDavXmzTyeTEwM1NZXVCFm6/70qXNhM83Vt/Xt6hls3lHa+sagNIlX6pA/ejgAboaDiX5x8/PcVtESazvaZOPP9hktujX/uiLZSbbVVTisLu0qCYvx7725pi9v93UWK44xfu4sLf9MDir7PrKfjfcMLD3F18sqCgIgb3ts3Pdw3LFPtcM52p6ekPUd+9WLwk31NKLhCa55KIepybGDOFEx1NBtyEZK2qqxCVz7Muf+5J75ktvdJ/9sPR96OrtVN000oqEUkcAmC+1LTJFn9T9vivIpM8s8nLOsbES2c0HQ1cAYOkvvpO78V+/lOOE0o2N5Nrbf/lXZG9qfsjV3u5v6+jc63GYW4WNlRahfyipb6w43dlEU89HPzq99o1vVCR3a6lUU5fbHdfi8TNR9ezCwsCl69cfzvj9V9V0uuJCLKEUH3r1o9N1O6uDLFU6qhl6/TsD2YHeKbnezerabX1CPlk0DvfSiKVranFnYfHBsi2wuHzsGBtcXu49vW3H889PAWgHAFtTU6p+YGDT3dVl3nj99cb0wUFlwxlKa8pZzycSx9ptW0tLiuu6ElpY6Gm5fn2eilL7rXm/75XLXrMpEyupVqANTQ/kwdF/6v5v/umXcV7zuwv8rccFWbxAbaiFAHJeU320R/ggTV3OgVpcQ48giLUTEKYL5DznOjfev9ynw+OXP0E++WS1Ek9Dz2n81p94UYVxweOoJsfvPQEzwKKhBmVte5+l5CW5Z4AKMigx8hYSP2ggubQJRu3RbyKIWn5rsyYZN6+mtEmN92LLh55dsSaD7UY8XTziqBktO3/+NRuK5EIeQe7sXq/lnMfHLkH4CZD2T09fbrtxY4pQ2u/q7FxN+t6bChjR1dXLjtZW/97du1cAIHVwkH/qox9dgN9fIFSUFp6ZguaOc4AL9fU0EIlwggJhJgA5JIWEAISlIk1ieL9kXtLpL0TlQtnnMhDPmDRv131CCAr/AZLVKnR6HJfUeHJPNYgaX12vy+6sjAGA1W12QC9d+JsQYlQ1EGQSTi3eOA9KDeqp54IRKkswmOzU177wN7U5CHOO0IMFtXu4dDCJUwnhXWlJDx2kWDJvos09C6J/o6oyBoSUGb9Yrg2SJQ9NMXFB5lrOvKxs+HMsqziMRKKBJ2Inrpdls5liN6guOXb+4z//S/v+zFJ3NW16HBM///17RMsen0ePxBR9fekarfPukobmvLG9dmJ83Tc8M6F3vnKcrhC+ff/KrXjGv5zPi7GNR32S8PmaEz5f85IgwN7aGkt/4y2Pp6tr2yW6YnvvvjvUPDGx5p+aKjt2hzc361uefXaO3L7tBoCmD930X7o5sO9ssLhzaTVBZEnQbMLm/m6o1d7aup/e3y+aeuFsbsq8dHVog6zMjFe675iStaamZycAIO5yJ+wDvZOu/labhaQHMoItMj13sLM6t+HJJlJeW2OjzT+3UKT+5UkcTE6OdDz33NTevXsT9paWlZ233rq+89ZblXY7hhKNnvt97mhqWvVPTV0DgIMHD0asXm88vrfn+Wo6FfrUtXa7oJwtUSM0tb1leekTn7H/2D+InPe8F7gAcEEWL1AreA0yVJyTLJJzyDw/SPBiDgYVIIgfYIDwnCA1WPWd62o+4EVNjv+XvfcMkiw7r8S+e9976V1lZVZlZXnvbXfPdI+3GDiSoMFyuZS4EcCutGQEpZCCCkYogj8UUuyPXVLSH3FXgrgLYJfcxZKAAoMhCAwwGNPTvrq891VZ6b15mc/eqx9ZVV0mfc/0ght5ImayK/O9d5+97577ne989CTPsbq9raUm5FOAZDOy6vVM5IIBAEUG3NQS0998xcdkfGYsMgxK8yEa9FZM/kjI39r6xdcPZJsbR977USvJpMqT3wocU4GQii5g36++s4CTUYcS8XUTUSjeB6iE1BzdLwMVCudp8qFQu3NsbNFz584Uq9fT2PbTFaW+0KYk4cTBwdkgNxeNakOJBKddXCxKRrQzM0cbCwsdxX6ffn7QV81L2tXTWbLPPV5eGb1MjTuuXfPLdx9aVJ6/kLuHNRrQGxgHlCy7XaEMVZY0NHg8CgBAKF1iimQJKlSTTSchuP79Tzh+Z6+98FLF4XphomTkBhEZ9BaW2fuLv70BAAAMA47XX1vlwgclI4y6l171M0bWAWphw12kikzKj1aVowhHMhkniUdLmr5c7pKI3hZbnvN5Hv3oZ53+lY0LJLl1eCg42mL3YARIo9VipuHWvP2F6wQUkQMhI0Ozi0vuB8xGvTR+2oMTxpAW1tdcAAAkFm6HVJyynX2LiNOAvL89mdDYVw//6odX8tqz6+su1/PPL8T39q5MsBFVhZTH0wAAEN3b65QkqYXV61OZUEjf/eab29loNM1wnD60ujqkZPO1aDHDwOD16xusLGd1mQzWXb++5H5uTO1qzEwDSbsglc4nvAsAb7w9ufx//cm3uht6ewOW9vaDlMfTdb79vmvTh+NalSHb61X7DKjJhDX56PFM8tFjSN18deH23/zlhCIIZ8coplLuzldf3c6EQtbo+nrRvlbJ5TjP3btTfV/84uPDTz6pSjXQeuPGhm92tsx9URham01Jeb1d57/LhsM2AIC019s839e5cJ2DC30Z42r9SP/Wr/6m6Wv/VayWNuuo4zzqZLGOKlFVZLG22neo4jyYp0WNOYu1kEWu1mhVXTZSe35kjffR58RgSjQIAABK3kyBhPx2/t3v2ZHBpNBsxqG58fKalErYgSgYRBGDRgvIaJaoJLLIaOJpyH9Fbkr8R11MKia3/sZXl+WsyAT+5vul5XyVRVMruhdVhYDq9ZSVEivppBlrtUBK5fTVWEbdFqqJAAAgAElEQVRHLWDqwxoMNBuNGq2dnSwAgJLLlbzOTRMTfimdzgIApHy+srlZhZBKpxuadTogRcx2EEKfaRTblApVV5oFAI4eP25pvXZtlX/8+AJh0rpccSYVKi2tKzOx5zvG23IwSBCLZazhVMxxKhPwAmMxLThv9XcxUsKIicgBAHgPYG3zr36kT29s1XSu9W1t8bZ+zfCZEVYRBD5YfHKOVBXSmztG60j/OqIqC4AQUECAACGRt2tbm3jLl25lsZrqBzVbcrs0nVAVz2HVxmLBnHnx3/7+n03KfLaglNVmsyT1R7vXT/8mAJBhaKrr7QkekrkWpqdhxd1Ous9qRiIEqeXQEYlHn1xPRUHK4c4ksCzA0MzS1v/xF73F8jQ1y8uTjr6+3cjOzhUZ5ikQw0BDT8/B0SefDAAA8IHAmWTe7HYHLRMTcVanE1wWC+TefXcKIG8LJAIAQ5SNri9dvcRGKT72h//8n60+XgvrNu7Nn50LhDG88sU3FxuOtodIMleFpe5FUIaBo7bBhaX/8P0pcknNIKXTxsOPP+5vHBxcd46O+gFAZfV6HF5bm1AKlPHwz8216Bsbc3I2W9H+sAYDzQSD+kpKkRSCc3h49/jevaJmgdtzy7b+t655rOlIOwAA09L+C/2bv/Kbpq/9bqKmBuuo4xLqZLGOalENAaytY392dRZrLF5fRSLZCRDDlNaHlWitttV+Gduq8U35zPGMZKjnGiz4ZTbDAgBIc3eHNdde3KOKDIiQLMmkrAgzQLIZmeayDG7r2gJVbcR2ZxwoMQDLEcpnRJJOWJTFB1NMW/cOaDQAUvEyhLQCx9RyZisAAK6Xbu1yLOBK6lFgjVZS02kEAKWiYTXdM8julFzT00ucXq/13L07CADQ/cYb+6HVVU3i4KAiWTJmWSGxv190wFwJspmMvZR6EX1GUWyq1cNxAi+oe3EyPT4+e6ENAACEMCYEyXo9kgG4tUePzogEZhggJ5Gg8+AMuhhcMl65egDFUwZ8XmYrdf/uQDGZceRHP4Gu3//tNYsTRijWgv/BEqqVKAIAUEppOqPxWixMGyiFU11zivVI2N66EDkSPYddIc/hlWWbfuvXH5lemdJgJVGR4Qrb7CCVJtjm9iMm1mpYSFIjfOsP/5eS0W3n+DDVbCoZyes9yx419vUkKZ9sRQCgbm+6aUv7HLaZHCAkHfyhsCNvbxYmrYoCNOLXKOl0Ubdnms2ijmy20TA1tejb3Bwr5BKstVqV8OrqmbHK+Vdi2udrNjY1+bz3708rY2PLl+uWqIpScFyAiIoMfHD05U6AF4dfjs5tT63O/uRO56vTQweVyE5LwmyTVjjz5t4HH5Y819HNzQtmOY0DAxtyLudKeTxn0V7n6GgyF4/bbd3d3vPfl0Lz+Pii98GDmlQMmOMAKC15ayWPvV2/eGDe0Rt0i11T40c3vvQr/7Xxy19P1tJeHXUUQp0s1lEdqjKtoTXOAv6SRxahhjxCXHNk8RlGuaoxFnqmtju1XqcaJwM+X4ObQg2WhKoi6eEnvSVcG7sAAECvz6qeg17EMNJpbTUAABLydbZ97SvrwU/utcqBQGGzdVKeLFYCW2erID64XVF0RT4+0mg6Oveko8PCZUQQAl1PvyIdHlS9H561DWNgc2vI1NISHvjqV1dTXq856fHknMPDYjYSYXVWa4Lm8wPpOTKXr7N6YrCls1ieetKA0WgUoihFJ9hQBST9CiwNgsIZ9uSsIChZEaiqImywaX0f/nhKzZV3AjUPDa1pLRZoaG2NNZlMHn0k0oIRuiIMZe0O/t4PNzcQgwnCmGAGE8QyFDOYYAZTxDAU61MIE2WWMRnZxmYrBUFQEUYIEKL8+npHqXxUAAA+yMt81riw+p0fNPE7ewVdTyuF88ZYjtEbEtBgSULSPwpEBVAUACBAMUuBYprc8MaoqrSW25b11ZeWm784NI4ZvuJILedurLiQgTC30Ee1OjXePrbRffO5OKUEEUAMJRSnfH5tz8vX/VNfvhZy9TQ1cpAblLLXl9f/4H87Uwc0dFgSKBPMy3RzvJ3sbdgJxqA4BpaFx7Mlnz+ZYtC1tycFj6doyRDF57M5BMEUtVjiSi53ZXJFiMVY59jYbi4aPSvRY2xuTls7O+MMy+YCi4uDAADBnZ1R9/BwSDwn7UytrndvjfQuDvTioiRckoCoy/vcjaGhfTjYrVp2eh6kuSV+L5iORnZmq95OdGtryNjUFGjo6fHG9/ZazW1tQjYSYRVRFOVsFpxjY/vhlZWSExxmtzttNOodhsZGNRuNVtWnIISg7ebNhaPbt8sSzeD6Rp+ppWWr9Y23/6BOFOv4rFEni3VUiSqkpUTWAaOBYnkeRfHsZKi1gZTRORUCrsHgJo9nF42jGMOpKg6hAiLOC188Q0JV6ymo8T6y2hXGNL6ItIwKlFIqEQ6AEkqQhoQCXRAPV+wGWhFohQdYLqBNAUCWWCpf6tclkVM3l4ZtU5Mrxwt6CTEYY4wQAsAII4wRZpA3XMrzsmJEdg9tDUPji8rGckXRGKqqxQfjlIIcDddU75KcyGozfr9z6733zlwntSbTitHpZGWel8KrqyUHj4ogxMs0U/a6sRqNQkuQRVqFrTLlOCBNXVvRuw9a1ET8Qh4k63AKaomC3ufBIETHGEZRtrftVFHsxeilkslIqZW1iog/Z7MR3OfCJFHulJ3bD1tDOry0R0SsdfE7ezUVF9c6HYQC4K6vvb079GZnM5IirRBNALAcAYZToaF1C8L7o/6Hofn0+l6TuL9XctDd9KtfXba8cEunb4U+Na0Ekh/NilQWVUAYJK1FzKyuayilp3nN6KTGJwChGsbWACaNFpBUPr6InC0BRquLOHZmx95pvfi4sl/99TX7G90jANAONG8upNHL453/8x8sHP7zP8/vf6H5SkKAyfgazTen5wnWYv7+w8nzfQZlOIgjy1JodkunZjJge/75heTCwhQtUBaDczhU282bx/TevYLXBXMcMBx39g7Q2myS3m4/9J2YO51CEQQc0Wo9ZoAzskhVFYKPls19Q7cIlq9KPIMZ0+ryd37YKicSAwAALa+/sqAX4n00HKq6jxLaew53sSHGGmkrwrgWURDwoZBLYzZvuGZm4pxOd3haGsM/O2vljEap5623lvd+/vOCfcnkyy9s9rGyWfFtt432NGWYiV4xZW7w/Oy9n02V2xfHyMgukSSohCgCAOgaGqJ9X/jC77z9L/7FZ+PYVUcd51Ani3VUh2ocTlUZg8YigSpVl7tYjdHKU6FWYWhlRh8XgNmanrV8qOMZgebyTowI4OwTAJ5EHM8ijxQUXkMZoxcwZk5y/E6XPvnMF06H87tvamaAQhKAIlBVBJSwQGQOiMyCqkA+5+azvPS1XV9OJ+kgHZ+EAqNo6rZI0N26QWSaJRmxiR7utJXLkSqHki6L1aHkAceTIvjuPpwpRDobbt1atIyP+7FezyCWZUg2SwAhxFksbM7vRwhjytnKK64i9x+1ZjvaDR0zk1vy7nYbyWWLEmtt30BAOjosShIYqy2rxOM1EfNCslrn2FiMyDJVcjkjo9Hwna++uhjb3u5I+3wFpZYI4ypnuS7C0d8v9khSJktp0WNAZSZdfvi3d4zdkxO7be4mUb+55JRnfzJQcEGGIVBpPUdKVTkeL9sfUUWpfEIIYwJKBSZJ56Cmkmauo4eJru3UNPHUeGM6+tz/+KthDnIDQJQuJPF54k0UAEnBAIBBkVRBMhxFP3h3gopC6WPWaICTeQf/1/+uhScqACFd538WdI0b/NJySYMS81feDsHxXkGDFGSyCEyzew0QMpBoyKyG/QUNUlA2U6ATpMDZGxjO7Ra0LlcOaTQcFDCpRdmUG2VTbsrqZLlrdI3bWx4hOqMYF9kN/+KeMbX58Rn5Tzx4MGXo7d3VNjerRBCAEpImksQQQbBK0Whr+L33ukaff37hUTR6gawYW1pS5pYWLwIgrunpOUBIY3Q4pMDCQsFzEzg66rO73RnZ5zsje5ndvZ6dranl/j5mHJ1En1XWIKze9254f/bDqfN9lP/DT6asU5N7doCqyGK8f3z1/u373VIm04kQAsfIyBpnMLDh9fUBOVOqdmiBbe3uDrE6HdWYzRcmd2Se1xx8+OF4y7Vr84CQjhIiE0WRujpaoVFIY50sGRXPkRsAgMRjJhKPmfRw2Pi1129uLkXTmt2F5YJRSWtHRzLj9zuFeLyiaDWr10tdr732ja99+9sV1VGto45qUSeLdVSLyskiJQCMRoDq8hzhs5Ghnht/YHzxO3zCbbCOBY0BALEqMKwCiCWAGRUAqYCA5OWPlAVV5ECRtEDkExOSwlOC+clmSoBS9WTqlwAABUpUijGGxo5EXuJGKVBKTyKoFBCm+U8gAChvrY8RBQCK7N0yqMJRfoev1lk7+T7PKU9/NtgZSoi3yIlBUIxUkJNdvvrrJSIIAGJ8DFAqv6kKVbnIbGkAswWoQo5g93YHAAJAOH99MKMAo1dOcqDkk3tAAQAVaTEH1old0JgIDfjMgEEFQAQQUgAByZ9HRJ6cT6QCAgqMXoZ4sdPwBFRrIsCZQlRS40QScwyh/cXYG1JEDSjiEAMAjAaATg4HiMhE1I2VqwM/hgVsdxIq5hACUBinK6tGwxbQcDzJZTWQTp08F59ZLmdJ0ulwN7h3tVqZ5HJXnuH4SSFs240bK/G7dwsPYll2ttD3F4AxZI88DRtHngb3G6/uGxiSJH7PKBWutol1+hiVxKIFpdVkwqAbm9hiLdYsADAAlKEUGABggFIGMGaoIjNEEFiSy3FUEoGKAtBcDoh6tR5seGXF3vPWW+Hj+/eb9Y2Nqq27O83fuVM0Jw8hVPMsAMIYxtxuf+zjj7tKLSdubzdcn5w8RHa76A+FMrlczhLd2zsrQ5A6PrY2DXZusx8+vl4qblhIB1B84cr6VyLLFacRIIxJ1ZMmhIC89HiiyWZPm996fcf78w8rLp0z+t//483eWy0OJMVKkjeRp/L+v/0JKksUAcDQ1xeiiZjz1GjqCiowgTL2toXYVsP5E3H2bFOjPZb6xScz5bahxuMOSlkVIeVCe4yGgeYXJ1dNOHkN4t6i962qs8iPf7S6n1zb6Jz4+tuHskyym3/zw4KR/uzubi9nsSwk5+cLRq/khYWJ/pde8hyvrblzsRjjGBk5FOJxNjA3d0Uy3DQ+vsGHQleuRy4WswYnJpbsPt+FKPXuX/1g3PZH39ho0saHUtR6OP/tX+Ds4VHB/dCYTDLNMYDKyJoBAJBeT3ednYur7394ZmRDKYXw6uoIAID7xo0ow3Fe3+PHE2qBqGoxKIKAFEG4Qt6IqoL/8ePp89/12U3zmuPd6WIPGjncHZxoaj6i16Z9e4/nL5QJQQiBvrHxMHl0VLFZkrWj471/+IMfvFvp8nXUUS3qZLGO6tA2RYEqC/mq2XBaSRudRZfQWZQJAWY58Cxh0FpDAIAB6Gm0Kf9vevrvC/8h1NLOQmdHCp4QmydkhdJTs8oL39Es0dLNx+djQSjP3uhJzhtFl75HYFcRnnoJ8oYm5QYC+MTMAcnUv8TQbDQHlGKgBANQDJQy+TE/xSffwwXWpTFnkAXbTnehOOiFT9Q6sYMwU9Rav+AWxLgf+KOyeTlXwOirq2mHUG08h9KTNz4FoCrk85pkFsr1R6wujUxgPlu3TOSQsrrF/H4yQE3ONFVJmApKhkqiBKKEqSTpQZJtNHfYBGLOBQAuQAiY69cKK/M4vQqEMKCK+WO3tXoRgiCjBT3z6utrnLkBTG9MLWMtawaMNaDR66R337NTVp8DQArKxa3QYaIAoKeMKS0aZtbE+dnhz9D2p+SW0M6Sfeyb/3Bz+V99d5AWGXQpiUTRKJgYDHYa+/q2AGMFIURaJ4eIEgkRQIhQQilghFhZbAGW5YnJlsmleI1EKTGNTiyTaLhZPNg7uycNkzMbubXlsvXthN2dYURUXgkFCxc9RwgQxwFiWUAsR7DeoIDFqjaCgYnu7V1ZfP+DDwado6M5k9ud3PjBD0pb3+OyPj0XzvfY7/zOfnx3N0EBGjOBQHtqfr6zzPqgZjJYXVzsBACwA0B2YuJxTQXRqpHuo8pyk4kkFc1pu7JJjGlJV9sSUBMxs16rjTVem/FGH8+V7LdsE8OxwX/w2kFzr6UfSfwVF+DL0ECijzGbsBwsvZzzi19Y5lKhbsqni/ZBpIL8UikUElkaL1gjEPhkM9veGVU8h5c9Xy62Ew27Unf2Fiwv9oyfJ4yIIZRxtmioAIBy6YJzliqrF7weYSu+tDJMBIFbee82b+ruKcmw6Fl/XGBfRBHbtrbsjS7Xjm90VA7Mz/dImcJ1U5OHh+32gQFPbGvrSskTlVIj0uuBXsqpXf2P71tSb95a2P1P3xshuVzRSWV9Y4OEAjulDiN/LI6m1CxPvd5ffFxUupn2evVpn2/C0t7us7S1hb0PH04W6w9rhVuD7eU6DxIKdkxoNHTsq28u/d2H98dlnkcAAO0vvbR4dPt2RTL+Uxidzk9r3tk66qgAdbJYR1VAHGcEVS3QEdNLnwAAClAxBaCUN124AEXwAhIrNgvIr6OKkEvpq1pHyqmVT8gTgNOohphWQeKra6t2PEsH0erkkAROB55V1jGsofRIfsWq1kMguWFwYpdqDBb5+z9wAiVlB5eAMAApIKdraN0FIW0AojaCzhgHouoh7m0FoPnBbRwA9U8eYlboBBUAVACK1DjIIiBZfHKvSAICAAaBYBMiBzQRye0aLYhq2nsj4NmtyKXzqSDkqKapKSP6/VckXdaZGW9yfr6w2QwASOGwUwqHz/L/aJMxSvzeCwPf8wOk05FfzrMDmq7uHeO159bVTLpB2Fx3UUXJ0gpy7DQu11FuYa54sWxKgUoS0LzTKz5tltjbCw7sKaUQWlnRSzxfmHyeAyri9NnxyitLQjwuGRyOC23E9/fN0a2tNiGR4MxudyLY0XFk02qpIZ3uFLe2KnJNrMRxtsjeVvxsoArIItJqQc1mS5KaC6hGBlsAatDf2WCxpvFLL/rDn965Ik02drZlZv7oH+2Y7RoDpyZnQC5dxuIUsqI5EnZ2yhqbkCyvUD5dWuZIykcWc3FeZyhypZEisVp320E5sggAIM4+mop5/Xu2r71gYrRqEwCAnMgaD//1t3uxwUCx0ZTTtbcdMAzkzH0depMSGFH1FnHuvbXDyP1HZxEpKRxpgoFBf+njKp1WIYZCRgiFBunk5GIxoggAIKZSRnt//yYAXCCLo2+/6m3rcPIHLU2BhMeXwACK22zW6zjOhLLZxPZ3/rpsTp7/kzs9bW+/vkaXH46gIv2G0D24f29tR5Py+soZJSEAgJTH4055PG57X9+uzmpNRXd3x8REoiLllKOjPdnc7o6s3nlwxS25eWgoo3gOyk4UAQBQSUJoY2Xi7Veen7+7tDlk6ujY8nz6acVE0dbVtWbv73+/ZXq6Thbr+FxRJ4t1VIsq6izCOQloVXhWBKnWXLFnagX6DFHlcRE4yWOslizWdlBlarpdgSI4AQQnAIlXbGCLMQBV84PChtZ1UBUEVNVCMtgN5CSHS+SbC+8funiz09IyRoQQEra3RoTtLQCMwfnOFxZZ3/bZQIHpHvABwlGgxKbuX5ytR2Zrjmls2qBirgFYLokwpsjWWJIxUIYBzmbTFyKKJwgCpZVHpCmpWF4uHez3SQf7YHz+xSWmwd6MbTab5Y0vrOd2tjrko4OCJjbanr4IozfUdK+UiwIxWm3C1NIiszqdmNjfL5gHyGg0tHligldl+QJJ4AMBa3Rrq1POZncBADQWi9o8Pr4r8Xy7cDLYTPt8trTPZ/Pm26INfX17VpMp0cCyNnV9vUflLyacIb0ebFNTC0aGAePU1GNKKQKEgBACBGuJ1NI9jwAhrNcxzPHO+OUyKGpzW9A6DVfrPwAAa7EwwVRKoQAAhNCExaKqExNzCCE402mcSkMQQoAQmNraNLn33qvYnRRhTJ82d1dNJc1WjKHhK2+sSYyGHLz7kzEAAH1Ls/Dqv/xvApwQngK1solHillCOdNB7rhQ/h+Apq1dahzuXj/bf6Jayt1oldQizQXjLdBgLirNZ1S+HTc6MyRa3lBK9R/3ZB7sLFhf6W7KxRTP8f/zfQSEAMlkEMlkDJlgYAQAIPloDgwjo9vhZJSL3H90pRaf4PMVLTIPAGVNX1i3OxF3OvdC+/tlZcK5WKwZAEBrsZCXf/OttYlBp47LhPuAqq2TbQ4l90pPdGEvA+t35pTI5maza2Qk3trXF2J0OpRkWU+WEKYpHu+UL5WkkONx4+EP/3bI/dUv77ErD3rOy1GpVgvelu6FxU8fjioFJPblEDupJ2lqaQk4Bgdj3gcPiioeLK7m7I3J4Q1LyNsHuUSjeP2aZ2f2cTsAQNNAfya8s2saGerdpyvVOa9y26vTrzlMIpgYTe/rL84FBblhd3Gl6zTaeBmMVktnvvGNb3S9/vp3R7/+9V9uQ8A6/otAnSzWUSWqsXqnAAgTqNY585m5utRc+bCWvft7UmOwalR/XLW4yeZRW0SSVpHPhRnIM7eeNYh5ekGtPG8LrhZYLx06O29sQwiouRyr6xuaA0CYpBJO9WC7FSh1A8tStqNngQJSEAAGhgFgGKzsrF/Ik2FUdbVUc6S5O/j4z/7vgjPeja++upjd26s8sokxUFWt+v3BP7gzwZgtCn/nkx4AANbhTGu7ezeQVouFjbUz0qYbHA5Ixx6TuLdT2NClDMqRRcwwepPLhYiiCMWWiayv97W98MJy6P79CwM/SkgnAEDa52tvvXlzXm+3m/fef3+gaXy8gOUIgCqKKLKz0xM5+dvU3JywdHQc2g0G0KfTXeLWlrVhenopduKyCPCk+2MAIHxuW5zdrnZ0OYBcIovh9R2SWlsvGKHRud38ms9XlausPZk8aKtGH12htLUcWIsVSDrZZe3u8o1+47eXDJ2NxDXmbMV8uOJ8RgAAwpn3d//f91uE/f2CkXLGYlUh5D2bmKlo5+mV5/sKMguLdrjxq2FIRZyFfkeZeJO+p+0xHw1fq6TJnD+uD/3p6rocjTfIAf8VeScAABACggx86MNPCl5/MRRy6ru6crmDg4JqGEpI0ePSjIx418JhLru4WDbXEgAgF426v/JH/2x21C62Iz4xBunQ2W9IkVh/SsCzP3y/OReN2gEAAmtrQ+nm5oxRrz8KLSzMAABke3t3Oh0Ovaa7Oy6tr7tkngf25s21CM/LBj6nczmbVTXgYwAA1BZ35HFUiPh/Xlx2eh4IY6BF7uuM3+/ig0GX+/r1hfjBwVAuEjlzajY0NMg3bkyu2OPBTrK7PnP6QhnjeOvEG8/vKQhnDY0OTm6xWpQqieIpKJ/Rwv72sA0AbAAw+PzY2hHVMJFw3OpZWbmQ262KIjq+f//WV/78z79dS1t11FEt6mSxjmpR3T2DGBWqLrPwjIq311wQ+7MppF1ZU7/EMtQ8CFRh/w8A5aeyi6NWkln5OdSZCAIlCeG9svl0V3EpsgioJFlE6OL5poJAlZ3jq4MyRUHKUWnLfwAAWkZOlkW6JNZomogoXrnOwvGxKefxVJwby1osQKUqXY5PoKZTZ32IEgmblUh4SDc0uqqfmjkQdndb9H39G7n11VEq5Gp+P50Y4RRFeHW1u/W55xYD8/MlJV++R4/G2198cen43r2Jyzl5Si6n8d6//4SwVyghzQSDtkwwaPMBAKvT0Zmvf30t9td/XZGZBcJYBSUf6UQNjRlith8DUEIOA8Vl8TW47XIcV51d5GdgY8w1NWUa+9t8NJdpBjHajS22TGM3YwU+VtV2KGf0e959bBL29wtKJjWtbUnj4GAK9hYKk69i26VXTZMKQVFRkAW4QhYpq6UCWHaSG34kK/p5U3d7w73Vg6Sc4RUAAJXV6AAAkCKJQCkQQpFdiqqtAf+kqa/fi7XahHh4UFDkqhjMyDozs8eazUhJpwmcy+knsmzKHh4Wl12T4seV1OuD2XC4LFFktFpwTUxspAMB6+Of3naMfW3kgvpCYbXyB7PhlaWfvDtNLuUH8sGgydbVdfa8Rnd3+0SXK8nPzrr0jY0yY7HI6Xv3RgAAPEtL0D4zvdU5OCkxqoofPphz5+LxkiZH56G1WkEVxaLHSwkB3+zslPv69YVcJDKlMZvpjZvXlptTkWZ1b/2KYQ2VZaQeHfQgAFCJukFl6bNLTzk6GOkAgK7Wjnj7O1+YX3w8N8yfI7Dh9fVv/uD3fu+vfuO73/34M2uzjjqKoE4W66gWVRADmrdU/+XF3wMZ6jNFDZrhWiIKteZl1UycK2/PbMkBnyjqNFgS6LJMjZaWoeKLg3ha8+RFGbAaQHo9pPwRpRBRBACghFQl3+JsNkJE8amL1p9C2FgdZV3uY/PNFzbTn340SYUq85wvgdLy97LE82UnH4gsg5TJNFdi3kJriHwbGxvT5KOPyuZPnuK8kQxtcPoO3v+4/EC5hvtKy7JVlQ1BGD/1pJZlsG+HRvxnkyJUEhlBtK5q9blBRKSKxyrpgOhPPZgtSnDMPZ173N7CdLHfi6JEBO48pKx8Zr0q2nuPEutHSTWVVLJH211KJHyWf8ub7XOrH346U+reeuk3vrzaPNKVhUy0y+QyK2jo1T1K8jnfgQwrZnZ2JUopSd2+1yoEAi0NN27MJefmLhw719iYsI6NxWJ37z4hsBhDw/h4UmPSB0xOu+RwN85iRJFoaEDpo2OCOc5ICRF0ssxNTE09zjGMKS2K7sDKSsG8b9f09IL3/v0pAIC0F0Pot149bJL8nQAAotbM/7vv3A5Fd/eLnnMxnb4Q4c8EAlYAgGwkwsElB3bP3PxA1OkUiKpyQjxeVR9k7+uL+B49KqugCCwsTI399j9YMCsiagx7u9RouKzZk+Q5HDLeuLnMh4IV5SdXAtzQmPXvB9PZo0fTI7cNNcoAACAASURBVL29G16Hw+bb2HABACiCwEQ3N38DAOpksY7PHXWyWEd1oFVHFp8NWaxFBlX74PwZFqR/VjUnAaCmnMUaBom15ixCzaUMKm8PIQkAaioED3BJpkbLkAeML55vVFuC75P1rx5nQte0GvXFcS54aM0eHxc3iqmSLGosZpEKkc/U5EkJ+NpSAV+b+eXX9tK3PypqtFMJSBF34+aJiUNKSJLV60ni4KCwa+UlaEymolJVhBBozOas0eXyZwKBqh2IewcGPNKHH45WvALDEMZmBwCgxGiuqG+gqoqqLUiuYSrrt9nBweO4ThdMms0uV2TfUq3JDTYYiOPFW4tUEVVOw+pp6tx+p5Om9E9+Mcr82lu7HEhXjESKwdxmcuv6+9LC9k4xQ6ua+n1Kael3n04HWKMFXtKYs0nmceYwYBGPHvdSSSwYsU/5fGUdZIecBgwRnxUAgApZlgayZ89FNoy8wXuPLtxzSvaq8Y8cjdp0jsbF9tdePOYYICxRjCBJTXI4YAeeWElw/8x2nO3sn0stLl6/vA09ABgYBnreemv57qUC9O4bN7b8jx8/kfQSAv/hf/9L6/WvvL5wbaajN6e1ZaK73y1YTxAAoKGnJ548OKg4PzZ/7GGdc2xsRW+3u+M7O3YAAK3NJjf292+IqZRWYzJlAKAlMD/fcv6+98/OOlzXr68FZmeLKkccw8P7qiyrK9/7T1MAAJzRKF1/4cZS0/562ei/mskAsjaINBmvPH3hErDTFU1R7SHvD3YqB2GtFA53AACIu7tDTXq90jE8PK8MDPwgGA6LPW+99Ze1tlNHHdWgThbrqBbVRRMuK/MqwjOSoVaVf/lZrPdLj2eTi1lzYLFm4lzxeggzlRfeurLyJbJIzpFFjRZAEi8vf+HPp40sogJR3si+Xw3dfVCWjBBCqhrcYI1Ghiz5zB2BtZ09nvTDe09FFAEAaJF+KuX3O2wdHdHQ8vKkIggXljG6XNTU3LxNVFUCSiWA/MBXSqfZ9hdeWPbcvXslF6nz1VeXNWazNXV8bIltbeku/14KDMcBs7HRUQ290rpccLC8A5QQRJWNyuR3lCLMsqBKlQcLtQxTUmKscbkktbt7Z3V1tU1Mpdo4gwGuXxskit9XVd/ofOWFBezfnwEo3pEIwVyOdSFAV14LpzVaWQAiARAChNGRe//n+/FcMJLByBIEdDI3hYCeqHFp9P6aESHYPJ2zYg161PvmTSk1t2DK11IkGAhFQClDKeTLIgHFgETKXX9x4fj+XAslBAMlzEkEmwVCGJLMYqqk2NCPPnE41MRgkXK8Z0AV9J1Iqy1VyqPi/iL08Sej3ddHtpXDveFS2ngNqEXvYaqqkBMEgjAGc1sbsbS1rWdDIUN4dbWXyPKFfRGSSdvd7/1o6mD/ufXje/dKEkGt1bof39urKCfyPMIrK2Oc0Sg5hoeXjc3NOHV8zPkePTp7RhFCYO3q8nEGQ5hSSoEQVhGEhozX29H+wgsrnkv1ZBsHBgKKKDKY4+KR9fWz/ZF5XvPo0wcjr712a8u4vVoyh1pYXxnXtHfsUKPRLvuOK1YMnO2z3ZHyHccyOY+n4PkguRwreTyDzsHBta/eufODardfRx21ok4W66gWVUrPqqj/9XSofqBdLNO97HrPVIb6y52ziFD1WZUl6nqVwecvX0VlTGlK40J/SilVedy4EX68ycjhSBfSaBTOavW6b/aaOTHRjPCVmZSnmoQodJCu3hZtdMEgqNlsaSJDaVWRRVR7/mhJiId77cZbLy3z9z6tySQCAAAwBkWSC/ZTuXDYKCYSM92vv768+/77F9owNTfnQktLA4W6BefY2Hyh7cX29nSm5uZMYH6+qlqoAADDzz+/Jt65U21uLFXS6epWIKR6skip/vIF1j333BHRaATZYBCXHzzoE0/yyAAA5GwWqKUhA35fVSWPsFpeXio8uDtGRifWDJ3NhEaO2wCAAQr5GreEYCCEwU3uDcZMe/g0ikXuPKgqSsXo9ZAwosqILqPdzR4cFHZDPoGcTDa2vPNyTN7eKE0Wyrx+LC0ukUlErpQRAYC8wRS6mmtYLD1VSSbZo+WdzvbuZr8aDRfeJgDQeLRb43QqUjhc8LrQ2dnxl6am4nNHRw3Hd++WnIQiqgqhlZV2W09PKLG3V9SRVRFrn5+TeV4TWV8fj25sgPvGjWXN9PRxcH6+DSD/ek/s77sB4IqCgA8Gx1qff34huLw8YXQ40nqHYy+6sTGmt9u92VDIdXl5JZdjP/rwbm/v1MS8FoGqAsU6jgWMMW7Sa5pYr6cJsvkanZLnqI+xO4LagaFDcWujohIaAADIYFYiadWX83iKTgLpWlvXna+99k9u/Pt/f7fS7dZRx2eBOlmso0qUkeJcRjXFos+aeEYE6fPKESuEWlt6VkFWAKCIUQBz8ZOQFwOAMCDAQCiGvKyPAUrO+bJUb3SbX02tkaTXXIOuisgiqipX68mKCADIhZPh/f9mIfbDH51/8XNKMNB3EImE3F98cROUS/UcCXkqssiLAKEYmgVKKSCEEEIA0TCM/pPfXYNogJyUSsgX80b45DFDOBjOYimRAo3drsDpnYoQBYSQYLWidCJxfhCKgFKasFoxb9AcnpRbgHMf0NhowyZFpCg/qYLo2TYBgAI+dwNhoAgBoggo4JNvMUlnzMZ3fmUtt7tjQBQoRfTE0fZk//MhoZMnA+X/TSkFoAAUUWAZ1GVqYDranBeIfzinMLlUhtq7u7PRnR3aNDExC2fVIhCYOzq44OJiQalZoaiv3uEgBocjzXAcck1Pz8m5nDt6kk9UDvbOzphuc7NRqv75rn4FQjBmq+u2NRhbz5NF8sILi4/u3ZssNb92d98foIz1GCME/RMjRA2HCUaAMUaACMV5IGwwG5GNQwgQUIyQruzDSSlIK4sjWuPUAk5GC+aDkcPNMWK0hhSuMQwAbVUdbN7Zt7Jnr5J+nBAQZerDACXJYjnfIVdvdxz49NX7SWcA2uDcCH3/exUbuwAAiKGwgU4MbkAJsqimknr7YO9WIBy+EkHTulyyGAhwsiQF+UikorxuKZ02aUymRLHIPAAA+gx8DRi9nmKGUZNbW/aOV15ZP/rkk5ITBpQQSHk8fV2vvbYU3dhoC8zNTQMAyNlsV7F1FEFgNu8/vJJ3yep06jsvzoTYw/TZeVVjkWbATJqZeWFdnbtbdvKCMgykdQ3rqaV8ZJSz2aIah+NhPqqdj26zVutu22//9h8P/vEfV+f4VEcdnwHqZLGOavHLGlmshYDUKkP9LzOyGN/mQOELDALQaRU2AEv3MjB4/IQDUKAKB4gVAYCc5I2Sk31WTz6p6g8GlZ9+335SRoUCRs1A6REgpAIgAhjTk0kFAhgTQAiorYlkHiwYn7SfT6kBhHYBIYIwVgEhChgRhDAFjClusCPrWxMUVFUFdBqFRBQYHYZyA0h3R5AbGTgGjYYBTB8DnOw9UAqMloNQqBmAnJwECvkTcsKOABBgBgFrpFSHBABAgHQJNf5pweLbaiza5Pmrd5v0o6PbTIM9p8Zj+nxLT3df8aE48X5450q+kXuobYkVogVJEHF1JMPf+7GVFsmdigwPL/jWC5dkKIYXX731mPXuVVQaoBCQXg++RythwestWH6gElz/H765rDkKnA1OpcaWxHe+854VAAhQus9qtVlVltngwsJZdIyPRFIFNwYAUIBMGBoblfDy8ox6UiSc1elU58jICmcwkOTx8QAfCBSN5vZaLEfi4WFV57VmUIqqSYc1NDeTAMsG5ZER72m+F4cQKSfECKytDwAAdLz00sb9H/+sU8pkCub+ds9MLrzTbZwCACDBeMX7VXbmjE82aU2aZBUbBIB8qjBSKxM7VOorm0tnxXKJz+U2RRDWSo625aw3gICcTrkgSlK5JkZKiT2vPv8YEKYEANJJvjH6eKGbElJyszmJaMvpzfVa5sJzYJ2Z8WCMWTEWExpu3OCkVMrE6fUg5yozocr4/W2MVltU1syw7FP1e46REY8qipLn3r28wc7xcUkJtdHl4i1tbZvx3d3enR//eKrt5s3FxP6+o1ahka297YA93L2SU0uA0sjyOgMa+47CZxtcA50pur9ZMHdTbutfiHzwpPxH62/91n87861vfb+mHaqjjs8BdbJYR1WguTgPCr8O+SKKZ19fWOjMaAMBmM0YTP2es1+efKILf0tEgUxUC0AA+IQFAPYKbvtJIxQ6b2WRyWEEAISAOqD/jT14EpckeZkppU8+gdDEcY4Gl40AgAFhlh4t755rBp38E50Qwvzf+oY45OLnZ4kxaC0eeJJ2gp5s4uR4dLYECGeumvlIncYcvHCWLn7mYWoKoaYuFwBgAAQghtxUhBgAUiFPwPKkKk/CVUBAKEU8pI8MT7ZHG4HSXQBET64FOY3AnH0ioMCaBFAyupP9RqAKRXLF6LlxmiqdLZ//L5+zc/H4L0LgAzQeKindutKiRAOq11NRlOYU2N0uQ7aNg8sqV868X25ddqjvGLPCNSDCVbGrmgGKaBJi3tKOeNELNdFtQKi/1OK51dV+TVfPBtJoW5Sg3wplagOWAyFqwYkZhRTQq50ABT3W5ldeXA18dHu0UI5VjaO4pxr80VwOtA3OeK1kse3NV/Y13q0LUYxP1wPHqijaWm7cWPI/ejTtGB5eoZcIAqvRZACgmIwSAwAghgGG4wCzLLB6PT5PwhRBYMJra2MAAFqrlXeOji6yej0b39sbFGKxs0tgdDhy1Oe78KyZBgdjjNEowsWnKP+s5q8LBQAw9PYQk80YRvmJGYowIggQAKYEIUQRw+FcIm2LzM47zddnglJOpNhopM0MA2IqhYBSTAEwIMQApRgBYEopq4giViWJUXI5tnFgIHzw8cdn58/gdAZaOjsrGivo7HZJEUUoRhQ/b2AMWsAYyuULXlqJVqEyqWg5IZEyliWLZYQSQjbHRj/4qJgc+6w/RQBg7htdyrS1qUQUi5n6AOI4UHQmqm92x0jQVzTqyRLZpu/oSGkcjh0llWpIzs93I5YFKstABOFYGhlJypubVUVv+UCgyTkyEg6vrV19phEqe29pLRbSOTCwZVTVbBLjxv35+U7OZFIcQ0NLoeXlMSWXOyOIxqamTHxvr+B2WmZm1uP7+y3+2Sduucf370+23by5fHypnmqloCphCk0700jI4jCYDRmTczW0tt4n93Z4Ch5oV/9eeGH1glQ2ubj4EgDUyWIdvzSok8U6qoOUdICSrSonpLLtEh+IiYrcCU+BgG4jhHpP/wKmgrE2x82BlKpu/xGOgZCoLicJM0mQ0kXlPkUhm3xAlScRqUomOwlsg5Sqqmj1ybaXQEqOlV/wPGpwnVULk5iSINXXYkScRgVawNWznHyVZQEbuQ6QSyhQtdooAJS1Tz8P162xRNNgUxxOB/1w9v/zl5Uijdbnv7uWeVo3VCIXiY6UkP0iSqGnQR4VpyYP4nPzXVcXqCGN9SlNXQEAlFy2YI28cjC0tWbbe50yRJ/wdNrkFnd/9O4YAED6+NjRPDGxENvZGbC0t18YURqczkh8b+9KH2R2uxMIY425tTVLVRUTVUWUEJw8PGSK5VuJyaQxnExOAgDoHY6kc3R0j9XpDHqdztQiSVlxd7df4zhx8McYEMd5k3NzZQerYjSannmuvSghAJCBmjS0f/wrsZ8veHzb8/MVlYjADAOYZQExDEiZTArOkRGTyyXs/vSnXeW2Ye/r8+gbG2PeBw9K1q6sGRWkJ+BUuGPsm7+5tPKtyupWAuRlkERRPrMyMAAAQizejtxWoHzx/NJyT1Zgdc2MXphcp0flnUIJAQySpPDHxwXfA9aJiUNVEKTQ+++P8V1dO81trRINeK9MxmFHM5+U2IwUi7Xnjo7OCBU9iZ4LPl+bQafTVOuuqwgCYJb1QoH6k3mFyRMwHAdT164tMJGIHghhEaWcyvNWaXZ2SAUAEwC88PLLyyuHhxbfw4dXjGCCy8uD7hs3PL5Hjy7U0TS73QkpmyVCPH5FyhzZ2mqzdXfHEvv7VZvSpEOhNjI9GMX+4ytKEtzQkLQ6Gq0xq1UMLm+0t8yML+vttl8oO+v/iIqiAQ1P/vX+j376O2o2exbwRRoNZc3mkhONddTxrFEni3VUi6qMMKpA9S/rWpxWn1WeYoEyBpWtV1PdwlpLUTyTdcoViy/cTPXtYI2GFmLXlGICrq4Y5Ps7DiSBBTHHASUAOoMCeqMEGnscZL54JIvlqnMVAQCUCjmYTLh8dIwHsI70rQQ/vN+bBcihi/cAPfvvVCeVzyc8jd7Tk8tP2aaGgg+EZ2Hb0T/sTECWL1r/yzXclYnPFfRwqeXeemrpNKs3XK0BUAZ9X3tnpckCHRD1X8i3mvNnN1RJmgQAyPj97Rm/v93U0uLXGI1nfY7Obo/IudyVa+UYGvIIiQQbXlsr6YJYCrlIxJqLRKYt7e1JQaMR/PF4D6WUgKKgE9EDGtTrK7rhUQW1HJGqIhoJ2imlh+WWPQVRVTgtlq7kchfu9fDqalfX66+vHpQp8YE1GrUSokj0RvTuZmIdI6ROTw0wrdlgpZN3Fd1XbW2adv7X3trc/+HPBytZHmFMQFUrev+gCjtAKRw26r/y5oIa8JKzZ/XJZ17YoTfRG6+/vKKqCsR5wb7/eP7CRIXJ7Q7NJhVpsnvAy+5vlSzLomSzIIZCZ4TDPDiQTm9umbWtrSl9c/NuanV1kogiBgDgDw76PKlUmrNYAiZ3S9DEyM0qg9kdgR4FgpG2Hki3q5lMUbVq9uCgafyLXzxY/dnPuk4l2BWBYa5cP1t3dyy2vX0h93JiZmZevn9/utSW+WxWTh4dFTSPkXlepzGZkgBwmSwe+WZnC04iCLFYA8OyAcfQ0FFkY6OqiWEpk2E1g2MpZDIBScStajjIAgCofWPLR7fvD6r8o1MSqT386S8am95++89aJmd2iL1pZ+vbf/mvzhNFjdPpc7z88n938/vfr0cV6/ilQp0s1lEtaq4fVBK0qFKuFKpmFLXmJVSPWgV8T5/sX3lbNeRs1nJYtZDFGggHQaAqUWUeKAUgNB+JQACU97IQOMjPGCMEgBkAhgXNl97ZQVKiD6jKQtbXB0bHHvCRwlJcjqneJZUWrvVXeOdlpAQDT1WKAml0BeW2GX/ICSNNJfdfzQmfi7tprTDYzXw1yWfm3u5kkwXagE9fkZHuLG1ciPDrGhoEQMjun5s7+97c0nIcWlq6kkNoaWvjM6HqJNSFoLFYiMZoDEY2NgqSTiLLlbkbVTGZVGsOLGbZC30QJQQknmfabt1aPL53rygZJJJUdt/aX3ppMeXzGeN7e30AAGJO2LE2WOdP04PP2sxPt9Ff++ZXOI6PUQCKQMpWJH1EUrbB0ur0lF/ydAVEiPrZ3/6542NCD7ZLloQ4ZYftLAvTv/WV1U9W9xSgFAFCTNrr7Uzs7U0Kfb077e6e+Q4+PgTJeME+wt7apDG9MhMEQCpFiIAkmVpeueYXLM7Y0Xs/uRJdlmMxsxyLmbMHB66Y1Zrip6YON+9/PAMAEJqcXGoAKJhvDQB5ie+Pf9x1c2Zm787c3IX+EjPM2aTDKRiOg57JyW1dYyM6zcNwDA5m7Vart0FReN5uh+NgsC9xfGxy9ventYmEo9RMEWux8HvBYEkljefu3eHu119f2v/wwzNyqLPZSuYy8qGQi6hqwtLWlkwdH1esInH29ET2/uP3O9RMhmHNZkXX1LSvtZjiRq2W0zU38/ze3oV2pXi8V/tP/+n/uvYnf/K3YijUdfq9eXj471xf/vLvj//pn1Y8yVNHHc8KdbJYR7X4vCKL1d+L5ezkCoGWNgAotlYNq9QYWayhyH2tUcyaDH5qOH21mJjW4IiLVILUR/dLy+4oBVCV/H+KqJzlN1IVg5BygrFpDigYACEKQrwPVCl/vzNMDTK1ynMQVcqJuuGxQ2F9pWKr9ctARZ4HjJECCJeMSKUC0YK/V1IL7vOAzqCrSoba8/pzBxD3FCQyGCHh/N+GxkZ/bGfnotFEkVmkvZ//fKhlZmbBH4tV5P5YDI6hoU3fw4dFI2i0chJY8cNU88RYgRqLvocPh7RWqzT1jW9sL/ybf9N/+Xf3jRtb8d3dsjnG2XAYnRJFAIDwzm5fuNQKv/tyFiX8VUuSW5pRN/c/fXNp9l/+xYRlsD+d2t03QxETJ4QxLfZbocUrXTCwedDj7mjZV4P+ogXpz6AogEL+psj6+pXodmRnty+yswvSKy8uDrDcKImGLrwrdUPDm7mN1Q7CZy4TSZuG5/XWkaFAcq24Sy9yOITA7u7ZJIt3dXWiaXp6T56fL1nvND0/39M6ORmPezym7p6eDRPPMwzDWENms6qT5TgHoOJcjjKplFuYne3HWi25/vLLi48//XSyDyCSffiwPwf5l1CP2SxwPT0e0eNp04yPe0qRRdzbu5mYny9JwlVRZLKx2Fmf1v7SS4sHH31UNuqdi0Zt1unphdTxccXmU716fTSbyTgAAJR0ms2k090ZgO7o/GLhNo6O/nFifv4+azTebrhx4wPEsoqmsTHa8Xu/9922r3/92U0W11FHFaiTxTqqBC05O1f7Zqur85ZHDWSxtrFvDSvVIieFGmWoz5Is1oAa8g9pTWS7ykgKvTTwViUz8KEngxDO6AOdLQByrgcAasmhq5hgqokYFbY3OnWDI8tAiE3Y3mgvuCDDgGF8elHNZgzi1kY/MhgpzWVRqdM18LUvHkDsoKQkr2e6ezC6vq3K8fiFfa40OuUcGEh3A3iAEFY9Dtki2LJ96lprcNoFQyIwRbN8FeS58hImnM2m6Bi14LssY3H6UoHFC5FBPhy2NU9OzmGOM/hnZ0uWH2ianNyXMpnSNSrLQGOxqGIqVfp+rvB2R5fyu0pvsrbIIsqnhV0Bq9Wqu++/XzDKijDWuqanD/c/+KB03iWqPHcAIQSo1mOQcmZbowO9+Ie/sw6yaFNenzqgikooXJwAoRQA6fQMxzGUUqCU1aDAD39UNN9R43Ry9hvXU5jBOYyQwhiNlKqKJGWyZoQQZQ06gaNqPL9tSjUdbpKrhCwCAM1mzVZ3C5/0+Qt646x+cmdy3+nk7c3NG1M97kZmbbEF6fWgpjP6AkQRAADUZNzW1Nq+m2tulqRg8Mq7m52Y2F07PrblYrGzSSqiKHCQStE2jjvLVSy8wxR6W1oOsj5ftzQ7O37qjXrSUXacOrKdboGIIpZu35587Z13Hidu375wjpV0Wqek0+0AAGomU/R9gXU64hPFirwNFElytNy4MScmEjbPp58WJYrm1taUpa3N733wYBAAILy6OumamtoLLCyUJMsAAK7R0WRua6siufMpxFCoI/Duu3/w1srKr8B/psm4OuqoFnWyWEe1+BwiixhAlX+JI4vPsFJGTXmYNbZFa5GhouqDTdVzxdpqbZKqB5al25B5N8i8GxhNCnFGhnYML8PReuWOeaRyGSrCGEBRQNhcG0caDdENjiwiBjuJKNqB4yhmWRkQ2lPicXt2YXaSbWo+0o9NblBR1GOdLq7msj2oyVXwGTr4+GHb8K2BYxByxQetYb8Jc5wIlwhuM8dZjC++uLh1507JWflWl+tQ+OSTgmZJqXUAx0svHZmz2xXlAiGzVbG6m7neX//yIpZl2P3FnUmSLR5r6HjjxW0m4ruSTyeZbMk7q96YzPMXBpdiMtkQXFxsaLl2bU3vcCi5SIQtNp/BBwIOS3v7tsHp9GfDxevTFYLe4VAb+/rWMsGgMbqxMVJqWXJSyLQscOWliGrpFhDGQBSlYJ4tpVS0tLaGOb2eiW1vXyA03gcPOrvffHOL1etVJZcrfihVkD9DU1OWUrXo8sTYmJCzdOdC95zvPxEgADWnAPUdjgMAMAAlr93puULNbVfCQchslfWDQ2tqIk6U3a0BazxmhFPX3JOw6BlTy1fAO7vPZTmTAYYBqKA0BzJbI5TESxqsaMxmNSsIxp99dN/q7O3ZfGFiUBTvfFTSzEfxeno72u1Jcm1s5eDnt2eIlJ+H0Q4PhxZ2dlrlbPbKZEh0d7fXffPmErp/v+i2jX19UU6Wqc7t3tW6XJTRahsTs7MlibGxv3+bX1/vVLPZouMI/uBgyNjXF+N3dq6cC21f36pvZaWiPlhnsYD3wYOSEUjX1NRO2uczBRcX+9zPPbfqe/hwVJUkxLGM7OjuSkX2D4q5IwMAQGB11dp1/fpStkguZDFIicStapavo47/3KiTxTqqxWcfWUQYgEg1bLcmZvUsayRWj1oOqQpp2lM3djI1XxVqylmsQbtKaT7YXHFQssIFVckCqmRRRN1+zgtzpg7tKFLF0rm7mAWgpOz4n3JalRibdjF6MllCJQkLm2uTgHH+ePIDTT0AnEmjlFCwQwmdVWLpRBoNIIUUHJHGl5Zt9IWhQMnLpiqAWPbK+srSUq95Zma31KqusbE0PHhQkgwllpactLfrMSBELXazBQ62C+bumV9+fTW3ttKRuf2LIYD8jd339ktL4X2fI760UjCikJOokG5oXjdfMko5FvDh/sPCg7iuV19dPPz008nT8hlyNtvQPDn5GGHMMFotVQWBUACMWRbpbTYLHwxWZLjjvnHjkChKGgCk1PFxn/fBg/GK5KCVRharqFtL1eonxowuVzqyvl7QbTUbDtsww3C27u7t2Pb2FZne/gcfDHS8/PJSaHW1TYjFrgz0227d2uZDoYrzcq0dHRtbR7wWckgxNdhwq+2E09A8GQSNiQqPP71SV/QUTHvPbKVtnYIi9sr51ba1JbKztTm8KuGQyXj9+Q1+9kHJCDYAALAMTQWCJRUMts7Oo4MPPxwDADieXxj8sc8faO1sm2NZFnrVzACKRgpGhbNWe3Ju39vY8Pprxy93WWN8KifnLE7Nzk+zlvhB4RS5vb29lsGmpqwSCl3YJ+PQUIDRagP8zs4wv7PzhIwhLZ58kgAAIABJREFUBM1f+tJq8O/+rqAREuI44KxWAz876yh1jCSXY7VO5xG/u2u//FwIZnPF979vdrbd0t4eSnk8TZd/Y7RaaJmZWQjMz48rgsAAAKQ8nnaNxUIxx6nXrVpKZYYjb76wnKNIFHRG7e0fv1+QpGYbGyWs0ylEECobTyMEhvb2v4V6VLGOv0eok8U6qgEC+jnIUBFWQKklsohriSxWvcr/z957Bkl2nVeC330uva9KU95719XV3egGGmhYAqADKZGURpqRZidCip2YVWht7Gh+TcyOdiMUO7GrUYRmNNJKJGMpLUWRFCkKIAHCNdCN7i7vvc2s9N48/+7+KNNVne69BNhDkHWiTVXmM/e5++653/ed81hRS2Ztre8cVJOvn3ZRoQrWDeVX0n5QWJaQNrKocfuKDNzk1Lic7Fq1TbS0Iy5dnjASJIBSbOR+bnskCRxvWhIWJkegvrFYilRDRBYLAhAVIqsHW1Fdi72K/xxROsURKSXsSM5A4nkGEZX9MqRMxhCfmb8MAEBdvTz56IiYbmyOk2bLYfbD94YfbaO4NDei83ZsPrpNXWNjxtjUdBj76L6XGO4NWB6hJzxdWmGU1OlwIZm0YVkG9+jots5iyRx88MFYZn+/rdTyV3/rt1a233qromInIklofeqpud333tNMKkxuN3Y3NRHJudI1Tud3pIEsIu3PKqXXxxRJKu/VRxB8cmurGwDA6Hazjra2TUWW6wuxmJGkKEJns1kQQiXvl4zf78kcHFSM1JyFkMuRP/rjrw8CAHh6eze/NOTSaA+kvR8gZL5YMViFD2DFVkhyaX+VR5cTxYqFk97x8WTgkUmZXDjsXQuHvQAAyaHB1WvOui4lEXs48UTTcNjUNTv34f0BsVBg+idGNqmYf8QGALZYAr72TF/2BwZd7nBlvYjA5SOR+szExLQxcpSabx0e9gNAPLexMaRwXHENJMYQfuONQXN39w5ls6Xz+/t9YiRyGrU0NDWtE3q9qvs3cffumGVgYFURRTtSFIulwbOvZ4gChRRLx4tPrt7bjzgP1zaKSOBZ0CYTxnJxerqttTVBG40R/9275yY8JJZVnJ2dM7Ig6GWKlFE+Z0D53LARAIwUhUefv7U999N3i1JTD/f2Vnqam6O5jY1Xqh0XZbWmXDdu/MGTr7/+n1Schgtc4OcGF2TxAlpAl/Sx+7hAhAiKUMO9WBOzelxsrDbGQnyidl/VUINdyWNKQ62F8SlYrbL98S60RWQRcRSJFbc2+2IH+5iwu4KE2ZhEJCECIsDY4zMxZPZoQEvSACUGKqe7djQk+LS0L6wvjAGol+SvjPJkMb683tj6mfEQTifKC11AabJIMgztGRubOc76JgAhAEU5qpMkCKLR4xHEjcqqj2dBO+yg9zoWj9ssgizLYjjUJgYOyqaXKbJyGpFCBgNQJhOLEEom7x1FbASxO5Zm6hYxxoAVjMOkXrj9N9+7XGpbMs+jXDCod/X2LlksFru1vp4ixseDe8fqqL7+/ojeYCgAABhtNgXeequh/8qV5ZUHD4qipy03b27KPJ/NBoM+rUTxqddeXrbYzGJqZt1AiyKyXbp0ovXy0JfzkfJdc1sbh33GMx5sDynhoxffR8kIYyJ0kq2PMT56fBHCWFHgmN+fe84MbncmVcbQHAAge3jo9I2PLxhcLsiFw22B+/eHHZ2dB77x8fDq977XrbPbc2aPJ8zG40WEEyvqFa9t7e0hWRRPrznPczUIDNViEopO+8RU9/BSJpPhEBh0dZ39Cf3+ZifSYhVxDEmWzUmzdwXzvAIIMCAE9vZWTAgsDYBJBIhABCKw05UDeFB2O2I+L4qFQtlJmWwy5ZVlRJ0ctOLxJaYzUjjw5runpCgZiujgLF3PZS0DQ11bpcgiAMDeysrgzS98foXf2paya2tDWBAqK9JiDLmNjXYAANvY2HQ6EhknDAbROji4kN/eHizs7KhWU88uL/e1f/4zc2hnzY2DW/0AACds+prDGfG/cGvlwVvvlp3EYfQ68ZXf/sL2/J0FYfXdD70AAL6JidXUzk59em+vKNLLpVL20LFwzob9+u651AdJQu1sEhHP3lzb39zxxA/8p5MKsih6dD7f66XIIm2387TDsUQajXOMwzFrGx39ydif/Mmq2nNwgQv8vOCCLF5ANbDMM4CVn0FkEdWmW16L9UNtaqiPD7VES2sPLWonizqXBJR+6niXJ0mpRwPak5afGM8rEkB6A5HtDQTh+dr0w+Hvyej35D98bmgsb+wDJOKE+erY+TSyR10UjzeDj7NcifoGHQRXhkFQqQGiXS7y4f0mCEiJBH1K5GEtVHp3VyQczgDlro8RujwGwglIb8O0mfGCIlOgKCCysl+Ip83y5mIXSKJmA+gqKF/fJSsITFYB0okKa5eOWhGSpA/PzpZVmWUGB6fKGjiWAC1ywG1tlqxvLAdDgydK19U5rb29G7mtrTaCptPswcGpKEfkg7vDkeOfEcMA/dprS56RkcDxRxiO9EaOSBhCYHA4Mpb6ep3u3j0b/8EHjd62tr2TZLxGjAPC9PTp8XIAYNHpYsNjY9OCxVK/NzfnE1iWart1az66ujqUPTjQ1A/prVb5C1/5zJyTjfdD7tCgOK2B4E9+osrHkdEze6HFPVW1kw5vW5Sdna2qUHoW1NDQYbVlgtPT50h9ene3uX5gYNczNuYvRKP69P5+UQSQoGnQYnyvt1oPw3NzpxMQBEGqFjx6iBoSGhLRZl1HZ4Hf3jIub+7qoxubpymVjra2g5729rgvGx3AqaTq96CwMNNp7+hf9t+dapWyWTMAQHpppWg5pr4+2Xz5cvRgaqqeNhqV0Zde2pFZVtaJYi6CEOG/d69irV42ELCvNF+b7ZMynTlPk39mad2Z2t07R6byeVYP1vOXIc+KRcdCUBRcffX5taEGK0YEJd37wZL6Wu1jKKKIAQDMnZ07qclJ1ZNJhMmkeK9cWhdF2U4lwi0SxxY9X0oy4W5IJd1feOXWwkoy79z46MGpDyUiCHj+t760eKnLUkcUwhNtt5qEz73yO/7VkBz8xz/5xoQiilXfsZIkFk2K40iovQVC0NrevD7tdm/sT01fAQDAkuSuf+65N5KTk/9B4TiEKApsIyN/bhsd/dvGr3zlvveVV1Jqj/0CF/h5xQVZvIBqYCFnAJ1luqq6ZWkRA1T8Pz76nzJQ4O1WrfJ3upvoOoG5VPzol2PScrptBT+cWT5DCkiDBHrH/JlWHZMdeHSo/XAdvRUA8ByUH308JE0nH1AmGbLRmWNOhR5uEaPTPeHj4z85FxgADQ+SQOunHh7HGaCTZRGc+R5BPiwCbZmH83i0rY+wOQSAMQG0NQaMBQFjwo+sV3RMAIARQdCIINXJihPkOi5EehAAoHOVSo/eCuchpWMLENwe1sxk98KAGjqX8eFWxfq5mlEl1RIEnlbCwUYhHDxnoM0CADKYcshmjyuhQGVrj48BVMGqgw+FaA6YFMPofEjgS2cHoNKG77mZGUddV9dWbHOzs9T3JFHe7sU+OpJBFKUc33wEQghRNhulZXYIkyRk9wI6UqfLxu/cGTl+bsqmM+KRkcXJb3+7IhltGB5ecczNtaZGRnYpn481BAIPfeWI4gkbbnu7EwGAaXh4yz00NJ+LxeoPPvxwxFhfjxFBAFYRPdfbbfLok1fWh5psmI4FTgfPNrc1EgSoaLp+Cg3BMlyDgJVIUep3AAB1fX0HBEUl4hsbdj6VonQWS7T16aeDe++/f45cMEYjKKK6UgNHR0csub19jjynAwFP/OnRbVc2XFWh8hSPvIfk+qYEGfVXnqCRRET2DyUUksmgndC585fc3W2+t7vbbKyrS7Z3ty80WY0OmufMpH+3YjokAIBMUKL72Vs7hz/4YVnS1XLz6n5LPOwc+uLnd+IPpkzc97/fCQDAm0wCNToaEHK5sl2iyePJuHp6DjhFMYdGnjrwT89YrE3NKHWmHrFpdDjz/Es30rBw75yAUbPHxt09/llntSg3Xrq52OPSW1As1AvRLABJQsNzT20fvv2B+nMPAFIm42z4lV9ZRjSt0C5XJDU3VyenUhXvSdtAX8jtMIiSf6NPBwCosdlvGBkLsPOzxc8zxoA2VoYHEILhF65v7ssUn2ALji98cSKry0WGoHDk1IpEgSHFaNOAXe/U/94/mf3O//n1in0wpdfjllvPfls/91EPt7352ZPMGKapeZ4wmd/Golj3/NPXv/m22XItGwg8bfb58MC//berkbfe+ks+HB60Dg//X9e/972/0XKuLnCBn3dckMULqAYiaRnzmfFTb7pPCliKg8KWNwEuBzYfhOyhJoVCMDgWgUtqimoAIieBTWirRaKleYj5NSmkAQAgxhhECGk6JqwISyBmS4oKqAKpCyEwqItACJkNoFRrVNRmzVGBfFQFIlTVBwEchZq0JKqRDLYgqz2GM6mKAg0l98XmzchsLW8pV0N9mVZM/ce/Gun7jS8vOCFUcsCKyngxUmYzNLW2FmKbRWWDAABA63QEZTYfzSEpChAUBUBRQFAU1Dv0Kcm/d04FlfbZNVmgS809s4m33lXte1ZQlKpRqOjWVkfd0NCG+f79QV1HRxIDPBSwKRNwRjodbCaTjszCwilpljiON3k8+DjVEwMA2Nva9g/u3DmX5mZv9OV+9bPXA1Q81A+x81o5Fqteg52EBp/FGlKbRYRUpQmSOh14Rka2ktvbdjYeP7V5yYVC3mwolHV1d69gjAkMQADGhM5qpTN+fwsAQOO1aytcKiUDxgTGmACM0clyAICEXM4iHEfgTiDzPDG3Ecw+59XUpRzl2RrM0uZudjP51htN9ZdG59qajb2okD2nAIppGkBRQPG05D+6N5vd+ai8J2YhFnMsxWKXlwCg89LY9BCAGwBA6RxY4jN5VsEKYEUBrGCEZRkUBaPc/ek2wNhKOxwgJpNF2/Q+dX1Tnp8cpTt7lmMf3ungY/HT9sn5PFPP88oWw4AsFN/atNks62224P7t24O00ciFZmZALBT0zq6ug8Zr1+ZSOztdvs627IuDXhteelAU9XXkImNP/+qrS9ksq7vcXidR0cAIxM4sIMvQ2tMoHr5d/YSfA0J16dnZSH5rqxMAgHE6C6ahoQ2sKPXZ5eWSYlWeJldW3N489fEUAwdNpNFUIR0CADAGeXe7qxEAJr72xXldLlLyvYsEzthhFMeuffkz6/e+++OykXyJ49D67Q9Dzdcvvcdtrn/2tC2R8BDTQPsNfQN/5fzcl376z//dH/3k7Hq3PvzwX1Rs5wUu8CnGBVm8gHqQeulnYyOhXrTh0RVrWKcWZc5aVqmV8NQg2vMYFV5lthsr8g4iSBXeYTXVlNbqNQkAADi8N4iauuewf6M6ucfH8WiVIAjeav/aSweZH93dlg8PNM2yVwMiSR1QFGgwBy+B6vdB4P5ci+tmfxynE8WTMyXSUKVbt+bW5+aGxEciRWexu7o6Run1IiCEP3dzIiTt7/hAUQisKEg6PCiyy8AaRKZQQ1MkOr9cNXJzFjmOq+qLKBYKusWZmUFPd/eyzHFk48CA9ARNIyxJSAoG20qtQzkcOYllz92b+XC4aF9Gt/sc6Xa0tghfe3EsC/FQST82hlS8QFQRH6oFmu7uI/AIlfT4Owtrc3OKNpkOD0vUcAIACNmsJZ7NniNbBpdLkNgjJz6Z5wvxtbWS9aSVsD01O9j8pVfmu4Wwqkk4TNFUyuBZUEgGZXeXm6V0xhx89/aocO3KmqPFx1mtjJXhUi28pT785r0VyCcSTHrvdh0AVBQzOgtelpkTa4zk3iHKrK6VVWcFAHDeuDGbuHPn3MSHrs7FWUgJSwCgiLJwliieIL+01Nly+XJk5+7domfBPTCwGLh/fxQA4KwNRmJzsxk2N5sHX/nM8o2xdgavz5ecEESSRAz3tynyymwXRAOlFgEFUbjrn/36xuY3/rq75AKPbpOmAQhCOSGKAABCImEUEolRQqdTnDduLCbu3Dk3aWvq7OQl/0HR9vn9nX7j6KWlwtxM1QnR3OaBz9ZjLPssIUVGPp8jV3U7odAXzFevv5r94N0DKR5rBjhSqeZ3t1/ld7dfzc/NrOjaOv60+xt/+x+rbesCF/hFwAVZvIBqIJKRMUIah9iqUOMoSb2P3cdCbdSl1jrCWnZVWwTv4fraFueTaTCoCq7VGFmsnSyCJDCQTary86uF0NMmudn5letS4rvEpnywp02dEZXfHw7u9zU+d2Od5+Q84XBRqJARBU42sAf+Bm53x1Zt01S9RzJ0d2N4+17F5YRszizqLEu0FUs4kzxnsG7/4mfTa3//IwGdET7hFhaauGSy4nMm5HKEkMsRAABSIibKqWRFESwll7OQHm9aDoeqHlcszmb4SKTkeSZMJuy5Or5pJmUeyxJJACIwAOEy2/nQ8nK1TYMiiii4vDzo7e9fQXNzrYXDQwsyGACzbMnlEw0NG4UztYzlUIjFHI7Ozk2EkIwoSn7y1Wcl2JsrS3BwPOqpvzoRjX50v6S/4ceAts4EIeBluWqGh8ntDgenpjSlelM6ncTG4ye1cTW9PySOow4CEdTR7mDn48Kq2+0wNGQCfR+x5oUut9lQl490IVkGjBAcSvaF+Pc/sOe2tpof3U783oPe+PFjovN44pTTqQRXV5u0lzADWIwm6jAc4RBNy0J8v6o5O8YYdB4P5x3uXWGwyIAsGYEtOKTA/glJKnluFI6DNqMx4H311cj2xoY7vLHhbrpxYwkrihj46KOKUffI5paBNGbLTu7xJlcgsx3mXYxeJgTu3LOOEQLB0TyXfPf2COmqP6AsFkXKZqv269bh4Z309HTJfSo8T3ChUFEauaevYwWvzRcdC+Z5mtvc6KGbWwriwX5FaxGElAImKBEpQtk+qLnJXnUyyWK39bGJRKuuvfOPpXjsjx79XgwG+sVw8I+3fuefFjr/7Jt/UW17F7jApx0XZPECWqAc//2kSVptea21RdS0E9PaqPHjjCx+TLKocZ9SYQArShIRRGWFQlSbaeTRmL92YIYRqCeemoNC5iRMd7y9M4eJAYDjARPE5Onn50pBT1QmzxHX02RRx+efInL369a5ySlVwiQAAJTbl5dIcu1hG87fvwiRssGmA1BYLEUOxg2OOtbY3ZRXetvmFUqnhH/0xhgAAN3UxBkafAHGwKQpmgQCFAfkMk0Kzpftzw0DA5nCyoqVD4XJ+3/61yNdv/LKgttex0EqdioS08RHmt4Kh00SWywooRYYqhN9wb/fQ7nqgrqunhS/ud5abjm6qz+W+cn7pYmi0QjtLz27qCxPD0vHXokyAABJQt3LlzaMLpdciMdV9VO5RMIqNjfv6BsbrczAgJj9+tfPRTfIkZENjiByiWhUVap21u8/TbHre/bpxYYKRBEAADAGm8cRjAKoIYvq01A19gs6t7sQWV2tam2R2Npq901MTBeiUXd6b6+yOuYJzoiY1ZIee4LYYbhJuDaUWXz9e60kQ+ds7rqVg+kPh7c9nhBlMoZuvPhUUo6lhcPv/0BV2QAfDrv4cBhGnn9+be6nP61K9h6FwvMSXyK6XAqU1Zp21lkpl+Tk5N21S6VzCMq/08RoVOb39oZaDIZYS0/Poj+b9QUXFqqS+9Fb1wuQKG2VKljqAwv/8KFeiMUmYqPDK72jjS1EPmMCAMB6k5xXdIvZd94ZBQCQQoctTU9emdl94+3qddcYp0t+ThDgGBtLmLs6E4Xt7dNJPc+T1zZgZ7Xsc0LV1+8KuztVo5qZydlWa/cXZ80QLUugDXyy+/Kvfj4w9Z0fFtUJ2xsaMl193f7mVLCJu/32M65f/fX/JPj3/xsxFCyONisK8Hs7XwWAC7J4gV94XJDFC2iBDAjJ8MmTxVrJQQ2D2prGKT/fCqofmyxqTRdVGJByC8BYz6SSoRQgYhuOjCyPhHEUTAFAWTJQFh+nZhEAcDZjL6yHwlIkqjf2NpGUhWwm2ERxel0kXvM+EADQdv00p2EdKRo0KuFgSZGYUqDcDRvi2vwIANQRAND44s0dDJiCdLIR84lOOK7OPD1ZxpJ+3KB/9tmNyQ8/7LZ3dGyZDIZUnclk2vy714cP6uuEiS8/s4NjwXYAgM1oYVti2ZrMx0+h0gdQisd8CssWdJ1dIX5rsyQJE2QcAUUpGcLueeHGOr/woCg1lqqrT2/ML4FaoggAkAuHG1fS6UaCptnhZLIoRS1DENmt2VnVao4n6L11c+EZDxoGFW4LJFnatqQYWh4Nbf0C4XAk63y+CCAkw5F0rIIQUo5VZBUAUE5cTBFBUB0vvJDj0untle98p2pKtiJJ4L10aYM2mUiCJGvur8xe7/69qTWKS6X6ZUFwZvxHaZPZY6/BH/3nHW/L5cuLWtR5AQDg3Xd7e69dWwscHLTnDg9VK50SGrpOUq9jRZbDlCCWJeSoDFlERqNCGgyMlE7TUjrtg1DIB6OjeTX79S+vc13e4sdBsNYfzv/wQ0aIxVwAAMm5hf6FTHZ38Okhlsol6iRn43L29dfP9QdUxN9pam1J5/f2y2YFGFpaClw43AoAYBscSJrqHIc6muApRWSQwPvkQt5BRXaV1hefmdt788huxtjYKDB2Q5rfWHOUSiEljeasmmMFAPD/7Y/GOn77S3NMNlCyL0OiQL8woG8sPH/zcOWnt8/VTj4x0LGp210dVwBAjEWfdv3Kr/1JbvLer6Xf/Mc35XT6YQowRQHjbVhlmpq/obZdF7jApxkXZPECWqAAED8LV/ta01Afo82E5t08vsgi1GoHQgBYmpaANloAa6yVEzKtmLbICBEFQMQ6YKUPsHx+QI3Ar7VFGAxRZLbUdPKwwVoQZMMqv73fijNbIwAA6c11IFz1OefNdkCfsDCTzGPVnmEnTVS9pMnCy6GDczPfSuRQRZ3oeQhPPjm7+P77Y4osQ3xrqzMOAPsA0Hv9+izcvTs2/Y/3GsZfu7mPD/damjxWTbWBpYA1PMtKIW+0DQ+t4GZvAAAwomgyH892Gerte4jnOInWocR+dyaztnFucE3ZbFgOHhZFBQijSQwZ7Huzb72nWVjqyq1bW8rGhofd3DwX3UM6HcSTSXVKpWfQ/dSNxVtuYlitLx+qIrT7cEH1j7qisVyANRqToelpVeJfrc88MzfzF3/R5+rvL1ZrKYF8OGy1tbTEGZMpntja0iZKdgxDXZ2UCQSc+zs7RamlZ5EJh83eJ5/c5icnOzCvTu+KHB3dZEwm1trUtOJob6cOPvxQnWCYhvpqPhL17r/1nlff0BD29bRx4N8tNZFW8poRDCMXDg7OEZuWdDoHw8NicGGhJDeuHxiIAkFE0tmC7kd5WDx1Kjr+we6zYCIWOzfhkt/ZbZvLF0L9X3llLvv+7aJJADmTtjb09c1vxeLDSj5fsq2e4b4tOhluIka6NiizCRdmpwcBHnokGoZGV9nFuT7KbKG6nrsxCwghvLvaoeh0HFXnSRIGQwQxdA5RNJIonQkLAiNZHEbUNbClHGx1omrXVJIgeHuuuWXCpyBJLP1gYQXMFsNpvvmTX/r8qjsVIXAs1HlyQZVc9un8/Cyja2rWW248/TV2ffV3QFEMlKvuXcu1J9/x/f7/sgCPbTxxgQv818UFWbyAFshQM7GriFq3WcsMdS2d++MkpTWkoSoazwMB4OxdRKYGPbCRepBZ7SQBS3WA8SQg6AYslxOrqHgsGCgZBNiDTDIJmTQNhYwP8ql6kjEQisOdgmREVYAAm+xZgWc2+M29TpzNFEWAlHjUnJw07Bh62zN6Czv6SZBGbHDsFO6+r1GBVv1lonxNS9LmirZo1iPkgJyYWN2em+tW5OLjTaZSdf1Xr07LHKesz/mRychElWiBHBgbCwEAgQkCAcaEghAE/P6OXCRSsVYIAEBvs0kEz1m1nF0qG3XjZOh08G8FAAgfqRVTAFA3ccl/lixSNpvUfuPSirSxUiy4Q5J588iYHd56r+grz9hYgCBJEhFEiM9kaJPHIyU3NjzuhobDfKFgKGQyCt7aKgrNUo2NKS6VUi3/e3ocRppHsnoDd8bjJp1XJrKIQAoikIKOHHJkBICBIDA6juxZBnpFzmIIAABgBBhhwEd/0IkRDz5hA4y9nrfy0i7CGAFC6IzhPDpRHoWjmxIhhIikzaZ6xohPp2UAgPjKSuVU9DPIhUL2wwcP2g0uV7jpiSdm/VVq7c5CZ7eLtubmeF1fX0HiuGQuGCy735Tf33bf74fOa9fmTffuqZo42Mtm7fHp6S4AAFdv74rn0qWZ0y8fmbo68RNCAJh2OrW/u2iagpZ2GZlMyaPtYXR0gYAgG5sY3eYhx+/vn0ttpfR6AQGci3jyh4ce09NPF6iNDZC4hzkOBE2Db3x8NrK42Cfm82VTm/UW+2Kph1rn9fCZ27dHcKE0GZS2Vkcan3166+AfXj+XJaFzufi2G2Pr4s56n8SxNERCDmJg+FFLJ8CSmAcAUHJZO+Syp/cA09u/wa2tjAPA6bXNWBum49Mzp+nB1oH+9bqONgZvr7WVOy4AAJnlDFDXvAmh7aIygQxy7SBHPffg+//7aWqpOZ8uKAe75/pbOZ+3+P/dv/lBYX7mM+arN/6PgTdu/wZckMML/JLigixeQAuw2jQzbah5m9rJYk0xuMeoNloTsLrnmKBlcPQuIqPXiRAMAQBgo2cdsvv1NUUnpZwFGGtROhLGGEBIr+HMngQGTwbYcP/R50QBCuIOpJMsZDMWKKRbQCgUzV4joeCiO5qXxJmYvZJCpGJ2ZQSW2BRWdrtwIVeRWMn+/fZc4AC4ptYD85PjCs3uaU+PPXeQogsYGkDS4BVeQeDm3GKexoS0v63N3gUAWEQhcWxsFgCgAIAO5uZGyhlQR1ZWmrzXrsUNuZw7Mz/fdOLpUepGarh+fXs9EqmaavjU9fF5eXNZY7omrpjy5x7qYbePfzb4m2bXAAAgAElEQVS1t/Pewe4VaXWuJMlQshm7YWn6sPuF52eT/sBDYkQQVGR+vg8AACuK19XRsebLZOpcomiVp6a8JgBQSLKoa2B6e8Nsf3+Y+/73NUUqSZ0OY0ZPgZr802PYKEE2tzCWasvJkCn8lzfeVRXpvNrRscltb7epbsTIyI7aRRVJ0tRnI4IARZL0AABsPO4JFQr1vvHxWUkQfNHFRU+19Z0dHfvB6enO0MyMOosfAMin00RVaddjiBx3+i6Jr62pVkPFvb3VG38Glq9+dXPhzh3j/W/8TcnnyTs+LhVkOTP04ouR3E9/2nLS/5na2zcTd++eS6tUBAE8iQQK2mx849Wrsf0PPmgEhMA7NjYXuHevKhHPRiJQiixm5hdaqYnLCw6G6VJSyZITJXqpcJoCS1kssuepJ/3GQkwSVhbPT+JIYtHcEZakkiniiGYsJ8qyJzDYjOeWzSyv9OR393DHEyOstL9z2jbT8HDC3FQfMLqMAmMg7cBm2giRp852uBJlZJc/CqwH3vz7UdJoZDtGRta35+d7AACyCqKMFmtGyWZOJ6ZME9f+c376we8CQqBwrLOwOE8ah0Y+jlz1BS7wqcUFWbyAVnzCJosANZPFmmr1alDarCknsoZ1akW180CZ8qhueA1ocwNCcG7AgQB6sNE3C4WA6ln+U/CJXkxbFxCC4aNmYAAhs4ZTmwTwyaPZYIKWweD1gyLIIKMcLP5AVTQO5cKD5ODYnLwwXVR3olhcCT4Lu+LSbh9mC+rJCcYgBf3N/I57GrusBYbOqB4UFoFg0lDIVxUDqQWk0RSTwoHK5uElkGEFZWV2VvV1nL93b5QgSZhoaQlz+/tlx7wuWc62jY+XTCnWGfVIFgWEMaB6n8es0CgEABghdFbH5OHTcBz5Os2IQ2RFRVRi8W7jjd/5cgCsznT4rXfblTJE8RSHB/2hOB/LHgbLRlTsFkuOnZ3tJU0moF97bVkOhbDy0Uen9yXV2RliPB4pbTSmgvPzVQnco/jS7/7GTl1gVWvt5yfeYyCS1DSwFQmioort6XYJAhiLRdWyJzC4XOdsHSSWJYLT02Mmtzvc9txzO7tvv10xxVpLevMJFEV9xgWqcRJUEASb/vnnN+REggSMCQKAlPf366VE4nxk0OnkQ01Nu4vf/W6vUsEeR8hkKC6TsXz0zjvU4K1b88Tt2yNYFEF0OilhbGyaQEcRSF1dHQWCgLDDQeenp7sB4zqT15up7+/f3vnpT1X1AajCOU3OzA7bPvfyEqQmS/bX0s7GSNuvfHFdScZztq52hp2Z9EjJRNEzJ0YjLWS9OytHI6fPERaEksXV7OJcN+1rTIjBh32fwcAU9UtyoYCUeu+K71IXMjoMQNPggVyiARTOCSJ3OkeD05EOcHo5SIT0GWzdm/mrd4jC3v4oAICcyxlsGGdOtnnnrfdGxl98bqs5u2QFAKC9DUsIoW3AmLc+/dy/6vyzb/5luXN1gQv8MuCCLF5AK34Waag1DpRqEnZ5TGmoj7Nmscx5oM1Z5OzfAMbWiRCUJ1UENQy0fQvElGrxlVOwkXpsqOdAyB7g1AY+JYknUEQS2FATEJQC++HypvSlmqWku2RfcwiCB14AAMXqjvIp0S/Ob/djntMsOAIAAJIE7L374+jK+CTT8DECxmyqiRmZ2JJCAR0cpfWdbAydIe9HqX74KAJOmG1YgdI+ZmeBMS7t3fAzgNntziKDIQsAZckit77e7zabQ9yxqfpZtL78wiKxuTUEAFC4faC9Fq3jpUzF7znWCBxrhES4se65W8uRH/ywomWD0NRxkF14u6J1yv7Gxoi1q2tHyOedzOKis1mnywMA0F5vIdXSsi7KMrN/584AADTZ29o0192KqZSGcPMRjjiAKqjuVzBBaCKLEkFUTTUGAHAPD8/7H4lylUPrM8/MpXZ3PYAQsLFYUVQwH4l4pKkp3js2thaanS2rRopqmKRUFEW1yFGtZNHoduPJ997rPksA63t6tpoEoUPO5U6vab6zc/nwwYOqKqK5SMRkqq8PJ7e3fYvvvDPiHR5eUwRBTsZi7MHsbFkPx3wkogMAHZ9O93rGxjbDs7NVbX30NhvYxscDtM0miamUkdDpECLJQ0QQSmp2dpDic/VlbyBZBjT3UY/uuc+uFA529EoJoggAABjrgKQejjMJAjDPlVxW19md5/d2zk2SiVtrXkNTU4L1+899ntk9aOzu76pDbJ6Ecr2lJAIYrcHtuVB642+/PaCw7LksBkKnO/feLORZCo1OLMHy3IBpfOJ/RjT9kuOVzz/X8of/YbbcabjABX5ZcEEWL6ANtHUDCN2Zl/DJ2IVCkE8oxx89HPgUD4GOyz0QYEQTkIwqgLMYFHny/PagBN/CAJSOIoZfUOBEbRPLJd5nj+4UEUcKElgGRJCA5WnAylF8A2MMWD428VUQYAxYwQgRgI8sHBAAqQOQhcmHbcNwvO7RzrBy/BkAFjIIuAQAUBgGjFPlT+QZkAwJWMagyArO7pMY0P7DplcYQ4oSgSQBA59FINPhcyfA1Sshi7e7Ikk83QUisc5uBDmfA0UsLalZBlgq5CEynQU+WVnWXJEIIElV6n2n7ZJ4E+1zBSXaEJQU5jD3/gfDIPCfiBcdH4hYCHvXgsGYLWs2XwoKY5UkiUoI6Xxa0pEFJaJe3ZSwWsPVlwJApYoMVQDX4H8q5PN6bLFUJDdyKsWY29tjpchidH3b6yYRoJrnRlROPvWMLSXfeb+t2mJMKuYxezzpXDhcNmJJMAxlamjICdvbtnaM9XmbLRQfGNgzGI2Zvfv3z0VlMFaZ4n0GO/5owae6ku8EqjMeVF9jrJEACcclo5VgbW4+pAwG1W3IR6NSem+vYuoon07r4uvrbW23bi3svvtuyedRUSrko5eBpmuHkKK32zGXSml6hmRBwI9GCqPr652GiYmVxny+HczmLJYkRaDVBWKFTIYwOp0ywNGrKTg/3wsA4B4ZmVSzvpjPG1Lb2257e3sutbNTsS83i6Kcnp19NKW5DgDA1NPjlziu4mQDauvZ3P/eD+sAALdcGQ5I60tF6dFyKmk2DDUvs6HDAQAAXVdvht9cK/lsEnp9CCTpXH+KZBmsXV0B9vDQebYkIXpvyrPg8eyZHYZEa5u+n5QKJe1L0qGMvPaN75WMtMqLiyM3Ll16l2tunvJvb+vD4Ugf2GzdV55/+e/a/+8/e72wOP/mRdrpBS5whAuyeAEtQCBm+kFiS6RmGTYh6ddmUs5YlmF7QZO5M9AGBV1+rZb0U0ltbR9CxDRgpZxoS0Xg9M4kCKEJBAKA2kwtUi+DIpCACYDUuvqdZfMbmE2VJmk8uw69n7GqHVsiBD5sbFiA3J4q8oQB7UMhlgM+NaAq2EFQIsSLFSyrtisf76KNBFA6SszpdAgEdeqG1SAf+ns5mlozjD20KVMMTkHkcEJM5TN8IscKyawopnJIzOR1co41yhxvl5MJh8IW3ADgJi1W0TPWreBMStX9iLE6YqSI2gj72V1oXYHLZOg1s7lloL9/N7+y0lZuOdJgKBl1Kmxv16GXn12DzWXNHnVHUMkyM0lJjEaqlqAJDlckF56vqJbJp1JIYlmm9amnYtsPHugSd+6UTdujDAaje3h4/rhGD51pbtGM1Impu8VeBysb6wtHv2IEGBA+iTxjjDB+GInG+Oh7tBS3EiSx0v1Ev51OhSpFaLVEFlVPOhB6PWQSiYqpz86urp2039+WeUSVs3Ij1GV/iIWCbu+994YbrlxZEPJ5GTA+OUcIAyCZ50lXb+8ixrgjsb6uKgLqrHcR3S116wgA55EOB95+v6/csmNjYzF2ZsZGXbq09eE776iqF2asVkwyTMnj25+c7PeTJGCM9VhRoGFionIE/RiU0aiUioiSFKU6SspnMta6vr7V1M5O2eMFqJyGml9fbyrUXZ0yArSV+l7qGpoPvHenX2FZGgBg88fvgaWne63O52Tw/ta5lGIsyaexP4KiI6AoJSclMMYl7TGM/rXhrhdvBvJ5PixxvIwBCNLhoqJ3H3gD0eilXY8nMvLrz+3Wmbii47XK4S73M0+tRt77oOg7heOo3MzMLbS09Ex3R8fr9uvX/+jKN7/5k+TCHAMAcEEUL3CBh/jUk0Vl/Y2XQOQezuMiwIDPDUDQGYGS0xf26beuNhoZrNLxMmeXO7/Ouc/OCZ6oW+dk1t/gZhBBsid2VcctRmeWPflLlPis3PcEAAYls0Mgfb2AGIt8Zv+P4sQzC5/5e/I7YAAGR2Y4AEU6/lw5nvVWgCABFKmcMuDjSu+s1aNLw3o11DV+HCBCAcDavSsrRZJy4R4cWZtBnr7qBsonzUBoGBs8C8CGyxNGynIIOkcMorONwCcrpvudgyLRaGR8HytEGqY/GACRVX+8WAHEZVrsLzwxk/reT1QfTyUgi40nPC3S1j/MLknpjFFhOYcUi9mxwHsBQJWIBuVyhZV8tkn9TYzVRUcQ0pzGCABA6fUUSdMgq7RrOEH68NB84HLl6o1GLBcKpQ8H45IsHVEUkDRF1lrIjLG66BfBZVuAYQCEyqeGEQUbbTQqYqFQ8XnPBoPdiCTnE1tbRWqJZ5FYX7eafb6ubCCgiqAAAARdrmXz/JK2SbBjZAba5l0ANVlLPApMqLc5Yurrk6nd3Yrx0EIiYet88cXVbDBoPybP+Ehk9diLESEAjJXjbAjFWFeXiy0vq46xYozh8EGxd+YJEELgHh5WnaKtI5AoHez2AACgpq6ZSssWpqYauIMDg4EgrIzZrAi5XMn7x9bWFtE7HAGDw0ElNjfduXC4rH3O2QQBjNWJpNX19kZCMzNF15/PZEpGzsrBYTKhxqamPAAox/YeJ+/5k2uETTYbUclplkvnTI/e9MhsE7N6x3L0jZ+eS0PGsgyZldXe/L6JdY0OTZvFbA9Oxs0AAApbsCCbg8fppA6DUtYvEculsoSOIG+tNuoBGmmvN6MfHd9c/PNvDSs8TwAA8OGwe/6v34an/+VLLCXkzo1PEMYwftPbNwvX50Pv3S0pVIUFAWVXV1/Nrq+/ml1Zeavr93//a47h0U9mVvICF/gFwaeaLOLwUh2k9v8LCDn1g9ZHoTdPA1U9Ve8Tg+IIACiaIyyqUIis4XzEA+5LQUSQtYl3YFQANqx6YHQGNdR81FYKiLF2G3nQppz6MchiDceESBkw1iQYcYQqxDkw3YvtTUGkM6sffJKGNqAsIaD0USANGPL7Ry9Y0hgBQ90hIDSMADVA/egK9r/n0nTZFa4FAQI8cHUJ5t7TaDsBQEFqVHdpdJOfmdMWwT4D5PJkSKt9Q46F2sXl2U7SYufy0zOaPbwBAIyNvijKhZtU7xupqyEjDCZALR2TyGIDnM3AkQgxOo5QKUeTTCdRq+NoFwZAHgD0m//qn879v3/6rdGzUvpq4F9Y8HLd3Xy717vKf/DB6EkEzX7lypLMsgWZ40h9c3OSOzg4N/jHkgS5VD6r2VvidAPqCLRE6jLG4dE9dn19EGfTD58VhMB46fIsKJgszE4N74uwJRYKFScUGp94Yj26sNAT8PurCoEwFgtILKvJT3P3wYP+kStXlpUHDzQTRixjpTbF5hLb0uABiGg6DWcsC0puT1Es2UBgP7mzY+WSyapRXt/4+ErG729T24ZKqG9ri7idzqDOZEL1o6MSAGCEMUIEcVQLgE8nXzHCGCxNPnBKeSNEjtY3kNjQ8fyTUwAYRLNTSW3tEifRSwwA7P7+IAAAu7PTMn7p0pIoCHzBbDas3Lt3+h4laBponS4ZnpnRNGHlHhraFVmWb7x6dZEyGOToyspAIRIp2d9bGhul0Ewxr6WMRk2TpHsrK209LCuL6XRZgSbabt+ttI3c7l5X/cRAVg7sWwAAkLcpEg6msvnZe2XrVeV83hC5c29cvjKxaEGJIYQxCHs7PdZnn9vK3fuos+6JSzhX79rLLa82Stk0BWf6KSyKFZ8z2teQru9tSSnxnZGrv/35td25XUPoo8k2gCPCuPju9lzXzX6nwIosSWHGRmTbAAAQlmHwVldrenMvyAYOy74L9T7fmmVg4H9r+c3fTFRqxwUu8MuITzVZRJ7BGN6/mwSA2sniLxIUyQRizo5j8wjqxxSEUC1ROAGgpKJ2FaiMmnxs1MrjHlOwUL1QxZl1CFxj+ypfX0U04u3bfuh72ae2WQiBBetdNEJH0TVsbJwBRAAgYhAhdOrHiAiyH+ovzeLolDYVVVIfgq3pimmCZdumyISl26Hnt2w8ZNKaBvCErzlC6Ax+ORzok+Lh0xRjE1XQKSMjB7n5yqmLpcCGIi6djQa1fnoYIVVtlrZWhgAA6K6BOWl/S5OqpgEAXv3tryz8w5//9XAl1cVS8NXXbyY5zubq61tmV1YGAAAUluWzi4tXKq5YQz3ZCaxPDB0SfOseABzPs6CjPwiQQhvJwHfekQEQSP6IkV1bGzMMjswKocNuOR4zAU2DcXhstjD9YEzX1TMDNgcLjK7iM9F47drG4b17PVhl9qvJ7RbTe3uaJnIUUUTr29uegYGBkLC8rNrqQRU01IYqBKG+vpGmq9YTm9xu0dXXZygkEnk1ZBHXNHNWGnVOZ4icnh6VoHSnhx/5mdFRk5AMnJJ1aW/rNA2RaiOmsouLZcsMCjMzgwAAzOjouTrBhomJObXCPicgdToQCwUpub09CABAG428Z2xs2dXba5DyeYUyGhUsyyaJ5xXGbOYJiuK94+MySdO0LAgUAFC0yaQogkDXDw7uRpeW2hrGRlkum2W4dIYUcjkoNTGUDYV0VHf3uphOV4qcV7w+cj5P+dcOON+VS/vAF5iDyUWXmEioqtGOP5gccvyLf7ZoljKuuh5vmJLSg9D+TBrkUKdxwJs1AStgvXETTFYR59I4l2TtXDBUcbLC2NIcxsloDwIAFDvsN9Q7V89+H3znw9HgOx8CAABlsfDGpoaty792w6YXUnWMlLO1v3Jzcf3brztIozHOh0JFE/bu5577nya+8Y1ik9YLXOACn26yiBPbBlDkmgaeZ7byyTRGPX52pEqRjgrHubgNhOwC1lksgBGJEGg5R9py2E7xmM4jxgAYFEBa00o1eCU+ftvd2rL4sIrU1XykB4dXZ5G3XzWpQwhOU54QyfQAQB5K+eHp7QNgatyHfED9ZI3MetHI5Qi+/55Vk0fhSXv4bJPjhSdmkt/9sarZfbKt6wApOCGF/IOKwLsf/R456kKkpGMIs1VSchlt/SFBFLQYryOVqWgnEA92hsnG1mU5sKcpQtUQ3Rr+nd/7jYM335+DrclZ1c++YX+/lYxGDVRPz4p1ZGQaAGjO769Yi0jo9YpZh9pquYGZ1laWgXgXIrmSxANTEM3OzZ8TNGKX5seMw2Oz2NugKCxrK0w/OLqvFWxYoCw72z95u+xgvuuVV3ZkQTBbW1uV3OEhIVdJaQUAYEwmThYEzVH/QjzuOmxoWPKYTF45r0nXqTI0RAsVNRNEJAm2kZEQuN0srK1VXJQxmTYWv/Ut1WRJZzbzjq6uQHJz82eTSVMBqBJPrvjlQ+j1eqZ7fHxVwZgi7Xa8OzmpWS3aMzy8eDg5eVoDKRYKOv+dO6O2lpZoen+/rFiXd3w8FJqZOdtf1dEmEzv01a+sPEXG+gE7AFEUBpoRgKJkAEIEBBJGIGGMJACQdzbiBnZjo1Lzqt5LXChUH1nZVIR02iUmEqr6R4JhoPeffG6ptU1uQRyyQiF8FM0TOBsAADY400oqbgSInxJ4M0WDpa9lD/e3zYPRioM/fmv0bNSRMBqx0WHkIHj8gcWWO/zHqbIZJlI2q8usrHUGVrumOzuYOgCA1gblRsO//5cLhawQnv/LHyRyG5vDlMUi03b7HqHTbRE6nSa17gtc4JcJn2qyiJwdLGZMXwcx/9/XvpGfc791lcAYC6AID72MotNDoEgIea9NAWNRTxYRrpEs1kSCtZ98jI//0bSqAgAaagK1DerPo5bU2prpqTrCfDjTi+3NAaQ31zBowyZA1A5gqZhoIcSAsx8wF+dB5tRH+mTWDRPPLEHAb4Rk2AW5xKngAUYIBMG6wgcSkqXT1Itkroikkjg5ZrhyeYN9MFVa3AchoDr6NjDPivLBzgDI5SeUcDTkM3ubttKSoMVb+2g3BEFh8kixTw0IuzNHtnVPwdmbBJ3591x45CirjrDZsZyIycDmtdW07m00v/j8xE5HW0PJWq3jdNaHzaBIIntvqVfheTK7sKBK4EPv88Xc48OH8tqcJtP6E9TdvLyNJK5SOnLJPqWwUOwlyW9v9CFH02Gp5ZuffHIWAMyJjQ1dYnPTR+n1oLfbeZJhCkAQHMkwOdpgyJIMQwBCdfH19UYhk0EAAARNJwBAs9ciAEA2Hvc21tcX5Hy+lrT+ktCSgoDP+HHofD6sc7tzCKEkIJTBGPMKx9FSNtuYnpnxMgMDoUrb8l2+vBxbWakomPIo9t5/f9QzMjJLMkwjIo4EqRmTCRiLRdIZjSJBkiJCSCIwlgiSlILr6z6J45DOYgG9wyEZbDaBQIgnMJasXm9Zh4TSx06VJfgKEKr6TfbevZGT9Gp6cHBayGYrKz6XgFAolH4vVlGqRQgVdSpiPm9Y/Pbf9qPnnt652uni6US4D9hCUb+LAAB7W/Zohs7aBgcy6aXlkoIytM0GtrGxWYwQTRoMOhpkEsvykUEqPtZCIBAiSYI1TowFdv7mO1XLdRqfvb7T+5lLrC4bHASucO47bHYIyGCRwFxXfA9LIuBosPXolwB4X3huNvL2uyPKce2x66nrcxDcffjcZ9Pm4deenZn7uzeHxHii7LUOfLTodLU/v2VHyU6QJUSH1kZsADD06y/e218a/feNX/nKN5u/9rXKsyQXuMAFPt1kEQAADPa/A5m/BVy6NuGLxx5F+hmla8piCrDycECvSEdqe7lDF3JqESqskSzWTng07+iozglpGTw/vqtcG82sVR9E3TlQRAPefr8A/S9jpHJW/QgoDojYByyVjWwhBC3gmZjFhx9oSEfFgHBhEBo9KcyzacglrJikMZ9hFgrL2xb5cLIfAABR47OWJlS0XZmwhORCpEA0ti4gRIhAEAoQBAKEaGQ0AU7EjNLWivqBnSy6QGONHwAAu7baRT/xxJyJjaqKtsixMCkf7Giqj5YBgOrsm5W2VrWl+wIA7G2093Z2LUqbK9XJn0LAst3GFqou+BCUySSQGwsViaLt+hNBwIoMGI4HoQqBMSDSbJKdvQ4DiGX1LjSDppmivqt+aCge+OijMb3DESYoSgYAkDgOJI7TAUDJCY7GJ55YCHz00TAAgCwIcQBoraU9epstJ25tuaovWRnIagdstucBUEahDfz4zeuLNIlkCkCmESgUAkwBEATCBIWBRKBQTL2XOHiwUIebmyNYlk1iOm3ig0ELlCG+qIqBvSwIilgoJibVkNjaGtbb7TzGGK4MDfmzU1MdSiZDKYJAAcbnSl3r6+pYZLGAwrI6ORCglO1tCo5LIkiOq25QegYEWXqiAen0OHUY6dB6HDWjTL5zVV/HCt8vvP1+OyvcSL5QbnrL2xKL3pmqo7KZVhdNg+dzL8ylMryNz+WFs23CPE+nZ2dHAQD0zc2y08koSj5XmnjF/bj7lWfnCpxEhSdn+6Rstujd0/lrr210Ddl1RDZY8n3B5/A8P/lgAlQ8T4zF6Gi4dX0tnxMAIRCpxGFRH8bEDy5dee2pg4P9FHfw5vsl+/v8zl7b3T/8f6DlS6/M9485BwmhQAJBwNL/99PG7Nr6v4m8+eb/EPz7v//dq9/61jertekCF/hlxqeeLBJ9n/sQAC4r62+8BLnIayBxnwMhp1p0QlMRyM8zFD4DAEXRH8gdtGF7xxIiaHWCIrjWyOJjOo+nkUVN0EbQ0YmAyGNCzXvToKBaiHbj8MoM8g6qmFRBCUDELmB5ALBcdXlE6cewo28Zkqua0iWxQu3jbLqLTelm2aVNtxKLnCMe3MzcGOO9taqjUn0AABLp9OdX/Alhc2EIRKGkUAFhcwYxqu4XdxZKImZvePnZRY6VlMzy2qAUjag+r4XN7XZjhxsQryLuoWAn4fZtKpGgJoEezBaKU4DVQBRB2lkfIlyehBIPV7RFAEUBRNOa7kNnV2scNhcr2ij4htwkZGLF10pHpYHUSRXJokqrEQAAqq0z0Y+Bjfb0iCRFSRRNSxLHEY7u7iiW5bTOauUDZ8RKKiG+utpma22NAADW2+01ZxnE1tZaGz/72SXL1lY7wTAFQKjAGQwCz7K8jLEkKYosI6SY6urAHAoRWJap8PqBLiSKW4okMbIk6bEoGaVczmjw+UJ1cqoTAHxq0kSwJAUL29uqha1QlZR2RJI6Z1fXdsbvb5U4TvXzIebzpJg/ioqz+/sgHUdsS0GIxcrqJBEkqakPV3ih5AQc5jnk8TpI52ufXdj5/o/Ue6yazZruA9poVIaGhubA45EYs3lOliSFpGlgjEacj0Zxxu+vOJllcDjSjNXaIGQyJc/18zdHkrA+X7LGj+dkv5zNjAEAYFEEcXVhVN8xsBB5f7rs8XIHByRz88tLkE03EgaDhBUssbOTDzNRJAlJG8ujDAC0j3QGFL0pQjscIMfCViDIAqJpcNTpRYJNa46+PgrC2xRANC3Igd1+PUkC6WvewHp3TAn5i+t/U7Hm5gZrQnrmxn7wvTtlyyH2v/f6SD509YMrX70mEwyTAGKZBoAmXX39gvPatX/4uG2+wAV+0fGpJ4vHwETPyz8GgB/jQvz38MFHL0M+9ttQiH/5v3bDSuBnFFksP1rF/g8HsL19FUTOgpw9LEKowmAV11g/99isMwBAm9k0aI8s1mrPAbWFFmuMNmMtqbUAcDjXj+0tAaS3HA8CkARARAEUIwC2AaAUIGIbsNwPWNYUAUPmJh/Oh+MgJFVFUrCM+ML9Bblwe5rFqUTpqJkiQ/b9yXr04jzAaIkAACAASURBVI3NwtJuQdyaGwZJqjgRpKQTPqqjd05KJdQLUcgy4OD+kA4A3DefWDj87g9UDyKlWMSa8fk27G6fE8eCFY9dUWQ3FPKabxAlEetCznoBJ6I1kUZkMoUgDpXJIgA4h/pzBIkEKZun00vLVQVMaAL0Km7c0io7tJ5Acl7DpF4xKG9DPoN1ayLLU+m7c/3O0ZFASyBAyyxLg6IA09SU21tbc9laWyPhuTnVQjNcKmXhUikLAIDebj/Q2q62K1cOjYoSt7Asku/e7cklkwyWZSMAQGx0NHc4N3fOR9Pd3b3k3dioOJmH6+sJjV2LtqUlqWJdZnh2thsAoG5gYD62vFxT2nG11MtHQbtcYGpr21EEIcm43SQsLqpfucJ8ohgKmiTKpHpSVN/RsTU1PV120oygKHhUTGpscHCOv3//EjUxsXY4OXma2mNvawumdnerkvjtN98c8l2+vBacmipKC2q+fCkNu2ulnx2jmS8cFNu8MBSqq7ZPKRbD0vaaCwCAtNow5XSBlCg215DCwUYAaFTklgPJv/9w7qLLN11u29jZGIM8oSqdGzG6oDB3fwIAAGQZZP9uNzKZC1RX/4G0uVI8V5LLONvdpLP1v/3qcnAvQe+98XY3lNDcit+9/9SdbOEHT/7R//pd143kPlNXN9X7B3/wh96XX67JqugCF/hlwi8KWTwFMrpE1PvZH+Lw0k/w/t3bwGcqK/k97sDiz2h3WOIqvPwkBKmNPgAAnD8AaHx6GZFM6SgQxo/TiFb72ThKoNG6nvo6n8TuAk75MQBMn/otnlT+IISP1E7RkafYkXLjkZHHye8aZ8CPUesEgnpS6x1eR7bGDFB6GoDIA4ADQKkDkH0AaA+A2gKQ+7SSxBMgBA5wX1oV5n6Szb/7IG1+6aqHspBFA3QsIa5wb32lcPtuC86kqkYtcTbtyi8eBKWN1RG1l13a3RilugeWpI1lzfYcEA/Z3c89PS3TJlf8x6+rSj8sLMx1C25vwjXUvUfED8uug8MBI+Gsi+JcRpPTBOYKDNnQHJUT0bKCGGUhy0C6G0h5f7vqop7MltvTSAN29a3dXVqumrtu7usQfC+P+hGbZeC8BywAYAIwAM6nvKVYCzIYY0AyGES2bBQYV3kueL1lO/zW+6f3a/TO3XMkX/J6D6KTk/1sMon4bLYqWS6FriYvvuwylh8Em61EBiPGWshwGADrSEKXSXKN8ampkoaAqLRCadUbG2NMaqN/2uqujQ47/crzN6bPNORcm45K2DCkGROOLS9r2TQYnE5ppKlpRdzbUy2EpWtqkkCSlNTUVDsAtJv7+ua17BNX1yJQfX5EqzVVybv0qbGxBBcM6gEhCRCSEUKScFzfSciyESF0mo2aDQbdLTdvRvdv3676LCuimCv1eWN3RxoJQVup75DTm+Du/rhIARVjpeIksGt8dA/n0g+fRYKQ6cZmWeY4HS6UEWjCyrnJqzL39tF3iUCdvqn3EA0Pr3ALC5ptvXA+Z5SDfols7dyS97aKhYYUGYiIf6DRAGD57/758uqP3rNIm5tFxDKzuPiFD/7HPyR6//W//tr4n//F+1rbcYH/n703D44suc8Dv8x31F2Fwn02gMbZABpAd8/0dM/B4XAOXhJFiqJMURuyZK02gutYHxu7DnntjVWsJG/semWH1patkGSZknVZpMVdSyIlDsUZknP09HQ3GjcajbsA1Im6q169K3P/wNE46ngFdJMjEl/ETBeq8r2X78rM73d8v3P8sOIHjizugzQNqzwV+B8Qe/gmmF5VQdsnjCdDF82CZcLBU6sytzfOwNAIcrFDhY44wA0Gg959NJeSg/8d/Lv71f7nXa17UB3+zhmQgxU93yVVB5/3/t37mxAQyQneJ07tfU2OyTccm3j4QTOuJmUQrh39fv8EDj7yg9+pJBNHnSVxBp4M6IivnL7upqdpAo6qX6tTPhPM8oFI21UPIdhbRBx/VHgnCMuC81MLcWhrq2uZP/6Sqc9PdYGZSIVCK7Vf/KxOKJMAgBtUyd9amM+/davTCkk8DGNxZkTs6p0y1paseTQYg7m92UrqmhJ8J2y5KDgA8OROhwB0iI3tM65LA0GmG4KytHwyvPt4HyOh2my4ft0rlsnHYQzE7gwCqJr0cad3S69pCQqy5KCS4CGG5ufRoK2YBf3EYROxKuU4ra2jJ//Vbw+v9HRnnvt7L4gkX7zUYsk9MSZAVyp6L4uBtl0I8VzOaRoni3iLLS0pruuyGYs5TEJ0AMgGg/UtV68uKclkU3JlpSqxGmchS6SN8uPBcZcNr2lPlGpbTJmr3CL70YYVaqqeEZQSm7y+XHHcE3ov3a9+39QwAoE+I5WyNA/7n3nmAVPVQnp6+iA6gDPrY137x1+blNVsI0+W6I/DWcgmUpbeQWq3m+FCoawwWCEYFAtbJ715AKBNTHRcvHFjcvnWrTEAMFVVEO32EEqMAVSS4PD7c7lIxGUUCu5ibXI5xYkSMQYpg+tqz6VV2/J895EfWPm8eJfPHTMDSwflRMxkQlSyGdExMDTDmVkQXG5Z29zoBWCAUENubUtooeCRc4hPLDSlXK5FQgkjlDIQwtzDg2ZdkygAXOTJSL2MfJ148+l7ykaoz9wKVPUu8lzGywQxK/YOzZqx8AWe3DmxPScE3/3OHZrRda3n+vWHzDA4o9TI6LrikCTBtrIylJmb+5GHv/Zrf+pob/+xhg9/+LR6Aec4xw8VfmDJIgDQ/o+9xwrJ/xvp7X/+/e7LAZ5UNpyhWl9MZAO9yAZ2jc86nUJy43RhRcfR1HMHvPCU5fbUfo/UOqo/dmJe4WbBundGdGSI4zlrbZl5tkXZ6cJxn2wYauNwoGL5FM6GQYT74GZVQir6xkYg/SdfSumzEyM4pApqbgUupv/y/fuejz/dr7y7sJB/+1Y3TydPTcLNVLKLeGuiPJ20tMjjubRfrKufNeLEX60jWmhtj9svdqiOi81RYmhkyQJZBABlba3Hd/NKkke3a0q1IbbqLQkAYM7fG9fs9ZPp77zZB85BZBmivzZNZFuKylLW3lCnOCRzEOmEc+8cdogkUzOVtLNkvCqvGqnC65JZXvVsrj493XyxQRTVVD8xNGvPpMPF4K4tILVdhjAWKRPR2bu89u5Eu6O1NaAuzXaf+P3ChWAU8Ppu3Fhfv3374L4F793rlZxOo6ara6upvz8uRqPFFomcM7brQtsDEx2m1tI9AQB2LTvAdqJnUjblpnni2mqa5hR7e7eNpaXS+Z/Vk8WqPIumyS0ROYmVD1ctBjWbtVOvV7XS1tbcbGQWFrqNVOoIHeKMOYkkgZfx8B3sg6setrFc0osp1PgTXSMj271P9+9QQgRCuEAAwjgxOAcDOGMMDD6/QQtZu6rrDM8fU4t9ZKPk67cXLxa2SuvvuKemLvs7O1cT6+vdAJCLRNA8Pn6Xc85ruruF5MqKuR8wY/P55MTKin/oc5+LmpqmiQ7HXSIIxFFbK+TCYZ0zRna2w+I3BR54lFrPD0y0kbdfbxx6/tnMiZCObNLbfPP6HSoQkljf7lACgSNjGi22LjEMKLNTJ4RlBI83C0ly6luBI1EBeijYevzu2Bv8q1wkB+8pASAkNq66/bKJzisL+WDKo6+uHCPjpcdrnk60GulEK21uX0ZTm8LDW0fOY83WMB2YePsyANxdXz+x/fBrr/2ad3n5k/ampq+dE8VznMM6fqDJIgCQ1qu/ytXsR0uHo/5g6NuAadXnMxEOgH0vw06/TyAm1wpRAHxXSZXzXc/jrloOOOMAZ+CcwzyjF1rLNgGu+wDh8LcZcPro3spib3nx6LAACDgnoLIAcDu0dEmScRICwFn5hblgN0jPh6fgabQW9sPNEUBYAsyKAiz61vZm5o9/N67N3LsMwyhKRNVb74yznDqtT905vad2v2uJmFfsG1owsukGK940ADA2Voal/uFJfXHWUv6i3Nu/ZWv0REkmOkRiK9cAIGdvmz7eTmq/oIpeX4QDKXBW4IZOuW44uabWZVLqtuhuXGW6yR0y6yaZxBHPprG9MSh09S2aaw/LFcs+AWKacOXCY9IrH5naef1vRrmmQQ+HvMCumE9heQkZf23cd238YV1fk0mz4UvEVB1o7dhS4gVD24lUdbhqGs/8zp9engFQ/8zV2LUfG8/RXKJi+C7fXOrSd9xpafhSkGSCpXK4TgzOXLIrZj5vyy4tFX1GjffeG6wFINbXNwpO55GEKz2fF5Nra22Nfn9KmJiwlJcanXz0ue8TL4XPRBYpBS/y7CZWV7vzPl+i69q1ez5dbytMTZ3QueRWaqoeRXVkUVXtoBQV36215eHP/ejL6+/v5GvX3nnXkmfI4ffDzGQsKak6OzvnE++9d+Le5JeWuvw3b95PvPtuZWNWhSldD261yJcubgmJ0JFx4fgFFnzOu2YkMFppkSTYbamy3cnnaa3fn9gni+HJyYPz87S2zkRnZ6+wY+V35r785YPPNq+XZxwOkguHK/RkFxvzC5kWh4NzRTl4Blg46HcATwFA+/BAkj93fZpurdRzKpggRHd0d8nZ1I7KU4mK90lsbFrK3XrbklGRUGoWvSGGJiC+Pehw2xT788/ez9y6M75fd5fYnRUNEiy02UMcLkXsHb5vLM2Oc0IQ87Y+fOvP3yybD5rJ51de+c//+bL/2rUfgnXPOc7x+PCDTxbr+ws8vlI6HPV7zxWfzBGZXlUe1AHs7qqUI/+WwuSb7+u7Ba0JdlkyYXsFrjkI3QuZJRwOvwRn7dLB30yXEZnvsnwkLdcGLbdrKfU23ydgu5PqwbRNitT2ZOC+rjVkNvMoxMuqSx6ACgA3S0+qLeOLpHXUQQiphqiJAPMAJLUreHMSRjgUTP/xl6La/fdHYOjlBUo4h7G00EHqm3Z4LHzmEgLGw7lBoX9k0lycsSxeY2ys9NKWjhALBkoKnNgvj67IHjFPUuFhxFMHVm6zvmt+83e/etnWN5gR3O4VY2fHxnW1zohGGvRdYYcTJFnf3jrwfBqXR6c9dlsN0dRHN1zJUa5rHtrUlmDhrapCZAHAJgsl60GaiXitEoo6hHrVceBNTYTa7C7ftnDlyoIWjtaa25uVvaRKpuHpn//MJAAkEqq09Gdfs6RyG3vvXv27yZR482deXKP5RFfl42S9xkYoK9WJxW1WxUbK5dmR5g+/cD/05neLLlaFtrZEvrl5dT0cbkxtbBR/PvmpBaXONHYTQmDz+Yp6M9RUyv/g7l0/FQR03rgx4751a+TwKHEKslgVCqGQk7bXMJbNlPdgMgZtfqbzan1jpOuVDz1cj8YbVidnSkYteJqaskOtrcvKvXuW3lktHi9prMtMT/f6b9yYMVXVSQARhIjOeh8lpsF2U8YpBwG8lwdV3uTb4Lohp9+/2wwA9R9/dTn2+hs9MAzUv/rKrEQNX8WH4DHO1E5CJCII4MdIoZ7L2YsZEA5DTadJbX9/IBcOW6uXzDk4obuFWovAWHpQYx8UlwvB7QNildncgNTcuiP39i3m7t4ubUghBILbY9kwnZyev+Dtf23Slt4oev+JrjpIbHnc9+LTG5mZVR8Lb/tAqaUrz5Wcw9xe64q0Dtz5zte/0xBberuiEms+Fvvk9srKb/uvXavU9BznOMch/MCTReCDFo76hNgpM4vmN1QEN+wgAgM/Y/glgFMogZ5Wlr667WQPo62XrZGwY+DMXOKR+dNsWhWIoXRxybsC0bMCPW2Hmmwt/6wIHJw9ug5UYhAdKmS7Qi6+uElk5ylDi3kTCJ0DP0oWjUgklPmTL4XUiduXS5WtKLq3fLZGqKufMwWhDhaL1xeFx5/NG8Ji/u27F+oGO7fJTsjS/eQFxUU434Zsa8Jh0ibLcAwNzcoOyEiG+hA/ea1JPt5nv9gbVh7MN8EwrKur7iE3PXXZ+epH5sTI+gHZEhoaUq7OujiUdLPefnVW29hqN6PhosS8GJjJypZCpIJgHA+7JflUq4xUq23k0mra0AssEi7vPc9na6R8tgYAnK6Gu1b7tttB6ME1NdvaRA6lL5cGT8frzdaRGSIYNTQbPk7ujqyihZpa3aypX6VleJNeXx94cPduWQMJKVH7zgLONHhz04Qvm13AnoenGJhpYvXWrZFnx8ez2fv3H43p1ZJFXt0YqcViEAba8iybsTSPmLFIoy8WaRxzuvLq4GBke2GhtBGCc2olFNzV2xstbG+XJERGNutO3Lp1EBZJZRk3f+kLKsmljnnDIm3oEMC9TcuFwGa24UPXVz016I2JImAYkFm+nkXCJY0uhzpeuYlFqC6XMfCpTy0kV1cVzh6JzbhbW+31ly5Fo3NzZcPrmWFEUMQ4VQyyJCrIxcvO58XyZPXQdp0eCdW5n/vQQvbW24PFxmv7wKXp/GTpEhzHYcbjsh5P6LYyK03S1rsIrSC6O3zJnCSoXMlb9vrxfK7GLiWb05GIpaic2MLCJ+7+9m9/cfhzn/t/rB7jHOc4xw8JWQQA0nT5VzgRIlAzP41C6pmDiSC+3sVtzhni9FQuXP148NjZ4m5EpV5FCOPhjZV22H1BKHHLBOAx4nvk16VnKFdCnqiwxCNwEFFq50TaQHa9Ffa6KRTio3A0LgFMQSF9CVwVQSQVsncBZqEBLX1xGJoKwS2RhkEK0VYPIiQIIXWnrYCy2xU2tJ+/yA0tUph4ZyP1739jHJpqufzAYZiBtSGpf2RSr8IjeABPTUFh8lxmZuGimUxcBYCELC35Gx2MqNbydFlos0/sG54wHs5egdurOwd6ZiVBq0c6OIxCuS2JIdf544phWFhYFkdyesHjuTQwKWeCY46BgYeyrHpJfGsYAGRk6qQ2Z5JdvHqP6SY4g01dWR9g6WTJcVmJpxMATubq7cHR2hAGckXDA81cPkWdLjsDrNffq6wqCQAQfT6j85UPzZPVB735u7d9xuc/FpJSReqi7YF5mzL5lLaZX43nC+993aElkh7J79/o+fxTrZSpe+d/dHigTS2p9VuTDX2f/dGsSD88Fbw90aunUkfCQqksW3kmTjXu8McjnW3pgnJKj6R/8WpqqlZxnCOgVAFQndGRUt3krGToYiYcdm+1tXVWSpp19fQEiSDsmLmcZfEn0e0GzDI5lJx5uj/51A7J7lzmBYfR9MnXFvOrAT8E0ep9tHQNrTSKbG62Jt9668Q4klxbU90tLWUNQI6GhpzkdFoWgyEutxdqHDBKcy5WUIpfZ8agB9Zaer7407OimnKBw+CcG5zDSOxwfefN71alMC21deykN5M8w407nHNSN9LRZMtHD4xCpKU7yHdCdShk6wgAV51DJXZHK1pHl/PhnKivLFcMafemwu0/8nOfn/3qv/kPw5W8tLLHk63p6vp2NedwjnOc44eKLA6rpGn43wD4t2zpm88iE/xpqNnPwVDqYajrQFXCXKfHGUOZSuw0A1M7/Qn4fB74GgPgPI9CJgPOAMkpY2d19IOX00mBqhdCVddlPLTpWWouVgsuH4SWqsl+yJ41qAk/mNYLKmVgb1oDNwkKsX3StetdczStEMl+cfcr1rxbipJuA8gDhIGzDgAxEIGAl69TeNATZlziqZVJZDYuyc1EEtva08bq8qnKDwCAsbHcR1s6giwYsEZUnG5NFTyzqbn5C2Z854inSF1b7S20PzfhUEOWVVV5NtXtfuH5+zQfaSe5bUv5NjSfstd2N9lTZxBY10PbHfHQdofY3JrqeVoSSTx6ZMFICvkaoZC/us8E5Iu1Omzt20z2RDLftZCfdQie8cvbdY28vhQBpjvr484LPZPpNevF2mGBINVeHY82tjfE1clH4WvpYCZS50QzAHC729Tg2shFkgklFKfqTrJRD77fynX9SC6tEQ75Upsj0/5Wsr+fI8dm2YyNUIqF3/vjDrmxsUZPp48SxU9/eo68+eZw+9jY9OahvLDjsEqAT+AxjN2HSzr4u7uNl3uaw0zXTQAMhLD2H/1QRtLTPkqIgJ+8lgIBUikhHn93opYQHjvoCYD9YbDmyuWkmE/6jv4GUj/YuQMApLE1zaMhb5HO812Vs10hoWw859SD21Wdj9jQqGsLgRMiRXUdHTs9tbUBw+HgcjbryO/l1hZD7c2bDzPz8w16MlmVwVaLx7G8jq3eZtpRrFQtycQPvJ1EVUS/qPT7+xxQmHdbC5cWpDnYxvo0U/a5EGpqTD2XK0qo1XTaZvf7t+sGBrYAgFDKPa2tWjYYFEAIo6IoqOl0YzYU8vh7eh7sCR0RvuutpZxzoXFoKB6em2sA3y2X4vN6UoiUd84JNf4ESngq3T2dYSm6dEAK96+Cw9dy19bavoHW9l3pcsK5Fgy2m4l4yTxe0VuTSL/33oFehJHXlvz9rdPu8VFKQyuEp+MXUMgeGCiIqtigKq0AIPlbJ3SUUZfeA/fVJXHrnfqrL7/44O7rb5Qs+UNFEV0vvviPPvVbvzVZqs05znGO4vihIYuHwGnvK28DeJtH5v4pV1P/GHb7L56+1F3Vh3/8uzS0NM7CdpnmBrTdAdtGsJvqrwKNPTPIpSgM1QvOXQAHXHXrUFLdKCQth849flR5Dc+kQEueaK5QSXDTDi3ddfA30z1QwiUWwEVqqnF2KEyTZAGSA2eWyB5XU4t8Z84OIzcGAASQfX/303M7//u/rrUqLnNinwXFSTjbgmzjR8JBj7ezu0zN5ptOzy20GrFoSTKYun3nsu1DN1dpNFDSy7YPzwvPTpJMqJtEH1ZFvgBA1uPd9p7ezcLy0pkKyBuhbV8yKST8VADKlTwr5CQUcq0U0Vbvc9fm8xtRnxHYOLiXplKset8u3N3tO6SQKh+eGw8Mu1957UH2W98cKHYvSUNzljrdHMwUWS5rF2WvILrdu0XHGQNj7JHHglJ0/fiPLYkrc3Xq3NSRRVrs9TcvZ7u6FrhhCHp0tsNMpbpRxiO6j9BffNcr//RHl10upec4OTO2A572Dz8/l0/nbKG//saJWmtMUczCpUuTkna0xnbT2NgmEQSdALbkxkYDOe0gfAbHYt9nPjGJeKQGDqe78yPPTgKA6HSI+sLMEU+NrGVmhGys6/B3LCHu6IG1I98d6VZ3+x2eDJYUpaJu1x1zJ9hfifpQ2b9c8USOQV9drh/r77v3ZiBwFdgl4oIso8/pzOUnJ8cBoBRtIZIE/9NPT8Zv3Ro77bgSefu2r+cL1wukkLMuTEaJxbCLxzNXs56eB7m7d0vm/ab2hG8OjmqaczuLi8XanzDydDz33NTqm28OGYpy4GFVGmsrMn4zky5aiN41NBiuG2ojiG2c+E0w1Tp1ZamVq4WDnEWpuSVG29rTAIjU3BpSV5fHDj9n1OU8cmPzszO9+dkZtHoa5r1qqKzwmminciXRJbP54nz87v0GcyfW1KEoTtvHX5l55+vfLGp0aL9x49e/8Od//h/KHfMc5zhHcfwwksUDkMahFAF+iacebkPL/AbAvxfX4/GzUlYoWrz37FBG4JKB/aJOROLw92yBMx2mMYF8SkBoYQRM2/e+nTYH8QmjiAR/FRs/tm5YwWl6WlFWn7sBPgjQNYAugggUXD+xuOSGFuXJByHkI5ePd0SQ9SHPf/NTk5nf/8PqQ0n3wEJbfUL/yH1zceYEaeM2B9dd9dPpuYUGPTxVkdRxTRXjsw+F+q56DflsUcEF3ty1ml7fVhy5fI1cyJ1KyImYOtpeeUpaDYfzLJs5lRImdTp5+2denXDQ6AhpH57h0c02ZOIVxW3IzuYlV1vTcioaYyjkd13qglDyCaFCyXX5o32ahsjzGbXoAszl0YimZc3oUjMoBUQJdqkw+sxPPK8TQhknZFdEhBJORCmjNffFsu++1aSkkyfOhRcUoizMW6ptCgC2vsEoy2ZkPbjVuf4n30pe/OJnw0w1dcgysEf+xP7h9aUvf7XkolsKBGoebG971WTSRyUJTWNj24SQUOjevav7apP2mppskjHhwnPPrTNVFdOGEVIZI6Yg2JRMRsSeAtb+5eL8kSEmuLJNQH1LdT0X0zvLy96jNWF3/+gYGFDsD5fsrp6eCAAITqcher0ElBJjK9AJPFLdtPqquxq9dXjtxbvcMHni3uygmUwcDRWtFPtgMX+RCrQogSi7jdeX5nbngUFt7IUXZmy5HNMWF0t6ePbhv3btfvydd6o24BzGjZ9/JUUSQWvCL/ugxFJO3OF7Xw6egYEc51wHsF9Hc988ScCBXFNj5XofR49bMZqlaWwsSkVxK7aw0HaYKAKAw+sjjrb6Zc6YAE4kEC4AROSGYVNXHnocl4bjUluHjYhS3sykZTOXFZmSh2Nw6GHrMz0OGtsoKhRjN+JdLZ/88HT4W++1mMlEPQDooeBBmVF9a7OJuj1HKh+b+XzRaxh/+3aj96nyEcdESQ02/OJ/vwI1Q5hm5rjBdGoXHUQktZyTnDK9WYi+PaMasWg9APB8ztOwPDvymZefXVgzKSbfujUoOZ1Jd3Pzd+w1NZln/sE/+J8rXddznOMcxfFDTRb3QXx9v8VTSzq09G8CvPoSFN9vGIWymVePBxTw90wTbuwKpwi0Hh4/uPeFJazcboOWccBWI4DJQbhbMwDRkFq5BLPw/fHMHQY5Sxjq9ypn8QCnoItWa7Cxrt1/SRhEmgXXhwGAc2bw9MYUMmuDYEbJ8D37pcbewvBwSJ+drT53UZIgdvZOsVS8QeofmdYXZy4DAJckGN6mqdT8Uq0enKlKlEcPbl3ItrdOuIEjHkjW3LWcXtvUlNffuARCIL50WUHZrKDSYKJDzSW0KMvnTpW36B67vNX29EWFZKJXAYCvTI2Q5q4pnk/5LQn+JMM93quXpnJr4WZze7PRVLWSOVqyQ+SosNzndmemsLpRtAad2NQ6Y6w82A35ZQzQVHBNFQCcYKgccIiRYKO/zmHWXfn0g+2//EYfy+dP/a5wtZDguuay9w+u6OFQ58Nf/s0Gsa6OSC1txuBwrwAAIABJREFUCsvndKmxec3UjVbfyPBCama2KAnV5+Y6hp9/fiFimsHM9rY7eOdOO/ZDtfdQSCbdwWRyJAig88UXp9e//e3qZREl6V508WFRT57P4100Hjw48Zv87PU7p5Or3l2k2/3oAoC00xU9QRYrwtqQQqhQVTkB4vYUwv2jsXf+5CtjAHD54y+Hn371GcIDa9q6Q4iG37pd3BsvCPBfv34/OTFRVf5bMVBTq1rYjVo32JYli6S+ZYeJcka6N13vS0ZK9sNb5wxU1cEyJFV0Onn9wMB8eHJyiDNWlG3VcJ0rswsnPO/EZldtnV3LytxMjzIzVQtCQCQZtp6+TSMSaigszF9kT12MlJuwvVL6Mn312dnNL/9lfbHfWTYDHLpuLJMuuh8jmXByucMkWpn1QT4jaG+8USc//0xIELIjEABwFdB3D+AcbU2kfv1LRw1VjIGtLw9eAHDh5Ztzwosf/eWuD73wX73PfeiUM8A5znEO4JwsHoD4ev/jLmHM/A5QOmH/MeDxC9yY2pOvGVTbf59w44QVmHCjl198ehOcpwn4KIc3Rri+W0OupjvFdWUVTJeRj/WAqcev6/coIfIMZPFk+a0PHqot2M1ZDSiNg0PnheQKj8+7YOQqltgg3HT5fupj27FfWWlCQbHmcRUEiD2DcywRcxtL86MAwHYirdLQlWmuKuCCRCNfe32E5XKnIhqZiYkrjpdeeCBENgZYc9dSem3LUF5/Y3Dfc0YdTsZ0XaHAqdbqsU11Nv7tP6u+TqQso/3HP3bfJWUHSCZ69NiFXCtEGTBLh5QeBolvjrqafaEcOpLa3fmSoZxqViO2CqYuomQ9rma3Yl64PpV77/ao2Dcyy9JxOzgEY3Ot6sU7LyiCuTg90Pwjn5jd/tOvnGnxb8SibUYselC6hOVyVGz0pCR/bTR//+6o4K+NtvR3KUowpGk7Owdnqr/44mQ2FjMppYguLLR72tp2UuvrFcOGN2/duuxpa0tktqovYVIKpUJcDQvF5C0e4MT+SaXICaueRVrZM30YtmvXg/N//e0GAOj78POx114eyAvplV7iVG21r3TrG5d6Fla+9u3ewta2CAD1N57e9DrlkOB2CUYma9bcvDq5nwi6b5PbrWpCiuaVHj7JbF5vjN26fcG6oezwiVoMQz10QLO+bTG9tsWIIDBbTY0iOu1ydj0kF5Yqe1DXDeFITiehFL3Xnwoy0zyYl+weL2eE2CRuZu1er5ZuqF1ljIvrcwutaiZzMAc1j47ObN66VVaNlJbIyeVqwaauLD8ikZyDayqMcLDWVPI2XlCw9fqdXNvLY1EpFy3p9nOJ2SFbZ9emur5W8h2jTiecl68kWUHxaIH1E78bOzHHxnubC+03LrYKavpI1Icw/tSc0FrPAE5BCYGRLVqTNj0XXoOqln53lxeHRNP41+v/7x/9lr1v4D/1/cGf/f2Sbc9xjnOUxTlZPATi6/0DnlrSoGW+BLDTGoIr4EnkLBaeLOnyD0wWI4r7INx8pG4G85GEOtN9RBDHIYjgNV1bKKQV5I/k1nxvSmecJfSXfy8FboCi+YePfRtuA9MvsdTaBFJLlkViAIBSvc/3937qfurf/W7F8DGx99Iiy2aosTh7NHTQMIg+96goesPzNyfCf/3NqvpxaF9QVGIaivRA+ca3Bo7nlTElTxmj1ljZMTDJqWcfzlddH9I1NBhue/5SkqbC48U8fTwZrSdtvXN8a8lS/UIAIPlUs7uj4aHHHBUT33i9uNqpZoiwEBdBlKxDIEIjbWxWuJIFC2+f8EJUCxIJXDzTDop4U8xUst7e0zfNFEWmbo9iJuINZiLecGGwY91wXY5nkrnOxPSMX8jnCXO53IVMhvi6ujbjS0sl8/eO7F9VQUXxMbG4g/Mo+jVTDatzbfl3mRQhhrTSeGjRsygIVY2ThW//Tff4QN+99zVt5JlPfSQuphb6YexeTqJrUmcjBut+4dPzoTffl4kgmsZ2oJ/H9PbjjJSU+Hyif4c+y229c3sfqx+fiTWyyPfHVa8/F59a8BnRSBMAVDuYyMxQD//tqK3FSGGnhWUPZY8kyf6z0wDsJScSgnxvT25z4r4LANqeeeZ+eHq6bJ4fUNpgUQpGfMdpH7ocL8xN1xbW13pX/jBkNn/iI1M+OVk00oO7awpa8Fb53GhKTWV12WZGQiVV2pXFxcG1dGaz9TOvrLqa3S4WjTVCllWhzd9EzOzuuFvmiYx/Z6Kt9K+7UNdWmkEpqN1xr1Lbc5zjHKVxThaPgfh6/5Snlg3o6d8HZydU3h4DHj+xO5CafwKo6ZkkME+dp7YPws022NyMs7owCjunLkWwi2oFbs6Sdvi3IQz1dKSb2Hx2TuXsrsCRdcjtvmHbjRvr6q1bRZXqhK6+FeiaZiwvDFoRBaHx7RHP2PhaZvJ+VzX9cIyOL7F83sx8942hcsfJbu2Ea2tQcWFxHMzuS2rhUEU1vgOIIlp//OOTHnu+h6TK13HjwZUh0tK9zYOr1ut/pqJ9TXUUNT/32fvB7072FJaWjpBG0SbpZZeyVAT31BqQ7BnYXBrNyknq85vm5prlLpQEM+nh/MJToOgznLv3/gkvihkOdhIEO32SxMVrVzbCb70zSkZGJqLz81UbHIhF4lDFDos+iGo25yWtbVEe2rJcGqIEinkWK21jaQwjtPqx5+JLT/GnXu6N0sRsf7E8WJ7NGMbmRkWCUy1cRs7b97EXp5jo6K52gLa1Niiyc2x6z8hGQDglu9eI7nlhCcApCPxoH1kFofAOtgHA2p4nkxACko6z5PZX/qKigqsKHImosXk8BtePGQ+KjF+C12dEH664iCCg/fr1+9GFhQulVFUPo9rJQGxu3dDDwYPxiqsFIbMeJN5ee3EPLyGCY2R0ihsGiCiKvFDg/NFjKBCAgBMqtTTn038TKmtU1EPB9lwkrvhudDahy28DiI2YSsVz5KJrJ/3Oe6Vrex6CY2jkP/b8zh/+rpW25zjHOYrjnCwWAfH1/BnPrG1Az/0TmOpnTxXq8r2EqT2ZPEtv1wwh9DGWz+AUgi0BYH9iOsWOycH/qtjmLGGoH+x7DwCcnaqPxO6/xL3ds0g+qCp8kMCUvJ96HtH5BQ2p5MGzJ1zo2QSQMDdWLpdV/DwOTZU8dT6S89XoLJUsXTdtD47LY8tMUXRletISGc0GwrbamuoiDTkRkA6mt6jN7mH5ykqLzr6+WNtLo1EhFRyDWqk1AEHi3OmL4VhOXUUwBls+ON55o91M9HbMR/7qjYOFuK21WTRU7zxT1Dy3uQUjHBK5adq4adphGg4YiovlHjiga34AflAKsX8kXNXxS4AzU6CSDHZqskiqHsNIZ9/98F+9cUXwes1MKnUqEsZ5kZoLZwApQRZzKysXjZFPTNs8Pq5vLDcS1cpDUgxFH/jy46FFFdfDO3GOX5sxC0phd4gmu9Gve7vhAAiHA5w5vYLWTLOpkoYYzh5LbcoTMMLBdoSD7fjoWKbabUkuISMVqqpMR9ELbLijVrbtzcdr2c3rD2ffvd0HADaXS+faTsW1F7E704wxX/P4+GzgXetldGg1syOlkJqaCsrkxBGClr03cVkd/dyyXdnqAQAmO9V8QVoGAUdCJXpwu4MVCnVcV3HEQ3oI2tZGSmhszpqRUFljZOy//GVf+v3pXM//8nOLsk2peF84F9XcTCTQ+PKL64mZB/16cPvI/qnDyYUaf4gIdFNwe5fqfvzz/xAfvBpg5zjH3yqck8USIJ6uOwB+kmfWb0LP/k8w1c+cLkTwOB7v5MkZT0N0EaiJx7lbwN0+TwRp8PGc8yHIngJyZ9xH1VfwTGqoH/ycxVMaMzhnGrS0CF/PFNJrI+Cm5f0QaJ3+//YLE4lf+3dXhNYLESLLQWNz/TIM/VQlJvhOpLPx2acnQl9/vah3SG5pyTW99PRici3uyLz7tiWSuA9lebXPuNkXF7OxoqVDuCAB/maFMWjMMDSYXGMQjNSdyUYrRLHls5+c8brVDpIKWvOgODwF4qlZ5hvzA6Sx4z4EkYOQWr690llJKn4fRNcEf4P9gvgzf2cqM7dSJ9mlmDL30IGd0G5+jyRzUteQ5aGt0iV1KAV1eR5PfrZpCtRmA8udTpiZ2G1VhwoLNkkEAOp0KrLdfjoBi9N5Fks/fGWey43/+rXLRBDQ8+lPLJmTty2FyhZB1eSWWzR4MclO5e6LUwCh6tpKi5lMlA3BFurqIgIrlH0/+GOe74oc4BR4PN7kSgXg98ES8dqBWsLXGxq0bDQqizbZQKHytlyg2fqBgVDw7t2qhL9oFcZUqaUtosxOn8gJFDxew0YelW4ybTWJzf/0lSNh81Jbh2FEsyXXkGYq6XMMj95TIqGKOd/axobLSKZVuam8rZCLXi319TtL2uz0uACgvrsxzUf6JxhjjAqCkAolejr+118dcI1fC1Y65jnOcQ7rOCeLFUA8ne8C+CxPr/4E1PiXz7zDx1DYGQA4Rw56+gG0ZB+RHX1c6ruH9PoomHb2e+psWSSSsxtgj/35IDDHecP4QxBBgaHUAXzlyM/Hmz/6lxf5G3v/Hrqm+4sT8sgOTgjh+dDSof0e3ZbKJpi2TwqPp9BQDHwk8ujvI10kJ/4lh6T3qZ2CqxvFT+1IPx59pkL1yrbVCtzsgRAqk/rhAa7n13l63QCsZLw9glgrjdtvPD9RuPf+CDTVUkhQ2f5EAmO+608vpW6/f7CQlltacs0vPfXAIas9RIld4b1tM5nbwqNafxbA1YKcCikbdW4cIYsFuW41u5VIZJbW6tXAdy6A8yN5yoK3Jm272DtHRFElNodfmZ7oOvy7rfti8sKrV7eE1PYIrN41X30ClO7wSGBXiTYS2PUYEAL46hKEihle25RCPtOMyEbDYcVU7vAwbq/ZNBVtx8gWmJnOe5Fe7HXraSf0Y2G2ukaow7VmAqXFMAwDLJUgECTAPGPqHmMEUkWncLntq3a1mXaXCUqhh0Lutnz+Inp7F6NLS0XFMEqBnCafuUxYO2es7PjOTROBt267nI0Nk+62JiIuVacAXGwcscAMLJEHlssTbXXFcn+oKKmcmeWNDewD6NE5U93dR+DM+rhrxnfqbt58+v2d5XUqS7KQr203iCCACIRSQonk84osm+XE6aSZ7SjnpsF42iAdhom2wcH7nBAm+XxCfZMPRjZjYm8+3L+xmrvOTC6tCAAg2p2WyaJ44eKWvhU4MXabmbQYWc1PNjVhDAAMyX3CGENdLp0H9bJrBHV9tV9qaUvrwa2KpYuSdx+6HZ8cUwjXHQCQCxkrVBZEW727iWksmfyjv3aydNIDQ38UCZPLeEkuc2V/8vb3DN3L3Hnvk67xa79T6XjnOMc5rOOcLFoE8XZ/hcfzX4VZ+Mz3sx+cMw1GbhZqsgvcPLDYEYKrvObiBgpxHfnI6QUrnI0rsHtawZn1IsdVghjZ3TpOonMJHFmAmzDVywB7MuG0HADKLIa5GQbTS+aYVeVaPbIMMXfA9KJlCkpvL61V1X53o7OFyor2Dvh678NUCAjhe3lXuyXDyD73JQA4ATkIcqIEhNCGDRs09Qws4RAMnbrccObr6hUiS2yPJF4kys7V/VQ8t7o10vpjr01t/5evVbXIzi5t2OrGdx0lhs2XjCzE1tP3vj4GwyipLmqmk14znRyiTpfhGLvy4PBvzvFrs7a6GlNIbVvvR13rJtS8gFTypFeJcyCb9KPl4ga2ljpRyNegpj5IXL6gpssgNrsNSoYzRRU4kX3a0lRFQRliGuUZIBXAkrFa2ticZsHAqepQHnSfmaCyzcDp5xTL7J8LAvQbH37w3tu3u23j49sdomgyzg0lECjtRS0BQmn1XqYzOsvUcLhFDYdbAEyWVP+wOUxS17LBd8KtUHM2uHy7hL4Y0amUtGixXiAVaVX3jkoyF4xC2RDDSuT5MeA0qQyPJ/SYVRd1Q3d2qDE7e80ATlTyafzoR2cjb75dNh1AaGuDlA9DyBdxordiQp+dvQIASV1bkj3N9wghHJRwEAKbzysJokS4KBr6TmyvHCR47P1JD4Nnw1Hrj9e01PlMJW9wzk3OuZnOMZMn5RlCKcmurZx4NoggGpWiIFg247Z1dk/owa2K+cTRL//FAFP1pbbPPt1gqiAr/+LfN7FMxkVsdi61tJr+rpYENfSy7zhfmbtqa23Xc5P3/K6xq4853Ooc5/jhxTlZrAaS+38DNy+DnSxobh2nmzs55wyGMg013gxuFB14CTcuwOZj3Oa/h9TacJFSFeVhrw3A5q8l3Ky6dtWpYOQfXUfBFQDYzm7YK2HgnAOsHkyrjmydDh/8vMRysCiNXwqEUArZSaGXVrx99NweXRy4P/6R7fxb31GR2Hks4YwE8Hd+/hPzQi50hCQeOWZT9aGTWiTaXPBdW00vrCVS99/pNdMpy6JNUlPzRu7dt4YBQGhqTkm19Rv5yXuXyaXBKdRbzIVs6nyIZLQBar4kPyDNXSG++fBRv5KxFp6MtUi+hiAi0ZZHDQmkl16czrzx7bIS+kxRWsr9LnR0L7N4tIvHypZWswbTBJElExbmFFtXzyax28N6NDxg7sTcAEAd1rXEeP/YzNbv/dFIh80G54sv7oQLhVw6FtPtfj/sfv82ofQgEoEcpnaEQHa7BSoIXE2lGABQWSYNw8N3Oef7Yh7E1dRElUSCM007MVjbfT7xapNXNJt893fDDDgBZ5DaOlRze9MpUCrSl55ZsHQiAnUQ7nkAzlD37FM5j1vzUElwkNrmZRAi8u2VbvjqQ7RrKMkCDzoBIje99MxO4PcDR0K9TSqXZXn2wX7Vdr33Lj9k9yIEfG/cODhHTRN57NtvWeo6AIheV5oY5cdnV62tpe0nPj3JkvGTE9+hiw7OIV8ehb3HD8I0zhnnYPwg55EzDs4554wBJgfRuMTTcV1qrhdJa63BOd+j0YSA8908bk4IlxyEGAoH2fNxEsJhd5hoqL2LfSuYt4YSmCYo3SXjhOy2I9g1nu0FlBCy9z8CmLBT5U/fILa+gbtFTrvoeGyvbSDBt98rep20WMxZ7joCgOBw6NwoXmeVCo+E2DIlaoACgKu3dzFXxPueAy7o4+P3U/fvF50D3H29y0WSgi0ZeAqL82POK09N5mcmx7BXQsb11I1FLbDRALIrGIQ9gaHUe5NtqVv3wVWVskzGBgBcLRBtbaXV7G6fsTJRm+sPf9Y1dvX3rPTtHOc4hzWck8UqQDyd0zwfegZq4ldhKP/dqTw6eoZDtF6Vg3MOmOoM1LgPTLOwwOWUwLy6W6oik0d+u8/SgWw1ITjq7QRmycXsE4WZ6wDQceJ7wTkFpraAm2dVESyHJ0UWT2P1FmCvS2B32UJ317tsT7WPkF0vwQFxI2Ag1TxPJSHYCfSsVq13lxDeWvvFL96L/4tfqb4W4SFQX43mHOybpXqik8SWyu6L63pV3iDfM9c2msYuKJphFOLv3L5aTQgrAGjB7XZbb/+24HKn1I21hsL8zC5Jo9QSySIdfdM8tNEPvbzxhofWmuHxJ5FJHH0HU9GjpI9zwFBYpfxGthNuES70RM2NYus8gIU224SewRlj7v6Z1Y7BGKjNXtbNYOvtXwfjGT0c7GK5bLvY1BJwjIwGOQc1EjtFi3wXQ2xmvhYAuKrC3N52ri8udpuaZslgUnPx4mZyZaVsXq0gy/fCExNFn0Fnfb1Gsx4Zx7w7otNxx9xYHTYBVOuqFHw1Waddy9JMrBk4NmikYs0stfs9AAii7cTDa2RzYrmJXKAKEXnh6PkUGZmI0/uwmn4XNrfb1KcGVm1qpKR3XtJTzWpWUhDdKtkGosRqfvbzq5JL6SFkXyDpUTR/MfCUmQXR3VAqpKa5XA+RSBydA4/nzPvb5gnPXDqanVAesbcWZ1Pf/GZ1wmDSCr/w2ktTG99442Q0AiEVDWCC3W5wLVeULEo22X3MNFKyG6V+yG9sDMmNjSktEvGd+JFDQM+lh4RzCnCC0GYniDWyyHWd5ifujMld3UuCw8WV+Zk+PRqieni7KtUxUzP0iiEsVIDQ1jlVuPeuqHzjq79su/rs/+l87dPJao5zjnOc4yTOyWKVIM7mOJzNX+TplT+Hnv1XYHrForynwa5jTXsANS7DVKtSbgP2S1U4wW0DE0ht9IMppU33kmcHziZGYDaXbPP9gpkfBZGDoOICmDr4hI7ygfEsEq51wLE3h4rOLHE0WvDyEgpCJg79bR7Iwhdb+exmf/KDzwAgSAwEefDq8hYBQGxvuuT56b8zpS2u+NWFxTZkUtavp91pukaHpgUz3UZSG5ZKH9Bc7FLHFz41kZhdbcxOTpdUYhRq/Frnj780JxVioyQVpnZJhtzcwrTNgKX+SS1tKbGubguc221dF2nqG1+7xA8VV88tPBjSbnw2IGcCHQDAvQ0GDI2RfOrgGpLOwUkeeDhmSR3WNEHszi1+nCwWAY1tjLmee3Ym9923So8NjAGU5rBXu+04uGnYqN3xeOYAzkuGdAr1DRymycS6ejX33jsH/TXCwQ4jHITrqWcmC7NT1gkroQeLVH1jo8Hd3BzpGh+PZQMBNfDwYb+WzZZ8Z2weTwJAWbJollF0JYLAiym+CnaHnfhqOE8lq/byy+3teVFLWBp7qcOF+hee2/Vm7UWES34fE5jnHkAASnEgSsZB5PYmItW6JaiVk2oJJVWFk9s7O4ISz5UNh2b+ti1zaaqrXBv/z39hQ3Jkq0idIABMa95wC3VFQCBWY9ZTknQy+AdfrdrAwnWd2AoZu+j3a0YicWSc5ZxX5kE2mZUSxuFLcz3+8bGZxMT9SmuF0teDUonretErkV1a6souPUr77/2RV1dIlbWotbXVXvvQyO48dYpoGOp0Caikn8VM6Bsrl9if/f6/1Vce/II89sxvAjgni+c4xxlxThZPCeK9+DWe2UijEP3u4943Z8YKCjsGTOXMRJTAvMJ9F0LQsgHktk6SLcmVgqctR7jxvQj3PB241gLBFUb1GhhW8XgVXx/hjPk6xKILjEvg/BDRorMAK2/1PtmzaXB+0qJc6cgMOkILq44GY9TRcAH8Q/0FDnHTzKhpLRCVc2/fHUC6dDkM5/DAtJgOWJaFBwBiGsSF2BU6fOFOSbJIKbo+9+qClN58tG9dQ81w74PIZuCEaqlQ32jIzc1hiCKDrmfBuKIG1vv14NYQACiz0yePYRgkNhtQmq90JDXu2FDv3B6VWtofOB0YgChz0tw5xdcXqltUirK1h5xzEE2xUKeCl/RY0LqmLdkJjY6OzgNEkFyCQkqVYaEEjIkG1zXG9/JWdV2kLJ08eJL8DL6aZm8UnEsAFwnnMq1tIFt/9S0foUIhf/9eUe9S7s57Y46R0ZgyM1XRu0i8NQUeUw6IAhsYWEi9//7wfDxePzg8PNfU1fUwMDNT0uhARbFyhEKx4nL72wsCK+aZzk/eG3GOXbmfn5yo6lkGIfD2tgeJmbYkEMXzeUjp0LUjXyaDJb2ZQnfDpKBGy4YrP+oLLJNFYrPzpusDPpoNls1tV5NqGIZR2qDT2r4sOvIV82+PHpwCenlhlcOtK7ewXkuXCY6tpV/69RGopysRY2wH+tuvDt9b+5u3Djy99tbW7cLWVlnl2f3Ny/1od9krd6pM/qoeixH/9euLTNOQun+/7DOzE4jkO54eksRwnWns7FQTxr53raufGpXAJuRK/ldRYrbhK39R+O43/g+hpnbW9fHPrld9oHOc4xwncE4WzwDiufA2Nwv/BGbh74NzL7hRXTG3Y+DMDECNp2HkqgpvqQQCsxmyo5nbBieRCXRDz+2KWVB7Hp6OKOHGGXIwv0cwcuOgtjkwdahy46rxgfEsHoVVsvgYjkSly9zVMQ0l2AemWxI34gwaggvLyIYP7gkxC3YC9FInIA3UwDn0ybSRY9PqXMCbf+d2L4yj6xlJZq7TllKxy3p3zXPXl5Nv3z7hlWj+1GvTUnrzRLiX50Id0kOXp8CZxk0T3DBsXNNqzGS8RZmZahMbmzLGTqzjsAppOaTffac/fVtA00vPLVFNhREJtejDl6Ykn40eyT+0DGI5X5hS08p9Km39N/UGWoj7bFpyVzSiwlLz+IpQN2uj5urDkuRrN9mM51k2SwGUTUrU7N6tKDwJAIRQsrcp36tbuLe+JQBRBSp4vQf5XcLycs/Y+Pgc49wQUym/XsaL4G5pyYSnpip78Bhr3I34LharWboMj5lMVh3CLzY2J3wtzgEk0lY3eWKCMYQQy54irhZI6L2HpGPEB8JLvyuyS/ToDmeGK/miwiTU41bIbph9FR2lgFk5ItH6/qyTRS2ihf1XR/JEIHp+I1ifX1yqWgVaOHa+ks+3k5mfr1hvlZLywjy6YqEeRwUkp6cv14yPRwS32zSz2RMksOXlD4WHPzKQECTBSfLJZnRe1bnsWtEUMxN6e6qrsLpetDzRAcooCZcDdblha6zXkdqu1JQItQ2v0/qm64BljepznOMcFXBOFs8GTmr6/yUv7PwGuOmEmvjHAJIwCv8QvIQ1VfKemJg4YyGoiQiM7OXHXtfwEAg3xri7LQajMIdcqBc1XRuEG08qtPPxg9Cqa7FZxAeTLJKq058ebXkamHm7daJIVGzPrSAXKVtbkJgFr2THVelqE1zXPx/UI7ltZXqlRZ2YaJV6+kNIRa3l1Bbbt5KtaxztTGRmH+pmMvFo8SiK8DXYvCiy/maqbivMTZfssxGNeGwDQ0l1Ydb6wt80QQkRAYArOW/+zp1Rob3zgbO5LkKzO1UtJnk+3QFJNqFrFa31JBUZclx7akG5e6f4OyyKYIVCSQLg7O+eJ/G16jxhR3tbef4g1kpTmNGQW9nebjfz+Yq5W74rV6bsHR2uQiDgM+JxO+LxIQJAvHp1O7m6ejLveQ/OurpANhisaGxSMxlHUaIIgJSpy6hHwh3Shc6svrFuifBTh1Pr+NgzSZrPiAJjAAAgAElEQVQIWTcyVhu+VxW1LO2FPg7/h1+YbLggXyJq+SFZyIb63CO9G9nFQJanEicFl05DfSllMDRrYza3MLaTk2045DzLsw3ikHyUPBKKEiLbYkMj6wOAQue1yURNjZ66faek57T48ejBWVOHQyeybM1ARMobD8s4xA9Q6rkGAO/o6KoaidQl33+/kRfxnrs627MDLw2HpXzokRFOVyVSyPXZATQ9O3pvvQJZ1DcDA66nbyyBUhWEPMSRGsiEgzNZ297s3vfe27q78472lp2m/ppaItsbNKVh2iwYtdr8bPFrbuhEnb7zKgyjVqhv/Gq5vpzjHOewjg/mIvlvGYi9Lk8cjTFSM/DPSM3Av4TN/yKofKtE84PBkTO2wwvxCeQC9TAyo0+SKB70FayeiPIQagceEvDqJrnvP84k718GHyCBm8N4PMWjrYBzFMC5CQjWCu7FA7OViOJxECPXItfimu/Fntb6//HvLrtfvr6J2kbLLpVioPGt3saP3Fw8/F3zj318gaSjncXaixJrJLKtbFF1SoVYtf0g/KgwkLm5PmAaUkUz+AmkYg7i8W9YastMyIXggGN8fL5onxxOg5dQqZUudG7TQvxMOcqccQvhZ6U9cUewvtTT8dLzy1aapiYmRu3NzYfrs0J6+eW5u9PTrQAcssdjuhoaEp2joxOO2toYANR0dy8WUilL5yu73ZEyP5c8H6bkBdHlXSz1+4kdcS6KMqr1TFU7plhvb2gO6rUWie7rqHVTVbGU30wz4QvOS33pYl4lweuqPp6TCPrxCIWzgZwwenBDCBvfeXNQv3XPxaW6GCOeEKP+IIuGDlJD7NnAWPNoa9XRH7SQq3N1daZ94+OTrosXk+nJydLiP4d7Sct7Fgm1MI2VCEOVamt1s1BQ1FDIW4woAkD781fWHEqoZKkgu1jodl8eKqs4ZKaSdj0Sprn33hnW1tf6tPXV/kf/rQyYmXSH4PVlgF1vYudHrwWauh0NJJt0IR66ICuhyw4ea/O+8My0++b1CdhO2jZ5LnMdhNTJI9feLdeXc5zjHNZx7ll8AiCeC8u8EHsVSvQ3YOR/5uivnHHO09BSS9DTl8CZJVGPx95HUxkGEUMQHGGYygc/DBUATKUP1LYOphYlAqfHEyLpVBZApS3s1ixk2K07wQHC9wRm+N5imh9qg4PvRZsJoGJ4UhFUfT6EwM4ljwOGkoCZL7uA5SaPIbFRFVE8tgdQlu2hToDfvLKq/WXYW6leV9G9OLyKZjoXaDpp89y4ueZscGd8LW6JZmKDpfxZQj7lFmpq8kYkXFKqnoNlqu4M+AkPHrHZ5FMFQolyHIClBSRMgxAHKXoUItnyPJMuamCxdbRFyc7y6VVQCQEYe3yhgACIXrC8Pz2ZPOKN0d58c+j62FhCW1urIR6PyQoFjzE1dcV3/fr0gwcPREGSXLLNJvnGx8ME0EVKNQoYFDAoYwYFmLArO8wdFy4Isfmi/BuoIHbKmOFxDA7mlIWFirVAvE9dWxDSkarC6st5hopB2ymQ/FwweDDeEICAsr3P+2UhGABOBIFITc2tajpV1sNIJAlCS8eXsbHzi+DW3lsxuT7geuapufz8Uj1PJQ7GF3Xh4QVt4MKC3ECtR7gQaoJZ5miVx0LZo3NKorttCeWgMGamdl2mqR2v9uf/X7mtqx64jNB2Z0u9P5kZHJYzs3Om88qVBGXMZqZSdj0Wo0a2pIpLeeOhtRDPoo2YYVCmKGU9nEoy5wJKGxNIIedvu9YeM57unyLghJvcSIcytuS92V49GjkwLHBDd0kdnRk9sH4iNFnuuPBQmbp/CQCcA/1xmtguqttAomuXBQDey50pSI4txoUCM7hoGkIDbWr/v6CpH3P/xM/Oljufc5zjHNZxThafEIi9Pgt7/c/y5MO3wfRBMP0nwXkdDNVAIQZw80ylBh4LuNEM0zQhuCZg5sbx5IReHh8IzQE0D7CKdamsQ6DwdOyRuhP66ccLDPL9bKxjOymyrcAIzDN4b+n6KdYipwLnXIOppmDmKxPxnY0AmP5YjBxET3fTS+PLbPaeZTVE7vApmmlfUJfWungmfQUAGsbHJ+RC8ApS5RMgmbchb8TfKfvscNNiwuIhEGZ6jz8Q+bmFPvfNG+tmJpMRs1vDRFetvV9C2UoIJyBKXJa6ujf0tdWjIlWUKCjijZd6+tapWVyC3zKoAFbIW+mnZXbD3TWW3UXcNI+Qc2KayN27tx/OedAvcWVloO3atYCzUChIk5N1Zi7XVG6/9oGB+YeTk+XalD0ffSvQ0//5F3N4oT9qgkb1vJFXs5qoJnPe3Fa4Wd/edoJQgFDY21sZ+GalUz129EeHly6NTzMlp2FX85OAcQ4QAsJ3qSABTKUgsEiwbL3NwxDs7hSAsmRRamye8f7CP/+n6m//Mztbn/9HVvctJjeGPN11umnvn8ndnRiArkk8m64vPNhYlxu6rO4GqKY6SZEQ0xOY+e6RgzPSMMk3V6waUk4VPWJqmufWt76lZ7aDBzm/ot0OyeXSJZ9PBaUapVQlhOiEUp0SYkYyOVO01e10XOozLuh5wg3NILvPEgXnVHR5ORXFhTwRJDWXt1HOHVTTHFow6NQTe/XpS3gWzXRaoM3NxDM8PJNbXh5khcKJd9soFK/xeBhEydZLyB4IVdXVALWf/dDyg9/8ysH4TgjNa4H1ou8YLygHhi/Z7UgAvGxYK8kmff8/e+8ZHtd1XguvvU+ZhsHMoPdeCALsItUlUpJlS5Zk2bKs2HJcorjF1o3juMS+uY5LYl/HPa5y3GO5xEVy1GJVUjRVSIIACILoZQAMyhRMb6fsfX+ARB0MZkBQ4pcP63kgambO2afvs9d+33ctIGATMF9TLRECoWynVX79X/3revu6hS1sIXNskcWLC07sjT8AAB6ZtkJP3ABl7tUnicvBQTgBNQyBcyu48urZZ1gqukCl0nN1OefNepf/EVIFcA+Y5oWelJFwZ6b0lxacXpSUXMJPXmAi6kbX3gjp16BF1q2dYgqfQWi6FURIK2yRDcSqooiSwRwwN9li50hi7XmSCGB+fGzJlXSTNEijnlqixNfs1zQNAWhaWrIomIzG9TwMl4Lm2sCTiVVT7jwcksJPPlkNAKbLr+qWg8MZ3auc86yeQeKfbjU5cnzUuH002Xd2MSJJ6KqIo1TfMGOy6nYSmLmw6LwgAvFIJoQzo3tYrG/yDf3xsYyFvQSDYV0LDADQvF65ShSTWiRSEIpG09bj1r3jzoG6t9/Ir9I1FwDXfKCGLBAvEAJQEx35wP9ZcwDLIhEKQhMIeQsFoFAAYDQCKAFQUQ4u18+TO84JIcF6Yqt18+nRlJF8cd+VXUSPkXMZB5wDXI6L0CLJUwCn2thAM4/H0orSCLVNKWR81wYR6LpqvILV+iwAiDe99aPqYz+u5DNjd2XcfiIsiYlwm1BYNKhPTTYCgOqZswE12ezmRUvP18WCLr23K4uIe4Zp1ivQbys7Ez7952Xb0RIJaImEFEd6VdqG0oJTibH+lJN1JgDD1tL24Y7OfcA8j5StVmYoL48SQYgJlBKhoaFPEASltrIySWdmCCGEgxBKBEEAIJbcfntf0u02CmZzbmJqyhwfH89R/X7IZsPGBGOS4UpqyQGLzkdMOU+dvk5sdl31eBaVcQVKQFgm3pGL4Bx8cvByAMc2tK9b2MIWUmKLLL5CIKa890FP/gM32P4WnHnA1AT0pAVqpAIsmbEC4ubulDwLgjC02LzIBaERiJbT0KJr1iVsCsScCYhmz6q8GSoaCXhReqrDASAHVKgGNYPrudNQQxnPnK+BS7V2d6NhxQ2koRIzF3N6oUbWFAgBAO3JR7x8zi1xpjFaXO6W6nIvXLmXJFpRXuOFayyldcI8STT1JYdG63g4tHqyhXPEjj3fBgBCaYXXUFE+LSa8O4i6etxLwMl65tWm6mJT3Yc/Pew9fFaZ+cUfWlJZJSyFsao6zKPhlGqPC7sYj2ZWCwoAsxPFyM2bQ2guvbLgEhDJEFZHppY/B4KwPFJHKYzbWoJk9OSGJoR4YU03V5IaAEJMFon1t69/7TO8EzkR4jyLgC6RpIwsRnJaW4cEXcfc6dNpI4o1b719uO29N1ooV9JOGnGJ+TPYbOrnVlNBNHWxzo9QEbbCubUaISwmkbhvUWkYAFUsJ/XJ0Ys24ZgJWTTU1j8HAEJtm44b3/oR5ddfvgt65qV7nAjg2qKSL5udKVf8fEh2kNXlEFTE6pTTLGq5MxG4WQoGnk1KPE/TRxe+5mCfOd8cAcA5X/C+hGIuoIn+EalvA6ZbrVceGHDMzdal28Olb1XOGJLBIE0Gg1YAy/qoIpPpJM6cuWzl+sGOc5a9lMK2e3c3ON9urKwMe86OWeYGhWEqS4pokFXRIOmi2aDLRhmiSSaSySBIJlmUTLJksOcacqyyAZSYYTRqTNcWrEH0YMAuV9d6FOfoMiVlY1X1QLy7a6G8Ye65o3X573lTjxCayeodwxPR/dksv4UtbGF9bJHFVwqCgUEwfIGokRPQk3+CIBMIMrhs5QCZBNe90BUGLZ4HNVIF6BeXwAjms2CJCjC2OIjiLAdadCcEYzeYVgWuZe27lxEki4eIps0Z8FAxBOACySLLxifqlcRFk8lPCcGYD0vlaUQnUk4W6FOzA2ykp+18nRKLhu2auP2UUGXfRaBt+BwSpolic4NTW0kWLfYYL6kbjBw7Xs0CvozuF316siA2O11g3Le/W2bjO8gKAiJFZkoNNbVjydGRmrXa0OZCFoHHSoqvr0HBwX8c8T3fG5/+xUOtWMOsncpyGHo0LVlUZtxlmmw4K9pzE1QWRdFAKoh/KjUZ5DqIbJriQMZkkVHTHAsGlh8TpcsIqqFtp5MOH9+wd2t8KlCuDvdnvE8AwKNRWaqoSKiTk2tG9XhdS28wmFCRQaTwPIgornu/OQ4cOJ2Ynrb5hofrzPX1TslmiwVPnUpZa7v9Pa9VKU9mkAqdUWFYZmSGM4ASLyRDGVKlKKdKoczezDyr5alA06YCC468YN6ddz+98Lll/ywMJhWxcMZpzbqtoo/1Hl+oUeSJuCn06FGL9ZZr++Ryu4/oyVpoiTIY7S/BaHsWAeenVjSRjahMdsfPfbtZXskon5tZt2aYVG3rovEoqb//HacR9Gucg3PO51UJOIchR8qlIc8yMqblVnarXe3N1bmOiWz2CwBarzww2BCcrmdKeqXk6nxr7qjBoOvJZMrlJLOZN1x99axpcLAirZYtYyCEqGogIKjztjAZK0Tvfc9bOtjc5Hz0U5JRfqAtCVGKidV1UaMQSTJCE0zZ4eKc67rGOIdEPT3OVRkfUU9UzV0jKVqTbe6QOz5JzFYp4Q2IhbU5xWIymMdtJe2Z7ucWtrCFzLBFFl9pSDlPQVcHAdYEnJMXAK8AoRUQjYBoBDc44iCYBNPC0JMStHgptMi6htWZgegQTd0L0cRU0BM7QAQPRFMftPjmW2tkP+BJ3QyHE2rkwtNmGTA/pthsbvYqlYCSc3IW2a5GUMOJmDKywBm49tzj8jJBC02R9LOde2G8olMsEi/AggGgJtQhx6YgEpRhsceIPb+Pz83WkeFTu3J2NfWGjr5sz3jGn+lItJ/YoRYW+3Ja6oCZkWWG17kNlXOeNGQx6QvYzt8PAo/VFV1bjYLrPzXmPzESVLwBmWuMcoCAMcJ1Tg1lZTH+wuG0QkTMPV3CgBLtXImaUFLutJTn2kg0lHrgV1CcFAodnQCWlsjOp2LPX1tybmgKcBAhx2HCyW4sU4kkdNmgmkXCnOdaIiQRfcUyGTRH6ZD60umF9NtERVNneMK1bNCZPNFVqvr92XkUErLmgNlUVRWX8/KUpMfjiE9MVAIAlSRqKiuTmaIMhc+cWRXBSvqjMbkoo9dhBpN46VUrl4K7hneR8oYO7hpaTCu05CaEyqoBsAvz7d0IKE1PFkW7/ajthpuXKrAoEKUIgIz2lRMBCef0qjpa5vOUBn/xh9Kct39gj7k+93oEJ74B2fxbJALvTNFMNmmoWXXChHOQnJwgXzPeuwSxMIXXtUOy5fuR9K0+/hU6z5wIiI+OF0FJyjQezXv7fW86FZZy5GNPHq3xjoyu+0w22IwJeNITxVhN01BU1aNGmy0cdbtXPVNVu3dPVwKx8FNP1WfiQxWfmWmQ7HZFDQQyUr49D5kusWFRFbCgYgBgYHa7kUhB0/kawwXYi6biPd2r+lDJLOmprrZqdMy6/twfTAwPLUwiRnsLZ8y1Nd1a37E9ze/KZm+3sIUtrIctsvhqgKADHE1r/kxgAtAIKs6n4UgWcF7oA9g0dEWBnsiBFqsAS2Yn8kJk97K003TgeiG0eCEEcwf0ZCugZ/WyWKfxzWFReiIApmyCMioDn1dCvMTSUVkNQINYTHViIHQGnJWcO4fnazvP/50jE7wKIHHMMwz93L/n1Fjn1Vc5WBTRqdXRHkLDEEwhAGYwpQ783HXX9DBnesr+gs3MmFC0GBTiEDXdr/Zwt5fxaCSX1tfHqNlgIrJeSbiScp6Y6AmHsGf/aTYyqvG52TruGl4YBJDZkRa5uWVS6e3JOPIEpkOfncpPlFX0GyRD/tKUVFu1o9ory5wrSsr7MDE0ZOKiKUa02MLzRVmsJn9fCeaLz5aDEykxN1kd1MedmUXijWZm3NboozzmgdVBYLZSahEYmXehnz9mg2Ak4UBb2nbI4r+aInWutBNY6Qmoulw15qKGOSSWiwBxW2Ek7k0OEIBLeTaDGJ5Iv900kFp2dbFISJ2fBiMg9gKp8OA18zP9VjuNeea4o9jmO7dlwgEIRnPozIMP2ddL910KY3ExY7t29SrbtinOjg7JZLXqImNqNB6XbXl5yRyXq1Z1OhdSqiN9fZWRvj5YmprOpmpPVzPkd7pqkEpLE+r09NqRUp5dB8dnxnaRyuZO7p5sEZpb+ilNVJJ4YCdSjeazlUPNEoTStERMzCt8dsVXnBAS4xmSRcJ1SKUlE7rPXQQluVpEZWSgglzz9h9yJfI3xFH3nzzq6QNnX0IyvPSeTHOxCGAt+DNMuY8i5H4vACMIBUy5s6DCMKiQRNhzKF0aOinIN2J8KIOjyfJS5FdMs97j81kw0bAjB2FHDoBrr9558qGR0VXpoEthKyuNCoG5yvVY8oA7EHGe7l7z/W7nfCrc1bUv013Wg8FcIScnBiCr97+zfzq3tsyYRDKxrL/niSSFQQDYiiMJuMuq335np/Onv1u277JZNGKFNnVCzBueerpTUlyTy8ZQmtdTEvJ6SogktY3+7ft+VvvNB57MZp+3sIUtrI0tsviqgHYC7J5s1iCE5wMkH6IBEA3gBhsDiBNMn4OeBFi8EEqkYs33qGA+C5YsB9Oz8/XSY3tApXEQkUPfbMuKjYNz1oO4dzOjngyXHFmEALDlBIRjCmD5ayyfAc4NcBhLgimp6rgWvyNCAtTQC0JjXIuYEfI3pmxx2tmsENIrbm8y6rM+P5twFsDvWRBv0N2u+clhc66PNjT2CMX2IiokF4gfJ1av7pkb18eGrfBOp9yGKc8U1fIKwmzOmzbdcyWS3R0NvL6hw2gxbCexkAEAxLA7v+Cm6zt9R1+uZuHQ6kGuogCcBAFkNBlDuGq0Xn9ZT+A/nGkHYbSgOGSqqxgSWLSczPTuXXTmpqC7d8+SqHvx3GdhI8cFSQl3DK+ObJIUc/KyxQ14lqWSEtlE1ZGeveAcnDV0iGtpYVIKUlzho0ajC4QQcND56QpCyblsAc3lrOehRVsLUZI6uH96/rz4p1MapRIB8fKDVzu1eFKaPfZSRlYxwe7uKsFgmFEeeWQnLysbcLa3L9T2zQCwlpa6mior/erExPLruwbZMhVYTcD6ZZCEJQ2lb3t95/hXf5huwi07ARZdo3yif7ew64ouygPFJL6+0NTFAqVp6gFFEdarr3169Q9kTa+HVDCKiUrxnr9uSRx+/KvaxOgdC9u2OUaI2TJECpqiPOq9j1QemOQjR/Ig5xyFEmsF189x8BT7SAhgLTxC8iq+Qa991x8BcNZ35Ps8GjhItl13mjZcMYb5zo/oh394DzyjX0QiXHN+dS4aEwzmQWLMEfSBvmpSVjt4LphPAD4vcARCz2XFzP9pynkCldncgNVOIYpYOSlSjNiOD7znzuDx6Ziv/dEn6wAgr6I8tL2xZjCHAgaumWgwUKl7PWmj79HK+sHpE6dT9p/nocuylE29gBaJwNLY2JecmdkLACUHr5yKzvrzlbk50VRcGAuc7knZH08f/nOF4Y7XDZbJycalxJwrigRBXE0WAYhcWfZsGmpqQlSN1Cz9Lkrye10PPVvNYtG1rY9UlcT7ej4AYIssbmELm4QtsvhqgNCOC7ZrByjAq0FpNagJgAlczouCYAJMjUFXJHBOwDkB0xRowY1bHTC1CiDKOYuNzbBMuPDIIuc6wDaJ3DFgfoC3uc/DxYkBbFJuawYGaVw3gustAMDGBk9DU1KfH87BXaMtqmsUSOcPGAvls9Pt+ay8YZQaxU5SVAk2eMbB52arwVj6NGvfRHNOTZ5bb6wdiZ5o35VxSqqmCurUVLmhpTJKAAPPK58jc6480WSg0LQ1o0NMZ9FsBlVSkVxjec0NfdFnn9+2UuxDrm+cMhRZZ0lsrpmEJlfXXjIGPZRwiQLSirCsCYPVq40dT0Gylj8epgNXdaghH+Gmki5CCM5H+AmMEgSxBZoKlkhY1bzSeQXN8yqgfH6IzENKBaKhHH12MmMBLA6SVq0TAHjQb6q2oRp15QOzKzQMLY2NE7LNNscY01kyKQgWC+GaVgjGdFNVlaQGAgmH1Rr1rGgzPD1d7t6372ye1+vg8cUQnaGwUI0ODq7aB3fXNCouL1IJ19atvbPvLKnxbG/2xc/2rzVps6Enn8ejBkLSp9XzTJ9/UYLp2pv/k1P6c6Kq79bcU29IFclbCWo0MKmkzEUEIaC6Z1q5ulj2KheX9pTe/9EzK9chtoI/8ZCvOWPVyrzShxPHnn6vPue9emG7joJew4Fr77S956MDPDIrIuarZO0/eRyJ0M3gTIBs8XDQIU4sc8RsiaP+yqNENsa5phigKSYQ6ETXzkAyRfh0/14+N9nG3SMGGMwan/TsZjMDzbAWFPDR9r+AJe9Rsue2u/jJh16EmpABgBlLBtiUSwMPa0Q2TPCp0WwmIjN6D0W7B1jK6HksauCxqOGysqKQ9b6/HM6dGI0Jc94KNjG0MPmUSW/nisSDSiSyJlm0lpQkzZOT+RkpQy1B0uutq3vHPV2NrXYbjXhrQKvAJTkGTZX9txw41fnTx3YmZ92r7q2x//rvxrIP3D0Ct2tR4VRJUNDUCRhEEpY9e7lN1eMkEVuIKAdVR/fMo0+28AzuY8GaezKbY9zCFraQHltk8dWAID8L4K1g6s8BvmnG1oTAAmAbqATQxWZ5Ys514a1zGXp0D6ihH5w5wNXsIpTL27pgwkOosJNbSrsQdW3cWHw5XlkxmY1js8hixuqcnNNJ7fnHNsGiZB5ESSSZa3I3xoY4yS/rRkHFJNzj66aYkliwSESwyHrF/s7wCy+nTaUm9ry4kF/sgqaGuaZalQgPMS13XGs/u13afeDMzE8f3MnXEKwBAD2px4W0bnMrtqcr+ZZWR75p572joSfbJeVsX4Vx545+2QSdBN0t8IfSRsx4MOBA3sbmPkhsrsy0d89I/GR73fIfFm8VYsvTEqdOtPJoOG06mT492RCbTu39Jza2jgqFJR5U1cW1s52ZPXdKIvNUeVEQqcXCWTRKLvubt3fpqsqZIKmDjzzbHHNNrQpKBjvnSzrVitS3zkR7+3attbW3eGKikYVCYk5Ly1B0dHQ3BAFYIXzU/vf/0pL81PvO1N22q4Lq8bQRHMIUe/UH33J69Gu/EJLDo8uWFay5c8xR8YBozTVA1x3gzAFVaeH+2QPrHT4bG2zmO7YPkYh7tSooAAgSI/bix6WGlufV8eEPY2katSCAOgrGiCR3EHPOKbGkrEPeedlx07U3ewA8FvrxN3YrZzv+Rp+dehuPxyw0r3CM2hwPcVWp0Wen3gBVoQBgtFufaDt66n8DwOQX/mlP5PiLb9H8vrvUKVcjtVqfQ4p+0vDeL3w4+ZPPTjLn2X+BpqZ9n5HiqsOJCH1GG+n//cKuF5d1Gg5cd6f19teDOV+4nwU816hjoxbdH9Ngtv+SSOZxprFJJOIiZGXKckXtBCmv6ST2kqV9GOHRgAFKjBJHWYyUNp9isqmazwxci7DnFq4mD2KsfT7KFfa8nvucMTB94fxxz4zCp9Ongq6JDGrwmb0kzGddacdbJBbNrea6KzAyuGMjMtjpuHrz/v19tqmp4oTLlbVFVGJiwl7d7JigodkaAABTQDTFDAB5YnLvoQ/drMxFTV3t3/7VDj0SWejE6u64uYf7PU1LTw5TFEAQVaSwBxFivu1Fd9w6kPT6jIRSzVBRriM6Bs45/FFrl/u//3vXyud2LRBJKvL94T8N+W96S7bceAtb2EIKkItcArGFtaAnjdBifwRnN1/sTfHE3CTUUOb1XuuB0BAE0zi06MZqm4yFp4lkuSB7Dq5rnVAjOVBDNQC78EkPa12cgK0bBckOwglA32QZb3oWYNvXXy49uK4NIza5rvoj5xzc4+pUX34pn4/0p7XVyASkorGPTw4un7UXREaKKs/wSLAa4bl16/640RJSic2p+vyl2vi8gqpQXhOELE9A05JcSdp4LJLHw8GUyp1CVX3/5CNPplUFbfn2J7tki76hiQhdKhgAB9H+9HgN1PWNrAEAlELavWeGRGc3JNgUC5tPR589uuyZEqobTunOeQEIUljqRyREeTx6wQrHQm3TWX10IKN7kBaXTbLZqYz7njlr1YAo0GRuYGxhcmJGzTk78l9Prrk9ua1tqqO/v0xXU89/FLW0DOVJUoiIIhWMRsGQl0fIzIyFMcGbs3gAACAASURBVKYnCYnuu2qHblGCJSCUETWZJxQWTdhv2VNFqJK2P4iMx04N/9O3FyLF1GSOW689+Oa67/z48aXL6WdekLQXH/sMcw19ApqaPmBtK1SlmqIwSaS+d1FY92+s5bbPB770yUEQdBCTpUPIK+iQd+4/YbntngGsM+kV/tUPanTPzHbLbfc8KdU1awAQ/P6XDqgDPR+CJE3K23f/KPed9w8vXcf/xCM0dPjp14Axb/WXv7Wm0mTyF1+8k42d/RES0eX7brFNkhz7f9HSmkeFfTc+GX7oN+9Wx0eup1bbSbGprQNK8iYCHqWFJW42583XPTMJarH2GvZddcZ4+fWzac9X5iCs/eHLuGf0BiQih5CMXA0lvpAurcWN7Wx8KONavmXIzY8i5LOkW0TLreyOHj+ZdsJNK67u9Dz57IaFwvrtZSf7TnakJLytN944LjzzTNVG2q26/TXjrbusVetFjrm1YDaiGl2TL5zNsRY7olYeKUcktHxSWRBh21OfQCSQ1vMUAEhx1Unmnb7M7WJd/iNHs+6L89781kPVX/z64WzX28IWtrAaW2Tx1YSWsEKP/+5iE0ae8E9ADV7wQH8VBFM3mFINrqcqRToHkUGQEyAkCRANIAoMNh+h4obJItPivYjOrhyEp7iR+ervF3VC+cI3AIchj5JUhRREpES2rzXRyxfWX/7/878REgfnZmChzmVxL86lLnFdJVAj5Lwu7uLvBMC5mrDF/xCIpjih9IJrNTlTBxF1pa1vAQAej/Vg/EQrJ1JcD/FB/cXnd2bjQ7YMkoHDnDuOoCd17WuOfRqmHAWeyYxqY7ko6YqlqlMZGytmPndFNgIpQnnNzOyp3lx1Zipl5Kvl+/94RjYoGxZ6AQD1jKuHTY5m7BFGG7efEmkKH8l1wA1Wr/eR43mIx5aFJoWahi59bGhhkCWU14zxZAzM667JdhtLIdY0DGhjQ2sKdC0FzS/yM5874xo8acdlZ9Tuk8vOe6KguvPUA79KO4h2t7ScnentzXoSpbi5MfTGy6pkJOLLBq/yrt2nrdc2VwiitqZViMYsAz1f+DULuv1xTkVjxc03fLPxC//6wFrLJ3/15TvYaM93EQutGd2hDa3johiuSpklbrafIUV1H1GEqmfEylpBrKzN3LvzFYLy+3+7T+84/MOl39HtV7zZ8LaP/36tdV4NsLF2Ox/reA3C3oNQE4dUbzTOx8+JahEKYisYgCAOQBA5d4/fDlNOmFhynyXF1WfZYMfHoSQWSb/VEUPYnzaCHkvkDKhjw2s+MzSvIJzTUjPDlTV871fpWxP4phRbcmraAEI4ANYX1SfaH3ty1XNStXuH79ZrWiNEScjghHFCGObTexgn50TPOHjPsbOlwZ7eVaT3yk++65SdBjPql5ittCP8cmfaUhXbgZYoQnNpyTUA8NLadteRs4ZIR8eG+uHc62+8p/6HD/7nRtbdwsbQ3t5eJIriDwG04dLTgNjCPBiAM5qm/fW+ffvcma60lYb6akI0hgG8GXr89+DsNRdxSxdnRkCP7wARZyGYZqDHU78ILSWdhIp7sVwsJOtUmGXwDyUQn03pl7ZxDKc+SZJ1jJReXrOhJjM562qwj7vbMyZ/pGhfL4yboH/BeWb5PHNjAgAQrppEK3YKr3vdGeWFl2sQ8GVtv0CKqk5z1+DaM8SRQCmS8RiKqobhHk8b9WT2Ep8SZs5k+4k90NSsX0rM584XHY6EOjO18J1QUMiF/MKQrvOIrq9Ok8oWtLqKscnRjJfn/kAe8jfwftUSdtPlV7l198z8AHZ+boGLRaWSZjL4OGMiOASuKMWcGS84JV0PBYrE2sbT2ujg+hM+61gxLIXU1Dak9qweGAb86dNCAaAsFisy7NzZEY3FzGGPpzQZDKaZwFrEFZe3DSE6u2ogrHR17oyazV2WfVVEEFUHJwLIuUcmmaChkT+2D0088nxJzDleRo1GreiGG97f+IV//VG6bRne+rH/Uv/0H51sYuBWHg3uhqbs4YnoDsSjCxFMNtRTxffvdZKQe/mESV7lD0nDlR+mzddEz7HaDc7YbB6000dL2MCpnXxutoUnos1Qky1gehtxFHVCMrQTi+0UrWhsp017Lrn6MVqzL4Cafb8F8FsARH/0369h8eSnuHfqdQBAa1s/JN91/1MAiPLQd26BbFT4jLOOeyZfu4woAgBPX1bBrEVubXRw3QkwosYkEvbVZHoMhTkAmhaD33rMNNr+2OLvhlwru/cvb++T5qabMD2ev/J1tPLz9oO7e/WrWzWxtFyTSZhwxjmxOmCMuFqzcrZcF2lElJYg0D9DN0oUAYBTsvkT5FtIC1EUf1hSUtJSWFjop5RuRaIuQTDGiMfj2T4zM/NDAHesu8I5bJHFVxuiMQywD0KL9+HizcRcvIeWa8XQ9aJ5i414W4oazFd9UHNpI9vQ/mZdyvUFbjiDB9G5ZemahIXa5Gv2TmmDU27W31O31rqrYM0L84C7dN3l1KSZEBJMd5TcbFMi3SMGHg1nH4UTBITNJb1BXzQZGh4VGc01MFU165qeo/U4c7XwGRsAW/FbDg6aGrMSXl0Fmitug9kaQiycEXHhczM1vCr7VFRCRTGnhJthM6zYjq8IuUsCZoIN/nZ32YU+kHzOa+c5tky8BSDY82ZZ0F8IJblm30bseXHBah/Q3dOVK4P7xGp3+4/3rpserjmdBTagwAbAt317lysYzChtrcgi2hBN/VvixRd2aW5Pv+POK3KDj58a6D81ISg+jxbo6a/XI5G9AEANBr3w4MEPXvXYY2mJ4nlIr/3LcQDfP/9ZH+yw6qeefad+5sVvnX8ktdmQLuZICtFVGVQEjDkhUrnj07T5mjX29JUHmxrJRSzSQHLzAyQ3/0UQ+gIoISS/zCnu3rTU0VcKXL7tPUcB3Jr81b++kbuGP633n3ww8ZX3TZOC8u8Ju6//ufbUgyd50JtygpJzUBTXecBUYV4ymAhgughdETioGhv3zfFkIm2NP5vzWiMTBtVSbA6RRCyj/mIlCF3OWXddc2BQnhnLONpOZpwtIgBjsWPYwPzzk3UJVYMgiitteS4QGZFFpmXqZ5Ma+VftvhrAVy+kjS1kjbYtonhpg1LKCwsLgzMzM1lNxGyRxUsBonkQevI4OLvi1d6VjYGTcxYbYyAChZ5YUhtBNkmQ5X8ssu1UN6cT5hmoofqnx8H1wpVfEy1eJtYXqqz0pk7t6OHdK9U/VyG/fApqXEc0w1RoJbGmMiq3FUTiXnWUR8M7aElJjM3MZOU1ym35kd5fPt6gR6NpI4eiSU7ZN3IqM+gqnc/8Sg/CkxIprz3LB09nVm/DGPRwbEqkKcwclyCpm2aUCA/6XupJGMuKdHubo9hgoDpBSmeKRegqDFUlTs05csFReSJJlOYV+nksauWJ2NrvEdlIz4unrAWxvHpQ7elIeY64mrS0XNPicVVXDDifeCaj1Ndco1HPJHxad/l+jxD0pa3j0oYHm70/CUSTjpIiz9Fjdi0cXhZVymlu/s3VTzzxg0z2KxWExj1hoXHPd5Lxz8m6qhBBNswQS66H1DeHiNUeIrYSPyms8QNYIz/x1QEtqwvRsro/v9r7scnghrd+/A/6mRce0U489QE2M/ZxzM28mY2dHQYhCYgyg5biXjblsNDRlwuXpecTAggixKbWft01kZE4mD7tyuM1ezpJIgMf5BSgS8jitmsuH99XJBfycCqzzvUaIvqisy/jMOf4kYxtnp0LySyymH/jAVp0z8G+eU3mc6UYBADn81/Mf0WmHzkl+x56ZNVzLJNwFet4tJHuuW21/PEWLhZoVkSRMwF60gHOJBCqQjD4QdJ7vW7hwnHuGmUVnNoii5cMSB+Ai0UWX5lZHqbWAHoSoqUTWvT8C2+LLKZDlkXDPDzBeMx7cp6DL5Y2gpBzvJzOv1oNeRQAW3bpl21rHbECzoHw9JoKnoRpkmDUdtNbbj6rvHSqDN6ZlKmCpLyxj3tdZUhmPlvOg94qFFbMwTO5rF6M1jaPCrmCUaozithfPUTAjNGxqqn4S8dTq0emQEA1jonWnBI9Gl1GSPd94kO9sy93iJOHjzUCgGCUl6mGclCemEyciTz1bJWYX+Cx37GvmmBt5UfOOeJD0c5E75jVkoWdNfcH06aicsmsD3//cUlzu5sBIAQg2Fk3Wf+O62yZdOZSWfGmvIi1GdceRMOElJQnBZLv0acnVkeNzRaue2YqIUhIFZkQiooDpsbaMarHZdMVu7tBCdESXIMoS7HOzlYoCpCIW7iuG7SE6ly6rrG0VLPWVHmC/YOlytzcsnZzRTEjC5IrWisnEJxZmAzhhEAtqfL7gnG3xx+OeL1BEgyErVH/cKlkscQqw+FVVhlaMLgXy2uV18Wv3/jGN3n7+99TunfvF+76xS/+/NNDh/7FXlvrm3jhhXuqrr76797wox8dW7+VLVwsCG1XqULbVf+mPv/QL5iz9+NC8752+c4P7NVeeKRWH+g4yEO+a3jQ98ZlBGplN845oKmAqmaXrs83nolDl4QWL99eFeA+14YEbbA08qfEJVJYPssDnk0ji+GowaWFDOMclCi+gA5KQShABIETQoi1uV4gkaAuJnVmEBKr6x/Jig+i7Mm/+dAwZ4yGzw6Vq1MuGQB4Mg4+3Xcv9tz2mc3a9y1sItRoCfREKZaSFi1WCcE4Dcky8+rt2BZSYYssXirgfDP8C9ds/SK2vQLMAC26G9TQB87ytyKLS0HmAEgAX5LfmGUaatyTUeoAz2sZJVxd2/MQAERzF7RY6qiXog4iGV5XAIdooe3y5W1uzVk2yM6cWlyeCCCVTV3cNbgTupbdPcB0EFGa4EAeANDqxnEh3xogcd8OJHRCEFogJpb64tH4SynasORwqazcLRqlOSJLyYRzso55PbmSLIgsqaxSBPX3DqKyVK6t+tDbBrufbi+lslVRgvFhxTkT5AmFJwdGSpnXvQMA1KDf5n8EZ0EIMbY2qKZa6w6CxWPkXE4ED/cOKF2du0Ep+BV7XGRuMqM6Xe6bqVFZ4dTCbUGp6vML4eTEeJLHFSE+MVWmud3LUtqSoyMVEfeVZ+2FSKt0ykWDHjl++sLqhRehCLXNPhAQcJYyR43m2iOW7Q1jNJpnhyAlImOePH1qshAAhLJyr6U0RyG+0WVRFAkAKIVp5+7++MnjzQDAbIVnXb/+7UJ9pGNn21RhrmRQZ8ZK7Q0l0ZDU5Jo99tJC1FEZGXHs3L27WydEH52YqIh5vasi1aVtrTGbgdYyQQIMBkZiETpiqeh5+ju/buWcrxoYN15++RBGRlZFxuNTU9ucX/7iu4re+KZfmBqa1xWc+fWdd9428swzP1ciEYt/ZOTmqZMnT/r6+w+QI0dgrajoNBcUTKzXxhZeGUjXvXEOeOM/LHwhygxMl2lJzc94QdkjbODUb6GpIsgakztUAFeTWZEsJcLyjVRIaVq/AKMlSnLszxKT5QSPRQ7wRPQgkeQJHjN222tqWNzv32kmeuFGX/qELo/s8KDPTIqrO8F0AbJR417XTiTja6n6rtnXc1OOrhrtPYFHnqzSQ8GU58W6e+dQsrurEPGYTQbpNFetV87PUX7jtgimBusBgF9XpanM1K3Hk6rBKuUjEX4rnxn8PClp3IpWXUqYJ4qp3kV04fsNEMb+/n55165dbTU1NYm+vr6zK38/evSo+b777qtJJBL0hhtuCP74xz+eoHT18/vJT36y5MEHHyyglOKrX/3q+F133RXKZv218K1vfSv/K1/5SikAfPSjH52+//77fSuX+cxnPlP8H//xHwWCIPD8/HztZz/72VhTU5MCAO9///srnn76aRtjDNddd13o/PbvuOOO2iNHjti+8Y1vON/97nf7Mz9jmWNLDfVSgK4UQA3PAMjGBzxj8ERgFGogPXG4GCBCEObyEULpphJh5unuQHz2YpLrRUjWMbpRgZtVoC6AFQJ0wftpXq+VazzhnYSnY9O8DJHX4iRcXV9VdHkUeAF8ZrgTwcmM06E4ERhXjafV54/sgmSIkYKyIR7xF8M3syErCNK0u4Poik2wGRMk5t2+Voklly2zSS+ZZpEwJ4TplMJAoNmQjBUjHl10SrQVjnEihnSdaKGEQE9+5cc7l3qCiXkOdvkbrgrwkD+PGE06T6w5GFoFas/3Ww5dMWGqNu7UktJ08A9HFH12euHcG7a3njIyb9b1lecxdHgkps2mT7c1VFeP512zZ66wXl77mlkLggrPGeWqwuY9UQCAE/Dzs0n8nGccXz29xDnUmVCp7pvLBQChvHpanx4vBBV0IggMlOiEEh2UcsZAjUX5XhKYaCaRkAQ2n6bMjeYAjLZJBkGhSriMxIJr3hvcYA5yk2NEjeomT78LittjYZSGNdms0vGhbSweW7i2xGBUYkXVkzPPPV9HjUZU3XBNF0nGVXBAsViQjEZBKKEjoWTFVF9/YVVz84hD10OYnangOrMwRdHtlx8YP/zMs616Cu9NOScnsn379gl2/Piy9F0hJ4fVH7yiW+3r3iUWFHoFS86Lhddf0yWw5CjNK5qUW3Y65bZ9w4MvnagYf/75Mt/gYMvYkSNfU8LLa1gFWeb22trnm2699S9f+7WvrSKLPDghEFvl1mD31QdJ/vRzH2Sz4/+bFlf9XzBmYEHPG0hxrRT4w0MpLZLEhpbT2lBvVsrfpn17eyTF20DU5CqnV1q17VvC3hs+K15208Igk/ndBuooWninnP397x2FAy+/mY8NfIT5PFkrZ5t27eyWk7NrvotIfmkfB7fBN7Mqm4DZSjvDL3em7IPCJPd0pLNjzXOR07bDabVJZkSChQAgt2zvsr+2JX0Kv2BI8MkpAYnwmlkepHbfG+g17/yvtO1sYVPQ1dU1tmvXLm/ahTgTkPTvRPo0SAaDowuEZhVp7+/vl2+77bbGwcHBnlS/79ixo+XrX//6+A033BA9ePBg44c+9KHZt7zlLaGly7S3txvf9ra31XV2dvY6nU7pNa95TdPo6OgZURQzWn8tzM7OCvv27dve3t5+llKKPXv2bO/o6DhbWFi4rG9/5JFHrAcPHoxarVb2pS99qfD555+3PvbYYyNPPfWU5ROf+ETl8ePH+wDgsssu2/bP//zPrttuuy0MAHfddVfNbbfdFsyULHZ1dRXs2rWrJpNlga3I4qUBQgMAiQJ8Q4XtGeDVmRHgug3R8T3cXNoJKm8nhGSRkPc/DcQNsCIAEsAWzsOiKYYwvMkXKTOyo0V3QzCfhh5bfIkL5tMobqSIBWJQIxnVBBKuUyJGd4sHb+rWXjzm4M7eXTBa/CipGcbM2Lp+jktB67YNCqZEA0lGrYim74eJEi2WbI4pfdqVfvIg6KkhmO/w8gBc8fF3dh379HcWBiLanJ8mqGnMAH9eNkQRAFjA5wg/+pQ1Xl45qk1NVq8Sc6H0oss8JZ3OKncwZJbefPMZY0lunoGEypbVVRpyFJSVzRqU0G5gY4+hqcYCYGF8WI/da2hnEAGgQglQwDS/dlp/4chOACCJmB2JmD2Tk0uSMRtJxvYQU7EzcvJ49dIA/MpTyZMJ2TLnKmu6dq+Pa6pRG+heuK4yFo92f13D1HhBvid24kT9ygJA75NPtTYcODDU/+KLq1Kajbm5cd7VtUAUS6+5sscqMYEn40Vq3/y2NK+nQPN6btenK2t0t2sHACSO/gkT1oqOJ37+uz1sia2LaDJBMpuZraL8DJXk39UcPPjwzV/+cvfSbbLBp/Yj6rkRWuJqGHIZ2VH5hgxO2xYuLrjhXZ/+tvLHBw6z0e7vQRCnqTl3gjO2ZrRen5qoEOuaO3Sfexu15oQku30O4Of7h0VLJX7+X054PGnUy5oHJZIw84mB5SJiBuPxpUQRAJYSRQDYftddfuCuf48ffuLn8SP//R5tYvTvWSBzlVWyTk0h901vg9HiJ5XbXHyiL6NMBS2/vCf24sk1M1WKb31tJ/W5mhAJZlWDDqZJyC8dhiu8Zj0zn5v8CwBbZPFSgZ50YP16OQo96YBoWhV52yicTqcUiUToTTfdFAWAe++91/fwww87VpK93/3ud/Y3velNcyaTiW/btk2prq5OHj582NLY2Khksv5aePjhh23XXXddqLh4vhTkuuuuC/3hD3+wve9971tWR3H77beHz///NddcE/nNb36TDwCEECSTSZJIJAjnnGiaRsrKyl4x+6QtsngpgIoaCBkB5xs25L2kEZveDck2yg0OAyFYsw7ufzaoG9DXVsTb/GTdzAmPHm+DYDoLPdEI0XQWWmwXIQCvv3wSs0Nu+J01mTTDdOOU9sLRYkSD88eZiDrg04ykorGHTw5m5DdI65qHBJNaThLJjAcNlMZ26vaCCQS8GUulS1RfdcZnXXOOqnXdv9aAqoja2HDK6H1yYKCVlVf2m3J5FUlG1lX2XAmSIdXUA/6C8R/+pgAADHV1TtvOJl/hTQdOibmOX8FmbsXc8L9lu+0NgeuArgMAhaZfUERsrn/SB87XjZCzaMTIopFlXonEYIRot0dBhRCnNObXDVJsZDRl/8N1HXZFidkrKsKBycllMrihqalC6corB5QXX2wCAENBvqieOdGcqh3wJfVejGF0eLLoPFH8yOF/7zeImpESyJQwOwzWE8Lev/w8AML9YwXEUbM4Ix9wfhvJ0IH5A6GPMecLVbT6qvH1zsMWLj7kN7zvjH7mhRu0l5/4FJsc+gdui68pFcpjkTxtpD+P5hU6LTUlMeIdz0xcatILTghIdUsP1CQnOfYXuN8tkdwC5/orz8N08Jak6eAt344999hP488+9iHN5fxbHgqsn+mxytMxBRJRB58aspOy+gE+tegfSfSkQ25sHlMG+2uWLh6fC6ssHkvZ9zmuu7aXTo/sXunfy9exJJlfSBeIAfW8cXcHhs/sOZ/FsAyx4B3szFNltO01U6t/3MIrDs4ys6XKdLkM4XQ6pdLS0gVyVV1drUxPT6/ahsvlkq+44orI+c9lZWXKxMSELMsyz2T9teByuaSKioqFvqK8vFxxuVxp13/ggQcKb7rppiAA3HTTTdGrr746XFpaugsA3vWud3n27t37igmfbZlmXjoYvmgtZ9L5X2yowVrEXLmc8+71F/4fCIJk+t/p5tJFkk1KM6fgLA9Umlhaw0i4VkEKa0tRfaArXVfBOYEeot3qiyfEBaJ4HmrSxKdHt5Pqlq719oLWNg0JJq2EaJkTxfnti+Eky/Vzktkhc9mozM5qq2pmJp9+vpbkF2/+gEJJGlTnSDPPcQQ3tP68iXZWSI6MVHufPlbn6XB/nV751meRCNZsaNsXigu8qzMhymJ13RmlrK4rUVJ7NlZcMxSvaBrR9lw7PBMXtIEXuy0DR0+VDh45Wa/EE+F07cTb23e27NixMBiXzIu3YTyZXHgph6dn1/RUYUv8S0muPTHw8sny3JLieGVbi+f0E8d1XWVJCs1C9ISJJAJvZSd/9Cw7/oNJPnJ4uXk454uD+rj/9Yi6/5G7z1asdy628MpAaLtKNdz3+c8KbVfdSByF66ptsjlPNTQ1O7dCzsGdva3cN93Cpkdvhq6V8IDnmmz31Xzo9ZH8z3/3/+a86R1tUmPrPxOLNX2aWqbjBV0j3O/OR36ZBwAgG5lQVRvVorG8lYtazXx7/q23nrZdfvmwqXlbTMwvhGXPvkD5ba/tNSb9FSuJIoDMy/m5LhAtsAeVTanHFmrCwl0992bW2BYuOgjNLBqW6XIZIlXJHUkhqbHGcjzT9S90++fx3e9+N6+rq8v82c9+dgYAzpw5YxgYGDBOTk6enpycPH306FHrE088kbXf9UaxFVm8VECEP4Ozu17t3bioYGoOIs4d3FjUDdFcQQg2qLCWwYzjpYf0M1BSbj2pumkcnIRAuA3z7Oy85CkFP/eZcBWcRcD0BHRF5ZHxQkRcqyJqJJtnWzA4wTQTuL7aN5FwAzGadvGm689gvKMKicCyVGkOY0DtGZnikyNr11vqGuHO3l2korGLz47vhJpcdf1oTeOwYNaLiZbMqvNjojkUODbo12emd5L9l3dJEecuss4gg6hJOTDgXk1INQ2RJKYt2PzoN5ENCnSNwmgBRBkQJRWyQYMgMHCizRNCrpN5JUIdIByc66BEtx9wMD3on430DpYpbk/GsU/zjl2fL/+Hz8wX+TM1M/uOTUcGHiNpINtz0s4AiOVVg6On+po0v39Zbq1otYZNVVUuMLYQlfS/+GKrbc+e08GOteum8gywvP8zf9UJgOQYaV5CJYG5sKIG4iIx1Bf3gzHk1NTooT+Op7xHNC7IMiHzA/1w0Pied7xuDkqScV2XRtwx/fQXf53Udu2YveqO+lww1YxE8BAAwJA7x12nakn53lE+cbwKTF2i6MoBIjxBirZPZnLOtvDKQb7r/hcSLz37Gvpi+9PMO5u2Lplzqmb14rI6xmleyQPC3kM/5pFgMRvvb4YgbNjw0HLbPT7Lbff8n8jvfvr9+PN/+oE+NX5rquWowUAQJ5mRtXg4n5Q3dJPy8mmBxhwkPrvd1FzdHZ1aYhciSBBLK0cwNrBT1jSYzQLEG67q0QZ7WtlEIKWKNoDsi2fSKc/Gw9cB+HKWLW7hYkAw+KHFKrFezaJg2FShlpqaGnVpJNDpdMolJSWrCGlFRYUyMTGx8D6ZmpqSKyoq1EzXXwsVFRXqkSNHFiYaXS6XfP3116ecwHz44YetX/nKV0qPHj3abzKZOAD85je/se/fvz9qs9kYANx0003BY8eOWW655ZZIqjY2G1tk8VKBnPtNJIM14NrfXoTWX/3I4lIk3Dsg538HRocHYG8GZ1mZg+JSO551QebAWeq0tfNLENgB2EHIWYCvIH98eYSGUECggCCB5LWA2xrP8NCoBWHn0jTIzLIGBHMPWKIWnKWN5hHC2nj13hn4xt3wDjUAACcCND+d5VOZGT/zycFd4lmxBQAAIABJREFUpKiyh4cDdYiHF1KSaNOOXkGKVWcbUWSCKRZ4acytz0w3AED8xMu7tJqGHkOJQxIC42t78nGO5tfun53+0zOrrBBmhqbL6suk9GqEGwBPxGVVE/0Gg9mIeDgXiYgEXZdWCvekurHzTQBMAHjT8Jzbk1H9p6G2/kjJBz/yTQDgkVkRTM9KZGPzcGETOwa7ZU1yLBQUTU2NzRauJIoAoIXDVkLIEIDFFFbOwZJJm2SzhdVgcFV00FBYoLddWV6AkG/+OVIBC1BpkYBKCUDu+SxXN4rf+6Y+13NdBbHB4WVKq75nD++wX31Vn9lIBe6dbuQ+97yib2nVgOX5F9pYLEZyiT7O72gCWepNngy18bGjQ3zq1BnoyUpoK8RN4v7XAnhondO1hVcBSm/3HYZd++9LvPDcYR6PplYkFmVQqmc00UPsRT0kv/R7wp6DPxF3Xx879/UMgHWzMzJBzpvf5WLR8P+KB+au4rHIKrIW6erZY9tZ60HAs8pjNxX4UMcOcc/eThKb99E1FdBipb5+Rh0eLiFWW1SqbRpRTp9YJI9MhzbY00oLS1zUaPJxXS9h8XgOT8aNiIaXvLey7Dtkae3MDUHcSuG+VECoDsE4vYYa6jwE43S24jbrobq6WrVYLOyZZ56xHDp0KPrggw/mf/CDH3SvXO6uu+4K3HvvvXWf/vSnZ51OpzQ2NmY8ePBgVBRFrLX+z3/+c/vLL79s+c53vrOmxe+dd94Z/NznPlfu8XgEADhy5Eju17/+9VUTgMeOHTPdf//91Y8//vhgeXn5QjZCVVWV8pOf/KRQVdVpxhg5duyY9f7775/dnLOzPrbI4qUDDkH6O+gwg2vv2dymL7FAnGB4jNhqPnTu0+egRg6CaXeDszcCS9KvQLwAd2Ch/o5oAP//6D3LVynbrbVgti0TQWwjjkZwW30fDzspgsNNWC+SCQCipQtabGemL2UCvQR5FRpPhH2IzOaTnKLTEvE2sNfdelp9/NGMyAh3T7TCXjgMg8GBgDdP2HXZaap4W4mmZSUqwwVDMtg+OaG7JpaRcHVsqFV1Ehh37O4UTNRICYw0MFmzcv3QrD/lMc8ee6m0/v1vHoZnKitRnkyQOHmymbW0Ok0mSUIskX3tokAzSmOjJrNuveraj1gK1VbW+eBbocbuhhLJaOC32SAXGFk02WXFccebbuGqJnElKSSdY3+VGOq/XbA7fL4451Hn+JqRCT2RWDX5ED57ttpQVpawNzScjU1MOBS3e0Gxp+GOQ70I+TKauBKCM9uszbWnV5JFAAgce2FbKCdXKznQNsp9s7Ukv3hm+s/tdSwWIwCQHB6uCnR7uh078pZH47lOkQwtf46MtuNQ49shGXO3VFEvTXBVrbZ94JM/0+d8n1C6Xv5+qpRKarPriAbWnsAiFCSv+BgprvqeeOXrfy3Utl3U65z7zvuH1aHer6q9XZ9f9WMsCmZ0TEs7qifAFHZ++EAWBxL8/DecQ4RolKH6FrJSiBItsu0ujrArdvQEnjouLSOK58E5mHu6nAHlkGROBEEngqiQ4rIparWHtfHhnakim5yLerR7tkudnBah65QzJnCdidB1KpaUirlrJWoL8itW27WFDHDeFmOlzyLALqbP4ne/+13nfffdV5tIJMihQ4dCd999dxAAHnzwQduJEycs3/jGN6Yuu+yyxJ133jnX1NTUKggCvva1rzlFUUy7/tDQkCE3NzftM1tcXKx/7GMfm9q3b18LAHz84x+fOi928+EPf7hs//790XvvvTf4sY99rDIWiwl33313PTBfM/nss88Ovfvd7/Y/99xzuc3Nza2EEBw6dCj4tre9bWOlLRvAlnXGpQamClAiwwBbV9QhU/BkcBCKf13PvIsCQhPgXIQgHwbnpeCsDoL8JeJo+eyqZXXFBD1xJzi7EYQehWD4HXRlP7h+E4jwMgS5C1r835l/0IPY9PXQ4ouvhpyKnyE2+xcQTX+GEjkEsM2px90U6wwyDfA8ABkQRnoGyDrSugycsyFocYaEZ43BCdHOCdlsKNrE47FTCEwJCLl2AQAXTHPa8Iyf9XVnTLBIUZVLaG7xUvfZXdnyY05lNdDpGdJGh9YVixCKSp2WQlJNVuiscFFivKBq/KmPfbuGJRbHEcXXXD5Zd3nrjJCMVLLpyYzM3dOBOgqixGwZ0l3OXQAglFcrOXZNhn6O91kdk8Rie5r7pv8CatKYri2vTzjrffpoRlFcy/4rvtjwj+86jeDkA9CVtVWWCQVEgwIiBAEEQUgIICEQOv8HGKAlDkGNrSJFmUAPsFPaSy9kbhsiGTjUJIEgMpJX8igtqfmmfM9HngWAwXe8+dPq7My9elIh0xPevMjI6KrI8FIIFkvCftll07GJiYr4yMiqyRNra+upcE/PXgBw7NjmvfzuywSSjDoAQC9qGBHcQ6vTspeAm3LmkrppzNM1UhE93b1KvKroxoOnBO/EXlpcPuZ68vmaZftms/ulosKAVFig1P71dc0kFaeWLYMobrsGyXA1IrN/B0fNb2jt9X9Mt09beOUR/uUD/8v6tvf9GwDJ/VevD7NQYKGfp/a8mFRWNiuXFEToVO88aTLlxBA/pzItiIw4ih+n5fXfke/+8J/wCmbNJF58zhj62bdOMO/s6veNLKPgjVd7SCKUfpLJkOMFiAHJ8KpIPTfbY95fPZOduuk5SG17e5CIcMdtO9oAgDEpFj422K+OjZcxnyd1v0wIcm66vttkDq8mp4KUIBVtt9Pr3v30RvZnC5khI+uMpeBsXvWUMwmEqhAM/guJKK5nnXGx8IY3vKH2e9/73kRZWVl2dcmbiC3rjP+/gUo6CHkMHH/zau/KhkGEORAhASr9EpLlt9CVImKrfxQAuBoxgqmptfsFOQ5B/hWAXy1+ZzgM4PCSz6+lJfsBgDJP52VI+HdANM4SR/N/w1T0OeJoHGGzJw4iGfgMEnPXX7RjzAaEzoHrqzypLtrmCG2AZAGXLANQQgTJuUbOOaBhjruGxyCIBLoK+GfPwFaoEEeRGfb8GgQD47DZmlIOXM+Bcw4oMQGhqUUhHD2eJ9YXMVZ0qFN7/rn0ir6WHEWobeihNF5J5gabUFB7Gt6RjEkrpzIL9vj7tdGhjAi17p6u1msu6xFDE8vUWImmUjI7WlN19xvnos5JOTfPMl5Ykgs6N70dY30VTDYkxdqmU7rf18QDvg0XkTO/12KobfwDMZo6tJH+dwm2HBf4XC0EkQstB/5G2HvDj4WmvUryB59ysvG+f0rXFhXFjF+isc72fxj9Zu47av/untcjMP5LUEGFnPNLSKazEOQQJGOIGGwh5BT5iL3KDWBtRce5EROf7bkF8blboCVfByWy+UIrgsiF/Tf/PWLhXDbrrKbV278n3/HeE0sXUWemb2eW3Lh7dlqGIB61793bbygs7DXX1BSPPvDAl1Y2qUejRt+RI7XUaISxsnJOkGW/ZLOFwiMjrXogIBNRpABAjUbs+3/snXl8VOX1/z/PXWafJDPJZCf7RhKysKooFDdcAKmAWutX6/atdakb9WetbdW22rrUttatrdq61Vq1VUQBiwtlESFACISsZN+Xmcw+d3t+f4RAQraZSVj8et+vFy/I3Oc+z5kwc5977jnnc64+p5e4e/NoZKzH1+OvF7/cVWSeU9TE2FvGfWhHfG6rDm5rclG01M4Wt7v2lh+tY9RlZnWzBj0LAFQIGKDRAMN6OMoDDos84LD4a2txqKnFQVhOSPvhKp9+RlwARttjCDiN0Jq/YlIXdgPoBnD1lH/HKicExe3U+v77iZmxWE2K91hvV11xSZWG9ViJtycd7YMaMDBFVbOFCy+DZyBH6Ws/n0nMfEOz8gdfnQq7dWcu8ft3fPYT/4D9PYjCiMwO09kL9hO/c/LrMq/rh7t37IeSUwhESPVVKdoFC2sVWePwVXce9ldUR8kd7RO3R6IU7i925GpWLupnA/0jRXZkUUc7a19Rdr17NjNvVdCKsionGMIo09keg2VZ6nK52Ly8vPyqqqrK6Zp3Mt5///2Gk7XWWKxYsSK9rKzMtHr16mmt8xyO6iyejhDuI1D56+sscsYHSVT2ixhDyZDwJj+A6UgJURhbyVcAjm20OuthAGDi5n2utHz2LwCnh7MInLReOMMhQA40EZAbDu1B6wEzHJ1ZUKSRm2hX/eCjbJ3Zg4A7h5yxqh6RxjEjhFSBiJ7GQ3A0jxJLIXIghjHrOHbOGQflsi9Ht8nQmUQ2O+sgQwKJJNB7bNPvPVwEa/J+eOzZCHgmTM2khKWuGvdBsaZqfDGdMfAerE40FaS5GGf3yKffVEFmYWKbz9s0C3Dmo2dYuyQhoJUaamYTc2Q/lzVzn9TSWISAL6xotVB36Pu6OQu/zZgj97Ja9ja47CC25Fc1V6194Zgp8qTfCYZjgk5No6JI3F/t+GPLS5EXpdx13QIYovuIJT0scQxizfARa8Z7AN6j7i6Otu89H56eiyH5L0XANT3purJE5PIv7mcLFy7T3fG7XWMNif/RT+8QRKWm8JJLRvSl+nTu3Icmmlrx++FvabFisMUmNDabW5ue3kEYJgYAZt98Vbm/uc/mJ2wrHP2M0tlWBAD+HpdTz7MgdOJfOxEFLnZuTo85Na5TkWRGkRVWFx3LitUVswCA2ntjYxadU9H7n81jfm7FttYoAGh5ZWPNjJsu1erTDEuYoiuvm3BRldMG1pbwN6m5/mrS09FLOI6SKGunce7cStbdoQDmfTBH9YHl+gjL95GEtHWaZTc2AKgGsO5U2x51zyMfOF96eoFQue82ubv9KnqkvQVv0SqQvJOdDhgiFbjHCyRRMthjNvRAEfV5zVJXt65v15cM9biCz0wQAhpKmbGvcwF3MrW3XQTgxZANUvlakJWVJXZ2du4/1XacbD744IMT7qyqzuLpCKfbCFH6BFS+YJpmPHm5xqx2K/QxYzqKJxMSkfYClQM3QHQXYZKbvRMOxZTTGcNeWvKWo785Af2tE0c2/S4jCAEErwCM1GGgCumHo70BA+1JENzjPm0msj+Kjdfr2YsvqpC7Bxh5784CaHQym5VTwbBCIvH3jh117G8tgj6yGRFxBM6uMXslUkrhbpYqAgcrQk6dpR6XJeCQyrXWRBvjaD8a/aERNhcl3IQd6qlrwCq5BqxMdGwzk5zqkloa8iGMVnOdcA6nI9G37T9bDBeuPIeLthwirVjG5swZGQmTpbGFMYZB2LHTc4hWJ2kSEj8hWu2BI69QHPnOK6IwnyTN/TIUeye0wRQnkZyLNgDYAOBupW7z2XB1XArJfzECrllTutT4PLFy5c63BJa/QLPsxsPHH7ZecNGY70McGJgTyjJCT49J6OkxRc2dW1V883fKNe01xWP9YsW66llKQlK9fkaizDrbx683A8A724p5LY4lmost8KWl7xVqqkoBQOPszNJn5/T4amvGTeujolQlKAmverY3Xi1vePhjQ05aRcQZCx4hsXknRe1OJTxM376m2/XWn2uo1+OP+n+/jtPOmttzqm0KhYgb7y4DcIPrjRd+JXcevl9r1cxmiT8tqJNFn2fcY1RhwHCAEp6AK/X7ROpxjZ9CPz5j33sYrT3QGicUmlNRURkb1Vk8HWE4CZxhGSTfU6DS7ZOfMCknyVkkEjjj/URrOaWOIgCQyPQAiUwvoQFHBm3ZXAcwLijCuP3RxochVPQ1D+Zf0sGbcEopCOiRNJsjr1M6+FumytGfWT1DeBMFKAtwdoAyg+Oh4Nj/ydC/h0QDRIDsG3obAAilIgM5oAyqIBAGIATA4N+EMKAgIGBAwIIyRsIw0QBAJf8B+HpmASS4YnFKQQ9uTcHibw/+LPir0N8swt0zE4oU1A05kUUtIM5iEyyHGVLcADGgJ/7ekkljq76BFETEVIPl94DKCigAhhz5rVBQaFjxqy8nrCGbCKHmULHA8Yp+wVl7eOKPg8+eQJw9ZsbIT9z/8ghKX3eK0tcNxhrTyUSltkud7UXwuoO+fhKWY/jsgsP6hef1Afhk+DHxs3/GUWf/dyabg2GYEd9jPj6xno+Ne8t85tmvJ679SVWwtkwjCpN13hYAWwDcrzR8MRcDbZdC8l2MgHveYCeQEPEMZCiHdr4rGs0X8kuu6Ol+5U/Rjo8/+IHY23O5Jin5tZjvfu95y0XLR0RhrfPnv2zKzHwn0Nt7vqOs7JpgltHYbDTj7BJB11Y9YUsRuaMt093XGzCVFtSxA21ZobwVOkxRlwb8ektOVo2vqdE2PB0VABi9QYxYcsGPAk0N0d6DVaakHz+0yvXVDq3z8/8s1qTnXamPxUuhrKty8jFfdfNnp9qGqWL+7i31SvlHL9L9G3YFnQvDasevG6YgmFL7YBrWfQQxRzugaEcKf2gMLPqak9FVd41y4JNfM4UXjFLBVFFRGR/VWTxdYTUCWM0dEJyHoIhPYlA8P0xOkhoqp/8ziUjfdnIWCwoKySdDF/MTiK6lUIRFIc/AEIV2bEuffOAYGBL2kJiCIyk0U/CfFXk3fF1zgxrLmfZBHxNNZaEKvq6cIw5q8PidRlqzfz80so0IzrxwzKWs3omWRiPxO4OPqMak7UNPYxEUeUx7GQCRi4sODGzX6OWWxgmjgePBZc2s8H25tdQny4QYTX5tyZxKseFwaH0d+3vjlf7eeN2ipY1Sy+E+PiE2gjMyTi5SxxEGvHN3fYx0+PAosRNiMh864iiOQj644yl4Bo7VxrEcAFDIEgEAxWjtl4i5hQzYFcZo8vNx8R/qc/LejPv+D9cZCotOWUH9cVAmffEuALsAPKQ0bSuAo3kZPI55JDLGSn3uFAj+iT+LvEYmxqg90Bm+oO6BxM4Xfp/Y94/XPxBaW1IAQGhpKg00Ntxkf//dx2KuunYrOHYgYuFi+7w33vgXAHx2xhkxACZ0FmfdcEW5Wc8YicueSlsqg4tSCwGtp/xQoiY7e59W6S8hchB30oQBazTZh4+k3c1Fmrg4v9DSMkLISJuW3qZJTGpL//2Lvx96zTz/zIB5/pmbgrJPRWWaIOnz9tOarW743UFdFxUZdsWn7SMaLQHPsGB5lmEDmcTv1A+moYYkcj0SGt6myXi7I+Czj11XLQUMtHn/3Si84MfhG6YyXVBFYuHvs0AReTC8CF20nTCcqvh8GqI6i6c7mojnILhqQKWnw+hHOMSJjywSth2aqNEKp6cYYkxoJMaER5XD66441baEDQnB25d9ydTbVQXZnz0Y0QQQ6v9/w94iWBIrqcnqAevKIiT45SklgN3VAr9zdN3iRPhdpvEcxSHYQF+hdW4c/AWZ5a4Nm4NvMk8IuNyicql6f/GQ6AL1uHViU6NF7moP60GAf8vGND4z22yKE6OhyIA4WN8TNS+j0ZuVX+Hd9OEsACBxif2sVt8Knu90/uW3eRE33TMiAihuePW7EPx5xJb0GrSGQyQiupLNLq2Q6vaVgtXcK/Q44N+7O4OxEcInp62L+9/i1fG33n3aCzQwqQsPInXhQaYY4JcC8qGvbHLNnnza15FJfZ4MiP5MSFImQC3gNduJ2foFkzN7M3/2ZUffWzwAobnpctdXO34vNDUsBACxsz1/oLP9NV/NobKIc5bcEbFw8Y5hy1IuIkLUWK21DM+3BHp7zxTt9qNpbNlrVlSaFVccOgfiQ70gUr/PEKjYXyLPSKvR24yxjHeCZuIAmKzih2i7s5FNTDHJ3R1zIYkMY4p0CS2HRqXV+Q4dTAs0NrzqLvtqvmXZyl/FXnvTSZNDV1EZDomwCWA1NQAmrROkLA+5rj6S9raPyPiQo2KaiUbnAi/ymrzCWMU1wCoOu07p6568ndOIBcJWyJn4AZqr+xZl74fPMaXLWsKcX2UaoO7WePi6E0Y80Pa0zaD62A5iSj4hrTNUwkd1Fr8OaMz/AVAEwX0BqPSdI/0IJ61xOqmwmjeIMeGkNQgNGU3EiyDMhVDEcyAHJpTc/1pD5RjIvpFtDkJw9o5ib8+HvR1IzD1IjWwmkbwTtnU4iqLfh76GiRVRx4RMfiNBFYAq0OpdRfS8RRXuzVuCErrhcgr2SVXlo2yiHreGjUtqldubw1L31GUkNEHxjPgsEb89LVDR1cnll1Qg4Jflro4Mqau9CECR3N68S6yrfFa3aOljxksG+zPxF137Jn/RtW8MnT/wwm/mC2/89WmIQjybmLqfup28tuSMhyNv/8knOMV1wFOBnTm/h505/wsAX4RyXsqjvy3zHtj/rbbfPHKv90D5A4p7sIbJumLV7Ql33jeihjF5zZq/m7Kz/5qwYkU/ABx+/nlr2zvvrPE2N6/xtbV9Kzaaj6A9vfFjrRMsUktjjo+k1RmMJIpMdC/r91iMK67+taag9FXHHx75llhz8GHFaT9Lm5XtDdTVjmonoPi8eu/e3T8SWlu+7f5y+4MZz738Nk5mrbmKyhAm67/hd82CLE54Taa8tYb2lo2u5XX0pgx9cAfVcgAlK7HM1dcdUm0xKAV0BkWfk1XN6Hk/YRjKGE0a538+m+ShOZk4MiX4omj7oXtRuuyukOxRmTYGHcWupDGOMPB1JVEA4TqMbrebLFmyJGfHjh3VQ/0Rh3jnnXci1q5dm6IoCq655preRx99dNQazz//vPXpp5+OBwCj0ag899xzTWeeeaYPAB5++OHY1157zUYIQV5envcf//hHo8FgCOo63dnZyV522WWZFRUVxtWrV/e9+uqrzWONu+eeexJff/31GKvVKh1Zs+3KK688+gCxtrZWU1xcXLB27dr2Rx55pAsAFixYkFNRUWHcsGFD9aJFi4JQpgod1Vn8+kChMW0CsAmS/0eQAz8BlYK92J2EyCJXe8LXmAJM8uLnATxPvd1aOnB4MYSBxRA9/wtFDKt/3Mllao3Np5SF3F5dAH1kN7UlVxPWM2E0j7IRdWiqDEmpFACgMSoQvEGnrBJFJrqIQD5ddFalZ8v2CfsOMgkzeqWG2rFtYlktSPjfDU201oDj9B2oNlJQ7IdiaEfrKKeEMUWITEycyCXM8A0/BQBcb/05NrBr61NyV9tVTKS1jLHa3tQWzX3TuPyqr5VYxonAUFgkZb/2zm9aHrr/Q7GrM4+zWHtZi/XQ8eOy7723Y/jPGT/4QX/GD37wIoAX6//4xxJS/sn703EhlJobs/zZeRXaSN7CuLvHfNCgtNX/kGz8c3Fgh/Vfxtnz3pXnnv0tKgqJAy88/wjSM00gJEBYzi+0tVyveD1Hc/Wknq6sgc0b3jp0yeLv2P7nxu/FfOdaxzSYrKISNOyFP/yFsu31TbS38TE4u5eMN05xe4MWXmKoEG1eUFIG0MF6+8hokQz0aY9c/gZf05kl5393FA+pp2qTEyhn43qJp2vm0cY+Ll6JOKOkQpY56tm1e8w0cilAnJM+eXT13KiUvf8HZs5lo4S0VE4sVJHYwYjiBPi6E6ghvpswwbeLGuKZZ56JWbFihf14R1GSJNx9990pGzdurMnIyBCLi4tnrlq1yjFnzpwRNfBZWVmBbdu2VdtsNvntt9+O+P73v5+6f//+qoaGBv5Pf/pTXHV19QGTyUQvueSSjL/85S/WH/7wh0G1/jAYDPSRRx5pLy8v1x84cGDCsrJbbrmla8gRPJ7bb799xuLFi0dkn+zcubNm/vz5J1S8SXUWv45wul4AP4UkrwLomOqRJx1W87W46BJDbIAYYjcB2KS0fNYNX/fvJjnldKkJmwJkqhGpCMSmdKFv1P35USijd6D1cAQUKfQiFZO1Bf3j97MbC6JIrD6GZNIz5ld5v/xq3NpKRqtrUoTAmA8ElN7uGC6/pJwEAjra2xWU+JFmZl6LJsHay2h1IIJr1M0KCQxotLNm7vHvKhuVxiX3dlk0s+Z0KQP2uQC2D73u/MtTmYGKsr8TXrNHt/iiJZE3r90GNao0ihkP/foggLCaLWfefvs++6NNvwzYe/80HbYItVWzRKPZYSzIaGKdnaM/u4pMaH/nt2h/57eUrubHuDMuXsqf952tOYsvumFoiHvPrpi66664afS5Cvy11Zf5aqtmAfjvdNirohIKzMJrdirlH59H+5q/h+76JyD6R2RQKLqYw8qBA8FnkDj70hggbehHouXL6EDnyOunRlutyc5rZzScn+GIhwv0xBGPY2T9tyQyxNExi7UmHWLjEpxyV8eotG7n52UzrefnDxDBO372lSSaqN/5EwA3Bv0eVKYHf59lci0FysDfZ4EhLuQejG+//Xb0W2+9Nep+9PPPPzempqYG8vPzBQC4/PLL+995552oOXPmjIguXnDBBUefAC9ZssRz++23H9VIkGWZeDweRqvVyj6fj0lOTg66LVpERISydOlSd3V1tXby0WPz2muvRaWlpQWMRuNJzzIKq2+YymkAp3OD4R4BML509cmC0WwHZxqzN9rpDInKeg6csWzCQRSuk2TORExNoWgqZzMcyMLL6oglRoIltQOWtDZYUtsRmdKFiOQeRCTZqTlxAP0DHfC7Rwm7BANl+bCiJ0QWtYYkLkU3u6Ru1EGWB59TUCF3tU3YB1Cq3FfM8JreYFN1DQXp/XpzoFSrGSglsjimY2yaoS1gom2tow5QCt/nHz/j/fjdXwX2fnkOAOL4wyNzhYN7/8ElpT4c8+Rfb4m8ee1WqI7iCcG46rqX+KyZ/5yu+ajHFeWpbDArxuiJ0+99boPS0TjKoRS7OvtNs+etZYymMa8xnt07b69aft6jVd++8OHqyy96sPHeW+dNk+kqKpPCFF9M2XO//wpiMx8c/jpltZJid7shS1O4fxzjetvTnKsnfYlasSuD93XOIh5Hyrhn97fN1KfGj5nNpNj7dAEHaaRx2eNnO0UnV6CrXv0+nQqUidObQx43DL/fT1paWrS5ubmj+rW0tLRokpKSjr6enJwstLW1TSiW98wzz8QsWbJkAADS09PF2267rTM9Pb0oNja22GzaWcYzAAAgAElEQVQ2y5dffrlzovPD5aWXXorNycnJX7NmTVpPTw8LAE6nk3nqqafiH3/88fYTseZkqM7i1xlNxF/Aas8EYTdMPHCKaYwTwWi2QW9bTvQxJ+RLcyIh5hki9DE3gzduH3cQVU6D78hU1WzD//8nCy/fRzhSSFi2hMSmJZDY1CQSm5ZI4tPjSEKmjSRkWUhcTjvs7TNDnZuyPJVh2SuWVyQrOmtYoi1EChhMGcZYTWHh0fx/Ni27gbHF1Yk1B2dRn3dCIRIAkDta0vmC0kkjVmxKmouT+ydV0CRyQBtx5iwf2DF8SUWB4nH5iNG8S2ptTCIcL/I5hddZ7nts/WTzqoQFAQDPR/+MdL3yu3f5mSWPagpKHwPHUSYqupKNT/qAscWXMdGxHeA1IX1PiN7goX5vVMCtTLx5sxzAjL6MWC5ermT97e3f6rJyxmzO7jt08Apf1cEf+w7s/5m3Yt8vXNu2vN353O9yuv70x5LOZ38bZ/94Hd/79hvh9KFTUQka9tzvv4iohI8AgBIWsmw+qDTXhdzvdgRTSP8fghFdqRELig7qCgoPgWGgycvvMS4+s9yy8twybbQmgnjto2qDjyJLgOjPUhrKwminpTIlGD64aFyw44bR2dnJmc3mMbPBxtJLImT8e6N169aZX3/99Zjf//73rQDQ09PDrl+/Pqqurq6is7Nzv9frZZ577jlrqDZOxt13393d1NRUcejQocr4+Hjx1ltvnQEAa9euTbz99tu7IiMjT4l2gZqG+nWHN1UAuASC8wpQZSkonQ8o+ThZ/TI43XPEEN9/UtY6ATAJZ+yl3u5FtL/yDvj7fzKihlFnLYffEbzq5ulLeBtz6UX7iVF/JNWIjvt5IiydiXnLyumuD4P+XVGdtU1q6/HR3oZSAJBqRPBZaR1EcExcyzAWjLZX7uu3EluCnTWamqXWhiJIUkiff7mtycylZVdJjbV5AKAtmd2lS7a0CV0DEb7KqkxDScFBfXKEhvj7J2zOPgTPDmRrC2ftC5TvO5qqRXR6Lxuf/BYTEeXQ5BT4HX94JFNqqv+FpnD2wwgzvVJlYqSOVt736br/59/+6SVyV/sZIKRLd/YFLxOd/hDRGzui7nroPwMvPn4GG59UGSjb8UOxcu8vxp2M40F0egmKzEChDJee8ysuOe2gVHvwN4gyueBzj77xjIiuIRzfSiJjxtzgu/7y3EwoSpthVvHPwLAeRqfzCO1ttwgtTaNS/KS+3rSuF/9wSPF6GcuylT/uf//dpVQUtUJL05rEex9om8rvSUVlAihTumK1XL9nhVS++6e0e9807IlTvz0hPlcMfK4Y41nnHjTNiu0hPqcNEGygAuADYLBMIJBCCASvntZsvQPpcx6dsjEqwaOLtsPTNmPiVFSiQBdtD3Vqo9GoCIIw5rwpKSkjIomtra2axMTEMR3SnTt36m+99dbU9evX18bHx8sAsG7duoiUlJRAYmKiBAArV650bN++3XTrrbdO6/3vjBkzjjq7t99+e8+yZcuyAaCsrMy4fv16y89//vNkp9PJMgwDnU6nPPDAAydF10B1Fv9vQKGJ+AeAfwAAJF8aFHEhqDIfoPPB8iGH84OCsD5oLBtPyNwnEWKIlYkh9ndKT/m/4O18FIGBqwEKKLIEKFPY1cZ3sEI1cZrmCZ6subUkNi7oaCGJji4OxmGkhIVCovbKlVV5EAPHirx97mixobWDz0jsJQFn0KJDis5S49hWayMmSwNaG7Okno6wbmQUe1+K4nH7+ZxZFfr8GbIWPSWgjjhNImBMKw2AKpnE3x9Sr1NTpjlbaLR00gF7PDhe1hSU3mL58ROvuV5/PrV37XV/paJYxGfk3h9x/Z2bw7FZZXK4hGSBCsLfFY/7NgAgGu25clf7LiqKiWJzxe19P775MamzLVVbsmCTdt7Z9yu9XTfL3e1jpr8Rnd5u+vb/nGO87OoGAIxwcK9PU1CqeN57+WIuyvRbafem9yBJqfA6jzqNhGEF3T3PnY9xHtjE3XRrZdxNt943/LWaK5dfIna2l1Bx9H2M4vUyADCwedMvFZ+XBQDHJx+/lHjvAxeF+StSUZkUklzgU8r+ewjAQXB8HqSxU/BPBXJXh5mPYLWjvmIELJgjt7gMg8FtlAAMAXjNoNMw0HmXsn/DK0zRRR1QOSkQhpOpPrZjbDXUI+hjO8IRt7HZbLIsy8Tr9ZLjVUoXL17saWxs1FVVVWnS0tLE9957z/rGG2+Mqm2sra3VrFmzJvPll19uKCoqCgy9npaWJuzZs8fkcrkYo9GofPrpp+Y5c+Z4AeDRRx+1AcB0OG5NTU18amqqCABvvfVWVG5urg8AysrKqofG3HPPPYkmk0k+WY4ioKah/t+E0zdCE/EGtFF3Qms5E7LvQxB2+mvvqKxHoP9n0z7vKYKxFTcxqUu/C1PSZdDFfAlZGP9iFhynRe0ZySzpR3pJU9Bf9/jMdpI1y0YIQnrIQKKji8n85fvHO061lk6pX6qWD5WXjnAUh3A7EsSmLg/ljUH1maO29P2CaPRTn88j1R4spT7P1FKKhICOjTbpNKwjE/TYPkUEr5aI/pAcRQBgZK/RvLDUAZaFpqD0J5YfP/Ga/Tf3X+Hf/ukWYjDVm6+6+ayoO3+uNl4/wURcf2edtmje5Vxm3i9kR1+51N78P1QU5iuO/vlcWvZH1DVgY60xNdTj0lkf/kOO6ZoflLJJaSMegrFxiU2MKaJTamtkAXgBuDUFpTIAarz8hh/w515Ry85csJI//ztLoTceVdejzt5C8eO/zg3F3px/rLvMdt3Nc/SFxb/SZeW8xyckjUpzHXIUAUDxek6oCp6KCgBoLrtlv+6Hv7+S2JL/POXJpvHxJ+3pTkFk/Oieid4BGzS6AHidAJYXwXISGEYGoKC/LRsAEPDYaEvF/5s+a1SCgZiSO6GPaxstvkcU6OPaptJncdGiRQObNm0yHf86z/N46qmnmi+66KKc7OzsgpUrV/bPnTvXDwCPP/647fHHH7cBwIMPPpjgcDi4O+64IzUvLy+/sLBwJgCce+65nuXLl9uLiopm5ubmFiiKQu65554eAKiqqtJHR0dP3LIFQFJS0qyf/vSnM955553ouLi4orKyMh0AXHnllalbtmwxAMCdd96ZnJOTk5+Tk5P/xRdfRDz77LOnRT9QEn7fU5WvE9TZsBQBx3pAmYYngkQAq/kUDL8BvPkjYkw8rdtmhIPSuOFlCAPXT2kSQ/xeJqawdKq2UEXZA0/zpE2Sx4XRNEMRUii4Vjh6u2lzVSLaq8fuN2eOcZKFy50ESsi9BymYdrjbJer0OrD/vyNqWmRNbIVccygDAZ9x0oms8bV8ojmZiL6xHTStyQtjVD36W2eBMBCJda/jo89LEAhM6RZEP3v2QQ1cKVx2Ri/j702fylzgtC7ozTtAqSFAkssNK2+8o/+X9zxA3c4z+MyZ90fcfK+adnoK8ax/O963ZeOPtCULGuXeLpvU2niF+bs/mBP4akuJUF2xRu7pvIq6nUfbuTAxcbVRd/x0lqagNDDRvMJbT10uH9j27vDXxKTZG/jC+Tfqz7kwLGGCqhXnv+87dGDFeMeJTi/xsXGfGwqKOq2Xrbo98rylQT1sUVEJB+HDv8yRd236KlSBG5KSVwdXPw8AVPCb4HFOT79jvQma/Cw7tMYmiIFMODtDe2jIab0kc8E8Zv7qymmx5xtMeXl5Y3FxcW+w46kiDaqeKiIPhhehi7aHE1EczrZt2/RPPPFE/L///e+GqcwTCkuWLMn6+OOP63U63SlzqObPn5/75JNPtgTbZ7G8vDymuLg4Ldj51TTUbwgkIn0j9fWmQBg4A0pgLhRlLqg8F1SyhDwZb15LorKfOQFmnj5oI1+G5FkNRZpKtOo0eRIzWBtAICUjKiqZRJ0BOuusevR1DtCGA+noaxn8DPA6mZy5rJ1AGbcVxbgryMpBuBtToUgmoicptOjscuzfWkw5nSB7+UNKzd5iBPtgqr8zW+K5Q1y0NpvIgZHXqMj4Jgg+Bv2tg70TqQKe9pZGr1x0yPHFgUS5s2N8ufQJMJ55RjnnbJkFWWKgMwzAP/k5E6I1NrArf7YUAPCfD/SOP/7yScJrKqy//ssKnDafi28uxkuv6DReesW9AODbstGqm7/oBanlcLR/5xdvcokp7zCpmb+QOlq/r/T3zGJi4no1OQVvaApKJxdcGIxcDEIIiDX+v5oZyb/ThekoAkDMd793Ve/rr7zqqzq4mk9M2s9FWXf662uvpwE/BwDU7+MgyzP52NhnQCZpSK6iMkU0y24qE7yuZdTZN4MKgQRIQhxkKQGKHE/dA0UQA2MKy1BHjwXOvulxEIcjCoDoN8DdWwKGBaLTGtDXGPzDPilgoF11DwK4etptU5kQwnBKOO0xJmLhwoW+Xbt2OSVJwvG9Fk8Un3322WhF9pPIggULclpaWjQ8z5+wews1svgNhsp+DQbqP4DsXxr0SZzhr8Qy8wZ8A254lY4d34Kn8w0oQmJYExji9zAxheFHBI9AqbIP7ubge1odD8O3QRHHTKmllMhQaA3tbg0QawKIlg1pHUqJBMF1AN6ukpEfCQLFy+4TN38SCXt3WFE6JjmzgjVKhQQyAQhgSy+HvTUXkqAb0xaNsdNVbfcF9lcEvZ5mZkGD3qoV0Nd2NJWPJKTVcJFyDpnKtdGS/B922X0X+LZvTpG7O1aA4m3Tt6/pDn9ClZOB+92/ZZlWXVcPgNqfeOAHir3XyETHtlvu/eVbACZ94i0f2M6IG14tB0P8JCHjce13fvQOpuFa6SnfY6m7bk2vdkbq74xz5r848Oknn0u93fFUFAkXHeMhvKZJ7OnKt1y68ttpTz3776mup6ISDv5n7n6JdjXdMObBiGg7nH2hP5wOAk1Jvg8+52AmSlTSHjjaQtt3GU4habOXMAuv2XIi7PumEGpkUeXUEWpkUXUWv+FQd0sG/H07QOXJe+Qxml0wxJ1H9LGnQ+/Bk4LStTsfivQKGM4MEAWEpQAUEAYgRAEIQAgdlGAeeo0BCAEFKPz95Oi9IqU4VqyhDP776PeP4shBCjokjHPkmM5CCZlClQelCVACkzu8jKYGVE4AlYOKplLKdMPT4YToyhp9TFslbPgkAT3hRfqgM4lc4cyDRKNhiXcgFTpjM+xthZPaxPKBgFdf7drw2YTS7lxqeqchKbqHONpnQRkdjGGL51Wy/o78sGw3x2xn5q1eQpLyBbHuUCKfNfOU9EVSOTWIm9/KZ+JSqtjCs6ZV4rzloR8v5aIs5Y5PPnqRiqKiSUz6yrVj66OMTh9IuOu+xe6yr87K+ONLT0/nmioqoRD4+xOrlYM7xu5lGhHtgrPvhLSq4EsKXMQ3MDg3p3XDmnQY3YdDa+8REfsps/jGC0hUwilpTfB/AdVZ/PqgOosqIUM9HakQBq6FIl4NQtqgiPNBlZEXdcJ2Q2v9FjGnHDpFZp46Ao4/gMp3hHoalfx7afvWKdcswpy6j3B8+JFFVt8O2RdcdJTRNILSCFBxwv5BlNIqOJvjoYjH9TEkUJzyXnH9+yUQhfAc3ISUNj4+QiBex2CEMCKuDrzWD0dXPuRAUHUysia2vH/Dtny4nCNEeti4BKchM6meuLoKiCiM25CXSc3ew+l84UWFE3JvYc+/7cWwzlVRmYDDt1z3P+6vdjxjmn/m1Rkv/O3j2v9Z9bg2OWVvymNPv3mqbVNRkevKDcI/f9cEcwRLIi0BWlsZD40GTGFpNZua7KeCINOefr385Rch9+UdDyYtu5410cQRImSEALaM/ehrLQx2zwAIkHv2j4ksVTNnfudf02XfNwnVWfz6oNYsqoQMMSY0wZjwCwC/BEDpQN3VkHw/BUCgCLkAkcGbf/CNdBQBAKTx1K4/bS04JkcR0kC4NhC+D1QcVV9CKaEQPeXwdBSPZZfcKxyQPnovbAeZnTWnglEcGcTrOCaE4+wajFware2QNJEIuCYVyWGF7uKYS+bWO3YeNkuNjbFMZJTfMDOrkvH3ZZP+lkntU3o6Z9CsGf0k4Ayt6a7W2ENSS/8e0jkqKkHQ+cff2gJtLXdELD53WdrTL2wFANO8M+/TpqSmnmrbVFQAgM0q9nKLl77L2PgrCJXi6ZklfQAoUQKDaf5GDWBJAJtzXY10sEZRynaEXB9/PESvdRHRMVIMjVKgu74IUYm1cLRnBzcTBVoPXo2k/P/Qpr3vk9RSNcJ4gqFygIWz0UIlH084vYiINDthtWrd9WmI6iyqDGcwFzIy600asH9ItBYX9XTMhOxPIxHpH51q404ZhDR9zSs0Q7OeSklguCaAY0Glo5FDCsYOb1cXhIFxo5yMzRSF+OR+dLaG5mQZI738zJw64uoYP3XI058I64y9CLiCckaJfyAzak6y3Z+Vvpvpb0shjpbgI4Vel012CPuJwdLC6JgE4uubPE2b1zlhSXqIyT7LGfQ6KipBIjn6v2+au+DaGT9/rGrotYQfrqUAGk+dVSoqI+Hy595L7TXpEF0XEiUwhqANBYE/hyvMcMjx8fukXXsTIStHCi0oBsOCICDDHkZqNYQcO0gBcmRPI5QYLTxcjrGNGejMhi1tH3oag8vM8fTPol7Hh+isvZGklk69RYjKuCg95fFw1CaAygxw5Calt2IGjcruYGzFYbfOUDkxqH0WVcaEaC1OAJQYEyq/0Y4iABCuFoAQxonTFBE8BZ6qIqWCMP1D/TmpgjoMNEkQBiZ8EkxoIFmzdIkLMQlj797xM7oRkzBC2pnMyGjks5L6J3QUh/C7LdAag9YqJZLPwskenngHJnf2jkNpriuSqyqKxQOV0Yoxrm2CVYDI+PUkY/6Z7AW3PxfqOioqkxFoatCY5p/55+GOoorK6QiJyvKQqKwrwJu+mHAclaK4aE2Jz+7vcm7bZXNu3WVzbt1tc27dFePcuiva+d/d1qE/vC2KaIwBq8YYsPDGgJU3+qMH//hiGFdDwbiLUAXwuUKrk+xtvAaExCt71021z7LKOCg95fGwVyUNOYpHoTIDe1WS0lM+dmuvIHC73WTevHm5kiSNOrZmzZo0q9VanJ2dPe5n5sMPPzSbzeaSvLy8/Ly8vPy1a9cmDD8uSRJmzpyZv2TJklFaDRPx2WefGYbmzM3NzX/11Vejxhp35513Jubk5OTn5eXlL1y4MLuxsZEHgM7OTnbBggU5BoOh9Nprr00Zfs7Q60O9Gk8EqrOoojIZvGE/WN0cEObzU7I+PYlpqMNRhAwQtpNK4j44D6dDCdiCOY1QIVVzyQX9sMYei7AxDNjiueV8NG/m440yV1RSBovNyRbP3ceZaQLxO4Pr6+i1p4Fh+xERH3wPJVmeWgaFJLJya6eLaoyjI4ZaUxuS8m9gVzywXO3TpXKi0KamC1EXXtp1qu1QUQkGYskZIJEZq8EZyiYbG7FiUTwxmscJDR6bMmxjNIbQ+o763TOoo9MASbgx7DVVxoXKARaO2oQJBzlqE6gshOWfPPPMMzErVqywj9U244Ybbuj94IMPJu0LPnfuXHdVVVVlVVVV5ZNPPtkx/Ngvf/nLuKysLF+ods2dO9dfUVFRWVVVVblp06bau+66K1UUR3dj+vnPf95ZU1NTWVVVVXnxxRcPPPDAAwkAYDAY6COPPNL+0EMPtR5/zs6dO2sKCwuD6q8YLqqzqKISDLzxAAj31Kk246SjCNlgOA1C3KwJAhmaS5d2IzLaA4ttgC8tPcj6O4uJJOiJ6Dczgd45mpz0HtbA2UhCbh0i4lqCntznTIQi80FfvmRZG4rtY0G72/Kkbu+xwn2GU2BNfonkLZrDnvv9V/ANaCWjoqKiEizEOrMXDL9jsnGskdiivn/1AGuLax5/sjCdRUtyHYxReugjQ6s/7G+9hTLcHuXAJxeEta7K+DgbLaMiisdDZQbOhrDarLz99tvRV1xxxZgPHy6++GK3zWYbHXIMkvr6en7jxo2RN998c8giPmazWeH5Qb09n89HyDiJZ1ar9ehn1ePxMEPjIiIilKVLl7p1Ot0pqaVVnUUVlWBhNR8BzCkQ+Tm1fghhSD7MKRUhn0eELP68C2v5GVaBuLtGp3042jPR35qE1gMFADwhTS4HWOjNxyJ9LD/+WEWZsrMIALS7NUPsDnQrURn/JSlFl7CX3ncTU3SRGu1RUVFROQ6lffuFoHJQ7Yf4GG2q5farotm4+KaxR4RT0sEAAXcCWipmQvQx0Ec5YUmqhj5yMNJoSy9HdOr+MU8VfVHorF4Bk9VAe5tOSLuPbypU8k2wWQ8f5w9q3HD8fj9paWnR5ubmhlE2dIy9e/eacnNz8xctWpS9e/fuo32db7vtthmPP/54K8OE5zp9+umnxqysrILZs2cXPP30001DzuPx3HHHHUnx8fFF77zzTvQTTzxxWrTeUp1FFZVgYbUKCBO80uV4j45CZ6rzTNnbJJrIOBI7rzz4BTmBtvfvJZXbSkjAM3n6qrMrD9Gp1UEb5HMmICL2WDTSEBUY1xZFHpnHH+aFnkTaKkjMjJ8wuYvOZ8753sawJlFRUVH5JiD7CiC6zw12OOEUIzFHBl2PPoSijW6QAvrdkl9XJnm1ZZJHs0d0sfskaj1I/e5B5WxJAHyOCNjbciEFeBgtvehtKoKzKx9a42CkxpZRjojYA4iIPYCkgr8iIjYd3Q0NMETl06a96r3yNEE4/ejcyzHH6YIaN5zOzk7ObDaHHTkEgLPOOsvT1NS0v7q6uvK2227rXrVqVRYA/P3vf4+MiYmRzjnnnLDTPc8991xPXV3dwa1btx564oknErxe75j3ds8880xbZ2fn/tWrV/c98cQTIestnAhUNVQVlVBg+dcgSQ8A0E06dvqYqrM4tfN1tgPgjKmEoBhx88pp167iiYZTiWtGdQWFuz+0FhrsGEUGE9FdVwBbxmH0HM4Ar/MAGIwgmqI9EP2AJGghyxxk6aizSKJsXhrw6eBzj7/5GyN7iMG8CVrDIaIztJGomEzqHqjlFi5/g00vVGW9VVRUVCaBmJLfpIGBh6GIk0bmZI/S63xrk12qr8kde7Lx6/aVgGhXGmvnjjpgk6qJdYzTRL8Bon9wT6AKoItqQcCTioBbgbP7yN5G6kne4pVUFpegubySWBKXA3h/svehEgQRaXb0VsyYMBWVsAoi0u2hTm00GhVBCK/WcYjhaaBXXnnlwD333JPS0dHBbd261fTJJ59EJSUlRQYCAcbj8TCXXXZZ+vvvvx+8fsIRZs+e7TcYDPLu3bv1ixYtGtf5vP766/svvfTS7KeffvqURxdVZ1FFJRQ4QyNk4SNQ+fIgRp8aYZrRhBlZZAUYEysJwx6VHSfayGIaXbwfriYJVDKB4b0QvDNBA1pKCWD37sPhipmQxdBTP8XAuNHBMeF0MsmbvxeJM1eBI/fR5JRsUIWAUpDYtA66c1MKVeRCKHaWWGLtVAwQmKL8cPSMVgzjtX5ijXuNsSV/xJZ+ayMd6EslkTFZJDL6MBOf9teQ34uKiorKNxhiye2i9uZ/Q/GOfmjIKDOgCJFDP7o+2t4q1tdM1N5i/L10rN3NGDnAJVot8E/ib0gCB+XI8z8yzMcQfWeT2AyFlv0rg3oHfo3EvL9RR8diJvecCRVeVSaHsFqZRmV3wF41vtpsVHYHYTUh1+bZbDZZlmXi9XqJwWAI676nubmZS05OlhiGwWeffWZQFAVxcXHSs88+2/bss8+2AYOKqU899VTckKP46KOP2gDggQce6Blv3qqqKk1mZqbA8zxqamo0DQ0Nuuzs7FHpshUVFdpZs2YFAOCf//xnVGZmZshiOicC1VlUUQkVwj4HqpwH0MjJB08Dp0INlTO2QxcrEEKPbuBU9LVQ+yEnAgMFoDJ7dCyjcYIzNYCyEhrLCiGL4V1XCIJzMOPTu2GNayeRhljQ/ngyI6eJulp2EkGzDFTSgXACBEcjKTm7GlB0jG/3O0RnqKcBX65Steu+EXOxHGCMaCe8dj+/5Mq75fryNUrb4RvBa/ZyuXM+DOt9qKioqKgA9lY9fPbCUa9HJOwHQQAghDI8K7a05Ewy07h74FhKIUSjdRG/PTiFbXdvKixJnUedRgDwOaNpzdbFcHQ8Cp/TSJ3dv0FC7i7F61jJlC7vGH8ylWBgbMWdCoDhfRYBDEYUp9hncdGiRQObNm0yrVy50nX8seXLl6d/+eWXZrvdzsXFxRXdf//97XfffXfv448/bgOA++67r+f111+3vPzyy7Esy1KdTqe8+uqrhyerUayqqtIvXLjQPdGYzZs3m5YtW5bAcRxlGIY+9dRTzQkJCRIAXHnllam33XZbz6JFi7xr165NPnz4sI4QQpOTk4WXXnrpaB1vUlLSLLfbzYqiSDZu3Bj10Ucf1cyZMyfk1O1wIJSqIn4qKiEjukshiy8DyrhPQ6nkP4hA38QS0cHC6hyQ/QYMbppDfzDOzxhxzJgyAKpE4tgz2LG+9MeOUbEDhE0nhBhHDFBkF23fLkEJjKtSRqluH77aHFwD5OOxJHXC3jZ2f6Xo5C6kZbYRLR8P2Z844i1oo14jERlroTG7ac/e/TDEvghXy90wJvyWSgEWovVJNr1QFt568rvU5/me0nF4MdEZdsEQ+RGbnv+h3Fh5CQFZQayx/yEmy6v8xd+bVFpbRUVFRWVilF1/+QoB57zJxok+fbn9xdfHLW+IvuYSH+Pq0o91TEbkXrn64MjoJcfLMEX1A5AIIQo3syhA/Q4dQCkoVQCigEIBKAVAERnnZgJ9GtjbZx5bNOVXAJkNR/uFoBQwWj5HZFwvkzHvapJaekoUKU93ysvLG4uLi4NWCqWywMDZYKGSnyecTkREuj2ciOJwtm3bpn/iiSfi//3vf4ecHhouS5Ysyfr444/rdTrdKXOo5s+fn/vkk0+2TJTWOpzy8vKY4uLitGDnVyOLKirhwJv2ggmcB9FzeKVeC/sAACAASURBVPwIo6JAEa3Tsh7hBChimI1qFSchIURBiUYAFOOolxnWTKMy96G/clxnkTBKKtUaBQQ8mpDN5DR9AEa/x8ySGhITmQxIsyGPUbtOZROVfNmE0+0gMUVnQ3R/m+qif0UMca8wEWnHLpy85kJ4nJ9wCy6+jT/vqhq5Zo9G6Wldzabk9cEYcRm/6PLukG1WUVFRURkLAqqkBzOQ1/uKI75zxQGh7rDZX12bAOfAsf2DkIkLKTSa0XuNJLJw9NiAwVPF7f+Z1Aa2YE4Vw2k9RAoM7n2C72x25U+/pez9MJf2t/4vXD3ngte/RDtqbiGppc8F875UJoawGgWW3L7pTJ1auHChb9euXU5JkjBWr8UTwWeffVZ3UhYahwULFuS0tLRoeJ4/Yc6q6iyqqIQLlWMB+ACM44hNa/boyXxiNe5axJhQTF0tjRBdaWOfKVhQOH8f2ltj0VGbCIYDlCDFyVjeB0vyHnAaAyQxBvaWGABAd0sybJGaca0SfctgP/RtqrW8hZhZa4nW8ifGkjtKiEaz6ofXAYBcs0cjV+++jLoHOCYm8V/swhWnRU2AioqKyv8VaNeBNAiemGDH6+LkQl1cKkxnz6z2VrRxgYNVNrmjPQKEgEy0/QnClNokDCEfLMtj5s6phqtrUGTH71qg1H8Vw5Quq5b//YssuHpKEBUPKNI8DG7ualreacpdd93Vd6ptOJns3Lmz5kSvocoBq6iEC2eoAqcrAWG3nGpTppnxnUVCCLHmCRM5woQTSkhKXCJZeL6XnLHYjxl5hydcjdcLsM7Yh666ubC3zkbP4Ty4uq2wJO2BNXkfGF6gjG78hs1UGmxWJDhXw9V8D3W3Zow1TD6wnVH6OvLBa+ZAFNZxc857l82dqzqKKioqKtMMdbRkh+NPMdSbayq0ZJrPP+NIOQCZuG5/GmupxMb2KGqMOTD4g19HW8oHW38oUg505k4kFeyg7YeuVLa+esl0rami8nVAjSyqqEwFwgJUOWO8o9O40lQ2xGl9Akq0kTlUbzsAX/do4YLhS0q+QdXRqBgXWsYZFhnfBMEP9LeMrHOUAgzsbbMBALzOj11bUmnJmfuIwdwDyRcJyTN/pFEshd72D3i7z4MifVcRvbcySWe/N3wIW3iWAqAS0dNTRqqioqKiMg6CK6gUVABAfF45iDx0P0oBQHG2DQYzGAKAjhvYmNbNrbcjTklK6jiq3ubqO4d21W2E4MuEKfovaNxzIUS/nrp6LwSwfjqXVlE5nVGdRRWVqcBquyB5vwKlZ59qU6aRSfdfYsmNof6+AKg8qYIpMaAYZ13YQB1OF2r2FEESButQolP3wd42eZsN0T/Y03Lf9lk0o6gOhNtGorhSUJk/ZrFM4O387pEVAcnzv3Tg8HYSmRG2qpqKioqKSpiYLDnQaXcDICAEgxd9AORIRhsFM3gMBNSfDFmMHnG+JOzBkROAk6cIzrDisZp80b+INu0rgujnSVTCeup1fA+W5HdI9lk/OVn2/F+Gij4W3ZUWKnh4ojGKiM23E16v9jI+DVGdRRWVqULYv4MqYziLp0ubxemHcNp4ak7ZA2fD7MlHU0D2pBMzB8xf1EdlrgOH9rLobQxNNVUf2UEC0mtUCexHStErcHf8DbLvWMopYWXwpvehj/4jCKdXHUUVFRWVkw91NhqgeK8E9Q/20gsj/Hc0uXRQ4GaiNNQwLBwfRWLsLJAKAPA5Z1Gfc3BvN0T1smdfewUGN3ZVDXWKKA1b4tGxLwGKxABHPiJN22bQhJIOJn2RunefZqjOoorKVNFEPI+AYwGofO2pNmWaCGr3JRFpedTd3gslEKSIAQVkXzRaulvh7JoghXUcnF3JNOC+gznjqmISV9yleD9qh4wMEM4P3vgPGGKfYWJnlynt2y6D0PME9SZtJobYQMjrqKioqKiEDXU2XQXZP37T9aAmObINsSwUYqoHDxESkZX+Xp6JT1AgBxgQKIiIVdiIiAqADt+5yIg5js05srUUpUcd0aO+qTWWQceR3uqKRODpL4XO3Aat0X9kmCpsM0WUhi3xaNs9+vOhSAzadicpAMJ1GN1uN1myZEnOjh07qoeroXq9XrJgwYI8QRCILMtk+fLl9qeffrr9+PNff/31qEceeSSRYRhwHEefeuqplqVLl7oBYM2aNWmbN2+OjI6Olmpraw+GYld1dbWmuLi4MC0tzQ8As2fPdr/55pujtBguvfTSjPr6eh0AuFwu1mw2y1VVVZX/+te/Ih588MEkURQJz/P0sccea12xYoULGFRDraioMG7YsKE62NYZoaI6iyoqU4eCMzwI0XW6OosnZHMjDGuAJbuO9h0IWvGOemgl2uvG7ac1CoYDopMc0Bnt0Oud0OlkynMWAnTBmHA9/JqboI95BYTxwt3+sNKwvgS8qRzGpPNVR1FFRUXlFCC6p7wXcgwjR55ZXCebYgV57/b84Y6f3N16bNzCc8pYGz9rqusdhZcE2jVMxdvRsRIxaS9AawhS1ltlIqjoY9Gxb2LhgI59CTR5fjfhdSFHcJ955pmYFStW2I9vm6HT6ejWrVurIyMjlUAgQObNm5e7efPmgfPOO88zfNzy5cudV199tYNhGOzcuVN/1VVXZTQ0NBwEgBtuuKH3zjvv7L7++uuDr8cdxowZMwJVVVWVE41Zv379UUHAm2++OTkyMlIGgNjYWHH9+vV1aWlp4q5du3SXXnppTnd3935gUA11/vz5ueHYFCyqs6iiMh1QxQ3CvgkqXwlgqD7+dBG4CRES/AXaEFcEV8thCANjKpAOhyqcHTW7EyZ8K8k5tYiNd4LntIRhzCCKDYoYBapEAQA4fT+JiG4CACa2tA7Aj5W2LTfC1/cLEMYLfcz9TOLCfwZtv4qKiorKtKF07V4A0bN4KnNQUdODAbsO9s4s1j5xgIlSRkM5fQsIWEjeBEKVqe27isKD0wDCEd9QFnkokgXO7jMAhBRNUhmD7krLUOrpuCgSg+5KC5Jmh9wC4+23345+6623RimwMwyDyMhIBQAEQSCSJBFCRn9UhsYAgMvlYoaPufjii93V1dWh95AOA0VRsG7dOusnn3xSDQz2jxw6NmfOHL8gCIzP5yN6vf6k3BuqrTNUVKYDTmeHNuq7YHWrj75GTpuixRN2MSGEgFjz6GR+MaUUaGpqh+CxTDhQZxSIhs0kCBRC8aUCpBXGhD8dW5Drpp5BlVSle2+W0rjhA3i7XwBvepdYcuapjqKKiorKKcTXe/1Utxzhow1Eqd4XVLRQ3v7FLOHDDTOEdRsSqWIsn9LCwKBYGqcZ+Qbs7augjww6g0ZlfKjg4ScfBVDBHdS44fj9ftLS0qLNzc0ds/emJEnIy8vLj4uLK168eLHz3HPP9Yw17tVXX41KT08vWLVqVfaf/vSnxlDtGI/W1lbNzJkz8+fNm5e7YcMG00RjN27caIqJiRFnzZo1KkPqb3/7myU/P997shxFQI0sqqhML6xmHYDnoUhzwBoiYE47dNyIYBzI0Q1/ff0mIOyWgKE6rSGlfhCNOZMa4irg7Rx/c3fL+9HdWDTpZHV7C2iHxU2KztkEpe9CMFwvJJ8VAMAZ9kMffRfhjE6l5bN7EbA/AIZvgSn5QibhjE9DsVlFRUVFZXqhjtoYSL4rp2GmsB60il/uzNGcPaePyL7oyUePt7QCsLwI4FgESQroaeuBmdRsm0uSC3aHPbcKiMYoBuPhEI1JDHXuzs5Ozmw2j5suzHEcqqqqKnt7e9lLL700c9euXbp58+b5jx937bXXOq699lrHxx9/bPrZz36WdP7550+56X1KSorY0NCwPz4+Xv7vf/9rWLNmTVZlZeUBq9U65v3W66+/bl21alX/8a/v3r1b97Of/Sxpw4YNtVO1KRRUZ1FFZTpheBkMfytkQU9k/xoo9NcAnXJjP0rI+E3pgzh9qutPOLkk9EORCHhTJQjjBRgeIDEQ3YmgIqGsqRMGmWDBhRWo2JkO78CRJ2oMRvil0Sl/hywVwmj5A0yRLXD2XQgQGYpUAl30b0hU1iPUUf8IdTbeC8J5oY36LYlMe5REZobtRauoqKioTA/Kge3L0FmnAeAFANGJLtrbGTfuCeMpmTKEIcnZ9bS1NjMkAwb6DeDNrZRh9ET0GEI696hNCsBrRrdv6Gu+nMrSy6dLutDXlth8O5q2zZgwFZXhFMTm20Od2mg0KoIgTJoxGRMTI5999tmudevWRY7lLA5x8cUXu2+66SZtR0cHl5CQMKWaVb1eT/X6wbYg55xzjjclJSVw4MAB3ViCNKIoYsOGDZavvvpqRH1jfX09v3r16qyXXnqpoaCg4KRqMqjOoorKiYDV+MBqXoXglKCIb0zDjCez91DQziX1O2tp794YKOJodVNG4wNraidU0oL1D0YdSxc2Up/QBB6UaCK1dPcnqfA5NeC0HmgMW5jss24hqSVO6qgtoErSGvBGQBY7IXrOpc7GGyH5loA3b4HBdjcTN2/P9L1lFRUVFZUp4eicCd/AMSfNKStw9oXjtBlgjOoKxwTh3+/lIC3Xrs2zhecsAgBhRAD6Ea+JfjM9+MkKpBZvCXteFRBeL9OEko4x1VCHSCjpCEfcxmazybIsE6/XSwwGw4j7mPb2du7/s3fn8VFVd//AP+feWTKTTEL2lWQSsk5CAgSEEgWDaEEUFQWsVlR8KNZqxbr+7FNbkccFBLFRnmLU9gEVoWjRUq3QEgUDlUUJBAgQQkISJiF7Msls997z+yMkhqwzWVjC9/16Tc3ce+73niHTzHzvOfd8NRoNDwgIkC0WC/v666+9n3rqqS43xObn52tNJpNdEAR8++23eqfTyYKDg3tNFF9++eVAAHj++eerempz9uxZVVBQkKRSqXD06FFNcXGxNiEhoduE77PPPvOOiYmxjRo1qn10tbq6Wrz55pvj/vCHP5TddNNN3U6fHUp0zyIhQ0nj/RGYuG7ggZj7o4OCChB01tZZqKyhw6P+x4fQ8VF3/sEBoYFz1sA5a2p9CM2cC1bOYeUcNs5h55w5ubO+GYqz+/sQFYcOkmUUZFtE+zapwcjU1mQGawocFXFs7KRi+Ef+icVNThOnP/IneKl1Ssm2lby+cIcQdu0nQuDYzZAdQbBVvwDJkQEP349Y8PhplCgSQshlRrJ3vtVgILNa+n9sbZWn3MgOyI3sey5457t1rFpfgeZ6j273NVUtVA79c8Azha52QvSUCoSPL4egujAhFFQKwseXD6TO4pQpUxq2bdvW5X7A0tJS9XXXXZcQHx9vGjt2rCkzM7PxZz/7WQMALF++PHD58uWBALBhwwbf+Pj45MTERNOjjz4auX79+iJBaE2Vbr311uhrr7028fTp09rg4ODUN954IwAACgoKdP7+/r1e0N+2bZtXYmJickJCgumuu+4atXr16pLg4GAZAObPnx+1c+fO9osbGzZs8Js7d+4FU1CXL18edObMGe2rr74alpiYaEpMTDSVl5dftAE/xge5oCkhpBOpJRCS7TuA92u5ZQDgipIHLjnBGACBgTEBgAgwEYypAKgApgGgAYcGDB4M/PyVUeE0oLh9bq5Ip9Bc1ss0IAbOxHrIztNgIkN94Ri3axULagme4f+ArVoNrkRAcRqhOL0hap3CqNsNSuWBKDSV7AKghmfYTCF00nfuvg5CCCFDjsmfvFCGlvowCCrAO7DCWVJZwyvOJPcrWGjMUW4uMvWrJ2HGOnX6eLNceMpTFRNsY7LF9bICasNpfuJwz5+X/pH/I9781H/3q1/DXF5eXnFaWlq1q+250ybg3FFf7rComcbLiSBTXX9GFDvKzc3VrVixImTLli2nBxLHHZmZmbFffvnlKQ8Pj0uWUF1zzTUJr7/+eqmrdRbz8vIC0tLSjK7Gp2mohAw1lb4KivwAuPQEuDIb/RjRZ4KQ1vF+++6d/zt10W6q4GBcGgGBjeWcnXE7UQQAxalCU8ltUHsVQGpJbN+u9noPgANOy/0A10EfOpcSRUIIuTwp+f9KhrUhDADAFTDf8JdF/cjvZWvz//KGmn7UQRzA9+6zxb6SwFpUqcm1TK4fvBqMAGCpWaQcy3lDSMp0u6wDuRBTeygIH1czmF9ZMjIyrPv27WuUJAmday0OlZycnMKLcqIeTJw4Mb60tFSjVquHLFmlaaiEXAwaw05ofe8AEy7F/Q5Dmj5ya8tR1Jypg8qzsZ8RAEXxh6BuAABovP/OfBN+zWuOBEC2XwNd8ANC2OSvBrHLhBBCBhGvPDmmfcEavU8F1B5+qsRxR8Sx025i/qE5/Qg5oBEmXnY63PnPf47mKp9ei6B30VfJK3tzEC/+4ZcD6RsZWkuWLKm5WIni5eC77747YTabD//kJz8ZssX+KFkk5KIS/napezCYeGPdIZQeSET9mVhUlqjR1FICm/I9ZPVBtwLJzYHQeJdBbTjAvI0LIDs8edOZz6HSrRfCr/10iLpPCCFkMFgb09p/VhQbry7WcfPxCPX0n1Wopt45G54+NfD2qxQS0hfB06dL0fSuBuEapyLB8Z8DYVz0cHlqpEss1Q8rJ3d7D2pMQi5jlCwScjGJmk8ANixKPfCmuoMwH0oFVwTIDk/Idh2sdVFoNI9DTfEYWKUjED1bp+qodCXtH/6iRz1UulJAAETtjzdxO5oC4Bv/S+aXVM9bKu6CyvMDIfy6QVgciBBCyJDquLiNtcGI2rJn+fFdefKXK78QvLR+TOeZy1TqfO19v32X+fi7sEL4IM2oq64YIVfbzrpxRN9Zqs0Szk/vX9j/ThFyZbl6xmkJuRyodOWQbdvA+W0X8axDMw3V1tB7OY+mymRYqjm0hjPw9DgE3+hfQ2WwwdpQDo1oAhOKmdqrkLdUvAJr1YPQBy0WRsTu4+eOhcEjqEjwi9sxJP0mhBAyuJighiACSoePBa2+iAXH/lqIzzjD9vz739zaHAsAUBTPi9k1+eD+FDZ+4kFhhKeayY19L7ij0gJggCC0Pvj5n5mggDEFTODQeiXykoMeLGpMj3X6SO+4vVnkp/b6wtqohs7byUZdU8e0nhezTBhxESWLhFxsTFwHzicBvOdixYNraG56VuS+k1AuM9jqI2Grj0Tj2Rsg2fXQ+b0ljFvw2I9xpCwuemwWQq75F68v9ePN1a8wQ/DiIekzIYSQQccCjP/N1brNaKlXYG1oraGn9vhBGHdbIQBo73/hj8rZotYVujl3YQrnIF7jtNsEKfebMRAEaGbNOMGcjfE9NeVcxSGqnOCcgXMBsiSAc0DmAOcCOG+dkWepXqzYLcVi1JhXB6+jVw/l+89CeMHOUMjO9hmO/ODWkSxxilkYd1u/S2eQoUHTUAm52DTen0LtFQlBvfQinXFoRhYV7t7fD6dVD64AXInmZ3/wadvM/E1HhJBr/gUAvPLww5Cs77CAeLpaSwghVwgh4+e7Ab4R/pHboNGfAwCoNCcvaBMWY7V/8Oo8Xlvx874jDkFdN0WB44ej3lzUOHpuI9thb1bD0aKC0yrAaQMkOyA5ANkJKFLrAwDqzv5GOfRVz8XlSbeU7z8L4Uf+Hd4xUQQAyE6BH/l3uPL9ZyH9jW2xWNiECRMSJEnqsi88PHx0fHy8KTEx0ZSSkpLU3fG/+93vgtvqGMbFxSWLopheWVkpFhYWqidOnBgfExOTHBsbm/zSSy8F9dWXH374wWPMmDGJGo1m3AsvvHDB4MDmzZu9jUZjSmRkZMrzzz/f7etVFAUPPPDAyMjIyJT4+HjTt99+216Lce7cuUY/P7+0uLi4C0bKFy9eHBEQEJDW+XwDRckiIZeCqHFA4/0HMNV7l7or/cZlsV/HWWtn8coj2/m5Y4kdNytHPn0YzhYvIe6m3EHpHyGEkIuGRY9fCkvNaBad/kvofKqh9z3Scb/9g1fmK6fy/g9Oe/dF7y8INkQzYsqKQ8A9jve4X63tUtC9R46WQF566LeD0a2rBbc3i7xgZ2ivbQp2hnJ7S7/yk6ysrIDZs2fX9bQa6jfffHOioKDgaH5+/rHu9r/00kuVBQUFRwsKCo6++OKLZRMmTGgKDg6W1Wo1Vq5cWVZUVHRk3759x957772gAwcO9Po+DgoKkt58880zixcvruy4XZIkPPHEE5FffPHFiRMnThz55JNP/LqL9de//tWnqKjIo7i4OP9///d/Sx555JHItn0LFy6s/vzzz092Pmbt2rVlCxYsqOqtX/1BySIhlw6HSvsrMGHbpe5IvyhK/0csW6rH8+oTG5Xv1+3ilflB/NxRH0j2e1hI6sUabSWEEDKIhKTr61hY4nMsOHaLMPWhkWLmoo/a9tk/ePlu5dShv7iUKAJDdfMEAECuqO3lFizZvfspm6ruV07uDhxgl64a/NRe3y4jip3JToEX7fXtT/xNmzb5z5s3r75fnetkw4YNfnPnzq0FgKioKOe1117bAgC+vr7KqFGjrGfOnOm1+HV4eLg0derUls71D7/++mvPqKgou8lkcnh4ePA5c+bUbt68eUTn4z/77LMR9957b40gCLjhhhuaGxsbVSUlJWoAmDlzpiUwMLDr8OkQoXsWCbmURA87uHIPZOfPAOVGcH494Mr9HG4ZtGmoHEI5FLkZ4DI8/YDmarhdDkvjZYN3+FHUnkqFZ/C7vKliArgSCI8Rz9P0U0IIuXIJ6bf/+/yP7X/Lpf98egtTy0+LMbEFravFtGGt/9NhxikHBzgYCx7pRGjAofZ2rL19azPGOv63dQEaq02Aw6agNdW88HOv/RScgUPk8M6H4ui6mIpdYfANPwNABZslDNaGLl/iL+C06fmZQzMQN3l9r+1IK2uj2rV2Da6168Bms7HS0lJtQkJCj9OMb7jhhjjGGB588MGqp556qseSKk1NTcLOnTt93n333TOd9x0/flxz9OhR/dSpUy3u9hEASktLNeHh4e19jIiIcHz33XddRrTNZrPaaDS2twsNDXWUlJSoo6KinP0570BQskjIpabS10CFtwC8BdnuDdlxExTnHwHe61SNS6LlXB3s9Sntz8NiKlBbY4CtzvWrsQ6LB6qPj4Pa8xQLTHien/3+MPxjs4ToKX8Zgh4TQgi5hARu92OOqnE9Nuh8OZMB0CmHmJc2tbvmPZwF3NZiA2/qe+TSw+ckTh+K67OdX8SxPpNFAGiunQ6AkkVX6LxdS3R0Pm4nRBUVFSqDwdDjaFtubm6B0Wh0lpeXq6ZNmxafnJxsmzlzZrcJ38cff+yTnp5uCQ4OvuCCQkNDgzBnzpxRr776aqmfn5+bV8pb8W5ux2WMddnYQ7v+nHLAKFkk5HIiahshajfDXvfzi1xeo38kawh8gw6jWReA1mu3HIDcer8JO3+Flynnvwzw9ucC4xC9/sA1Kh2Cog8zj8CsS/ciCCGEDDZeXWLgdeW384aKx/pu3fVw95orQDdfuLvwDj4Dp921RESjk+AXUaAoApNrGgQIggARAhgTmSAIYBAYYyqIhp/w4gKVyph40aYFXqnYqGvq+MGtI3udiiqqFRZzTZ27sT09PRWHw9FjXKPR6ARap4fOmjWrfs+ePZ49JYubNm3ymzdvXm3HbXa7nc2aNWvU3Llza++///5+T3WNjIx0lJeXt09hLSsr04SFhXV5T4aFhTmLi4vb25nNZk1kZORFH1UEKFkk5DLFDgK4/JNFAJAto+HR29Wuzp/fHFDpC4SYGX9Vir96F6LmCxaU1DKUXSSEEHLxKD/8/Rp4+vnz0rwH0HhuLLz8a6HSquBo0aOlfoi+e7qQLHJFQlOVyaVwFSdHA4AM31P1W3eM6qVlkHai+Tbfp1/+xKW4VzGm9ZRZ4hQzP/LvHleRZYlTzEyrd3vULjAwUJZlmbW0tDC9Xn/Be6GxsVGQZRm+vr5KY2OjkJOT4/3b3/72bHdxampqxL179xo++eST023bFEXB3XffHRUfH2/7wx/+cMGCNS+//HIgADz//PMuLSwzderU5uLiYo+CggKN0Wh0fvrpp34ffvhhUed2s2fPrl+zZk3QokWLanNycjwNBoN8KaagArTADSGXJ0G1Dkz856XuxpARNVuVs7tvhOKYxnyir9wVYQkhhHTVXD+DH/nXZjRWe8M7+D0WGPMWrA3qoUsUgfOzWXrnYWiCu1P5hL6/K0tlxfe5F/TqJYy7rYIl31AOUX3h70tUKyz5hvKB1FmcMmVKw7Zt27rc/1dWVqaaNGlSYkJCgmncuHFJN910U/1dd93VCADLly8PXL58efsiRR9++OGI6667rtHb27u9f9u3b/fasmWL/7fffmtoK62xceNGHwAoKCjQ+fv7d7n/9cyZM6rg4ODUd955J/iNN94IDQ4OTq2trRXOr6x6ZsaMGfFxcXHJt99+e+348eNtnfsyb968hqioKHtUVFTKL3/5y6i33367pC32rbfeGn3ttdcmnj59WhscHJz6xhtvBPT338wVrLs5sYSQy4C97jNwZfbAAwmlgDLS3aO4Ip1Cc9kFV1N5S3X+BfcsuozhghFGn7gb0Fy+CirdZiFy+jL34xFCCLlcyd+8dxsqT70Nu6V/dQgjkw4y0TrGnUN4ZX0jWur7XiAuIDoP1afTXI3rVPmX1n+yrdfPUKb1cOpn3pVi+PkvT7gad7jJy8srTktL63HRmM64vaV11VNrgxo6HyeLuaauPyOKHeXm5upWrFgRsmXLltN9tx4cmZmZsV9++eUpDw+PyyKh+s1vfhPm5eUlL126tLKnNnl5eQFpaWlGV2PSyCIhlyPZ7gPOMy91N7rR+x9DjffZbhdf9fD7cYqFSn8MXBKhSBHMK/xPg91BQgghl5Y49aHPWOzEyfAJ+aJ/Efr1vdu1g1rqI6HxNLsalAlCnzWFud2mth/ev8DVmARgWr0iJF1fI4y7rUJIur5moIkiAGRkZFivv/76Rkm6eLeP5uTkFF4uieLixYsjNm/e7Ofp6Tngf8uO6J5FQi5HMTy3dQAAIABJREFUsn0WwA2DE4w5APEcwBUAMsB1aM3onAAPGpxznCfZ1DBE/BYW8/Pg0o8rpKo89gCIAQCImq2wN1wLtdefmV+Sy1chCSGEXDmEcbed4f6Rt/LGkve4tXoyfkzmOvyXAxa7gPITCZ0Od//LN3OxjlNLnS88/Rrh5XcMNosWLXUxfcTtM1kEAKW2+l77D/9Zqh07qcfSDWToLVmypOZS9+FSWbt2bRmAssGOS8kiIZcjrtw0iMG0gNIhKWQ1ABwA1ACrBvjgzXVXHIFwWELgFTYDLZX/B9keA43P3yFod0H0uB2MSfDw/zvs9f8P+uBHBu28hBBCLjssaqyCUucfYCk7Dtmh7a4NFz3yOm9zVDRLUmPDAXAOrvDWOgKSIsj1jRwMABMAxlpLCTBwMMY8YwNjXJ4u11zrjeZab/hGfI+W3hfedGVkEQCUumpjy7Ytd2rHTtrgajcIuRJQskjI5YiJawEeD678BEw8DnAbOB8JcL/+RLvwKff/8WexDOhal9htgkaBLrgYzsZSMBbKvCIOcZV+KpzNk4SwyW0rxL0DgHNHkw+vP1kmBIwuHviJCSGEXM54ffHPe0oUW3VdxdR6uEDlKCgY6855PONmuV/OwG6JhCHoCJrOJffUhHO4vAKlVF7ycwCULJJhhZJFQi5HGsMeKM7r4GzZBC7Nad3IagDhVDetL/ygZYIFXPEBILY+lOAezyOIjVD4GQASAOX8QwagQNAAXpGH8GP9RM70YQyK/D1vLA6AbDNAUElQ6RuYt1FigpgIsCAwdgBgzzPtiP9A1OQA4JCsEVCcPwUEOxNUh9iIuL8N9J+IEELIFUBR/KD1roa9sYdZLIN1uxd3v2J5S30A/EY2gAnn79ToSmm2NgEI7S0M03rI2rQxRfoo7zB590cTxcn3fOd2X64yvKVJlH/42pc31aqZwc8pjr2+jukNg3D1mgw2ShYJuVwJahlM+DM4zieL3P/CUcEecJYPKNEunUORggCl2w9wBrRO9elI1AAiwEfEHRBEVeT5rYE/NuBe4HwqgKngMqA47XC2FAJKPAA1RO11gKCBqP3apf4RQgi5ojFjxjNorjrOS3avguzw7NJAb2AIiSnGj8tmMxQec38BRtb5A6t7ij74NGTFDoCBcQEtNsAv9hCrL0lmsr3rlFOtTtGmpZVBURjnEMAhgHMBnAscXIDCBXAmqKLj94sh2hIwLOYVJ/ezkDhKfHrg/GpdiLTni1BIjvbfmXP7hyNVP7nZrP7pgn6XziBDg1ZDJeRyJmrzh/YErF9LhgmixsO1llwLKMkA1GBCLtRe34LLGRA11v6clxBCyJWF+YyUWdi4d6A1/LXb/faqNKZTjEynRLX9F4KLi9V0CuVKI7mkHNKhHxKlQz8kSHkH46S8H+Kk3TtSnWV11YqHf3Hn9hqDWvI2qiK8YzThPqM0oT6xmmCfOG2gT7yH/4h4ne+IRL3PiCSdQWc78jMUf/8cyo5cz+vMLpfmuNo4v1oXIu3aEt4xUQQASA5B2rUl3PnVupD+xrZYLGzChAkJbauhXnfddXEGg2FMZmZmbMd2BQUFmtTU1MSoqKiUWbNmxdhstm7fO1lZWf5RUVEpUVFRKVlZWe0X619++eXAyMjIFMZYutlsdmngrae+3Hnnncbw8PDRbfUbd+/erevueFEU09vaTJs2rT1GT33Jzs72jYyMTOl8vv6gZJGQy5nijBjaE8jeYEJ/ElL3p/sw8f9af1D0/TgfIYSQK5l3eHaX2So9YKzrfYwuHNRHcAFcrQO40u2XcTTWBkunSny5utNuUXRvhNDWFM1P7HyVl/ygduu4qwBvaRKlPV/0OqVX2vNFKLda+pWfZGVlBcyePbtOpWrNmZ566qmKtWvXdqm5+Jvf/Cbi0UcfrSwpKcn38fGR3nzzzS4zrCorK8XXXnstbO/evcf2799/7LXXXgurqqoSAWDq1KmW7du3nwgLC3N55due+gIAy5YtKysoKDhaUFBwdPLkyd1eTNdqtUpbmx07dhS2be+pL4sWLapbs2ZNiav96w0li4Rczrjc8/2GPXMnkdMDsPXjHG7+7WBmiNqPzj+hD1BCCLnKCLHTd0Pr/W/XWjP3LkgyBtbLPYuyNjjfUd5odRaWK7y+queRK1ElMWeH7+r+kQWor3B/ZKbx3I1Kwc6n3T5umJN/+Nq3y4hiZ5JDkH/I8e1P/E2bNvnPmzevfaGj2267rcnb2/uCUWpFUbBnzx7Dgw8+WAcACxcurPn73/8+onOsLVu2+EyZMqUxODhYDgwMlKdMmdL46aef+gCt9RwTEhLcKpHSXV8GQ3/64i5KFgm5nHHe6xW4wTkH8wQTDrt5lLsf5OcgapvPP6P7OAgh5GqkD3jXpXbMzVVvmAAoco+fS9xmdcBSr4OtRQDvOTRTqWvbnwTF5KHubDwke9f7LF1hqf4vXn5U069jhyneVOvSxWLeVOf2RWWbzcZKS0u1fSVOlZWVKoPBIKvVracwGo2OysrKLr+n8vJydURERHus8PBwR3l5+ZBc7H7xxRfD4+PjTQ899NBIq9Xa7fvY4XAIKSkpSWlpaYnr16/vktwOJVrghpDLGWNl4KwS4O6MMLo5RVROAhePuXeMmxeauJIGqSUJKv0xwLUCx4QQQoYXFj72r9xS8Qc4LAkAALXeCZ3fMTjariW2JomGaeNEzynj93K7o56pOtYJ7qA95+McgijIFQ1q3iQ6z29i4BAAJjKNWlYaq1wrO6XRNIOBwy/iEM6dThvQSq0tDdHK8V3zxXDT+v4HGV6Ywc+lMiTM4OtyuZI2FRUVKoPB0Oc6DLybiwXdTXvuoZ273erTqlWrykeOHOm02+3s3nvvjfrd734X8vrrr5s7tyssLDxkNBqdR48e1dx4440J48aNsyYnJ9sHvUPdoGSRkMuZxnsLJOtuSNYDAB/K+xfd/UR0/S8mEz8F2PfgvG266+D/tSWEEHLZYz4jZR6Y+BEqDj0H2aGDs0UNv1FmWGsT4GwxtrUTmMiFEcHvwKFMh71plAuRYa+psKHiTJfF19z5cGOeXhze+qOoKRnwAjVc490AWbkNACWL54ljr69zbv9wZK9TUVUaRRybWedubE9PT8Xh6GOKK4CQkBCpqalJdDqdUKvVKC4u1gQFBXVJTiMiIpzffPONoe15eXm5ZurUqU3u9qsvUVFRTgDQ6XR84cKFNStXrux2cMBoNDoBwGQyOSZNmtS0d+9ePSWLhJBWKt05yPYj4PKVmSyqdM9C1BZ22EL3LBJCyFWKaTzf5mFjU1BzKgacc9ScvAZewe9CsnlDdvpC670LKq0GzeemwdHsQqIIABxgwoALNnLPALXz9Ek1gBMDjmUzG1it/aTqxoFGGj6Y3iCrfnKzWdq1JbynNqqf3GxmOi+37+0LDAyUZVlmLS0tTK/X9/heEAQBkyZNavrzn//s+4tf/KLu/fff97/lllvqO7e7/fbbG5YuXRretqjNN9984/3GG2+U9daHnJwc/R//+Megv/3tb8Wu9rukpEQdFRXlVBQFn3766YikpKQuC9xUVVWJXl5eik6n42azWbV//36v559//qKVGKF7Fgm5Eoja+WDiliE8g7sfsq7/7VCkwAuec8UTitT9anSEEEKGNRaeXsN8Rv4PgFJYa8ZDsvmi/szT0Br+LaQ/MB+i2gvVx1fCWjcL3I2cQRj4HQ5SfRN41dn4wXigqS4UzY13yvm76bt2B+qfLqhQXXd7OVSaC3+5Ko2iuu728oHUWZwyZUrDtm3bvNqep6enJ9x3330xe/bs8Q4ODk795JNPvAFg5cqVZVlZWSGRkZEpdXV1qscff7waAHbu3KmfP39+FAAEBwfLTz/99Nn09PSk9PT0pGeeeeZscHCwDADLli0LCg4OTq2srNSkpaWZ2o4pLi7W6nS6br9P9dSX+fPnR8fHx5sSEhKSa2pqVK+88oq5c18OHjzokZaWlpSQkGCaOnVq/JIlSyrS09NtvfVlMLHu5uQSQi5DilOEs2UluPR47w3FY4Cc5F5wMR+QU1xvL5QAimt/kATNLdAY/tH+3N6wBIJqD9Se37nXR0IIIcOFcvobIyqPfAfJ1npPomfg68LY+57mZ/YwXnX8H7DWznQnnv3w2WaUF/VvMRoA3D+ixtnoOKNxnhvb3xjdEcdmztDc+dhXgxnzcpSXl1eclpZW7Wp7brUI8g85vrypTs0Mvk5xbGZdf0YUO8rNzdWtWLEiZMuWLd2WqBhqixcvjli4cGHNxIkTL4ta0lu3bjWsXLkyOCcnp+PsLuTl5QWkpaUZXY1D01AJuVIIahkqj9/A2TL9fKH7S9obl1ty6VFILXuh0lcBAJhwGlyOA0DJIiGEXKWE6KnFiiLfgMbyh2FvvBey0wQALPInnFcVuL3ACRgbUKIh2eSzXJEHvbSBcvbUnQCGfbLoLqbzUlSTb60ZzJgZGRnWffv2NUqShLZaixfT2rVre52mejFlZ2f7vvrqq2GjR49uGWgsShYJuZKIWgWS7X1wZWWPbQRmBRe/R+t9hRyttad463MG8Laf2/8LMCYB4g/gnIExEYAMDgYGDt7d/Ym8SwHbHnFlBmT7V1DpxwNQIKjyIDt+DeADl2MQQggZdoRR0/IBPMrLD7zIm6vmtO9Q5Hi3g51fqZLrvC1crWsSGivdKj0lWWwOQSUO/nQ7u/X6QY9JerRkyZJBTUCvVIsWLapbtGiR2wsFdYeSRUKuNKL2L5Dk5wHu33WncAaKNM7tmG0fj0wsAJcTu2zvep5y9+IrY+FsGQO1/nuodMVQnIl9H0QIIeRqwMLTqxiwFgCUIzui+NkKTyhyd6M0rKc6ibYGxp21zAJnnYZby4KYztMKgXEACsA4Wj/Rzv/MW5+ztu1c4ZYSkzYm+sgQvLwBj+wQcilRskjIlUblUQvZ9hG4/FiXfQz14Ijsd2zOXf2b4H75C+4cD+D71p+VZjhb0qDW57kdhxBCyHDFeHXxNWg8N7LbvSqtAxq9jJa6LoukKbWWZuVcRfs9i9xmdXshNa4M+ixUgAldVtok5EpCySIhVyJB/Q5k+RF0LHDPxHxweXS/YzLxOLicMAi96x7nEwC8c/5ca8ClmwFQskgIIQRK7gcv86ZqIzOO/Q03F1jhtP2Y7Hl4n4T/yD2wN6eiunhM16MZOOeX56qjAiWL3VGaGkTrN1/6KrU1asHP36mbOrNOMPjIl7pfpCtKFgm5Eqk986E4/gGuzAZYFRirAndnNdPuuFW62P2RRfDx7T9qDDlwNme4H4MQQshwxEZN/B0v2PmBkDj1nFywcwectlmtOxhYWOIn/MzBxyE5uh8tZAzc6Rx4ssh5f+bN9E4Qawc54hWvaf2akOYvN4fCYW//nTV99M5Iz5l3mQ33PXLR6gcS11yeV2EIIS4Q3wcT8wBowRXTgEIx8SS44vKoIlfsFt5iPsWt1Qe5veEAt9fvv/BR1/Y4wG21rQ9rtcJbfpxaxDl2cFtt9ID6TQghZFhgIXEyHM3fKd9/PgF6ny/ad3j6f8eri8f0mCgCABPAnY6BF1rsz3XQvogijSx20LR+TUjzZx+Gd0wUAQAOu9D82YfhTevXhPQ3tsViYRMmTEiQJAkAcN1118UZDIYxmZmZsR3b3Xnnncbw8PDRiYmJpsTERNPu3bu7fW+Jopje1mbatGntMV5++eXAyMjIFMZYutls7nPgbffu3boxY8YkxsbGJsfHx5uys7N92/bNnj072mg0psTFxSXPnTvXaLfbu30TPvzwwxGxsbHJMTExyQ888MBI5fyU6c8//9xgMpmS4uLikufMmWN0OlsXEs7OzvaNjIxM6fza+4OSRUKuVCrtUXA5DeDeAw/mTuVjAJK1CbJ9FCTLGDjq0uGoH3/ho6HtkQ5nY9tjHBz1N7eFYBrP3WDipS4BQggh5DLBAmO+5ZWFd7KIlL+fvz+xiQUat8NSe1OvBwoC4JQGnCxyZQhqj4uqQVmRcjhQmhrE5i8397pKbfOXm0MVS2O/8pOsrKyA2bNn17WVzXjqqacq1q5d223NxWXLlpUVFBQcLSgoODp58uRu6yJqtVqlrc2OHTvaaxVOnTrVsn379hNhYWEOV/rl5eWlrF+//nRhYeGRbdu2nXz++edHVldXiwBw77331hYVFeUfP378iM1mY6tXr+6y2vz27ds99+7d61VQUHDkxIkTRw4ePOj5xRdfGGRZxi9+8Yvojz/+uOjkyZNHIiMjHW+99VYA0Loa6po1a0pc6V9faBoqIVcqUXsSsv1xKM4VADQDCHTKnXsVOeeA1Ny/RXS4cuEqqIrdp19xCCGEDDvC2FsOyF/98Y/MJ+S/ETV2PnTeLfzUf1ZDkXpPHpgI/fU/KYC1+Xx9RtZa/AngYOBSdb2Xbc/evkdYFD7owyhMpaGRxfOs33zp22VEsTOHXbB+/aWv5y3z3S6BsWnTJv+PP/64qO35bbfd1rR161ZDP7raq4yMjG6Ty56kpqba2342Go1OPz8/yWw2qwICAuT58+c3tO0bP358c1lZWZfvc4wx2O12ZrPZGOecSZLEwsLCnJWVlSqNRqO0xZ8xY0bjK6+8EvLEE09UD+T1dUYji4RcyTTefwRTLR9QDMZdujLW4YBayHbX6yy2EXX/gGfosxdsk1rALeVURoMQQggAcBYStxgAhMn3bIEhYDdEdd8jhlq9pB+pSdLHeae2Pgxp+lhDqj7WkKYfZRijGx3d6NrZ+eDPQ1VrKVk8T6mtUbvUrs61dh3ZbDZWWlqqTUhIcOk7zYsvvhgeHx9veuihh0ZardZuf+8Oh0NISUlJSktLS1y/fv0Id/vUnZycHL3T6WQmk8necbvdbmcbN270nzVrVkPnY6ZPn96ckZHRFBoamhYWFpaamZnZOG7cOFtISIgkSRLbuXOnHgA2btzoazabBzB40D1KFgm54g3kw00sAleS3DmCMfjBK8oOz5Hl0IccBVNVuXSg4hwLyXrhH1uV5w7I1rvcOT8hhJDhS0ibeZiFmxwAIMROsgjjbhuH8OR74WE42aWxyoND78uhHyH1ejfFEMwudRXz8KRpqOcJfv5Ol9r5utauo4qKCpXBYJBcabtq1aryoqKi/Ly8vGN1dXXi7373u27vkywsLDyUn59/bMOGDUXPPffcyCNHjmjd7VdHJSUl6gcffDAmOzu7WBQvvAZy//33R06aNMkyY8YMS+fj8vPztSdOnPAoKys7VFZWdmjXrl2GL7/80ksQBKxbt67oiSeeGDl69Ogkg8Egd447GChZJORKJ2rWQtDMBlM9DiauBhP/6fKxjLs1laL9MAYtE8RwJnqYIIguXrGVwmCr++8L4ugCzRA9wvrTB0IIIcMfixrTLE5b/BE8vHZ22Rkec4iF+jPmLWr7yAhdSxeHYmTRMIJGFs/TTZ1ZB4229zUSNFpFd/1MtxNsT09PxeFwuJTXREVFOQVBgE6n4wsXLqw5cOCAZ3ftjEajEwBMJpNj0qRJTXv37tW72682tbW1wsyZM2NfeOGF8htuuKG5474nn3wytLq6WpWdnV3a3bEbN24cMWHChGYfHx/Fx8dHmT59ekNubq4n0DrqeODAgeOHDx8+dv3111uio6Nt/e1jTyhZJORKp9KXQmP4O7Q+f4R2xBPQjrgZguo5MNWLENQLAGF/9weKxeDKwBeYYVo36iIpN/Pa/K9489mI9k1cKeD2eq8B94MQQsjwJaq7LlTCOYciAbKj9yTPxRSQD8EQpBAYTiOL5wkGH9lz5l3m3tp4zrzLLHh5u7foHoDAwEBZlmXW0tLS52+7pKREDQCKouDTTz8dkZSU1OXCeVVVldg2PdVsNqv279/vlZqa2usF9pycHP0dd9xh7LzdZrOxWbNmxd599901CxcuvOD9sGrVqoAdO3b4bNmypainUcHIyEhHbm6uwel0wm63s9zcXIPJZLIBQHl5uQoArFYrW7FiRcjDDz/s2mwvN9ACN4QMPxwan9fanzlbvoJi3wyuXHdBK8abBuVzkUsyBHUDwKoBoQmMSQBXA8wLnAeBsWpwRQJjHLItHsAoyPYUAGUAAEGVC0d9BrQjvhqE3hBCCBmGWNToAzww5AdYGs7fz8YBvZ7B7sIEGe7ah53az09gGq+jAFh7GY3WY1sXywFYh8/NTkkJb20jiDJE0QqAQ6sTWGhMmUsnv0q01VHsXGcRGq0y0DqLU6ZMadi2bZvX7bff3gQA6enpCUVFRR5Wq1UMDg5OXbNmTfGdd97ZOH/+/Oja2loV55yZTKaWdevWlQDAzp079W+//Xbgxo0bSw4ePOjxq1/9KooxBs45lixZUpGenm4DgGXLlgVlZWWF1NTUqNPS0kyZmZkNGzduLCkuLtbqdLoub7b333/fd9++fV51dXWqjz76KOD8ttOTJ0+2PvPMM1GhoaH28ePHJwHALbfcUvf666+bO/blwQcfrMvJyfFOSEhIZowhMzOz4Z577mkAgKVLl4Zs377dR1EUtnDhwnOzZ89u6u+/X08Yd/H/QISQK5hk9YFs/xhcntG6QSgFlJG9H+Qa3lJ5BLK15xFKJtrB5Qvn+Wu8FzCfuPUAwJ3NKtiqn2OGqGWD0R9CCCHDk3LwwzdgqVzi7nHOZvFAXfam9L7a6celHlC3VPbZzlXMx7/c4+nsiL5bXvny8vKK09LSXF6FU7E0Ctavv/RV6mrUgq+/U3f9zLr+jCh2lJubq1uxYkXIli1bui2XMdQWL14csXDhwpqJEyf26xafwbZ161bDypUrg3Nycgo7bs/LywtIS0szuhqHRhYJuRqodA1gwp2QbEsBVIEJZ8DlB8Dl3mtXuab3K06dE0UAUJT21VSZ2lPitupBX72LEELIMKPy+KFfh3lrgv1+dU8eY4yBnR81ZExgDAIYYwAYGET5TDWU/MrB668g0qhiDwQvb6U/5TF6k5GRYd23b1+jJEloq7V4Ma1du/ay+X1nZ2f7vvrqq2GjR49uGWgsShYJuVqI2haI2qc6bPkYjqZbwOWZYKwOivT/4PKdHR30azkA2b9TkEG/IZsQQsgwo/Hs9X63njDZGqFSo/sRPv7jfxURB/rbtW6Jqm4XLCFDZ8mSJYOagF6pFi1aVLdo0aJBuV+WFrgh5OrFWxfGGfEIND6/haB+DEw4iouxyLgizeItFT/WamQCJYuEEEJ6xQyh5UN6AlEY3NVQRfVlM9JESH9RskgIaaXxfhta32Qw1RYw1RbXD2TuJ5eKcwxsNR9ye50HAIDLldzRGOh2HEIIIVePEVGFUOuG7uKiIA7q92Km8aCRRXLFo2SREHIhrc+dYMKfAeHEkJ5Htt2Eloq1vPksg6g9DKclbkjPRwgh5IrGdCMc8Bjx7pCdQBQG93ux3kAjiz2Q6uvEc39eG1D+2tLQc39eGyDV1w1+NXkyKOieRUJIZxwaw+eQHf+EbLsbnPuAsWowwQeKdC0Y23FBW5XeC5wbASUBnCeAS9Hgimt/9GX7bVDpvSG1HGaeYUPyYgghhAwfLCT1KS7ZkmCtu2HQYwvioE5DFfxDKVnsRvnyl0Kq1r8Xym229uT87KpXRgbe95A5/Jnf9bt0BhkaNLJICOmeqHFA470OWp8saLw3QO21FtoRP4fG5/0Ojz8zQ1QW8zM9yfxSbmH+o+NgMIbAI2A6mOpMn+cQ1PmwnrsTiiMRF+NeSUIIIVc0Fpxsh9+oB6DWDX55BFEYvNEttYYLcWNODVq8YaJ8+Ush57LfDu+YKAIAt9mEc9lvh5cvfymkv7EtFgubMGFCgiRJ2L17t27MmDGJsbGxyfHx8abs7GzftnazZ8+ONhqNKXFxcclz58412u32bi8SPPzwwxGxsbHJMTExyQ888MBIRWmt7PH5558bTCZTUlxcXPKcOXOMTqez136dOHFCk5ycnJSYmGiKjY1NXr58efttNy+//HJgZGRkCmMs3Ww29ziIJ4piemJioikxMdE0bdq02Lbt6enpCW3bg4KCUqdPnz4KaF0NNTIyMiUzMzO2p5iuopFFQoirXErmmNa3Glrff3PZ8RKk5tXgsmf3DYV6cMUHsu0lcKWU22pvZB5+g15MlhBCyPAiRE8pU2pOlsFpjR7MuLIiqJot2qOcg53/yBPUoeEOjYcczAAGMAYGgQOsteQGZ2BMYOBMYboKR2VVAzgHVxQuegZYdXFjzw1m/650Un2dWLX+vdDe2lStfy80ePFj51Q+I9yuuZiVlRUwe/bsOpVKBS8vL2X9+vWnR48ebS8uLlZPmDAh6Y477mgMCAiQ77333tq2Woy33XZb9OrVqwOeffbZqo6xtm/f7rl3716vgoKCIwAwfvz4xC+++MIwc+bMpl/84hfR27ZtO56ammpfsmRJ2FtvvRXwxBNP9FhjMjIy0rl///4CnU7HGxoaBJPJlDxv3rx6o9HonDp1quXOO+9smDZtWkJvr02r1SoFBQVHO28/cODA8baff/rTn4669dZb64HW1VBDQ0OllStXBrv3r9gVJYuEkCHBRsS9yxtPA/a6tQDvcAWRcQjqgxC1n7AR8f8DAFyyqsEVGlkkhBDiGrXeA4psBrgnZMkLskMY6AQVbrfJUtkZU8dtcnkpXFxR54IRHFWE4/9AM2YuUPu3Tb6dRxQ74zabUPu3Tb5BD/zC7RIYmzZt8v/444+LACA1NdXett1oNDr9/Pwks9msCggIkOfPn9/Qtm/8+PHNZWVlXWo9M8Zgt9uZzWZjnHMmSRILCwtzVlZWqjQajdIWf8aMGY2vvPJKSG/JooeHR/v7wGq1srYRSqC1NqS7r7M7dXV1wp49ewwbNmwY9BF3ShYJIUOGeUe/yxtRCKl5KWT7dQAAQf0D8x+dfkE7la73ORyEEEJIB0Laz645/yPjDosHLOeC+NkfMmFruA/2xkxwZXDLYLhJDAr516U8/+XIea7PKG+fAAAXPUlEQVRSPZjtOrLZbKy0tFSbkJDg6LwvJydH73Q6mclksnfcbrfb2caNG/1XrVrVZdXa6dOnN2dkZDSFhoamAcADDzxQNW7cOJuiKJAkie3cuVM/ZcqUlo0bN/qazeYuyWZnhYWF6ptvvjmutLRU+8ILL5QZjUa3vvc4HA4hJSUlSRRF/tRTT1Xcd9999R33f/jhh76TJ09u9PPzc3tEti90zyIhZEgx7+iv4Rl+PTQ+D0LQHICgPnmp+0QIIWTY4EzjZWV+MSVCyp1/EcYvvAEhqdfAMyALKl1V34d3MEgTXJinV7N24tQvByXYMKIOCnYpQXK1XUcVFRUqg8Egdd5eUlKifvDBB2Oys7OLRfHCW1Lvv//+yEmTJllmzJhh6Xxcfn6+9sSJEx5lZWWHysrKDu3atcvw5ZdfegmCgHXr1hU98cQTI0ePHp1kMBjkznG7Exsb6zxx4sTRY8eO5X/00UcBpaWlbg3YFRYWHsrPzz+2YcOGoueee27kkSNHtB33b9q0ye/uu++udSemqyhZJIQMOab1VZhP7F+Y/+jxzDfx7kvdH0IIIcOXMGrafmHsgl+zmKlx8Bn5S3j4/gf6wAboAxqgD2iEPqDp/MMCfUAz9AEt0AdaofcelO/FgveIXfobbnV7GuVw53fHvDrm4dHryBfz8FD87phX525sT09PxeFwXPD7q62tFWbOnBn7wgsvlN9www3NHfc9+eSTodXV1ars7Oxua2Fu3LhxxIQJE5p9fHwUHx8fZfr06Q25ubmeQOuo44EDB44fPnz42PXXX2+Jjo52ufan0Wh0JiQkWP/1r38Z3Hl9bSORJpPJMWnSpKa9e/fq2/ZVVFSIhw4d8pw3b15DzxH6j5JFQgghhBAy7LAgU4Mweu6fmDEjA4qUh5ZqH7RUe6Ol2nD+4YWWak+0VOvRUqVTe3F5MM4r+PhtH4w4w41qhK8ceN9D5t7aBN73kLk/i9sEBgbKsiyzlpYWBrROS501a1bs3XffXbNw4cILks9Vq1YF7Nixw2fLli1FPY0KRkZGOnJzcw1OpxN2u53l5uYaTCaTDQDKy8tVQOv9hytWrAh5+OGHq4DW6a533HGHsXOsU6dOqS0WCwOAqqoqcf/+/V7JyckuJ5hVVVWi1WplAGA2m1X79+/3Sk1Nbb/Xcd26dX7Tpk2r1+v1Q3KPLCWLhBBCCCFk2GIB8Qq8Q5+BoOpyP9tgE3wDjmvTrlk/1Oe5UoU/87uKoEW/Ku88wsg8PJSgRb8qH0idxSlTpjRs27bNCwDef/9933379nl99NFHAW2lJXbv3q0DgGeeeSaqurpaNX78+KTExETTU089FQoAO3fu1M+fPz8KAB588ME6o9FoT0hISDaZTKbk5OSWe+65pwEAli5dGhITE5OclJSUPHPmzPrZs2c3AUBxcbFWp9N1SdgOHTqkGzduXFJCQoIpIyMj4dFHH6245pprrACwbNmyoODg4NTKykpNWlqaqe38Hfty8OBBj7S0tKSEhATT1KlT45csWVKRnp7enmxu3rzZ75577hmSKagAwDinhZoIIYQQQsjwxKtPCLyq4G40lq+A0xrWUzuZ647WvPmBqaf9fWFaD6v2mik/HfH473f1N8aVKi8vrzgtLa3HFUE7kxrqhdq/bfJ1nqtUq4OCnX53zKvrz4hiR7m5uboVK1aEtJXFuNgWL14csXDhwpqJEycOygqnA7V161bDypUrg3Nycgo7bs/LywtIS0szuhqHVkMlhBBCCCHDlyKPQEPZW5Bsvn20HNAIijoh5cWrMVHsD5XPCKU/5TF6k5GRYd23b1+jJElQqS5+irN27dqyi37SHmRnZ/u++uqrYaNHj24ZaCyahkoIIYQQQoYtFpRUC43XpqE8hxhh/Id++m0rhvIcpG9LliypuRSJ4uVm0aJFdadOnToyGKOslCwSQgghhJDhzTtsHVhfX3v7P7AoBoZ+6DF52qDXuCPkUqNkkRBCCCGEDGtC7PTd0Hrn9tqIs/5li2oN146btKdfxxJymaNxWkIIIYQQMvxpDethq88Y7LDiCL9jnjPvKh7suMOZo6ZGLFm3ztdmNqs9QkOdUQsW1Gn8/QeldAkZXJQsEkIIIYSQYY8FJm7gzdUvQbIGDmZcLkvezqLjKnVMgjSYcYerw88+G1KUlRUqW63tMxyP/va3I2Mee8w8+rXX+l06gwwNmoZKCCGEEEKGPRYyuhFar429NOnXNFSltjqi5YvNN/SzW1eVw88+G3Jy+fLwjokiAMhWq3By+fLww88+G9Lf2BaLhU2YMCFBkiScOHFCk5ycnJSYmGiKjY1NXr58efsFgpdffjkwMjIyhTGWbjabexw4E0Uxva1G47Rp02Lbtqenpye0bQ8KCkqdPn36KFf6V1tbKwQFBaUuWLAgsm3b7Nmzo41GY0pcXFzy3LlzjXa7nXU+rrfX8tlnnxlMJlNSYmKiKT09PSE/P18LtK6GGhkZmZKZmRnbOZ67KFkkhBBCCCFXB6+QP0Ln9xkEVXejgF2+qLtEpVa43SoOrGPDn6OmRizKygrtrU1RVlaoo7a2X/lJVlZWwOzZs+tUKhUiIyOd+/fvLygoKDh64MCBY2+++WZIcXGxGgCmTp1q2b59+4mwsDBHb/G0Wq1SUFBwtKCg4OiOHTvaaxUeOHDgeNv2sWPHNt9+++31rvTvySefDJ84cWJTx2333ntvbVFRUf7x48eP2Gw2tnr16oDOx/X2Wh5//PGoDz744HRBQcHRuXPn1v7+978PBVpXQ12zZk2JK/3qCyWLhBBCCCHkqiDE3XhSSH/gdoSMHgfPwDVQadu/6Auiw6RJHl3nbkz1qMTXfe6es0cp/vbOwe3t8FKybp1v5xHFzmSrVTizbl1f9TC7tWnTJv958+bVA4CHhwfX6XQcAKxWK1OUHxeqzcjIsCYkJPSaKLqirq5O2LNnj+Gee+7p8z2za9cufVVVlfrGG29s7Lh9/vz5DYIgQBAEjB8/vrmsrEzT+djeXgsA1NfXiwDQ0NAghoaGOgf0orpBySIhhBBCCLkqKEf+drdy7PNbhZjMw8LY+37FIiYkQOe3FQAYlwWIglv3HYoR0Tkj5t9Qx8v3H4a9sXloej082MxmtSvtrC62uyC2zcZKS0u1HZPAwsJCdXx8vCk6Ojr117/+dYXRaHQrkXI4HEJKSkpSWlpa4vr160d03v/hhx/6Tp48udHPz6/XkimyLOPJJ58cuXr16tKe2tjtdrZx40b/WbNmNXS3v6fX8qc//al4zpw5ccHBwambNm3yX7p0qdmd1+gKShYJIYQQQsiwpxTnJqCxfC3qijcr+Z88BYCxiGvOISDuIWg8jwMAEwSXV+RkBp9y7YTJC5nijIeoOSAk3PzPIev8MODh4qiXrh+jYxUVFSqDwXBBoh8bG+s8ceLE0WPHjuV/9NFHAaWlpW4t7FlYWHgoPz//2IYNG4qee+65kUeOHNF23L9p0ya/u+++u7avOK+99lrgTTfdVB8bG9vj67r//vsjJ02aZJkxY4alu/09vZZVq1YFf/rppycrKysP3XPPPdW//OUvR7rzGl1BySIhhBBCCBn2mFdgGQTRAUXSoL5khXLwo3d49QkPISqjChqvAwAA0fVkUQwK/Yv3vY8UA9wA77D/Gap+DxdRCxbUiTpdr6Nwok6nRC5Y4PZUYE9PT8XhcHSb1xiNRmdCQoL1X//6l8GdmG2jdyaTyTFp0qSmvXv36tv2VVRUiIcOHfKcN29etyOBHf3nP//xeu+994LCw8NH//73v4/49NNP/R955JHwtv1PPvlkaHV1tSo7O7vHkcfuXsvZs2dVx44d002bNq0ZABYsWFC3f/9+L3deoysoWSSEEEIIIcMeC4hvhlr/RfsGS8V/8VM5pcqBP++GpfIeCCpJMPhUQa25cFVUUYQYErFTM3bSQt1Nt1+vGZ3+kCo6/mXRP2ivcnTL3WBCkxB3096L/XquNBp/fznmscd6nSYZ89hjZk0f0zq7ExgYKMuyzFpaWhgAnDp1Sm2xWBgAVFVVifv37/dKTk62uRqvqqpKtFqtDADMZrNq//79Xqmpqda2/evWrfObNm1avV6vb3+v5OTk6O+44w5j51iff/75abPZfLi8vPzwiy++WDZnzpyaNWvWlAPAqlWrAnbs2OGzZcuWIlHsfo2knl5LYGCgZLFYxEOHDmkBYOvWrd6xsbEuv0ZXUZ1FQgghhBByddD7r4W96TbIDh8AgLM5AIrTA56B2fAOf8vn0WmH1PFboux5eyfI1ZWpkKUAdXzKBp9fPL2rQ5RvAEA59veZaD73B/hG33opXsqVqK2OYuc6i6JOpwy0zuKUKVMatm3b5nX77bc3HTp0SPfss89GMMbAOcejjz5acc0111gBYNmyZUFZWVkhNTU16rS0NFNmZmbDxo0bS3bu3Kl/++23Azdu3Fhy8OBBj1/96ldRbccvWbKkIj09vT0R27x5s98zzzxzQeJbXFysbVuIxlXPPPNMVGhoqH38+PFJAHDLLbfUvf766+aOfenttbz55psld9111yjGGHx8fOS//OUvp/v779cTxnm/SsoQQgghhBByxeFl+41csgVBdmqgODVM632KRU5yq8yAcvzLa9FSswyGkP8SYqcX9n3E8JaXl1eclpZW7Wp7R22tcGbdOl+r2azWhYY6IxcsqOvPiGJHubm5uhUrVoRs2bJl0BMmVyxevDhi4cKFNRMnTrT23Xrobd261bBy5crgnJycC96feXl5AWlpaUZX49DIIiGEEEIIuWqwiPHFDCju7/HKyW2j4Wx5BH7RdwlRGS4nSORHGj8/JXbJkprBjJmRkWHdt29foyRJUKkufoqzdu3asot+0h5kZ2f7vvrqq2GjR49uGWgsGlkkhBBCCCHEBUrRN6Mg2xcx7/Dfs+Bk+6Xuz+XC3ZFFcunQyCIhhBBCCCGDjFceCWdarxtY+NT/B4BGW8hVgZJFQgghhBBC+qLzDWbeYe9c6m4QcjFRskgIIYQQQkgfmHfY95e6D8NFS02NmLdunW+T2aw2hIY60xYsqNP7+7tc45JcPJQsEkIIIYQQQi6K7c8+G/JdVlao1KF0xr9/+9uREx97zHzjAEpnkKEh9N2EEEIIIYQQQgZm+7PPhuQuXx7eMVEEAMlqFXKXLw/f/uyzIf2NbbFY2IQJExIkSWrfVltbKwQFBaUuWLAgsm3b7Nmzo41GY0pcXFzy3LlzjXa7nXWOdeLECU1ycnJSYmKiKTY2Nnn58uWBbfs+++wzg8lkSkpMTDSlp6cn5Ofna/vq28MPPxwRGxubHBMTk/zAAw+MVJTWKiGKouCxxx4LNxqNKTExMcnLli0L6nzs7t27dWPGjEmMjY1Njo+PN2VnZ/t2bnP//feP1Ov1Y9ueZ2dn+0ZGRqZkZmbG9tW3vlCySAghhBBCCBlSLTU14ndZWaG9tfkuKyvUWlvbr/wkKysrYPbs2XUdy2Y8+eST4RMnTmzq2O7ee++tLSoqyj9+/PgRm83GVq9eHdA5VmRkpHP//v0FBQUFRw8cOHDszTffDCkuLlYDwOOPPx71wQcfnC4oKDg6d+7c2t///ve9vqbt27d77t2716ugoODIiRMnjhw8eNDziy++MJzvs39ZWZn61KlT+UVFRUcefPDB2s7He3l5KevXrz9dWFh4ZNu2bSeff/75kdXV1WLb/p07d+obGhoumC26aNGiujVr1rhVO7QnlCwSQgghhBBChlTeunW+nUcUO5OsVuHgunVdRs5csWnTJv958+bVtz3ftWuXvqqqSn3jjTc2dmw3f/78BkEQIAgCxo8f31xWVqbpHMvDw4PrdDoOAFarlbWNBLapr68XAaChoUEMDQ119tYvxhjsdjuz2WzMarUKkiSxsLAwJwC8++67QS+99JJZFFtzv/DwcKnz8ampqfbRo0fbAcBoNDr9/Pwks9msAgBJkvD0009HvPnmm0NW45GSRUIIIYQQQsiQajKb1a60s7jYriObzcZKS0u1CQkJDgCQZRlPPvnkyNWrV5f2dIzdbmcbN270nzVrVkN3+wsLC9Xx8fGm6Ojo1F//+tcVRqPRCQB/+tOfiufMmRMXHBycumnTJv+lS5eae+vb9OnTmzMyMppCQ0PTwsLCUjMzMxvHjRtnA4DS0lLt+vXrfVNSUpKmTJkSd/jw4V6ntObk5OidTiczmUx2AHjllVeCbr755vqo/9/e/YQ2ecdxHP/GppjYZFn/ZF0X14QtmJhaKqLWEfCgTiyeFMESMNoqiGJBUHoQUfRkESteBMn04KHipQQpFkT0IBGhPaxpWCGbM7GJjUva2hHbNE0fd9BKaWraNHZ6eL+OeX6/b54/pw/f5/f8zOacgbUQhEUAAAAAy0q/QAduhm6R42aLxWJqvV7/sSvX1tZm3Llz5xur1frJWgcPHqzesmVLcteuXcn5jlut1qlgMPjHwMBAoKOjo2JwcFAtItLe3l7Z2dn55+vXr/0ulytx7NixH3OdWyAQWBkMBjWRSMQfiUT8T5480Xd3d+tERNLptEqj0bwLBAIDhw8fjh86dMjyqTrhcLi4qanpJ4/HEyoqKpJQKFTs9XpLz5w5888Ct6cghEUAAAAAy6rO7R5Va7VKrjFqrVZZ73aP5lu7pKRESafTH3PNs2fPdDdv3vzOZDLVnj9/fnVnZ2f58ePHTTPHT506VZVIJNQej+eTnccZFotlymazTTx8+FD/6tUr9cDAgHbbtm1vRUTcbvdob2+vLtf8u3fvfrtp06a3BoNBMRgMyo4dO8Z8Pl+JiEhlZWXa5XKNiogcOHDgTTAY1M5XY2RkZEVDQ4P13Llz0e3bt7/9cI2rwuGwxmKx1JpMptpUKrWiurp63WLuVz4IiwAAAACW1ary8un6lpacr2zWt7QMacvKcgbK+RiNxunp6WnV+Pi4SkTk3r17L4aGhvqj0Wj/hQsXInv37h2+fv16VESkvb294tGjRwav1/v3zFrBuZ4/f16cTCZVIiLxeLyot7dXV1NTkzIajZlkMlnk9/tXioh0dXV9Y7VaUyLvXxHds2ePZW6t6urqtM/n009NTcnk5KTK5/PpHQ5HSkSkoaHhTXd3t15E5P79+3qz2Tw5d34qlVLt3r3b2tjYONzc3PwxSDc2No4lEom+aDTaH41G+zUajfLy5ctAvvduIYRFAAAAAMvu17a2mLO1NTq3w6jWahVna2u0kH0Wt27dOvbgwYOcXT4RkdbWVnMikVBv3Lhxrd1ud5w+fbpK5P1XRffv328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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def replace_legend_items(legend, mapping):\n", + " for txt in legend.texts:\n", + " for k,v in mapping.items():\n", + " if txt.get_text() == str(k):\n", + " txt.set_text(v)\n", + "\n", + "import matplotlib.pyplot as plt\n", + "f, ax = plt.subplots(1, figsize=(16, 9))\n", + "gdf.assign(cl=q10.yb).plot(column='cl', categorical=True, \\\n", + " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", + " edgecolor='white', legend=True,\n", + " legend_kwds={'loc': 'lower right'})\n", + "ax.set_axis_off()\n", + "replace_legend_items(ax.get_legend(), mapping)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Interactive Exploration of Choropleth Classification\n", + "\n", + "Next, we develop a small application that relies on `mapclassify` together with [palettable](https://jiffyclub.github.io/palettable/) and [ipywidgets](https://ipywidgets.readthedocs.io/en/latest/) to explore the choice of:\n", + "\n", + "- classification method\n", + "- number of classes\n", + "- colormap\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d3b159f774eb498bb901b3e05bb0c1b3", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(RadioButtons(options=('Sequential', 'Diverging', 'Qualitative'), value='Sequential'), Output())…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from mapclassify import color\n", + "import mapclassify\n", + "from ipywidgets import interact, Dropdown, RadioButtons, IntSlider, VBox, HBox, FloatSlider, Button, Label\n", + "\n", + "def replace_legend_items(legend, mapping):\n", + " for txt in legend.texts:\n", + " for k,v in mapping.items():\n", + " if txt.get_text() == str(k):\n", + " txt.set_text(v)\n", + "\n", + "k_classifiers = {\n", + " 'equal_interval': mapclassify.EqualInterval,\n", + " 'fisher_jenks': mapclassify.FisherJenks,\n", + " 'jenks_caspall': mapclassify.JenksCaspall,\n", + " 'jenks_caspall_forced': mapclassify.JenksCaspallForced,\n", + " 'maximum_breaks': mapclassify.MaximumBreaks,\n", + " 'natural_breaks': mapclassify.NaturalBreaks,\n", + " 'quantiles': mapclassify.Quantiles,\n", + " }\n", + "def k_values(ctype, cmap):\n", + " k = list(mapclassify.color.colorbrewer.COLOR_MAPS[ctype][cmap].keys())\n", + " return list(map(int, k))\n", + " \n", + "def update_map(method='quantiles', k=5, cmap='Blues'):\n", + " classifier = k_classifiers[method](gdf.BLK90, k=k)\n", + " mapping = dict([(i,s) for i,s in enumerate(classifier.get_legend_classes())])\n", + " #print(classifier)\n", + " f, ax = plt.subplots(1, figsize=(16, 9))\n", + " gdf.assign(cl=classifier.yb).plot(column='cl', categorical=True, \\\n", + " k=k, cmap=cmap, linewidth=0.1, ax=ax, \\\n", + " edgecolor='grey', legend=True, \\\n", + " legend_kwds={'loc': 'lower right'})\n", + " ax.set_axis_off()\n", + " ax.set_title(\"Pct Black 1990\")\n", + " replace_legend_items(ax.get_legend(), mapping)\n", + "\n", + " plt.show()\n", + " \n", + "\n", + "\n", + "data_type = RadioButtons(options=['Sequential', 'Diverging', 'Qualitative'])\n", + "\n", + "bindings = {'Sequential': range(3,9+1),\n", + " 'Diverging': range(3,11+1),\n", + " 'Qualitative': range(3,12+1)}\n", + "\n", + "cmap_bindings = {'Sequential': list(color.sequential.keys()),\n", + " 'Diverging': list(color.diverging.keys()),\n", + " 'Qualitative': list(color.qualitative.keys())}\n", + "\n", + "class_val = Dropdown(options=bindings[data_type.value]) \n", + "cmap_val = Dropdown(options=cmap_bindings[data_type.value])\n", + "\n", + "def type_change(change):\n", + " class_val.options = bindings[change['new']]\n", + " cmap_val.options = cmap_bindings[change['new']]\n", + "\n", + "def cmap_change(change):\n", + " cmap=change['new']\n", + " ctype = data_type.value\n", + " k = k_values(ctype, cmap)\n", + " class_val.options = k\n", + " \n", + "data_type.observe(type_change, names=['value'])\n", + "cmap_val.observe(cmap_change, names=['value'])\n", + "\n", + "\n", + "from ipywidgets import Output, Tab\n", + "out = Output()\n", + "t = Tab()\n", + "t.children = [out]\n", + "#t\n", + "\n", + "# In this case, the interact function must be defined after the conditions stated above...\n", + "# therefore, the k now depends on the radio button \n", + "\n", + "with out:\n", + " interact(update_map, method=list(k_classifiers.keys()), cmap=cmap_val, k = class_val)\n", + "\n", + "display(VBox([data_type, out]))\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Chainging the type of colormap (sequential, diverging, qualitative) will update the options for the available color maps (`cmap`). Changining any of the values using the dropdowns will update the classification and the resulting choropleth map.\n", + "\n", + "It is important to note that the example variable is best portrayed with the sequential colormaps. The other two types of colormaps are included for demonstration purposes only." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docsrc/notebooks/03_pooled.ipynb b/docsrc/notebooks/04_pooled.ipynb similarity index 100% rename from docsrc/notebooks/03_pooled.ipynb rename to docsrc/notebooks/04_pooled.ipynb diff --git a/docsrc/notebooks/04_Greedy_coloring.ipynb b/docsrc/notebooks/05_Greedy_coloring.ipynb similarity index 100% rename from docsrc/notebooks/04_Greedy_coloring.ipynb rename to docsrc/notebooks/05_Greedy_coloring.ipynb diff --git a/docsrc/notebooks/05_plot.ipynb b/docsrc/notebooks/05_plot.ipynb index 79b6082f..eb1a6058 100644 --- a/docsrc/notebooks/05_plot.ipynb +++ b/docsrc/notebooks/05_plot.ipynb @@ -74,13 +74,25 @@ { "data": { "text/plain": [ - "(
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\n", 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,\n", - " )" + " )" ] }, "execution_count": 6, @@ -105,7 +117,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -129,7 +141,7 @@ "data": { "text/plain": [ "(
,\n", - " )" + " )" ] }, "execution_count": 7, @@ -138,7 +150,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -160,7 +172,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -182,7 +194,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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" ] @@ -202,9 +214,24 @@ "execution_count": 10, "metadata": {}, "outputs": [ + { + "ename": "TypeError", + "evalue": "__init__() got an unexpected keyword argument 'fmt'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n\u001b[0;32m----> 2\u001b[0;31m legend=True)\n\u001b[0m", + "\u001b[0;32m~/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, gdf, border_color, border_width, title, legend, cmap, axis_on, legend_kwds, file_name, dpi, ax)\u001b[0m\n\u001b[1;32m 1063\u001b[0m \u001b[0mscheme\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1064\u001b[0m \u001b[0mlegend\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1065\u001b[0;31m \u001b[0mlegend_kwds\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlegend_kwds\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1066\u001b[0m )\n\u001b[1;32m 1067\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0maxis_on\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/analytical/lib/python3.7/site-packages/geopandas/geodataframe.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 654\u001b[0m \u001b[0;32mfrom\u001b[0m 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scheme, k, vmin, vmax, markersize, figsize, legend_kwds, classification_kwds, missing_kwds, **style_kwds)\u001b[0m\n\u001b[1;32m 706\u001b[0m \u001b[0mlegend_kwds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"numpoints\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 707\u001b[0m \u001b[0mlegend_kwds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"loc\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"best\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 708\u001b[0;31m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpatches\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcategories\u001b[0m\u001b[0;34m,\u001b[0m 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unexpected keyword argument 'fmt'" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -396,7 +423,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.6" } }, "nbformat": 4, diff --git a/docsrc/tutorial.rst b/docsrc/tutorial.rst index 708ee3c5..082e2e59 100644 --- a/docsrc/tutorial.rst +++ b/docsrc/tutorial.rst @@ -7,6 +7,7 @@ Tutorial notebooks/01_maximum_breaks.ipynb notebooks/02_legends.ipynb - notebooks/03_pooled.ipynb - notebooks/04_Greedy_coloring.ipynb + notebooks/03_choropleth.ipynb + notebooks/04_pooled.ipynb + notebooks/05_Greedy_coloring.ipynb diff --git a/notebooks/03_choropleth.ipynb b/notebooks/03_choropleth.ipynb new file mode 100644 index 00000000..cfc6c4b3 --- /dev/null +++ b/notebooks/03_choropleth.ipynb @@ -0,0 +1,469 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Choropleth\n", + "\n", + "`mapclassify` is intended to be used with visualizaiton packages to handle the actual rendering of the choropleth maps defined on its classifiers. In this notebook, we explore some examples of how this is done. The notebook also includes an example that combines `mapclassify` with [ipywidgets](https://ipywidgets.readthedocs.io/en/latest/) to allow for the interactive exploration of the choice of:\n", + "\n", + "- classification method\n", + "- number of classes\n", + "- colormap" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "import libpysal \n", + "import geopandas as gpd\n", + "import mapclassify" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.3.0'" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mapclassify.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The example in this notebook use data on southern US counties from a built-in dataset available through `libpysal`. We use `libpysal` to obtain the path to the shapefile and then use `geopandas` to create a geodataframe from the shapefile:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "pth = libpysal.examples.get_path('south.shp')\n", + "gdf = gpd.read_file(pth)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once created, the geodataframe has a `plot` method that can be called to create our first choropleth map. We will specify the column to classify and plot as `BLK90` which is the percentage of the county population that is black. The classification scheme is set to `Quantiles`, and the number of classes set to `k=10` (declies):" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "gdf.plot(column='BLK90', scheme='Quantiles', k=10, figsize=(16, 9))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can peak under the hood a bit and recreate the classification object that was used in the previous choropleth:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Quantiles \n", + "\n", + " Interval Count\n", + "----------------------\n", + "[ 0.00, 0.28] | 142\n", + "( 0.28, 1.54] | 141\n", + "( 1.54, 3.31] | 141\n", + "( 3.31, 5.72] | 141\n", + "( 5.72, 10.01] | 141\n", + "(10.01, 15.51] | 141\n", + "(15.51, 22.89] | 141\n", + "(22.89, 31.57] | 141\n", + "(31.57, 42.38] | 141\n", + "(42.38, 86.24] | 142" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q10 = mapclassify.Quantiles(gdf.BLK90,k=10)\n", + "q10" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For quick, exploratory work, the classifier object has its own `plot` method that takes a geodataframe as an argument:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_ = q10.plot(gdf)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Back to working directly with the dataframe, we can toggle on the `legend`:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "f, ax = plt.subplots(1, figsize=(16, 9))\n", + "gdf.assign(cl=q10.yb).plot(column='cl', categorical=True, \\\n", + " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", + " edgecolor='white', legend=True)\n", + "ax.set_axis_off()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we see the 10 classes, but without more specific information on the legend, the user has to know that 0 is the first declile and 9 the 10th. We also do not know the values that define these classes. \n", + "\n", + "We can rectify this as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['[ 0.00, 0.28]',\n", + " '( 0.28, 1.54]',\n", + " '( 1.54, 3.31]',\n", + " '( 3.31, 5.72]',\n", + " '( 5.72, 10.01]',\n", + " '(10.01, 15.51]',\n", + " '(15.51, 22.89]',\n", + " '(22.89, 31.57]',\n", + " '(31.57, 42.38]',\n", + " '(42.38, 86.24]']" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q10.get_legend_classes()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "mapping = dict([(i,s) for i,s in enumerate(q10.get_legend_classes())])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{0: '[ 0.00, 0.28]',\n", + " 1: '( 0.28, 1.54]',\n", + " 2: '( 1.54, 3.31]',\n", + " 3: '( 3.31, 5.72]',\n", + " 4: '( 5.72, 10.01]',\n", + " 5: '(10.01, 15.51]',\n", + " 6: '(15.51, 22.89]',\n", + " 7: '(22.89, 31.57]',\n", + " 8: '(31.57, 42.38]',\n", + " 9: '(42.38, 86.24]'}" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mapping" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def replace_legend_items(legend, mapping):\n", + " for txt in legend.texts:\n", + " for k,v in mapping.items():\n", + " if txt.get_text() == str(k):\n", + " txt.set_text(v)\n", + "\n", + "import matplotlib.pyplot as plt\n", + "f, ax = plt.subplots(1, figsize=(16, 9))\n", + "gdf.assign(cl=q10.yb).plot(column='cl', categorical=True, \\\n", + " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", + " edgecolor='white', legend=True,\n", + " legend_kwds={'loc': 'lower right'})\n", + "ax.set_axis_off()\n", + "replace_legend_items(ax.get_legend(), mapping)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Interactive Exploration of Choropleth Classification\n", + "\n", + "Next, we develop a small application that relies on `mapclassify` together with [palettable](https://jiffyclub.github.io/palettable/) and [ipywidgets](https://ipywidgets.readthedocs.io/en/latest/) to explore the choice of:\n", + "\n", + "- classification method\n", + "- number of classes\n", + "- colormap\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d3b159f774eb498bb901b3e05bb0c1b3", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(RadioButtons(options=('Sequential', 'Diverging', 'Qualitative'), value='Sequential'), Output())…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from mapclassify import color\n", + "import mapclassify\n", + "from ipywidgets import interact, Dropdown, RadioButtons, IntSlider, VBox, HBox, FloatSlider, Button, Label\n", + "\n", + "def replace_legend_items(legend, mapping):\n", + " for txt in legend.texts:\n", + " for k,v in mapping.items():\n", + " if txt.get_text() == str(k):\n", + " txt.set_text(v)\n", + "\n", + "k_classifiers = {\n", + " 'equal_interval': mapclassify.EqualInterval,\n", + " 'fisher_jenks': mapclassify.FisherJenks,\n", + " 'jenks_caspall': mapclassify.JenksCaspall,\n", + " 'jenks_caspall_forced': mapclassify.JenksCaspallForced,\n", + " 'maximum_breaks': mapclassify.MaximumBreaks,\n", + " 'natural_breaks': mapclassify.NaturalBreaks,\n", + " 'quantiles': mapclassify.Quantiles,\n", + " }\n", + "def k_values(ctype, cmap):\n", + " k = list(mapclassify.color.colorbrewer.COLOR_MAPS[ctype][cmap].keys())\n", + " return list(map(int, k))\n", + " \n", + "def update_map(method='quantiles', k=5, cmap='Blues'):\n", + " classifier = k_classifiers[method](gdf.BLK90, k=k)\n", + " mapping = dict([(i,s) for i,s in enumerate(classifier.get_legend_classes())])\n", + " #print(classifier)\n", + " f, ax = plt.subplots(1, figsize=(16, 9))\n", + " gdf.assign(cl=classifier.yb).plot(column='cl', categorical=True, \\\n", + " k=k, cmap=cmap, linewidth=0.1, ax=ax, \\\n", + " edgecolor='grey', legend=True, \\\n", + " legend_kwds={'loc': 'lower right'})\n", + " ax.set_axis_off()\n", + " ax.set_title(\"Pct Black 1990\")\n", + " replace_legend_items(ax.get_legend(), mapping)\n", + "\n", + " plt.show()\n", + " \n", + "\n", + "\n", + "data_type = RadioButtons(options=['Sequential', 'Diverging', 'Qualitative'])\n", + "\n", + "bindings = {'Sequential': range(3,9+1),\n", + " 'Diverging': range(3,11+1),\n", + " 'Qualitative': range(3,12+1)}\n", + "\n", + "cmap_bindings = {'Sequential': list(color.sequential.keys()),\n", + " 'Diverging': list(color.diverging.keys()),\n", + " 'Qualitative': list(color.qualitative.keys())}\n", + "\n", + "class_val = Dropdown(options=bindings[data_type.value]) \n", + "cmap_val = Dropdown(options=cmap_bindings[data_type.value])\n", + "\n", + "def type_change(change):\n", + " class_val.options = bindings[change['new']]\n", + " cmap_val.options = cmap_bindings[change['new']]\n", + "\n", + "def cmap_change(change):\n", + " cmap=change['new']\n", + " ctype = data_type.value\n", + " k = k_values(ctype, cmap)\n", + " class_val.options = k\n", + " \n", + "data_type.observe(type_change, names=['value'])\n", + "cmap_val.observe(cmap_change, names=['value'])\n", + "\n", + "\n", + "from ipywidgets import Output, Tab\n", + "out = Output()\n", + "t = Tab()\n", + "t.children = [out]\n", + "#t\n", + "\n", + "# In this case, the interact function must be defined after the conditions stated above...\n", + "# therefore, the k now depends on the radio button \n", + "\n", + "with out:\n", + " interact(update_map, method=list(k_classifiers.keys()), cmap=cmap_val, k = class_val)\n", + "\n", + "display(VBox([data_type, out]))\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Chainging the type of colormap (sequential, diverging, qualitative) will update the options for the available color maps (`cmap`). Changining any of the values using the dropdowns will update the classification and the resulting choropleth map.\n", + "\n", + "It is important to note that the example variable is best portrayed with the sequential colormaps. The other two types of colormaps are included for demonstration purposes only." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/03_pooled.ipynb b/notebooks/04_pooled.ipynb similarity index 100% rename from notebooks/03_pooled.ipynb rename to notebooks/04_pooled.ipynb diff --git a/notebooks/04_Greedy_coloring.ipynb b/notebooks/05_Greedy_coloring.ipynb similarity index 100% rename from notebooks/04_Greedy_coloring.ipynb rename to notebooks/05_Greedy_coloring.ipynb diff --git a/notebooks/05_plot.ipynb b/notebooks/05_plot.ipynb index 79b6082f..eb1a6058 100644 --- a/notebooks/05_plot.ipynb +++ b/notebooks/05_plot.ipynb @@ -74,13 +74,25 @@ { "data": { "text/plain": [ - "(
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\n", 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,\n", - " )" + " )" ] }, "execution_count": 6, @@ -105,7 +117,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -129,7 +141,7 @@ "data": { "text/plain": [ "(
,\n", - " )" + " )" ] }, "execution_count": 7, @@ -138,7 +150,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -160,7 +172,7 @@ "outputs": [ { "data": { - "image/png": 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nMqIqgQPzL6PvSuxsC81qmr6xljbypdLYqXR+0GCM6Zy4zhk3CLoEpKsgpFRKKCWlVFJAQUhIoRSEVEoqBaFAQim1Kca/+pobtgXi5hGBwK17VLFePe1ojojTmWpnxKsXrnXNxtjQaCZ7bm6tnv6u5v6ZO7Tw88IV6rwbhnMl9+SsrCkLCUGhSXPeWksbS/Hpuw9tyjq0nwCXkRIESIOhtCGqUq+8qfeilFHrhUDg1jmObd9JjO01DPNFfve1uz3W/uNTs6hmHc5W1NAWY2I8J+u+21DSjNJPB/PX17vfC4lqOLG3SR0u9/pUKkV3nqXX9ETw4K6EGunt7VXzxzkAnrYRPZWjLeMl2p626TczDs2/B57++/Rllbzvu4fHYhruff9Lr/w1b1/R6hMI3DqnpanhrsHh0SebmlsPcc3fNEBdjfGumIbJnIuK17NcRWiJGenxXKnua2FmSG/0s2xhuegMDy6IVDl8Z4j95UgRf3k6B/XwFI3zM4eflAodQrFtCtBdCcNdwRHbVcRcF52AeokHL2HNEbiJXAZs6O6cchz7s373wzlHe1Qfrvb+kKnVZcf3fHqSeq6kaFO9+12MMMeD5V779z8+/Ftni3g/QHAVUd6l9lmHXpRz6eqioGhJkOEqQrnWtCUQ/+LPDm2ucuhrlkDgLhNy2dl/Ea475Xc/O1oiVdtCpqnVPdZyU3t0QCi26s8BQaEzpO4v59p/+Mnhl48U8UnpoeOeq4gPFegVXrW3Vlj1P2xAfejp6jhbKhXeW0sSzHK4sj3WBVTXh2nUP1yrsSFcFzealYhq6L+hRa1YWObjdx7aP1zEl1xFnrvVcELa6zZXm0DgLiNGhwY+Z1ml//Czj47GeHtcQ1W7cqah1X0lLBw2Gle+yn80Wnn97dN3H9o0VKCv2pJ8SSOv1qEerLsXFLA0vb29Kjeb+UPHth8+/7iU0jNhYYyhPaaPVnOvqfO6xkp1JbSCBdpczz6XIsTxwHLnv3LfofiZHH2lKGirH/1rpKykrg740fZqEuyiXmb0dHVMDg6NvDDekHwfY6xDCHGCGLsiFAq/yas+drZGcWImc8FRCQ0AFXOT2cnpSeG4QrhCOo4jXceVruPKaMQUqKO/76b2aL+r2O66dbgkCu0htaTAfeeBFDsyyz6bdelZfo3A5Jj6vdv2lO2icqkQCNxlyIaeriyAP1n4OZMrfcKrtj9356EnHzg2Frr/+3eMQkGTSmlQ4ApKcxzBu1rjM4dOTexa7N6NXU192FG/qnhNyXB+LRRgiGoYbg8tbT2lMuyvp6zK0l5VCgHrMplmIHABAFTVySallLBtRxVsu/Tk6amRf/zJmWs4AzRNLwyOTl+U9rytKRpeqi3bcesarhWJmA1rQeE0woOvelbvossEH/rx4d87W8Sf+12KQSM86WsHq0QgcAFQSlX06f3uz99/8PHBbIeQynSEMkuuMm1XhRWwDQCkAFrbmkcHR6efUUiaCBBCLRmS5dpOMsSAejjdtsa4ZWNt+L+FlvB/+8hPDr9ipIiPe+kOsswYHl75qkuPYJMhAADKTjYppcRjA9musazbOpkXiUxJmparLnIM0WKJi2osxCOmOzqZjS/VdjpnRdsjqEvs7Jb22BlH+V9wemUU2kx1kcD933sPdaRt9XdCUV3GyKjy+h2XAoEFF1AWX7uv7+B/3D9o5iy3cTzntq50PYvEL5r8hU0tMzadXzLbiBASmnQygL7kNNYrWhrDa2LNKcIxvjPxTIH76B2Hbx8t0qc1UnXL5OtI1JRNZa0SCFxAWXzlgUHz+ERpR7nXCz10URZazlgOWD5fnLRKubkSBP4SjZrRtbD+pjM8eOu+XhcAvvNASj84w94/buFPhSI9oanj9RqHI7EmputeEwhcwKI8dHTk5FcfHJgRSkEpxc9MWeXUojmHrXiHoTHY5y2oMU4rTj+FbZXAl5zFekJjmDkO0aYqAy48pSRw05997/CdnDAgFduacej5C+cYwarjUFY3Z7xPBAIXAMdxTpghBTpvLfvf7z8zc+eR9N5q25wuysS2LZ1TR44Pn7PYQoamrtjQlB2ZyMbzpcUzhDvFogWfKxBs74iesSW7wt9eysOS1GZJvGCxcwTULXRNY+ivV1/1JBC4AIyNDP73b/3LT+87PjjZo3MuOGfSkYiFlEoxxhQxLhgnxRiXYEwxxkGcK65pDIwRY5yIcz73M+eMMw2cc56M2zhvSnpicHo30dxmw3U7Ow4/fuzs1ReOxS2VpN8C19IUWfUi0+VAhLqFrkmFjnr1VU8CgQtAb2+vGp/+9v+cHk5/2Mt2d2xsvsh5VSlgNm9p2YK9qHXilEq+T5WiMTNSWAPT05WgOno52BIvS6VSVEk+ukuBwE0kAADwnGs3fSUa1j3NrOG4ouLdAte2fd1hSBhMCrBLYkGd6rsu5qw3cQMCgQuY5yN/9uah1mT0B162aTtiyUr3S2Vtcm3HVxeRHd3RfkuxiyIs1ih1Sz5QFOj43D2H1kBcrrcEU9SAc2zb0PS1M6Mzr/WqvXS21NWSDLuTM8VF3mfq3MPbEDNle1PsCduRaGuJGW5CSwEAzV1DCkTq6esJau7BV3MCcGHaWgJAUs0fnxPShQ9yFjXYjFevz08IErasX+YBoYgmLOwHcKRefdaDQOACzvGWX7ru208dHzszkc5v9qK9QsnRN3YkBiZnihc5kZ5vwXU0x88e65+8HgBm86VSuMUJCeWP8dKra5O+NOwxLSYOTVi0p179mSSFybDvb3902LQlrtgUVf/n7c/fc6Je/ftFIHAB53jdK251//Zz9359Ip3/k5WvLo+GWCi9c2NzWCkoNb8rSATR3hjVdI2GABKJmDkLoAsAMrlSaGuUCkM5+DKNbEqG29dECt9l4JAouoj7MUM1SYqYjlEAaQVYUsFwFRotic4TOfauhesadPUzAIHABawv9l/Z/ZXZXOmPpFKMCAogxQhgjBRjpAAoAoEYKQIUEUDEFAAwAhjnihiDlHMmGjGOYwNTF4V29fVPdS/Wv5AKTDizgO65wDVH+GSR+Jp3h2gy8OSEza6ppQ2TpJwXsukFIRNzQtYxZbMeAD3L3V8U1FlL/2uFQOACnsFn/+63n7jm1X/52MDZzH6lQAtzSQVAKXVuajlX/3j+3NMVkbG7d9uB6eYd5wogR0JSx1OVFWpXjpX3I1yrrcEcUsTrXpawEnSSIi+wYqzvAhEu5eYG42x3Q2i6uyFcMkjyrxycaJ4Xsm4Ai36QLI1CTEO/zlCqcOhrkkDgAi6CM/bdkuXur+ZeIvaMeZXDtHaipXdNF0NaVhHce2/fbd2J6kt+1YmkjoMTNrv2wuMhJtWWpDG6IGRtMVNPhPRGQ9c6NE3rwvwUP1consy6U1UHzu+Iq3e9oEP9a2/v4vnpLjUCgQu4iN5tbfccOT1R1b2MsWdIWboom7dvbp85fnpsSZeRC3Gtku31ClxbTBtVYbPsZAGrgUnScpTq2tWojfQ0hKa7G0KltnhIT4T0BkPXOs8XsiWpcdmuIKjQ27tnXYgbEAhcTaRSKXrPd88emcy7SQACgOztCL3j8//rlu+v9thqIRkPVZ2TTV1gwUkFhJPJs0D5AueUSsJrgdvcHhlVxNfUulKIpBvXMaSAaaGAG7sj2q27N+zQNC2ElYTMJ1y5fLaXS41A4Gqgt7dXzXx9eHoyL3YuHBvKODcDuKQFriUZneGcQYjKP8gZv9h3nMeSFeVecy3LUwf05ggf7uhs3FV2Vk8fMEmKuI4hzImZEgoNJYkNEzbbDGBz0sDAc3d0d2qaVtPio6q2KO08UtWx6k8dCCIZakTndPr8n/O2rF/VFJ94zW1XnmxuCFdV+u/CNTgAoEisoveZa1meffCGNMrf1Ntmu4zXOXpBos2UBxt1+WhCkycVwZm02aZJm12Xdtj1sy7bZsu5jMKMlPzVq9vckGnUvrNSY7AVEda6F01FBBZcjZjaRQK3/1t3PRr6ldv2XrK7UL29vcrQ+DEAlU/p2MUCJ7jRUEkTru14kqbb4GTfdk3boAqFF63i5SdtJo6NW3RVOYti17aGntzZ2XxdHYa1Io0GmY8dOXOVJB4GKKSIhQGEABSZctNMOtNc2sNX9+6+JN7fgcDVSNRgp87/ebYkEz8+ln32r9yGn67WmLzgN/7g12aygqUXOxdSzsxHPvBvWxY7x9jFBVLyLnU1xEIykyuVZcm5orrqWgxAVwwF7pbSbrGY2bGl07JcofHZ7CHOGGMMGmfEiJHGGGmMiHPGNDDSOZEhAD0voCmqLcadIGFJaOWIW1xXQ798bc+VNXXoIXvaG19r6aG/XvICpQBI58HjkzNcOn+6f2fn5+s3usoJBK5GOuLa6QvrrfWnnRuAS1vgSoo7eUGNi57k+tJPLrGLRCxnq1DPhvbhzJH+snyyhCvi53fAADSESTXoKkeuk3dLxaxTLBTcYtG1iwXYxZLpWFbctt3Gx2eLCSFkBEC3G33p6bFCaVEhXgyNAa+8qWuwpPEN5d6zGC0mjkxYtGLgOoNSr+ttK0VMo261F1ZkJU0mAsB1BbQqEqF6DKkWAoGrkb094WN3n8jDFk8vfuRt+aJUKvWhSzn9jM6wZJVzS6Khozkmz07lLhIzWmSKCgBaIjkFlCdw+aKd6NAJOUfBZFJGh1JHTveP7SlabhxAHCg3OSPJChellEFyPGLIcZq78cLXshDkv/z4XTSVY711RfmRPT0tnlpvpq4lXrQ1fvDAUHbrtF35hgFVVqKwbtlOqiUQuBp51ubIaEOIjUzkxblt/ZGMe8vf3DH+G1/rxRdXc2y1ENVwZGKJigCuYtTR0ZQ+O5VruvDcUgLHo/Gy02/nCjZvDqus5ap4dPhw6nDf8EWZf8ujss+X5+5KPjXLI3vrlSjclcrzTT5D19tevKen7YW7XHsmXzr6jz/v31WS5XdzcQHIZVnzm5RrfoBrnd7eXsXZMzcaFIBj49ZffeA/f3GRAFwqRDW17C7q7t2bprZuaLJi4Qv2A4gtuoClzEhF0xlyrGzzZN9Th48NViluAFB+yu/WKJ8JtyRriv+sFEso31wyONeMxlhkl8khKrlPqYrSpK95/VjzA7wU0DmduvBYpiQ3/fBI9kdv+eTdr06lUmvelL+QthDOLmcBha+8+orb3vYG82W//PzHzz/OlrDgXKaXHV8JAGzs9PQTB0/VIm4gqEoeVlnvx8GRKialf0EDBICBKjLJZGW/szX/vg4EzgNC2sUCBwDjObH/vtOF/37HN4d//DufuvfFqVTqkvl9Zx0kVrpGguC4zzQQiPNFLbh0UbZv2dBclsPvVdvbDj7w+Onesga60hDLp+7rpY5E3BUVGViVQZUXrpGq/KhhdQnoR7AG5wHxEFtU4IC5UKXhjHv7SCZ3+5Mjxb74t0e/v6PV+O47n91871oOaB4r0RXlfEBf+Dws9aZ3JdDc3DSCwally/Vt7mwYOjGY3lpJcP5SkFKyXCOjnhWsFtiQ0A4bul6Tlbo8BE6VCbeUFV2/5i24QOA8YGNSP/XY0PJ+jwrAeE7sGM+JHaem7Hc/MlgcNvjwgajBHtnYqB+4dXv0gV9/0f41U86uJFCWc2xjW/MzHgjGLnYTWYDHktnl2krGzWKh5Iqi5Xi0NlWRTNZV4Dgp8cor2yuatlfDcsKtQaI7xsebwvp4U1gvNZiGHjH0sgvyELB4cds1RCBwHrC3J3zoJ8dybsFRZf0+FYDJvFjI1fWq45M2Huwv2P/08x+NvXBH7AV/++bnHPd1wGXgSJQ1RYw0JhOMCCFTQ8jUilzTjCV3ISPLV6zvaI4fP3pm0juLpgJ5yxRlcuT02BObtrZc4yjuu2WyLakf7G5uuCgtktdwIgASXWE20xzWx5oieq4hpFNU1xo4Yx0g3gaitqoaV6puhamrJRA4D3jTi/en/+m+H/UXHLGt2jbytjLyttjw1EjpJQCWFbg//9J9V+1sM6f29oRH/fC1u/tASrMle04511pM3/Km333dmYfP5DbnbBU+VVg6waLQQkuGbF25tfXY0dMeihsAqmB6ZgllPjGYv3bXtuaco/wtPc1Jua+4sr0umYVv3ZQcYVxvAvFGEJWd0aVMlotWxXsAACAASURBVHAkWjsEAucRGtFJAFUL3ALponghgE/+3dfu7zk5aV/pStX9nltbv3C+kN15PPef33pqtjcRYmOMhgY0RkMGp4GQzgZiBhvc2KgP7t0Q7nvj7fumqxlDX5ZuKgiU9akuwXikvTnamXGHjowWl0+DLdEZCWkolJ7O68EY8Npfve2pwZODSp6qLgfdUigpVaWlRYWQRZC/AndFo57qakr4br0REbimdyrSfEo0EFhwlw2dCe07o1n3RbW2M1uSt7zyw3d+4viE/Y6Sq4zmCM8B+MLC+e/c82jYFdhqC4XJvGgH0A7gGdl3DwwV8cOjWfmxe390lhFGNEYjGqNRQ6PRsE4jDSE+urXZGL2+O3z8Vbdcf9G6X9qm7ZWsH9uKte7c0T7b1ZxN/TQ1teTUdrakIls3d42mjg50AsCObR3TL3zti0dKZvRqt2/wsbI7LJcqNg5cIW0/nwpOyn357o565qXzbXeYAgvu8uG11zR8ZnjWfctY1r2hlnaylkwcHLX+YOFndUHF8Vfdsrd498mf3Zgatd6ULopfmy6IRdNTFx3Fio5YMgPsfacL+OaTGfHBO380Ni+CoxqjEVOjs9fvat0MVll4pK1YwmxK9L72OeGnTg/OJA8N5zaWFknApiUapvZdt11cd8sNkxRvuLIE1gsAQvrgLlHFVqzrypKfT8WORiPV1RT33Xo7Dx83TwIL7rLh127fJ35w5O73zJbEd4uOWtGHrFwcofSPfuuBxB/9yrPOWVof/83npQC894s/euT9/35g5nMnpuw3VdN2wVG8sIgIto7nDyc7qon/JhSYcXX7pjZs3tKSgSsGcgXbFq4gCShD11QitjFZULxHgJ4xnVXKe5eDOTeRynBdZfu1w6CRcn7pyo5VydTrD2rNW3Br3lHvUuLLf3Drz67pCv1GSCPPkgZmLRm792T+zy+MhvjBzx/T3/KS/XYixO70qq8FhicLG1hlDvAXUZSsocj0q3gsutdIJq4PJRN7WTSyL6e07XIRLZNC+qArlb8G2xW+Jf7d2WSkOhpjbUIInBiZHPvqz48/9cdffOjAPU8N9PnVJ3y04EhVFga2GgQWnMd85Q9v+84bPnbX2x8fLn3JFsqTxI2pUetP3/3t0e7bDs3+r9mSjD4yWPzTdFG86UN3/eSuqzrNX2ijc460XtE/bcdvIDmYV7WlDaoEKX0QuAq88hewHeF4nbsoQm4unysNnpiVeP3Dg6nhdKl7qiAX1k+ha+zALVdXXQhrJS7ZjDZeEAicD3z13bd97XUfvSt0eKz0iYKjKspmuxgKwIkp+03porjeEqotZ8kWAJguiNcOzjivrXnAi1Aq2hMww3UTuH233pjcsmvzE7PpWffQE8e7J9L52hfiq1iDsxwpl/fWWx4OAd11hiZnihOTaQvTebtlKu/2OAJL5oc7Opr1c9c2ELgA7/nGH932xXd99mePPDFc/MRQxn2hF21OFUTdMr8+dnRy6/5ru3O2Yr66TCxAzW2bWprbNrUAOH184CTSFdWpWbzNKkKJbEdUcI9EFDKTzZWGJ9PF4uSsFU7n3Y2Zklyxcvz5nJ21eoRwwXnwOHpN8Bv1kU/+9vMOf/q7D734jr7c7/eN2x/I2fKSSZ80nHGS1xdKTyAcqeeOHwCJYt7yJIRJVbHJYDtLJ08LkShZhdLg5Iw1O50pabMFt20y73YKhZqs9JmijJ0YSY/s3NDqxwZEYMEF+Mc7XnGjfAfwyXd99mc/emq09LGBtPPy1R5Tufzw0bPXvnxfxxNuKHytD5ucixJTTiGdLXq0C135s+24QovJUq44m0vnMtkc45o1UtJlJm83TeXFBstVyyYLqJYDp9MTgcB5D//ABz6w2mO4LHjZ3k3T+5uLX+mbsEdzltxvC1WXqV8tSAUcG851bEnyg3rIaFYg33fdbdL0jQ3GkyeOD7VJpWpS1Y7NG0dyMBcVDU4Km2JqOmpnzoSyYwN8cnBMjZ7Ojx47tuHeOx6JPfpQqiH15PFW4bhDgyKxN2vJpJD+eR3EDTb0omt7PBe4szOFAoj5EsnApfOlrpbE6ZWvXD0CC66O9Pb2qm/24jN/8eX7/ufB/uL7hmac37KEqr0Wps/85Mmpq3Z1Fod7tzdPF0m7ym9rrvHqa67pOXDk5JmhqdpC35QEJ4XuqEqjkBu3ZjP50uwsSvlcPJ8vtT+UKTQphWWXDax8QUdLTaO4iI64NpkuikbLVefiyI6P5TzznbyAy9qCCwRuFfjgm58zCuCdv/vpe794ZMz64NCM88K1/i48OlroPjpa6L55R8PRjq7GREkyXx1WTVOvqO4mJ8KWnsZpjbFxqVReSkmNxbHwUN+TmUdm8o1KYfEKYStgl0qeW9o3bEkOvu9Xrk4cG5kZeKo/M3NoKCNmi1ZCCIEl8oXWgBeZ9ZZCrvki0YHArSKfecfzH0qlUi/67a8PP3U263qRwdZ37u/L7EoO5aybd7c8FomFIgK0wVLM89oCobC5aK4xToStGxqnGdG4VMgLIcl2ZcyynY6TQ9PnLLLNncmjdz10suaCz47tVCWMy/HDQ5NXv2b/dP+Nu7q37t3ue1iqbwLHlMj51bZXBAK3yvT29ir5taHVHkZFzBSE+YNHx64HgLjB5PaO8JnmZHgqEjFQKDmYzdqxYslOdrbGRkOJ6A4Xla8BxeJhuWNT8xQDTQgl80IoZjsiVrKd9hOD0ytOLUOm7klEglTQvV54cwT4n3wtZX73j5uLiWgo7HHzz4D8MuGUAlNOxo+mvSQQuDXApZDbfimytmSPD+Q3YyC/+cJzB4eL7fu2lE50bWjuccEWraqlkwDLZ89On52cmhidLE6NT/JMOpdoT4a1vv6pZgDN1YxLClldEscLcBzXjDPA9jjgaTzndr/v648/8Ym3PctvNxyfLDjpMumO+9O2dwQCtxZQFSYtu4Q4cDq7/WUNxhOacltmp2cyM1MzVmZ6RmXSWT2XLSRmMoWO2bzVgQuKOadnzKk9W9ueOnRqvKokmArKE8uoaLtGl0lqqljbju5i3Hlk+tofHDh99GX7ttQ8lV4GXwSOoHIMYs0H2wcCVyGpVIpi8YZN4Wh0q64bmxhjm4hYExEilmX9e2tTwz2Vtrm12fhQIiS2OEJ1uFJ1ulJ1SoWuoiPb87a65MXvjicnr7WevO/s+HRuT7n3ZHJWczJuLVubdSlMQ0MmV/JkXdCyXUR1Kk0VvRHM85EK+OvvHG3dt61lpq0x7nW2Xb/J+5FN2msCgVuBVCpFbZ09LzVN8yWMsd2btu3YrWlaNy3iEqaUygO4p9I+vvru276w2PH/uvvR+MHR0rYz007XTFF02kJdd3jM+v1K219tHEVo39g1PD7dV1GabkZU1TpaNKyXpjOligpNL4VSAKfKIyLKJVOSze/5j8cO/d/fe07S+x1UX1nzGwxAIHBLMjA00hSLJ968aeuOt2q6fi3RyjMUxnhZdQzK5TW37s2+BngCc1/45Lcf3Nw3Yf2+l5lD6oXesXGjrp1Qjlt+1pBwSGe6zuE4lWXlMTgvuFJ6InCcEWzp73PycH9uz3/c2/fUb9y2248SgrW/W6QEwckAmIFCDgSbSTlZ+9D8JxC4Czg7PrU3HIm8vbml7fVc0ypa4Oaadu3g8OimDd2d/X6M7dbtsf4vHZgZm09VfklRUFo8ZGhFx7XL3lE9fGri6uZkeDIZCw06rmwZOJspK7sJY+TZ2pDGGWyBmp2xNQaENAadK5gac01ODmckFCCgIL/3+HDzs3e2TGzrbvW9lOA5pATBLQIqDUVZQJVAcAAiAAZAYQBxBdaoyGgA0bmYW0nuSN3GWQOBwAE4dfqMkUg2vs4wQm9pSDa+kBirakGZMcai0dhtAD7v8RABzLmUaGz4FObziF1KRHPjx7IF+5pK75uaKbZMzRRbrtjQdABAWQJHhIqchJeDcUJjRBtkTEo1l52EoOa/A3Tu2NM/s7khgEkFBoArQBNScSGhFx2wnC00IaHJZ65gNX76rlOPfeTN3gocU+6skjIFgjU3PGgAhQCKAWhUpEdBVPH6ogJrf/JQX/KaPTtmvByv11zWAnf8+AmtqbX9d1s7ut+t63rNFbEAgOv6c+CTwAGAzukUgGf51b5fTA8M1DRldIUs+71KjHlWkLhYcjFdEMnJgqw5r99K3H8ivdFxHKXrumc7tpK0mGK699k0iXGXmVsAPO552x5yyfpf1crE9MwrOro3PhSNxf/ZK3EDAMbYcy9ML+4lpkan/GrbL7pMe2xwZHpnLW3Yrig7ZIqRtxXXiVCXkKTpgmi56+DwUY+b9W2nUzJ9zdeXuOwsuPHJ9NWhcPiDsXjDK8rZOKgUTdOvaGxuvRrAk543DiBusktO4OzRgWFXyJqm1bYj2jgjCLny88oZeboNw5Qsetnecnz94SHrxddv9qw9P9MiCGZ+5cG+yaMEdVIBOgEWKXFKF/m/vO7KbWtiK+yyEbjT/QOsIdn0x7FE4n2Mcd9SFRERItHY8+GDwKVSKTI1qktFdK9o16zRUyf7t9baztRMMbG1uzF7Ymh6xYziROStBQdl+ysVT/Pk4OyOXKFkxSIhr0pD+CY0ingchP1qvi6vAgClAVDDAD7tV7+VcFlMUccmpnY0t7T/OByJ/r2f4rYA55qn7iIA8I5P39v7zm+N/OCh/uL/9rptv2jUnenBAw+qbN6u2YlVKgWusbJCgxh5a8GRFJ4K5nLkbRU5PZbxMASqPsL8dHcEyYy/ePRIvyehcrWyrgUulUrR1Ez2d2OJ5AOGab7QjynpYjDGnnPi5KmKvDZTqRQ9eaiv9dEjZ649cHT4BY8e6d92/rkTk/Y/DM44L1nzruPzJDSZzzz5SGZ6puDdOo1SZTmXMu7tH5pkdaUEGYBIFXXV+ifzXgax1/0to4h3uzz8vnr3uxjrdoo6OjbRs2Hz9k8YpvmaegnbAkTUqbjx6weODh5XxOIASyhQQhHFAUoAaASoRQHNALWA0Ayzs1mBkiAGUqLPcLM3L7TX29urbnp85tdzlvzuWM5d8zuoMa4s68iBwZHxjKcxlkKoullS59NoKEFh7SmlQARwCcWgwBTAATCl5lxB1JxbiKbmYos1oaC5UumtMZqI6HRWZ8SnC+626aJaNoxsaLrg5etclc9ESdrvPHJ0+D/37+p+YDX6X2BdCtxkevb1iYbGf+Sa5ssuj+u6sEr2bMl1pyxX5ixHWbYrmStUyFUqoUAtCtEvQqtCWJW0ubTeef3uzVPnH/7gm58z5X7xvlfffSL3vfGc2O/Va6kEja1cfzWhiZx19NGR/uEpzwPIy3UVIY/f1+miixHhVh1lkLXQCaATAKIG5bY06o8poP1M2ule7HrH9S80rG4QMwQ3P/3YkTPPu3735lVLq7SuBG5o5GxLLNHwkWgs/tZqrDYpJWzbyiulZkghCyILpFyAFBHpAEKMWDxfLGZOT8vdIJpPM03AQkKQGo1FrpwP79/Z9dPFzn3oLc8Z/5Mv/PyX7z6R/95kXtSl2lVzhA+Hdbq7Jardc8PGcOpLB2Z+VnIXL2jdqLszM08+PD06ntkBzIU5NTWE0wBptuOGSrbQbcc9l6DM1DmiEaOkcZaLR8MlM2yakCKUzRXD6UxRyxXtZ7TviPJcRRQ8zs4ivdObvK1ip23nek5AV5wfNzU2K6G6+tPuucyXws8kvHVEkXa1wyMfA/D21RrDuhG4ienMS5NNzf+kafp2KSUcx5FSuFkF5AkoQcECwVGASwQ5r0RERDqBwkQUA1HSNENRIlp2CqG7Ig3vooGeASnxyHLnP/zW5w7/8ed//qp7TuS/P1UQnmcBjuhkNYT4gzGT3bOj1bz72Vsi9/3a7fvOBYP+z6Ef33c269524X0bw/aQ2390PMcwuHNzy1dak9GD1+/ufPLNL7v22PwlxrH+ydjI+GzjxEwhEjI0d2t340Tv9vZ0b2+v+/qP3fW6hweKXwfmLMVOnbkmRxGANbeLCZeTYi1SHSUlHZJCQEkJ4UpIASVcghBMuQ5v5yU2M1u0xtMFb3YipSSv1+qFAkay4gpAgBPQ06AdCWnkjM66u70UOFrlmgyS9Lc9fGz0Fzfs7PzcavS/LgTu4Inhv9nY2fx6KZXh2PYECFFN0yKk6w10XvycV7A5a84XFPEVp9X/8LbnDrzrsz97xf1nCj+cLghPp4I3bYq89XO/f8tXlzqfDPOfnC9wIY3s1ph2x4u3Rd/753/3Z6llmrZ6e2EBmFrs5K42s++RgSIU5qbBWUtqWSCOua/zWLCWLzDSFg4ZwPSxB09mCzbvaUucNA0+o3GmKYmu40NTrVVph5K+bkYKBQxl3N0A0BnnfTp5aoGurjlIBMHMjxw4Ovzwvl3dB+vd/SUvcA8fG32jJON3TTNUtyBlRuSVj9JFKNB15Vz3yd9+3pl3ffZnr/zF6fwP0kW53av+R2fdZf3sru40fzCccf4yZrJ7m8L8e/s2hL/7gV9/9kCt/V7XHTr03UMsky56EhKliparDY3PntuJJgLaGqNTYVMf1nXuMKLk5Ex+41SmuOSHVUdzXDS3NExFohENdXL1Hc2KHf2ThTUd/lQxxBpdbn7usSOnb71+95Z8XbtWl/B8/5FjI7e4LPRdgtSv2pg0Oa+PXtuWPXpotOBPtRClFJelt92ws/OL5Vz+ho/d9baHBor/16vuNzXqn7zn/S/6g+Wu+dfvPNTxzlfdeNarPhe48X0/etiLDRS976ETgyPTK4p+NKzbjfHwQMjQZrp2bOU5ikilm7riekyAkllLNZZc7zP5AkDcZOPtMe2TnCGvMSponAoGp0JYp+Lr9ndued7VW/5sPjhezWWlUwDY/P+hoOZD/tXTFpqav3Z+Pq0AQEhFRKA5F3QwELiQ0h6eyvOcq23x5MVIOfcP05Z1O2PS/tSNO9re6UmfZXLJWnAHjg5d7fLwf4BYTCmCZdnFSETztYDHAkTwrx8ikqS9CkBZAjcy677Iy+5toVaMOvBD3ADA4HQc817xtVDuulO+6Bj5orMdAJqvvm5kpGB0QQBzt/v7wW9qlL7jL27/4GLnjh3rMxjjf6dpml+1UrG103Bd1x3CnERKzCUYXhBUqRSEUkpIBamUlFJBua4rTMPQGSOdEZmMECKaW7+2HffMsXHriuX6lKT/3sPHRh+4YWfnl/16XRdySQrcw8dG3yR45OMgNpevjQiukDnAR+EB4LpOUbhirGQ7eUiZBPPNT7qsbbsPff3+tumC+3IvO3al8uZTvQpCOuvzqKkq1GmRFM3+sqRluHPnDjtbsA8CeLZfnXPONc55TyX32LY9aBjGoimriLFtOuWmHaUvXe1sbj3u4weODj2+b1fPcuu1nnFJRTI8duR0/KG+8c8IFvryOXGbx5X+F6E9m84dO3y2tPnUtNjjo7gBZQrcL04XfjVvqxVjMytCofsHP3/Mt02U5WgIeSRwVbgIEaiu+cJphW0LKaUvyRpqgYAl3XQ456w5op9ZuRHW5LLQ5x4/fKriUpLVcMlYcI8cHb5eaPF/U6Qtugjvusr3ZWCDc9fH2OVzELBoju4nD/WFHB65STB9L8D2vfy67p7UD2tPLsIIaItpjzSG+Tf2bgh//WXPvX5VIgZ2tJrHHx2qPVdlVa4RrM7hLisInFUqfNkwjN+rNvmqTyz7x2ltjG1siDqHpIKQSkmplBRCyoms1VEU2jlrUTHtBluLfgSA7/VF1rzApVIpKugt7xA8/CEQW3JNwlX+h/HoGmP1EDjMP6CPHTm9yWWhZyni+xTYXhjN1yvi534HezY0DwDVC1xThA8kQ+ybezpCX/+dZzU9vNpVkm7ZHn3qB0ey+UxJ1lQRi3FWWREHAFisipC/LCtcbS1ND87mre8ZpvmKeg1oJZRa3ojQNK1F07SWC483NcRQKBYPD07mBy0XowBmCcg+fvhk63VXbpvwbcBY4wL36JEzTa7R9klJ+htXmna4dYhT1BiryzRGEbv5wb7Jw0pL7sIyIRmapm987vbE8M9PzC4a8rMYUYPNNkX49zYm9W/evjP2/be8ZL+98l314UU3X2e/74c/Og6gpigNzTQrNgOVqnfajZUplQr/pBuGL3kLq0FBVeXdTkSIRiJXbmyWH2lqiH3h6TP+Z95fswL3yLGRZwst/llFfHc517t1iG/ROKvd/01KrLR+p4hvKutxI8LzdrWfXUngdA7ZEtXuaYnybz57c/Qbf/qrz1qzFZF0Tn2oUeDMSLRiM5vqvMmgynAdbmtuvHM2b/3UMM0X1GNMK1L7LMn3VGUXsuYE7vHDJ5nDo38sWOgDIFb2rqiow+SKseVDuJa8T7n5ZJifTkYN29RZe9/ZQlyAe+ICsLOr4aIpwQJtMX6kIcS/cXVn6Ov/8PbnHvKiP78Jaex4rW1okUjFmySq/lPUsvorFvK/zzi/Q9O0sgru+ExN6zOarr8ewD97NJby+qxnZyvx6NGBDldLfFqS9qpKd8Jc4X8FeEaUKMcCg5QIa2K4MWqOJiJ6zDBi2zjXzsWNdiedxwZm5PVejEnTjE03b02M3H9qtgsAEiE2kQzx/76i1fjmHz6v5ae9vb2XVGaKhAc7qT1be4zr9l7xqGs7yrFtci0bVsnirmXrVqnE7ZJt2iXLtEt2uFCwQmcnM2HGiNU5qqmsN3h7a9OxiamZN0Ri8e9zzmtOHFoLxGhpF5AyYMSu9Gos5bJmBO6RY8M3Cx79giK+rLPgUkipfHdt4JrWAEgBXLwWR8q1Gkx2MhkzSlHT6NINvZuIFp06JmOR3SOZmWlXaTW9YeY6Jtze2z7SP1V4tCOuffM5W6L/9YevuemSqDq+GFuajL7Hh2vbSY01NpSoqWGvDqxY0JSgYDApf3VXq1DEM0rBVVCuUspVCq6USkg1/yWVFAtfSkohlHKlkkJKuEIqRyi4QsERkhwh4bqSbKmY60qyXcHmjoM7rtBMrfzK8K3Nyfsn05m3RaLxrzHGqkihWTu2VSpyTa/VijRSqRTVczNrTQjcw8dG3yFY+CMgVvUcXSr4Fh+6AGMMBlMZG2iClDC5GGuKGsPxiGGGjNg2rmllfUJxTQt3J82j/WlRu8ABuLIr8Z/3feDFH/OirdVm/4bwwTv6csWsJat22g6HtLJ3URUIQhJTxENgmrFQ4NR3lLSfOHw8ee2VV5RVV7SlseHbUzPZd0eisX9ZjU0HKZXSa3RZYZxFzVCoEcC0R8Nauc96dbQYjx8+FZl33P1ULeIGABKqprqbKyFcF6ViIZ0M0fDmRu3RPd3R4d0bW9o7Whquj0bCe7imVdR/Qyyyx2Ruzbn3SYmTuih8ptZ21gpvuH1fPqzTyVraME29og9uxgBVZ0dfEDNcFq5oM6U5Gf/XYiH/kdWIH2eMdNTYb6lY/DARq2vyy1Wz4A4cHbrC1RJfUEy7eeWrV0ahug0AYC7Rpes6thDuJCmaVYQiEQSBOIjCjFiCGDWboXBjdzjS6MV4OedGdzI0cmrarb44h5JFJu33XHfl1rrU7awX+lxMatW57jSNR+wKnkUNAFGdBQ6AZPouAPdUck9mZvq9nPMNZij8Bn9GtTiMc13V6EtTLOS/un3b1sp9FGtgVQTukWMjv+Ty8GdQRu6zclGghOM40PXFV12UUlBKQrhCgjCglDqspDxcKhVnwpHYH2ia3mYYZheAuhWzDZtGJ1BVPRNAyaImrbfu39n5396OavW5YXNi5Ph4MXtiohgvLfLrefW1bUdv29NRcoWUjpDKEZKEUNJVEq4Azjpud6GCZTzOoFD38lOAAlWcy2/Lpo1yYGjkt5JNrM0wzIsSj/oFYxxSCItx7vtSkJfUVeDmXUD+XLDw+1FL0kgpwcktmhpNmpqWCenMNg1TCdc1pRSSQJqC4gTSiCgEwARgEFHIce1vNCVib1poKped3WsYxqJZHfyGa7yNlFNSpJc/vVVKMOV+i0v7o/t2dT/s4/DqSiqVoqLe+FJJxjtf9+xdLwNAUKIkpJq2XZHLl5xipmA703mLrt3c0qLrxpLiIIYn+sZKbtnprDjBBfxLYroU1QgcAGzs6coPjZz9lUSy8b8Nw7zF42EtCmMMwnUdwP+1bi+pm8A9eqS/xdXin5Gkv6aaYGgACDF3dEtbrMAZa9I0rZEY2wCg7J0dIdzxUqHwXiSeXu6jVXQT55xTRKfRvIuVM3gopZhyv82l9aF9u3rWjbA9caiPO1r8DcJof6ci7eZnvDdIC3GGrrCmIxwKoSUJbFu6qXM0mHq+EstYYySw8oar91B1AgcAPV0dM0MjZ3+5niKH1c4OXAV12WR45NjwXkeL3SuZUbW4AYDOKR8KhbbphtFIVWTzcBzn810dbUPnH1NKFaWUtUd4V0nY0GaXvUApkHR+qsnC7TfuaH3NehI3AHB55CUuC/27YvrNtbw3zidhlr+LCgAa1SfA+EIU+KbHD5+s2vWip6tjZnYm/cuWVfofL8e1nvBd4B4+NvoWl4V/qojX7ORnCxUXQlQvRkpdVA+gu7P9UCY99erVymwcMfji4S9K5ph0vqCLwi0xe+z2/Tu7F620danDpe15hEXU0CryFSNAeCWuFUEEl4eqLkcIzIncxNmR1xQL+Y9dytm5/cI3gXv88Cnzob6xTwgW+gKIeVL4xZJa+8RM9ki19yulFhXH2czMXUKIuuaKX8DUtafXNJQCSfcwk9afG2525407Wt+2b1f3vaud5cNPdFnoJ4gRL9s0tKWzziwGMVq1aA9J2s5a29i+basYHjj9R67rDK189eWFL2twB44Obpp3AbnF67YzBae5o3nl6xbDdd3BxY7v3HGFky3ap1GDa0K1GBprJOn8kCDv0aR1l+nOPrqeBe1Cent71YN9kydB3u1eM2JtGiTcMj+/2SpNUed796QqWm9vr5rNW48BqChL73rHc4F74vCJfgMl6AAADApJREFUVsmjf0pQ/SSdTwGqqED7FNOf50X7UmLF6Uchl/1HxrUcEXQAJkC6gjLy2dmftjZdbExOTGdeHI3FNnoxvkrRNK2jVctdvW3rlvRq9L8WIKjjCniudw3yyJWN7Oy0DZMRuUQQDCQZoIjIZUSCERQjSEZQTSZJAJ74N1ZKtTupiyGleAjAK71qz0sy2fxQrmBV6RNVPZ4L3LVXbp8A8IzKOQ/1jX9UAZ4InFghJEsphcxM+lNbNm88ceG5ZOzi9dyz45PXxhsav8KYN9k9KoVxrkVj8T0A7luN/tcGsuYMIs+ACNd0tViK6cuWQDx3uXSGVs1kJtqdSqWYF0kRrFLxATMUXi6FYF2xHcdNz+aPT+Vcx5KsN+zYdV8GqpObCHnWD4MSSqkl/4hKKdh2adHiwoth2/ZxKeUI53xVPsGllMq2rZrril7KMCVP+DBHrCCRJ4GElQLgkhJSMb5Q6ZkD0AAyABgAIqRERvLQjopG8ozFfwUAiqAcAAJQps2juwHUvNkyk56+LxJLjOi6Xjdn9fNxHEfli6XRgi2mMgUhSkJtA2m752RGgZRY3mPAB3wXuEeP9LcqLXqLF23pJCa3dyYLy31CSSGmHdsuK4AZmHOaHBgafoGm6T1c06KhUOQjZih0gxfjLQch3BMbe7ovW4F75Njw8wQz3+t9y+UnZ1RM6wHmawYI63HFzH1LXizUWLntknIHTHf2pVDKJUiblCqREiUG4QBwALhzltuSKf0qYueOK5zxyfQrVCTyL7pu3OSnJSeEQC5fGC3YYipvSatoy7gL2jgfndQF8AtiQxS4curujuW7wElmvEaBl7UVbpI7pmvIE0iCoAgkCVBEkAxQXc2JRt3Ql18rI1iNza1NAMq24jb2dI8BGDs7PvUSwzTrJm4AoKR6op79rSUeOTZ8k8vCPwQxPyosVbves4IqVOSLkbtu99bDVY6jKtpaGh8D8KyxiambQ+HIGxnjL+Aav4IxXlGsrZQSJcsquq7ICalKrlSlku1alouS5ciIo9CtwDtB1AmwMqouqgVRryu+C1zYmfo/Bb2lRzDzL1byNWqJG0NtTYm9tfSnaXpnvCH5rcGhkVds6OnKVnJvLpu5Q0E9OxSOPIsRu80wzZf5vZ4hpVhz5eHqweNHTsWElvi0T+IGLFGZbGWWf1IJAIT9FKAYnhZDdt5pmq9bSARRc7aYamlvbb4fwP0AcGZgsDUSjV3HudYOgBORhrkSIxsZY1coqBml1JiSclopNdk/UXijpdiNCjwJovPSVrGnv1f4WNC8xerBS6sI3wWut7dXpVKp95e0hh8qsBCIYoIZf6VIuyhVzGzRSVSfWuNpDMN8fjgaux3Af1Vy33ymg/sB3J+ezf+/9u4mNq6rigP4OffemfG346/YiWMnJFXtFDdRbMekEQmiVCBVLKALWLSrFolKSCCxgFIVhITUFlUVX5tUoqhdIAEbFl1EYtEiFapix0mbTGO7SSBOm08nzpc98+a9+85h4Ulx7MQev3lv3vhxftJI4697rzT232/evffcBkR8PIThrMjzvONR91GNPFX3DKPZHWEXkVStIJ0pfcxsY1lbudS23p4ZAPhbqd9/6nL+cVYm7OrBscx8VGSSobiu6707H49PnP2H1fVvkkp9ffH3zbt+DxNBkG1YSxljdsMaA+6OC5eu9DS3tH6/7EGswrd2Np+bexfusXQl6RjDm3i6Tw9BfzDMxe+R1iiMUOjltxiw1kfTBAAl3x8PQywFL4d2bput8Wa/iWSziz9PbGpuzedCecuGSgW+c1tX3/ic1iGUE1+FtfavvVu6K/qCV5FAR9CVLugFA4d5pbGuKm8sEkHJewTCdPTnBC4RW0Xf3Z/vswh891o1peDsVecBz/Uults+Agba73B55trD6Uzm6XL7Xw0zg+Pk/hR1P9UKoz+oO+DZBaGuiFuvAVfyObslQwRSpuJvVWItWQ4Ay8oXE5r6C7O3y6/ZjhAo4LRJ7fWtPc0U7e4dz3Xfmbl0IZEb6EuCGN3hKeTNMuiAOwRC3ZcaywEx5RiduvgUoXkiirZ9vH8Nv6jEGnDI/rtI9tjSmffrOeqjMgLGet5kfn7uh0F+tr2l6Q+NdemHZ6/N7MzNzz3rFpw/ep77SZiVGoiokM/P//j/ac/pUhzwCrs0aJC900iFcST3GJJdyyb0MF+TiN+Gh2t88lwvqfQvo6qswqgfi6ThFcQacCN9Xa/ve7B9MO3f3q2o8BMk+3dg8hjAMFHgXzRmutjZ0XainLF1b+qcbG1ueK2pvuap6TMfb7tx/do+J5/7kesW3rLWlrVv1C04hzrbW8fKaWO9Y8CylgOtSJkm1jUPscoMsUrvAfBnIutrZfmY+l2zbDaLVtX+ikM8RmApRvWVDz+aqmgV8ao4NnCov/c4ABwHgJePTpzdajH1Dc9zv8TMw9qYnrWvRQu3/HRxn+C/io9XTp0+U9Pc0nownak5qJU+oLQe0VqXNGPmee6J2zdv/HRDY1TLv9YHzfYtJjoMAAuHZSycmk6M6quk0t8Ksy8mziAU7twOKf5TRwXABAAOLGzrcoHRIoRaVS22QqprlUu1PR3VW9M7GNRm1zQ+CQBvRtnPYljNRfKy2axq6+gcqqmt26+12YcK9xuT6l0t8DzXHW2sS3+hQsOE6XOftjc0Nj1qUukDSqsDWptd6h5nSBKRM3f75mMb21r+WamxrTejH1/+ga8yvw6zTST3NKv0A2G2WVq/dmzfg+0V3RkTxJHJT7Z7uv59QNUReWdMnib3+Trv6quVuEVTFVdw91O8chorPn5TDLzBhcDT+1Gpfcakti4LPKxsff2tvVuuAsBfig/49MKlHXX1DV82xhxEpb5oTOpziAgFJ/+ihNvKGFTZlZ/v0WrgQ6TLVPVXcOMT0+jrut9VJNwAAFClfJV5JZdqTwHAS1F3V9UBt1Qx8I4UH7/NZrPY2r5xqLaufr/W5hFU+Igxqa0Q8+zVls1dZwDgDAD8PpvNYltH53A6kxm5fu3qoZam7XEObT0I98Y8ESii676KYOlDCb3H0Oea+CrzDKGJfMfOXRDBV5lfjE5d/PdI36Y/R9nVugq4pYqXuEsDb08qnd7VWFsdM/TFMY4BwFjbhlhKzq0ryP7JMA+4Uux+6OuaKLeErdh9TP2WjFHtiuk8Cu2rzGtHJs9PDfd3R1ZwoupfgLUYGBjgzV0bj3a0bngj7rGIYAw5h4EpnEXARMBoumP5A16wpgoecdDkHgKmeGZ7UTX7Kv3qsZNnIsuhRAWcWP8Gd26bVuwfDqMtBHuTUYdTbC2Yqg+44f4tJxXbN+Lqn9A86un670bVvgScqDqaCi8AU3mVOIh8ZP5PjFdvAAj18XVeOkPOz5Ht0Vg6RwRSqZ+NT0yHUUhoGQk4UXWG+7ec0OS+vLbakouQ9RHoCunMspJcFRZ5wYYwDPX3XjF+/omF+5+Vx6i7rK6NoKqzBJyoUil//kXFXqAZNgS6xcpsCntMAUbSdvyjieqY7VrFcH/PtPGdJ4EpltPdGNW3o7gXJwEnqtKeh3aQ8XPPItsABUE59HpmdzfPAEyA7BeQ7U1kexnZTiPbSST7AZJ9H8m+A0xvE1a+gkZQw/3dHxgqfK+4s6SiGPRmX6X3h91uVe9kEGJs8vyg1bVvA6p7B8Vnv78MCFwAYBfJPccqvQEWFtrmgSH/2XMAB4AdXPT8f19jBwEcYM4XPy4gsAPMeQR2ECiP7OcV+zlke0OznRsYGKj4OQNRG5269JKvMs9V+v6l9p3vjPR1vR5mm+t6HZxIvr393UfHJs9/DRA7AdhBZheAXQR2kX0HmQrI/rxmewuBCrBwUpX81y5DnXf1+Vyq/RSj2gGAnQzYAQCtxUmTBgCoB8AGBmwEXL4lsQyhl5mXKzghxJpls1n0Md1sVWYbKdPFoDsZ1XYGHATE3QBYCwBULGhAsFCGaunzxZ8jTe4Le/s2Bzpm4H4k4IQQiSWTDEKIxJKAE0IklgScECKxJOCEEIklASeESCwJOCFEYknACSESSwJOCJFYEnBCiMSSgBNCJJYEnBAisSTghBCJJQEnhEgsCTghRGJJwAkhEksCTgiRWP8FIkB06Gqa2kUAAAAASUVORK5CYII=\n", + "image/png": 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nMqIqgQPzL6PvSuxsC81qmr6xljbypdLYqXR+0GCM6Zy4zhk3CLoEpKsgpFRKKCWlVFJAQUhIoRSEVEoqBaFAQim1Kca/+pobtgXi5hGBwK17VLFePe1ojojTmWpnxKsXrnXNxtjQaCZ7bm6tnv6u5v6ZO7Tw88IV6rwbhnMl9+SsrCkLCUGhSXPeWksbS/Hpuw9tyjq0nwCXkRIESIOhtCGqUq+8qfeilFHrhUDg1jmObd9JjO01DPNFfve1uz3W/uNTs6hmHc5W1NAWY2I8J+u+21DSjNJPB/PX17vfC4lqOLG3SR0u9/pUKkV3nqXX9ETw4K6EGunt7VXzxzkAnrYRPZWjLeMl2p626TczDs2/B57++/Rllbzvu4fHYhruff9Lr/w1b1/R6hMI3DqnpanhrsHh0SebmlsPcc3fNEBdjfGumIbJnIuK17NcRWiJGenxXKnua2FmSG/0s2xhuegMDy6IVDl8Z4j95UgRf3k6B/XwFI3zM4eflAodQrFtCtBdCcNdwRHbVcRcF52AeokHL2HNEbiJXAZs6O6cchz7s373wzlHe1Qfrvb+kKnVZcf3fHqSeq6kaFO9+12MMMeD5V779z8+/Ftni3g/QHAVUd6l9lmHXpRz6eqioGhJkOEqQrnWtCUQ/+LPDm2ucuhrlkDgLhNy2dl/Ea475Xc/O1oiVdtCpqnVPdZyU3t0QCi26s8BQaEzpO4v59p/+Mnhl48U8UnpoeOeq4gPFegVXrW3Vlj1P2xAfejp6jhbKhXeW0sSzHK4sj3WBVTXh2nUP1yrsSFcFzealYhq6L+hRa1YWObjdx7aP1zEl1xFnrvVcELa6zZXm0DgLiNGhwY+Z1ml//Czj47GeHtcQ1W7cqah1X0lLBw2Gle+yn80Wnn97dN3H9o0VKCv2pJ8SSOv1qEerLsXFLA0vb29Kjeb+UPHth8+/7iU0jNhYYyhPaaPVnOvqfO6xkp1JbSCBdpczz6XIsTxwHLnv3LfofiZHH2lKGirH/1rpKykrg740fZqEuyiXmb0dHVMDg6NvDDekHwfY6xDCHGCGLsiFAq/yas+drZGcWImc8FRCQ0AFXOT2cnpSeG4QrhCOo4jXceVruPKaMQUqKO/76b2aL+r2O66dbgkCu0htaTAfeeBFDsyyz6bdelZfo3A5Jj6vdv2lO2icqkQCNxlyIaeriyAP1n4OZMrfcKrtj9356EnHzg2Frr/+3eMQkGTSmlQ4ApKcxzBu1rjM4dOTexa7N6NXU192FG/qnhNyXB+LRRgiGoYbg8tbT2lMuyvp6zK0l5VCgHrMplmIHABAFTVySallLBtRxVsu/Tk6amRf/zJmWs4AzRNLwyOTl+U9rytKRpeqi3bcesarhWJmA1rQeE0woOvelbvossEH/rx4d87W8Sf+12KQSM86WsHq0QgcAFQSlX06f3uz99/8PHBbIeQynSEMkuuMm1XhRWwDQCkAFrbmkcHR6efUUiaCBBCLRmS5dpOMsSAejjdtsa4ZWNt+L+FlvB/+8hPDr9ipIiPe+kOsswYHl75qkuPYJMhAADKTjYppcRjA9musazbOpkXiUxJmparLnIM0WKJi2osxCOmOzqZjS/VdjpnRdsjqEvs7Jb22BlH+V9wemUU2kx1kcD933sPdaRt9XdCUV3GyKjy+h2XAoEFF1AWX7uv7+B/3D9o5iy3cTzntq50PYvEL5r8hU0tMzadXzLbiBASmnQygL7kNNYrWhrDa2LNKcIxvjPxTIH76B2Hbx8t0qc1UnXL5OtI1JRNZa0SCFxAWXzlgUHz+ERpR7nXCz10URZazlgOWD5fnLRKubkSBP4SjZrRtbD+pjM8eOu+XhcAvvNASj84w94/buFPhSI9oanj9RqHI7EmputeEwhcwKI8dHTk5FcfHJgRSkEpxc9MWeXUojmHrXiHoTHY5y2oMU4rTj+FbZXAl5zFekJjmDkO0aYqAy48pSRw05997/CdnDAgFduacej5C+cYwarjUFY3Z7xPBAIXAMdxTpghBTpvLfvf7z8zc+eR9N5q25wuysS2LZ1TR44Pn7PYQoamrtjQlB2ZyMbzpcUzhDvFogWfKxBs74iesSW7wt9eysOS1GZJvGCxcwTULXRNY+ivV1/1JBC4AIyNDP73b/3LT+87PjjZo3MuOGfSkYiFlEoxxhQxLhgnxRiXYEwxxkGcK65pDIwRY5yIcz73M+eMMw2cc56M2zhvSnpicHo30dxmw3U7Ow4/fuzs1ReOxS2VpN8C19IUWfUi0+VAhLqFrkmFjnr1VU8CgQtAb2+vGp/+9v+cHk5/2Mt2d2xsvsh5VSlgNm9p2YK9qHXilEq+T5WiMTNSWAPT05WgOno52BIvS6VSVEk+ukuBwE0kAADwnGs3fSUa1j3NrOG4ouLdAte2fd1hSBhMCrBLYkGd6rsu5qw3cQMCgQuY5yN/9uah1mT0B162aTtiyUr3S2Vtcm3HVxeRHd3RfkuxiyIs1ih1Sz5QFOj43D2H1kBcrrcEU9SAc2zb0PS1M6Mzr/WqvXS21NWSDLuTM8VF3mfq3MPbEDNle1PsCduRaGuJGW5CSwEAzV1DCkTq6esJau7BV3MCcGHaWgJAUs0fnxPShQ9yFjXYjFevz08IErasX+YBoYgmLOwHcKRefdaDQOACzvGWX7ru208dHzszkc5v9qK9QsnRN3YkBiZnihc5kZ5vwXU0x88e65+8HgBm86VSuMUJCeWP8dKra5O+NOwxLSYOTVi0p179mSSFybDvb3902LQlrtgUVf/n7c/fc6Je/ftFIHAB53jdK251//Zz9359Ip3/k5WvLo+GWCi9c2NzWCkoNb8rSATR3hjVdI2GABKJmDkLoAsAMrlSaGuUCkM5+DKNbEqG29dECt9l4JAouoj7MUM1SYqYjlEAaQVYUsFwFRotic4TOfauhesadPUzAIHABawv9l/Z/ZXZXOmPpFKMCAogxQhgjBRjpAAoAoEYKQIUEUDEFAAwAhjnihiDlHMmGjGOYwNTF4V29fVPdS/Wv5AKTDizgO65wDVH+GSR+Jp3h2gy8OSEza6ppQ2TpJwXsukFIRNzQtYxZbMeAD3L3V8U1FlL/2uFQOACnsFn/+63n7jm1X/52MDZzH6lQAtzSQVAKXVuajlX/3j+3NMVkbG7d9uB6eYd5wogR0JSx1OVFWpXjpX3I1yrrcEcUsTrXpawEnSSIi+wYqzvAhEu5eYG42x3Q2i6uyFcMkjyrxycaJ4Xsm4Ai36QLI1CTEO/zlCqcOhrkkDgAi6CM/bdkuXur+ZeIvaMeZXDtHaipXdNF0NaVhHce2/fbd2J6kt+1YmkjoMTNrv2wuMhJtWWpDG6IGRtMVNPhPRGQ9c6NE3rwvwUP1consy6U1UHzu+Iq3e9oEP9a2/v4vnpLjUCgQu4iN5tbfccOT1R1b2MsWdIWboom7dvbp85fnpsSZeRC3Gtku31ClxbTBtVYbPsZAGrgUnScpTq2tWojfQ0hKa7G0KltnhIT4T0BkPXOs8XsiWpcdmuIKjQ27tnXYgbEAhcTaRSKXrPd88emcy7SQACgOztCL3j8//rlu+v9thqIRkPVZ2TTV1gwUkFhJPJs0D5AueUSsJrgdvcHhlVxNfUulKIpBvXMaSAaaGAG7sj2q27N+zQNC2ElYTMJ1y5fLaXS41A4Gqgt7dXzXx9eHoyL3YuHBvKODcDuKQFriUZneGcQYjKP8gZv9h3nMeSFeVecy3LUwf05ggf7uhs3FV2Vk8fMEmKuI4hzImZEgoNJYkNEzbbDGBz0sDAc3d0d2qaVtPio6q2KO08UtWx6k8dCCIZakTndPr8n/O2rF/VFJ94zW1XnmxuCFdV+u/CNTgAoEisoveZa1meffCGNMrf1Ntmu4zXOXpBos2UBxt1+WhCkycVwZm02aZJm12Xdtj1sy7bZsu5jMKMlPzVq9vckGnUvrNSY7AVEda6F01FBBZcjZjaRQK3/1t3PRr6ldv2XrK7UL29vcrQ+DEAlU/p2MUCJ7jRUEkTru14kqbb4GTfdk3boAqFF63i5SdtJo6NW3RVOYti17aGntzZ2XxdHYa1Io0GmY8dOXOVJB4GKKSIhQGEABSZctNMOtNc2sNX9+6+JN7fgcDVSNRgp87/ebYkEz8+ln32r9yGn67WmLzgN/7g12aygqUXOxdSzsxHPvBvWxY7x9jFBVLyLnU1xEIykyuVZcm5orrqWgxAVwwF7pbSbrGY2bGl07JcofHZ7CHOGGMMGmfEiJHGGGmMiHPGNDDSOZEhAD0voCmqLcadIGFJaOWIW1xXQ798bc+VNXXoIXvaG19r6aG/XvICpQBI58HjkzNcOn+6f2fn5+s3usoJBK5GOuLa6QvrrfWnnRuAS1vgSoo7eUGNi57k+tJPLrGLRCxnq1DPhvbhzJH+snyyhCvi53fAADSESTXoKkeuk3dLxaxTLBTcYtG1iwXYxZLpWFbctt3Gx2eLCSFkBEC3G33p6bFCaVEhXgyNAa+8qWuwpPEN5d6zGC0mjkxYtGLgOoNSr+ttK0VMo261F1ZkJU0mAsB1BbQqEqF6DKkWAoGrkb094WN3n8jDFk8vfuRt+aJUKvWhSzn9jM6wZJVzS6Khozkmz07lLhIzWmSKCgBaIjkFlCdw+aKd6NAJOUfBZFJGh1JHTveP7SlabhxAHCg3OSPJChellEFyPGLIcZq78cLXshDkv/z4XTSVY711RfmRPT0tnlpvpq4lXrQ1fvDAUHbrtF35hgFVVqKwbtlOqiUQuBp51ubIaEOIjUzkxblt/ZGMe8vf3DH+G1/rxRdXc2y1ENVwZGKJigCuYtTR0ZQ+O5VruvDcUgLHo/Gy02/nCjZvDqus5ap4dPhw6nDf8EWZf8ujss+X5+5KPjXLI3vrlSjclcrzTT5D19tevKen7YW7XHsmXzr6jz/v31WS5XdzcQHIZVnzm5RrfoBrnd7eXsXZMzcaFIBj49ZffeA/f3GRAFwqRDW17C7q7t2bprZuaLJi4Qv2A4gtuoClzEhF0xlyrGzzZN9Th48NViluAFB+yu/WKJ8JtyRriv+sFEso31wyONeMxlhkl8khKrlPqYrSpK95/VjzA7wU0DmduvBYpiQ3/fBI9kdv+eTdr06lUmvelL+QthDOLmcBha+8+orb3vYG82W//PzHzz/OlrDgXKaXHV8JAGzs9PQTB0/VIm4gqEoeVlnvx8GRKialf0EDBICBKjLJZGW/szX/vg4EzgNC2sUCBwDjObH/vtOF/37HN4d//DufuvfFqVTqkvl9Zx0kVrpGguC4zzQQiPNFLbh0UbZv2dBclsPvVdvbDj7w+Onesga60hDLp+7rpY5E3BUVGViVQZUXrpGq/KhhdQnoR7AG5wHxEFtU4IC5UKXhjHv7SCZ3+5Mjxb74t0e/v6PV+O47n91871oOaB4r0RXlfEBf+Dws9aZ3JdDc3DSCwally/Vt7mwYOjGY3lpJcP5SkFKyXCOjnhWsFtiQ0A4bul6Tlbo8BE6VCbeUFV2/5i24QOA8YGNSP/XY0PJ+jwrAeE7sGM+JHaem7Hc/MlgcNvjwgajBHtnYqB+4dXv0gV9/0f41U86uJFCWc2xjW/MzHgjGLnYTWYDHktnl2krGzWKh5Iqi5Xi0NlWRTNZV4Dgp8cor2yuatlfDcsKtQaI7xsebwvp4U1gvNZiGHjH0sgvyELB4cds1RCBwHrC3J3zoJ8dybsFRZf0+FYDJvFjI1fWq45M2Huwv2P/08x+NvXBH7AV/++bnHPd1wGXgSJQ1RYw0JhOMCCFTQ8jUilzTjCV3ISPLV6zvaI4fP3pm0juLpgJ5yxRlcuT02BObtrZc4yjuu2WyLakf7G5uuCgtktdwIgASXWE20xzWx5oieq4hpFNU1xo4Yx0g3gaitqoaV6puhamrJRA4D3jTi/en/+m+H/UXHLGt2jbytjLyttjw1EjpJQCWFbg//9J9V+1sM6f29oRH/fC1u/tASrMle04511pM3/Km333dmYfP5DbnbBU+VVg6waLQQkuGbF25tfXY0dMeihsAqmB6ZgllPjGYv3bXtuaco/wtPc1Jua+4sr0umYVv3ZQcYVxvAvFGEJWd0aVMlotWxXsAACAASURBVHAkWjsEAucRGtFJAFUL3ALponghgE/+3dfu7zk5aV/pStX9nltbv3C+kN15PPef33pqtjcRYmOMhgY0RkMGp4GQzgZiBhvc2KgP7t0Q7nvj7fumqxlDX5ZuKgiU9akuwXikvTnamXGHjowWl0+DLdEZCWkolJ7O68EY8Npfve2pwZODSp6qLgfdUigpVaWlRYWQRZC/AndFo57qakr4br0REbimdyrSfEo0EFhwlw2dCe07o1n3RbW2M1uSt7zyw3d+4viE/Y6Sq4zmCM8B+MLC+e/c82jYFdhqC4XJvGgH0A7gGdl3DwwV8cOjWfmxe390lhFGNEYjGqNRQ6PRsE4jDSE+urXZGL2+O3z8Vbdcf9G6X9qm7ZWsH9uKte7c0T7b1ZxN/TQ1teTUdrakIls3d42mjg50AsCObR3TL3zti0dKZvRqt2/wsbI7LJcqNg5cIW0/nwpOyn357o565qXzbXeYAgvu8uG11zR8ZnjWfctY1r2hlnaylkwcHLX+YOFndUHF8Vfdsrd498mf3Zgatd6ULopfmy6IRdNTFx3Fio5YMgPsfacL+OaTGfHBO380Ni+CoxqjEVOjs9fvat0MVll4pK1YwmxK9L72OeGnTg/OJA8N5zaWFknApiUapvZdt11cd8sNkxRvuLIE1gsAQvrgLlHFVqzrypKfT8WORiPV1RT33Xo7Dx83TwIL7rLh127fJ35w5O73zJbEd4uOWtGHrFwcofSPfuuBxB/9yrPOWVof/83npQC894s/euT9/35g5nMnpuw3VdN2wVG8sIgIto7nDyc7qon/JhSYcXX7pjZs3tKSgSsGcgXbFq4gCShD11QitjFZULxHgJ4xnVXKe5eDOTeRynBdZfu1w6CRcn7pyo5VydTrD2rNW3Br3lHvUuLLf3Drz67pCv1GSCPPkgZmLRm792T+zy+MhvjBzx/T3/KS/XYixO70qq8FhicLG1hlDvAXUZSsocj0q3gsutdIJq4PJRN7WTSyL6e07XIRLZNC+qArlb8G2xW+Jf7d2WSkOhpjbUIInBiZHPvqz48/9cdffOjAPU8N9PnVJ3y04EhVFga2GgQWnMd85Q9v+84bPnbX2x8fLn3JFsqTxI2pUetP3/3t0e7bDs3+r9mSjD4yWPzTdFG86UN3/eSuqzrNX2ijc460XtE/bcdvIDmYV7WlDaoEKX0QuAq88hewHeF4nbsoQm4unysNnpiVeP3Dg6nhdKl7qiAX1k+ha+zALVdXXQhrJS7ZjDZeEAicD3z13bd97XUfvSt0eKz0iYKjKspmuxgKwIkp+03porjeEqotZ8kWAJguiNcOzjivrXnAi1Aq2hMww3UTuH233pjcsmvzE7PpWffQE8e7J9L52hfiq1iDsxwpl/fWWx4OAd11hiZnihOTaQvTebtlKu/2OAJL5oc7Opr1c9c2ELgA7/nGH932xXd99mePPDFc/MRQxn2hF21OFUTdMr8+dnRy6/5ru3O2Yr66TCxAzW2bWprbNrUAOH184CTSFdWpWbzNKkKJbEdUcI9EFDKTzZWGJ9PF4uSsFU7n3Y2Zklyxcvz5nJ21eoRwwXnwOHpN8Bv1kU/+9vMOf/q7D734jr7c7/eN2x/I2fKSSZ80nHGS1xdKTyAcqeeOHwCJYt7yJIRJVbHJYDtLJ08LkShZhdLg5Iw1O50pabMFt20y73YKhZqs9JmijJ0YSY/s3NDqxwZEYMEF+Mc7XnGjfAfwyXd99mc/emq09LGBtPPy1R5Tufzw0bPXvnxfxxNuKHytD5ucixJTTiGdLXq0C135s+24QovJUq44m0vnMtkc45o1UtJlJm83TeXFBstVyyYLqJYDp9MTgcB5D//ABz6w2mO4LHjZ3k3T+5uLX+mbsEdzltxvC1WXqV8tSAUcG851bEnyg3rIaFYg33fdbdL0jQ3GkyeOD7VJpWpS1Y7NG0dyMBcVDU4Km2JqOmpnzoSyYwN8cnBMjZ7Ojx47tuHeOx6JPfpQqiH15PFW4bhDgyKxN2vJpJD+eR3EDTb0omt7PBe4szOFAoj5EsnApfOlrpbE6ZWvXD0CC66O9Pb2qm/24jN/8eX7/ufB/uL7hmac37KEqr0Wps/85Mmpq3Z1Fod7tzdPF0m7ym9rrvHqa67pOXDk5JmhqdpC35QEJ4XuqEqjkBu3ZjP50uwsSvlcPJ8vtT+UKTQphWWXDax8QUdLTaO4iI64NpkuikbLVefiyI6P5TzznbyAy9qCCwRuFfjgm58zCuCdv/vpe794ZMz64NCM88K1/i48OlroPjpa6L55R8PRjq7GREkyXx1WTVOvqO4mJ8KWnsZpjbFxqVReSkmNxbHwUN+TmUdm8o1KYfEKYStgl0qeW9o3bEkOvu9Xrk4cG5kZeKo/M3NoKCNmi1ZCCIEl8oXWgBeZ9ZZCrvki0YHArSKfecfzH0qlUi/67a8PP3U263qRwdZ37u/L7EoO5aybd7c8FomFIgK0wVLM89oCobC5aK4xToStGxqnGdG4VMgLIcl2ZcyynY6TQ9PnLLLNncmjdz10suaCz47tVCWMy/HDQ5NXv2b/dP+Nu7q37t3ue1iqbwLHlMj51bZXBAK3yvT29ir5taHVHkZFzBSE+YNHx64HgLjB5PaO8JnmZHgqEjFQKDmYzdqxYslOdrbGRkOJ6A4Xla8BxeJhuWNT8xQDTQgl80IoZjsiVrKd9hOD0ytOLUOm7klEglTQvV54cwT4n3wtZX73j5uLiWgo7HHzz4D8MuGUAlNOxo+mvSQQuDXApZDbfimytmSPD+Q3YyC/+cJzB4eL7fu2lE50bWjuccEWraqlkwDLZ89On52cmhidLE6NT/JMOpdoT4a1vv6pZgDN1YxLClldEscLcBzXjDPA9jjgaTzndr/v648/8Ym3PctvNxyfLDjpMumO+9O2dwQCtxZQFSYtu4Q4cDq7/WUNxhOacltmp2cyM1MzVmZ6RmXSWT2XLSRmMoWO2bzVgQuKOadnzKk9W9ueOnRqvKokmArKE8uoaLtGl0lqqljbju5i3Hlk+tofHDh99GX7ttQ8lV4GXwSOoHIMYs0H2wcCVyGpVIpi8YZN4Wh0q64bmxhjm4hYExEilmX9e2tTwz2Vtrm12fhQIiS2OEJ1uFJ1ulJ1SoWuoiPb87a65MXvjicnr7WevO/s+HRuT7n3ZHJWczJuLVubdSlMQ0MmV/JkXdCyXUR1Kk0VvRHM85EK+OvvHG3dt61lpq0x7nW2Xb/J+5FN2msCgVuBVCpFbZ09LzVN8yWMsd2btu3YrWlaNy3iEqaUygO4p9I+vvru276w2PH/uvvR+MHR0rYz007XTFF02kJdd3jM+v1K219tHEVo39g1PD7dV1GabkZU1TpaNKyXpjOligpNL4VSAKfKIyLKJVOSze/5j8cO/d/fe07S+x1UX1nzGwxAIHBLMjA00hSLJ968aeuOt2q6fi3RyjMUxnhZdQzK5TW37s2+BngCc1/45Lcf3Nw3Yf2+l5lD6oXesXGjrp1Qjlt+1pBwSGe6zuE4lWXlMTgvuFJ6InCcEWzp73PycH9uz3/c2/fUb9y2248SgrW/W6QEwckAmIFCDgSbSTlZ+9D8JxC4Czg7PrU3HIm8vbml7fVc0ypa4Oaadu3g8OimDd2d/X6M7dbtsf4vHZgZm09VfklRUFo8ZGhFx7XL3lE9fGri6uZkeDIZCw06rmwZOJspK7sJY+TZ2pDGGWyBmp2xNQaENAadK5gac01ODmckFCCgIL/3+HDzs3e2TGzrbvW9lOA5pATBLQIqDUVZQJVAcAAiAAZAYQBxBdaoyGgA0bmYW0nuSN3GWQOBwAE4dfqMkUg2vs4wQm9pSDa+kBirakGZMcai0dhtAD7v8RABzLmUaGz4FObziF1KRHPjx7IF+5pK75uaKbZMzRRbrtjQdABAWQJHhIqchJeDcUJjRBtkTEo1l52EoOa/A3Tu2NM/s7khgEkFBoArQBNScSGhFx2wnC00IaHJZ65gNX76rlOPfeTN3gocU+6skjIFgjU3PGgAhQCKAWhUpEdBVPH6ogJrf/JQX/KaPTtmvByv11zWAnf8+AmtqbX9d1s7ut+t63rNFbEAgOv6c+CTwAGAzukUgGf51b5fTA8M1DRldIUs+71KjHlWkLhYcjFdEMnJgqw5r99K3H8ivdFxHKXrumc7tpK0mGK699k0iXGXmVsAPO552x5yyfpf1crE9MwrOro3PhSNxf/ZK3EDAMbYcy9ML+4lpkan/GrbL7pMe2xwZHpnLW3Yrig7ZIqRtxXXiVCXkKTpgmi56+DwUY+b9W2nUzJ9zdeXuOwsuPHJ9NWhcPiDsXjDK8rZOKgUTdOvaGxuvRrAk543DiBusktO4OzRgWFXyJqm1bYj2jgjCLny88oZeboNw5Qsetnecnz94SHrxddv9qw9P9MiCGZ+5cG+yaMEdVIBOgEWKXFKF/m/vO7KbWtiK+yyEbjT/QOsIdn0x7FE4n2Mcd9SFRERItHY8+GDwKVSKTI1qktFdK9o16zRUyf7t9baztRMMbG1uzF7Ymh6xYziROStBQdl+ysVT/Pk4OyOXKFkxSIhr0pD+CY0ingchP1qvi6vAgClAVDDAD7tV7+VcFlMUccmpnY0t7T/OByJ/r2f4rYA55qn7iIA8I5P39v7zm+N/OCh/uL/9rptv2jUnenBAw+qbN6u2YlVKgWusbJCgxh5a8GRFJ4K5nLkbRU5PZbxMASqPsL8dHcEyYy/ePRIvyehcrWyrgUulUrR1Ez2d2OJ5AOGab7QjynpYjDGnnPi5KmKvDZTqRQ9eaiv9dEjZ649cHT4BY8e6d92/rkTk/Y/DM44L1nzruPzJDSZzzz5SGZ6puDdOo1SZTmXMu7tH5pkdaUEGYBIFXXV+ifzXgax1/0to4h3uzz8vnr3uxjrdoo6OjbRs2Hz9k8YpvmaegnbAkTUqbjx6weODh5XxOIASyhQQhHFAUoAaASoRQHNALWA0Ayzs1mBkiAGUqLPcLM3L7TX29urbnp85tdzlvzuWM5d8zuoMa4s68iBwZHxjKcxlkKoullS59NoKEFh7SmlQARwCcWgwBTAATCl5lxB1JxbiKbmYos1oaC5UumtMZqI6HRWZ8SnC+626aJaNoxsaLrg5etclc9ESdrvPHJ0+D/37+p+YDX6X2BdCtxkevb1iYbGf+Sa5ssuj+u6sEr2bMl1pyxX5ixHWbYrmStUyFUqoUAtCtEvQqtCWJW0ubTeef3uzVPnH/7gm58z5X7xvlfffSL3vfGc2O/Va6kEja1cfzWhiZx19NGR/uEpzwPIy3UVIY/f1+miixHhVh1lkLXQCaATAKIG5bY06o8poP1M2ule7HrH9S80rG4QMwQ3P/3YkTPPu3735lVLq7SuBG5o5GxLLNHwkWgs/tZqrDYpJWzbyiulZkghCyILpFyAFBHpAEKMWDxfLGZOT8vdIJpPM03AQkKQGo1FrpwP79/Z9dPFzn3oLc8Z/5Mv/PyX7z6R/95kXtSl2lVzhA+Hdbq7Jardc8PGcOpLB2Z+VnIXL2jdqLszM08+PD06ntkBzIU5NTWE0wBptuOGSrbQbcc9l6DM1DmiEaOkcZaLR8MlM2yakCKUzRXD6UxRyxXtZ7TviPJcRRQ8zs4ivdObvK1ip23nek5AV5wfNzU2K6G6+tPuucyXws8kvHVEkXa1wyMfA/D21RrDuhG4ienMS5NNzf+kafp2KSUcx5FSuFkF5AkoQcECwVGASwQ5r0RERDqBwkQUA1HSNENRIlp2CqG7Ig3vooGeASnxyHLnP/zW5w7/8ed//qp7TuS/P1UQnmcBjuhkNYT4gzGT3bOj1bz72Vsi9/3a7fvOBYP+z6Ef33c269524X0bw/aQ2390PMcwuHNzy1dak9GD1+/ufPLNL7v22PwlxrH+ydjI+GzjxEwhEjI0d2t340Tv9vZ0b2+v+/qP3fW6hweKXwfmLMVOnbkmRxGANbeLCZeTYi1SHSUlHZJCQEkJ4UpIASVcghBMuQ5v5yU2M1u0xtMFb3YipSSv1+qFAkay4gpAgBPQ06AdCWnkjM66u70UOFrlmgyS9Lc9fGz0Fzfs7PzcavS/LgTu4Inhv9nY2fx6KZXh2PYECFFN0yKk6w10XvycV7A5a84XFPEVp9X/8LbnDrzrsz97xf1nCj+cLghPp4I3bYq89XO/f8tXlzqfDPOfnC9wIY3s1ph2x4u3Rd/753/3Z6llmrZ6e2EBmFrs5K42s++RgSIU5qbBWUtqWSCOua/zWLCWLzDSFg4ZwPSxB09mCzbvaUucNA0+o3GmKYmu40NTrVVph5K+bkYKBQxl3N0A0BnnfTp5aoGurjlIBMHMjxw4Ovzwvl3dB+vd/SUvcA8fG32jJON3TTNUtyBlRuSVj9JFKNB15Vz3yd9+3pl3ffZnr/zF6fwP0kW53av+R2fdZf3sru40fzCccf4yZrJ7m8L8e/s2hL/7gV9/9kCt/V7XHTr03UMsky56EhKliparDY3PntuJJgLaGqNTYVMf1nXuMKLk5Ex+41SmuOSHVUdzXDS3NExFohENdXL1Hc2KHf2ThTUd/lQxxBpdbn7usSOnb71+95Z8XbtWl/B8/5FjI7e4LPRdgtSv2pg0Oa+PXtuWPXpotOBPtRClFJelt92ws/OL5Vz+ho/d9baHBor/16vuNzXqn7zn/S/6g+Wu+dfvPNTxzlfdeNarPhe48X0/etiLDRS976ETgyPTK4p+NKzbjfHwQMjQZrp2bOU5ikilm7riekyAkllLNZZc7zP5AkDcZOPtMe2TnCGvMSponAoGp0JYp+Lr9ndued7VW/5sPjhezWWlUwDY/P+hoOZD/tXTFpqav3Z+Pq0AQEhFRKA5F3QwELiQ0h6eyvOcq23x5MVIOfcP05Z1O2PS/tSNO9re6UmfZXLJWnAHjg5d7fLwf4BYTCmCZdnFSETztYDHAkTwrx8ikqS9CkBZAjcy677Iy+5toVaMOvBD3ADA4HQc817xtVDuulO+6Bj5orMdAJqvvm5kpGB0QQBzt/v7wW9qlL7jL27/4GLnjh3rMxjjf6dpml+1UrG103Bd1x3CnERKzCUYXhBUqRSEUkpIBamUlFJBua4rTMPQGSOdEZmMECKaW7+2HffMsXHriuX6lKT/3sPHRh+4YWfnl/16XRdySQrcw8dG3yR45OMgNpevjQiukDnAR+EB4LpOUbhirGQ7eUiZBPPNT7qsbbsPff3+tumC+3IvO3al8uZTvQpCOuvzqKkq1GmRFM3+sqRluHPnDjtbsA8CeLZfnXPONc55TyX32LY9aBjGoimriLFtOuWmHaUvXe1sbj3u4weODj2+b1fPcuu1nnFJRTI8duR0/KG+8c8IFvryOXGbx5X+F6E9m84dO3y2tPnUtNjjo7gBZQrcL04XfjVvqxVjMytCofsHP3/Mt02U5WgIeSRwVbgIEaiu+cJphW0LKaUvyRpqgYAl3XQ456w5op9ZuRHW5LLQ5x4/fKriUpLVcMlYcI8cHb5eaPF/U6Qtugjvusr3ZWCDc9fH2OVzELBoju4nD/WFHB65STB9L8D2vfy67p7UD2tPLsIIaItpjzSG+Tf2bgh//WXPvX5VIgZ2tJrHHx2qPVdlVa4RrM7hLisInFUqfNkwjN+rNvmqTyz7x2ltjG1siDqHpIKQSkmplBRCyoms1VEU2jlrUTHtBluLfgSA7/VF1rzApVIpKugt7xA8/CEQW3JNwlX+h/HoGmP1EDjMP6CPHTm9yWWhZyni+xTYXhjN1yvi534HezY0DwDVC1xThA8kQ+ybezpCX/+dZzU9vNpVkm7ZHn3qB0ey+UxJ1lQRi3FWWREHAFisipC/LCtcbS1ND87mre8ZpvmKeg1oJZRa3ojQNK1F07SWC483NcRQKBYPD07mBy0XowBmCcg+fvhk63VXbpvwbcBY4wL36JEzTa7R9klJ+htXmna4dYhT1BiryzRGEbv5wb7Jw0pL7sIyIRmapm987vbE8M9PzC4a8rMYUYPNNkX49zYm9W/evjP2/be8ZL+98l314UU3X2e/74c/Og6gpigNzTQrNgOVqnfajZUplQr/pBuGL3kLq0FBVeXdTkSIRiJXbmyWH2lqiH3h6TP+Z95fswL3yLGRZwst/llFfHc517t1iG/ROKvd/01KrLR+p4hvKutxI8LzdrWfXUngdA7ZEtXuaYnybz57c/Qbf/qrz1qzFZF0Tn2oUeDMSLRiM5vqvMmgynAdbmtuvHM2b/3UMM0X1GNMK1L7LMn3VGUXsuYE7vHDJ5nDo38sWOgDIFb2rqiow+SKseVDuJa8T7n5ZJifTkYN29RZe9/ZQlyAe+ICsLOr4aIpwQJtMX6kIcS/cXVn6Ov/8PbnHvKiP78Jaex4rW1okUjFmySq/lPUsvorFvK/zzi/Q9O0sgru+ExN6zOarr8ewD97NJby+qxnZyvx6NGBDldLfFqS9qpKd8Jc4X8FeEaUKMcCg5QIa2K4MWqOJiJ6zDBi2zjXzsWNdiedxwZm5PVejEnTjE03b02M3H9qtgsAEiE2kQzx/76i1fjmHz6v5ae9vb2XVGaKhAc7qT1be4zr9l7xqGs7yrFtci0bVsnirmXrVqnE7ZJt2iXLtEt2uFCwQmcnM2HGiNU5qqmsN3h7a9OxiamZN0Ri8e9zzmtOHFoLxGhpF5AyYMSu9Gos5bJmBO6RY8M3Cx79giK+rLPgUkipfHdt4JrWAEgBXLwWR8q1Gkx2MhkzSlHT6NINvZuIFp06JmOR3SOZmWlXaTW9YeY6Jtze2z7SP1V4tCOuffM5W6L/9YevuemSqDq+GFuajL7Hh2vbSY01NpSoqWGvDqxY0JSgYDApf3VXq1DEM0rBVVCuUspVCq6USkg1/yWVFAtfSkohlHKlkkJKuEIqRyi4QsERkhwh4bqSbKmY60qyXcHmjoM7rtBMrfzK8K3Nyfsn05m3RaLxrzHGqkihWTu2VSpyTa/VijRSqRTVczNrTQjcw8dG3yFY+CMgVvUcXSr4Fh+6AGMMBlMZG2iClDC5GGuKGsPxiGGGjNg2rmllfUJxTQt3J82j/WlRu8ABuLIr8Z/3feDFH/OirdVm/4bwwTv6csWsJat22g6HtLJ3URUIQhJTxENgmrFQ4NR3lLSfOHw8ee2VV5RVV7SlseHbUzPZd0eisX9ZjU0HKZXSa3RZYZxFzVCoEcC0R8Nauc96dbQYjx8+FZl33P1ULeIGABKqprqbKyFcF6ViIZ0M0fDmRu3RPd3R4d0bW9o7Whquj0bCe7imVdR/Qyyyx2Ruzbn3SYmTuih8ptZ21gpvuH1fPqzTyVraME29og9uxgBVZ0dfEDNcFq5oM6U5Gf/XYiH/kdWIH2eMdNTYb6lY/DARq2vyy1Wz4A4cHbrC1RJfUEy7eeWrV0ahug0AYC7Rpes6thDuJCmaVYQiEQSBOIjCjFiCGDWboXBjdzjS6MV4OedGdzI0cmrarb44h5JFJu33XHfl1rrU7awX+lxMatW57jSNR+wKnkUNAFGdBQ6AZPouAPdUck9mZvq9nPMNZij8Bn9GtTiMc13V6EtTLOS/un3b1sp9FGtgVQTukWMjv+Ty8GdQRu6zclGghOM40PXFV12UUlBKQrhCgjCglDqspDxcKhVnwpHYH2ia3mYYZheAuhWzDZtGJ1BVPRNAyaImrbfu39n5396OavW5YXNi5Ph4MXtiohgvLfLrefW1bUdv29NRcoWUjpDKEZKEUNJVEq4Azjpud6GCZTzOoFD38lOAAlWcy2/Lpo1yYGjkt5JNrM0wzIsSj/oFYxxSCItx7vtSkJfUVeDmXUD+XLDw+1FL0kgpwcktmhpNmpqWCenMNg1TCdc1pRSSQJqC4gTSiCgEwARgEFHIce1vNCVib1poKped3WsYxqJZHfyGa7yNlFNSpJc/vVVKMOV+i0v7o/t2dT/s4/DqSiqVoqLe+FJJxjtf9+xdLwNAUKIkpJq2XZHLl5xipmA703mLrt3c0qLrxpLiIIYn+sZKbtnprDjBBfxLYroU1QgcAGzs6coPjZz9lUSy8b8Nw7zF42EtCmMMwnUdwP+1bi+pm8A9eqS/xdXin5Gkv6aaYGgACDF3dEtbrMAZa9I0rZEY2wCg7J0dIdzxUqHwXiSeXu6jVXQT55xTRKfRvIuVM3gopZhyv82l9aF9u3rWjbA9caiPO1r8DcJof6ci7eZnvDdIC3GGrrCmIxwKoSUJbFu6qXM0mHq+EstYYySw8oar91B1AgcAPV0dM0MjZ3+5niKH1c4OXAV12WR45NjwXkeL3SuZUbW4AYDOKR8KhbbphtFIVWTzcBzn810dbUPnH1NKFaWUtUd4V0nY0GaXvUApkHR+qsnC7TfuaH3NehI3AHB55CUuC/27YvrNtbw3zidhlr+LCgAa1SfA+EIU+KbHD5+s2vWip6tjZnYm/cuWVfofL8e1nvBd4B4+NvoWl4V/qojX7ORnCxUXQlQvRkpdVA+gu7P9UCY99erVymwcMfji4S9K5ph0vqCLwi0xe+z2/Tu7F620danDpe15hEXU0CryFSNAeCWuFUEEl4eqLkcIzIncxNmR1xQL+Y9dytm5/cI3gXv88Cnzob6xTwgW+gKIeVL4xZJa+8RM9ki19yulFhXH2czMXUKIuuaKX8DUtafXNJQCSfcwk9afG2525407Wt+2b1f3vaud5cNPdFnoJ4gRL9s0tKWzziwGMVq1aA9J2s5a29i+basYHjj9R67rDK189eWFL2twB44Obpp3AbnF67YzBae5o3nl6xbDdd3BxY7v3HGFky3ap1GDa0K1GBprJOn8kCDv0aR1l+nOPrqeBe1Cent71YN9kydB3u1eM2JtGiTcMj+/2SpNUed796QqWm9vr5rNW48BqChL73rHc4F74vCJfgMl6AAADApJREFUVsmjf0pQ/SSdTwGqqED7FNOf50X7UmLF6Uchl/1HxrUcEXQAJkC6gjLy2dmftjZdbExOTGdeHI3FNnoxvkrRNK2jVctdvW3rlvRq9L8WIKjjCniudw3yyJWN7Oy0DZMRuUQQDCQZoIjIZUSCERQjSEZQTSZJAJ74N1ZKtTupiyGleAjAK71qz0sy2fxQrmBV6RNVPZ4L3LVXbp8A8IzKOQ/1jX9UAZ4InFghJEsphcxM+lNbNm88ceG5ZOzi9dyz45PXxhsav8KYN9k9KoVxrkVj8T0A7luN/tcGsuYMIs+ACNd0tViK6cuWQDx3uXSGVs1kJtqdSqWYF0kRrFLxATMUXi6FYF2xHcdNz+aPT+Vcx5KsN+zYdV8GqpObCHnWD4MSSqkl/4hKKdh2adHiwoth2/ZxKeUI53xVPsGllMq2rZrril7KMCVP+DBHrCCRJ4GElQLgkhJSMb5Q6ZkD0AAyABgAIqRERvLQjopG8ozFfwUAiqAcAAJQps2juwHUvNkyk56+LxJLjOi6Xjdn9fNxHEfli6XRgi2mMgUhSkJtA2m752RGgZRY3mPAB3wXuEeP9LcqLXqLF23pJCa3dyYLy31CSSGmHdsuK4AZmHOaHBgafoGm6T1c06KhUOQjZih0gxfjLQch3BMbe7ovW4F75Njw8wQz3+t9y+UnZ1RM6wHmawYI63HFzH1LXizUWLntknIHTHf2pVDKJUiblCqREiUG4QBwALhzltuSKf0qYueOK5zxyfQrVCTyL7pu3OSnJSeEQC5fGC3YYipvSatoy7gL2jgfndQF8AtiQxS4curujuW7wElmvEaBl7UVbpI7pmvIE0iCoAgkCVBEkAxQXc2JRt3Ql18rI1iNza1NAMq24jb2dI8BGDs7PvUSwzTrJm4AoKR6op79rSUeOTZ8k8vCPwQxPyosVbves4IqVOSLkbtu99bDVY6jKtpaGh8D8KyxiambQ+HIGxnjL+Aav4IxXlGsrZQSJcsquq7ICalKrlSlku1alouS5ciIo9CtwDtB1AmwMqouqgVRryu+C1zYmfo/Bb2lRzDzL1byNWqJG0NtTYm9tfSnaXpnvCH5rcGhkVds6OnKVnJvLpu5Q0E9OxSOPIsRu80wzZf5vZ4hpVhz5eHqweNHTsWElvi0T+IGLFGZbGWWf1IJAIT9FKAYnhZDdt5pmq9bSARRc7aYamlvbb4fwP0AcGZgsDUSjV3HudYOgBORhrkSIxsZY1coqBml1JiSclopNdk/UXijpdiNCjwJovPSVrGnv1f4WNC8xerBS6sI3wWut7dXpVKp95e0hh8qsBCIYoIZf6VIuyhVzGzRSVSfWuNpDMN8fjgaux3Af1Vy33ymg/sB3J+ezf+/9u4mNq6rigP4OffemfG346/YiWMnJFXtFDdRbMekEQmiVCBVLKALWLSrFolKSCCxgFIVhITUFlUVX5tUoqhdIAEbFl1EYtEiFapix0mbTGO7SSBOm08nzpc98+a9+85h4Ulx7MQev3lv3vhxftJI4697rzT232/evffcBkR8PIThrMjzvONR91GNPFX3DKPZHWEXkVStIJ0pfcxsY1lbudS23p4ZAPhbqd9/6nL+cVYm7OrBscx8VGSSobiu6707H49PnP2H1fVvkkp9ffH3zbt+DxNBkG1YSxljdsMaA+6OC5eu9DS3tH6/7EGswrd2Np+bexfusXQl6RjDm3i6Tw9BfzDMxe+R1iiMUOjltxiw1kfTBAAl3x8PQywFL4d2bput8Wa/iWSziz9PbGpuzedCecuGSgW+c1tX3/ic1iGUE1+FtfavvVu6K/qCV5FAR9CVLugFA4d5pbGuKm8sEkHJewTCdPTnBC4RW0Xf3Z/vswh891o1peDsVecBz/Uults+Agba73B55trD6Uzm6XL7Xw0zg+Pk/hR1P9UKoz+oO+DZBaGuiFuvAVfyObslQwRSpuJvVWItWQ4Ay8oXE5r6C7O3y6/ZjhAo4LRJ7fWtPc0U7e4dz3Xfmbl0IZEb6EuCGN3hKeTNMuiAOwRC3ZcaywEx5RiduvgUoXkiirZ9vH8Nv6jEGnDI/rtI9tjSmffrOeqjMgLGet5kfn7uh0F+tr2l6Q+NdemHZ6/N7MzNzz3rFpw/ep77SZiVGoiokM/P//j/ac/pUhzwCrs0aJC900iFcST3GJJdyyb0MF+TiN+Gh2t88lwvqfQvo6qswqgfi6ThFcQacCN9Xa/ve7B9MO3f3q2o8BMk+3dg8hjAMFHgXzRmutjZ0XainLF1b+qcbG1ueK2pvuap6TMfb7tx/do+J5/7kesW3rLWlrVv1C04hzrbW8fKaWO9Y8CylgOtSJkm1jUPscoMsUrvAfBnIutrZfmY+l2zbDaLVtX+ikM8RmApRvWVDz+aqmgV8ao4NnCov/c4ABwHgJePTpzdajH1Dc9zv8TMw9qYnrWvRQu3/HRxn+C/io9XTp0+U9Pc0nownak5qJU+oLQe0VqXNGPmee6J2zdv/HRDY1TLv9YHzfYtJjoMAAuHZSycmk6M6quk0t8Ksy8mziAU7twOKf5TRwXABAAOLGzrcoHRIoRaVS22QqprlUu1PR3VW9M7GNRm1zQ+CQBvRtnPYljNRfKy2axq6+gcqqmt26+12YcK9xuT6l0t8DzXHW2sS3+hQsOE6XOftjc0Nj1qUukDSqsDWptd6h5nSBKRM3f75mMb21r+WamxrTejH1/+ga8yvw6zTST3NKv0A2G2WVq/dmzfg+0V3RkTxJHJT7Z7uv59QNUReWdMnib3+Trv6quVuEVTFVdw91O8chorPn5TDLzBhcDT+1Gpfcakti4LPKxsff2tvVuuAsBfig/49MKlHXX1DV82xhxEpb5oTOpziAgFJ/+ihNvKGFTZlZ/v0WrgQ6TLVPVXcOMT0+jrut9VJNwAAFClfJV5JZdqTwHAS1F3V9UBt1Qx8I4UH7/NZrPY2r5xqLaufr/W5hFU+Igxqa0Q8+zVls1dZwDgDAD8PpvNYltH53A6kxm5fu3qoZam7XEObT0I98Y8ESii676KYOlDCb3H0Oea+CrzDKGJfMfOXRDBV5lfjE5d/PdI36Y/R9nVugq4pYqXuEsDb08qnd7VWFsdM/TFMY4BwFjbhlhKzq0ryP7JMA+4Uux+6OuaKLeErdh9TP2WjFHtiuk8Cu2rzGtHJs9PDfd3R1ZwoupfgLUYGBjgzV0bj3a0bngj7rGIYAw5h4EpnEXARMBoumP5A16wpgoecdDkHgKmeGZ7UTX7Kv3qsZNnIsuhRAWcWP8Gd26bVuwfDqMtBHuTUYdTbC2Yqg+44f4tJxXbN+Lqn9A86un670bVvgScqDqaCi8AU3mVOIh8ZP5PjFdvAAj18XVeOkPOz5Ht0Vg6RwRSqZ+NT0yHUUhoGQk4UXWG+7ec0OS+vLbakouQ9RHoCunMspJcFRZ5wYYwDPX3XjF+/omF+5+Vx6i7rK6NoKqzBJyoUil//kXFXqAZNgS6xcpsCntMAUbSdvyjieqY7VrFcH/PtPGdJ4EpltPdGNW3o7gXJwEnqtKeh3aQ8XPPItsABUE59HpmdzfPAEyA7BeQ7U1kexnZTiPbSST7AZJ9H8m+A0xvE1a+gkZQw/3dHxgqfK+4s6SiGPRmX6X3h91uVe9kEGJs8vyg1bVvA6p7B8Vnv78MCFwAYBfJPccqvQEWFtrmgSH/2XMAB4AdXPT8f19jBwEcYM4XPy4gsAPMeQR2ECiP7OcV+zlke0OznRsYGKj4OQNRG5269JKvMs9V+v6l9p3vjPR1vR5mm+t6HZxIvr393UfHJs9/DRA7AdhBZheAXQR2kX0HmQrI/rxmewuBCrBwUpX81y5DnXf1+Vyq/RSj2gGAnQzYAQCtxUmTBgCoB8AGBmwEXL4lsQyhl5mXKzghxJpls1n0Md1sVWYbKdPFoDsZ1XYGHATE3QBYCwBULGhAsFCGaunzxZ8jTe4Le/s2Bzpm4H4k4IQQiSWTDEKIxJKAE0IklgScECKxJOCEEIklASeESCwJOCFEYknACSESSwJOCJFYEnBCiMSSgBNCJJYEnBAisSTghBCJJQEnhEgsCTghRGJJwAkhEksCTgiRWP8FIkB06Gqa2kUAAAAASUVORK5CYII=\n", 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" ] @@ -182,7 +194,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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" ] @@ -202,9 +214,24 @@ "execution_count": 10, "metadata": {}, "outputs": [ + { + "ename": "TypeError", + "evalue": "__init__() got an unexpected keyword argument 'fmt'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n\u001b[0;32m----> 2\u001b[0;31m legend=True)\n\u001b[0m", + "\u001b[0;32m~/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, gdf, border_color, border_width, title, legend, cmap, axis_on, legend_kwds, file_name, dpi, ax)\u001b[0m\n\u001b[1;32m 1063\u001b[0m \u001b[0mscheme\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1064\u001b[0m \u001b[0mlegend\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1065\u001b[0;31m \u001b[0mlegend_kwds\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlegend_kwds\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1066\u001b[0m )\n\u001b[1;32m 1067\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0maxis_on\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/analytical/lib/python3.7/site-packages/geopandas/geodataframe.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 654\u001b[0m \u001b[0;32mfrom\u001b[0m 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scheme, k, vmin, vmax, markersize, figsize, legend_kwds, classification_kwds, missing_kwds, **style_kwds)\u001b[0m\n\u001b[1;32m 706\u001b[0m \u001b[0mlegend_kwds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"numpoints\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 707\u001b[0m \u001b[0mlegend_kwds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"loc\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"best\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 708\u001b[0;31m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpatches\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcategories\u001b[0m\u001b[0;34m,\u001b[0m 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unexpected keyword argument 'fmt'" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -396,7 +423,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.6" } }, "nbformat": 4, diff --git a/notebooks/choropleth.ipynb b/notebooks/choropleth.ipynb deleted file mode 100644 index bb6dbd99..00000000 --- a/notebooks/choropleth.ipynb +++ /dev/null @@ -1,382 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Choropleth" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import libpysal \n", - "import pandas as pd\n", - "import geopandas as gpd\n", - "import mapclassify\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'2.3.0'" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mapclassify.__version__" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "pth = libpysal.examples.get_path('south.shp')\n", - "gdf = gpd.read_file(pth)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "gdf.plot(column='BLK90', scheme='Quantiles', k=10)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Quantiles \n", - "\n", - " Interval Count\n", - "----------------------\n", - "[ 0.00, 0.28] | 142\n", - "( 0.28, 1.54] | 141\n", - "( 1.54, 3.31] | 141\n", - "( 3.31, 5.72] | 141\n", - "( 5.72, 10.01] | 141\n", - "(10.01, 15.51] | 141\n", - "(15.51, 22.89] | 141\n", - "(22.89, 31.57] | 141\n", - "(31.57, 42.38] | 141\n", - "(42.38, 86.24] | 142" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "q10 = mapclassify.Quantiles(gdf.BLK90,k=10)\n", - "q10" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "f, ax = plt.subplots(1, figsize=(16, 9))\n", - "gdf.assign(cl=q10.yb).plot(column='cl', categorical=True, \\\n", - " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", - " edgecolor='white', legend=False)\n", - "ax.set_axis_off()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['[ 0.00, 0.28]',\n", - " '( 0.28, 1.54]',\n", - " '( 1.54, 3.31]',\n", - " '( 3.31, 5.72]',\n", - " '( 5.72, 10.01]',\n", - " '(10.01, 15.51]',\n", - " '(15.51, 22.89]',\n", - " '(22.89, 31.57]',\n", - " '(31.57, 42.38]',\n", - " '(42.38, 86.24]']" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "q10.get_legend_classes()" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "mapping = dict([(i,s) for i,s in enumerate(q10.get_legend_classes())])" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{0: '[ 0.00, 0.28]',\n", - " 1: '( 0.28, 1.54]',\n", - " 2: '( 1.54, 3.31]',\n", - " 3: '( 3.31, 5.72]',\n", - " 4: '( 5.72, 10.01]',\n", - " 5: '(10.01, 15.51]',\n", - " 6: '(15.51, 22.89]',\n", - " 7: '(22.89, 31.57]',\n", - " 8: '(31.57, 42.38]',\n", - " 9: '(42.38, 86.24]'}" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mapping" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "def replace_legend_items(legend, mapping):\n", - " for txt in legend.texts:\n", - " for k,v in mapping.items():\n", - " if txt.get_text() == str(k):\n", - " txt.set_text(v)\n", - "\n", - "import matplotlib.pyplot as plt\n", - "f, ax = plt.subplots(1, figsize=(16, 9))\n", - "gdf.assign(cl=q10.yb).plot(column='cl', categorical=True, \\\n", - " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", - " edgecolor='white', legend=True,\n", - " legend_kwds={'loc': 'lower right'})\n", - "ax.set_axis_off()\n", - "replace_legend_items(ax.get_legend(), mapping)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6220878b619a49d29aad6e116c5725ab", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "VBox(children=(RadioButtons(options=('Sequential', 'Diverging', 'Qualitative'), value='Sequential'), Output())…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from mapclassify import color\n", - "import mapclassify\n", - "from ipywidgets import interact, Dropdown, RadioButtons, IntSlider, VBox, HBox, FloatSlider, Button, Label\n", - "\n", - "def replace_legend_items(legend, mapping):\n", - " for txt in legend.texts:\n", - " for k,v in mapping.items():\n", - " if txt.get_text() == str(k):\n", - " txt.set_text(v)\n", - "\n", - "k_classifiers = {\n", - " 'equal_interval': mapclassify.EqualInterval,\n", - " 'fisher_jenks': mapclassify.FisherJenks,\n", - " 'jenks_caspall': mapclassify.JenksCaspall,\n", - " 'jenks_caspall_forced': mapclassify.JenksCaspallForced,\n", - " 'maximum_breaks': mapclassify.MaximumBreaks,\n", - " 'natural_breaks': mapclassify.NaturalBreaks,\n", - " 'quantiles': mapclassify.Quantiles,\n", - " }\n", - "def k_values(ctype, cmap):\n", - " k = list(mapclassify.color.colorbrewer.COLOR_MAPS[ctype][cmap].keys())\n", - " return list(map(int, k))\n", - " \n", - "def update_map(method='quantiles', k=5, cmap='Blues'):\n", - " classifier = k_classifiers[method](gdf.BLK90, k=k)\n", - " mapping = dict([(i,s) for i,s in enumerate(classifier.get_legend_classes())])\n", - " #print(classifier)\n", - " f, ax = plt.subplots(1, figsize=(16, 9))\n", - " gdf.assign(cl=classifier.yb).plot(column='cl', categorical=True, \\\n", - " k=k, cmap=cmap, linewidth=0.1, ax=ax, \\\n", - " edgecolor='grey', legend=True, \\\n", - " legend_kwds={'loc': 'lower right'})\n", - " ax.set_axis_off()\n", - " ax.set_title(\"Pct Black 1990\")\n", - " replace_legend_items(ax.get_legend(), mapping)\n", - "\n", - " plt.show()\n", - " \n", - "\n", - "\n", - "data_type = RadioButtons(options=['Sequential', 'Diverging', 'Qualitative'])\n", - "\n", - "bindings = {'Sequential': range(3,9+1),\n", - " 'Diverging': range(3,11+1),\n", - " 'Qualitative': range(3,12+1)}\n", - "\n", - "cmap_bindings = {'Sequential': list(color.sequential.keys()),\n", - " 'Diverging': list(color.diverging.keys()),\n", - " 'Qualitative': list(color.qualitative.keys())}\n", - "\n", - "class_val = Dropdown(options=bindings[data_type.value]) \n", - "cmap_val = Dropdown(options=cmap_bindings[data_type.value])\n", - "\n", - "def type_change(change):\n", - " class_val.options = bindings[change['new']]\n", - " cmap_val.options = cmap_bindings[change['new']]\n", - "\n", - "def cmap_change(change):\n", - " cmap=change['new']\n", - " ctype = data_type.value\n", - " k = k_values(ctype, cmap)\n", - " class_val.options = k\n", - " \n", - "data_type.observe(type_change, names=['value'])\n", - "cmap_val.observe(cmap_change, names=['value'])\n", - "\n", - "\n", - "from ipywidgets import Output, Tab\n", - "out = Output()\n", - "t = Tab()\n", - "t.children = [out]\n", - "#t\n", - "\n", - "# In this case, the interact function must be defined after the conditions stated above...\n", - "# therefore, the k now depends on the radio button \n", - "\n", - "with out:\n", - " interact(update_map, method=list(k_classifiers.keys()), cmap=cmap_val, k = class_val)\n", - "\n", - "display(VBox([data_type, out]))\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From 95d878ac75adf8d4c4ea803a94d7359ea454f48d Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sun, 31 May 2020 16:52:33 -0700 Subject: [PATCH 14/21] DOC: update requirements for docs --- docsrc/installation.rst | 14 +++++++++++--- requirements.txt | 1 + requirements_docs.txt | 4 +++- 3 files changed, 15 insertions(+), 4 deletions(-) diff --git a/docsrc/installation.rst b/docsrc/installation.rst index 45ae8ed6..318c743e 100644 --- a/docsrc/installation.rst +++ b/docsrc/installation.rst @@ -3,13 +3,18 @@ Installation ============ -mapclassify supports python `3.5`_ and `3.6`_ only. Please make sure that you are +mapclassify supports python `3.6`_, `3.7`_, and `3.8`_. Please make sure that you are operating in a python 3 environment. Installing released version --------------------------- -mapclassify is available on the `Python Package Index`_. Therefore, you can either +mapclassify is available in on `conda`_ via the `conda-forge`_ channel:: + + conda install -c conda-forge mapclassify + + +mapclassify is also available on the `Python Package Index`_. Therefore, you can either install directly with `pip` from the command line:: pip install -U mapclassify @@ -36,8 +41,11 @@ your fork. By making changes to your local clone and submitting a pull request to `pysal/mapclassify`_, you can contribute to mapclassify development. -.. _3.5: https://docs.python.org/3.5/ .. _3.6: https://docs.python.org/3.6/ +.. _3.7: https://docs.python.org/3.7/ +.. _3.8: https://docs.python.org/3.8/ +.. _conda: https://docs.conda.io/en/latest/ +.. _conda-forge: https://anaconda.org/conda-forge/mapclassify .. _Python Package Index: https://pypi.org/project/mapclassify/ .. _pysal/mapclassify: https://github.com/pysal/mapclassify .. _fork: https://help.github.com/articles/fork-a-repo/ diff --git a/requirements.txt b/requirements.txt index 8b4b0b7c..e85c317e 100644 --- a/requirements.txt +++ b/requirements.txt @@ -2,3 +2,4 @@ scipy>=1.0 numpy>=1.3 scikit-learn pandas>=1.0 + diff --git a/requirements_docs.txt b/requirements_docs.txt index 59c6aef2..23027046 100644 --- a/requirements_docs.txt +++ b/requirements_docs.txt @@ -2,4 +2,6 @@ sphinx>=1.4.3 sphinx_gallery sphinxcontrib-bibtex sphinx_bootstrap_theme -numpydoc \ No newline at end of file +numpydoc +ipywidgets +palettable From ff4350a1c52a4614708d7a9e73ddc242d02a4941 Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sun, 31 May 2020 16:58:57 -0700 Subject: [PATCH 15/21] DOC: md not rst --- README.md | 1 - 1 file changed, 1 deletion(-) diff --git a/README.md b/README.md index 67d55db3..1b44637d 100644 --- a/README.md +++ b/README.md @@ -8,7 +8,6 @@ [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black) ## Using `mapclassify` -======= `mapclassify` implements a family of classification schemes for choropleth maps. Its focus is on the determination of the number of classes, and the assignment of observations to those classes. It is intended for use with upstream mapping From eaef3d354ffd153208f968933d9d9ee9c30c251a Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sun, 31 May 2020 17:02:22 -0700 Subject: [PATCH 16/21] DOC: cleaning out old nbs --- notebooks/05_plot.ipynb | 431 ---- notebooks/chorobrewer.ipynb | 268 --- notebooks/color_picker.ipynb | 4054 ---------------------------------- notebooks/south.ipynb | 327 --- 4 files changed, 5080 deletions(-) delete mode 100644 notebooks/05_plot.ipynb delete mode 100644 notebooks/chorobrewer.ipynb delete mode 100755 notebooks/color_picker.ipynb delete mode 100644 notebooks/south.ipynb diff --git a/notebooks/05_plot.ipynb b/notebooks/05_plot.ipynb deleted file mode 100644 index eb1a6058..00000000 --- a/notebooks/05_plot.ipynb +++ /dev/null @@ -1,431 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Demonstrating plotting with geopandas\n", - "Note that this relies on a development branch of geopandas: https://github.com/sjsrey/geopandas/tree/legendkwds\n", - "that is planned for submission to geopandas." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import libpysal \n", - "import geopandas as gpd\n", - "import mapclassify as mc" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "columbus = gpd.read_file(libpysal.examples.get_path('columbus.shp'))" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "q5 = mc.Quantiles(columbus.CRIME, k=5)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Quantiles \n", - "\n", - " Interval Count\n", - "----------------------\n", - "[ 0.18, 19.02] | 10\n", - "(19.02, 29.33] | 10\n", - "(29.33, 39.03] | 9\n", - "(39.03, 53.16] | 10\n", - "(53.16, 68.89] | 10" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "q5" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(
,\n", - " )" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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,\n", - " )" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f = q5.plot(columbus, axis_on=False, cmap='Blues')" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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legend, cmap, axis_on, legend_kwds, file_name, dpi, ax)\u001b[0m\n\u001b[1;32m 1063\u001b[0m \u001b[0mscheme\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1064\u001b[0m \u001b[0mlegend\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1065\u001b[0;31m \u001b[0mlegend_kwds\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlegend_kwds\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1066\u001b[0m )\n\u001b[1;32m 1067\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0maxis_on\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/envs/analytical/lib/python3.7/site-packages/geopandas/geodataframe.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 654\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mthere\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 655\u001b[0m \"\"\"\n\u001b[0;32m--> 656\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mplot_dataframe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 657\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 658\u001b[0m \u001b[0mplot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_dataframe\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/envs/analytical/lib/python3.7/site-packages/geopandas/plotting.py\u001b[0m in \u001b[0;36mplot_dataframe\u001b[0;34m(df, column, cmap, color, ax, cax, categorical, legend, scheme, k, vmin, vmax, markersize, figsize, legend_kwds, classification_kwds, missing_kwds, **style_kwds)\u001b[0m\n\u001b[1;32m 706\u001b[0m \u001b[0mlegend_kwds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"numpoints\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 707\u001b[0m \u001b[0mlegend_kwds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"loc\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"best\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 708\u001b[0;31m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpatches\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcategories\u001b[0m\u001b[0;34m,\u001b[0m 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unexpected keyword argument 'fmt'" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", - " legend=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", - " legend=True, legend_kwds={'loc':'upper right'})" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", - " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate'})" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", - " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate'}, \\\n", - " file_name='crime.png')" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", - " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate, 1988'}, \\\n", - " file_name='crime.png', border_color='green', border_width=2.0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Legend Formatting" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", - " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate, 1988', \n", - " 'fmt':'{:.1f}'}, \\\n", - " file_name='crime.png', border_color='green', border_width=2.0)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f = q5.plot(columbus, axis_on=False, cmap='Blues', title='Columbus, OH', \\\n", - " legend=True, legend_kwds={'loc':'upper left', 'title': 'Crime Rate, 1988', \n", - " 'fmt':'{:.0f}'}, \\\n", - " file_name='crime.png', border_color='green', border_width=2.0)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/notebooks/chorobrewer.ipynb b/notebooks/chorobrewer.ipynb deleted file mode 100644 index 569a04d4..00000000 --- a/notebooks/chorobrewer.ipynb +++ /dev/null @@ -1,268 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Chorobrewer" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "import libpysal \n", - "import pandas as pd\n", - "import geopandas as gpd\n", - "import mapclassify\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'2.3.0'" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mapclassify.__version__" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "pth = libpysal.examples.get_path('south.shp')\n", - "gdf = gpd.read_file(pth)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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r39vOclCyGSvJcTm5CcCR4TXWx0thk2aLyvy1aSLLUUINwT3fx15dQZVmIp3KMXxlDgA9lWZteo0aVaGtr4HY0TpMusT3nEF8JUH1HfWsPDvP+oVZjtzdzkaVGVJwen2O2201wAYqKovFJe5sqiUzZ2E5kyQ2tspPHtjPZGSMB2v2M50Ms5nLcWU+z6xV4eHO4/zylb/mC8c/xfnN0xjoZPVSqKeFwzy9ukKDI4gqFBQhqLR62SykOBpsw5C3pmBbWdGXKfMOIlHMspiJcCZ0iY6TFWSWzUiXQl7XsaoqHquV1ZoUXfZqvr04B1E4dbQOy6CKo99LIpxn4Vsr2BwROu9sZ2o5SjKVIxf0kPH4Of4jLYw9P0wxX+TaN0uVzXs+cie5fJFrT13nb3/2DN3vO0RdvZuaTQ05NI5S40LNpJjY1EHZ67ZwHm8gpKskIkkmL89srzdbzXSfaGf03CSt7znJpXMze9r1tPkZ+mbJd74ysYLroT6uL6yV2nbaOHyqnsjp0gvB1elnslEnsZKgOuhitZBCKyq0Kj0Mb2wS0TTcARNZb4ET/iouD6/xXOI6VTYv16JzfLbzQUxY+K3N51hKJ3hkcIZP9PdjFiofa/p5qm11XNh8nipbLf80n8OuGiCjrOVUXGY7JqEynlzh/9z3IfxW1y257+JWh/V8Lxw9elRevHjx1XcsU6bMTSnqOsl8gYDDvr1uKrnKT5/9AtldddBDc51MhqPby7VeN8vxJAdqqxleDVMwdA631bCwkWAjnkEVgpPOEJ4FgyujK1RVeqhw2UiPhgkvRWlur8SZTVDMFsgksxTyRYINFSwMLVDXUcPQ86MAHH7/YS5//fLOeXsacL9/P1kLPG8uyeO2WmjxenFHCijpIonHRohe2wrxVAQdn72fmNdK9JHRPd+98Z421oIKNYkihZl1zD4ng0EzmXypSqXFqlLI67hsFvZ1BLkc2KTG7kHJKlhtKjGRZWizVOvGZbZQ7/IyGi0lNlkUwW8cSVLlnuOv5hqpsCp8tGGSvuBvsJTycWFthdFomL8bv86vHr2bn913AgBdagipcDH874lkH8ekBPjDqZOsFySqUPg33e/lkL+ZDk/N93zPhRCXpJRHb7atbNGXKfM25KvXhnlmfJovfGRn5s6nVgcoFIvUp3xIAdUxL7lhSX11DeNKArui0ph00h8I8MTyHIcba5i1RTmbWeBkfQNKARrsHoycYNqRp6m7krnRMLlckZb2CtaWoqAIIssxFkdLA559p7oYeGYQIQQ1LVXbsiSXY9uf20/1EM4rhL9WCq9897s7eDwQo7sqxIX5LcVug8ZP9NN8ppZCJEX+9hbOrsdwxAs0tweJTJZCLIVZYc5jEI4kS8lQ9U6OdNSTmSjJI5HUt/tYHI9isimMhlKspFKsZEuhjZa8iQ/2eDjVlgCsGJqNi0ulbQoG/+XUCnbT0+gG/EzTLBa1noKR55mVz+OQw/QGDvFwy8d5uPnDfHVqp8SCKkwgoMXzfjZzT6AZm1TbVNYLGr/a+wF6vfW03MKkqbJFX6bMWwTdMFCVm6e+TA4v09ZTgxCCb1wY5ZGLA5xZX+SB7nYON9TSXO3j9JOXufaFAXJb9dd73tvHpeFlJNDUFGBzI00qnaeq2sO15iz31DVwRiyQFEUaVA/FiwUKRZ3+5moGZ1dx2ywctAXQiwaTM2H6fG6Gz0zR1BbCbVOxorMxvcL0tVmkBJPFRF1HNXNDiwTrAgR76jHVVuDwOLj65I5VbvVZqfxAO6t+yVh4Y8/3bA34WR2M7kk6MqsKDQEvG+kMbTVBrkztzG0U9DjI5It0N1QytRwhkSmNASgKHPuwn29MrwGCeo8Ts6JQ49LoqZ1mo7C6fQwFBXP+Ho4GhnGZn9x1ZgteSzfxwnUGcw/iNlmoM8+iqcfo8txLq7MPu8nKbpZTjzEW/UPSxhFWcmBXHfxo46cwsOOyeF/7w3ATvpNFX1b0Zcr8APPlC5ep83ip93r4/NPPYTWZ8Nqt/OLtJ6kNerkyucSj37jMmT89wwd/+i6OvbuPP3j8DNemV+hurmRGJNnMZ+lqDLJoitP9aJHo1XXqHmjhhcoMIaeTdKHA/soqjPksJruFpc0EeqWC52qeZCJH9f2VWDw2Mos5ZlY3CaoW2mIC3BaKOYOhxQiVFS4KQ6sUtuZxratx43KYGXrsPNUtlYTqAxQLOgLImk2s11USCDiZmim5RIJ+JzWKyvTFOao/08+ZZJiQy0mFy0FB05naKA3O1nncZKbSFF42jaBFUTjsDTE5skpHfw0JNBZTSaw2M+FYaSDZYTWzr6uKYmUa4dG5pk/Rae3g+dmSDN1BCweaBinKPA32FopGgaVcyY+/sHw/I5txPtGdpcv/OBY1h66+C7vxPEWZwMBPwfRhTm88T6uzi6n0KAFLBR9v+iytrq49sibyo5xd+SS6zHKi+q8wqS48ls7v+1n5vhS9EMIGnAaslFw9/yCl/A9CiK8AL30DHxCTUh68SftZIAnogPZKguymrOjLvNPJFAs8OjPK/5oYYn4ijkM1E06mKeg6NkUllLByW08Ty5EEI3NrHHT5mfnqEL73tzOW3AnSDgWcBI552NDTTCQieMxWTqareWFjFc0wcJjNNPi925ZzQ9bBZjSDWVU4VFPN3LVlnL0B5taj6Iak0mKh+qkJ3I21LK4myWQK7Ovyszq8QKA2yIamUu0yMfj0NZr7G5gZKCU4NfbUMT9ScsP0v+8oVzQwmUzYbGaSqZKV3Vzrp95pp6DqXAvkmJOZ7e/RXhGgzurm+pVF+pqruDK5a0ZSKbktWMPglQWqDwSITSVpO1pHIVrgWmID3SjpuN6OEIFWlSnvHOv50jVyqFbWVl14zBo/tG+ZcKHkm29zdjOVHqXZ0c5SMsc/DOzMY/2xLhP+QJj57Bz3+u0ETFHMihshrJjMP8GF2DnSWoqMnuLn2n+dkLV6l6iSsegfMB3/S7oDv0yr9xOv2zPz/fro88B9UsqUEMIMPC+E+IaU8sd3neD3gfgrHgHulVJufIftZcqU2SKnaXzmmf/Nc8uzAOxvrmZsIIKQUKvYaJMeLifC/PO5ke021oJB/9Fm8tLM2K5jhfo9PB/dySZNFPNIs0q7289SLsmBuhqeny5ZraoQ1NR5qWv2I1WYmIiSrTERtJm2laWm6SyNLMHIEhXNlXTc1k9idoW16TBur4Mar5Pw9DJSSmYG5jn04/cwN7eJ4bBwpK+VbCKNtNjpCNkYX4nR2VDF5mYas0UlgMLlJ0p+7YpKN/H73cTQAIincoRyNgqazszsOndrbnSnCZAIl5WrlxdASoyIRmBfBWdnljjUXoceK8ndXh9kvnuScaVAm7kKq2JiMbuJUy3wR3dfpKgPoAonZm87Ej+aXGEyBes5DYc1x88c0ZlPVJMuSL4yEeFgdS0H68ycS6zQ6+okIF5AigCXNr/Kj9X9FH8x89/o8x7ao+QBNnMXmY7/JW5LFy2en3w9H5vvyGuZM1aynRKAeetvuxsgSmlcHwbuuxUClinzTkMiGY+V7CJVCvxLFrxrCppu0F7jIXVumRMOG7LRTVYxcM5lGD89imFI+u/r5C7FR9oOVl2QXcpS67azbMmiSsEdmQYuDS2wv78Ob5Wd56fnqHA6cFkteK1WLiwtY1dNHLJU0KW4mVDjzK3FaAz5mF+P0SZNGH0NaJqO2tTAwOXSS6TnVBcTF6fQChoms0r7oRZy6RxS00lEMySiGdx+JxNzCaBkTR853sLVsRUURSHosjI9vLZ9DaLhJMenAzzVqnGooZbCSp7r08sgJb2bCqOXp7b3bW7yc0jPkd5IYqmy8uJyaSqo61PLHG6vI5LK4Nivk1NK0UZTqTXaXFW8u8rMHf4nKOqlwVZdplG0ORBzzGRvZzRaT0Yv0OPtIGTNkZPr/EzzOvt8TXxzTuHyUjO1gWqG5QJO0x0ccAxTSQ2PzHyLUxXvosvdv+e+ZoszDKz/CibFw4HQf3nDphGE1xh1I4RQgUtAO/AnUspzuzbfCaxJKSdu2rj0UnhCCCGBP5NSfvEVzvFp4NMAjY2Nr1H8MmXeXuRzRVbnI3w61s616UXCAQsDsytIoLkxQCZkwvpgHbNfGMA0puJ02QhHd7Is9WiOsSvze45Z67aR+FkPrWY/A0MrpfPE8vjNTro8QSYTEfIFDc9Cmu4/v07rHb1cKpaiVJxOK32NbrQX56lKZpm/MotW1DFZTPS31eKqsZFPZpm5NotWKFnfWlHHUV+F3WrF6rKiqAJDl5hMe2dSGjk/Q1u9D+9BF6cPG3Q/0EnSrhOYlxSnU0y+uMDtx/fz3MIyNpOJAwfq8I6lmfz2OCaLiVBLkOxqHCKbDF0qKf6m401AaZygsSlA1qyzaM+wOAo9TX3EQ7Os5FO0uosUWSQqT+GWj79UMw27uZpEYZRYIcB9lSkKhuBMOMd00s9KOsn9LjedziX+0S74aEOQb4Y3Wdk0YVVMUHUXegb+x4jOvfUuzttX+NypnQF0a/ZvucNuJuL4zdfFJ//d8F0NxgohfMBXgV+UUg5urft/gEkp5e+/QptaKeWyEKISeHKr7envdJ6yj77MO42lyRX+75/7c4oOJ6PjJWteCEHnfe1sdtqJmApMRkoDkpUOB/tjTrIWQfFymI3RrflNVcGh2zpIJbOMXdtVF8akkPuXLYQzaXx2O21eP4sjEUI+F+OL66XIlFyR7svLzL8wgcvvpP6Bg1xPFHDbzQQGplmZLEWh9N7WyfCL4wD03NbJxNVZFEWh41QniVQed2cdEaFQIVTGzpSUb0d/HUuzG7g8dsJbYZVSSvra/Yw8fQ2Hz8HV/9iJ9rIZ9W7z1XN1KIzxko6SkndnqlEyGjPrCfKFIp7LEwi3hWBzLWpTJcWAlcHNDdr6qzgb3ltWuS0UoHNfgelNEx11l9FE6Tp3uxrpsl7FplYTK1wiaD1BJF+yZVXh4L9e/jgT8Z0JY49UV1HtTvOHHX+LIpPE6eE/L97Bxc0oD4du42sTk1TYHXyk8wBmReWDHf1IaSAjP4xw/QLC9u7v72F5BV63OHopZUwI8SzwEDAohDABPwrcvDwd25OFI6UMCyG+ChynNLhbpkyZLc4/doUrTw/gqXAT6mxhI56j/sNdXHLmcJsL21EnAO0WPy9ulJSYqIH91hr8ipm1xSiXni8p4Y6H+lgIx8nlijQfqeHpZGnwcj2VptntJZrKksrmqQt6MAoGfe4gSaUUfZKKpll5dpAj7z3J6IvTVB3oYG0mTFVHLUZlJf0Puclmc6w2VJHxemms8aG6LDiuTrOezrOUKhBqK/mmLVYTqkmla38D189PA9DQGiJU4eT8/3wKgPhanHv+MkLm4QbO1JYGYE8WqrF+K09Hkw+3zYZdqigLea4NlHoabr+Npn3VzHe6WI+lMBtuFqbCHG8Ocsrl5bHIyp7rK4CiT+N/j5eSsby2QwSC30IVOp22VXLaMobM4DK3IYQZr2Uf6eIcmkzwK0eeZj7Zy7eXPJxeVqhJZulujfHF+G34VJX9tij3BXXORXQura7yE10HmI1v8iNtvTvzwerLIAu3TMm/Gq+q6IUQIaC4peTtwP3A725tvh8YlVIuvkJbJ6BIKZNbnx8Efuf1Eb1MmbceuVyR//h7X6fYqFK5L8DHug9S7XTzvp99gK9/4QkWRpdovtuJ6+M9nN5Yopg2sFvM9NV5GFqKY1LA8O64aqSERL2d8DdmMAxJ8EAV9kMVqAUTiekcWlFn8Pk5jj7cQFTL4VTNBJJqaeDSMGh1ehkZnOdKIcrhfS3Yr88Saq1B9/sZ2bLIBwdXaHvPSbLZIpOjJcu+5c521hZLSUrzKzECeoGx50bwV/vovLufy5MrnLqzk9WZdUavzmOxm9n3UB8L5+dYmF5naXaD+v4mFgfnUFQFSyhAYdbCnat2dM1gaX4VT8BBwWFhMV5Szi1Vfrre1cymo0jaKLK4nmFtK3TSWm2nVvqIrKgYbSpVPifOlJWx1ZLVfri1ljPZWdiKwH9ucYNfquhnf+AbONVmDN1LwYhSMEoRNPHCAABucwcWtYI27xVqnct8oruCg45GPreUpyAlP1kZoFc9S583xwWZavQAACAASURBVKmjbeRNdTy5/A8MbPby/PIc99a3lm6UWgfWO2/ps/WdeC0WfQ3w5S0/vQI8IqV8dGvbR4D/b/fOQoha4EtSyoeBKuCrW4MOJuBvpZTffL2EL1PmrcZ/+q//zPNnJ7EMmVhWZ/jj6y9yorqBj6Zr8QRdVDeHmLjDz1h4gaONdVycX2IuGuMn74rSfXSVrJ5GIrnPdz8zsybcNhuKIfDd10z4zALqqRCn4yVXTuO7/DSYHbhigvNDJYve47ARHlmmKeAkGHBx9bmSlR1021m+vIi9u52cWWVzKbZH7ngsS2xz5wWTGA9T3+BjcSMBQqBlSwOd0dUYjmszqK11DJ+fppDXkEDVba2cGVqkvzlAJJzAMCSurgZa7FY2NBP2YJChpcj2BCPBajehJh9hI4fdYqLS56Kq1svTa7OQgZDLgX2rksPhyioK4SwcsvGMbSvRKQdWs4mDjZWkcgW6+4doV6LIQisDy0XCWcm+wLcpGBts5jdQsFBhu4OCsYFmZLGp1eT0FUyKi0juxe3vnTfWOJfr5pjbznvcEZxqDIxKKLyIjUFiws79je/Doj5BND9OWvslPJa60sCr+9+/3o/Ta+a1RN1cBw69wrZP3mTdMvDw1udp4MD3J+Jbk2KhyG+8/3MoikBRFRRFKf1XFYQiULf+B3ua2dzMoms6um6ga8b2tGK7x0+CQSfhaxN8pyEVb4WbTCJ7w/qqnkbW4wUMQyKlxDD2HsTmsBJz75382TUyR36roiGAUBSEAO/JbtYLJRn1l802VLzdRsS000ZBIAQIBN0zLjbnkwRafSymU+iGgVlVkVJS3KoXXqNaKV4JoygCoQgOnmznw5+6+1Wu9FuLg711DA0s4LCa6Ur7mXNmSW7keGx+jOkXxnD5HKjxPAgYWgtzsq+enKqxmVHRrDvxDpOK5Kp7ldusTVyeWoJKsPxYCNUmtwOd5+NxlmWclqJnu10ik8OjCDY301SFPASr3eQyBXyxPCvRNM6Ak4ZjTVTmNfKxLDOX5vBVuGjtqmYzkkJVFSxWE7FImqWL87Q1BXE3BrBoHsTZcRrff5C1rgo6XS5SxSI2k4nMVJKxmTC+GhfjkRQ9D/ZiT+YZujCDrhlAgdELM5x43z6i6UKpnLCuo7pMzE/FkBLmwjHmwjFu66/jxcgSlhx0SDeWjRwTc4vY7Ra0l5X3zUuNvqNXieTDRIwiGOA2J/l0/0VA4DQfAPzE8tcwKJAsjpHXS+4rgcoB10l8Iotu3s+17CJJfZNqSyM9lhWs5kEwKP2Zj5BTGjmdvIqR/TIeywXuqvsMqrCxktvAbgphSAOLsjdL9o2kXOvmFiENyeUnr7/qfj0fEEyMrr7qfl29NQw9fu077lPXXs3S5I3H8pwdJ3Swk7mFm6c6uH0O1vx7H8LAuWFS0RtrZjf73IzH8zesBxCdHmbFTWZUAOyz1UwMrOLWkywnS93tugovSxs7Mo2bTLjO7yTC+IO3ppLfm0l4ZIXs9WWygKfZzdJ6yS1RWRkAIBXL0HR6ke7PdjKW2ODb8VJVxqDfh3nrFkkJs4mte7P7nS0knhoLvrSNaCrLPrzYn10n2GKwvDX5k89mpb09iKZIMkGV2VyO2mo3vsEo/kP1TBoGF7YSmxx2Cwdv72Dg3BSbGymmR0t+746+0uAqQK6oYzErpKw2HL/8AJc3ExBNkkxm6TO7sWWKRNN56oNuKjUV6XTiLBqMDS6hawZtPbU4nFY2wnGykQzjizvpNs1GBdKQJStfSursDqzTGR5Ou0nMxZm0pMgXder6Qzj3e1gyJ7EVBDnNAASNHjObxWVQdi5Sh/Oll54klr+KWfFiVvzY1CrMigubWkO8MIBEx04eu1YKCjllDZAzHcMu46CV6uCjVJdcMsVrWJQKpCzgUDwctnlIZp/ldLadi9Hn0KRGwcjzq92/S639zYkoLCv6NxlNe231p19LzK1Qb14HJbGRpKaQp62nBinZ/sFuy1DUb2gjjZt3HZSbyFFV7cHX5+F5Xv2FZezqkrw84uvlPYQ3Ms74jSCvaYy2QPDn+xGArlhhfWujUOj92D0ASAFatEhuK1kI2FvbRQaJ5Us9p93XsK+7itMbs+CDk7U1JH57hIyUbK4muP2hLgynldFri4xpKWpqfOQsW+GQ8QwDj55HCIHl/Se2j9dV4WXo7DS6ZmCz70wTOD22QjDkxt8RYmQjwdJ0mNa2EPObCQSSepuTxnWDyUul1K19x1oYuDDDS8PJrd01VFR5aemqZnxgkUK+JIeyFKPlaCMz4Thmk4LVpHJnZQOariNSGtOPDzO/67nsP9FKrM/FmdwqcibGnf1W9veMIxC4lErsZpW5zN5nrMpSxNi5rBSNOD7LAdLaLMliyehQhR2rGqKwq6mQUezFF8DUv0vBXwWj9MwvyXrqrD76TBFE8QWezL2f09G9XurrsQtlRV/m1Xj1MFhFeWXFKBSFyZEVLFYzDa0hFqbXt7ftnmrtJV5pEmjxMjEqfriScVOcmLjpePwN6N/J9yQNuqqtCKGAIvCYbs0kDG8GsUIGBcG6Jcal2AYgOFldv71dlQpXN3Z6UB0XbLQKH4bPRKxCEpgzMPYfAASG9HB7kxWBgjlt5kBXNQiw2FSOVdZhT5hwxRX8D3agxHOwEkcbXSPtsRFyWtDMZnLZAnWGn6QtT3cG1uoC6LqBx2EmVdDoqg0y/tzE9otkdmKVUI2X9ZU4umYQaA8xGI6j6waVHjv+AtyNh4Uri6ST60xSiripaQgycGFvrfjp0RV8FS4W5tcxCgaS0kvd0A1cGY39ffUMjiwxNrG2p93hnzjA6N9cBSB0pIZUs4UX82vbv4y1TQNnc4oup5+x9CRtlp7ttk7FTNooYmWd3c5NRVgpGqk9E37oMktGmwfrLleQqRe0IdBXQQ1B8dIe2dyqgwZ5lZfeIhvajb9FnyVwkyfjjaGs6N8ivBbrVlEE1S07pU6rWqvZkBakIVnPlR7AQr64Xb3wJW5m0fv+7YOo+QKUes3bmE1OahcSGLLk73ePCw41VZDRs0SsBSZtqRuOtZv6oRSeaBopJYpIckeTn9EKiQS8KAx9e6e0a7DC+arf+QedJ1au0eaq5mfOfYF+byOTrgnab/fgN3lQZnYu7Mt7SpOzG7gXkmha6d5EzYL451WKUuclJ3y1zc/1jfBOoxT0mULMnl3fLllwQlGZfGJHKfV88HaGEymKUhKNZbCoApvHQjKawmQy4ZoPc1AIHKsa6+EVVJNaGlvKqNR39qOaVEwmBVIFOoQJxaaQXEkRXklR11uD3h4k5LLhsltwOq1oukGwqnQfgz4HkVgpfFJKiVtKpCGpdNpIjIXZWIlhs5jIzkTY73Fhr/eR2jI4hCIQUqX1XxxAFnREwErabHBSdaDrBkKAkZd4jKMsZg2cSiubeStO5SjHvWHc5jzxgo5ZzWGI41tXQ+JSzegyjVl1ElQkFhRMonQ/fKoZlBOADsIC5mOUDC7z1meVkpNe4kMDc2koMyvNGLhoc/aQzDooGoJKu5d4qopla5Ral//7fay+a8qK/hZxdWgR/8dKVSFe+g0LIUrPiQBVEYhnrxEfHCew1TEXQEV9kMhKFCFKA5JCCKqaQqxeG6e2baduRm17FUsTq8itH4uUEovdwuzQjmXtCrhZS+0UhnoJPZtHTs3Qc1cfcU1heTXJIaHB1nGQMLqZYD1fuKFt0G9leXUnIqPZYyc7nmHj23N0H68nccJGeNeA7EtYamw0WarRBjZIbSWfVIacjPz9TkqFtSm0p83c8CI/0/9vgJJi2P3CUU3KTd1LjT11zA0vbl/vpr4GZgfnkRKCtX4iS5vbVmrLviZmB/dmkb50s2pu20cuWySTyiEUUTq3lNTUepl77hpSgjSM0sC2lARrA/z+s799wws5aM3yxNpfUWc08vRoDCFCZBEsiiL7HGBqtQGQ7VBJdtq3nwSLUHB8bme8QxYldSY/s8UdH3bNSpCkUWBGKe0XVBw4F3fq0gAk3h2kIXAKfT4JUxnM0Tj2c5O099Tj6Khl4mvnuJTOU9NWRUVdgIHTO/VzmvsbmB0sJV71PniYq1eWtq9d3+EmcptxZhYT299Z03QyQTtOl5W55SipXXOz9vbVEdUL2KocbC7HycXzVLjtVCgqIp4jvBTF4bIyPrBIcSvD1jkXQW/2YfXYiEdSBPZXMLK01RPd+tdc5Wd2bWfilHyvymwusuceHHVdJS+XsAFrhXs4Hd3Z/qD3AkJAo7WNDkbA1A3aaOl3alBS6MY64AE00EZ2HVmA2gJGHGSKUlkwsAP7HRYupUwUVDNnZluosrk5echLNF+g9k0Yeior+ltEoaCztpF8xe1mk4qYXb9hvd1tY3V6b5fVW+Fm+WWDrMFaPysv2081700tNHSDktWxF0NKdE1n8JnSYLHNZWNofGrPPqb2u24u+Ms6FqmcRnE5hVbUmXphjuZhBy0fruGyO0px1yDYmrfIYDLCkd1zYr5MT7+807I4voKh6TdECb30XW12K1pRI5/deSG5A67tKokALr9ze9kX8rAwtmuwt8q3Z/kleh88zNjAIoGQe4+LCyCdyrEysnRDm+WpNb7wf3yZn/uDT+7sq6WYSF1nIjHDxVULOX3HOXxY1nFxemn7EhSEzmZ+x6lwvFBF84cOkIpmQEpyfgvWGQWHz0fOnKV6PcjQY8uomuSH76kk9MAyirHB0+MGFrNCRYUbm91MTkCkx0VF2s1CchObViCXyjF1YZJ9Tiu5LWW8MrW2p0RB+6kevNX+bUWfXIsi5c723OwiMy+O0XdPP6aaKiQwPxkmGM0R91goSgOLRaW7o4ZMtsDoyDLpJjNaVmJ2KvRlTKycnyPvK1nkla0hKtoq0IGxp0ZBSipP1pMJmLm+GKa2w40hSo/f7qchW9jbO70ZZrGTbKbvUnmqMG0/c6rYWm+8vPZiEfRS0TeUShABkFvHM/WDNrD1+SCYGijmnyciWjFh0Gw+TafjBPaOVTaTCn89epVfOHDyVeW9FZQV/S1CfAd/eWn7d3Gsm6y7WemKGwY3NZ2bKvqXKc5c6kYL/JVl2ZGmr7sWk0nB5rPT7LEye2WBZDQDfzbFfftryBxz8lwwsiVbqU0xtaOULea9F+Hl10wraFQ1h1ibXcdXE8DmtqEXNNyVfjwVbq4+dhFFEbQfamHySskP/J1cXFPXZvdYqTanlf47urfbqRYThtfH2NgaumbQ1FFF5756xgd2ekm1ToH7SOt2uKlQFJYnV9A1nfv+xd6EmOHEFVayixiZEwRteQq6TlFqGEiKGW2PwtJ3L0nwr5gYn1wneKgCgSCZybE4mWIjXuqhjbPC8cO1jJyZp+bkCstbCue+D7dx/mwnI+EI5IBROF5Rw/xsqefi6W2gy21HzxeI14Xobahk+tHz5KJpPEE3AAd/5HZGxzeYj21w4MfuZOa564SOtlMMp3B3VSCdKht/VyoREN9MsbpSen5aHupk3SNYi8Q51lTP2sAG17d6mGazirb13DULE95UihUgEcuw/3grM4U8F7eMmda72vBWOric3CS1WHpeljeTsJnkSEc9umGg6QaqqtB5chVUDSkF0hCYfSr7hB/DAEOCLgVjmQ9gVjRsSpGMEcSl1FFjSxCy7LgZJRJDKizITgqiA69I45cRzNquEl7GlpvMfAy0CVD8W+6arXtnbHJRa0IIQSx/Fr/1CPH8dT5U9x/4+toF6tRDrGVS+Ew2gs431i1ZVvS3iJtFp+xGIF5hePXGdjd9adyksdT3rlyf36CtrwG7204mXrIMSyZRgYqjbSBKCi7xYBeSUrSHIcETleQlVKslcQSC/D1WouRZkQX2VzaTn86yuBwlvhW3XxVy03BfFz6Pnc14hqKUBKWb/mIpPn8uVnL3VPxYJ6ZwBtd8GvPiTmil3ePA2d1Ge08bJkVQmF9CVRUcPieq046lvobF2QhYIRrX6QmVXhKGIYmuxei7vQtDN7C5bHQcaS3F+Ws6NsdO2GgmkaW4FeFhtppYm1vfY/2bzCq0tmwvL86sk4hm6D7QgKIqSCkRUmf80t46TAfv7eM3//7f4gm496x3iw6+cvU6q5kdK/FYk5O5whLpyiS31TZyZSBOfaUPh9nMsap6BBBYNzFyfhYExFcU4lv5DL2NlduK/iU8QZW4c6rkZgDWjCkaalsY2eW6H0lGqPFY8VutqGYLA9ktA2ChZJna7znAQb8DZWmDnpOdKFLfHhsYGlyh6f5DPGvNIhpNFJIR6j0+9F84jNMAk2Gm9WqKrM2MtFio1BVCoSoKi1nWX9ajPeBw4RxaJTwwT6EuQF97kPWUztLsBm6HBVnvxea0IBFM5VKkcje6Di9PLm4bDT6vQr1nnIS+Y7H7qSBa2LneKnaeWCm5PA/5m7kSnQXgN7uj2MR1Xpq/JKYbnKOLeK50b6WEOf39qFKn2arTb8tQI4ZKUTbFi2A+CoWXVXKx3EG6OI/b0g5AsjDKgdB/BgG/2PFb5LQsXxi4Qno5zwNH3tiiZmVFf4swZ3Ic2OqKvxRVwEtLQiAMBfXHbnSPmKpcWG7vLS0IgZQSRzZHT1Hf7rdKwOlz0H2iY09bq93C2tw6vpCH2HqCTCLD+Nkx+u7oYfzc+E3lNJlV1g7tnauyJqaSiu+18q13BhlPl6zzkMXCzMsiItbWk6ytJ+nvqWNiyyVlXo5isWx1jw+UehYJqTG2FsHltWCr8MOBd1HlcqA9Ps/cVKmdw2kmca3UXT7w0BHCmgVm9/pdI7M7rqzIcpToWhxFVbYrKELJVTM/vERNW9V2wprDbUM1KTT21LM8tYrDY99OMvNV+didD6pvhb6ObhUIM1tUzOG937vreDu//divopggo6XQpY6BQUHT+NRTX2M1sxNJY1EUMnrpXCktx7Ayzv4TLZyd26C4tjMgfk+6DoCe2xo5v7QTCpvJF7FbTGS3vqOsNtPbX0lu1UUxa8Hl36TgHGJ908T+2mrCyRSryRTJfIGTNjtT5+aImlTa6/149tcyMROmutKLoutc/bO9oYD77z/I0HwSIQRr4+vc9Z5eng4v4XbbyHgkC9HSlZpC4V6Pj5mpNYx5UAQEAi42Iin6e+sYHF7CrCj0V/uxzMaYH1kmdLSPxPgcM0PX6Lqtm9HVDCiCliNVnI2UnoFal4e22iCKU8VsVrF5BNSVXhzmrI30qgWH2yCXXQRTAluhGak5yLn3Rvgo4sYeLYBdWaOgx0kYP8RgMsAhTwQbX9925aTEA4ylZgEYSUvurQuXlLz5WMkfL0yAE9iVa1I4y/7AbzKT+gb9wd+iwf2hPT1Mp9nFL+y/jZHZNTbiaSq8b5xVX1b0twgjW2DkW4OvuP3l1uNL1LhbmFrdm36+32Nh9NzeKtB9t3ffsC7UWEH/Hd3EN5LENxJICfvu7CUZfeVIGOUmsfc3cwupu3xNz9qW6PypIH2zHorhwvYAM+ztyRSLOsWtiB4DOwAWWTpOKlfYttjacmbmdiVnqbuPkb4x0xdAy+/1zXYdb2Pkxb3Xw2K3oK8nWJnaUc6Bah+eoJupq7OYzCo9JztJRlOshxPU/fBJqoSKQLJydRGTScWwCAwkelYn1FPFQm0DylZUhiIE13MFfuebf0W28bk95w5YKrmnpYOCYcVty/DEhI32Si9mi8Z6dJfPWAqKxt6oJ6nJre9exGJWKRR1ehqrkFKSLWi47Ba8TjuXNlZJrrxk9WYAhZ6qexlZK1m0JkWhrSJAy4oF3V/E6bOTjmVZmt1gzlK6P8lUGJ/Xjt3nJBvbuQfXn7rKkU89xKZJZXJ+g/PnZ7j9oVaeTCwiXzICDINTRT8r5+forfdjCbow7GaujpfGPQaHlzjVXUduI8Xo6Qmq6/0033uYa+emARt97znO3AsDdH3sDq7UFMjaLbD1Pl+OJOjfX8u5jdKx9nlCzGulcg3tphYura7DKjSsd7GSqEfbis75wF092NQUmPIYIotqulHRK4BmzKNJFzMZN0+sbvLEqqDD/Uk+UHUWp2mTS/GdAd73+CswGZdLC8ULoDZBYQRM+0BYoXiF0gR6JioZp9JuhcL/y1J8hfnMeTQjTbPnoxiZ+5kLRznV18x67MZkxFtJWdHfIl4tGlLXjJt4z2+eqCT1G8Mfb+a7EUIw+HxpkuXKxgp8lV4Gnx8h2FpJ6//P3ntHWZZd532/c9PLsXK9yqG7ujpM556ZnowZYGYQBiRABIoIYgBNm/LikuVASqIo08tLsCVjWTZNmbIoBpkCCZIQA0BkEDOYPN3Tsbqrq6u6qiunl+NNx3/cV/XqVdUATS8OBYKz13qr+926+d27zz7f/va3P35uz/pbJ7osZdMJB8M+Svnm6ld1F6R0q7jJYMnPzevNicmjh1NN3/uf7GKt18K/JeLng6GudpZeTNPeEyUQ00HX6fT1s/IlL4oPBHS2XrPsSgaUvZFPcaO5Ateu2XvWMfwNWQdFVegY6cIf8nHnoucwbMvh6gsei2LwZ5/m9ds78I6QhhZQ8X2snYniOmMLCd5cKkJhL5wghLFnWVxPMGO+CCq0awE+OT7Cb8ytE6gaHI33ASZVp0iLAmORKAkn7lFZgYjup/fBFBFpcNJoB8vl5kaObL2xdbFi4giH+x4Pk10LMHmngFWffdg7nh/bdZnfyFJ908JxXO573xgZxySAgr1cIpAt4yJAU1jekciP97cy8PQpXrm7uQ2TnO5pY+73Jnjqg2NUMyb5zTI+vw6bJYq5yjaTqqu/ZbvYQlMFG5OrLNQT2ssLGay4zsDTI8x+5TY5xyX6Uw+xGTVIl3OslEqcOtXNwuQmxWINAYx3tmHaDlp7I1iJRhUeOpdg8maVRDDEfNaL9AXwJ88DhOsf6G4JcuKUF1xIXIbDHeiKwlc3Ps1ipcxsqRFUTRXS/FrpCB/o1ai510nofk5GQiT1Mo7UUYWFTYB1t40YNYL2VUADEQWtD9Ch/P9u72/ZDJOtTQBQMQv8xK/+Do4r+cWPPcEHHzqC5Tjo6v4zjr9ue8fRv132fTy9lBJRh2a+n0lrb+GQ2AfL31kwtXZ3g7W7XmTnBgxej771A6XUsXmAc+2d+GyF7mS9VLx+HVVNJ9TRcGgSuJfmkEpY5WaxAT8Uwyb5Wo3i0RpLW6UrDhw+0wpf8r7uTBavza3T9+Rg/VQEtu2gKILQsR7m72zQf7qPmWwJEQ8yfvoAuBJdFdi2i6opRM+P4yuaSNdTYQwpfo4+ewZZrWKXKriOp+IYq+xNSEc/1sabRQ8i6uqKk4yGgQbN0/tXovgaEXqnL4UiVGZKjYZ+P5ZUSPHbfDx5gJeLY/ybhXWOt+ZZN71E5UMDp/jdv2jMXE50dnFrcY2T/hamJlfw+TTK3Tt/P8nBM1GumrcgDi2nDUa1PgqzAVBhOJVketE7p/ti7SzKBdp7Y7y4uLh97mdsjVu//10Ahn/8frI/cQpNURiIRZi/uMZsrsap3jaur6QZC4e4+fI0ruMiV2rcmmrAZsN9rai6ilOfuRXzVU6f6GX1+hKZjSKhoyniIwki57qYi1q8nsuhKUUe/dAh8rpgYmWDQFFnfKSVS5k1LiwvocUV2nsjzNXyLG8U8esaR9zgNq8gKwvMuGsEDhnECNBe8bOWqRIyDIpm80Ds8yu8mWmGc8DD62dLzYyrY/F+FsqbXMuG+GgqgnReRboO6zVYCBwnoJjcqGaoOFdQhI+w/l46WGZYvchmLc667ELlDEk1jyKg4lQR+DCUKPlCO47rBSdr2SK6qlKz7P24Em+LvePo3ybTgj6O/+h5oJ4DrTvMLQcPkD3bsmdASN7IkvAryB14iD7cwsg/bNaxNlSD8YM93s7rH0MIVu58a5+z+T4N4HeQ1tZns6yv76WFxk93cDnbjE8/GkjtWc85pNNytrNOQ5bIgNYo8wcWi3l6QlEKVvOMQalA77vqSWEJg0e6Uep0uvytDdL1hhXReBBFU7Zpj64QpLNl0tlGkvLY4Z5ttgd4LI+1+vqlQpUbhSqHhhPc/NbV7XWidzfg9FjjfDTBot24D3fKOZbz+9Nle/XGa2RLm6gWYSC4lT9xaFcuIlxJQE7yRGiS55NPsG42EtESj/WxNXgbdZjMNj3naVkO98e7sO9k0BJ+NE3yfLyRc6k4JutOnpsLOU4c6eRmbo1jRzvJWBXUooI5EoCEn1DOplinoi7Ux+zBD5/hzbiGVa5xoKuV1RtpqlWLw7Ew6XyRvnMpVqdyRM/00RYN4Pc3i99N390g1Roms5LnwMMjbDoOm7bF5qrn1FYXMljv7uA7cmNbbM12XUp9fibe9GaDlZqFlbFItUZZSReQUhL1+7m56v1mVcvmjYt5Tp0a5LZyZxumqTgmV5ik72gb4pofaap7Hf0uZtdIuJOyU6XmNKC/kOqjL9TKlaw3o0ybRa5F+jgamgBhE1WjtGgKF0rzVFxvZuHKGmlrhS9mdeL6u9kwN9ni0X+grZWa9ToACd9JStYsOeV/5XO/2M2Xvvr3GOluBcC0bLLFCh2J5iT+22HvOPq3yRwUrl1f/Z7rrNwHZZqj9QcvzLNwdb5pWd8/fi9v7mIwnG7vZHKpmVvf0dr8wCi6xoHnziI0hSlpI7dmAbsGl+O+JKWi95Ba7IVAYH+K535SmvmAzcVi47xCVYOzHT28trqAguDY3VZMy2HMTeC6ks7uKM9H7pJxa5hLVarVvbzoIz3xbUefz5YZOdxNdqM+lVf25hg2NhvT/O7OGJtvzO9ZZzfnyYiFODzWjaIK0ie9q32pem+yDlvWbrTiU4PcLU9jy8Z1LEXCDOw4zZrbcEaqTPD8fJTjx8KU0ha3F9Ks3fU8YrA1QGBBpbc1im+tzOSbjes4OdbLxcF6YZgUBNNtwBqW4uJKyaWMN4vqUSNUahbTK2kOJ6Ik7paw0yUCQYPNA10osQBWcNyl5gAAIABJREFUnd9vzhbJp8uc6Gsjly1xJ6WSv7vMmYEubr5yl6VV77xGhtopV0zaWiKsrOVIFyoEulJcmt/AZ2gcOtBJJmRglkyyG0WGppJc3cEbCGk6c8UsR57sxnZdXAGmYjOTW+OxR6MUahWyEzV6EzE0Rdn+DCXL9PkSZAodGL4YEhcXB+m4HDscJeQUMB1vBLMdjbzjJxRS6AgMoApBwa4yU1wjqvnRfBptvijdgQRFu8qNfDMEuV4zcUJZkNBjDBK2X+XhQBeTThdzVS8XJFE5FDmKX41QtF+n6lYIqmF8/o/QGTjEXP53yNQ8bF+gcrLrczz6M40eTaqiEA35/0rP2P9fe8fRv022X5HPbtO2S6gbtr+Y2D5udrfoDGA7Loc+855tR+4CV+a87FbrFy7UC6h27EJ4MsK5Dz7AatlzTMMDrXX+sUN6s7x95GhVZ8iNoSA8+WEJgdXGefnDOj0PdqPXNI673az6CyybBUq2iSMlg4E4/dkYV1aap8utdZmDilPjkA3Rnlaur2ao7JBl8B9soUeTrLy5SOpHxpn+j16hV2tnFL8iONiVIKypTKcL9A+2cfnaDgfda3DzkTiqItCEwgM3w2x8axGhCqRo3Ma2d93H5ZtLCAFDsoNoN/zMu3P82UQLKyWbpx9bwxHl+n21ECh8JFalXV1AVV1cNUlV2rxayjPqi5BUBQumS48haNVroJzAlZLLlsp7WhxA59sLZ/mDWzV8VBCGii+o8WAsBaZLZzhMcLaMuLXBwq0N1nw6J8+PUMxXmb21gv3lCr5P9hE0dFJGhBdnPEel2wp+oVOVFiNqgspybXtuWM1VufHHr2/fmsPnDzL5uy/xwMfvx/x4mIpaZujLrSxcWCF9roV83rvexVpxZ76dtYVN2m4vkLNd2tqipOIhLtZlNdrbo1y6tkDqWIrQbJrMcg7LdngokqJm2dRqNvPLWQYPxdh0akyU1rB3vAMbVo41K8ex4Q6KFYF0Qbqe4J0RmKXg3mE+E2ci7WVxooYPQ1F5rbrI+VQrrW1fByCshnl1qRVqAmoQ0wMEVB+2dOjZEb2v1/KkAkkMoWLKxjP3eNtdtnLkJhpSChw3h085CEwhpaDAASYLE/QGB3l/98dQhY6Lw/0tj3Az/TphfZSiNYUi/Iwn/zuS/uZGfLbjEvX/gDh6IYQfr/Wfr77+H0op/5kQ4leAn6ExMf8lKeWX99n+aeB/x0Oj/h8p5b/4azr3H2h7K/XHnaZvSSLs3G5fzH6fBO0+awlFcPluep+/7G9bsgLqDmx/ui4/23l/J3ZS0hYNEdB1UlehMm+xtoPHrR5qiD4FIj6+W1iC+sTjfHcn/VY9iTrvMCaTvHqlEZGqiuBsTxeBlSpHAlE6v1FhYWoNptZIHegg2xIg1ZXAsh0qNZurQRP/Y13cKRZQpCeVa9sOl742sb3Pzt4kYQcCfp1KfWag+hRs6WI7UJMOK/0+pp6NcQMYfPJZql9ZR4jGfZMSpidWec+TGqvWDA8fXEIgKCsBclbzvW3zQ9Tdko7uJ+JmeF9gR5I4eBLsix4hwwEhQqzumLE83FXjjbmnuXs7z5ybpzsaYfFm4xgPRBoiWGbNwjKd7eKttfU880XPE02JNOfGe1lfKiFzgr5ynD5fhMsXFogda8O0FQYTcboXbbJA10MHCD44TOVuGutFm3J5lRvumtev4Kku9EQffQGDQr6MIRQGVT87BbIH4gFu1mUm1Nk1Dn76CYYUjUjYh6II5hfSLK5kSXSGGTnWyXzYJbewScDQWckU0DSFJafM7GSWYz1d3FLWKLoWSb9B2vQCkyviOt3+A1yq01mT/gADdhEUGO+Z4GamG1dKDsRbeaPeG3anZFPZKXIgMsituiR2zqoQVH2cTAxwsc6l37LFyiaf7E/wO3NZxsIqH+lZB7fBmFt1JNNWAtc1cXmJVfeDzJQ3yNs3CGtRXFy+sPDvATibeAS/EuRk8hcRQmA6OaS08GmtTceUUlKuWT9QEX0NeEJKWRRC6MB3hRB/Uf/b56SU//KtNqx3pfo14ClgAXhdCPGnUsqJt9rmh8ZUha6DHR7uWseaEXgc+vqXNidIt+JraOAAya4EvnpDjq0QKqCojHS3NO3eFzLoOdbMfw/69CbY4l7trYq7qqbNfF0vviVj0Ga6OBE/m4W9icvdCpiFF7KsrTXgppYTvXS3xmiPhXBdyVI6T8WyWXzhDs6XamxNnNsGWggOJLk9tbJ9LYfP9GHaDqbtEHBdHnniIPPXl7dxYIC+Yz0EOqOkayahkA+f3+Pvq8kGppzUA0wtNvj4hqJSkfsPrpW0Bh1gut61+tXAPndox31z5kA/1axqKHYn0XWg4egzRVi6U9zGnH1a8+voBpvx8J3nKW0XXVGwXA+qyVgV5rN55rPePVnXS4z0J7my6jGJpjbTVFoitP7jZ8m5LtfSOYipnP+nz3Lr4UVc2xvAAwstXFxcRQg4dWGVO29McxMYPzOCfXKUUs3mxmaBsZ99mnTVpq0lzKWJBuyRTIQ4ONrB5NQqrgqTPpONTY9KONzVQllWGTuZIK9ZtKYSuNLioUgXS3aRnpiPVdvFci2qjoVfKaErAst16Y0EsOs9bS1lhQ8fibBZHOXaWprHUn4KlQrD4TJlQBcGATVIT4vDTBHqbFUeTRSI6AqHIwqpQIGoOonlrBA1TpEz/4z/aSyKLQskfCep2Z0oQqNkzSOljV3H5mO+s0wWauRt770o2nnvWIEBNKGzXJ2nM9CznXMx1FjTb1izN9jMqbw8Mc9Ybzudybcfn4d76zAlgS3vodc/3z9c9ewscLveaQohxOeB54AfekdvGwrT5l4q3pYJAYHP79VZ2XSKLO/Stel77j5uLzVHk/4RgzdCmaZlXRHvoTECOp1Pdm0vDyoa9qkO2EbpveSr4oLiuORXa1BoTo7uN7G4c2OZtu44TtJPttS8vms3NjjiT5LLNRxqS0uYO2aB9XKFpR2NRjZyJU4/O0rxm3Pe4CehtTfBhanm65d1fzomdLpXYeLG9LaG+ej5YebLVaYKFZypBjc51RGn9VCIObvIESdGoqIR0wJ8nUbeRFEEHSNJVqfTICGQ8GHXbFJPdKIcnGIn6/SX2mfRZJqGc6+nTrWjnt6Jfgqc3Ro4u14v0ey4XVdQtRo5Ed9uqt2uH6FJZVSIpj/7lOZjlS2LUHcA5hrLCpZJZqP5dyu0GmTsxiwtv+4NRC1C5e6l2e3l81fnKCbj2zfkzmqBYZ+PzJsLnO5v4cLKJhJBOlNC17wip87xNi4uLDE0nCA5KsiElyhba1zEe+7bfVHWanlwoCeY5I184xkPqT4WnBUSHTaqUDjcoQOjlOQUAaWHyXyYxeoNiMJjPQqfSH6Bqmzhu+ajXC1Xma+ukLezvLfnPr6xVOC3Dq/Sq3iVrC/U2ii5Oeq5bhRR1+WX3iCZqV7Ap7ZTttcQqJTsORT8BLQuSuYEB/QiQ4mTTJSThLUEES3Bmzmv3aCCws+P/lOUXRonrrTImzcJ6QN0t0T40MN/swqW94TR1yPzC8AI8GtSyleFEM8APy+E+CTwBvDfSCkzuzZNATszYQvAWxC6f8js+9Ar1bdoEnKvQ+h+Wjkuko7neihbFq9tNDcXORZrY3p6r4gawKh/r5zeW53G+lKWQ8OjXN3BWw/6NZwdXP+o1NnY8feugQQvb+xtSvJAxiBzfY7MDpZPS2rvC+BKl7AQtMxmuPLVq6QOdKHU5XN9tWoT4wagpyWCsZRn6pUGrW4D0H78AKIea5054OPwoWm+LpMUUyEOtLXwsrhLhz/Md6qLfOdKkE+dSnAuLhjVHXR5AyF3KYFKQOngG5lPcCMfQggPgxVI2nxVPtJ7B/SzgCTnGqy5kPRLSnaI17M9SDPCiaOtUI/+NCE4WU5h+DWyhknRhbb/8ihCermEvCLofCAOrkRoCsH2OnIuwCdVHjrTghRedyWQhCzJ/YVuj8ZLvRZiuD57KDqoRQtDdzieHcVYrSFcQTDsJzzcRdu1NarnhreZQHrARzXmQ2ga0raJqRqlXIGWgMBdS/PQQDslF0R99Bk4k2A6aXOwq5s35pfQrimMdCQRqXVkPTGys1BsoZLmSKyXaznPXXQG4kwXvUHZkS7Pr2UYDoc4kjjHn86nqbkN/vtgoIZAEhAbPOX7I4LK08zXJ50xbY5fOZQjqma2H+oR/yCXy5d2/ZDNZqgJas4aEgfbLRAzHud2ySWimviVIrq8yDE/zDnvoyr9PNH2fjRFI6Uf5tpimjubGZ4ZP0DY5yWHFaET9x3dc5y/KbsnRy+ldIDjQog4XrPvI8CvA7+Kd5d+FfhXwE/u2nRfPa79jiGE+AzwGYC+vv88XVj+Ou37ad28laO/F1497C/epQi4srZK2GdsN5beskDMQFUEtrvNvSHRaqBqCkFbI8kuaEJphh2MqJ+2wVYUIcgsZxkwdPRMmXODHdgBnZVskX4tCgUHw1Y4PNbN9ZtbM5b978XG3TT5TMN5RhMhruTye9YPX13E959e42b9+8IOxckjQ51N6x7qTrJ84S6aT6W1L4lju7QdFnR9tEIu/BI/obTiUMXGYsXeJOA7z+KmyeT6Bg/09PNy1QuBFVweSZSp2W+QDD6IEAfZGc17Hx+4OXSlxm/dNsiYjfN+rNPgIx3f3f5uq+eYLr/pba2c5Y8XC4yHk1zML2BuwV4SklM6QsC5J7uohqq8+NrOWUTDhIDqajND6VC/w6bZGDTvy44zPZWlXNvLZHowmGT6yzeJf/QQYlUl/fk5FCFIPKMxVy4w/zsvIhRBMBxoUgg98tAY1757k1hblNRoFxMvTXL0yeNc/M7Udl5q5KFBvssauTWbM30eBdd2XW4ub3K2a4hJ1VNKNWUzw0tRKjybSrBakVSc5vfDdB1u5HOMxDaouc0Fat1GM1wZFY2Z3YGgS8m6wrRyhJMKZGUXn8+20268lxbhFW5kahdJGKfJmA0NI0Hz8Tdrr/NrM08ApzgYeQq/qvBM29dwpWQyf4kN3wpJrYvLiwa//V0vwMhVqvzkA6e+ry/4m7C/EutGSpkVQvwl8PRObF4I8W+BP99nkwWgd8f3HmAvXuHt+zeA3wA4ffr0vUJDP7CmKODXNRTFo1Gp9YbXUhE4jsQwNJR4AEVXQasDKkLgqwiCpeq2LjxSoigCn6E2OXdFFRiKQKk/kEKAX/V+zmLNxNoRYd+X6qSGS2wsSu5mfluvPPh4kVUzR7PggmeD08GmXyof0JjD8c7JASo21IuMjh3uYXEpC0uNPZ053Mt4qgWBxHiL53x3w5PU0RQr83tnHWZ2r6b+lmmaSsKv4EoIp8IE+qK0J/oJtUdYmM2yfifL5ryO+WctxN9TYj0+23wO9VMomRZr6eJWQSU+VaFW7xdquhVw39x15CDo4+BM8mjsGh8d/DT/bkrFUOHTY1VSgeaBMrkjuff5hR7AZqI4x+nugyxla2zJ3FWMCqbpYsWKXLNmOH/2IK9fzHLiSBwZK6G5OqVsCFEVXLNWKNkNJ+7uZnBVlX2dvCYECBXVUJlc9SC28x85Sq5U5Vopx1lbYxoIhgNohkopX2bwWB+rs+uU6sn43Hoef1uUw594DHekleA3piitlRg5P8DXe4rIOt5m7+hUdmgwSjyhQT21ciTWwaXMArX6OkORTVZrMxg6PNPRy8dTK3UarKz/q/DNjM6P9KUAwZFQGUOssY5N3j2JEAoC6DIMfqnbxhE+blauYQMrls0/L7yLilOh5i6zUFF4ru0UFcuL7LPmmyT9p0lX30DBT9Fslu2uuA25kslCuv4EPIuzEOXS/CDFmkXFsoE7hH0Gnzp7gkdHBn4gnDzcG+umDbDqTj4APAl8VgjRJaXcwgd+BNhP2OV1YFQIMQgsAh8Dfvyv59R/sE0p2yi3PKdVJ10w9vhBLs7uKLNP+Dl4uoc31nfy7f0cfu4o13eIdi2sbjIy3MblSsMJvphdZCiZYPVaAy1TW1yPGwVcXlzhcGc7JdPi1toGFctGEYKzR7u4cnlpj673Tuuoxukqhmlpr7NmBAQchc72KCtrjQSorqv4DG0PSjXUEac8s8HshDdSHPzIEY6eSFHMVLmzQ5xs+HCqUZKL54DGupPc3JWPUBRB/3gPkWTYG+yEQNMUVufWufSHL22v1/up+/lyreT1iKjmefBQN5t3c1RrFhNXNkmlhxh5b5Jc3+X68XRW0g1HaDrONs3usVTDQV0uXeapUAoha4AL0gGlpX4HLRxpcKL7i/xfqRagiuVuoCsR8mKQqNyCjxrXeatgsRWlqwrMFhoD5ANHe5i8sEpJrYAF1+QkwROCm6xCGfqMHt7IeIyX9kCInkiMyUy9AnrXbLCS21tRrQCHlRgTkyuMPTbEUr1w62IuzYFUK2I6i5j0nsfe8RQ3X/E443eu3OXow4colmq0jfcSOD+OL2Dw5q0VxgaS5M+1oWkdZMfCyLnGwHxjZZ2xvhjhwTJT5WmCsjED6wrm6AzZXN4Ms1kz2TBntv8WULJY9sVd525gumOs1G7Xv4c5EZomazY3vQ/4DzKqzCDcEu2BXi6YSZ4v9pO1GpGLi8vlYoBRXyPYSFcvEDXGydUm2OCDLFQLBNWt2YMfsNk5u5osF/nsAx/m1nCakKETMgyChs6hzjYWMnlG25uZNv857V4i+i7gt+s4vQL8gZTyz4UQvyuEOI73BM8CPwsghOjGo1E+K6W0hRA/D3wVj175m1LK6/se5YfM9uvDui+Csc+If68xwG4ZBEe6HO3u4OqS96Iu5vJkd5T2h4MG5S6HttYoLQTJuru6K9WtpRzlze/M7Vl++FD3tqPXNYVYNMDGZpF0tsyBkQ5u3a5T4VSViYnGS1UKSV5ZXWS4JcnhUyniRVBvFrj66u09xxh/YHjPMrNc2+4atWWH7h9labq5IM3dVQX5UmaJkfe0479WZeNujsWFPKv/TmNw5F10PZKm0H+JDz/h8B++6iVB1wolTvZ1osRqdMSrbFjnadVf9CJldxNP4L1uSvc2w8YVBinfABouiDCCNmypcN3uJUYXKWWGqNxgtfBpvrUco8PxIaizr2xf0zlvwR+xlSTHiCGFbHxUl8kdGkRrlRIly+JoSweKUIipNu1CknY22HSyxJI1zhf8rHbo3C4X6AqH6bIMpm55900cinNUqU9hhMfaOmC2k+toofOxEfw5i7a6ho2vroWTGe1hLVeB+TRDA23b224Uyhw83cELzjyHj3SQW6yynilzcDjMSnyW5Xqdxnxpg6gWIG+XydmTVN0KfRGD+9vHsWUP69VVTFll1fRzIjiK5VqY0sRya9goODgk9DYKVg5D7WTJ6aJd/HHTPZypTjIYHkJ3bqK485wI3M+dWpmFXfp4PX5jV7QjqTnrZMT7uZhtjugBzrWe5NWNDEHV4CcGH+bjAw8R0nzcl+puWi9frXKw4wfHycO9sW6uACf2Wf6Jt1h/CXh2x/cvA3v49T/stiVxu9P2Zcjvh8nvs2y/GeCeZQpcXVrlbH8PFdPiRr2EXFcUbNdleDDBK+mt3Pgmh/Q2RoPdTDk36K60ELJ8RHNh/Et+7pBnt1mjfoKD7QxXQ+Sn8tt645ubBZLJMD3dCU+Ya1enq5taGWowvZmmPdrB2tfmyd/ZCxh1fXiIm0cVQqLRUlAAlf+wlzK6331zdRVv7uRZwNAQKTC7/MS/5hDFQNdUfIqBe72d/+EBH65ziw99zIdpayxX4/xhKcrV4jS314H1Fn5q4Fl6fV/GUocwnB1kMRHxJGuti+j6KONuCZyGLIGjdvKPVuqwGj1oYhC/FeCFpUb0GfcbjPdoHB2E9nIf+aJLpObj8KEuXv1OczIdIB4OsDzefC9M1+bqZn3Aq2sPfXi2DceJs/ydZXIbJQaPdNN6oIPpG6tM1Xn8bQMxigGHV+p5nOG2JJZjM7nQmDUa7e0s9nvsra72KLU3btHmuFjtSdyYD/e+IO1HUzi2xslICgIKp2MpFCEQfS6HDvqRkSqz2casqebaDIajvDdpMFuZBcCSJnPlS6gInm0Lk3cidOpwSFxv0oKR6ExGHmWicAtN6MyWbzMLPJE4ji4vETXGUYUPV1pM2jrjqCgiiGZP8GOhCt364/zRpjejDKtRHOKY4iwqBRT3BkJAzVnHEPsrpnYF03y8/zyfHn6MhPHW/QD/poqg/ir2TmXs22S7q1Bh/wTqvtnqe4z832pnr80tMNbRyomeLmzXRQhBplxB36XNfSO9wZFMC6lvpshmymTcMlBmeLBt776BsrSYyWQItmpE7gvTSRhroYq5VmFhsQEhLasKBz91nFfqtXTl0g5N9rLL6j5OHkDEda6X1vYsP18fIns+PIoa1sGVGFqCVMQHtoNrOwgsoueDHAwaqCgoQmBKh6sZDwJ738EBrn5jdnuf/Sloly+CAp11KnO/uI9/9mYz/fA3Z3V+vO9DnAzN4lUthEEfAWcB3CXQ7vNkarVDu69m+38SiSVNNNfHuY5GPUQ0BJdLHuKpLndyY8lzQj2x6L73R92nAY3l7n3O5r42TzHbcFb+kJ8LbzZmRMGYD/tIkIpjEzR0Dg60crGySE8oyvEHeslXTSQSvWpw+FA3Wp04oJ8c4vafvoaiLOD+8iO8subN2k5obdy6u05PPsaVAW+0Od/fymVzErKQCiRZrKQByTOpFkrONXR1hC5/L8vV+e279Z7WGKb1An4gV9MxAzEMGgOjwOJT0Zf47wtJLGnWl0mSWheGqLJpNgbiHIJE8DgpTYD1BgJ4yPgaXZ2P85trFrpi8GJmS9Zao933LgYDBio2WTtJRG3BdjMoIoXAxNCW+Xv9P01/aO+M82+DvePo3yZzAhrJBxsJnNb2CHe0CvFTDSfaHguxnC2SavWKKgTQEg2ymS+Tao1tV652JsLMr+Xok14lqhCCZEuIhVqJ0IFQvQ5LEAuHYNmL+G7WNck7o2FW8t6yZGJv0c81ucnjre2kN3foY9dsjsf3FnIUsx5L4trGjoRpAB461MXqUmMG4DheEU/Z3psI3JegDwRSIazk/lJ+suIdt/bTbdx2vWMfnm7nyg5a+rueMnCHnuesMk6uEmByHa6uV9lyuFalmeERCOw9DwXJYEBhoeJg1beTSL64KPhM/CIoUdAPgHURT2AiCrI+aInvH8WlKwqvrjYc7kO9jVoHc8cMsM00UJclmqagqt4n7NNw/uIS7ZqCaqgouooW0Cn74ghFoNST/UJRiPe1QI/k1jUvWnd2JL37T3cynzSZ2dygNRykcyDEK2UPwpspZiht2ttw3zl/O3M3GhDcScXZbtIyNFlgqtubLQZTAQ6FO1m8m+XBYB+rbpGIEyBpGIxGQ/SEFC5vhjmczLFW8+AuW1qs11YYCh1kqTLH0y0VKlZD019icUse4TCvepE2ccqijTVnEEkjz/PzXTGG+BOkiPCCHaVcV4iMGmMsOALQSOmnvd9LSjrcGsI9Q9Z9tem3WautsVYf40NKD99Y3mQk3M/t4irHE/187tR/TUj7m23/99dp7zj6t8ksV7Kw3Ihcg1E/d6vNSSO/T2Nxs3mZrqksbDQviwZ9bOSaGxX4wwbr1eZlKTPIuWAXt90Mm1XvZd3pV6/NrjIabSVo6ASjOquyiCYUtLjnMWNBH5btoErJneuLWOYuVszIQa9cbpeF84Kj4x6NznUlU7dXiadtntQS201J7BaN3KAGNUHqZw565yUloq5loqT8fN3eKz4GoH74COH3HaQyp3Ao0c6N8HVKvRkOFFu4VU/uXrpgc3jQZt25DAYMpQTjHWeJiRq6qBFLLTLSaXHzqs7tW5Ljh/aKt1nU+LdjL1F0+/jpiRQblnfzjkRDXkGSdgCcVdjSKFKT4Mx6GzvroJ/CQmPeFtiuwgfbajjSz0R1AIA75X3yNlvXuCNaD9say6ZNbUe9nfRrlO8260LrPh050Dw4Gn4NXQg2VvP0DLfiPpZkuk8iZQwJbJYkS4se5LZRLFOzGoNxux5qyukY7lbOQ/KLP1ekPFXh2lcE47/4XiZiJhFp0hmJ8OKcN1B0pMLcnN2gZFqEiioHT86AYrFUhWMtjegdIG9lsaXFTGmSmB5HESpJ32lsWSZvTlCxO/m96Qd570AaR5qU7WVgDlMZ2t7Hg5EEg+Jlr2mbLJDUU0gnjip08qbXZyDiGyFVL8SXCP5w88N8Y3WRkchxukO3sGRdQE7pRSHK7UKAuyVvdnq7uMpgqJ3Pnfo0Ia05l/K3zd5x9G+T7caQ94fi7w2L3289RWEnHF1fEa7dXibo0znR0Ybh0/D7dVbreh812+FuOkcs4Ce30nih0wGD+97Tj/Pnc6wuZFgUG8SSIbK75BQigQDnQ8FtgSuJ95+Jby5g1tvbRQMGgbksV6aanVKgM8jFT9Zfln2KAs+19MBbiH3OVyss5wqQg14zCmGYNZY4GmtowWymXVrUHjac+fqtkFS0V3l3m0HVugBJSI1C/OwThGZOc0vCv5r9ORxX4XDbGi3B65humaqTI6JleLStjz9asnk4ofK/9P8OYHo/jjsP6iA4d7wboNeFqqQN1gUUdZBb5Ub9ghTtTNebr7fGSvzzB8LE9VVAoquzFGQrtysmpCa5HwFSUFlKYid6sNZNFl7yoKx7SdBH4kF0XWWxLmQnn2zhm7G1pm53qbBs6j9wJNHJhlMiW6uiAAOHE2hTkkDAIB+waHlfNwmfwpOnfwXOxMjGP8b/+XoaNmD8qS5sBY4lOpia2yQatkjGFW7OS2puiXj5PLnwd5BINmqrHAl183C4RMbRuFgOsFkfyEKKTc2+Qcn1nG7EGOO11fP8we0ilzfez7nOImfafwshwHC/zXNtpxkxAvS43wJ1DEQQrDc4qBaYFJ0sVBvy03drUxwKxhEyy6L7EP9m3rvw24UN8lY/RxNpys4SS6VAqZHkAAAgAElEQVRubuTX8Dp1NeznDrz7b72Th3cc/dtmu6lu+wqT3Vsedn8Bs31GhK1tyzWLW3c9iCMRDnh0w+9hhZrJd2tLjNfhGykl/qDB4f5+rl+co6c7StCpUanaXLrbjKH7dJUzjw9w+au3kUBPS5jZib0e267YRPUoeauGAnSHoiyUvGn2gZYosbBAXQNnn4vtaDNYrk9y1vIlglLBFS6jD9+h98EN9HwPblXjmK7xgqtgSS9yTuh+XHe2+Txcgz9Lr3j3tJ5W+CfRLKrWYACl9CC/0Pk6z8RHWbX8uKITVWvx2shtmXbI6yxkNUMA38slb1jznIklcO16U2kJUe0R1mrNBeUrDPGqsUrbUJCu2SBW1UEJGxQ++wSKIlCFpyCKouD/3Tnsss3weDdm1drW6QdQkwEeUPu4aC1RkxaD8Sg9cYOjHUFqFYmzYCCKkmtl7/cKCp2BQoxrs8vEwwEWIxUQ4Nc0pqsP8uLkEX79gsa24mpZ8op1lzYjxLuPJ5HJlxFamcMnDYqOV5/RH+jgPTFBp7rOvFNlQLzOAaXAqUQvhXiKInFCSonZWoS1uqOv2oLfumECghuZPDcyAJ/mbMdveX+33iDuPwauC3Ydl9eOoOMwrpQpqC3knC14R1BRhwg4N/mp653sfJvWqgVeXgtxtuUxbuT3Nic5Gu/jgdbRPcv/Nto7jv5tMqEKugeTXoQuBIGknyFa2JlPi4X9DAd20rAEsYAPo97nckvrLBbyM9bXXq/H9Gh5YUMlsqnv2BJieg1rsJVyxSKbLWFZDrbrMhJJbEsSKwj8ikBu7oUR7B3sxJX5NJ1BGO8NM/nSdWrlGtork5z55ffj+DUqNYs7K2nG+zvI6CZDz/aj2JKi5mJcNjDzXrhmRA3aHkjh9ofpyivkUg7XCxusV0scb+tCQVALLHGpfJczw53USkHeXG7m0ec6FniotZsrV4vkSxYnKoe4EbwOik3GXIHQCl3JMLr/ZZ6JnONCXmWxlidv1TDUAaRr4sgajqzSH/0KHxz+L/jidCNy86vNUFmnaqLb0xwxpjliAFIBe+c6AuwboAwABuAipYNEIysD+NUuDDXhMUDwsTOk3tLB14SOir6dC9hpa3UqoiskV857mHhAdTga6+TyleZBdOBTg9xfUWgL3mbhhsL8jPfstRzrYHIzz3KxyEBLgr6jcKV0m8mad/xj2TFuXtlgcLiFLjuKIyVCwLXbS4AgW6ygxQS2lPzoYY1wqErP2J/wUetpfu/LQbr7QhRTixxwLUJqjdcm8mTyB3nPqQBW+0vb1/qZ5F2C7jVwYVXczytWkmHjAN3OBRKqQ8J9FRxJxDfGvHaYmVqJ64Vz7JbvHvbXaNE62bS95HpNqjTzXhzARXFucSL0CCt2gZnKbUxZ5YXCde4PH+dzYzl+8npz1FN2TFaqJv/H6b9PRA8Q1vxEdD9hzY+u/PC4xx+eK/kBs7LmMuk2ytFHhMHM0mbTOv2dCSaU5mhuJJRkeaHZ0Y2mWplabIZCRtriZP637zQtq5zo5eoHe0EBrVXBp2n0JluYuNhcjBwL+tE+95d7zjl6spk5UlzPcfPlRks827SZyxVZmy+RCAcYTbVycWqRsSOdvJZp0AE7P5ZiVIQR82XKAwFeyK5BsUS/L86tdCPivLTubTOU8gaFmdIKhqLx+PAgt9ZKLBY8Z1x1TK46t9AOK4waETSqPNPSguk2IJIWw5te16xXORKAB+PnqNp3KJqNGcgt6xnmK8u0J9fpWonVC48lqwwxX2lF1CPlyZrguajCgHIZCIB+BGQO7F1sIaEAJujHMInw7fzrwFT9nL1rEyJGUHnUg7oEzJQEBwJP8VBwGt25ySw2f7FjlycirXyl6D03zo5isopjczW3wu4ZQySc4cEPfAFHFhl6n+Cxn7mfl5fH+PwFF4oe9KYFHWZqy/WuZZ7lZiQ1y2ZzvUTa5w0mPR1B3B8tMLwxznKmzEw6wz96SOVTB/8169yHLTOMH/mP/Jj2D5ixItwwFzClTcEq8T++b4Zf//oZWh2b+2JBvpGtcjQYI+g+33guxDqz9gpX7WUKgfsZU2secwnQnZtUnPN8Oxeh7FzgZ86M862pCNNZ79komA5HdQPNP0iFKCh+cNT6b1P1Bl4A7Rh+6zsMAAN+cJVOXBFDFVX8PpOUL8ZifbBLBZJ8ZvRdvLvrPtT9xKN+iOwdR/82mbWLXmnt0+DbdSXcw/O1H3SzFxoCp9rI3tmui226XN9Yu/cCrHvSxvcsU6yQKe7PN14ploi0+ZmKFyDbGOz2YQfuMdO1uV6e4lTvIL2mi2ZHyLNG2TFxpMtaLccaOVrsdiw7t+33tF1X6bppTMdz8pIwc/ZjzJa9IrAqG5wdbXDeS04bm1az9IIZqeOyah/IItiz9b/oHvtm589pTaBLhVbfSWpuEYnLKX8IXeaxCPDPbu7cs+THurp43OfprPSJy3w21cKS7GPWXMR2l6k5nmqILRvPkCpgIK6iJ3zcnahQMeHMgMsnzr+JI4vb+3bjLzMqWuBCBwDtMZXzZ2ZYqyZ4ad37vVJWO+t1mG5ts8ijH0qS1TMs1RYxHZvNSpWqU+VfvnuVZ/r+iDnnKNcqQyyWxrFLki9csTh+okbCCNHmi/KBzgks5zr/8Kk1HjA2EVR5slNBqmOgHANcpHWXKhHa/A/y2YsnWSrZfPb4DOfjczhOji/VPsC3M40CvjVrgqMDgo8GRvnR6C0S2hJChMFZJMIkuAEwHgCzoSe0dQ92muKuoLABIoRPlvjNQ5KnLw0zHuvlX9ej+L8L9o6jf5vMsp3v+R3urQsVsC9wv9+mTmWfNoB/BdUgsbst372e3j7L9tP42C3d+r3MRTJTWgFWSBphxqMpSo6JJhRafVHulvOEtPuI+N5AYqHuOp7c4YlNcYTJYqPS19zZyk+omHKvnHSbEQZxFJRWcPOgbykP+sF6cdfaNooAxy1SsLwBxPD1oDozqCIKjKAJwfFkjKguOJ28wgXXq0FUEIwqq5iUqNoz+NUxfuF4GctRcKRJzYGlWozuWI20fAWAsb4AxvJhHh77wg4nX79uCcvpXtrCGulymQePCFbNOwhllkc6fSQKJ/nKf1KoVKvoukBRoKTlma00Zj5aT5Z/MXSJNt8Kr999gueXTjHf9y2ym08xk7E4eV+MCXkdu+qwVs3x0a4rOBLyzjq3GWOUKwhchBLwqoeVblBjrJtl1s0JAtoQSyXBJ1/s4J+cfA4ZSnO1sLdK+2Q4yo9Hv44iN3YgOWpdEtqDmDzND48XWRDHEOYC4d2PmX4cLE+3KMYlvnQyhT/x9wn/HXHy8I6jf9vM3hXR16y9TtiVb023azYBUqIpCgKBLZ2miF4CiqYgHQef4hULifonoKho9QYYW1sEXIkWC+45SvdgK7blbjcwjwQ1jrXXmS3147m2j9RQDBeP2SKlJKD56AqEKNkWqvAE3EJqMw9TVQRhv07HRgRVUUiEAsRiPmacTSC9PZYp7O7m6jVrTpsNh6YJhZm6hO2vjvtQWURXLPzqg7jSBBxqTgP+MtxXORp5HzeLS1jSJKrFKTt1WEPo2K6NLgwc6eDWB4iQnAdnCrRjIFSvKApA7W/+XeqWE0MU7B2yD7QSEWmQRf7nQyovFgqkrRlqUqViX2LnmOxdiTej8Gs+DsT/sOkYX80eIb3jpkhcToxN73Hyq+lH+fLlk1xZzAMmH38KMr6X6ttIXOcUF22T2lMbPNaZ3qYWxnkI1x1ECIgEFNbNLP/V7Q6gA+UrHZi1Ik//2ANczNZYKBVYKOX4hZNxVuwcT7ZdxHVNWvwP4soqa3aebj1FiAqgeTLN9izCXWLUdx+LJnzi4CUurB3nV86tEta/hl8b4moh2HQ/f7QlyUP+Gwh1xFOe21ZAd7w6BqUDzBdAHQKlhVcqPXxxcwXLHeKp5MO8x/gTbwapn2lOoosQLS3/LWLfRjI/vPaOo3+bLLhUYfxm1WvP5koiCYE16seVLq4rcaVEkYKe1z3HsuXoWvsd7qTENn4sgWrcpeP3mqGF6CHB4s+db8Jxgz4dbaG5SEliY/zfzRFooC1KubNZnwNgcXaT0o7uUS1tETbXm5uSM7VJ7qnupoYZAEcHu7g6t7wdR2fiKo8f6uduJE/aLLNWKZGP1igs1BhqSRL1+XAqkg4rgjPlI6YoXOnbwJGSR/qi9IVrXM16ycDt61MMQpqvCVK6mu9gPPQyprOKrhwjW/P6yepKlIp4LxOlMlW3Rkyr0eXvpux4DZy3rOZWaTM6WTcbInICwYat0q0A9hXQxnZc6dYrEwW1C5xl0MYwhJ8eI8jd6jQuDi8VL3EseJIOeZGca5K2PHzdm+lsOTSJJny40oZ6q2tBMy9+t1wugOnWeDFr80D8CYLu85h2jJdufIy/uG5iOY3CtTLeNakE8as9fHN1J07fmPEUaw4vz3mO9HxvFwt2I5d08DmDG39UJRmTvDtZZCnv52R8ld7IlzhrnCBrzgLgytp2I+zXnAiPBUOILUaSfgazluX5tQFagn0k/cv8+mOvYDkLmBJsN81IsIfb5Qw6gn/QFaKXr3tRvAiCrHgO256qF6hJXGeFOXmcQS4h7Rm+lo1uz9S+ll5gJvgBPhTL0mG+0KAsK22I0E8j1L3P/g+7vePo3yYzSyabK42XTlEU8uXmWNVyXOxdmjiuI3HuQZNeCNHk5N/K5F8Fu9mz7f5m71N2vxvPX8sW6SxGmXAakIDqCoZak0ytNyelk1mNjkR4+7olFmvmSzzY9jiT+QyulLT5ImTMEsvVLHGjUaF4JLqA60BIHyZvNnB3y81TRbJheknsou0NWLowKDkF+oLDFKwsYS3KfKWZWieRKE0gvIr3qtj1loFnPadjvgFaP9iXCeAwJuBgMIipjjFjt3Cl7A2wAb7Ec22H+dqmzv3x+Dbu1hM4zhFeazr2kuKQaVJh2B/ucqTDpXwnivWzvPyyynymwezRFIX3PVyj6ruLlGC5J/juanNC3t3RCFvRl4AkqgDXzfNAS5RzkQI+xcWRdznxs1EW7DvYssxwWwsHQjMI0btLkqHxTDwSDCOcLahM4EiVD7zyGRaKFX7/4UWGeYOhwBjYZXKqB2GdDZb4S72Vp8PTGO4bO/YrgKoXlYsoUhnlutXBl3MRlmtrpPzPElQjZKxmgbzb5UU+W4Y24yneHVc4qXwTRWmD4L4SXT/09o6jf5tst3rlfonN/ZzwvonXfZYK5XsJDe/c373rYe8p8tp3f3thqf22BfZQylVXYXKXkwdPF0jTGg5ta/xK1yqs1quJ12u7RdYkvzyWAdcrjtFEEFc297J19xENsqSJ5ZjcLU/THxxmrrxXpRBoOHqlE8/Z2qD2Aj4QRgNKEH52Ojkhy6jWJCtWctf+JI8mI0j72zsuQey5R6Ud+YOQEuN4aICvZB12r+jjfi5sFMlZiwylRpocfWvY5VDXCohWJDBfWuPhVh9SCaEI72oGwxDTiiiAoELytEvWnaLqljkW7uNjkS8CYLo+3nX1g1iylWe6EhwN/D5+7TDp2gUc6bIh38+GZZMu5jkQej9d6gt8p1xl2H+WfnkT9FFU6xX+/TkV21Xp1T0WjhAhwCLuNAa6D0SGvXuin/EWuAUv8e3GvUheSlAU+vUSOdMbDRerq/QEAmho2DTPMqOajwdiZbLWDV5S+zgVfo69gOXfDXvH0b9NtlvUbH+Vyn023HdA2Mf2E0jbZ9l+g8RbWepwN5btIF0Qpo1fU4klQkjXw+LNENgRFa0/jOtIXMdF1SS6Af64oFuGcBwXpwyO7enI77yIkDRIGH5qjk3ZabyUtuPSM2hy4Mg0ilARtXHyb3E9AI/9f+y9eZwd2VXn+b2xvH3PfU9JqZRS+y5VqaRaXK4q78ZlsxnaYLDx4BmYhpmGNjY09PTHBoYeGnCPcRsaQ7PaHi9gG7vsci2uRaV9SUkpKfd9e/sey50/4uV7+TJTVaqi4EO7dD4ffZQv4kbEjRsR5557zu/8TlOGh5ttkmYbi6V3ApIDrhRRtwuQdKoWQkDOLtLvasC0JaeLTSBldXKVSBShcDjUhRBFhKjVjQK4Xu7ivLmTN4enUIQPVvhSjHNQLSnoc5KmlE4nY7Yik8o+SlZ9oRIVG2k+U7dto4nekjatrh52uFzo1hDCXOQX2+5nwfBgSIkpJd9JdvHEbA1PPxkYpXWgnalsGo+q8/BmN83at6v7W0Lg1o/ytcV8dZ3iUXqI8GS1TcRzP3NZ575Wv7mzVi8Nbh2P6qbZVcSSSrXXRWsclZ2M5x3+nqmih0avA0G9VZC0eQSuCpVzm/oceA6uqo2+wbO1hgE/aC1QfsHpiQVoO0AMgHkBYQ0RBP5jezMmIW4YvfzJwhjd3k68IsfNfAIbcAmVhyIZfGoUt+t+mrz34g++c/013yByV9H/M4lo9NNysq+qj4UQ7KlY4VJCtCXAJAUCh5ur+ztshfSXz3Ov6iBghBBE7tnMuBTI921jReW3R0JMJdL0KKKqLNpjIaaWU8SC3upc0eP3k3lyHPGmwygV4quG/mZmckX8ilIlQ2uKBVhK5Lg8tVxFAh3oauL6MzdYLa2/MMCznjlW87I/tLWBK9lhpxhVp7Nt5/BOLl5ZoGvVpLVHa2boKQdbvmtLK0MyWRubzYKi34/I7apSiYXEUYQuaPF4qvEKKvt6POcx7es8n/wpvj3vBF0bXDqNmqNUjnpNh0AHQANDuvm75V0bPqc9jVmKZr3rJm9t4TdG9/H+dgtFFADFQY+olSxJJQRqJ2A7AUFwaBGURkpmmriZpMHVhy3C1XMW7RgvJI85bmcBx8PL9OkzICrWa4VUYrtxBTwDFeI0R3r1NL08Xbl7+MTce6mSCAFFy8AlHZdfzizzwpKH/W31cNb1edr1irbdpVRLNa42DiJqnC3hIWxsbhShIE5yVHcKhGgiSI87yUTRz1wpi2JnibgPkjNG0BU/Qqbr9blxFkQTSCfeJCXMK/sp4CJj2/TqOiH7OpRfBBEBGXcmWOMsqO21Zwoo9gIuFmjSHBjpVGGKtzd5aPV0MJgzOR4qUDAusLfxz4h5D/FGlzupMOUBnsHBMWnAF6WUvyGE+F3gHUAZGAZ+Wkq5jn9WCDEGZHDmZlNK+YYY9XS+xOjkejfFingDLkYz9YlRsViUqcF6Yi//1hZGrHqXRCziZ3ypfqhjQR9Ti2syPHUP85P1CVmBvmbGZ+qPDQQ9jKwhzFqPfeGOMP8A7m6d7U1t5Fwm22ikqxQidStPf0cjU0spsrkSKaX+nlJWhH+8XsPl90Vd7O55kc3h9W6iotTRgA7PUrVTzyx5eE+1eJHC2szK24poAGqKvmw38OmxAxSsEu9qmATzuoO0UZodFM4KoZlR71vHGgVrBrcS5qC6gKFu57vZs9Xdmrqfb83XkB77feA1X1jTlwhQAHPU4XCxrgO604eVJtoentn7RSbs+5EICpaH/zB4mMFS7fldjae5Gv9RdsT+FqWaHLEmz2Cd5k+jCR1FKIwV4nzSeJQfjwl6XJP8ZkeZP1zws2CU0IWXC/mtSNlHv+c66dLz7PXCO2JHGBCX+X5Rx7BTGHaCS+pO9orrZEQ3OjnStOAVZfJ0UzDduNTjXM2drvROZasIAJVvQusFwwDb4QXCmgZtG5hDdd3OA+9utJDCS9E4TUAJ8jPdv8V4+n+wu+Uzd5V8Re7Eoi8BD0kps0IIHfi+EOKbwBPAv69Ukfpt4N8Dv3KbczwopVy6zb4fSCkb63Hzq0VskD0k7sDPDXfOkXOn57tTN/6GPPkbyLJe5PTSXDXzv1F4GZ5yJj2XrhLxe+hxBRlPrUL0rDm3rgoCephGVzMlu4hHWQ2HcxSfJXVW0CNXUibvaXUUfFntrxYJyYpOXioZvD02haa2872El5Tp+He9ip85o52QiKNIx0qdMe4jZ5bo9ig0iBsV7GozWJM4BWWLwHoKZwcr3lKFYa6dKOWaWXLDoVQawUo6/n+lr3Jr0oEQmpXCbBU65G7FsfBNtZuXZp0aqlGPiz3tYZAwVtZ4cuxHcClqNadha9BHWbxAo6uFMh5GzbdXkV1l26LBJZkvzVCmRN7KsWyG6GGQAPCrLX3MWh18PV3gam4KEGStXo4HAihykQFxCSHT7Pcf4vsZB/mUt/Kc4wAFa5aCuQAsEHbtIlUeZGUidqstlKx5Wj078bIqCGstOksfaxKnPu8AWNNMi4eJ2qfxCceoSdtlCmaNh960M5TtJe5p//xGI/yGlTupMCWBFcCuXvknpZTfXtXsReC9r3/3/ucVc4MEqdVyp0VINkwnvUNlrWygmTckSNvg4I223alF/3LXLBsWF4dn2ffDfrrMKEYBhsfzq/zVkn1tDXgDGdJGgrSRWHe+Hpfz2na5v4cqHsCSTllsgYrEZlmGadMGQNrE7SbKtmN9G3aCewMBLhbvx616WCotcCp5ky3+AbbqUwRdfQxoI7ypeSvvacyiVAKuthTklG781jkySjcFGcRZPKig7QJ70Unlr6Tzz5k9JGUvXm0lDiEoyQD9wVUThFIkI3pX3ZVAF414qKBHrJlaXGD1CBoX68ZC05oZfuvfcc/5RwG4Vkl8GnB1EC/XMzE2e/xsD/rYH/Dz9eUhjDVvw/5wP/2+JpKmTdG2CSg1nL7App2n+VAIvuV6M+eyOT7aOM+ZTCufuLWZT21NcJ/vCQLmWRpc92KSJ1UeJGeOookAUfdBCuY0pp2nLniNRly+naGURdEf5Yj2BEJAqmyyWO5hSyCHoFhx3/Tx7VSQS9k+PtjsY7f6LJs8W5gtXkQRLkKuARq999AVeM+6d+aNLnfko6/Uiz0L9AGfllKupez7IPC3tzlcAt8WQkjgj6WUn32tnf2fSUJBL3t3dTqfUl2yiwQJAa+bY7Kl7hi/X6fn197GyiECgRb1s9eqKQwhIOBxsW9LPRbYG3UzcLC9eixA6FqagU6/49+uWPc+abFroANWAT6EENyzs5PyYq7yGzyFAsrEhBNQFYKO7R3c/NoCW3BiB4oQhLv9vKClUUQTCqK6XYnWv1ZyLbdCpZOXrRsOJ9hWWNSWORDzI7GZLozQar4c5aYz42giyZFYjBeWlyr9VpHSIG1laLMd7hO3EnEuJzVyygOAxkyxPguzUS/hVqOkKxWKHoxd54C3FegFJFkUhktJtqtRXshPATPs8Z+kXYk7fDdKA9gz2BK+kPoxPjMJj3dI+rw1N1xRdNHgu1T9HRe9PJevhzxu9rbQv/LDngY7Bfo2kBZoO53t5lUnOIlwxsEaB5lnR0DlarZmXNhS0u1T6fMLnlx0cPqWleUDjUWi9hc40d7AuNzDny7kieo+3IqKSyRo1mbwyetI1c01463E1RS64uEgleCyaOJNgQIPBUEYwzydOoIplzmf7cSjnOSzswMIAe9u/u/VGIwpsxTNOQJ6H8VVcNuSOMbFbBCXojJRGGesAM97304vUf7TuTDxUpEPbvXw8b4/cg6wbrEr+A4uZSd4OtdNb8cfEFJ0tkW76Q6+D12txUTuSr3ckaKXUlrAPiFEBPiyEGKXlPIKgBDi13DKo//lbQ4/LqWcEUI0A08IIa5LKZ9Z20gI8WHgwwDd3d2v4Vb+dUkylefilanb7t+zs5PBwfr9uw50cW653oI9EPVycaS+fuj+vg4uDNcriYFdbZyJ17eLTZYY+m69BbitOcyVVH25PIAD3U1cPzVS/R0Ie7EllHNO23K+tA7zXyqaFDaoInVpaZ52T4iCaWBjo6Lg8+q1JDAJM8/a9J5sZqzkfPgZs0DGLLAp0EybJ4JL0Qgqx7AxMeU4JbkIUsWndmLYS+jO/MN9secYzh5koZSl33OYqJohtArx0mKfoswP8b3UBDCPJnQieoyk4fiCfYpOk3KOohVHyhBJjqOiYZtfQRWO4gwxyRbXIU7lnWMEkmYx62DpAUQA9MP8+fxOPjPhWMFj+Ub66pIvX9nv5RF2/fJHCVULkDuiOv9WuSpWzvwfNs/xj/EW/KrkW4uCd7aNEdWuYlgzvKlpOw1aC3uVLyMqORCKXGYT3+MtjQ+TLZ/Cls5zVpV7SPEYi4aCVzFx2w78dNx3nDYRxyUKaKbDL3Oh/Hb+ccFxyWUx+cRwKwljibd1xiiLo7ip2YMerZWlonNcxL2PRPEiN4sh5kqzhPRagYKJwixzZpR4yYnh/PWoyb/dFMSvOm6+TreHsB5lOHed/3cix//e/5ts8b7pFcf2jS6vCnUjpUwKIZ4CHgOuCCE+ALwdeJO8DQNWpVg4UsoFIcSXgSM4wd217T4LfBbg0KFDrz3L51+JKK/A4LUhcnDDqiP/hE7cIaLTraqQr1fY2VSB7Q/uwUqmsU0LTzTAasS5BAJRH8jcGh0m2dYUJOK3MJeDnL4c5zSz64qNxDE5NNcC0Xp++3gpQ8pwgrLjedgT6eZyMkiXv5uZfApTWmzzuvHpcH9wB6o06Oo7x++PHyXMKGHrLGtFWbWiMKVB2TYJKDuRokSz7qdsOQiXwdIxpotTHAz1VJX8yj0F5AQxLcJMOcmJ4E4089yq3VluFkJ8ZiLDymDEy2tHuv7ZbuQFi2pe4OCqQ/xQnqeWxSrBdQLKT607ts1V5kONX0VQ4sejXk4bjcRNB4JpWFdIyykM/yFcZn0Q2TCvV5U8QMnOM5QzSRhFdgR7q9uHi8Ms620cUCoskaKBqC75+BaJWxVY4gscjfRwLnsf06VzDOab2O/zIcgjCTBVbiNuvp3Fcp6YGSSqtuHRgnR7PTTqNuMUWa4897J2lROdb+bZqSUKpskfT76fj/T8NV/IPUQ8NczjHT/F88vfZXNgG5rYoOTZXVknd4K6aQKMipL3Ag8Dvy2EeAwn+Hq/lDJ/m2P9gCKlzFT+fgT4rdev+/965XYY8Fd/ovWbNppTN8bLb4TJr4eFODkAACAASURBVJ0w5FLpU2Hy+1fJ7e5b1zaVt5h68Sahjhhdh/ppKxiEByIkAhaj2SRni0mO+bsrNUclhzoaUTxZxvIjzOQAD9xzsodLL5XJFddz/ei+jeIY9Tc8U0ggkUzkagilPT4vO9x9uMwLAGxzbeXne57hQjmNQid97haa5XWkBBuFkaLEJdwVLn+BIt08Meu8srrI8YGex1B1nenimLMNA/QDIMtIO86Q1UDRKDJXHqXdtQmvXY+WkiLAX803sppWoCxV/mbmp5CAJSUHwiq/0/HtyjORTBNkotTjxEKEQKCgmsMgV63ytN1153TgnM84lAzWIsgVVFcQXU6wQu4lKHDA4+c7q6hwuj2djpJXGliBcgJEVD+27aMk84Bkh0twT/MiILCUeebMHUyU5vEpOoYVp+y+DxclMK/SI75OTxAMdYDvZm3K1iibfZuYLsFieZGs/z5c5LmYVUkY44T1GFLaDGWdlWO3bzMThVH2+hZpVVNczj3IXLaFVD6CYep4VMlvHZtnWyBDGR9jxRRdvj4upE7xkS2/+vp9Y28AuROLvg34fMVPrwB/J6X8ByHELRzI5ROVAX9RSvkRIUQ78Dkp5VuBFhxXz8q1/kpK+Y//HDfyr02iER+7d3aAUDADKxgMx/OuKGBFdba0djtqTYCrYOEfWuD4Kt2senS0K/McN0AqArtSPMR7Y4l7jUriigAagmgFnROuKr4QRVPw9hTY8WMnqtukLlB6G9iGIDiV4MbfPs+VimvGdXMCT7SBYqmmWNJlm10ffRuXJ5ZYHHX84EOby+RXKe2rIwsc395FKTbLRGF4bSU2rhbG2b9/K99/wYF0enToaNRpiSp0tRQYz7ixK+Ro9hpsSlDzslRaw7UD9GqTVVQNQFjeJKofrVIZjJQDXDYNQDBUupexwirlKakQrjl8N4a0+OpsA9sitRT6kFKs4tgF0K/HSNDCgNuN27wCYpeDB6+kWBmEGCnCjpBDlqwKaPKYXEgkWS47rpIebwO6XXONaaKRvFlj1ARwaas+R20bmJfr9jvY8qQDt1SaQOkHO1mhTa535ZnSwqYdxclwwLAleaUNn13v3tvrCoCaYk45jIVGs/38quuV2MwEvf4BlBXUjzEOIgirCqrkpELYtQtbGmiyxtWzWC7S7wPTdmacsB7DkgbpNbz+ZfpROUeXZnE5ZfL09DKqEHz6gRvY8hRxs4VW/0He19RDU/h9NLvb7ir5Vyl3grq5BOzfYPt6E5Cqq+atlb9HgL3/xD7esRRKBr/3xZXEkorGrPwXupnBNmXd9hXL2AlWOpsjPpX42Gw1G3SlnW07AU0pJeFDW8mcH6meXAiBUAThjgaSTU41p8uDU0zNJAjFfEwH690iWzoauLTGn74jHOXWXzxbt23nvdu4+HwNN+zy6JSL633iO95/PxcG69Gru3d08NLVerfI9mPdnJ51rtvXFqFYqKXbL04usXNTC0VXgIXFHJtafRQag5y9VV/R6Gghxvfc81U3U8m0OHNljsMHw6CsR9A2uoL4Axbvf9cCeZYoWDUz0+PuJZes/2DDWs2xrQrYGe6qQBVFJXtVcCqr8WigPvN0GxcpuXexULqCSw2RMx2oZbfHzdga2vy1Gaklq0RA85Iy8zS72/Crq2iLRQRFaDQYq3jPhVVN+gHQWeaj3cWqq2RF9oYe5T/fdHjt16olbQ3OXxU+NFYpQKUJ9JWAtHTIvcqrPJ72IiuMl5aZIKHfg7QSSCGQCEbL7ZzP2+zxb6LJlSEuNRaMAAP6NmJyCLS9QNHB7CNptV9yqAfECn6fikK3UdayrMoMo+I+Jo0pBAKvFiFVdvDwHjWPSpR7oo0E5fcxjTL3h2OMlHeTMhRsqwmNOIbMVPmHvrWcIKD8ENt9k/xY/9/R4HmcwWWNP7naz88MnKdgzXM2/W12NPwaLZ43HiHZ6yE/UJmxtpR87YXBDblY2p9fxiq/POQRYOe2Ji5+7YXb7peAzNvs8qgMfeUU1ioY5dZ7tzEYqkeLvJKvvnreDTHv9cfqro0V/cYg+pc/3a2lJEd//iFu/dF3q9sGn3Gstp3Ht3PpW+eItIQJHh0gs2rcJoYW2XYkxlAxjqoKGsIeFhJFbl4tE9zpIyMck77L20DE7edqaooX4xkebmugsKZ+qyUNHNhNTcIuP5qiVlVxwSyxXMqQMmvaejClMNn5AR4J1T+nAgWi7v0kShcAiSLcLBvr3wWrEMG82I4tJZ1RP9uOPoWNj03+fuaLMxx2T1YWXzGHh16mnBqx5jSQhjX89QKT/R4/361nDX7Z8KtS4QJQ8ePRWvBrLVDJfgU32AtgrspMVjcDHqQsItGxhYYqC0gU8qKVM5kX686foI2l8hIvWn5OBGton6uymx73vXRZF1ZROawMzISToKTtdlYOdgL0/WDNMScf4D9PDVC0bXQh2Bcp0Ki9hBCgKRF00UBZWhSsDO9s7iFffrI6lWXKKpem9vD0dIGCWaansxNVCPpDUQK6giEzXIjbSLuXhshTPNz1V7y5S+X3L7yfvx/7AD+ydYIGTxNdgXe/zIjelZeTHyhF7/e4+N0Pv52vPT/Ic4NjlFcp4Tte6r1Cs0BzmIRpcyFrs/+RvUy8eINM3PnCVX39cG6UGHVn3vT1W3X3q3hcGwLm6/tyXpbZtK+bpQsO3DDUEKBnZxdDLzlujOR8iv54iit+f/XYXL5M22iJe98ZY949h6CEdSXI9u1ell1uooqPZk+IM/ERJgu1zOCRjGBTsIe8XXNXLJWn2R/dx/lELaNXV1Rmi/VL+/3RXs4nxqq/LWnzp5N5vut/mNFcbdXy6/3fQDFrbiWXNsBgwumDIn3MLBx3ONfLPnJlZ2Vj2RJTGmTMFDkzRYcnxJTdSUx4aFBdUH4OqmRZSiUl/8q6obXsHGHXDkJCI6oKctLNjFniY9vKqAJuFBX+IPkOirZJ0TbYHfDj4xYWOXLmCKZM1+Y8EdlACY8ACk+VWynZcRzfvUOo5tcDrLDaV6Xy/BWhYIstKNIJpWfNCWYUN11q/fmXxABRJYiqbnImGFmJQygxsGdpFbMYchsvJZbxqSqqa4Iu7yMcDExh2jnK9jI3zXeTKqeJJxfp8b2FTrdOybb42s0eTs+nUATs7hXMFh1EzdnlItvDW4m53CyWRvjOPMBPcyz0JTQlzS/t/xLnFn8KXTHoDL4LVXljcci/nvIDpegB7t+zhfv3bOHZyyP84n/9am3H61QSMtgWZQUAed5WCZ/YTV8mjRny4O5qYLPHXXMLSXB5dbzCRKmQnChIgrqHPUpDxYXgKNCYqSPv30nVaS/AHfHXXbvxLbtx90ScoGJlmwCE7oHn6/29G05sazZ12woRtxulu5FoS4Txq5NcfuZaXZuZ6Rn2/N4x8qOCieeT9D0eY7hxmqSZd8gvgN1HIlxO3qhS4Ezkl9gT6eZSsoZXH8kukzHC7IvuIWtfgUoxlJDnGpv8WxnNOf5ej7oeRZEx8uwJh1gqGywUi5gVf37E5Vtdd5s/GH2c/633y6hKpc5oKcXC/LuYzZlYUjKZcVxLx0Kr4LuVMXEJlX3hGFGeZLrkw3R30EDRcV9Ui17YYJzhTzI/hFFZRbkVgVvRiYmvAfN0+vbSLk+TUI8yXHgKF6ARZKLQW3dPhvSxugpWyS7zmfS7K/xDsMMjuE+vh98uih2UV/n5FVyE3QPkzem6dqoIkCg7K4asmcGWLqTUERgoAro0T3UiuCyPkDQXKVrTnAhsQrWXakoet4PhB0ypcq1Sw/fBZh9xu8xiKU7a5cRKpGhhujBFo6uFbn0LmuJiydAYyl5moLWF7piHmWQUt6mSUwzSdha3onE15fR9b7SHW+k5vjO/zHz+MT7RN0TeLhBp+wf6Y58k7K6vZ3xXXp38wCn6FTmxezPvOLaDv3/ReRHv3KJ/+Xa+pvqkjFTJJOXyoW0Jkchmobxm/Z6D7WaAqekaPn7n9nYWrs/VNQv2NjLirSdR3dvTzLafPslKrYpSU4C5pTRJy8Je1c32WIj9x3pQxzKs0DC6yxaqsoazftUx/YoL95M3uDXkBOsWJpbYfXKgquh9XQE6fnM/V9qXmbZHCO72ENsf4GzxJmvYYLmcnGBHuKP60QLcyszR6AqyVHb8sDE1Qtho44WRPMe2xGj0RNCEhkTS6pZsCcX4zmycmUICt9ApyZqL6lZ2gbd1RPGbF9kcVglzlFMTfsoFFSFFNSEraRSIW0eJiedRhYWujPIjWz7Pc3M/zBdu1Vw/8zJD0OsiUyijVAZlWyBCtMLm6FX99Gl2lWPm6XJXpfKUc51NrlN8J9lFwXYGosPTRsxT7yKK2LfY79/HhdxF5NoBY/2CS9o5hnK1BKvpYohY7F62Ky9U4aEZAnXnCrt3kCidQ6AS1LeTLU9SsjVcaifDuTICFwib/2/uKFdTDiHb7kgXv5WcAjYjhOAjmxI06Q566Voxy35tGgiCGq1k/I6CfgTNvMw3d/51tee/MrufjFXkhcxBtgV7yJg2Ub1YTUZzKx6MCuVySpwGNxTMh3lhdhlNuDjasZ0ZOc4KneXFxDgtnjAnYh7+becZwvIiCJDBn0S6NgwH3pVXIT+wih7gl997P7aUfOfcDZp3tTL90uQrH/QK4or4IbveT745FmFYQq5YWlcY/I5kIw6x6WWufeH5um0C6P5f7mfMrvVhJp6mwS9YeKGeW/3IoztJCokiBMlUHm9RcJ8vjHtymYULw8ysCbReefY6245vw/VIO+eOLTBrzVWz1TNmkXZvbDVxJQAeReFNbWFQbrJQjLJUclA8eatMhy+GW/rQylHOTs9jy1kibhWLHOP59YHbh1oOMLHYSjKdoz/mw1DyzJTnKMky5QqdgyUtkkXJ1eUlri7D8d7N3CzV7vvTI1E+vjUAFS4UXTPob5tme6KV68tl2gMa25qLdPeZXLvhIl6ZfyOagltpp2TN0OZqRV+Fxy9Ya9wigGDjpL681DCli3m7mbKZo2ycwFQSNLhaAEnZVjBtlbwZRBXbWJl9hQANF2ZlmZQ20/y3Bfho80H61DOY+DBWvSMuJUbJqrBAYpExrlMw2/jYi49RsiyavT5Cbp2DnTZXU7X33oGcyuqP1a+dX/NVGDoNEGGQxUrguQiiAaGoIAVSqNXVaNoqM1MymC6M4VLcyNybKFuSjqYZpkt1VdG5pydL0Ovh2oJCrijw00lbwOJWyVmlzBdT+CJeAvblqlEizGuoyhuVRf71kx9oRR/ye/iPP/UY/+6HH+Azn/r6HSn6V7L7VZ9nQ0V/41nHkulsDdG0KUKwLFkuFLmYS2DbNpoiMO0aF/r6C2/gy79NstSdAstyqQLX5msrienZJPv9Ghe+5CTNNLRH6ehr4/L3r2Hbkv53HWHG66F8xcS910XeVR90HMrMVP3lulB4uD2CKW8SNx1Fe6IlxJcnHAXQ5fMRNIM8N7EI1FYvyZKFn+0UqUfNAJj2LCqdTGbTTGadQiPt/hYi0RSuVUlPQwteVmacmbgFPgFCsjPciUvRuJILowqLsF5gwcqxXB7nyKYshzbZZExnPOK46B9oYn7UKRPoV01KlZqvAUUDuwW0biTQbmcIqT5cQl1Ry7TqIWzhZCWUUUAcIG97+UYygOARxguzlDMP8c3hBO/o3040dJOUuYQqj/P9hRmepMS+6KNcWBV7ONkaXxfoTcsgSTZxyZDkK0lafq2Xsh0nb9a/z7qaJOZ2M5vPs1DIs1AAy47AKg/g2tdMihC22IJE4hdRsFYhe5SOSlC4EmtRt4JcwrYKxNw7sKVVJZwLqmGs0g6+cNNx+/xkIIKuugjrUUJ6BCEU4qVbxGJLHPfew1eHnBhJdyHEHrkdicR2GRS1y/xZ9l28M3CeJlcMEfndde/JXXn18gOt6Fck6PPwS7/+bmTR5Ht/f+Fl275SIqp0v3wm3tJcmiZF49qpUSzT5siudkrZDD1SEO5p5MrM8iu6h1ZkQ6pgqLobXpOsuvbyTILlmQT733GIeGsDVybjUHT8sP3Pt5O4/0Z1VvGrbvpDbQylZ9kf7aXdv0zcqM9CnSvd5J1dR9CUHPPFa6RT67lHPKqgrIzVsQhLCWrxON8YNsibk/QGo4xlHIU8k8vQZAcRzeV15wJYKOTYGekk6BfcTM9StA3Or2KR6PW30xaYJWXWU0a3ejqYKowR3pShxb2dqZJFm9rKgLcJv+IGax6MeQSwR2sF+3rdy9Gmx6q+7FnlABdzV/Bo3UwU1t/z398o8rMHO4Gl+sl7zUyu4sWgFpgOa2G65HV++PkfYVNI8OiW8+RlmPmyRm0AV56nJChnmc3XB1nNNdBIgWBr0M/uqEMDdzV/i7LtWMwNqocOHU4Zb6YoXUg0XGIX9+rfqiuybRBkoVTD7WfMFJv8/WSVOdoDjcxkTf7iUpGfOBRgqTzPUnmeXt9Wcqbj1mwITdAf6iGTVemdizA1l2EhkeXQrhiJ3gUSBgzl2jjW8ADvbehYN5535dXLG0LRA6iayi9/8n109DTwpT99lkJ+Y8XxSr584xV0bF9rhNmzE1gVXpixK7UPYnZ8md0ntlK43cFr5Tazjrrx5td8ytFLY6SVepjjjUsLHOzr53LXCDsjndzMzFWRL+cTY8wVwmwOubGF46oJa43E3DHGc2ewK0qoI7x+jO/t9pAxa5mlmt3EyNxezi/UFHFnMMRUNlktDL5YyPEXF1Qe3fwAiu9pumIuOmOtmMJAYiEVi9HMPEV7/UprPJegLbBuc2UsJFkzTdZ0Vg9Lnl30e6dxG2sYOuzchkfX/lrJKZjlQGgL59Lr3VKy4nqq0/Nr2vi1CK16EFVU4KVS401PbyNrZLiVgpYWlYx5+1Vp46qEuRUxLBuSHVhSYkmbU8slFAJcHoMDrQHCscFq29FygKMafDNlkTKcVVizu5F7Ww7Xce5YG6gNgWDRGOVNm5v468vwtn4fjXoLIT2IQKAIhXKl1OOyMc2BZp0zL/VwJe1Y9poqiO6ysUUDmrDYEuzjQPTe297rXXl18oZR9ACqqvD+jz7M2370GD/3jt8nnVj/Ad/Oog+3Ruk5vpv4SIKtnRFuzq2rsUJ3Y4jEpZmNse4VGT07zvYDPRxrbSC+kKpdcDxBv6g8jgryJp+XbHrsGEJAU0uIxXlHIcnJcpURRVbcQbFmC9emxrpr+bQNpoQNJrLE+BI7Dmyh1B5z2CcFKEKgXZSEerx10MYVmS2m2BQ8hMteYHShhxkBbS3fqTu9ok/hVtt4fIcLt2eSop1GESot7u0M567Tqu3hLy96yRo1JX+4uZPnZsZRhcK9bV2Yto1QTIJunaSMMxXvJ28NsTPcxWDF9+xSNKK6n6y1nqxN4pCorb1tU64PkN4T1CnaJlL1IergjbfPv7BtMIWClC4k0Ki8yKMNR/j2cgqkoNnrJ2+UsStkYqtj42vfNVUpMJavoadiejtZQ1/V/uXXm0VrvQlh2BbLxY1NC9uu59V/KT1Ov+9+HozkkSIGMofKPC8VbRbMx5kqGUQ0hS2ecY5FmrCkxJQCgSSiJdGI4hMJfmIgSML1PEmzkYRRm/R6fVsZy9/Eq/hQw3GOHt1CSeqEmw3OmiW+V7gJhRCHYr18cM/PoojXCSp3V95Yin5FIg0BPvmnP8PvfewLjFyrz1CVSr1y9EcD9D24n5u3Frm6Yp1Pxjl0zxYGl1MUKgVG2iJ+yjcXKeTWK5vVUsyXufB9h/XQH/TgD3qINAS4cfn2TJcAoWiAiZHb127xunWmRuv3S+BAVwNWskIjIMAvJT07u6puA6d0oEQupJi6Hq+WElyR7W1bSOzLYyn1yq5Nb2FsLsCFhTzgKOr3NndgiAryxtZYSmzn8Z1xcsopcpW5T0HBcjXT7d1M1lwka6xQNQuOtnRyat4ZB1PaGLbN6fnauJzobiVvOeefyddWBR5VJ21sSLdUOXOt4tQW/wAZM0lIjzJbrFnHXZ4QeeObHAnsAOkHaToDpu8A4yrgAqFX4IYWOdHFJ2a2EHM1sVxeALatumKcZn0H/23E6aNX1ZhIRmmOdYDQaPVEAElpIkD+Vkulj4K0rwDB1TBZyQptBsB4ahe3ss47uEvv5ea3S+SzFppaoY3uC9BULKAqCl5dw7BsLNumDZ3t/hhjw06pSNuWKIqga8sExTWkYNcLMRrE1wm7d5MqOxQMOWDG2spQbhK/ohNTbhLGCZhGPYdIlM6ADfsDe0iWnqG9xUtZOcatvIvEKptnsjBCj6+PolVgvjQNm5xkvSXAnd21QtXDYGqGZxau80DLjts+07vy6uQNqegBNm9v4z997oP84W98hUunR8im6q0et9/D9kcOMjqRZHBwdt3xV18YprElhL+viaVsAXU6TTx5e2WzkeQyRXKZIulknlDURzpx++NvF5itygYupenRJVpyRaafrY9LNHc1sLCmzGEwlibc30siUYPVhDpC3MiA9Y1GutvCRHs1xqOTFNUSQ9NWHbc4wEujWzi4eRlbFMmnH+CJsWXeurmR7W3bkYAudGaKE4zlb1aP+eDBDi4lFVyFFp6fqZ/sVqzgFVnIGEg3VbjpiviFH6MYoVSo9T3octEb85FVFxlMeClZBidbJcM5Bz7qEpK3NkaqNrJb0SmUISF1AkovQfv0qitXNJA0cJKUHO0lkSyXF+jw9DBdrClogeDaXJiVgHHBMjGF4LuzLqCWW3BjSK8jmcOud59pcoVPxxHDNquImbmXbDJppx8rIC+tZJIuOn0t6hoFo7ZqKWkWqWxtfA4ebqbsW8CU9avPS5l5Hgw5GP3VspK5nbMNXGorRXOscq+1F9O2SyjCgyULJHNJbs4/gBTbcQdPIUUOS1ooQlm3MlFlFJ/qZSUposMb40py4q6ifx3lDavoASKxAJ/4w5/ANCw+97vf4Kt/8TyKtNnzjmNMLeYZvLoeVrdalufTLM+n2XV4EzfSCy/b9uWkmC+zaVsr6cTEbdtIKR1O9xVIXOV/WUnOEkjaW4NOQSpR4d8BAn6d6bUn28B9k4lniXl0EhXlJAHr3jZmF53I5shUAqZAEV76N3WRb05SXIMPT5aLeOQxSqUST004rq2sWWQ458DsonojGbO+rm2JAhP5PDuC6yF0M7l03e+hxDL39m7hVmkYt1KzRP1mE88v10/Gc3loCboZLtSeoZQ1V8BUcZZDAYuC6Sj+AhBx7+Fafog9/u1klSO0KAXyZgpT6cOSOhKdBvsaQtSzgKrCjyJ92BX6h5jezlcm1+BQN5DjRxoqz9L5rXnqaxGML7eywmcDcG3KZntnC2P5ebyB9Z+uKWurLmXNM9bcCq2tQdy73ehS5ZadY+KKnx/a3Y2h1N67sl3Crb8F3b5KWG3ClGUMWeJ2Ts3VRcxKdgK74of/5vh9PD/rGBMnO++lKZhCum4ymruBTwmgoNLl28R0NsET17eSNcrsbuwn6LdxC8n9zXeV/Ospb2hFvyKarvKRj72DR95zkD/75FcZHU6TiufuOMnqxuVJBvZ2s7yQXuc+WStSSpobnehgg9umlHM+jOLwBDs3hRgcTW94nJ1Ok75wbcN9AJbXYuL08LrtXdvXoxY2rFcrBPlCTXF3v2Mzy03Kaj3j9ENKro8ssifczlO6Y8WG3S4OdoUYKU5wJW3gtxoxbIfq1r3KE5Y0lvFl+sgHa0yRSA+Q50Z2ivu3dvD0zdr9z+azxNxe4qXaamtkoYQe0XBXMmh7XZ2cmVw/yXYEggjl9vkMbqFRtkbqN0onYHgm66yA2r0nmSk4gVnLdHPpzIcp5h8BoKFRQvdTAMxly3z58jZafX6afW6mVQ1w+rTD10zY8BAsqWwNtrFUSjvBSQSXy/WFrls9TVV96lcDfOLo+7g4/+fM5x20Srpk8NKwZP/mBqLbBNTXH6lLjlv77p5anGFXfzNnU/XT/kpdYcX2o9GClBb96hwd4mZduz3uc/zf+U50xcXVfAs/FzOxcWOLAsvaMSZNAwUdn9aNxOR42zIxt0KyJFjKLXFlSWF/80ECse+AkNg41r3ATaZcQgIXFxdgERo9Pnbd23XbZ3dXXr3cVfSrZPP2dn70Iw/xi8c/TjAWoK2vDW8sRMGGuYU8+cL6IGtrZwyQXDw1gqop7D68iStnRm/ralFVhdnnnapPax1CLb3NSFfwNVGwbljjFTBKBj07OpFIhzpBEfjDPrwBT5WmwVYVhKrR1OonkSyAIhg8YDJXTHJ4fzs3zi/g87uQUlKoFCgZuxGnYZ+XvlgjHm+ZKzlHaeWtMpDkxNYuXhzOcmm+zL1hBdshI+bMNzroaO2jrS+FUGxMbwiIY0qLG7kp9m+OopWiXJ5NogrBvkAbOa1W3dSlCa5bU7gqsRSr6KdsZ/GoKqoCuZWi7KFZhsrOxOVRdFQULJnkQKiVRt3ELeKUzXpXmaJoRNQmLGmj673MF88S1LeTMa6TXD7Ml56ptd+9NUpkJWeqQucwl88xl3fcD4eaOxheXiZkeDg3OssxTws3Ze2JbwSRtVatOLaH9tLoDdAfaawqeoAmn5fZwjxzIsGHfvpNTF4u8NzgGJlCCWsVlNLn0smW6lFPM/MZJw+q8ntvYysL8S7GM5spWRazuRwP9TXy/0w18wutS3TrNVK1P0kMULIXKdlFAh5Q7AVUmSUlNjNq5MgYNdeVT+thU+iv2LSK3+8bix/kpfgwW1MPMLJgEnTpuHpOUxZZAnoXGaPM+3a4CfjHcctOZ2WhetaN0V15bXJX0a+RrQc34/G5ycSzZF6qt2paNjXT2N2E4vOSNyTBxjA3rs5SLlV8pabN5dOj9GxtIZsusDy/3jpfG+xcLU07elgeXl8MG3hFgP/t5oa5Ucey3HNyB5eeubphm72Pn2Dwyiwz15cIRnz0Hujgi8VlbCm5EYjT++YmLqZnUYRgR6CJQNqFHZDEy4ucmp8k7HIzgoVEDwAAIABJREFU0NbDSLn2sQ9lJzmxqY8zUyka9T4WDEdphPwuLg3FuVQxZpuiJrHjIeJqmlatGa0Q4fzcAtvCTdy6Eue58Xo44cEtzSg+0BXn1W0MauwVURqCKgZFUmnH0u+MxChLE4FgqZRhphDn3HID35tzlHWPv4v3tZXwK9cJuvpRhApSssfbgs86R05r59lSFk1xso10PVtHKTE6leNIOYzhSsFaGl/gzMI0x9Ruzo+uj+8AbAm24FPdXEzWxkwRbmJ6I/HyEgMhh927K1iPyy8aFj/UtpdnF69x39YtTJGnYBgkizminWGkgLft3EZPLML1+SUkkv9x+gKjiQQD2xrptGuGRM4okzdtxtK19zRlJ7myvMRg+ii/uqmfZaEzViwzV6olvT0eXkbYWaSEeZrJGOfq+iho44W5hxFIdjd8F78+zonYi7wU76NsOxPKbA72dvTgUjJkjBIf3K+yLF8kbgDMciN7hd3hQxuO3V159XInFaY8OKX/3JX2X5RS/oYQIoZTELwXGAN+WEq5TktVKlH9Fxz49+eklJ963Xr/zyC6S+fjf/dL/Po7P7VOKc+PLjA/WnMTDDx2qKrkV8v4zXk8Phc79vdw9fyqD1kRuFwq2XVHAEKgel0EGvzVD7GmvAWq30O4s8H5WTZqFnzFH697dCItYaigKqSmgBBVHn2020PVVvubM8k8pc0BvDJFDoN4qVB1nVhSons0nktP0q81EpJu0uUSqXKJF8dL3Ne9Dd2bR1dVkuUcQ/lRQo2CnFUbI6+nvh+LiRz+7wbZe3IzT8yOsZJFey21QIPfT3oNisk0nWeiCscmnrNnmBUJZlcGtXL6uYTTZsXKDWgeUquQOeO5JNdyJ3lheR/vbk/T7f4GAEltLz7Ab57lweBeiiiUtf38TX43e39UZ+mUzsRwjmyhTOrMMQ68+TT7ow/z63vuYzA+zy8/+w2mK1m9hqfmMz/e1sfJlla6/A3sDHfR7nXqFlxJThLWfdzMzNLsCbMz/HNM5IdpcjuY+N889jB5w+ArI1d5S08//+veexjMjvDe7qO4LRe9fRof2/MgDe7AOjhiyOPh2ZExWkNBLM3mybkRGr1+MuUSTV4/U9kUh1tqrr3eSIDJSpGWRLnIPy71YYsMSImLFqSawBJzaJVEsQlrJ9/PNSB4GIFNs/4kioBnZ/r5i+vOM3erD/Ej/V7iShFYqgvEPjUcYSC2iQ8dGmPBrAcMjGZv3lX0r6OI25R6rTVwtI5fSpkVQujA94FfBN4DxKWUnxJC/CoQlVL+yppjVeAG8GZgCjgN/JiUcmPTsiKHDh2SZ86cea339LrI33zqy/zJx/7qZdsMPHaYm6O3scArsm1PF1Oji+QyRZSJCcqFjRO1oj1NzA/03lHfeuaXmT0/8rJtoj/xEPNLtepM+9tCDP73727Yds/jJ6vQ0diWBq51qbTEgljbBTdWZZSGXR50RWGpkj0bdXtJVCYBVcC9fUGGsvUWeKdX5d/0lvEpSVRR5gtf2c9Lg+tx6Y0tfm701OcmHAt2cf5azZIM+RT6GpuxVbvi+pAEWywuWNfZSAZCHVxLOz5pDQWf7iZdqUva628iZ5ZYLKX5YI9Nt+cfAMcF1u/dwaZVFA15O8Ajl9+KKW2iup/ORDtv2XyVcOwCfdF/w6bwT1bbFkyDi0uzfOnWIFcX54mkfexpb+XfPXziVbvkiqbBzeQyE5kkfZEG+sINqMprw5aXLZO/HLrIeDrBkdYufufM04xlktzT3k6JIpaURAM2V7MVw0QK2qytjt98jfzDyXMYqpuPDnXVZd42uwMUEjF0oXM9WXtvjrW3MSKd+FKnq41z47WYy/0dflp946w4H8uuZSw9R7/nHj468Auv6V7fqCKEOCul3HB2vJMKUxKqRqhe+SeBdwEPVLZ/HngKp4bsajkC3KpUmkII8TeV415W0f9rkK0HN79yo1fEPMLQpUkiDQG2DLQzPDL6OvTs5aWxI4ZpWLjX+HpmTcmWn3vM8dMLCGXLlPJlpAR3sMbzHTrYBgsLzMczaKcUTh7o5hkm6AlGKNpmnb84USrQF46hGAqBnJvlQYNAl4+cKNCoR9GEzqHIEi7762TNDqZLR/E36+xrDFFozRBIhBg+myMVL9J7xIVLRriyUFP282Q5sKONqDtNS1OWpOslmsQOPv/3XlZgh/cEmhzE4waSMQps9jczklsgooWIiSYMMUGbq41MQsetKTS5dCaK0OnxkuIBgmKcocIVmoMH8ZtONujT+UdocUt+odtgl+8aPuUsT+duYEgQ6iZsaVetaY8c4ojn8xzZ7Ud4HkW473nNz9Kj6exubGV34/qM11crLlXjp3ccJFUqUrJMfnn/Cf5y6AKaq8BwaQS/6mY2u2r1JCQBX02Ju1WNIy2dLBZyeFw9/P5UC6asBx4slLIsp3X2N7WzM9bMYHz9JNEdMjl4uITAomw1srAc5Im/bKvuf+CB/Uh/lkFTY6otRWdkPaXEXXn1ckc++oplfhboAz4tpTwlhGiR0okuSSlnhRDNGxzaAaw28aaAo//EPv+LSHp5QwdLndyphZZczpJczrLj4f0MPnG+rirV6yneoIf4XBLbsuk6fwu6agpibjHDamLkPqkyM1b7UHcd6iUVz+HLWKykkpqWzZXTszz84GaGlQSKrL/fNlcQ96LOrYVa8tLhlq2cSk0yb9tAieHZBpr2PkRH4EmeWw4yEqq8DkXAO4vnpM4WV5QLxRvsDG6ChVqC0GgmwSgJPnQ4w4LhIHXm5RU+8PY9XL8Vxm90MH1+mUC+qwonXXFlhYNulAqRXJeMoGkqzzXPoig+xmVtMtEVhcOtUzyV2oEhp/CqQRpdb+HpdByv+jAPRSwU9Vt8uEdy2BvCxxwFZR9SuhizHuFbNz9NSL3EdA7+eOszvHirB00Pc3TnQ+A6xhefvYTf7eItR7a/Dk/4ny5htzMrnujsZb6Q5XpujKES5KwS+6O95HMuqASFpZSc7OxhKV/gx/r38pMDtYqi/1djks8NP8k/TJ2tYvuFFFhScmbBWUUdau7gzMK0Q8OgQJfXi6qdZ8EwCKj9nFqK07ImeTuxpPD8UAYEbI8M8gsP3KVBeD3kjhS9lNIC9gkhIjjFvnfd4fk30oQbmsFCiA8DHwbo7t6YAvZfUrYe3Izu1jE28MG/Vrk6kqT75B7MmQUmr69Dt/+TpaWnibErjiJNziY4truHcrpANbvSozMhBUsFc10ykmnazE7GmRxZ5NieDm60CJaNEgMPtfG93CiWlIRdHrZGGrmZXKLVFUBbVLmVia86i8QTzbJFC3J90cHLZ40yuuogUQ7HioysYZ0o2gZjRcfyG8yMsrtxK5YtKkW2BUIIUrkI6GMgHBTNPJc4efAQe40D/NyzX9xwLJZT65PPlGZHEa0Ww7Yp20UMWUYVKkdDCi55hntCm0iVnsGlHCRbSZD6ZvI4I4kWWrwGabmVmUoldFumGc+V+Z2pQ2zyGvzXPwsQ8Azy2x/q5XPfOEVzJMCjh7bdcVnJfwmJuL387K7DfGVC4ZmE46Y6nxhDz3Qxna25/PY0tvLj2/YyEKu341q9ET6+6z38ZO8JPnHpb7menkEVCh5Vo2g5z+nMwjTHm7tRUgIloqApATKlwzS4PDw7N0XRLq5T9BevTNO42ctSscC3r9+6q+hfJ3lVqBspZVII8RTwGDAvhGirWPNtrACH62UKWA2I7QRmNmiHlPKzwGfB8dG/mn79c0jn1jb+jz/9eT75/v/yupxP1RSaWsPoAQ9/dP7/ZOTiGE/8+dPoLo1MModw67yUtxGKQFMVZudTWK+S1z6wqiJVJp7FnIlzZQ3SRtVU9j24i9Iq6Nquw71cOT1W/T16aZqu7hi9j3RjLoPlkiAgVS5SMA1ONvRy42achfxqrS2570SYS4Vh0OD+rd1cnykznysyuLyP5s5TNLumibq6SJQ3IgmDkO4l4DY5O5FmczhWXfpfXILH94Qxxf/f3pmHx1VcC/5XvUstqVtLa5csybIky/uOsY0NNnEwhDUEQgjkMWENhLyXb0jyQhKSTDIJ80I2hkkIZIizARmWEPbVDo6NjS28SJZky7Js7btae681f9yW1LJamy1bW/2+rz91V91qnVt9+3Tdc06dM2D3zTOs58d/eA+9ThAZZiYi3Kz9DTNT0+SkunloxJMI2PX7iDSaSLJG8YW0a/hXy8vE6U8SJvfix4PLZ8Ssj6fFdYQY80oaeo7yeGEa7R43rb0SsDE/JoMFqYJODrEmbgUNXgsN+gNs+9xyCnYJ7nzsb8RGhbN+YSYenw+zbuoFua2Ky2SdI5ddDaWkm5M53N3Vb6a5d9Ea1ialj3jnOifCwcMLb+C23Y/jxcfGuFRaGr390yxadew7Wc3C1FxqU8o4GciFEWkII95iI1KEYzB1sGSzja6oDnz4Ce8Mp+mTHtp6emjv7SXKosIsz5WxOGMdgCeg5MOAt4GfAhuB5iBnbIyU8qEzxhrQnLGbgWo0Z+wtUsoiRmAqOGMBfF4ft2beR1N1S8j+/CtWcax8ZGcsQEZOIo88cRuOJBu6UZxpUkqEEPzs8bd55fXQKZWHc8YuuiSfI0GKPbhi1Jno9DryfvAZDll6cLpcxIeHM6fNQOVfiwmPDSfu8iw+rguEZi5KpiC8llizldheK0eq6lmZnsLByppAhknJhnV2DrvLBv2P/Ig57Cprx6zXs3quoKi9EYveyPyoFI46q3D5B++sXRadwfzwuSy0zSEjKpotLz3d3/fZxXV4dLWYdGbizUlEm+LYaLmVjIQ4jPrBy0IpJceqGnn/YBkfHCyjrEb7gehY7cMTlB/5/sVr+Y/l69EJQV1PCdEmByfanqKi/Y/9xxh1NiKNi3itfr6WDgI/p2r1NHZrG92SrREsTTRiMOup97SSGH4AArnzF7luZEvOGjJipm6q3abedt6tO0JXr0D6jCyNS2JhbCIWw/h+lD5sKOEPxz+krsjE8fqB70usNYzmrh6SbZF05Qy9ZvMikqntbcMZtKdhTpiDw4EEol/duJavXHLR2Z3cLGMkZ+xYFP1iNGerHi147Xkp5Q+EELHA80A6WgKPG6WULUKIZLQwym2B8duAXwTG/15K+aPRBJ4qih6grqKB7137KOWHTw3pW/DpVZSOEnUD8Oj2u1i0KnPc//vp7R+y/dk9Q9qX5yXRHYjeCex5wmbQ0bO3BL+USH/gEfhsHTmpOD0isGEKTPhBr6dhQSR79QP26sSICBb6ovi4og5v0N2EXidIWRxHccPANtmEyAjsYRbcPh9+KXFk+jiuG/xFNqBjkX0O+EyUdlfQHZRd0mowk2tNobfRhNfo5pgoJ8Fi45WNDyGE4Ef7PuC9yjI6PS5S7RY2pPdyUXw+y6LXYtGPr0j0qfpWPjhYxofiNGXtzVR2OrEajKxPzuD7azfxXNWviTcnsSn+CqKNVvbV3UW7W/vBbPBsZE/rXD5pHfBnxJkjEV2xFDUOzN0V2Wkc6DrC5UkRdPqPkGnN4Ytz7idCH4VBGNHrZ34mxo9PVXHr9r/1vzbqdSzOS8Dt8uHt9VOTNHTRkRuZTGnH4Jv8VF08nHLg8nlxeXy8ft/tmPTnkpx7dnBOin4ymEqKHsDj9rD3tQL+8N3nqCga8C3nf3oVx0YNr0zlF8995az+b2tbF2+9V8T7O4spDSr7l5Jkp7p2cChiTnosFU++GfJ9lmxbSdGJoWmVHTflDFL0AAadjhWxSRQeGvAhLFyRwt7awT6FJSmJHKoeXPf2oiWxFJsGQh0X2tIodFYSb46iwTXUlJLry2ZfgZN56ZHEznNxrKOWe+Zdzu1ZG3G6unmttoBYUyTZkQnMjTz3yJM+XD4vOiEwBnbXtrgb2dHwOpfGX0W0KRaXrwmBnprON/ny/rL+kMxgDEJPopxDQW2golLeUjbNSaXWfYQWTwknOkuINyfzhTn3kmGdHTVPu90eHn71HV4r0nbDzc+I46BX2zAmgCxbNIl2nZbYTEKDr55Eix13txWJxKmro8XXRjRRnN5vwR/QTd+74jJuWblksk5r2jCSop/5y4wJwGgysv66NXxj+wMkzHH0t4/Ft7Zx29lfoNF2KzffsJpHf3gjjriB3OEdnaMnzBoLocT3+nzEFXexzhLNurBo1mUmD1HyQkBEpGnI2I8ONZPnyQFgiX0ORU5t802Dq51l0RmDjs3vzefwEc1WX3a6nV6PF5/088Lpvbh8HgrbK7khbQ1bk5dMqJIHLVTQGJSOOsbk4PrU24k2xQb64zDpo5kTdTO3Z23CajBjMw5OuuaVPmpFBcuTYgD4Y8lBthcWcWvGTdyd9Q3SwrNocNXwfOVT/L36z9T1VuMLkQN/JhFuMvLY9dv4+mXrMeh1tIcN3MFJ4ISzlX+dasbZoWfXqUa62mx8cqqXj2pq2VtTh8kVj00fCQjWzUvtH3vg9MQHLsw2pp53aAqTvSyTp4p+zqEdRRTuKuFUVTuMYKOPiLJw9a3nHjVgt4Xzh9/cwe//uIuS43UUHh3nhT/MTZvOL4aUq9raFk3x2wM5TiLt4WRfmUCZ1JRycmwExkQ9O9rLWZqVTFH5gA/erNdjjdCRro8btLUf4HDbaVZEZtNw3IhBLzhQ2YLb5wuIJ2g9HkZkRhh3Z2/hvbpCVsRm9Scumyx2NhTzUdMx7sm+HI/00ebu4m+nP6LX5+HKlGVclbKcus5unnAfoLC5ns9ma8FoZr2F2zMeoMvbyR8rHmdHw+u83/AqsaZ4tiRczcVxmyf1vM43d168En+kn58c2Bmyv8+5GxzdA3C4sYFLIueyt7ia3shWchyxCCE41drGkZo6FiVP7A/+bEIp+nFiCTezZtty1mxbTltzJ3954j0KD1RwsnSwGSMq2sr937sGn88/IfZZa7iZB+7ezE9/8cb4Ff0wmt5+vJstBjO9WeEc0DtZ7bFx/I3BGRV1Jj3pTRb8STqisqwc7KnB5dQU9BFvHXnpDo6dbibNHgUInDV66mKcQ24XIvWRtLZZKKwMnfp5UUwq1+VdiilMsCImC/0UqC60KSGf9Y5cyjrrcbq7QEJ5ZwP1vU6+ueBaTDoDxIBOmnhw56tYgtJMOMyJOMzwcP7P+VfTu7zX8A/aPW28VfciGdZ5JIdNfgjx+UIIwd2LVlPX3UlFeytHW+pp6NEWCjn2OMqdzcOO7fF7WJWewsenq6nrGNjL8ui7H7L9i589q4R/CmWjnxCklDz+/b/z4ZuH6XD2oNMJ/sdTd7Bs7cTbZj0eH7945G/UlFRrKWYDztcwezhdYVoYWv8nGvhS2A0GuluHmnu8bi+lgcpWZouR7IUpFO2v6O/PWJZGtc9Lj8tD0tZE/mk54wdGwvqIDEweA/tPVeEKrNAzYm0YslpopAWLMJGun8v+mkZ6fV4WkEBZ1eAopnCTkdfvuY3YyHBNeU5hPH4vBqEfpHC6PG463C4SrZEhx0gpKWjdTVVPBT7pY13cZhIsUzcSZ6J5o6KUB9//BwJBJlGU0BrabgistqZxqLSOZalJfFI1OCHcL66/kisW5FwAiacn55QCQTE6QggeeORa7vvO1ezboTkjz4eSBzAa9SSHG3n7pY8GtWevnsfRGHvIMStT4zh6oGJIe86iATuoq9dD0f4KFizPoLCggvmXz+eTE3VICdkLEnjfPFjJR+stZHpj+bhUa+9bhQFUNDuJ6Axj+fJFfNzQyC7XwBdW2CHTb+dkjeYEFsC961eTZItiOmAM8UNkNZqwGof6LIJxWBJZEbNuULqE2cKmlCy2liZTXFxLj7eVDVmxeLbo8Yb7kFLi9+jxdesRUvQV5eKTqlqWpiRxsHrg2vnlzt0sSklQaRHOgtl1xZ1n9Hodazfns3bz+a2Oc81XPs285YPDNc/mzizUkKKCCpZsW0RBWV1/f1lRPZ86nUKmJZq8XgcbLJlkex0UVQ/Y5w9V15GfOOCo7nS5ae7y0eYafCdR2FZPjaWdjEQ7eQkOnr/j89y1bvW4ZZ9OCCFID58LMOuUPECY0ciPv3N9/+vT5c2YC900iyoqZTn2SA+lpc2UHGvi0CnNBCoAq8lIuHHAT3OyuZU3jpbi9Y9vI6FCreinJRF2K5+5dyuP3fmb/razUfTDmTtbDp8m1xFOadtAWUGvXU/jyW48Pj8nm9ow6HREmk10BIpbuH0+pNR8uz609AUe6T9jLyrk2uOwW8K4bmU+N2QvHLLZSTEzqa134gnK8XRqbxtZaxIoDKqhC5Cf6cAYqcciDPzr0GkizCYyYqIx6nXYwiz0eny4PB4MZvOFPoVpjVL005RNN13Msz95iZoTfc5NQVZ86Ftas8lAWpaj77CAeVQQbhKkpfSZTCRut5/YKCNH3/mE3BvXkZRoIzY6Av8cE+87Bxfu9vr9A3ZqKcmy2Ehs0PPA5it4491CklOj0ceZcUkvNV1aSoNvrdzEgtgEIo0m5VSbZczNcJC2LgW/lETqjITFC3b7hu78tkQY2NNymtUxqSREW6lv7aLT5WZJSiI1znaau7q5+Znn+caWS1g/d84knMn0RCn6aUpYRBg/fee73JH3IB63Fwx66vZWhDzWtjiNyvLGIe2mGD0n9wxE2aTmJnN4l7ZLsbelk1r01NY5SW63k5YdQZ2nG09Q/vF5jljKm1rJ99k4saOSYpp5ySm578ubsEWFkZIUzeUtOSSGR9Dt9ZBijVIKfpZS39bJ0aoBU5+ogmUspD5xsMO17+5vX0sVhggdYXYDPik57K9lSXQyBypr+Ppl6yisrWNFejJhxskNwZ0uzD6D4QwiMSOeNVet0F6cRfDUkCFBDWVvFpCTrm0gqqluw7OzlQ0eB+E6AzHhYcxPcHCgsoYOl4taSy+rNmZjNOg5UlTFY4+/TZtT202aF+0gxhJOaoRNKflZTHV9K3Ojo8mJjSEvNpZljgQMxyXzylOHrXfslX46PG66vR56/V5OiCaONzRxsrkVv5SUN4XOQaUYilrRT3OuvOtydr2496wU/VDFO/AmAujZU4wuLaG/pOLRj6vInmPnVJaP4nrtDsHr91Pe3kZenoP/WPYp3n6/iMsvzUcf2DasU8pdAfzzvRIaDg5NcDvfmohOmliWn4j0g91nYq1I1Xw7fQ4eEfjjg6O6Jopq6/nhVZer1fw4UIp+mrN8yyK23bmFkkOn0etDK1Uxxl+BM/259UdOsWhtHodOaysnCXgWheFs1hJ85ZrtRJ+WmI0GzEUuLnowi6qaVpISbOTlJKFQAHR1u3jng9BF5Zw5evacHAjdXWBwYG82U1wWemOdfa6VPScrcfb0KkU/DpSin+bodDq++sSX2f/mQX58yy/p7hiagMtjG5uFLlTkjt7tZfGCVCQSQ5gBZ6ePXLOdUlcbl6zIJnGuCVeXm6hIC6+/fYTbbl6LxaK+gIoBdh4/SdTWeIwxQ3P9SKsOgi7ZIm8jjrhw0jrtVNYNTcRn0Omo6+rg3ZIybl29bEi/IjRK0c8A9Ho9a65cwX2//Df+644nhvR3NLWTn52CkBLp9yP9fvxeH1armfkXDew0FEKQkJ2EJzwCgUAi0ZlMHC6qGvKe91y7nO5P2jHNjae6pZPNm/LJCNj0FYpgCmpraXB10+TqotPjHtS3MnzoDuFGfzdxmVbmGmM5UTk4XUKbS0uU9vuPCrhpxWIVnjtGlKKfQWz90qW0NbTz1Df/NKi95ngtNcdrhxyft3oeJfuOD2pLX5pFTY+WbMpgMZCy1EFeSjqtVe3UVw6ssF577RCrlmeQm53AymUZSskrhqWwtp4lyUnctmEZ/33X6zjdLpp7h5Z6DKbY18gmx5zBFacBf6BwTLWznVcLS7huyYLzJfaMYlRFL4RIA7YDiYAfeFJK+UshxHNAbuAwO9AmpVwaYnwF0IG2j8Y7XC4GxcRw2S3r+cN3n9VCLkdBjmK7T12fwd5AznmDUceSTRksSI1nXV4GRcXVbLwkl0irhbiYiAmRXTEz8fklbxYf57PLFvLjdVt5qvBj3q08Meq43YYqLl6SyuFDA4VJFiQl9Nf93VV+is8smo9hlKptirGFV3qBr0sp5wMXAV8RQuRLKW+SUi4NKPcXgBdHeI9LA8cqJX+ecaTG8syxXxGTFD3qsaPFwwjjwG2x1+fnwMlq/rTrIJXdHXzus6to7OpWSl4xKt/59KXcsnIJazLS6HS72Vl9ckzj3PjYYTpFVurA3eLR+kYKqmooqKrh1cJSni84cr7EnlGMuqKXUtYCtYHnHUKIYiAFOAogtBi9zwGXnUc5FeMgPt3Br3b/iB3P7ea5R1+mo6Uz5HEjZU3IWpWB0WQmUW+lrnOgmLdfSv70XgE2q5mL5mdMsOSKmcjilEQWpyRS62zn6Z0HWK5LBZ2WgsPeaWZjVzqB0sMAmB0m2j3u/pVI9FwLpgQtaZww6NhfORCl8+KhIlV9agyMy0YvhMgAlgF7g5o3APVSyuOhxqB9fG8LISTwWynlk2chp2KcJMxxcNND11B3sp5Xf/tO6INGWNKb7OEUHK4kKiqM+VERWg1awO+XXL8kn0i/Aatl5IyNCkUf1W3tPPHhXmpa2qlrH1h4rEhKpqRosP8oPzyZg7VaW0x4GEdd7v4iNQDzEqMxzGtCjw4hGqjuaibFqnxEIzFm45YQIgLNRPM1KWVwAdDPA38dYeg6KeVy4Ao0s88lw7z/XUKI/UKI/Y2NQ7frK86O4NKHZ0N7ew/tzh6qa9pod/bQ0NCO1+1j+dKMiRFQMSuIMJvo6nVh8OlItUbisGilGUfzE7V097A4JRGLYWBNWuvsoKa3hcreJk71NPD36ulTu2KyGNOKXghhRFPyf5ZSvhjUbgCuB1YMN1ZKWRP42yCEeAlYDfwzxHFPAk+CVnhkHOegGIH2lk4yFqbRWNWC1+0BQPoleoMevUFHRLSV6AQ7TVVnxprRAAANNklEQVTNeD1ebRdikE3HICDDEcln7t6MXq+jq9tFRmoMhgmomqWYPdjCLDx02SVc9fDTAGSnxtFINwabl6U3WvELP37hBwSGNm/AWKyx/3Q1K9K0PDegmQ+DgypfqTrAXdlbMOhUqOVwjPptDdjgnwaKpZSPndG9BSiRUg4NtNbGWoUQkX3PgU8BhecmsmI83PnTW/F5/XS1deHqduPqdmNz2Ojp7OXo7mN0tnZRWVJNdIINj8vL6U/K8R07QclvX2ONzkd8YTklT7zOM//2a975ny8Q1uQkKy1msk9LMQ2JiQznsqVaQZ72rl4ujknBHmag0F3BUddpSnqrKOmtxG8cHDG2JDcRGSVZmqPVjA0zGcl3zSffncd8Tx7ze/LZcXxsDt7ZylhW9OuALwJHhBB9eUX/U0r5OnAzZ5hthBDJwFNSym1AAvBSIKeKAfiLlPLNiRJeMTqhE4kNvWGKTY4JSnkMXo+P1tONNAU2rDRWNtPe1MG9j92OxWo5X+IqZjAWk4F7rlrL+wfLaGjtpKG1k6XR0XDGuiE4SGDZgiSKuuvo6NI2WjnCrWTaY9hzuCZoRDP7SutZPSeVKIu6NkMxlqibXQzjtpNSfilEWw2wLfC8HFAu8Ulm6aULqSwZiFQIpfwrj9UMaetLZtbH3KUZmCxG/D4/qCwHirMgOyWO9QszqW/tIMxkQNTr2OhbQ1Wd5vYTgGVOGHMXSqSUHOmqo8urKXmzTkduXByHauowGQYbI9pdvbxTWsYNSxZe6FOaFihD6yzgjh99nqWXBX0BQvxsh8oyKX2DS7bd9NC1RMVF0VrvnGgRFbOI79y6hW6Xhw2LsrhkwVze211OaXkTpeVNlJQ30dnt4WhbA8XOxn4lD5AZbWOX/xQdia6Qj4PdQ3d/KzTE2ZSgO9+sXLlS7t+vPOkTSVujk1vS78Xj8pCSk0R0vE27RxYCKcFgMuD3eZE+qd06C0Fbg5PqoNQJOSvn8uuPfsyx/SfIWz1v8k5GMe1pbu/iWFUT1a1O/vjBgUF98blW6iOc+P2a41XTUJJUm4V3hslqCRAfZmXfzV85r3JPZYQQB4bblKpy3cwS7A4bm29Zz1vPfIAtNpLCXSVDjllwcS5FuwcqTiVnJwzqP7b/BKeLq/GOIb2CQjESsVFWHI5ePqw5RYlsIyPGzulWJ34psVt01ImTcEYQjctlAYa3watUCMOjFP0s4sq7L6dozzGO7jk2pM+RFkvx3sF73tJWzcexJKe/iriUcKyohou3LsLv96NTXyzFOZBqtzHPEUuyLZJOlxt/n3VBhLYy+KU/ZHsfdnPYRIs4Y1Df1FlE7qpsMhelh+yLT3doTtYgOnq8HD/eSNGRGoqO1HC0sAap1xNhC6e5oeNCiKyYwViMBlbNSeWRbZvp9Q7cJYbVRpB1KI/Mg3kkewc2/PlHMTPbzSriZjiUop9FCCG452e38/2XHuLy2zeSsSANgNjkaEr2Ds1gcfTlXeTkJSICZQGFgMIDJ+nq6MUT2HylUJwLqXYbG7MzeWDjWgDWxqRwuLCWYxXNHD/VjMk/EN7l9fsxCIFBCIxCpz10Okw6PQK1oh8JZbqZZThSY3GkxnLxNavobOvi0S89jsliZOfze0Ie7/X6EELgSLbh90nefamArdevJCY+6gJLrpjJXJWXw/OvFHCirJHeIB9QVHck2f50dAh06KmRfQXB5aA/BqEjMVxlUh0OpehnMRF2Kz94+RtIKbn1Ozey/ZHn+NdL+wbFzwsh8Pv8NNQMFB0pOVzJhq2LkFIOsyFLoRgfcbYI3B4fXb2DK1AV7Gzpf643CFgeerxX+kmyRp5PEac1StErEEKQsSCNbz/77xS8e4QPnt2Fp9eDOcxMZGYybh9UljfgdmkrrWd+/harNuTi9fgwmtQlpJgYrrpoPtvfOTBsv9c7sjM2JcI20SLNGNS3VNGPXq9n1dalrNo6pFAYZUXVPHT77+jpcpGWFU9RQQXp2fGTIKVipnLntot4fschej2hw3cFgkvn2UEI/B4DEi0STK8Hvc7PvGj7hRV4GqEUvWJMZC9I4YmXv8pzT+7gvoevVit5xYRjtZjY/asHcHu8fHDwBP/vw8McOD44X2JpVyVe6RsyNt5iIztKLTyGQ31bFWMmMTWGB39w/WSLoZjhmIwGtq7KZeuqXF748DBPvLI7sJVD0OlvDpnCY2vSEuUvGgGl6BUKxZSl0dlFa2dP/+tQNc2yIxK5M3vzhRNqGqLi6BUKxZSlL399H6Fyc92QvgaLXqVTHQml6BUKxZQlJ9XB4qyk/tcyhHVGL5QaG42xVJhKE0J8IIQoFkIUCSEeDLQ/IoSoFkIcDDy2DTP+00KIUiFEmRDimxN9AgqFYmbz/du2cv816wgzG4nzDw6hNAkj+hZzyJW+YoCx/BR6ga9LKecDF6EV+M4P9P1cSrk08Hj9zIFCCD3wv9EKg+cDnw8aq1AoFKPy0O9exWw0sHVFLha/GQCTzkB6eBz/be6lmDxm5YgdhbFUmKolUKpXStkhhCgGUsb4/quBskClKYQQzwLXAEfPTlyFQjHbuO/qi9l/rIoVOanctXAVZV11LLCnYjdaeXv/MTYtnTvZIk55xhV1I4TIAJYBe9Fqyd4vhLgN2I+26m89Y0gKUBn0ugpYc7bCKhSK2cfGxXPZuHhAmSdatY1RFXUtXLYsG6NBP9xQRYAxezGEEBHAC8DXpJTtwP8B5gJL0Vb8Pws1LERbSGOaEOIuIcR+IcT+xsbGsYqlUChmIX6/ZE5CtFLyY2RMil4IYURT8n+WUr4IIKWsl1L6pJR+4HdoZpozqQLSgl6nAkOrUGvv96SUcqWUcqXD4Qh1iEKhUACg0wlllx8HY4m6EcDTQLGU8rGg9qSgw64DCkMM/xiYJ4TIFEKYgJuBV85NZIVCoVCMh7HY6NcBXwSOCCEOBtr+Ey2CZimaKaYCuBtACJEMPCWl3Cal9Aoh7gfeQqsA+XspZdEEn4NCoVAoRmAsUTe7CG1rHxJOGTi+BtgW9Pr14Y5VKBQKxflHbSlTKBSKGY5S9AqFQjHDUYpeoVAoZjhiKuaIEEI0Aqcm6d/HAU2T9L8nAiX/5KLkn1ymu/xw9ucwR0oZMjZ9Sir6yUQIsV9KuXKy5ThblPyTi5J/cpnu8sP5OQdlulEoFIoZjlL0CoVCMcNRin4oT062AOeIkn9yUfJPLtNdfjgP56Bs9AqFQjHDUSt6hUKhmOHMWkUvhLgxUBrRL4RYeUbftwKlD0uFEFuD2ncE2vrKJ8ZfeMn7ZTkb+VcIIY4E+n4lplD6PyHEEiHEnoB8/xBCRAXaM4QQPUFz/pvJljUUw8kf6Av5eUwlhBBLhRAfBeZ4vxBidaB9usx/SPkDfdNh/p8LmuOKvrxiEzb/UspZ+QDmA7nADmBlUHs+cAgwA5nACUAf6Bt07DSUfx+wFi130RvAFZN9HkFyfwxsDDy/A/hh4HkGUDjZ8p2D/MN+HlPpAbzddz2g5araMc3mfzj5p8X8n3EuPwO+O5HzP2tX9FLKYillaYiua4BnpZQuKeVJoIzQufYnlfHKH0grHSWl3CO1K2g7cO0FFHk0coF/Bp6/A9wwibKcDcPJPy2uJ7QstH13ITaGqRsxhRlO/uky/0B/WvjPAX+dyPedtYp+BEKVPwyukft/A7dQ35lKpo8ghpM/JfD8zPapQiFwdeD5jQwuWJMphPhECLFTCLHhwos2JoaTf7TraarwNeB/CSEqgf8CvhXUNx3mfzj5p8v897EBqJdSHg9qO+f5H1fN2OmGEOJdIDFE17ellH8fbliItr7QpC9IKauFEJFoFbe+iLYyPi9MsPxjLut4vhjpfNDMHb8SQnwXrTiNO9BXC6RLKZuFECuAl4UQC6RWzvKCcpbyT/q89zGK/JuBf5dSviCE+BxasaEtTJ/5H07+aTH/Qd/nzzN4NT8h8z+jFb2UcstZDBu2/KGUsjrwt0MI8Re0W8DzpugnWP6qwPMz2y8YYzifTwEIIXKAKwNjXIAr8PyAEOIEkINWkP6CcjbyM45ymuebkeQXQmwHHgy8/BvwVGDMtJj/4eRnmsw/gBDCAFwPrAgaMyHzr0w3Q3kFuFkIYRZCZALzgH1CCIMQIg76a+heRejyiZNNSPmllLVAhxDiooDJ6TZguLuCC05fBJMQQgc8DPwm8NohhNAHnmehnU/5ZMk5HMPJzzCfx+RIOSI1wMbA88uA4zB95p9h5Gf6zD9odyAlUsp+E+uEzf9ke5gn0bN9HdqvvQuoB94K6vs2mne+lAFPvhU4ABwGioBfMone+/HKH2hfifbjdAJ4nMCGuanwQFuNHQs8ftInG5pTswgtcqIA+Mxkyzoe+Uf6PKbSA1gfuL4PAXuBFdNs/kPKP13mPyDnM8A9Z7RNyPyrnbEKhUIxw1GmG4VCoZjhKEWvUCgUMxyl6BUKhWKGoxS9QqFQzHCUolcoFIoZjlL0CoVCMcNRil6hUChmOErRKxQKxQzn/wPKic/IlBdqSQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "gdf.plot(column='BLK90', scheme='Quantiles', k=10)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Quantiles \n", - "\n", - " Interval Count\n", - "----------------------\n", - "[ 0.00, 0.28] | 142\n", - "( 0.28, 1.54] | 141\n", - "( 1.54, 3.31] | 141\n", - "( 3.31, 5.72] | 141\n", - "( 5.72, 10.01] | 141\n", - "(10.01, 15.51] | 141\n", - "(15.51, 22.89] | 141\n", - "(22.89, 31.57] | 141\n", - "(31.57, 42.38] | 141\n", - "(42.38, 86.24] | 142" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "q10 = mapclassify.Quantiles(gdf.BLK90,k=10)\n", - "q10" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "f, ax = plt.subplots(1, figsize=(9, 9))\n", - "gdf.assign(cl=q10.yb).plot(column='cl', categorical=True, \\\n", - " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", - " edgecolor='white', legend=False)\n", - "ax.set_axis_off()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6eb6e0f42ad34f849ef963e747ee7bc1", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "VBox(children=(RadioButtons(options=('Sequential', 'Diverging', 'Qualitative'), value='Sequential'), Output())…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from mapclassify import color\n", - "import mapclassify\n", - "from ipywidgets import interact, Dropdown, RadioButtons, IntSlider, VBox, HBox, FloatSlider, Button, Label\n", - "\n", - "k_classifiers = {\n", - " 'equal_interval': mapclassify.EqualInterval,\n", - " 'fisher_jenks': mapclassify.FisherJenks,\n", - " 'jenks_caspall': mapclassify.JenksCaspall,\n", - " 'jenks_caspall_forced': mapclassify.JenksCaspallForced,\n", - " 'max_p_classifier': mapclassify.MaxP,\n", - " 'maximum_breaks': mapclassify.MaximumBreaks,\n", - " 'natural_breaks': mapclassify.NaturalBreaks,\n", - " 'quantiles': mapclassify.Quantiles,\n", - " }\n", - "def k_values(ctype, cmap):\n", - " k = list(mapclassify.color.colorbrewer.COLOR_MAPS[ctype][cmap].keys())\n", - " return list(map(int, k))\n", - " \n", - "def update_map(method='quantiles', k=5, cmap='Blues'):\n", - " classifier = k_classifiers[method](gdf.BLK90, k=k)\n", - " f, ax = plt.subplots(1, figsize=(9, 9))\n", - " gdf.assign(cl=classifier.yb).plot(column='cl', categorical=True, \\\n", - " k=k, cmap=cmap, linewidth=0.1, ax=ax, \\\n", - " edgecolor='white', legend=False)\n", - " ax.set_axis_off()\n", - " plt.show()\n", - "\n", - "data_type = RadioButtons(options=['Sequential', 'Diverging', 'Qualitative'])\n", - "\n", - "bindings = {'Sequential': range(3,9+1),\n", - " 'Diverging': range(3,11+1),\n", - " 'Qualitative': range(3,12+1)}\n", - "\n", - "cmap_bindings = {'Sequential': list(color.sequential.keys()),\n", - " 'Diverging': list(color.diverging.keys()),\n", - " 'Qualitative': list(color.qualitative.keys())}\n", - "\n", - "class_val = Dropdown(options=bindings[data_type.value]) \n", - "cmap_val = Dropdown(options=cmap_bindings[data_type.value])\n", - "\n", - "def type_change(change):\n", - " class_val.options = bindings[change['new']]\n", - " cmap_val.options = cmap_bindings[change['new']]\n", - "\n", - "def cmap_change(change):\n", - " cmap=change['new']\n", - " ctype = data_type.value\n", - " k = k_values(ctype, cmap)\n", - " class_val.options = k\n", - " \n", - "data_type.observe(type_change, names=['value'])\n", - "cmap_val.observe(cmap_change, names=['value'])\n", - "\n", - "\n", - "from ipywidgets import Output, Tab\n", - "out = Output()\n", - "t = Tab()\n", - "t.children = [out]\n", - "#t\n", - "\n", - "# In this case, the interact function must be defined after the conditions stated above...\n", - "# therefore, the k now depends on the radio button \n", - "\n", - "with out:\n", - " interact(update_map, method=list(k_classifiers.keys()), cmap=cmap_val, k = class_val)\n", - "\n", - "display(VBox([data_type, out]))\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/notebooks/color_picker.ipynb b/notebooks/color_picker.ipynb deleted file mode 100755 index cbd4bfad..00000000 --- a/notebooks/color_picker.ipynb +++ /dev/null @@ -1,4054 +0,0 @@ - -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Install the lastest widgets code...\n", - "\n", - "```conda install -c conda-forge ipywidgets```" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from ipywidgets import Dropdown, RadioButtons, IntSlider, VBox, FloatSlider, Button\n", - "from IPython.display import display" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c94b5401fe5a4c73b127444eeaee2283", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "VBox(children=(RadioButtons(options=('sequential', 'diverging', 'qualitative'), value='sequential'), Dropdown(…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "data_type = RadioButtons(options=['sequential', 'diverging', 'qualitative'])\n", - "\n", - "bindings = {'sequential': range(3,9+1),\n", - " 'diverging': range(3,11+1),\n", - " 'qualitative': range(3,12+1)}\n", - "\n", - "class_val = Dropdown(options=bindings[data_type.value]) \n", - "\n", - "def type_change(change):\n", - " class_val.options = bindings[change['new']]\n", - "\n", - "data_type.observe(type_change, names=['value'])\n", - "\n", - "display(VBox([data_type, class_val]))" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d5c6d3f7a6f24ef09a5d9b6ce7200621", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "VBox(children=(RadioButtons(description='Data Type', options=('sequential', 'qualitative', 'diverging'), value…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\"\"\"\n", - "data_type = RadioButtons(options=['sequential', 'diverging', 'qualitative'])\n", - "\n", - "bindings = {'sequential': range(3,9+1),\n", - " 'diverging': range(3,11+1),\n", - " 'qualitative': range(3,12+1)}\n", - "\n", - "class_val = Dropdown(options=bindings[data_type.value]) \n", - "\n", - "def type_change(change):\n", - " class_val.options = bindings[change['new']]\n", - "\n", - "data_type.observe(type_change, names=['value'])\n", - "\n", - "display(VBox([data_type, class_val]))\n", - "\"\"\"\n", - "# on data_type change update list of color maps\n", - "# based on class_val and data_type\n", - "\n", - "from mapclassify.color import color_display_types\n", - "\n", - "dt = sorted(color_display_types.keys(), reverse=True)\n", - "data_type = RadioButtons(description='Data Type', options=dt)\n", - "bindings = {}\n", - "for t in dt:\n", - " bindings[t] = color_display_types[t].keys()\n", - " \n", - "cmap = Dropdown(description='CMap:', options=bindings[data_type.value])\n", - "\n", - "def type_change(change):\n", - " with cmap.hold_trait_notifications():\n", - " cmap.options = bindings[change['new']]\n", - "\n", - "data_type.observe(type_change, names=['value'])\n", - "\n", - "display(VBox([data_type, cmap]))\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "cefa0c7146144666b4c32e322c0f6026", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "VBox(children=(RadioButtons(description='Data Type', options=('sequential', 'qualitative', 'diverging'), value…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\"\"\"\n", - "data_type = RadioButtons(options=['sequential', 'diverging', 'qualitative'])\n", - "\n", - "bindings = {'sequential': range(3,9+1),\n", - " 'diverging': range(3,11+1),\n", - " 'qualitative': range(3,12+1)}\n", - "\n", - "class_val = Dropdown(options=bindings[data_type.value]) \n", - "\n", - "def type_change(change):\n", - " class_val.options = bindings[change['new']]\n", - "\n", - "data_type.observe(type_change, names=['value'])\n", - "\n", - "display(VBox([data_type, class_val]))\n", - "\"\"\"\n", - "# on data_type change update list of color maps\n", - "# based on class_val and data_type\n", - "\n", - "from mapclassify.color import color_display_types\n", - "from mapclassify.color import plot_cmaps as pcmaps\n", - "\n", - "dt = sorted(color_display_types.keys(), reverse=True)\n", - "data_type = RadioButtons(description='Data Type', options=dt)\n", - "bindings = {}\n", - "for t in dt:\n", - " bindings[t] = color_display_types[t].keys()\n", - " \n", - "cmap = Dropdown(description='CMap:', options=bindings[data_type.value])\n", - "\n", - "def type_change(change):\n", - " with cmap.hold_trait_notifications():\n", - " cmap.options = bindings[change['new']]\n", - "\n", - "data_type.observe(type_change, names=['value']) \n", - "\n", - "display(VBox([data_type, cmap]))\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "from mapclassify.color import plot_cmaps \n", - "plot_cmaps('diverging', selected=3)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "10a39ff1b6f145c6a3cda77d76d77df9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(RadioButtons(description='Data Type', options=('sequential', 'qualitative', 'diverging')…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\"\"\"\n", - "data_type = RadioButtons(options=['sequential', 'diverging', 'qualitative'])\n", - "\n", - "bindings = {'sequential': range(3,9+1),\n", - " 'diverging': range(3,11+1),\n", - " 'qualitative': range(3,12+1)}\n", - "\n", - "class_val = Dropdown(options=bindings[data_type.value]) \n", - "\n", - "def type_change(change):\n", - " class_val.options = bindings[change['new']]\n", - "\n", - "data_type.observe(type_change, names=['value'])\n", - "\n", - "display(VBox([data_type, class_val]))\n", - "\"\"\"\n", - "# on data_type change update list of color maps\n", - "# based on class_val and data_type\n", - "\n", - "from mapclassify.color import color_display_types\n", - "from mapclassify.color import plot_cmaps as pcmaps\n", - "from ipywidgets import interact\n", - "\n", - "dt = sorted(color_display_types.keys(), reverse=True)\n", - "data_type = RadioButtons(description='Data Type', options=dt)\n", - "bindings = {}\n", - "for t in dt:\n", - " bindings[t] = color_display_types[t].keys()\n", - " \n", - "cmap_dd = Dropdown(description='CMap:', options=bindings[data_type.value])\n", - "\n", - "def type_change(change):\n", - " with cmap_dd.hold_trait_notifications():\n", - " cmap_dd.options = bindings[change['new']]\n", - " #plot_cmaps('diverging')\n", - "\n", - "def cmap_change(change):\n", - " with cmap_dd.hold_trait_notifications():\n", - " print('new cmap', str(change['new']))\n", - "\n", - "data_type.observe(type_change, names=['value']) \n", - "cmap_dd.observe(cmap_change, names=['value'])\n", - "\n", - "#display(VBox([data_type, cmap]))\n", - "@interact(cmap=cmap_dd, data_type=data_type)\n", - "def plot_cmaps(data_type, cmap):\n", - " #print(data_type,cmap)\n", - " i = cmap_dd.options.index(cmap)\n", - " pcmaps(data_type, i)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a2df13349efb4e50b5aed1729ec0937d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "VBox(children=(RadioButtons(description='Data Type', options=('sequential', 'qualitative', 'diverging'), value…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "757f6fc5d9954c84b8ecdc9c872b1c65", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(Dropdown(description='CMap:', options=('Blues', 'BuGn', 'BuPu', 'GnBu', 'Greens', 'Greys…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\"\"\"\n", - "data_type = RadioButtons(options=['sequential', 'diverging', 'qualitative'])\n", - "\n", - "bindings = {'sequential': range(3,9+1),\n", - " 'diverging': range(3,11+1),\n", - " 'qualitative': range(3,12+1)}\n", - "\n", - "class_val = Dropdown(options=bindings[data_type.value]) \n", - "\n", - "def type_change(change):\n", - " class_val.options = bindings[change['new']]\n", - "\n", - "data_type.observe(type_change, names=['value'])\n", - "\n", - "display(VBox([data_type, class_val]))\n", - "\"\"\"\n", - "# on data_type change update list of color maps\n", - "# based on class_val and data_type\n", - "\n", - "from mapclassify.color import color_display_types\n", - "from mapclassify.color import plot_cmaps as pcmaps\n", - "from ipywidgets import interact\n", - "\n", - "dt = sorted(color_display_types.keys(), reverse=True)\n", - "data_type = RadioButtons(description='Data Type', options=dt)\n", - "bindings = {}\n", - "for t in dt:\n", - " bindings[t] = color_display_types[t].keys()\n", - " \n", - "cmap_dd = Dropdown(description='CMap:', options=bindings[data_type.value])\n", - "\n", - "def type_change(change):\n", - " with cmap_dd.hold_trait_notifications():\n", - " cmap_dd.options = bindings[change['new']]\n", - " #plot_cmaps('diverging')\n", - "\n", - "def cmap_change(change):\n", - " with cmap_dd.hold_trait_notifications():\n", - " print('new cmap', str(change['new']))\n", - "\n", - "data_type.observe(type_change, names=['value']) \n", - "cmap_dd.observe(cmap_change, names=['value'])\n", - "\n", - "display(VBox([data_type]))\n", - "@interact(cmap=cmap_dd)\n", - "def plot_cmaps(cmap):\n", - " #print(data_type,cmap)\n", - " i = cmap_dd.options.index(cmap)\n", - " pcmaps(data_type.value, i)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ad22cd7ac35b4dc1b8fcbd2be4ce0e19", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "VBox(children=(RadioButtons(description='Data Type', options=('sequential', 'qualitative', 'diverging'), value…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2449918a0e0346f7976584cc3382c16e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(Dropdown(description='CMap:', options=('Blues', 'BuGn', 'BuPu', 'GnBu', 'Greens', 'Greys…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# adding k\n", - "\n", - "# on data_type change update list of color maps\n", - "# based on class_val and data_type\n", - "\n", - "from mapclassify.color import color_display_types\n", - "from mapclassify.color import plot_cmaps as pcmaps\n", - "from mapclassify.color import get_color_map\n", - "from ipywidgets import interact\n", - "\n", - "dt = sorted(color_display_types.keys(), reverse=True)\n", - "data_type = RadioButtons(description='Data Type', options=dt)\n", - "bindings = {}\n", - "for t in dt:\n", - " bindings[t] = color_display_types[t].keys()\n", - " \n", - "cmap_dd = Dropdown(description='CMap:', options=bindings[data_type.value])\n", - "\n", - "def type_change(change):\n", - " with cmap_dd.hold_trait_notifications():\n", - " cmap_dd.options = bindings[change['new']]\n", - " k_dd.options = kbindings[change['new']]\n", - " #plot_cmaps('diverging')\n", - "\n", - "def cmap_change(change):\n", - " with cmap_dd.hold_trait_notifications():\n", - " print('new cmap', str(change['new']))\n", - "\n", - "data_type.observe(type_change, names=['value']) \n", - "cmap_dd.observe(cmap_change, names=['value'])\n", - "kbindings = {'sequential': range(3,9+1),\n", - " 'qualitative': range(3,12+1),\n", - " 'diverging': range(3,11+1)}\n", - "k_dd = Dropdown(description='k', options=kbindings[data_type.value])\n", - "\n", - "display(VBox([data_type, k_dd]))\n", - "@interact(cmap=cmap_dd)\n", - "def plot_cmaps(cmap):\n", - " #print(data_type,cmap)\n", - " i = cmap_dd.options.index(cmap)\n", - " pcmaps(data_type.value, i)\n", - " print(data_type.value,cmap, k_dd.value)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "52c5895a8e9f4eb6a62420c661f75a75", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Button(description='Display Map', style=ButtonStyle())" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "722005f419b543da92ac60acd998497f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "VBox(children=(RadioButtons(description='Data Type', options=('sequential', 'qualitative', 'diverging'), value…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "665a5614a70242a797c655452b9ef1f0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(Dropdown(description='CMap:', options=('Blues', 'BuGn', 'BuPu', 'GnBu', 'Greens', 'Greys…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# adding button\n", - "\n", - "# on data_type change update list of color maps\n", - "# based on class_val and data_type\n", - "\n", - "from mapclassify.color import color_display_types\n", - "from mapclassify.color import plot_cmaps as pcmaps\n", - "from mapclassify.color import get_color_map\n", - "from ipywidgets import interact\n", - "\n", - "dt = sorted(color_display_types.keys(), reverse=True)\n", - "data_type = RadioButtons(description='Data Type', options=dt)\n", - "bindings = {}\n", - "for t in dt:\n", - " bindings[t] = color_display_types[t].keys()\n", - " \n", - "cmap_dd = Dropdown(description='CMap:', options=bindings[data_type.value])\n", - "\n", - "def type_change(change):\n", - " with cmap_dd.hold_trait_notifications():\n", - " cmap_dd.options = bindings[change['new']]\n", - " k_dd.options = kbindings[change['new']]\n", - " #plot_cmaps('diverging')\n", - "\n", - "def cmap_change(change):\n", - " with cmap_dd.hold_trait_notifications():\n", - " print('new cmap', str(change['new']))\n", - "\n", - "data_type.observe(type_change, names=['value']) \n", - "cmap_dd.observe(cmap_change, names=['value'])\n", - "kbindings = {'sequential': range(3,9+1),\n", - " 'qualitative': range(3,12+1),\n", - " 'diverging': range(3,11+1)}\n", - "k_dd = Dropdown(description='k', options=kbindings[data_type.value])\n", - "def button_clicked(btn):\n", - " print(data_type.value, cmap_dd.value, k_dd.value)\n", - "\n", - "btn = Button(description=\"Display Map\")\n", - "btn.on_click(button_clicked)\n", - "display(btn)\n", - "display(VBox([data_type, k_dd]))\n", - "@interact(cmap=cmap_dd)\n", - "def plot_cmaps(cmap):\n", - " #print(data_type,cmap)\n", - " i = cmap_dd.options.index(cmap)\n", - " pcmaps(data_type.value, i)\n", - " #print(data_type.value,cmap, k_dd.value)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f1893f2d49e344a3a81bf9f4ddcaeace", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Button(description='Display Map', style=ButtonStyle())" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0bccf95aa43d48db8b4f3afd9ebe0540", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "VBox(children=(RadioButtons(description='Data Type', options=('sequential', 'qualitative', 'diverging'), value…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b56262349f674cb593c523a5ee8de85b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(Dropdown(description='CMap:', options=('Blues', 'BuGn', 'BuPu', 'GnBu', 'Greens', 'Greys…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# adding map\n", - "\n", - "# on data_type change update list of color maps\n", - "# based on class_val and data_type\n", - "\n", - "from mapclassify.color import color_display_types\n", - "from mapclassify.color import plot_cmaps as pcmaps\n", - "from mapclassify.color import get_color_map\n", - "from ipywidgets import interact\n", - "\n", - "dt = sorted(color_display_types.keys(), reverse=True)\n", - "data_type = RadioButtons(description='Data Type', options=dt)\n", - "bindings = {}\n", - "for t in dt:\n", - " bindings[t] = color_display_types[t].keys()\n", - " \n", - "cmap_dd = Dropdown(description='CMap:', options=bindings[data_type.value])\n", - "\n", - "def type_change(change):\n", - " with cmap_dd.hold_trait_notifications():\n", - " cmap_dd.options = bindings[change['new']]\n", - " k_dd.options = kbindings[change['new']]\n", - " #plot_cmaps('diverging')\n", - "\n", - "def cmap_change(change):\n", - " with cmap_dd.hold_trait_notifications():\n", - " print('new cmap', str(change['new']))\n", - "\n", - "data_type.observe(type_change, names=['value']) \n", - "cmap_dd.observe(cmap_change, names=['value'])\n", - "kbindings = {'sequential': range(3,9+1),\n", - " 'qualitative': range(3,12+1),\n", - " 'diverging': range(3,11+1)}\n", - "k_dd = Dropdown(description='k', options=kbindings[data_type.value])\n", - "def button_clicked(btn):\n", - " print(data_type.value, cmap_dd.value, k_dd.value)\n", - "\n", - "btn = Button(description=\"Display Map\")\n", - "btn.on_click(button_clicked)\n", - "display(btn)\n", - "display(VBox([data_type, k_dd]))\n", - "@interact(cmap=cmap_dd)\n", - "def plot_cmaps(cmap):\n", - " #print(data_type,cmap)\n", - " i = cmap_dd.options.index(cmap)\n", - " pcmaps(data_type.value, i)\n", - " #print(data_type.value,cmap, k_dd.value)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "plot_cmaps('diverging', 5)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "plot_cmaps('sequential', 10)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from ipywidgets import Text\n", - "\n", - "int_range = IntSlider()\n", - "display(int_range)\n", - "\n", - "text = Text()\n", - "display(text)\n", - "\n", - "def on_value_change(change):\n", - " print(change['new'])\n", - " text.value = str(change['new'])\n", - " \n", - " \n", - "int_range.observe(on_value_change, names='value')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "\"\"\"\n", - "data_type = RadioButtons(options=['sequential', 'diverging', 'qualitative'])\n", - "\n", - "bindings = {'sequential': range(3,9+1),\n", - " 'diverging': range(3,11+1),\n", - " 'qualitative': range(3,12+1)}\n", - "\n", - "class_val = Dropdown(options=bindings[data_type.value]) \n", - "\n", - "def type_change(change):\n", - " class_val.options = bindings[change['new']]\n", - "\n", - "data_type.observe(type_change, names=['value'])\n", - "\n", - "display(VBox([data_type, class_val]))\n", - "\"\"\"\n", - "# on data_type change update list of color maps\n", - "# based on class_val and data_type\n", - "\n", - "from pysal.contrib.viz.color import color_display_types\n", - "\n", - "dt = sorted(color_display_types.keys(), reverse=True)\n", - "data_type = RadioButtons(description='Data Type', options=dt)\n", - "bindings = {}\n", - "for t in dt:\n", - " bindings[t] = color_display_types[t].keys()\n", - " \n", - "cmap = Dropdown(description='CMap:', options=bindings[data_type.value])\n", - "\n", - "def type_change(change):\n", - " with cmap.hold_trait_notifications():\n", - " cmap.options = bindings[change['new']]\n", - "\n", - "data_type.observe(type_change, names=['value'])\n", - "\n", - "display(VBox([data_type, cmap]))\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [], - "source": [ - "x_widget = FloatSlider(min=0.0, max=10.0, step=0.05)\n", - "y_widget = FloatSlider(min=0.5, max=10.0, step=0.05, value=5.0)\n", - "\n", - "def update_x_range(*args):\n", - " x_widget.max = 2.0 * y_widget.value\n", - "y_widget.observe(update_x_range, 'value')\n", - "\n", - "def printer(x, y):\n", - " print(x, y)\n", - "interact(printer,x=x_widget, y=y_widget)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import pysal as ps\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from scipy.linalg import inv\n", - "%matplotlib inline" 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-1,327 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "import os\n", - "sys.path.append(os.path.abspath('..'))\n", - "import mapclassify as mc\n", - "import libpysal\n", - "import geopandas as gpd\n", - "import matplotlib.pyplot as plt\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "_ = libpysal.examples.load_example('South')" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "df = gpd.read_file(libpysal.examples.get_path('south.shp'))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Quantiles \n", - "\n", - " Interval Count\n", - "----------------------\n", - "[ 0.00, 0.00] | 180\n", - "( 0.00, 2.50] | 103\n", - "( 2.50, 3.93] | 141\n", - "( 3.93, 5.10] | 141\n", - "( 5.10, 6.25] | 141\n", - "( 6.25, 7.62] | 141\n", - "( 7.62, 9.19] | 141\n", - "( 9.19, 10.98] | 141\n", - "(10.98, 14.31] | 141\n", - "(14.31, 92.94] | 142" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hr60_q10 = mc.Quantiles(df['HR60'], k=10)\n", - "hr60_q10" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n", - "df.assign(cl=hr60_q10.yb).plot(column='cl', categorical=True, \\\n", - " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", - " edgecolor='white', legend=True)\n", - "ax.set_axis_off()\n", - "plt.title('HR60 Deciles')\n", - "plt.savefig('hr60q10.png')" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "FisherJenks \n", - "\n", - " Interval Count\n", - "----------------------\n", - "[ 0.00, 1.71] | 216\n", - "( 1.71, 4.45] | 278\n", - "( 4.45, 7.08] | 287\n", - "( 7.08, 10.02] | 288\n", - "(10.02, 13.59] | 176\n", - "(13.59, 19.60] | 121\n", - "(19.60, 28.77] | 34\n", - "(28.77, 40.74] | 8\n", - "(40.74, 53.30] | 3\n", - "(53.30, 92.94] | 1" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import numpy as np\n", - "np.random.seed(12345)\n", - "hr60_fj10 = mc.FisherJenks(df['HR60'], k=10)\n", - "hr60_fj10" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n", - "df.assign(cl=hr60_fj10.yb).plot(column='cl', categorical=True, \\\n", - " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", - " edgecolor='white', legend=True)\n", - "ax.set_axis_off()\n", - "plt.title('HR60 Fisher-Jenks')\n", - "plt.savefig('hr60fj10.png')" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "hr60_mb10 = mc.MaximumBreaks(df['HR60'], k=10)\n", - "\n", - "\n", - "fig, ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n", - "df.assign(cl=hr60_mb10.yb).plot(column='cl', categorical=True, \\\n", - " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", - " edgecolor='white', legend=True)\n", - "ax.set_axis_off()\n", - "plt.title('HR60 Maximum Breaks')\n", - "plt.savefig('hr60mb10.png')" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1, 'HR60 Equal Interval')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "hr60_ea10 = mc.EqualInterval(df['HR60'], k=10)\n", - "\n", - "\n", - "fig, ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n", - "df.assign(cl=hr60_ea10.yb).plot(column='cl', categorical=True, \\\n", - " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", - " edgecolor='white', legend=True)\n", - "ax.set_axis_off()\n", - "plt.title('HR60 Equal Interval')" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n", - "df.plot(column='HR60', ax=ax)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "hr60_q5 = mc.Quantiles(df['HR60'], k=5)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Quantiles \n", - "\n", - " Interval Count\n", - "----------------------\n", - "[ 0.00, 2.50] | 283\n", - "( 2.50, 5.10] | 282\n", - "( 5.10, 7.62] | 282\n", - "( 7.62, 10.98] | 282\n", - "(10.98, 92.94] | 283" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hr60_q5" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From 5f0c25768605dd9b7ab5b4204c09f847f40040a6 Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sun, 31 May 2020 17:12:16 -0700 Subject: [PATCH 17/21] TEST: update requirements for testing --- ci/36-numba.yaml | 1 + ci/36.yaml | 1 + 2 files changed, 2 insertions(+) diff --git a/ci/36-numba.yaml b/ci/36-numba.yaml index 61caa075..dc7fd830 100644 --- a/ci/36-numba.yaml +++ b/ci/36-numba.yaml @@ -14,6 +14,7 @@ dependencies: - matplotlib # optional - geopandas + - palettable - zstd - networkx - libpysal diff --git a/ci/36.yaml b/ci/36.yaml index 2a2ba5e6..e7d1c6b8 100644 --- a/ci/36.yaml +++ b/ci/36.yaml @@ -13,6 +13,7 @@ dependencies: - codecov - matplotlib # optional + - palettable - geopandas - zstd - networkx From 0fe50b93b8cdcf918afd58cba1b06b1641698416 Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sun, 31 May 2020 17:17:36 -0700 Subject: [PATCH 18/21] TEST: deps for testing updated --- ci/37-numba.yaml | 1 + ci/37.yaml | 1 + ci/38-numba.yaml | 1 + ci/38.yaml | 1 + requirements.txt | 1 - requirements_docs.txt | 2 -- requirements_tests.txt | 2 ++ 7 files changed, 6 insertions(+), 3 deletions(-) diff --git a/ci/37-numba.yaml b/ci/37-numba.yaml index 48a8002b..eec864fa 100644 --- a/ci/37-numba.yaml +++ b/ci/37-numba.yaml @@ -14,6 +14,7 @@ dependencies: - matplotlib # optional - geopandas + - palettable - zstd - networkx - libpysal diff --git a/ci/37.yaml b/ci/37.yaml index db907fdf..6edd1eed 100644 --- a/ci/37.yaml +++ b/ci/37.yaml @@ -14,6 +14,7 @@ dependencies: - matplotlib # optional - geopandas + - palettable - zstd - networkx - libpysal diff --git a/ci/38-numba.yaml b/ci/38-numba.yaml index 12bb94de..b040e0af 100644 --- a/ci/38-numba.yaml +++ b/ci/38-numba.yaml @@ -14,6 +14,7 @@ dependencies: - matplotlib # optional - geopandas + - palettable - zstd - networkx - libpysal diff --git a/ci/38.yaml b/ci/38.yaml index 729b713a..1efa920e 100644 --- a/ci/38.yaml +++ b/ci/38.yaml @@ -14,6 +14,7 @@ dependencies: - matplotlib # optional - geopandas + - palettable - zstd - networkx - libpysal diff --git a/requirements.txt b/requirements.txt index e85c317e..8b4b0b7c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -2,4 +2,3 @@ scipy>=1.0 numpy>=1.3 scikit-learn pandas>=1.0 - diff --git a/requirements_docs.txt b/requirements_docs.txt index 23027046..150d2f5b 100644 --- a/requirements_docs.txt +++ b/requirements_docs.txt @@ -3,5 +3,3 @@ sphinx_gallery sphinxcontrib-bibtex sphinx_bootstrap_theme numpydoc -ipywidgets -palettable diff --git a/requirements_tests.txt b/requirements_tests.txt index a7ace19d..3eec44fb 100644 --- a/requirements_tests.txt +++ b/requirements_tests.txt @@ -4,3 +4,5 @@ codecov geopandas libpysal networkx +palettable + From a652f75c5de04a47e4a8735aedef87517a571003 Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sun, 31 May 2020 17:36:35 -0700 Subject: [PATCH 19/21] DOC: move color into nb --- mapclassify/__init__.py | 1 - mapclassify/color.py | 172 ---------------------------------- notebooks/03_choropleth.ipynb | 70 +++++++------- 3 files changed, 38 insertions(+), 205 deletions(-) delete mode 100755 mapclassify/color.py diff --git a/mapclassify/__init__.py b/mapclassify/__init__.py index 6e194da2..15669b36 100644 --- a/mapclassify/__init__.py +++ b/mapclassify/__init__.py @@ -24,5 +24,4 @@ ) from .pooling import Pooled -from . import color from .greedy import greedy diff --git a/mapclassify/color.py b/mapclassify/color.py deleted file mode 100755 index 32fc89c5..00000000 --- a/mapclassify/color.py +++ /dev/null @@ -1,172 +0,0 @@ -""" -color handling for mapping and geovisualization -""" - -from palettable import colorbrewer -from collections import defaultdict - -k_maps = {} -for ctype in ['Sequential', 'Qualitative', 'Diverging']: - k_maps[ctype] = defaultdict(list) - cmaps = colorbrewer.COLOR_MAPS[ctype] - for cmap in cmaps: - kvalues = list(cmaps[cmap].keys()) - for k in kvalues: - k = int(k) - k_maps[ctype][k].append(cmap) - -sequential = colorbrewer.COLOR_MAPS['Sequential'] -diverging = colorbrewer.COLOR_MAPS['Diverging'] -qualitative = colorbrewer.COLOR_MAPS['Qualitative'] - -import matplotlib.pyplot as plt -import matplotlib.patches as patches -import matplotlib.colors as mpc - -IMG_DIR = "img" -def make_color_bar_images(directory=IMG_DIR, width=1.0, height=0.2): - """ - Create color bar images for use in selection drop-downs - - Arguments - --------- - - directory: string - directory to store images - - width: float - inches for the width of the color ramp image - - height: float - inches for the height of the color ramp image - - - Notes - ----- - Creates one image for each color map in the colorbrewer schemes from palettable. - Each image will be named `cmap_k.png` where cmap is the name of cmap from palettable, and k is the number of classes - """ - for ctype_key in ['Diverging', 'Sequential', 'Qualitative']: - ctype = colorbrewer.COLOR_MAPS[ctype_key] - for cmap_key, cmap in ctype.items(): - for k, cmap_k in cmap.items(): - cmap = colorbrewer.get_map(cmap_key, ctype_key, int(k)) - fname = "{dir}/{cmap_key}_{k}.png".format(dir=directory, cmap_key=cmap_key, k=k) - cmap.save_discrete_image(filename=fname,size=(width, height)) - -def load_color_bar_image(cmap, k, directory=IMG_DIR): - """ - Load image for a color bar - - Arguments - --------- - cmap: string - palettable cmap string - - k: int - number of classes - - - directory: string - directory to store images - - """ - - fname = "{dir}/{cmap}_{k}.png".format(dir=directory, cmap=cmap, k=k) - return fname - -IMG_DIR = "img" - -def get_cmaps_type(ctype='Sequential'): - """Helper access colormaps for a ctype""" - ctype = colorbrewer.COLOR_MAPS[ctype] - return ctype - - -def make_color_bar_images(directory=IMG_DIR, width=1.0, height=0.2): - """ - Create color bar images for use in selection drop-downs - - Arguments - --------- - - directory: string - directory to store images - - width: float - inches for the width of the color ramp image - - height: float - inches for the height of the color ramp image - - - Notes - ----- - Creates one image for each color map in the colorbrewer schemes from palettable. - Each image will be named `cmap_k.png` where cmap is the name of cmap from palettable, and k is the number of classes - """ - for ctype_key in ['Diverging', 'Sequential', 'Qualitative']: - ctype = colorbrewer.COLOR_MAPS[ctype_key] - for cmap_key, cmap in ctype.items(): - for k, cmap_k in cmap.items(): - cmap = colorbrewer.get_map(cmap_key, ctype_key, int(k)) - fname = "{dir}/{cmap_key}_{k}.png".format(dir=directory, cmap_key=cmap_key, k=k) - cmap.save_discrete_image(filename=fname,size=(width, height)) - - -def load_color_bar_image(cmap, k, directory=IMG_DIR): - """ - Load image for a color bar - - Arguments - --------- - cmap: string - palettable cmap string - - k: int - number of classes - - - directory: string - directory to store images - - """ - - fname = "{dir}/{cmap}_{k}.png".format(dir=directory, cmap=cmap, k=k) - return fname - - -def get_hex_colors(cmap, ctype, k): - """return list of hex colors for cmap - - Arguments - --------- - - cmap: string - Blues, PrGn,......RdBu - - ctype: string - Sequential, Diverging, Qualitative - - k: int - number of classes/colors - - Returns - ------- - list hex codes for k colors - - Example - ------- - >>> get_hex_colors('Blues', 'sequential', 5) - ['#EFF3FF', '#BDD7E7', '#6BAED6', '#3182BD', '#08519C'] - - >>> get_hex_colors('sequential', 'Blues', 5) - Cmap not defined: sequential Blues 5 - - """ - try: - return colorbrewer.get_map(cmap, ctype, k).hex_colors - except: - print('Cmap not defined:', cmap, ctype, k) - - diff --git a/notebooks/03_choropleth.ipynb b/notebooks/03_choropleth.ipynb index cfc6c4b3..2c735e33 100644 --- a/notebooks/03_choropleth.ipynb +++ b/notebooks/03_choropleth.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -35,7 +35,7 @@ "'2.3.0'" ] }, - "execution_count": 15, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -70,16 +70,16 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, @@ -109,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -131,7 +131,7 @@ "(42.38, 86.24] | 142" ] }, - "execution_count": 20, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -150,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -179,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -216,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -234,7 +234,7 @@ " '(42.38, 86.24]']" ] }, - "execution_count": 27, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -245,7 +245,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -254,7 +254,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -272,7 +272,7 @@ " 9: '(42.38, 86.24]'}" ] }, - "execution_count": 29, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -283,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -333,13 +333,26 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from palettable import colorbrewer\n", + "sequential = colorbrewer.COLOR_MAPS['Sequential']\n", + "diverging = colorbrewer.COLOR_MAPS['Diverging']\n", + "qualitative = colorbrewer.COLOR_MAPS['Qualitative']\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d3b159f774eb498bb901b3e05bb0c1b3", + "model_id": "e86c9653c05749ecb3cae4df47a7ac82", "version_major": 2, "version_minor": 0 }, @@ -352,16 +365,8 @@ } ], "source": [ - "from mapclassify import color\n", - "import mapclassify\n", "from ipywidgets import interact, Dropdown, RadioButtons, IntSlider, VBox, HBox, FloatSlider, Button, Label\n", "\n", - "def replace_legend_items(legend, mapping):\n", - " for txt in legend.texts:\n", - " for k,v in mapping.items():\n", - " if txt.get_text() == str(k):\n", - " txt.set_text(v)\n", - "\n", "k_classifiers = {\n", " 'equal_interval': mapclassify.EqualInterval,\n", " 'fisher_jenks': mapclassify.FisherJenks,\n", @@ -371,8 +376,9 @@ " 'natural_breaks': mapclassify.NaturalBreaks,\n", " 'quantiles': mapclassify.Quantiles,\n", " }\n", + "\n", "def k_values(ctype, cmap):\n", - " k = list(mapclassify.color.colorbrewer.COLOR_MAPS[ctype][cmap].keys())\n", + " k = list(colorbrewer.COLOR_MAPS[ctype][cmap].keys())\n", " return list(map(int, k))\n", " \n", "def update_map(method='quantiles', k=5, cmap='Blues'):\n", @@ -398,9 +404,9 @@ " 'Diverging': range(3,11+1),\n", " 'Qualitative': range(3,12+1)}\n", "\n", - "cmap_bindings = {'Sequential': list(color.sequential.keys()),\n", - " 'Diverging': list(color.diverging.keys()),\n", - " 'Qualitative': list(color.qualitative.keys())}\n", + "cmap_bindings = {'Sequential': list(sequential.keys()),\n", + " 'Diverging': list(diverging.keys()),\n", + " 'Qualitative': list(qualitative.keys())}\n", "\n", "class_val = Dropdown(options=bindings[data_type.value]) \n", "cmap_val = Dropdown(options=cmap_bindings[data_type.value])\n", @@ -439,7 +445,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Chainging the type of colormap (sequential, diverging, qualitative) will update the options for the available color maps (`cmap`). Changining any of the values using the dropdowns will update the classification and the resulting choropleth map.\n", + "Changing the type of colormap (sequential, diverging, qualitative) will update the options for the available color maps (`cmap`). Changining any of the values using the dropdowns will update the classification and the resulting choropleth map.\n", "\n", "It is important to note that the example variable is best portrayed with the sequential colormaps. The other two types of colormaps are included for demonstration purposes only." ] From 165581ce6ced7fc6603b596bb9cfe3866120fac0 Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sat, 6 Jun 2020 15:50:17 -0700 Subject: [PATCH 20/21] DOC: cleanup README --- README.md | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index e80a0f92..51b39d7f 100644 --- a/README.md +++ b/README.md @@ -18,8 +18,8 @@ that handle the rendering of the maps. For further theoretical background see [Rey, S.J., D. Arribas-Bel, and L.J. Wolf (2020) "Geographic Data Science with PySAL and the PyData Stack”](https://geographicdata.science/book/notebooks/05_choropleth.html). ## Using `mapclassify` +Load built-in example data reporting employment density in 58 California counties: ->>>>>>> 222e20f48eac93c60b36762a5f949a6a28bccdeb ```python >>> import mapclassify >>> y = mapclassify.load_example() @@ -333,8 +333,7 @@ array([5, 1, 2, 3, 2, 1, 5, 1, 3, 3, 1, 2, 2, 1, 2, 2, 2, 1, 5, 2, 4, 1, 2, ``` -Development Notes ------------------ +## Development Notes Because we use `geopandas` in development, and geopandas has stable `mapclassify` as a dependency, setting up a local development installation involves creating a conda environment, then replacing the stable `mapclassify` with the development version of `mapclassify` in the development environment. This can be accomplished with the following steps: @@ -343,6 +342,6 @@ Because we use `geopandas` in development, and geopandas has stable `mapclassify conda-env create -f environment.yml conda activate mapclassify conda remove -n mapclassify mapclassify -python setup.py develop +pip install -e . ``` From d2c7d97f683cd854e6d344c9f11d9a73d3af61d8 Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Sat, 6 Jun 2020 16:00:42 -0700 Subject: [PATCH 21/21] BUG: missing sys import --- setup.py | 1 + 1 file changed, 1 insertion(+) diff --git a/setup.py b/setup.py index 021e4c29..1c663030 100644 --- a/setup.py +++ b/setup.py @@ -1,5 +1,6 @@ from setuptools import setup, find_packages import os +import sys from os.path import relpath, join as pjoin from distutils.command.build_py import build_py