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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![](files/images/EscUpmPolit_p.gif \"UPM\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Course Notes for Learning Intelligent Systems"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## [Introduction to Machine Learning](2_0_0_Intro_ML.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Table of Contents\n",
"\n",
"* [Advanced Visualisation](#Advanced-Visualisation)\n",
"* [Install seaborn](#Install-seaborn)\n",
"* [Transform Data into Dataframe](#Transform-Data-into-Dataframe)\n",
"* [Visualisation with seaborn](#Visualisation-with-seaborn)\n",
"* [References](#References)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Advanced Visualisation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the previous notebook we developed plots with the [matplotlib](http://matplotlib.org/) plotting library.\n",
"\n",
"This notebook introduces another plotting library, [**seaborn**](https://stanford.edu/~mwaskom/software/seaborn/), which provides advanced facilities for data visualization.\n",
"\n",
"*Seaborn* is a library for making attractive and informative statistical graphics in Python. It is built on top of *matplotlib* and tightly integrated with the *PyData* stack, including support for *numpy* and *pandas* data structures and statistical routines from *scipy* and *statsmodels*.\n",
"\n",
"*Seaborn* requires its input to be *DataFrames* (a structure created with the library *pandas*)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Install seaborn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You should install the SeaBorn package. Use `conda install seaborn`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Transform Data into Dataframe"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*Seaborn* requires that data is represented as a *DataFrame* object from the library *pandas*. \n",
"\n",
"A *DataFrame* is a 2-dimensional labeled data structure with columns of potentially different types. We will not go into the details of DataFrames in this session."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal length (cm)</th>\n",
" <th>sepal width (cm)</th>\n",
" <th>petal length (cm)</th>\n",
" <th>petal width (cm)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5.1</td>\n",
" <td>3.5</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4.9</td>\n",
" <td>3.0</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4.7</td>\n",
" <td>3.2</td>\n",
" <td>1.3</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.6</td>\n",
" <td>3.1</td>\n",
" <td>1.5</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.0</td>\n",
" <td>3.6</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
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"text/plain": [
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n",
"0 5.1 3.5 1.4 0.2\n",
"1 4.9 3.0 1.4 0.2\n",
"2 4.7 3.2 1.3 0.2\n",
"3 4.6 3.1 1.5 0.2\n",
"4 5.0 3.6 1.4 0.2"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn import datasets\n",
"from pandas import DataFrame\n",
"\n",
"# iris data set from scikit learn (it is a Bunch object)\n",
"iris = datasets.load_iris()\n",
"\n",
"# transform into dataframe\n",
"iris_df = DataFrame(iris.data)\n",
"iris_df.columns = iris.feature_names\n",
"\n",
"iris_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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" }\n",
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" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal length (cm)</th>\n",
" <th>sepal width (cm)</th>\n",
" <th>petal length (cm)</th>\n",
" <th>petal width (cm)</th>\n",
" <th>species</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5.1</td>\n",
" <td>3.5</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4.9</td>\n",
" <td>3.0</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4.7</td>\n",
" <td>3.2</td>\n",
" <td>1.3</td>\n",
" <td>0.2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.6</td>\n",
" <td>3.1</td>\n",
" <td>1.5</td>\n",
" <td>0.2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.0</td>\n",
" <td>3.6</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n",
"0 5.1 3.5 1.4 0.2 \n",
"1 4.9 3.0 1.4 0.2 \n",
"2 4.7 3.2 1.3 0.2 \n",
"3 4.6 3.1 1.5 0.2 \n",
"4 5.0 3.6 1.4 0.2 \n",
"\n",
" species \n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris_df['species'] = iris.target\n",
"iris_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualisation with seaborn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following examples are taken from [a kaggle tutorial](https://www.kaggle.com/benhamner/d/uciml/iris/python-data-visualizations/notebook) and [the seaborn tutorial](https://stanford.edu/~mwaskom/software/seaborn/tutorial/axis_grids.html).\n",
"\n",
"To plot multiple pairwise bivariate distributions in a dataset, you can use the *pairplot()* function and *PairGrid()*."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Scatterplot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A **scatterplot matrix** (*matriz de diagramas de dispersión*) presents every pairwise relationship between a set of variables."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7fac5787ed68>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fac558201d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"sns.set(color_codes=True)\n",
"\n",
"# if matplotlib is not set inline, you will not see plots\n",
"%matplotlib inline \n",
"\n",
"sns.pairplot(iris_df)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## PairGrid"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**PairGrid** allows you to quickly draw a grid of small subplots using the same plot type to visualize data in each. In a PairGrid, each row and column is assigned to a different variable, so the resulting plot shows each pairwise relationship in the dataset. This style of plot is sometimes called a “scatterplot matrix”, as this is the most common way to show each relationship"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fac50a030b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# PairGrid\n",
"g = sns.PairGrid(iris_df)\n",
"g.map(plt.scatter);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A very common way to use this plot colors the observations by a separate categorical variable. For example, the iris dataset has four measurements for each of the three different species of iris flowers.\n",
"\n",
"We are going to color each class, so that we can easily identify **clustering** and **linear relationships**."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f31643557b8>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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NRx7FRF0d4TEvjpZIGjTze8XZ2WmpI7Crj/Hh6TokjHjm2eW1Zs7s80omzZmm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kzakEym12erDfmQ6et0ysZ759TbO5zSOX6/nweOrqa6qTbmOd4+OLZnKKUkS6k8Z+i8yNebi9df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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f316455b978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.PairGrid(iris_df, hue=\"species\")\n",
"g.map_diag(plt.hist)\n",
"g.map_offdiag(plt.scatter)\n",
"#names = {i: name for i,name in enumerate(iris.target_names)}\n",
"#g.add_legend(legend_data=names)\n",
"g.add_legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By default every numeric column in the dataset is used, but you can focus on particular relationships if you want."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fac4e2f9908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.PairGrid(iris_df, vars=['sepal length (cm)', 'sepal width (cm)'], hue=\"species\")\n",
"g.map(plt.scatter);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Its also possible to use a different function in the upper and lower triangles to emphasize different aspects of the relationship."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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KXZ1UdrVS6i6rziEIQnXT4nGzbH4LU/6gqW9+b/85DvcOM+o1f6s86vXR0zeadn8uWGFDEMqJUcOjXh8vHn495ce8Fta6CJVLcj9qtt7K6bDTWO+y5CF51OvL+NsgCNONrDHMzoeAzyWVPQ88AHzWwvMIglDlmPnm+/xBvv7TfbjShH3ONd1FJqywIQjlxKhhXyBEKBTGLBR4Lax1ESoTs360a2kbPn8woZ7PH7REg1amBBAEq2hvrWfCl6j5CZ81mi8nVkYlDZvYc1h8DkEQaoDY2ii3006D24HLYQObDX8ghHcygC8QYuv2Q/G3w0Y3pQlfMGV/LlhhQxDKSbKGg2kGhS6HjU03rKlqdyahMknXj455/WBLnD1J2S7yfGa/DYJQLvqHzKPspiuvFqwctO0A/lEpZQeI/n875knnBUGY4VzVNY+vfOpqPvehy/j0B9bhdiZ2R0aXDCtcNmrV7UOYOZhpOBmXw8anP7BOZlSEkpCuH+3pG03pw91Ou2n/mo87v/TbQqWy//iZvMqrBStdST8D/BzoU0q9CiwG+oCbLDyHIAg1RIvHTYvHzajXlxC0AMAXCMVdMqwIC12roaWFmYOZhs1YPLd5GlojzETS9aPL5rfk1L/m684v/bZQqVy4tI2Hdh43La9mLJsx1Fq/BnQD7wH+GXgvcHm0PCeUUkuUUi8opfZE//UopQZN6tmVUt9USh1VSh1WSn3Mqu8hCEKZCIfTbie7nrqd9rxd5aywIQjlJKZhl9P8p9tug4/euFY0LZSMdP3ogo7GrP3ryNhU3u78xvN56p3SbwsVw9x2T17l1YKVM4ZorUPAs9F/hRz/KnBZbFsp9W9E1ikm82FgudZ6pVKqA3hBKfW41rq3kPMKglBehkYmcbscCQu53S4HQyOT8QcAY7qL9tb6gh4MrLAhCOXkqq55NDW4+OZP9zFlmGV3O2z8xQfWcdGy9jK2TpgJpOtHs/Wv/We8ad1CM/XFMbtBmx1HOCT9tlARDI1M0uBOfG5pcDuy6rnSKWpgqJTaDXwFeFBrnfLKRynlJjJzuEVr/cY8bbuIDACvN9l9C/BdAK31oFLqAeCDwFfz+waCIFQC0+kuFHNfFYRKYNTry/tFxeK5zalBZ2w2cSEVLCWTNtP1o5n617ltnoL7+RaPm87OZgYGzuXxDYRaZNTrY7h3uOwvCWrVzbnYGcM/Be4Evq2U2gNo4BzQDKwm4lr6JLCpANvvAV7TWr9osm8x8Kphuxe4oIBzCIJQAcTchbZuTwxJbuz0JdWEUGsUqmnj/eKw2wiGYdO7lLzwECzDTJs3XVvci4fWprpE3Ubtim6FXKmk1CW5PLdUI0UNDLXWB4APKKXmAW8HLgY6gGHgR8BHtNavF2j+o8D3i2kfgFJqFjDLWLZly5ZFmzdvLta0MAMx01OUs1rrs1banWk6zeQuZAxZHmPr9kN0LW2r+k64VIhWK5tiNW1021PLO/BNVGf4ftFp5ZFOm9dcvrho29Xszi9aLS9GXca0We7ngEp0cy5Wp5asMdRanwbutsIWgFJqAXANcGuaKr3AEuD56PZi4Hiaup8FbjMWbNu2jc2bN9Pe3lR8YzPQ2Vk6t55S2q52+yVue4qeotxBJD2LZXZLqVOrr5FV9jqTtg/0DLHn0Ot0zqrH6bQnPKg4nXaCNnvO567U71wqe9SIVo1Ucb+RYn+4dzhF0w6HjZ7+cdQSNxNTAea2eWhtqmNkbIr+M17mtkWCGsQ+r+hsZkXs4Ka6aWu7xVSdTou9HpV+fDpt7j7QzxVdc2ktQmudnc24x6YI2ux0RPVt5ET/OfSrw6gls7nAxDW6zNeu6rQaw4p72LLf+QLtmOky3+cAK9sTY6BniD2HTtO9Zk659RmjKJ1aGnzGQjYBj2ith9Ps/wnwCaXU/URmKN8DvCVN3buArcaCjRs3LgJ2DA2NEcoh9HchlNIXvtR+9tVsfxrWIKToKUrBbwvT2S2VTq2+RqWy9y/bXuDA8XRdAExNBXCEQzmdu1q+s8VUvVaNVHO/YWbfEQ4RSErRMjEV5Jv3vUggGMbltGMD1q+bzzN7+3DYbZEHonAYt8uR4HpazdeGKtNpsdejGo5Pp83/eGAf3/7pSwW773V2NvPw00fSuk/f/UvNU3tOxutv6F7IrdervNqe7fxFarmqtBrDinvYqn6gGDuOcIipqUBCWT7PAVa3B0h4Trn3icN0LZ3N5zZeluWo0rTFQFE6rdSB4Z8AnzYWKKUeAb6gtd5DZHbyjcARIAzcEY1omkJ02rTYm1YQgNLpSXSayJETZzMOCgGwZU70PdMRrVY2xvUpdhtM+iMP4oFg5CHQH30wf9LwoBwjFgUv5kaVPNNeTYhOK4902pyIPpQX6r5nTFcRI2ZrzOtPGBRCRPsbuhexoKOxyG9kDaLVCsBmS0xtVcbnALPnlAPHhzly4iyrLjDz5JweitVTRQ4MtdZrTMpuNHwOAZ+a1kYJglA02SIwxqKN7Tk8kNWW22mv+rDQwswmtj5l14F+7nv6WMIDcy7YbbDv2BAdJXbhFWYeV3XNY/GcZnYd7OexXb1M+Q1upTmkmDAjU7qKU4Pjpsf09I1WzMBQKC9DI5O4nfbEtFZlfA7Yf/xM2vJyDgyLpSIHhoIg1B7ZIjAao41N+QIZLEXw+YNVHxZaEA70nOEnTx+LzxDmw6Q/xD2PH+buXx5m07uUROkVLCPWH9vttoRBIRQekn9umyfl5YcvEKK9tZ46l1nKalg2vyXv8wi1SXtrPT5/MKGsnM8BFy5t46Gdx03LqxlLB4ZKqeuBS4GE15da6y9aeR5BEKqLbBEYzaKNJWODxNxt4koqVDkx3ZsNCmNrDK/smsMze0+ntTGZ5FYqM+hCsZj11wANdQ6CwSJTTITDpttNHhd2m42QYb/dZqPJ4yrsPEJtUkGupI0N5tpMV14tWDYwVEp9A/gj4CnAa9hVmkgEgiBUDUMjk2ldiFo8btP9DW4Hf7RhJcPnppjdXMd/P3m0YlxIBMEKzHRf57Lz0RvW0jmrgfbWeoZGJnnu4OvxdV4ALocNm92GzwL3PkFIxkyX9W4Hm9+7jmVzGwvWWP8ZL26XI7EfdzkYGpkEIto37qtzSR8vnKfSXEl7+kbTllez+7OVM4Z/DFyitT5hoU1BECqY2JrAbPl72lvrCSZFVjO6I6XbP6vRzfC5KWY1utMef2pwnJ6+UZbNb6nqzliYOcTW2ta5HASCibMyoVAYT72TuugDc53LQXJQQn8wjD2c/n4ShGIw7Y+DIdrS6Mu4dhxIu458bpsn4+9A8r5AKMz4pJ9RbyRHZy6/NULtku05YrpJ5+Zc7e7PVg4MB5GoSoIwYzCuCQwEQhlDmBuj3BnXGMZ+4Fs8blYuak2I8OV0wNd+ui++vbDDw8DZyYTjH3ymJ2N4c0GoNIxrbX3+IGHOz8zYgFAYvn7fXvxJKSt+/cJJgoZnolB0POly2rHZbGx6l5IHZsESWjxu1q+bnxARNxiCL/9od0pfn6xnbDbcTrvpOvLWpjrevG5+Qp+9ft38uG6T9wUCIb59/8txu3VuR9bfGqF2afG46ZxVz8nB806JnbPMA9lNBws6GnE5wLjs0eWg6l9QFzUwVEotN2x+FbhHKfVPQL+xntb6lWLOIwhCZWG2JjDbGqdYBEazt8mnBsdTwj57pxJnUk4OevnM+y+mpamO9tZ6xrx+/uOhAwl1Ki28uSAYMV+7FU74FAyFiT1nxNYe7tjbl9ZmMBjiG3+zgXq79e0VZiajXh/PJGkuFA7jnUxMVwGk6jkcTkmnEuvrR8am2Jlk95m9fdy8fhlAyr4w51OzYHJ+eREyszhy4mzCoBAizwXlSg/xu5f7SIqFgz8YKX/TRfOnvT1WUeyM4VEi967RGf3dSXXCgHm4KUEQqpJsawbT0eJxJ+yPuSAdOzmS03l7Tp/jvW+JZG3bd2zIvE6V+/cLtYvZfZMLdhuEUqIvRXDYbUxMBahvkCDjQvGMen3sOzaEPYNOY3197HO2erE+P1O6imy2MtkVZgaVlh5i96HX05bP2IGh1lreUQrCDMQKX3+jC5I/EMx+AIlhoGvVv1+oXczCredC8hpDI+FwOJIGYMJXRMsEwZCiwpDU3oxM6wLT1YP81xjmaleYGVRaeogr1szhxaOpL6ivWDOnDK2xDssGdkqp/5um/K487dQppb6llDqslHpJKfXvJnVuU0r1K6X2RP99vdB2C4KQP7E1g26nHU+9E7fTnlcIc6NL3YQvSC4p3LqWzk54K7igo5EN3QsT6mzoXiizhUJlkyG8+vp183A77bgckToupx23085Hb1jDx97dRfKRNuDP3t1Fa1Nd6dorzAiMfXK6QWFDXWJfb/wdaHA7cNgis3kNbofpb0JrU11C/Yy27DYcNhLsFvJbI9QOlZYe4k0XzWd2U+K5Zze5qnq2EKwNPrMJ+EuT8o8An83Dzj8DE1rr1QBKqc409X6otf58Xi0UBMEyYmsGgzZ7zpHiYq6j45P+rG5DxnQVFy5tY9UFsxKi37V43Nx6vWJD9yKJSipUBWbh1mPUu+y89bJFfOAPVtLbf46hkUn8gRBdS9tY0NHIqNfHX91yCUMjkwyOTFDnctC9eo5oXrCEbG7OdS47N79lORcvnZ2gueS142Nev2l/fGpwnJd6hlk8p5mvfOrqhH481q93LW1L2BdrV3xGMY/fGqH2qMT0EF/9i7ew7QnN80eGuHxVOxuvq/7gd0UPDJVSfxazZfgcYzmRaKW52mokMpCMTwNorQfSVJfs1oJQZlo8bjo7mxkYOJe1rtF1NBAMZXSPg0jQgctWd8YfAozHGyPeLeholIdjoSowc8GO4Q9G3OMO9Jzhez8/EI9A6rDbuPbSBTyzty8S+TEQgnAYt8vBz3/7KptuWMNN1zZP47cQapFM2gSY8od4aMcx7n86NdpobMYvXR999y912ujR6Y4x2o6R62+NUJtU4vKRL/zns/GAOL987iT7jw/zDx+/qmztsQIrZgw/Ev3fbfgMkWXy/cCf5mFrBTAE3K6UeitwDviC1nqnSd2NSqnrgT7gdq31s2YGlVKzgIRVqVu2bFm0efPmPJolCBHM9BTlrNa64HQtta5Ts2iMDlvEVc4ZDXMeNHkm6R/yxt8oJx8vkekyI1qtPGLucj/YfigecTROOMyY188Pth9MuBeCoXBC2oAYxsiP11y+uJTNLimi08ogOaVQLEWEy2lnMqq1iSnzaKNg3sdv3X6I9ub6hEEhnI8e3eRxVVW/LlotL00eF8kxuGzR8nLw0pEB0yipLx0Z4JJV6ZwdS0+xOi16YKi1fmu0If+otf5fRZpzEJllfF5r/Xml1JXAw0qpFVrrMUO9bwP/qLUOKqWuAx5USq3RWg+b2PwscJuxYNu2bWzevJn29qYim5uZzs7SvcUtpe1qt1/itqfoKcodwO1W2i2lTq2+RtnsDfcO43TaEx4A6uqc/O1H3kCTx82OF0/ywK+PpRz3Sv8YV3dfYHq802knaLPn/F2m+zuX2x41olUjVdxvxO3fdG0zC+e28KUf7mbK4FJaV+dk4JwPu8MOwdwD1DiddvrPeFm9eLblbY4hfWoixV6PSj3+pmubuebyxfSf8TK3zQPA7gP9/McDe+ODQjDve9P10a/0Gx/dzjNwzkdDY13e/XqZr13VaTWGFfewVf1AoXaGe4dpqHfG05YANNQ783oOsLI9+3911Ly8d4Trrl5uuq9UbUmiKJ1aucbwi0qplGA2WuscwkrE6QX8Wut7o8fuUkoNAquBPQabrxs+P6GUOgFcBOwwsXkXsNVYsHHjxkXAjqGhMUI5RsHKl1K6PJTanaKa7U+Dq0mKnqIU/LYwnd1S6dTqa5TJXmztSJ0rkpjYSCAQwhEOc/aslyUdHtPj57XWsWvvyQzHh3L6LtP5nSvBXpSq16qRau43jPZHvT5GRicIBlP13NnsJhTM5yczctzcNk/VXhuqTKfFXo9KP37U6+PsyGR8Ld+yuY0Ek9wwKR5NAAAgAElEQVQ5zPpeRziU0kf7AyHqnearfqYmfUyMT6Ue4w9y8vSI6VrCcl87qkyrMay4h63qB4qxY6axfJ4DrG7PhYtbeWK3eXkhNi3sa4vSqZUDwwAmWZaUUgHgFPAz4Lakmb8EtNZDSqmnlFJv11o/rpRaDXQSyZdotLlAa30q+vlSYAmg09g8S/E3rSAApdNTLeo0ee1I56z6BLeLzln13Ll1d3z/wg5Pwv6FHR6+/eD+tMevXNRake5GlYJotfKI3RNhIGB42HbYbWy6YQ0LOhr56I1r+d7DB0xdq43YbeB0RCI0tjbVMVCl6SpEp5VDuvV+69fNT3BnXr9ufkrf2+Jx8+Z18xPcRgOBEP/95FFT978fPnqIYCjMykWtHDh+3tkrEAzz7ftfNl1vWG5Eq+WlxeNO0Us5nwPSuYuW040UiteTlXkIPw08CVwPrAXeAfwK+DzwSeBqIqPYbHwS+Dul1F7gv4BbtdajSqlHlFLd0TpfUkrtVUq9CHwnWsc806QgCNNOcjoKXyBk6otv3D9wdpLPvP9ibrluNZ95/8UMnJ3MePyB48OcGhyfzq8lCAVjvCeS1xfabdAVzcV1Vdc8Pv/H3WYmEgiFYcstl1bUg7NQvZj12Vu3H+LU4DjP7O1LqPvM3j5Gvb6U43cm1QsTWQsbBpwOGx955xqcDlu83BcIJTzkG4+JnT/5PMLM5dTgeIpeyvkc8LuX+/IqrxasnDH8a6Bbaz0S3T6slHqOyHrBFUqpfcDz2YxorXuAt5qU32j4vMmaJguCkInk9BDJxEKQdza7EyKDZgt9bobDbqOlqY7rrl7Orr0nczo+Fr7aGB49W5sFoRxkuifsNhu9/edoa67nwPEzvHraPCx7Mq+fnWBuu4fh3mEJ4y8UhZk+HXYbPX2jpuW9/edorHfF+9lsfb7LYaettQGXw04gxzW0dhvsOzbExSvaAUTnM5xKS1ex+5D5fNTuQ69XdS5DKweGLYAHGDGUeYDW6OfTQIOF5xMEoYRkCyOeKQR5e2t9JKpdHvj8wXi+qmyh02Ps6xnie48cjG93LZ3N0ddG0rZZEMpFJk1PBUL8670v5W1zdHyKz3/rtziddgKBkOhdKBizPtvnD7Jsfks8KmmMCV+Qr/90H05DP9u1tI0pf/r1sT5/ELVkdk79eoxJf4h7Hj+M/9FIipa6OqfofAZTaekqrlgzhxePDpmWVzNWupL+CHhcKfUJpdQ7lVIfBx4Dfhjdfz1p1gEKglBZpHMrirn1nBocNw1BnuDSYcsz1aihfix0uttpp8HtwO2007U0MeriG7s62XUg8Y3dgePDadssCOWkxePmlrettNTm/b95BV8ghHcyIHoXiie5z7bZGJ/wpwaPIBJYxtjP9g95CYUzDPpsNloaU/v1Dd0L49sOuw2HDepd5x9NJ31BgqEwwTCi8xnO+IQ/r/JSMzEVyKu8WrByxvBvgCPARmABkfyC3wS+G93/FPC0hecTBMFiYm6Y45N+U/ehoZFJWjzurC4dQyOTuJ32eK61XHA77QyNTLIiun1V1zy6lrYluIWeGhyPu4329I3y+wMDGW3G2rwiYy1BmB6WzmuhzmXPOLOSjMNh441r5/Dbl/tT9tlsiWE9jPeoIOSDWZ/tdtrZf/xM1mMddlvWeu5oWhWzfv3m9cvi22NeP7sO9vPYrt6094nofGaSTmP7j59h1QVmaftKy66D5q6kuw6+zobLL5jm1liHZQPDaFqKf4/+M9s/adW5BEGwHqPraCAYItnjJxgKx109s7l05OoKasQXCMXtx2jxuBN+/Bd0NOa1lsDonioI5eb46dG8BoUA4VA47QNIOGmGxniPCkI+pHMlvXBpGw/tPJ7x2GAonLVeMBRmbpsH34QvpV+Pbcd+g+x2W8b7RHQ+M0mnsQujgbummyvXzuHwayOm5dWMlTOGKKWuBy4FEjJyaq2/aOV5BEGwFqPraAyHDVxOe8I6ktiP+YKORjZ0L0wIYb6he2F80BZzBd26/fxAMxAMm7okxcnkhmSCWRtstiQz+bqzCkKJGPX6uDdNQuR02InMCgZMclds6F7IykWtbN1+KGGNocyiCAWT3IHabDQ2uFLSTQC4HDacDnv8t2Fuuwe7zZbiTlrvdhCK1smUVsXsNwgibqX+YDhljaHofObR2ODKq7zUrFliPiBNV14tWDYwVEp9A/gjIi6jxrjypcl2LAiCZZhFlHO7HHzyfRclRJ4zcuv1ig3dixg450uJSgqJrqDjk36+ff/LGV1L3S5H3m6fsTb09I3ictr54aOHUlyhxJVUqARyjdTrdNh4x5UXoBZH1tQm3zcup52P3biWK9fOBSJpLoI2u0RrFIoinStpT98o9W5HQnmDO/W3oadvlDpX4vH1LjsffvtqLl7RnlWbZvdHvdsRPx4Qnc9wKi0qaaW1xyqsnDH8Y+ASrfUJC20KgjANmLl+BkNhFs9tzvgjvKCjkUvWzmNg4ByQmt4i9m/U68vqWhoMhQkEQjyxq9d0oJmpDbE0FWbfQVyOhHIy6vUx3DtMncuRs3v1my6cn1bT4XCYRZ3nnXJaPG46O5vj96Ag5Muo18f4pJ9Aktb8gRDHTo3gCyS+0DP7bTD7DQmFyWlQmPb4UDjheNH5zKbSopJWWnuswsqB4SBw1kJ7giBME8mun8muo7mQKb1Fi8fNykWtCclpZze5GB47H02sc1Y9/3TPnvi2Mf3FdH0HQbCS2D0Rc/Vcv24+z+ztIwwpSe5j2Gw27ty6O37/xDQdO8YGCfsFoRgS1pYnaTIQCvP0C6fi25769K6cLR43b143PyFa9fp183Puf6X/FrKxoKMRT50d79R5nXrq7GWbnVvQ0cjCDg8nB887SS7s8FT1bCFYOzD8KnCPUuqfgITwaVrrV3I1opSqA/4NuA6YAH6ntf7zpDp24OvAO4AQ8GWt9feKa74gzGzMosXlitn6kK3bD9G1tC0eTdQ4KAQSBoVAQucKkfQXG7oX5dXJFvMdBMFKjPdE7L54Zm8fX9x0BWfOTfK1n7xE0GRsGBswxu6fq7rmsXhOM7f/YFdkfzAMhBPuL0EohHTr+tLxZzddyMr55l4ko14fO/f2JZQ9s7ePm9cvy1mj0n8LmXjpyEDCoBDAOxXipSMDXLKqc9rbc2pwPOW55eSgl1OD41U9OLQyj+G3gXcDO4Gjhn9H8rTzz8CE1nq11voS4AsmdT4MLNdarwSuBm5XSi0uuOWCIAAw5vVzanCcMW9+eYHM1oc47DZ6+8/R0zfKgRxCnpuRzodfECqddPfElD9IY70rmmoiAzbo7Y+4zU35g7gciT/XsZD9gpAro14fh3uH4zkAc133GuP3L5+O/zacGhxn576+eO7adHrPV6MtHjfL5rfIoFBIYc+RwbzKS02mNYbVjJXpKooeZCqlGoGPAAsNds0Sld1CND+i1npQKfUA8EEis5aCIBTA3b/UCW5A+bhymq0P8QVCfP2+vTgddtOoirmQr69+JndWQZhO2lvrU2ZiYilZfvLU0az3hM8f4q57X+LjN3dFAszI+lmhCJLdmjfdsMZUV5nYfbCf3Qf7U9znNnQv5Ob1y0zTXYhGBavoXtXBjqRZ6Vh5OZA1hjmilLoAWKi1fraAw1cAQ0RmAN8KnAO+oLXemVRvMfCqYbsXMM0mqZSaBSRkvtyyZcuizZs3F9A8YaZjpqcoZ7XWBa+xLbdOTw2OJwwKIT9XzpT0FKEwoWAIfwj8wcjDQnIo85TUEknYbTaaPLmHoc7kzjr9Tiblp1a1WlUkCzwcpn/Iy859p3M6PAT84JGD/PP/9+aaXX8lOi09Zm7NW7cf4iufujpBV75ACMJh3C5HxgjSZm7/b1w71zTdRS0hWhWqgWJ1amW6isXAj4nkMQwDTUqpDwDv1Fp/PEczDmA58LzW+vNKqSuBh5VSK7TWYwU27bPAbcaCbdu2sXnzZtrbm9IcYg2dnc1Vabva7Ze47Sl6inIHcLuVdkup0+Rr9FLPsGm9gXM+Llmbfcats7OZm65t5prLF9N/xsuY18eX734O72QgXqe+zsFffPBSpnxB6twOvvGTFxP2J1Nf5yBosye0dWRsiv4zXua2eWhtqkuoP9w7jNNpTxgYOp12gja76Xculkq3R41o1Ug19RvDvcPU1TkTNO5yOThokhA5E3ZHRMM3Xbsqfn+Z6b+ark0SVafTYq/HdB+fqW9M1hUQ/3xyYIz7fnWE3Qf705mO80r/GHVuR4Le69ypfXi1Xbskqk6rMay4h63qBwq1sz9NHtj9vSNcd/XyaW9Psc9NVrYliaJ0auWM4XeAR4C3EJn1A3ic/Nw7ewG/1vpeAK31LqXUILAa2JNUbwnwfHR7MXA8jc27gK3Ggo0bNy4CdgwNjRHKw40iH0oZVrnUIZur2f40hLNO0VOUYiPyTptOza5RZ7P5zENnszvr9Uy2N7vBiSMcSo1wFwixYHZ9PH1F8v5kJiYDOMKhuO1sbqLpzukIR8qs1IXVOiuRbqteq0aqrd8w0+OkL8jDvzmWlx2/P5hwH8xucOKb8CUkCq+2a5NEVem02OtRjuMz9Y3JujJ+7mxy8543L81pYLh8bhMTSS/6kvvwarx2SVSVVmNYcQ9b1Q8UY+fCxa08sdu8vFCbxbSnmOcmq9uSRFE6tXJgeCVwo9Y6pJQKA2itR5RSrbka0FoPKaWeUkq9XWv9uFJqNdBJJIiNkZ8An1BK3Q90AO8hMiA1s3kWSaMhWESp9FRunS7oaGRD90KeTFpjWGhkrWyhx5P3+4OhlDVXYSLBcGIDyUxRT3M550yjVrVaLcT0+IPthxJSUwTDYCOi71zIGqSmyhGdlh5j32hcY5hL39jkcWXV64buhTQ2uFLqGPvwWkC0Wl46Z3vyKi81TR5XyhKZfJfAlIJi9WTlwLAfWAkcjhUopbqIzO7lwyeB7yulvgr4gFu11qNKqUeIrDfcA9wNvJFIxNMwcIfW+tW0FgVByMqt1ys2dC+ip2+UZfNbig63nC30uHH/sZMj/NcTqQGMe/pGWdDRmDHindGuhDsXKomruubR1ODim/e/zJRhzVa928GfvmsNpwbHeez3rzIVSP/Y7XbaU3QuCPkS6xuDNjuOcChnPQ2NTFLvTlxz2BDVrz8Qiv9W7NyXGhQEzvfhglAsmaKAlkNjQyOT1LnsCfdGnav6+2srB4b/Avw8msfQqZT6EPB3wP/Jx4jWugd4q0n5jYbPIeBTxTVXEIRkFnQ0FtXBjnp9CYOynpMj7DkySPeqDi5Z1ZmyP/avzuUwtReL7mUW9TRdVMaYzVIx6vUx3Duc18OVUB6S9VaO83snAwQCiYE8gqEwa5bMZs2S2fzi971kmo+R6KO1T7l1empwPO0LwXR975olsxPami4S4/C5yYLzupX7uggRKuU3r9KigObzXFJNWJmu4vtKqSHgfwAngD8lMsP3gFXnEAShckleA9hY74gnsd+xt4/ZTS7GJ4OmawSzubJWipuoWch3SYdRmZQ7dcmz+0/zvZ8fIDkrhcNGgnaTdW28bwA6Z8lDcS0zXTpN13dlS1OUqxuqWR8O8LPf9PCz3/SwoXshf/XhN+TdXuN1uena0gbFE1KppN+8BR2NzG5yJfSPs5tcZZuRbvG46ZxVnxCltxb6a0vTVWitHwQetNKmIAiVj9kaQN9YYrADY2cOqWsEY66sA+d8dDa7Uzr7cruJpgv5bvwOQmWQy5rUUp//B9sPpgwKAWx2G11L2+LbRl2Pjk3xtZ/uS6h/ctDLkRNnWXWBWfRxoZqZLp2m67vam+tzSlOUqxtqrA/fc3iAn/3mlRS7H7hOUZ9Dxut01+Wayxfn+pUFC6i037wjJ86mPEcMj/nL1j8eOXE2JXVLLfTXRQ0MlVJ/lks9rfX3izmPIAiVSczF5GT/uZQ1gNlw2G309p+jsd4VH+g1eVw0NNbFI4kmU2o3UUjvvpTrOsdC7QvWYfa3sttg37EhLl7RHq9j5d/A+HcdGpnEbjMP2WELhxkamUxpQ4vHzQM7XkmpD7D/+JmqftAQzMmm01jgrWK1mq7v2n/8jGn9+54+yrveuCRBcy0ed05RExd0NKZdC/brPa/xpq45Wb9Huvb2n/Eyu8Hy9NtCGqz6zbOKdHotV/9Yae2ximLvsI/kUCcMyMBQEGoMo4uJP5AaDj0bk/4gX79vL06HnWAozPp183lmb19ZXVYyuXVZsZ6g3O6NMwWzv9WkP8Q9jx/Gvz0INhtup90yF7Xkv+stb1uZEKnOiD8E9z55hON950x0YH7MhYYZRqF2yKTT0GPn+8Ri3SnbW+vx+RPXufr8QS5c2sZDO4+n1H/x6BAvHh2ia+lsPrfxsrzPl27N14O/Ocb9Tx/N2u+l62vntnniKTWE0tPeWs+kL1E3k75g2dbQpdNrufrHSmuPVRQ1MNRapwSJEQSh9jFzMcmXcBj8wTD+YOSHJ7Y2pVwuK9ncuooJ+Z7Nfqfl32ZmY/xb2W2Rh23g/ENOOByPJFesi5rZ3/XeXx1l43WruOexw5jdHYdPJCa537r9EIvnNPOL359Iqbv6gtaqfvsspCebTpPX6xWlVZst0ukathsbUsPtGzlwfLggt7h06w0nDfdcpr493Zry1qa6hPydQmkZ8/orKgXJ4MhE2vJy9JFz283TZKQrrxZkTl4QhLwxczFJpsHt4PorL+DV0+doaXTxm5dO53WO6XZZycVtptCQ79nsryi++UISsb/VvmND3PP44ZQ33zGKdVEzdQe021g6r4XN77mQ7z58IGX2w6wNPX2jJN9SbqeNWzasKqhdQnWQq06hcK0OjUzidiaG1Xc57ew62I/bZc94zphbXL6RKWPrDXcd7OexXb1M+c+/Ismlby/3mnKh8tJD7D70etryN100f5pbE7mvGkxSuUi6CkEQZhztrfVZZwp9/iDbn+3FGU1gny9T/tC0uqzk6iqa61qbQu0L1tHicXPxinZCj2VOB1GMi5qpO6AvyJN7XmPXgf6sg0KI3Cuj4774jNF5bKKPGUAuOoXCtZpOo9lyaELELa7QyJQLOhrZcPkiHvnt8YRynz83d8TpWFMupKfS0kNcsWYOLx4dMi0vB+lctKu9z84hPtT0opQ6rpQ6oJR6QSm1Ryn1dpM6tyml+qP79yilvl6OtgrCjCbJ/chG5C10g9uBy2EDmw1/IMSEL0jALDxjFkLhMGNef/aKFhFzX3JHv4Pbabc0JUap7QvmJF93hy0yY2H8G7Q21RVl/5a3rUwp37nvNP4cdR8GHnimJ6X8lretFH3MEMz6hw3dC1P6i0K0mmC77vx8gHFQ6HaaPw56J/1xV2nvZABfIMTW7YcY9eYxOLXZMm8LFUnMJdiIMY2UQE1quxJnDEPA+7XWB7PU+6HW+vPT0SBBEBIZGpnE7Up0oah3O/jk+y6isd7F+KSfb9//csL+Qphul5VSuy+Je1R5SL7uYG1U0qXzWqh32U1m/HLD5bBH3qwYqHc7WDqvPG/mhfJg1j/cvH6ZJVqN2e7pH+c7P3spQav1Ljtrlsw2nY3Zc2SwqMiUZm6sbqe96t3tZgrZ0khNJ5XoSlqL2i42XcXyXOpprc1jcJtjI+UnMm09QRBKSHKo9FOD4/T0jTJnVoOpW2Rbcz1T/iBtzamuS4VghctKvmtjinVfyhZeXtyjppdRr4/e/ojb7+K5zfFrb+XfoL21nmLkHgn+kfiTFhI34xlDrF9dNr+FBR2NCdq0ur9oS+PSrhbPMh0Ydq/q4PcH+lPq56pNcaEXrKISXUlrUdvFzhgeJeIFk2mQFgYcedr9sVIKYAfw91rrEZM6G5VS1wN9wO1a62fzPIcgCBlIDsG/clErB44Px/cv7PAkJHdduaiVO7fujtdPDrWebTvZvhUuK4WujSn2fJKOojJ4dv9pvvfIwfiPt8MGH7upy/K/ScxV73sPHzBNam/EbrMRDofj0f4cNvjojWsBUqIwyguE2ufuX+qEJPMbuhdy6/XK8vMY+8LkJd/BEDz0zPGUY2Y3ubhkVWdR0ZiLjeYslJfp0mcuvOmi+Xz356nOhOWYLYTa1Xax6SpKsUZxvdb6pFLKBXwN+Aap+RK/Dfyj1jqolLoOeFAptUZrPZxsTCk1C0iIY7tly5ZFmzdvLkHTK4NQOMzoeGTW4sy5KYZHI//HPo+M+wgEQ4TCEA6HqXc7aGpw0Vjvoq2ljuWLZtPotrNoThNzZjVgqwGfaasw01OUs1rrs1baLadOzULwGwdtQMKg0Gz/M3v7+OKmK5iKLsY2c4tK3j41OG6Zy4pZSo1SpsDIlu5iupkpWk3HqNfHDx49lPBGNxiGHzxysCR/k66lbdgddoJZgjLZbWCM92F32OPtmYluxjNZp6cGxxMeuiGSomJD9yJLXfaypRcKGdK3GBke83NqcLyoaMxQXDTnSmKmaXW69Jkrv3u5L215uQaHlajtYnVacWsMtdYno//7lVLfAh40qfO64fMTSqkTwEVEZhiT+Sxwm7Fg27ZtbN68mfb2JkvbnkxnZ3FJk3Ox7Z30c6DnDPuODnK8b5T+M15eH/bizyO33Dmvn4Gzk/Ht37x0/uab3VzHJas72XD5Baxb1Zk1RUG+7S8FpbSNiZ6i3AHcbqXdUuo02zUa7h3G6bQXnKMQwOm009BYxyWLZ58/LySkZkjedje4aTjjZW6bp+CAICf6z6FfHabO7Uj5Dk6nnaDNnvD9R8am6M9wzpg9tWQ2F8w9f1zyNTS7ZmbnS0cJdFsTWjWSzzUa7h3GYbeRHL7IZrNxaniSnv7xhL9psdd/uHcYl9Oete+1O2wY/U6djvMaSb4f8kH61Ox2rdJpsdcjdvxLPSnvsgEYOOfjkrWRWe0DPUPsOfQ63Wvm0LWsvaDzF9Ofx9rijvaTHe1NBfXNVuVqteraF0jVaTVGId87F31OV1sAXjy2P035GW5+6+ppb0/8+KKOTrJlTV9blE4tGxgqpZzAp4BrgQ4M7qVa62tytOEBnFrrWPKUDwEvmtRboLU+Ff18KbAE0GnM3gVsNRZs3LhxEbBjaGiMkAXroMwoJJx9PraP9Azy8M7j7Hy5D1+BAQ9yYfjcFE8//xpPP/8aHa31fOAPVnDFmjlFzSKW+tqUynaUFD1FKfhtYTq7pdJpLtfIEQ4RKGJQCBAIhHCEQzn/Paxw+0x2e7En6TS5TdlcP9O50ZhdQ7Nrlus1KJFuq16rRvK9Ro5wyHSQ5guE+Mrdz8W3N3Qv5K8+/Iair3+u90w4qcrEVIAXD50uOI8iSJ+aq10rdFrs9TAe39lsPrvQ2exmYOAc/7Lthbgnxr1PHKZr6Wy+/Olr8j5/Mf15Z7Obh58+YolLvpXXrhzHU2VajVHo986mz+lsC8ClK9rYfbDftLwc7bHajoV9bVE6tXLG8N+ADcB/AP8b+Hvgk8C2PGzMBX6qlLITWZd4gMhgE6XUI8AXtNZ7gC8ppbqJRDCdAm41ziIaiU6bFnvTVhRP73mNb/7kxYxJaRvrnbS31tPWXE9bSx2zm+toa6mnrbmOWc11uBx27HYbNmDCF2Rsws+Y18/AyATnJgP0nBzhlVOjTEwF4jYHRyb59wf38+Tzr/Hxm7roaG2Yhm9bWZRKT5WmU6PvfLo1gF1LZ3P0tZH4w0LymsF8fO2tcPs0c3sJhcO4HHZcrlT//2yun5ncaMze6plds3KuN5gpWs1IOPsD1ZN7TvKB6xT1RS6MMP79w2A6KN3QvZCFnY3c/djhhPJ7f3WUy9WcinBDmm5Ep+YcOXE2xT3/wPFhDvQM0dmUn06S10JN+YIQDuN2OSJ52Gw23E47U/5QNBBShA3dC2nyuKbVJb+SmWlaffW0eYL7V0+XJ8H9hcvb8yqfqRSrJysHhn8IvElr3auUukNr/TWl1GPAd8hxil1r3QN0p9l3o+HzpuKbW32Ew2Ee2nmcB5PyXS3oaOSiZW2sWtTKnNke2lvq8dTn/qdtTdqOvbUIhcK82n+O3+0/ze9ePs34ZGSQePi1Ef7hh8/xF394MasWmbkxC7WAWej05Oh5o15fgm99oaHVh0YmiwqJDpHUFmZ88K0ruPzC+Sn+/9nOmc5eT99oWjcaSUdROZilVEmHfnWYS5bNzlovG8a/f53LwZQ/SCAQwhsIx9fN9vSNpqS2yFfrQm2QqY8ZODthum/Podd5xxsW5X2u5LVQgGn6ljGvP6GP7+kbLbpvFqqTSkwP0eBO7NMb3A7RosVYOTD0ACeinyeUUh6t9SGl1GUWnmNG8+jvexMGhXNmN3Dr21dz4bK2kgSIsdttLJvfwrL5Lbx3/XIe/m0PTzz3GsFQmHNeP//84xf45Hsu4rLVVnpYC5VEcqj0BR2NCW8KWzzuBPeHQkOrWxH2OV1qi66lbaxePDvFRaO9tT7yttyALxooJ5O9bCk0JB1FZWCmqXSoJcUPCmOY/f2N94hZaotaCHEu5E+mPmbOrAYe2nk8ZV93EaH5zfpr477Y/8Y+vlZD8gvZkfQQMxMro4oeBK6Ifn4OuF0p9b+Ak+kPEXLlhSMD3Pf0sfj2hcvauG3TFVy0vH1aooZ66p3csmEVf/Ohy2hqcAEQCIb594f2c/hExXlACFVGzNXJ7bTjqXfidtrzdsNc0NHIhu6FCWVZU14k3zuG7YLsCRVDTFMuR+b+cUP3woSgQqXGqPUGt6MgrQu1QZPHlbIO2m6z0eRxseqCWXQtTXxh0bV0djwAzXRhRd8sVCeV5ropWpwerJwx/AwQe/3+10RSSjQDlRMbukoZPjfF9x85n7vlwuXt/OUfXozLWYpsIZlZfcEsvvinb+Bftr3I62cn8AdCfO2+vfzPW7tZ1FnaiIRCbWNF2Odbr1ds6F6U4AqVjqGRSdxOe4JbittpT3BLyceeUHlc1TWPpgYX3/zZPqYMrpt1LgfvuPICrqZ7LtAAACAASURBVFw7tyx/U3E5FoCoy3FiH1TnOt8HfW7jZRw5cZb9x89w4dI2Vl1QnqUblRiSXyg9lei6KVosPZYNDLXWuw2fjwDXWWV7pvNfTxyOr++b3VzH3226kinvVNna0zGrgb/eeClfuvt5Rsd9TEwF+Nb9L/PFTW+g3l1xGVCEMjLq9eX18Jvs6lQITR4XCzoaafK44m0Y7h1O+RHJ1S0l2X02mXy/ozC9LJ7bnOK6GQ6H2XD5opL/vWLacDeknkdcjmc2o14f45N+Aln6oFUXzCrbgDC5b5uGCLVCBSGumzMTS5/ilVIbiKSYWACcArZprX9l5TlmGgeOn+F5PRDf/sS7u2hpdDNQxoEhwJxZDfzVBy/h/9yzhyl/kNNnvNzz+GE+dmNXWdslVA7ZUkFMxzljkVLNwqxbEUW0HN9RyI8DPWdSIoSuXNRa8kFZgjbCsOldSrQhAInaKIc2c8Gsb7vp2ulzuRbKT4vHTeesek4OeuNlnbPK+wLUirRWQmYs80VUSm0hkpriDPAIMAT8V7RcKIBAMMQ9j58Pa/6mC+exxsIgCcWyZF4zt15/Pqnozn2neXb/6TK2SKgUjKkgJnxBfIEQW7cfYtTrm9ZzPrnnJL5ACO9kwLQNV3XN4yufuprPfegyvvKpq/P6gSnHdxTyY9Tr4/vbD6aUHzg+zKnB8ZKeN0Eb/qBoQwBgZGwqQRvJlFqbuZCubxsZK+8LaWF6OXLibMKgEODkoJcjZYorYdRlut90oXisXKT218AGrfXfaq2/pbX+/4nkNZSBYYE8/cJJ+oYiN2W928EH37qizC1K5eqL5vGmC+fGt+95/DCj43KTzhRGvT4O9w6ndMyZUkGUog09faP09p9LOWcyubThyImzPLDjlaw/ftP5HYXCGBqZJJ0iduw9FU+/ks8Db0xvmR5GRBtCOvrPeLP2U4/t6o0PDk8NjrNzXx+nBsfT9reFkEnH6fTbf8abUleoXfYfP5NXeamRfnV6sHpB2NGk7VeA3OKFCwn4/EEe+d2r8e2b37yMWU11ZWyROTabjVuvVxw+McLQ6CTjkwG2PXmEzTddWO6mCSUmk0vHdK1NMLo7BYIhAsHM3c2UP5TQhmR3KaPbzEM7j9O1dDaf22iecUfWX1Q+7a31aTXx2K4TPLbrBC6nHZvNlpOrZ66uw6INIR1z2zxZ06js2NvHjr19LOzwJMzY2ICGemfRLnTZdJxOv3PbPPgm5MXvTOHCpW2mKVMuXNo2/Y0he4opwRqsnDG8HfieUmqVUqpBKbUa+A/gNqWUPfYvmxGl1HGl1AGl1AtKqT1Kqbeb1LErpb6plDqqlDqslPqYhd+jItixt4+R6Mzb7OY63nZ5/gltp4uGOid/8k4V3352fz/7XknNfSPUDtlcOqYjJH+yu5M/GM76FioUDjPm9Zse7wuEUtxmDhwfTjtzKGkHKp8xrz+rJvyBUE6unvm4Dqdow+UQbQgAtDbVxbXhdmaeOUzuj8JQtAtdsiurma10fVtrBb6cFkrHy68M5lU+LWRIMSVYg5Uzht+J/v8hIv1X7K/14eg+W7TckcVOCHi/1jp1Ych5Pgws11qvVEp1AC8opR7XWvcW3PoKwh8Isf3Z87OF73zj4rKkpsiHi5e3c1XXXJ490A/APb88zD98/I0V3+6ZRroInZnqm0XczOTSEatXSEj+bO0ztsesDblw4PgZpvxBxif9OR2///iZtFEBJe1AZXMgD5enZP0mk07zvf3naKx3UedyMBV9e93icSdoQy3vkJkWIU5MGz99+hg79vYVZMNug33Hhrh4RXvO/c6pwXH2HX8tJfexmfalbxN2HXo9bfn7rl05za3JLcWUUDxWDgyXWWTHBmmXhcS4BfgugNZ6UCn1APBB4KsWtaGsPLOvj+FzkTUvLY1urr1kQZlblBsb37aKfa8MMT4Z4PWzEzzx3AneddWScjdLiJJvNK9M7ka5usrlE5I/W/uS23PL21amuJXkwn8/dRSXw04gGEpJY2BGNrcZSTtQmTy7/zTbfnUk5/rZXD3NNO8LhPj6fXvBFoku6XLYIm6pUe3GtNHaVMeADAwFAy0eN+svnl/wwHDSHwlOF3ost2jId/9S89Sek6b70mlf+raZzZVr5vDw71LnW65cM6cMrYn0wcZ8tJC6PEQoHivzGL4KETdPYK7WurDeLsKPlVIAO4C/11qPJO1fDLxq2O4FLjAzpJSaBSS87t+yZcuizZs3F9G80hEKh3ls1/kb8V1vXIzblW2StTJoaXRz8/pl/PiJyMPYQ789ztUXzasp9xMzPUU5q7UuOFRXqXVqdIPzRcOjb91+iK6lbWln5mL1YxjrG1M9GAdyhT5EZGufWXu2PXEk4kYSzm8ZcyAYJhCMDCgdNnA57ThN1hgCdC2dXbYcYsVSrVq1glGvjx9sP5jTwN/psGG329n0LpVRv8npTQKhMKFgiMhzSuRE/mAYCGe8t4REZrJOB0cm8j6m3m1n0hfpByejMyfZ9HZqcNx0UFjnchAO55+mZ6Yyk7VaCYx5/YSSfu9jy0NEv+cpVqeWDQyjDfkW8AHADzQqpW4GrtRa/688TK3XWp9USrmArwHfAD5SRNM+C9xmLNi2bRubN2+mvb2pCLPZ6ezMP+fPrv2neX048mPR2ODi/dcpGupS/0yF2M6HQu3/0fVreGZfHyf6x5jyBdm+6wR/eUtq8I5Str/E1yZFT1HuILLO1jK7Vup0uHcYp9OeMLByOu0EbXbT65VL/ZuubeaayxfTf8bL3DZPUS8Asp3PbL/dYccBBE1CvudKXZ2Tv/3IG2jyuOPf4UDPEHsOvU73mjl0LWtPe6zVOiuBbqtSq5nI9RoN9w5jd9ghmF0bf9B9AZve3ZWTfo2aH/P6+PLdz+GdDKTUM7u3KrXPLrdtqlCnxV6P2PEvHtuf13ENdU5ufstyHtrxChNT53WXqS8HeKln2LT8vdeu4Ka3LM+r77bqu1fp8VWn1RiFfO/nDpvHinju8BCbP2AelK1UbYH0Oh445+OStYXnMrSqf7PCjkVtKUqnVrqS/jswDCwBDkTLfkfEvTPngaHW+mT0f79S6lvAgybVeqPneT66vRg4nsbkXcBWY8HGjRsXATuGhsYI5fJKuQA6O5sZGDiX93E/eULHP1+zbj5joxOMWWQ7V4q1/8FrV/Cv//0SAE/s6uWqtXNYNr/FMvuZKPW1wURPUYpN7FNSnTrCIQJJiZQDgRCOcMj0eqWrPzE+xa69J+NrTka9PrDZGRwaK2oNVbrz9b42zK+f62XZvOaU/aFgqOiF54FAiNYGJy0NTnwTPgYmfHQ2uXnHGyLBntJpyWqdlUi3VanVdORzjRzhUEQfOXDF6o6Iq2ce1392g9NUszGS7y2ztqdbv1sI0qfmZtcKnRZ7PWLHHzlxFn8g9aVCJoLBENd2L+L+pxMDwGfqywE6m831dfHS2fF+L5+2J5Orlq26duU6nirTaoxCv/cbVrfz8O9Sc2q+YXV7wdexmL9BOh13NrvL0p4Yo14fQZs959gNpWxLlKJ0auXA8G3AguiALgygtR5QSuXsjKyU8gBOrfVotOhDwIsmVX8CfEIpdT/QAbwHeIuZzei0aXmyceZJb/85DvVGmmq32So6EmkmLlreziUr2nnp2BBh4MdPHOF/3tqdsuC9GimVnkqt03xdP5Pd5oKhMOvXzefOrbvj229eN5+de/tyXrOYrX3r183nSYO7U2O9g6/9dF98e2GHh4GzkwlrHoGENq5c1MqB48MJxyS7hh59bSTBRq26oFSrVq2gxePmozeu5XsPHyBTBpNiXIXNNGu3gdORPTptrmkvZgIzUaf/su2FhH4qmQa3I97nPrO3L0EnF8xtTumbs+ltQUcjXUtnJ5yza+lsFnQ0Fv1dZpKWZ5pW33ftStM1huUIPAOl1XGh5Bu7YTooVk9WDgxHiAzS4msLlVKLjds5MBf4aXSdooPIzOOnorYeAb6gtd4D3A28EThCZHHHHbE1jtXM47tPxD+/YU0nbS3Vu6B249tW8XLPGYKhMEdPjvD7g/1lv1lmOrEoc7m+2TJGpatzObhz6+4EV87YmpVc1ixmY9Tr45mkIAzDY/6E7ZODXj7z/otpaapLeDOdHDkvlrR82fwWFnQ0cmpwnIFzPjqb3SzoaLR0pkaoXK7qmsfiOc184T9/b5qy4ta3r2LD5aZL03PCTLN2u40vbroi44NKtvW7Qm1zoGco46DQ5bDxyfddxOK5zbR4Iuv2k/urfCOGjnp9HH0tMVTD0ddGGPX6itKcaLm2eenIQNryS1Z1TnNrSqfjYtqTT+yGasHKgeF/EhnU/T1gV0q9CfgSERfTnNBa9wDdafbdaPgcIjpgrBVGxqb4/cH++Pbbryj8gaUSmNvm4e1vuIBfRAPp/OSpY1y2spM6d3UE0qlVWjzuvNwVYoFmevpGs6Z2yBbuPxO5pp7oOX2O974l8QcpW+S8BR2NXLJ2Xvw7S6S9mcOUP4jdDmZepa8NjsdfErgbrNGsy2FnKkuk3FxSvQi1y540KQBiOOw2RsZ8kdfkpO+v8unHSqU50XJts+eIeb7CPUcGyzIwrDS9VVp7rMLKgeGXgQngm4AL+D6R/IVfs/AcNctTL5wkEPV5WrGghRULWsvcouJ599VL+e3LfYx6/Qyfm+LR37/Ke9+yvNzNEgrALFR/MtnC/WezP5lDEJlsqSOSQ7Jv6F7IrdergtokVD8R3Zrve/qFU/z6hVPUux0Ew7DpXSovr4ZcU7ZYdZxQG3SvmcO9TxxOuz/fNBS5UCrNiZZrm+5VHabpVLpXdZShNZWnt0prj1VYln1cax3WWn9Na92ltW7UWq/VWt+ltS5NJIIawh8I8tQL5x9mq322MIan3skfXrsivv3o73sLCs8tlJ/YmkO3006D24Hb+f/Yu+/4tqrz8eMfDct7xXa8E8cZN3FCJhkkgYAJAcJqgEIoaUlLm5auLy39UmihCZRCaZk/CvRLCwRoGWVDCQQygAwSQoazb5ZHEo94y9vW+P0hy5FseUvWet6vV16Rru4990h6fKWjc85ztOROT8eg1xIRpseg731eVU/qG9tcDvfrLDkhotvHXKVk37DrNMUVXSfPi+BQ39jW4+NWoKnVTGubmdVrDtuSKfWRq7+JvvwNDPQ4ERjSk3rPMtncaqbVZOl3THbHMebccb12Va7EcuBpbHGdHKm77Z7mqTgOlPq4izuXq7gIKFBVNV9RlBRsPYgW4G5VVUvddZ5A9NWBMurav8AkxIQyQxn6LnpPmT85lY27T1NYWkebycKbG4/zhzHeWRxVDI6reS1Xzx/llmxc+SXGXvcJN+g4XFhNm8nSMX+wL2XklxgHlcpa+K++xJXdQIYA9Xeu12CPE/6vrKqRcIOOpj6MkHDnsLT+zjHvb7kSy4FnRzfDnnccPsN5k1KHuDY2norjQKmPO7hzKOkzwKXttx9r/78JeA642o3nCShWq9Up6czFMzLRad3Wket1Wo2G7ywcy0P/2gXYLij7j1eQHBM4i94Hk87zWvo7Z7E7jsuZdKelzcLf3z+77lfnYaLdldGXskVgMja09HnfgQ4BGuicVZnrGpySh0X0Oizfzt3D0tx1vXZVrsRy4Jk5fjh7jnVdy3DmeO/+uO+pOB4oX6vPYLmzBZKuqmqRoih6bA3EFcBtwFw3niPg7DtRyen2oW6hBh0XTPHOrzCeNDYjjtk5yR33n3tvH6Y+rjEmgkNaYiS509OdtuVkxXcMUQrRabFYnb9MdR4m6qqM3OnpXk1lLbzH2NjK+5sLet0vLESLIUQXEEOAhO+LjQrtGH4WGuL6K1hoiAzLFN43MsX1j6rdbReBwZ09hkZFUZKBScBBVVXrFUUxYEtEI7rxyfaza8QsmJJGRFhgvlzfvnA0u4+U02qykF9sZO3XRVxxXpa3qyV8yLJFCrnTM1wuLXH8dC2vrjva5Zj8EqNTw89ehuNyFSI49SXTbZhBx82XjOOiWSNp7eMi30IMln342Yadp/hgS0GXxy+dlUnujAxpFAqv6ml6hny2Bi539hg+BewA/o0tMynAPOCwG88RUPJLjE4L2i881z8XtO+LYTFhXDN/VMf99zcXUFIpSUGEs7TESBbOGtHlQ2dkcrTL/V0NE42KCCEtMZKoCNc/shgbW8kvMbolqYPwPfb3NzRE1+uQPYvFyjmjE4iNkqHtYmjFRBiYNSHZ5WPypVv4ApmeEZzc1mOoqurDiqK8C5hVVT3evvk08EN3nSPQrP36bG/hrAnDSYwN92JtPG/RrEy+PnSGwrI6TGYLL358mLu+Mx1tH9avE8Fn24FSVn98GJ1Wg9liJT0xgtMVjR2P52TFd/kC1fmYzunee3tc+LfO7+/8yals3HW6S8bbEL0WDchQPeFVaYmRxEeFUF3vnD33pY8Py/VJeF1aYiQRoVoaW85O/YkI1coPFwHOrVlOVFU94tAotN/fN5CyFEVZqSiKRVGUnG4eK1MUZVf7v6cGU29vKK9pcsr4dNnsEV6szdDQabV8f/H4juFdx07V8sGWfC/XSvgiY2Mrqz8+TKvJYltOwGRxahSCLX4ce/1cHeOY7r23x4V/c/X+fplX7HIZFLPZwh+Wz5Qv3cKrjp6s6dIoBOT6JHxC3tFyp0YhQGOLhbyj5V6qkRgKPpn+UlGUacBsoKCH3V5SVXV6+79fDE3N3OfTHSex59LIyYpnRDdD5QLNiORobrzkbCbJD7cUcLCgyos1Ej3x1rDLvswPs6dy7+kYx316e1z4N1fvb3cRpNNqaGnrfbkAITzpQC+ffXJ9Et6062hFv7aLwOBzDcP2hDVPAz+h+891ennMp9XUt/BlXnHH/WDoLXR0w8JxTBgZD9gWmH7ugwOcqZGF733NtgOl3PnMVh55bTd3PrOVbQeHbjnShNiwXueHdU7l7uoYx316e1z4N1fvr8nsOoasVnnfhfdNzBrW4+OtbWaJU+E108cm9mu7CAzuzErqLvcDL7cvfdHTfksVRVkElACrVFXd5monRVHigDjHbXfccUfGihUr3FXffvvoq0LaTLbu+ZHJ0b1+OAQanVbDiqtyWPniDowNrRgb23j8jT3c/d0ZPj/fx1U8tatRVbXGneV6M04dh+XZrV5zmJysYUPyHsVEGFi+eDyr1zjPF9u8t8RpfmDnNRU7H+O4T2+PB5pgiVW7zu+vyWzBYsXlDww/uDInYN93fxNscepobGYcOVnxHCyodr2Dxm9//w5IwRaro9Jj+7Vd+IbBxqnGau3bQqtDQVGUOcADqqoubL+fD1yhqurBTvsNBypVVTUrirIQWybU8aqqdrm6KoqyCljpuC09PZ0NGzZ46Fn07Ex1Iz9+aH3HOn4rfziHc7vJTBboDpyo5N7/29rRSB6TEcuqH53n0xkCFUW5j07x1O4+VVVXDaLcVZ3L9WacHimq5t7/20pjs6ljW0SYnj/+eC7jRsS77Ty19S2UVTWSPCyC2KjQXu+fLKtDLaxGGRlPZjfDrzsf09/HA0WwxGpn9ve3vqmNh1/e4RTDIXoN9/xgDtMV7y7QLM4K1jh19NGWE3zyVSGnz9TR5tDL7Ylrrhi4YIvVofoeINxrsHHqaz2GC4DxiqKcwDZUNANYqyjK91VVXWffSVXVMw631ymKchLb+ombXJT5BLDaccPSpUszgE2VlfVYehmuNlBJSdGUl9d12f7yJ4c7GoWj02IYkRDucr+BlO0uQ1X+8GgDK66ayDPv7cNqtSUTuePJL/nVDVMYHjewDK2erjsu4qndgH8t7K5cT8VpX14jndWCyeQ86dxksqCzWrocO9DXvHMGyXmTU9mytwS9XovJZOnIyBcfrqe1qZUPvynqc0ZR+zHl7WvTda5j58f7y91x5qG49ftYddSf1yg+XI/OaqHJ4QsNQJvJyrHCSjKHOV9fAuWa6m9lt/OrOB3s69H5+Ede391tj6Gra667zz9UxwbC8fhZrNoN9HnrrBanRiFAY7PJ5fcAT9clGMpx47V2UHHqUw1DVVUfBh6232/vMVysquohx/0URUlTVbW4/fZUYCSgdlNmDYP/o3WLU2fq2ZRX0nF/yQXZaIJ8qMgMJYlbLhvPSx8fxgqUVTXyp5e/4QeLJzBljO+NY/dUPPlSnILnh126Gqq6cddpgI5tjkNXvT201R8FS6x2p76xzWVG0tc+O8IMZbjEjY8I5jg9erLGZaPQoLelfwjkoe7+KNhitayysdvtEpe+a7Dx5FMNQxestCeZURTlI+BeVVV3AQ8qijIdsAAtwDLHXkRfZLVa+fdnR7C0D92dMDK+IwFLsLtgShoRoXqe+/AgJrOFusY2nnxrLwumpnHdgtFEhbteqFx41pycFHKyhlFZ20xCbJhbPwj6k3U0JsLQY0ZR+YASruSXGF1u12gkboRv6C4r6eycZK67cLTEqPCq7uLzQEEVYzNdTWETgcCnG4aqqmY73L7C4fZyr1RoEL4+dAb1pK0Br9Nq+M4l44K+t9DRueOHExNp4Nn39lPbYBve98WeYr45fIar543iwmnphOh9LoluwIuJMHjky0l/s45KRlHRX90NR5eMpMIXGBtbiY92Pcd5/jmp0igUXjcxaxgfbClwuV0ELvmmPQTqm9p4Y8PRjvsXz8ggPTHSizXyTeMy47j/1lnMGJfUsa2h2cRr64/yu+e2sXlvicfmL4mhZR+qatBrCTfoMOi15GQ596DPn5zaJaOo4/4yzEp0Z9uBUh59Yw+dO6U1SEZS4X32pYD+s+FYl8dysuKlN0b4hLGZcaQnRjhtS0+MkPgMcD7dYxgIrFYrL69Vqam39YLFRBq4et4oL9fKd0VHGPjpkknsOlLBfzYepbymfXFyYzMvrDnEx9sLWXJ+NjOUJOlx9XOOQ1VDQ3Tcv3qH0+Ob95Zw9fxRHV/iPTm0VQQOV/NRtVr47iKFaeOSJG6EV9XWt3SJT50WFs7IZPq4JPnSLXyGsbG14zuYXXlNM8bGVrmOBjBpGHrY1v2lfHP47PTHWy5TiAiTl70nGo2GGUoSk0cnsGHXKT76qpD6pjYASiobeea9/YxMiea6BdlMzBomDUQ/Zh+qml9i7NMcQk8NbRWBw9V81FC9jhHJ0RI7wuvKqhq7xKdBr2NWTjKjUmO8VCshupK5/cFJWigeVFhax78+PdJxf8HUNKaNTerhCOEoRK/l0lkjuGBKGp/tOMknXxfR3GoGbK/tY2/koWTGce2CbMZmyK+s/kzmEAp3kVgSvix5WITEp/ALci0NTjLH0EPKqhp54s08WtpsDZnk+HCW5o71cq38U3ionqvnj+Ivt83lslkjnJLQqCdreOhfu3j63X2U1zR5sZZiMBznEEaE6WUOoRgwmY8qfFlsVKjEp/AL8rkcnKTH0AMqapt48q19Hdk1I0L1/OK6yYQadF6umX+LCg/hhtwxXDIzkw+3FrApr7jj16ydajl5xypZcuFoLpqSSphBQtvf2OcQmjVadFaLfPiIAZP5qMKXSXwKfyGfy8FHvj27WWFpHU+8mdfRKNTrNPziunNIkyykbhMfHcr3LlW4bFYm727KZ/vBMgBMZgtvrj/Kp9sLuX7BaM6blIJW5h/6lZgIA0lJ0ZSX13m7KsLPyXxU4cskPoW/kM/l4CINQzcxmS2s/bqI9zcXYDLbso3pdRpWXDURZYQsZO8Jw+Mj+PHVE7l4RgavrTtCfontolVb38rzHx1i7ddFXDVvFDPGJaHtZTF1IYQQQgghgpnPNgwVRVkJrAQmqap6sNNjWuAp4FLAAjysqurzQ19LaDNZ2H6wjE++LqK4oqFje2R4CD9fMkkahUNgTHosv//euXy1v5R3vjxBdV0LAKfKG3j2vf0kxIRxwZRUZuckMzw+opfShBBCCCGECD4+2TBUFGUaMBso6GaXm4FsVVXHKIqSCOxWFOUzVVWLPFkvq9VKU4uJ0qomTpXXc7Cgiv0nqmhsMTntNyI5irtumUWYpPYZMlqNhnnnpLJo7ihe/u8B1n1zqiPxT6WxmXc35fPupnxSEyIYPzKeUSkxpCZGkBgTRkykQZa8EEIIIYQQQc3nGoaKohiAp4GlwBfd7HYj8A8AVVUrFEV5D/g28Ohgz19Z28xHXxVQXtNEm9mKyWzBZLLQ0NxGbUNbxzBRV0JDdFw9L4tFszJJSZbx2N4QERbCdQtGs2hmJp/uOMkXe4o71kAE2zqIJZWNbOR0x7YQvZbIMD2hBj1hITpCDTpCdBo0Gg1arYbRaTFcPmckep209IUQQgghRGDyuYYhcD/wsqqqRYqidLfPCKDQ4X4RkOlqR0VR4gCnRe7uvvvukcuXL3c57+zDrQV8mVfcrwonxIRx8YwMFkxNIzI8pGO7J+e1eXrOnD+Xr9VqiI0K5dsXjeFb52ezUz3DVwfKOFhQRZupa8O+zWShpr4VaHVZ3t7jlaQlRjJzQjLr16+ffP/99zeUlpaaO+1Wo6pqzUDr3N84HSx3l+nr5XmiTF8vL1Bi1ZFcU71TvifL9sc4Debj/bnugz3eH2PVzh3l+FJdArUcd5Qx2DjVWK3W3vYZMoqizAEeUFV1Yfv9fOAKF3MM9wLfV1V1Z/v9/wXSVVW93UWZq7DNVewwffp0XnvtNc88CRHwcnNzOX36dOfN96mqumqgZUqcCk+QWBX+QOJU+AuJVeEPBhOnvtZjuAAYryjKCUADZABrFUX5vqqq6xz2KwJGAjvb74+g+/mITwCrHTeUlJRk33TTTesvu+yyBbfccovb5yU+99xzGa+//vqmpUuXnr9ixYpT/lK2v5c/VHU3Go0X4txjDTDgXwvbDUmcuvs18vXy/KGOnnzO/hyrjgLhuuGP5cs11dlgXw9/Pt6f6+7O4/0lVu3c8TfsruuAlDN0dRlMnPpUj2Fn7T2Gi1VVPdRpsOcdBwAAIABJREFU+y3Y5iAuBhKxNRDPV1W184vQXblZQD4wSlXVAnfW2dPl+3PdPV2+P9d9qM7n7jJ9vTxPlOnr5XmqTG+eT64b3infn+vuifMF8/H+XHdfON5b53NHOb5Ul0Atx5fq4uvZNKzYeg5RFOUjRVGmt29/BdsTPwpsxdY92qdGoRBCCCGEEEIIZ742lNSJqqrZDrevcLhtAX7qlUoJIYQQQgghRIDx9R5DIYQQQgghhBAeFqwNwxrgPgY/Ydgb5ftz3T1dvj/XfajO5+4yfb08T5Tp6+V5qkxvnk+uG94p35/r7onzBfPx/lx3XzjeW+dzRzm+VJdALcdn6uLTyWeEEEIIIYQQQnhesPYYCiGEEEIIIYRoJw1DIYQQQgghhAhy0jAUQgghhBBCiCAnDUMhhBBCCCGECHLSMBRCCCGEEEKIICcNQyGEEEIIIYQIctIwFEIIIYQQQoggp/d2BbxBUZQ44HbgCVVV3b5YqSfL9+e6e7p8f677UJ3P3WX6enmeKNPXy/NUmd48n1w3vFO+P9fdE+cL5uP9ue6+cLy3zueOcnypLoFaji/VJVh7DOOAle3/+1v5/lx3T5fvz3UfqvO5u0xfL88TZfp6eZ4q05vnk+uGd8r357p74nzBfLw/190XjvfW+dxRji/VJVDL8Zm6BGvDUAghhBBCCCFEO2kYCiGEEEIIIUSQk4ahEEIIIYQQQgS5oEw+k5KSotPpdJjNZp236yJEdyROhb+QWBX+QOJU+AuJVeEtGqvV6u06DLn169dPvvjii/OKisoID49we/l1dXV8+OGbXHXVt4mOjvabsv29/KGo++WXX3QfQ5SVzBNx6u7XyNfL80SZvl6evUx/j1VH/n7d8Nfy5ZrqbLCvhz8f7891d9fx/hSrdu74G3bXdUDKGZq6DDZOg7JhCGQB+ZWV9Vgsnnn+SUnRlJfX+V3Z/l7+ENRd47HCu8rCA3Hq7tfI18vzRJm+Xl57mX4fq478/Lrht+XLNdXZYF8Pfz7en+vupuP9Klbt3PE37K7rgJQzJHUZVJzKHEMhhBBCCCGECHLSMBRCCCGEEEKIICcNQyGEEEIIIYQIctIwFEIIIYQQQoggJw1DIYQQQgghhAhy0jAUQgghhBBCiCAnDUMhhBBCCCGECHLSMBRCCCGEEEKIICcNQyGEEEIIIYQIcnpvV6A7iqKsBFYCk1RVPejisZ8Cp9s3bVFV9RdDXEUhhBBCCCGECAg+2TBUFGUaMBso6GG3l1RVvXNoaiSEEEIIIYQQgcvnhpIqimIAngZ+Amh62LWnx4QQQgghhBBC9JEv9hjeD7ysqmqRoig97bdUUZRFQAmwSlXVba52UhQlDohz3HbHHXdkrFixwl31FUHEVTy1q1FVtcad5UqcisGQWBX+QOJU+AuJVeEPBhunGqvV6v5aDZCiKHOAB1RVXdh+Px+4wsUcw+FApaqqZkVRFgL/BsarqlrtosxV2OYqdkhPT2fDhg0eehYikCmKch+d4qndfaqqrhpEuas6lytxKgZDYlX4A4lT4S8kVoU/GGyc+lqP4QJgvKIoJ7ANFc0A1iqK8n1VVdfZd1JV9YzD7XWKopwEJgGbXJT5BLDaccPSpUszgE2VlfVYLJ5pGCclRVNeXud3Zft7+Z6uOy7iqd2Afy3srlxPxam7XyNfL88TZfp6ee38PlYd+fN1w5/Ll2uqs8G+Hv58vD/X3R3H42exaueOv2F3XQekHM/XhUHGqU81DFVVfRh42H6/vcdwsaqqhxz3UxQlTVXV4vbbU4GRgNpNmTUM/o9WCMBz8SRxKtxNYtWZsbGVytpmEmLDiIkweLs6op3Eac8kbn1HsMaqsbGV6qJqdFaLxKAfGGw8+VTD0AUr7UlmFEX5CLhXVdVdwIOKokwHLEALsMyxF1EIIYSw23aglNUfH0an1WC2WFm+eDxzclK8XS0heuQqbq9aEO3taokgYo9BvV6LyWSRa2cQ8OmGoaqq2Q63r3C4vdwrFRJCCOFXjI2trP74MK0mS8e21WsOk5M1TH79Fj6ru7i9YMYIL9ZKBBPHGLTHoVw7A59PNwyFEMHjTE0T73xxnBPFRnKy4rlp4ThCQ3Terpbwc5W1zei0zqsb6bQaKmub5cuN8FndxW1ZVSPx4fLVTXieXDuDk1xdhBBeV9/UxkP/2kltfSsAX+aVUFzRyJ3fmYZe53PLrQo/khAbhrlT8gazxUpCbJiXaiRE77qL2+RhEbQ2tXqpViKYyLUzOMk3LiGE17267khHo9Du2Olatu4v9VKNRKCIiTCwfPF4DHot4QYdBr2W5YvHyy/ewqd1F7exUaHerpoIEo4xGBGml2tnkJAeQyGEV5XXNLH9QFnH/eiIEOoa2wD4YEs+501MIUQvv2GJgZuTk0JO1jDJ7ij8isSt8DZ7DJo1WslKGiTk25YQwqu+zCvGPlhl0qhhPH/PIqIjQgCoMraw/0Sl9yonAkZMhIFRqTHyxUb4FYlb4W0xEQbGjYiXGAwS0jAUQniNxWJl896SjvsXTksnPFTPBVPSOrZ9fVhWohFCCCGE8DRpGAawuro6jh07SkFBPmaz2dvVEaKLEyVGahtscwtjIkKYPDoBgJnjh3fss+doBS1tEr9i4IyNreSXGDE2StIO4XskPoUvMza2cqSoWuIzSLhljmH7YvNXAFOAOKAGyAM+VlX1G3ecQ/RNa2sr69Z9wiefrOHYsSNYrbZBejExsSxZcj3f/vZN6HSyBIDwDXnHKjpuTx6T2JGBNHN4FCnDIiitaqSlzcyhgmqmjk30VjWFH5PF7YUvk/gUvkwWuA8+g2oYKopyKfAnIBr4AtgC1LXfnwD8W1GUOuAeVVU/GWRdRQ+sVisbN67jhReeo7Kyguzs0SxbtpyRI7Nobm5m06YveOml59m9eyf33fcQYWGSblh4397jZ+cPThl9tuGn0WiYOiaRT74uAuBgQZU0DEW/yeL2wpdJfApfJgvcB6fB9hj+CLhNVdUd3e2gKMpM4LeANAw9xGis5fHH/8K2bVtRlPH85jd3M2XKNDSaswuTXnzxIj777BMef/wv/OlPq1i58gH0eklKK7yntr6Fk2fqAduiuTlZ8U6P52TFn20YFlYPef2E/5MFmoUvk/gUvkziMzgNqmWgqur1fdhnB9DrfmJg8vOPs3Ll76iurmbFip9y9dXXdjtU9JJLLqOtrY2nnnqM1av/yQ9/+JMhrq0QZ6knazpuj06PJTzU+XI0NiMOvU6DyWyluKKB6roW4qNlDS/Rd64WaDbJAs3CBxgbW2lobsMkC4gLHyUL3Acnt3cZKYoSA0Q5blNVtdjd5xGwe/dO/vjHPxAREcGjjz7FuHFKr8csXnwVJ04c4+2332DChInMm3f+ENRUiK7UorMNQyUzrsvjoQYdY9JjOdy+n3qyWuY2iH6xL9D8/H8PdXzBsZgtHCyoklgSXuM4r9BitqDTajDotR1zDKU3RviCmAgD8yensmHX6Y5t8yenSnwGOLdlJVUUZaGiKCeAauCUw7+T7jqHOOubb75m5cq7SU5O4fHHn+5To9BuxYqfMW7ceJ588hEqKyt6P0AIDzji0GOojOjaMAQYk3F2+4nTRo/XSQSenKxhOI6GMltt82Qkw57whtr6lo55W02tZsxW0GrgtiWT+MtP58oPFsJnGBtbnZaTAti8t0SunQHOnctVPA88CMQCIQ7/5KcFN9u+fTv33XcPmZkj+fOfHyMpaXjvBzkwGAz87//eTWtrK48++nBH5lIhhkp9UxunKxoA25yF0emxLvcbkx7Tcft4sTQMRf9V1jZ3ZLu1s8+TEWKolVU1dpm3pddpiQwLkZ4Y4VN6mmMoApc7h5KGAS+qquqWBccURVkJrAQmqap6sNNjWuAp4FLAAjysqurz7jivr9u/fx/33nsnGRmZ/PnPjxEdHT2gcjIyRvDDH/6Yp59+ko0b15Gbe4mbaypE904U13bcHpkSTWiI63mx2WlnG4xFZXW0mcyE6GW5FdF3Mk9G+JLkYRESj8IvyLUzOLmzx/Bx4E5FUTS97tkLRVGmAbOBgm52uRnIVlV1DDAXWKUoyojBntfX5ecf5777fsfw4cN58MG/DrhRaLd48dUoynj++c9naWhocFMthejdcYdhodlpMd3uFxUeQnJ8OGD7QCosrfd43UTgMDa2UlnbzI0Xj8Gg1xJu0GHQa2Uel/Ca2KhQli8e7xSPN148hsraZhmiJ3yKfY52iF5LmEFHiFw7g4I7ewzfBtYCdyuK4jRxTVXV7L4WoiiKAXgaWIptbURXbgT+0V52haIo7wHfBh4dQL39QmlpCb///Z2Ehobx9NNPo9dH9X5QL7RaLbfd9j/cfvttfPjhuyxduswNNRWid449hj01DMGWsbSsugmA48W1jMlwPexUCEedFw6/8eIxZKXEkBAbJl9shFfNyUkhJ2sYlbXNFJQYeWP9MVngXvgmK2C1YkUDMu0oKLizYfgWsAl4E2gaRDn3Ay+rqlqkKN0mVBkBFDrcLwIyXe2oKEoc4JTZ4o477shYsWLFIKo4tIzGWu6557e0tbXxyCP/j9TUVMrL65z2OV5QxPY9eRwvLKKyuoYQvZ605OFMnTiB+TNnEBIS4rJsRRnPrFlzePfdN7n22hswGOQLU09cxVO7GlVVa1xsH3C5/hanfWWxWjlRcjZ+R6f13NAbnRbD1v2lgMwz7I9gjlVXC4e/sf4Yf/npXGkU+phgjVN7HD78712ywL2fCLZYtV9H28xWMNtmiUl8+r7Bxqk7G4ajgGmqqlp63bMbiqLMAc5VVfUu91WL27HNVezw+uuvs2LFChISBt/r1pOkpMEN9QRoaWnhrrtWUl5exjPPPMPUqed0lG21Wtm0fRfPv/Y2B48cR6PRkJWRRnJSAm0mEzvy9vLZpi288MZb3PmzH5A7b7bLcyxb9h1++ctfoqp55Obmuq3uPfFk+R6ue5d4ancfsMqd5XoyTt39GvWnvJNldTS1mACIjTIwYUwSGo3zCHTH8s6dlMYrnx4BoKDEOOC6e/M5e6M8AiRWHfX1Naouqkav1zp94dbrtZg12m7L8OdrnqfLl2uqs8G+HvbjBxKn7jz/UB8bAMf7XazaDeR5DzQ+PVGXYCnHTXUZVJy6s2H4PpALrBtEGQuA8e3LXmiADGCtoijfV1XVsdwiYCSws/3+CLqfj/gEsNpxw9KlSzOATZWV9VgsnukaT0qK7tKr119Wq5W//vVB8vLyuPvuP5CePpry8jqSkqLZe+AETz7/EnsPHSZleBK3fe87XDB7JrEO8w6tViu7Dxxk9X/e4bcPPMZ3vnUVy669pst5srNziI6O4bPPNnDOOTPdUveeeLJ8T9cdF/HUbsC/FnZXrqfi1N2vUX/L23OotOP2yORoKiqc5w12Li9CD4YQLa1tFipqm1GPlzMspn+T3739nIe6vHZ+H6uO+vMa6awWTCbn3yhNJgs6q8VlGf58zfN0+XJNdTbY18Px+P7GqbvPP5THBsLx+Fms2g30eQ8kPj1Vl2Aox43X2kHFqTsbhqHAB4qibALKHB9QVfV7fSlAVdWHgYft9xVFyQcWq6p6qNOubwI/UhTlXSARuAZwuVJ7e7fpYP9oveLtt99g48Z1fO97t3LBBRd1bP/0i6088MTfAQ0/u+VmLl1wPnp917dSo9EwfdJEzhmv8LcXX+HV9z4kMT6eyy66wGk/nU7H5MlT2Lcvz9NPye95Kp78OU77q7Ds7IVvRHLvv47ptFpGpcSgtq97eKLY2O+GYTAK5li1J01YveYwWg2Y2ucY2oc/2ZPSyHxD75M4tcWp4xxDx5gsrmggv8TIqNQY0hIjvVhbEWyxao/PFz46hFajwWLtGp/C9ww2ntzZMDzQ/s+drNh6DlEU5SPgXlVVdwGvYMtaerR9n/tUVS3sthQ/tHfvHl588R+cf/4Cli69GbD1AP773Q949b0PmTB2NL+9bQXDExN6LStEr+eXt95CRXU1z736BjOnTiYh3nn48ahRo9m6dTOtrZIVTXhWYenZhmFWSt+GTWSnn20Y5pcYOXd8/9buFMFnTk4KTS0mXlt3FL1OyxvrjxEeqgcrTklpli8ez1ULPDvMU4juOCai6fxDxSufqmzcdbrjfu70dH5187neqKYIUkdP1WIyW7F91YZjp2olOVKAc1vDUFXV+9xVlkOZ2Q63r3C4bQF+6u7z+YqamhoefvgB0tLSuf32O9FoNFitVv7x6hu8t3YdV11yIT+6aalTL2FjcwvVdQ1oNRqGD4tFp+28oLOWn9+yjB/d+Xv+u34jt1y/xOnxpKThWK1WqqoqSU/vvbEpxEBYrFanHsORfegxBMhOPZu5NL9EEtCI3hkbW3lj/TFMZium9sQJL645DFarLZlCu9VrDnPBjIBf7Uj4sJgIQ5demOKKBqdGIcCGXae5fqFCmDsXGhOiG93FYO70DOm9DmBuaxgqinIXsF5V1R0O22YBF6qq+hd3nSfQWa1W/t//exSj0cgf//hnIiIiAPj3ux/w3tp1XLNoIb+//YdUVNRjMpv5cs8hPt66h8NFpzvGoYeHGrhq/gyuv2g2keFnh9ylJg9nxuRJrN+8le9d9y2nhB/h4ba14pqaBpNQVoieVdQ00dRi+5IeFR7CsJjQPh03yqFhWFBah8ViRasd9JKpIoBV1jaj6xQjtrsa7L9+A+i0GsqqGokPd+cAGiEGp7sfwNTCaqaMih/i2ohg1F0M5pcYpWEYwNz5Sfg/wFOdth0E3gOkYdhHGzeu46uvNnPrrT8hO3sMAJ9/tZ1X3/uQhefPZcXNN6LRaDh6soTHX19DYWk5mckJfDv3PDKH27KR7lTz+c/6r9h+4BgP3XYTsVERHeXPnDKZHXn7OFNZRbLDMFSz2TbBWKuVnyKF5xSWnU00MzI5qks20u7ER4cSG2mgtqGV5lYzJVWNpMsHk+hBQmwY5k5JG0wWK3Ta1ma22IaYBojO8ydlPqXvc3yP6hvbyC8xEhXmOiaVkf7ZKDQ2tlJdVI3OaukShxKjvsnxB9m+bA9WxRUN5OVXkxRtCIgGszs/DQ1AW6dtrYBkieij6uoqnn32KXJyJrJkyfUAFJ0u5snnX2LiuLH84vvfQ6PR8PGWPfzxn28TGxXJ725ZwnmTxjn1niyaPYXdRwq4//m3eOKNNay89fqOx0ZlZgBwsrjEqWHY3GzrKQwLk7dLeE5B6dlfIEem9P3DRaPRMCo1hj3HKmzllBilYSh65JjYw9o+fNRqsXZuF2K1wu2Pf8HyyxW/nzuz7UCp0/zJ+ZNT2by3RBZP92GO71lLmwWLwyLi8VEhVNef/VqVkxVPZrLHs8S6nf056vVaTCaLUxx2jlmJUd+RlhhJRKiWxpazmUkjQrUB0fhxF1fzgJct6nYNdr/gzu6hnXSd9/cTYJcbzxHQnn32/9Hc3Mz//M//otPpaGtr4+FnniMsNJS7f/5jQvR61mzdzcr/e5MJWRk8/ZsfMG+y4nJI3bRxWdx86Xy+PngMtai4Y3tcrO3LeG2d8wdLTU01ALGxrtbEFMI9ihwSz4zsY+IZu1GpZ/c/IfMMRR/MyUnhD8tndgwcdZX13Wyx0tpmZvWawxgb/Tf5ln0x6laThaZWM60mCxt2nXa67+/PMdB0fs8cG4WAU6MQbIk/autbhrKKg+b4HBubTU5x6CpmJUZ9R97RcqdGIUBji4W8o+VeqpFv6W4OZnFFg5dq5B7ubBj+CrhTUZSdiqL8R1GUncBvgV+68RwBa+vWzWza9AXf+c73GDFiJAD/eud98k+e4lc/+j7D4uLYtOcQz7yzlvlTFf644kaiI8J7LPPy86ai12nZkqd2bAtpT1hjNpmd9q2oKCc6OkZ6DIXHWK3WLkNJ+2NUmkMCmmJpGIq+aWkzE6Lr/aNOp9VQWds8BDXyDFdzKjvz9+cYaPrynjmyz4f1J66eoz0Oe3pMeN+uoxX92h5sepqD6c/c1jBUVfUAMA74K7Cj/X9FVdWD7jpHoDIaa/nb3x4nO3s03/72UgAOHzvO22vWcumC85k1dTJHT5bw2GsfkZOVwYM/v4kQva7jeLPF4rLcyPAwJmSls/f42ZU8LFbbvppOF+Py8jMkJSW5+6kJ0aHS2Ex9k+0X8PBQPUlxPf+w0VmWw9DTk2fqaTO5jnshHLmaa+iK2WIlIdZ/fxjry/P09+cYaPoam3Zmi5XkYRG97+hDXD1Hexz29JjwvuljE/u1PdgE6hxMt2YaUVW1XlXV11VV/Wv7//W9HyWeffYpjMZafv3ru9Dr9bS0tvL4P14kIT6eH33nBmrrG3ngxXeIjY7gd7csIcwQgslsYc2u4/xq9Tq+9Ze3uf7Rd3hyzQ7qmpyHYGSnJVNUWtGRsbSlxfZ4qMF5gndFRTlJSclD84RFUCosHVjiGbuo8BCGx9sak2aLlZNn5PIiemefa6jTti+K20mIXoshROf3Czfbn6dBryXcoMOg15I7Pd3pvr8/x0Bjf8/0Og0hOk2X+MzJiidEryU0REtI+/sXG9W3TM6+wjEuI8L0TnHoKmYlRn3HlLFJpCc6/xCRnhjBlLHSiQC2OZi509OdtuVOT/f7OZiDSj6jKMo7wEOOS1S42GcmcLeqqtcO5lyBasuWTXz++XqWLVvO6NG2LKQvvfkuJ0tKeeDOXxEaGsoDz71BbUMjj/ziu8RFR5JfVsNvV6+jsNzImJR4rpujUNPQwob9hewtLOeJ5QuJDrddWNMS42lpM1FT38CwmCha2hewDwt1/nAxGo2MHj12aJ+8CCpO6xf2c36hXXZqDGeqbYmS8kuMZKf59y9zYmhs3luC2aGDeURyJNdfOIZh0WG0tJlRshNpbfL/eU2uFku/ev4oyfjow84uIG4zOyeJSaMSGZUaQ1FZHUdP1gAaW5YkP2WPS7NG2yUrqauYFb4jNiqU0xWNTvfFWcsWKeROz6C8rlWykrb7P+AZRVFigC8AFagDorENK70QqAHuGeR5ApJ9COno0WO58cabAdhz8BDvrf2MKy6+iOmTJrL6o8/JO1rI/9xwOWMyUth06CRPfLSDMIOee66dy+yxaR09L5dMHsXvXvuc5zfkcfsVMwEYPiwWgLKqWobFRNHaZhvKZ59raNfW1kZISMhQPXURhIoGsLB9Z1mpMWw7WAb4/zh+MTSOnqzhYEG107aisgZC9bqOD/HYqFDKA6BhCF0XS3e1eLrwDa6SV2w/WM5Vc7OJighh9ceHaTNbsa+7uXrNYS6YMcILNR28mAgDSUmuM6pKjPomV9fOgwXVHD1Zw9hMSVRol5YYyZQJKX6XLbg7gxpKqqrqWlVVZwI3AyeB2cD1wCygCFiqqupsVVU/G3RNA9Bzzz1NXZ2RX//6TvR6PXUNDTz23AtkpKZw69Lr2bpP5c0N27hszlQWzZ7Cu18f4eH3tzE+M5G//WARc8alOw3Hm5iZyHWzFdbtK+DQ6UoAkh0aho6sOP/6GBUVhdEoX7SFZ1itVgoGkZHULtth7L40DEVfHCio6td2IYZKT8krukvM4m/JZ4T/kmtncHLLOoaqqn4DfOOOsoLF7t07Wb/+M2666bsdC9n//ZVXqaqp5bE/3E1FbT2PvfYR40aksuKai/n3pgO8tuUg85QMHvp+LsaaJpfl3nDeBNbsPs4721V+f+1cUhLi0Go0nDpjayhGhtvmaDU2OWf9Gj16DPv378Pqx8NVhO+qqW/F2GCf36obcAKFzOQotBoNFquV0spGGptNRHSzELQITp0Xy56YNYwPthR02W9i1rChr5yH1Na3kF9ilKF4fqan5BVRESEuE7MkD4sIiGHP/WVsbKW6qLrLUFThOcFw7XSHQItN+UblBSaTiWef/X+kpqaxdOkyALZ+s4uNW7ez7NprGJGezq+efJkQvY67v/st3tp+hNe2HOSSyVn8/LJz0el0bC+sQS1voMVkITMunAuy44kw6Agz6Lli+hj+s/UQp6vqSB8WTVrSMI6ftg2/GxZn6/4vr6x0qtN5583nyy8/5/PP13PDDUuG9gURAa/Qobcwc7itcTcQoSE6MpIiKTpTjxUoLDUyQT6kRDtXi2Xj4reunKz4gBkKte1AKas/UdFpkAXC/UxaYiTpiRFOc7jSEyM6hjgvXzye1Wuc4zmQhj33lf3vWq/XYjJZJMaHyNjMOOKjQpzW04yPCgmYa6c7BGJsSsPQCz766H1Onixi1aoHMRgM1Dc08vRL/yJ7RCY3XHk5T721lpNnKnhgxVK2HCvjtS0HWTR5FD+9bDqfH6/i1bcOcqauBa0GDDotzSYL/95VzC/mj2TWiFiumjGGd7arfPDNUW5bNB1lRCrfHD6B1WolNiaa+NgYThSedKrT+edfyHvvvc1TTz1OTEw406adh1br1qS1IogVlJ4dMpU1wPmFdqPSYihqz0h6okQahsLGcbFsuxfXHO6StEOngRVXTxzq6nmEq+e8es1hcrKGBcQv14GuuKLBqVEIcLqikeKKBtISIyUxC84xbo9zifGhUVzR4NQoBKiub+uIz2AXqLEp3/yHWEtLC2+88SpTpkxj1qw5ALzy9nvUGuu4/YfL+erAMdbt2MeNC+dSb9Hz/IY85irpLM+dwp8+O8ETXxaSFG3gnoXZvHXLVP7zvSn89cpxDIsI4aH1J9hRVEtcZBjzxmfw+YEimttMTMrOpLa+kcJS26KkOePGsufgYadhozqdjnvuuY/MzBHcc8893Hrrd/nnP//Oli1fkp9/gsZGmdcgBq7QDfML7RznGR47VdvDniKYuJqTpdXQpXfaEKILmAW0ZYFw/9aXBbJjIgyMSo3x6y+agyEx7j2BuoC7uwRqbPpcj6GiKO8CWdgGANUBv1RVNa/TPiuBnwL2dF5bVFX9xVDWc6A+/XQN1dVV3HXXvWg0GopOF/PR+o0hTsFGAAAgAElEQVRcnnshw5OGc+8LzzE2M4ULpk/mjlc2MD49gVsvns5v/3uE0rpWfnxeBrdckE1lxdk13MYnR/Hg4nHc8/FR/vp5Ps9cl8NlU7L5/EARW9XTTB2XBcDuI/lkpSYxa+pktuzYiXoin/GjszvKSUxM4rHH/kZe3nbefPNt3n//Hd5++42Ox2NiYkhNTSM9PZORI7PIzh7DuHEKMTGxQ/XyCT9V4JCRNGuQDUPHYSzHTtdisVoHPDRVBA5Xi2VbrHTpMQykBbRlgXD/FqgLZLuTxLj3SHz2LFBj060NQ0VRFGAKEOW4XVXVF/pRzPdUVa1rL+9q4AVghov9XlJV9c6B1tUbLBYL7777FooygXPOmQLAy2+9S1hYGMuuvZqXP/6C+qZm7r/+Bh7579cY9Dp+fvksVn56nMqGNu6/bAyTUqLYf9rIFrWcFrOFpEgD87LiiDTo+G3uKH729kH+ue0Uv80dRXJsJBv3F5I7aSQjUxLZcfA4SxbMYt6503nmpX/z4WfrnRqGYOs5vPTSS5k+fS7Nzc2cPFlIcfFpyspKKSsrpaSkmL1797Bhw9lEsxkZmYwbN55x48YzYcJEsrNHo9f73G8Owktq6luorbfNiTGEaElNGNwQlOT4cGIiQjA2ttHQbKK4ooGMpKjeDxQBzb5Yduc5WdV1zbz9+QmwgkYL15yf1fGLrr/3wnQ854+d5xj6+/MKFvYFsjc4LFkxO2d4R49MT8P1OidZClSOf9eO87gC+Tn7ClfxGQgLuLtLoMam2769K4ryO+APQB7gOO7Qiq1x1yf2RmG7OMDcza5+10WQl7ebkpJivvvd73f0Fm7duZvvfOsqjI2trN2Wx5Xzp5N3qpb8M7X8fsl5vLizlLK6Vv542RgSIg08uqmI/KomQnQaIkJ01DbX8smRSm6dmcbE5CiunZzM67tLKapp5vwJmbz7tUpDcxvnThjN+1/uoLG5hYjwcK5edDFv/vdjrlm0kHHZo1zWNywsjLFjFcaOVbo8Vl9fz/HjR1HVQxw6dIC8vN0djcWwsDByciYxdep0Jk+eyujRY6WhGMQcl6kYkRyNVju4P12NRsPYzDh2quWAba0laRgK6LpY9vub853XibPAmxtPEKIvQAMBkShgTk4KF8wYgXqiIuAbCYGotNPyE9sPnmH7wTOA7Uv4skVdP39dJVny9zjuif3v2qzRBkzmR3+x7UBJl/uuYjJYBWJsuvPb+u3ALFVV9w62IEVR/gEsar97WTe7LVUUZRFQAqxSVXVbN2XFYWtgdrjjjjsyVqxYMdhq9tvatWuIiopm7tzzAXj/03UYQkK4amEuz32wkVBDCJfPPZdfv7KROWPTqDKHsuvUGW6bm0l8RAiPbypEo9Hwk/OzUOIMGHRaio0tvLyzmH9+fZrf547iypzhvLmnlC+OV3Hu6BTe2naYvUVnmDE+m7c3bmff8SJmTxzLjVddwbpNW3nsHy/y0F13EB/bv+GgUVFRTJkyjSlTpnVsKy8v59Ch/ezfv5e8vN288MJzAISGhjFp0jnMmTOX+fMXkJQ0uKGE3uQqntrVqKpa485yvRWn7uY4v3CwiWfsxmY4NAxP1XLR9Ay3lBtIgjVW7Ytlu1o83K6tU6KApKGsoAfERoX67fCuYI1TcL2AuKMNu06TOz3DqYemtr4lKBMOxUQYSEqK9uoi4sEWqxt2nqSxxeK0rbHFwoadJ8mdkemlWvkeX4hNR4ONU3c2DJuAw+4oSFXVHwEoinIz8AhwRaddngUeUFXVrCjKQuB9RVHGq6rq6gp7O7DSccPrr7/OihUrSEjwbC+DYwPIaDTy1VebWbJkCRkZiRjr6tmwdRuX584nKjaCTXmHuXHReWw5UUqrycKPr5zJ/7x5mJlZcSyZmclv3j5AqEHHqivHkxIT5nSOu5OjueOt/aw9XsPtF49mYnoMB8408rOFY9BpNRQbG1ieew56nY6CsnKuvHA6EM2f7volv171F+7801/4/tJvMXbUSCwWC/uOHOR0yRlOl5ZxpqKK6ppaGpubsVqsGAwhREdFkjgsnvSUZEaNSEcZncWI9FSSkqLJycnmuuuuBqCiooI9e/awa9cutm3bxtNPP8lzzz1Dbm4uN954I5MnT/b46+4BXeKp3X3AKneW68k4dfdr1FN5JVVn19w8Z1xSn87d2z6zz0nj9fVHAThWbHRLmf3l6+URILHqqD+vUV5+91+47fR6LWaNtt9lD4Q/ly/XVGeDfT3sx6/95lSv+5bXtTJlwtnewCNF1ej1WqeGoT2O+1qvwdTfXc/dT4/3u1i1G8jz3nm0stvtN16WM6R1CZZy3FSXQcXpoBqGiqI4ZjW9F3hKUZRVQJnjfqqqOv/k0Eeqqv5bUZR/KIoS79joU1X1jMPtdYqinAQmAZtcFPMEsNpxw9KlSzOATZWV9VgsnlnQvfOvB598sobW1lbmzbuI8vI6PtrwOS0treTOncerH2/BYrVw/uQc/vfVTcwfn8G6g5XUtZj47rQUVm8uwNjcxm8vzELX0gaEdfllYkpqNHtP1XLmjJHM6FC+OF5FXU0TCVHhFJTUUGdsIWP4MA7nn+44Nit9JA/c+SuefP4lHnji/7o8h6jICIYnJBAbE01KdAwajYbW1jbqGxsoOn2ITz/fgqU9sUNkRDg5Y8cydeJ4pk+ayIj0NDSaUKZMmc2UKbNZvvwnFBTk88kn/2XDhs9Yu3Yt8+adz223/ZKEhESPve4e0CWe2g3418LuyvVUnLr7NeqtvCNFVR23h0WE9HruvtQvyqAh1KCjpdVMRU0Th46dITE2fFBl9oevl9fO72PVUX9fo6To3ntPTCYLOqvt48mT1w1PX5c8Wb5cU50N9vVwPD47ufcv/UnRBqfzJQ+LwGRy/kplj+O+1Gsw9Xfnc/fH4/GzWLUb6POeMTaBQwVVLrd7K4YCuRw3XmsHFaeD7TE0cXb5YPvEoR86PK5pf1zXl8IURYkE4lVVPdV+/yqgsnNPoKIoaaqqFrffngqMBFRXZbZ3mw72j3bQPv98PenpGYwZMw6ADZu/YmR6GtkjRvCnf61hupLN4VIjDS1tXDZ1NH/dXMLMzBhiwkLYUlDDgux4MnrIdJQSbWBbkZlmk4UIg5bGNjNWq5XwUD1NrbZ1aFKGxVFS6fxS5Iwdw98fup/jhUVUVlej0WgZPSoVgz6C6MieJxi3tbVxqqSUY4VFHD52nL2HVHbk2UYSJ8THMWvqZOadO4MpEyeg02oZNSqb2277Jb/5za94/vmXeO21V9izZzkrVvyMRYsuH8zLO2Q8FU++EqfuVlPfQo0bE8/Y6bRaxqTFcKB9GNbRU7U9NgyDUbDHqqvECXY6rQY0cM35o6isbSaxvmXI69ef5CH2fUNDdLS0mQNqLmEwx+nYzDhysuK7HU6aOz0dgC37ShiVGkNaYiSxUaEukywNdTx4KvmNY7mATyXYCbZYzZ2RyTtfHncaThoRqvX6MFJjYyvVRdU+M6evuKKBvPxqkqINPpGYZ7DxNNiGoeusJQMXCbypKEoEYAEqgSsBFEX5CLhXVdVdwIOKokxv36cFWObYi+hryspK2bt3DzfffAsajYZTJaUcOnac7994HQfyT1JeY2T5FRfy6YFCUuOjaNMaqGk2ccm4RL45ZcQK5I6O7/EcjW0WtBoI1WupbTIRE6ZHo9HQ0NxGVJjtDycs1EBLW1uXYzUaDWOyRjImayTQ9VeL0+VV7DlaQEFJOVW19TS3tqHVaogKD2NYTBSpCXEsOH8BP1h6A/UNDezef4Bd+w7w+Vfb+XjjlyTEx5E7dw6XXXgBqcnDiYiIYOnSZVxwwUU8+eQjPP74Xzh27AgrVvxMktQEGKfEM8MHn3jG0djMuI6GoVpUw3kTAzf5ghiYZYsU6pva+PqQ88eDPcX4mxuPE6LXotFoWH65MmQJPPqTPMS+rxXb3MgQncZW3wBPOBIsCkq6rsUaotNgtVoprWrknn9u79ieOz2dX918rtcXvvdU8hvHcltNFrBaMYToOs5x1QL/zU/gr1zNMfQme4w4ZgH15nXwlU9Vp7ns3SWM8ieD+hauqmqh/baiKL9RVfWRzvsoivJr4LE+lncGOK+bx65wuL2835X1ovXrP8VqtbJw4aUAbNiyDa1GQ+7c8/j3Z18RHmpgQvYIHvvsADecN4HtRbWE6bXMyIjh79tPkREbSkJkzxd+tbyB9JhQtBoNB8vqyYoPp7axhYq6JtLibcNVmlpaCA0J6VOdLRYrm/IO8d4XOzhy0paVKjIslKT4GMIMBiwWC6WVNVTW1tHSZuo4bmRKIueMHsGihYv45Q+Ws+fgQdZt2sLbH3/KW2vWMu/c6fzyh98hKjyWtLR0HnzwEV544Tneeec/lJWV8rvfrSI0NHQgL7PwQe5c2L4zxWE9w4MuhrsIUVzR0KVR2FnnRDSe/pJtbGztc/IQV/u2ma2ANSgSjgQ6V8k9wP4e06UnccOu01y/UCFMezbJ0lDrT/wOtlyAplZzxzkumDFiwOWL/nt9ncuBeLy+TmXpwqFv/DjGSOsQX7ddcZXgzFXCKH/jzu6ZP2BLFNPZPfSxYRiIrFYr69atZcqUaSQnp2CxWNi4dRtTJk4gJjqKzXsPM2fSWHYXnMFihfPGpfPgF6eZkhZNiE5DYXUzMzN7zjZ3pLyBwupmrp00nBOVjZyqbWHxhCR25ZcCcM4IW8690+XVpCX23PMIUGWs557nXifvaCEZwxNYcc3FzMoZQ0pCHJr2hcSbWk00trShwdbgLK2o4ujJEg7kn+KzHfv475ZdhBpCmDVhNIsvW8zPblnGmg2f88Fn61l622+4dMEFLP/2EqKjovjRj24jPT2dv/3tCf7wh7u4774HCQuTYYGBwCkjqZsbhqPTYzuG1lXUNnOmupHh8RFuPYfwb/b14PpCp9VQWdvs8S8YlbXNtqGsfTi3q317O0b4j95+tHBFLaxmyqjeP8c9pT/xO9hyO5+jrKqR+HAZVTRUvmnP/O1quzcahp6KvYHq7vMlv8QY3A1DRVFy22/qFEW5COf1BbMB38jf6iX79uVRUlLMzTffAsB+9QhlFRUsu+4adh7Op6GphQun5fDB3lOkxkUSFhbGmfpWrj0nmboW25zBlKjuA77VbOH1vDISIkI4PyuOR74oICJEy0VjhvHHNzeRGheJkp5AZW0dp85UcsnMc3qsb3FFNX/4xxtU1tTz8+sv5dLZU9FqNbSazKzbV8BW9TRqcSXGplan4yJDQ0gfFk1W5mhunTGDENo4ml/E5r2H2ZR3mNSEOJZcOIu///kB1mxYz1sffcb23Xv49YofMH3SRBYvvpqwsHAeffTPrFr1e+677yHpOQwABaVnL5zu7jHU67QoI+LYe9yWOe1AQbU0DIWT/izhYLZYO+Y1eVJCbFjHUFa7NrOF0JCuU/Fd7et4TEJsmM/NtxF9N2vCcI6c6jqUtCehIVqMja1ee69dxWR//3ZczU/sKdbBFu9qYRUjEiP9+ku3PzlXSeLTb7rO0T5X8c4CP+6IPXfq7vPFX5cOsnPHTy/Pt/8fhvNC9lagFPiFG87ht/773/eIiopm/vwFAHzy+SYiI8KZd+50Hn3tI2KjIsjOTCXvw918a+Y49hTXAzAtPZqqJtt8wIQI18M/LVYr/9pVwpn6Vn42N5ODZfV8VVDDzdNTOV5SxYFTFfzo4qloNRo+27EPgNkTx3Zb19r6Rlb+4z80Nrfyl5/fzNjMVAA2Hz7F/322m+qGZlLjIpkzNp3U+Cgiw0LACvUtrVTWNXGyso6t6ik+zcsHICMhmisWXkycwcKG7Xt45u1PeSs+hl8vu4K5M87l0ede4N6/PsGya69h6dVXkJt7CQCPPPIQDz54H/fee7/MOfRjtY6JZ/RaUhPc32ibmDWso2F4ML+Ki6alu/0cwn+lJUb2mNwDbL8463Rall+uDMmX7ZgIQ0fyEPu8QQ1w/+odXebLuNrXzmS28twHBzh2qtZn5tuI/smdkckbG47SZnbeHm6wzasbkxHrFLsa4G9v5Xn1vY6JMDB/cqpTUqf5k1P7/LfT3fxEx1jvPMewudVsi/f39gOBMY/LHyxdqLhsGHqjtxAGH3vulpYYSXxUCNX1Z3N3xEeF+P0PF4P+1q2q6igARVFeVlX1e4OvUuCoqalm69bNXH31EkJDQ6mrr2fLNzu5dMH5tLSZ+frgMa6aP4PtR0swW6ycPyGTV/dWMjzKQGpMKHuKbZ2tceGuG4YfHapg5+k6vjUxiZFxYfzi3UOkxYRyzcTh3P3qRpJiwrl8WjYms5k1W3czdWwWmckJLssymy38+ZX3KK8x8uzdt5IaNwyr1crqz/fx9naVMSnx/Oaq2UwemURts4mvCms4Wt5IWV0rTW0adNpIYhJjyc3KJsagoa25gYMFJbyx9RAaDcxVxnLpvJl8+PlW7nrqNeZNVvjjnXew+o3/8Mrb71FWUcEvln+X3NxLaGxs5Omnn+Cppx7j9tv/t2P4qvAvTolnkqPRabU97D0wOaOGddw+VFiNxWJ1a4Ib4d+Mja0c66VHRqOBJ361gDD3h2e35uSkMGJ4NKte/Broed6gPdHI4cJq/v7+Aady7I0GX5hvI/rP2NiKRqPFlkfPJkSv5bYlkxiRHE1MhIHiigYOFlTxnw1HMVmgsdk2p99b77WxsZXNe0uctm3eW8LV80f1Wpfa+pYe5yd2TqoDuIz7QJjH5Q+KKxq63e6N134wsecJR0/WODUKAarr2zh6soaxDjkQ/I3bumOkUdjVunWfYjabufRSW96cDVu30dZm4rILL2DDzv2YzBYumTWZp9ftIzMhmrRh0ewpLuAyJRGNRkNFoy3gEiO7Ngw/P17FJ0cqmTsyloVjhvH0lpOU17fy5yvH8eWhQo6VVvObq2Zj0OvYnHeYyto6fnbdom7r+sonX7L3WBG/WnoFk8eOpLy8juc37OW9HUe4fFo2P7lkGjVNJp74spDPj1dhsUJMmJ60mFCiw/SYLVbO1Leyt7iO5vaLflpMElddMApTQw2f7z/BVvUUi6dN45LzLLzw/gaOny5j5Q+uIzkxidc/+C9tbSbuWPEDrrzyGqqqKnnttVdISUnjppuWeeDdEZ7mOP7e3cNI7dISIoiLMlBT30pji4n8UiOj02I9ci7hf3qbtwQQotPS1GIibIjnLrW0mQnRaTGZz3YXdTdfJibC4NRb2B2Zd+hfXMWnXqshMiyk4z1MS4y0xYpeh6m191jxRp37WpeyqsZej+2cVKe7uPf3eVz+wNfm0PnaHMMD3SS9O1BQFbwNw/aF5XtdeVNV1aBLJWW1Wvnkk/+SkzOJkSOzbPc3fsm47CxGZWbwyBtrGTcilZDQcA6equSWBefwdZGRNrOVee0Ty0uMLcSE6gjvNPdkz8la3tp3hskpUdw0NYW9JfWsVStYcs5wsuJCefCN/eRkJLAgx7bWzPpv9pEYG825E0a7rOvHX+3mzQ3buGzOVBa2z0H88JujvLfjCFdOH8OPL5nK/2fvvMPbKLO+fc+o2XLvvTtRYsdO4hTSQ0JogWzILhD6AruwLMvSX9h9WT7aLlvYxsvSF0LvLUBCCCmkh/TiOFZcYzvutlxlq873hyxZtqQ0F9lE93XlijSaeeaZmTPj58xzzu8cqG7nmY1ldJutLMmK5sKxEQT5yTjW2EV1m4F2gxkBUCtlKEUBvdFCfk07Xx9tQiYKLJgyGWtHM1/vKyElKoT7b1jGK5+t4eEX3uPpO65FoZDz9qdfEBYSzC+vvZobb7yF+vpa3nrrNeLj45k/f6HbvvsYuZSc6J2pyYgfmph7QRDITg1nW75NaOlIWbPPMfTh4FR5S2DLUYkJV2Pslzc91Jxpvszp5K14M9/Gx5lzujYwknKrBtKXmHD1GW/7Y83jGg2MtHM/ku4DsKWyfLmt3O3y0cxAg2duAG7s+fd/QCvwFLYi908BOuDZAe5jVHLw4EFOnKjikktss4XHSss4fqKai+fP5VhlDcdrG7n4vImsP1yOKMCCCSl8X9JMVICS8TG2NzGVrQYS+hl8h8HMsxtKSAhR8fOp8UgSvLi9grhgFdfnxfPlniJa9AZ+sXASgiBgtljYW1jG7Ikal1A+i9XKB+u28/yn3zJ1fAa//qktx29T/nFeXX+AGWPiuW3RJDaV6nj822LC1QqeWzaeS8dHslrbyP9bW8rb+2rYXKajuFHPsUY9W8tb+LaomS3HWxHlMm6clsD5GeFsKG5mb4ucmy+cTluXgRfWH+HOq5egkMt55OUPWDBnDpcvWsBn36xl7eatCILA3Xc/SHZ2Dv/4x184erRvKImPkY1Vkih1etuYkTB0zppzOGl+ma9shY++zJ0Yh0wUUMpFFHKRObmxyGUCfgoRpVzk5sXjCAn0jtDVZTNTUMhElHIBmUxg+QWZBKuVtOmNlNW0Ud3YSVlNG216I/GRAY6C53bGJoUgE0GpEFHIBK8UOvdx9tjz6mSigCjYZj/cXUP7ekq5iNpP7rDb4SitYre/Nr2RYxW20GV7X/yVMpe+VDd2su1wjUsYYpveSF2znuUXZHrcFmzheV9sKaWo0laf253dL8xL8M0WDgMj7dzb7wO5KCCXCcg93C/DxZikULJS+yoEZ6WGjerZQhh4HcNN9s8ajeZ54GKtVnvCadk3wBrgHwPZz2jku+++Q6lUMnv2PAA27dyFXC5n7vRpvLN2G0q5nDm5Gu55cyMTU2NQyOXsP9HGT3NiEAWBli4T1W0GpiX2fTPzWX493WYrN0+Jx08usr6oiROtBn5/QRoyAVbtK2FKeiyaeNtg2WK1YrFaCfDrHfhYrFYOFVfw/ndbOVJaxbxJ47ln+WLkMhkHyut46pNtZMaG8+CS89hU0sy/Nx8nJy6Q/12UzsYSHWu0TagVIpdoIpgcbytaXt9pottkQRQEZILNgT1Y08H3pTr85SK3nJfIWm0jbx9s4rYLZ/D5ht38Z+1B7lu+hL+/9SlPrfiUZ+66gcrqGl54810yU1NIT07i0Uef4v77f8MTT/yBf/7zP8TH+8RFRgPVjZ10GWxhT8EBSiKH8I1edmo4ArbQhZITrXR2m2zCSD7OaXYeqeXVrwocIS32N807DteiUMgwW6xcu2iMVwQ8+hStt/SGyr33XRFVDZ1sO1SDJEmYLBIKuYiAbTCemRDC5gMnel76SRRXtWGVbM90X2rt6OTjDUW9syCSxMcbitzapD3/ziKIw6JA26fYvMkCgoBKKXMI3/ztzlkuyqKein33L0q+/IJMUmOD+2wL8PcP9jvyZr/cVk5WahgPXjOZGy7SsDAvkYZ2I1FBSp9TOIzsP1bv8t2bwj9bD9Vgdpo13HqoxquCWzWNHSf9PhoZzHT7eKD/GekAzrmRvNVqZePGjUyZMh21Wo0kSWzbvY8pOdkEqP3ZfkjL1PHp1LZ1U9fayfzxyew83opVgrnptrcPB2tsp3JCbKCj3bZuM7sq27g0O5q4YJuj983RBlLC/JiZEkpBVSO6zm4unpju2EYhk5MeH81H63fw9Juf89Trn3LTk8/zh5c/oKq+mXuXL+ahG36Cn1LBukPlPP7RFhIig3jsqjlsLW/tcQqDeGhhOm/treEbbRPTk4J55IJ0IgOVfFnYyJv7a/nmWBMby1pYX6pjbYmO7VXtxIb4ccu0eJJC/Vhb1Mx5KaFMTgji5a2VLJubh0wm8MaWo9x77RLKaxp4Z80WHvr1bQSo1Tzz0n8xmUyEhITwxBN/RpKsPPLI/9Dc3DSMV9LH2VLsFEaamRAypAJCwQFKUntCWyTJFk7q49ymTW/k9dVH3eY5WCQcKocfri+mTT+8IaTORZr7509ZrBIb952w/dZT5NzUU8x5xaqjrPimELPVJlYjYZuZt2OVYMWqo8N+PD7Onh35NW7FK3bk17hdP1itZGxy2LDMFNpttMtowSLZbFPfbcZotvLG6kLAFlLoPFPorth3UWWLoy379h+uL3ZxCosqW1zUgwvKdX1mDhdNT/Y5hcPImdrnUHMqGxluRtr5GSwG0zH8EvhSo9FcqNFoxms0mouAz3uWn1McO1ZIfX09c+bYZgtLjlfQ0NzMrKl5lFbX09TWwfSsTHYX1yAA0zLj2F3ZSnSgkrRwW2H3A9XtxAUpiQ/unek7UN2OBCwYa6shU99uQNugZ2FmBIIgcKSyEQGYmBLt2EYUBZ7+9XXMnTSe4zUNVDU0MzEzhYdvWMqKP/yaC6fn0tDWxV++2MG/V+8mOymKl36zmDXHmnl2y3Emxgdx7/wUXt5ZxZG6TpbnxrAgI4z3DtbyfVkLof4KLtNEcPu0eO6blcTdMxK5fmIMM5OCqe0wsq5Ex/iYAC4aE84PlW1kRAWSmxjMij013LxwChWNbRTWd3L57DxWbtlDfWsn9/zi5xyvOsHbn60EIDExiSef/AstLTr+938fpLX1zOo++Rh++uQXJgx9PkJOem846eES38uDc52m1m5O51WEXbhgODkdQRx3iIJwyllBURj+4/Fx9uwudF/g3tPy4eJ0is33tzNPQiVHyps9Cob0X8/T9j68w0izz5FmIyPt/AwWg+kY3gHsAF4C9vX8/0PP8nOK/fv3IggCU6dOB+DQUdvbtbwJ2eSXVAAwaUwqBScaSYkKIdhfibahkwmxgY6Zleo2g8NJtLOrspXYICVJPcvza22zink94aYt+m6C/JUuYXRBaj8evG4JL//udl5++DYeuuEnzJs8nvZuMys2HuLXr65hV3E1N8zN5t4lM3hqdTHv7K1hfkYYt81I5D/bKqluN/DL6fGoFCLvHapHEASuzY1h6fhIJAR2VXfwVVEz35ToKGjsIiZIxW1T4piaEMS+mg4EUeDCzDB2VrRyZV48MlFga1UXi3JS+XJvMZfOnkZooJr/rtzAtIk5XDx/Lg+3y1IAACAASURBVJ+t/pZjpeUAaDTjefzxp6mpqeaRR/6H9nb3f4R8jAxKTjjlFw6DGExuRqTj8+HSpj4zKT7OPSJC/E6tioZ3hAsiQvwwW06tMNofs8XaR+bfHVbJJz4zWiiqbEHw8Ppi2rhot8uHi1OJNrm7bzwJkmSnhru0ZbZY6ew29Znd9iTYERak8s2CewlPdugt+/RkI94Sexlp52ewGDTHUKvVdmu12t9ptdoMrVbrr9Vq03u+dw3WPkYLBQX5ZGRkEBxsGxBrS8qIiYwkIiyU0up6woMDiQoLpqqpjbToUIwWiZYucx+hGYskITqF3xU16inTdTMntTeptbC+E7VCJDnMtp0oCBjNlpMOiq2SxMHyev78+Q5ufWEVn+/SMmNsAs/echFiQDi/+ewoP5Q188vzEpiVGsa/tlZgsFi5a1YSFa0GNpa1MDZSzU2TYtF1m1l5rJn8Bj2iIJAUrCIxWIUV2FvbycaKNmYmhTA3JYSCBj3pkQEkhqj4+nAdV+bGsLeqjQW5mUiSxIYjFVx/8VwKyqs4VHycX157FaEhwTz72huYzLa6TRMnTubRR5/i+PFyHn30YTo73dfY8eFdOrpM1DbrAdub4dQhKlXhTGpcEEFq2wuRNr2J4041FH2cewSrldx62fhTzhp6ozhyQZmt3M+ZYpFsodJ2BOjzN0ImwC2XjfeJz4wC/v7Bfv787j72Fze6/KaQwcwJcV7oVS/BaiWzcz33ITMxxMXO4iMDPApxOAvnyARb2POLn+fz0Avb2VlgU5QekxRKQqTaZV8fbSjus56P4cOTHXrLPsckhaJW9XVb1CrRa2IvI+38DBYDLVcxT6vVbu757LGegFar3TCQ/Yw2SkqKmD17tuN7RXUNqUm2VMvaphbiImxGrOs0EB7o5xAfUMp6/8hnhPuz/0Qb6eH+BKlkfHy4nmCVjNn9HMMxUQGOwUFGTBhfmYo5UtlITnKUYz1Jkiirb2Xz0Uo2FVTQ0KYnyE/JFdPGMCcrhb3VXfx+TRmt3WbOSw7h+pkpfH2wmrXFOsZGqlmSFcXGMh0NnSbmpYYyLkrN+uOttBkspIWqyI0OIFDZt6RGZZuBHVXtbDzeyuKMUI41dbGjspWLxkTw+p5qFo8NRy4KHKjVc96YeNbnH+e1Oy7l3bVb+WLzbh77xVX89pYbeeJf/+HT1Wu45ieXAzB16nQeeeQx/vjHx3jyyT/w1FN/Ran0DYRGEqXVvWGkyTGBKPuVWxkKREFgQloEO47YBg+HS5p8cubnOHaxjjU7j7NmV6XbdezFkaPc/jr42HO3TlVC43SQy0Qeu2Uaze3dhAT7E+Iv9zmFo4CCsiaXPClnTBbvFRC306Y3su2Q5zypgnKdSx/b9EaKq/qmeRRXtdKmNzruxdYuM39csQtTT+4i9Ba4B2hocQ2Ddl5v3pRzrvKZV/GUK7cjv8Yrzk9RZQt6Q9+oCb3B6rWC8geLGjwunzhmuP6qDD4DnTF8wenzax7+/XeA+xhVdHV1odPpSElJcSzTtbQSGW578HUZjah7FEJlooDFKhGglOGvEKlt7w2X+GlODIEqOW/tq+H5HVWYLFZunhqPUma7ZM16E2XNXUyM752NmaVJIDpYzb9X7WbL0Uq+P1LBy9/t51evrOHuFd/x2Q9akiODeWDJdJ66fhEdilB+t6aM9/bXMCZKzYMLUokP9eMf64qpaOnmZznRTEkK5tMj9XQaLVyVHUVkgJJvS1swWSQWpoYwKzHYxSkESApWMTUukFaDhTq9mZyYAHRdZhJDbMfeqDeTHuFPYX0n52XG06o3UNPSyaKpOewpLKWptZ3zJk9i9rQpfLByFVU1vW8LZ8yYzf33P8yhQwd47rl/IvnCBkcURVXO+YXDV1MwJ8Mpz7DUl2fowzbz0dlt9vj7cOcYnm1+oTtEEQwmCxPSIsgbF+NzCkcJ+04j/8hTvt5wcTp22r+PJys+DrZ7MVCtRO5hndPJa6zriUTxMTyMtBy6kZZjuK/Idcb/ZMtHCwMtVzHB6XPawLsDGo3mcyAVm/p8O3C3Vqs92G8dEXgOuBiwAn/VarWvDcb+B0pjo+0NQmxsr3yuvrvbyRkUsfTMEIYH+lPb0oEgCGTFBLKtTMfPp8Xjr5ARE6jkkYVpFDfp0RstZMcEopT3+vEr8+sQgBkpvW9J1CoF9142jac+3cZfV+4EQCWXkZ0UybLpY5mlSaSu08z7+2vYs1OLUiawMDOcrNhADtd28tGhelRykSW5MYQpRPZUt9NmsDAuUs2clBAON3ZR3W4kLlDBrMRg/OQiFqtEs8FCh8lCgEIkQiV3PNyTQ1TsONFOo95EhL8tzM/Y4wi3dJlICPEjv6YDTbztzVNpXQuLpuXwycad7Dh8jMvnTOHXN17LgSMFvPzO+zz54L2OHMyFCy/kxIkq3nvvLfLyprJgwaKhuJw+zoLCit634WMTh+8t3oS0CATBFm5XWt1Gu95IkG+wfM6TNyaSLR5mP4Y7x/BUuVtnglXCl084CskbF82H646ddB1vRzucjp327+PpFB8/VYH7U+U1xoSrMXb58g2Hi2njojlQ7PqS1Zs5hiOpoLynvy15YyLdrD16GLQcQ41G8xONRjMYo8CbtFrtZK1Wm4et/uHrbta5HkjXarWZwCzgcY1GMyJiDDo6bLlNwcG9D02ZKGKx2pzByJAgaptt0rrZiZHkVzbQbTRz7eQ4WrrNvLqzyvFwlIkCmqgAJicE93EKNxQ28OWRBhaMCScptO/AIDclmvfuWcq/b17E87+4iPfvXcqTy+dxniaZl3dW88CXWrT1nVw3OZbfzk2hudvCp/kNNHQauXx8JEuzoyhp1LOhrIVApYyrsqPIiFSzrryVug4jU+ICWJASgkomUNNp4od6PQW6bio6TBzVGSh0CgWxz+QJgL5HNEEhChjMVlQ9tbkkJCKDbWI6TR1dJMVEEBcRyl5tGQDhoaFcd8US9h4+wp5D+X2O9brrbiIrK5sXXniW9nZfTtlIoNtoprym91pokofPMQz0VziEbiR8xe7PdezFuaPC1IQEuL4DVQxTkXCA1g4Du47WsaugjqVzU1HIBBQ9j3RRAJXcpjgqYMsVtC8XBThvfLTbmZjZE2Kpa9JTVtNGZV27oxC5M84Fyn2MDLLSIlxy8ZyZkxOLwWQZ1mvWv5B9U2s3yy/IRC6CQuY6i7cwL4FAtcLtNjLBNpstE+hzfzkXuJfLBMe/mxePA+jdp0xAIbPdDzIB/JUylD33akigyqUvPoaOmRPiCAvsK2YYFqjwao7hSCooP3FMlEtebEKkelSHkcIAZwz78SDwgUajOQZs6vm3WavVntGcqlardR7hhwIWN6stB17tWb9Ro9F8AVyFzZH0KqJo+2vvHN4YHhpCk87mDI5LSWD74WPU61q5aGIa6w6X88XuY1wzO4urJsbw8cE6ypu7+MV5iYyP6c0flCSJcl0XqwoaWattZFx0ALedl+i2DwqZSGZs782zrUzHc1srMFqsXDs5lpy4IFYWNLC1oo2EYBXLJ8bQYbJypL4Ts1VibHQAi9LC6LJa2Vevx2iRSA5WMjk2kEClDJ3BTEmrkU6zlWCFyPgwFcFKGXvq9TiL5lX1hMZGByjYWdGKn1ykw2DGbJVIDvVjc3EzccEqh0KfUmYLSR2TFIe2otrRzpJFC/nquw28/ekXTM2d4Jg1lMlk3HXX/dx55y/47LOP+PnPfzGga+dj4BRVtTpebCRGBQ77jF1ORoSjhuLhkiZmZnuv8K0P7+EoIN9TJL4/Krk4bMq1O4/U8urXBXjanVUCg1lCJgpYJQl7d+2TJz8crSc23J/a5l4dN4tV4vsD1Xx/oPc5qeh52Xbz4nHMyIrtU6DcYpUcy314n5hwtcc8w235tezVNgzbNetTyN5sBUlCqZDRbbT0KPu6Gq62QsdDL9S4bGPPB7Rvsmp7eR9blMtFugzmPvfCqu3lvLHatv/efdqYkxvLgsmJLjUPfQwfBpPlpN+Hm8LjupN+H25ONOpP+n00MmiOoVarnafRaPyAGcB84DfAWxqNptw55PR00Gg0rwIX9Xy9xM0qycBxp+8VQJKHtkKxOZgOHnjggcTbb7/9TLp02gQE2JKxnWvtpSQkoC0tQ5IkZkwYw4pVG/l62z5uvXwBszQJvL+tgJSoEG6amkBiiB8rdp3gd6uO4a8QiQ1SIQD1HUY6jBZkAiyfmsCV2VGo5Kee8F13rIlntxxHExXAvfOS2VfdwUs/nCBSreDGvFhaDBZ2VLYhCjAhJpCxkWraJYG9te1YJUgMUpIdpSbCX06r0crhpi6aDRZUMoHxYSqi/OQIgkCHyUK3RSLCz9Ynk0XiUF0nQUoZAlDYqGdSXBBbyltRykTC/eWUNOm5elIslU22dwGRwbY3L1GhwezI7w21kcvlXH35Yv5vxVtoS8sYl5Hu+C0tLZ1Zs+ayZs0qbrjh5gFevVPjzp56aNFqtWddZXW47XSoOOr0kB6XMvxv8XLTI/h8cylgmzG0WiXEQcrpGm2cq7bqXJzbE4ae3+zCF0P1frdNb+T11Uc9OoXOnCyMztkp9ITJ6ZiSo4NczoH9WEfaAPtcs9PKunaXQvDOSBIuwixDdc083SsOB88D7ga/7rY50ahnR34Nb67RYjS7L7dysoH01kO1XDI9ZcTY7Llmqxv2VroVe9mwt5KFU9wOuYeUzzcVuyg6WyXb8mXzM4e9Py9+fsjj8l8vyx3m3vQyUDsdzBlDABmgBFSAH9ACHD3TRrRa7W0AGo3meuDvwGUD6NO9wGPOCz744ANuv/12IiICB9Cse0JCxiAIApWVlVx2mU0YZv6sKex8/gC6tiYmZaVx6azJfLV1L8sumMZTNy3g7pe/5c+f7+Da+dn8fGEuS6YmsbmokfwTbdS2GZAkiYnJoWTFBTErM4KIgNN7SB6obOG5rcc5Ly2Mv/w0m5c3l7O9tJmFmkhmZYTz8b5quk0WZqWHMzEphEMn2thZ3YFcFMiOC2JyYgjB/gqqWro42NBJa7cZpUxkQmwQY6ICHOFNJouV/UVNqOQieanhKGUC3x5toMNkZdnEWL44WINKLkMTH8zK/HqWTYpjQ1krAnDdzFTe//4AoiCwcEo6IWoVSpUcURSJiuoV1ll22QJeeud99hw+yNwZE/sc59Kll7N9+xZOnCghNnZKn+2GABd76uEJ4PHBbHco7XSwz5G9veLqXkGC83Liz3o/Z7tdREQgYUEqdO0GOrpM6LrNjEsJH1Cbnhjp7fEjsVVnTucc6Sp0yOXiKWv+AcjlIhZBPO22zxRdha4n6mP4BLLkcpGGdqPLObAf69kcp++Z2peBnI91uypOe11P12yg18O+/ZncK2fLgZLmAe2jod3IxPG9s6aDdexnyaizVTtnc9x7i9yLuO0tamL5JVnD2heAPcfc92fPsSZuv3LysPfncJn72crDZbphH/v0Y0B2OmiOoUaj2QXEAduA74HbtFptwUDa1Gq172o0mlc1Gk2YVqt1vgIVQAqwt+d7MlDuoZl/A284L7jmmmsSgS1NTR1YB0kIwJm0tAz2799PQ4NtJiwvOwd/Pz9eePMj/nD3nVy7aDY/5Bdz119X8KdfLeeJK+fw0nf7ee/7fD7ZdpQZY+KZmBLDjJhgwjOCUSlkWCwSHd1G9hVU0GmxUFTZSF1LJ50GEwF+ShblpDIlvffhKUkSf/+2iAi1kgfnJvP+9uNsL21maVYUUYFK3txZSXSAgquzoyhvM/LV4TqUMoFJMQHMGBNJTUM7R6tbqe8yY5FALRcZG6Ii2l+OTJRobupw7Ce/uZt2g4WcCD9amzs4UNdJYWMXudFq1uXXUtHcxaKMMF7cVEZMoJKYIBXPri9haXY0dXXNfLz1KPOzkjB2GmnoNHK4qILkmAjH+bOTkZrMoSNFLsvT0mw5Cjt37mXKlCkuvw8yLvbUw1m/LfTU7lDZaVRU0KCeI3t7+m4TJVW20yAIEBeiOqv9DLR/2anhbD1sSwjfvKeSCLViyI55pLbXw6i3VWdO9xzJJCvm0xyEms1WZJJt3aF4bsgk67CFrNoxm61EBSldzoH9WM/0OIfINp0ZVXY60POhSfGcX9gfd9dsoPt33v5M7pWzZVJGuEdZ/9MhKkjp6O9gHvtZMqps1c7ZHveUMREcdaP4OWWM6/hsqPsCMHVsBF/tcK1fPXWsd/qTkxbGbjfZcjlpYV4Z+zgxIDsdzBnDVmwOWljPv1CNRiPXarWetcL7odFoAoAwrVZb1fN9CdDUzykE+Bi4rUfBNBJYCsx112bPtOlAb9ozYtq06XzyyYc0NNQTFRVNUGAgV152CW9/+gVrN2/lonlz+OOvlvPISx9w37/f4upFM7njwulcMX0sq/YVs62wik0F7utu2ZGLAtEhAQT6KSmtb2HL0UqunZ3F9XOzASht6qK4Uc+ds5PQdZn59lgTM5JDSI/w55MjDWSE+3NRZhhbK9tpNVgYH+HPhGg1RqvEvqpWqtsMiAJE+cmJVSsIUYqO3D47kiRR1Gqg2WBhTIiKUKWMQ/V6Chq7yAzzo0LXRUGDnukJQawqaMBkkbhgXBhPrSokPdyfn+ZE8ugHm5DLRH5+vm3avbiqliNllSy/YJbLMcdERlJYUuqyPCgomPDwCKqqTv9N7NkyVPbkDTsdbLSVLY6QueSYINR+ipNvMETkZkQ4HMPDpU0sm5d+ii1+nJyrthqsVnLz4nG8sdpzjqG/UubI4RrMMDW7CIc9JypYreTWy8bz6leecwzt2HMB3ZEQqT5l7oqiJ7XgspkpBKoVjnPgnGM4UkLynDnX7DQpJoiFeQls8BBOKgjgpxga++yP871izxe0WCVEAZeQPWcSItU0tHR7zjF0Wm/mhDgEUeCN1e5zDJ3b6p9juDAvwav1HPtzrtnqwilJfLa5pE84qVoleiWMFGDZ/ExW7azoY5uigFfCSAF+vSyX3X9xLdPuzTBSGLg9DWaO4YUajUYOTAHmAb8Dpms0mnytVnu6tQQCgI81Go0aWxmKJuByAI1Gswp4VKvV7gPeBs4DirDF6Dyh1WqPu29y+Ln00iV8/PEHfPrpR9xxx10AXH35pRwu1PKfN95BpVQyf8Z0nr3vZl7+Yh3vrNnCys27mT85i1kTxnLL/Ak0dxo50dyOrrMbo9mCXBQJ8FMQFuDH+PRoRJMVmWjP57Pyr6938dGOo1yQk0psaACHe5QhpyeF8NXRRlRykcvGR/LOgVqiAhQsHhvOurJWDBaJBakhxAYoKG83UtFhQiEKpAQqSAhUojhJflZlh4kavZmkQAVxajkH6/UcadCTEaqivr2bI/V6JscFsrlUR5vBwiVjwnl2y3EiA1XcNzeJP36yjRNN7Txx9Twig/xpae/kn+9/TUiAmmXnT3fZn9FkQiF3b7LBwcEORVgf3sE5v3B88um/FR9sslLDEAWbkEd5bTutnUaiRrdImI8zxF5Qu6m1m8LjzXy6qRQBQIDrLhxLamzwoAtaeBJ7mZEVi1wh5+UvDmO1SB6DSiVJ4qoF6SRFB6HvNtNlMGMyW8lKDSc+MoBvdpbz2eZS5D3tz86NZ1Z2LHK5SFxMMGt3lLFqezlrfqhg1Y7j3Lx4HH+7c1YfR9XHyOCGizQszEu0qXp2Gvhsc+8Lz6GyT0843yv/98lBWjtNfQbeCpmA2SIhCNjytSW4bFaqYxt7qYmm1m427K9i26HemsOanr8D9n1YBBGZZKWuSc+R8mayU8MZkxTa54VKh95EWU0baXHBI8opPFe54aJxvPJVAfaA+BsuHufV/shEsFr6fvcmC/IS+uQML8xL8GJvBofBzjEMxhZOmogt1DMU8D/djbVabT0w08Nvlzl9tgJ3DqinQ0hMTCxLly5l5crPWbjwQsaO1SCTyfj9XXfw5L/+w19feIX8wmPcdNUyfn/TFRSUVfHF5t2s/eEQX2/bhygIxEWGERcRSkRIEMEB/gT4+yH4+6GyBtClDyRA0VumQiETuXVBLlsLK1l7sJSb5udQ3WYgSCUj2E/OodoOpiYEUdSoR2+ycmV2NIfq9XSarCxKCyVKLedoi4GGLjOx/nKmp0fQqnOdrnemXm+irN1IlL+c1EAFB+s6OdLYRXqoiupWA8ea9EyMCWBTiQ6Txcrs5BBe3F5JfLCKBy9I4an3NtLSaeB3V8xkYmo0FbWNPLXiU5pa2/l/t15JoH/fMhySJFFUWo4mw3O5TLsirA/vcLikN/7/ZHLsQ43aT0FmYgjHKm0vzPJLm8hMjfBaf3x4B/ugeuXW8t6BrgQfri/mb3fOGvSZQk9iLwD//fIIFjczl85YJfhiSznPuOlbm97Iyq3lWKy9IjU78mtZNi+dYLUSpb+S1TuOY7JImCy9wiV/u3OW12vi+XBPfGQAgWoFD72wHYtTNOdQ2OepCFYrOVLaRGunyeU3+4y7JIG157M72+rQm/o4hQAb9p1gYV4i8ZEBBKuVjlC5YLWyT4kB++y6/bPPIRwZ2J9r0Jsl7U0Rq9U7yugvimqy2JYvnjkopdTPiOrGThchKWebH60MZo7hISAT2A1sBh4Atmu12tGv3XoW3H333WzevIU//ekx/v7354iKiiIoIICnH76fFR99xsq169i44wcuPX8eF8ydxe9vugKD0UR+aSWFx6s5XttAna6VkhN1tHV2Oeog2gn09+OCaRNYfsEsQgLVRAarmZwWy5bCKm6an4Ouy0S4WkFlqwGD2Up2TCC7q9tJClERqJJR2mIgO9Kf6AAFJzqMNHSZSQtSkhSo6FMz0R1N3WYKWwyEKEU0IUoO9oSPpoeqqGzpprS5i9yYANYXN6OUiYyN8OeN3SfIiQtkdqycB/+7BrVSwZ+vP5+UyCDeXrOZTzb8gNpPyR9/dQ1Zaa5lOHbs3U9DczM3/myp2z51dHTg7692+5uPoae2WU+dzqacqFSIw1q/0B25GREOx/BQSRNXLPRqd3x4iabWbrc1AJtauwd1YHOy/QDIZQJG1zG3C6KA276d6jjqmvXDcpw+Bpfhss/TYXdh/Wmv666PZTVtbtctq2kb1YPkc5mRZJ8Au466t9FdR+u94hj+WG1+MGcM7wZ2arXa7lOueQ4QFBTEY4/9kYcfvp+HH76Xxx9/muTkFBQKBbdfv5xFc2fx0Ver+fzb7/j0m2+JjYpk8oQsssaOYe6EdK5ZNBN5T9ikJEkYTGY69F00tXXQ1q1n464Cvtqyl037j/LsfTcTGRJETnIUe0trae8yYjBb8ZOL1LQZAAhXy2nUm1iQFkppiwEB0ESosVglytqNhKlkJAUqXPII+9PYZaZA102gQiQ7zI8DdXoKm7rICFVR2txFRUs3uTEBrNU2Eeovx08m8OWRBhZkhCF0NvLi2nKmZMZxz8VTOFJSzl9e/5C65lbOn5zFL5deQFiQ683U2Kzjlfc+JCUxgQWzZrj8bjQaaWpqJDo6ZuAXzsdZcbC4NwE7OzUchVzmxd7YylZ88n0JAEfKmrFYhlZgwcfIJCLEzyVvz2KVHOFvw7GfDr0J42nW/jKZrXR2myiqbKG+pcsRTneq4/BXyTH1s3H77/3zHn2MHIbLPk9Fm95ISmwQB4rdqz72x10fPc1MK+QibXojHXoTB8t0RAUpCVQr+tikJxv12a53GSn2aWf6+Ggq6svcLvcGnmx+tEdpDGaO4feD1daPhTFjNPzpT8/wxBOPcPfdv+KWW27n8suXIpPJSE9O4ne/+RUtbW1s27OPPQcPs2nnbr7ZuBkAuUxGQmwMSQnxpCYmkDNOQ9aYDCJDg4mKCmLa2Ex+ev50Hnr+Xf71/iqeun05yZE2YzzR3I7FKiEXRXRdJgTA1HNzxwapONbcTbi/HH+FiM5gUx1NCDi5UyhJElWdJkrbjAQpRLLD/dhX20mxrpuMUD9KmjqpajUwIVrNmsJGYoNUdHSb2FvRwbLsSPYf0VLW0MLyWeNZMi2Np1//lCOlVaTGRfH0HdcwcUyq233uzy/gH6+8Trehm9/95lfIZK4OR1lZKZIkkZp6boqMjAQOOYWR5mZ4P2wzISrAUbZCbzBTeFxHdJBvYHGu0V9cY6gEPTztp6Csmde+LuAUUaQOrBL888ODfZYtzEvghos0ZCaG9CmKnpkYQrBaacttXKPteX5LKGQCgiA49u8rcj9yGS77PBnOubGni932nImPDCArNayPjQoCvPlNIQZTX3VeURBQKcSeXNk4th2qcbFRdzm7S+YPadkUH/1wtk+5XMRstnpVxGrxzDQ+2eTqGHpjthDwOCs4mmcLYfBzDH30Y/z4LF544b/84x9/4aWXnmP16i+58sprmDdvASqVitDgYC5beD6XLTwfi9VKZXUNJccrOF51gsrqGorLj7Nt914kSSIqPJwrLlnErdddAUBmYiy3Xr6AFz9by+HSCmJDbXldda2dtnhwATqNFtQKkXaj7W1yiJ+cdqOFuECbYqSxZ8Siknn+o6A3WTnW2k2r0Uqkn4zMEBU/nGinss3I2HA/Cuo6qG03khWlZk1hE8mhflS3dFPWrGd5TgRrdh7AZLHyyLKZFJeWctNjqwlQqfjtVZdw4fRch4gOgMFopLjsOAePFrJ9zz5KKyqJjY7iTw/fT2qi+6TeI0dsRUbHjTv7ujo+zp7OLpMjbBMgNyPSi72xIQgCOekRbD5YDcDewjouneYdJTUf3sVZXGMoZx767wfgf57f5uIUykSbMNLpVrHYsO8EOWnhfQbcAAXlOooqW1xyGyXgsZunOfLXRkOR+3OZ4bJPd3gqcH8qCsp1VDd29hkAt+mNFFe19llPktwXvrdKkmN5/xytN1YXkhwd5DZnd96U5DPqp4+B0184yJvPjg173av1b9hb6RWl1M83FXtc7i2l1MHA5xgOA+HhEfzxj39j27bNvPvum/zzn3/lxRefY968CNEmlAAAIABJREFU85k3bwE5ORNRKBTIRJHUxAQXB0jf1cXew0dYtf57Xn3vI3YfPMTj992DUqnggqkTeHXlevYcLeGqRbMBaNXbQkXtUu0KmegIM1LJbIMS+9vBYKVtBq5WbyYjuLckhSRJtJms1HaaqOsyIxNgbIiKAJnA+rJWWrrNZEf5s7eyjeYuE1mRar7VNpEW7k9pQyc17QauzArls817iAj05/5FuaxYuZbS6noWz57MDRfNJSRQTbfBwJ6Co+w/cpSCY0WUVZ7A0iOeMD4zg9/eciMXzJ6FUum59MGuXTtJSUklyic96RX2H6t3hJukxAQRFqTyco9s5Gb0OoZ7jvocw3MZZ3GL4dpPWU2b2+L2oiggSrgto+GJfUWutbIAjpQ3u8z0KGQiBpMFQ6tlROUH+fDMcNlnf9zlkJ0u/fOoBtKWMzJRoKymza3t1jXrCfP3DVuHG2fhIG9yshxDbziGuzzk5e4qrPc5hj5OjSAIzJkzn9mz53Ho0AHWrfuWzZs38u23q/H3VzNpUh5Tpkxj7tz5BAeH9NlW7e/P3OlTmTt9Kuu2bOOfr67gk9VruO6KJfirlKTGRVFe00CAyuY8dRpMiIICqV/oBoBFAn+5SKfJ5ij6y0Vi1XJOdJpo7jYTopJR1Gmisd2IsaeeUZxaTnKgkso2A5trOxARyI3y5/uyFowWK5nh/qw51sSYCH8K6zpo7DTxkzFBfLxpHxmxoSyblMRfVnyMIAg8esvPWLIgjx2783ntvfVs3b2XboMBlVLJuMx0frb4YjTpaWSNySQk+NRhI/X1dRw6dIBrr71xsC6VjzNkd0Gd4/NICCO1Mz4lzBGGVFbdhq7dMGKcVh8/fiJC/NwXt5f6u4qnJm9MJFsO1bgsz04NZ80Pfeu3OucAjaT8IB8jD3c5ZKdL/zyqgbTljMUqkRYX7NZ2Y8LVGLuMA96Hj9HJ9PHRHOs3K21f7g2mj4vmqx2u9bOnj/NOfwaLATmGGo3mtJK6tFqta1XycxRBEJg4cTITJ07mN7+5l/3797Br10727dvDjh1beeWV51m06BKuvfYGIiNdZ8AWzZ3N7kOH+Oq7DVy79HIEQSA6LJjK+iZkoohcFDCaLYiiErPVlm9isljx71Ea1RsthPvLqWozYrZKyEWBsSEqwlVyqjqMNHdbUFokQlUywlUyIvzkNOlNbDzeSlOXmZgABcFykTVFzagVInEBStYVNTM+Ws3BqjZau80szlDz6Zb95KREMys5mGfe+YKU2CgeveWnCFYLv3/6X6zbshN/PxXzZ0xn7nlTydGMRaE484LoX3+9EoCLLrp0YBfGx1lhMlv5Ib93wDppjPfDSO34q+SMTQp11Fc8XNrEvInxXu6Vj3OFYLWSK+al8cnGUocjKIoC1yzKxF8l57Wvj57WQHqqJoq0hBCXougL8xIYkxRqywH6RotMwCVHzdv5az5GFm16I7oKnSMk0J5DtmLVUURBwOAmpFSlEDGarC6F5wPVCspq2hzhr462VhciCra/DQCCKLjU73TOMZyTG8fWfjmG8ZEBbm03JFBFg88xPGdZOCWJzzaXoDf02qlaJXplthBg2fxMVu2s6FP3UxQY1bOFMPAZw2JsLz9PFj8gAd6VKByh+Pn5MXPmHGbOnIMkSZSXl/Lll5+zdu03rF+/lv/938eYPt1VhXPW1Els+WEv9U3NxERG4KdUYOjRQhd7HqLKHodQrZChN1kJU9sudYPeREaYP6UtBg7XdzIpJgBBEIjylxPVE6IRFRVEbV0bVe0GNtR20qA34S8XmRSt5kh9J3uau0gOUdHWZWJreQt58YFsLdXRbbJyabo/n249yJT0WCZEKXnxs2/JG5vG739+Bdt37+HFt9/DKklcd8USll1yIQHqsy8xUVdXy8qVnzJ//kJiYnyCCt7gSHkznd1mACJD/EiNHVniADnpEb2OYYnPMfQxfLy9VuuSP2W1Srz3XRG/uHw8/7hrNhV17Y5i9seqWthdUI+5n7O4V9vAoZImbl48zlEU3bn494ysWOZNSUZb2uiSo+bN/DUfIwu7mIuziMiMrNieEZwAgm1QCzZnTrLboWQrt3LFvDTio0OIClJSUdfOQy9sdxU1krAlFiL0DpZ7QqYz4oO4fG6mW1XSn8xJc7FRn+36cIdKIevjGKoU3nUv4iLUnGjU9/k+2hmQY6jVan0VxQcJQRBIS8vgnnseZPny63n88f/luef+yauvvoWfX9/QH3uIZVe3rTKIxSoh76fW6ScXMZglQv3lSIAcAT+5SGlzF1lRatJCVRQ0dtFpspIWqiJAIcNklWjtNrOnXk9pox6TVSJAITIxRo2u08iaY01IQF5cIDuPt9LQaWRuaghf5tcjEwUWp/vz4ZaDTMuIY3y4nDe+3sicieO4b/liVnz4CV+t20DueA1PPXwXCtF/QOfLZDLx97//GZlMzi233DagtnycPbuP9oaRThsffcpyJ8NNbkYEH220JYgfKW/GbLEil/keWz6GFneFj+1YrBIrVhfyzJ2zmJBmC71u0xt5f12Ri1MItrG20Wx1FBWfnRPnsk5IoMqjRLq38td8jBycRWbsgi7OIi+m/jOFTvmv9lnElVvKef3Ri2hs6nArDONoyyLhLli6pLqd+KgAogJ7C9nb8WSjPtv14cyO/Bp0HX0Lwuo6TOzIr2HmBNfn4lBzsKihj1MIcKJRz8GiBiaOGb2aF74R0ggkNjaOW2/9FY2NDRw6tN/l97b2DgAC/G3OVWdXN/5+toenJNmmb9VKGR1GM7E9OVU1HUbGRqrRNupp7jIzMyGInCg1VW0Gvj/exqpiHWtLW/ihuoMKXRdJwSrmJAYR5SdjQ3Ez2yraSA3zIyPMj68LGug2W5mbGsKH+2sJVMm5KFnlcApzo1W8ufp75kwcx/3LF/OvV1/nq3UbWHbJhfzpofuJjxlY/HVHRwdPPvko+fmHuOuue331C72EyWxhv5MoxvRxI+86xEWoiezJqeo2WlxU83z4GAo8FT62Yy9kb+d0hDvswjE+fJwpngqVuxN58YRd/GUgbe3zINbhw8fpsNuD/XhaPtR4EgXztHy0MGjiMxqNRg7cCcwHInEKL9VqtfMGaz/nCkFB9pA81wft0eJSAgPURIbbylM0tXUQFWpb3ypJiKJAqL+CdoOFhGAlClGgsL6TSzURHGvU83F+PddPjCE3JoDxkf7oui3ozRaUooi/XMSskLGzuImtZc1YJEgL8yNGrWBTqY76ThOT44PQG8y8vaeGCbGBjAkw8uHWQ8wam0BefADPffwNMyeM4YFrL+Nfr65gy649/OKaq/jZ4osdxyBJEvv372Xbti0UFRWi0+kQRZHAwEBiYmJJSkohKSmZuLh4wsLCEUWRxsZGDhzYy9dfr6S9vY27736AhQsvHPJr4cM9+aXNdPdIjkeH+pMcE+jlHrliL1uxcb9t9uZQaRPjUsK83CsfP3ZOVeDYKtFHBOZ0hDt8wjE+zhZPhcrdibx4wi7+IpOsZ91W3igX5fDhXaaNi+ZAcZPb5d7AkyhY3gjSWjgbBlOV9F/AQuAV4E/AI8CvgQ8GcR/nDIcOHQAgJSW1z3Kr1cr23fvJGadBEAQkSaK2qYXstMSe3yVkgkBMT7hGs95MdkwAuytbWZoVxeWaCFZpm3h1TzXjowKI7ils32YwU9dhpKrVgMkqoZIJ5MYGEqAQ2V7eyuYSHbFBSn4yPpIvDtdR1WrgignRdDbX8dnOUi6YkEJeQhB/f/dL8sam8fCNS3nz48/YtHMXN1/10z5O4YEDB3j66b9QWlqMv78/48Zlk5JiK1Da1tZGVVUVu3btdJStcEYQBCZNyuPWW39FZuaYoTj1Pk4TZ6nmkRhGaicno9cxPFzSxNULRndiuI+RSZve6MiHio8McBGLsSMTBa65INMx++cs3PHGaltYn/PwWgAUcpGbF48D6CP4cbb984XnnVv0EZmRiVgt1j4iL69/XYAgCJgtthfLSrmI0WxFskoo5CJWqVf8xdhldCsM018wpn/9wqzUMLLSIk5Z8sBnpz48MXNCHJ98X9wnnDQsUOGVMFKAiWOiSIjsm2OYEKke1WGkMLiO4U+BmVqttkKj0Tyh1Wqf1Wg03wIvA48P4n5+9BiNRr755muys3NcRFUOFWppaNLx8yt/CthmC7sMRhKjbbkq9gFFcpgtzLSsWc+CjHAO1HSwqrCRZROiuWmygs3lLRQ2dHKw1raFAEQGKMiJCWBsQghFJ1rZVt5CQ6eJCLWCK7KjKKzt4PmtFUQEKHj4/GRW/5DPoYoGrpo5jnGRfvzpjc8Zl5LAIzcvY/2W7Xz2zVqWLFrIVZf3KoZ+/fUXvPjic0RGRnH//Q8zf/5ClErXh7/ZbKamppq6ulpaWnRYrVZCQ8MYO1ZDaKhvxsfbdBnM7D/W4PjurTd2p8P45DAUchGT2cqJxk7qdHpiwkZ/griPkYNd2MN5oHzDRRoigv34bHNpj/1ZuGh6MpHBfny4vthFuMNZbKOtw0BZbTtpsUEEB6qICPGjoKzZveDHWfbvdLf18SOhR2RGwPa/naKqVmzpgraxwMzsGBbkJVJe28YH64t7gpb6vvTzJAzTf3ldk54j5c1kp4YzJin0lF302amPUxEXGYiuQ9fnuzcZmxzWxzHUJI/+8elgOoZqoLLnc5dGo1FrtdpCjUYzeRD3cU6watWX1NXV8tvf3u/y2+ffrCUsJJjZ06YAUF5tm7VJibVNXctFAbPVSlq4P2qFyMHqduamhzMnNZR1xc10mSxckR3N0vFRWCWJLpO1538L2gY9B2s6+KqgAasE6eH+LMwMp6yxk1e2V2KyWFmSHU1upIznv9lBR7eR+y6bRojcwh/f+Iy0+Gge/+WVlBw/zgtvvcuUnGxuv+Eax0zSypWf8tJL/2Hu3Lnce+/vUJ9EkVQul5OUlExSUvJgn14fg8DuwnqH+EBqXDBJ0SMvjNSOSilj8thodhXUArD7aD2Xz0r1bqd8/GhwFvawYxfjWLm1DItVwtIze7JuTxVIUp/i9m+sLiQrNdwxc2gfZDu/dfa0D/t2Z9O/09nWx48Duw2YzFbscy1vrC4kIsjPRSRp6+Fa5ubG8+H64j6iNG+sLmTelN6/x6cjGBOsVp6WQ+jcR5+d+vBEUWULBeW6PssKynUUVbactp0NJu5ExjbsO8HCvESHavRoZDAdw6PANGAXsAd4XKPRtAHupdncoNFowoG3gXTACBQBv9JqtU391nsMWz6jve1tWq32twM+ghFAS4uOd999g7y8qeTlTe3zW0l5BbsPHuaOm65G1TPLVnzCpgqZkWAT/lCrFOgNZmSiwNSkELaWtXDztASWT4xBKRPYUKJjV2UbCSEq1AoZXWYrDR1GOnoGLpFqBT/JjSVcLvBDRSvPbirHZJGYmx7G0qxIvjtwjKe+LyUxIojHr5pLXX09T61YSUpsJE/dvhyDwcCf//MS0ZERPHTn7chEm77R/v17eeWVF5g1ay7PPPMMOl3X8JxQH0PC9sO9cfUXTEsasWGkduZOinc4hruO1vkcQx+DxpmIcYiO2Repz7pNrd0nHfx62septhvotj5+HHiygSPlzW7XP1Le7Hb9umY9Yf6DOWw8dR99durDzsns1RuOoSeRsbKaNp9j2MM9gD2o/H7gRSAIuP0M2pCAv2q12s0AGo3mb8BfgV+6WfdNrVb70Nl3d2Ty+uuv0N3dzR13/NZlsP3eyq8IUPtz9ZJL6O6yvVUrq64nLiKUAH+bKEFogB+N7bZp7StzY9hSquO/P1Rxz9wUfpYTw3nJIeysaOVEq4FOkwWVTCQ3LpCkUD+SQvwoauhg07FGDla1oZAJzE8PZ0lWJAXHa3j8gw10dJtYOnUMN86fwMY9h3nh07VkJsXy5G1X469U8Pt//R+d+i6eevBeggJsN0Z7exvPPPM0CQmJPPjg75HLh+YPi4/hob6li2M96p6iIDA/LxFzt+kUW3mX6dmxjnDSqoZOqhs7R/WD24f36J8DdTJhj/7lJ6yOOm+9mC1Wh6hMm95I4XEdbZ1GslLDHTbqbh8mi/W0anh56p9PyObcwZP9WKyuBe0BwoJULrZrtkp06I3IJKuLo+Z8TwAeP+sqdG6399RHn536cCY7NZwvt5W7Xe4NPImMnUp8bKQzaCN0rVa72+lzEbDoLNrQAZudFu0E7vCw+sieojgLtNpCvvtuDT/72XKXEMqS4xXs2Luf65f9hKDAALq7bAncJ+qbHPmFAGnRIeRXNiJJEmkRaq6eFMuHB2oxWSSuy4sjMcSPK3NsD1pJkqhpN3Cwup2NRU0cONGO2SqRFObPLdMSmJsWyg5tBU98uJGm9i5ykqO47YJJJEUE8vIX6/hmxwGmjkvn9zddgZ9KyUvvvM+RY0U89OvbSEtOcvTpv/99idbWFp588i/4+w+sfqEP7+M8WzghPZywID8aRrhjqPZTkJsewd6evMhdR+u4Ym66l3vlY7ThKQfKnRhHRV075n714ebmxpGZGMJrXxU4SsVZJSgobwYJXv2qoI/wzMK8BG64SNNHnEYCTGYrAvDkG7u5efE4lswPwhPO2zr3zzcLc+7gbANyuUhXtxmzRWLVjgqXdQXgow3FWC1WZE5CNFaLlb++vQez2don98/5njCaLCD0bOP82WwFSUKlkrts766PPjv14Y4xSaEoZGBy0jVSyPDKbCFAfGQAapWI3tD7nFerxFH/0nlQp240Gs1C4FogHqgGPtBqtevPsi0Bm6rpFx5WuUaj0VwE1ACPa7XanR7aCQX6WM0DDzyQePvtZzKROfRIksRrr71ESEgo1157o8vvK9euw0+lYulFff1tXYeesSnxju+5KdFsKqjk6IkmshIjuS4vDpko8MnBWjaX6kgIURHqp6DbbKG23UinvdxAoJLLxkcxJz2M9Bg1723M556NO2nrMpKdGMm9i6cxKTWa47UN3P/sW5RW13PlghnctHgeMlHk201b+HLteq64eBHnzzzP0Z/8/MOsXfsNV155zY9CRdSdPfXQotVqWwaz3ZFop1ZJYnt+reO7u2LbI5Vp46MdjuHuwnqWzkkb8SGwA+Fct9XB5mQ5UP1FNwD+5/ltLmW+txyqYWFeIqJMxNLTjr3gvdVidVnfOV9lRlYsydFBPL5iF4CjkHj/3C93eBILGQn47HR4sNtAta6bv729x+X3y2ak8O2u45itOBRFFSL8/NJxvPZ1ASYr6LvNQK/dAy73BJLUq0jq/BnX7fvb4Ui2U/DZqrc5WNTQxykEm5PorYLyB4sa+jiFAHqD1esF7gdqp4NZx/AB4GFgBbAfSAbe02g0f9Nqtf84iyb/A7Rrtdrn3fz2IvBHrVZr0Wg0i4CVGo1mXM+MY3/uBR5zXvDBBx9w++23ExExtIIZUVGe3+L2Z+fOnRw+fJCHHnqI1NS+b9L0Xd1s3rmbJReeT1pqTJ+2rVYrgWqV4/vP5mbx5qZ83th0mJfvugylXMbdFwVzzYwU1hyp42htO61dJoIDlExMDiMzOoDJSSEkhfmx61g1n+3IZ1uBTUNo3oRkrpmXzeT0WLoNRt5atZk3vtpMoFrFP+67kbmTbfLpuw/k8/yb7zAjL5eHf3srcpktvMlsNvPKK88RExPDPff8ps9s4ZmcmzNlKNvGjT318AQDU98dVjs923O0t7COxh6Z/SC1gkUzUgfUnieG4hpecF4qK74pxGC0UNOkp6XbwtgBKIiNgmP+UdiqM958bugqdMjtsx89yOUiFkEkKiqIKCCjZ/mxCh2iTIR+JXdkokBDu9ER1uy83CoJYOnvGkJDu5GJ421/E3RdZpQKGWaLuU8f6pr1p7Rl5/6dKb5nal8Gej68tX0UUFbnOksIEBioQqmUY+7utS2FQobKT4lCIcPUz+Ysguj4bDS7D0n1hPN9466PJ7NTL5/7UWerdgbjHh6s58DZtnNkfbH75RWtLJp19hFAI6k/g3SOB2SngzljeD+wUKvV5tsXaDSat4HvgDNyDDUazTPYng2Xu/tdq9XWO31ep9FoKoEJwBY3q/8beMN5wTXXXJMIbGlq6sB6msVdz5SoqKBT1utx5vXX3yAsLJzZsy9w2W7H3v0YTSam5k6koaG9T9tRYcGUVNb32eaui/N4+vMd3PfKt9xz6TTCAv0QgEszw7g0s3fwIEkSpXUtfLR+P98XVNDc0U2IWsVNC3OYr0kiKliNxWrl3a+38s63W2lqbef8yVn8atmFBAf409DQTllFJf/zp7+TEBPDfbf9Al1zr2zv559/QlFREX/4wxN0dJjp6Gg/q3NzJgxl2z242FMPZ/220FO7Q2WnAzlHK7/vfRDOzI6ltUU/6Od8KK5hVFQQ7W1d5I2JYscR24zn5xuLuHXx+LNub6QfMz8CW3XG288NmWR1CQ01m63IJKvLtjLJFnrXH4tVIipI6dKO5f+zd5+BUVRrA8f/u5veeyGdAAOhd6Q3qfYGV0WxoVd9vSrq9VqugL0jildRsSsgCtIU6SKdRDoMBAIhhPTek919P6SQkISW3exu8vy+wE555uzw7LBnZ85zDMaqAYgNtM3doSZ+Y20I9HGRa+olxDVFnjb1fFh6fyWi4R8Q2ga6NZhbDeVrdd5X//1yNfa5uRhLnztsLFermeIzbKrrQFPidA73ZO2uhpdfaUxrao8Jr7VNylNTVwE5v/t8Auo9HXNBiqK8BvQCJqqqWtHINm1UVU2u+nsPIAJQG9q26rZpUz+0ZpWamkJc3G7uvHNqg3P6JZ5JBkCJjqq3rmvbcJb/FUtaVi4BPp4ADFRCeXhML75Yv5cpHy1neOdwYkL98HatHNydkVfEibQc9iemk55XVFnBtG0wI7tE0K9dMG2CvUhJyWVj3EEWrt1GYmoGHSPa8Myd19Gl7bmxg2dSUnnh7fdxdnJiVq1iMwDp6Wl8++18+vTpx8CBQ0x9yizGXPlkC3manV/K3vhzBYKH9Whzga2t04heITUdw52HUrltRDvcnO0t3CrzaM25ag6NjYGCupPOVxfiuGFoFIs3nqipNaPTaringYnAa8f5bFn9MYa1x6s01gZPN0fSi8ua61SYlORp80nOKCQ9v4z+Mf7sOHRuHtqRvUJoH+Z10Ynr7ey0NWMEqx/zrL3P5YwxtLbHRC+F5KplWduE8tbWnmpNzSdTdgxnAF8oijIDSALCgBeBlxRF0VZvpKpqoz8vKYoSQ+XjqEeBbYqiAJxQVfVmRVFWAi+qqhoHvKYoSi/AAJQCd9a+i2hrNm/eCMDo0WMbXF9UXIxWq8XBvv4X2BuG9mXl1jjeW7CCmQ/chmPVNhN6RdMnOphF2w7z15HTbDxY9/ERLxdHYsL8mDyoEwPah+Dp4ghAhV7Pqi1/89kv6zmTnkV4oB/PTrmewd071hmPlZGVxXNvvoveYOD1Z5/C3/dcVSij0cjcuR9gMBh45JHHW/Q4rtZk895kDFXfcjuGexHsa3sDrKPbeBAe4EZiWgFlFQbWxSZx/eD6P7gI0ZDzx0CdP+n8oG7BbNl3tqZAjJ1Og9Fo5IZh7RjSNajRicCrl8dE+jRYlfRCbbDFL9ii+X37h1pvzjV7nQYj0C608kfli01cr9do61UVbWh8bWN/b2h/IS6Hp5tjnY6Yp5ujBVsDL98/gL3H0jmYmEvncE+LdwpNwZQdw0+r/vwHlXcJq3sDd1Stq568qdH62qqqHmpsvaqqE2v9fWrTm2s9DhzYT0hIGIGBQQ2uDwkOwmAwkJh8lsjQkDrr/L09eHzSBN75YTkvfrqQJ/5xDcG+lWNOAzxdeHRcbx4Z24v0vCLyi8vQajX4uDnXdASr5ReVsGprHCu3xJGZV0BUsD8vTL2J/p3boz1vbqHc/Hyef/M9CgqLePO5pwkPqXvnaMOGtezYsZUHHvgnQUG2U5xENM5gMPLnvuSa18N6hFxga+ul0WgY2z+cz5YfAmDt7tOM6RuGs6NMoSIuTfUE3g0Vozn/i3dF1ZjB5X8lMKRr/SqM539B9nBxoF+nwEtugxCXoqGJuKG6gFHdYjAXmri+sUfdzt+nsb83w2PJogWztgnuq3Vv78/ogW1bTG6b8tuQ/Ox+hZKTzxAZ2fjp69k5BjudjoXLVvLvh+tXqRreqzNajZY5P/3GQ2/OY1Sfrowb0IP2YUFoNBo0Gg0Bnq4EeNb99bm4tIw9x06ydZ/Klv1HKS0rp2eHSJ6//0baB7ep1yEEKC8v55UPPiYlI4NXnn6SdpERddZnZWXxv/99SKdOnbn++puv8IwIa7PvRCZZeaUAuDnb06uD7f4q1q9TAEs3nyA9p4TCkgpWbT/FzcOutCyHaK0ampC7MXY6mahbWE5jE3FXk4nkhS2wtgnuWypTzmN4CqDqsdFAVVXPXmQXUaWkpBgnp8YncfX39WHSdRP5fskyAv39eOLBO+ttM7RnJ2LahvLTum2s3rGX1Tv24uXmghLRhhB/HzxcXdBqNJSUlZGRk8+plAzik1LQGwy4OjkyoldnJg7qSds2gRf8VW/uN99z8Ogxnn3kQbp27FBv/ccfz6asrJQnn3wGne7iky8L27Dp73O/Ng/uFoy9nfYCW1s3nVbLDYPb8tmKyruGq3eeZnDXYAJ9XCzcMmEO509IbyoNTcjdmPKKupPRm6tNwvaZIzcuNuF27YnkkzMKSTibR1Swh83PxyZMI6+ojOzEbIs/BmxtE9y3VKacrsIL+Bi4BSgHXBVFuQ7op6rqC6Y6Tkvk5+dPWlrqBbeZfN1E0rOyWLR8FYfj47n7lpuIad+ubhxPd/550xjuHDeUXYfiiVUTOHEmlTg1gfKKc2XTvdxcCA3w5abh/ejRPpLObcOwt7t4J27D1u38sekvJl07gaH9+9Zbv2PHNrZs2czUqfcTGnrhebWE7cjIKWbfCdsuOnO+/p0DWRsPrObTAAAgAElEQVSbRMLZPCr0BuYtP8R/7uyFnc52O7yivsYmpDcFDxcHBnULrvOIXkykN/FJuTVjDLWa6mKjxprJ6DFitjYJ22aufG3j50pMpHe9x/CcHXR1JpI/fxziyF4h3DlGafLxhe2qzsnahYcsdb1qH+bV4ITycrfQtEz5KOknQDaVFUIPVS3bRuVUFdIxvICOHTuxfPlSsrIy8fHxbXAbnU7H4/dNpUdMJ+Z9v4CnXn6DDm2jGDtsMAP79MLT/dzcJ+4uTozs04WRfboAlcVgSsvKMRiNONjb1cwzeDkysrL4+Jvv6dQ+mjtvur7e+rKyMj755CPCwyO4+eZJlx1fWK/1cWdqKit2jvQm0Nv276xpNRruGqvwyje70RuMJJzNY8XWk9ww5MrnQhLW5UIT0pviV++8ojK27Kv7YEx8Ui7/ndqX0nI9FRUG3l7wNwa9kfKKysnov1x5GDSaOnMYmrJNwnaZM1/zisqIT8qts8zeTss/b+xCeKA7Hi4ODY5DXB93hpG9QuXOYStVOyer89KS16tjp3ManFDe0mMMWxpT/jw+Cnis6hFSI4CqqulAgAmP0SJdc80N6PV6vvlmPkbjhR9NGn5Vf5Z9/REP3jmZktJSPvzyW+549Emmz3qdbxYvJW7/QfILC+vso9FocHJ0wMXJ8Yo6hQaDgdmff41eb+Cpafc1+IjoihVLSUlJZtq0R7Czk0IeLUVpmZ4/954rOjO6T9gFtrYtEUHu3DT0XEdw+daTqInZF9hD2JKGxgBWj6UyZ/zScj1RwR7Y2WmxP+8OtFaj4fxhiaZsk7Bd5szXhmLbaTW4OtnXfMFvbBzixcYnipbL3NfQy3WhMYbCdEz5DT4X8ANqfkJVFCW89mvRsDZtQrj11n+waNEPhIaGc8stF77j5uzkxPVjRnPd1aM4kXiabbF/E7v/IItWrGLBsspfUwL9/IgIbUNYm2BCg4NoExhAcIA/Pl5eaLWX93vAgmUriTtwkIfvuoPgwPr9/MLCAhYs+J5evfrQu3f9R0yF7dp2MIWi0srpRAO8nOka3fAdbVs1tl84+45nop7OwWiET349yIx7+lq8BLZouobGANYeS2Xu+A2tr5zuRdPoPqL1Mme+XkrsxsYhXmx8omi5zH0NvVwyxrB5mLJj+Dnws6IozwNaRVGuAl6j8hFTcRF3330fZ84k8cUXn5CUlMhDDz2Kk5PzBffRaDRER4QTHRHOnTddT1FxMerxBI4mnOTEqUQSk88Sd+AQFRUVNfvY29sR5O9PWHAQEaEhREeE06FtJL7e3vXmGyyvqODbn5eyeOXvjBp0FRNHDW+wHYsXLyQ/P4977qlfMVXYLqPRyNrYpJrXo3qHom1hc1JqtRoeuDaGGV/uoqC4nNzCMj759SBP/aMHusv8AUVYl8YmgzfVI1AXi1+9/suVh9HqtBj0Bu6Z2AmofBxLq9VQoTcwaVS7Om2SwjStkznztSYXLxC7jZ8rI3uFsP68MYbVj5EmZxSyNyEbf3cHebS0laidk7XHGFrqutQ+zKveWNmYSG+LP0ZqLcV5TMWUHcM3gWJgLmAPzKdy/sIPTHiMFkur1fKf//yX7777igULvuPvv2O5++77GDZs5CVX93RxdqZnlxh6dompWaY3GEjLyORsWhpn09JJSUsnOTWNxOSzbI/bUzNhubenB+0iIwgO8Mfb250zyenEHThIVk4u40cM459T/tHgRPUZGeksXbqYoUNH0K5de9OcDGEVDp/KJjmj8rFkRwcdg7q2zDkpfTycePC6zry3cA9GQD2dwy9/nuDW4e0uuq+wbuaeDP6i8Y2ARlN5j7Dq+jkgJojikgp+XHcMO62GhevicXa0Y0BMkFmL5QjrZ9Z8NQJGI0Y00MiQlTvHKIzsFVqvKqkUpWm9qnNSr9FaRccn0MelTscwyMLVxK2pOI+pmHK6CiOVnUDpCF4hnU7H3XffR+/effnf/+bw9tuv8e23XzFhwjWMGjUWH5/Lv12u02oJDvAnOKD+vHOlZWUknE5CPX6C+IRTHE9M5NCxeEpKy/BwcyOmQzvGDB1E3+7dGo3/xRefoNfrmTr1/stum7Bua3efu1s4uEswLk4td+xo5ygfbhgSxZLNCQD8tj0RJcyLbtF+Fm6ZaCpzTwbfWPzqwg3lFQbKq5Z9teoI4QHuLFwfT4XeSEWtCcbDA9zNWixH2AZz5GtNLuqNoK+sUN5YbrXxc61zR1CK0ggPF4cLTmPWXKwtF62tOI+pmHK6ihHASVVVExRFCaLyDqIB+I+qqimmOk5r0KVLNz78cB7btv3F0qU/M3/+PL766nM6doyhe/ee9OzZFTc3X/z8/HBzc2/wTt6lcHRwoGN0WzpG163EeKkXgM2bN7Fx43ruvHMqwcG2P4WBOCctp5i98Rk1r0f1CbVga5rHxIGRHE/OY9/xyqk5vv5d5ZX7vXB2bLkdYmE+jRVuSDibd1nLZeJx0VQXKiJysdy6UFEa6RiK5mRtudiUz5U1M+U3no+BsVV/f6/qz2JgHnCdCY/TKmi1WgYNGsqgQUM5fTqRjRvXsXv3ThYu/J4ffzTU2c7NzR03NzdcXd1wd3fH09MLX18/goODCQuLoG3baFxd3UzavoSE43zwwdsoSkcmTbrDpLGF5a2PTaL6YaOubX0t/rhGc9BqNNx/TQzPf7ad/KJysvNLWbzpOFPkkSlxBRor3BAV7HFZy6UwjWiqphQRkaI0wlpYWy5aW3EeUzFlxzBEVdVERVHsqOwgRgBlQPKFdxMXExYWzpQp9zBlyj2UlJSQl5fG4cPxZGVlkZubQ35+PkVFBRQUFJKfn8uZM0lkZmbUFJ3RaDRERETSvXsvBg4cTJcu3S67MmltJ07E88ILz+Ds7MJzz82Q6SlamJKyCjbXmp9tdCu4W1jNzdme20d34NNlBwHYEHeGATGBtA+VOZLE5WmscEMbP9cGi4w0ttyWf3kW1qEpRUQuVpRGiOZibblobcV5TMWU3+jzFEUJBLoAh1RVLVAUxYHKQjTCRJycnAgL60xAQPgFtzMYDKSnp5GYeIr4+KMcOLCP335bzq+//oyvrx8jRoxm9OgxREREXfKxDQYDq1Yt5/PPP8HNzY3XXnuHgIDApr4lYWU27ztLcdUUFYE+LnSOal2loPt1CmDbwZSaR0p/WHuMF+/u0+Iqsgrza6xwQ2NFRsxdLEe0Xk0pIlJdlCY9v0yqkgqLsrZctLbiPKZgyo7hh8AuwAF4vGrZIOCICY8hLpFWqyUwMIjAwCD69u0PQElJMTt2bGP9+rX88ssiFi9eQNu20QwfPop+/a4iPDyiwfGKhYUFbNu2hSVLfuLEieP06NGLp59+Dh+fljWnnaisYrtm1+ma12P6tLwpKi5Go9EwZYzCc59tp7zCwKmUfHYeSmVAZ9uuNCYso7HCDY0VGTF3sRzRejWliEgbP1e6dwqyeAESIawtF62lOI+pmLIq6ZuKoiwB9KqqHq9afAa45HKViqL4AN8Cbal8DPUY8KCqqpnnbaelsiM6lsoCN2+qqvpF099Fy+bk5MywYSMZNmwkOTnZbNq0gQ0b1jB//jzmz5+Hu7sHERGRhIQEYzBoKCoq4uzZZE6dSkCv1xMWFsEzzzzP8OGjrrjgjbBucUczyMgtASofqxzYQqeouBhfTyeu7hPGqu2nAPh50wl6K/7Y213a1DFCCCGEELbGpIPDVFU9eqHXl8BIZSfvTwBFUd6isrrp+Z3LO4C2qqq2UxTFD/hbUZQ1qqomXmHTWx0vL2+uv/4mrr/+JtLSUomL242qHub06UQOHjxISUkpzs4uBAQE0Ldvf/r1G0DHjjFNGpsorJvRaOT3HadqXo/oGYKjfevtCE0YEMGfe5MpKC4nM6+EdbFnGNf/wo9wi9ZLJqYX1q6lTcQtWifJY/OyqqohqqpmA3/WWrQdeKiBTScBn1Xtk6EoylLgVuBdszeyBQoICGTcuImMGzcRuPTpKkTLciwpl4Szlf/udjotI3u3nqIzDXFxsuO6QZH8sPYYACu2nmRwt2DcnGXYtKhLJqYX1q4lTsQtWh/JY/Ozqo5hbYqiaIB/AksbWB0OnKr1OhEIaySOF1CnpOD06dNDp02bZqKWitakoXyqkqOqao4p4zZ3nq7eee6G+8AugXi6yi9xw3uGsDY2ibTsYopKK1ix9SSTR7W3dLMuSUvOVWtSe5Ljai1hkuPmInlqfi11Iu7mJrlqWZLHl6apeWq1HUPgIyBfVdW5TYzzOPBS7QULFixg2rRp+Pqadm6/8/n7u9tkbFuPb+a218unKjOBGaaMa848Pf8cJaXls6fWhPaTx3a6rPNo6nNujn/DK41577VdeOObXQCsj0viltFKk+I1xgzvuUXkam3WeN3ITszGzk5bp2NoZ6dFr9HWiSnX1EbZXJ429Xw09/6XmqPmOHYL29/mcrWaKT7DproOmPta21ztMUccE7WlSXlqlR1DRVHeBqKBaxrZJJHKeRJjq16HAycb2XY28FXtBZMnTw4FNmdmFmA4b3JKUzHn45jmftTTluM3w2Ow9fKpyhX/WthYXHPlaUPn6LuVhzBWHaJbtC9OWi75PJr6nJvj37ApMdsHu9EuxJP4M7lU6I3MW7KPlx64yurfMy0gV2uz1uuGzmigotYXFYCKCgM6o6EmplxTL8im8rSp58MS+19Kjprr2C1pf2wsV6uZ4jNsquuAua+1zdkeU8cx4bW2SXlqdR1DRVFeA3oBE1VVrWhks5+AB6qqoPoB1wNDGtqw6rZpUz+0QgDmyydL5mlaTjHbDqbWvL7mqkhLNMNqaTQaJo1sx6vfVv4OtftIGocTsvBzs+6xhi0xV61R7UmOZWL6yyd5an4tdSLu5ia5almSx5emqflkVR1DRVFigH8DR4FtiqIAnFBV9WZFUVYCL6qqGkfllBb9qZzOwgjMVFX1VCNhhRAXsGrbSQxVtws7RXjTLtTTsg2yQtEhnvTrFMDOw2kAzFu6j3/f3hOdVOkVyMT0wvq1xIm4ResjeWx+VtUxVFX1ENBgfXxVVSfW+rsBeLi52iVES5WRW8yW/Sk1r68bFGm5xli5m4dFE3c0gwq9gfikXNbsSpLpK0QNmZheWLuWNhG3aJ0kj81Lfu4WohVb8mcC+qrxCx3CvFDCvS3cIuvl7+Vcp+O8dPMJUrOLLNcgIYQQQggTko6hEK3UyZQ8th08d7fwxiFRFmyNbRjXP5ywgMoqcWUVBr5YeZgKveEiewkhhBBCWD/pGArRChmNRhaui6953bO9n9wtvAR2Oi33TOiIVlP5Oj4pl+/XHMVoNE8lTiGEEEKI5iIdQyFaoVg1HfV0ZdEqnVbDrSPaWbhFtiMyyIMpE2JqXm/ak8y62CQLtkgIIYQQoumkYyhEK5OTX8q3f6g1r4f3DCHIx8WCLbI9N49ox4CYwJrXP6w9xm87pDCyEEIIIWyXdAyFaEWMRiMf/7yX/KJyALzdHblBxhZeNo1Gw9TxHYkK9qhZ9tOG43z/x1HKK/QWbJkQQgghxJWRjqEQrchf+8+ybf/Zmtf3jO+Iq5N1T9RurRzsdUyf1AMlzKtm2bq4JGZ+tZvjybkWbJkQQgghxOWTjqEQrcSxpBy+XV3rEdIebejS1teCLbJ9Lk52PDmpO707+NcsS84o5NVvYpn7y35OpxVYsHVCCCGEEJfOqia4F0KYx8mUPGb/tI8KfWX1zBB/V24bKQVnTMHeTsfDN3Zh499nWLThOKXllY+Sxh5NJ/ZoOu1CPBnWow19OwbgYK+zcGuFEEIIIRomHUMhWri98Rl8uuwgJWWVHRYvN0ceu7kbTg7y8TcVjUbDiF6hdG7ry+IN8exW02vWxZ/JJf5M5bQWPdv70bdjIJ2jfLC3kwc2hBBCCGE95JuhEC1UeYWexRtPsGb36Zplrk52zHrwKtzspVNiDgFezjx8Y1dOpeSzcvsp/j6ajt5QeZe2pEzPtoOpbDuYirOjHb3a+9G3UwAxkT4WbrUQQgghhHQMhWhxKvQGth5IYdmWBLLySmuWe7s78sRt3Ylq40l6er4FW9jyRQS58/ANXcgtLGPL/rP8uTeZtOzimvXFpRVsOZDClgMpuDjaMbBbG7pGedMpwhs7nXTahRBCCNH8pGMoRAtQWFJOfFIu+05ksutwGgXF5XXW92jnxz0TOuLu4mChFrZOnq4OTBgQwfj+4SSmFrDzSCq7DqeRkVtSs01RaQVrdyWydlcirk52dAz3Rgn3Qgn3JtjXRTqKQgghhGgW0jEUwgbEJ+Vy+FQW5XoDZeUGyvUGikoqyMwtISO3mJyCsgb383Cx54YhbRnWow0ajaaZWy2qaTQaIoLciQhy55Zh0ZxMyWfXkTR2HU4jM+9cJ7GwpKKmaA2AVqPB19ORAG8X3F3scXa0w8XRDnudFp1OQ5coXyKC3C31toQQQgjRgrTWjqEOQKs17xdlc8a35babO76Z2x4JJAEV5jxIFR3AqdR8Xvsu9rJ29PFwZGSvUK7uE4ajQ/1KmKY+R9YezxwxrzyehugQT6JDPJk0sh0JZ/PYfzKHP+OS6nQSAQxGI+k5JaTnlDQY6ZdNJ3jr4YH4ezk3tDqSZs5VuW60zPgt7Zra1PfTmve35babYP9IbCxXq5kijjW1paXGMVFbImlCnmqMRqMpGmFTjh49Oq5Dhw6/WbodwjatW7eu+6hRo/aZ+ziSp6KpJFeFLZA8FbZCclXYgqbkaavsGN58880dHBwc1HHjxg27++67E00df968eaELFizYPHny5CHTpk1LspXYth6/udqu1+vbbdq06bip45/PHHlq6nNk7fFsoY3mfM+2nKu1tYTrhi3Gl2tqXU09H7a8vy233ZT720quVjPFZ9hU1wGJ03xtaUqetsqOoaIokUACEKWq6klbim/LbTd3fFtue3Mdz9QxrT2eOWJaezxzxbTk8eS6YZn4ttx2cxyvNe9vy223hv0tdTxTxLGmtrTUONbUFil3J4QQQgghhBCtnHQMhRBCCCGEEKKVk46hEEIIIYQQQrRyrbVjmAPMrPrT1uLbctvNHd+W295cxzN1TGuPZ46Y1h7PXDEteTy5blgmvi233RzHa83723LbrWF/Sx3PFHGsqS0tNY7VtKVVFp8RQgghhBBCCHFOa71jKIQQQgghhBCiinQMhRBCCCGEEKKVk46hEEIIIYQQQrRy0jEUQgghhBBCiFZOOoZCCCGEEEII0cpJx1AIIYQQQgghWjnpGAohhBBCCCFEK2dn6QZYgqIoXsDjwGxVVU0+Wak549ty280d35bb3lzHM3VMa49njpjWHs9cMS15PLluWCa+LbfdHMdrzfvbctutYX9LHc8UcaypLS01jjW1pbXeMfQCXqr609bi23LbzR3fltveXMczdUxrj2eOmNYez1wxLXk8uW5YJr4tt90cx2vN+9ty261hf0sdzxRxrKktLTWO1bSltXYMhRBCCCGEEEJUkY6hEEIIIYQQQrRy0jEUQgghhBBCiFauVRafCQoK0ul0OvR6vc7SbRGiMZKnwlZIrgpbIHkqbIXkqrAUjdFotHQbmt26deu6jRo1am9iYirOzi4mj5+fn8/y5T9x7bW34u7ubjOxbT1+c7R9/PgRM2mmqmTmyFNTnyNrj2eOmNYerzqmredqbbZ+3bDV+HJNraup58OW97fltptqf1vK1Wqm+Ayb6jogcZqnLU3N01bZMQQigYTMzAIMBvO8f39/d9LT820utq3Hb4a2a8wWvL5IzJCnpj5H1h7PHDGtPV5VTJvP1dps/Lphs/HlmlpXU8+HLe9vy2030f42lavVTPEZNtV1QOI0S1ualKcyxlAIIYQQQgghWjnpGAohhBBCCCFEKycdQyGEEEIIIYRo5aRjKIQQQgghhBCtnHQMhRBCCCGEEKKVk46hEEIIIYQQQrRy0jEUQgghhBBCiFZOOoZCCCGEEEII0crZWboBTaEoyjXALKB6MsdZqqousWCThBBCCCGEEMLm2Podw2+AO1RV7QncBXxt4fYIIYQQQgghhM2x9Y6hHvCq+rs3kGzBtgghhBBCCCGETbLpR0mBScAyRVEKATdgwvkbKIrixbnOIwDTp08PnTZtWvO0ULQoDeVTlRxVVXNMGVfyVDSF5KqwBZKnwlZIrgpb0NQ81RiNRtO3qhkoiqIDfgdeVFV1u6IoA4EfgU6qqhbV2m4G8FLtfUNCQli/fn1zNle0EIqizOS8fKoyU1XVGU2IO+P8uJKnoikkV4UtkDwVtkJyVdiCpuapLd8x7AEEq6q6HUBV1a1Vdw47AbG1tpsNfFV7x8mTJ4cCmzMzCzAYzNMx9vd3Jz093+Zi23p8c7edBvKpyhX/WthYXHPlqanPkbXHM0dMa49XxeZztTZbvm7Ycny5ptbV1PNhy/vbcttNsT82lqvVTPEZNtV1QOKYvy00MU9tuWOYBIQqitJBVdWjiqJ0AgKA47U3qrpt2tQPrRCA+fJJ8lSYmuSqsAWSp8JWSK4KW9DUfLLZjqGqqqmKovwTWKwoir5q8T1Nec5bCCGEEEIIIVojm+0YAqiq+iOV4wqFEEIIIYQQQlwhW5+uQgghhBBCCCFEE0nHUAghhBBCCCFaOekYCiGEEEIIIUQrZ9NjDEXLlpeXy7ZtW9izJ46EhONkZ2ej02nx8fFDUToxYsQoOnfuikajsXRThRBCCCGEsGnSMRRWJyHhBL/8soiNG9dTUVGOj48v7dsrdO7cFaPRSEpKChs2rGHVqmXExHTh0UefICqqraWbLYQQQgghhM2SjqGwGomJp/jmmy/YsmUzTk5OjB8/kTFjxhMd3b7eXcGSkmLWrVvDN9/M5/HH/8kzzzzPoEFDLdRyIYQQQgghbJtFOoaKotgDCuBF5SSMqqqq5ZZoi7C8lJSz/PDDN6xb9weOjk7cccfdXH/9Tbi7ezS6j5OTMxMnXsegQUOYOfMFXn11Bs8/P5MbbpjQjC0XVyIzM4O9e//m+PFjpKSkUFhYAICLiyuBgUH06NGFiIgOBAUFW7ilQgghhBCtR7N2DBVFmQg8BIwCyoF8wB2wVxRlPfCJqqormrNNwnKSkhL5+edFrFnzOzqdjuuvv4lJk+7E09PzkmN4eXnzxhvv8e9/P8E777xGly4d8PQMNGOrxZUoKyvjzz838Ntvyzl06CAADg4OBAUF4+7ugdFoJDk5ibi43SxduhiAyMgoRoy4mhEjRuHvH2DJ5gshhBBCtHjN1jFUFGULkA38ADyoqmpyrXVtgGHAQ4qi/EdV1UHN1S7RvPLz89i6dT1Lly5j//692NnZM2HCtUyadAe+vn5XFNPR0ZEXX5zFo49O45VXXuHNNz9Aq5WCu9bAaDSydu1qvv32S9LT0wgLC+euu+6jb9/+REW1RafT1dneYDBQWJjJunWb2Lx5I19+OY+vvvqMPn36ccMNt9CzZ28pNiSEEEIIYQbNecfwIVVV9ze0oqqT+CPwo6IoXZuxTcIMjEYjhYWFZGZmkJaWSnLyGRITT3L06BFOnDiOwWAgOLgNU6fez5gx4/H29mnyMX19/bjvvgd599032LhxHSNHXm2CdyKaIisri7fffpU9e+JQlI7861/T6dWr7wU7dlqtlrZt2+Lu7s8NN9zC2bPJrFnzO7/9toLnn3+aqKi23HjjrQwfPgp7e/tmfDdCCCHMLa+ojMzcEnw9nfBwcbB0c4S4qLyiMrITs9EZDS0iZ5utY9hYp/BKtxOWYzQaSUtL5dSpBM6cOcPZs8mkpaWSlZVBdnY2OTk5VFTUHTLq6upK+/YKkybdwbhxo/H3D7usOz96gwHdRe4Cjhx5NUuX/sRPPy1gxIjRcmfJglT1CLNmvUBhYQGPPvoE48dfc0V3cYOD23DXXfcyefKdbNiwhqVLf+G9997km2/mM3nynYwZM146iEII0QJsP5jCV78dQafVoDcYmTqhIwNigizdLCEaVZ2zdnZaKioMLSJnLVV8xg74B9ATcKu9TlXVaZZok7iwkpJitm/fyvbtW9m372+ys7Nr1rm4uBIQEIifnx+RkW3x9PTC29sbHx8//P39CQ5ug7e3T01Hzd/fnfT0/EaPpTcYOHBYZUfc3xxQj5KUfJaS0lK8PT3o0aUz1429GiW6/vQUWq2WyZMn8+qrrxIff5T27RXTnwhxUfv27WHGjOfw8PDk/ffnEhUVfcHt8wsLOZuaRlFRMfb29nQ0hqExOtTpSDo4ODB27ETGjJlAXNwuvv/+Gz766H0WLfqBqVPvZ/jwUfJDgBBC2Ki8ojK++u0IZRWGmmVfrTpCTKRPi7gLI1qe2jlbnbctIWctNV3Fd0BX4Dcg1UJtEJcgPv4oy5cvZfPmjRQXF+Pt7U2PHr2JielMVFQ0ISFheHp6NvlLudFoJP7kKTZu2cambTvIysnBwd6eju3bMW7EMFycnUnNyGB7bBwbt27nwSm3c93Y+o+Ljhgxgtdff52tW/+SjqEFxMcfY8aM5/DzC+D1199pdNxockoqv2/YxPbYOJLOptRb7+biQqcO7ejTvRuD+vbBx9sLAI1GQ+/e/ejVqy9xcbv4+usveOutV/n995U89th0QkJCzfr+hBBCXL4LPW6XV1TG/uOZaLV1v0fotBoyc0ts+ku2aLkyc0vQtcCctVTHcBwQpqpq47eNhEUdPx7PV199zu7dO3B2dmbw4GFcffU4OnfuapLCLkajkeycXNTjJ9h76DA7/95DSlo6djodfXt2Z/jAAfTt3h0nJ8c6+xUVF/PuJ5/xyTff4+vjzaC+feqs9/Lyon37Dhw4sK/JbRSXJzMzg5de+g/u7h6NdgqzsnOYv2ARG7dsQ6PV0j2mE6OGDCY8pA1uri6UlpVRVFLAnv0q+4+o/O/r7/j0m+/p3b0b144ZRa+uXdBqtTUdxB49erN69Urmz5/Hww/fx2H8tCkAACAASURBVLRpjzBhwrVy91AIIazE+Y/bTRrVjsggD3w9nTiUkMVXvx1Bq4GSckOd/fQGI76eThZqtRAX5uvpREmZvs6ykjK9zeespTqGBwEfKqerEFYkJyebjz9+j+XLl+Pm5sY99zzAxInX4erqVm/b3Px8kpLPkpaRQU5ePkVFxZSWlVGh12M0GjAaK7czGg1UVOgpKS2lsKiI/IICks6mkF9QCICjgwPdYjoy6fprGNinN+5u9Y9VzcXZmWf/72Ge+O8svvhhIQN696o39rBDh06sXbsao9EoHYRmUlFRweuvz6KoqJD33/+4wU7h5h07mfP5l5SWlXPjhHHcOGEsPl5e9bbz93dnaP+BACSeSWb9X1v5Y+Of/Pet9whrE8xt113D8EFXodNq0el0TJhwHf37D+T999/io4/e59ChA/zrX0/h4GC7v9gJIURL0NDjdt+uPoqTvRa9wYjBWNkBrM3JQYehaoyhLd95ES1bQVE5xvOWGauW23LeWqpjOAX4XFGUPzjvUVJVVb+xTJNaN6PRyIYNa/n0048oLi7mllsmM2nSHbjV6qRlZeewPe5v9hw4yJH4E2RkZdWL42Bvj06nQ6PRoNGABg1oNNjb6XB0cMTV1QV/P28iw8IIDwmhXVQk7aMiLutLvL2dHZOvv5bX5sxl95599O/Vo8764OA2FBcXkZeXd1lzIoor9913X3Lw4H7+/e8XiIyMqrNObzAw/4eFLPltNUp0W556eBohQecGZ+cXFnHkZBJn0jIpKSvDz8cdZ3snosOCCQ9pw9RJt3DHzTfw146d/LziN9795DMWr1jF/XdMpne3yiLGvr5+zJr1BgsWfMe3335JSspZZsx4FXd3j2Y9D0IIIc5p6HE7qH93sJqTvZY7ru5A12hfm/5yLVq+QyfrfweuXt7Gz7WZW2M6luoYTgWGAN5Aca3lRkA6hs0sPz+fOXPe5a+/NtGpU2dmznwJd3d/oHJeub8PHOTX39cQt28/BqMRf19fOisdaB8VQVhICEEBfnh5euLi7HzRyqFw8eIzl6J/757Y2dlx4Ihar2NY3RnMz5eOYXOIjY1l0aIfGTt2AsOHj6qzrry8nDc/+oStu2O5dswoHrjjH9jZ2WE0Gtl7NIFf1m/hb/UEBkPDXxLa+PswqHsMo/v3ZMSggQy7agBbdu3mq4WLefHNdxl21QAennon7m5uaLVabr/9LsLCwnnrrdd45pnHefnlN/Hz82+O0yCEEOI8vp5O9e4IXojBiHQKhU3wcG04Rxtbbiss1TH8F9BTVdXDFjq+qHLgwH7eeGMWOTnZ3HPPNG6++TaCgrxIS8tje+zffPfzEhIST+Pt5cmt113D8IEDCA9pg9FoJCUzm+T0LI4kplJYfAq9QY9Wq8XJwR43Fxe83V3x9fTAz9sDezvTppq9nR3BAf6kpKXXW1d997G8vLzeOmFahYWFzJgxg+DgNjz44KN11pWVlfHy+x8Su28/06bczg3jxgBwNiOLjxetJO5IPD4e7twyahC9O7UjLMgfFydHXN0dOKie5sjJJHYeOMrP67fy09q/6NWxHf8YN4wh/fsxoHcvflq+kgVLlnH42DGef/z/aB8VCcCQIcNxd/dg1qwXefbZJ3nrrdn4+7s385kRQgjh4eLAoG7BbIg70+B6nQa0Oi12taaokE6hsAUdI7wva7mtsFTHMBVItNCxBZWPjv766898/vknBAYG8f77c2uqeJ5MTOLV2fPYc+AgIcFBTH/oAYYO6Ed2fiFb9h7ii+XrOZxwmqKS0ks6lkajwd/bk2A/H0IDfOnULhRfd0+iQoJwd3G+4veg1WoxGuv/EllWVgYg89s1g88//x+pqam8884cnJ3P/VuWV1Tw6gdzid23n8cfuJcxw4cCsCl2Px8uWA7AtJvGMX5QHxzs7SkoLkU9k0FmXiFu7o5o9NCrc0euGdKP7PwC/tgWx/I/d/L07C8Y0LUjD9w0jttvvJ4+3bry6gcf8cys13jxycfo1bULAD169OKVV97k+eef5tlnn+Srr74Eml40SQghROPOn6A+r6iMLfvO1tvOyV6LwQhTJ3QkJtJHJrUXNql6zs3ar22dpTqG7wPfKYryJpBWe4Wqqics06TWo6SkhA8+eJuNG9dz1VWDmD79WVxd3dDr9Sxe8Rvf/7IURwd7HpxyBxNHj2B//ClmfbaAv9XjGI1GwgL9Gda7K+3D2hAa6IevlweuTo7Y2VUOGC8uLaOgqJjsvAIycvJIzcrmbHoWyRlZbNi9j5V/7appSxt/HzpFhdO7UzsGduuEvf2lpaTRaCQzO4eYDu3rrcvJqZxj0dOzfmETYTp79sTx++8rmTJlCp06da5ZbjAYeO+Tz9m1Zy+P3HMXY4YPxWg08t2q9SxY/SedosJ45u5b8Pf2ZOfR0/y64xD7E87WG8QN4O/hyqCYSMb17sENw69i2abtLPxjMw+/PpcHbx7PmAG9mP3yS7zwxjvMfHc2Lz8znW4xnQCIienCzJmv8/zzz/Dss8/ywguvSEEaIYQwk4YmqA/0dqn3ZdnJQVdvHKF0CIWtycwtQXtex1Ar01VcsblVf15/3nIjoGvmtrQqqakpzJr1AgkJJ5g69X5uu+12NBoNqenpvDX3Uw4fi2f00Ku4Z/JkzqRn88wHX6KeSsLHw53bxw1jYPfOpBWUcigxlW0ns0jbk0heUSkVej12Oh1uzg74ursQ6utJdLAvMe3aMtrXo6Y6qNFoBDsDsftPcOJMCkdPJbHzgMq6nXvw8/Lg/hvGMqRXl4u+j5T0dAoKC4kMqz9v3dmzybi4uNYpnCNMq7S0lDlz3qVNmxAefPBB8vPPPbY7/8dFbNq2nbtvu4WJo0eiNxj4aMFy/tgex9UDevLopGtJyszjmS9Xcfh0Gv6erkwe2oOuUUEEernh7+dO/Kl0jp/NZHd8Est3HuLX7QcZGBPJ1FG9GdG3O+9/v4Q5Py4j4UwqD9w0jtef+zfPvPwar37wEXNemUGgf+W4wm7devDEE0/z9tuv8e23X3LffQ9a6IwJIUTL1dgE9f+d2rfeGEODwSjjCIXNc7TXUV5Rtz5CeYUBR3vb7sZYpGOoqqpJnulSFMWRyruPo6ksYrNNVdWHTBG7JVLVI8yc+RxlZWXMnPk6ffv2B2Dr7lje//RzjEZ45pGHGDV8AG9+/jMbdu/Dz8uDR267hoCAINbtO870L3+ntEKPnU5LmJ8XIb4edApzwl6no1yvp6CkjPTcAjbsP87K3UcACPB0Y3BMJGN6dSDUzxN/Hy/6xLSnT0zl3T69wcBe9QTfrlzPG1/9RHZ+AdcNG3DB97J1VywAfXp0q7fu2DGV6Oh2MlWFGf3447ecPZvMG2+8h5OTU03HcOXa9fyy6neuHTOK266biN5g4L3vlrBx9z4mjx3KHeNH8Fusyuerd+HqZM//XTuIUd2jOZ1VRFxiFuvjT4NOi9ZgJMzblTtH9efRawayYucRlu04yE71NFNG9mTWP6fw1bI1LNmwjfyiYqbfeSP/ffJf/OvFGbz50Se8/dLzNYWQRo68mmPHDvHLL4sYMmQ4HTooljx1QgjR4jRUfVSrgYSzeUwa1Y6F6+Jr5jG80DjC8x9Frb08OzEbndEgHUphFUrL9djrNJTrz/3wYa/TUFquv8Be1s8iHUNFUUKAIlVVs2st8wacVVVNvoxQbwPFqqp2qIoh5QcbsXPndl57bSZeXl68/vp7REREojcY+HrhYhavWEW7qEj+89jDnDibwaSn3qKwuITbrh5C+3bRLNy8n+PrDuDu7MjoHu3pFBmMXuNAcm4xWYVlFJZXoNVo8HCxp2OIMxP83VCCPMjMK2Rfwll2Hkti2Y5D/LLtAAOUcB6/dShuunPj/3RaLb06taNbhyhmfvo9363awNireuPo0PAYQb1ez8o16+nUvh3BAQF11uXm5nLs2FEmTbrDnKezVUtMPMXPPy9k1Kir6d69Z83yPQcP8b+vv6Nvj+5Mm3IHRqOR2d8vZePufdx9zShuGjWYj1Zs44+/j9KnfSj/um4QR1ILmb4olhMZBQD4uDrg7uxAbmEpaw5VjkuJ9HXlhp7hfPywwrzftzN/zW4OJqby9E2jcHV24rtVGwjy9WLKxFE8PHUKb388j9UbNjFh1Iiatj3++ONs3LiJ+fM/5fXX35UfDYQQwoQaqj5aUm7g+zVHMRiMTBrVjh4dgy7YsWvoUdQBMUFsP5jCl7WW31O1XAhL8vV0qtMpBCjXG2WC+yu0FLgXyK61LBT4HOh/KQEURXGlcj7EkOplqqrWL1EpWLfuD957703ato1m1qw38Pb2oaCwkDc+/B9x+w8wcfRI7p50C18sXcMf2+Po1DaMSeNGsWz3UX5atJEgb3fuHTuAYhzZEp/GqhOVw0C1Gg0+rg442+vQG43kFZdTUFoBgINOS98oX8Z1DuG/vRVyi0pYtesIS7cf5K43fuT/rh3EiG7Rddppp9Nx3bABzPj0e46cPE33Dm0bfD9rNm0mJT2d+++YXG/dpk2bMBgM9Ot34TuO4soYjUY+/vgDnJycuP/+f9YsT8vI5I05HxMaHMS/H30IrUbD/35ayfpde5kycSTXDb+KlxesJTb+DLcN7sb4fp35YL1K7KlMgj2d+efwDgyMDsDF0Q5XDxfyc4soKi1nZ0IGq/afYfbaw7QLcOeJ0f3pGhnM56t3MuOHNbx0+9WkZuWwYPWfdO/QluEDr+L3DZv4dvEvjBw8ECdHRwDc3Ny47bZ/MG/ex5w8mUBUVMO5JYQQ4vI1Vn20pKzy7snCdfGMHdiWsuKyBvdv7FHU8AB3vlh5GL3BSPWAhS9WHCYm0kfuHAqLSs0sanS5LeempTqGHVRV3V97gaqq+xVF6XgZMaKBTGCGoigjgHzgRVVVt9TeSFEUL6BOFZLp06eHTps27cpabmNWrPiVuXNn0717T/7731dwcXHhbFoaM96eTXJqKo/dN5VuXbvy7JyvSEhO5darBxMcHsHrP29Gp9Vy+4jeZJbb821sChUGI11DvBjeMRg3Fyf0aCguM2AwgquDjiAPBwJd7UnLKyL2VBabj6WyJT6dTsGe/N/Ijtw+vCcT+nbkvV838+6SPyksKeOafp3qtNfLvXJcYFFJw/95ZOfm8uXCn+jSUeGqPr3qrDMajSxZsoTQ0DAUpVOD+zdVQ/lUJUdV1RxTxrXGPN20aQN79/7NI4/8Cy+vypLMFRUVvD5nLhV6PS888Rguzs4sWL2JlX/t4uZRg7h+xEBm/LCGQ4lpPHrNQIL8/Xl8wS7K9AYeGNKeAdEB/JmQw+sbTpGUW0J1oVk/V3t6hXjw9PiuHE/N5bM/jzH9p1ieGhPD9BuH8s4vm5izbAuP3TyeA/Gn+HDBMj5+9hHuuvVmnp71Gqs3/Mn1466uafvAgUOYN+9j9u6NaxUdw9aeq8I2SJ62DI1VH62m02pIzSrC29muwcdFG3oUVafVcOhkVr07kXqDkcTUfLpE+Zr+jVyA5KqobduhlEaXtw+zXPHDpuappTqG6YqitFNVNb56gaIo7ajs6F0qHdAWiFVV9RlFUfoByxVFiVZVtaDWdo8DL9XeccGCBUybNg1fX/MWJzHn3GmXEnvhwoXMnTubIUOG8MYbb+Do6MjBI8d4asZr6A0G5r7xX0qNOp54dx5ajYZZ/3cXK2MTWLx0CwM7RxAd1Zafdp3CYDAyvkc4QX6e/H06n6VqHpAHVI4h0GjqVmVSAt2Y2DWUJ67txh/7zvDJusM8sXAXz93Qk7HdQvnw0Rt4et5Kvly7i9H9OhDmfy5/T1T9vxIS7F3vPRqNRl79YA6lpWW8OP2fBAR41Fm/e/du9u/fz9NPP11vnQnVy6cqM4EZpoxrzjy9ktwsLi7myy8/pWPHjtx11+3odJUDrOfO/x71+Alef2E6Pbu1Z/WWOL5duZ7xQ/rw2JRreeJ/yzh8Oo2Zd4+lCAdmLN9LhJ8bM27pzaZj2Ty98hgVeiPdQz0Yqvjh7WJPQameY6kFbDyezZqjmYztHMC8aUOZ9XMsb/x+gDcn9+Oha6/if8u3MaJnO/593808/uZnbD90mJtGDyRGaceGrVu5f8pNNe3v0qU9np6eZGSkmOSzaerPtxmuFy0iV2uz9DW1tcY3c9ttLk+bej5sef/qfXMLSknNKiLQxwVPN0eyE7Oxs9PWueNXm94IgT4u7DmazpxFe7DTaajQG3nsth706OCPnYMdZeeNzSqrMBAa1PD/5Z4ezlf0Ppp47mwuV6tZ0/95LSWOv7dLo8uvOKZp3lOT8tRSHcP5wM+KojwPnKDy7t/LVD5KeqkSgXJVVRcCqKq6U1GUDKADEFdru9nAV7V3nDx5ciiwOTOzAIOhoSL5Tefv7056er7FYq9evZLZs9/hqqsG8/TTL5KXV0bsvlhemf0h3p6ezHz6SWLVk3yxdDWRbQK5dfxoZi/bRVFJGfddM4h1R7LZtvUE/dv6E+TrxZaTuZSeLKKtjzM3dQ3Ax8UeB50GnVaDg06Lu6MOoxHU9EK2nMzlvbXHWbQriQevCuXDyX15a/VBZiyOpby4jGv6t+XBsf156NgZ5i7ZwvQbh9a0e++RkwC4ObjUe48/LV/Jlp1xPHTXHbi7eNVZbzAYeP/9D/Dz82Pw4NFmO/c0kE9VrvjXwsbimitPrzQ3v/jiU9LS0njmmRfIyqp8hOLwsXi+WbSUMcOG0L1TV7bHHeXlTxfQJTqC+64dy1OfrGBPfDLTbxrK0bRSvtt+mN4RvtzWvy2zVh4jNb+MoW29uLFLAAVlBhJziimtMKDT6xkd7cWd3QNYcTiDVYfS2Hs6l8dGdGT2Hwd5buEu3p/Uh5jwQGb/8iefP3YLHcJD+G75RgZ368Lgvn2Z992P7DtwnODAgJr37OPjS1LS2Sbnh6k/32a6Xth8rtZm6Wtqa41v7rZjY3na1PNhy/tX79vQWMCYSB9Ky+oX3XByqJzGaur4yqJfcxb+TVmFgbKq50Lf/yEWrU6LTlPZeTyfh5NdvXU6DXg62132+zBBLttUrlYzxWfYVNeBlhSnjXfD83C38Xa+opgmvNY2KU8t1TF8AygH3gHCqOzkfQG8d6kBVFXNVBRlg6IoV6uqukZRlA6APxB/3nY5NP1Da1O2bv2LOXPeo3fvvjz77IvY29uzbXccr8+ZS3hoCDOeeoKfN2xj2aYdDOjakS6du/DO0i0Eebszsl8PvtlxBncne27s247tSQUcPp5D/3APInxcSMwpYcfpvAbnnHPUaegS5Mb0oeGczi3ly13JzPrjBI8ODuOla7vzn1/ieH/tYa7q3AZfdxcGxUSy9fBJyvV67KvuPh1OOE2gjxc+nnV/Ndlz8BBfL1zMkP79uHbM6HrHXrHiV1T1MDNnzjTrXHXmyidrz9PExFMsWfITV189js6duwJQXl7O7HlfEODnw7Q7b6egqJhX5y/Ew9WFZ++5lc/X7GL3sSQevWYgZwo1LNh1guFKIH3bBfPm+lO4O9nx7IhIckor+GxnMjklleNT7bQaKqr+I/R0smNsBx+ebxPJe38m8v6fp3lsVCee+yWOD9Yd4d7RvXlm/ip+260yblBv5vy4jKOJZ+jdvSt89yN7Dh4iOPBcgSIHB0cqKsrrvb+WqLXmqrAtkqe25ULTUtSMA6iiBR6+sQvhge54uDiQmlVU73FRvRH0FQYauio72GkpLddz37UxzF9xCI1Wi9Fg4N5rYiwyhktyVdQWn5zb6PLu7S1XC7Op+WSp6SoMVFYUfbuJof4JzFcU5V2gDLhTVdW8prbPlh0+fIg333yZ9u0VXnihspO0I+5vXpszl+jICGY89TjzlvzBptj9XDesPwZnb75Ys5te7cNw8PDnlz3J9G8fiFHnxNrjuSh+znRs78a+lEIS83Jo4+HIqHbeBLpXFp1xstNip9GQXVzBkfRC4s7ksyc5n/GKH6+Nj+adjaf46K/TzBwbzZNXx/DI9ztYvCOBm7qF0i0yiLV7jpGaXUConycGg4H9x07WTGNRrbqwSUhwMI9Pu7deRcmTJxP44otP6N27LxMmTCAjowBhOgaDgQ8+eAdnZxfuvffcmIdFy1ZyOvksH7z6As7OTrz19WIysnN561/38teR06yOO8ptg7tRpHFmwa54ro4JJjLIl0+2naFTgCu3dg9k2aF00grLifZ15toYP9r5uhAZ4sXp5BziM4vZeCKbRfvS6BHsxtPDI3l9fQKL9qVz/+B2fLDuCFklGrpEBPF7rMq7903gowXL2X3wGLePH46nhztq/HHGjxxe0+aKioqaR2CFEEI07nLGAiaczcPBXkdxrbuGjg46XJ3sa/YN9HGp97johZRVGDh+JpfyCgMarbbyDiUmme1MiCYrKq64rOW2otk6hoqidFdVda+ptgNQVTUBGHHRDVuJtLRUZs16AR8fP2bMeA0nJ2f2HjzMqx/MJToinBlPPc6cBSvYcUBlysSRxOdUsH3XEcb1ieFILpw+mcmE7hHsTS+jtLyY8R39OJFdzK6kfLoEutLe34WM4gric0o4lFlcc1wNEOLhSI8Qd8Z28GHJwXRWHMmgqFzPU8Mj+c+qY3y24wyvjIumX5Qfv8ae4sauIfh7Vj47n5FXSKifJ/Gnz5JXWETPjueqlVZUVPDmR/+jvKKC/05/DGenumWAc3NzmTXrBVxdXXnyyWdlGgIzWL58KYcOHeDJJ/9dU3AmJS2dRctXMOyq/gzs25PFv2/lz7gD3HXNKDQOTny+eh39lTCiwkN56/eDDG4XQIi/Dwv2pDIgwpNeIe7M352Mu6Md9/QOxsPZjkPpRexJSUN/MB0nnYYobyfu7duGbady+U3NRKvV8I8eQXwde5ahbb1p4+XMr3sSubp7NHOWbSE9r5josGD2x59Eo9EQFRbGyaS6FfIKCvIJD4+wxGkUQgib0dDjotcOc29wWgq9wUhUsEe98YVlFYZ6pfsv56lIvcHID2uP1byuvqv41aojUpVUWFyIv+tlLbcVzfnTy1xFUVYpivIPRVHa1F6hKEqwoiiTFUVZBXzUjG1qMUpLS3n55RerJq9/DS8vL06cSmTWex8QEhTIS089zgc/LmfHAZX7bhzH3pQith9J5OYhvdiZUk5GfinjekTz1+kifFztGdjWm70pBbg72jGhkx8lRiM7zuSTVlBGRz8XRkd7c11HPyZ08KVviDsFZXpWqJn8Hp/Nbd0CGRDuwfrj2ZzIKubW7oEkZBWz72wBfaP8yCooJSm7CDtdZSeu+j+Z7fuPoNVo6twx/HbxEg4fi+fxafcSElR33qKSkmJmzXqejIx0XnzxZXx8fJrvhLcSJ08m8OWX8+jTpx+jR4+tWf759wvQarXcd/tkcgsK+fTn3+gQEcLEof15++dN+Lq7ctOQXsxee5hOwZ50jgjk5/1pDIr0JNLHmaWHMujg58LU3sHsTy/kp4PpxGcW4eFkR5SfCxoNbDudx9d/p9DW15mxHXyIO5OPt4s9IZ6OLDmQxuhOwRxJySM0oLIy3d6Es7QLa0NCcipGoxF/P18ys7LqvJ+8vP9n77yj46quPfxNb5qmUe/VY0vuvdu4gmzTiykhEAgJgRQeCSGPQAglCSF5j/BIgwCGAMEBGwy2MTYuuPeuMpKs3qWZkTSa3t4fI8uWLROKLVn2/dbS8tK+d87cOT5zdffZ5deBXj9w3cIEBAQELnZOTxd1+4L4AiGWrS2ho8uLTi3nroKhyKViVHIJcqmYuwqGEqWWnZVKeubvJ+ra+yxD+apIxCKsHZ7zMJKAwNfncHnbV7IPFvotYmixWKabzebFwPeBV81mc5CIxISWSNDpM+Ali8Wytr+u6VLiL3/5E+XlZTz55G9IS0vHZm/nyT+8gFql4tc/fYiXP1jP3sJSvnv9VeyssFJS18pNsyewpthKlFLGiKxktlV3Mj5Fix8RZW0uZmQaaPcGONzURapOwRVZUYhFYHUHsHoC2L1BtHIJOSY1U1J1FLa42FRp54PiNm7Ii6Wuw8vakjYenpnOPw80sq+2k5kZkdrBhnYX8nAk3K6QRVL7dhwpIj87HZ0m0umppKycFavXsnD2TGZMmtjr8/p8Pp5++glKSop59NEnGDYsvx9n+/LA5XLxm9/8GrVazUMP/bwnGnu8xMLO/Qf41o3XExNt5OX31uFwunj2gTv51+dHaLI7eOqOhfx5cykauZRFYzJ5eXc941O0JOiUbK1sZ0qajgyTihXFrSgkYuZlGRkWq0YmEfcUYLc6fawrs/Gxxcr1eTGUtLhYX2bjSrOJV/c2kJofA0C13UOsTkNFk5XsOBNdLjddbg96rZbOrq5en8ftdgsbCAICAgJfwLnSRU/KTUzOSyAvI7pXmmll49m9B8LdY/VE9s5TRk8wNPhFxAUGP/Yu71eyDxb6tcbQYrGsBlabzWYZkEtEZ8MOlFsslsujI8QFYMOGdaxf/wlLl97BpElT8Pv9PPPC/+FwdvGHJx5j1bb9bD14nG8tmsvuKhuW+lZuvGIiHx5rIUGvIj42hkMNXczJieaE3Y1GIWV2thGL1Y1WIWFBtpF2X5DDzU7CgFIqRiMTEwqHaXb6KLW5SdHKmZikRSUT87HFyoEGB3NzonnjQCMnrG6GxmmwtDi5eljkobzD7UcWjOz4GTQqGlqt1DW3sWj6BAD8gQD/+/JrmKKNfPf2W3t9Xp/PxzPPPMHBg/t56KFHmDFjVr/O9+VAMBjkd797ivr6Wp599vkeZyocDvPav/6NyWjguoKF1DS1smLDTgqmTyAskfPxniKuGmfmYIOTWruLhxcO5839jWRGqzDHRbG5ws6sTAMKuYTPqzrINiqZk2Wk2eXn85oO7J4A0lIrRoWEvBg1N+TF8u7xFtZYrMzNMfLa/kYUUgliEVR3+NCrZJQ2dZISo6fe2sn49AwAJXokDgAAIABJREFU7B0O5HIZfn+AUCiS3tTa2gxAbGxcn59ZQEBAQIBzpovGR6t7BOp1anmvVM5AIHRWmmgoHLGfJNbQdxfHL0tPh9OCoUIaqcCAk59upL71bJH7/HTjAFzN+WOgms/4gaKBeO9Ljbq6Gv785z8xcuRo7rjjLgBeeftdSspP8Isf/YDS+hY+3LKLRTMmYrH5KKxu5qZupzDZqEZnMFLW5mKB2URhs5NkvYK0GA0lVhfDYlSYouQct7qRiUUMNanINCjRyiU90aNAKEyZzc2xFief13QwN8NAdrSKQ40O7h6TgFQsoszqIlGroLCpq9eGYYOtExEQZ9Dw8ee7AZg8YigAqzdspLahgSd/+hPU6lN/TPx+P88++yT79u3hhz/8LxYsuKpf5vlyIhwO89JL/9s9xw8xevTYnmPb9uyjpPwEP/7u3SgVCv65ZiNKhZxbF87i9x9sI0opZ+YoM79cdYQr85PYUuUAEcw3m/i4uI0JyVokUhHHW5xMTNaSY1KxuaYDlz+EQSEhy6hCqZRR1uxgU3UHYxOimJ9t5L3CVtzBEAaVlDKrizSDknKrixSjhoZ2F/FaFXXWDtSKyMOCx3dqn+nkWm1sjIhkJiQk9uNsCggICAwuTqaLLlvbu8ZQH6WgtdsxPJOWdnef9sIqG/EmNTq1nFb72Q/RABIxyCRiPP6+NRABpo9I4Lo5Q5CEQ4JTKHBR4O9LX+UL7IOFgZKrEDgP+Hw+fvvbp1Eo5PzsZ/+NRCJh574DrN6wkWuvWkhsXCJ/ePF1xuflItJEs29fCTfMHMdHha0k6VXoDEZq2r3MN5s41uTEHKtGIhVT2+5merqeFneAinYvQ6JVDItR4fCHaHYHqe7yIxWLMCokxCqlDItRo5KJ2V3v4ITdw5jEKE7Y3DR2+UnUyml2+IjTyPAFw3R5Ix3JFDIx1S12Eoxa5FIpOw4Xk52SSFy0gQ6Hg3dWfsi4kcOZOGZ0z+cNBoM899wz7N27iwcffIiCgiUDNfWXNK+99jLr1q1h6dI7KCi4usceCAR4898rSE9JYd7MGVTWN7HzSDH3XD+fGquDo1VN3HflJJbvryFKISMr0cSOg03cOS6RDWU2MoxK4vUKDjZ2MS1Vh14tY0tNJ1q5hNlpeuI1MkQiEbGxWsw6ObvqOjnU1MWcDAOJWjmFLS6GxKg53tRFqkFBYbOL9CgFZc2dZMbIcXv9iMWRsulgKITP50cqlfY4hvX1dQAkJSX3/6QKCAgIDCL6Shf9IjIT+xai/3RPNev21HDL3BxUKkWf53x3ST7+QIg311nwB085h1KJiILJ6UwcFk9SjKY/NDUFBL40amXfLtS57IMFoe/vIObNN1+joqKchx76OTExsVjtdl545TWGZGVy09WL+d2y9zAZdIwbM4Y1+0pYMG4YG090YFDLiYkxUW33MG9INMeanIxIiCIkAncgxFV5cVR1egmGwlyRpiNeK+dgm5tiu5dmtx9vMEy7N4il3cthq5tQOEy6TkGMSkqZzU1ilBwR0NzlI0ohpcsXJNRdhN7uiuReR6sVlDdYyUky0WJrx1Jdx/TReQCsXLMOl9vDvaelkJ6MYu3YsZX77nuARYuuPms+BL45K1f+m/fff5dFi67mzju/0+vY6g0baWhu5u6lNyIRi1m+fitqpYJbr5rFu1sPE61Vk5oYx5E6O9eNTefDwlbMsWpqOjyEgakZBg42djE6IQq1QsrhZiepWjkLs4zEqmXYvEGaXX66vAGkYhGTkyOpycdanAwxqWlz+TGpZLj8IaIUUuxuP0qpGLcvgEgU6XPgD0Q2HqQSCU6XC81p0eba2mr0egM6nb4/p1RAQEBgUKJTy8lM1H2pCF1SjIY5Y8/edPMGwvgCIf75aSlvrj07UUwiFjE03Uhmoq6XUwgQCIZ7nEIBgYuNnKS+nyXOZR8sCI7hIOXw4YOsWLGcgoKrmTx5KuFwmBf/sQy/38/D99/HyyvXYetw8K2rr2TZZwcYkZFIaWdEOHxoWiKlbW4WdEcKRyRE4Q6FCANT0vQcrOsgWillVpqeeneQ8g4fUVIJI01KpiVoGB+nZnK8mqEGBV3+ECc6vIhEIhKi5HR2axjJJSK8wRAQRiwChzeIWi6moTvdRCUV0dLRxZDkWHYeKQZg+ph8HF1drN6wkZmTJ5KecuqPzAcfvMe6dWu45Zbbue66G/t7ui8Ldu3aziuv/JXp02dx//0/6iX9EYnirmLsiOFMGD2KxjYbOw4XUTB9Ag32Lo5WNXHt5Dw+OlKPXiVDIlfg8AaZkWWktM3NnCwDu+s6idfISDMoKWxzkalXMCVZS6PLz+5mJ8dtHkravawraaW03YNULCJTr6TF5SdaFdmBE3XfsUQiEeFwpLmBSCTCFwiikElwuiN1q1FqJfaODgynOYFVVRVkZGT223wKCAgIXCp0unyU1tjpdPl6fq9s7Oz5HeCOBWZ+cftYZoxMRN6HXKznNI1DuVSETCrmnsXD0Knl2Bx9dxktqrL1eg8BgTPX4kBR29q3Zva57IOFwR3vvEzp6urihReeJzk5le9+934APt+1h32Hj3DfHbdS2WRl68Hj3HbVFby3qxiNUo4hLpnC8lYKxmaxtcrBvNxIpHBorBpfdzRvUqoei81NVoyabK2CQnvkRj3MqCBWKe3lKIhEIuLVMtp9QRpdAbL1YTTd3UU9wXBPd7IuXxCVTEyzw4dJLaeyrQudSkZdqxWAvLR4Xn1vDxlJ8STFmnhrxQe4PR5uueZUmujRo4d59dW/M23azLOiWALnh+bmJv7nf54jN9fck5Z8Oq+/+x4uj4f77rgVkUjER5/vRiQScfWsSazcdgyFTMqY3DSWHTjATePT2VhuJz9BQ1GLE6NKSlgswhcMMTPDxO4GB/EaGeMSoyhp99HqCRCtkJCskSGXiLAFodLmJlohJUkrp7DNhb+7q0Gwe62ebIzgDQRRSMU43B40Sjn2zkiakUGrodVqIyY6UgQeCASorKwQIs0CAgICX5HdhU28fpqm4YyRiWw/2tjz+y1zc8hI0FHV1MnyjeWIxSJ8X6BjL5OK+dZCMyOyTf8xGvn+5nLe33KiR0dR4PLmzLV4d8FQJucl/OcXXhDO1WV3cOtpD4hjaDabM4FngdFA1OnHLBZL2kBc02DixRdfpLW1heef/xNKpZIup5NX3nqHIVmZzJ4+nft/8xJD0pNxi1XUtFZy05zJvH+4kfnDU9lW7WBcspYTNjeJOgVyuYROb4CZGQaKrJHuoqOTDeyutqOSihkRrUQpPXdg2SCX0OQK4AmET3toD+ELhlHLxLQ5/YxKiOJovYNh8RpKqhvJSzZypKIRjUKOUSmjsKKGOwquwOfzsfazzUwcM4qM1BQg4gT/4Q+/JTExiYcffrSnhkzg/BEOh3nxxT8SDIZ49NHHkct7/6E+WlTM+i1buXFxAWkpyThcbj7ddZDZ40egVqlYv7+UGfkZ7KqIOPupsQY+qWhgcV4Mn5XbKTCbONriJD9OQ0WHF7FIxKQkLRWdEacwUysnNUrWs/GQnhhFc6eHKoePUaZIS3JPdzH3yQZ3vmAIiVhEp9uPXiXH6rARrVXTYmtHq1ahlMtpbG5hWG4OAJWVlfh8PnJyhvTHlAoICAhcEnS6fLy6pphgKNwjML/pYH2vc/75aSkKqQhv4Ms13fAHQmelqEZr+5af8AXDQJhla0uYOU54PLyc6Wstvrq6mLyM6AFpSNTl6luW4lz2wcJAPWW/A4SAh4FvnfEj8AUcP36MlStXcs0115OXNxyAN/69go5OBw9+59u8uWYjXW4P186dxUd7irliZC6flrSSG6ejrD1IXJSckEiERCwi06SizeVnZoaBEqubOLWMvDgNe2rsaGRixsSovtApBDjZfEkijqSLSkTQ6YnoE8pEYtz+EHqVFLs7QKpeQbXVyZgME/vKahmXm8zWQ8cBmD1uJJ/v2kN7ZyfXXLmgZ/xXXvkLVmsbP/vZY6hU36zVtUDf7Nmzk4MH93PnnXef1ZjF4/Hy4j+WkRAXy23XXwPAht0H8fr8XDN7CruKq3H7/MwfM4TtZS0MTzZgaXWjlkX+7yUikMvEhMKQa1LR2OUjL0aNMxCm0RUgNUpGmlbeKxotFomIU8lwBkI9kedAd+1JoFt6ossbJFolpanDTbxOSYO1k8RoHTVNraTEx9BqteFyu3vSkUtLSwEEx1BAQEDgK1DT7DhLuqIvvqxTeJIzU0e9/iAyybkjLSd1FAUuX/pai8FQmJrmgWlIdKkK3A+UY5gP3GmxWD6xWCyfn/4zQNczKPD7/bz44h9JSkriW9+KpFTW1NXzycbNLJo/B7FcyfpdB1kyYyIfHShDr1HiV+px+4KkJcZgc/sZm6KjucvHjCwjle0eJqfoqOzwopaJmZgURYndi1ouYWS0Cqn4P4fDO30RZ1AmFtHk9BGtklHV7kUsAps7sqfj6HYUvd7uxjNKEe1OD5PMaWw5cAxzegoJMUZWrVtPekoKo/MjTWiKi4tYv/4Trr/+ZszmoRdiSi97wuEwb775GsnJqSxefO1Zx1/913IaW1p46L57UCoUBINBVm/bR35WGtkpiWwtrCQxWotRp6XW7mJSVgyHGxyMStJiaXORG6Omst1DslZOmzuARATZBgXVDh9qqZhMbd+7fOruDQl3oHcK6cmHD6vTh0kjo8XhwaiW4XB7SY3RU9nQTEZSPJU1NQBkpqUCUFJSgkKhIDk55fxOoICAgMAlSqfLR5O1f5wxk17Za4PwTE7qKAoIXCxE6/uOcp/LPlgYKMdwKzBmgN570LJq1Qpqa6t55JFHeqJnr/5rOWqVituuv5ZlH21Ao1KSlpGJpa6VeeOHs6O8lTn5KeytdTAry8jRxi4mpOgoaXORqlcQEoE3GGJqspYKh59gOMyUDOMX7tydxB8M0+oJEKuS0u4J0OENkqKVY2lzkaZXcrypi2SdgiMNXaQalBypsZKoV1F4ohaFVEJ8lJzK+iZmjx9BSfkJKmpquXrhvO7GImH++tcXMZliuO22Oy/01F62HD58kMrKCm655Tak0t6Z5QeOHmPNZ5u49soFjBgWccx3Hi2h2Wrn2ium4vL6OVzRwOxR2RypswOQEq2lwxMgJ0ZNm9NPZrSKVqefdIOSeoePxCg57hA4AyFSNLJzPgic7GLrC0YKVQLdu4Rd3gB6pZT6Di86eSQSKQ1HzjGq5TjdHnJTkyirrEIkEvU4hkVFRWRl5ZxVOykgICAgcDa7C5t45C87eX/LiT6PS8UilH11mPmSnJk6elI7US4Vo5JLkIhFSESgkkuQS8U9OooCly8Kad/r7Vz2C834IXFfyT5Y6LcaQ7PZ/NRpv1YB68xm8wdA0+nnWSyWJ/rrmgYTbW2tvP32G0yaNJXp06fT2uqguKycfYePctctN1LbYuNAcTl3XT2PlTsLSY8zcqzFg1Ejp9ktwqCSdrf5l6CQiwm7YVRCFAebnYyM0xASibF7feTo5OiVMlrP0SHsdKq7fITCkKKRc6DRgVwsIhAM4/AFyY9Ts7OynVmZBv5V08HVeSbe3l7L0gnpfLx1N1PzMti8/wgyqZTZ40fyt2VvolapmD11MgC7du2grMzCf/3Xz4UU0gvIp5+uJSpKy6xZc3rZu5xOXnj5NdKSk/j2zTf02Fdt2UViTDSTR5jZUVxNIBhi5sgslu+pI1ojx+mPOHBRisiNWtP94GBSy6hy+IhTy2jv1rKMUZ379tPlDyECXN2Cxy5fCLEIGjt9mNRSioNhCEXG6ezsQCGV4HR0ADAsM5Wtn28iPSUZlVKJz+ejuLi4z4iogICAwOVOp8vXS6+w0+Vj2Scl+ALnFpy/enoGRq2STpeXVduqCARD9JVxelJK6HRkUjFe/9ndac7UTgS+tI6iwKWPpdZ+TntuqqGfrwbqW51fyT5Y6M/mM6ln/L4akPVhF+iDt95aRiAQ5Hvfe6DH9s7KD9FptSxZMI/fLXsfg1aDwRRHg62cpXMns/xQI1ePzWRzVReL82I42NDFVWYTR1qcTEnRUm73oJNLMEcrOWz1oJKKSNLIvtT1tLoD1Dv9JKll2D1+Grp85Meo2F3bgUkl5VhDF2qZmCqbG4VEhLXdgUQsQhHy0uX2MSs/g9+98hbTR+fh83rZtmcfi+fPQaVUEgqF+Oc/Xyc5OYU5c+ZfqCm97PF4POzevYO5cxee1XDmjX+vwN7ezuP/9aOeY5bqOoora/nudVciFovZW1qLTqVgVHYST39UxNAEPQ2dPiSnpSBLuiPPUkkkOUGrkNLhDyEXi5CdI1U5HA5j8wbQycW0uvxIRdDk8GJSyThi86Dvdjob7Z2kRWsoqq4nPz2Bo2WVGLRRJJgMFJWVMX/mjMh1W4rx+XwMHz7i/E6ggICAwCBnd2ETy07r8njL3BzkUsl/rCv8aEcVMom45zVFlTYOlJ5dWzUi00RxtQ1/8NR4Iuhx/M5Ep5b3cgIFh1DgFBdXF1D1OTa3z2UfLPTb1Vsslrv7670uNWpqqtmwYR1LllxHYmISAJYTFRw4epy7l95Ms62D/UVl3FFwBR/vLSEt1kBxq4dojZxaR5DYKBmNDh+xGhnt3gBqmZhEnYLqhi6mJmtxBsJ0+UPk6hVfmON/EpsnQEm7B61MTIJKwmdV7RiVUuwuPx3eIBOTtHxY2Mr0dD3vHW1mXk40aw6UMXNIHBsPlTAkJYaGxgbcXi+LZ0xkzWebCIVCXLMw0nRmx45tVFVV8POfPy6k/l1Ajh49hNfrZerU6b3s1d11q4vnz2VI1indv/c/245GpWTBlLGEw2EOnahnTE4yHn+Qxg43c4cl0ur0YVLLcPpCvW7VJzOTz+UMno7N5ccVCJOjk7Hf5saklnHI7iE5KvKAUNfuId2opKiijfnD4llX3sGVY4fwzqoDTB05jOOWUrxeH+NGRpozHTp0ALFYzIgRo7/ZhAkICAhcQvQVGfznp6XIJBA8d7AQiIjPB7pT/ZdvLOf+a/L7dAwXTUln8vB4lq0tQSoVEwiEuKtgqODwCXxlxKK+NyvOZb/QTMlPZM2umj7tg5kBqTE0m822c9hb+vtaBgNvv/0GcrmcpUvv6LGtWrcelVLJonlXsHrbXuQyKebsLCqabEwfkcvROjtTcxMpt7qZnGag0eFjYqqO6g4voxOiehrOpOgUdHQLDsUov9gJC4fD1Dt9HLN5UEnE5OgUbK3tjKSTauXsb+hiaIyazSfsxEfJOdLgQCOT0OlwEAiFydJLqW3r4PY5Y1m5aSdDM1JJT4hl7cZNTB43hoS4WMLhMO+99w7JySnMmDHrgs7r5c7BgweQy+WMGDGql/1fH6xCoVBw2/WnUi8b22zsOlrCoukTUCsVVLe20+70MDoziTpbJG0ixajG4QuiU0gIhMLdNSIRR/Dkv75gCI1MjC8UxtvHk0c4HOZYowOpGHyBIO5AiFD3znVdu4f4KDlVdg8mhShSh+hzIgLU0iBOt4fpY/LZtf8gCoWcUd1NjI4cOUheXh5RUVFnvZ+AgIDA5Yq1w9Mrw+MkfWR5fiFiEXR5AgxJ1fey52UYyU01MDkvgd//YCpPf28qv//B1AHUnRMYzBw6R7fPc9kvNEkxGuaM7d3Jfc7YZJJiNANyPeeLgWo+c1a+otlslgFCeOgMGhsb2LZtC4sXX4vBEMmhbrPZ2b5nH/NnzUAikbJl/zFmjh3OTksdCpkUDwrEIhEiqRyZWERYBAqJCIlEjAgwx6hpcfrJ0CsRi0T4gmHEfHE0x+kPcdTqobzDR7RCQq5OzrbaDlz+IHkxKjadsBOrllFvd+PwBkjTK7C0upiTrWdTcQML8hJZvfsY6XEGXJ02Wu0d3HrlLD7ZtBlHl5MbFxcAsG/fHsrKSrnxxqVCtPACU1h4lGHD8nulkdra29m+dz8Fc2ej055ypNZs34dIJGLRjIkAFFU3AzAiI4HmdjcA8Tol/kAIuVSMRBzpIqeQRtbUyaVl9wQwKSKJCrVdfk4nHA5T0emjzekjUyunqM2NVi6hrM1FnCYS9ZaKI9HHyiYbGSYN+4orGJ2dxL5jxeg0akbkpLNj734mjBqJUqHA4eikpKSYCRMmXJhJFBAQEBikmPTKLyVF8Z/w+EO8vaGUqkYHV09L5+ppGfzi9rH8dOmpHoM6tZwhaUYhUijwtdGp+l4757L3BznJeqTiSN2sVAw5Kfr//KKLnH51DM1m8zaz2bwVUJrN5q2n/wAWYGd/Xs9gYMWK5UgkUq699rQGIJ9sJBAMsnj+XPYet+D2epk1bgQ7iqqYbE5jd2UbI5INHGnsYmRiFJZWF3nxGmo6PCTpFHiDYcJAnDrin8slIkKA6wwdonA4jM0ToMjmYX+riy5/kFy9gmiZiE3V7XgDIfJj1Gw6YUclE6MUi7C0uZmarmdNcRtjkrRsLa7DoJajCbtosjv49pyxvPbBBoZmpJKfmcqKtesYlT+MYbk5hMNh3n33LeLi4pk7dwECFw6fz0dlZQVm87Be9s937SEUCrFg9swem8frY/2ug0wfnUeMQQdAYU0z0VEq4g1R2JwRGRKdSo64u05FK5cSBlTdshOd3iAGpZR6hw+VVESiWkq9009ZuxeHP0i7N0Ch3UOd00+2SU27O4DDF0QjFeHyh+jyBFDJxBxv6GJorJoaWxfD4lRYHS5mDEtjzzEL8yaN5khhEe2dncyeNgWAvXt3EwqFmDlzJgICAgICp9Cp5UwbeX7S3jy+IL5AiHV7apkzLmVAmoEIXNroz9ED41z2C83JVOxACPyBEIEQLFtbQqfLNyDXc77o74jhP4DXgADw6mk//wDuB67v5+u5qHE6nWzcuJ4rrpiLyRQDRJy1tRs/Z8QwMymJCWw9dJxonRapQo3D7SUvI4nGDjfDkqKxuwPkxKpx+oLkxqhpc/lJ0Slwd9cTnOwYGauUIhHBoTYX5R1eDtd3Umhzs7PZyTGbB7s3QIpGxqgYFXUdHrbVOVBJxWToFWwot6GSSTDIJeyp7WR8ipZPitswqWXgd1Jnc3LL2BQ+2HGMmcMzKbKU0mLr4J5rF7Dq0/XY2zu444bIf/vhwwcpLi7kppuWIpMNzBf9cqG+vpZgMEhWVnYv+77DR0lPSSY1KanHtvNoMU63h4Jpp6JupfWtDE2NQyQS4Q1E8o6UUglRcgld3iBx3fqEvmAYhUREVbuHLIMSmydAs9NPlk5BvEpKg8vPwVY3R6we7N4gWTo5JrWMYy1OEjUyjjc7idfIKG9zY1JJcQdCtHd2YlDLsVRUk2jUUlNbQzgcpmD6BD5ev5Fog4EJoyPpsZs3f0ZcXDz5+fkXekoFBAQEBhWdLh87jjae1zElYhHWjv/c1VxA4KtyvKLPKrRz2i80faViXwrrv19b51gsljcAzGbzbovFUtKf7z0Y2bZtCx6Ph4KCJT22iuoaauoa+NE9d+EPBDhYfII5E0ZytKoJsUgEskinL6Uy8mCu7nb+olUyQmEwqiKRHIg4mQBKqZhxsWrKO7w0Ov2I3QGkIjAppJiUUvRyMSfsHj49EakVzDUqaXV42VLZTpJWjscbZHdNJ2OTtGw/YScMjIiV8cGBem4Ym8qH2w6gVSuYPyKdJ/7yJotnTSDeqOW9j9cyedwY8s25PULrJlMMCxYU9NcUX7bU1dUBkJKS1mMLhkIUl5ax8IretZ3bDh4nLtpAfnbkXLfPT6PdwdzROWeNG6ORc6jBQZJWjlgE5W1ucqJVWNpcTEnRoZGJ2VXfydwMA0ONSjJ1ITp8QcQiEQa5hMYuH6sLm9HKJTR2egmHobHDi1Yh4Ui9A3OMiv2lNcwbYmLD7jLunT+etz74iOlj8vG6XRw4eow7brwOmVSKzWbl0KED3HTTrYjFA5U1LyAgIHBxcq4aw29CMBQ+Z8dRAYFvgkYto81xdjROox6YQEJfqdiXwvofqJ6qU81m89Q+7F6gDthtsVi8/XxNFx0bNnxCampar3S/rbv3IJFImDJhHJbqejw+H2OG5rDmSDWZ8UZqbS5UMglOfxi5JJLWJyIiEgugkIh72v23uQPouuu9VFIxI0wqwuEwsbFa2tq6cPqDnLB72G534w2GSdTI0Cuk7K3rxOkLkh+r5nhjF00OH5PTdGwstREKh5mZqmb53gpm5sZRVVVFk93BE7fO5W/LP8SojeKhb13Lr3//fwSCAb57+60A7Nmzk5KSIn70o4fPkk4QOP80N0fkQ+PjTzUBaGhqwuvzkZOR3mPz+f0cLq1gwZSxPc5Vg7UTgBRTJJdeo4jclF2+AFkmFf6SMC1dfobEqDnc4OD+KSkUt7nYWdvB7DQ9G6va2VDZTrZRSYZeiUYqpsMTYHerkzqHj3itAq/HT4PDR6JGxgFrJFoYAprabMTrlBSXnSDZpKOpsRavz8+tV87m3RUrUCoULJ43F4DPPvuUUCjEvHkLL/h8CggICAw2THolvq/aaQaQSUAkEiMRiyKvF4mQSyPSFULHUYELxYyRSVRvKOvTPhDo1HLuKhh6yXXcHSjH8E5gCtBMxBFMAeKB/UAGgNlsvsZisez/TwOZzeZfAb8ChlsslqILdcH9TXNzE0VFhdx11729JCR2HzjM2JF56LVa1u8+DEB+dhp/2XCYCbmpNHS4STGqafcEiFbL8IfCSCWinrRRTyCEUSnFoJRyqKkLtVRMvEaGSCQiHA7j9IdoaXRQ1NBBszPSHCQpSk6sSsqRpi4OOBzEqGUkRcnZXG5HIRUzLlnLx8dbMaqljDDJWb63gomZMUg8NvaX1/GDRVNYv3UnDa1Wnnng2+w/dJTPd+3h9uuvJTE+Dp/Pxyuv/JXU1DTmz7+y/yf7MsRut6JQKHt16mxujXT2SoyP77FV1Dfj8wcYmXtKtsLeFWk2Y9JFOm8l6lUANHa4GZ6gQyKCPTXtTE038Nr+BkrvSyxSAAAgAElEQVRanExI1rGnrhODUsqcDAOHmp2U29yUWN0940rFIvJMKtq8QYpaXWQalOyobCfdoGBXVQf5MXJ2l3YxJ0vHxqoOvn/leF7+10rmTx6D1+1ky87d3Hz1YnTaKHw+H6tWrWT06LGkpAhSqQICAgKdLh/2GjuScOjUw2tfCvT/AZFIzBN3TcDrDwpC9AL9RpPd9ZXs/cHkvATyMqIJisS9v1eDmIFyDAuBlRaL5cWTBrPZ/CAwFJgOPAb8HxHn8ZyYzeYxwCSg6oJd6QCxa9d2AGbMmN1ja7VaqW1o4IbFEdH3stoGEkxGJFIp7U4PqbF6yqpcJOpVePwhlDIxElEkaqiRiZGKRTQ5vOTHaZiRqmNzdQdbajpQSsXIxCI8gRD+7rB4lExMfowKhVjMkeYu9td1opaJGRmn4XCDg6P1DobEqOl0+/mosJW8eA2ygJsPDzUwMzcOXFY2HavgtlmjaayrZseRIr5zzQISo3X8+Jd/JDsjnVuuWQzAihX/pqGhnmeeeQ6pdHALgw4W2tvbe7rcnqSj0wGAUa/rsVU3RrqPZiWfiiy6fZENA3V3pDA7XocIKGnqYExaNGOSdWwqt7N4WCw5JhWrS9p4cEoKnV41O2s7aeryMSPdgCIhija3n2AojEoqxuENsKu2E5s7wJBoFdsr20mIknOwzkG6QcGBEw2MTjGw/fBxJg5JZdvufSgVcu4omMMz//MCep2Wm5csAuCzz9Zhs1l5+OFHL9gcCggICAwWdhc28fppQvZ3Fwwl3qhGLhXj9p07ajg0VU9lYyfe05rTScQivP4gmYmn/lZcCg/EAhc39o6+EwnPZe8vdGo5sbFaWlsdA3od54uBKry5DXjpDNtfgdstFksYeB7I+6IBzGazHPgz8H3g/CbJXwTs27eH1NR0kpJOaaQcK7YAMH50RLi7qqGZzOQErJ2R3ZIYnQaPP4hSJkEmEREMhjGopITC4PAGyY5WUdLmosMTQCOTcGWWkQmJUSRoZBiUUjIMSsYlRHHjqERStXION3SxutSKzeVnVLwGSSjMOosVbyDEuCQt+2s6ONrYxcJcIw3Nrewoa+amcWl0tNbz+bEK7rhiDLg7WLlpJ4tnTqRg2jie/dNLBIJBHv3h/UilUhoa6lm+/C2mTZvJuHET+3+iL1OcTicaTW+tHa8vkruvUJwmX9ERudHFnOYsirsj2Cdz6w0aBUMT9ewobyEcDnPDyDhcviDvH23mttEJqKRiXt3XQH6Mmpnpemo7vLxxuIl3jjZzqMHBoQYHHxa3sabURjgM49P0bKuwY1RJqbW7UUrF2Ox2ohRSOq0NyKQShsQoOX6imnuuXcCuffsoKT/BvbctRa1W4fP5WL78HczmYYwZM+6CzqOAgIDAxU6ny8era4rxB0J4fEH8gRCvri5GIZP0Erfvixmjkgif8Yh1KdRRCQw+MpO0X8ku8PUYqPBMM7AEWHWabRFwUuBeCfjPfNEZPAW8abFYasxm8zlPMpvNBqBXaOThhx9Oue+++77qNfcbHo+HY8eOsGjRNb3sxWXlqJRKcjLTaWvrotnazpSRw3B5I1OlUSqQiiN5/iaVjOONXWQaIzfv4hYnU1N1VNndrChqpWCIiYQoOdlGFdlGFZ5AiLoOD2VWF5+WWfEFw8SoZYxPiuJEq4tPSqyoZGImJGs50uDg46JWhsSoSFTDh/vK0Cpl3Dc9kw+27sfa6eKHS6ZSV1PFyk07mTtxFPdes5DnXvor5ZVVPP/kz0lOSCAYDPLHP/4WqVTK9773YL/P89ehr/XUTbvFYmk/n+NeyHXq9/uQyXrv8EokkX2i4GnC8/5AELFYjEx26lYRrY2kjlo7nWQlRAOwID+JP31WzO6KNqZkx3LlUBOflFhJMSj57qRkXtvXwJ931zM9Xc8tw2Op7fTR3OXD5vYjFYvIMioxKKUca3Dw0ZFm0gwKqqxuHN4g8YoARe0upqUo2Xqkle/MHcM/P/iYccNyGJmVygO/eJnRw/OZMz1StrxixXJaWpp56KFHeqVhX25cKmtV4NJGWKcXnppmR59NMg6WtvQ0oTsXRVV2bpmbw/KN5ZdUHdXXQVirA8uJhs6vZL9c+abrdKAcwx8B75nN5uNALZAKDAdu6j4+iUgqaZ+YzebJwHiLxfJl8sR+QqQGsYd3332X++67D5Mp6hwvOT/Exn69XYzduwvx+/3MmTOz1xgnqqoYPiwXiUSCVCEmEAySmRqHVhdx/owGNdFaBa5AiLxUPetLreiNGtKjVWyr7uCqMcncpVHy5p5a3jnajEYuIUohxeMP0uEJAKCSiRmVosegkrGv0s5HhW2oZRJm5poob+5iVWErMVFyrhsZy8aj1RywOZk/IolEZZBXVm/FpFPzv/cvYeW6zWzae5Qb50/joW9dzdP/8xd27j/Aw/d/h1lTIrIHf/7znykqKuSZZ54hLy/rG872Kb7uvH9JzlpP3fwaePJ8jnsh16lcLsXnk/Saq4T4iJOnUIp67DqtilAohNGoRirtbmCkkSESQa29k4Lu826alsNHR+r4+9ZSJucl8uMFQ7D7Snh9XwM3jE3k8UVDWXGoga0VNrZVtZMTF0WqUUWyUYbDE6CoxUlDuweVTMysXBOfFLbgC4Qwm6RsL25mycgEPtqyhyWTh7Fpx06iVEp+/cCtPPrU75FIJDz96A+Ji9NRVVXF8uVvM2fOHObP791d9Xyvi4t9PC6RtXo6F/K7fYHvG4N6fOGe2ptvOh/9/Xq9te8arFXbq/hP+va7CpvYZ2nl3muGk51iID5ajT5K8ZXe/3QG29ydwaBbqyc5H9/h83Uf+LrjeHx9R7c9vtA3uraB/lznewy+4TodEMfQYrGsN5vNWUABkASsBdZYLBbryePA+i8YYhYw1Gw2VxBJI00BPjWbzXdbLJbPzjj3BWDZ6YalS5emANus1i5C/+mu+DX5JvnGO3bsQSwWk5yc3TOGPxCgvLKaa6+KdFisrmuNnBwU4XVFIoZNrZ3ERynZX9VGtjZS/7XucAMFQ6L56+56/rKxnFtGxfOdMQlU2t1Ud3jxBEKYlBJGxGkwqqQ0dHjZV9lOQ4cHnULClDQdVTY37+6rRyOXMD/HQFl9G29uqSfFqObeqels2HeM9c12Zg7PZOGoDH77t7dobLVx77ULKZg2jp89+Qd27NvPt2++gbnTI0LjH3ywmtdff52FCwsYN27aecvN7oc877PWUzdfe7fwXONeqHUaufGIcTpdveZKJolsMJSW16KPijiJyu6oYkl5PfEmY8+5+WkJfLqvhGsmDCMhXo/d5uTh+cP42XsHeODV7TyxZBQ/mJiEViJixcFGdpZZWZwXy4+npXK0sYsTVjc7yq34gyE0cgkJWgWzswxU29z8a189CVo5ifIg24ubmGeO5ZNt+8lLjcPWUEN1QwvPPHAnr731PseKS3n0hz9AIlLS1NTOE0/8CplMzj33/KDXZzvf6+JiH6+bQb9WT+dCfrcv9H1jMI8v3FN7803nYyBer1dFtIqDZ3zkM6OIfREKg88f5B+rjvPa4wvwuX20ur+egPdgnLszGFRr9STn4zt8vu4D32ScnCQtxdX2Pu1fd8yL4XOd72vhG67TAev00e0E/vNrvvY54LmTv5vN5kqgwGKxFPdxbjvf/EvbrxQVHScrKxu1Wt1ja2xqjkQI01KASIofgEwmJaa7O2RrRxdDEwx8VtyIw+1jVGIU60qszMs1UTDUxNoSK/WdXial6cmOVjEqXoPDG6S+08vhegflVhehMGTGqLkiy0hRk4MVR1tQycTMyzHQ2NbOyr2RtNFbJ6RRV1/HK6u3EqNT8+gNs6iuqebxl97AoNXwmwfvIjnGwC9+8/tI/dftS7m+INJx9MiRIzz//G8YOjSPH/zgx/08u9+MC7We+nudarU6yspKe9mSEyLdSGvrG3oE4tMS4oBId9LTHcPFE4byu/e3sHpvMfcumQxAuimKx5eM5Nk1x/jRv/Zyz/Qc7hyfxJhkHf863MQ/9tajkIgZFqchzagk16QiFIY2p4/SVhdbym3IxCKuzI/lYEkte1sdFOTHs2nPIeIMGswmOSs37uWuJfNot7ayYs06Fs2bw8zJkdrUd999i6KiQh555DGio00XfA4vdi6VtSpwaSOs0wuPTi3nniV5vLa6iDAQ/OKywj6RiEU021wYVZdvgzhhrQ4svkDfDvK57Jcr33Q9Dcg33Gw2ZwLPAqOBXnFyi8WS1ueLvpgwl0gDmlAoRFlZKbNnz+1lr2uK6M4lJyYCpxqAhENhdGoFOpWCymY73x6Rg+TzUj4tbOD2sWn84pNyXtxew89mZ5CoVfCJxconJW1n7RzGaWTMzDSgkIjZ39DF2+U2ouQSFgwx0mrrYNW+MhRSCdeOTiHobOf9jTsBuHn6SMzxWl5btYa65jZmjx/J92+4irKKCn742P/g8nj47x89wPRJkfRRi6WExx77KbGxcfzqV88KmoUDRExMLHa7jUAg0NMJVq/TYTIaKa2o7DkvJzURmVTKkdIKpowc2mOflpfBhNwUXt+wn9REI2PTIzpCI5KNvHDLBF7cWMxLmy18cKiWJaNSeGxOOvWdPnZWdVDc4uRIo6MnhUkhEZFuVHFNXgydXU5W7SpBJhFz85hEPtq2H0OUinnDkli2ah3zJo1mVHYKP3/6t+QNyeW+b90GwOHDB3nnnTeZM2c+V1wxr59mUUBAQGCQEAaRWIwICIbO7RlKxDA6J4ZDZW290kyDoTDx0Wp8XzNaKCDwTUkwqb+SXeDrMVBbP+8AJ4CHgW8sQGKxWM5fgdoA09TUiMvlJCcnt7e9JZI6mhgXC4BaGcnxd3o8iEQi8tLjOVrZiEEtZ87QBD4tbODaMal8b3Iyf91Zx+Pryrl1TAI/mZaCzR2gyeEjGA6jlIjxBUMUNjlZV9yGzR0gTivnmjwTda12PthThlQsYtGIZBRBF2t27MXt9XPFqGzmDc/gg03bWb7KQoLJyK+/fwfDs9JYtvw9Plr/GWnJSTz7i0fISI1EOY8ePcyTTz5GdLSR3/72j2fJJQj0H0lJyYRCIRobG0hNPbUXMzJvKIeOFRIKhRCLxchlMibk57Lt0HHuuWZBTxMakUjEw9fP5Kl/beSJZZ8yb3Qut84aRbxBS4JexTPXjWHXiVbe21/N3z4v5eWtZeTGa8lLNLAwOwq9ykggBG5/EKvDzfGGDt7dWUMgFGb+iGRU/i7e27SHrIRorjAn8srKNYzPy+WWedN45KnfoNdp+eVPfohMKqW1tYXf/e5pkpNTeeCBnwzUlAoICAhclHS6fCz7pAT/F3QgVcolkePhMEVVdkQiERLCyGWSHuF6fZTia6eRCgh8U3JT+n5mPJdd4OsxUI5hPjDNYrF8jYSGS5vy8kh6X27ukF72NqsNlVJJVLfEgEEb+feknMAUcxq7S2o4Vt3E0omZbC9r4Tdrj/Hb68fy09npvLG/kee3VGNUSUk1KJFLxHR6A9S2e3D7Q4hFMDJRy5VmFZWt7byzowSpWEzBiCS0Ii9r9x6k3elhkjmVxeOGsO3AYR576XUUMhl3LZnH1bMmsf/IUb73yH/TarVy9YJ53LX0JpSKiAP76adreOmlF0hMTOZvf/sLYrGwwzOQZGfnAFBaWtLLMRw/aiSbd+yiuOwE+ebI5kTB9AnsPFLMp7sOsHjmpJ5zo5QKnr1zISt2H+fdzYfZdKScsTnJzMzPZEx2MtNy4piWE0d5i4Od5S0cb2jn4yO1BPqol0g2qFkyKoVkrZR1+45TVt/GFSOzSdNKeHnFakYNyeKHNy/il797Hq/Py7O/+CUGvQ6Px8PTTz+Oz+fj8cef6pV+LSAgICAQEZ+XiM9OqpJJRCASsXRuDrEGFf/3/lH8IXp0DWVSMfdfN5y0eO1l2YVU4OLC5vCc054Uo+nzmMBXZ6Acw63AGODAAL3/RUtZmQWpVEZ6emYve5vNRky0saf9vlwmI8ago67FCsD0/Ez+sX4f7207ylN3LOCRK/N5evUxfrHyIA/Ny+P3i3LZXdPBscYuGjq9BEIBtAoJUzMMZEcrCfr9bLE08vfjFajkEpaMTMEoC/Dx7sO0dboYlZnIT6bkcbSohKf+9gahUJhF0ydwy4KZ2O02nvrjnzh0vJCM1BQeeeC/yTdHHFufz8df//oi69atYcyY8fziF08QHx9/yQiBDlbS0jKIiori8OGDzJ27oMc+aexoFHI5G7dt73EMRw/JYnh2Om9/soVJI4YSa9T3nC+TSPjhtdOZNyKHtftK2HS0nP1ldQCkxOgZmhJLZnw0I+INLBg2BJ1aQacnSIfbhz8YIhwO4fN6Ka9vZeux46xsaSfRpONn183kWHERyz7az9RRw3jgpkU8+Yf/pbGlhacfeZj0lGTC4TB/+tPzlJeX8atfPdvLwRUQEBAQiGDSK/H6e+/Di0XwwxtH9jh9lY2dSCVi/MFTYvdSsQiNUiY4hQIClxED5RhWAevMZvMHQNPpBywWyxMDckUXCWVlpWRlZSOTyXrZW602YqKje9myUxIpr20AQCGTctus0fx93R7WHypj4dghPLZoBC9uLObH7+5jbFo003JimZutQyER0+nxU2tzcbzBzoZDNpy+ADFRCu6YlEmcVsRb6/fR3N6FOTmWBxdNoayigt+9/BYen4/Z40bwrUVzIBTkH2+9zZadu9Go1Xz/zttZNG8OEklE1qC8vJTnn/8NNTXV3Hzzbdx553d6jgkMLBKJhEmTprJ79w58Pl9PradapWLWlEls3rmLu5fehDYqCpFIxINLl/DQH17mmX+8y7MP3EmUWtVrvBidhjvnjuOOOWOpaLRyuLKRwppm9pXW8dnh8l7nyiQSpBIR/kCIwGm1LkOSY/jx1dMZlmbgNy//m+rGFm6aN50b5k7l1394gfLKKh778YOMzBsGwL///Q5btmzi29++h0mTplzgGRMQEBAYnHS5/ITO0CsMhSFaq+xx+kx6ZZ9ah4KQvcDFgkLa9/PjuewCX4+Bcgw1wGpARkTDUAAIBoOUlpYwb97Cs441t7YxcezoXra8rDT2HLdg63AQrddSMGEoe0pr+euaXUQp5UzLy+DPt0/i/QPV7ChvYf9G61njRmvkTM2JZXy6ida2Vj7atZ/m9i5yk2K4d8EE2lqa+N83ltPu6GLKyKHcUTAHnUrBvz9azdpNWxCLRNy4+CpuWrKoJ83V6XTyzjtv8OGHKzAao3nmmecYN27ihZk0ga/NnDnz2bhxPTt2bO3VsOXaqxayYet2VqxZx1233AhAanwsj3z7Rp75x7v86Pm/89Bt1zI8J/0sAXmxSEROUgw5STHcOG0E4XAYe5ebOmsHTXYHdocbl9dHIBhCJpWg1yhJNunJToimrqmZj7fu5YXXizHptTz5vdsZkprA48/9kfLKKh598H6mjB8LwP79e3njjVeZOfMKbrnl9v6bNAEBAYFBRmVj3wLglY2dPSl4OrWcuwqGsmxtCRKxqKeuUIgWClwstLS7z2nPTRXqDM8XA6VjePdAvO/FTkVFOW63m7y84b3sDqeT9s7OHjmBk4wdlsPrH21gb6GFK6eORyIW8+hNs3ny7Q389r3NXDnOzK2zRnPP9FzunpZDvd1Fc6cbXyCERiElUa+i2dbO9sIq/vT+QZxeH0NTYvnpzbNobWjm1fdW0dhmY3h2Or+8dylp8SZWrl3HB2s/xef3s2DWDG697mpiTRFpgGAwyObNn/H6669gt9u46qrF3HXXd9FqL6yws8DXY/TosSQmJvHhhyuYPXtuj5OXkZrCzMmTWLVuPQuvmEliXESyYuJwM8/9+Ds8t+w9Hv2/10kwGZk8YijmrGTEYTEyqZQwYcLhMCc3p8ViERKxGIlYTLxGSmKUnlA4jD8QwOF009puZ7OlmD+VVdLucBKlVnHv9QtYOGkcrVYrD//6WdqsNh778YM9TmFLSzPPPfcMGRmZPPTQz85yTgUEBAQETpGZqPtS9sl5CeRlRGPt8GDSKwWnUOCi4suuY4FvxoAJ0pjN5qHATUC8xWJ50Gw2mwGFxWI5OlDXNNAcPLgfgJEjx/Syl1dWAZCdkd7LnpkUT1KsiS37j3Hl1PHAyYYgV/LGxgOs2VfM+oOl5CSZGJ6WgFGrIhyG9i431a12SmpbcXp9yKUSpuVlUDDejKOzg7+/8wFl1Q1kJMXz6+/fwcjcDNZu3MyTv1uFo8vJjEkT+fbNN/w/e/cdH0W1NnD8tzWb3fTeE1LYkBACAULoEHpV6YoFL6IgtmtFr4iiXsVeXywgKIgivRdpCS0QIIQQYNN773Wz9f0jIZgLWIFQ5vtPyJmdmTPzOVnmzDnnefBo6aiazWZOnoxn6dKvycrKIChIzWuvvYla3ek63zHBPyEWi5k69T4++eQDjh07QlRU39ZtM++dwvGE03y+ZDlvzXsesVgMQKcO3nz1yhPsPX6a48kpbDsUz8YDR/9RPZztbekS1IGosGCiwoLx9LBn5ZptfL3iR5QKBW+//GLrekeDwcA77yzEaDTy6qsLUSgs/+DoAoFAIPizbJRyoUMoENzB2iuP4WTg/4B1wH3AE4A18C5wxyYhi43dj1odjMP/rCWMP30GqVRKcEBAm3KRSMTgHl34ccd+isorcWtJQG4hk/LoyF6Mi+zEntNpJGUVsvn4OQwtWW2lEjFejrb0C/UjvIM73QI8SUrJ4NtfNqPJzsPL1ZHnH5hI/4hQjp86zePzXqWgqJhunUOZMW0yQR38WuuQlJTIDz98x9mzZ3B392DevPn07z+otSMhuLkNGTKCtWtXs2TJ1/To0as1p6GTowMz75vKF999z6r1m7h/0j2t+ygs5IzpH8mY/pEYjUZEMsjJK0NvMAAixCIRIrEIs9mMyWTGaDJhMpkwGk2YzGbEIhEymRSVpQVOdjZYtkSuNZvNnL2g4e1PtnIi8SxdQjrxwuOP4mhv33ruNWt+5sKFc8ybNx8PD88beq8EAoHgVvRnppIKBDc7oR3fGO01YrgQGKrRaBLVavXUlrJEILyd6tPuUlI0ZGSkM2fOU23Km3Q6Yo7GEREWilJ5+ejIsKhurN4dy4Z9R5gzeUybbe4ONjwQ3Tz9zmgyodUZALC0kCEWiahtaGR/fCLPbdxKfkk5bo72PDF1HPeNHUDCmRTmL/qAxOTz+Hh68MYLz9IjPKx12l5GRhrLly8hPv4Y9vYOzJnzFKNGjb0saI7g5iaVSnnkkTm8/vorrFu3us16vVHRg7iQls6qDZuwtbFm3PDL39lIJBKcHa0Rm/764m+DwUBldTWa1HTOpaZy5PgJMnJycbCzZc5D9zNmaHSbFwwVFeWsWvUD/fsPZODA6L91vQKBQHCnudpUO5lUTE2DThghFNwShKmkN0Z7dQxdgItTRs2/+Xl5grM7xLp1q7G0VLZJHQCwY+9+KquqmTB65BX3c7a3ZVCPMH49lsADY6IvixZ5kUQsRqWQU11Xz/4z5ziYkEzChXQMRiMdfTyZN2MyfcI70aDV8uHi71i/dRdKpZLHZzzAqOhBrdFES0tL+O67rzlwYB9WVlbMnPkY48bdg0XLqI/g1hMZGUXfvgNYufJ7evfuh49P85RlkUjEkzNnUFdXz+LvV5JbUMiMqZNQWv7+9E2z2UxRaSmZ2bnkFhRSUlZGWUUltXV1NDQ20tCobfl5aSG5SCQiqIMfT86cwZS7hlNbe3kS5S1bNmIyGZkxY9Y1vHqBQCC4vXk4qYiO8GTfqfzWMrFIxPc7LrQGmYkKcWvHGgoEf8zDSUWInz3nsipby0L87IXRwmusvTqGJ4EHgB9+UzYNON4+1Wlf58+fIzZ2P1On3odKdamBFxaX8MOa9USEdSasU/BV9+/frTN7jp0mu7CE0IBL6xC1Oh2p2QXkFJWQkV+EJiuPrMISzGYzzva2jBvYi8HduxDg7Y7RZOLXA7F8v2YdtXX1jBkWzfQJ92BjbdV8LK2WdetWs2bNT5jNZqZOvY+JE6cJgWVuAyKRiLlznyYpKZFFi97i44+/bE1fIZNK+c+/n+S7VavZsGMXh+NPMGrwILqHh+Hq5IREIqamvpKkc+lkZOeQkp6BJj2Tuvr61uPb2ljjaG+PrXXzT6XSEkuFAiuVEgc7OzzcXPH38WltawqFxRU7hmlpqfj7BwhTSAUCgeAvun+4mugIL7JL61m+9Rx6o6k1kf3y7RcI8XMQRg4FN7WaBh1pedVtytLyqoVR72usvTqGTwG71Wr1TEClVqt3AR2B4b+/2+1Hp9PxxRcf4eDgyJQpl6bxabVNvPPZl0gkYp6e9fAVIy8WlVey73gi+080D742NjU/TBeWVrB0025OnEttWfcFKksFal9P+nULJSI4kCAfj9ZjZuXm8fnS5ZxPTSOkYxCv/PsxHGycWs9z5sxpPvnkfQoLC+jffyAzZ87G1VV4u3g7sbd34NlnX+L111/h22//j7lzn2ndJhGLmXX/vfTv1ZMf1m7gp42bWbVh02XHEItE+Hh50rdnd4L8OxDg54u3h/sfjjD+WWKxiJKSEjSa80JgI4FAIPiLPJxUWKosmvPIXspjj0QsorxaKzxcC25q5dVaJOK2z8JC27322itdxYWWqKRjac5nmAts1Wg0de1Rn/a0YsV3ZGSks2DB2yiVSqA57cN7X35FRnYOC55/pjUdBIBOr2fnoZNs3HuMBE06ZrOZsEA/po0YQERwAJrsPJ798FukEglj+vekqzoAP3cXnO1tL+tcGk0mflq/idWbt6KytOS52bOI7tcHFxcbSktr0el0LFnyFVu2bMDd3YN33/2I8PC2EVMFt49evXozceJU1q1bTVCQmuHDR7XZHhwUyH9ffoGKqipSMzKpqqmhqUmHt6cLKktrfLw8UVzHKcUzZjzCyy8/zzPPPI63tw9ubu5IpVL0ehEbliYAACAASURBVD06nQ6DwYBEIsHKyhoHBwc8Pb0JClLTsaP6utVJIBAIbiWuDkohkb3gluRoqxDa7g3QbukqNBpNA/BLe53/ZnD4cCxr165m9OjxREX1AZo7ax8s/pa4UwnMeeh+enZtjsej1xvYHHuMdXsPU11Xj6OtDfeOGMiwqG64OFxK7NnQ2ATAlGH9mT568FXPXd/QwKIvvuJE4hmi+/Vh1v33YvubaaElJcW8/fbrpKRc4K67JjJjxiMoFMIf3+3u4YdnkZGRxmeffYiTkzMRET0u+4yDnR29Ii69IHB2tqa0tPa6161DhwCWLl3Bnj27SEg4RVlZKSaTEalUhoWFBTKZDKPRSEFBHklJp6mra37PpFAo6N27N7169SMysjeW12gEUyAQCG41tlYWQiJ7wS3JRilvbbtSqRiDwSS03evghnUM1Wr1Qf5EcBmNRjPgBlSn3WVkpPHhh++iVgfz2GNzgeaRwo+/WUrM0ThmTJ3EuOFDMZlM7Is/ww9b91JeXUNEcCAzJw7Dx9nliikhuqr9CfByZ8/x04wb2AsblfKyzxhNJt748FPOp6Yx9+EHGTO0bYTHrKwsnnnmcZqamnj11YX07dv/+twEwU1HIpHwn/+8zgsvPM2bb87njTfeoUuXrv/omPX19VRWVmA0GrC1tcfW9vLR6z9LpbLirrsmctddE3/3c2azmcrKSi5cOMepU/EcO3aE/fv3I5PJCAsLJyKiJ6GhnfHz8xdeeAgEgjuKkMhecKu62HaNIjESs0lou9fBjRwxXHIDz3VTq6goZ8GCV1AqVbz66kLkcjlGo5EPFn9DzNFjPDBpAlPGj6WwrIIvVm/htCaDjj6ePHv/PXRV+//uCI1IJGLu1LG8+Ml3fLt+J889MOGyz2zfs4+zFzQ8+9gjDB3Qr822kpJinn/+ScxmMx999Dm+vh2uyz0Q3LxUKiveeus9Xn75OebPf4nnnpvHgAFXH33+X1ptI3FxR4mLO0xychJlZaVttru6ujF69HimTLn3Wle9lUgkwsHBgT59+tGnTz9ee+0/HDhwhLi4w5w4Ec+SJYtbP+fs7IKLiyvOzi64ubnj4+NLp06hwjpagUBw2xIS2QtuVTZK+Q2bqXQnumEdQ41G8/2NOtfNrLGxkQULXqaurpb33/8MJydnDAYD736+mCMnTvLwtMlMHjeGX+MS+HrddkDE3CljGdmnO3qjicTMAkrO1JNfUo1UIsbZ1ooQHxe8HC+Nwqh9vZgwpA+/7D5Ir85q+nULbVOH2LjjBPr5MqR/3zblZrOZzz//iPr6ej788AuhU3gHc3BwZNGiT3jzzVd5552FnDp1ggcfnImDg8MVP6/T6UhIOElMzD6OHj2EVqvF3t6eLl264e8fiJOTExKJhIqKcuLijrBs2TdYWVkxevS4a1Jfo8lEZVU1tS3TR1VKJY72dq1pViQSCV26dKVLl648+iiUl5dx/nwyWVmZFBYWUFJSTHJyEjEx+zCZTAD4+wcybtzdREcPa43SKhAIBAKBQHC7arc1hncio9HIe++91RpsJjAwCL3BwKKWTuFjD0xnRPRAPlq5gb3HT9MlqAP/nn43BVUNvLNmPyfT8tEZmkOJScQiTCZz69xcLydbxvQIZmR3NTKphPtGDuK0JoPPV29B7eeFs71taz3yC4uI7BZ+2XS+xMQETpw4zrPPPoufn9ApvNPZ2dnx7rsf88MPS9mwYS379v1K7979CAsLx9HREaPRSFFRIRkZKcTFxdHY2IiVlTWDBw9l0KAhhIaGtXbMfmv8+AksWPAyixd/TnT0UBSKP7/mT28wUFhcQm5BAVk5eWTm5pKdl09RSSlGo7HNZ6USCf6+PoSHhjB2xACc7Fxa27yjoxP9+g2kX7+BbY+v15OTk01i4in27dvDp59+wOrVq5gz5wkiI3v/jbsoEAgEAoFAcGsQOoY30PLlS4iLO8KcOU8RGRmF0Wjk/S+/au0U9u8dxcufLyc1p4BpIwbSM7wzH20+wtnsYmyVCkZEdKR7oBd9uvjR1KDHZDZTVFlLYkYh+5PS+XrnMTYfO8e/7+5PiI8rzz8wkafe+4oPfljHf594qPUh3dbGmpraywPAHjx4AIVCwcSJE6mpuTyPnODOI5PJmDlzNqNGjWPjxnXExOwjNnZ/m894enoycGA0ffsOoGvXCKTS3/9akUgk9OwZxcmT8eh0uqt2DOvq6zl99hwpGZlk5eaRV1BISVkZJnPz6xCRSIS7qwt+3l707dkDFydHrK1UiBBRW19PYXEJF9LSWbdtB2u2bMPP24sRgwYyuG/v1pyJV7regIBAAgICueeeyZw8Gc833/wfCxa8wrhxdzNr1uPIZLK/cScFAoFAIBAIbm5Cx/AGiY3dz9q1PzNmzHjGj7+nedrm0uUcOn6CR6ZPo0dEBM9/vITqugZemjGF88W1vLB0G7YqBbNHRWFv78DJnAq+j8/ng/0Z6A0mbCxleNkr6ebjyMtTh5JVVMaXW4/w0rLt/Gt4T+6OCmXulLF8uHI9a/YcYtqI5tERP29vEpPPYTSZkPwmgE1mZgZqdScsLCwAoWMouMTDw5PHH3+KOXOepLS0hJqaasRiMc7OLvj7e/7luf4lJUXIZLIrdgqz8wr4cukqYuOOYzQakUok+Hh6oA70Z1DfKLzc3fHycMfH06NNegyz2YxWp8NkMmMhlyFteRFSW1fH6eQk1m7dzdcrfmTpT6uJiujKwD5RRIR1xvIqwWdEIhE9ekQSHt6N5cu/Zf36NeTl5fLqqwsB6yvuIxAIBAKBQHCrEjqGN0BBQT6ffPI+ISGhPPbYEwCsXLeB3TEHue+eu+gR0Z0XP/0Ok8nEiw9PZdWhZNKLKhgZocbFzZ01SflU1Beikkvp5G5Lz0AXDDoj1Y060kpqWXY4jRVH0xnSyZ23HhrNst3HWLo7nvKaBmYO78mJ86ms2nGAiOBAOvp6EtW9KzFH40i+oKFLyKVE4U1NWmxsbK92GQIBIpEIFxdXXFxc/9FxTp8+RadOoW3W7pnNZjbs2MUPv6xDLBYzdlg0/SIj6RjQAdn/jEKaTCZyiko5n5nDhaw8MvKKyC8tp0mnB0AsEuHqaE+Ivze9woIZNzKa/r16k5Gdw+6Yg8QcjePQ8RNIJRKC/DsQ0jGQ4KBAwoKDLxtNlMlkzJr1OH5+/nzyyfu8/PJzfP314n90/QKBQCAQCAQ3mxuZrmLhn/mcRqN57XrX5UZqXlf4NhKJhHnzXkMmk3HgSBw/bdjM8IH9GdS/Py99tgyAOfdO4PMd8eiNJh4a0YdfUyoozMqki6c9Y7r60WgSkVWh5XSxHrPJjINSQe9ge6bZyUnKKWX3uUIOp5Xw1NAwHK2VbIxLRioRM2fyGJLTs/lk1UY+feExekV0Q6W0ZNeB2DYdQ2trG6qrq9rrVgnuEMXFRWRkpPPII3Nay8xmM1+vWMXmXb8ysHdPZt0/HQc7u9ZtxeWVpGTnk5ZXSGpOAak5+TRom3N22qiUBHp7EBbkh4ONNRKJmLqGRnKLyohPTmXv8US+WrONMf0jGTegF7MfnM6s6dNIuqDh1JmzJGtS2LRrD+u27UQkEhHSMYgRgwYwuG/vNmskhw0bibW1DW+/vYAnnniCN95YhEqlurE3TyAQCAQCgeA6uZEjht7X8mBqtdoBWAH40zzvMRV4TKPRlF/L8/xTGzasQaM5z0svzcfZ2YXsvHw+XfIdoeqO3D9lEvM+W47JZOLRqXfz+bZjWCstGBQZxsoT+ThbK5jcK4gTBfVsPF+JTCLC38GSEHdrtFo9pfV6dqeUYzCZ8bVX8MTQzmxNyOK/25KY0SeAUd1NrD2chIejDY9PHsvCb1exYd8RpgwfwOC+fdh1IIZH778XWxsbADw9vdpEZRQIrocjRw4B0Lv3pai4P23YzOZdv3L3qBG88swsysrqyC8pZ/uheI6eOU9xRfMLC6lEgq+7CwO7hxHs502IvzfuTg406Q1kl1ZRVl2PwWTC20LOiH69cLSyJEGTwa64E6zYto8N+48ycUhfxg/oRdfQELqGhgDNQWdSM7NISEom5mgcH329hNWbt/LUzBmEdQpurWdUVB/+85/XeeutBbz55nwWLnxXiFgqEAgEAoHgtnAj01U8fI0PaQYWaTSaWAC1Wv0esAh45Bqf528rLi5ixYpl9O7dj4EDB6PX61n0xWIsLRS8+PhsPvhhPeXVNTw5fSL/tyMeeytLOgZ1ZFNiAT07OKOTWLIztYoABwV9O9jRoDdRUNNEWmk9EhE4qmSMd3dGJhYRm1HJdyeKGODvhputguVH0rk/qgPd/Gv5v61H+WDmGHp36cTPu2KJjuzK2KHRbP11L7sOxDJl/FgAgoND2L59CxkZGdja/rOpggLB1cTFHcbHxxcPD08AEpPP8+P6jUT368Os6dOoa9Dy5eot7DhyEolYTERwABOi+xDcwRtfdxdkUil6g5HzuSXsTswkMfMI6YXlrUFpfsvbyZahXYN466mHOHMuix937Of7LXvYdCCOSUP7MqpPDxQWcmQyGSEdgwjpGMR9E+7i2KnTLPnxZ+a9vYhZ06dx96gRrceMiurLa6+9xoIFC/jww3d46aX5iH+zVlcgEAgEAoHgVtSuawzVarU14AS05k3QaDQZf2ZfjUZTCcT+pigOmH1NK/gPLVv2LQBz5jyJSCRi9eatZOXm8frzz7D7eCJJaVk8OmksP8QkobCQERjYkZjUUqJDvThbpkckamJUsCNpFY3E59ViZynFz06Bs52ChgY9JXU6TubXojeZUbtaEeYhYremnGAXJf0CXVgZl8kTg0PJLq3iww2xvDJpKPHJKazasZ+n7r2LsE5qdu6LYdLY0YjFYsLCwgE4efIk0dGj2/PWCW5TVVVVnD17hqlTpwPN+Q8/W7oMDzdXnvjXQxRXVPH6OyvJLy5n/MBeTBraDwcb69aO4JpDSZzNKUaTW0KTwYhELELt5cLkfl0I9HDE1c4KmVRCTUMTaQVlHDmfzbI9J1h35CzTB3XltUfv40JmLiu372PJhl2s3hXLyD7dGds/EqeWlC4ikYio7t0ID+3ER18t4ZuVP2E0mZg4ZlTrdYwZM4acnEKWLv0KV1d3/vWvR9vlfgoEAoFAIBBcK+3SMVSr1SHAj0A4zSN/opafAJcnPvvj44mAOcDGK2yzA+x+W/bcc895Pfro9X2Qy8jIICZmH1OnTsfZ2YXi0lLWbNnGwN5RODq58ub3mxjcowsncyqpaWhiWO8ebE8uIjrUi4RiHW7WcnwcLEksqsffQYG/k5LyBj0l9XpKippTTVjJJQwMtMdsgsNZVYiASV1cWZ9UTKibFZ3cbFlyKJ1Hh/bk0w0xHNHkM6pvD7YdimfaiIGMHjKYRV98xZnzF+gaGoKbmzuurm6cOHFC6BhexZXaU4sqjUbztxdotlc7vdFOnjyOyWRqnUa660AshcUlvPXS8zQ26Zn32TKa9HoWPf0vQvx9OJtdxNI9pziuyaFRZ0AEdHBzYHhER7r6exDm54aFTEpaSS3nCqpJKCyjyWDEWiEjyNWRBdPVFJRVsTImgcXb4zhyPpt/392f/z4xg/OZuazfd5h1ew+zft8RBkR0ZsrwAfi4OQNgqVAw78k5vPfl1yxdtRofT096du3Sei0TJ06hsLCANWt+wtvbh2HDRrbHLb0qoa0KbgVCO4WaBh3l1VocbRXYKOV/epvgxrpT22pBWT2JmZU4W8vxcBLW1d/s/mk7FZmvMP3qelOr1QeAU8BCIBPwA94Bjmg0mpV/43hfAu4ajWbCFba9Diz4bZmnpyf79u37y/X+KxYuXMju3bvZunUrdnZ2LHjvM/YePMrapZ/z8mcrKSyr5MHJ4/l0w2GmDu3FmoQi+qo9uFBhxMPWAjuVnLI6HcNDnEkpqadRb8Tb3hJ/RyUqCwlGk5n8ai2a4joMRjM9fe04mV1FQZWWfoGO/BSfz5jOLmw5pqGTpx2KpgpOpuTx7TMTePDlD5g0vC9zp41m5NSZDOwdyesvPgnA66+/zsGDB9mzZ09rMnDBJWq1+g3+pz21eEOj0bz+D477+v8e90a00xttwYIFHDp0iF9//RWT2cw9Dz2Om4szX3+wkKfe+YbElEy+ff1J3J0d+e9P+ziQmI61pQVDIoLo19mPboGeWFlaYDabOZdfxc7EXPaczaeyvjm9iq1SjqVMQmWDjia9EUu5hPv6BPJg/0B2HL/Ax+tikUulLJo1moggLwAKSiv4eUcsm/bF0aTT88C4wcyeOro1lYu2qYl/Pf0yJWUVrF36GXa2Nq3XYzAYeOqppzh16hTffPMNXbp0ufyi24nQVgW3gju9ncacyuOzX04jlYgwGM08NaUrAyO8/nCb4Ma7E9vqV+sS2XYkq/X3MX39mD0hvP0qJPhD/7SdttdU0nBgmEaj0avVapFGo6lWq9UvAGeBv9QxVKvV7wMBwNirfOQTYPlvC6ZNm+YFHCwvr8NkuvYd45qaanbt2kV09DD0eglnzqazc28sd48awdHTaSSn5/DY5LF8t/MEob5uxKZX42pjSXGjCEuZGEeljJI6Hf062JGYX4OrlZy+PjaUNRpIL6vnYmgYe4WUaH978qq0HM+uws/OAoPBxLHMSvr62bI9uYRRXbxZG5/JnP7+HEzKZOfxVPqEd2JbTDzThg6kV0Q3YuPiKSqqQiKREBgYzNatW0lIOIe3t881vzcAzs7Wfznv3c1w7BaXtacW/zSc6w1rp9f6Hv2V450+nUhISGfKy+s5duo0RSVlzLxvGmt2HuH42RQenzwGO1tbHn5/NSVV9TwYHcH4qFAUMikms5mTKSUcTi8lLqOUkhotMomYnn6O9A10IczLHvuWN+pGk4nU4lo2nc5l6QENB84XMm9EKJ8+Op43f97LE59v4PExfRgR0REZMh4YNYTx/aJYvmUP32/eR1JKNq8+ci8W8uZk9s8+9ihzX57PR4u/58mZM9pc8/PPv8pTT83mhRde5IsvvsXO7kov6q7dPfwLbvm2+lu38vfGrXx84Tu1rX96P367f02Djs9WJ6AzmGjJtMNnqxPwcrRs/ff/buva0Rld49/PM/xP6n8tr/1W3J9brK1e9Hevu6Csvk2nEGDb4Sx6d3L92yOH1+r75HY8zjX8rv1H7bS9OoZaQAbogTK1Wu0DVAKOf+UgarX6v0AEMEaj0Riu9JmWYdMbmoMhNnY/TU1NjB17FwBbf92LSCzmnlEjeGPJarxcnajUiahrbCKogx+bzhQyvKs/R3NqGdbRkeSSegYF2JNS0UioixKFTMK58kas5RKCHCxxtVdSXt1IYZ2OpNIGnCylDPC1JTa7mlB3Kw5lVCGTSrCWS8ivN+NkZcHRrEq6+nuw61QKc4aFE3vqLAkpGUR2C2fvwcNo0jMI6RhEaGgYAOfOJV23juGt7Hq1p/ZopzdafX0d+fl5DBnSHMglNu4YNlZW9AwP54n3FhPg5c7QqG68+M1Wquq0vPXgCEJ9XKmsb2L9qRx+PVdIWV0TMomYcC977u3pR+8AF1QWzV9jlY164nOr0epN2CikdHKx5qVRnYnOLOOTved5ef0p3p0YwQczx/D+uhg+33IYncHAuMjmyKS21iqevu8uOvp68sXqLSzduIvHpzS/b/L18mwO2LRnH1PvGoez86UE99bW1rz66hs888zjfPbZh8yfv/CmGG0X2qrgVnAnt9Pyai0ScdvvCrFYRFJ6ObZW8ituiz9XTAdXlTCttB3caW01s7DmquXClNKb1z9tT+0VSu8gMKXl32uBHUAM8KfHzVvWKb4EeABH1Wp1glqtXnetK/p3HD58EF9fXzp0CMBoMrH/8FF6detKaU096XmFjO4XyfYTGiKDfdmXUkq4tyMn8uro4WXDuZJ6IjytSa1oJNBeAWIxxQ16urmqGOpni6u1BSKxCCeVnIE+tkR5WFOpNVDWZCTcVcW50gaifGxIKWugj58dZ4vq6RPkxuncSiI6+lJSXYelyhqFXM6J5BTCQ0IQiUQkJp8HwMPDC5VKRUpKSjvfRcHtJi0tFYCgoI6YTCZOJJ6hR9cuJGfkkF9Szj2D+7D+SDKavFKevac/oT6u7L9QxGMr4vj5eBY+DiqeGx7Cykf6sWB8OENDPFBZSMmr0vJhTBZz11/g49gcFh/NY9H+LGavO09MeiU9Ozjx5cN9adQbeWNzIjKplFenDSEq2Ievdxxjz+nUNvUc1bcH90T3YduheBJTLsXCmtASfGbbnsu/pgICApkx4xGOHj1ETMz+63gXBQLB7cLRVoHO0DY9lFZn5MfdGj5fe4Ym/eXbvtl4hhf/7wj7E/LILKyhpuHvjx4KBL+ng7vNXyoX3B7aZcRQo9FM+c2vr9A8hdQa+P4vHOMcfyNQzfWm0+lITk5iypQpiEQiLqSkUlVTQ/+oSGJPJSGVSLC0tqNeq8PXw4PjJQV4ONmRkV2DtaWUCq0BsUSEQirG1caCzOom+nvbYBaJiC9txGgGEU2YAakIAm0t6ONlw8HcGoIdLVGUN2IAFFIxiJqj+sjkFs2VkyoAOJ9XSqcO3pzLzMXG2goPN1fSs7IBEIvFBAQEkJeX0y73T3D7ysnJAqBDB3/yi4qoraunS0gnDp1OxtJCTrdOATz6xQYGhQfQS+3DrrP5fLFfQ6iHHU8NCcbDTtnmeHqjidWni9mpKUMhFTMhzIUu7lbYKqQU1erYcq6Ur+PyKK5rYu7QIF4cGcqCTYn8fDyLh/oEMG/SYF77cTeLtx0l0N0RP1eH1mM/NGYI+44nsiX2OOEd/QFwcXKkW+dQDsYd54UnLs++c889k9i7dxfff7+Uvn37I5PJrt/NFAgEtwXjFaYJavVXzyXc2GQEYMWuFBRyCSaTmRmjg4kKcbtudRTcmUorG65aLowY3r7aZcRQrVY/f/HfGo3GpNFoVmo0msXcZOkm/g6N5jx6vZ6IiAgATiQmIRaL6RnehfjkFCKCA0jIKMTBypKcah3O1hakVWgJcVWRWtZAuLsVBbU6IjysyapuIsjBEkuZhPQaHbZyCT2cLZnQxY0IZ0sspWI0VU04WMrwtpaTUakl1FlJZqWWYGclGRVa/BwsyavRYa+Uk13RgIeDDakFZQT5eJBdWILRaMTXy5Oc/PzWa/Dy8qKoqLC9bqHgNlVUVIiFhQUODo5kZDe/eAjq4EdiSibhHf1JyCiioUnP9CER5FXW81VMCt19HXnz7q6XdQobdEbeO5DF9gtlDAyw5+O71Ezq4kpHZxWu1haEe1jzcnQHBvjbs/FsKSnFdUT4ODJY7cam07nUafVIJWJemDAQC5mUlQcS2hxfJpMyqHsY8ckpGIzG1vKo7t0oKi0lt+Dyvw+xWMxDDz1CUVEBcXGHr/0NFAgEt43E1FI+/Dnhjz/4O7Q6IzqDieXbLwgjh4JrbuPBK2ePu1q54PbQXlNJX7tK+as3tBbXQUqKBoCwsOa1ehfS0vD39UFrMFBQWkFYkB/J2UV09nMjKb+SUE8Himp1eNkpMJlBpZAiAixkYsxAR3sFqdVNKKUiQh0UqGQSRCIR1jIJnR0UiESQW6fD21aBzmTGQSnDDNgrpdTpjHjYWFBQ3YS3g5L8qgbcHawprqzF1dEOk8lEeXUtzo4OlFdemo7s6OhIZWXFjb95gttaRUU5Dg6OiEQi8guLEYlE2NraUlhWQZCPB6fS87FRWtDZz40Np3KQiEU8M7QTMknbrym90cSC3elcKK5ndm8vZvXywtri8skPErGIB7u7Y2UhYeWxXADGd/VGbzRxKK0EAHsrS4Z0DSQ+JZfaxqY2+wf5eGIwGikoKW8t6xjQPHqYkp51xWvs0SMSR0cnYmLaP5qcQCC4Oc1fEsen65LILam/JseTiEWUV2uvybEEgovqmq4YuuOq5YLbww2dSqpWq6Nb/ilRq9WD+U1ie8AfuK6hz26EvLwc7OzscXBwoLS0ltz8QrqHh5FTWAqAh4szFXUpuDna0VBQgZ1KAdQhl4gQAQaTCTuFlHqdEWu5BJlEjNZoJsjWAvH/BLSQS8RYyyQ0GEw4WzUvRBe3LFaXtjxMW8rENOiN+NjKqKxowNXSgoKKGlSWzVHPGrRNqCyVNGq1mM1mRCIRKpUKvV6P0WhEIrnpZusKblF1dfVYWTUHbamoqsLG2oqa+kYAPF2cOBqfTpCHE2KxiNN5lXT3dcTuCgEW9qdVkl/dxL8H+NDT2/Z3z6mUS+jpbcOJvOavlkAXa1RyKVllda2fCfZyYcPRZMpq6rG2tGgtt1Q0n1tnuPSfoJODPQCVVVdelC+RSAgLC+fcubN/eD8EAsGd5/i5IvLLrjxF78+QSUBvbFtmNJlxtFX8w5oJBG1d7elPeCq8vd3oNYZLW34qgO9+U24GioEnb3B9rrni4mJcXV0B0BsMVFRV4ersRElF84icRNb8sCmXN3+JX+x4mczND7FagxmlXEKT0YyFRIS+Zf2B5CpBDo0mMxLxpXUKF9NSXvxpNJsR/eb3i9sudjLNZjPilnxtJrMZiUiEVNrcLAwGg9AxFFwzTU1aLCyaO171DQ2olEpq6psfkGxUSipqGwhwc6RJb6SkRsuwTu5XPM75lrfs3T3/3AJ4W4WUOq0Bg8mMVCzCxlJGrVbfut1gbF7P878pXStrmjuPKstLD1wX/1YMxqu/MXVzc+fAgb2tL1oEAoHgothTuf9o/4ERPrg7KFi9Nw2JWISxZY2hEKVUcK2VVDf9pXLB7eGGdgw1Gk0HALVa/YNGo3nwRp77Rqmrq8HWtnlUoaGh+aHXWqWisan5D+nig6WkZUTv4gjfxS94uURETZMRpUxMUb0elVSETCyiqMGAi6W0zYNmZZOBOoOJABs5pQ3ND7oXH3Kb9CZEQJ3WgINSRnl9LQ5KOTV1VdgoLahtqZvKUkGjVotcxU7PqgAAIABJREFUJmtN6K3TNa9VEIJnCK6l33aUjCYTErG4NT+TRCxqeUkhag3RfrXMTb19bTmWU81Pp4uYGu7aOjp+NVkVWtxtFUjFIowmE+X1TUSqnFq3J2UVopBJ8XVpm3/wTGomdtZWuDnat5ZVtEy5vjhyeOXrNCEWi4VOoUAguEygtz0xCQV/e/9hvXxwtpLTXe1CebUWR1uF0CkUCATXTLusMdRoNA+q1WqZWq3ur1arpwKo1WqVWq2+5cMc6fV65PJLSbaBNg+JFx9iL44AXhyPk0vEaA0mbCyklDfocbSUoTWYKKrX42slo0pn5FyllsomA9WNenLrdCSVa7GUiHBSSEmtaMTRUkpaRXO+w8yqRjxtLUgpa8TX3pLMsjp8HVVkl1Ti6WhLQWkFUokER1tryioqcLC/9FBcVVWFSqVq7cQKBNeCTCZHr29+gaGQy9E26VqnazZom7BRKqiqa0QqEeNqoyC95Mozy3t42TDA345t58uYvyud9PKrT8s6X1zH6YJaooObO4KJeZXoDCY6uTdPQa1p0HIgKYOoYJ/WFyMAJRVVHD59jv7dQtt08JI1zWlc1IEdrnrO/Px8XFyECIECgeByg7t7/6P9PZ2tALBRyungbiN0CgXXjaej5V8qF9we2isqaRiQAnzLpemlA2k7vfSWJBKJMJmaFwBcHHFr0ulQKpqno0lbnjFNLQ/Ihpb1Sxc7kWaTCTNQ2aDDUiomobgeBwsJ/jZyKrRGzpRr+TWljIwaHXYWEro4WXK8oJYGgwl3lYyc6iZ8bC3Iq2rC3VpOtdaAvUKEzmDC3UZORV0jHT2dSMnOx9fdBYlEQnZePp5ulx5ki4uLcXS8NKIiEFwLVlYq6uqaO3vWVlZU19TgYNP8kFNSWY2Xky2ZxRWYzWZ6+DqSkFNBQdXlnT6xWMTs3t48N9CXykYD83em89quNA6kV1DZ2Px3VddkYOeFMj6IycbZSsbUHp6YzWbWnsjGWiGlp58jAEt3x6MzGJnUr0vr8Y0mE5+s2oREImbikL5tzh1z9Bgerq54e1x5mqterycpKRG1Ovif3zCBQHDbsbWy4NHxIfyd+QSWcgnFFX9/faJA8FcY/nd9xR+UC24P7TUktBh4TaPRBAMXF/vEAP3aqT7XjFKpor6+eQ2UlVKJVCqlsqoaN6dL00utFHIKyqvwsleSUVKNp40F54vqcLWSk1hYTwc7BcfyaglzVtKoN7Irswqx2Uyki5IwBwWRPnZ0d7LE1UJMbHY1BXU6Qp0sOZJTg62FhNTSBlRyCRllDVhbSMgtrUJlIaWqshKALr6unMvIoVtwALX19WTn5dMpKLD1GtLT0/Hx8bvh905we3NwcKS8vByz2Yy7qws6vR5MJqyUlmTkFdK1gwfFVXVkFlUwsbsvcqmYt7clUVLTeMXjdfey4aNxHXmguzv1OhPfxOUzd/0FHvrpLI+tPc8PJwsJdFTy6hB/FDIJW87kkZRfxYO9A5BLJRw5n8XexDQm9wvDz6X579NsNvPt+p0kpmTw+OSxONtfCm6TdP4CyZoUxg4fctVpokeOHKS6uoro6GHX/gYKBILbgxmk0r/++GU0mXF1UP7xBwWCa8DLyeovlQtuD+3VMQwFVrb82wyg0WjqgVt+fNrBwYHy8jKgefTQw9WFvMJCOni4IhaJSMnOp7OfGyfT8ojs4MTp3Ep6eFmjKWukk4uSgpomLFrWWf2aXkm4iwoLiYiDuTVsT68gsbiOhNwq9mZVsT+nhnq9kRAnJXE5NeiNJmzlUrIqtaidlCQV1dPX14aj6aUMD3Fn1ykN3fw9SE7NwGgy0Tc8hOOnTmM2m4kICwWgvLyMvLw8YcRDcM25ubnT2NhAdXUVvl5eAGTm5BDi70OCpnk6p1QiZuWeUzhbK5g3qjMltVpmrzzG/+3XcCKrjJKaxjYJoZVyCaOCnfhgbBBvjQxkeoQbI4OdmNTFlQXD/JkX7YezlZyNJ7JYEptKTz9Hhod6kFpQxofrY+no6cS0AV0BMBqNfP7zZrbEHuPuQb0ZFtWt9TxabROffrsMV2cnRg4aeMXrMxgMrFixDG9vX7p373kd76RAILhVVdc1sXzHBfSGqyexvyjEzx65VIylXIJcKmbG6GBsrSz+cD+B4FoY3tPnL5ULbg83OirpRVlAd+DExQK1Wh0JpLVTfa4ZDw9Pjhw5RFNLsJkAP18SkpKxtJAT6OPB8eQU7h4xlLgLOXhbN68wLKqowkEpY19qBeGe1uxPr2R4Rwcyq5vYllJOZ2cloU6W1OtN1OqMmA0mnJUyLKUiCmua2JtWgUouwdlSRlxONZ1dVexNLcffQUF8agG2ljLk+noq6xp59q5+fPXzBvw93Qjy8WD5qlU4Ozq05mc7eTIegK5du7fPDRTctnx9m9flpaenERIahkQiIVmTSp/wThw/q6GguITxvUJYf+QsPQO86BHkxZf3RbLqeCZ7zxey42w+AFKxCGdrBZ52SnwdVQS4WBPkYkMHBwX+v1n7YDabSS2pZXV8Fsczy+ju68iLIzuTXljOayt3Y6NSMH/aUGRSCVW1dby7bA1JaVlMGzGA+0dHtx5HbzDw9qdfUFhSwrv/eQmF4soPZitXLic/P4833nhHiOYr+FPqtXqOnSvmfHYlFTVNyCQiPJyt6BroRGd/h8tSFAlufcUVDa0Btq7mvqFBhPg54OGkoqZBJwSZEbSLJoPxL5ULbg/t1TGcD2xTq9VfAXK1Wv0yMBuY1U71uWaCgtQYjUZSUlJwc/Oje5cw9h8+SkpGJgMjwvh2w0487BQ4WivZGZ/M+HA1G0/nMntwJ35OKie3spGOTkp2pVTQ1cMKLxslZ0sbOFPSgEIqRikTYyGTUF6vQ2dsDr8f4KAgs1xLSnE9nV1VHM2qQiWXYIWOxPI6Zvf3Z+m2WPp08iW/IJ+8kjJefeResnLzOH02mYemTGoNNHP48EHc3NwICAj8gysVCP6ajh2DEYlEXLhwju7dexKq7kjcyQQ+uWc8323czZo9h3hl5jSSsotYtHY/z08YSC+1D88MDWH2QDWpxTXkVTVQUqOlsLqR/MoGTudWYGgZQVTJpThbW2CnlGMwmSmoaqCiXodKLuXxoZ0YrnblRGoeH6yPwdpSwdsPjsDeypLk9Gze+34tNfUNPHv/PQyJ7Npa54aGRhZ9uZiTZ5J46pGHCet05ZH048eP8ssvqxgxYjSRkVE35H4Kbl0ms5k98blsOpxJY1Pbh6yUvGoOJOTj6aTioZHBBHr9fq5Owa3F1UHZZtbD/7KUSwjwtMXDqTkWn41SLnQIBQLBDdMuHUONRrNVrVaPpLkjGAP4AhM0Gs3J9qjPtRQaGgZAfHw848b50bNbODKZlP2Hj3D/pIms3L6fdb8e4oHoCD7ZdIioYF+8HVSsOJzKlKgg1ieXUaM1Euljy8m8GhCJCHVVYqeUYzabMZlBLBVjKbbAZDaTV9VEbHoVVnIJIS5K9qZW4GApxcPSxKGUYiZGeLM+Jh4rhZy7I9W8+sUyuqkDiApT89p7H2KlVDJ6yCAASkqKOXHiGPfff78Qal9wzalUKvz8OpCUlAjAgKhIvvjue7Jycrknug/fb9nDieQUPp4znqe/3MSbP+8lIsCTkd070snbhc6edoR5tU0ToTeayC6vI7WklsyyOsrrmqhp1CEWiQjztKertz1RAc7Y2Sr46JcYdiekEuDmwPx7h2JvZcnPu2L4cft+XB3t+eCZRwjwvhRUJiU9g/f+72uKSkp5cuYMRg6+8hTSc+fO8t//vkFAQCCzZ9/yqVgF11m9Vs/Srec5nVb2u5/LL6vnnZUnGdnLhwkD/dtEzRXcumytLJgxOpjl2y8gFoFW33ZKqZCsXnCz8HG1bk2ldpFELMLH1bodayW43tprxBCNRpMAPN5e579e7Ozs8fcP5NChQ4wbNxlrlYq+PXuwJ/Yw0yfcw4ToPvy4Yz8j+3SnZ5AXK/ef4um7B7L8eB6/xKUyuVcAu9Kq2XK2hCg/W2wsZKSWNdCgr7/i+VysZAQ7KzlfVMeeknrC3FRUVVVxKKWKu8I9OZ54lsq6RuZPjeaLnzYilUh45r67OHAkjpNnzjLr/nuxtmpeSLx+/S8ATJ48+YbdL8GdpVu3HmzevIG6ujoG9Yniu59+Yc3mbbz89FyOJJ7jk1Ub6RToyfv/Gs3muHNsOJrMf3/ZD4DSQoatUoFKIUepkGOrtMDeSomzrQpXO2tGBjvhYK1EaSHDbIbqei3pReUs2XmMg8mZ6A1GJvUNY/qgbpRVVfPK56s5m57NgIjOPDl1HMqWRPa19fX8uHYDW3/di4O9Pe/+5yU6B6uveD0JCSd58835ODo68eabi1AohAc6wdXVNepZtOoU+aWXvs/dHZUM7uaJr5s1TXojZzMqiEksoElnxAzsOJZDcWUjj40PQSYVpijfDqJC3Ajxc6C8WktWUY2QrF5wU7JRypk5thPLtl9obZ8PC+3zttcuHUO1Wi0HXgXuBTyAAuBn4G2NRqNtjzpdSwMHDmbZsm8pKMjHw8OTKePHEnP0GD9v2sJDUyYRe+osH/24gf8++TBlNQ18sSmW2WP7seVcGcsPahgU7Ial0pZjOTXojWZcreV42lhgo5AiEoFcLqW2QUdZvZ6kgjqMJjM+dgp6eSg4rMnFZDZzbw9v9hw7TU2DlpcmDuCnbbvJLyln4Zz70Wob+XLZD3QKCmT88KEAFBcXsW3bFoYNG4m7uzulpVfOIScQ/BMDBgxm/fpfOHjwAKNGjWXyuNF8/8s6zqek8p+Z03j+4yU8tvBLnpg6jol9w7i7d2dSC0pJLSinsKKGmoYmGpp01Gl1ZBRVUFGbR6PO8LvnVFrIGN6jI6Mj1LjZWbE5Jo4fd+xHIhbzzPS7GRrZFZFIhF6vZ9ueffy0cTP19Q2MHhrNg5MnYKW6PL2q2Wxm27bNLF78Gd7evrz11iLs7K6e9F4gaNAa+HD16TadwuE9vZk0KKA1vy1A5w6ODOvhzfId50nOao4kfSqllI9/SeSZyeHIZULn8HZwcYpoB3cbIVm94KZ18SWGUSRGYjYJ7fMO0F4jhosBNfAUkE3zVNJXAE/gX+1Up2tmyJDhrFixjA0b1jB37jP4eXsxYtAANu/czYBePZn38GSe/3gJ7363mhcfnsrHmw7z6cYY7u7dmS6eXmxNykdEMT38nHCys6ZCayK3Sktpvb71HBYSER62FnRzV6Jr0nI6q5BknYHuvg64yvSs3nMYBysl8yYN4IeNO8gsKObFByfi4+rIc6+/hUwm5cW5jyGRSDCbzXz66YfIZFKmT5/RfjdOcNvr2FGNn18Htm7dyMiRY7hr5HB27Y/l42+W8umbr/Phs7NY9P0vvPf9WjbsP8LQyK6EBXVgdA810isEdDGbzdQ2NlFcVUdxVR2VtQ2tHUUbpQW+LnYEujthY6tgzc7DLNh3hOLySiJDO/L4lOZ0FEaTiQOHjrBi7XpKysrp2jmUR+6bir/vlSOvVVVVsWjRGxw4cIAePSKZN28+KpUQvltwdUaTmcUbk8guan7hJgL+NaYTfcOunA/T0VbBv6d2Zc3+NHYdzwXgQk4VX21KZu6EzsK00tuMsI5QcDOzUcpxdrYWBgzuEO3VMbwbCNBoNFUtv59Tq9XHaI5Kest3DB0dnRgzZgzbt29n0qRpuLq6MfO+qZw8k8SiL7/iozfmM3/Wfbzx9Y+89c2PPPfARH5Nymbj0bM426qY1qMTlXoZh9JKqckobT6mygJ3lQUymQSRWERpdQNJaVrMgFwqJtLPETupnkNnLnCirpEh4YF087bno+WradLpWfDoffi5OTHvrXeprK7mnVdewtXZGYB1634hIeEEc+c+jXNLmUBwPYhEIu6+eyKffPIB8fFxREb25sUnZvPim++w8KNPeeOFf7PkjadYve0QG/YfYfHa7a372qiUKCzkyKVSZFIJFnIZSoUCWysldjZW2FtbYWulwsFajkgkokHbSMLZAn7amsfZtCya9AbUvl7MnTKW7p0CMZvNnEg8w7Kf15CZk0ugny9PPfIwEWGdr1h3g8HArl3bWb58CU1NWh55ZA733HMpcJNAcDUrfzP6B/DgSPVVO4UXiUUipgwORKWQsT42A4DTaWWs2JXCQyPVwjpwgUAgEFxz7dUxLAKUQNVvyiyBwvapzrU3a9Ysdu7cybffLubVV99ApVTyytNPMO/td3ntvY94e94LvP3EQ7zz3Wpe/nwZ00YM4M3pw1gZc5qVe09gIZPSPdATtwBHkFpQ0WigRmtAqzeikssIdLamq6cNYpOe4rJyjp48hcFoIszPjUeGRnAw/hTv79uDn4crL82YjLa+ln+/tpCGxkYWvvAcwYEBAJw4cZxly76hX7+BjBlzVzvfNcGdIDp6OL/88hNLl35Nt249CA4M4MXHH2PRl1/x7IK3eHf+cwzvHcHw3hHkFZeRkpNPSUUV5dW1aJt0GIxGdHoDTTo9dQ2N5JeUUVlbh05/5SmlPm7O3D2kN5Ehwah9PRGJRJw5d54VazeQrEnBzdmZl56YTf9ekVfs5BkMBvbv38PPP6+koCCfzp278Nprr2JtLbxEuRU0Nhk4craIjIIaAPw9bOgd6opSIbsh5z+VUsrafamtv4/r48fArp5/al+RSMTYPn40NBnYeSwHgNjEAnxcrYiO8Lou9RUIBALBnau9OoYrgJ1qtfpzIA/wBuYCP6jV6tYEYhqNZl871e8fc3Nz4957H2D58iXs2/cr0dHDUAf485+nn2DhR5/x7II3WfD803z+4hy+/GUrK7btw8nuBHcNjGJqvzCOp+RxPCWXuAs5mMzNEaEUsuaREp3BSNNvHoJd7awY27MTvo5KTidf4MNlPyGTSnlo7BDGDejFpp27WLV+Ew72drz/2iutU+SSkhJ5663X8PPrwL///aLwBlpwQ8hkMmbNepw33vgPP/20ggcf/Bf9evXExtqKdz7/Px6Y+wKD+/Ymul8fwoLVeLk6/eExzWYzjdomqusb/p+9+46rqv4fOP66XNZlgyxBWYpXcSIqjsTMnSN3mqbWN7WyYZqVab+00jQblpqlWY6GI3OLe5Z7D+QgDhAVQWRv7r2/PyCUxFIB4cr7+Xjw0HvuOe/zPsc3x/u5n3M+H7JzctHp9WgszHF2sMPczAwXF1uir8Sz4899bNi2g/DICzg5OPDK0MF0fupJzEzvvhQmJNxk8+aNbNy4joSEm/j51eDDD6cQHNwCV1c7ua3GCJw4f5MfN54jLfP2bfj7z8ayeu9Fnu+kpVkdtzLdf1LBZOZ/q+9XhWda+z5wnL5P1iApLZsDZ28A8Nu283i52spUFkIIIUpVeTUMRxb8+f4/lr9c8ANgAPweWUZloG/fARw5cohZs77Ey8uHmjX9adKwAdMmvMvHX33DGxMn8eKA/rw7rC+nI6P4bdMuFqzZgkqlonHtGvQKrIGjoyNZehXJ6dmkZmaTq9Nhb6vBFBUaMxPIyyUm9jp/7f+LVbeSsLK0oHtIMH3atST6SgxjPvyYqJgYQpo349VhQ7CzzX8W6sCBv5g27WNcXd2YMmUGVlZW5Xy2RGXSvHlLOnTozLJlv1CnTl2aNg2mQUAd5s34lNWbNrE6dBvb9/6FhYU5Xp6eODs5YqXRoFarMVGpUKlUmJiYYGFujsbSEmtrK2ytrbGxtkZjaYFarSY1KY+I8+eJuX6di9FRHD8VRnZODh7ubrwydDCdngzB3Lzocz06nY7jx48SGrqeAwf+Qq/XExjYhDfeGEvTpsHy5YkR2X3iKos2KcW+l56Vx3drzpKQkkWXYO8y2b/BYGBhaHhho9TR1oLh3QMeatJ6E5WKYZ1rc/1mBlE3UtHpDcxZdZoPX2iKg41FaacuhBCikiqveQwf/CtTI6RWqxk//v94661RTJz4DtOnf4W3tw8BtfyZNeUjZs5bwNxFP7N+6w4G9urB1NeGEh0bz+6jp/nrZBhHz0UWxrIwM8v/wGtiQq4uj9T0TAwFPYkWZmY0rOXL4KfbEly/NqfPhjF15izCIs7jUqUKE996nZZNgoD8D75Ll/7ML78swt9fy+TJU2U0RVEuXnnlDS5ciGTKlA+ZNGkqjRo1xtbGhjGvvEC/bt05cTaME2fDiLl2nWuxcWRkZqLX6zAYwGDQo9Ppyc7NITs751/3o1Kp8PHypFPbNrQObkod/5p33TKalJREaOh6Nm1aT1zcDeztHejduz9dunTDw+P+bvsTFcepCwlFGoWOthZ0alodlUrFlsNXSEjJH/x6xc4L2Fub80zb0p+Xa8/Ja5y6kFD4+n9d62CjefjbV83N1IzqXY+PFh4hLTOX5PQc5q4+w7iBgaWRrhBCCFF+8xhWFk5OVZgyZQbvvDOat99+nfffn0RgYBDOTo58/O5Y9h85xqLlK/lszncs+HUpIc2DaRrYkOc6tyE1M4vI6Otcjb/JrZQ0MrOy0en1ONhZYWZihlsVR7yrulDV2YnzFy9y+PhJFi5eSEJiEq7OVe7qFYmKuszMmTMIDw+jXbsOvPbaGJl3TZQbjUbDlCkzeO+9t5g48R1efHEEPXv2BcDS0oLmQYE0D/rvD706nY60jAzS0tNJS88gOzubPJ0OM1NT7G1tcXVxpno157tu/TQYDISHn2PjxrXs3r2D3NxcAgODeOmll2nevBVmZo/mGTRRuhKSs5i/7mzhax93W8Y826iwUdaqflVmrTyFciX/EfeFoeFo/ZypYlV6/95xSZks3X77i70erf0I8HEqcVxnew0jn6nLl8tOYDDA+Zhk/thzkVH9pXEohBCi5Iy6YajVav2BRYATkAAMURTlQvlmdbdq1arz5ZezmTx5AhMnvsOzzw7iueeGYGpqSsumQTQPCuTgsRNs2b2HdVu2sSp0M6ZqNX4+3vh5VcfNxZlqdrZYuNgCKszMVVy9Fs+ZU5dYvyGGi1HR5OXlYWZmSmC9uowcMogWQY1RFwzvn5yczPLlv7BmzR9YWVkzbtz7tG3bXm6LE+XOwcGBzz+fxZdfTmP+/Lns2rWDUaNeoWbNeoX1+1/UajX2trbY295fr09KSjJ//rmbTZs2cv68gkajoWPHLvTo0Rsvr7K5rVA8Gjq9nrlrzpCelf8MtqOtBaP7NyzSU2dlacobfRswZclRrt1MJ09nYOpPh/hwWFPsrEs+ZYBeb+CH9WFk5+qA/Ansh3QNICUpo8SxAer6ONE7xI+Vu/NHKt10MJomAe74ucmUKUIIIUrGqBuGwHfALEVRftNqtYOAeUC7cs6pWO7uVfnii9nMnfsNv/22hD17dvHCC8Np2fIJTExMaNGkMS2aNCYjM5PT58I5Ex6BcuEi+44cIyW1+EEuHOzsqO5ZlWc6daBBQG3q1daiuaMHMD4+ntWrVxAaup6srCw6dOjMCy+MwMHB4VEdthD/ycbGhg8++JidO7fx44/zGD16NPb2DtSpE0CdOnVxd6+Kra1dYQ+eXq9Hp9NhMBgwMTHB3NwcS0tLrKyssbKywtJSg5mZGQaDgaysLG7dSuDcuZscPnyckyePEx4ehl6vx8fHl1Gj3uSppzrKM7aPie1HrxaOPqo2UfHKM/WKnR9OY5HfOPxkUf5tmYmp2SzYcI43+zV4qGcA7xR6MIrImGQg/9nAl7oFYFHKk9J3ae7N+ZjkwltVv1p6nP8b2gQXB02p7kcIIUTlYrQNQ61W6wIEAksLFv0GzNZqtVUURUm495blx8rKirFj36N16zb88MN3BSOC+tG5c1dCQp7E0dEJK42G4MaBBDe+fWtQVnY2qWlpZOfkD2LgUdWJvBzuGjgDIC0tjSNHDrJ79w4OHToAQEhIWwYMGIy3t88jOU4hHpRKpeKppzrQuvWThIUdY8uW7SjKOQ4c2Fdq+zAxMcHfvxb9+z9Hq1atqVHDX3rNHyOJqdms2nux8HWPJ3z/ddROVwcNw7sH8NXykwCcvpjAtiMxdGxa/aFziIpNZfXeS4Wvu7fywbeq3UPHu5e/G5yTfzpEQko26Zm5zF19hvGDgzAzlXk1hRBCPByjbRiSP8XFVUVRDACKoui1Wu21guWFDUOtVusAFOkiGzt2bLURI0Y8ylyLaNasBUFBzdi5cxtr1qzku+9mMW/eHGrXrkOTJs2pUycAX98a2Nvnf6ixtLDA0uL2yHMuLraFz0ulpqZw6dJFwsPPceLEMU6fPkFeXh5VqjjTp8+zPP10d9zd/30iZXH/iqunAkmKoiQVs/yh45Z3nZYHMzMz2rdvT8OGwUD+Fx03b8aTmppCXl7+7YEmJiaYmJigUpmg1+vIzc0lKyuTjIwM0tPTyM7OJjc3/0sUS0sNjo6O1K5dAycnDzSaytOjUtlqden282Tn5N++6eFsTZdgr//cpr5fFTo1q87mQ1cAWLEzEm11B7zdH3wwmuxcHfPWnUWnzx8UzM/Djm4ty+7WZBuNGS/3rMe0n4+h0xu4HJvKsh3nGdxRW2b7LAuVrU6F8ZJaFcagpHWq+ntkS2Oj1WobA4sURal/x7KzwCBFUU7csWwS8OGd23p6erJjR8WZIjEyMpKdO3eyc+dOIiIiCpfb2Njg6uqKg4MDmoKh+nU6HZmZmSQnJxMXF0fqHbeZ+vn50apVK9q0aUODBg2KnaxblIxWq53MP+qpwGRFUSaVIO6kf8ataHUqjEtlqtVjShwfzttf+Hrqq62oX+O/578EyM3T886sPYW3f3q6WPPVW0+isXiw703nrjzJxn2XAbA0V/P12CfxcC775/7W7rnA/DVnCl+/M7gJrQONZyTdylSnwrhJrQpjUNI6NeYewyuAp1arVSmKYtBqtSaAR8HyO80EFt65YMCAAdWAvQkJaej1ZdMwvrNX77/Y27vRs+cAevYcQGpqChERClFRl4iNjSUh4SYpKcmkpsaj0+lRq01ytw14AAAgAElEQVSwsbHG1dWdOnXq4eZWFW9vH/z9tUWeHUxISH8kuVe0+GWdO8XUU4GH/rbwXnHLqk5L+xxV9HhlEbOixytg9LV6p3udo9w8HXNWFH4XSIu67rjbWTzQ+Rw3uAlvfLmL7BwdV+PT+ea3Y7zYtc59b3/o3I3CRiHAgHb+mBkMhTmU5XWpeW0Xzl6qyr5T1wH4evlx7DVqqlaxLpX4ck0tqqTnw5i3N+bcS2N7jKxW/1Yav8OldR2QOGWfCyWsU6NtGCqKEq/Vak8AzwG/FPx57J/PFxZ0m5b0l/aRsbW1IyioKUFBTe+5ziP4j1rcQ1nVk7HVqaj4KkutbtgfRVxiJgBWFqY8+1TNB47h4WLD8x1r8cP6cwD8efo6Ab6ONA9w/89to2+k8uOGc4WvA/2dad3g0d2+r1KpeKN/IJFXkohLzCQ7R8e3q88w8fkmWJiX7qA3ZaGy1KkwflKrwhiUtJ6M/V7DV4DXtVptODAKeLmc8xFCCPGI3LiVwcYD0YWv+zxZ46GnnGhZryot6roVvl68SSEu8d+nmIhLyuSblafIydMD4OZkxf+61nnkgxpZa8x4tWc9TNX5/6VfjU9n3rqzZdZ7K4QQ4vFk1A1DJV9zRVFqK4rSQlGU8+WdkxBCiLJnMBhYskUhT5ffKPOtakebRh4lijm4oxbXgikfsnJ0fLnsJLdSsopd90ZiBtN/OcatlGwANBZq3uhTHytLs2LXL2tebrYM7lir8PXx8zdZul3+SxRCCHH/jLphKIQQonLae+o6YZcTAVCpYEgnbYnnINRYmDLymbqYqvPjxCVlMmXJUc5FJRauYzAYOBIex5TFR0lMzW8Umpma8Gqv+qX2XN/DCmnoQadmt6fb2HY0hi2H//nYvRBCCFE8o33GUAghROWUmJrNsh23e8M6NfV6qCkmiuNb1Y5Xetbj21Vn0OkNJKZmM+O34/hWtcPVUUP0jVSuJ9y+xdTc1ITX+zagro9Tqey/pPq1rUlCchZHlHggfxoPS3M1IQ1L1psqhBDi8Sc9hkIIIYyGXm/gh/VhZGbnz1no5qihZ2vfUt1HoL8Lo/s3xOqOKSsuXU/hYNiNIo1CBxtz3h4QWGEahQAmKhUvdQugpqd94bKFoeHsPnG1HLMSQghhDKRhKIQQwmis2nux8NZOFTCsS23MzUp/9M26Pk58/FIwLeq633WLqoWZmvZNqvHxS8HUrGZ/jwjlx9xMzZv9GuDtdrsXddEmhTV/XsJY5y4WQghR9uRWUiGEEEbhcHgcG/ZHFb7u3soHrZdjme3P0daC4d0DGNCuJheuppCelYuDrQU1POywNK/Y/31aW5rx9sBGfP7bCaJu5E9vtObPS1xPSGdo59poLCp2/kIIIR496TEUQghR4R04c515a88Wvq7n60SPVqV7C+m92FqZ08jfmVb1q1LXx6nCNwr/Zm1pxjvPBVLX53bj+dC5OCYvPEzk1eRyzEwIIURFJA1DIYQQFZbBYGDXiatMX3wYXcG8fO5OVgzvHoCJyaOdL9AYaSxMebNfQ568YyqPuMRMpi45ysLQcySlZZdjdkIIISoS4/jaUwghRKWTmJrN8p2RHAy7UbjM1VHDuIGB2Fo93ET2lZGp2oQhnWtTq7oDizYrZOfkD9yz5+R19p25QUjDqrQN9MTTxaacMxVCCFGepGEohBCiwtAbDFy6lsL+s7HsPXWd3Dx94XvVXKwZ3a8hjrYW5Zih8Wpe152anvb8uu08JyJvApCn07Pj2FV2HLuKl5sN9XyrUNfHET9PeyzKYFAfIYQQFZc0DIUQQjwyaZm5XLmRSk6enpw8Pdk5OpLTs7mVkk1cYgaXrqeSkZ1313btm3rRJ8RXGisl5Oyg4Y2+DTh14Sar917icmxq4XvRN9KIvpHGxgNRqIAq9pb4eNhjbaHG1socWyszbDRmmKlNMDU1yf9TrcLERIUKFSoVeLvbYqqWp1SEEMIYVdaGoRoo8+dTyjK+Mede1vHLOHcfIAa4+5Nr6SuzOi3tmBU9XlnErOjxqIC1eiUulY8XHSEnV/+v693Jx92Wvm1r0KaJNwkJaSXL8l8Y8zXvYeI38nehYU1nzl6+xZ4T1zgWEU+e7vZUFgbgZnIWN5OzHiiuo60F00a2wML8vhvwPlSwOv0vlXl7Y869FLb3wchq9W+lEaci5fK4ximlXHwoQZ2qKuOcRhEREZ1r1aoVWt55COO0ffv2hu3atTtV1vuROhUlJbUqjIHUqTAWUqvCGJSkTitlw7BPnz61zM3Nlc6dO7cZOnRodGnHnzdvXrWlS5fuHTBgQOsRI0bEGEtsY4//qHLX6XQ1d+/efaG04/9TWdRpaZ+jih7PGHIsy2M25lq90+Nw3TDG+HJNLaqk58OYtzfm3Etze2Op1b+Vxu9waV0HJM6jy6UkdVopG4ZardYHuAT4Kopy2ZjiG3PuZR3fmHN/VPsr7ZgVPV5ZxKzo8coqZnnuT64b5RPfmHMvi/1V5u2NOfeKsH157a804lSkXB7XOBUpF3lCXAghhBBCCCEqOWkYCiGEEEIIIUQlJw1DIYQQQgghhKjkKmvDMAmYXPCnscU35tzLOr4x5/6o9lfaMSt6vLKIWdHjlVXM8tyfXDfKJ74x514W+6vM2xtz7hVh+/LaX2nEqUi5PK5xKkwulXLwGSGEEEIIIYQQt1XWHkMhhBBCCCGEEAWkYSiEEEIIIYQQlZw0DIUQQgghhBCikpOGoRBCCCGEEEJUctIwFEIIIYQQQohKThqGQgghhBBCCFHJScNQCCGEEEIIISo50/JOoDxotVoHYDQwU1GUUp+stCzjG3PuZR3fmHN/VPsr7ZgVPV5ZxKzo8coqZnnuT64b5RPfmHMvi/1V5u2NOfeKsH157a804lSkXB7XOBUpl8raY+gAfFjwp7HFN+bcyzq+Mef+qPZX2jEreryyiFnR45VVzPLcn1w3yie+MedeFvurzNsbc+4VYfvy2l9pxKlIuTyucSpMLpW1YSiEEEIIIYQQooA0DIUQQgghhBCikpOGoRBCCCGEEEJUcpVy8Bl3d3e1Wq1Gp9OpyzsXIe5F6lQYC6lVYQykToWxkFoV5UVlMBjKO4dHbvv27Q3atWt3Mjr6BhqNVanHT01NZd26FXTv3g9bW1ujiW3s8R9F7l26tJ3MIxqVrCzqtLTPUUWPVxYxK3q8v2Mae63eydivG8YaX66pRZX0fBjz9sace2ltb0y1+rfS+B0ureuAxHk0uZS0TitlwxDwAS4lJKSh15fN8bu42BIfn2p0sY09/iPIXVVmwe/mQxnUaWmfo4oeryxiVvR4BTGNvlbvZOTXDaONL9fUokp6Pox5e2POvZS2N6pa/Vtp/A6X1nVA4jySXEpUp/KMoRBCCCGEEEJUctIwFEIIIYQQQohKThqGQgghhBBCCFHJScNQCCGEEEIIISo5aRgKIYQQQgghRCUnDUMhhBBCCCGEqOSkYSiEEEIIIYQQlZw0DIUQQgghhBCikjMt7wT+SavVriJ/Yk8DkAq8oSjKyX+sYwLMAjoBemC6oigLHnGqQgghhBBCCPFYqIg9hkMURQlUFKUx8AXwYzHrDAL8FEWpCbQEJmm1Wq9HmaQQQgghhBBCPC4qXMNQUZTUO146ALpiVnsWmF+w/k1gNdCv7LMTQgghhBBCiMdPhbuVFECr1c4HOha87FzMKl5A1B2vo4Hq94jlQH4Ds9DYsWOrjRgxohQyFZVNcfVUIElRlKTSjCt1KkpCalUYA6lTYSykVoUxKGmdqgwGQ+lnVUq0Wu0g4DlFUbr+Y/kp4AVFUY4WvB4HeCqKMrqYGJOAD+9c5unpyY4dO8osb/H40mq1k/lHPRWYrCjKpBLEnfTPuFKnoiSkVoUxkDoVxkJqVRiDktZphewx/JuiKL9otdr5Wq3WUVGUxDveiga8gaMFr72Ay/cIMxNYeOeCAQMGVAP2JiSkodeXTcPYxcWW+PjU/16xgsU29vhlnTvF1FOBh/628F5xy6pOS/scVfR4ZRGzoscrYPS1eidjvm4Yc3y5phZV0vNhzNsbc+6lsT1GVqt/K43f4dK6Dkicss+FEtZphWoYarVaa8BRUZSYgtfdgYR/NAoBVgDDC0YwdQaeAVoXF7Og27Skv7RCAGVXT1KnorRJrQpjIHUqjIXUqjAGJa2nCtUwBKyBFVqt1or8aSgSgG4AWq12A/CBoijHgCVAMHCe/GktJiuKElV8SCGEEEIIIYQQ/6ZCNQwVRYkDWtzjva53/F0PvPqo8hJCCCGEEEKIx1mFahgKIcQ/6XQ6LlyIJCIinOjoKG7ejCc9PQ2DwYCtrR2entUICKhH48ZNMDc3L+90hRBCCCGMkjQMhRAVTnp6GgcP7mffvj85fvwoGRnpAGg0Vri5uWFjYwtATEw0hw7tZ8WK37CysqZ792fo3bs/dnb25Zm+EKUmLy+P8PBzhIefJTo6iuTkJPR6A7a2tnh6VqNOnbq0aVPsjTZCCCHEA5GGoXhgOTk5hIWdITw8jOjoKOLj40hPT0Ov12Nubo6dnT1ublXx86tB3br18fb2QaVSlXfaooLT6XQcOrSf3bu38ddff5GXl4eTUxVCQp6kUaPG1K4dgKur2121lJOTw+nTJ9myZSPLl/9GaOgGRo4cxVNPdSinIxGi5GJjr7Nq1Qp27NhGWlr+SHVOTlVwdHTCxMSEK1ei2LVrOwaDAY1GQ6tWIfTt+yze3r7lnLkQQghjJQ1DcV/0ej3Hjx9h27bNHDiwj6ysLABcXd1wdXXDzc0dExM1OTk5JCcnoSjn2LhxLQAuLq60ahVCx46d8fWtUZ6HISqgW7dusXnzBjZt2kBc3A2qVKlCjx69aNUqhNq1AzAxMfnX7c3NzQkKakpQUFMGDLjI7NlfMmPGVE6fPsmoUaMxNZXLnDAe6elp/PzzItavXw2oeOKJ1rRqFUK9eg1xcCg6Z3FGRgZhYWc4duwAoaGhbN++hQ4dOvPiiyOxt5decyGEEA9GPjGJf2UwGNi3708WL15AdHQUdnZ2tG3bnuDglgQE1MPW1vae28XGXufUqePs37+P9evXsHr17zRsGMirr76Ml1etR3wkoqKJiYlmxYql7Nixjby8XBo1asyIEaPo1q0jiYmZDxXT19ePzz77miVLfmTZsl9JSkpk/Pji5nkVouIJCzvDtGkfc/NmPJ06Pc2gQUNxdna55/pWVlY0adKMLl3aMWDAUJYt+5W1a//g8OGDjBv3PoGBQY8weyGEEMZOGobinmJirjB79lecPHmc6tW9GDfufVq3fhIzM7P/3FalUlG1qgdVq3rQqVNXUlKS2bp1M3/8sZyRI0fSuHETRox4VW57qoQiIhSWLv2Z/fv/xNzcnE6dutCzZ1+qVasOUGwPX1ZWNtfj4khJTUNv0GOl0eDu6oJ9MV9MqNVqhg0bjrOzC3PmfM3nn0/liy9mlPlxCVESmzdvYNasr3BxceOrr+ag1dZ5oO3t7OwZPvwV2rXrwPTpnzBx4juMGDGKZ57pXUYZCyGEeNxIw1DcxWAwEBq6nu+/n42ZmRmjRo2mS5duqNXqh45pZ2dPnz796dbtGXbt2sQPPyxg1Kjh9O7dn+eeG4KlpWUpHoGoiKKiLrF48U/s27cXGxtbBg58nh49euHg4HjXuimpaRw+cZKTZ8MIOx/Jtdgbxcb08vSgTYvmPN2+7V2NxG7depKTk8P8+XOZO3cu/fsPKZPjEqKkfv99GQsWfEfjxk0YP/5DbGxsil0vNzeX1PR0zExNsbG2LvbZbT+/msycOZcZM6bw3XezyMjIYODAwWV9CEIIIR4D0jAUReTm5jJ16lRWrVpFYGAQY8e+R5UqzqUW38LCgsGDBxMc3IYff/yeFSt+Y8+enbz++lsEBTUrtf2IiiM1NZVFi35g48Z1aDRWDB48jF69+mFlZVVkPZ1ez5ETp9j+5172HzmBTqfDzsaGgFr+PPVESzzd3XGws8PUVE1aejrRV69z9NRplvz+B39sDGXE4OdoH/JEkQ/LvXr148qVaH766Sdq1KhDUFDTR334Qvyr9etXs2DBd4SEtGXcuPeL9JgbDAZOnVPYue8Ap86FExt/s/A9jaUldWrWoGWTxvTp9lSRmBqNhgkTJvPll9NZvHgB1tbW9OjR65EdkxBCCOMkDUNRKD09nSlTPuT48aM8++wghgx58Z4Df9xMTOLwydOci7xI9PVYklNS0en0aCwtcHZyxM+rGoF161Bf649ZMbcGOjg4MGbMu7Rv34lZs75k4sR3CQl5kv/972VcXd3K+lDFI/Lnn7v59tuvSU5OpkePXjz33JC7ppLIzslhy649rNq4mdj4eKo4OdCrSyeeCG5KTR/ve9ZgcONA+nV/mstXYpjz02K+mreAmOvXGfZsv8LGoUqlYuTI14iIOMfMmTOYP3+x9E6LCuPIkUPMnTuL4OCWvPPOhCJ3ZZwMC+eH35ZzISoajaUlgfUCaN+6Ffa2NuTk5nLtRjynws4xe+ESFv/+B/26PU3PTu0LY6jVasaMeZeMjHS++24WHh6eNGkiX74JIYS4t/tuGGq1WhvAAUhSFCWtLJLRarVOwBLAD8gBzgMjFUVJ+Md6HwKvAlcLFv2lKMrrZZFTZZGcnMyECeO4fPkikyZNIji4TbHrnQqP4PeNWzh6JgyDwYCjnR3e1ari6eaKqVpNZlY2sfHxrNm6k5WhW3Gws6VTSCt6d2qPrY31XfEaNGjEnDk/sGLFbyxf/iv79v3F0093o2fPvlSt6lHWhy3KSFZWFnPnfsOWLaHUrOnPRx9No2bNogMO5eblsXnnbpatWUdCYhJ1/GvywsB+9OjcpsjgM5nZ2dxKTiMnNzf/iwcHO0zv+ADtU70a0ye+x7cLl7Bi3UbMzcwZ1Kdn4fuWlpa8//77vPTSSyxb9gtDh/6v7E+AEP8hLu4G06d/go+PL++9N7GwQZeTk8v8X5exYccu3F2cGf2/YbRp0QwLc/O7YhgMBpSLl1i5MZQFS1fw5+GjTHj9ZZydnID8xuG7737AmDGjmD79E2bPnoebm/ujPEwhhBBG5F8bhlqtth4wEugKeAMqwKDVai8DocD3iqKcLsV8DMB0RVH2FOz/M2A68FIx6y5SFOWdUtx3pZWUlMT48WO5di2GDz+cwtNPtyc+PrXIOrHxN5mz5DeOng7D0d6OZ7t1pk1wE7w8qhb7nEtWdg4nws6xZc8+lm/YzPrtuxna9xmefrL1Xeuam5szaNBQOnTozM8/L2TDhrWsW7ea+vUb0rr1kwQHt8DFxbXMjl+Urvj4eD76aAIXLkTy7LODeP75F4r0hBgMBvYfPcaPvy7n2o0b1NXWYtyrI6lfpzYqlYrM7Fx2HDrJ4bAIwi5GczMppUh8U7UarbcnbZs2oF2zRpibmWFiYsKoF4aQlZ3Nb6vWEFi/LgG1/Au3adSoEW3aPMXq1b/Ts2dfGcpflCu9Xs+MGVPR6XRMmDAZS0sNAKlpaUz6chbnIi/Qq3MHhvTtVWyD8G8qlYraNfyY+dF7/L5uO9/8uJjRk6bw8duj8fXKH8zJ0tKSiRM/4rXXRvDll9P59NMv/nMKGCGEEPfn/JUkNh+Jwc/NBv/qDv+9QQV3z4ahVqtdCgQAS4HBwDkgFbAF6gBtgF+0Wm2YoigDSiMZRVESgT13LDoAvHyP1WXG9FKQmprChAlvc/36VSZNmlrs8Oa7Dhzmm4W/oFLBS8/2oetTIf/6YQXA0sKc5oENaR7YkEtXrjJ/6Qq+XbKUQydOM33CG8Vu4+rqxpgx7zJkyIts3ryRnTu3M2fOTObMmYm3tw/BwS1p06Ytfn41S+XYRemLirrEhAnvkJGRwaRJU2jWrEWR92Oux/LtwiWcOHMW72qeTB43hiYN66NSqYi8co1VO/ez72QYObl5ONnZUq+mN74ebjg72mNuakpGVjYxcTc5fDaC2cvWs3rnAcY+35ta3p6oVCpeHfo8Z5UIvvnhJ+ZM+wT1HR+ABw58nt27d7Bx41oGDnz+UZ8aIQqtX7+GM2dOMWbMu3h4eAKQmp7Oe59+zpXrsbz/2ss80awJkP9FyrnLVzmmXCImLoHMnFzsrCypUc2dlvVq4eqU/yVHm+bN8K7myQczZvL+9C+ZMfFdqlXN7x308PDk5Zdf46uvPmPjxrV069az+MSEEELct8+XHifscmLh6wAfR94eEFiOGZXcv/UY/qwoyvpilicC+wp+PtVqtd3KIjGtVqsCXgFW32OVAVqttiNwHZikKMqBe8RxIP8W2EJjx46tNmLEiNJM1yhlZmbywQfvER0dzeTJdzcK9Xo9P/2+mpWhW6nrX4NxI1/EtYpTsbHydDpUqDAxUd3Vg+hb3ZMpb7/Jxp17+P7XFQx96wMmvTkKD7fiewGdnV0YNGgozz03hOjoKI4cOcThwwf4/felLF/+K1ptHQYNGkqTJs2K7a0sS8XVU4EkRVGSSjOusdVpZGQE48e/jbm5OV988Q2+vjUK39PpdPyxcRM/r1yFmakZLw8ZRNf2T6FWq7l4NZbF67dz+GwEGgsLejwZTIv6AdTy8rhnz8YLPTpw9Fwks5et471ZPzF55GDq+/tgZaVh2LP9mD57LvsOH6F18O1nqry9fWjUqDEbN66jf//nSjTKrjGQWq2Ybt1KYOHCH2jcuAnt23cC8gf9+uir2Vy5HsukMa/TuF5dDAYDB86eZ0noHqJib2KiUuFexQGNpTmXrsWx4+hZfli7nSca1Obtod0wxRSfap58+t5Yxn0ynUlfzuLryROwLhjkqUOHzuzYsZVFixbQunXbCtNrLnUqjIXUqrjT+StJRRqFAGGXEzl/Jalcew5LWqcqg8FQ+lmVAq1WOweoqijKXZMwabVaVyBBURSdVqttD/wC1C7ocfznupOAIjNce3p6smPHjrJJ3Ejk5OQwevRojh49yvTp03nyySeLvJ+n0/HJ1/PZsONP+nZtz9jhg4uMlpeUlsGWQ2fZf/oC5y7Hcis1HQA7K0v8q7vRqkFNnm5RHye7os8VnjwXwdiPv8TM1JRvp4zHt7rnfeeclJTEpk2b+PXXX7l27Rrt2rVj/PjxODg8ul9ArVY7mX/UU4HJiqJMKkHcSf+Ma0x1GhkZyciRI9FoNHz//fd4et7+d427mcDET2dy/HQYbZ8I5p1Rw3Gu4khiShpzlm5g3a5D2FpZMqhbW/p1bIWNlYaY+CSORV4l6kYiqRnZqE1McHeypXFNT+r6uGNikv+FwM2kFEZ9MpdbyWn8NmMczg526HQ6eg0bhU/1anwzdWKRPLdv3867777L3Llzadr08R6hVGq1Yvr444/ZsGEDK1asoHr1/Ns9P501nz82bmPKe2/SsU1L0jKzmPbTGrYcOIVPVRee79qatk3qYmN1e+Ckq3G3WLP7CEs378PUVM3kkf1oHVgbgBNnwnn53cm0a92cKe+9WbjNhQsXGDhwIIMGDeLNN9+kIpA6FcZCalXc6efQcyzbFnHX8mfb12Jwlwebh7Y0lbROH2TwmdZAIFBkgiVFUabeb4wH2NcMoAZQbG+koihxd/x9m1arvQLUA/YWs/pMYOGdCwYMGFAN2JuQkIZeXzYNYxcX27ue06sosfV6PZ99NoVDhw4xZsy71K0bVCSek5M17386h50HDvF8r+4M6N6lcDCQ9Kxslu86wrp9J8nOzaOaiyNBtbxxdbBFpVKRkJJGeHQs36zYzverd9PriUAGPNW0cGRSD+eqfP/pRF55fyoj35vCFxPG4e5yv9NhqGnXrishIR1ZtWoFS5Ys5Ny5cKZO/bxwQIWyPO8F7qqnAg/9beG94pZVnZb+OcritddeR602ZcqUzzE3tyuMfyZcYcrXs8nOzmHsy8N56omW6HXwy9rdLFizhcysbHq2bcGAjiGoTNT8svUEO09f4FLsLQDM1GpsNebk6vSkZmYD4OvmxEudmtLQ1wNQ8e6wfrw+/Tu+WriG0YPyb5Fr1bQpf2zcRFRUHFZWmsJjrlWrARYWFmzatA0fn9oPfcSlfQ7LqG6NvlbvVJGvqfcb/9Kli6xdu5ZevfpiaelAfHwqew4e5o+N2+jbtTOBAfVRLlzn/+YtI+rGTYZ0CaFP2+D8gb3Sc8lMzy2Maa4yo9+TLWhdvw4zfl3LuJk/M25QD0IC6+Dp5smg3j1Y/Ptqmgc2pnnjRgDY2bnStm07li9fTteufe6r11CuqUWV9HwY8/bGnHtpbI+R1erfSuN3uLSuA49THD+34ueb9XOzeaiYpXitLVGd3lfDUKvVzgL6k9/wyrzjrVL/BKDVaqcCjYGuiqLk3WMdD0VRrhX8vRH5A+Moxa1b0G1a0l/ax8qPP85j9+4dvPjiCDp06FzkPYPBwGdzF7LzwCGG9unBs926FL536mIMXy7fws2UNNo01NInpDF+VV2K3ceVuFv8tuMQS3ce5uC5S3w4tDsuDvkTkNfwrsan40bz9qefM+Hzb/j8/bdxtLe77/zNzMzo3/856tdvyP/933uMG/cmX389F0fH4m9zLU1lVU/GWqc5OTm8994Y0tPTmDHjm8LnpQB2/rWfr77/ATdXF6ZPHI+XpwcJySl8/esajp6LpG4Nb17r3w3XKo6s2n+WVfvPkJGdS31fd0Z2DqaRnwceVewKnxNMycjioHKFpXtOMHHxZkZ0CaZ7swCqu7nQpVUQG/YeZtDTbXFxtKdR3QB+X7+R8AsXaFy/XmFOlpaWaLV1CAs788jP1aMmtVrxLFw4HysrKwYMyJ9w/lZSMnMW/oy2hh9D+/YiJT2T8XN/42ZSCpNf6k9jrS8AcckZHLsUS2xS/p0Z1avYEuzvgY2lOe5VHJg3YTivfLqAz39dh6OdNfVreNH36c7s2n+Ieb8uI6hBvcIv5/r1G8j27VsrzLO2UqfCWEitijv5V3fAysKEjP/KJAUAACAASURBVGx94TIrC5NyH4CmpPV0v0OTDQICFUXpqyjK83f8DHnYHRdHq9UGAO8CHsB+rVZ7XKvVrix4b4NWq21csOpUrVZ7SqvVngC+Bwbf2Yso7m39+jWsXLmM7t170bfv3WMG/bx6PX9s2kG/pzsVaRSu33+SCQtWYWFuxucv92fcs53u2SgEqO7qxDsDOvPhkO7cSExh3Pe/E3srufB9L8+qfPTWKG4lJfHxrO/Iys554GOpU6cun376BSkpyUyf/gk6ne6BY4iS+e67WZw7d4533plAjRq3BwXasG0HM779noBa/nw1+QO8PD04ei6S16bN5UxkFK/0fZpprw8jJimDl+f8wS+7jtPAtyozh3fnh7H96RikJRc14bEpxCSmo9PrsbOypEOgP3Ne7UWw1ovvQw9yNDJ/xpoeIc3R6fX8dSIMgJq+PgBcvhJzV841a/oTHX1Z6kU8UopyjkOHDtCv30BsbfO/CJv/6zKycrIZM/wF9Ab4+MeV3LiVxOSX+tFY60tsUhpTV+3jf3M3MHvTUVYfUlh1SOGrDYd5ftY6Fu46TVZuHpYW5nz4Yl/cnOz54tf1pGVmYWpqyksD+xMbF8/2vfsK8/D29iUwMIhNmzag1+vvla4QQoh/cf5KUpFGIUBGtp7zV4y7jX+/t5JeAbLLMhEARVHCgGJHhFAUpesdfx9W1rk8jo4fP8rcud/QrFlzRo4cddfALRt27uG3tRvp0aENw/o+A+T3IP687SBLdxyiWR1fxj3bCSuLfx+R9E7N6vjy6fDeTFiwikmL1vLVq88Wvle7hh9jhw9j2rc/8Nn3PzLxtREPPIx6zZq1eOWVN5g5cwahoet54YXBD7S9eHh79+4mNHQ9w4YNo3nzVoXLt+zey5yfFtMssCHvvzEKMzMzVmzdy6L12/Gu6sr4F/pja2PD9JW7+SvsMr5uTrzT50n8qjqzMzyWhT/s5fSVRPR3PP9sZ2lGp3oe9G/ig6WZKe/0bcOb369l7sb9fP9ab6q6OFHdzYVj4ZH0bNsCO1sbrK003IiPvytvLy8fsrOzuXEjtkgPpxBl6ddfF2Nra0f37r0AOHUunN0HDjGoVw+qe1Rl3upthF2O4d3Bz1Cvhhe7w6L5JvQIJioV/VrUpm1db6pVsUVvMHDxRhJrj0Ty+4FwTkbdYM6rT2OtsWTcoB6MnbWYJaF7eKV3R4Lq16WWnw+/b9xExzZPFF5fO3bswvTpn3DmzCkaNGhUnqdFCCGM0tnLt+65vLx7DUvifj+F/w+Yr9Vq+2m12pA7f8oyOVF6btyI5dNPP6J6dS/effeDu0Zk3HfsBHOXLKVZw/qMf+3Fwkbjkq0HWLrjEB2bBDBxcNfCRmFunp6tZ68yec0xBs/bxTOztjJ4/i4mrznGvsgb3DmoUU1PV8Y/9zQx8Yl8v25Pkf0+0aQxwwf25cDxk8xZ/BsPMxhSx45dqFevAb/8soiMjIwH3l48uFu3bjF79pf4+2t5+eXbM8ocPHaCb+b/SOP69Zjw5muoTU2ZvWwdC9dto3VgXb4Y8xIJGTm89t1qDirRDG0XxIz/dSUiIZsXF+7j210KqVm59Gnsxbud6zH5mYa82b4OAR72/H4kijHLj3AjJRNzU1OefyqI2MRU9odHA1DL24NLV28U5mJrbUNa+t318Pctx6mpKXe9J0RZiIiI4NChA/Tq1RcrKyv0ej3zflmGq3MV+nbtzJHwi6zZe4QerYMICazDqkMRzFh7kJpujnz7UieGtKlPdWc7VCoVahMT/Ks6MbZ7Myb2bsmluGRGz9tMbp6OWl5V6RTckE0HThCbkIRKpeKZju25diOOU+duP20RHNwSMzMz9u0r7rF8IYQQ/6WuT/GPL91rubG434ZhENAFmEv+CKB///xcRnmJUpSbm8vUqZPR6XR88MHHWBUMX/63sxGRfPbdj/j7evPeK//DtKDR+PvuoyzbeZhOTevyeq92qE1MMBgM/Hk+lpcW7eXrbWeJSUynqa8LvRr70NTHhcs305i64SST1x4nKeN2J3OjmtXpGxLE1qNhnIosentfj/Zt6d+1E6G7/+SHZSsf+PYmlUrFCy8MJykpkfXri5thRZS27777hszMTMaNe79wtNpL0VeYPnsufj7eTBj9GiZqNV/+vIpN+47Sv0Nr3n6+N+sPK3ywZAs2luZ8Nbw7df28GL30CAv+jMTf1ZbpfRrz62tPMaRlDZ7wd6WxVxXa16nKhK4N+LhnI26lZzMt9Ax5Oj3B2uo42Wj4K+wSAB4uVbiVkkpubv6jyWpTNXl5d98u+veXHnIbnXhUFi5ciEajKZw/cPeBw1yMvsLQvr3R6Q3MXrEJLzdnXuzWli0nL7Fgx0laaavxyYAQXOzyr9d6g6FILzpA81qevNOjOWFXbvLLn2cBGNAhv/d+7Z9HAGjVJAgrjYZdBw4WbqfRaGjYsDHHjh0t82MXQojH0ZmLNx9oubG431tJpwLdFUXZVpbJiLKxZMlPRESEM3HiZDw9qxV573LMVSZ//S0uVRyZNHoUlhYWAGw9EsZPm/4ipEEtRvVsi4mJiqxcHXN2hLEz/Do1XG0Z3b4ejbycitySqtMb2HAqmoV/nmfCH0eZ0a8ZVhb5ZTbgqWbsOB7ONyu28+lLt2chUalUDO3zDFnZ2azavJ2klFTeGDYIC/P7v2U1IKAe/v5a1qxZQ9u2Xf57A/HQjh07wt69uxky5EWqV/cCICMjkykzZ2Ol0fDh2DextLBg1rJ17DpyiiHd2tGn3RPMXr+PrSfO07quD692bcmq4zH8fjQKF1tLPuzegECvKpy4lsrM7ReIjE0lV2fAw86C1n4O1K9qS8PqTrz+VG2mhZ5h4+mr9GhUnQa+VTl16ToA9jb5H6BTMjKoYm9HXl4eZmZ3X+Ju3cq/aNvbG++tHsJ4XLt2la1bt9K37wBsbW3JzctjyR+r8fOqTpvmTVmwbic3k1P4/PXnOR+bxJzNR2ns68bbPYIxU5tw8loqa8/GceZ6Kpm5etxtLeigrULPeq6YqU1oqfWkezN//jgYQceGfng42tKyvpbth8/wYre2mJub0bRhfQ4eO4n+BX3h7aT16zfgyJGDJCcnV5g5DYUQwlgcCi9+aJND4XH0alOz2PeMwf32GKYDe/5zLVHhhIWd4fffl9K5c1datSp6529cwi0++GIW5ubmfDL2Dext84fe3Xsigm9Wbaexvxdj+nVAbWJCUkY2438/zK7w6wxqXoMvnw0m0LvKXc8pqk1U9GjkzQfdA7lyK52Z226P/mhpbkbfNk04dSGGsKjrRbZTqVSMfK4/z/fqzs79h3jr48+4EH3lgY41JORJFEUhLu7Gf68sHopOp2P+/G9xd/egT5/bz4vO+nERsfHxjH/jVao4OrJsyx427ztK/46t6d2uFdN+38nWE+cZGNKI4V1aMmXjGVYcjaJ9QFW+GdiU1DwT3lqj8MXuKHYqN1GpVFibqzl1PZVPd1zmy91R5Or0tKrpSl0PB9acvILeYMDHzYlbaZmkZ+Vgqs5vBP7dS5ialo6NtfVdxxAREYG1tTXu7lUfzUkTldrKlcsxNTWlZ8++AGzZ8yexcfEM7deLK3EJrP3zCJ2CG+Hh6sy01ftxtbfmnWeak6c38NXuy0wMPU9EfDptajjRv5E7rrbmLD5yjXfXR5CUmT99xctdgjAxUbH6UP6cWm0CA0jLzOJ0ZP5t1oF1A0hOTeXKtdvXXX9/LQCRkXfPwyWEEOLfNavt+kDLjcX9Ngz/D5ip1WrdtVqtyZ0/ZZmcKJmcnBxmzvwcFxdXhg9/tch7qenpfPDlLLKyc/h4zOu4OVcB4Ozla7z//SpqVHXh/UFPY2aq5mZqFu+sOExUQhoTuzdiYHCNwikE7iXQuwqDm9dgX2QcYdcSC5d3bBKAtcaCLYfP3rWNSqViYI+nmfzWKJJTUhn90TQWrVxz3yOWNmkSDMCpUyfua33x4Hbs2Mrly5d48cURmBf06G7bs4/d+w8wqHdP6mprcehsBEs27ODJJg0Y1KUtn/+xhwPh0YzsHExIw1qMW3GU83GpjO0YQJ8mvkzbGcX8g1dxsDLlrRAvVo5syv918GN8O19m9arNgEZuHIlJ4eej+R9q29dxJy4li+iEdFzt8xt+N1PS0Rvybw1VqVRkZWWTkZmJYzE9IWfOnKRWrdoPPNCREA/q1q0Etm4NpWvXrjg5OZGbm8uytRuo41+DoPr1mL9mO1YWFgzpEsLcLcdJycjmvWeaY1CZMDH0PLsu3GJAoDsL+tfj1VZeDA7y4JMu/rzfzo+oxEy+3hOFwWDA2c6KNnWqsyssipw8HY1q+WCqNuHE+SgA6vjXACDi0uXC3P4eRTgq6tIjPy9CCGHs7tUraMy9hXD/DcMfgZeBq0BuwU9ewZ+iglq5cjlXrkTx2mtvFXmuMDcvj09mfc/1uJt88MbL+FbPH5nxwrV4Ji9ai5uTHZOH9UBjYU5cSibjVx4mKSOHT3oHEex3/9+E9Aj0xsHKnGWHbn/wsDQ3o22glr/ORJJ3j+kCmjaox3dT/o82wU1Ztn4Tb0yaSlxC8aM/3al6dS80Go18A15GdDodv/66hBo1/Hniifze59S0ND6bNR9/P1/69+jKzaQUvljyB36e7rwxoAc/bT3CX2GXebFDU+r5VefdlcfIydMxrXdjTMwseD80khupObzashqTO9YgqJodyVl5JGXmYjAYMFOb0KOuK13rOLP1/C3O3UijnqcjAGHXk7C2zL/1OT0rh+yc/MuRhbkZ1+Pyb/Fwd3UucgzR0VFER0fRtGnzR3XaRCW2cuVydDodw4YNA2DTrr3cvJXI4F7PcCziMscjLjOwYyvCriWy99wVBj5RF09neyZvjuTSrUzGt/NjUGMPzE2L/lfdwseBF5p5ciQmhZ2R+dfGkAAvMrLzOB0dj6W5GTU83QmPyp/OxcPdDXMzsyLTt9ja2mFlZU1sbOyjORlCCPEYude0FMY+XcX9Ngx9C3787vj5+7WogOLj41i27GdatQqhadPgwuUGg4Hvfl7GaeU8b734PA1q1wLganwiH/y4GisLc2aPeQ57Gytupmbx/h9HSMnM5eNejQnwcCyMk52n51B0Mn+cvsHK0zdQ4tPvGlHU0kxNhwBPjkcnkJx5u9fviYb+ZGTnEBFz76knbW2seXv4MKaOe5PE5BTGTf2c+P9oHKrVaqpXr87169ce6FyJ+7N79w5iY68xaNCQwluIF6/4g+TUNN586QVMTEyY+ctqcvPyeO+F/vx5Loo1B8Po3qwOTWr7MnH1CSxMTZjWtzGHr6bz3f4Y/J2t+KybP1oXa34/Hcf/bbnImBVn+GTHZT7efonDV1IwGAz0a+CGtbmaredv4WZnicZMTUxiBmbq/EtYnl5PanomADYaS67dyL+d2MPdvcgxrFq1AnNzc9q2bf8Iz5yojFJSkgkNXUdISFuqVatGTk4uy9dvpG4tf+rX0fLT+p24V3HgqSb1+W7rcXxc7OndrBYzd18mIj6DcU/60tz73s/Bdq3jgpeDJevC8qdkCajmjIkKwq8mAOBT1YWYuPy/q01McHWuUuQLNpVKhaOjE8nJiXcHF0II8a/+bboKY3a/DcNY4JqiKFF//wDXCpaLCmjRogXo9XqGD3+lyPIte/cRuvtP+nftRNsWzQCIS0plwoJVAHzyv164V7HnZmoW41ceJjkzh496NUbrnv8BJTtPz+ozcby+OpzZ+66w+mw8a8/GM2X7JebujyFHV3Skx2A/F/QGA2dibn/4aFwrf8CSsMv/3YBrFFCbae+9RVJKKss3bP7P9Z2dnUlMNO5fyorIYDCwYsVSfHx8CQ5uCeRPHh+6fSf9unfGz9uLbQdPcFy5wP+e6YjK1Iy5G/ZTz9udfiGNmLzuJGoTFR/3bMS6c4msP3eTDv5OjGvjw19RyczYE8Wxa6nUdbNmWIvq9KrrgpOVGctO3WB7ZCLmpia08LbnWEwKOr0BVztL4lOziuSYlJaOrZUGtVrN1ev5lyZPN7fC99PT09mxYyvt2nXEwUEGnhFl648/VpCVlcWAAYMA2LhzNwmJSQzq3YNdx8K4fD2eYU+3YcUBhVupmbzWOYjQ8AT+upzEsKaetPC5XaMpWXlk5BS9w0KlUtGhVhUib2ZwPTkLjbkpnk62XIrL/7bazcmepLQMsnPze9KdHOxJSi46RYu1tTXp6elleRqEEOKx9LhOV3G/o5JuBd4BDtyxLAiYBjxZyjmJErp8+RI7dmyld+/+uLnd7jGJunqNuT8vo1FAbZ7v3QOA5LQMPvhxNRnZOXw6vA/VXBwLbh89QlJmDh/3DCpsFJ6/mcG8gzHcSM0hqJodHf2dqOViTY5Oz5aIBFaejsMAjGpZvXCfNVzsMDVRcT4uhVb++R/SHWytcHWw5cK1uycfL06NgtH7tv11gBHP9cPM9N5lq9FoyMrKvuf74uGcOnWCy5cvMnr0uMJn8xYvX4lGY8lLz/fn1q0MFqzeTF0/Lzq1DOL9xZtRq00Y07M1X2w5R1J6DlN7BRKqJLLnYiJ96rvyVE1Hvj0Qw9WUbJpVs6NL7SrYWpji4mJLfHwqLbzt+e1ELJsjEqjrZk39qjZsO3+LyIRM7DVmpGTmklMw0IyZWk1CUgpO9rYAXLl2nSqOjlhZaQqP4a+/9pCTk0P79p0e/QkUlUpqagrr1q3miSdC8Pb2JTMri+XrNtAwoDYB/v6MmDYP/+ruVPfw4PMtW+nQwBcLjYaftigEe9nTq37+Lfunr6ey9txNrqXkX9MC3Kx5sYkHGrP8KYUaedoBVzkenURTd2tc7a2JT8mfu9POOr/2UzOysLA3w8LcgsTkorc4mZqakpeX94jOihBCPD7uNYm9MU9uD/ffMKwPHPzHskNAw9JMRqvVOgFLyL9FNQc4D4xUFCXhH+uZALOAToAemK4oyoLSzMWYLV68ACsrK5599rnCZXl5Or6YvxCNpQVvjxiG2sSErJxcJi9eR1xiCp/8rxc1PFy4mZbFxJ+PkpSZzUc9g6hd1QGDwUCoksDyk7E4WZnxXlsfAtxsCmNrTNQ8U9eVXJ2BtWHxPF3bGV+n/A8lZqYmuNppuJFcdKJxD2cHbiT+P3vnHR7VdSb83/SmKeq9gIRGEqJ3EM24gY1tXGLsuLfY2fjblI2T3WRTNrvZ7G52P3+b6m4TF2ywDaYaML0K0UFiUO99ZjS93++POwhkBMZGGMue3/PMo9GZe889c/Teq/Oet/Vd9ncqKRjJlt376HO6SIq/+E0XCoWQy2WX3W+My2P16g8wGAzMm7cAEGsW7j98hG/feQcmg54/vbMBt9fHM/fcwtZjtVQ2dfL3t5Wxu66X4y02/s+CIk73+tlWa+OO0cnMHGHiD3tb8IcFHp2czuioPHkCYQIh0eoslUhYMjqFqi4Pm6qtLC4W4wWb7T7UCjk9Ph/+aM1CtVJOj91BcryYbKaxuYXcrMwB32Hduo/Izs6huHj0lzJnMb65rFixHK/Xw333PQTAux9txO5w8vO77mDN7kN02x18f+kiXt56FLVCzv2zR/PrzfXoVTKenZ1LRICVxzvYWW8nTa/kjtHJeIMRNlf38se9zfxwdi4yqYRskxqpBJpsXqak6YhTK2mzuQD669GGLxLLffYztVp99SckRowYMb5mbD00eOb8rYeauW5S9qCfDQcu15W0D0j9VFsqYhmLoURAVPKKLRbLOKAO+I9Bjvs2MNJisRQAM4Ffmc3mnCEey7CkutrCvn17uPPOb6HXG/rbP9z0CTWNzXzvoftJMBqJRAT+Z8UmzrR08tzSmxmdl0GPy8c/rqzA6hKVwuJ0E/5QhD/tbWb50Q4mZRr415sKBiiF57OoKAm1XMr22oGunAk6FTbPwMyiCXodNudAZfFSnF3cCJ9RlNzpdKLVXliiIMYXp7Ozg/3797Bw4WJU0TqXK9euR6NWc9vNN9DZa2fdroNcP20CqUmJLNt6iJKcVEryMnhzfz0z8pNJj9fz3rFOZuYamZcfzwv7xaQY35uRRWGSloOtDl4+1MZfK9r45brTvHuyiz5fCK1SxtRsA6c6XWgUUtRyKW0OPwqZlEA4gjeacEajVNBjd5BoMhCORGhqbSPnPMXQYrFw5sxpbrnl9gtKrMSIMZRYrVY++ugD5s1bwIgRI3G63Sxb8RFTxo0hKyOTd7fsZXLRSDwROUcbunhg9mg2nrHRYPPxbFkucUoZr1a0sbPezoKCBP5p/ghuGJXIbSXJ3D8+jQabj9Pd4r9emVSCSaOg1xXo/z0cdecPR5+VZzNIB4IBFArFgLF6vR7Uag0xYsSIEePzUV51kTqGF2kfLlyuYvg+8LbZbC41m81as9k8BlgGvDeUg7FYLDaLxXJ+vcT9wGAK373AS9FzeoBVwD1DOZbhyrJlr6HXG7j99nMF5Lt6rby9ei3TJ4xj1uQJALy3o4I9J2t5fGEZM0bnY3P7+fkHFdi9fv734TKK003YvEF+u1VMAHLvuFS+NysbrfLi1jitUsbY9DgOtzoHJKLRKGV4AwPdldRKBb7g5Se1raqtxxAXR1JC/CWPa29vJzk5+bL7jfHZbNiwBolEwi23iO7HvTYbO/eXc9O8Oeh1Ov62ZiuCIHDfzXNZte8kdrePx2+cwmt7apFLJTw8o4AX9reSZlBx/8R0Xj7YhgA8PT0LuUzC3451squxD5Naztw8EwvMSfS4A7x5rIM+X4iSVB0RAeqsXhK0CmyeIDIJRAQBt09cEMulEvpcblLijXR2dRMIBsk7TzHcsWMHEomEuXOvuxZTGOMbxNtvv0EoFOKBBx4BYMXaDbjcHh65507e2bwbrz/AAwvn8MrWY+QmGyjKTWfFsQ6uG5XA5GwDbx1p52ibk7tKU7izNAWZ9NxGxuQsAxqFlKNtzv42pUyCP2pl9wfDKKMeEy6PGIOr04gWQafLjSFu4Kae3W6PxdvGiBEjxhdgavFF6hhepH24cLmupD8D/hvRfVQF+BBLWPzjVRoXZrNZAjyDqPR9mhyg8bzfm4BB7bZms9kEDPjP96Mf/SjrqaeeGqKRfnWoqqqkouIAjz76JDrduQXAays+RBDgO/eLuvOJuhbe3LyPeePM3FE2AZc/yD9/eIhup4/fLJnEmJxEjlR38/sdDXiCEb4/O4cJmYaLXXYARSk6ypsd2LwhErTi7rRMKiX8qYylABIuz3Lj9njZU3GEudMmX9La43K5aG9v58YbF11Wv1+EweQpit1isXzhHMVfVTkNBAJ8/PEGpkyZTnKy+LDbtH0X4XCYW29YgNPt4aPt5cyfMpY4nY7VByqZbs5BkCo5UN/Dg9NHsq3OjtUT5Bc3jODDU6Il8LszsvCGIqw+3YNKLuXu0cnkGMUFbHKynhytnL8d62Rno52bCxKi7nI+DGo5Dn8YTVQOPH5xc8HjFTOSJpmMNLWKSY3Otxju3r2boqKSb9Qi+Jsmq18FWlqa2bBhLYsWLSYjI5PO7h5Wb9rCoutmo1BrWbfnCDdOG0d5fS+dfR5+c+8c/rinGaNazhPTsth4ppcDzQ4WFSVxXcGFCQwUMim5JjWtfefiqANhAVW0nEWfx4dRK1r1u+0OtGoVaqUCQRDo7OmhpPBcfS2v14vD0UdKyqedgb5cYnIaY7gQk9UYw4ErldPLUgwtFosP+Duz2fw9IAnosVgsF670h5Y/Ak6LxfKnK+zn+8Avz29Yvnw5Tz31FImJg7tEDhXJyfovrW9BEFi+/A1MJhOPPvpgf93Ck5Yadhyo4In7llBanIfL4+P597eQlZLAr568Dblcxi9f302L3c3/fXAWUwtSOdHq4F+31qNWSPn93aXkJ1++a2axLwKH2vHJZP1jVChkKBWyAWOWyiSolPLLmqN3X1+PPxDgwbsWXvL406fFwvbTpk26mnN/gTxF+TXwq6Hs92rK6eXOz4cffojdbuPRRx8iOVlPJBLhk927mTx+DOPGFPDm2m34/AEeu/N69tc04fYFeHLxdF7b3UC8TsmiKSP57jvHubk0hYhSSVWXhwemZZGcFMcrextJilPy2Ixc9OqBj6LCnATmeEJstfRw6zg1mSYN3b4wiXoVrXYfJrUcmUxKRCKgUSpAJlpM8vNSqTp1CoAJY0cRp9NhtVqprKzk6aefHlK5GGoZuwoy+7WQ1fP5Mp+pX4Tf/e4VVCoVzz77XRIT9Tz/yqtIpVKeeXgpv1u2DrVSwbcWzuaZv37M9eNH0BZSUNfr5d+XlNAbgrVVPcwuSOThsryLboKlxWs53ton3o+CgNMfwqhRiEmbnF4mjEwT3/c5yElLJCXFQI/VhtvjpTA/p/97VlWJNQ2Ligo+87tfzXlnGMrplc7HcD5/OI99CM4fdrJ6lqG4h4fqOfB16edQde9F2++9ueRLHcunuCI5vahiaDabUy0WS+f5bVFlsPuzjrtSzGbzfwH5wK0XOaQJyAUORX/PARoucuzzwOvnNyxdujQL2NXb6yISuTr67dnMil9W34cOlVNeXs7TT38PtzuM2y26c/73i28RbzCwcM4curud/OHDrXTZnPzX0/fgcvj43y2VHG7o4R9uGsMIo5Ytx9r4w54mknRKfjw3FwMRurudhCMClh4Ptb0ebN4QcUoZk7MM5JgGJi6QRmO+6tsdZKjEXWyn248U+secnKyn2+ZEp1J95hw1tLTy1ofrub5sBonGpEse//HHW9BqtWRm5l+1uWcQeYpypRVNvzQ5vVzZjEQiLFv2Jvn5o8jJKaS728nRU5W0dXTxwF130tXl4P3NexlnHoFBHcfyrZsoykom4Ic9Zzr59rQRvHOgCQkwP8/IiweayYtXk69XsGx/EzqFjDvMificXrp6QrQ6A0iAsXkJBFw+CvVKtktg1+kuEtQyWmxe4tUynN4gRiFEJCzQa3ejUSmof3S/zgAAIABJREFUbxJ9+mURGdW1TZgMBryeCF6Pk61btwNQXDx+yORiqO/vq/S8GPayej5f9jP183LkyCF27NjBI488QSSiZOfeo2zasZelt91KTVsPe45ZePSWefx5/WFkUgkLxhTwi031zBphIlkp5T+31ZFjUnNXcSI9Pa6LXifgDxIOC3R3O+l2BQiGBTJMauqbe+m0u0nRa+jqcmBpaGNysfgsPHisEoDUxJT+71lRcQyApKTMS373qznvUYaVnF7pfAzn84fz2IfifIaZrJ5lKO7hoXoOfJ36mTQqkapBahZOGpX4hfocwmftFcnppSyGW81m8w7ELKEHLBZLf9aPaFbQqcBDwByg9HJH+1mYzebfAhOBWywWy8XyaK8AnjSbzR8iWjBvB2YPdmDUbHqlN+1XmnA4zKuvvkRqahqLFt3W3374ZBUnLdU888C9aNRqKhvb2Vh+kiVlEyjKSWPjiRY2V7Zy79SRzCtK51ibk/+3u4m8RC0/KMtGr5ITEQSOtjnZVmfD4Q+jkklI1Clpd/o51uFi7ggT1+Wfc3nSq6LxLf5zfzpPIIRONTDpQa/DTYLh0pZIMZPqG8TptDx+z5JLHuvzedm5cztz585FqVRe9tx9Xq6WPH0V5XTXru00Nzfy3HM/67debNuzD61Gw4zJE7E0ttLa1csjdyygqrmLNquDe2eXselUGzKphFmjUvn5xjpmj4znRLsLbzDCktHJbK61EQgL3F2SiFImZX+rg4bzXONO9XiYlBZHnklNhl5Fc5+PRK2CEx0uUrVy/KEIEUFAKpXg8QfRqhT0ucRkHCZDHN29VlKSEs/1d+oEcXFxFBSM+nIn8BrzTZLVa004HObll/9CSkoqS5bcQyQS4YW3lpMYb+L2m67nuT+/TVZyAkmp6RwqL+fx68byWkUHWqWMR6dk8nJ5K3KphCenZqKQXTr03xOMoFGIxzRYRRfqkUk6LG3i5khhegLtvXbsLg/mnAwAKqtrkUqlFOTl9vdjsVQRF6cnPT3jakzJZROT0xjDhZisxjif6yZl8+bm6kHbryVXKk+X+g80AahETPLiNJvNJ8xm816z2XwCcAB/BU4gKnFDgtlsLgF+AmQA+8xm8xGz2fx+9LN1ZrP57LX+BtQjlrPYC/zaYrE0DtbnN4FNmzZQV1fDI4880Z91LhKJ8Mb7q0hJTODmuWWEIxH+snobScY4vn39NJp6Xby44zQTcxO5f1o+lm43/7uniSyjit/eUYJeJafHHeDVijZWV/VgUMm5f1wqP52Xx3emZvL9WTmMTYtjR72dlr5zhca10fpa3uC57KGeQIg41cA9iC6bg2TTpU3mb65aQ22TmEnVaLj0sRs2rMPjcXPXXXd9rrmLMTiBQIDXX3+ZESNGMmfO/P62PeUVzJo6GZVSyY5Dx1HI5SyYNo6tx2tRKeRMK8plu6WDqSOSON7hJhgRuC4/nj2NfYxJj8MbFmiw+yjLMWLUKNjWaKehz09xoobbCxO5tSCBpDgV5e1OXIEwmQYVXe4gepWMiABSqQR/OIIggFQC3kAQjVJBn8uDVCIhTqOmx2olKeHcZkVDQx2FhYX99RdjxBhqPv54HXV1tTzxxNMolUq27N7Lmbp6HrnnTtbvP0ZLl5WHb5nPq9uOk59qIqg0UN3j4alpmWyw9NLu8PPI5Iz+uOxAOILVExyQxOssNk8QY9T12tLtRiqBUSk6TjZ3I5NKKExP4Fh1AwCl+eIC5dipKgryctGcV5rixInjFBeXxO6LGDFixPgC7DvZ/rnahwsXtRhaLJYAYpzfH81mczZiLUMTYAOOWyyW1qEejMViqQQGTXtpsVhuOe99BPjuUF9/OOJ0Onj99ZcpLR07IOPi7ooj1DQ286MnHkYhl7Oh/CR17T389P6FKORyfv/xITRKGT+4oZRud4DndzWRqFXwD3Pz0KvlHK5x8WFlNzKJhDtHJzM2LW5AzItKLuXWoiTqrF4211h5dJK46yyVSpBHF+9ncfkGWgz7XF4cHh+ZSRdPBHK6tp6V6zdx4+yZzJw0/pJz4PF4WLHibcaNm8D48UPnLvhN5oMP3qOjo51/+7f/Qhath7bv0BE8Xi/zZk4nEomw52glk0tGoVap2FvZwDRzNtVdLuzeIPMKU/nIYic/UUO7K4AvFGF2npFtDXYSNHLGpenY2+rA6g0xK8tAtkHVf+2bS1JYdqCJE91uUuOUCHCe7EkIhgXCEQGpRILXH0KtlON0e9Bp1EilUmx9fYwpLurvr6mpiRtvvOFLnL0Y3yTcbhfLlr1GaelYysrm4nJ7eO3d9ykelU+xuYg//v5VFkwt5UibA7vbx5M3TeV/drcxM8+EVCblYIuDW4uSKE7R4QtF2Nlg50SHi2BEQKeQ8tCE9H5FUBAEOl0BpmaLycBOtDsZmahFp5JzqLaD4sxEtCoFB07VkJpgJDslEVtfH5a6er695Jw3SVtbK62tzSxefPs1mbMYMWLE+KI4PAFsTTZkQgSD9up5iH0WB08PXpbi4OkuZpSmf8mjGTouN/lMMzB4JccY15SXXvoLLpeTZ555tn/xHAqFWfbBR+RmZjBvxlTcPj9/27SP0hEZlJUW8N7Beuq6nfzTLeNQK+X85+Y6JMCP5+ZhUMvZXNXFhye6yDKo+NbY1P5FyadRyaVMzzGypcaK3RfCFD1OLpUQCos73YIg4PQH0avPKYYN7T0AZCUPXnrCHwjwPy+/QWK8iSeX3v2Zc/DGGy9jt9v55S+fvOx5i3FxamtreOutNygrm8vEiZP727fs3E1yYgLjSoo509RGb5+TmeOKOVHfjsPrZ2ZRLgfqulHJpWQmxtFk7+TBSekcbHGQYVARjIDdF2KxOZE6u59WZ4AJqboBSiFAnEpOfryGaquXEUbxs1A0xkJA/BkWRMXQFwiSaNDh8rrR6zSEQiGcLjfxRrHQvdPpwOVykpMTK3Ma4+rw9tvLcDj6+M53/g6JRMKbH6zC4XLxmwe+z4urP0Emk3Lj7Kn8dNkOFk8qYOUpKzqljNtKU3jxQCvFKTpuMifS5Qqw8lQXTn+YMak6UuOUbK61cbDVwfVRd/1udxBfKEKWUY3LH+J0l5u7xqbS2uugrsvOY/PH4vT4OHKmnsVlk5BIJOw+eAhBEJg5+Zxzz549YlWoadNmXpM5ixEjRowvwv5THby+4TRyuZRQKMIji4qYXpJ2TcYypSiFozUXJqCZUjS8y1XEfEiGMceOHWHz5o3cffdSRo48l4Z8w45dtHV28cjddyCTSnl3WwUOj5cnbplDm93D8vI6ykalMrMglTcq2mhz+vm7mdkkxynZVmfjw6PtjE7V8ejkjIsqhWcpTBKzn56NdYFokeWoC5QnECIcEdBrzlMMO8QbKfsiiuG7azfS0tHJ3z/6ADrtpYsvHzp0kI8++pDFi+/AbC6+5LExPhuPx8N//MdvMBiMPPvsD/rbe3qtHDlxkgWzZyGVSjlw4jRSqZQpJaPYc7IBmVTChPwMDjb2Mj47gZMdYsxffqKGlj4/kzL1HOlwYVTJyDKoON7lJlWnoDBB/PsKgmgFPMsIowoB8IYiSCXgi1qgz3rWiRZD8AVCqBVy3F4fWrUah0tM2mHQi5ncOjpEl47MzHOlK2LEGCpaWppZvfoDbrppEQUFhdQ3t7B2yzYWzZ9Lt9vPwapa7r1+Jn/9+BjJBi0aUwp1vV6emJbJu8c6iVPJeGRSOnVWL8uOdhAR4IHxaSwyJzEp04A5SYul29N/vfroczYvXk1Fi4OIAFOzjWw+Ug/ALHMWu49VEQpHmDtBzIq3bc9+cjMzBtT13LlzG4WFRaSlDd9d7RgxYnyzcHgCvL7hNIFQBI8vRCAU4fX1p3F4AtdkPKfqB89KerH24UJMMRym+Hw+nn/+96SlZXD//Q/1t7s9Xt5atY6xRYVMHVdKp83BR3uPct34Igoykvnr9tMoZFKemlvE3gY7exv7WDI6hdFpcexttLO9zsb0EfHcXZqCXPrZdQaTdQqUMgltznPJQyScW8A7vGKWUuN5FsO6tm6Uchkp8RfWRmxp72Dl+k3MnzGViaWXTvfb0dHOf/7nv5GXN4LHHvvOZ441xqURBIHnn/9PWltbeO65n2EwGPs/+3j7TiKCwA1zxRxP+46fZkxBHnqdlv1VjRRnp9LnC9Pl8DEhJ4GjbU6yjCraHOIDOzdeTavDz5jUOE73eglFBCamiu7Jbe4g5V0edne4OWX14g2GMarlKKQSeqMZcH3RAt6RqGCFIwJymRRf8JxiqNOocTjPKoZiTGpXl+jqkZ4eWwDHGHpeeunPqFRqHnroMQRB4MW3lqPVavjW4lt4cdUWctOS8cvjaOi0c+fMMXxwopO5I01U93qxeYM8PiWTFoef9091k6RV8MjEdDLPs6AnaRU4A+F+ua/u8aBVSEk3qNhTbyNBq2BUspb1FTWMzkoi1aTj4wPHyE1LpiArjYaWVk7X1nHDnLL+Phsa6qmpqWb+/AVf+nzFiBEjxhelt8+H7FPrUplUQu95eS6+TI4NYi28VPtwIaYYDlPeeusNOjra+MEPfoxKdW4h8fZH63C63Txx711IJBJe3bAbqUTCgzfOYG9NF0eaenlgRj5SqZRlh9oYlaRlcUkylm43m6qtlKToeGBqNtKoW2pEEOj2BKmxeukdJBmCVCIhUavA6gn2t4kxYeL7Pq+oGBjP8wOva+0mJzUR2SBJD15a/j4qpZIn7r10Ehmn08EvfvGPRCIRfvazXw+YgxhfjFWr3mfXLjHd/rhxE/rbfT4/azZtYeqEcaSnpNDS2UNzZzczxhZhdXqobu1hUkEmx1tsAIzOMHGmy8OY9DhOd7tJ1yvpcIlyUJCgodbmJdeowqiW0+gMUN3nRymVkK6VY/WHqWjuQwKY1HLsvhA6hQx/VDGMeigTDEdQyERXUo1KgdvrI06jxhnNTmqIEy2GPT2iYpiaem2LeMf4+nHs2BHKy/ezdOm3iY9PYN/hoxyrPM2Dd97BhvITdNkc3HPDbFYesLBg3Ag21bkwahSMzTRwtN3F7SXJhAWB1VU9ZBpU3Dc2lTjlwBD7s4sgQRA3bqq63BQm6/AEwlQ0OygbEU9VSy+N3X1cPzYPS1Mb1c0dLJwxHolEwprNn6BUKFhQNqO/z7VrV6FQKJg/PxZ3GyNGjOFDolE9wLMIxE3iRKP6ImdcXcYVJH6u9uFCTDEchpw+fZoPPniPm25axNix5xKzNLd38NGWbdw4eyYFeTmcrG9l94ka7p4zCb1Oy8u7LOQlxbFoTBZvVLQRjAg8MTWTPl+I9092kaZXsmR0MtLoYqSxz8cqSy/rqq3sbnawptrK5jr7BTemUS2nz3euPEU4IiCLaob9iqFGVAwFQaC6uYu8tAtvnBOWag4eP8m3br2ZeOOF1sSzeL1efvGLf6S9vY1//ud/ISvr2qYG/jpQXW3hlVf+yowZs7j77qUDPtuwbTsOl4tv3SaWFd17vAqA6WOKOFrXBsCE/AxOtNhI0CnxhCEYERiVpKPe5qMwSUut1Uu6XonVFyIkwKgEDTZ/iAZngBSNnPFJGgpNavL0SjqdfhzBCEaVDEcgjFouxR/VCM9aTgLhCHKpFF8ghEYpx+URLYbOqCupPk4shdLT04NcrsBkuniioxgxPi+CIPDKK38lJSWV2267k2AoxKvLV5Kdkc6EcWN5f9sB5k0sYXNVOyq5jLSMLBpsPu6bkMa6072UpOooTNayuqqHNL2Se0pTUMkv/HfsD0WQSUQFsc3hx+4LMTpFx+56O6GIwPyCBNYdqSVOrWR2cTard1agUSlZMLkUu8PB1j37mT9zOsaoBd3pdPLJJ5uYO/c6jEbjBdeLESNGjK8qBq2SWWMHev+UjU2/Zglonlg8eKW+i7UPFy5LMTSbzQlms/m3ZrN5vdls3nn+62oPMMZAIpEIv/3tbzEajTz++NP97YIg8OLbK1AplTx8122EIxFeXLuTJGMcd86ZyIqDdXQ7fTw9r5ij7W4OtTq5szSFlDglK092IZFIWDo2FaVMSjgisLfZwbaGPqQSCbOzDdxemMik9DjaXAEOtA7M+qmRS/td/QRBIBiOoJSJiqHVLbqYxmtFi57V6cbqdJOfnjygD0EQeH3FKhLjTdx2/byLfn+/38+vf/0zzpw5zU9/+s8DFOMYX4xgMMjvf//vmEzx/OAHzw3IPut0uXh39VrGjy6hpFCsA7jnaCWFOZkkxxs5Wt+GKU7NiNQETrbZKc2Mp6ZHjInSKkVZyjKq6HQHGRmvob7Ph1Elw6SSUd3nRy2TUGhS9V8zXatALpXQ7g6iVcgIhAXkUghGzrqSiuMKhMIoZBIigoBWpcTp8aLXaehzirJ5diFstfaSkJAw4DvFiHGl7N69k+rqMzz44KOoVCrWbdlGW2cnT9z3LV5ftwO5TMrooiKON3axeGoJ7x1uZ/ZIE4faXGgUUm4rSeaDyh4MKtlFlUIAp/9cqZ8THeKmx+i0OLac6SXHpCZeBXstLSyeOoo+p4tdx6q4efp4tGoVqz7eQiAY5K5FN/X3t2HDGnw+H0uWfHZSrxgxYsT4KuHwBNhzfGApiN3H269ZjKHDE0D5qWe3Ui69ZuMZKi7XYvg2MANYA7zyqVeML5HNmzdQWVnJE088g15/rrbf/iPHOXSykgfuWIzJYGBTRSW1bd08trCMXneA9w83MM+cTn6Kgb8daiPHpOYmcxI76220OvzcVpyESaMgHBFYc6KDM1YvY1K03FaYQH6ChniNnDEpOoqTtFRbvXiC4f5ri8lmxPeBsEBYAHW0nmGvy49UAvE6cUenukV07SvIHJi16ViVharaOpYuXojqIgXqg8Egv/3trzh+/Cg//OFPmDVr9pDN6zeZ1as/oKmpkWef/SF6/UBL7WvLV+Byu3ni26IVsbG9i5rmNuZMKkUQBI7WtjG5MJtupx+rO0BJupHqHg/peiVdLtG9WBYt2J2iU9DrDZFrVNPtC+MNCeQbVf3WZRAz2qbpVdgDYVTRzQWJRDIg6YxEAp5AGEXUsq2SSwmGQhjjtNj6+gD661729vaQlDRwEyJGjCshHA6zbNkrZGfnMn/+9Xi8XpavWcf4kmK0ehP7TlazZN5U3tt/hpEpJk7aQKuUkZegpc3hZ+m4NDae6UUC3FOa0l/7dTCs3hDx0QRgx9pd5JrU2D1BLN1ubihMZP2ROiIRgbtmFfP+tnKkEgl3zJmM0+VizeZPKJsyiax0MWOf1+vl/fffZfLkqQOSlcWIESPGcOCrFmP4VRvPUHFZ5SqAmUCyxWLxf+aRMa4aPp+XN954hXHjxjF//vX97cFgkJfffZ+cjHRuvW4uLq+fZZv2MjovgzljR/Hrj46gkEl5bHYhH5zowu4N8X/KcuhxB9jZYGdsWhyjU8WYrAOtTqqtXqZm6ClJ1l4whpHxaqp6PHS5g+SZxAVNRDi3w+Dyiy6lZ2Nlup0+4nWq/njCMy2dyKQSRmYMXKy/t24jCSYjN5wXC3M+kUiE3//+3ykv38+zz/6QBQtu/OITGaMfl8vF8uV/Y8qUaUybNnDuj1dWsXHbDpYsvImRuWK5h837DyOTSpk/eSwNXTasLi/TinKoahcVsuI0A2uqWxmXHkej3UuKTkG3O4DivM2DzDgldc4AWrmURNWFi2K9Wk5Ln4+oXkjkvM9CEQGNXIrNH+TsRp00WsIiXq+nsrEWfZwOhUJMdtTd3UVBQeEQzVaMGLB9+ye0tDTz85//CzKZjFUfb8HhdPHwPXfy0rrtJBjiQGOix9nB9VNKefeEladm57Gpqovp2Qaa+nxYvSGWjk0lXqMgFBHocgeRSsTNk/Pju3s9Qcalx2HzBGmy+7i9JJlNZ3qRSyXMyDXy/U/2M21UBmoZbCo/xnWTSkkyGXjtvffx+QPcd8fi/nGvXv0+DoeD++9/+FpNXYwYMWJ8Yb5qMYZftfEMFZdrMTwOZF3NgcT4bNasWYXNZuPZZ58d4Bq3atNW2ru6eer+e5DLZby95QAuj5/vLJ7LwfoeKhp6uH9aPq6gwObqXuYXJDAiQcPqqh40ChkLC8V4v+peL2esXqblmQZVCgHiorvb3uC55bovFEGtEEXJ5hUVw3ituDBv7/OQZjhXcuJMcwf5mSmoleeylJ6pb+RopYUlNy5AqTjXfhZBEHjxxT+xc+c2HnvsKRYtWnzBMTG+GGvWfIjb7ebhh58Y0O5yu/n9X14iMz2NB+++EwB/IMiWA0eZMbYYkz6OcotY2nTm6DxOttrQKeVo1SocvlB/mYpsk5p2V4B0vZJuTxC1XIpSJsERjJCqkQ/q4nnWre6sTTocFvoXy8FQBJ1SRiAUQSaJ1jaMiEcmmgx091pJThTlWRAEenq6SU4e3jWFYnx1CIfDvPvuW+TljWTmzDI8Xi+rNm5m+sTx9PnDVDW0smT+dFZX1DC1IINP6pzkJ2qp7najU8oYnRZHZbeH2Xkmck1qmvr8rD5jZVtjH5809HGwzdV/LasnSDAikKpTcqRNdJEenaJja3UvM3JNVNS04PQFuHOamWXrdhKJCHzr+pn02ux8tOkT5s2Y2l+ioq+vjxUrljN9+kyKiy+d7TlGjBgxvooYtEqSTQOVrmST+prFGH7VYh6HiotaDM1m82Pn/boV2Gg2m18DOs4/zmKxvDqUAzKbzf8F3AXkAaUWi6VykGN+CXwXaI027bFYLM8O5Ti+avh8XlaufJeJEyczfvx4urvFhYLT5ea9dR8zddwYJo4uprXHztr9x7lxymhyUhL53Zt7yYrXcevYbH63vRGdUsbdY1I42OKgzeHn7tIUtEoZrkCYA21O0uIUlOUn0tvjGnQcg4Vq2X0hDNE4mM5o2YpknQJBEGi2uplZIC7Mw+EIp5s7WDh9zIDzV2/aikatYuG8MgZjzZpVrF79AXfccTf33HPfF5q/GBcSDodZv34NkyZNIT9/oGvZX954E6vdzv/86ueo1WJ86Mf7DuH0eFk8ZyoA+y1NFGYmkWTUcbLNTkmGkQab6EKRblDh9IfJMCg50ulmUoaeHm+QJI0ca0DcVEjSDP74OasEnt2J84cj/dZDdzCCTikqjkJY3ITwesWYxrREE+2dneSctxgOBAIkJSVd+WTFiAHs27eb5uYmfvrTf0YikbB2yzZcHg/3Lr6FF9buIjXBiDUoxx8MkZmZxcHKXm4pSWFbnY17x6ays7GPLIOK6dkGLL1eKtpdJGrkTM+Mo9bmo87uY1J6HHKphBaH+CzNMKjYaOkhy6jC0u3GFQhzQ2Eif1q7G3NGAslxSj7cdpDrJpeSnmjif19dRjgc5oElt/eP+513luHzeXnkkSev1dTFiBEjxhVR3WyntcczoK21x0N1s51R2V9+grmLxTzeVjZiWCuHl7IYPnjeazbQAtzwqfYHrsKYPoxer+EzjnvDYrFMjL6+1kohwKZNG3E4+gbULARYuWETHp+Ph+8SFwFvfLwXpVzGt6+fxtrjTbT3eXhyjpmDLU6qezx8a6yYtv+TGiv5CRpKU8XsjQdaHQDMyjb2L8wHwx0QrTNnLYThiECPO0CSTrT0NfX5kUslpOpV9Lj8OH1BRiSJ8V41bV14/UEmFOb099drs7Pr4CFuKJuBVnNhMfvjx4/ywgt/ZNq0mTz55DOff+JiXJSjRw/R09PNwoW3Dmg/cPgI2/bsY+kdiynMHwmI1sKVW3ZTmp9LaUEeXXYX1W09zCzKpcfpo83upTQznnqrB7lU0u93r1fLiQgQr5bjDkZI1Cjo84vxgxrZ4HLWrxBGExq5A+F+mbR7gv2xh36/D7VCjs1uR6mQk2DQ09HVTWaaKOMdHWLG1NTUtKGcthjfYD74YAXp6RmUlc0lGAyyetMWJo0txReRYGlqY/HsKWw8Wses4hw+qbUzIUPP0XYn+ck6HIEwwXCEhYWJtDoDVLS7yNIruWGEiUy9ipEmNREBrNHar412H3FKGZFIhAabj0mZBjac7iHTqMLltNNhd3PXNDMrt+4nHIlw7/UzaWxpZdOOXdyyYD7pqeKGXHNzE2vXrubGGxeSm5t3DWcvRowYMb44pxqsn6v9avONizG0WCzzv8yBnHfdvQBms/mz0gh+Y9IMCoLA2rWrKCwsYvToc9a2PoeTj7ZsZ+60yYzIzqSmtYs9J2u4f8FUlAoly8vrmJSbSGlWAs+tO0NevJrZI+NZU9VDMCKwyJyIRCKh1emn2RFgcnoceuXFEyEAdLnFRUuSRlQEO1wBAmGB7KhPdU2Ph7x4NXKphMo2sa5dUbq4k3P4TBMSCUwtySPkExf9a7fuIBKJcPsN111wLZvNyu9+9xsyM7P48Y//CekgdQ9jfHF27NiGTqdjypTp/W3+QIA/v/4muVmZLL39nMvu2l0H6O1z8tzDYjbDnafqASgbPYJD9T0AjM0y8d6JXrJMKnqidS1l5yWIATCoZLR5w8QppBfNFOoNhpEC7pCAWiah3R8mQS1BKoEeT5BkbVRJdDjJTjbR1NFNdmoynT09hMJhsjMyAGhpEV1ds7NzBr1OjBifh9OnK6mqOsXTT38PmUzG9v3l2PocLLnpBlbtrMAYp8Ur1eALhklJScPZ3cuYDD3b6+3cNyWLNSc7mZZlQCWXsqWhj0SNnLJsQ/89cvZ2kErEbLv1Nh+jEjVUtIjeISk6Bae73Dw+LZMPDpwgIz6O/CQ9/7H/GLfNmUR6oolf/vcyNBo1990ubvacdcNXqdQ89NBjg36vGDFixBgOjM5L4KM9DYO2XwsSjWp8gfCANl8gPOxjDC8r+YzZbD5isVgmDNJeYbFYJg/9sC6LpWaz+UagHfiVxWLZP9hBZrPZBAywMf/oRz/Keuqpp76EIQ4NJ04co7m5iR/+8CcD2tdu3YE/EGDp4oUALN9ajk6t5I6yCXx4pBG3P8TDswrZdKYXmzfHTroUAAAgAElEQVTEd2dk0+0OcqTNyfQcI0k6JYIgcLjdRZxSSnHS4HGFZxEEgTNWL/FqOXFRd76qLjcSYESCBqc/RE2vh8XFYmKZw429xKnkjEgSE9vsq6ylMCuVeL2Obp+TQDDIhu27mTpuDOkpF5av+O///h1ut4t/+7f/QqfTDcVUXjGDyVMUu8VisQ9lv1dTTiORCAcO7GPKlOkoz8sCu2Hrdrp7e/ntPz2HXC4+HqwOJ+9s3MmU0YWUFuQhCAJbjlRTnJ1CWryetXtr0Snl5CXG0WBrYXKWgS5XAK1CSiCaceZsbUydQkbAFcSkvDCW9Cw2bxCNXEqvy49GLqaW8QTDGNVyWgCPL0CqQU1DRzuzSvLYt6+KKaNHUdvQCEBethgOXV9fh0KhIC0t4yrM4Fefr4usflVYt+4jNBotN964CIC1W7aRnZ5GRkYmB6vWcPd1M9h0rJ7xuansbXJSnKLlVJeb3Hg1TTYvKpmEGdkGyttdCIIwQCkEcEVdrLUKKc19fnyhCPkJGt452sGoJC0762woZRJSVRGqO2x87+ZJvPvJXgAeWTyXw8dPcfDYcR699y4MevGZu3fvLioqynnqqe8SH39tFk+fRUxOYwwXYrJ6bdl3su2i7dfCldTlCSJ8qk2Itl9LV9IrldPLzUp6QW7rqEVv5GWeP9T8BfhXi8USNpvN1wOrzWZzkcVisQ1y7PeBX57fsHz5cp566ikSE+Ou6iCTk/WffdBlsH37JvR6PXfeuRi1WtyJMJrUrN++i7Ip45k0rpDGjl72Vdbx+K1lJCUbWXNsD9eNzqS0IIXf7z7M1DwTZaPT+OvOetQKGXdOzkKnktPQ66HXG+Km4hTSUs+VKhhs7JZOFzZfiIUlKaSkGAiGIxzvbKI4Xc+ITBPrT3YiCLCgNA1TvJaKxh7KitJJSzXS0mWjtq2bZ+++rr//1ZvEwukP3XPLBddbuXIlhw4d5Cc/+QlTp477XPM1VPN+ES6Qpyi/Bn41lP1eTTm12ztwOPqYP39O/3yFQiE+XL+RSeNGc8O8af3HvvDheoKhED95/C6Sk/UcqWmlpbePn998PUlJcRys62biyCSUeg0uf5iSLBPVXS7SjGoiMhlKmRStTgW4yEzVc8LmI06nHPTvFAhF6G13kZegpa7XTYpejG/sdgcxRtP2d/W5GZkcx76GAAWZCWx0uZlYkk9z3RmUCgWTJxShUChoaKhh1KhRpKfHA0MvF1/1/viayOr5XM17+1J9u1wudu3azi233EJOTgo19U1Yauv4wVMPsefkaSRIKC7KZ+XxfdwxZwKvlHdy+/gMNlR28eSEDD6u7GJuoXiPNFuszBwRz4jMgf+3D3Z50Cpl5KQbqTjajlwqQa9X0+MOsnhsOr/beIZFY9LYfLyORL2GspJ0/vzWSu5aMI3keAOvrVhJRloKT9y/BKVSgcfj4aWX/syoUaN47LGH+jd6hnpuhoBhJ6dXOh/D+fzhPPYhOH/YyepZhuIeHqrnwBft50jN4C6jR2qs/OgayPSx+sFUDuh2BhhX/MVCWIZojq9ITi/5n8JsNi+LvlWe9/4secCpzx7f0GOxWLrOe7/FbDY3A6XArkEOfx54/fyGpUuXZgG7entdRCKf1veHhuRkfX+CmCvB5/Oybds25s+/HqcziNMZJDlZz6oNO7H1Obh57hy6u538bf0+5DIp88cW8c4OC25/iMVjslixvwmXP8yiUQmcqOvheKuD+SPj8Ti8eICKRjtKmYRkOf3jHWzs7mCYTWesJGjk/ccebHHQ5w1xe5GOri4Hq4+0kW1UYZJEWH+wjj5PgGm5SXR3O3lvSwUSCUwuyAWgs7OP199bQ0FuNrnp2QOu19HRzvPPP8+ECZOZO/emzzWPQzXvl+ACeYryhXcLL9bv1ZLT5GQ9e/eWA5CbW9g/X3srDtHda+WZhx/sb6ttbmfN9nLumDcdjVxNd7eTd7YcQadSMj43neM1XbTZPNw2NosjNaJLaYICuh0+UvUq7E4fKpkEh1P0ubdZ3cgk4HT7B/07tboDRAQIeMWfNqcfrUJKmy2EJCKQqJXT0OJhlEl8dDlt4oN5RFoaK1aspLiwALvdRzDo5OTJkyxadBvd3c4hl4uven9Rhr2sns/VvLc/q+/16z/C7/cze/YCurudfLDuE6RSKZPHjOMf/vQO40blsuNECwaNkpqeADqljO4+LxqFFJfbjwCYjUoO11mRSiBTLR1wvXBEoL7HQ7ZBRXung0ONNsxJWjae6ECrkFLd2oc/FGGUXsKH1W08On8sL77/CTKplMUzJ7F641ZqG5r52bPP0NfnA3y89NKf6ezs5Lnnfo7N5r1qczMEDCs5vdL5GM7nD+exD8X5DDNZPctQ3MND9Ry4kn4mFCSw/VjHoO3XQqaT9YNbBZP1yi/U5xA+a69ITj9rC7H2Iu8FYA+w4nIuMtSYzeYMi8XSFn0/HsgFLIMdGzWbXulNe83Yv38fPp+PefMWDGjfsmc/acmJjC82EwyF2HbEwszR+ZjiNGw82UJRupH8FAN/LT9DUbKWkYlaVld2o5BKmJYtWgYjgkCLI0CeSYVcevGQTV8owpY6O+GIwOwcMTmNyx/ik1orOSY1IxM0HGp10mT38fjUTCQSCauONJIcp2ZibiKBYIiN5SeYVJhHklHcDdl7+CgtHZ385OnHB8SaCYLAn/70PBKJhO9//x8uGod2rbha8vRly+np01XEx8eTkpLa37anvAJDXBxTxo/tb/vb+q3EadQsvWkuAL1OD3sqG1g42YxaIedos/iQnpCTwLEOMVtYplGNOxghTikjLIhupGdd5kIRAbVMijt0fnVCkXBEoMUVJF6joMUhKpTNNh/GaK3DBquXTL2cBqCvz06qKQ5LXSOJRgMapZy6xiYeuVeMgayqOkUgEGDs2M9nbf468XWR1a8C27Z9QnZ2LmZzMYIgsOPAQSaWlmB1eunotXPnvGm8vr+B2cU57G1xMD3HyKkuN+PS9dRZveTEa4jXKGhrdpIep0QpGxgvXW/3EYwI5BlVVHa58YcFRsar2WTpYc6IeD462cmETD07T9QSp1YwJsPIaytOsmTuVNQKGS/87T1KzYXMnDwRgLq6Glatep+FC2+lpKT0WkzZZROT0xjDhZisXlseWlgyqGL40MJrU4InI0lHSV48lQ3nLIclefFkJF3b0KcrladLZvOwWCy/tlgsvwZuO/s++voXi8XygsViGfJUQGaz+f9FLYCZwBaz2Xwi2r7ObDZPjB72W7PZfNxsNh8FXgAeON+K+HVi586tJCYmDUg602O1cazyNHOnTUEqlVJxphGn18eCicXUdDlosbm5oSQTS5ebbneQ+QUJBMMRTna6KE2LQxOtRejwhwlGBNJ0F/eFtnmDrKu24vCHmJ9nJF4tJyIIrKrsJhCKcFtxEoGwwLtHO0g3qCjLM3GksZfKNjt3TspDJpWy+VAldpeXJWVimGokEuGdj9aTkZpC2ZSJA663Y8dWKirKefjhxwcoLTGGljNnLBQWFvcr3pFIhIpjx5kyYRwymSgftc3tHDx1hjuvm0mcVswYu7HCQjgS4bZp4oP4WLONNKOGdKOGTmcAjVyKQSXDH4qgkkuRSUSFTxNNPuMORkhQy3EEIjjOC9oWBIEzfX58YYG8BA3trgB6pUws/u0MkKhV4A1GcLm9pBs1WJramDAygyOWWqaPMVN+5CgA0yaKMnb06GGkUiljxoz/ciY0xtcWq9XKqVMnmDt3PhKJhJqGRrp6epk9bQp7T55BKpFgMCbgDYTITEnCHQgzIkmDNxihOFlLuzNAYWocwXAEZyB8QZmWYFjgRJeHRI2cFJ2c8lYnyToFVZ1iySApAnZviJnZOvZXt7F40ihWbt2HWqnk7vnTWf7ROmx9Dp6471tIJBLC4TB/+MP/Ra838OijsfIUMWLE+Hqwfl/952q/2jg8AWpa+ga01bT04fAErsl4hopL1TE8P01k8FO/92OxWLYO5YAsFsvfA38/SPst571/ZCiv+VXF6/Vy6NBBFi68tX+xDrB1z0EigsC86VMA2HeqDp1axfiCbN45UIdUAjPyU/ioqheFTMLETAMNNh+BsMDolHM7GaGoe4JikLIBoYhAVY+HIx0ulDIpN+bHkxpNVrPB0kt1r5dbi5JI1ilZdqiNTleAn87PIyIIvLTzNOlGDTeXZuELBFm+9SAluemMyxeTgmzauZ/65lae+85jyM7LNOpyuXjxxT9hNhdx6613XI0pjQH4/X5aW5spK5vT39bc1o7T5WZscVF/27o9B1EpFCwqE+UsFI7w8WELk0dlkZ5gQBAETrbaKStKQyKRYPMGSdApkEgk/SmDtUoZnmCY+Gh8YLcnSGGChg53kGO9Xkri1cgk0OwKYvWHydMrqOpwIpdAq120FlbZfJhUMvQqGTXt3UzLNdJWHyZJK8cfCDJr/Gjee38lGWmp5GSKiWYOHtxPUVEJcXFXN+Ytxtef8vJ9CILAjBmzADh04iQAU8aN4Tevr6IwJ53a7j5kUgkBxKRKyujz2qRRIAAZRrEUBTDAO0MQBCranXhCEcpyDFR2eej1BLl5VAJvVLQxKdPA+qoezMlaKk43oFMpGJ1u4O1VFu6/cRY+r4dVH2/hlgVzKByZB8DGjes4fbqSH//4n9Drz8WNx4gRI8ZwprxqcPtPeVUXi2aM+JJHc+lyFV/XOoavnPd6GdgIbADejP7cGG2PcZU4fLiCQCDAjBkDC7/vLD9MVloquZkZCILAkeomJhXmIJfJONpsxZxmwqBRUtXlxpykRSWX0tznQwLkxp9LoxunlCGTQK3NR0QQVy1Of4i9dVZWVvVwqN1Fpl7F7YWJpOqURASB9ZZeylsczMgxMiXLwM46G1uqrdxsTqQkNY4399XQZHXz5JwiFHIpb39SjtXp5pGbZyGRSPD5/fzh9eWMzMliztRJA77XK6/8lb6+Pr73vR8OUIRjDC3Nzc1EIhFycnL7285m9DRH6xaGwmH2HK1k1viSfmvhoZoWrC4vN08yA9De58XhCzI2R8x26A6EiYuWO1ErpHiCYRI0CiICeAJhEtRy6u0+pBIojlejlkk5afVxrNeHPRAm36AkEAxT3+shSaOg1xsiFIqglkuxdLlJ1YoZSq093aSa4jhdXU2CQU9avJ5jpyqZPW0qEomEtrZWamqqmT595pc1pTG+xpSX7yMlJZURI/IBOF5lYUR2FhqNhurmDsYW5GJpszIy1URjn490vQq7L4ROIUUSXTSYtAoUMolYfiVa8iciCFS0u6iz+xmTrEWvlLGjwU66Xoml00UoIqBVSOlyBZidG8f+6lZum1zAe5t3Y9BpWDJ3Ki8vX4FMKuWZh5cCYLX28uqrLzJu3ATmz7/+2kxYjBgxYlwFphanfK72q02iUd1fd/ks4Ygw7MtVXFQxtFgsI86+EBXAPwDxFoslA4gH/hd46csZ5jeTAwf2otPpBriR+vwBDp84zZRxYtxIe28fVqebsSOzCIYj1HY5KM4wEQhHaOnzMTJRLEHR4wkSr5EPiG1Ry6WMSdHR2Odn2fEu3jrRxfune9lTZyVRI2dhfjwLRpjQKKR4g2HePd7ZrxTeNCqBQy0OXjvYyuhUHd8al8b+2i4+ONTATaWZTB2ZzOmmdj7cfZgbJpcwOk+05Ly9ej1dPVae+fa9A+oSnjhxjI0b17FkyT0UFIz6Mqb3G0tzs1jfLzMz61xbWxtSqZSMaHF4S0MLLo+X6WPPWRC3n6jFpFMzqUA870ynA4DRWWLWz1BE6LeGmDRyet1BsgxiVtF6u4+iJC3OQJjTvV6MKhmTkjWUJqgZm6hmeoqOUDjCkQ43mUY1VV1u4tVyqnu8GFQyBKCho5fiND2W5nZmFmVzqKqG66eP55Nde4gIAjfOmy2Oc/snAMydO6iTQ4wYl004HObo0cNMnjwNiURCKBSiqrqWMcVm6tu6CEciFGan09DVx8gUE619frJMKvp8IUwaRf+iQSqRIJVIKEzU0OYMsLHWxiqLlTNWH0WJGsakaPmk1oo7EGZCWhy7G/uYmm1k7akuSlJ1HDhVi0GjJNek4lhNI0uvn0ltQwN7Dh7inlsXkpqcCMALL/yRQCDAs8/+8CsXnx0jRowYV8Kn3TY/q/1qY9AqeWRREf+fvfMMj7LoGvC9LZtseu+9bEJCDUkooUvvvYiooKCo+PpibygWRPS1URQFRem9F+mhk5CEkpAlvffedrPt+7EYiIAfakDRva+Li+x55pk9O5l9MmfmFBOxEJmpGBOxkMeGBD/Qp4Vw9+UqXgDcFAqFGkChUDTI5fLXgAJgwb1S7t+MVqslNvYcERFRLdKMJ6elo9Zo6HDd5S8133C0HuTpTFF1AxqdHh97Cyob1Oj14GxhmKAarf6WhAcA7ZzNsZSKqFVpUWl1WJmIaedjh7pe2dwmt0rJ1qQSqpQaBgXZ08XTitNZVXx7Ph9fOzPmRHuRWlzNov2XCHC2YmavYKrrG1m4bj+O1pY8McSwYL+WkcXW/QcZOaA3oUE3KqAolUq++OITXFzcmDr10dYfTCMtKCwsBMDZ+UY65dLyChzsbJvnWkpWHgBhfoZTRY1WR3xaAd3b+CC+Po/yKhsQCsDHwZKqynrMJEJqlIa4QW8bM87lVCOTCHG3kpJYWMejzuZ4WUm5VFJPjUpDmKM5NiYialQa4ovryKxS4mAmpqK+iSatjkaV4QQyqbAOP1sTEtJU+JhrkYpFqGorQCBgUNdwXpw3n/B2Ybg6OaHX6zl27DBt27Y3xqga+dOkp6fR2NjYnMQop6AQVVMTIQH+ZBcZsvA62tlQq2zC3c6S82kq5I7maHR6JCJB8wl6daMaU4mAEAcZZmIh6ZVKHGRi/GxM8bCSklhYy+Xierp6WvFzagVmEhGqJi2VjRpGB1ux4koJT/Rtz9r9Mbja2zAwqh1z5y/A0d6OMYMHAHDu3BliYo4xbdr0Fps+RowYMfJP4OYkL3cjvx90aeNCGx87tAIhIr3ugTcK4f9JPnMT9UDkr2QRQEPrqmPkF1JTFVRVVRIZ2bWF/NJVBSKRiDC5wbDKKipDJBTi7WxP6fWSAE5WhsQHYIjxApCKhdSrtfwaoUCAv60ZHVwsiHK3IsRRho3MECej0ujYqyhjRVwBWj08Hu5GlIcVGy8V8825fOSO5rzc24f0khre3n4BO3NT5o3oCHo97/20m8q6Bl6ZPAgLMyl1DQ189PUK7GxseH765BY6rFq1gvz8PJ5/fi6mpmatO5BGbqG0tBSJRNIi/qi6pgYbqxuv84rLsLG0wNrSEJOaU1pJvaqJ9r6uzW0q61XYyEyQXE8s42huQlGtCp1OT6izOWqdnoSCWrp5WlHbpOVIZhVRbhbI7czIqlaxO62CTSllHMisIrtaSaCtKfVKDellDTjKJBTUqBALQCCAzIIyAhwtSLyWQa+2vhw5l0B0hzYkp6RQXlnJkH6G00GF4iq5uTlGNzojrcK1a1cBCAkJBSAr17Bh4uvpQWFZJSKhELGJYSFgZ2GGUqPDTCJEIhTQpNVjL5MgEkBaaT1giC8MsDNjoL8tPb2s8bAyZCE9kFqB3/X5n1nRSC9fG3Ynl9A3wJa955PxsLMEZQ3ZRaU8Pqw3h06cJjM3jycmT8BUKqWhoYElSz7Hy8ubceMm/QUjZcSIESP3ljY+tr9Lfr+wkpkQ5GX7jzAK4e4Nw7eA/XK5fK1cLl8ol8vXYogxfPPeqfbv5sKFWAQCAZ06RbSQJ11LIyTAB7Prhe7zy6pwsbNCLBJRp9IAYGUq4Zd42F9iB92spNSqtJTV///ZkrQ6PXF5NXx5OpfzuTVEeFjxTBcPzCVCFh7LYs/VMvr42/JSL29iM0t5e9sF7M1NWTCuM2YSER+s3kNKTiFzJwxA7umCVqtl0fLvKa2o4NWnZ2BpcSMBTkLCBXbs2MLw4aPo0KHTb2hlpLWoqKjAxsa2hatZo1KFmdkNv/jy6hocbW8YitklhszHvi52zbImra759BAgyFFGo1pHWnkDAfZmuFlJOZhagYNMQhcPK5JLG9iXWoHczoxhAXaEu1gQ5iiji7slES4WJBfXk16pJMzVkvi8WryspSQX1+NjJaKqQYUFDYiFQkw0DTSqmpjQvwebdu3B082NqE6G7KP79u3G1NTU6EZqpFW4dk2BlZU1jo6GGJaC4hIEAgGuTo5U1NRhZ22B6pdNOKkY4fUsvLZmYsob1EhEAgLtZZzPqqTkV89ejU5PTGYlO1PK8LCWEmQvY6+inHB3S/anlGEpFWOpq6Owqp6Ho0NY+/MJ2gd6E+rtxk9bttMuRE50hCFOe9myZZSWlvD88y8ikUju7yAZMWLEyH1gzvjbZxm/k9zIH+OuDEOFQvETEAVcBayAFKDLdbmRe0B8fByBgXKsra2bZRqNltSsHNoG34jBK6+pa64NqL9uBAqFAmzMDIuD8gZDooMwZ3PEQgFHMyqbjcVfo7l+wvPeXgW7UsqwMxPzRIQbQ+T2nM+t5o39aWRUNPJkpDuPdHLlpzNpfLzvEgFOViwcH4GpSMC8H3YQn5rNnDH96NE2EL1ez9LVG4i9eIWnpkygTaB/8/tVVlawaNGHeHh4MX36zNYdQCN3pLa2FktLyxYyvV6PUHDjcaBqUmNqcmP3q6bBcBpta3HjRNfazISqhqbmeRfuYYVMImTP1TIEAgFjQh2pVmpYnVBEuJsF0V7WpJY38u2FAo5kVJJd2UhxbRMnsqrYdrWMerWWEHszDl4txc3KhPi8GnxspSRkFNHZy4YERSaDOgXy8+lYenYKo6iwgKzcPCaMGIpQKKS+vo7jx4/Qu3c/ZDLZvRxCI/8S0tNTCQqSN2+ilFVWYmNlhUQioUGpwtxU2rwJp9cbspBWNqrxs5eh0ujIrlTS198WU4mQdZeKOZpRSXJJPSeyqlgem8/p3BraOpsT4WbJqgsFeFhLUTZpyapoZFyYPTvPK+gb5s2Z+IuomjQ8PXoA32/cQoNSydOPTEEgEJCaqmDDhg0MGTLib1+z0IgRI0b+KGeuFP4uuZE/xt3GGKJQKJKB5Huoi5Hr1NXVkZKSzPjxLV0uswsKaFKrCQ3ya5bV1CsJcDec7EjFBrfRxiYN7jYyrKQiMisaAbCUiunubc3xzCq0umL6+NvhaC6hSaunsEZFSmk9l4rqaFDrcLcxZXJ7Z+QOMopqm1h4LIvk4nqCHGQ8GeWOTqvl1S2xpBRWM7itBzN7BVNUXsX7q/dQVFHNixMG0ruDHJ1Ox/J1m9h37ATjhwxkaN9ezXqr1Wo+/PBdGhrq+eCDRUYX0vtIQ0PDLeMtFArRaDXNrwUCQYsNhF9+vjmfhbe9OU0aHdeKqrETizCTiBga4simS8UcTaugT4Ad49o6selSCV+eymN8Wyce6+hCfGEd2VVKGjU69Ho9TuYmRLlbkl7WwOG0SgIdzUnIqcLcRERJWQW2Mgl5OVk4WVtQVVKAVqtjyqDefPC/z3BzdqZ3ty6AoQi5SqVi0KBh93D0jPxb0Gq15OTktPDaqK2rx8rSUAJFq9MhEgqRSQ2bcPUqNW7WUrIqGgl2MsdEJOBQajlPRnkwK9qXdedzSCispUlr+C55WUsZEmRPrUrLsrN52JiKCXE057tzeQwNtmfP2UvYmEvp4GrBp0eTeXhANOXlJRw8cYrxQwfh7eGORqPh888XYWdnZ6xZaMSIkX80sSm3L1cRm1JC1zDX214z8vv5rTqGyxUKxczrP/8E3PaYSaFQTLtHuv1rSUiIQ6fT0blzVAt5aqahpEBIwA3DUNmkxuz6wsTO3JABsqxORaCzgLauliTk19Co1mImEdHHzxapWMihtAqulrYMDxUJQO5oTri7JV3kTuQWVrP5UjH7FIZaiI+Gu9LL35Z9l/NYdSoVkUDAy4Pb0TPIhWOJChZvP4KJWMz700fR1s8DtVrNlz+s4fDpc4we2I/Hxo1sfi+9Xs9XX/2PK1cu8corb+Lr64eR+4darb7F3cxcZkZZxY0AbnMzUwrLKppfW8sMbqaVdY1YmBrmWZSvI2KhgrWn0nm2VxAAI0MdUZTWs+J8Po1qHYOC7bE2FbPpUgmLz+ThamlCWxcLOrlYIBIKqGrUkF7ewI6cagRAuLslMRkGPWR6JQW1jUS4SjidW830Pu1YsXknE/r3IOlqMjn5Bbw+55nm0iYHDuzBz8+foCD5PRs7I/8eiouL0GjUeHp6NctUqiZMpYb5LxGLUak12FsaNlmKq+sJc7EjLreGepWGAUH27L5axpnsKkZ09uTh9i40qLXUN2mxkorR6/XsSSnjaHolHtZSOrtb8tXJHDq6W1JVWkhRVR2vjoxiybrt+Lk5Max7R/7zzvu4OTsxZfQIADZvXk9GRjqLFi0y1uw0YsTIP5qIYCcS08pvKzfSevzWiWHmTT+n3WtFjNwgLu48FhYWhIS0aSFPy85BZmaKh6sT5eWGZAa/7FoDeNqZIwAyS2vp6u/EgCB7TmVVsedqGePaOSMQCOjubUN7V0syKxopa1AjFgpwMpfgY2uGVCxEq9OzP6mEVWdyqFZq6O5jw8T2ztQ0qHh9SxzJBVV09LJnzkOhmIrhkw0HOJqoINTHjZcmDsTRxpKK6mo+XPItyanpTB09nMnDBze7Yun1epYsWcLBg/uZMmUavXv3u69ja8RwOqjTtZTZ29qSkpbR/NrZzoZERQZ6vR6BQIC/qyEdfkpuKZ4ONgBYmUkYG+7NhtgsghwsGBDqhlAo4PkeXiw7ncfq+ELO5lQxqYMLL/b04mxuDUlFdRxMrWixy2RjJibCw4oapZrdyaW4W5tiom7gYm4lg+T27DsTz9DOcnYficHN0Z4RPSN59rU3CQkMoHtkZwDS0lJJS0tl9uw5xjT9RlqFwsJ8ANzc3G973dbSnMTULEwlYgbY/dIAACAASURBVDzsLblWUMHswQH8GFfA7uRSpnV241ppA6sTisir1yC3leJgbkK1UsPJzCrOZFfRoNbR3ccGBzMxi0/mIHc0J0DWxMbEXB7t1ZZ9x8/QoGzig6eGsWrTVopLy1j4+ktITUzIzs5kzZof6dGjF3369KG0tPZ+Do8RI0aM3Fe6hrmyYs9Vbi4dKBRgPC1sZe5oGCoUigU3/fzu/VEH5HL5ImAs4AOEXXdh/XUbIYa6igMBHbBQoVCsuF863kv0ej1xcefp0CH8liLvKemZBPl6t6j/d7PLn5mJGB8HSy7lVTAFf3ztzOjqbc2eq6X42pkR7mFwObUwEdHWpeXuskar40RGJTuTSymuayLQQcbz0V54WEvZGJvB1gtZmJmI+U//UPqFuHHuaiZLdxylsq6BKf0imdQnEpFISGJyCouWf09DYyOvPDWDXlGdW3y2Vau+Y8OGtQwZMoKpUx+7R6No5LeQSCTU1NS1kDk7OlBTW0t9QwPmMhnerk4om5rILynHw9kBT0cbHKxkHLucTv+ON2JcJ0f6kFZWx1dHUsgqr2NaV3/MJCJe6OlFTEYV6xOLeP9QJq5WUsLdLYnwsKJ/oB1NGj31ag01Si3XSuvZk1xKk1ZPN28rcksquJhfyYi2Luw9GUeolzO1ZQWUVlaz8PnpbN61h8rqGt6e+59mI/D48cOIRCJ69zZmIzXSOhQVFQHg7Hxj0WEikVBZbaiZ5WJvQ32jisraetp7O3HoUhbmEgG9/e3YnVxKL387nu3myY7kUmLSyzmu1TdviAgF0NbFgn4BdhxJLWfthQLauVoS7gArjyTTL8yb+ooi4q9l8uy4QRTk57Hv6HHGDhlImDwItVrNokULkMlkzJ79n/s9NEaMGDFy30nNreJX9eTR6Q3yQE+bv0apfyB3FWMol8u3AseB4wqFIvHeqsQ24HPgxG+0eRjwUygUAXK53AFIkMvlBxUKRc491u2ek5Z2jYqKciIju7SQNzQqycrNZ+LwwS3kEpEQjfZGGYou/o6sP5dBWa0SB0tTpoW7UVzbxBcnc+gXYMeQYAccm2sb6sioaCQ+v5ZTWVVUKzV42Zjy9lA5fuYiYrPK+HBnHCW1SvqGuDI9OgidRsOCtfs4dSUNXxcH3po2nEB3J5SqJr7bsJ0dB4/i4eLMBy/Owcfjxk67RqNh2bIv2bt3F6NHj+aJJ541nuz8RVhaWlJQ0DJY29vDUPcsMyeXsGA5YQE+ACQo0vFwdkAoEDAsIoQfDl/gUlYh7XwMi2WRUMjnj3Tl4x0J7LqYx4lrxQwIdaNfiMH1uIu3NaezqjidXcW+lDK0t3FIt5CK6OJtjblQy56L2eiByZ3c2RZzHlc7S7r42PHdtnM8PLgPJgIdOw4cZFCfXsj9b7ggnz9/lnbtOtySVMeIkT9KcXERYrEYe3v7ZpmVpQXXMg3ONIEehjqgKdn59An1Zk98OkeTspke6c3lwjre/TmN1/r5MSbMiWndfUhML6NaqcFCKsLDWsqlgjo+PpJJQY2KYW0csaOelUcuExXgRqiTKV9sOMLAqPZ08Hfj+XnvE+jrw7RxowFYs2YV6empvPXWe9jYGBdERowY+eeTlFVxR7nRMGw97jb5zG6gF/CCXC63Ak5iMBRjFApFbGsqpFAoTgPI5fLfshomAt9eb18ml8u3A+OBT1tTl7+CmJhjiEQiunTp1kJ+WZGKTq+nXXBQC7mJREyT+kbSkH4hbmw4n8nW+Cxm9grG3ETEK3182HK5hIOp5RxOq8DCRIREJKBaqUGnN+xet3ezpF+AHW1dLKgH3t0Rz4XscrzszFkwtjNt3GzYd+4yqw6cQa3V8siArozt0QmJWERicgpfrVpLYUkpw/r2YvqEMZhKb2S0rK6u5qOP5pOYGM+ECVN46aUXKCtreWJl5P7h5OTEqVOnmt1EAYKvx60mKVIJC5bj5miHt6sTx+IuM7ynIdZ1SEQIBxNTWbjpGJ8+MQwXW4MRJhELmdkziB6BzmyKy2LzhWw2xmXjaWdOew9bgl2tmNrBCVuZlNIGNRUNalTXE8+omtRkl9ZwPDmbyoYm2nvaEuVtyXe7T+Jub83ELnI++XET4SEBjOnblbnvvI+NlRWPT57Q/Hnq6urIyck2nhYaaVWKigpwdnZt4aHh7OhARVU1SpUKubcbMlMp55LSeH5CIG08HFhzIonoYE/eHeTPOwfSeWX3Nbp6W9MlwAFLITSotVwsqOFsVjWFtSrcraW89ZAv569msCoxg+hgD7r72vLx6h20D/Tm8aG9eG3BItDDq8/MQiIWc/FiAhs3rmXAgMF06xb9F46QESNGjNw/Qn3s2Hkq67ZyI63HXRmGCoViJbASQC6XewMzgbcBC0D0G7feK7yA7Jte5wCet2sol8ttgBZbCXPnzvWYOfPvVx5Bq9Vy9OghwsMjWhQfBzibcBEzU2mLxDNgMAxVNxmGLtYyHmrjxp5LufRv446voyVmEhFTO7kyIMiexIJa8quVaHV6bMwkeNma0sbJHAupmMp6FV8fS2H/lTxMxSKe6CFnWHtPsovLeenrTShyi+kQ4MnskX1wd7ChqqaG7zZs5cjpc7g5OfLRKy/cYrgmJ1/ho4/eo7Kykv/+9xX69x/0QJ8U3m4+XadKoVBUtWa/92qeenp6olQqKSsrba7PZm1lhZ+XJ7GJF5k4chgCgYB+kR1YueNnrmXnE+Ttjkwq4c1J/XhxxR6eX76TmQMj6d3uRvmREFdr3h7enrI6JafTSonNKuPn5AJ2X8prbiMVCxGLhKg1Opq0hkBHsVBARy87uvnZc/aygm92JtLRz43hnfxY+P1GvF0cefWx8azZso3MnFzmzX0eS/MbtTCrqgy7iM7Ozq0+Vg8y/4S5+leSkZGBh0fLPyu/eEGkZ+cQGhRI17BATl5MYcbwvswe0IkXVh3iw62neWdCDxaPCWHTxSJOZFRy5nB6cx8iAbRzs+ThcFccpXqWHDhPdmkN47oE428r4ZM1OwnwcOG1aaP4/NuVZObm8c5/5xhqJ1ZUsHDh+7i7e/DUU8/d1/G4VxjnqZEHBeNc/WtJzau8o9x4YniDPztP79aVNAToieHUMBooAr7BcGr4d+c/wLybBevXr2fmzJnY29/bLG6Ojr/Pre3kyZOUl5fx8ssvtbhXqVRxJj6RXl3CcXeza9G31ESMWCxs0f7FkR2Jyy7jw70XWTqjJ2625tfvgVBfe35NSU0j606nsvlcBhqtjpGdfZjZLxRTsYDlO2JYd/A8NhYy5j8xkoFRoej1erYfOMriHzbQqFLx+IQRTJ84qsUpoUql4ttvv+XHH3/E1dWV779fSUhIyB8em9/Dveyb28yn67wLvNOa/d6refrL76GwMIs2bW4YdgP6RPP1qnVo9UpcnByZOqI3W4+c4ofdB/n67WcQCQ3zbNUrk5j/00E+23GS1ccSeKhTIB0D3Al0d8DZzhJHR0tCfB2ZgcFdObO0lsySWgqrGqhqaEKj1WEiFmFnIcXHwRydWsWhCwoWb0tEJBTy7MjueNqY8Nbi1bg52rHkjadJz8hk694DjB02kGEDe7b4PGZm3gBkZl7D0XHMHT93a8+Lv3t//APm6q+5X8+NoqIi8vNzGT16ZAt5z24d4QtIy86kd/dOTB/Vh8NxV9h9Oo45kwczb3JP5q09zuvrj/PKuG7MHRzMC3o9RdVKKhrUyCQi3G1MySiqZM2xyxxMzMTByoz/zXiI/Px8Pv5pB6H+nnw+dxrLVq3jzIUE/jvrUYY81A2NRsMbb3xAQ0M9y5YtxcvL6Y7638uxuQc8cPP0z47Hg3z/g6x7K9z/wM3VX2iN73BrPQf+aD9x127NSPqL/NER7e67Pvein1bS5U/N07t1JU0C0oEFwEyFQvFX+wHmAN7AheuvvYCsO7T9HPjhZsGkSZM8gBPl5XXofh3J2ko4Olr+7ixxK1Z8j4ODIyEhHVvcu/vIcWrq6unbtQulpbUt+q6pU+Jkfet7vTWsA29uu8BjSw8zKcqf/m3cMJXc+HXXqdTEZ5cTc62I2MxS9Ho9PYJcmBLlT4cgF/acuMSyHccoqaplUGQYjw3qhqWZKefir7J41VoUGVm0Cw7imWmT8XR1obZGRS0qAC5eTGDx4s/Iy8tlwIDBzJz5DObm5s06/pGxuVvuZd/XuWU+XecP7xbeqd97NU+Dg4MxM5Nx9GgM7dpFNsujOoaz/Mf1rN60m0cnjAPg8RED+GzNNpau3cukgYY6lKaIeO/hAZy5ms3Ry+lsOXGZdUcNocdikRB7Sxl2ljKszU2xMJUik0qQSsSIhILr7qMaihuUxFbWklVciUqtwcxEwuBwOaO6tOFEwkVeXnmIIC935s2aQnlpNW8s+AxPN1ceHjPmtr/fIUNGsHnzZtLTsxgwYDChoW1xdHRsvt7a8+Lv3t91Hvi5ejP387mxYsUPCIVCwsO73fKeIYH+7D9ykhEP9cfGzJyBXdqzZv9JQn086RDgzVtju/P53lie+HI3Qa52tPVyxMXBkvp6FYWVdVzJLSW/og4zEzHjuwYzrKMfK3cd4Vh8El1CA3lxyjCWfr+ezXsOMHbwQPp1i6a0tJZly74kPj6eF198DWtr5xZ6GZ+pd9dva8zTPzseD/L9D7LurXE/D9hc/YXW+A631nPgz/TTOcierMKa28r/qjndmv204rP2T83TuzUMH8FwYvgi8LJcLo/hRoxh7l320ZpsAp6Uy+XbAAdgJNDjdg2vH5v+2S/tPSch4QKXL19k1qxnWtSYa2hsZN3OvYQE+BEaGNDingZVEyVVNXQN9f91dwQ6W7NofCRfHk7i2+MpfH/iGm42MkzEQqobmyiuUQJgIzNhRAcvhrbzxMVaRnlNHa99vZXDcVfxcrJj4cyxhPm6o2pq4ofN29m87yBWFua8+ORj9Oka2cIttLy8jBUrvuHo0UO4uLjx/vsfEx4ecYtuDzL3aj7dz3kqkUiIiIjk9OmTPPPMfxCLDY8BZ0cHuoR3YvfBw4wZMghLCwv6RbYnPiWNn/YcQSIWMaZvdwQCASKhkOhQX6JDfbG0NiM2KZus4koKK2ooq2mgsr6Rwooa6hqbaFCpadJo0Or0CAUCpBIxVjIpjtYWDOgYSDtfV9r5uHA5NZP536wmq6CYh6I6MHv8MIQCeH3BlyhVKha+8WpzDblfM3v2HDw8PFi/fg0LF8YZPo+zCx07hhMV1Y2BA/vcj6H9W/FPmKt/lpqaas6fP0tS0mVycrIoLy+nsbEBnU6PVCrFysoKGxs73N1dkErNEYlEpKVdIz4+jr59++Picmsa9P7R3fny+x9JTLpKx7A2PDmiH1fSc5m/cgvzn5xAZ38Pls8czP7EDE5czWVfYjoNKoO7v4WpBLmbPaMigogO9uByWhZzv1hFeXUtUwf1YGyfKFau28jOg0cY2rc30yeNQyAQsHv3dnbu3Mbo0ePo12/AfR7Fe4txnhp5UDDO1b+WIV192XEyE/WNfItIRAa5kRv82fl0tzGGa4A1AHK53AV4DljKPYgxlMvlXwBjAGfgkFwuL1coFG3lcvke4C2FQhEP/AREAamAHnhXoVBk37HTvzkajYbvvluGk5MzQ4aMaHHth807qKqpZd6cp2+JzTueqECj1REZ7HPbfr3sLVg0PpLkgipOp5dQVN1Ak0aHi7WMAaEWtPWwRe5ig0goQKvTsev0RVb9fBqtVscj/bswtmc4ErGI5NR0/vfdKgpKSukf3ZUnJo1tEeOlVqvZvn0za9f+iFarZdKkqUyaNBXpHRbxRv56+vTpT0zMMc6fP9sigcXDY0dx5kI8a7ftYNYjDyMQCPjv1NHodDpW7jjIpdQsHhnalwBPt+Z7TE3EBHs4Eezx+4rM1jcqSc8rJEGRyrfrt1JcUYWrgx2fzJ1OiLc3er2eL75dSZLiGq88+zReHrevJwcgEokYPXo8I0aMISMjjaSky1y+fImYmGPs37+H//3PkqiobvTt25927TrcUgrGyD8HvV7PhQux7Nq1nQsXzqPVarGwsMTX14/Q0LbIZDIEAgFKpZLa2hoqKyuIjY2lsrISjUaDk5Mzjz8+k1Gjxt62/37RXVm7Yxffb9xC2+AgzKQmfPj0ZF5fto7Xlq1lQr+ujOoZwZgoOWOi5Gh1eswspVRV1COTSlBrtJxPTmPe8g0ocgrwdnHg1WmPGDbilnzDmQsJjB7UnycmT0AgEHDmzEmWLfuKyMiuzJjx1H0eTSNGoLpORUpOFRqKaVJpcHcwx8/NCrFI+P/fbMRIK/LNS33ZeyaTuGvldA6yNxqF94C7jTHsCPTGEGPYA2jEkKm01WMMFQrF88Dzt5EPvelnHTC7td/7r2LTpvVkZKTz5pvvYmJyI07vTPxFdh85zsj+fQjy82lxT2p+Cd/uOUGYrxttvN24EwKBgFB3W0Ldbe/Y5kpmPt/sOk5GYRmdAr1447GhmAolqNVqVm7cydb9B3G0t+PDl56nQ5vgFvfGxp7jm28Wk5+fR5cu3Zg58xlcXe+sj5G/B507R+Lk5MyWLRtaGIa+Xp4M7tubnQcOER0ZQag8CLFIxMuPjiPYx5PVe4/w/KJv8HJxJNTfGyc7G7zcHFA2qgFQa7So1GpUTWpUTU0om9QoVYb/G1Uq6htV1NQ3UF5VQ019AwBCoZC2AT48Ovwhoju0wcXFhtLSWn7ctJWfj59g0qjh9OoadVefSyQSERgoJzBQzqhR41Cr1SQkXOD8+ZMcO3aMQ4cO4OTkTL9+A+jevSd+fv4PdDIkIy3Jyspk8eLPSEq6jJ2dPaNHj6dXrz74+QW0yC76a35x4bk5U++dkEgkPDF5Ah8t+Yaftu7g8QljcbC25NM5j7B0y8+s/fkU247HEhHij6+bE442VphbSMnMLSE9v5iLqdnUNSpxtrPmufGD6B/Rjpz8fF549wPyC4uYNXUSIwcYMuwmJFxgwYL5BAbKefXVt4wbGkbuK+XVSjYfT+f81WL0v/JmtDCT0KuDG4OjvJCZSm7fgREj94AhXX15dES7e+3i/q/lbl1JtwHHgJ3AXIVCkf7bzY3cLVevJrFmzQ/07NmH7t1vJNXIysvn0+9+IMDbk+njRzfL9Xo9O04ksmjNfqzMzXhl8mCEwj+2sK2sbWDVgdMcvJCMo7UFr04eRHTbQJycrLh4JZ2Pvl5BWlYOg3pF88TEscjMTJvvLS8vY/nyJcTEHMPDw5P33ltI586Rv/FuRv5OiMVixo6dyLJlXxIXd77F72765AnEX7rCwsVf87933sTB3g6hUMioPl15KKoDR2IvEpuUyomEJBoaleh+vWK4CROJGFMTE6QmEsykJshMTXG0tUbu7Y6LvS0+bs6E+HpiITNrvkev17N++0427NjFoD69eGTcnRPK/H9IJBIiI7swdGh/8vPLOXPmJD//vI/161ezbt1P2Nra0bZtO4KCQvDz88fX1w8bmztvohj5e6LT6di8eQM//rgCc3Nznn32BQYMGNzCLf9uuNtNgp5RESQmXWXT7n1YyGSMGzoIS5kZrzwykjG9o9h7Op4LKRmcvJTSIj7IydaKLmGBRLcPplOQLzqdlo2797Jux24szWW8/8p/6dDGkBwqIeEC7777Bu7unsyfvwAzM7M7qWPESKtzOaOcb3YkNbtB/5q6RjV7zmRzPLGAsb386NHeDaFxk82IkQeeu3Ul9bnHevwrqays4MMP38XR0Ynnnvtvs7yssop3Pl+KqVTKW8891by4qaxtYPnuGGIuXaO9vycvThyAnaX5nbq/I3q9np/jkvh29wnUWi1je4YzpV8kpiaG9zl2Jo63P12GSCTizWdn0S28Q4t7Dx06wNdfL0atbmLatOmMGzfpdy/AjPz1DB48jG3bNrNixTd06NCpOdZQZmbGmy88x8vvLeCNjxbx3isv4uRgyGZrITNjRK8ujOjVBYCGRiUSMxHFxdUASMQiTCQSpCaGf6LfOKW5HUqlinc/+YE9B4/Ru1sXZj/2SKud6JmYmNCrV1969epLZWUF58+fJTHxAsnJScTEHGtuZ2/vQFBQMB07dqJHj95GQ/Fvjkql4tNPF3DixHGio3vx3HMvYGVl3Xy9pKycq2npFBSX0NDQiFAkxNbaGh9Pd0IC/JHe5KXxe5g9bQpKlYrvN24hKy+PWQ9PxsrSgkBPF56fOASAukYlVbX1ODhYomvSIzM1uNdrNBqOnz3HT1t2UFxWRnREOM88OhVrK0NGuhMnjvPxxx/g4eHJggWftPg8RozcaxJTy1iy7TLamzY1Aj2sCfa1p6yigZScSiprDcnm6hrVrNqvIP5aGTOGhWAl+2PfJyNGjPw9uNsTQyOtTFNTE++99za1tTV88slXWFgYUhJX19bxxidfUFvfwEev/AdHe0N5inNXM/hiy2HqlSpmjuzJsMh2v3vRDdCgVPHZ5kOcTkqnvb8Hz4zsg7ujYeGr1+vZuGc/q7bsJMjXmzeemdn8/gC1tbV89dWnnDhxnLCwdrzwwsu4ud057svI3xuJRMITTzzF+++/zdatm5gwYXLzNT9vL9558T/MW/QZc96Yx7MzHqV7ROdbjDSZmSmOjpZI+O2NAY1GQ6NSiapJjVarQafTo9fr0eq0NCpVFJWUkpqRwYlzsZSWVzBlzEgeHjPqroxCrVZLelY2ivQMcvILqKyuRqfVYWEuw93VFXmAHz26dmhxj62tHQMHDmHgQMMCvrq6moyMNLKyMkhNvcbVq0mcOXOS5cuX0qfPQzzyyOPNNR+N/H1QKpXMn/8miYnxzJjxFGPHGuLy1Go1R8+cY8/hY6RmZjW3N5FI0Op0aLWG7AVSExO6hnfksYkjcLL7fXUwxWIxL86agbuLM+t37uFs/EWG9OlFzy4R+Ht7IRQKsTAzxeL6d6SoqIqrqemciU/g6OlzlFdW4uflyfsvv0CnsFDA8AzevHk9K1cup02bUN55ZwGWlve0VIQRIy3ILqrl6x1Xmo1COyspM4eHEuRp0+xyrdPpiVOUsOloGuU1BgPxckY576w8zzNj2uLvZtzIMGLkQcVoGP4F6HQ6Pv10AVevJvH66+8QEBAIQE1dHW8s+oKikjLen/scgT7eNKqa+HrXcQ5duIqvqwMLnhxD5zCfP+RbrdPpWbThAHHXspk+OJrR0R2b3VD1ej3fbdjCtgOHGdS7G7MmT2yxk56Tk827775BcXERjz32BOPGTTLGu/wD6N69B92792D16u+JiIjC19ev+VpYsJwv3n+Hj75cwodfLMHD1YXB/foQEuCPo4M9UhMTtFotyqY60jMLqaiqpLS8grLyCsoqKiivrKKyqprq2loalcr/VxexSETbkGDeffk5vN19frOtUqUiLvESp2LjiLt4ifqGRgDMZWbY29oiFolIy6rn0IlTAJhKpUR16sCA3j1p3ybklngza2trOnYMp2PHcMDwfcjJyWLv3l3s27ebmJhjzJr1DIMGDTXGJP5N0Gq1fPTReyQmxjN37qvN2TrPJVzkm9XrKCotw8fTnRmTxtOhTQgebi5ITUzQ6/VU1dSQlpXD+YSLHD1zjmNnztGlUweeeXQq9rZ3XyhZKBTy8OgRREeEs2b7LrYdOMiWfQewNDfHw80FKwsLdDodtfV1ZObko2pqMpTBaBvGs49NJaJ92+a5WF9fz+LF/+PYsSP07Nmb//73VWMCLyP3lUaVhiXbLtOk0QHgZGPGy1M6Ymdl2qKdUCggMsSZ9gEObD+RwYHzhuT0VXVNLFqbwMwRoXQKcrylfyNGjPz9MRqGfwHff7+cmJhjzJgxix49DLXhauvqeWPRl+QWFjHv+adpGxxERmEpH6/fT35pFRP7RDC5byQSscEY0+n1VDc00dCkwVQiws5c+v8uWHefvcT5lCyeHtGLYV3bt7i2Zvtuth04zIiHevPm8zMoK7tRqvLKlcvMm/caJiYmLFz4GaGhbVt5RIz8lTz77As8/fQMPv74Az77bAmmpjcWAR6uLnzx/jscPnGK/UeP8+3qdf9vf1KpCQ52djjY2RISFIC1lRUW5jJkpqZIpVLEIlHzYlgkEmFmaoqDnS2ebq6YmJjcUstHr9dTXllFTn4+aZlZJCmucelqCipVE9ZWlnSL6EyntqGEBAbiaG/X4ntQV19P8rVULqck8/OxUxw/cw43F2cG9u5F3+iu2Nve3k1UIBDg7e3L00/PYcyYCXz++SK+/PJTFIqrLdy+jfx1rFz5DefOnWb27Dn06zcAjUbDt2s3suvQEbzd3Xh37vOEtw0ls6CEpMw8DiUqUKrUmElNcHOwpW2AF7MfDePxieM4fOoEK9dvY/br83jtuaea4/zuFm8Pd15/9imqa2qJu3SZK4pUCktKKC2vQCgU4mBvw8DefoQE+NOpbWiLrM4Aly4l8r//LaS0tIRHH53BxIkPGzcg/oXcTfKje8mGI6mUVRs28cykIp4f3+4Wo/BmpBIRE/sGEuJty7e7kqlXamjS6Fiy9TKT+gXSP8LzfqluxIiRVsJoGN5ndu/ezubNGxg2bCRjx04EDEbha4s+J7egiDefm0WnsDYcS1Tw5dbDmJtKeX/GKNr7e1Ld2MSp5ALicsq5nFNO403FXMylYsK9HRjazvOOGUhPX0nD19WBoV3atZDHJ11l7c69PBTdlVlTJrT4w5SUdJm33noZBwdHPvzwE6M73T8QGxtb5s59lbfffpWlS7/ghRdebjEHRCIRA3r3ZEDvnhSXlpGZk0t5ZSVNajVikQgXZ1sESLCzscHR3g4Lc/M/tbhpbFRy8nwssYmXSM/KJr+oCJWqqfm6p5srD/WIJjoygrAQebNLtU6nI7+knNKqapQqNTJTKR7O9kR0aM/QAT14ZOw4Tp6PY9+RY3y/fiOrNmwiLFhOVHhH2rcJwdvT47bu2c7OLnzwwSJWr/6Bdet+oqamB9bTdgAAIABJREFUhs8+++QPfz4jf56zZ0+xdesmhg8fxfDho1GqVHzw1TIuXLrCqIH9mTZuNDGJV3l60QrySsoBDMmPpCbUK1UomwxZdP3dnZnQryuPTxpNx9C2vP/lUt5a9DmvPP0k0ZGdf7de1laW9IvuRr/obi3kdypcXF5exqpVKzh06AAuLq588smXhISE/oERMfIgk5hWxs6TmWQX1WJ+Pdvn0K7emJrcvyVaZmENMRcLm18/MlCOq/3d5TBo5+/Am9M689nGi5RUNaIH1h1OpapexbhexszPRow8SNzxqSOXy+ffTQcKheLt1lPnn82FC7HN9aieeuo5BAIBtfX1vPHJF+QUFDFvztN0CA1m5b6TbImJJ8zXjVcnD0GtF/DloSSOphSi1urwcbSkb4gbnnbmmEvF1Ks0ZJTWcjqtmJhrRXTxc+S5h0KxNmsZBJ5bWklksE+Lh7ROp+Pr1RvwcHFm9tRJLa6VlBQzf/6b2Ns7snDhZ9jZ2d+3sTJyf+ncOZJJk6aybt1P+Pn5M2rUuNu2c3Z0wNnRoYXsToveP8LhE6f4fsMmKiqrsLQwJ8jPl3Yhwbg6O+Hp7oa/txeW1+NxAdRqDacvXuVEwhUSUtJpUKpu1dneloe6tKdnh7b0je5G3+hu5BUWcezUGU6ej20+BZWZmdEmKJBObUPp2jm8xecUCoVMmzYda2trvv56MR988AFPP/2CccHzF1BTU83nn3+Cv38gTzzxNGqNhg++Wkb85STmPD6N4OBgXl6yhvT8YgI8XJgzfjDBvh6o9UJUai2WZhIk6LiQksHu0/Es+HE7hy9c5rlxg/n0rVeZ9+mXfPz1d9jZ2tAmMOCefIbS0lJ27drGzp3b0Gq1jBkzgalTH8XU1Jh59N/Gobhc1h5KbX79S7bPK5kVvDipA+b3oRSEXq9n3U06dAhwoEsbl9/Vh7OdjNenhfPV5kukF9QAsO9sDno9jO9tNA6NGHlQ+K3tKKMPQCtSWFjARx/Nx8vLh1deeRORSESjUsm8z5aQlV/IW8/NIiw4iIXr9nHqSjpDotoyfUg02xNy2BibCcCAUHcGhnkQGeLawtXzF2b1DmZHQjbrz2Xw0sbzzB/VCRdrWfN1UxMxyqaWqafjLieRV1TMK0/NwFR6w5DU6/V8/PEHqNUa3nnnA6NR+C/g4YcfJTs7i+XLl2JnZ0/Pnn3u6/tv33eA5avX0baNnBefmklYcFBzptRfk1NUys9n4zl8LpGa+gbsrCzp0SmMEB9PXB1skZpIqG9UkV1YTIIigw37T7BmzzEiQ4OYOLAXwT4eTB03mqnjRlNaXs6l5BSSr6VyJUXB8tXr+HbNeqI6duCR8WPw9brxKBw5cix1dXWsXv0D9vbOTJz48P0aHiPXWbHiG+rqalmw4FNMTEz46vsfuXDpCnOmT8Pa3oX/fvkTZiYSXpwynEaBlAOXs1l87Bo3F1UxMxETGeDGC1PHkJ6Vw3e7jvCfz37gw6cnM++FZ/nPOx+wcMlyli14F1krlYmorKzgwoVYjh8/Qnx8HAA9e/Zm2rQZxtqv/1IupZe3MApvJruoliVbL/PipI5/uCTV3RKbUkJaviGztEgoYGK/P7YhYiUz4aXJHfl6RxKJaWUA7D+XA3oY38e/1fQ1cn+paWiiMqcSkV5nzDr7L+COhqFCoXj8firyT6apqYkPP3wHEDBv3vvIZDI0Gi0fLvmWa5nZvD77SULlQbz9/XaSsgp4YmgPwkMCeWljLFnldfQIdObx6CDUegGJBbX8vPcaRVWN6PR6rE3F+NqZEeVljbu1KRMi/Ahzt2X+zgTe2RHPJxOjsJAadhzd7G3ILalooVtC0lWkJhK6h3dsIT95MoakpMs8//yLeHgY9wj+DYhEIl5++Q3eeOMlFi58H6VSyYABg39XH7W1tRQWFlBZWUFTUxMWFhYEBAT9v5kVj5w8zfLV6+gWEc6n81+hsqLhljaVNXWcvpjMkdhLpGTlIhIK6dI2mIHdwukg96OyrpGruSVcLapB2aTB0kyKn7cPg6MjMDUTs3rnUXbFnGfu/76lU7A/Ewf0JNTfG0d7e/r16E6/Ht0BKCwu4WDMCfYcOsJzb8xj0qjhTBk9sjkucsqUaZSWFvLjjyuvl7UI/11jZOSPk5mZzsGD+xkzZgK+vn4cP3uefUdjGD90EFb2znz44zYCPFwY078Xq2KSKaqqx9fJmondQnCxs0YsFqJSNaEoKOdUSh7Hk3N4qK0PS16dwYv/+5FXl67l0zmP8NLTTzJ3/gLWbt/FE5Mn3KJHU1MThw4d4MKFWGpqqhGJRJibW2Bubo5MJkMslqDTaWloaKC8vIz8/FwKCw1uek5OzkyYMIWBA4fg4uJ6v4fQyN+EBqWaH/ZdbX7t72bF7NFtiUspYd1hg7GYklPFgdgcBkd53zM9NFodm4/dKE3dv7Mnzray37jjtzGRiJg9Ooxl26+QkHrdODyfg0AAsyd0/H/uNvJ342xSET/sS0EsFqLR6HhsSPDvPk028mDxuxzY5XK5JeAANG9fKRSKjNZUSC6XBwKrADugHJimUCjSf9VmHjAbyL8uOqVQKJ5rTT1ak7VrV5GWlsrbb7+Hi4srer2eJT+t48KVZP7z+CN0CGvDWyu3cy2vmJcmDkJoZsUL689iKhHx9vAOiKWmLD1bQEaFIfOiu40pdqZihAIob1BzqaiO7UmltHO1YEpHV9q42fLm8A68ufUCn+6/zNsjOiIQCAhwd2JLTDyNqibMrp8OZubm4+fpiVjcMsPoxo1r8PT0pn//Qfd9vIz8dUilUt5/fyHz57/NZ599TEpKMo8//iSWlla3tFUqlaSlXSM7O5ULFxJJTVVQVlZ6SzuhUEh0dC/mzPkv5uYWt1wvLS9n2aqfaBMUyGvPzUZ8U7bb8uoaYuKvcCoxmZSsPPR6Pd6uTkwfOYB+ke2RSEw4cimN1Sv2kFpQ1nyfAJpPiMylJgyKlDO0awSj+3Zjz4lYth09zStffk+ApxtDoyOI7hjaXGPO1dmJaePHMmrQQJavXsvarTvILyzmxaefRCQSIRAIeOONN0hJUfDxxx+wdOl32NraYeTes2bNKszNzZk48WFqautY9uNagv396BLVhdeWrSPI05Wozp35eGcs7naWzBrcBUWFhr05NdSmGuamSABBjpY8MqArJSXFbD+vILu8htcfH8u7327kox938PGzU+nfozs7Dx5hzOAB2Nm0zFS6ePFnHDy4HxcXNxwdHVGr1RQU5FFXV0djYwMajQaBQIBMZo69vT1hYWEMHjyc9u07ERgYZHSrM8K+czlU1Rlip61kEuaMa4elzIT+EZ7UNarZdToLgB0nMunSxgVby3uToTb2aklzwhkLMwnDuvn86T7FIiFPj2ppHO47l4ObsyXd2/y+sjBG/jpqGpr4YV8KTRpdc6baH/am0MbHznhy+A/mrgxDuVzeBlgDtMew3rp53dXaNQu+Br5SKBTr5HL5w8ByoN9t2q1SKBQvt/J7tzrp6Wls2rSe/v0H0bVrNAB7j8ZwIOYUE4cNok+3SN7+fifX8op5dfJgCpUifjh2iRBXG57sHcK2pDKSiktwMpfwcEcXIr2s8XCxIr+4FjOxEKlYSI1SQ0xmJbuTS3nrQBpPRnnQxcuO6T2CWH5cwTFFIX2C3Wjn78HGY3FcySwgItgHgNr6epztW7qJZmVlkZaWyqxZzxhLUvwLMTU1Y/78BaxatYLNm9dz+PDPdO4chbe3D2CIPU1PTyMnJwudzvDHws3NnbCwdvj5+ePh4YmdnT0mJiZUVVURF3eeHTu2kJ6exuLF39wSR7Xk+x/RanXMferJ5vmWU1jCugPHOZmYjE6nw8/dhSmDetG1XQg+bs4UVNSw4eQVDiWm0tikwd/Fjsce6kx7X1c8HW2QikXUNKi4ll9KTFImO88kseNUEiO6tGFyryiG94zi4LkEdsec54t1O/h6y166tgthUNdwwgK8EQgEWFlaMPepJ/F0c2PVxs2Yy8x4dvqjAMhkMl577W3mzHmKTz/9iPnzP7qlBIaR1iUvL4/Tp08yYcIULC0tWbJqDXUNDTzx8CQWrdmFjaU54R078WNMEpFB7shsXVkeV4q5iYhILyu8bM2QCIVUNjQRl1fDN2fz8bY1ZdbgLqz8OZavjyQxe9xAFq3eyZajZ5k4fAiHTpxi58EjPDZ+TLMeCkUKBw/uZ+zYicyYMeuujLzWjMM18uBT09DEobi85teT+gViedNCe3h3HxJSy8grraNJo2Pr8XRmDGvT6nro9Xr2nctuft0/whOZaeskvPnFOFy67UqzW+mKnUmI9Hq6hBpPnB4EyquViH7lxiwSCiivVhoNw38wd/sEWAocBfoAmYAPsAA43ZrKyOVyR6AjsP66aB2wWC6X2ysUivJfNf/bb7nq9XqWLv0CS0srnnxyNgCZuXksX7eZiHZhTB01jM82H+JSRh5zJwwgsxbWn0+lZ5AL0cGefBKTi1AAj3Rywc9exqWiOlbEFVCrym1+D2tTMSGOMrr72BDtY8PiU7ksPZ2LWqtjWHsvjiuKWHniGlF+TrTxdsNELCIhLafZMNTp9AhFLRe0iYmJAEREdLk/A2Xkb4dYLGbGjFn07fsQu3fvICHhAqdPnwDAwcERb28foqK6EhwcQnR0FBrNnR8lHTuGExzchg8/fIfY2PPNJVoALl9N4XzCRR6fNAFXZye0Oh3LNuxl1c4jmJpIGNkrikHdOuPh7IBSreFcSg4rjvxMYkYBYqGQHmG+DI8MwdbKkpOpJay9kE9hVRpqrQ5bmQlt3GwYFd2RF8b35KstJ9l6+gonk7J4bng3hvWIZGh0BFczczkae5Hj8Vc4FncJfw9XHh/Zn45yQ8KEiSOHUd/QwObdewkJDGh2OfX29uXJJ2ezZMnn7NixhdGjx9/bX8q/nC1btiAQCBg+fBTFpWXsPxbDoN49iLmcTkllNdPHDGXl/7F33vFRlPnjf28v2WSTbHonbRJKCKH3IghIVewF61nOfupxP7un5+l5d3rneZbza0FQRCyAIE060iFAKBvSe91kk8328vtjQiiCBklAcN+vV17sDDPPPPPkk9n59I2HGZweRx16yoqbmNErArVSRl6thcKmZgBUcil9Y4OYnBHOwn01zM1t5O5pw/jP15vYXx3KsD7pLFq3nUlDshmYncX3m3/gllkzOyrW7ty5DYlEwg033Oz3/Pn5RazdXYGjvap4XHgAg07xosllUm64LJXXFojfxT8crGHa8CQiziHE83TkFZuoqG8DxNYTY/vFdun4cpmUe2f04u+f51JQIeYwfrD8COEhGlJi9F16LT9dj0Gv7vAUHsPp9mLQn7mFiZ+Ln84qhn2BCUaj0SUIgsRoNJoFQXgCyAPmdeF84oFKo9HoAzAajV5BEKra95+qGF4vCMLlQDXwvNFo3Ha6AQVBCAZOigN67LHH4u6+++4unPbp2bZtC4cO5fHQQ48RGBiIx+Phn+/PRafV8oc7Z/PttgOsyzVyy4QhmH1qFuzIZ0LPGHrERvDO9krSwrRckxXJD2VmNpe1oJJJSA/TkhodhMfhwuryUt5sZ1dlKzsrWhibEsofxyTy+qYyPthRSaROye9GCTy+cAcrDlRwVf8keveIZe/Rso45qpSKk1oBAOTn56PRaImJ6doviUuB08lTO81Go7G5K8c9X3L6U/TokdLRt8/n8+Hz+X7kGQsJ+XlvyLBhI9DpdOTm7u5QDH0+Hx8v/JKw0FCmTxyPy+3mrx8sZHuekcsGZXPnjMsJ0mk5UFrDwm82svVwKTanmwi9jpvG9GNS/3RqWl0s3F3KjuID+IC4EC1JYQEoZTLqLXaW7ivn671ljM6M4rbLBjC+XxpvLtnCM/NWccWADG6fMICeyQn0TE7gzisnsmHXAT5ftZGn35rLtRNGcvOUccikUm697moOHy3g3bnzGZCdRXi4mDM5Zcp09uzZyQcf/I++ffuRnNw9VSx/CZeSrHo8HpYuXcrQocMxGMJ4e+6nSCQSRg8fwZPvLmT8oGwW7SwiKTyYWvTUtjq5Piea7WUt+IA+UToSg9XIpBJqLU72VrWSW21hUmY4Gwoa+XhnHVcMEFi2y8jDE7PZlneUbzbuZOywIWzfu4/DRwvoLaQDUFxcRFxc/GnDov2cPZeSnHYGl9vD+tyqju2pw5KQnsbAkJkUSq+kEA6WNOHzwcod5dwyUejSuXy37bi3cFTfGHSarq+AqlTIeGhWFq/M30NVQxtuj9jn8NnbBhKs657w2O7ityarAPh8P73t51fHucppZxVDO6AAXECDIAgJQBNwoUpVvg28ZDQaPYIgjAcWC4KQYTQam05z7CPAcyfuWLBgAXfffTcGQ/d9sft8Pj7/fB5xcXHceOM1yOVyFn67msKycv76pwfxKWV8uGILo7LTyMnuyWPzfmBsr1gykmOZv6OC0WkG+icGs3B/DRqFjGv7x9I3NojqFgcmqxOUMuK1Ci7Pisbt8fHFnkrWFJhocft4dnomjyw8wPs7q3jnpr4MSA5n6f5y7pzQi6FZKbz15TqkSgkGvQ5DqJ7mltaOF12A2tpaYmNjiIj4cV5ZV3Hi9S6msTmNPLXzAvB8V47bnXLa1WvUmfHCw8Ox29s6js07nM+h/KM8/vs7iY0J5fm3P2N7npHHbr2SayeOYEteCc99vpaCygYC1ErG909n0kCBfimx7Ciq5/W1R9lb2kiQRsHskWlM759ITIiWFrsbt9dHqFZBm8PNwm1FzN10lF1FDTw/qz+fPn0T7yzdymfr9rKnsJLnZk8gJy0OgJtjx3DtFSP4x8dfsXD1JlxeN//vLtET+Mxj93HTvY/x9XfLeeL+uzru44UXnuOmm27i1VdfZP78+Wh+YRXLbpDbS0JWAXbt2kVzczPTp09FF6hg7Q9bGT9yCBsP5KNUyFEEh9NWUkx231Q2FzZx7cBYNhc1kRUTSFa8nryqVnbXiJWc9Ro5V2ZHU9FsY31+I8NSw1ieV0OJU0tUiI4VB8sZ0U9g9c79LPjLg7z2zvscPGpk7AixyJDNZiE8POysf1/d/FzyP1M7MW5Xyem5rMf6PRW0tInGWINezcThychlpw9Dv2FiJk+/KwZmbTlQzR0z+pzz9Y+dn1/WxJEy8R1RKpVw/aQMwjvhkfwl1w4Hnv/dUP7wxgYsNhfNFifvLT3EX+8fccZ778rrd+H5F52sHuOX3HdTWRMqlRyr/Xg1e5VKjkciPad17KrnyaU4ThfN5ZzktLOK4SbgWuAjYBHwHeAA1nby/M5SDsS2eyV9giBIgZj2/R0Yjca6Ez6vEQShHOjdPs9TeaN93h1cf/31ccCmxkYLXm/3WD8qKwsxGo089NBjNDXZsNntvDf/S7Iy0umdmsEf312EVqXkunHDePKLnSQZAumXGMVHOyoYnqgnKkDB17nVZIRrGZMcwuEGG/9X1syps5UAqaFqJiYHE6yQsq6oCY3Ex+x+0by6voQFW8uY1DOWl77NZdXuEpIjxN5sm/YcZXjvVLQqDQWmipM8Ps3NzQQEdF9OTHfm25yHXJ4fyVM7v9haeKZxu0tOu3qNOjuezwd2u6vj2AVff4dapWJIzgDmL93Ad5t2cfMVY5k2djB/em8Z6w8UERMaxEPThzO6dzJ2t5f1xlpeWfY9FU1WDAEq7hqZxoTMKEqbnby/sZTcqlYsTjFESyOXMihBz5SeYVx+/1j+9Ol25ny2nfvGCNw4Mpt+SdG8/s1mfv+vr5gxpBezL8tB2d4e464Zk5FJ5Cxas5nkmGjGDexLUEAIE0aP5Ktlq7n9+ln4vMcenwoef/xJ5sx5lL/85RUefvjxblvDs+Sil9VjrFmzDrlcTlpaH5at3kKb1caAvv14dcFKRg/oy6rcYgZmJLOpsInx6Qa2FjXRPzYQj0TChqONJAar6Z0UjEQCFWYHGwoaCVHLGZMcwvqiJqb2ieLzXZVMTE9mxfb9DBqWysY9R9i+v4j05CR27j1I/VTx99PWZiMoKOisfl/d/VzyP1M7N25XyOm5rse63cdfZ0ZmRdNkajvjsdHBKhKjAimtacXp9vL5qsPcMyv7nK5/bP6frTzSsW9wZgQSt+dnxz2Xe5cDc2YP4Nn3tuLzwZHSJt7/ej+zRne+jcW5rn0XyPJFJavH+KX3LfN5cZ8SSup2e5H5vL94HbvqeXIpjtOFz9pzktNOKYZGo/HEet1PIoaQBiJWD+0yjEZjvSAIucCNiMVubgT2nJpfKAhCjNForGr/nA0kAsYzjNnMuf/RnjWLFy9Go9EydqxYN2fFhi2YWy3cdvUMNucVcKS8hkevnsDnO0uwuzzcNjKD/26romdkAMlhWjaXmhkSH0QPg5bVxc3IJBJ6R2hJClaTFhdCY0MrTXY3R002jI02aiwuJiQH02xzsaG4mbsGxNA7Sseyw/X8fWo6OpWcTUdreHBcJnKZFGN5DcN7pxKsD8Lc0orP5+vIl7HZbISEhP3U7f1m6S55ulByej6x2Wyo1WJugsvtZtP2nYwYNAAfEj5cvJo+qUnMHDuMh99aTF5xDTeN6cc1I7IoaWzjP+uMbD5ah9vrIz0yiEfHZzIyPZIKs4PXN5VzsLaNAKWMnNhAkkI1yCQSik02tpWZ+aG0mYfHpfDXq3J49bs83lpnRK2QMUaI4l/3TOfD1bv4ZttBjlTU8ewN4wnSinOcPWUch4vK+N9XKxjWNxO1Usk106awcv1Gvly2kqsmT+m4t6ysbK677iY+/3w+OTkDT8qjvFBcSrK6Z88usrOz0Wg0bNm1h9BgPfUWJ26PF6lGj49W6jxqInReylscJIWosXl9uL1epmeEYXF7abCKVu/EUA19o3SsKDBRZ3UhhGnYW2EmMVTDwUY3WpWC8mYHGpWSHYcKEZJ7sHztBjxeLzKpFJ/P688t7EIuJTn9OcxtTnLzj1duHtb7p4uwSCQSrhiSyNvf5AGwdnclt07tfc7zqG2ysvu4fZ2JgxLOeczOkJ0ewazRKR3tMZZvLSUzMYSeSRdHVeffkqyC2JfS7TlFMfT4exn+2jlXeeqUD18QhA4TuNFo9BqNxnlGo/Ft4N5feuGf4D7gQUEQjgD3A/e0z2GZIAg57ce8LAjC/nYl8l3g5hO9iBcap9PJunXrGDZsOGq1Bp/Px7J1G8lMTUZI7sHn63aQEBFKVGQUm47WMqt/EkuPmFDJpYxPM7C51ExOTCCRQSq2VbYSrVMyKzOMnuEBWD0+9lW1UNrqRC6TMjg2iEkpITg8XtYUN3N5ugGdUsbqAhMT0w20Ojzk1VjolxjG3tJG5DIZCRGhFFeLVcKCdDqcLhd2h+Ok+SuVXZ9r4Oe3TWtrK0FBYsGBvCNGrDYbwwcN4Jt1W2m12rhz5uW8vngzB4qr+eOs0VwxqCevrTzIo5/vZHtRAxN7xfDmDYP4x7UD6JsYxv+2VfLUdwWUNduZ3T+at67M4L5h8UzOCONywcA9Q+N4Y4ZAeriWv68uYGupmSen9KFPbDD/WnOYw9VmNEoFv58ylD9dM5bCahNPzV2J3ekCxL6Os6eNp6XNytod+wCxlUVWzwxWrN2E75Rci1tuuZ3U1DT+859/YjKdmhLt55fS1mahuLiInJwcvF4v+w8fIad3L7YfKiAuwsDuknoyE2MpNtnpGaXD7vISEajC7vIypkcI++qtFDbZUcslqOUSCprs7K5tY1xyCDa3l7BAFQ6Xl7RwLRVmBxmJMewqqiEjMZa8ojISYmNwulzU1Tf8/GT9+PkJdhyu7fD+pMXpCdP/fNh5//RwIoLF46wON+v2VPzMGT/Pqh3lHalivXuEkhDZvWHOJzJpcAI9k0IAsbT9/749RJvddd6u76fzLN9azKnOSq9P3O/n0qWzwd3PnmH/0101kWMYRYYYjcYMo9E41Gg0FrTvn2I0Gve0f77NaDRmGY3GbKPRONhoNK7s6nmcCwcPHsBisTBixBgAjEUlVNXWMXn0CA4UV1Jaa2LWqP58ubsYvUZBUpSBIpONa7IiWVfUREygkp6ROvbXWUkLVTM6UU+pxcmOOitFLU7Km22UWlzsbbCRZ7IRqlEwJlFPi8ODsdHG8EQ9pc12ogKVBChl7KtqpXdMME1WJw0WB3HhIdSYxAphgQFiTkGbzd4xf5fLhUzWNSWr/fgB0dhgtbZ1KIZ79uchl8noJQh898MuBvVKp9bi4ofDpdw/fTixkeE8smAnO4obuHFwDz66Yzj3jhHQaZR8sruKPywxsq3MzPRe4bw+XWBSRhhSqYR91a2sPtrI2kITNa0O9Go5c8Yk0T8hmI92VlHT6uTJK/oQqlPx7+8P42q3ho7omcRT142juNbEJ+v2dsy7V3ICCVHhbM491LFvxKCBVFTVUF5VfdI9ymQy5sx5GqvVxkcfvX8eVvW3QXFxET6fj549e1JdV09Lq4X0lB4cLKogNSmBpjY7ygA9SpmEqlYnvaN1VFucDIwP4lCjjVCNnBnpoYxLCmZcUjDT0kIJUsnIa7DRPyaQMrODrNggqludSCWg0ARisbuIiginrLaBiHAxeqKq9pjtUeKvv+DnF7HtYG3H56GdbNkglUq4rH9cx/bSTUU/MkqdDc2tDjYfOP7smjz4/HgLjyGVSLhrak8CtaLx2WxxsuD7o+d1Dn46x47Dp/e3nGm/n0uDn1QMBUEYJwjCOEAmCMLYY9vtP3cB/sZMp2Hfvr3IZDKysrIB2LonF7lMxpCcvqzdewStSomQFMfOkgauyIpnZX4j0UEqvECb08Pl6Qa2V7USGaBgUEwgeSY7NVY3sQEKBkdqmdE7iuFRAfQIVGKyezjUZCdapyRJr+JgvZVeEQFIgMP1VoRwLfkNVhLDRItgWaMFg15Hg1ksxKBSiiEBdvtxxdDtdqNQ+D2GfrqOlhbREKHXH/cYCqlrIIUlAAAgAElEQVQpGMuqaGqxMH5IDh9/v4ukyBAuH5TJ80ty8fngtWsGcMOgHthcXt7fXsmjS/JZZWxkSIKef0xL5/rsKLRKGcUmG69tKOWTPTWszDex/Egjf99YxrYyM3KZlDmTUlErpHy6txqdWsF9owUqmqysOni8OuCAtDgu75fGtzsOYbGLHnSJREJORioHC0vxeMTcxQF9xQIQ+w4e4lTi4hKYOXMWq1evoLS0pDuX9DdDWZlYOTElJYWCEvGzOiAIt8eDVBUAQIXFQ0akDrvbi1IuJVApo8XpRSuXMjohiCqrm601bWyrbcPk8DA6IQipBHxSCQqpBL1WQavDQ2q4lga7+NItVarx+cDTnnFR1yh6gcUwUr9m6OfsqDVZKa5uAcRecAMyIjp97vA+0aiUYo/X8tpWDpeers5e51i2pRhXe95YYlQgGYkhv3isX0qwTsXsiRkd21sO1JBX5I+y+LUxKPP0Mnqm/X4uDX7OY/h/7T9q4IMTtt8H7gQe7NbZXaQUFOSTkpKCVit64/KMBaT1SCRAo2FPfik56QnsKTMB0DM2jJImO2OSg9lT1UpamJYGmxuP18ewuCCKWp20urz0ClGTqlehbq/gJZdKSAhUkqJX0uTwUG93kxqqwe310eryEhagoLLFQWyQinqLk5D2mHBTm4MAlQqn24Pb4+loKH5icrPD4UClurjKSPv5ddPaKtqQgoKC8Hg8FJeVk5bcg92HjqJUyJEo1FSbWrluZF/+tnQ/Foeb56b3JSVcx5KD9fxhST4bi5oYlxLC6zME7hsWT7hOlOkd5Wbe3iaGV90xIJpXJqXw7GU9EMK1fHmgjiN1bYRolUxIN7C/ykJDm5MBSQZSIwJZkVd50jzHZqXi8fo4WHrcsh8XacDt8WBqEY0pEWFhBOuDKCwt43RcffX1qFQqvvlmUZev42+R+vo6pFIpERERlFdVI5FIOFYkz+L0EqbX0dDmQqeSoZFLabC6SDZoMDs89A7XctTspLLNRZBSikYmpbjVSb3dQ2qImhqLi8RgtVjpGQjVKqlqcSKTSrB7xDxCu0u8WItFLBLi83l/1LLFj5+fY/vh48+UPsmGs2oNoVXLGdE7umN7za5fFk7qcHpYtqWoY3vy4IQLli/bXwhn4AnK8ccrjmB3un/iDD9+/JwPfvLbzWg09jAajT2A+cc+t/8kt4d5LjlP87yoKC8vIyVFrLTl9XopKq8gvUciDWYLjS1t9OkRx4HKJqL1WmrbCyLE6dVYnB6yo3UUNtlI1KtQyqUdnsIwzelDO2O0CpRSCY12DxEB4hdNk91NqEaB2e4mSC3H4wNJ+4uM3eVB1q5cery+Di+IVCp+Ofh8Ptra2lCrf1nJfT9+Tkdbm6hUBQToqGtsxOlykRgXw+HicoTEOHYVVBKgUhIdZmBLfi3XDUgiyRDAvD3VLMitITs2kH9MS+f2QbGEBRxPfC822Vh0oI5Ug5ZHRsTTM1KHXCYlSC1ndk40erWcH0pFb+Wg+CB8QH69FYChyeGUNLZhb280DRBrEFu0NLZYO/Zp2gvm2J2i8iCRSIiLjqSu4fQWbr1ez/Dho/jhh83nFPLlR6S5uQm9PhiZTEaDqYkQfRAN5lZkUimNFgehweLvzOnxEa1X4fWBQi5FLpWg18gxOTykBCnpFaohy6AmQiOnzOIiNkiFD7F9hdnmRiuXigqh20uwTouj3atic7iQyWTY2qMq3G53h0HNj5/Ossd4vOjM4FMa2neGcf2P9xXeV9BAXbPtrMfYtL+KVquYzxcerKa/EH7WY3QlN01I71CQG1scLNta+jNn+Dmf+ENJf5t0yuxpNBpnC4KgEARhpCAI1wEIghAgCEJA907v4sPj8dDQUE90tGjdM5lbcDidxEVFUlorvkgmRRkorm8hLTKIokYbYVoFTe0m8GCNHLvbR4JeRa1N3BevO7NlUSKRoFNIaXN5UcqkyCSI4VQyCS6Pt6Nx7rHKUhIJONst4HKZFFt7yFzHy6/djsvlIiio+3oY+vntYbOJLzFqtYa6evHvIDwsjJLqWlLiotlfUkNWjyjWGmtQyaVM6h3LrooWvjvSyETBwMMjEzo8hCfyVV4dwWo5t+REoVGc/LKukktJMWioMIsv9JGBohe83iIqeCHtCmaT9XjhpTaH+H+qE8Y6phColcevrwvQYrWd+cWsT5++tLSYqa6uOuMxfjqHxWJBpxN7eZlbW9EHBmK2WAnWaTG12VApxd9rm8uDrj3czunxYdDIaXJ4kEkgpt1oJpFIiNcp8AFeQCpBfCgCQRo53nZFXq1S4nCLBgOHy41cJusworlcLn+ovZ+zor7ZRlmdaByTy6RkpZx9C+hoQwC9k8XqnT5g7e6z8xp6vF5W7jjeKuPygQnILrDnOyhAybVjUzu2V2wvo9Zk/Ykz/JxP/KGkv006W5W0D5AP/A8xlBRgNGJ4qZ8TsFrb8Hq9hISIcftNZtFbERocTJNFfOAZggJotDiICFTTaHURrlNitrvRKqS42isD69Vy7G4vKpkE1c80gPUhvuB4fT48PlBIJdjcXtQKGRanBwngan/J0WuUNFms6AM0yKRSTO3z0weKOYgNDaJVMyzswloS/VxauN2ilVqhUNBiEcNKZTIFTpcbQ4ie2qZWkqMM5JY3kZ1oIEijYHFePZGBSm7Oie4wcJxIs81FdauTwQn6HymFx3B6vKjl7d7ydg+QWiFum9pEhTBEezxs+kBxDQBC3PEvvuLKWjQqFQb98cp9DofzJEXxVCIiRI+AyWT6qWXx0wlERUxca6fLhUqpxOFyo1IqcLg8SKTHlUFZe+SD2wsqmRSn14daJj1JfpTtx3h8Ykj+McRjjm8fc/ZKJBJcblE5BNHIodH8fCNwP36OsfeEFhXZ6eFoVL+suNv4/vEdnzftr8bm6Hzo5da8WhpbRCOXTqNgRFb0z5xxfhjWJ4qUGNEQ7fH6+HTNUX+kxa+EK4b2OKv9fi4NOmsueht41mg0ZgDH6gpvAEZ0y6wuYo55RjQaMRTT3uGRU2F3iEunVMhxe32olXKcHrFYgsvrQyGTdlisZZJjoZ0/fT2vz0ery4NGLqWp3cMYqJJR3+YiRCOnusVBiFZBtVlUSqP0GiobmogMER/E1XX1hIWEIJeLLz2VlaIVMirq1/Gl4efSwOsVlTKpVIKtvQKupz2vVS4XPThh+gAqm9rIjA3BbHdTZLIxLiW042X/dEgl0Nh2+lLnzTYX+fVWYvWi4lfQIP4NxASJ27tLTcSHBqBuVyo9Xi9LdxwiITy4I6TU6/Wy42A+vVISTsorq6ypxRB65qINx0INPR5/zsy5cmKP1Z96YZRyvCSMVAIenw+pRILL6zvpPGe73EkBl8fXcZLzhH5dTpe7Q+5kUgler7ejB6fF0kpAgK5rbs7Pb4I9JyiGQ3r/8u/W3smhxIaLgVo2h5u1nWxd4fZ4WbLleIuB8QPiToqKuJBIJRJuujy9wyRzoKiRA0V+g9qvgQf+ufas9vu5NOisYtgLmNf+2QdgNBrbAH8i2ikcewHpSOg+wVJ9LLfP5/MhlYhePJVMir1dsbO5PB3eDYvTg04hWrxbT8iBOpUaqxu3F8LVcspbRCVULZNitruJ16vIr28jxaDhSLUZuVRCfEgAhZX1pMaKHpGisgoS445/UR2rABgfn9hFK+LHD0gkolx7vb4OJdHT/q+3/ZVAKpXh9UGwVkltqyjLx5S60xGsUTA8KZgdFS3M3V1Npdne8fdX3mznw13VeIFJgthuYGNRE1qllMyIAI7WtnC42sz4zOMl47/ZepDyBjM3j+3X8fe7PS+f+iYz4wb27Tiupq6eugYTaclntpqazWJv2cDA89cf7FJFoZDjcrWH+CqVOF0u1EoFNocTjVKOtz3EU62QiooeoJRJaHV6CFLKcHp9tLiOK31VHYYEHz5EA4UEaLa5Oyxx5jYrKnm7YtiuOeoDddhsNhwOB3p9cPffuJ9LgpY2J0crxcgciQQGd7JNxemQSiTMGpvWsb1ie1mnvIabD1TT0B5SH6hVMGFA/M+ccX5JigpiZN+Yju1F6wtPKojn58LQXpOr0/v9XBp0VjEsAfqfuEMQhEFAQVdP6GJHpRKtysc8h7r2yqStbW3oA0Q92txmI0ynprbFTmSgkuoWB5E6JU6PD4kP5FIoMzuI1CpQSCG/2dHhXTkRs8NDodlBsFJGoELC4QYrcYFKDtW1IQG0chkmm5t+MYFsL6onKz6Uwqo6rA4nfVPiMLdaKK2solfa8Rj/ggIjMTExHTk9fvx0BSpVeyig04Fc3h5Gdcxmcsyb4xNf3p1uD8HtBQma7T/90nOFYGB8aijG+jZe31zO82uKeWFNEf/aUo7J6uKWftEYtAr2lDWzs7yFK9r7Hf7f5gL0GgUTe4kFHQ6U1PDx97sZlpnI0AzRKGJ3Ovlg8SriIsMYnt2z45prNm1GIpEwbED/084JxN57UqmU2Nhf1wvYxYhWG0Bbm1gRVB8YiLm1leDAAMxtVsICtdjt4rM2QCGjub2whlwiocXhQS0BlUzCvgYbZa1OCswOqq1u4gIUVLWIfQsbrU4MOiVurw+by0OEToHT5UEpaTfy+UTFMyo8nLo6sbJkRIQ/x8ZP58gtaOh4xKXF6gkOPLeK32MHxBOmF98z2uw/7zV0ub18+0NJx/ZVY9N+cShrdzJzZA+U7WH+FfUWth2qucAz8qM9Q7bEmfb7uTTorGL4DLBMEIQXAKUgCP8P+IJuaHB/saPT6ZBIJJjbc/fCQkXLcm1DI9EGsYdbeV0TCQYdBXUtpBi0tDg8aBXS9t6DbSTp1RQ02bC5PKTqVVhdXnbXW6mxumhzeam3OMhvtpPbaEMpk5ARrGJ7pQWnx4dg0LCj3ExmRACbS5pRy6VopF6qzVZGpEaycX8+CrmMfmkJbM/dD0C/XpmAGDaXl7efPn36nP+F83NJo9WK4U9tbW1o28OsJcc8hx7xZb7VaidQLafc1EZYgIJQrYL1haafDB9UyKRMEgw8Na4Hs3pH0CsygMyIAGb0DOOpcUn0jAygotnOS8vyiQ5SMSUznEW7SjlY1cwtQ1MIUMnJr6znz5+tISY0iEdmjEAikeDz+XjzsyVUN5i47+opHfll5tZWlqxYzfBBOUSEnbmAxJ49u0hNTfe3fekC9PpgzGYzXq+XsNAQTM1mwoJ0eL0+DDoV9aZmpBIxfLSqxYFWIaWxzYlMAgcbrGQZNAQqxDYVlW0uIjRyItQyCppsRGoVlJsdHTmqZU02wjTiZ5fdhlwmw9oq9p6LjYr0h9r7OWtODCPtl37uuftymZSpw5I6tlfuKP9Jr+GqnWWY2qOJgrQKpg7/deaHBetUTByY0LH99caijtoIfi4M//nDuLPa7+fSoLNVSb8FJgHhiLmFicBVRqNxVVdPSBCENEEQfhAE4YggCFsEQUg5zTFSQRDeEgShQBCEfEEQ7uzqefxS5HI5ISGh1NSI1q7AgABCgoIoq6wmISIUlULO4bJqsuJCqWhqIy5QjgTYV2UhLUzLzooWMg0aZBIJG0rN6BUyehtE66Cx2cGueisbCk3UWN3EBCjICdOwv66NomY7fSNFZdDj9SGEadlRZmZ8WijL9pWhU8kZmGRgfa6RoT2TCVCrWL9tB1HhYaT3ED0khYVHaWpqYsiQIRdq+fxcogQFiUYRs7mZ0GDxs9vlQCaV0tLSSoBKSUVjCxlRenYXNwAwq08EBQ025u2p7mgdcCa0ShlDE/VcmxXJtVmRjOwRglImZWNRE8+vKkQhkzBnbBK7SxqYv72IUWkRXN4zmsPltTw3fzVBWhUvzZ6IVqXE6/Xyv69WsH73AW6ZMo5sIRkQQ8Df+Xg+VrudB++65YxzqaysID//CMOHj+qClfMTERGB2+3CZDIRHxONz+dDrRDdzTqFBLPVTnywivpWJz7AoFFQaLKRpFdR3uKkyGSjr0HN4AgtQyMDSNQp2FjeAkiwu9xIgLJGK5E6JSarG6XXgVwmpbaujtS4SMqqKgnQaggLDaG0VMzTSkhIulDL4eciwuZwc6jkeL5cThcohgDDekd1eA0tNhdfbSw67XF1zTaWbinp2J46LAn1r9BbeIxJgxNOal+xdk/lz5zhpztZu7v8rPb7uTTo9BPCaDTuBX7fjXM5xjvAm0aj8TNBEG4C3gMuO+WYm4Bko9GYKghCGLBXEITVRqPx9B2nzzPx8QkUFhZ2bAspPcjLP4pcJqNvajzbDxXx6uhBfLQln22FtQxK0LOmwMScMUkUNlpZU9jEyEQ960vNLC8wMTw+iIERWiwuL1a3l9AQLRKbk1aHh7UlZqotTjIMGhotDo7UWxmfGsKi/bXo1XKSguTMLa5n9tBUVu86iMXmYMbwfpRX15B7yMjsq6Z35FOtXbsGuVzBqFGjcPpjyP10Iceq3NbX1zNw8DBAzNWLjwqnpLqOjPgI8kpruH78MP6x6hC55SZGJ4dS2GjjuyONbChsIjVMi04lAx94fWK+jlYpI0ApQ6+Wo1PKUMik2N0eKs0OdlW0UNvqJC1MyzPTMvghr4J/rj5EemQQD4zLYE9hFS8vXEtooIYXb55IWFAAdqeTNz9bwvrdB5g5ZijXThjZcQ9fLvuODVu3Mfuaq0hOjKe+vvW097po0QIUCgXjx0/s/oX9DRAXJ3oRCgsLSe+RBIC1tRmNSonDIkZmRKh87KyxMjAxmMIGK3qtgqMNVnoYtOyrs1LYbCdRr8bh9lJiduDz+UgPUbOqwESCXsWW4mZidEqUMgllVVVkJYSzd9dWrh47hK2bvicjNQWJRMKRI4eIj09Eq/VXJfXz8+QVm3C3573GR+gID+6asgxymZRZo1N4d8lBQGxdkZMWRmZSaMcxbo+Xdxfn4Ww3qiVE6BibE3va8X4taFRypg9P4tM1RwH49ocSRmZFo1X728NcCH6qj+G4/v40iUuVzrarUAqC8GdBEI4KgtDW/u+LgiCou3IygiCEA/2ABe27PgNyBEE4NWbrOsTWGRiNxgbgG+CarpzLuZCWlk5+fj729v5nOb0zqalvpLi8ktFZ6dSbLZTX1DEoOYJv95UzPiUEt9fH8iMNjE0J4VBdG7lVrVyWFIzT42N5QRNL8k0cqm+jptXBkepWVhSYWJzfSL3VxZDYQBotDjaWmMmO1rG/spWyZjs3ZEfyzrpDROk1jEw1sHD9TgZlJJGREMVnS5ajUiqYNHo4AE6nk7VrVzF48FD0ev2FXD4/lyAqlQqDIYzKynL0gYGE6IMoKClFSIzlcHE5/ZJjqGgwExsoJzxQzYebC3B6vNw1OJZnJyQzJDGYFrubwgYbRSYbZc12ik02dpSZWXaonk92V/P21gr+vbmM97ZVssLYiEGr4JGRCcwZm8i8TUZeW3mQjKggnp/el1V7jLzw6WpiQoP42+1TiAoJpKiyhkf//h4b9uRx67Tx3HXlxA6jyaJvl/PBZwsZMXgg182Ydsb7LCg4yqpV3zFp0hRCQ0PPeJyfzpOSIuZAHzp0iKiIcIKDAjl8tIDstETyCopJDNdTW1uLXCpBIYFai5NonYLKFgdVZjs5UQFo5FIO1VspMTuI0SnoadCwvrgJg1bBoRoLkYEqdleY6R2hobHFSmSADK/XR0pMGGWVVfTNzMDj8ZCXd4BevXpf4BXxc7FwUhhpWliXjj0oM4LePY73NXx78UHKakVjlcvt4d3FBymubm8NJJVw6+SMC963sDOM6RdLePDxHMoVO34V9v7fJP4+hr9NOusxfBsQgIeAUsRQ0ieBWOCOLpxPPFBpNBqPVT71CoJQ1b6/8YTjEtrncYyy9mN+hCAIwcBJJeQee+yxuLvvvrsLp30y2dk5LFr0Ofv35zJo0BBGDsjh3U8XsnrzVm6/5ko++G4zC9bt5KFrJvFAUT1L9xZzTVY0C3JriA1SMjJJz6YSM/VtLiamhWJ1eykw2TlqsuP2+pBLJYSq5fSP1qGSwLpCE1WtTgbHB1HdbGd7eQtX94lgzYESGiwOXr16AO8v24Tb4+XuqaMwFpWwfttOrp0ykeD2Rvbr1q2mpaWFKVOmd9u6XAqcTp7aaTYajc1dOW53y+n5JjExieJi0ZOemZbGQWM+d902nJVb9xCpU6CUy1iy/RD/b8YAHpu3jZeXH+DRCT3JiAggIyLgjON6fT6sTg+tDo/YBkYuJVgjp8nqZIOxhv+sPkCzzcnM7Hiu7p/AO8u3sm5/IUMyEnjsylEoZFIWrNzAZys2EBig4cX7bqFfhhjB7nK7ee+TT1m2Zi2jhgzisfvuPl5x+BTa2tr4xz/+il6v55ZbuvKx+Mu4VGQ1KEhPQkIiu3fvZurUq+nXuxe79+fxu9vvZGveUYYPDmbp3lKG5sSzvbSZ0WkGNhc3MzkznP01Fsqa7QyMDaRvuAaH20uBycaWJjuRAQpa7W5a7G6igmT4fNBqqiVUp6akpJhoQzC1VWLI1LAB/SgoOIrV2kZWVna33OdvlUtFTk/F7fGyv7ChY7urwkiPIZFIuP2KTF74aCctbU4sNhcvf7KbPikGymst1DXbOo69ZkwKPaKDuvT63YVcJuXKUcm8t+QQAKt3VjC+fzxBARe+4smlKqtnYlz/eL7aWIjVcTyVQ6uS+r2Fv3LOVU47qxjOBFJOGPCQIAjbEauSXvg3oJ/mEeC5E3csWLCAu+++G4Oheypvjhs3Ep1Ox/btm5gyZQLh4YGMHzGY1Zu28OAd13LPzNG8PHc5NaYG7hybwf/WHmZQeiQTMsNZfKie6VlR3DQojm9yq/nfzirSI3RkROnol6BGJZdid3upaLKxrcxMRbMdvUbODQNiWXGojj1lZq7rH0tFTR3bi+p5fGpfymuq2HaoiIevHU9mSjSzH/0vEYYQ7rt1FjqtFofDwYIF8+jZsycTJowGIDy8e8vsd+f43Tz3H8lTOy8Az3fluN0pp129Rp0ZLycnmw8++ACNRsKoYf35YdduhKQIAgM07Mg7zPVjs5m7ejc3XNaPJ2dm88qSfdw7bxsTs+JICtMRqlPjcHswtzkxtTlosTmxuzwdZc0lEgker5dWm4sKUxs1ZvHFaECPMH43LgOXw8qcD5dR1djC76YM5o6JgzCWVPCX9xaSX1rJ+CHZPHH7VYQEietdWlHFc6/+m4PGo9x09XQevPPmjv6Ep96z3W7nhRdeory8jH/9618kJ8dwtnSD3F4SsgowYsRwvvjiC3Q6OVMnjGLdD9swBErR67Q01FYSrtdiqq8mUBNKiclGTLCGlcYGpmdFYXd72V7RwrHCzkFqOcOTQ9ld2kRBvZUBicF8uaeKyRkhLN9UwI0jBOZ/vZyHb5jM0iXf0EtIpW/vVN5++22kUimXXz6W4OCz/135n6ln5KKT086sx54jddgcYvGUiFAtOb2iO4xK57qex84PDw/kmTsH89x7W7Ha3TjdXnYb6086duboFG68oudJBq1zuX5Xzf2nmDJSx6qdFZRUt+BweVi7r4rfzehz3q7/E1x0snqMX3rfn788jWVbitiwp5LRObFMGZ58webyWxini+ZyTnLaWcWwBtACJ2qaGqC6k+d3lnIgVhAEidFo9AmCIAVi2vefSBmi13J3+3YCYkuN0/EG8NGJO66//vo4YFNjo6XbeuVMmDCB5cu/4/bb70On0zH9snGs2riNNz9YyF3XzSIzMZq/zV/B6/ddR//EMF5bmstD43syUTCwZH8Nu0ubuKZPJBaXh9xqC0v3WzhxphIgNkjFxLRQTFYXb3xfiMvrY3b/KHbml7GloJbrByUjs7bw70XfM6xXChOyM3nlrY8oKCnnuYfvw9bmwdbWymeffUJNTQ0PP/wEDQ0WwsMDz5g/1RV05/jdPXdOI0/t/GJr4ZnG7S457eo16ux4KSmZeL1e1q7dRK+MXkgkEr5bs4nxg7JZvGE7/xgxmBV6HXP+t4y/3jqZt24czPztRazILcfp8Z7UskUhkxKolqNWyJBJJPgQu15IJaBTK0iPDGJKn1gGJhlobrXw8fItbDlYQlRIIC/fOonkiGBefm8h327cQXCgjqfuvJ5hfTNxO3xUVjayaNl3LFz8LUqFgicfvp8RgwZiMllPe8/19fX85S/Pkp9v5OGHHyclpddZr283ye1FL6vH6N07h08//ZQVK75nyJDhhOj1fLl0FVOHD2T+ys1cP3Uin28vYNLAcFaXWtHIJSQFq/lybzVRgUr6RunQqeS4vT5Km2ws2lOFTCphUHwQX+6ton+Cni27D5AUric39wBBARqCZBIKS8p56PbZ1NaaWbbsO/r06YvLJfu1/H7Py/j+Z+rJdHY91u06HgKZnWKgocFyVud39voGrYI/3ZjD+98eoqzO0rFfpZBxzdgUxvaL7bj2uV6/q+f+U0wblsibXx4AYPmWYkb1jkJICT9v1z8DF5WsHuNc73tQejhThidTX996zs+CrnqeXIrjdOGz9pzktLOK4SfACkEQ3gQqEMM27wfmCoLQUbfWaDSu7eR4p8VoNNYLgpAL3AjMb/93j9FobDzl0C+A3wmC8DUQBswARnIa2r2c5/pHe9bMmjWLr7/+mhUrvuXqq6+nR3wck0YNZ8madYwePIA/Xj+Jh9/8jJfmL+P522fw1jov/1pziKv6J/HAsDg+y63ljc1lRAYqGZqgZ2h8EDKp+AIcoFNR09CGsd7Kx7uqsLm8ZEXrGJEQyNwtRyhrbOPOkekY5E5eW7CKzIRoHrv2cr7fso0la9Yz8/JxDM7OAqCioowFC+YxcuRosrNzzvcyXXR0lzxdKDk9n/Tq1QeNRsPOndsZOnQEOX16sXrDZl5/8TlWbt3DJ0vX8Oebp/H/5q7gjx8u47bxA3js8p6ABFObA5vLg1ImJUijQKOQIZFIcHk82BwunG4PLrcHu8tNq9VBbbOFwuoqnt+8g2pTKwbUyjMAACAASURBVIEaFbPH9WfaoAy27jvM396fh6nFwhXDB3DrtPEEaNR4vV42btvBxwsXUVvfwMjBg7j7lhswhISc9n5cLhfLly/lk08+wOPx8PTTf2bYsBHnd1F/gktJVrOysjEYDKxdu5oRI0YzbcJY5i76hhtmTmd5YAC7cvcxJC2N1bsPceXI/nxzuIlmm5uJQhgFJhurjpo6DGs6pYyBcUE0Wpx8kVtD76gArPXl2J1uhvcOZt6yPdw/ayJfLvsOQ0gw44YPZd++vdTUVHHLLbedz9v+TXApyekxvD4fe492X37hqcRF6Hj29oHklzVTY7Ki0yjomRRyURdtyU4NIzkmiKKqFtweH0u2lPBESteG454tl6Ks+rn0OFd56qxieE/7v0+esv/e9h8Q85/P3ccM9wEfC4LwDNAE3AIgCMIy4Bmj0bgHUVEdDBxtv+4LRqOx9AzjXRAyMjLIyRnAwoWfMWnSVHQ6HbddM5PdeYf463//x5vPP8lTN0/h2Q8X8/yHi3lu9jS+3l/FV7tL2FFUx41DUvHIlGwrNbP4YD2nsxcFKGXkxAaRHaVle0E1f1mSj16r5Pnp/cgvKuLVNdvplRTD87dOY2/eId74cB7ZPQXuuOYqQCw488orL6FWq7nnngfO7wL5+c2hUCgYOHAwW7du4f77H2H6xAk899rr7Nyby+ypl/HOouVs3r2Pdx6exTMfruDfS7Ywb+0eeidFERYk5hi2Wh00tlqpN1tobLVidbjOeD2VQk7vxEiuGZ7FjFG9WLf1AHP+9QGFFdWkJcTw5J3Xk5EUh8/n44edu5n35deUlFeQnBDPy//vj2T37nnacR0OB4sWreTDDz+itraG7OwcHnjgUWJj47pl3fyATCZj+vTpfPzxx9TUVDP1snF8/d1q5n31DXfPmMyr85bQOyWBeEMQizfv4dpR/fi+xMoHOypJNmjoGR6AIUCBy+OjrMnG1/trcHl8TBZCKSgqorDGxB2je/LxN9+RlZqATurmYP5RHrjtFpRKBUuWfEVQkN7fgsRPpyiqasFsEUt76zQK0uJOl+7TtUglEjISQ8hIPL0h62JDIpFw1ahk/r4gF4DN+6u5qd7Cxavq+vFzcdApxdBoNJ63jqhGo9EI/KiRntFonHLCZy/np3XGOXHHHffw0EP38OGH7/Hgg38gMCCAP913F3985Z8898Zb/OXxh3jxjpk8/9ESHnt7IX+45nKGpuTwzvoj/O27/UTpNYxOj2LsoEhkMjkuJHg8PkKC1bSaxZfjncW1LNvRiFQqYVp2AuOFcN7/dgP7CisY1y+Dh64ax6Ydu3n9g7mkJSXw9AP3IpfLxAbeb/6TwsKjPPfcSxgM3WvR9OMHYPToy9i4cT3bt29l6NDhZKSmMHfhl7zz2ssYSyr4ZNlaNBoFr942mb1F1azJPYqxop5tFjEsS6dRYQjUEh8eTHZyDPoANVqVEqVchkIuQ6WQE6RREaYPICxIS0VtAzvyjNz65ErKaxqIMoTw2C1XMaa/mK/yw87dfPr1YopKy4iNjmLOA/cycvAgpKep3mcyNfLtt4tZtmwJLS1mBCGDBx98lJycgWcsSOOn67j66quZO3cuixYt4IEHHuXmq2bw9iefMm7YECYPzeabDTu4a8Z4NpfI+HTdbi7r04OYtGh2VrSyvtCEzSUWUAgLUDA2NZRwhYsl2/djd7p5fOZA3l/wLRqVknumj+PpV1+jR3wcE0ePoLCwgG3bfuCmm25FpVJd4FXwczGw94RqpNlpYUil/ufDL6FnUiiZiSEcLm3C6/Mxf+URbpsoXOhp+fFzSfPr7XR6CZCSksrMmVfz1VcLGTZsBP37DyIjpQd/uvdOXv7v/3jmn//h2Yfu5Y0Hrufl+ct4/uMljOiTylOThlDS7GDVwUq+2FXMT4WXR+s1XDswmZEpYazbc5DH3voeqVTKw7Mu47J+GXy2ZDmfLllOVkY6zzx4L1qNWAZ63ryPWLNmJTfffBtDhgw/Tyvi57fO4MFDiYiI7PibuP/22Tz8zAu8O3c+j9x9Jz7gvUUr+X7bfm6fPoE5s0afVPAFxEbzZksbtaZmGppbaLG00dpix+pwYLU5MFvaqDOZKaupx+ZwAJCdkcz1E8cwMrsnSCRs2r6TzxcvpaS8gpioSB6793eMGTbkR9cCKC4u4quvFrJ+/fd4PB4GDRrKHXfcSnx8ml8hPI9ERkYyceIVrFy5nFmzrmPKZWPYtGMXb3/yGa89PYf65lbeX7yGmyaOpFdcOot3HYWDJWTGGrgqJRK1SoXH46HS1ML2vftparOTEWtgRr9EPli4DJvDycv33cCHCxbSYmnjhT88jFQq5f/+7110ukBmzrz6Qi+Bn4sAn8/HziPH+7/lpF3Y8MeLnatGJfOXT8RyEptyK7msXyzxEd1T5MqPHz9+xbDbueWW29mzZxevvvoX/v3vd4iKimZY/2zm3HsHr733EX946TWe/P3veOP+6/hi/W4WbdzND3mF9E9PZGJOBg9flkl5s42qJistNidSqYQQvQadTEp8iJbahkY27T/Ko9+twul2MyornTsmD8frdvHMP98k95CR8SOG8uDsG1AoFPh8Pj79dC6ffjqXyy+fzI03zr7QS+TnN4RMJuOqq67lnXfeZP/+XLKysrnxqhnMW/Q1cdHRPH7LVYwf2pd/fvwNT/93LgEaNXERYQRo1Ljcbppb26hrasbh/HEIqVQqRatWoddpCQsO4rJBfRGS4uib3oOM1FiKS2pYumoNS1atoaaunviYaJ74/d2MGjL4Rwqh1+tl587tfPPNInJz96BSqZk8eRozZ84iJib2fBTk8HMabrjhFtatW8O7777Fc8+9xOP33Mkjz7/ES//+L3/90xN8pFIyf+UmstOSePbKYeyraGZvcQ3zNh3sGCNApaBvYgSjMuMoKi7mtY+/JCw4kFd+fyPLV69i5779/H72TaQkJbB+/Vr27t3Fvfc+gE7nfxn18/MUVrXQYBZ7GGtVcnr18PczPRdSYvVkp4aRW9CAzwdfbyzioauzLvS0/Pi5ZPErht2MWq3mmWf+zMMP38tTTz3B3/72BgZDGCMH9idUr+evb7/PIy++yrVXXM7VV0xk8uA+LPkhlzW7D7PTWAJAQkQo0QY9gVo1EomEilIPpTWNlNWa8Hi9aFVKLsvJZOrQLKJDg1iyZh2fLVmOzwcP3XYTE0cNF0v5ezy8++5/WLr0G8aPn8hDDz3m93j4Oe9MmjSFL774jPfff5vXX/8vN8ycTmV1DZ8s+oo2q5UnHryDXkmJbD9gZN/RYqobTFhsNhRyOfFRYfTPTCXSEExkaAhhwUHoAwPQadWoFIqT5Nnn89HY1Mz+vIPM/fxzNm7dicPpJDMtlTuuv5ahA/v/qOGzxWLh++9XsXTpN1RWlmMwhHH77b9j8uSpBAZeHH3ALmXCwsK56abbeP/9t1m3bg3jxk3g2Ucf5MlX/sHTf/sHLz7+CL1T4vl4+QaefedTBmSmcEWvNGJGZyCTykVvc2sr+wpKeXP+V1hsdsbk9OKJ2VN4/Z2PWb1pC9dMmcTU8WOpr6/jrbfeID09g6lTZ17oW/dzkbDtYE3H5wEZ4Sjkv/6m8r92rhyVTG6B2BMyt6CBwkozKbH6CzwrP34uTfyK4XkgJiaWP//5FZ566gnmzHmUF198lejoGHqlp/LWn5/mnfmf8+mS5azYuIWrJ1/ONaOGcvOEIRwpqyGvuJIj5TXUNrVQVFWP1+cjSKfBEBjAQCGJ3j1iyUqOw+F0sGrTD3y9Yg2NzWYGZ/fhnhuvJSpczB00m828+upL7N27i1mzruOOO+4+bR6VHz/djUql4q677uPVV1/kq68Wcs01N/Do3XeiC9Dy1fIVHMw3cu20aQzPyWZkTu/TjuHz+WhuaaG2voH8miqaW1potVhoabXQ3NJCfaOJ8qoqzC2iVy9YH8RlI4czaexoUnsk/Wi8o0eNLFu2hHXr1uB0OhGETObMeZoRI0Yjl/sfk78mZs6cxdatm/nPf14nJSWNjJRkXnziEZ7/57956LkXefiOW/ngqfv4ZsNOVu/Yz67DhT8aQ6WQM7hXGleNGYROKWPOS3/nwOF8bpw5jZuunI7T6eSvf/0zHo+bOXOePm2IsR8/p+L2eE8KIx3cM+oCzubSIT5Cx+CekWw/VAvAVxuLeOKGfhd4Vn78XJr433jOE5mZvXjppb/x3HNP8uij9/Pkk8+RlZXN/2fvvgOqKt8Ajn/vZe+9h+yLDBEFEQeouFealmZDy7RhQ0vTn5apDcsytWXTdpaWuReCCqIouEW5skH23nKBe39/aKSpLUG48n7+Ce895znPeXt4Oe8Z7zExMmT+k9MZNSiMbzdt47P1G/l201aCu/kR3M2XMF8P7h8QdMPLaQsLK8krLOLcxVTe3rObxLNJKBob8ZN58uKMaXT38W5Z/uTJ46xatYKKinJmz57HsGEj26MJBKFFePhA4uJi+PrrL+ja1Rc/v248NfVh/Lxl/LBpM6+teh9zU1O8Pd2xsjBHU0OTyw0NlFVUUFhUTH5RMfWXL98QV0dHG1NjYyzNzQkJ7I5bF2e8PT3oHeR73XsIAWpra4iOjmTPnl2kpaWgo6PDoEFDGDXqHjw8PO9UUwj/koaGBgsWvMJzzz3B4sULWLnyA3y9PFmz9GXe/OAT3vhgLT38fJkwchhThj5FfmkF2YUl1F1uQFtTE2tzE9zsrSkrr2DL3n1sjzqAro42C2Y9QVhIMM3Nzbz77ptcuJDEwoVLsLd3aO9dFtTEhaxyquuu3OZuaqiNzKntZyPtLMb1cyUhuQilUsWFrHLOZ5bh4yJu0xWE1iYGhneQj48fq1Z9xNKli1iw4AUmTpzMlCkPo6urh5+XJysWvMDF9Ez2xB4m/sRpYhOuPHCtp6uLlblZy8QxlxsayC8qoUFxZTpsCzNThof3JaJvbzxdurRsr6Kigq+++oy9e3fh6OjEu+9+gJeXmNFLaH8SiYTZs+eSkZHOkiULeeutVXh4eNI/pBdjhoWxZddBjiQeJzUzi5Nnk2hqbkJXRwdzU1OsLS3x6+qNvY01NlaWWJqbY2JsjLGhAdra2jfd3u9XfJqbmzl37gxRUXuJiTlAQ8Nl3N09eeqp5xg0aIh4jkxNWFpasXTpcubPf4EFC17gtdfext7OntVLFrE1Mopfduxm0Yr3sLWyJMCnK072thjo61PX2Ij8wlk+vZhKclo6UqmUQX17M3vGQ0jRprGxkffee4vY2INMn/4k/fuHt/euCmrk2ttIQ3xsxGykrcjGXJ/Bwc7sPXrlzWSbYtLp2sVMPA4jCK1MDAzvMEdHJ95//1M+/fRDNm5cz4EDUTz66AzCwwchlUrxcnPBy82FWQ9PJis3j4sZWWTkXKKkvILLlxtQAfY2lnT36YqLgz3eHq442dle1znW1taybdtvbNiwHoWigYkTJ/HQQ4+KqdaFDsXAwJA33ljBvHnPs2DBHBYsWExQUC+0tLQIDw0hPDSkVbZTX19PXNwZIiOjiYuLoby8HD09PQYOjGDEiDHiZIma8vSU8dprb7FkySLmzJnF//63mICAQO4dMYwxgwcRcyyR2KMJxCUep6b2j6vFWlqauDk78/CEcQzp3wdLc3OsrIxITs5g+fJlJCWd5dFHZzJx4qR23DtB3dTUN5Io/+M1Fb3FbaStbtIQL6ITs2lqVpGeV8Wp1BICxayvgtCqxMCwHejp6TF79jwGDx7GJ598yIoVb/DDD98yZsw9DBo0FCMjI6RSKa5Ojrg63fjS7FvNiJiZmcHu3TuIitpDTU0NvXv34dFHZ+Ls3OWGZQWhI7CxseWdd9awbNnLLF684OqkSLPQ1PznV+5qa2spKSmirKyM8vIyKisrKC0tpaiogOzsLHJyslEqlejo6BAc3JuwsAEEB/dGV1e3DfdMuBN8ff1ZtepDli17hYUL5zJmzHgeemgahoaGRPQNJaJvKCqVipq6OurqL6OtpYmxkdF1kw41NzezefNmVq9eQ2OjgvnzX2bAgIh23CtBHcWeyaOx6cq7MrvYGOFsI+4+aG3WZvoMCHRgX+IlADbsT8PP1UJM8CMIrUgMDNuRn1833n//E2JjD/Dbbxv55JMP+fLLT+nZM5iePXvh4+OLk1MXtLS0brp+dXUVqakpJCWdJT7+MGlpKWhqahIa2pcJEyYjk3nfdD1B6EhsbGxZufIDvv/+G7Zv38z+/fvo3bsvPXoE4eTUBSMjI+DKM4ElJcXk5+eRk5PNpUvZ5ObmUlNz40kSLS0trKyscXR0pm/fMPr06YWjo4e4an4XcnR0Zs2aT/jii0/YunUTUVF7GTt2PIMHD8POzh6JRIKRgQFGBgbXrVddXU1cXAy//baR7OwsfH39mT17Ho6OTu20J4K6UipV7D+R2/LvQT0cxC2ObWR0qAtxZ/Opb2imsKyOvQnZjAp1ae+0BOGu0WEGhjKZTA/4CugJNALz5HL5jpssFw7sBOSABLgsl8tD72SurUkqlRIePojw8EGkpaWyb98eDh+OJT7+cMv35uYWGBsbo69vgFKppKGhnsLCopYDYolEQteuPsycOYuBAwdjaioeeBfUi66uHo8//iRjxoxj9+4t7N0byaFDB2+5vIWFJY6OToSFDcTW1hYrK2vMzS0wNzfH1NQcAwODGyZsEu8dvHvp6enx7LNzGDlyDN9+u47167/jxx+/xdraBn//btjZOaCvr49CoaCoqIjU1Iukpl5EqVTi4uLG8uXLCQgIEQfzwn9yNr205d2FBrqahPjYtHNGdy9jA23G9XNjfVQKANsOZxLqa4u5sbgDRBBaQ4cZGAJzgUq5XO4pk8k8gFiZTOYul8vrbrJsklwu73WH82tz7u4euLt7MHPm0+Tn55GSIic7O4uiokJqa2uora1FQ0MDa2tLvL19sbNzwMXFBZnMR0yaIdwVbGxsmTt3Lo88MpO8vFzy8/Oora0BQF/fAEtLS2xt7dHT02vnTIWOyN3dg6VL36SwsIDDhw9x/vw5Tp48QVRUZMsyhoaGuLi4MWnSg4SE9MHLS4a1tbE4cSD8Z1HHL7X83L+bPdpa4vUmbWlQTwdiz+RxqbgWRaOSHyIv8sy9/uLEjiC0go40MJwEPAIgl8tTZTJZAjAC+PUmy97Vv/0SiQR7e4dbTpMurn4IdzuJRIKDgyMODjc+YysIf8fGxpbx4ycyfvxEABQKBQ0NDWhpaYlnS4VWlZFfxbmMMuDKgcmAHuL1Jm1NQyrlwSFevP3jSQBOppRwJKmAPn527ZyZIKi/jjQwdAayrvl3DnCrhz28ZDLZCaABWCuXy7+9VVCZTGYKXHdv5Ysvvug4c+bM20xX6IxuVk9XVcjl8orWjCvqVLgdolb/oK2tfctXmQjtS93rdOuhjJafg7ytsTYVdzPcCTJnMwYEOnDg5JVnO3+ITMHb2axNbylV91oVOofbrVOJSqVq/axuQiaTHefGgZ4EUAG2QAXgKpfLS68u/xGQIpfLV/8pjiEgkcvl1TKZzAXYB8yUy+XRt9juEuDVaz9zcHAgOvqmiwvCX5LJZEv5Uz1dtVQuly+5jbhL/hxX1KlwO0StCupAnev0TGoxi9ZemQ9AIoEPXhxIFzvjVosv/LX6hiaeW7mfgtIrTxz5uVvw2hN90NRom1lK1blWhc7jduv0jl0xlMvlPf/qe5lMlgV0AUqvfuQM3PBbIZfLa675OVMmk20G+t5s2atWA19f+8HkyZMdgdjS0hqUyrYZGLfl7Z5tfSupOse/A7fZ3lBPV/3ns4W3ittWddrabdTR47VFzI4e7yq1r9VrqXO/oc7xRZ96vd/bo6lZySe/nmn5vLePDfqakr9tq9ttz/ZcvyPmPm24N2//cAIVcC6tlA9+OsFDQ2/+btpWqGW1qtXftcbvcGv1AyJO2+fCbdZpR7qV9BfgCeAJmUzmCQQBk/+8kEwms5XL5QVXfzYHhgKLbhX06mXT2/2lFQSg7epJ1KnQ2kStCupAXet0V3wWOUVXzlNra0qZEO7eVpsS/oKXkynjwtz4LSYdgOgTuThYGjCwR+s/n66utSp0LrdbTx1pYPgO8LVMJksBmoAZcrm8Floui+bK5fLPgAkymewpQMGV/L+Wy+Xb2itpQRAEQRA6j5RLFWyNy2z597j+buJ1Ce1odGgXLhXVkJBcBMD3ey+ioSElLMC+nTMTBPXTYQaGV19Lcf8tvnv1mp8/Aj66U3kJgiAIgiAAFJTW8vFv52i+enufm70xQ4NvNU+ecCdIJBIeG9mVoop6sgqqUQFf70qmQdHM4CBH8RoLQfgX2uYJXUEQBEEQhLtIQVkdiz45TGWtArjyMvsn7/FFKhUDj/amo63Bi5O608XGqOWz9VEpfLo1ifqGpnbMTBDUixgYCoIgCIIg3IJKpeLYhUJe/yaRorIrM2BqaUp55l5/LE3E6yk6CkM9LeY90B03+z9mhj12oYiXvzjKoTP5LVd5BUG4tQ5zK6kgCIIgCEJH0djUzLn0MvYm5CDP+WMuB21NKU+P90fmbNaO2Qk3o6+rxUsPBLI+KoWDp/IAKK9uYN3OC+w6mk1vXxtCulpjZaonbjEVhJsQA0NBEARBEDq1mvpGsgqrqaxpoKCsnpzCapJzKmhQNF+3nLWZHjPH+F53VUroWLS1NJg63BtvZzPWR6VQdfXW3/zSWn6LSee3mHQsjHVwszfBzkIfSxM9DPW1MNTTQldLAyRXXrJtZqSDvq5W++6MINxhYmAoCIIgCEKnlVlQxds/nrxhEHgtqUTCgEB7ZtwbQH3N5TuYnfBfhfjY0M3dgj3HsolMzKG+4Y//v6VVDZRWFf3l+lqaUp4a50d3D8u2TlUQOozOOjDUANr8gfG2jK/Oubd1/DbO3QW4xJVXqrS1NqvT1o7Z0eO1RcyOHo+7pFavpcb9hlrHv9v71MyC6lsOCm3M9Ojpbc3AQAesTPUw1NOioa7htpK43fZsz/XVLXcDPS3uDXdnVB8XLuZWEXk0i4s5FVz+i5MAv2tsUnI+s4weXla/f+SCmvaprRGnI+Vyt8ZppVxcuI06lahUne9h3IsXLw738vLa1d55COopKioqICIi4kxbb0fUqXC7RK0K6kDUqaAuRK0K6uB26rRTDgwnTJjgpa2tLR8+fHj41KlTs1s7/meffeb4008/xU6ePLn/zJkzL6lLbHWPf6dyb25u9jh48GBaa8f/s7ao09Zuo44eTx1ybMt9Vudavdbd0G+oY3zRp17vdttDnddX59xbc311qdXftcbvcGv1AyLOncvlduq0Uw4MZTKZC5ABuMrl8kx1iq/Oubd1fHXO/U5tr7VjdvR4bRGzo8drq5jtuT3Rb7RPfHXOvS2215nXV+fcO8L67bW91ojTkXK5W+N0pFzEewwFQRAEQRAEQRA6OTEwFARBEARBEARB6OTEwFAQBEEQBEEQBKGT66wDwwpg6dX/qlt8dc69reOrc+53anutHbOjx2uLmB09XlvFbM/tiX6jfeKrc+5tsb3OvL46594R1m+v7bVGnI6Uy90ap8Pk0iknnxEEQRAEQRAEQRD+0FmvGAqCIAiCIAiCIAhXiYGhIAiCIAiCIAhCJycGhoIgCIIgCIIgCJ2cGBgKgiAIgiAIgiB0cmJgKAiCIAiCIAiC0MmJgaEgCIIgCIIgCEInp9neCbQHmUxmCswGVsvl8lZ/J01bxlfn3Ns6vjrnfqe219oxO3q8tojZ0eO1Vcz23J7oN9onvjrn3hbb68zrq3PuHWH99tpea8TpSLncrXE6Ui6d9YqhKfDq1f+qW3x1zr2t46tz7ndqe60ds6PHa4uYHT1eW8Vsz+2JfqN94qtz7m2xvc68vjrn3hHWb6/ttUacjpTL3Rqnw+TSWQeGgiAIgiAIgiAIwlViYCgIgiAIgiAIgtDJiYGhIAiCIAiCIAhCJ9cpJ5+xtbXV0NDQoLm5WaO9cxGEWxF1KqgLUauCOhB1KqgLUatCe5GoVKr2zuGOi4qK6hYREXE6O7sQPT39Vo9fXV3Ntm0bGTPmPoyMjNQmtrrHvxO5jxgxcCl3aFaytqjT1m6jjh6vLWJ29Hi/x1T3Wr2Wuvcb6hpf9KnXu932UOf11Tn31lpfnWr1d63xO9xa/YCIc2dyud067ZQDQ8AFyCgtrUGpbJv9t7Iyori4Wu1iq3v8O5C7pM2C38iFNqjT1m6jjh6vLWJ29HhXY6p9rV5LzfsNtY0v+tTr3W57qPP66px7K62vVrX6u9b4HW6tfkDEuSO53FadimcMBUEQBEEQBEEQOjkxMBQEQRAEQRAEQejkxMBQEARBEARBEAShkxMDQ0EQBEEQBEEQhE5ODAwFQRAEQRAEQRA6OTEwFARBEARBEARB6OTEwFAQBEEQBEEQBKGT02zvBARB6NyampooLy+jurqKxsZGyspMaGyUYm5ugZaWVnunJwiCIAiC0CmIgaEgCHdMWVkZFy6cIyVFTkZGBtnZmRQVFaJUKm9YViqV4uTkjJeXN35+3QgKCsHc3LwdshYEQRAEQbj7iYGhIAhtRqVSkZmZTkzMAeLj48jMzABAQ0Pj6qBPxsCBg7GyssbY2BgtLS0MDLTJySmgsLCA9PRUjh49QmTkbiQSCT16BDFq1Fh69QpFQ0OjnfdOENpWdXU1hYX5VFZW0NjYiJaWNiYmJtjY2GJkZNze6QnCTTU1NZGTk01WVga5uZcoLS2hpqYaUNLQcKWOjYyMMDMzx87Oni5dXHF27oKurm57py4InZ4YGAr/mEKhoKSkmMrKShSKBiQSCbq6epiYmGBpaSUO1IUW1dVV7Nmzk717d5GTk41UKsXfP4DHHpuJv38Abm4eaGtr33RdKysjiourW/6tUqnIyEjj0KEY9u3bw7Jlr2Bra8+kSVMYMmS4qDvhrtHc3ExiphlKjQAAIABJREFU4jHi4mI4ffokRUWFt1zWwsISX19/evXqzejRw+5gloJwo9zcSxw6dJDExGNcvJiMQqFo+c7U1AwjI2P09XVpblbS0KCgpqaaysqKlrtFpFIpLi5udO8eSO/effHx8RN9uyC0AzEwFG7p0qUcTp5M5Pz5c1y8KCc/Pw+VSnXTZTU0NHB0dMLd3RMvLxm+vt1wc3NHKhXzG3UmZWWl/PrrBnbu3Mrly5fx8fHj2Wfn0KdPGKampv8ppkQiwc3NAzc3Dx58cCqHD8eyceN61qx5ly1bNvHUU8/SrVv3Vt4TQbhzFAoFu3fv4Ndff6aoqBBDQyO6d+/B6NH3YG/vgImJGTo62jQ0KKisLCc/P5+0tBTOnj1NTMx+PvpoNQMHDmbcuIk4OTm39+4InURjYyOxsQfYtWs7586dAcDDw5NRo8bi6SnDxcUNBwfHlpOAfz7p19jYSGFhAVlZGaSlpXL+/Dm2bdvMpk0bsba2YciQ4YwYMRoLC8t22T9B6Iw61MBQJpOZA98BboACSAGekMvlpX9a7lXgaSD36kdxcrn82TuZ693qypWeLfz222aysjKBK2emZbKuDBw4GBsbW0xNzdDR0UGlUlFfX0dZWRkFBflkZWVw+vRJoqMjgStnCYODQ+jXL5zAwJ5iIpG7WENDA7/88hMbNvxIU1MT4eGDuO++B3B1dbthWZVKRXFpGUnyi6RmZJKdm0dxaSmV1dUoFI1oa2thaGCAnbU1Hq5dCPTzpaunB5qammhoaNC//wD69Qvn8OFYPv98LfPnz2H48FE88cQsdHX12mHvBeG/O3XqBGvWrKSgIA8fHz9mzpxFSEgompp//+dZqVQil19g//497N69m127tjN48DCmTZshnscV2oxSqWTfvj388MM3FBUVYm/vwGOPzWTgwMFYWlr94zhaWlo4Ojrh6OhE375hANTX1199fGAXP/74LT/99D3Dh49iypSpWFkZtdUuCYJwVYcaGAIq4G25XB4DIJPJVgBvA4/fZNlv5HL5S3cyubtZUVEhP//8I/v27UahUODt7cOTTz5Lr169sbW1QyKR/ONYxcVFnDlzisTEo8TFxRIZuRsDAwNCQ/sxYEAEQ4aEt+GeCHfayZMnWbJkKbm5lwgLG8jUqdOxt3e4bpnm5mZOJ10gLiGR42fOUlRy5VyPtpYWTg72ONrb4Wvkhba2FlpaGhQUlpBbUMiJM2f5afM2jAwNCOsdwpihg3F2sEcikdC3bxg9e/bi+++/ZtOmDSQlneWVV14TV0wEtdDc3Mw333zJxo3rcXR04vXXV9CzZ/C/iiGVSuna1ZewsN5MmfIov/zyM1u2bOLw4VhmzHiaoUNH/Ku+WxD+TmpqCmvWvENqagoymTezZj1PUFDIX94d1KxUUltbR7PqMiUlNejq6mBoYIDGTdbR09NjwIBBDBgwiLy8XDZt2sDu3TuIjt7HzJkzGDJkjLjFVBDaUIcaGMrl8nIg5pqP4oEnb7G4+GvXCurr6/n55+/59deNgIrBg4cxdepDmJra/ueYVlbWREQMJSJiKAqFglOnjnPoUAyHD8eyb98e1qyxIizsSsfv7u4pDlzUlEql4pdffuLrr7/A2tqWN998l8DAntctU1pezq6oA+w5EENpeTl6uroE+vkyYdQIfLw8cXFyvO6PfLNSiY21MSUlNQDU1ddz8lwSh44mEnkwlh37oukf0ouH77sXRztbdHV1efzxJwkK6sXbb7/OCy/M4pVXXhO3lgodWkNDA8uXL+Po0cOMHDmGGTOevmHijZKyMs4mp5Cdl0d5ZeXVyWe0MDMxwdnejq6e7tha/XF1xtTUjMcff5Lhw0fxwQfvsXr1O5w8eZzZs+eKK+nCbWtububLL7/k008/xcTElJdeWsSAARE3/P1uamri/MUUziVfJCUjg6ycXIpKS2+YeVoqkWBhboaTvT3uLl3w8fLA39sbff0/atXe3oFnnpnDvffez2effcyaNWvYty+a+fNfwcrqn1+ZFAThn5Pc6pmx9iaTySTAXmCzXC7/6E/fvcqVq4hlQD6wRC6Xx98ijilw3cNNL774ouPMmTNjS0trUCrbZv//fC99R4x96tQJVq9+h8LCAiIihjB16uNYWVnfMn6DQkFhcSmlFRVcblAglUrQ19PD0swUawvzvz2Lp1AoOHr0CLGxURw+fJjm5mbs7R0IDx9E//7huLi43fYgsS3bHaBfvyAz/lRPV1XI5fKK/xr3TtZpa7RRc3MzH3+8hp07tzF48GCeemoO+vr6Ld+XlVfw429b2Hsghmalkh7+fgwbGEZw9wB0tLWprK7lTEoG5zOyycgtJK+4jIrqGpqVSjSkUowN9XG0tqSrqxO9/GR4uzhSVV3N5t2RbNm9l6amJu4bO4rJ94xpuUW5sLCAxYsXkJ+fx8svL6VXr9BW3edrdfR4cHfU6rXUoU/9J/EVCgWLFy/gzJlTPP30c4wePa5luaamJqIPx7Mz+gAX0zOBK1cFTY2N0NbWprGxkfLKqpaDbGcHeyL6hfLghJEoLv/R7s3NzWzcuJ5vv12Hq6sbr732NubmFrede1tQtzq93fZQx/Vra2t5663XSEw8Snj4IGbNmo2R0fW3daZnZbNjXzQx8UepratHIpHgaGeHWxcnbK2tMDE2xtrShJqaBi43NFBZXU1BUTFZl3LJvpRLU3Mzmpqa9PD3ZdiAcHoFBlx3TKFSqUhIiOWtt95CW1uHRYuW4O8f0Ob7fi11q9XftcbvcGv1AyJO2+dyu3XakQeGHwF2crn83pt8Zw2UyuXyZplMNhj4AfC+esXxz8suAV699jMHBweio6PbJnE1oFQq+eyzz/jyyy9xcnJi8eLFdO9+4xWWpqYmEk6fJ+bYCY6fvUDWpbxbdlCamhp4ujjTrasnoT0DCA7wQfsvnimsqKhg//797N27l+PHj6NUKrG1tSU0NJTQ0FB69eqFoaFhq+1za5HJZEv5Uz1dtVQuly+5jbhL/hy3o9apSqVi2bJlbNu2jWnTpjFr1qyWAX1TUxPf/7KVdT/+SmNTE2OHDeLh++7B0d6W0opqdh1KJCr+NElp2QDo6mjj6WyPs50VlqZG6Ghr0djUTElFFek5BSRnXKJZqcTB2oKJQ/syYXAfauvqWP3pN+yOjkHm4cobC1+gi6M9cKWunn32WVJSUli1ahWhoaG33I+7najVjkepVLJw4UL27dvHkiVLGD16dMt3sUePs/KTb8gtKMTdxYlREWH0CuyGm7MjWlp/3NzT1NRERk4ux8+cJ/pQPCfPJaOvp8vke0YwbdI49K658hgXF8eCBQuwsLDgs88+w9ra+o7u7z8h6rRjKysr45lnniEtLY158+YxYcKE607gJslTWfvVjxw9cRpdHR0G9e/NwL4hBHX3w9DA4B9to0Gh4Ox5ObFHjxN5II7i0jIc7GyYOmk8Y4cNum6AmJmZydy5c8nLy2P58uWEh9+5R1NErQrq4HbrtEMODGUy2TuAPzBaLpc3/YPlE4E5crk89ibfibPb11AoFKxY8QZxcTEMGTKcp59+7obbjHT0pHz983Z27o+htKISXR0dfL3ckbm64GBrg6W5GXo6OiiVSmrr6ykuLSenoICUjCyS0zJQNDZioKdH/149Gdo/FJmb63V/SP6cf0VFOUeOxJGQcJRTp45TX1/f8uxMz57B9OzZC09Pr390NVGc3f57t9tGX331ORs2/MiUKY/w8MOPtsTLLSjg7Q8/ITUjk9CgHjw+ZTJ2NtZk5BbwS1QcsSfO0axU4ulsT29/bwK93TEyNCK9sJy80kpKq+toaGzGxEgXXQ1NnK1McbMx5XxaJnuOnCApLQsLEyMeHTuUAUH+xB8/yZrP11052H7+Gbr7+QBQU1PD/PlzyM3NYfny9+ja1afDX+ETVwz/XkftU/9N/A0bfuSrrz5n+vQnmDhxMgAKRSOf/rCeXftjcHaw57FJEwkO8EcikdDcrCSnqISi8ioaGpvQ0dLE2swYR2sLNK8eLGdk57B5714iY45gZWHOCzMeI8DHu2XbycnnWbhwHpaWlrz77vsYG5v8p9zbirrVqTpe8fuv61dUVLBgwRzy8/NYvPg1hg+PaFm3tq6OL3/8md37D2JsZMSEUcMZMWgAhgYGqFQqcotKSUrLIu1SPrnFpZRX1aBobKSpWYmejjZmxobYWprjam+Dj6szrg42SKVSmpubOXL8BL9s38XFtHRcnZ147vFHkbm7teReVVXJ4sULSE1N4dVX3yA4OKTV9/1m1K1Wf9eRrmaJOG2fy113xVAmk70JhACj5HL55VssYy+Xy/Ou/twdiAR85XJ50T/cjAuQ0dkOYhQKBcuWvczx4wnMmPEU48ffd91gq7Gpic17o9mwYze1dfX09PNhxID+BHXz/curf9dto7GR0+flHDyWSFziSRoUCjy6ODF+2GDCevVEQ0PjL/NvbGwkOfk8x48ncOJEAqmpKahUKqysrBk0aDAjRozBxubWzz/egQO8O/lApAttUKe300axsQd5880ljBw5hmeemYNEIsHKyohtu2N45+NP0dTU4NnHptEvJJiS8krWbY3k4PGz6OloMyy0J8P69KC2EWLOpXPsYg6FFTUtsQ11tdHV1qRJqaSy5jIqrjxI7O9iy8jgrphow7rNe7mYnUuQjycvPDiey5frWPLuGnILClj0/CxCegQCUF5exosvPkt9fT2rV3+Mn59nhx7ItUXd3g21eq2O2Kf+m/hxcYnMmfM0/fqFs2DBK0gkEurqL7Ns9YecuZDMfaOG8/CEcWhoaJCYnM7eo6c5Ls+gQdF4QzxtTU0CPLsQEeRHqL8XdramHDh0gtVffk1eYRGPTBzP/aP/mHjm7NnTLFo0Dx8fP15/fcU/mvH02txFn/oHdRrY3c76ly9fZsGCF8jISGPp0uV0796jZd2UjEzeXPMhxSWljBsxjCnj70FfX4/yqhp2H04kOuE0ecVlAOjr6uBobYmFqRFmJoY0NDRS36CgrLKG3KISquvqATA1MqRfdx9G9A3Cxd4GlUpF3LFEPvt+PWXl5Uy5dxzPzphCaWktALW1Ncyf/wKXLuWwcuUHuLt73Im2U6ta/V1HGrSIOHckl9uq0w41MJTJZD7AWeAi8PugMF0ul0+QyWQ7gFfkcvkJmUz2NdADUAINwGK5XL7nX2zKhU52EKNUKnnjjSUcPhzL7NnzGDZs5HXfp2df4t3PvybzUi79ewUyefRIXJ0cW74vqazhXEYumQUlFFfUUNfQgFQqxUhPF2tTI1ztLfFzccBI/4/bmOrqL7M//hhbI/eTk1+ArZUl948axgPjhlBeXv+P8q6oqCAhIZ7Y2AMcP54AQHj4IKZNexxra5tWaZt/Q13/MFzrv7ZRYWEBTz01nS5dXFixYnXLs31Hjh/jjVVr8XB1YdHsZ7A0N2f34eN8uXkPzUol4waEMia8N4mpeWyOTyK7uAItDQ16eNjTzdUOEyNjFCopFXWNXG5sxsxED02lEh1pM3lFpew/k0ZhRQ0u1mbMHBFCZlYW67ZEYmygz5InH8TK1IiX33qXjKxslr30YsuVw5ycbObMeRpraxu+++5bqqtvPMC+0214p+Jdjan2tXqtjtan/hvm5vo88MAUKisr+eSTrzA0NEShaOTld1ZxPiWVF2c+xsA+vZFn57F2015ScgowMzKgj78MH1dHbC1M0dXW4rKikYLScpKz8ohPSqG4vAobcxOeum8IQZ7uNCgUrPnyGw7GH2NUxECefmRKy+Bw3749rFz5FhMnTmb69Cf+ce6iT72eugzsbmd9lUrFihWvc/DgfhYtWtLyKgkrKyO27DrAig8/wcTYiAXPPk1XTw+qa+tYv/sgO+MSaWxqIsDLlb4BPnSXuWFvZYFSpaKq7jI6+tqUltWgr6ONqYEuUomEkooqzqZmEn82mWPnLtLY1ESwrxcPjxqEu6MdtXV1fPz1d+yPO8LAfiHMfvzxlr89ZWWlPP/8U2hoaPDRR59jYPDXj5+IgWH7xhBx7lgud8/A8A5yoZMdxPx++9/MmbMYP37idd/tjTnMh9+tx8hAn+emPcjoIX0pLq6mobGJ/SeT2ZuYhDynEABNDSmWJoYY6OqgVKqoqqunrLoWlQokEvDpYs+A7jIGdJehr3PlpbZKpZL4U2fYsH03FzOysLexYvLoEQzsE3LT6apvpbi4mM2bf2H79s1IJBIef/xJRo265y9vU21t6vqH4Vr/pY1UKhULF85FLr/A2rXrWq7aHjgczzsff0oPf18WPf8sSCS898NvxJ06T4CXG89MGk1GcTXrIhMorKjBzdacET29MTQ2IT6jlOOZpdQq/rhbXCqRoLymT7I01GGQty0W2kp+PXSKwooaxob4EO7tyJvrfqLucgNLnniQLraWzFv2JiVlZaxc8grODleeOUxMPMbixQsYPnw4zz47r9VmwBUDwxu40Mn61H8jNjaSN998k4ULX6V//wFXDrzXfs7B+GPMf3omYSHBbDpwjK93HMDUyIBHRoQxoIcvdYomzl8qIb+8hsuNTehqaWJvZoi3gwVGetokXkhjfWQcKTkF9PBy5cUpozEx1Gfdz7/w6849jBk8iCcffqCl7t9/fyW7d+/grbfe+8cz94o+9XrqMLC73fV37tzKBx+s4pFHpvPAAw+1fJ545iRLVryPh5srS+fOxsTYmLhT5/nw523U1NUTEdKd+wb3w8bCnFPpeSSk5HA+u4ickgqamq+flVRDKsHBwgSZgxU9PBwI8nSksbGRnYcS2HIgnpq6esaEhTBt7GC0NDXZvHsvn3+/np7d/HhlznNoa185vrhwIYm5c59jwIAI5s1beNv7/jfrq1Wt/q6DDVpEnLbP5bbqtEO9rkJoG4mJx9iw4UdGjBjNuHETWj5XqVSs37qT7zdvJ9C3Ky898RgmRoYolSr2JJzj+8ijlFXX4mJrwdRhfejp5YyLjSUaGtcP5i4rGknLK+ZkSjZx51L5aPN+1u06xMiQbkzoH4iJoT59enQnNDCAhDPn+GnbTt778ls27tzLg+NG0y8o8C/fgfQ7KysrZsx4irFjx/Phh6v46KM1XLwo5/nn54r3GrWxQ4cOcurUCWbNmt0yKJSnpfPep18Q6O/Dy3Oeo75BweK135ORW8Bj9wxhUK8efLTjCPHybFxszFg0KYL8OhU/n7pEaW0uxrpa9HazxMXKGImGJpeboUmpwsRQh8bLCpqbGzmXXcbGxCx0tTS4r28QpUUFbD16nrT8UpY+9QjLv/yJJZ/+wNvPP8aSuXOYs3gZy9//iFXLFqOro0NQUC8efvhRvv12HU5ObjecFBGEtqZQKPjiiy/w8fGlX78rE2XsO3SYg/HHeGTiOMJCgvliazSbYxLoF+DN8/ePIK2oijd+O8zxtAJudkgoAfy7WHNPkCcrn32E2HMXWPPjLp5f9TVLZ9zPY5MmolKp2LRrL/a21twzdDAAM2c+zcmTJ3j//fdYu/bLlisvgvC7wsICPv98LYGBQUyaNKXl88TTZ1j67gf4dfVmyYuz0dLW4ovfdvPb/iN4Otvz5jNTsbE0Z9vRC2w7to+K2np0tDTxcbIm0N0HG1ND7KxMqK6+TG2DguLKWjKLyjmSnEXkqRT0tDUZ2M2DiX17Mrp/L77ZHsWWg/GcSclg0eOTGT9iGDZWpry+ai2rP1/HvKefQCKR0LWrL5MmPcj69d8xZMhwunfv0Y6tJwjqT2PJkiXtnUN7MAVm19craKsLpgYGOtTVKdo9dk1NDQsXzsXW1o5XXll23bMl67ft4vvN2xnctzf/e+px9HR1Ka6oZvG6LWw+dIoutha8eP9QHh3eFz9XB3S0tbmQX8nxzBJOZpdyIa+CvIo6lICnvQWBHk6M6u1PTy8Xauob2JOQxI6jZ5FKpHg52aAhleJga8OD9w7HytySM8kX2bk/hviTZzA1McbR1uYfXdExNDRseX/S5s2/kpOTRd++YUgkkjZtdwADA52lbRb8Rm1Sp/+2jRobG1m69GWsra157rkXkUql1NXXs/DNFejp6rD2naXU1Dbwvw++Jq+4jEXTJ+HaxZmF3+wms7CcqRE9Ce3mzWeHMjmcVoynjRETg1yxtzLjXLGCxLxakgrrkBfXkVVez+lLVSQV1XGh+DL6+nqM6eaIsqmZ3Ul56BkYMiHYg73H5STlFPPSAyOIO5XE/oQzjBnQm64e7vy2aw/1lxsICugGgK+vP/n5Ofz22y/4+vpja2t3x9vwTse7GlPta/VaHaVP/bf27NnJ/v37mDNnPnZ29pRXVvLqyvfx9nDjucem8nPUETZEHWFs/57MHDeUtZEn+SL6NPWKJsYGezI13J/pgwJ4JNyfe4I9CfGwx8JIn7NZRew6lc65nBIeGhpMqLc7B06cZ8/R0wR39WBASBAZOZfYGhlNT39fLM3N0NTUwt7ega1bN2FkZETXrr7t2jZX46tVnd5ue3T09VeuXE5BQT6vv/52yysp8ouKWLT8HVycHVk27wW0tbV459tf2XPkBGPCQljw6P2cv1TKkh/2cexiDr5dbHh8aC+eHtUHFwdbGtCmsE7FpepGLlUoaFBpYm1mSl8fFx4b3IMe7g40NSuJOp3KtqMXkEglPDysHz5uzkQePcW+oyfp2dWDQf2CUDQ0s2V3JDra2vjKvADw9vbhwIEoTp8+wYgRo295orkV2k6tavV3rfE73Fr9gIhzR3K5rToVA8O7/CDmiy8+4ezZ0yxbthwrqz+mKt9/5Bif/PAzEX1CmDP9ETQ0NEjOzmfhF5soLKtm1riBPDk2HGszY46mF/PpgQusPZBM1IU8EjNLOHOpjNM5ZRxNLyYyKZfNJzJJL65GX1sTf2cr+vl70t/fk7zSSnbEn+FIUjqeDjZYmBhiYKCDpakFIweG4WBjzcmkC+zYH0P8idMYGRrgaGeL9G8GiBKJhG7duqOrq8vmzb+iUqkICAgUBzH/wL9to717dxEdHcmLLy7A0dEJgC/Xb+Dk2SSWzJ2Dh6sT895bR0ZuIUuffBAtXUMWf78XHW1NXnlgMIl59Xwfn4GdiR6Ph3lRpdRil7yc9NJ6vKwNGOBuTg9HI7ytDXC31KeXuzn+NgbIrAzIq2rgcFYVBvp6jPCx4UByAdmVCh4b6EfkSTkZRRU8P3EwOw8lkJaTzwMjI6iqqWFHZBRB3QOwMDNDIpEwePAAoqP3s3v3DkJC+mBqerMJu9quDe90vKsx1b5Wr9VR+tR/Q6VSsXr1CqytrZg2bQYSiYTPfviZ1IxMls2dTWpeMR9s3MXAnr48ODyc//14kLPZRUzq05WX7gkFbT0OZdew9Xwx25KKOJJVSXkD+DtbMz3cB0tjPQ4kZbM5Xk6guwMTwnqyP/EcB06cZ0APX/oH9yA67giJZ84xLKw/GhoaODg4kpR0lsOHYxk16p6/nYhG9KnX6+gDu9tZ/9y5M3z11ec89NA0QkL6AFfeifnqO6uorqnhs5XL0NbSZc36LRxIPMtj9wxhyoiBrN0ZzzdRx3GyMmXRpEH09fPgYGoZH+5PZuvpSyRmlZJeXE1JzWXyK+o5n1/B0YwS9l3IZ/vpSyhUUkb39GJSPz/Ka+vZnpDMMXkOI3v7M6RXN/YnnGXfsVMM6tWNbt5dyb6Uy859++kV2B1zU1M0NTUxMzNj+/YtODg44urq3lZtp1a1+rsONmgRcdo+FzEw/A86xUFMYWEBK1cuZ/jw0YwY8cf7si7lF7Bk9Uf4eLjzv1kz0NTQ4EJWPq+s24yxvi5r5z1MVyc7UgqreGP7KTafzEKpUjHc34kpIe5M6+fFI6Ge3BfswhAfB/wdzTDQ0eJ4Zgm7z13iWHox9qb6eNlbMCBAhoeDFYeT0th6+DQaGhKCurpQX69AKpHg6uTIqEFh2FtbXb2CGEvssePo6Gjj7GD3t88gdu3qS1FRIVu2bKJ79x64ujqLg5i/8W9qU6lU8s47b2BjY8tjj125dSevoJCVn3zOyIiBjBo8iO92RLH3yEleeOheLC0teeX7vVibGvK/SYP5OCad0zllTA52wcvJih9OFVNc08gImQV9XE0prG0kqaiW9LLL5FUpqLjcRHpJHaml9eRUNuBqrkc/F1POFNSQXFzPA0HOJGYUk1Zax8N9ZexIuIC2tjaDunux5eBRrMxMGBsRRuTBWNKzchgc1g8AMzMjfH0D2bdvN9HRkQQF9bqtwaEYGN6gU/Sp/1Zq6kXWr/+OmTNn4uLiQUFxMau/+JpRgwcSGtSTxZ/9jJWpCS9MGcMrGw5RVFnLq/f1x8bKkuXRGWxNKiav8jLm+tpYGGihaFZxMreKqJQyYtMrCPWw4cE+XpzNKWbzsYt0d7VjRIgf2w+f4GJOPsNCAnGyt2PL3n0Y6Ovj43ll5kYbG1u2bduMtbUNnp6ydmmba+KrVZ125IHd7a6/atUKGhoamD//5ZYTBtsjo9hzIIYXnnickJ7d+GlXDBsjD/HA8HDGD+rL8g3RxCRlMLGvP7PG9GVXUiHvRV4graianl0suD+4C9P7ezK1jxsPhssY4GHNA71cGO7ngI+9KZoaEo6kFbP9TC6F1Q08OrAb3V1tiT6dxr6TKQwI8GRwcDf2HjlO3KnzDAoOICjAn8iDsSTJUxga3h+JRIKzcxfi4mKQy5MZMWL0Te8+EgPD9o0h4tyxXG6rTv/5zB+C2tm4cT0SiZTJk/94eFypVLLqy+/Q1tLmpSceQ0tTk9ySCl79egtmRga8PXMirvaWbD2VxdwNxyitbWDOUD8+n9aPaX09CXAyRyKVklvdQEldEyb6OvTxsOGpgV35anoYzw/2paahkUWbjrM68hz1iiZCurrx4fNTCPV145s9R5j74QbqGv4ofg0NDSL69mbtG4tZ8NTjaGtpsXrdd8xY8CpRcfEolcqb7R5w5crgbG5HAAAgAElEQVTh008/h42NLR988B7Nzc1t2qadzbFj8Vy6lMOECZNa/tD+tHkrWpqaPDB+LGmX8vl2azRDegcS6OPJ0vX7MNbXZcF9g3h3bzKXymt5abgfOfUSNpwuItDBiOkhDqSU1bP7YhmaUgmjvS15oLsNo30s6edqyr2BdkzqbsMwLwtK6ho5kFHBYC9zbI112HC2mAdCPSmubiA2q4bRwd5sO3YBezsHfN2c+XrrPiRSDe4bO5oz5y9w9kJyy77Y2Njy5psrUalUvPjiM+zdu0vUi9CmDh7cj6amFkOGDAFg694opBIJE0cOZ0PUEUoqq5k1YSifRp0mt6yaVyb0I7VSxcu7UmlWqpg3wIXvH+zGW6O8+F+EG8tHevLDg91YMMgVHS0pb0al89OZYt6fOQxXa1OWbz6MRFOHmfdEcDoli13xJwkO8Cc4wJ+ftm6ntq4OAD+/bri5ebBjx5b2bB6hA0lLS+XUqRPce+/96OpemV28uqaG737ZRA9/P8J6h3AxK5cvfttDb39vpgwfwHubY0lMucSsUaEMDfLhpV9OsOVUDhHetnwxtQ8P9vEgrxZWH8rhsQ3nGbf2GDM2nmfaz+d5NyablPJGRgR0Yd20PjzU25WT2WU888NRVJp6vPPYKDQ1pCz6djfaOrrMmzqRtJwCvtm2DyNDQ6ZNug95WjpxCYkASKVSRo8eR1paChcvytuzKQVBrYmB4V2qurqKffv2MHBgBFZWVi2fHzyayIW0dKZPuhcLM1MaGptY/sNONKRS3pg+DnNjAz7Zl8RnB+X0crXk44f7ENHVnoJqBV8l5PL8FjnPb5GzeE8aC3el8uSmC8zfmcIvZwqpVTQzxNeBtQ/35f5gV6LO5/HCz0fJr6jDSE+XBQ+M4Kmx4Rw5l8bctRspqrh+9iUNqZSwXj35YOlCls6ZhbGRISu/+IbZy94iLTvnlvuqq6vH9OlPkp2dxZ49/+atJcLf2bt3F2ZmZi2TZpRXVnLgcDxDB/TH3NSULzfvxchAn+n3DOWDbXHU1CtYNGkQa2PTKKi6zIKR/uxKreJsfg3TguywNtLmt6RijHQ0ebiHHV7WBpwuquFgViUJudXIS+uJTSslNquS8yW19HExIcTJmPjsKrxtDHA01WXLhTImh7hx5lI5ltZ22Jga8unuo0y7ZwhVtXVsjz3GiEEDMDU2ZsPW7dftj4uLK++99yEuLm6sWrWCRx6ZxMqVb7F9+2ZycrLboYWFu1lCQjzdugVgbGxMY1MT0XHx9O4ZiI6uHtsOHSese1fKFXBYnsvDYX5kVKv4JjGPMDczVo/zxlhPi0+P5vLi9os8u0XOvJ0pfHo0Fz1tDd4bK+O+ABsiL5by5p5UXp3YD0NdbVZsjSe8hy/+7s58vyuW2vrLPHTvPdTW1bPnYCxw5YTa0KEjSE9PIysrs30bSegQ9uzZiZaW1nWvstqyJ5LaunqmT5kEwIp1v2Kor8fsKffw25Ek4s5n8uiQIHzdnJj/y3Eq6xt5fXwg9/VyY11CPi9tT2Fncgl6mhoM8bRgZv8uPNjDlpHeFhjraBKVUsare9J450A2gS7WfDglBAczfd7YcYbzhbW8OXU4zUoVyzdE4+/pwsQhfdkec4z03AIG9e+Lva0NG7fu4PfZ9QcOjEBbW5uoqL3t0oaCcDcQA8O71MGD+2loaGDs2HtbPlMqlfy0bReuTg4M7tsbgI0HEskoKOHF+4dibWbMrrM5fHUgmaG+DvxvVHe0NTX4+VQBC3enEpdZgczagId72PFsXydm9XFior815nqabLtQzNztF9maVISGVMojfTx5/d6eVNQpmP9LArnltUgkEkaHBrBm9gOUVFbz0icbySupuCF3iURCcDc/Vr8yn3kzH6Wssoo5r61g36Ejt9zfvn3706WLCz/99FPrN2YnVVdXR0LCUQYMiGiZ9XV/3BGampsZPSSC5IwcTl9M59Hxg7mQW8pReQ4PDwrkWE4V53IrmDVQRlR6FVll9TzT14nUssucyqthiKcZoS4m7M8sJ62sHn8bQ+7zseKBbjaMllkws58LE3ws8bYy4HRhLXVKFYM9zThbUEtPJ2O0NSScLmqgp7MFGxKzmBQWSHZxBSW1TQTK3NkecwxNDQ1GD43g+JlzFBYXX7dftrZ2rFixmoULl9C1qw+Jicf46KM1zJw5lQULXiAtLbU9mlu4y5SUFJOdnUWPHsEAnD6fTFVNDRF9Q4lOPEt9g4J7B4TwzcFzuFiZ0NXFka8ScunrYsoToU58nZjH58dyKapREORozEhvS3o6GFNUo+DLhDzWxl9irK81M3o7EpNSyrbkUl4Y3YtLpdVsPpbC9DGDqKqrZ3f8aTxdXfCVebJrf0zLQXT//gOQSCTExcW0YysJHUFzczMHD0YTGtq3ZcKZxqYmduyLJqRHd1ydnUhIusiZi5lMHR1BdUMT3+0/QZ+uXYjoLmPp1tNIJBJWTOyBQqXB/3amklxcy/0BNnw03ptXhrhxX4AN/T0sCHYy4V5/G/4X4craiV15NNiekrpGlkamE59TzZvjA+nuZM5H+5Mpqm3mhXH9SSsoY+Ohszx5/wj09XT5cdcBNKRSxo8YRmpmFinpGQAYGBjSq1cocXF/1LkgCP+OGBjepQ4dOoiTUxfc3T1aPjuZlExOfgETRwxFKpVSWlXDrzHHCQ/wIkjmQmZJNZ8eTCbU04ZZg3xoUqp490AmO5JLCHM1Y9VYGbP6ODHE60rnHuJswlhfa+YPdGXFSE8C7Iz45WwRb+3PoL6xmQAnC96aGEyzUsmiTYmU1zYA0MvHleUz7qWhqYmXPvuFwvKqm+6DVCplYGgvPlr2Mn5e7rz35bdsiYy+5bIjRozm/PnzZGZmtH6DdkLHjsXT1NRIaGi/ls/ijiXi4dIFJ3t7tsceQ19Xh3sGhvBd9AnszY0J9nZjQ0ImYV421Kk0OZ1XwyM97ThTUEtmeT2Tu9vQoITDOVW4m+sxpZsNhrqaxOdXcyC7ksO51Ww9W8DRvBrM9LW4x9uS6oYmLlUr6OVkRHx2FcO9Lckou4yfizUNTc3k1qlwsDBmS/x5RvUPprSyiuPJaUT0uzJ5wsEjR2/YN6lUSv/+4bz88jJ+/PFX1q37gccff4qsrEzmzn0WuTz5hnUE4d84c+YUAAEBgQAcPXkaXR0dAn19iDp+Dg9HWwprG8kvr2Fy3658HJeNub4WT4Y68dGRHJKL65job82SIW480N2WUd6WPNDdliVD3JgcYENGWT3vxWYT7m7O2ABbfjldiJ6+IX28HNh0TI6dlTn+7s5sjzuOUqkiom8ouQWFpGVduTJubm6Oh4cXx48ntFsbCR3D2bOnqaqqJCxsYMtnCSdPU1lVzciIK5/9EhWHnaUZESHd+XpfIloaUp4Y0Zu1By9SVtvAy6O7kVPZyKqYLBxMdFgx2osxPlYkF9eyJi6bl/ekMf+386w4mMWiPWmsis3mxKVqBribsWK0J6FdTNhwupCNZ4qYP9wXZ3MD3tlzDm9nW/r7uvJr3FkalSpG9w8m/mwy+cVlhIeGoK2lRfShwy15BwX1oqysVFwJF4T/SAwM70J1dXUkJZ0lJKT3dQ9gRx85iqG+Hv2Cr7znZ/uRMzQ1K3l4aCgqlYrPDiajp6XJkonBSCTw4eEc5MV1PNnbkem9HDDSufXsdTZGOjzbz5knQhxIKanj3YNZNDQp6WJhyP/ZO+8Auaqqgf+m97Yzs70nu7MtvfcEEkjoXZqKHxpsqBTxE5SmqB9YUKIICArSm4m0QAJppPdNtsz2XmdnZqfs9Jnvj7eZZE0oSoIB5vfP7tz35r777px33z33nHvOzy6ehicQ4YG1h4iNJmodl53Or75xKeFIjDv/ugaPP/CBdRt0Wu696UbmTJ3EY8+/wsG6E+8fWLBgMQA7d2474fEU/x579uxArzdQWTkBAP/ICPamZmZMmUQ4EmHHITvzJ1fS2OOktd/JJXOr+Mf+DsQiEZdOK+DVQwNMy9UhlohpcIxwcaWVPn+EJmeARYVGpmRp2dgxTJs7SKFRycI8PcuLTVw0MYtxJiWt7iD1zgArSsz4wjGUcilmtYymoQDFaUq2tnmYWWRlfW0fSyeXYO8eJCczA5VCwc5D9WRYrYwvKmTH3v0fep8ikYisrGwuvfQK/vjHxzAYjNxzzx34/b5PoZdTfF5pbGxAoVBQVFQMwKF6O1W2EjwjAZq7+lkwqYx11W1Y9SoScg0d7iDXz8rltXoH3cMhvjEzhyXj0ghE4uzs8vBus5M93R4CkTgLikx8f34+3lCUx3d3c+PiYvRKKU/t6eFLc8sJhKO8e6ids2ZNZMDlob69m9lThYT2e6sPJ9s4YcIkGhvtRCKR/0ofpTg9OHBgLxKJJGndBti2Zy86rYapE6roHhiiprmdS5bNZWDYz/a6di6YVUmPJ8TWpgG+NKMQpVzOozu6KLWquXNpMeFonN9v7eDF6gEisQRLS9JYuaCAqydnsLzUjFgEq2sHuX9TO/3eMN+Zm8dym5m19iF2dnq59exK/KEoz+1s5ctnTCUSjfHy5kOsmDsdgI17q9FqNEyuqmD3wepku4+8r+z22k+3E1Ok+JyQUgw/h9TUHCIajY4Z5GPxOLsPHmL21MnIpFLi8QTr9tYyo6yQrDQD9X3DVHe5uGpWMUaNgvdb3Rzs8XLN1CzmFhpH60iwp8vDY7u7uW9DKw9sbufZA300D40krzOvyMS35+bR5BjhhYN9ABRb9XxzcRnVXU7eretJnluQYebOr5xHn3OYVas3fKjrh1Qq4ZavX0d2upWH/vbMCYOGpKWZKS0t5eDBA5+4D1PAoUPVTJ48JZkTqq6xiXgiwYSyMupaOwmEQsyZWMY7e+woZFKmleaxob6PpRVZbO/wEo3Fubgqg/WNTqoyNOiUUuyOEeblG8jUydna5UUnl7BinInpmVr0SinRBGgVUqZmallSYCAUi9PkDjI7V0+TM8CsfD19vjDT8gz0+8KU5aThCUYwGk0A7GvuZbKtiAP2FgBmT51CfVMzHu/HU/LS0szcfvvduFxO1q5989R0bIovBG1tLRQUFCGRSPCPBOjo7qG8ZDzVTYLFrnJcPgfb+plflsf6BicZOjn5RiU7OoZZVpJGVaaW+kE/D+/qZkOLi/29PtY3u3hkdzf1g34KTSq+NCmT5qEAezuHuXRiBtW9XiRyJeMzTWyu62B2ZQlisYjddc0Y9XoK83I4VN+QbGNJSSmRSISurtT+2i8yNTWHGT++FJVKBQhpVvZVH2baxAlIJBK2HRSUrOXzpvHugSZEIhHnzijj1b0dpGnkXDQlj7/t7kYhk/D9Bfl4wzEe2dmNNxTjq9OyuGVBPmeXmpk3zszUHD1LS9L4/vx8Vs7KQSIW8ejOblqcQa6dmkVlhoZn9vWSplWyrCKbt2t60KiUTCvJ5Y2dtZiNesqL8thxSFggnlJVRW//AI4hJwDZ2TmoVOrUloAUKf5DTivF0GazpdlstjdsNludzWY7aLPZXrbZbOYTnCe22Wx/tNlsTTabrcFms13/32jv6YrdXodYLKasrCJZ1trRhW8kwJSKMuGczj5c3hEWThQSxL59uAuVXMKyihzCsTgvVfcz3qxiaUkaAJFYnCf29PBavYNYPMGUbB0lFjVdnhBP7e/j7cahpGI3M8/AslIz6xudtDgFS+CyyhxsmQae3t5ENHY0ymhVUQ7XLJ3N1sNNbKtp/tD7UquU/M8VF9MzMMiW3ftOeE5lZSVNTQ2p/QWfEI9nmIGBfkpKypJlTa1tAJQWF1Hb0oFIJKKiOJ/tte1MKc6mumuYaDzB4tJMNjW7mJ5noMExQjSe4KxSM1vah8nWyalKV7O924tRKWVJoRG5VMzBoQB7BwPUuIK82+hgz+AIBqWUGVk6XMEoOqUUlVSMNxJHI5fgDcVQSMW4ggkUUjGtzgBZJh2HO/ooL8qnb8iF2+tLJkA+XN/4se+9tNRGRUUlb7/9xknt0xRfLHp6usnJyQWgpV0InlWUl0tDZy9KuYyRmIhoPEFZrpWDPR7mF5nY1OpGIRWzrMRM49AIq+scZGrlfGN6NrfOz+f6aVlY1DJW1zlodgaYlacnz6DgHwd6WTLOhFgEW1pczBiXRUOPk1hCxPicTOraugDh2W1qb0+28Uhe0u7urk+5d1KcLiQSCVpamikpKU2Wdff14/Z4mFgujP/Vja0UZKWTYTayw95OZUEGiCXs6xhiWUU2rc4Q9YMjXFKVjl4p5YndPcQTCb41O5cJmdoTpo4AKLWo+c6cXEwqKU/t6yUUi/OV6dkEonHeqnNw/qRcovEEWxoGmFteQL/LR9uAi4klRbR09TISDFFSXAiQdJEWi8Xk5xfQ0dF+wmumSJHiwzmtFEMgAfyf3W4vt9vtk4AW4P9OcN41QLHdbh8PzAXuttls+Z9iO09r2tvbyMrKTq7+AcmonmXjigCobe8FYMr4PBKJBHvbHMwotKKSS9nX7mY4GOXCyvRkovk37EN0eUJcUmnlhpk5nGOzcFGFlZvn5zMjV8+29mH2dB+NMnrphHSUUjHrG4YAwV3vihlFOP0hdjT2j2nvpQunkms18dy7uz5SoZs1eSJmk5GtH+AeWFBQgNfrwefznvB4io9HV5cgL/n5Rx+r7r5+rOY01GoV7b0DZKQZiSOiZ8hDRX46h7vd6JUyJFIpvnCM2QUGDvZ6KbGocQWjBKJx5ucbqHUEiMcTzMvVA3DQEcAbiTNOL2eKRcX0PAOhWIKDQwGytHLS1TJa3EFKzCo63EFsFhXNzgAlo3+LrTpaBr2MzzbTPuCiKDsDgM4+B4X5wsS8rbP737r/+fMX0dnZweC/BK5JkeLjEI/HGRpykJ4uyGJPvyBH2RnpdA0MkZ9hoX1wdG+1VEEsAROztBzq9TI5S4tKJmZTqxuzSsqVEzMwq2UAWDVyrp6USZpKynstLhLA3EIjvcNBQrEE4y1qavt9lOWYSQCtA26KstPp7BfG4bysLDxeHz6/4OVxpH0pOf/iMjg4wMiIn8LC4mRZ2+h8oaS4iEQiQVNnL2WFufgCIdoH3Ewuyqa6y0U8AbOLrexod6OQiFg0zsShPh/9vjCXTkgnXStP1plIJBjyh+nzhce853UKKddMycQfjvF+m5s8o5KqDC07Oz0UmLVk6pVUd7uoKsgEoLHbwfi8LOKJBF39DnKyhPLegYFknRkZmQwOHv2cIkWKj89ppRja7XaX3W4/NkTaDuBECt+XgMdGv+MAVgOXn/oWfjbo6+shKytnTFlP/wBSiYR0i2CAbetzYDFoMWjVDHqDuEbCVOWMuuN1uFFKxVRmagFwjkTY3+NlXoGBSVm6Mat/UrGIc2xmCk1KNre6kgO+SiZhRp6e/T3eZNnUAgsqmYTtjX1j2iYRi7lo3mRa+xx0DDg/9N5EIhFTKsupaTixm0hmpvCScDhSE51PwsDoSzYjIzNZNugYIt1iAaBvyEW2NY0uxzAA+VYTbUM+xqfraB61Eufo5Qz6I5Slq2l1BdDJJWTp5LQPBykwKtHKJXT7wgRiCSamqcjVytHLJRSmqalMUxKIJhgIRCkwKPBH4mRo5UTiCcwaOf5wjCy9gq7hEDlGFT3uAJkmPf0uH9Y0g3APLjd6rRaFQk7/wL8nD0es7c3NH9/SmCLFETweD7FYDJNJ8LgYcAjjmiXNxKDLQ3qagV63D71KjmNEcIs3KKX4I3FKLGp6vWEcIxFm5RmQisdaW6RiEfMLjAyNROgaDmGzqAFocQYoNqtpdwXIMwuLLj0uH+lpBty+EcKRKGaTsC3A6RaiQet0eiQSCcPDrlPfKSlOS46k6cnLO3YRUHhH52Rm4h0J4PGPkJdppbVXkOOizDQaB7wopGKKLFpq+/1UZGpRSMUc6PFhUEqZMDp/AIgnErxmH+LX65t4trqftU1OovGjymGOQUmpRc2+0cXlidlaej0hPMEopRl6Wga9ZJp0yKUSuoaGybIIz1W/UxjjpVIpLvfRCOcmkwm3+/iI5ylSpPhoPjiayH8Zm80mAr6FoPT9K/nAsX4CHUDeB9RjBIzHlt1yyy25K1euPEktPf1wuVwUF48fU+Z0D2My6JGM7hdzDPuwGoWw1P0eYSKfZRAmGJ2uIDkGRXJC0uoSjk/J1p3wemKRiMlZOlbXDtLvC5OpUwBQaFKxpVWwPhpVMmQSMbkmDR2O4/d7VRRmA9DcM0hBxnHew2PITrfi9ngJhcMo5PIxx7Ra4WU0MjJyoq9+Yk4kT6O47Xb7f/wmOt3k1OMRFD6D4WiTvH4/GVZBMfT4RshJt+AeDRqUplMx5AtRbNHi8IdRSESEY8KLP10jp9XtwaqR4Q3HiSYgfdQC0h+IYlJIMCgkY65vlEtQSES4QzEylMIwJRmVR6lE+KuUionFE2gVcjzBCFqlnngigVQinO8PBBGJRGjV6qSF5ONiNgv36XZ/difMXxRZPR05+vwIixQenw+JRIJKqcTjD6DXqBj2hzBqlLhGIkjFIkKjz4tFI6fHK0RwLjIpT1h/gVEo7/eFmZwljHnuQJQ0lQxvKIZGITxfvmAYrVIYj0eCIdSjXiSBYBAQFtqUSiXB0c//DVJy+t+lv19QAjMzs5JlQy43WrUapVJBT7dw3GI0MDAsvLsteg2DTW6sOiUikSCHU3KE+UGPJ0SBSZn0NgI42OejyRlgcYmFQCDMzi4PWrmEBQVHf54Ck5JGxwiRWJwMrSCzDn+YNI0C90gYsUiEQavEMxJCqxLk3x8IIBKJUKtUjASOyrAg0x8c0O4/JSWrKT4LfFI5PW0VQ2AV4LXb7X/8hPX8ALjr2ILnn3+elStXYjZrP+ArJwer9cSK1Kmue2TEj9WaNuacOHF0Wk2yLJaIY9SpsFp1KJzCYJ+docdq1RGMxtCr5clz5UPCgFuYbUQtl3AisiMJYBCtXoXVogHAPCBMxg0mDdZRZVGllBFPJI5rfzAuRMXTahUf2W86nTLZB/+qGDaPblM0GtWnqv+Pk6dR7gHuPpn1nko5/ai+kUiEfaB5eekolUJ/x+Ix9DqhX2PxOAadCqVa6P/MdAPReAKDTolEJkUll6DRC5PQDIuWeI8XvUaBzqACXKSnabCa1cT6/Zh1x//m6el6VO4QEqkEq0ULbe7k764evaZWI8iURiMnnkigH72e2aIdLRfqlUgkJD7GPR9LLOYHBFn7oO+dbPk6BfL6uZDVY/lvjan/Lr29wvOTk5OO1aojEAyhUipIT9cTjkYxGTQM+0VoVHKkCilKmRitTpDfdIuG4BGre6YBhfR4xx5tWLAyajQKMtMF66BaIyc6uvBnGb0XrUaBKi6ca7ZoMTqExT+T6ei7QCQSoVLJP/T+T2W/8xmU00/aH6fT9wMBDyKRCJutEKlUmBJGomGMRmE+0D0keFvkZJpwjEQByM0yIhL3ohuVm2g8QZpBmE/EAYNm7Jiu8YQBKM/UopJL2NXlQa0eK3O6Hh8JIN2qwzRqRTca1Wg0ChCJsFp1iBChUsmSY7xOK4zPYrEIpVKWrE+tViAa/c5J7rvPnKwe4WQ8wydrHEjVc2rr4BPK6WmpGNpstgeAccB5H3BKB1AA7B39nA+0fcC5DwJ/O7bgyiuvzAW2DA35iMdPTZASq1XH4OCp2ef2UXWHQiFiMdGYc0ZGgpAgWRaJxAiFogwOevGPrk4PDvkYVMpQSMV4RsLJcxNhQWlr7HSRrVec8Jp1ncIiRCwQZnBQmBR1DPgQAUFvgMGg8GLod49QlZ92XPur7ULwA7lI+pH91t7Zj1KhYNgdRCQKjTkWCARG/8ZOVf8fJ0+jfFK/lU9NTj+ObHo8glLvdgeRSITfPxo9KjMAIyNhRnxC/w8MepCIwOMLYZAoCIRj+Ect0X0OHxJg2B/CN1rW7/SjiceQiUQMDAcZkImSLspWq47+AQ++YBSlCnpHr+fxCgsUfr8gS57Raw97g8glYlxuoc2O0fPDo20NBIPIZbJ/Sx7a2oQ9uPG45ITfO9nP9ykaLz7zsnos/80x9d+lp8cBQCgkjLnRSBSJWJCleDxBIBAmEpYTDkcJBSOEo3FGfKPPxqCPxKj1sKnTNWaf1hG6hketI5EozV2CVTsRidHnHEEhFdPTK/zE0XCMwWHhvrzDQQYGhXK/P8LgoODmHwqFiEYTH3j/p7LfR/lMyekn7Y/T7fvd3X3o9QZcrqMWtmGPD6lEeBc7ncIimdcbRCQTZHHQ4SUei+EPRhhy+FBIRAy4Rhgc9KKWiulxjoy5RpZCjFQs4uEtbYDgDj1eJx9zTmu/F41cgsvpp61P2H8bDYTpHfKhkUsYGPDgC4QQxaGrR3BpjYTjyTE+Hjs6vxke9iE7wZh/EmT5MyWrRzgZz/DJGgdS9Zz6tvAJ5fS0UwxtNtsvgKnAuXa7PfoBp70EfMNms/0DsAAXAgtOdOKo2fQL5Wwej8ePiwImk8kIH5OrSqtS4AsIE2vzEbeN0Yl3vknFuj4fsXgCiVjEeLMaqVjE++1uLq9KP65ubyjK7i4hYblBeVSkDvf5yDcpUckEK+OAJ0C/J8CVeWnHtfm9/fVolAoqR11KP4yaxiZsxYUnjHTmcAgTsiN7e042p0qeTjc5PdK38XgciUT4/RRyOaGwoJSplQr8wSB6jWDFc/uDpGkVOHwhxmXLCcUSKEctHf2+MFaNjA53EJ1MjFwios8XptioJFsjpWk4zFAwhkV1VHZ6/RGiCbAopfSNLlyEovExf32hKHqFBNdICItWyZB3BI1Cjn90ccCo0xKJRvH6/Mm9VR+XI3sLCwqK/v3OO034osjq6UgoJMisctSNUyQWJfday2QSwpEoaoWGDocHk0pGOJZAIxfkX3DLE6yAtYP+EyqGe3u8yMQixqWpqBsQJu75BgXvNTjIMSjocwteIBkGDXs7WlEp5FZJkkcAACAASURBVKiVClzDwoTbqBdWpYPBIJFIBJ3OcKq64iNJyel/F7fbjdE4dnxMJBLJNEXyUbkMRaIYjaOu0aNj7sFOIa5ArlFJm0uYP9isaja2uPCGosncxzqFlOunZtETiuMcDlBmUY+ZK3hDUQ73+Zk+GpCsfmAEvUKCVSOjbchHfpoGtz/ASChCpknHoFNw1TYb9ASCQUKhMEaDPlnf8PAwev3Jl+mUrKb4LPBJ5em0Cj5js9kqgB8B2cB2m82232azvTJ67A2bzTZ19NS/A61AI7ANuMdut6diE48iFouPi+6pU6vxjxxdEbQYtPS7hElClkGNTCKmaUD4PCHXQDAap350wqGWS1hYaKSm38/ahiHCx6Sb6PWEeGJPD+FYnDPGmZLlzUMjNDhGmJV/dHB+u6YbEbCwbKzyV9/Ry5ZDjZw7ewIy6YldVY/Q2NZOa2c3s6dMPOHx9vZ2lErlKVMMvyjIR110w6OKIIBWo8brE2TCpNcx5BYCAgD0Oj3kmTS0OrzJfVHdnhBWjYyGwREKDEr8kThd3jAFegWdnhCeUJRMtQytTEyNK0jTcIj+kQgHezw0ecKYFBKMcjEt7iBmlZTO4RBauYQud5AMrZxWZ5B8k4pWh49ck5rOQTc5Fj1doxEYsyxp9PQJEXBzs48G0fk47NixFbPZkgznnyLFv8OR50YuFxRDuUxGJDrqLq9S4guEMOtUOH0BsvTCs+YNRtApJNgHR9DKJZRZ1Ozp9tLrHesVcaDXS93gCDNydCikYvZ0edAqJGRq5dT2+7FZNTQcCRKSbqC9b5DcdGE87O7rQ6VUYNQLk+iBAWH/mNVqPcU9kuJ0ZXjYlcwDe4Rj5xB6jeB+POzzk5V2dLwvsmgJRGJ0ukaoytRiH/TjDkSSyt3rdY4x8xCNXMLc4jRm5erHKIXxRIJXDg2QABYUGfGGouzpHGZqrh6nP0zLoI/KbCO1HUJAtPFZZlpG9z3mZ1qTY3xm+lEZ7u/vw2JJyXSKFP8Jp5XF0G631wIn1Azsdvu5x/wfB779abXrs4ZMJhszoQcwGvQMe71EozGkUgl56Wm8s6cWt28Eo1aNLdPAgQ5hQj2z0IhaJuYtuyMZmXRhkRFfOMaOTg87Oj3k6BUEIjGcgSgqmZivTM0i1yAoBNF4gqf39aKRSzhzvDAhcflDvH6gg1nj0sk1a4+6I4bCPPjKekw6NVcsnv6h9xWPx/nrS6tRKRUsnTfnhOfU1dVRWFicXO1M8Z+hVAr7nUZGRtBohD2jRr2B5jZh/SXLYmLrgVosOjValZym3iHKCwrY1NCPWiZCJRWzt8vLhEwtG1tcXFRpRSkVs7PLw3mlZlqHQ+zs8bKkwMgks4pmT4hu/xGLdogMlZRSo4IGZwB/JE65Wc0bdgflVg3vNgwxPVfPgS4P55Wb2V4b4IyyTF45PMSiqmKau3qQSaXkpJvZvH0nACXFBR/73gcG+tm9eyfnn39RSo5S/EdEIsL4K5MJQWCUCjmhkBCm36TT4PL4mFCpJRKLY1IIMlY34GdKto7t7cMMB6MsHWei1xviyf19VGVoMCqldLiDdAyHKDIpmVdgpNMd5GCvl3OqMtjf4yUUjTMz38Br29vJNGowqBU0dvaxZFolAM3tnRTk5CQ9Anp6hDQuWVkf7amR4vOJ0+kck/MYQCaVJj2MzAZBGRx0DpOfbkQmkdDc5+T82ULk8z1tDhaMz2RNzSBv24f40uRMzhyfxrpGJ1qFhHNslmTgsH8lGInxQvUAh/v9nFduIV0r5/Gd3YRjCc4ps7CutgeAeePTeXnzPtRKGaU5Vl58az3Z1jQMOg079wo7igpyc5P1dnV1MmPGrJPbUSlSfEFIzXo+h8jliuTE5AgZZjPxRAKHS9iPUpYnWFDqRvMZzivJoG3IR5vDi0Iq4cLKdKp7fezrFqyIIpGIc8ss/M/0bBYWGVFIxWTpFCwvNfP9uXnkjSqFiUSCZ/b10jwU4Lrp2ahkEhKJBI9uthOKxfjavJJkm+LxBA++vJ7uQTc//NLZqBTHu0wdy8tvreNAbT3XX3EpGrXquOOBQICamhqqqk5sTUzx8dHphMnAsfkgM9MtDDgcxOJxirIz8I4EGBr2MnlcNofa+phRKEST3dXqYFaBgZ0dw0zKEup5v83N3Dw9ncMhWl1BZmXrGApE2dI5TDyRwGZUMidDzXSrivMq0ikzKen1hake8JOtldPiHCEBxGJxYglBdhKAKC54m5uVIkZCESYXZ1PT3EFpQQ4yqZSDNbXotBqKCz6e5S8cDvOHP/wGEHHRRZedtP5M8cXiiCupQiGMixq1ingiQTAUIt1koN81zLgMwX3PMeyhKE3FzvZhloxLIxpPsNbuQKuQ8pUpWczO09PoGOH99mG8oRhLioxcVplOJJ7gmf3CAtxFk7N4pbqfTJ2cIoOc/a39zC/L43BzB4FQmOllxQRDIezNLVTajo7BLS3NiEQiCgs/uy7TKf5zYrEYg4MDY9ISgeAxEgqNWr1lMqwmAz2DQ0glEsrzrFS39pJpUFGWqeedml4ydXLmFRp5s85BuyvAspI05hYY2NTi5jeb29nd5cEdiJBIJIjGE/R4Qrzb5OT+Te0c7vNxfrmFRUVGdrS7ebfJyTnlFvQKCasPdDKryIJJJeX92jbOmmYjHA5zwN7CjIpSAKrr6tHrdORlC1FVnU4nbreL4uJxn25npkjxOSGlGH4OkclkRI7ZTwiQlSG4VXT3Ce4YJbnpqOQy9jUKOYwWlmaikIpZvU+wCC0tSSPPqOSRHV10HLMpvcCo5MxxaXx1ahZXTMxgTr4huYcwFk/w5N5eYWAvsyTdSF+v7mRLQx9XzRxHjkmwPiUSCR57YzNbDzdx3fJ5TBr3wRP3RCLBc/98k7+9vJqFM6exYvH8E563c+c2otFoaqXwJKDVCgqd1+tJluVkZhKNxRgYdFBSIKwW17d1Mbu8gB6nh2AoREWWgXdqelhWmkYoGmd7u5tZeQa2tw9jVErJ0StY1+xEIoJZ2ToG/BHeaHLS6AwQjSdQScUEIjH29fl4v9ODQSElWyPj8MAIVekatrcPU2pR836rmzKrml3N/eSlaWjq7EUmkVBg1dPY2cPk0mJi8Ti79h9k2sQJH2n5SyQSNDc38ZOf3Mbevbv57nd/kEz+nSLFv4vfL+zxO2Jt14664/lHAuRY0xhwDpNt0qKUSTjUMciCYhN1A36CkRgLi4xsbnWzq3MYjVzC4iITP5ibx20L8rlhZg6z8gyEonH+vL2Tbk+Ia6ZksblhiEbHCF+anMVr+xqBBMsmFvLu3sOolQomlRSy73At0ViMqVWVyXbW1ByioKAo6SGQ4otFZ2cHsViM/PyxHhUKuTzp+gyCy2Zbj+CyOb0kj9Z+Jz1OD+dOzKXbPcLmhn6unZqJTiHh1xvbcfgjXFKVzrVTMpGIRbxwsJ+fv9fG157cz/++1cRvt3Twln0Ii0bOjfPyWFRsYkurm1VbOym1qrlsYjp/2mgnGIlx7exiXt56iHAkymULJ7JhTzWRaJSF0yYQiUZHx/iqpBW8tvYQADZb+afUiylSfL5IKYafQ6RSKdHo2Lg9eVnCJLezV7AQyqRSppbms722WUg9oJJzVlUu79X30tDrRiYRc9OCfFRSMb/c0MauzuEPvWabM8DP1rfwXpOTc8stfGmScL1tTf08tsnOzCIrl88QVqUTiQRPvbOdf247yIXzJnPJgikfWO+Qy83dv/8Tf//HayyZM5Nbv/G1EwadAXjnnbfIyMhIWQxPAkc27h/JxwaQnyO4m7V1djEuNwulXE51YytLJo9HLBKxsbqZcyfm0jscoNfpY2aenjfqHMzO16NXSnnhYD/Lio1o5RJerR1EBJxVbEInl7C3z8c/G528WOfg6d1dNDoDFJuUVJpVrG1yYlZJGfSGCETimNVShkYiTMpU0zjgZVlFJpsPtzLTlse+2gYSiQRzJ5VTa2/A4/Mxa+qJ5SsYDLBu3Vruv/8+rrvuKr773W/Q2trMzTf/iLPPPueU93GKzy9utxuFQolCIewx1I4qiCOBAPkZFuKJBH0OJxPy09nd1MuykjTkEhFP7+vlkgkZlFjUPLW3l1cPD+ANRRGJRIhFIsLRONva3Nz3XivNzgBfnZaNVi7mt+ubqMjQUJWu5PW9Tcwvy0MhTvD+wXqWTK1EKZexcdsOdBoNE8oES8vIyAg1NYeYPHnqB95His83hw4dAKC01DamXCqVEIkcnUOMy8uio2+QYCjMwqoiRMC6/Y0sLM1gfLqOx7c0Ek8kuHVxIYFojJ+sbWJHu5tJWVpuXpDP9+blcXGllfMnZnJWSRpXT87gJ2cU8u05uSgkIn6/pYM/b++iLF3DjxYX8NKedrY2DXDt7GKIhVmzo5ZFE4opyjDxjw3bKcnPxlaQw+79B/H5/Syac3QxeO/e3ahUKkpKxt5TihQpPh6n1R7DFCeHRCJxnPJk0OnQazV09PQlyxZMLGXr4WYOtXQzeXweV88axyZ7L79as59fXDwVi0bOHWcWs2pbJ6u2dlKe7mRWvoHydA1quQRvKErLUIBdncNU9/rQKyR8e24es0cthVsa+vj124cozdTzw+UTEIuEyHx/fGUDL27cw/KZVXz9nAUnVPRC4TCvvbuR5197i1gsxsqrLueCpYs/0PJjt9ezf/9evvvd76b2hZ0EtFphb+kRywdAfq5gJWzv6mLO9KlMKi1iT20jZr2a6SW5vLO/gb8smESOUc3TO1v56fmTONDj5el9vVw9OYNHd3bzQvUAV07M4LWGIf5RO8j0HB0L8vSMRBO4AhH8kTgZaWpUsRidwyFW1ztQScWMM6lYXTPIgkIDr9c6qMjQsK2hF5NajjjkxxMIcd6MMh5+7lVK8rMpzM7gwTfeQKlQMGvK5DH3lkgk2LBhPQ8//BA+nxeTyURFxQQuv/xKFi06A51OT4oUn4T+/j4yM4+652lGE8uPBIMU56QD0NIzwPyyXHY399Lj9HDF5Eye3tvLvq5hvjk7l1cPD/Buk5MNzU70CilquYQBX5hoPEG+UcnKWTmIRfDTt5rQyCXcuqSIP7y+A4DrFk/g+XVbSCQSXLpkJg6nk21793Px2cuSuep27dpOOBxm3rwTBvRO8TknkUjw7rvrKCwsIidnrMdOIp4Yk6C+rCCPWDxOXWsXuWYrc8oLeHNPPZfNm8APlpZz8wt7+OWbh7jngkn87Ozx/OH9Dv7wfifFaQ5mFxiYmKVleq6e3CwDPX3DDPjCHOzxsbfLw/5uDxKxiMsnZrCizMzftzfzz4NdLKvIYkVlFrf99Q00ShlfP3smL73zPr0OJ3ffcA0ikYh/vrMeqzmNaRMnABCNRtm+fSszZ85JynmKFCn+PVJPzueQQGAElWqsa5BIJCInM4Oe/oFk2cyyIjRKOev21DJ5fB46pYwbFpXxwNpDPL6lgZWLyrBq5fx0aTHrGobY1OLib3t6jrueSSXl4qp0zio1o5FLiCcSvLCrhWd2NFORZeTuC6eikkuJxeP8ac1G1u46zDmzJvCtCxYj/pdN6bF4nHe37uDpf7yOw+VixsQqbrj6crIz0j/wfuPxOI88sgqj0cRll11GIHBq8qh9kTiyN+rYIEZqlYp0i5n2LiFgxawqGzsP22lo6+a8meXc+XQnm2ta+OrccfzizUPsbhnkmqlZ/HV3DxUZWq6YmMFzB/t5sbqfq6ZksqPTw+5uL9X9fsosarJ1cmRiEUP+MHvaXAz6I+To5JSa1Tx3oI9xZhX2fj/hWJyJ6Qoeq3PzjQXjeXXDdmy5VqLBEdp7B/j+VRfi8frYtG0Hi+fOTqYMAGEy9Je//JlXX32Riooqvva1b1BZOeEDrdApUvwnNDc3UlZ21JVNLheC0EQiUbItaSjlMpq6+vjqueX8ed1+3tzfzPfPmcHWVjcPbGjjvnNKuHpyJkuKTezp8uAKRAhG45Sna6jK0DDerOL9Vjd/2taJXCLi91dMZM3mava39vPts6fidLtZu+MA58+fRkaakYefehaRSMR5S5ck27R+/dtYLFbKyyuPa3+Kzz/79u3Gbq/j29/+3vEpqPx+NKPuzwBlRUJgl2p7K7lzrVwxfyLb6tp56f1qrls6nZvPquD+tTX8ZPUB/ndFFfctH8+mFhdr6x28cKCPZ/cL9YhFcGxKPqNSyvIyC+eUWXD5g/z41X00DXi5YFIu18wu4mfPradzcJi7r1mGz+fnTy+8yfSKEqZXlHCgppbq2jq+fs2VyZRKO3duZ3jYzeLFZ57azkuR4nNMSjH8nBEMBvH5fBgMx+dty7RaqGloSn5WyKQsmVzG2t2HucG/EL1GxSJbFp2eAM9va8KoknP5jCKkYhEryiycbTPTNRyi0xUgEI2jkUvINSjJNSiSLxaHL8jv19Wwv2OIJWVZ3HhmBXKphGA4wq9feJvttS1cd85cLps/7biX0e6Dh3n8xVfp6OmltLiQH668Lun29GGsWfMKdXU13HTTbWi1WgKBU5qM+QvBsXkMj6UwL5e2TkExnD2hjFUvvs67Ow9y2RkLKM5M46X3q3n42xczNT+Np3e0sOrqmczM1/P8gT5uXVTAlZMyeLG6n0d3dnPtlEwmZGjY0+OlZsDPwb6j1kmLWsaycSaC4RjPH+gjU6fArJKypdnFlyal89KOBsan6wh6XTg8I9x00QJeeOMdjDoti6dPYM3adwiFw1xw9rIx7X/++ad59dUXOe+8C/nmN29MTihSpDhZ9PR0MzDQzyWXXJEsiyeOPkdisYhxORk0d/ejVshYOqGQt/Y385WFE7j77PHc9rqdH7/RwJenZbO8zML5FUfD7sfiCfZ3e/jJ2iYO9fqwWTX8cEkh2w638OL2es6aVMSishxu/v1TpOl1fHn5Qrr7+nlr42aWzp9LhtUCQHd3F/v27eHKK69NPQNfQLxeD6tW/Z6MjEyWLz/vuOPdvX1kWCzJzwathtx0C9UNbZwzdybjsy2cOWk8/9h+mFm2POaNz+B/V4j43bpabnx2F5dOy2fFhByWjE9jwBemcXAEhz+MRCEjEoxg1sgoSlORqZNT0+3m4Q31bG8ZxKCS8b8rqrCla/jJU2tp7HZwyyULKclK44e/exyFXMb3rrqAaCzGo39/Fqs5jfOWnpFs5xtvrMFstqTiDKRI8QlIKYafM9raWoATJ+Y26LR4/f4xZctnVvH6jmrW7a3l0oXTAPje8on0Dfl5ansT/d4A31hoQymTIhaJyDcqyTcqj6s7GInx+sEOXtjVQjyR4NtLylkxIReRSITT4+dnf3+dpu4Bbjh/EddfOD+ZrgKgb9DBw8+8wO6Dh8nOSOf273yDedOmfCwrzoED+/jLX/7M3LkLWLZs+b/VVyk+mEBgBACVSj2mPC87i/2Ha4R9qToNE0sKk4rhlQsn84sX32NDdQvfWmzjxud2sWqDnR+vqGLAF+YP73dy+5lFfH1mDs/s7+PB9ztZMs7EsmITMokYVyBCAsjPMtA34OX1Ogf7e7yMS1Nhs6r4y84eFhQZqW7txxeKctPSAn7x7NvMtuWTCAc52NDKykuWQyLBmrXrmFJVSVH+URepAwf28dRTT3DGGcv41re+l3I5TnFKePvtNxGLxcyde9RF80j+zyNBaIqy03l3z2Hi8QQXz7Tx9sEWntxUzQ8vmM0D59v4w+Z2Ht/VzbP7e8kxKLFqZHiCMVqcIwQicYwqKStn57K0JI2/bazmjX3NLKrI45tLJ/Orv6+mZ8jFfTdciVIuY9Xf/o5cJuPLl16YbM+LLz6LTCbj/PMv+nQ7J8V/nWAwyC9+cQ8OxyD33/9gMqXKEYZcLppa27jy4gvGlJfkZ1Pd1Jr8/I3lM6np6OdXL23kgevPZc44KwXmGfxlSyNPbW/huV1tTMo1MT5dR16ahjydFINBSfdAmL6hYbbWd3Go2y3k71RK+dKMQi6clMuBlm6+/8i7hKNRfnzFGUwuyuTuR56h1+HkodtvwGzQ8+yra2jr7OLOm7+fzLlbX1/L/v17uf76G1KLHSlSfAJSiuHnjB07tiIWi6moOJF70PGKVlGWhcrCbNbuquGSBVMRiURIxCJuPrsKi07Jy3taOdjp5LJpRcwvzUCrOPoSiScSNA942NrYz7raboYDEWYUWbhhURmZBmEC1NwzwL1PvY53JMgd157L7Irio9+Px3n9vU389aXViMUirr/iEi5YtgTZx9wbsHfvLn72szvJzc3j5ptvS7kDnkT6+4W9qP+aJDgzPZ1IJMrwsIc0k5EFUyp56PnXaO3pZ05ZPuOzzDy/+QCLJxZz3dxx/HlTAxsb+vnh4kLufaeF/9vQyh1nFnPLgnzW1A6yrtHJllY3FRkaMnVy4nFY1+zmYNcwCeCs0jT0cgmrtnZSkaEhXRHnzTYH188fz+r3hcAJ1581g1889gzpaUZWzJvO2xs24XS7ufVbK5Ptdrvd3H//feTl5XPjjTellMIUpwSnc4g1a15l/vyFY5LGt3UKLvgZFiGlS16GhUAojMvrI92g49JZZTy3tZZFFfnMHJ/NnWeNo37Az6ZmF93DQXo8IbRyKYvHpTElR8/0PD3NfS5ue/o9WgeGuXbxBC6dUcKDz73BzpomvnnxMiaOL+DVt97mYG09N37ty6QZBS+StrZW1q9/m/PPvxiTKe3T76QU/zUCgQA//ekPOXhwPzff/CPKyyuOO+eJ515ELJFw5vx5Y8qLcjLYsKeakUAQtUqJVqngx5cv4fYn1/KjJ97krmuWUZhu4s7zJ9E04GVDfS/7Opwc6HQSjR+/vSNDr2R6gZmZRRamF6ZR097PPc++Q33XICXZFm66aAFauYQfP/Q3Wrr7uO0rlzKtYjxr393Gs6+uZsm8OcyeJgQWSyQSPP74IxgMRs4554LjrpUiRYqPT0ox/BwRDAZ55521TJs244QvfLfHg1atPq787BmV/Palddg7+yjLF3IBiUUirptXwtR8M49vsbPqvVoe3liHVackQ68iGInR5fLjD0URi0TMKLJw6bRCKrJNyXo3Vzfw4Mvr0auVPPDNyxmXbR3Tlt889iR7D9cyfUIlN371aqzmjzdJicfjvPLKC/ztb3+hsLCI++57AI1G++92V4oPoaGhHoDCwuIx5UaDEJjFNTxMmsnInAnlrHrhdXZU11Ock8k1S6Zwz7Pr2VDdzIrJJexoGeTxLY1MyUvj9jOL+Nm6Fu5b38IdS4v58tQsFruDbGlz0+gYYV+3YEW26uTMKTCwoMhEXb+Ph7Z2Ms6sYkWJgXtfq2ZOsRV1Isi+5m5uWDGLanujMHH46mUkEgle/OfrVNpKmVR5dI/XQw89hMczzH333Z8KzZ/ilJBIJFi16nfEYlG++tWvjzm2bc8BCvNyUI/u/bYahXQwjmEvZoOOy2aXsauphwf+uZN7r1hAea6F8gwt5Rna465R3z3EA2t2sK2hG7NOxU8vnceZ04r40YPPsqOmka+es4jz509j3+EannjhFeZOn8ryxQuT3//znx9CrVZz9dVf/hR6JcXpwsBAP/fccwft7W3ceuuPOeOMsW72iUSCl19/kw1bt3PVxReQ9S/7+g2jAcncPj9qleA1NC7LzC+vW86dT6/jB4/8kwtnV3DezHLGp+sYny7IeCAcZcAbZCQcw2hUEx4Jka5TIpeKaeodYndDJ0+u3Uyv04tZp+Y7587hrKml7K1t5PfPrSEQCvPTb1zFzMpS6htb+NVDf6IgL5cb/+e6ZNs2bFjP4cPVfPe7N6E+wRwnRYoUH5+UYvg5Ys2aV3C5nFxxxdXHHYvH4xy2N1E2/ngX05llRYhFInbVtyUVwyNMzEvjwatmY+8bprrTSV2f4PqhlElYWJpJWZaR6QUWDOqjyeljsThPvPU+q7ceoKIgizuuPRej9uhgXdPQzC33/haPz893vnwl5yxZ+LGtfXV1tTzyyCrs9jrmz1/ED35wa0opPMkkEgk2bdpASYmNtLSxyrpELLjoxBPCCrBBp8FWmMOBhhauXrGY6eNzKc5M49Wth1k6uYTvnVnOd57ZyR831HPvhZO586xi7l3Xws/XtXDzogIqM7VcPVmI3hiMxpGIIDvTwMCAh5eq+1l9eJCKDA3Xz8jitpf2kGVQ8eVZ+dz6l9epKshgUWUh37xvFRXF+SycWsWate8w5HJz67duSMpUTc0h1qxZw2WXXUlRUSrpcYpTw8svP8/27VtZufLbZGfnJMvrGps5VNfAymuuTJZJRi3WidHnSCGTcOdl87nt6Q386JkNLCjPY8WUcVh1akLRGD1OLzVdDnY29tDj8qFWSLlqXgUXzyzFOezh+nv/TEvXAN+8eBnnz59GQ0sb9/3hYfKys7j5mBQ/b731OgcP7ufGG29OpqRJ8fmnrq6Wn/3sJ4RCYX77299SWjo2pVMwFOLxZ1/gjfXvsWjOLK666Hir26DLDYBJP/Z9W5xpZtW3LuTxd3bz6rbDvLLtMLlmA2V56WSn6dCqFEjEYsKRKLHOBG29Lrocblr7XYQiUUTAhKIsrl40hfmVhfQ7XPzyiRfZXl1HQVY6v/judRRkpVPX2MTdv/4dGrWau275QTKo2ODgIA8//BDl5ZUsX37uqenAFCm+QJx2iqHNZnsAuBQoBKrsdnvtCc65C/g20D1atNVut9/4qTXyNKSpqZGnn36SOXPmnzCP35bd+3C4XMybdvFxx3RqJQUZZlr7HCesWyQSUZZlpCzr+IA2/4rT4+f+59dyqLWbC+ZO4n9WzEcmPervv33fQe5/9AmMOh2//eltjMv/4MT2R4jH4+zZs5PVq19l//49mEym5Ipnyn305HPgwD6amxv57ndvOu6Y2yMkvNceE7FuQkkhr2/anUyTcuHsSn63egv2rgHK8zL48pxiHt3cyN52J9MLzdx11jjuf6+VX29sY+Xs9JcPdQAAIABJREFUXOYUCnKllAqTZfdIhN9ubmdvl5fF40x8ZVom97xWTSAS4+cXT+Gp9TuJxGJ8/4L5vLhuCx7/CPdeei2hcJiXXnuDiRXlSWvhkSikGRkZXHPNV05116X4grJx43s88cSjLFy4mIsuuixZHgyFePDxv2FJM3HWwvnJ8s6BIQDMel2yzKxT8fuvLeXlHXZW725gU23nmGtIJWIm5Fm5ZJaNheV5KKQS/vn+Hv7+1maUCjl3ff1yppcVU9fYzF2/+T16rZaf3fr9pJWyra2VRx/9E5MnT01NoL9AbNz4Lr/5zf9hsVj51a9+x7RpVWP2+B+ut/O7Rx+nt3+AS85Zzv9cdcVxrvZd/Q7+sWE7VePzUSkU/3oJjBoVt1y8kGuXTGHToVbqOvvZ09iJ2x8cc55IJJybYzZw9tRSynKtTCrORq9SUNPczm+eeoWtB+tQyKR85bwzueSMucikUtZt2sJDTzxJZrqFn912K+mjLtnhcJj77ruLWCzKzTf/KLW3MEWKk8BppxgC/wAeBLZ8xHlP2u322z6F9pz2uN0u7rvvbgwGA9///q3HH/d4eOLFVynIyWbBjGknrEMsFhEMRT5ROxq7+rn3qdfxB0PccsVZnDGlbMzxzbv2cv+fH6e8pJg7vrMSo/7D88W53W7WrXuLN998jb6+XtLSzHztays5//yLjkvHkeLkEIvFeOKJR7BYrCcM5tPY0opCISf9mIh12dY0AqEQ/kAQrVrFnLJ8HpKI2VHfQXleBsurclhzoJOX97YzvdCMWS3jx2cW8eDmDh7a2kmLM8CVkzMRiWBfl5e/7qnHG4xy7dQsVpSZeXVfB4e73dy0tJxBp5vt9R1cd+Y0JMR5bdNOls6azPi8bNasXYdr2MOPv/edZNt2795JfX0tt99+e8qFNMUpYc+eXfzmN7+kqmoit9zy4+RiVSQS4ZerHqGrt49V992RdL8LR6Ks23WIvAwzVtPYMVCrlHPd4glcOstGXbcDtz+EQiYhw6ChKN2IQiZMfOvbu/nTq+/Q3NXPjPJx3P3NyyAqYvve/dz/8GOYTUbuu+1mLKMWf49nmJ///E7UahU//OHtqT22XwASiQQvvfQcf/3rY0yYMImf/vTeMTlaXcPDPPHci7y7ZSuZViu/uuNHTKwoH1PH0LCH1zbt5PUtu5BJpfz8ex++uJZh1HHFgqML06FIFF8wTDweRy6VUpiXhsspBDaLxWI0dPSw+t332bK/hl6HE41KyUWLZ3PpmfMw6rQMe738+cln2LR9B5Mqy/n1PT8iEhLqjsfj/O53/4fdXscdd9xNbu5HLzKnSJHiozntFEO73b4NwGazfZQpKGUqAoLBAHfffQcu1xC/+tVvMRjGugcFQ2Hu++NjDHt9/OTGG044Iahr76W5Z5Drls/9j9ux8YCdB19Zj0mr5rffvoLCTMuY47urD/PAo09QPr6YP933Y/y+D1ZCe3t7eO65v7Nx47tEIhGqqiZy3XVfZ968hamktaeYV155kaamRm6//e5ktLcjBEMhtuzczeypU5OucADReAwgGTRIrZCTazbQ4RgWyiViFpVm8PLe9tEIdDKMKhk/WVrEM/v7eKPOwcZmFxKxCE8wSqFZzY8WF5BvUtHvCfDsrlZmFVlYUpbJ9x75J5kmHRfOqeSxV94C4JoVS4jFYvzjrbVU2kqpKrMBwsTo2WefJCMjkwsuuACXK3DK+y/FF4uamkP8/Od3kp9fyF133Zd8ZkLhML9c9Wd2H6zmO9ddy8wpExgc9BKJxvj9i2/R3jfIXddf9oH16lRyZo7PPq7c6fHx+D/fY+P+WtL0Wv73yxcyf1IZFqOOPz7xAk+9spqSogLuuulGTKPvgiPviIGBfn75y9+QlmY+NZ2R4rTh2HytixefwU03/Sgpm4lEgnWbtvDYM88TDAa5/PxzufKi81EphYWLYDjM7ppGtuw7zI5D9cQTCRZMqeTac5aQbU0bY238KBQyKQqZ8F4IRyIcamxn2946Dje3U9vSSSAUQiwWM7GkkCvPXsT8yRUoFXIikQir33qbZ19dQyAU4suXXcIVF5yLUa9jcNBLPB5n1arfsXHje3ztayuZP3/Rye/EFCm+oHyWZ9lX2my2s4Be4G673b7jRCfZbDYjMMYH8pZbbslduXLliU7/TBEOh7n33p/S2GjnjjvuoaxsbISxYCjE3Q/+idrGZm674WuUFBYcV8f2mmZ+/eI7WA1azp7+nyU6fm9/Pb97aR2VRdn8+KoVGLRjN3/3O4Z44NG/UpCTzT03fQe1SnlCxTAYDPD000+yZs0rSCQSzjprBeeffzEFBYX/UbtOBSeSp1HcdrvdfTLr/bTltKmpkb///QnmzVvA/PkLjzv+zCur8fn9nLfsjDHljW09GHUa5LKjw4lSLiUUiSY/F1t1xBPg8AbRKYXItlKJmK9Oz6YyQ8vBHi+haJzJOTpWTMlh2CWE93/rUDfRWIIbFpVS2zlAa7+T710wj+j/s3fe4W1VZwP/aW/bsi1578RKnDh7J0AGBMJeoVCgpaXwUUqhQCkQykjZe3SXFgq0lBECSQiBJISVkL3tJPLetiTLQ3vf748ryzGEloDD1O95/Fg60j06Onrvved9zzsiEd7dtpd5U8ZhMqaybfce7N1OrrjkosRn1tfXYrUe4uqrr/1eGhS+y7L6TaCpqZE777yVzEwz9977MPp4cg6X28PSx3/PofoGfnHZJZw2fy4A9t5+Hnh+BdaWDi495TimVYz43J8lCALrtu3j76s2EApHuGDBTBbPn4FWrcLt9fLw3X/j/c3bOWHGNH71s8tQxZWAQMDPnXcuwWo9yK233sGYMZXDPQ1fmqScDi+CIPDXv/6RFSte44wzzuGqq65JGIR7evu4+/En2bxjNxXlI7nuip9QkCsaIOpaO1j90XY+2l2FPxgiVa/jzLkzOG32VHJMR5+9NhqLcbChhZ0H69hX20RdaweRqGhELMoxM29KJeNGljDBUoohHprg8XpZ/u4GVry9Foezh0mVY7nykosozB+M2Q2FQjz22IN88MEGfvCDi7nggouO+PnHgqSsJvk28GXl9AuvliwWyzwgZrVaP/iifXwJ/gzcY7VaoxaL5URghcViGWW1WnuP8N5fAXce3vDSSy9x5ZVXkpFxbJOWmEyG//2mL4jRqOE3v7mT3bt3ctddd3H66YuGvN7ncnPzg3+kuqaOu274P06dN2fI6/Xtdv742nts3FdHRXEOD1+zOJEp72jGXtPSxeOvrmOSpYhHf7kYjUr5qffc/Yc/IwgCj95+Pfk55iP239HRwfXXX0tTUxNnnnkmP//5z4ekez8ajuW8cwR5irMUuGs4+z2WcvrJOQoEAjz++AOkpaWxdOmdpKUNdXHbtG0nr695h7MXncjcOYPuyI6efj7aVc1JsyZiNovHRGMxbH0eZo0pTnyO0CTGVGVnpWD6xPdZZDKwaNKRx7elsZuZI81UlJpY8+oB1Eo555xQyUc7qgiEQlywaA4mk4Gtu3eRatBz2klzEnW5nn/+fZRKJeeff/YRv/OX5ZveH98RWT2cY3luH03fTqeTpUuXoNFo+Mtf/kROjpi0q9Pm4NYHHqa9y84DS65n/pzpxGIxXl2/hT+9uhYEeOCXFzF/6tjP/VmCIPDgcytZvmEbEyzFLPnJ2RTHMzw3trTx67sfpsPm4Porf8RFZ5+acGX1eDwsWXIbVVX7+N3vfscpp3zxOq/Ja+pQvux8HMvjn376aVaseI2LLrqIG264ISEPW3ft5Y4HnsTr93PTLy7n/DNEefhgRxUvrNpAVV0LapWSk2ZM4JQ5k5lUUTbEM+Roxr7rQB2PPPc6dS2dyGRSKkoLuejU4xlfXsK48mLSDktgIwgCB2vrWbHmXda8+yH+QIBJ48Zw56+vYfrk8UP67ejoYMmSW6muruaaa67hsssu+zzTddTj/y9862R1gOE4h4frOpDs59j2wZeU08+tGFoslg+AJVardZPFYrkZuAGIWCyWP1qt1vs+bz/DgdVqtR/2eL3FYmkFxnLkuMQngH8e3nDhhRfmAx85nR5iR6ivMxyYTIajcrk4GjIydNxyyxI+/PBDrr76WqZPP2HIZzmcPfz2sd/TZe/mlp//jKljxyde7+738NKGbbyzvRqNSsGPT57F2bMnQJjEe45m7E++/C5atZKbLjgZjyuIh+CQ1w/WNbB55z5+esE5qORaHA73p/pvb2/jppuuE2Ny7n+UCRNELeGLzN+xnPc4n5KnOF/YWvhZ/R4rOT3SHP35z0/R0NDAPfc8RDgsG/L6gZpabnvgEUoLC7j0/PMTrwmCwH3PvEI0FuOMOdMT7dtqWun1+BlflJ1oe3t3C+YUNepobEjfbf0BdrW58YWjjMzUMinPgNmcgsPhJhqL0dnnZ3aZCYfDTVVDJ6XZGXhdQTbvsaJRqchKS8dud7F15z4mjB1LX18ACCAIAhs2vMeECZMJBsWF0XDKxXDL2TGS22+9rB7OsTy3j6bvSCTCzTffSG9vL4888hRyuR6Hw01bZxdLHnyUQCDI3Tf9ikqLhf2HWnni5bfYX9/CxPJifnHeyeRkGo/qe/xn3SaWb9jGefOmc9mpc5FKJTgcbvYcOMg9T/4JpULOXx+8g1xzHt3dHgB6e3u4445baGxs4Oabf8vkybO/8Nwlr6lD+bLzcSyP37BhHX/9619ZsGAhl156RUIe3lz3Ln957l8U5OXyp4fuIkVn5P0t1fz9jXeoa+0gJzOdK845hROnT0Cv1RCKRNhzqJ0et49gOIJcJiPDoKGyPA93/393yf9g534eef41Mo2p3HjJucyotCTiawfG7nC4cXs8rP3gI9a+/xGtHR2olEqOmzGNMxeeyIiSYoAh95q1a9fw9NN/IhYT+O1vf8fs2ccd9TwOgyx/q2R1gOE4h4frOpDs59iPhS8pp0ezYzgWGHDXvAKYB7iBTcBXqhhaLJZcq9XaEX88ASgCrEd6b3zb9MuetN8YBEHg0UcfjfvWX8EZZwzNMtrS3sltjz6FPxDgnht/SeWockBMePDK+zt47cOdxASBU2dUcvGC6aTovlxCjqqmduZNGIVe8+lMZQAfbN2BSqng9PlHjgEIh8M8+ODdRCIRHn309xQWftrd9ZvEsZKnr1NO9+7dzcqVr3PWWecyefLUIa9VW2u546FHyTAaWfqbGxJxKIIg8PTyt/l470F++cPTyTWJcUuBcIR/rN2GOVXP1HIxGcCWBgd723r58ayyhPXaH47y711dbKjrAUAmgagA88qM3HxafJdRABASx/R6/JTniTslHQ4nhdkmZFIpPX199PT1MWrEYCkKu92GzdbF+ef/4NhM2reA76KsfhN4/vlnOHCgiptvvp0RI8Tra4fNxi33P0w0GuOBJTdRWljAezur+eNr7wDw28vPYcbociQSCb5gmJrOHtqcbgLhCEadmnFFZkwpn66/5vUHePXdzcwZP4qfnDY3cS4cqK1j6WO/J9tsYukN1zJmdHFiQdHR0c7tt9+M0+nkzjvvZerU6V/RzHwxknI6PDQ3N/LUU48yduw4rrvu1wlZ+c/rK3lh2XKmTRzPb35xFekZBu772yu8u20vprjydvzksTTZeln2cTW7Gzpo7OpJlCQ6HKVcRmVxNmdOH8OkstwjZgV/6Z0PKMnL5qHrfor6CB5ENkc3y958i/UfbiQYClFRPpJfXn4Zx02fil6n+9T7GxrqePrpP7Nnzy4mTZrEtdfeRFZW9pefsC9AUlaTfBv4svJ0NIqhFBAsFksZIBkoI2GxWIz//bCjw2KxPAmcC2QB6y0Wi9NqtVZaLJbVwO1Wq3UXcJ/FYpkExIAgcMnhu4jfZd54Yxkvv/wy55xzPosXD/Wtr29p5baHn0Imk/LwrTdSUpAPwN76Vn6/fAOdPf0cP66cH588k+z04alhJUGSqMV1JA7VN2ApLUF9hBTXACtWLKe2tobf/vZ333il8LtIIODniSceJjc3j8suu2LIa9XWGm5/8FEy0o08cNvNiWQW4XCEP776Juu27OasuTO45PR5dHd7iAkCv1+5iXani3suPRmFTIbN5ecPGw5Rkqnn7AmionjQ5uVvW9uwe0KcNjqTU0dnolfKeH2/nTeqHSjW1/HjCVnIZVIyDWraesUsdjKplEgsBoDPH0SvFY0a9u64m6p50PW4oaEOILFwT5JkOKiu3s+yZS9xyimnMXeuGGvb53Jx24OPE4lEeWDJTeTnZPPn5Wt5c9MuxpTmc9MPz2RkaTavbzzIun1NVLU4PrXolgDHVxTwswUTMOrUifZdNU0EwxHOOm5KYhHe73Zz9xN/JMNo5P5bbhyS3bm5uYlbb72BaDTK/fc/wujRXyxuPMm3i3A4zAMP3INGo+XWW+9IuNMve/MtXli2nPlzZnH9lZfT2GHj2kf+hs3Zxw8WHs/5J85h86EWfvX0KppsYgKwisIszp9dSaE5jQyDDrVSTjgSpdvlpbWnn3U7a7jz32uZPCKPa8+cQ4Zh0KDR43LT0uXg8rMXHlEpXLFmPQ/+4WmEmMD8ObM465SFlHxGySqHw84LLzzL+vXvoNPp+cUvfsWPf/xDnE7vsZnEJEmSAEenGG4E/gDkIJaUIK4kHrn43RfEarVeB1x3hPbTDnt82XB+5reFXbt28Pe//4V58+bxs5/9fIi1rrG1jSUPPYlapeS+m35FXraZSDTK82s389qHu8jNSOXey89hwojBi3A0FqOr34/dFcAbEpPBaJVyRgGqmIBM+r8Tv44ry2frwUZ+flbsiPEIXr+fbFPmEY4Ud53eemslY8eOY/bs445yNpIMB//+93N0dXXy4IOPo1YPLkhr6hu446HHyEg38uBtt5BuFOOYnf0u7n/mFQ42tnLhycdzyanzkUgkRGMx/rDqYz6oauDHCyYzoTQXdyDM0lX7iMQEbjp5DDKphDWHuvn3rk5MOiW3LSihImswfuKCCdlIpRKW77eTIpdwbmUWlXlpbG3oJhKNYUrT0dUr7oooFXJCYVFmQ6EQwBDjg9MpKotmc9axncAk3xvC4TBPPvkoJpOZK68US6KEIxHufvKP9LlcPLjkJnKyzNz7z+VsO1DPOSdM5bJT57Kppp0lr26is8dDTpqOc6dbGFdkotiUikapwNbn5f0DLazaUUt9Vx/3XnQCGQbR6NHvFhfBOZmD9tcXX1+F2+vlvk8ohW1tLdxyixhT9vDDTyUNbd8jXn753zQ1NXDXXfclss5+sHkLz/znFY6bPo3r/+9n7DxYxwPPvkKaQcfD1/2UkETOr595ixZHH8VZRq4+bSazRhXR5QnR1uPF6Q9jdwTQqeTkG7VMsxRxXm4aF8wex1vbD/H8uzu5/m8ruf+yReRliEZDaXxNojxCsq/nXlnGyyveZFLlWK674ieYMo6cHdfhsPPii8+zfv07gIRzzlnMhRdegsFgSJZZSZLkK+BoFMPLgBsBB/BwvG0U8OQwjynJEejpcfLQQ/dSWFjE0qVL8Xqjidc67Q5ue+QpVEolD9x8PTlmE25fgHv/tZr9je2cOr2Sy0+dg1qpIBCO8FGNjU11Nqo7evGHokf8PI1CxvjCDOZasplZZj6i0gdw0uQKthxoYMPuQ5w0ueJTrysVCgLB0BGPbW9vo7Oz43vt7vd10tbWyuuvL2PhwkWMGzch0W5zOLjrkSdINRi4f8nNCaVwb00jD/7zVYKhMLdctpjjJokJNFy+AHe9uI7d9R1cdPwEFs8Zh8sf5vYVu+nq97P0zPFkpWr488dtbGzqY3K+gZ/PKkCr+HQx4vMqzfSHBV7bZ8di0jGrzMy7B7vY2eykxJzOym0HCIYjGFP01LV2AiQyjoYjg5lufT5xl1Gr/bRrUpIkX4TVq1fQ2trMXXfdl6ij+tyryzlYW88tv/g/SgoLuefZ19hpbeDq8xYya1wFS1/bxO5GG5a8DK5cPIHJpdlIJaKXxYBhr9icymXmSqaUZbP01Y088MZmHrh4LjKpFEncOBeL75SHw2HWb/yYeTOnJzxCQEw087vf3Y4gCDz88BPk5xd+xbOT5Ouiq6uTV155kblz5zN9+kwAmtvaeeJvzzDGUs6vf34FOw/Ucu8/XqY4N4tHf3M5z769ixVbqsk2Grh18Ty0egNrqzt5dsc2AuEjrwmUMinHj87hzMo8zpoxhvElOSx5/m1++8I7PPazMzDqNRi0GhRyObaeoV5s1voGXl7xJmeePJ8rLrnkiOsJt9vFK6+8yMqVrxOLCZxyymksXnxR0riXJMlXzOdWDK1WqxNY8om21cM+oiSfQhAEHn/8IQKBALfeeidarRavV9w5cXu93PH4H4jFYtx7y7XkmE30uLzc+vfldPX08+sLFjJv4ij8oQj/3lzHyr0teIMRslI0zLPkMDIrlZw0DXqV6HriCUbwxmLsqLWxtcHBlno7WSlqLp4xgrmjchIWwQGmjy6hPD+LF9ZuZtaYMnTqoS6juVlmGlrajvi9GhvrASgvH33E15McW5599mmUShWXXfazRFswFGLpo08SiURYevstZKaLOxWrPtzK35a/TZ4pg9uu+wEFWaLb5oEWG4+v3Iij18Mvz5jNyZPKcXqC3LVyD+19fm47rZKiTAP3vdtIjcPHBeOzOGuMiU53iHU1PTT0+PGFo2gVMsoyNJxQauS6BaUc7HDxx02t3HdqGek6JW/tb+f00dks31zFgRYbBVkmNu05QCAUSuya9PW7vvpJTPK9wOfz8eKLLzBx4mSmTZsBwP5DVpavWctpC+Zx3LQpPPnKGnYcauCXi09hZHER1/1zHd5AmJ8vnMjiuWNZtbOde9c3UNfto88fRi2XUmjUMKs4jUWjTYwtMPGLkyfzyKqtLN9aw+KZo8hIEeNtHX1uMlINHKitxx8IMGfa5CHje/LJJ2lvb+P++x9NKoXfM5577h9IpTJ++tOrADE50oN/+DMatZpbf3k1DR027nvmFYpzs7jtZxdxz4vvsaOmjdOnjmbOeAv//Lgea1cDBrWCeZZsxhcYKUzXoVMpUCmkBEJRmp0etjc52WDt4t2qds6dVMjFM0r53SUL+c0zb/HUqk3cceECZDIZJblZ1LZ0DBnjv5a9jjE1heuv+gl+36cVz23bNvPYYw/hcvUzf/6JXHrpT7+2OMIkSb7vHE1WUhVwB3ARkGG1WlPjdQTLrVbrH47VAJPABx9sYMeObVx11TVD3INisRgP//VZbA4n9//mVxTkZNPr9nHL06/hdHm556dnU1maz87mbp5cV02PN8isMjNnTSyiIjftiIHjIGZGml6QwVVzBbY22HlleyOPra1i3YF2rj9pLOaUwYQ1EomEn585lxv//AovrN3CVWcOTTIzqrSETTt24+ztI8M4tKxKf79YAD3jM1xKkhw76upq+fjjj7jkksswGgdrVD3zn5dpam3jd7+5gYLcXARB4NmV63jt3U1MH2vh1z86D61aRTga5aUP9vDqxv1kpxt44CeLGJVvpqXHy9KVe3EHwtxx+jhy0/XcubaeHl+Ya+cUUG7S8dzOTqpsXuRSCSVGNdkGJa5AhE3N/Wxu7ueSGQVcO6eA29bU8fIeO6eMzePFrY1cNqsMlVzGVmsrkwpziQkCtc0djCrJRyqV0mGzJb6HJp4FLxDwD3GRTZLki/DWWytxu1386Ec/RSKREI5E+MOzL5BtyuTyC89n7dZ9rNu2jwtPmkVJYQG3/ud9dCoFj1w6n7r+CBf8bQdObwizXsmEXAMZOgX+cIxDdi/PbGtnZbWdW+aXMndMIRsPtfLK5oMsHF9CYbboht/c5WBUUS5tXV0AlBUNKn9tbS2sWLGCM844Z8jOf5LvPp2dHXz44Xucc87iRHmn5W+9TVNrG3fccB0yuYL7/vEy6Sl6llz+Ax5a/iG1HU5+ddYcugIybnt9N2laJVfPLScnPYVtrS6WHejF7rExEAZr1MgZbdYxe0Q2v1g0life3Mdru1qotbu5/fRx/Gj+ZP6+dhsfVDUwt7KM0aUFrNm0g3A4gkIhJxyJsP/gIU5dMA+9TovfNzTr4n/+8wLPP/8MpaVl3Hffw5SWfv76nkmSJBl+jsaV9HEgD7gYWBNvq463JxXDY0QoFOKZZ/7GyJHlnH762UNee2PdBnbsr+YXl17ImPIRhMIR7nnhTbr7Pdz907OpKMrhpW0N/GtzHYUZOpacNp5ROaJyZveEaHD6cHjDBCMx1AopJp2SYqOazEwx7ksmlTBrRBYzysysr27n6Q+tXPefLdx66njGFQwqE+UFWSyaPpbVW/axYNIoRuYPun5MqBgFwK7qg5w0Z+aQ8YfjMWJyuWL4Jy7Jf+XVV/+DVqvjrLPOS7RVW2tZtfZdzj5lIVPGjwPg+Tff5bV3N3HqnKlcdf6pyKRS2rr7eWT5B9R1OjlxwghuvXgBfk+IHU1OHnmnGqVcyn3nTkSlVHLX2nrCUYHbFpTgDcV45MNmBOCU8gxmF6eiOcyd1OkL89p+O89+3MIiSwanjjax6oCD648rQCZtYsOhLiaW5bHF2sxFx1cikUjYX9dE5chicrPMNLUO7kwbDOIuYn9/P2lpw5ofK8n3jGg0yqpVbzB+/ERGjRLd5dd+uJHWzi7uvP4a+r1+/rpiPRNGFrNg2kRu+td7pGhU3HnB8bywy8bm5n4q81K44fgiKnP0hGMC0ZiAWi5FIpFQ3eXhiQ+bWPJWDXedPIIfn1DJ1X9/h1U7avnhnDGolQoa2kWjR79LXFQPJIICePPNlchkMi688OKvfnKSfK2sXPk6EomEs88Wr+P9bjcvr3iTGZMnMmPyRB549hX63F4eueFnPL12JzXt3fzuJyfzdlU3m+oczB+VzXGWPJbtt9OyrxeNQkpFlp6ZRanolDKCkRgdriBVnR4+bu5nRHU3l08toiI3lScv0xaMAAAgAElEQVTXH+T+t/Zz22mVvL+/nuff3cXsimIqRxSz4v0tWFvaGVtWRHdPD6FwmOIjJJl5++3VPP/8MyxYcBLXXvtrlMpPJ6xJkiTJV8vRKIbnACOsVqvXYrHEAKxWa7vFYsk7NkNLArBmzSocDjs33HAzMtngIrq9y85zy1YwY8I4Tp13PAB/WfUBh1q7WHLxqVQU5fD0h1ZW7mlh3qgcrllQgUwq5YOGXtbWOGntC3zmZ+altTKzIIV5I9IxqORIJRIWjs1nbH4696zaze1v7OSmUyqZM3LQ1ePHJ89ic3UDf3jjPR6/+gdI47ExpYX5ZBjT2Lp736cUQ1U8a1koFASOaQHlJIfR2dnJxo0fcO65i9HrRSOAIAj87V8vkpmezo8Wi4uMdzbv5JV1H7Fo9hSuXnwaEomETQeaePyNj1DKZSy5YD6zRhehUyv594e1/HNTPcWZen57+jg8IYG71zWgkEm448QS9tm8vFffS4lRzYXjs/CEY7zX2EenO0g4JmBQyihL13DJxGzW1PeyxurkovFZpGvkrD7oZEZJJusPdvKTqYVssbbQ2eelNC+bvTUN/HDRXEqLCrHWNyS+40ACBqezm6Ki4q98jpN8d9i7dzd2u43LL/8/QHTVe3nlakaPLGPahPHc8+xyJMA1i0/moZVbiURj3HL2bJ7c2EZtt4/Lp+Vx3vRC3tjRxuvVduxe0SCmV8qozNazsDyDh8+wcOvqGh7Y0MhTZ49i+shcVu+q5wezRlOWn0Vtq7hTOBBreHgSjs2bNzJr1qykAeR7RjAYZO3aNRx33AlkZsZ3C1e/TSAY5LILzmfHgVo+2l3NpafNZ39rD1usLfxs4VTer+1nU52Dy2aV4RUUPPZRCya9gv+bkUehUU29M4DNE8LhDaNTypiUn8LFE7PZ3+Xl5b02fvt2Pb+cXcBVcy386T0rr+9u4dL5k7jz3+t4d08ds0cVIZFIqKprYmxZET6fWPdQrx1ajsXhsPOXv/yeiROncP31Q9c3SZIk+fo4mhRPIT6hSFosFhPgHNYRJUkQjUZZvvxVxoypTBR9H+Dpl5Yhl8u55rIfIpFI2HKggXe2V7P4hMnMHjuC13Y2sXJPC2dNKOSGhWPpdIW4/Z06/rGtHakELp6YzT0nl/H0+RU894MxPH1+BXefXMaPJueQqVeybL+dG1fVsOqAg2i8uGpumpZHLpiOJSuVh9bs5+O6Qdc9nVrFTxfNpq7dzru7DybaJRIJMyaMY1f1wUQWyQH0elEZdLuPafHkJJ9g9erVxGKxITvQ2/fspbahkUvOOxu1WkVLl4O/LlvD+PJSfh5XCl/fXMX9r75HkdnIU1edxazRRfhCEW57ZQfPbqpn1ggzD50/GVcwxn3vNqBWSLn9xFI+bnHxXn0vMwpTuHBCNusb+3jtgIPmvgBmvZKydA0yqYSPW138a5+Nk0abKEhT8Xq1g4WWDGq6fVTkZ+IJRogp1MikErYcamF8eQmHmtoIhEKUFRdhc3Tj9opZHLOzcwAxMUOSJF+GDRvWodPpmDFjNgCbd+2hu6eXxactwtrSyZbqWhYvmMmmWhu1Xb384pRJ/Hufg9puH7fMLyUrRcUNy6p4p8ZJhk7J6aMyOXuMiYosHTvaXNy7oRGrw8eSE8sIhKP8bUsbp04qwx0IsbWuk/KCHBo6bESiURTxREuRSAQQd8TtdhsTJ0782uYnydfDjh1b8fm8LFx4KgCBQJA1G95n5pRJ5Ofm8M9V68nJTGf2pHH8671dTLcU4Jdqebe6gx/PKqPRLfC21cnJlgyumJ7PjnY3f9zczjs1Tpp6/XT7wuzv8rC8ysH97zdj84R46geVlKVreGpjC5mpeo4baealbU2Y09Moy05n5dYD6LUainOz2F/XBPCZISvLl79KJBLhuutuTCqFSZJ8gziaHcNXgecsFsv1ABaLJQd4AnjpWAwsCezcuR273caVV149pH3vwRq27d3PT84/m/TUVILhCH9Z+T4l2ZlcfOIMqtp7eW5TLSeUZ3P58Rb2dXp4alMLeqWM6+YUMinP8KmLtUouocioocio4aJZxeyuc7Bsn41X99nY1e7il7MLSdcq0KrkLD17Ere/sZNH39lPdqqGUpPotjd3goVVm/fywtrNzB1fnljETJ84jtXvfcjeg1amjhub+MwBC3dvbw/FxSXHciqTHMbatWuprBw/JLj/jTVrMWWkM3/OLARB4C/LVqNUyPn1pecik0pZvf0g/1i7ndkVxfz6nONRyMUahfe8uY/WXh8/mT2CcyYW0Nwb4IH3GtGr5Ny2oJiNTf1sb3Nx0sh0Rpm1/Ge/DQmwoNTIGLMOWVwMJRIJne4ga2p7eGFbG4ssmTyzvQN3KEqaWs7B7gBmg5qtDT2MKcpmW00rPzlhDMs3fIy1qY2yYjH2tr6xmQljK8jMNKFQKOjsbP8aZjjJd4VoNMrWrR8zY8bshJvb+o82YUpPZ+qEcTz0r5XoNWrmTankmmfWM31ELj1RFTtau7lqZgH9wQirDnYzJsfAeRWZZBmGJuc6e0yEf+7o4PldnVwxLY/zx2Xz4u5OFo/PwqhTs/FQKzMKswlHorTanGjj2VB9/gCpCgVtbS0AlJQkr5/fNzZv3oTBkJKIK928cxcer5czF57IbmsDje1d3HDJObz80T4kEgmnzxjPXW9WsbAyj96wjF3tvfxocg5hQeCfOzvJ1Co4v9LMuGw9UqmEmCCglEro9oXZ0tLPx8391PfW8bMZefx1cxt/2dzGbfNL2NHk5OXtzSyaMoo/vPkx9Z1OxpYVsXbLLqLRKMp4TcVgKJgYuyAIbNz4AdOnz0ommUmS5BvG0ewYLgEagf1AGlALdABLj8G4kgDvvbcOgyGFadOGumA++/IKUg16zjhxLgBvbt6Lo9/D/51xPALwxLoqslM1XLOgghqHjyc+aiYvRcXdJ49gcn4KAtDQ42d9XQ/Lquwsq7Kzob6H5l5/ovByfqqaXx1XxNWzCmjvD7J0XT1dbvHCrlHKue20CRjUCu5bvTeR3loikXDpSTNxurxs2H0oMd5Ky0iUCgW7qw8e/jUS7n49PclN56+KtrYWGhoamD37+ERbp93OnuoDnDJvLnK5nN2H6tlb08gPF80lPdVAVXMXf12zlWnlBfzmvBNQyGU0Oz38+pUdONxBHrtkBudOKsTmCXH/hka0chm3LSjhoN3HpuZ+TihJw2LS8sbBbgwqOZeOzyYvRcXmdhfLDnXzysFu1tT34IvEOL8iE7VCyvtNfcwsSmFPh4eZxans6/QwpSST3a09VBbn0uLow5SRjkQi4UBDCyOKiwGobWwCRFe77OxcOjo6jjALSZJ8PurqavB4PEyZMh0Qs0DvqjrA8TOm4vb62by/hpOmVbJuXzOBUISzp4/iXzs7mVKQgkmvZNXBbqbmp3DbonLcoSgv7bPx+KYWfr+5lRUHHQQiMa6emU+RUc0LuzqZU5qGRiFlRZWDqSNy2NXYlUhA09TpQK8Ty6+4PB5g8NppNpu/htlJ8nUhCAI7d25n8uQpid22j7ZuI8NoZOwoC2s27SDNoGNkcREfVjVy+tRRvLqrFb1KzszR+bxX38sZFZn0BSN80NDHrKJUrpldgCCBF/fb+NO2dv6yvYM/b+9ge4ebOcVp/GJmAYFwlGe2d3DZlFxiArxW5WBRZR4f1dooL8hGJpWw8UATlqJ8gqEwLV0OtNpBY8YADoed7m5HMllSkiTfQD63Ymi1WkNWq/V6q9WqB7IAQ/z5kYvUJflShMNhtm3byuzZx6FQDCZncTh7+HjnPhbNPQ61SkUkGmXFpj2MLyugsjSfNfvb6Or3c/W8CiIC/HlzK2a9klvmlZCiltPY4+dPW9p4blcnm5r7aOsP0NoX4MPGPp7Z2cnvP25le1Nv4vNmFKZy+4mlRGICD73fRH9AdGEy6lTceHIlXf1+Xtpan3j/hBEFFGdn8NbWqkSbSqlkVFkJVdbaId9xQDHs7e05JnOY5NPs3LkDIFHvCmDzjl0AzI/HgK74YAvGFD2LZk8hFInw5IqNmNP0/PrcE5BJpbT2eLnt9d1IpRIeXjyZ6SPMuAIRHnyvCYBbF5TgC0d581A3Y7N0zC5OY3WNkzSNggvGmKjvC7C+qQ+nL0xJmprRmVqkEgnbOz3s7/ZzwcQ8PKEoqRoFMqkEiUSCAKhVGjFph06Mi2y095NvzqSmuZ0Ugx5TRjqNLS2J75WTk5N0JU3ypTh4sBqAykoxGdPe6oNEo1FmTp7IlupaorEYx08cw9p9jUwpy2Fbh59wNMaFE7N5eZ+N0nQNP5yQzX92tLOs2kFvIMJos46SdA0NPX6e393JQYePy6fkEokJfNjYxwll6Wxp7mNMgRlfMEIgKkUqldBmd2LQi4rhgMv0gBt+6mHJaJJ892lpaaavr5eJE6cA4nphT9UBZkyeSCAUZseBWo6fNJb39otx12PKCtnf3sc5kwp5YWsbxUY1ealqdrS5OXFEOtMKU/n33i42t7pI1yg4riiVeSVpjDZpaekP8sJeGzZviFtOKccXjvF+Yy9nVmSyu93N+MJMYgJsb+5hdIGZ3Q0dlOWLu4CNHbZEbKHH60uMv7VVvE6XlpZ9ldOWJEmSz8F/VQwtFkvxYY9LB/4QM4WUHPY8yTBjtR7C5/MmLNUDfLhtJ4IgJBK57Kxpxunycuas8URjAm/sbmZsnpGJRRm8XmXHFYhw9awCtEoZ+7s8PL+7k5gA544xcevcYn41u5Dr5xRy69xizhtrRiWX8uzmFlYf6k7EFhakqbnx+CL6AxGe2d6OEN9VrMxPZ/7oHFbsaaHXK+4mSiQSTp4yhrp2O22OQQVz9IhSGlrbh8QZarVaVCoVvb2D70tybDlwoIrs7OxEDB7A7v3VFOblkmUy0e/2svNgHQtnTEIhl7N+Tx2dvW6uPm0mWpWCYCTK/W/tRwLcd84kCtJ1CILAX7e04fSGufGEIsx6Ja/ss5OqlnPBODPrGnpBIuHsUZlYe/xYe/yMMKo5bUQ6U3IMjDPrWFiSxnizjlZXkE53gJEZGqrsXirMWmqdfvJSVXR4wqjkUuyeMBqlgkOtdsqLchOF7ovy82lpH9whzMrKxmZLKoZJvjh1dTWkp2eQkSHu2lXV1KJSKrGUlrDjUANmYwohQUqPJ8AJFYW8W+tkVnEaVV1eQtEYl07K4d2GXva09XN8cRpXTsnllJEZnG7J5KppeeSnqllT4yQcE5hZlMq2VheT8lIIRGKgEMusNDr6MRtT6XT2YdANXWQHAmJiD41Gc4TRJ/mucujQAQAqKsYAUNPQSCAYZFLlWPbVNhKORJhROZqN1Y1MLMtlS2MPGoUMnVaLwx3ivHFm3q5xMtqsZWKenuUHHChlUi4el8W5FSam5qUwMcfAiWXp/HRiNiMzNGxs6aezP8AiSwYH7T7KMrWoZBJ2d3gZnZPKloZuKotyaOh0YkxLQSqV0mbrRqlUolDI8cSNGQA2m5hMKelGmiTJN4//tWO4/7DHdYjuo3Wf+Ks9wnFfGIvF8rDFYmmwWCwxi8VS8RnvkVoslj9aLJY6i8VSY7FYLh/OMXwTOHBA3HEbO3bckPate/czsqSQHLOYheyjfbUYNGomlxexv60HhzvA6eMLcAUivF/fy3ElRoqMGrrcQV6vtlOQqubKaXmMzzGglA3+/Cq5lHHZeq6clseCUSa2tblYUzPo4lmaoeW8yix2t7vZ1+lJtP9gainhaIy3qwZLBcwYI1oBt1ubBo8vzCcWi9HSPnShbjCk4HYnC5N/VTQ21mOxWBLPBUHgUF0dYyzlAOw4WIsgCMwaPxpBEFi19QAjczOZWJoLwEvbmmjt9XHDwjHkGcVF6tvVdna3u7l4UjblJh1bW/uxeUKcPcZEuztEuyvIcUWp+CIxDjlFpXByth7FYfInkUgYnamlJE3NnrZ+Kkw6QlGBTL0SbyhKSbqGum4fZaYUam1uSrKMNNp6KMox0+Ny4/b5yc3OoqPLljBcZGaa8Xq9+P3+r2p6k3zHaGxsGLKrUd/cQmlRAVKplIONbVSWFbKnyY5UIkGp1eMORplTYuTj5n4m5aXgC0fZ2+VhviWTWYWpyKSDsd0ahYxzKkxolTLW1vUwoyCFSEwgFIshk0C7K4xOpaDZ4cJsTMHR60IX333xxjM9hkKiw04yzf/3i8bGBlQqNTk5YlL42oZGACwjSqmub0Yhl5NuTKOz183kEXlsaehmWkkmm5v7Kc3U0uUOEY4KnGrJZHVNDyq5lAvGmsnSKwlFYzT0+mno9eMKRtAoZJxankFRmppV+7sYl60nRSVje5uLifkpbGvtZ1xeGg0ONwVmIwLQ1u3ClJaCzSkafXUaLb7DrsP9/X0AyUy6SZJ8A/mviqHVajUc9lhqtVpl8f+H/w13OqnXgeOApv/ynouBUqvVOgKYBdxlsVgK/8v7v3U0NtZhNmcNcREKRyLUNDQxdbxoJRQEgX0NbUwcWYBCLmNnczcKmZSpJSZ2tLmIxAROLM9AEATW1DhRyaVcOD4Ltfyzf3apRMJ5E3OZUZDC9jYXTb2DF/OF5RmkqeWsrxt0/cwz6hidk8a2BkeizZxmwJSqp67NnmjLjcfA2LqHxhNqtVp8Ph9Jjj2xWIyurk4KCwdPle6eHrw+P6XxgtnWpjY0KhWledl09Lho7e5nwfgRSCQSvMEIq/e1cfxIMxMLxTqW4WiMF7a2MiJTw8K4rG1q6ic/VUWFWcfeLg8pKhljTFqqHF50CimTsvVIJBL6glF2OXzscvhocgURBIGxJi0xAbyRKGq5lGi8yLJWKSMYFchK1dLa6yU3PYWuXjc5maI7ss3ZizkjnUAwiDcuT+np4hiTrspJvgiCINDZ2UFe3mD9tU6bnfzsbFxeP30eHyW5ZupsvRRmptDQE0AqEWU1EIkxozCVbW0udEoZJ48+cgygWi5lVmEqHe4QGoUMvVJGS1+Q3FQ1LX0BstN0OFw+0vQ6+jxeVHEFcCCRx0At2KRi+P2is7OdvLy8RHxhW2cXBr2O9LQ0mjpsFGabaLaLypcxNRV3IMzo3DTqnX5ml6Wzu9PDKLOWnkCEvkCEk0qN6JQymvsDrKhxsq3Tw7ZOD2vqe9lv9yIBTiw1Eo0JHOj2MSHXQG23nzFZOtzBKJkpOmICIBPDXrp63RhTDPR5xF1CtUpFMDQYdeRyudBoNEm5TZLkG8jnjjG0WCx5FovF+Ik2o8ViyR3OAVmt1o+tVms7cOQcxyI/AJ6Ov78beANYPJzj+LppbW2lsLBoSFtbp41QOEzFSDEDXa/Hh9PlZVSh6BZ4sLOPkVkpqOQyqrs8ZOoUFKSq6PFHaOoNMKc4Da3i8+nxC0akY1DK+Li5P9Eml0qYVZzG/k43oWgs0T6uIJ06u4twZLCtMCuDVsfggtyYKmYu7XMN3R1UqVTxOoZJjjUej5twODwkUUWXXVToc7LEtlZbN0U5ZqRSKYfaxNfGl4jytavZiT8c5fTxgwvlfZ0eHO4Q54w1I5FIsHvC2DwhphekEo4JtPQHGZWpxRcRcPojlKdrkEokeMNR9vf4CcfdlZs9YZyBKDqFjPw0NR2eMDl6Jb2BCBq5NJEUSaNS4AtFSTVo6fH4SUsRY656+t0Y09IA6O0XZXbAGt3Xl3RVTnL0+HzibvNAjbhIJEJPXz+mjHS6esRFd26mkXanm4LMFJp6/OSnqml3BZEAhWkqGnoDjMvSIY/vjntCUTa2uqjvDSRk2pIhuoG29AfJT1XR6QqSbVBi94RI06np8wbQaVT4AkEUCjHTczheriIcDiOXKz6zJECS7yZ2ux2zOWvwebeTrEzR3bnL2UueOYM2p3gdDAmi7CkVCgSgIF1Lnz/CmCw9Nd0+0tRySoxqfOEo2zrcGNVyFpakcdqIdApTVFR3++j0hEhVyxlh1lHj9FGWoSESE9AqxfVELC5/QTEPHU63D71WjccnJpyRy2WEw5HEeD0ed6JcVZIkSb5ZHE1W0jeA/E+05SPu8H3VFALNhz1vAQo+473fSrq6OobEgQF0OsSFemFevEZb/MKflykuiDt6fRSkiwvltv4AxUYNEomElngx+/LMoQVm/xtKmZRyk5amXn/CNQ+g2KgmJoDNPWj9y07RIABO72DWsVSdBrdv8LlaJaZpDwSH5iqSSqVD+k9y7PDGYzwGitrDYHbDVIN4k+51echIFR/bet1IgOx08Xm9w41cKmGEefCGfsjuRSGTMCZb7LPdJf7mxUY1Tp+4m5GtV+L0i4+zdKKFuD1e5HtipoaJmRq0cglNcZnK1ClxByOkqOW4Q1EManlCgZTEC3vL5aJlWiYTF8oeXyCRsXEg/spgEI0RLlfSVTnJ0TMgNwNeG574TnSqwYDLK3pSpOq19PmCGHWivGfqlXR7wxg1cvoD4io5J16iIhoTWNvQR0t/kC3tbvbZxf50ShkqmYRef5hUtRxXMIJeJccbiqJWyAmEI8hlMsLR6KfGGAwGUKmSuy7fN/r6ejEa0xPPXW43qSnidbnf4yPNoKPX40enVuLyiwpZRBCVt4ESQVl6JTZviDyDEolEwiGnH0GAGXkppGsUGJQypuUZUMkkNPaLxttCo5Zef4RUtXjdHchDEI7bhAORGBIgEAqjkMuIxGVWAA63XbjdbgyGpGKYJMk3kaOpY1hutVoPjznEarXut1gso4Z5TMOKxWJJQyyvkeDGG2/Mv/LKK7+mEf1v/H4/Xq8XkylrSHtfv5iBLtOYBjHoj8eZpOm1CIKAOxAmTSsuQjyhKCnxi7c3JF6cU1RH83OLMTCR2FClbcDyHTtMmZMewVgdEwSkh70QE8Q7h0w21BYhWryPblxfJ0eSpzh9Vqu1bzj7HW45jcZv0odnuY1EhraFIxGU8V2JYDiCQi5DEXdX8oWjaJXyIbGBwUgMnVKWiFcdkBeVXIovXsZEKZMmFDtFXCaiAiilksRxBoWMvricKmSiC6lcKiEaE1BIJQyI28DOiDTxX5oYtyZFVE6DceODLq4o+nyDSQ++T3ybZfWbQCAgGjkGErsM7HgolYrB80YuJxyNoZTLCEdjqORSwtEYaoUs4VUx4LofEwT8kRjjzVqqHD78h5X5GZB5qUSU9YFFtCAISCQSYjEBmVSaGMNAjVi/349Wq/sKZuPYkZTTo0MQBNxuV8LwBRAMhTCpMuKPw6gUClyRKCqFnNBhyhmQ8MVSK6QEowKauBeRPxxFrxTdmQeQSSQYlDKCcW8gjUKU5YHr8ECfib6FuBKIhGg0hixuyAsGQ6hUgzU8+/v7SE090k/+zSYpq0m+DXxZOT2aFbnDYrGMsFqtdYd9+Ajg6yhC1wIUATvjzwv57JjEXwF3Ht7w0ksvceWVV5KRof+MQ4YHk+mLWcTa2sSdwMLCnCF9SKTixVmv06BRq9FoREtxtjmVzEwDAmDQqTCZDEilElQqOSaTgdQecYGTkqYlRaPg82AyGXAf6sagUWA2D96AfK2iclqal0Z6fPfHF1/0l+Sno1eL/QfCYdL02sT4I3bR4mg2pSX6B9HinZpq+MJz9VljP4Z8Sp7iLAXuGs5+h1tOg0Hxd4xEIok5SjeKi8qUFFFuVCoFUplElJsULZFoDGO6FrlMRkaqBn84SqpRi1IuLh6yjFpcdT1oDBr0ajk5/ihgR6JWkmOUQ7UDiVqBWaOATg8KnQpTmoauiIDd7iWmVpKmUdBv92FQKzCZDBzo70YhkyCPK6GRiIAqbtRQx+VLF5e9gbnR6VWYMsXvp9XJ4+eAaFiRSMTF9HDLxTe9P77FsvpZHMtz+5N9d3eLMpaeLl6fYogGB61WiTGeeCklRY1cJkWpkqFSyJHKpOi0SqKeMOYMPWBHrRMXxDlZKRga+tgb3yk0pWnEfgWBUDRGql5Ftz+CRiVHkErRquTEBNBrlAiSEDqNCrUmft6Z0jCZDIRCflLjbvpf5dwMM986Of2y8/Fljg8Gg0SjUTIz0xL9SCSg0SgS9361RkFEokJAIMUgGjYMelEOB5Q4nUGDUiZBqpBhMhlI6wvS6XWjSdGgVw3uCHpre8hLE+8Pu7vtSACDQcyYq9fH/8dlPCVF/J9u1BKJRdHr1JhMBnx+Hxnpg3LqcvVRUlL0hebh65x7voWyOsBwnMPDdR1I9nNs++BLyunRKIbPAK9ZLJbbgAagDLgb+PtR9DFcvApcYbFYXgcygbMQE9YciSeAfx7ecOGFF+YDHzmdHmKf2BEbLkwmAw6H+wsd29zcFX+kGNKHyy0uKOQyOQ6HG2+8RITN4UKvUKFRyrD1enE43KSq5LT3+HA43Ojjt4J9jU4spv9tXTaZDFibe9jf7mJGQeqQMXxodZCXqiLqC+LwiZ+/taaLwgwdfncAvzuAIAjUttqoLM1PHHuoVqxbpJKLNymHw40gCPT09KBW67/wXB1p7MPV12fwKXmK84WthZ/V73DLaXwDBI/Hk5gjISYuNJtabKQZMjBoNHQ6enE43KSolMQEgaraTvIyUikwqAlHY2ysaqcyT4zfKzeqiAmwenc780ekkyETDdKbaxwssmSgkkupau3jxFIjUmB/ax/KcIR0CejkUj5q6EGKuFipSJPhcLixuYKkKmV09fowKKW09/gxquNWbb8ocx63+GX6+8RzIhiI0Nsr7gz29wdwONwEAqIhxeHoi/8fPrkYbjk7RnL7rZXVI3Esz+0j9d3X54//F6+jAb+48+Lo7iM9Qwytb2l3kqJW0tntJkWVQUevn9FmHQ5PEElAVCSt7f2MyU2hu9vDvKJUevwRYoJAkU68jju8IUJRAYMU2np8GFVy6h1e0lQyujo8mFO1dHXbMWg0NLWI9wZJ/N5gszkwGERX169yboaZb5Wcftn5+LLHKxSiHMZi0kQ/UqkMt8ePw+FGo1LR3ePGkGmg3xNAHhOvg8H4/aUQ93oAACAASURBVFoS/9o1bX2YtAoaHOKaoUgrp1oQeH13OzPzU5BJJFQ5vPjDUfI1oqw2On2YdApq20XjtccjXof9cdfqQDycRCWRYXf2U5RrprW1G58/gFop3vtttn5sNhsGg/Go5+Hrnnu+ZbI6wHCcw8N1HUj2c+zHwpeU06NRDB8AwsAjiPF8LcA/gMeOoo//icVieRI4F8gC1lssFqfVaq20WCyrgdutVusu4AVgOmKpDAFYarVam4/UX3zb9MuetF8pXq8Y9/XJ4OwBt7kBl8AUrWitc8VdSrMMGjrjC+Uio5pd7W5igkB+qgpdPJFMeab2fyYqCEVivLrfhlImZUbhYFbUqi4PNd0+LpowWHuos8/H3tYeLpg2WM6yxd6D0+VlTPFgXqKGFrGcRVHeYNyk2+3C7/eTlTXUZfabzLGSp69CTg0GA3K5nO7u7kRblimesMBmhzEV5Gdl8tHuagRBoDxPTLqxt1FUDCcUpqNXyVm+syWhGJZlaBiVpWfZXhszilLRKmWMNuvY3NLP/BHpWDI0VNu9zClMpTBVRX2vn3KjGoNKzvhMDTZfGG8kRqZajkEpo9cfxuYOMs6k5ZDdS3GamkAklgiGDoXCKGVSfIEAKoWccFhcfOs1GsKHufeBmNhIKpV+b11Jv82y+k1gwPVtIDmWRq1GpVTi7O3DZBR3P+y9LrKNetp63Iwbnceedjf5KUpiArS5ghSmqtjX5eHM+OLcoJRhUA5NALa3y4NUAmadgg5XkIqRejbUdHOyJZPqajfji81sq+2jLC8LezyrsylDjC9zOOxMmjTlK5mPY0VSTo+OYFCUR6Vy0DVTr9UmYqvTUw1097kYMaKcmCCgU8TdPuPrBps7iE4pw+rwUpGt573GPtpcQfJTVEzK1lPl8LGmXkzYJQEqMrVk6RTYvSGanD5mF6ZyyOFDq5Bid4uJlgJxI4gQvx7nphvocvYyvdJCVzw3wsC9xunsJhqNDkme820hKatJvg18WXn63MlnrFZrzGq1Pmy1WkdZrVad1WodbbVaH7FarbH/ffTnx2q1Xme1WgusVqvSarXmWq3Wynj7aXGlcGAsV1ut1hFWq3Wk1Wr9x3CO4evGE08IMhAjNYBSGXfTjMdQZaaJiqO9V0ySUGIyUGdzERMEKrP1eEPReHIQKXNLjTT1Bfio6b/LitMX5pF1tXS6Q5xTYUoEmbsCEZ7Z1k6mTsGCkYNB7//cVItMJuHUysG8ROt2HkAqlTBj9KCyuN9aS4Yxjcz0wcS2LS2iLp+X98mcRkmOBVKplKysHJqbB20opowMNGo19c3ijm55UR5ef4DmTjsFmankZaSwfo9Y21CrlHP+5CJ2NDvZcFCsRymVSLhmXgn9wQh/2tRKLCZw4sh0/OEYbx3qZmpeCgLwXmMf40w6ZBIJH7T04w1HUUgl5OuVWNLUZKjlRGMCu2xelDIJcqmEUFRAFg+I8YejKGUSul1+ctO02Ps8mFN19LpEpS/VoCMUX5QMxEtKJBJ0On3C0JIkydGgHagZGE/aJJFIMGekY3N0k5maglqpoKnTTqk5jSZ7PyMztURiQiIudltrPzMLUnGHoqw76DjiZ9g8IXZ3uBlj1lHr9BMTIEUpFWt4aqSEIjEKjHq6nH3kmzNo6/x/9s47sKnya8BP0pXuvVda2qalk1LaMgqUjchWQATFPRCcIA6GIg5QHIj6U1EQEBFkFpC9WkpbSjc03XvvnaRJvj8ClQoqOHB8ef5qb+5977mnb9/c855VhY6ODnY21sjlchoa6rVNwv+fcaPelZYW5jQ0XamUa2tFaVUtHvaa72l5Vyd6OkIK61pwNDMgobCRIAcTMqracTMXYXylj2ZXtwovS0PGelrS38GEMEcTxnlaEmRnjEKl5miept+hp4WIzOo2AhxMuFDWioe1IdKqZuxMRVTUN6IrFCJUK+lWKhE72lNaUQGAi6NmU7i8XLNJ7OTkfNt0pkWLlpvnVqqSIpFIRkskkg0SiWT/ld/DJBLJiL9GtP+/tLZqwjSuTS4HMLpSBKHtSqNYOwtTDPR0Ka7StIUIcbWiqVNOQW0roS5mmBrocEiq2WEOczYl0N6Y4/mNbEuroqpV1lMNVKlSU94i45C0jk/Ol1HfrmB2iAO+dhrDtFXWzdozxbTIunlqsFtPwZATlyuIy6tmdkQfrK/kGjS1dXAoIZOhQT5YXWkl0CWTk5xxiYiQwF7PI5VmA+DtLUHL7cHDw5OcnJye34VCIZI+nlzOyQVgQF9No/tzaZcRCARMjvQnp7yOi/maL/cp/VwJcrFg3YlsEgs1nkeJgyn393fiYnkrm5IrcDE3YKiHBeeKmylq7GSImzl5DZ1k1rQzzM0cmVLNkYJGsus7kHWrUKvVNHYqOFPaTG2HgqFeNiSXt2Kqr0NZUycWhrrk1XfiY2tETk0LEgczimsacbOzpLpBs7Ntb2VBl+yqZ+ennXQLC0ttH0MtvwszM020xNVm3ACuzk4UlZUjFAqQuDlxuaicfh72KJQqdLq7MNQTEl/UzEB3cxJLWzAX6RJkb8yx7FqO5jX0FKRRq9UUNXbyfWYNhno6DBVbcCKvAVdzA/JqO9AVCujuvLJBqKtGpVbj4+ZIYWkZLg726OnqUllZgVqtxtHxT+0YpeUfztWiSNd6DB3sbKmuraO7uxtvVyeq6huxMRVhqK9LZlEloW5WxOfXMkRsTlpZC762moJ1R3PrmeBjTYusmx+yaqhtl2OoK8TbyhAvS0PMRbo0d3Wz53IdNe0KZvZ35kR+I0qVGg9LEcWNXUS6mXGxpIEITxsu5pXT182OnKJSAPr2cSMnvwBdXV3cXDSGYGFhPgBiscdt1pwWLVpuhlvpY7gA+BRN+ObQK4c7gTf+Arn+X1NfX49AIOjpw3YVkys72G1XmsbqCIX0cbJFWqrJOwnzsEVXKOBkdiX6OkLG+9qQVtFKYkkzQoGAaQF2DPOwoLipi08TynnrVBFrY0t461QRnyeWk1TWQl87Y5ZNkPS0tihv7uK1owWUNnXxxEBXPK00xmlyUR0fHcsiwNmS6f3FgOZl55O9p+hWKpkVPaBH7pPxCXTJZAyP/OkYQGpqMi4urr3Kbmv5a+nb15/y8nJqaqp7joUE9KWgpJTa+nqszE0J9vHgcHwy3Uolo0K8cLQy5eP9cbR0dKEjFPLS+EDENia8EZPOzuRiVCo1YyTWTPCz4WhOAxsSyxnnbY27hYhvU6sx09dBYmNEbEkz0roORorNMdHXIb2mnd059Xx/uY7DhU3UdSgIdzKloV1OZZucADtjcuo68bY2oqJZhquZPu2ybvrYGFPZ2IqXozXlNfUYGhhgYWpMZ6fmhenqBgqAg4MDlZUVt13PWv796OnpYWZmTn39T6HXEk8PKqpraGppIcRHTH55NY5mBhgb6BGbXcKwPlacym8g1MkUoQA2JVcwqo8VgzytSK5oZf35MrakVvH5hQq+y6hBVyhgVqAdZwubqG6TM7yPFcdy64lwNychtwyxrTmF5ZUIhQL83J3Jzi/A20MMQGFhAQBubuLbrxwtfxs3iihyc3ZCpVJRWlFJ4JU+xxm5hYR5uxJ3uZhhPnbUtckw1VVjrK/Dvku1DPe05EJZK0UNnUyS2NAmV7I5rZo9l2tJKGshsayF/dl1bEyppKpNzlgvK2pb5SSVtTDMw4JDl+swNdChta0DhVKFr50RRTWNDPR1Jz4jGydbK+ytLEjJvISkj2dPiH929iVsbGy13/tatPxDuRWP4TPAKKlU+jZwNXw0G9C6e/5kKisrsLGxva6Ng4mR5oW39UouAYC/2Inc8ho6ZHLMDfUZ2MeOY5fK6ZB1M15ig6eVIV8llZNf34FQIGBEHysWDnRloq8NwY6miC1F9Hc2Zbq/LS9EuTM9wA5zQz1k3Sr2ZNaw9HA+nQolS0Z40N9F48E8dqmclTEpuFqZ8OrEkJ6S1HviUonLzOPeURG42mkWfYVCwY6DR/Byd8Xf26tH7vb2dtLSUggLi/hLdamlN6GhGuM8MTG+59igAZocpVPnEgCYGj2IuqYWDp9LRl9XlxenD6exvZPXth2jrVOGiUiPt6aFMsTbjk3n8nlq4zkqmzuY3c+Byf62nMxr5KO4Emb3s8fWWI+vLlTiZKKHv50xCWUtHMlrJMTWiFFiC4LsjPGzMWKAowkTva1o6VRwILMaDwsRWVVt6OkIaJN1oyMAWVcXQgHoqjShVP5u9hRX1uDuaItAIKDzanuBazyGbm5iSktLevJytGi5FeztHaiqquz5PchP83WXnJHF4CDNz/EZOYwIcCcuu4xoD80a+UNGNbOCHcir72RLSiUTAx2YG+KA75XiXzZGeoz1suLh/o7k1nVowq5dzJBWt9GhUDHIxRhpRQPR/m6cy5DSV+xCbX0dLa1tBEg0Xv3c3Gz09PRwdxffRo1o+bu5miNuYfFTNXpvT03aRnZePj5uTliYmhCbeolRIV60dsqQdbTiZGHIrovFzIlwIaOyDR0B+NsbszerlpzaDuYEOxDubEpdh4K4kmZiS5qpaJURaG/C/SH2VLXI+CquGB8bI5QqNdm1HUzxtyUmrZQQV0tSc4rR09Eh0M2W9NwihvTzp7a+gYLiEgaEBAGa+gjp6WkEBATdfsVp0aLlprgVw9AUKL3y89USSXqA/Mana/m95OXl4Onpdd3xq8UQOrt+eskN8XJDqVKRnq+J258e5kG7rJvvkwrQEQp4arArJvo6vHWikDMFjajUaoz0dQhzMWOCrw3T/O0YL7EhyNEUI30dWmXd/HCxghcP5LArs4ZQZ1NWjfPC28aITnk3609c4oOjWfg7WfLm9DBMDDT5XIeTMvnywFkG+ffhrqE/FUPYdfg4VbV1zLtrSq+iN/HxsSgUCqKihv0lOtRyY9zc3PHw8ODs2dM9x1wcHQj0k3Dw+AmUSiVhfb0J9BKz+cAJ6ptb8HKyYfH0YeRX1LPoqwMUVTcg0tNh0Vh/FozwRVrZxMJtSexJKWVagC3zwpxIrWhl9clipvrb4mJuwNaUaroVSkZ4WFDbLmdzeg2H8xpol3WjCzR0KNh1qY4ThU342JtgZ6RHdm0HQz0sOFvQyECxBefyqwlxteJySSXGBvr4ONtQUF6Fp4smd0WhUAC9+zQGBASiUChIT0+/rXrW8t/AxcWVsrLSnt+9PcTYWFlyNiEJZ1srAjxdORifwuQwbxAI+PFiDrP6ORBX2ERTp4LJfW1JLm/llb2XqG2TM8bLijkhDkz3t8PF3IDv06vZklKFxNaIUCcTdmdUM9LbirisAgz1dRFbGVJaXU90f3/ik1MQCAQMuBKSn5aWip+ff6/5ruW/T05ODkKhEBcXt55jzg72WFtakpKRiVAoJDoskKSsHDztzBHbW7IjNp15g/pQ2tBOfVMLIU6mfJNcicTGiAEuZhzLa+CT+DLUKrjb34754U4siHDmnkA7zPR1+CqpkoPSesLEFvjZGrE9rZoBrmZcLq2hTaZgYoAjx9NyGRPqTWxKBiqVijGRoZyOPw9AVGQ4AJmZmTQ1NRIRMfBv0Z0WLVp+m1sxDM8AS352bCFw8s8TR0tVVSWlpSU33lG7khN4rYHlL3bC0ECPxOxCALzszBjl58Sui8XkVjdjY6zPq6M8cbc05MvEcl45lMe+rBoyKlspa+6itKmL9MpWDlyuZfWpIhbuyebLuGJsTfR5eYQHTw12w1yky/n8GuZvOcePGWVMDXXntcmhmIr0UKpUfP1jHB/tOkF/H3cWzRzb09heWlDElj37GRzWj9CAvtc8hpp9+3bj7OyCr29ftNw+BAIBY8aMIT09tVeI5dTx46iureN47DkEAgFPzrgTRbeSNzdsR6HoZpCfmNfnjKGlQ8bTn+9j47ELdMgUjPF34tunRhDgbMFXcXk89/0FxOZ6LI4W09ihYNWxQoLsTQh3NeNkQRNHchoY6m5OpIsZ3Uo1Z4ub+TGvgbPFzciUKkb3scTLxog9WbX42BiRX9eBSg2e5rrUtsoY6edAYk4poV7O1DW10N7ZhafzL1e3Cw4OxdDQiJiYmNugXS3/NVxd3aipqaarS5PXLRQKGT4wggvpmTQ0NTFl6ACq6pvIyC1gargPJzKL8TBWE+psxidxJRjoCHg0wpkOuZIvEstZfDCXVScKefVwHiuOFpBQ0sxILyvukNjwzski7EwNCLPXJ05axrRwCYfiLmBsaEBUsC8nz50n0NcHS3Nz6upqyc/P/ddXJNVyayiVSg4dOkRAQFCv4jMCgYD+wYFczMhC0d3NuEFhKFUqdp+MZ250KOX1LZRWVBEtcWDjmRwinA3xtDZkfVwpQgHM6eeAno6AvZdqWXm8kBXHCll+tIDXjxfxXVo1MqWKe4LtMTPQ5bP4MiQ2RniaCTkprebuMHf2x6ehr6vLHf192Hc6gchAX+ysLDh0/BT+Eh8c7ewAOHnyJLq6utpIIS1a/sHcimG4AJgqkUiKAFOJRCIFZgDP/QVy/b/l0KEYBAIBQ4YMve6ztg5NCKmRoajnmJ6uDgMkYhIuF6C8UhL94aESLI31eSMmlZqWTiwM9XhlpAePR7pgqCdkZ0YNa04X8/KhPF75MY93TxezPa2ahg4FYyU2fHJPEK+M9ERia0RqST0v7kzijZhURPo6vH3XAB6KkqCrI6S8rokln//AztPJ3BERyNK5d6Kvpwl/rayp5Y11n2FlYcHCeff2eo6EhARyc6VMnXo3QuEt1T/S8icwadIkhEIh+/fv7jkWERqCt6cHm3fsoqOzEzcHW56bM5XsojJe/+JbOmUygjwc+XT+VIYH9mFnXAYPfriDb44noytQs3xiMC/fEUhrVzcv7LjA2exyXhkpxs1CxGfnyyhv6uLuIDsUShWbkqs4V9SEh4WIu/xsuS/YngdC7IlyNediWStfxJbgYWWIxMaIuKJmJvjZcCSzDDtTEaa6Kprauxjo60ZBmSa31uNKC5SrL0pd13jUDQ0NGTlyNIcPH6agIO82alnLfwFXV41XpqSkpOfYuOFRms2toyeIDPDGx82RTQdPM7GfJ+62ZnxwMIm5/Wzpa2/Cu6eKiC9s4s3JfXkk3JlwVzNsjPTwsjZieoAdK0Z7Yqavw0sHc9AVClg42IXPjybjYmVKkLMZ8Zm5TBoSRk5+ARXVNYyOGgxAQoImFDw8XOt5+f+ASqUiN1fKsmVLqKqqYurUu647Z1BYKB2dnSSnZeBib8Ow0ABiziQitjFlcF8x355KYYSXJf7Olnxw9BLD3U2I8rRgV0YN31yoINDemCcjnZnc15aBbuYMdDNnop8Nj4Q7EelixraUKjYnlDFYbEE/ewM2nM0lTGyNfnc7KQUVzBvVnwOn4+nokjF3wgjOJV2gqraWSWNHAdDd3c2RI0cIDQ3DxOTPadquRYuWP5+b7mMolUorJRLJAGAA4I4mrDTxz25X8f+ZhoZ69u3bxdCh0Tg4OF73eUGpJlzU082Z7msCeAf59+FMei6XiysJ8HDGRKTHikmhLPkhiZd+uMDLE4LpY2fGILEFg8QWtHR1U9Eio7mrGwFgJtLF2dwAUwPNdBAZ67EnPp9DGaXk17ZiZWzAk9F+jPF3RldHSKdMzq6zF9lxWpOD9vyMMYzo59sjT2llFa++tw5FdzdvP78A02uS5JVKJR9//DF2dvaMHj3ur1Gkll/F3t6e6OiRHDwYw4wZ92JhYYFAIOCJ++7l+ddWseHb7Sx4aB6DQ/ryzOwpfLRtL4s++IoX5k5D7GTPs1OimBjhx/dn09kRm86e81kMD/RkcqQ/n8yJYGtCITFpZcTn13LfoD70czFlV0YN6ZVtTPCzxsFMREJJM3uyri/hb6ArZGqII2ZCNe+eLsbXzhhnYyG5Na0sHOnL2UxNiF24xI3dx2MRCASIHTW70Vf7ZFXW1GBl+VP+zZw5DxAfH8vq1at47711GBtrX0q03BweHn0AKCzMw8dHk1PoZG9PVHgY+44cZ9LokTw1fSzPfLiJL/Ye4+Up0SzeeopVP8Sy9K4hHC8wZH9WLacKGohwNae/ixkB9iZ0KpTk13ew9FAVJU1d+Nkb83iEMx/sj6dT3s2y6YP5aNterMxMmDY8nJUfrMPKwpyhEZoc4VOnjuPq6qat7PgvRyaTkZeXQ1FRIVVVlTQ2NtDW1kZXVycKhRyZTE5HRzsNDQ3IZF0YGhqxaNEiIiIGXTdWaGAAVhYWHDpxksj+/bh/4ijOZ0j5ZMcBXrjvLgoq61nzwynee3Iyaw9d5v2jl5gY7MLCIS7szapjQ2IFAgG4mIswNdDBQEdIQ6eCsmYZSpUaVwsRS8Z6cSa9mM8vVhAmtmaY2JT3dp0myt8DNwsRn8QmMXl4JM521ry59n3cnJ16ctjj42OpqanhiSeevt1q1qJFyy1wKw3uQeNhvJrQoAP8eqd0LTeNSqXi/fdXo1KpmDv3ges+V6vVHI87j6erC5bmZtTWtvZ81l8iRkco5IK0iAAPTUloD1tTVk7pz6oDqTy/PYGxAS7cEeSKm5UxZiJdzEQ//elVajXlje2clTaSVFRLWmkD8m4VYmsTFozsywhfJ/R0hXTJFcTEp7Hj9AWa2jqJCvTmkTujsDb76UU7ITWDdz//Gj09Xd54fiFil969ivbt20V2djYvvvhqr1AYLbeXmTPncPLkcb77bjOPP74AAF9vL6ZPGM/OmIP09fFmZNRgRkf2w9LMhLVbdrNw9WfcMWQAd48egpejDS/PGEF5fTNH0nKJib/EkZRcBvi4MjMqiFG+Dqw/JWXd8Wwk9mY8HuHB+dI2dmXUYqQnZHgfS0Z5WSJXqmmRKREKwNZYH7GViKTKDlbHFeNgZsBjkU689EMyrpZGDO5jy5f7ThLp645IT5eK2gZsLMwQGWjmkZeHGIFAQHJ6Bv5XCnQAmJub89prr/H000+zZMlzrFy5ulfhBi3/TZRKJZcvZ5GaepGCgnzq6+uQy2Xo6elhYWGJq6s7fn59CQwMwdbW9IZjODo6YWJiQnb2ZcaOndBzfO70KZxLTuGLb7fz4pOPMmdsFN8cOoOnsz2vz4hi+fdneWnrSZ4a15/oyRIO5zUSl1fPibzerVO8bYx4bpg7LsYC3t51lrrWDl6ZNpgTiRfJL6/mlXlTuZSTS9qlbB6dPRM9PT2KiwvJzEzngQce6ZVWoOXfQWdnJ0eP/sipU8fJyEjryY3W1dXDysoKExNTRCIR+voGmJiY9VTu9vb2ITQ0DG9vt17f/1fR1dVl/IjhbN21h8KSUjzcXLl/4kj+98MhDsYmsuLe0SzZeIhFn+1j8fRhxBaZsD+tjLi8GiYFuzIjyI78hi4K6jvpUCjpUCiwEOkS7GiKj60hhdWNvLsvmaZ2OdND3XAyUrF29xkkLrbMGRrI4g+/wsnWirkTRrDrwCHKKqtY8cIz6AiFqNVqduzYhqurKwMGaMNItWj5J3PThqFEIgkC9gAGQDngAnRJJJKpUqk07S+S7/8NW7Zs5MKFRObPf/qGDd9jjp+muLyS5x+Zd91nRgb6+IuduJBTzLxxg3uO+ziY89HsgWw+l8fhzDIOpJdibKBLH1szjPR1UChVNHXIqWjqoFOhBMDOVMTUAZ6Eu1njY2+GQCCgoaWdQ4kZxJxPp6W9iyBPF5bOHYiv209ezebWNr7esZsjZ8/h6ebC0gWPY29j3UvOnBwpX3/9BVFRUQwbpm1/+Xfi6urG2LF3EBOzl/Hj78TdXeN5uH/GdHLyC/jwi68wNTEmvF8IYX29+eSlJ9ly8CQHYpM4GJvEoGA/RoSH0E/iyeKZ0UyLDOBgUjb7Ey7xwoYDBHs4Mm9YCDUdajbF5/NmTBqDvWx5aqATieVtHJbWczC7HhsjPdytDDE10OFiWSvSmnba5EpCnU15cpArX8XmUtcq4527+pOUU0q7TM6oEE1hprqmFmwtzXueydLcnP5BgcQcPcHY4cN6PIgAkZGRLFv2BqtWLWf+/IdZuPB5bQGE/yiNjQ3s3r2To0d/pKmpEaFQiLOzC3Z29ohEtshkcurr60hLS2HXru8RCAQEBgYyZMhwRowY06sNgFAoxM/Pn4yM3sWLnB3smTVpAlt27SWiXzAzRg6kqLKWjQdOoa+rw9r7R/LWnnje2XueAFdb5o0O5sH+jlS1yGjq6sZAV4izmQGNrR3EXMzjg/RCzI0MWDVrGDkFhew9c4GJQ/rTX+LBU6++hoOdLRNGDgdg9+6d6Ovr9zJUtfzzaWpqZOfO7fz4Ywzt7e04ODhy552TCQoKwdPTCxsb2z+cWjFp3Gj2/HiYL7Z+x6olLzBxaATSojK+iTmOpakJb88bz8rvjrN08xFmDg3mrakhfJtYxMZz+QgF4GZljI+9GY6m+oCQpo4uEnPq2BbXikoNYR42TAly4nSqlJ3Hcgj2cGThhEhe/+JbZHI5bz51PxWVVXy7ey+DB4QR3i8EgPPn48jNzeHVV19FR0fnT9CmFi1a/ipuxWP4FbAeWCuVStUSiUQAPHvleP+/Qrj/L8TE7GHbts2MGzeBCRMmX/d5/MU0/rdtB+HBgUT/rBfgVSSu9uyOTUHRrURP96eF19xQn6dG9mV2ZB8uFNVxqbyRsqZ2Wlrk6OkIsTAyoK+TJZ62pvR1ssDJwgg7OzOqqpu5mFvC4aQszl/S5C+G+4qZPrR/j1cSQCaXc+DEGb6LOURnVxd33zGGOVPuvK5SXnV1Fa+//iqWllYsX74chUK70/13c999D3H27GnWrXuf1as/QCgUoqOjw6vPLuDlt9bwxvvreOqheYwZFoWFqQlPzZzI9JGDiTmTyImkNM6mZGFqZMjw8EAi+voyY0ggUwb6c+hCNrvOZbJk4yH6ezmzeFQwaZXt7E4p5VxeLYO87Hh+qCuNXSrSKlopb5ZRoFAi0tMh1MWUif2ccRYJ2ZNSwuGs8Gq5WwAAIABJREFUCqaHuuHnaM53JxKwNTcmUKzZkFAqlej+7CXjsftms/CVFaz68GNeW/QsluY/GY7h4ZG8997HvPfeW6xY8TKRkYOYNWsuEokvWv79KJVK9u3bxebNG5HJuoiMHMzw4SPo1+/GOU0KhYK8vBwuXrxAQkIcn3zyEV9//SV33DGR6dNn9PRZCw0NIylpPZWVFb2ayc+4czwpmZf46KtvcHd24rl77kShVPL53uNU1DXy5qzhHMssYUf8ZV746hgGejq425gj0td87ZbVt9DQ1oWujpBxIZ7cM7gv+88k8t2xcwwM9OGRSSP5bPO3lFdVs2rxc+jp6VFdXcWxY4e5445JmF8zt7X8c1EqlcTE7OWbb76iq6uTMWPGMHLkePz9A/90j6+psTHzZt7N+q+/4ceTpxk/YjhPz55MS3sHH27by7yJo/hq0QxWfnOMradScEjLY+pAf+4f6ElaWRNpZY0kFNbR0qlAIABTkR4ulsbMCBMT6mZJcW0tq7cfpbVTxl2DAxkV5MGyzzZT29DM0kfvwdrMmGeWvYeZiQlPPXgfAHK5nC+++BQ3N3fuvPNOGhs7/9Rn1qJFy5+LQK1W//ZZgEQiaQEspVKp8ppjOkCjVCo1+4vk+6sQA4X19W2oVDf3/LeKra3pDcM9fs7Bg/tYt+59IiIGsXTp671209RqNbuPHGfD9l14i914c9HTGBka3nDsjT/GsTs2hZ0rnuhlGN4KarUaaWkVyXklHE7IpL6lHTMjESND/RgfEYizzU/hd63t7Rw6FcveIydobGmhf0BfHp41HXdnp+vGra6u4qWXnqelpZnVqz8gIqLfTenm93Czev8D499Oi1bMXzBPr9XRkSOHeP/91Tz00OPcddfMnnNa29t568P1pGZdYtjASB6ZMwura8IvFd3dXLycz9mUTBKzpLR3yrAwNSE6LJAxkaHYWVsSk5TNrrgMWjplDO4rZlJkABdKWziYUUaHXImfoznRvg5EeNhgZfxT70FTc0M+OpjBroslDOpjy+JxAXTK5dy7ZhtTIv15YLRmc+Str74np6Scr1c82+v5Ei6m8tZH6zE1MeaFJx4j2N+v1zPL5XL27NnJ9u3f0tHRjkTix7hxExg8OApT05tbyv7sefZXzNv/wly9ll/TUWNjA2+++RqZmemEhUXw2GPzcXFxvaWxY2OT2L17B2fPnkJPT5+7757F3XffQ319HQ8+eC+PPvokU6fe3eu6+sYmnlmxCpVKyTsvL8bRzo6vD5xi9+lEXGyteGjSCEJ8PChsbOVUaiEldS3Iu5WoAUcLY/xcbBjo40xTcwuf7T5KZkEpo8ODeOqusRw9E8u6rzczffxYHrpHc9+3315JfHwsX365BVtb25vSzR9Fu6b25lb0UVdXy5o1b5KenkpoaBiPP76A0FD/666Xy+U0NDXTfqXAnKFIhJWlBSIDg+vG/K37q1Qqlr7zHhmXs1n10iIC/XxRKLp5b8suzqZkERXqz6NTx1NY28LmE8kUVDWgp6tDiKcjfi52OFmbYyLShOe3dsoor28mq6SatMJKupUqQjydeHB0GJXV1Xz47V4Alj1yD16ujrz69rvk5Bfw5suLCfDV5OR+/fUXfP/9t7z55ruMGTP8D82lPzoX/4Tr/1Vz9Sp/xv/wn7UOaMe5LbL8oXl6K4bhd8B2qVS6+5pjU4CZUqn0nj8ixM/u4w1sAqyAeuA+qVSa/7NzlgNPoglpBYiTSqULbuE2Yv4BhuH+/bv55JOPCA8fyKuvvtbLy9ba1s6HG7dwLjmVwWH9eP7heT25VD8fOzG7kLXfH8XR2pz358+87j6/RrdSSVZRBQmXC4nPyqemqRVdHSH9fdwZ0c+XCD8P9HR/ciwXlpZz4ORpjsclIJPL6efvx6w7xxHo63PD8S9fzmLlymUoFHJWrnwHX9++2peYm0fMX2wYqtVqVq5cRlLSeVav/hA/v5/ahyiVSr7bs5/te/ejo6vDnaNGMH5ENE4OvdtDmJmLOHTmIieT0knKyqFbqSTYx4Mp0YPw7+POnvhL7DmfiUyhZGSwF1MHB3KxtJnDWRWUNWpehBzNDRHbmNCtVHGpspl2WTdj/Z14bJgPejpCYrMKeXvnKdY8OAE/V02xmf1nEvhs50HeXvAAgd7iXjIVlpTy5kfrKa+sYvigSBY99SACde+c1o6ODo4cOcjBgzGUlhYjFAoJDAxm4MAhREUNx8rK6qZ0+GegNQx/m1/SUVlZCa+8spjm5mbmz3+aUaPG9vLEdHR2UlhaRmNTMyq1GnNTU9xdnLAwM7vh2GVlpWzatIHY2NOIxR4sXvwq7777FnK5jPXrv7wuN7q0opLFq1YjEMDyZxcg6eNJirSQj384TFV9Ey521kwbMYA+jg642dugr6eLSqWmrqmFrMIyTqdc4kJ2PkYiAx6dPIqRYQGciIvn/S++JjTQn+XPLkBHR4eUlGRefvkFZs++77o8dO2aetOIuU2GoVR6mddee5XOzg6eeGIho0ePQyAQYGtrSlVVExfS0jmfnEKmNIeKqmpu9C5ma22Fj6cnIQF9GTSgP5bm5jd1/9b2dl5Y8QZ1DY0se+5pgv39UKvV7D+TwNf7jqIj1GHaiEHcOTSc8oZWTqYXkJJfTmXjjcd1sTanv7cL04YF0lzfzOaY4yRm5dDHxZGXHpyBqaEBK9//iKzsHJYseJIhV4okZWZm8OKLzzBy5Biee+7Ff4JhpzUM/8YxtOPcNllum2G4A5gEJKOpSOqKJoR0L9B19TypVHrfHxFIIpEcB76USqXbJBLJvcCDUql05M/OWQ4YS6XSxb/zNmL+ZsNw377dfPrpRwwcOJglS5b1etnIyslj9edf09jUzH3TJzFt7KheuQc2NiakXCrhgrSIuKx8LhdX4m5vxaKZ4/BwtLnR7XrR2tlFwqVCzl/KJzW/lE6ZAj1dHfp5uTIk0JsJUUF0tSt6zpfJ5ZxNTObgqbNk5xeip6vL8MgBTBkzAg/X6/MhQROmtWPHNrZu3YSdnT0rVqzqyWPTvsTcNGL+YsMQoLW1lYULH0OhUPDBB59gY2Pb6/yyyiq2/rCHs+cTUKnV9BG7ExYcRL+Avvh69cHZ2bpnvObWdg6fv8iBs4nUNbXg7mjHveOj8ff2YEdsBgeSLiNAwOTIvsyICqK6VU5qSQMZ5Y1UNXeiIxQQ6G7NEA8b+jr95KHceOwCe+Kz2PHyHPSueNU7ZTIWvPMZrR2dPHvvFML9fXr9n3R1ydi+L4ZdBw+hq6PLjEkTmDxuzHW78Gq1mtzcHM6dO0N8fBwlJRojMSJiIBMmTCY0NOy6kC+tYXgdYv6GNbWiopxFi55GpVLx+utv4e2t8VIoFArOJCRx9Ow5MqU5qFTXF8/2dHMlelAko6MG08fT8bqxExPP88EHq+no6GDWrDls2rSBceMm8NRTz16XJ1VWWcWydz+grrGJB2dMZ+KYkajVas6kXGbv2QvkXWmtApoWQ0qlCtWV714rMxPGRgQzeWgYRgb6bN29n+/2xRDS149lzz6FyMCA1tYW5s9/BAMDAz7++AsMfjaHtWvqTSPmNhiG6empLF/+EhYWlixfvqqnemyXTMaZ8+fYvGMv9Y1NGBsZEujni6e7G3Y2NhgbGSJAQEdnJ3UNDRSXVXA5N5eaunrNmhQawrxZU3B1dPvV+wPU1TewdPV7lFdV89A9M5k4ZiRCoZAuZRdrvtrN+YxsDPT0GODvw9D+AQR6iRHq6FDV2EpbpxyhQICxSB97CxM6u7q4cCmXuLQsUrILMDYUMXNMFJOHD6SquoY3PlhHRVU1zz3+CMMHRQJQX1/HwoWPIxKJ+OijzzA2NvknGHZaw/BvHEM7zm2T5bYZhstv5jypVPra7xVGIpHYAlLA+koeoxCN19BLKpXW/0wWE6lUuuh33krM32gYHjy4n3Xr1jJw4BBeemlZj6dQpVKxPeZHtuyJwd7GiiWPP4yPp7jnuoq6Jo6nZHMuK4+Sak11Ozc7K8aFB3BHREAvz97PUavVJOcU82NSFknZhXQrVdiam9BfIibMx50QL1cMf+aRLKmo5NCpsxw/l0Bbeweujg6MGzaEkYMjMPuFPkRqtZoLFxLZsOEziouLGDZsBAsWPNurRYD2JeamEXMbDEOAgoI8XnhhIY6OTqxe/WGvAhxXqWto5NS5eBIupnI5Nw+VSoWuri6Bvt74envTL8AfP28vdHR06FYqOZOcyfdHz1JaXYuv2IWHp47DytKCLSdTOJmej7WpEY+MDWdwX3Evw+tG8n16MJ5T6QVsX9K7J2ZlXQMrPttKWU0dznbWRIcFEdUvAGc7654xK2tq+Ob7HZyOT8La0oK5d01j5NAh6PxCoYfi4iKOHTvMsWOHaWpqpE8fbx566DH69fsplVprGF6HmNu8pra2tvLss0/S2trC6tUf9Gw8JaSk8b8t26iqrbvSWqI/ft5e2FpZIhQKaWhqJrewiPMXU8nOL8DI0JCHZ09jdNSw6+ZEY2PDlTD4FoYPH8nu3TsICQnlueeW9ArlBGhpbeP9L78mISUNH08P5s2YRrCfLwKBAJVQSWxyDhX1jXR0ytDV1cHWwgwvF3v6ODsgFArIKSjkf1u+43JePmOGDmH+vDno6eqiVCpZseJlUlMv8u67626YE6tdU28aMX+xYZidfYklS57H3t6et95a2xN5kJSazvqvN1FTV09QXz8mjx3NgJAgdHV1ae/soq6phU6ZHB2hEEtTY6zMTRFeqehZUl7B8bNxHDl1hpa2NvoHBfLY3Nm4OF3f1upaWtvaePfTL0hKTcPP24tH5txD1MAQamtbKSiv4lBsEufSL9PU2q55Nktz7KwsMBIZoFaraevopKq+sedzVwdbRgwI5o7BYRiKDDhw9Dgbt+9EX0+PJQufJMRfE3HS1tbGiy8+Q0VFOWvXftzT9uUfYNhpDcO/cQztOLdNlttmGEYDRVKptFAikTgC7wBK4CWpVFr161ffHBKJJBTYJJVKA685lgXcK5VKU685thx4GGgAKoEVUqn0/C+MaQH0qk3//PPPuzz66KNn/w7D8OzZU7z11uuEhYWzdOnKHqOwta2dNZ9/zYWMLKIjw5l/3z0YGYpQKlWczcgl5nw6l4srEQoE9Pd1J8xbTLifB3YWNy6z/nO+iDnDnrhULEyMGB7sQ1SQDxJX+xsmv1fUVvK/LbtISs9EV0eHQf1DuCN6KIES719MllepVFy4kMD27Vu5dCkLBwdHHntsPpGRg68799/8EjNkSJglP5tPV2iSSqVNv3fc2zlPf0lHycmJLF/+Mt7eEt54Y/UNjcOrtHd0kJktJeOylOz8PLJz8jVhemamREWEM3b4UPqI3VEqlRxLTGXLgZM0tLQyeVgk908cRUF1A58ePE9BVQMjg72Yf+dA9K9sbNxIvh/iMvj62AU+eHQiXj/ziiu6u4lLvcTBuAtk5RcD4GBtyaBgP0aGhyB2ssfW1pRTscls+HY72Xn5uDg6MHPyRIYNjED3FzZU5HI5p0+fYOvWTVRXVzF4cBRPPLEQa2ubf4Vh+F+Yq9fy8xDo5ctfIiUlmbfeWktAQCBKpZL/bf2OmGMncXd24sFZdxMWFIBKraaitpGGFs211uamONlYIRQKKCwtY9OOXSSmpuPv482rC5/E3Kz3mpqTI+Xppx/ngQcewdzcgk8/XYeenh7z5z/DsGHRvdZEtVrNqfgEvtq+k/rGJrw9xIwZOpix0QPRERhct362d3SQknmJw2diSU7PxMLMlEdmzyT6itdFrVazbt1aDh2KYcGCZ7njjkm/qZs/G+2a2ptf00d1dRVPP/0EhoZGrF27DktLK5RKJRu+3c6eH4/g5uzEy888hqujGxl5RZxOziBFWkB1feN1Yxka6CMRuxARICE6LAhTYyNkcjmn4+P4Ysv3KBTdPH7fvYwbMfxX5VWr1Rw9fZaN23fS1NLC4PBQxkVH0y/AH6FQSLdSSXZhKZcKSymprKGuqYWOLhlCoQAjkQF2lhZ4ujgQ7ONJ/0BPqqubiU++yNYf9lBcVk6/AH+effQhbKw1BnBrawvLlr1EXl4OK1ason//8JvS3R/V/e24/t82V6/yDzNatOP8xbL80Xl6K4bhZWCsVCotkUgk31453AnYSqXSG39b3SK3YBjaAfVSqVQpkUhGAVsBX6lUet3qKpFIVgC9vJ3Ozs6cOHHizxD5lkhNTeWJJ56gb9++rF+/HpFIBEBxeSXPrFhDVW09zz86l+njNZGzx5Iu87+9pympbsDVzpJJUSGMjwzAzvLWav1cyC7iyXe3Mn14KM/PGoPuLxSnySsq5b3PN3Mh/RKW5mbMuHM008aPwMril6vfNTU1sX//fn744QfKysqwt7fngQceYPLkyddVJv0vIJFIXuNn8+kKr0ml0hV/YNwVPx/375inJ0+eZMmSJXh5ebF27Vrs7e1/+yKgrb2dhOR0jp2J40z8BeQKBcH+vjx630zC+wXR0SVj/bYD7DgSi7e7E2sXPYyNpRlfHUrky0OJ+IvtWffUVIxFN+5t2djawdx3tqGro8PbD9+B75U8w59TXd/E2eQsYlOySMzIpVuppJ+vJ/dOGE5Uf3/NM8ae58utO8gtKMbBzoYZk8YzYXQ0VpY3nudyuZwtW7awYcMGRCIRS5cuZfjw4Tell7+T//Jc3b59O2vWrGHRokXMnDkTuVzBi6vWEpt4kdnTJvDUvNkUVdax/eg5TiZl0drR1et6M2NDosP8mTlmIH1c7Dl04ixvfvQ5NlZWfPr2Uhzte3sDH3zwQdra2vj+++8pKSlh2bJlZGZmEh4ezuLFixGLxb3Ol8nlHDx+lm17DlJYUgaAlYU5jva2GBmK6O7upqaukYrqGtRqNdaWFsyYOJYZk8ZhYmwEaHJ833nnHXbt2sUDDzzA/Pnz/zqF/o38V+apQqHgoYceori4mE2bNiEWi+nqkvHSqveITUhm5uQ7WPjIfaRkF7D+uwNkF5ZhJDIgPNAH/z5uONlZYSQyoFupoq6xhYKySi5k5VFYXo2Bni5TRg7kgSmjsDI3pa6+kdfeXcf55DTunzmV+Q/e+5sVTts7Ovl+70G27YqhsbkFGytLhg0KZ2BYCKFB/pia/PJGoEKh4FJOPqfiEjhyKo6aunrcXJyY/8BsoodE9ty7oqKCZ555htLSUt58802io6P/VB3/3fxX5qqW/zZ/dJ7eUlVSqVRqJpFIdIEawA2QAxVSqfS3E9tu7h43FUp6g+suAM9KpdKzN/jsb9/dBk28/YIFj2JkZMzatR9jZqZ5Cc0pKGLp2o8RCAQsW/g4fb37UFJdz4e7jpNdUoW7vTVzRkcS6eeJUChAqVKh1NOhqLwJoUCAmaEeNqYihL/ypfDdySQ2H4ln54rHe8JFr+Vq9dONO/diJBLx0KzJRIWF9xS7+TkqlYq0tBSOHDlEXNwZFAoF/v6B3HnnZAYPHvqbBqF2d/t6/gkew6skJp7n7bdXIhKJmD//GQYPjrql8Vrb2zl+Jpbdh45QW1/PoAH9eeL+OVhbWpKYlcPqjTuxNDPh3WcewtzUmNhLRby94yRTB/rz0JjwX5RPWl7L8i1HaOuSE+BuT5iXC+72llibGmEiMkCkr4uxSL8nHLC5rZ3jiansO51AbWMzns4OzJs0mv5+XqhUKpJS0/jhwI9kZkvR0dEhol8IY6OHERoUcMMw07KyElavXkVubg733nsvs2bN+0Vv462i9Rj+Nld1VFtby6OP3oe/fyArV76DWq3m7U8+JzbxAvPvv5fowYP4fO9xjiamY2igz8AAb4K9xdhbmaNWq6luaCYtr5j4jBy65ArGhAfx0kNTuJiWzdI172NuasZ7S5f08hzu3r2Dzz//hG+++R5bW1uUSiUHD+5j06YNyGRyJk2aysyZs3vW9atcDQMsKC0i7VIutfUNdMlk6OroYGVhgauTI4G+PvT18e4155qbm1mzZhXJyUnMnDmb++9/+Fdf/LVr6vXcbo/hN998xbZtm3nllRUMGTIMRXc3r7/3IRczMnly3lyiBw/ikx0HOHkhHXtrS2aOjsK3jwcXCyrILqulurGVTrkm39/W3AQfJxv6ezmjh5K9p89zPDENI5EBLz18FyFeXiiVSj7ZuJlDJ07xwKy7uXvizfW1NDcXsf/wGc6cT+BieiZdMhkAdjbWONrbYWFmhr6+PiqVirb2dmrr6imtrESh6EZXV5d+AX0ZM3wokaH9euXaJiUlsGbNm6hUSpYuXUlwcL+b1t3N8ndf/2+bq1f5o8+tVqsxNTeipbnjV981b4csdU2d5JY3Y2Yqwt7MABsLw79VHpVajVyhxMXJgrq6tr9VlqvcTo9hGZpiMwFoQjejJBKJPlArlUr/tIZKEonkBLBBKpVulUgkc4AHblB8xkkqlVZc+TkEOAr4S6XSmpu8jZjbmA+jUqlYsuQ5cnOlfPDBJz25MNn5hbzy7keYmxqz6oWncbC1Yf+5NDYcisXIQJ8Hxw9hRKgvVc2dnJJWcrG4nvzaFrqVvWUW6ekQ6GxJtJ8Tg73s0RH2/sfdG5fK5zFn2PLyw1iaGl0n69c79rDj4GEi+wXz9Lx78erjdMPJKZPJOH78MLt376SsrBQTExOio0cxfvxEPDw8f5du/my0+TC/zc3oqLCwgHfffZOCgnyCg/sxbdoMQkJCr6vI+GvjyeVydh86wrbdezEyNOT1xc/h5SHmUkEJr6zfREAfd15/Yi4CgYAP98ZyPC2PzS/Mwsvd9hfla++Sc/BCNqczCiiquT78SgBYmhrhamOOn6sdERI3POwsSMnL57Pth6iqb6SfpA8PThmDp7MDACXlFRw9fYbjZ8/R1NKCva0NE0eP5I6RIxCJehf5kMvlfPnlp+zfv4eQkFBefnkFpqY3F879a2hzDH+bqzpas+ZNYmNP87//bcTBwZGtu/exdfc+Hpp1N4PCw1n+5Q4q6xqZOjycCYPDSC2pJau0jrrWToQCsDMzJsDNlkBXK/adSWLP6SRcHaxZ9sBd1NfX8so7a+nr48Ubi57tKWaUmytl4cLHWbToZUaMGN0jU2NjA19//QXHjx9BJDJk6tS7mDRp6nUG4s3+fdVqNefOxbJ+/Qe0trby5JMLGT/+zpvWzV+Bdk3tzY30UVxcxPz5DzN8+AheeOFl1Go173++gWNnYnn6kQfoFxTMsk+3UF5Tx0PTxuDu7M6OuHTSizRZOA6Wpjhbm2FkoI9M0U1VYyultU2oATdbC+4aHIinrRkfbduLtLiMqdEDeWDyGATA6vWfceZ8Iq8vfo6w4KBbkl+hUJCdl8+lnFyKSsupqaujubUVuVyBjo4QI0NDbKwscXN2xs/bi+ioMGRdvfXW3NzMxo1f8OOPBxCLPVi6dCVOTs43uvXfbthpcwxvDaVKxZGkUk6llFPb1IWujoAQLxsmR3nibPPLHua/QpbWDjmbD0u5IK3tdTxMYst943wxMfx9EWq/V57yunb2ni0gNa+ObqUaB2sjooIcGTvADaHw902Tf2OO4YvAfEAfeEYqlX53Je/wbalUGvFHhPjZfSRo2lVYAI3AXKlUmieRSA4AS6VS6UWJRLIRCAVUgAxYJpVKD9/CbcTcRsNw9+6dfP75ep59djFjxowHoLSyihdWvYuxkSGrlzyHmakp7+88xpn0HMJ9xSycNor6jm62JuSRVFiHUAA+Dub0dbLEz80aYbemnWRju5zCulYuFNVS3dKFm5UxT48OQOLw04vJpeJKFn22g5dmj2dIoHcvOc8lp/LGx/9j/PAonrrvnp5y2tdOTqVSyf79u9m+/Vuamhrx9pYwZcp0hgwZdkND4VZ082ejfYn5bW5WR93d3cTE7On5u+vr6+Pq6o6dnR3m5haYm5tjbm5Bnz7umJra4OrqdkMPWkl5BUvfeY+29nbWLHsZT3c39p0+z/9+OMTrT8ylv58XF/PLWbblCG/dP54RA7xvSr7mji4q6ptpbOukrUtOp0xBW6ec2pY2CqsbKaxqQKVWI7az5L4xYQS52vFjXDLbDp+mvbOLUREhzLljBDYWmtBsRXc355Mvsv/IcTKzpViamzFv5t2MGjrkOm/N+fOnWLVqFY6OTqxc+Q729g43qf0bozUMfxtbW1MuXMjgiSceZPr0mTz00GNk5eTy4qrVDB8UyT3TprJ4/VaUSiUvzp1CVlUbu5NykCmUWBgb4Ghhosk3bGijtUuOsYEeMwf54WGpz+ot+9ARClmzYC4paWl8vHEzj82ZxeQxowDNGnjPPdOIiBjI888vuU624uJCNm36ivj4WPT19Rk0KIrx4+8kICAIoVD4m39fpVLJ+fPn+OGH7Vy+nIVY7MkLL7xEnz5eN60b7Zp6U4j5CwzDpUtf5PLlLL78cgsWFhYcOnGKdRs2MnvaZEYOHcaLH31Fl1zB8/fdxcXSeg4kXMbSxJA7wvywsbGirElGZVMnnYpuDHR1cDQ3xMPGmPa2Fg4nZ1NU3YjExZaFEwdxMjGZHUdiGTEgmGfvnYKiu5unX11BR2cXn72zCiOjX/eg/JG/57XXtre3sWfPD+zevYPOzk6mTbubuXMf/NV3gn+AYac1DG+STlk3635IJ7vkegeTvp6QR+70p7/E9gZX/vmy1DV18s63F6lvkd3wc2szA168NxQb81v3Hv4eeZKlNXyx/xLy7uurXfu6WbDwriBE+rceTfSvMwwBJBKJD6C82lfwyu8GUqk0448I8Tcg5jYZhvX1dTz88FwCA4N57bW3EAgEtHV08Mxrb9PR1cV7ryzCwtycFZv2kVlYwf1jBzEhMpgNsTkczSrHVKTHxBA3xvg7Y6ivR2lzF2p9PVpaOrEQ6eJiLsJIXwelSk18fjUbzuRQ3y5jwci+jPbX7Np1K5Xcu+pLBkjEvDBzbC85n1n5Dp1dXax/7dWe3MOHo3TaAAAgAElEQVRrJ2dZWSlr1rxJTk42wcH9mD37PgIDg38zn+FmdPNXoH2J+W1uVUdyuZzU1IukpV2kuLiI+vo6mpubaGlpQalU9pxnYCAiKCiYoUOjGTJkWE8OLUBtfT3PLHsdCzMzPly5HDVw39L3GODvzXNzpiEtr+X5L2NYOmskdw65vgH0L6FUqWnpUtDUIaetS4FCpUKkq4ONqQiRDpy7XExM0mWKqhtxsTHnkbER+DhZsf3wafafSUQgEHDHkDDuGjUEq2tCB7OkuXy1bTuXc/PoHxTAC088ivnP+t4dP36WlSuXYmAgYtWq1T2RAP/H3nnHyVmVi//7vtN739432dlks+k9JLQECBC6IAgqKljAe20IXFTUD9efFxFFr168IiiKdOkQaemF9GzK7iab7X1nZ6f3mff3xzvZTUwCqbQ7338yM3nn7HnP+8w553nOU06GnGL4wbhcJu6++wesXr2Sv/zlKQwGA7f94CckEkn+6wd3cc8fniYUjXHXF67hT6v20jroY+GEUpZMqSaQEhkIySn4C80atFKCV7bsY2trP5NKnXzz0ul894HHsBgNPPhvN/Hz3z1M4/4D/OkXPxt1Kb3vvh9x4MABHnvsiWP2sb29jVdffZFVq94lFAphs9mZNm0G06dPwWp1YbPZUas1pNMp/H4/3d1dNDXtZcuW9xgZGSE/v4Brr72eCy+85IiSGB80Nrk59bio4DQrhg0NO7jzzm/z5S9/jWuuuY6+wUG+cecPqHPXcMdtX+eOh/5EIBTh+1/6LI++s4Muj4/L505CabCyfE8fwVgSlUKkwKLDoFYQTabp80VJpDPo1QoumFhEoV7ir+9sIZ3JcP+tl7Jh0w7+9voKPrP4LL542RKa9rfwnR/fxw1XXc6NV195Qv0/ESwWDStWrGPNmpWsXPkOsViMuXPn88Uv3kJ5ecUJj92J8jH4/idKVg9yovedSmf4zXMN7G7zHvMaURD41mcmM6nKcUb7Eoomue/xLQyOREc/qy2zolYraWjxjH6WZ9Pxg8/PPOGTwxPtz67WYR56tmG03NDRmFRl59+unoxScfTM56erL+/TzinJ6QmptM3Nzfve732OI3n88UdJp9N87WvfRBAEJEniocf+xsDwMD+/8zs4bDZ+9NhL8qnedRdSUVLEvz+1kcFAlCuml3PF9Aq29oT47foe2rxR/lUURQFqnHoW1ziYX53PtDIHP3+9gYfe3oMEXFBXjFKhYF5dNWt37SeeTKFRyY99aNjLvtZ2vnTtlUdNSNPc3Mg999yBKCq4664fsmjRuaekEOb4ZKJWq5k9ey6zZ8897HNJkgiFgiQSQXbu3EtTUyObN7/HL3/5c/7850e4/fZvM3fufABcDge33fx57vvVb/nnytVcsvg8Jo+vZFeLnEXU45fToTsOcXVu94R4flsHTX1+vOEEGUlCpRBRK0UEIJmWiCRSR/wmDmLWqphd6eQbl50DJPj182u494k3Obu+ilsvOodli+bw9+UreWX1Jt5Yt4UL5k3nM+efhdNmoc49nl/86D94/Z0V/PGJJ/m3H/yY++76HqVFRaPtT548lfvvf4gf/OD73HHHt/jZzx5g3Ljxx+hNjlNlZGSEFSveZunSZVgsFl568226evu499vf5LHXVjE44uf7n7+aB5dvJ5ZI8a1L57HDk+Qn73bxr/sqlULggppyvlFTwh/f2sbP/7GJb12/jP987Dn+96V3uPWG6/j6f9zLky+/ytduvB6A2tqJrFu3Bp/Ph9V6tPANqKio5Pbbv81XvvJ1NmxYy8aN69i+fQvvvvvWMe/LZDIzdeo0zj77fObOnX9CCmGOj54nn/wrDoeTZcuuAODhv/wNURT596/czK///iIDwz7u+vL1/PfrmwnF4nz72sU8vqGDoWAncyqd1JY4CCVhIJggmsxgV4nMqtFgUQvs6x3m5Z1dmLQqvnzJIl5YvZl//91L/Oj687lofoBn315LXXU5s+pqmD9rBi++8SZXLb3omKeGmUyG5uZmmppaSSYTKBQKdDoder0RvV6HVqtDFBVIUoZYLEYgEMDjGaSrq5N9+5rYs2cX0WgUrVbLwoXncNllV+XmvE8hr2/oOEwpvGxBBV9YNomdTf08/OIeBn1RMpLE71/czY9vnkWe7cgQpdOBJEn86dW9o0qhUiHy9cvrmFbjwuUy8c91rTz80m5SaYnBkSiPvtbIN6+uP2P71MGRCP/z4u5RpTDPpuPrl0+iyKnn3Z19PP2WrBLtbvXy+sYOLltw8sbij5LTkzkhx1EZGOjnnXfe5NJLrxj1uV/13hbWbdnOzZ+5konjqnjg6TfZ1dbDHdddiN3p4vvPbkarUvD/rp7JQBR+9GYrwXiacpuWKyblUWXXUV1swTsSYSSSZJ8nwnudfv57XRdVdh1fnVvCj5ZN46evbOf37+6l1GZgQpGVs6fU8NaWvWxuaht1J+0ZkEMyx1eUH9H3wcEBfvSjuzGZLPz85788ZVe5HJ8+BEHAZDLjchXjcBRz3nlLkCSJhoYdPPzwf/OTn9zDF7/4Fa67Tq49OH/mDCpKS3h37XouWXwehU4bG3c1IUkSbQNeREGgxCVvuF9r6OYPq/ahUyuYVuZgnkmLQhRIpNIkMxKSJKEURYwaJVa9GqtejUmrQikKxJJp+gNRGvv8rD8wyNuNfcyscnLXdUvYuPcAz6xpYMeBXm67dB7f/tyVXHfBIp55aw1vrN3CP9dv49JFs7nhwrPR67RcuuR83OOquff+B7njp/+Pn919B1XlY8WlKyureOCB33DXXd/h7ru/w89+9sBokfUcp5fXX3+dVCrFxRcvI5FI8swrbzB5ghvUelbvaOSzF5zF3zbsJ5ZIceP5s3lk+xCpjMSyiS7qi8woRQEBiURaYlOnn+VNHmx6FbdcNIc/Ln+PF7Z1ctU5c3ju3Y2cN3MS5y2Yyz9XruH6yy/FYjIxblwNINf8nD595vv2VavVcu65izn33MVIkoQoJti1qxmfb4REIoFSqcRstlBYWERe3tHLBuX4+NPV1cmOHdu4+eZb0Gg0NOxtZPOOBr50/bVs39/Bpj37uPnyC/j72r0EozGuPW8ev3mnBatBzY0L3GzoCvGPPV7UCoFiixa9WiQUT7OixUsiLeHUq/j8WRNYtbeL37y7jxvnTmX9zt38/NkV/OdNF9LY1sVvn3qFh//jNj6z7BLWb97KW6vXcvlFS47o6/r1a/nTnx6mt7fnhO9TEATKyyu45JJLqKubxrRpM9BoNB/8xRyfOLoGQ7yyvn30/bL5FVyxsAq1SkFFgZm7bpzOfY9vwRuIE0ukeeS1Ru66YfpJx9W9H6t29rLzwFjeya9eNpFpNWPuq9NrXNy6rI7fv7gbgB0tHtbu6mPh5KIj2jpVMhmJR15tJJaQvaTsZg13fW46VqP8O7jxogmEw3FeXS8bu19Z18708S5K8o5e8/vjTE4xPIO88MJzAFxzzXUAxOJxHnn6eWoqy7nqosW8sWk3K3c2c9MF8ygsKOCef2whz6Tlzkum8kzDELv6Q0zIM3B1fR5qpUjLcJTdg2G2D4YRMxJOg4rJhUaunOjivS4/T2zv5943D/CdReXcuXQy335qI/cvb+D3N85nclUJNpOelTuaRxXDUCQCgOko9eoeeeR/iMfj/PKXv80phTmOG0EQmDJlGr/5zcM8+OB/8ec/P0J+fgHnnCPnj5o7YxrPvPQqsXgcnVZDKp0mlUqzr8dDqcuCVqXkjR1dPLxqH7MrnXxr8QRM2qO7hmQyEn3BOO3eGJ2+GP29AQKxFAJg1ioZV+TimpmVbO/w8OzWDr777FZumlfNL2+5lN++vI6fPbOCcydX89WL5vCtG67g+gvP5u/LV/Liig2s3rqb7950JVNqqhhfWcEv7v0P7v7P+/nR/Q/y4E9+iMs15nZaWFjE/ff/mjvv/Db33PN9fvGLh47LrSrHibF8+XLGj3dTUVHJ22vWMeL3891bv8z/vraS0nwH/oyW7uE+blo8m0e3DlBm03LZpHzWtfvYvq3vsLYqbVr+fVE5f9vax+M7hvnyxbN5+JWNTK2YiMtm5i+vreKbV13A22vW8+66DVx50QWjRbrb2lo/UDE8FEEQcDqdTJqU20h/2li+/DUUCsVo7oAnX3wZu9XKeQvP4raf/w911eUMxgTaB7zcsGQeT2zpoq7Ejs1i4aVGLxU2LddNzSeazDAQThBLZsgzKZlSbEKnFNnY4eP5PR6mFefhMuv468Y2bl8ygydeW82vX17H16+9lLseepTn313PTZecR01VJe+sOVIxHB728MADP8PpzOPee+/F4ShEo9GSSiWJRqOEw2FisSjxeJxUKoUoCmg0OkwmIw6Hi6KiYtRq9Rl3K87x0SJJEk+9s5901sViXLGFy886/NTLatRw25X1/OyvW0lnJFq6/aza0cO500tOa1/8oTjPrTgw+n7JzFJmuI8sUzWzNo/FM0t4e4tcFui5lQeYUeNCf4x9w8ny7rZuWnr8AChEgduvqh9VCg9yxVlVNLaPcKA3QDoj8fSKFr573dTT2o8PgxNzgM1x3MRiMd588w0WLjwHp1O2cLz01rt4fX5uvf4zDPtDPPLaGqaPL+P8GZP46cvbsOrV3HHxVH6/oYfGwTBfmFHI1fV5vNXi5bGtfazr8OGPpVArRGKpDNt6gvx95wC/2diNzaDmvovGYder+MWqdgbCSb59wSSGgjGe3tyGQhRZVF/Dln0dROIJAFTZRCGpQ+LEANrb21mzZhXXXHMdJSWlH+7A5fhUoFKp+N737qa2diJ/+MPviGdToleVl5GRJLp6+0hlEyghQFP3IBNK8/FHEzzwWgN1RVbuWjoJk1ZFOiNxYDjCW/uG+dvWPn61uoO7X9/Pl57Zwx2v7ud367t4vclDjz+OQhQQRYGOkRhP7xzg7jcOcCCQ4ddfWMCsSiePrWvhyS093Pf5pVy/aCqrd7fytd+9wKZ9XeQ7bHz7c1fyy+98BZ1WzT2/e5yXV20EoLiggJ9+/zvE4nF++stfE08kDrvf/PwCfvazB1Aqldxzzx14vcesrpPjJBgcHKCxsZFFi84BYPnKNZQUFhBISnQNDHPenBks39nG+VPH8+yeEcptOqYWm/nH7kGUosBnp+TzbwtKuX1+KVdMdOKLpXhu9xAXT3ShU4n8Y4+f2eOLeWZDExcvmEVzZy++SJKaqgreXSfLgMViwWaz0dHR9hGORI6PC+l0mnfffYs5c+Zjtdo40N7Bzj2NXLH0Al5Zs4lgJMr58+fw+pZmFs+YwAsNA5TZjWiNZrb3BrlkghOnScOadj+7B8JoFSJFZg0apcjOvhCr2nw4jRour3PR0BskKmqZUmrn9283ceWiGXQO+djR4WHhtDpeXLGBYDjConlzaGnvoLd/4LC+Pv30E6RSKX784/9k2bJljB/vpqysnKqqcdTV1TN79lwWLTqXJUsuYunSS7nwwks455zzmDFjNhUVlSeVZC7HJ489bV4aO+Rs36Ig8IWltUc9CawsNHPJvDFPsxfWtBGJJU9rX15Y00okngIgz6rj6rOPnfn+6rOrcZhlJS0YSfLCmtM7R/vDicPavHR+BRUFR9YTF0WBLy6t5aADyJ42L7vbPnl7gZxieIZYvXo10WhkNNV4LJ7ghX++y6zJk5g4vppH31gHwG1Xnsev395DLJnm+0un8MimXrzRFN9dVE4gkeaJnQOkJbhioos7F5XzxRmF3DC7hM9PL+Sus8v57OR8dEqRpxsGWNPu4+7zKrBqlfxmbScldhPn1hby8vYOhkMx5k+qJplKs7W5HQBj9qQwGAof1ve1a9cCjFpBc+Q4GRQKBTfffAs+3wgrV74NyLGGAN4RH+FoDL1WQ5cnQCSepK4sn6c2tRNLprntXDcKUWB5k4d/f6mZHy4/wGObe3lr/zA9/jhWnZLzx9v56twSfn7xOB67ro77Lqrm5llF3DijkHsWV/LbK9xcMzmPPf1h7ni+kfk1xXxl4Xg2t3u458XtLJ09kQe/sgyrUctPn3ybX724hkg8ibu8hIe+91XmTHLzh+ff4Pl35N9qRWkJd3zjq7R2dvHbR/56xP0WFRVz333/RTgc4qc//QGJf1Eec5w8O3ZsA2DmzDkMDHnYu7+F88+az6vrtlHktLGzN4hZr6E7IbscTyw0sqUnyAXj7cwpt7CtL8QLjR5eavKwfyTG0lonM4tNvHtghMU1TryhBBprPhLQG5GwGPW8tn4bi+bM4kBHJ/1Dcor0iooq2ttzimEOaGrai883MmqseGfNOpRKJWfPn8vra7cwt97NP3e24jDr6U/IilVRnoPmgRCX1eXRMBAmnEizbIKTs6ttGHVKEoBJp+T88TYunegkEE+xtTfIlfV5dPliaAwmXBYdy5s8nFVXyYsb9nDRgtnEEgne3Lid+TNnALBx2/bD+trQsIOpU6cfs4xEjhySJPHSurG5bdGUwvctSXHx3HIcZjnBXCia5OV17aetL33DYdY0jHl53HhBDWrVsWOvNSoF1503Fuv67rZuugZPrabgoby8ro1oVknNt+m4eO6R4VcHKXYZD3NlPZ3j8mGRUwzPECtXrsRms1FXVw/A2s1bCYRCXLN0Ce39w6zZtZ8rF05nb3+InV1evrLQzZstPnoDcW6fX8qW3iA7+kIsqrTyxRmFJCV4eZ+XZ/Z6+PPGLp7aM8TL+7wkJbh5ZhELK6xs6w3ydssI/7aglFA8zRPb+/jc3GpSmQyvNXQxobwQs0HLpqZ2AOwW2eIx7Ds8HfGuXbtGY19y5DgV6uunUFpaxqpVKwAw6OUg9Ug0gj8UxmTQ09Qlx7qW5tlZvruHS6eVkW/R8du1XTy+tY8Ck5rbF5Ty2yvc/Pm6Oh5YVsOd51byuemFVNi17B4I85t1nfzgzVZ+tbaL/17fzc9XdvDfG7rRq5Xct7SauiIT//teDxmFhh9eOpk+X5S7nt+GyaDnV7cs47qFU1jRcIDv/PEVOod8aDVq7v7StZw1tY7HXn6LrY0tAMyZPpVlF5zP0y++TtP+liPut6pqHN/73n/Q3NzEo4/+74c0yp9+Ghp2YLVaKS+vYOP2HQC4x9fQ2N7D7PqJ7OwYZEZtFc1DERbXONjZF2LxODsDkSRbeoKUWbUsGWfnvCobNp2KNR1+NGoFM4pNbOj0c3F9AWvb/cybUMnKvV0smDKRTXsPMHniBAC27JRjWMrKyunq6uBEsnnn+HSyY8c2RFFkxozZZDIZVm/cxKypk9mxv4NQJEr9hAns6/Ewb1Itu3t8LJxQQkN/mGWTC9jSHaDcqmFmqZmt/SEaPRE0SpFCoxq1QmTXYITtfSHmlluosGnZ0Blg6QQnjYMRzq2voNcXJb+giGQ6w45ODxMqS3ln0w4K8lyUFRexrWH3aD8lSaKrq3PUFTpHjqOxr8vHgZ4AILtKLvuAxClqlYJrzxsrp/PO1m76vZHT0pd/rG7l4BQ7scJ2XJlPZ7hdTCi3ASBJ8MyKI9fnk2FwJMLqHb2j7z97/nhUyvdXnS5bUDFaT7yl28++rg+sKf+xIqcYngHkmlQbmTFj9miGuXc3bKLA5WSSezwvrN2GVq3ikjn1PL5+P+PzzNisJjZ1BbhyUh77vVFavVGumOiiyq7npeZhGj0RXAYVc4pNLJuUz6wiIwa1gm39IV7ZN8yMYjPnVtlo6A/RF0py8QQnGzr8RFIwu9LF8t3dSBJMrS5je0snkiThtMmJPoaGD09J3NHRQWnpsS0iOXIcL4IgUF8/leZmOcmMMvt7SKXSeAMhbCYj+3qHsOi1NA+GSWUkrplTyZPb+3mv08/10wq45/xK5ldYcRjUxFMZ9gyEeH7XIPe908Zv13ezsnUEnVLBhTV2Pj+9gK/MKuKa+jxKLVrebvHyyKZebl1YzsJKK882DNAfkfjp5VMJRJPc+fw2fJEkN503nfs+fyGhWJzv/elV9vUMoVQo+PaNV1BemMcDjz9PMCwvel+49hpcDjv/8/gTR1UQFixYyGWXXclLLz3Pzp3bj/j/HCfOnj27mDZtGoIgsG3XXooL8jnQJ7vohFGjUoh0hGVXvCZPhHEOHQORJJFkhmvr86grMBLPSGQQmFdu4eIaOz2BOBq1ArtexVAogU4lElMaSaUzaExW0pkMXZ4gLrudXU3NABQWFhOLxRgZGfkohyPHx4A9e3ZRUVGF0WhkX2sbXp+Ps2bPZMXmnRS57Ozt8WLWaWgajlNg0bFrME6NU8fu3gBFFg1Wg4pGT4TphUYun+CkyqHHqldR7dRz1UQnk/MN7BmKYDeqKbFq2TMQpr7AyDvNXiaX2HmrcYCZNaW8uX0fC6dNoqNvkM6+Qeon1NK4v4V0Rq6xFovFyGQyGI2fvCQYOT483tzcNfp6QX0BNtMHx0TPdLuoKZFrZqczEs+vOvAB3/hgWnsDbD2kiP015xyfQUMQBG5YUnOYG2dj+7HLbRwvL65pG425rCm1Mrn6g5VUu1nLvEljuTmWv9d5yv34MMkphmeAjo42AoEA06bJbh3BcJiGpn0snDWdeDLFul0tLJo8np29ATyhOJ+dU8VzOwcotWopt+nY1R/ivCobWrWCVZ1+HDoVV9U6OLfCSq1DLnw70annwmobS6ttZCRYfsDL5AIj4x063m7xclaFFb1K5LUmD4snFhOIJmno9lJfVcxIMELfsB+VSoXNbMYzcrg1w+v14nQ6P4qhy/EppKysjEgkjN/vQ8oWlxAEgZFACLvFSNvACFWFdt5r81Bs1ZNB5M3mYS50O1g2UY7PbegL8oeN3fzorVYe29LH1p4A5TYtN0zN58dLqvj6vBIWj7NTYtFi1iqpzTPwpVlFfOusUhSiwH+92cJFtQ7mlFl4cns/cUnkP6+aRiSR4ocv7mAkHGdyRSEP3rIMk07DvU+8Ra83gFat5o7PX00oEuWJN1YCoNfp+Ornr2N/axtbG45ewvVLX/oqBQWF/P73D5FKpT6Ucf60EgqF6O/vo66uDkmSaD7QSp17PDv2tVOW72Rn5xC15YW0eWNMLDQSTWYosenwx1IsrXHQMBRhc2+I/lCS7mCcdV1B+iNpzquy0eWPM6XISK8/xoxSMw39YUqcFlqHQhi0Gna1duKurqSlXc40l58ve1EMDQ1+lEOS4yMmnU7T1NRIXd0kABr2NgIwoaaG3S0dzJpUy6Z93UwdX8GBoRDuYhehRJp8s5Z0RqLSoaM/lGRJtY0UsKEnyIGRKN5YigMjUdZ1BxGVIourbfQGE1Q5dGQAm0FFIp0h32EhGEtSlJ9PIBLHZJVPSrY1HWB8VSXRWIz+wcHRvgIolac3GUeOTw+BcIKGQ7J/Xji77H2uHkMQBK47f8yFc2vzEG19gZPuhyRJPLdy7KRvVm3eUWP5jkWx08CC+sLR98+tOnBK3h2dA0E27h2L173m7OrjziC9dM7YGO484MEbiJ10Pz5scorhGaC5uQmACRPqANjVvJ9MJsPsKfVsb+kkmkhy9hQ3b+/todCiB6WawXCSK+tcvH3AS7FZQ22egU09QUrNGi6stpERBHYNR1nTF+aVPQNsGIhwwB/HoVexdJwNURBY0xXg4lonGUlia2+Qs6tsbOsOUFNoRaMU2dzmobZMtmLs65aF3WG34vkX63cgEMBoNJEjx+nA5RrbTGeyVmxRFPGHwlgMerqHfJQ4rezp8TGj3M7fN/Vg0ij4zJR84qkMj27p5fFt/XijKRZV2vjanGJ+uqSKL8woYnqxGQHY2OXnj1v7+POOfp7aPcij2/p4Ymc/oiDwzfmlWHUq/rqtnxtnFFJi1fKHjd0UWPTcu2wKnlCM+/+5h1Q6Q57FyH03XUhGknjopbVkJImKonyWzJvOG+u24A/K8bgXLz4bp93OS8uPXp9Oo9Fwyy3foLOzg9WrV3wo4/xppatLVsqqqqrweEcIhEJUlZWxt72bytJihgJRtEYLogBD4STjnTpavVGmFRlp9sZIpiXOK7dwVa2Dq2sdzC02MRxN4k9mqLBp6QkmcBhUiIJIIi1RlJ/H3m4P7vJimtp7qSgtoW9wiFg8jsMhG8yGhz3v1+Ucn3L6+nqIRiOjpWmaWg5QXFhAj8dHOpPBYLaSTKcRNAYUokBPKM14p44D3ijzqm20jsSYXWyiI5jAH08zq9DIVW4nl46zc4XbyfQCI55Iku5ggplFRvZ7o8wuNdMyHGVmuZW9g1GcJg09wRQapYL9fSPkO2zsbeukokSOI+zolstSHNwY5yqi5DgWG/b0j2UiLbFQ6Dh2bOG/UlloZqZ7rITEqZwa7mnz0tQpH1SIgsBVi46dcOZYXHFW5Whh+ba+4GGnjyfKP1a3jr6eOs7JuOzp6PFQ6DAc5tq66hB31I87OcXwDNDR0YZOpxst89DU0oZSoWB8ZTk79nehVasoL3Cxq3uEhTX5rG3zYderEASBQDzNuVVW1ncH0KtEFpaZ8cRS7PBECSYzFBtUTC4yYVUr6A4n2TIUQatUMLfExEgsxUA4yaR8I9t7g8wotZCWYO9AmIlFNnb1eCl12VEqRNr75Y2NzWJmxD9m4Umn06RSqVyNohynDYtFnkz9fj/pbCZSURQJRaKoNVriqTRKtZZEOkN1nplN7SOcVWlDqxT50+ZemgYjXD7RyZ3nlHPpBCfjnPrRif+AN8qj2/tZ3xXAqVexpNrGVROcnF1hJZrK8PTuQfpCCW4/p5JwIs3b+718dW4J/liK5xoGmFhk5bZz5RigJzfJgfeFdjNfvmAWezoHWL1bXhiuOGceqXSatzfJ8W0qlYoLzl7Itl278XiP7lY4d+58SkvLeOmlf5zR8f2009cnL6glJSV09MivjSYLsUQSjV52j/PGBaocekaiKVxGOdGHSaMilEizqMxCgVGFP54mlMxQZdUws9BIXyhJhU1HJEztL9YAACAASURBVJmhtsBElz+GQa0gKWpIZSTsdjtdgx7yXbIy2Dc4hMUiu98HAv4PexhyfIzo6pJdw8rK5JCL9q5uKstK2d8pK2OBWBq1UkGHL8a4fAsDoQT5Zg2iANFkBrNGQRqIJNOcXWYh36hmnz/OtiHZ4Ftq1rCozEIwkUalVGBSK4imJRSigFWvIhBPM77Qzu5ePzXFLvZ2DTKutJDW7n4K8+WU/gND8hp/8IQjFxeb42hIksTaXWOJXs465MTteLlyURViVs72to+clAtnRpJ4buWYUrloSiH5dv0Jt2M3azl/xliSpX+sbh11qz4RmjtHRk9RBeCq98mKeizOnTbWj9UNvaTSJ96Pj4KPnWLodrvHu93u9W63u8ntdq9zu91HOBi73W7R7Xb/zu12t7jd7n1ut/vLH0Vfj0V/fz8lJSWIojy8nb19lBQWoFapaOkZZHxJHgc8QTKSxKQSO42DYWYUm9g7FMauU6JTK/DH08woNBJLSzT74ljVCubk6am2aKhxGZlo1zLVoSORlmjyxSgza8jTyzEL9QUGEmm5CLhBrWDfUIRxeWa6vGEEQSDPaqLfKyuDZoOBUHgsYPhgJsVceuocp4uDp8+hUGh0gk5LEhlJQhLlmMM08r+SqCCVkZhabGJ3f4hWb5Sr6/NYWGkbXXhAXsxWtft4qcmDVaPgpin5XDXRRX2+kQqbjhlFJm6aUkChSc3bB7xY9SrmlVvZ2hPArldydpWNFS1egvEU59YWcI47nxe2dzEQiAKwZOp4ih1mXt8ix5aVFbioLC5g0+7m0T4smD0TSZLYsXvPUe9bFEUuuOBi9u1rGlVucpw4Xq+8ycjLy6N/ULb+ZgRZXhKSiEIh0hNIjCqEwUSGMquWrmCCcosGi1bB5sEIO4ajbPNE2TkcpdKiwaZVMBJLY1QrEARIS1Bh1zESk2VUodaSyUgo1XLmvaFhLwaDrIiGw4dncs7xf4vBrJtmfn4B6UyGQc8wRfn5dPQNku+w0eMNUuqy0eUNYzdls3/H01TYtHT7YtS69PSFk9Q59QiiwNahKMOxFApBwBNLsXUogkohUuvQ0RGIU+vS0x9KUG3XMhRKIAigVqmJJdO47FY6B30U5zkZGB5Bo9Gg0ajxZHMH5E4Kc7wf7f1Beobk+UytEplVe2StwA+i0GFgQf1YTN1zq1pP2BCxqXGAzmwmUbVS/MDkN+/HJfMq0GnkNaLfG2Hdrv4T+r4kSTx7iJI6b1IBJa4Tj9GdOt6JxSCvS/5Qgh37PxmeJh87xRB4GPhtc3NzLfB74Gip/T4HVDU3N48D5gM/drvdx+cU/SHg9XpwucaO1gc8HgqyVueuIS/leQ5as0VidRo1ibREjUtP+0iM8U49Hf44aoVAuUVLZyiBUhSos2tHsxwdxKJRUG1WMxJP40+kqbZrCcTT2PUqRAG6/HHKbVq6/DGKbXrSGYmhYAyH2Yg36xKn02qJxuKjbR5UDFWqnGKY4/Sg18sbo0gkPLpYHKydmZFkmY5nSxr64/KmvMqhY1NXAJtOyezSI2MMNnQF2NobZHK+gevq83EZjpRXjVLkwnF2khmJ9a1eFlZayUiwsy/EBTUOEmmJTZ2ygeQL86vJSBJv7JIt/oIgcN7kceztHMAflmMDprmraGrvHu17eUkxBr2OppZju87MnTsfgO3bt57AiOU4lEDAj1KpxGAwMOzzIQoC0YQctxlOpHFZTcRTGURRwKhW4IulcBnUJDMSVTYtLf448YxErVVDtVmNP5GhJ5Ki0qrFG0tRatEwEpFrcBk1SgZCSUQBUlnZTGeXyRG/H51OB0AsFv0IRiLHxwWfbwRRFDGbLfgDATKZDE67jYFhH4VOG33eADaziYwkGzGMGgVD4SR2vRznp1SIiEClVUuzL45RJTIn38AUp46ZLj0ahch+f5wauyxvmmwWRJtezUAgTpFZQzQbuqxUa0im0xgNBjKSxLA/iM1swReQ57bcQWGO9+PQ08KZ7jx0GuVJtXP5YS6cAbafgBKUTKX5x6oxt80ls0qPK/nNsTDqVFw0ZyyB4ktr20gk0+/zjcPZ1DhIa6/8+1EqBK446+SUVKVCZOGUsdIVK3f0nFQ7HzYfK8XQ7Xa7gGnAU9mPngSmu93uf00DdB3wR4Dm5mYP8CLwmQ+rnx9EKBTCZBqL0fMHQ1jNJmKJJOFYAofFwFAwhlmrwh+ThdWoUZLKSBSaNAyFk+TpVUiAN5YmT6dEeZQiowAFehUCMBxL49TJi04gkcGqVeKNJHHoVXgjSax6eePsiybQa9VEYrICqFQqDitwH4/Lm+CcK2mO04X+YImKSGTUrSmddak4mIwmmcmgVor4oilMWiVapUibN0qty3DYSSFAtz/Gxu4AdXkGzq+yHfO3AWDTqaiwatnZ7cehV+E0qGj1Rim3aXHqVezqkw00TqOW+mIr77WNLWZ15XJs5L5e+ZSqvDCfVDrNwHC2ALAoUlxQQO/AsRORFBUVo9Ppc7XvToFYLIpWq0MQBELhCAa9nlDWmBWOpzDo5BO9VEYa3XiLooAAGNUKPLE0pUY1+XoVJUY1Do2C7lACp07eAOlUCgKxFGqFgEIUiKUymHRa4mlptF2ASDSKKIqIokgyeXqLOef4ZBEOhzEYjIiiSCAon3KYTSZ8oTBWo4GRUBRV1usmnpZwGmS5FEQBjVIkmEhj1ykZSaRJZiTGWzSosvOYVilSYVITS0tE0hJWjYJwKoNKFBCyOzarTkkwkTWuZb0tRIUsz8FwFL1OSzQqr+WZzJj7fo4ch5JMpXlvz1hylZNxIz2I3azlvOljrpPPrmghmTo+18nlm7rw+GV5NWiVhyVuOVkumFmKOWswHgnGeXfb8SllyVT6MJfWxTNLcVp1J92Ps6cUjZ7aN7aP4PF//I2KJ2caOHOUAj3Nzc0SQHNzc8btdvdmPx8+5LoyoOOQ953Za47A7XZbAeuhn333u98tufXWW09nvw8jmUwepljFEwm0Gg2xhLyZ0GvURPwpDBol4ezkfnDza1QriKYyFBjVxNPyttmsPvaErhAFtEqBeFpCp5evi6cy6FQK4ukMWqWcUEF9sExAOoMoimSyZsR0OnPYSWQkIruVGgzHH3z8f4mjyVMWX3Nz80kXq/ko5PTDQqeTN/XRaASVUp5yDiahOWjNzkigFAWSaQmtSiSdkYinJWy6I6eonqBs1Di30npcGcLyjWpaR2KkMxJOvQp/LIUgCBRZNAxHxjb41S4Te3r9SJKEIAi4LPJvwBeSFyyLUVZwg5Gx7GIWs5kR37EfuyiK2O12gsEPPybt0yKryWQSlUreWCdTSdRqNYlkCqVCJJFKo9JpIS6nSzdqRGIZed7UKAUSWaXOrhkrjuzQKRmOp1FlrdsH5z+9SsFBaVKrlKPJGDL/csp9vFnpchwfn0Q5TSYTozJ50MtGo1YTTyTRqFUkUmnErJt8Ii1h0ChJJNJIgEmjJJrMkG9QEU1JKAQwqw8v3n1QXsPJDEa1gmAijUGtGJ0vNQqReHbTnclKrZDVGlPpNKIojrrtHzRiHOxvjpPnkyir78f2/R4i2cLtTouWmrKj3drxc8m8ctY09BKNpxkYifLGex1c9gEuod5AjNc2tI++v2pRFXrtqcuqRq3gsgUV/O3NfQC8ur6d+ZMKRpXFY/H2lm6GsxlEjToVl847tdJtDouWugo7u9u8SMD6Xf1cdpInkMfLqcrpx00xPBN8C7j30A+eeuopbr31VhyOM1PXRxDkzYPLNXZqqNersdvljabJpEUdTaNUKtAbZAXSbJYtElarHqk/jF6vxmrTw1AEi1mH618sFoe2rRiOotYos/fjwWjUIipENGolGUne+Biyx/IOuwFBAJ1WhctlQhAltFrNaHudnfIiUlycd9jfON18UtvmKPKU5SfAj09nu2dSTk/3GH1QewaDgUwmQWGhnKVLk934aLJuK1qNimRawqhXk0gFyXOZEARQaFRHtK0ZjiIAOpMO+wdM8gAmrzzJ2x1GtBol4ZSEy2U67DWA0aghI0k4nCYUokAmOzvq9GpcLhM2q6wYWiza0XvWalUIovC+969UKlAqxQ8cozMgt58KWdVqVSiySpxGrUShENHpVICAqBBRquQHpVCKqFQKYvEUarUCRTKDyawDbwybTY896zUR8UbAF8di1QMjqDXyJkShEFCqDp6+iKjVcrvG7BxtNGhwOo1kMhlMJt0JP68zPC/l5tTjaPd0yalGI8uhy2VicFieF6xWPaIAOp0sZ2rNoXIpQjaRTDKZBlFAp1Oj0aoQYymcTuNhBod0RoL+MFq9Gm0sRSgloVKKo/KpVisRsgaNg3OoLivfNpseQQS9Tp63YjF5H+h0Wkef46k8z1OVhU/49z9xsnqQo933phd2j76+YG4F+XnvXxriA9cw4AsXT+ThF+QyTq9t6GDpWVUUOQ+/h0Pb+fPyZhJJ2YhRWWTm6iW1R4RNnWx/rl7s5p1tPfR5wkTiKV5c3853b5hxzHYGvRFe3dA++vnnLqqlvNR+XH15v/4sXVDJ7jY55nfD3gFuvrwe8Rj3eJrm2lOS04+bYtgFFLvdbqG5uVlyu90iUJT9/FA6gXLgYOBOGdB+jDZ/Dfz50A8++9nPlgBrhodDZDKn3wFfoVARj8cZysYRatRqRnwhIiHZsjg4HEQh6QlE4pCUrTU+v3xS1zMYRK8UGPJHiQc1CEC3J4wmOVYLzeUyjbadykiE4mkcKpH2PvlUQkokGQkncOmUtHsjmNSKsf+LpxgaCWLSaxkaCjI4NIJRbxhtr7W1O3sPutHPTjeH9v+T1HaWI+Qpy0lbC4/V7pmS09M9RsfTntFoor9/iHhUvo+RbPKjSDbxUTqRJJnOoJIy+KMp+gaDFJrU7O32M1R6+EQ5zqRmtSjw9OYuLq91jp78HIu2wRBWnQr/SJheXwyXQcXQUJAOT4Qym3a0741dIxSYdXiHZdew5i7ZRVSFwNBQkM6e4Wxf5XaHhoJ4hn3odcf+rUiSxPDwMPX1U993jM6Q3H7iZRUglZJGT2UyGYFYLE4qmSGVTqMQBGLROKBEyEhEYkkQBJKJNJFEmkQ2PrRjIEg6m5ymYySGQgCvV37OsZhsDAvGUuizshSNJUYz6EbCsttqKgk9PcNIkkQ6LZzQ8zrT81JuTj2+dk+HnLpcJtJpiMXkNT4cluVnaEiuDewPRFApFMSissyKkkQ4Kl+TTqUJxVPkG9V4AjEcapFkWqKjL4BBNTaPeWPyeq9IpvAG42hEAX80iV4hbyaD0QTq7MYyGZf/Tigoz6WxSIpAMExJoVKe5zrkxBuZjPz+VJ7nqcrCJ/37fMJk9SBHu29vIMb2ZnmNE4CpVbbTskbNHO+kosBEe3+QZCrDQ09u4zvXTR31iju0na3Ng6w+JO7u2nOqR9ffk7mno3H9eeN48JmdAKzc2s2kchvTa8ZygBxsJyNJ/OrpHUSzCQ8KHXpmjHMct7y8X3/GFRjRa5RE4ikGvBHWb+/CXWY76Xs6Dk5JTj9WimFzc/OQ2+3eAdwAPJH9d1tzc/Pwv1z6LHCL2+1+AXAClwMLj9Gmj1P/0Z4QRqOBYHDs4ZqNRvyBIBqVEr1GzbA/TF6BHX80iSV7chKKp1CJAn3BOE69ig6/vBmxaxX0R5KUm9RHjaXqyiqbDq2SA17Zd1ktQCiRJs+oZm3rCKVWLT0jYRSigMuopXfYz9klcvzU4LAXl2NMQD0eeaJwOl3kOJIzJU8fhZx+mFitNny+EXQ6LWqVikAwiNmgJxGX5VxO3g7ZEDEOeCJMLjCxfN8wvdlkCwcxqhWcW2nl7QMj/KPRw+W1TrTKoyuH/liKFm+UeVV2vJEkg6EEs0pMdPtiDIQSXFQrhy/7Igm2dQyztH4sRmJPpxx7UV0oX9PRP4hSoSDfLntoSJJEV28fC+fMOuZ9Dwz0EwqFKC+vOIlROzU+LbKq1eqIRKJIkoTRoCcUiWDMxhUa1Er6gjEQ5HpxI5EkZoNazniLPK9a1Araggl0SpG0JDEYTVFsUDGUzd4RSaQwaZR0pSXSGQmtUiQYjY1uvMVsHKzRYCAcljctB7OT5jh1PolyasjKgiRJmE2yLPiDQSwGPf5QGKtRSzIpr81ahUB3MIlRK3vwRJMZzGoFncE4c9QKlAI0+2JMdeoQBYFURqItICt+OoXASCxFpUVDIi1xMOv+SCSFRSPPeYJ00GVU/ntWkwGvz4fdKpcJ8vnkmGib7ciNaI4T45Moq8di/e5+DqqbteU2nJaTj6M7FFEUuOlCN/f9ZQsScvmKV9a1c/m/uE/2eyP8+Y2m0fdz6/KPqiydKpOqHMyZmM972UL1j73eSJHTQMG/lMJ4eW0be9rl34oA3HzxhNFkOqeKSqlgzsR8VmyXleC1DX1n5F4Pcqry9HGMRv468E23290E3AZ8FcDtdr/mdrunZ6/5K9AG7AfWAz9pbm7uOFpjHwVWqx2PZyyJhctho9/jkeOanFa6hryUZd0DEokkSlGgZThKqVXL/uEoZRYNyYxEuy9OuVFNSoJd3ijJQ6xGkiTRH0nSGUqSr1OiU4rs90bJN6ho98lWcodOyUAoQbVDR3O/n1K7AV8oTDgWpzzfTjqdpmdggOL8/NF2+/r6MJvNuY1PjtOKw+HE4xlCEAScDjuDw8Pk2a34/H40KiXJuGzUiMflLLzbegLMr7CgVYo8vrUPb+TwZB/1+UYurnHQF4zzl+197PNEjkiPHUtlWL5/GFEUWDTOwboOHwIwudDEW/uHUQgwu0zePP19UxvpjMTSSbJiKEkSq3e3UlVgx2mWXcB3t7RTVVyAKuu62NPXTygcprri2DEIW7a8J/e3fsqpD+L/UUwmM6lUkmg0is1sJpPJoMvGZBk0Cjz+IEpRIJOR8MfTmDQKRiJJFAK0+xPUWjWoRYHd3hiNI3F0CoEKo4oOXxyzWkFPII5VLz/TUDyFy6BCkkBBdhcuyUYLu9WC3y+vtWbz8Rc6zvHpw2KxkslkCAYDWEwmREHA6/PhslnoHx4h32rEnzUOi6QJxFLYdUr82ZPDjCSRkaAnGGecRUMwmWHjQIQ93iibByOEUhnGWzS0+mJIQCKbrGskmsRhUNMfjKPNmvVjsSg6tZIRnx+tWo2USZNMpnA5ZIOWxyMnz7LbnR/uIOX42HJE7cLJJ5905mhUFpq5aO5YApmX1rbxxnsdo2t0jyfMg0/vIJw9GXeYNdy4pOa09uFQbrygBnvWuByOpXjw6R30euTM/JIk8frGDl5e1z56/dK55YwrPr1z/KFjvLl5kGg89T5Xf7R8rE4MAZqbm5uBuUf5/JJDXmeAb3yY/ToRCgsLaWzcPZrEoryoiIbGfaRSaWpK8lm5o5naAgsCsKfXy8R8A1u7A3xueiEvN3pIpuSsotv6QyyrsTPRpqVxJMamwTBWtQJ7UmLAH8WfyGBRi4y3aNgzFCGczDC/xMxLe4coNKlpzZ4gTsjT88d3Rlg2pYyGVtliUVdRTHtPL/FEkprKsY1tR0cbVVUnXsgzR473o6CgkE2bNpDJZCjKz6e3f4CK2ik07G9nXNUEuge9FFocNHR5mVedx6rWES6vy+OW2UU8sqmXh9Z1cU6VjVklJozZmBq3U49Nq+TNA15e3TeMQ69iglOPRaskEE+xayBMIJ5i6XgH4XiKde1+ZpSYiCXTvNsywjnVdmw6FVvah3ljVw9XTC2lNBsHvKGpk9Z+L/+2bAEAA8MjNLV38/lLzx+9pw1btwEwc8rko96zJEm8+eYbVFZWUV5+ZoPNP804shvcwcFBCvJkT4aDSptGkEgk01RZNHgj2RMTjZL2kSgLKm20+WLUOnRMd+nxxlKIgoBdq6AnkMATTTHOqmFPfxq7QY0oQLs3yji7mk4glYjJCW6yCbkK8lx0tMqJDHIeFf+3ycuTjakDA/2MH+/G5XTQ2z9IRbWb9Q2NTJ1mZUXDAUrLnARCUUCBVauk1RtjapmZfZ4IZTYdu4YiLK60MtWhoyOUIJLKYFSJlJvUpNMZ9noilJrUNA9FKDCq2dkTZEKBkV09shHNoFbS7/FSXeigvbefiqJ8evrkk5HiQrmuXG9vN2q1evR3lCPH/m4/gyPy/lCnURzmWnm6uGpRFe19QRo75FO4Z1cc4L09AxS6jGxrHhzNWKpWiXz9ivrTknDmWBi0Kr5xRT33/30biVQGjz/GT/68mboKO4FIktbeseRwE8ptXLno9K/XFQUmip0GejxhEskMW5oGDytl8XHi43hi+ImnrKyCcDjM4KA8QburK0imUrR0dDCluoRIPEHXwBB1xTZWN/ezoMKKJ5xEykiYNQreavEyt9hIOJFmVYcfm0bBNKcOq1pBKJlh/1CYVAaqzGqmOHR0B+Js7w9RbtEwFEowEEowp8TM2/u9VDt0tPT7SKUl5lfns7GxFbvJQHm+g227GwGYVDMOgFQqRUvLfmpraz+yscvx6aSoqJhkMsnQ0CAlRYV09/ZRVVLIsD9AdYGN/b0eZlXY2dHl5ZJJLuIpiUc39VBm1XLb/BIKTWpea/Lw03fa+OOmHjZ3BYgkZXfpGybns7jKhkoUWNvp57V9w6zp8KNSCFw90UWJWcOv3mlFqxRZMs7O79d3o1OJXDU5jzZPiPuX76bKaeRzc2WDyEgowu9eXU9Fvo1zp1QD8NLKjShEkXNnykpgOp3mjXdWUueuIc959A3X9u1b2b9/H5dccvmHM8ifUvLzZUtrT08PZcXy60goIJ80R2Wrr10DLUOR7GlhgrQEsXgKjUJkRbufUCJNvl6FSyfXKVzfHcChU9Lli6FVijT2hyg2awgl0ijSskLo8XgoL3DR3d+HRq3GabfR0yPHYBcWfjwX9BwfDiUl8mlIV1cnAGXFxbR1djKutAhJkrBqlcSSKcpsOvb1+3DoVXjCSTlzrlqJN5rCoJTLo6xo9xFOpKi3a5mVZ6DOrsUXTfJuhx+tQkSQwBdLoVUIpDMS3lASs0ZBU6+XuiILB/qGmVCSx/7OXtzlxbS0twNQWSonam9ra6WsrDxXriLHKIeeFs6ZkI9GpXifq08OhShy+1X1jC8ZO3nrHAzx3p7+w5TC266sp6ro/ZPenA6qisx848p61NlY3mQqw44Wz2FKYU2JhduvqkdxBn4rgiCw4JByIOsOeQYfN3IzxRlg/Hg3AE1NewGY7K5BEAS2NOxhRk05aqWC1Q37OX9CET2+CKpMCqdexYt7hji/2k5fMMHegTDzSsz0BhO83uIllspQZ9cxJ9/AVZMLmJmnp0CnYlt/iJUdfpx6FXVOPW/sG6bUohmNp7q41skrOzopsRkoNKvZ0tzO/EnViKLAxu07qSotwWmXfZ33728mHo8xderUj2zscnw6KS4uAaCnp5uqslISySQus+zjb1BKZCQJsyKFJMHK3d18ZnI+m7oCPLyhG7texdfmlvDdhWWcXWVjKJTg6YYBfvxWK49u7mVXf4gJLj03TM7na7OK+MLUAm6dWcRNUwrIZOChtZ2MhBN8YUYBz+wcoM0b5ZY5xQSjCX704nZ0agU/XDYZrUrBSCjKD//6JrFEku9ffQ4qhYK+IS9vrN/COTMnk5eNL3xnzUb6h4a4/MIlR73fVCrFH//4P+Tl5bNkyUUfziB/SiktlTfhra2t5Dud6HU62ru6qSkroqOnF4teQzIaJC1BgVFN02CECquWbX0h6l060pLE6y0jvLrfyyv7vKzo8GNUKyjUq2jxRik1a/CEEgjIJVP6B4eoLXLQ0t3HhIpiWto7KS8pRiGKtLW1YjZbsFpPLa17jk82JSWlqNVq9u+XT5Brqirp7u2jLN+BIAjEIn5EQUCRipBMZygzK2kaDFNh1bKl3UeJWcPGrgC1Ni1qhfj/2Tvr8KiOtg/fG3d3QkgIYUKCBHeHAkVaCqVCi1Ro6VdvqWN14W2pF2pUKG2hWIs7wSVYgEwIJIQkxN31+2MDpUAgye5GyNzXxUV295zfPGfOM/KcM8LOC9msPpPOpugMVkemsSc+B1szY/wdzNkfl63157gc/BwtCLuQiXCxICu/GCcLbd3pYm1CUUkJ7QJ8ORkRiZuLM06ODpSVlREZGXG5T6JQFBaXcvD0v3vv9tbzMNIrsTQ34YV7Qhje3eealUb9PG15/cEutGtZd2+y2/s789oDnfH1+O+CdsZGGkZ09+H5e0KwNDfcQMqewe6XF+GJjMsiKSPfYGnpQoMbSnor0KpVANbW1hw9Gkb//oOwt7MluHUrQg+FMfHOUfRpF8C2oxE8MLQHLjbm/H7wLPf1DOTz3ReIzSigo5ctO6IzuV0YM9jXgd1xWaw5k46LlSkO5sY4ZxWRlFlAfHYxJeUV+DtaIJwtWXI0EY0GBrZ05KPtMbRxsyYvL4/o1Byev60t6w+EU1Jaxsju7biYnMLpqHNMGX/nZbv379+DkZER3bp1o3JNEIVCL1xafOX8+Wi69tCuE5WTlYGjnQ0xsbG0cHNgz8mzjGgn+OtANO/f1Ynx7d1YdjyZiJQ8RggXuvrYMzLQhduFM7GZRRxPzOFIfA6nkvMwNzGipZMlLRwssDYzJr+kjHPpBciUfBwsTZgxLICVh+IIjc5kfHs3XCyNeX3FETQaDe+M7YiLjQUxSem8++c20rLzmHnfEHxcHSgtK+PTJaswNjK+PIy0pKSEBT8twbe5N726Xrv0NcDSpUuIiTnH7NlvY2Z28y01FFVjb2+Pq6sbp06dYvjwOwn0b8nJyCj6DxrGL+t2MnhAG3ZFxuPdQnA2NR8zEyPS84qxNDVi45l07mjjQl5pBfE5RRhpNAQ4WWCsgdWnU/GyNeNkYi4eduaEXciig6c1h45G0THEhxNFxbRt2Zz1a5YzavBAACIjI2jdWo2oaOoYGxvTunUgp09rl/vvENyGxctXEhUdTZBfc8JOnaFzqrisOQAAIABJREFUQGuOn42luXsLYhLTsTS1JruwlJKyctJzinCwMGFDVDrdve0IcrEiIbeYorJy3K3NcLc2JTGniI1RGbhZm3Ixs5CKigpyi0oxMzHiYlomztbmxMTG4+1sT/T5WMzNTGnn34J5n55kQC/tbJyoqDPk5eXRvn3H+swuRQPiUEQKRSX/rrzZ0tOwb+vMTI2ZMLAVI7r7EBGbibmFKbbmxvh62NbLnrA+7rbMnNyFmMQcElLzcHG2xsvBAlsrw7fT9jbmtPd35miUdg2S3Scuclc/f4OnW1PUG0MDYGxsTPfu3Tl4cP/lybaDenbjQkIip6POMaZ3CAVFJazZe5z7e7Qi4mIWqZnZdG1ux/LwZHzszWntYsVamcbh+Gxu93eks6cNGiAhp5gD5zNJzS/Bx96cEf6OuFqYsOhQAvkl5YwPduPHgwkA3N3Ole9CI/F3taVzc0eWhx6hW6AvPu7O/L1lO8bGRgzq2Q3QzocKDd1Bhw4dsbMz/Gt9RdPCwcERZ2cXIiMjaObhjouTE2HHw+kdEsTBk2cYGtKKsxfTEM6meDhY8e7aE3TytObVQX7Ympvw8+GLPLUigudWSb7eG0dkSh4dPW15bZAvj3bzIsTThtS8YtZHpvFXeDLrZBqpeSUMa+3EQ128+C40hs1n0hkd5EIrR1Ne+eswJkbaoNDLwYrV+0/x3Lf/UFBcwlsPDiOkpXZI2IK/1nEiKoYn7h6Ji4O2XCxZuZrY+Is8fP891x2edfz4UX79dREDBgyiR4/edZ3VtyRBQW05evQoFRUVdAgO5HxcPIHebgDYGpdSXFJGKzsNMekFBLlZczIpjxZ25pQDS44ncT49H08rU1wsjIlIzuOvkyk4Wmq3uEjKLcbTzpz8knJMi3MwMzEiJyMNCzNTNKUFlJSUEhIcRG5uLufPx9CmTVD9ZoaiQRAc3JaoqDPk5+cT2MofOxsbdh84RL9ObYlJSKJ9cxcycvIJdrUkNj2XDu6WhCfm0sHbnqj0QsrLymlub8G+uGzWRaaRkVcM5RWk5hWzLjKNfXE5+DtZkltQSnRGIW3crDmWkEuflg6cTsikp58Dp+OSGRLiz/bD4fRq34bjp05TUFhIzy7adfrCwg4CEBKiAkOFlqsXnamr4MzWyoyugW4M7uqDn6ddvQSFl9BoNPh52tG7nSd9OjSrk6DwEv8dTppokC3zdEUFhgaiX79+pKWlcvr0SQD6d++ClaUFyzdsJqCZG72C/fkrNIx2nja093bk+9BIbvO3x8fBgi/3XCDAyYK+vg4cTcjh0z1xxGUU0MbZkhGtHJnepwX9mttjYaRh9akUlhxPwtbchPs6uPNr2EXisgp5vIc3v+6JJKewhGeGBvPr5n0UFBUzeVgv0rOyWLd9F/26dbk8jDQi4hQJCfH06zewPrNNcQsTFBRMeLh249vunUI4fPwEAzq1paS0lOLcTHxcHfh580HeHN8RIyMNLy07THRyBnOGtuSjUQFM7ORBcwcLTlzM5ceDCby05gxPLo9gQ0QaTpZa/589xI+Zg/2YNdiXu9u5kZhdxGtrz3A6MZfHejTDzriM2auO4WxtzofjO2NUUcqri9axcP1+OrT05PPH7yDIx53SsjK++ONv1u46yLjBvRnUTbuq6EkZydK/1zJicD86t293zTUmJMTzzjtz8PJqxlNPvVCn+Xsr065dB1JSUkhIiKdnJ20nNyYmGv9m7hw7JRFeToRHRdPC0YLQcxm0cbVivUwj0NlS26FOzGVVRCr/yDSiMwro7m2HlYkR+y5k083bjrXhSXRvbsshGUPfwObsOxFB7/aCQ0ePY2lhQUhQIOHhxwEIDr72viuaHh06dKKsrIyjR8MwMTGhd7cu7A87Sve2rTE3MyXqbBQ+rg4cl2fxd7Vh/5l4Al2tWBeeTJdmtpxMyudsSj5dvWxpbm9OQk4xJ5PztCuJO1nSzcuW8IQcotIK6NHcjg0yDeFqxa6T52nuZMWZczE4WFtQUZhDQVERo/p2Y3PoLuztbOnYNhiA/fv3EhDQGgcHtVWFApIz8om8oF1Z2UijoVewRz1b1PTo0MoZG0vtQjsZOUWcOp9ezxZdiwoMDcTAgQOxsLBg48Z1AFhaWHDn0EHsOXyUyOjzPDqyLxrg8+VbeXZoW6zMTHh/7TEmd/LAx8GCL/bEkZxTxNTOngS7W3MwLpufwi4yLzSWGctP8eW+OP6JSKWgtJyRwpnePvbMD43lQlYhT/Vuzm4Zx6GYVB7rH0haWjpr95/gjj4h+Hq4sHjFP5SWlTLxjssLvbJq1XKsra3p339QPeWY4lanY8cupKamcP58DAN69aCouJj4uAt0FP6s2LqHx4Z3IyO3gAUrQ3nnzhCEhx3f7jzDlB93szIsBmujMsa3c+GzO1rzyZjWTOvRjPZetsiUPL4/kMAra6N4fNlpnl4ZwfS/Ipi14SwbZRpdm9vz/p2B7JbxfLMjkg7NnXjvro7sDj/L09+sIiY5g2fG9GH2fUNwsLYkPjmNVz9fxPo9h5kwtC9Tx2jnESanpvHeZ1/h7uLCS08+cs31ZWSkM2vWK0AFs2e/g5WV1TXHKGpHx47aIbuHDh3A29ODVr4+bN2zl1G9OxF9MYUefi6kZOcT7FBBTlEpCZmFBLlbs/JkCqcTcxno58j4IFfGBbvS3duOvTGZhEZn0quFPbujM7CzMIU87Xa5TiYlFBQVM6x7e3YfOkzvLp0wNTXl4MF9WFhY0KZNcH1mhaKB0K5dB2xt7QgN3Q7A0P59KSwq4kDYEW7v3YWdR04ypqsgPj2LIGdjCovLyMvJwtvRgrWnU+ne3I6SsnJWhKdwMDYbS2MNXtZmmGs0HIzNZuXJFIyNNHTztmX1yRS87c0pzM0mI6+IHt7WRMQlc1+/DqzctocOrVviaGPBgbCjDBvQH2NjYxIS4pHyNH37DqjXfFI0HHadSLz8d7uWTtjbmN/gaIUhMDE2okfwv1vE7b7injQU1BxDA2Ftbc2gQUPZtGk9kyc/jKOjE2OHDWHd9l18+fMSPp75Eo+M7MvnK7ayZk8Ys8d05LXlh3hr9WFeHRnC3rg81ss09p7PYkiAE1M7e1FcVk5afgkWVuZQUoqLpQkJ2UVsjUonPCkPd1szXunvy6qwc2yXFxnX2Zf2njY8/9Wf+Hm6MGloT05GRrF+527GDBmAl7t2KFZc3AVCQ7czduzdWFrqZ5NTheJqunXTznvZu3cX9977AN6eHqzesImnHpvG8//7lh0HDvP06N7MX72L3IJiXhzbl7isYjacTGCHTGJ9uHaItImRBm9HK3xdbAhwt2NgT09sLMyJzSwiKbeIwpJyzEyMaGZnjpu1CaGRiTy1aBclpeVM6eVP5+Z2zP1tI5HxqXQJ8Oap0b1xtrUiOy+fZZt3sWr7PsxMTZgxeTwDOmvfDmVkZfHG+x9RVFzE26+8iI21NQX5OZevLTs7i9dem0FqagrvvPMR3t7N6z6Db2G8vJrRsmVLdu7cxh133MVt/fry1c+L8bC3wNXRjtCDYfQRgaw/dJp7Bnbj9+OpQAWjAl3YG5vFj4cS/qPnYm3KXcGuLD2WSHp+CQ90cua7NaeZ0FOwbvM2QgJ8OR8TTV5+AUP79aG0tJRdu3bSrVsPNWdUAYCJiQl9+w5g8+b15ObmIvxbEtDSj7/+WccHs15n/Z7D7A87Qp8gX9bsO8GEwb34/XAc3VuZ4e9syYoTybTzsKavrz25xWXEZBRSWFqOpYkRPg7mOFnaEHYhixXhKbT1sKYoL4ew+AymDQhg0d/bae/nSdyFGDJz8pj56GCWrPwbI2NjRg3RPtxdu/ZvjIyMGDBgSD3nlKIhUF5ewZ5ww+1dqKg+fdp5svmQdoXrsMgU8gtLDLpdR01RgaEBGTt2POvW/cPy5X/y8MOPY21lybT77+aDb77nz3/Wc+/oEUTFJ7Nsx2EcrC15b1wX5q4+wmt/HWRSrwBeH+TH6lMp/HUimb9OJGNnboy7rTlWFiak5xSRkFNMWXkF9hYm3Bfigb+DKZ9tOk50ag6TerWiT0snXvt2OSbGRsx8cBQFhYV8uPBH3F2cmHTXmMt2/vTT95iamjJu3IR6zC3FrY6zswtCtGHXrp3cd9+D3DliGF/88BPZmemMHdSLv7bsJrilD29OHs47izfzf1+vZETnQCZ2DWDGsCAupOcTnZZLbFoe59PyOB6XwXap3RJGA3g7WeNua4GlmTGFJWVszMjnYlYBRhoYFNyMO9p5svPYGZ5dux0rc1NevKsf/du2JCM7lx9WbWTtroMUFpcwqGt7poweipO9duWyi0nJzPzgf6RlZPDWyy/g29z7P9eVkZHO66/PID7+AnPnvqeGGhqIESNG8OWXX5KQEM+Qvr345a+V/LVmA1NuH8xHi/+mT0gbpI0F6/cfY2rfzvxyJInI1ALuDfGghZMlRWUVGAHGRnDyYg5f7Y7F0tSYyR1dWLThAEHeLqQnxZFTUMDkEX15//MvaN3Sl7YigP3795KdncXAgddfhVbRNBk+/HbWrl3Nli0buOOOcdw/dgxz//cpB8LCuG/4AH5YtZH/uyeQMwnWrNtzmPv6dGXJwVj8XGwYGdiMHdFZnEjMw8HCBB9HC1wtTcktLmN3dCa5RWXYW5gwuo0zu0/HcSEjl4ndWrBi6z5sLMy4PcSXD77/ndt7d8HcqILNO3cxauhgXJydyM/PZ8OGtfTq1RdXV7XnpgJOnU8nPVu7qqCNpSkdWrnUs0VNFx93W3zcbYhNyqWktJz9p5MZ2LFZfZt1GRUYGhBvbx8GD76NVauWM2rUnbi7e9CvW2f2Hz3O4pX/EOjvx+Nj+pOdX8h3a3cxIb+Qjyd05/Otp/h2p8THKY47O/lyX4g/Z1ILiEzNJz2/hJKyClyszWjvZUsbN2usjCr451gsX29MwMbClJmjQ3Ayh5cX/EVJaRnvPDIWJ1srZn/yBRlZ2cx79QUsLSwAOHz4ALt27WDSpIdwdHSq5xxT3OoMHDiEb775nHPnohjarw/L/lnLd4t/539zZxF14SKf/raKt556gC+m38nPWw+zct9Jlu8Nx8nGEl93J5q7OtDMyY4OwS54u/ijMTIhMimbsyk5nE/LIyW3kKIs7RvDFs7WjGzvTYi3PWcuJjPzp7Vk5BYwsL0/D9/WldLiYr5ZtpYNe8MoKyujb6e2TBjaF1+vK4Z5HDzE/IXfY2RkxDuvziCodcB/ric5OYnXX59BSkoKc+a8e3nIo0L/jBo1iq+//pr169fw0EPTuOv2Yfy0dDl3jxxO1zb+LNmwixmTx/H5xuOsCD3M00O7sis2j58q3xZamhpRVl5BcVkFGqC/vyNBjkZ8t/EAHo42DA10Y/6Svxk/sAdnoiJJTE5h+oP3odFoWLfuHxwdnejSpVv9ZoKiQREQIAgKCmblyr8YOfIOunUMoX2bQH5ZupyvPniH/eGSH1au58Wp9/LZmv2s33OY50f3ZeG2KP7cG0nvAFcCWruSkFNMQnYxKXklWJoY0bGZLe5WJpxLTOf3PRHYWZrxaG8//tx2gNKyMl64ozcf//Qnnq5OTB4zlNkfzMPG2pqJd2n3TF279m9yc3PUw17FZXYc+XfURI9gd0yM1Uyy+qRPO09+SzoDwK7jFxtUYGg8Z86c+rahPnAAni0oKKbCQAsCWVubk59fTECAYM2aVcTExDBw4GA0Gg2d2rZh35HjrNsRSqfgIMb06Uxadi6r9xzjfGIKT43oQlAzZ8LjM9h4Mp4tp+MpLCrGw9qYlo7mBHnaYFpWzMW0bNYcPc+fh6KJz8xjZPvmvDSiPSciz/HRHxuwsjDjnUfG4uPmyIcLf+TAsXCee+hBunZoC0BOTg5vvPEyLi4uvPjiqxgbG//HdkNhSP06sH2uwcSvxSB+qu88qoles2bNWL16JQUFBfTp0w8PN1dWbdiEkZGGx+8dy7EzMfyxIRRNRTkPjejDqO7BeDvbY2RkRFJmDmFR8eyTsWw7fpZV+06xMUySmJqOhVEZ/s4WdGpuT1cfewJdLbGghFPnYlm06SC7T8YQ4OXCS+P606dNc/7cuIOPf11J1IUEBnfrwMtT7mZ4ry442NoAcCEhgU+//YElK1bTwtubd199CT+ff4eHWlubEx5+ipdffp7c3BzefPN9OnSo/cp/hvDbW8FXr8TV1ZHw8FPs2rWDkSPH0CagFVt27+XoqQhefuQBtoed4tDpKF4YN5DD0clsOXaOEE9r7u/mS4CrDe625rR2tWZwgDMjAuyIjDnP8n0RtPJw5P9GtOf9H/7C39udqbf35b0vv0H4+zFp/FhiY2NYsOBLxo4dX+vAX9WpN9RvVH56dX7Y2zuwZs0qXF3dCAgQtPLzZfWGTVxMSubpyfew7eBxDoZH8NyE4Rw8E8euY1GM6+xHC3dHdsgkDkUnk5qZg41JBTbGZRQVFHAiNpn9Z5NJyi5keNtmtHU24pfN+7EwNeHtKbcx/6el5BcW8fYTk9i0bTtbd+3h6UemIlr5k5OTzbvvzqVduw5MmHD/Te3X5dqb4PmNylcvUVhazoIV4VySeej2NjVeiVNf9YDS0eLmaMXGgxeoqIDM3CK6BLrh4WqjL1t08tMG88ZQCGEJ/Ah0BkqAGVLKNdc5rj+wFpBoR5AVSil71qWtNcHV1ZXJkx9mwYIv2bhxLcOGjcTSwoK3X3iKGe/N4415nzHz6cd5+q7BBHi7892aUKbP/5Xx/bvw4fjORKXksjMykRNxGRyMTuHK+sHa3ITW7vaMbN+c/sKDc/FJzP5hBVHxyXRv48czdw3G3NSEd75YyL6jx3nk3nEM7q2d51VeXs78+R9VLpih9lpT1A22tnbcdtsI1q37m4kTJ9O9U0eG9OvDH6v+oWULH95/agqLN2xl2aY9bD5wlIFd29OjbSD9hnfDytKC8ooK0nPySUjL5kJqJueTM4lJzmDXyWhyC6+tUD0dbbmtY2vGDWiPpqiElTv2sTb0ICVlZQzu1oH7hvXH3Vm7Yl95eTnhEZK/N25h76HDmJmZMfXeCYwdcRsmJv+tKnfs2MEbb7yBtbUN8+Z9jq+vX53kX1Pn3nsfYPfuUFau/IuJEyfzf5MfYO4nn7Nq/QbmPjqBl75czGe/r+alB+9kW8RF1oRF8ffhKHxc7PBytKGsvII9qVkkZeVjbmrMA32D8XMw4/XPF+NoZ8MbU+7i02+/p6i4mKemTkKj0bB48U9YWFhw553j6vvyFQ2Q7t170qZNML/+uoh+/Qbg29ybB+++ix9/X0r7oEDenP4gL336A5/+sowXJo1nzbFz/LL1EN4u9kzuGoTGzIqolFySsgvIyCvGwtSYni1dCXCzJT83i3WHjnMxPYcewoc7ugbw9te/kpmdy9zHHyApKZHflq9kYO+eDOyt7QYtWvQ9eXm5PPzwY/WcM4qGwuYDsZRXRpetmzvg5WJdzxYpbCxNCQlw4bBMAbR7Goa0aRirxDaYwBB4EciSUgYIIVoBoUIIfyll/nWOPSmlbDRjekaPHsu+fXv46qvP8PcPoFWr1jg7OvDeS88x65MveON/nzN94gRG9O9Dx1bN+XZNKL9s3Muy7Yfo1bYV/doH8HCfAEyNTcjIL8LewYqivCJszE2IS83kkIzhtYW7iE5MxdnOmhn3DKN/h9YkpqTy+pcLib4Qz/QH7mH04AGXbfr110Xs2RPKtGlP0Lq1qL/MUTQ57r77Ptav/4dffvmRF198lf+bOon4i4l89NUCXv6/6cyYOo6+Ie1YuimUDXvC+GfnAQCc7Gxxc3LAzckeNycHPJwd6R3gwT19gnGysyWvsJi0nHxKSsswMTHGxc4KYw0ciTjHz8vXseNQOBUVFQzo0p77hvfHy9UZ0M4h3By6i6279pCUkoqNtTXjRo1g7IjhONj/d0/P8vJy/vjjN3755QdatWrNrFlv4eKi5vDUFa1ataZ3734sW/Y7I0aMpnvHDowcPJDl6zbi38KH96ffx+zvlvLG17/xwPC+LHh0GAfOJhEWnUhiZh5GGg0t3R25q7ugk68bf+88wJvLD9GquTszp45n9YaNHDoezhOTJuLt6cHp0ycJDd3BxImTsbOzr+/LVzRANBoNjz/+FM899wQ//vgtTz75HONGjuCkjGTBz4t547mn+eDpqcz+5lfmfvMLzzwwhn5tfFmy8ygL1+3F2EiDr7sTno62GJlqKC0rR56JZeOuDCoAfw8n3rhnEMlJF5n11U/YWFny7pNTKC8u4N3PvsCvhQ9PPjQZgKNHw1i7djV33XU3fn4Nb+NsRd1TXl7Bhv3nL38eEOJVj9YorqRPO8/LgeHe8EQeH1dezxZpaUiB4T3AJAApZZQQ4iAwAvjrOsfW386YtcDY2JiXX36DZ56Zzpw5rzNv3md4eHji7uLMvNde5IOvv+fzn37j0ImTPH7/BGZNGk3khSTW7j/BnpNn2RJ2GiONBlcHWxxsLLGwMCM7p4DE9CwKiksAaO3tztN3DWJgSCDGRhr+3rKdRctWYWJsxJxnn6Br+7aX7VmxYilLlvzCbbeN4M47x9dXtiiaKK6urtxxxziWLfudYcNup127Dsx+4Vlmf/Qx73z6BefjYxk7/HZemTqB/MIiTkdf4OyFBOJT0kjJyCLqQgJ7jp2mtKzssqaFmRnuzg442FpjZmpKSWkpqZnZJCSnUV5RgYOtNWP6d2dUv+54ODtSXFzMltDdbNi+k/AIiUajISQ4iEl330XPLp2xML92Ge/09DQ++eRDDh06wPDhw3nssWewqJyrq6g7pk59lP3797JgwRe8+uospt0/gQsJCXz87Y+88sQ0Pn1uCl8sW8/3f29j5Y6D9OsYxPA23jjb21JeUUFyehZHo86w6K+/KSgqYmSvTsyYMorvFy9n6T/rGDGwHyMHD6CkpITPPvsYZ2cXxo27p74vW9GAad1acMcdd7FixTJ69OhNly7dePnJ6bz6zge8+9mXvPTEY8x/8TE+/nUFH/74F/7enkwc1g8HJ2cORcZxJiGV2JRMikvLMDEywt3Rht5tfOnY0pPk5GQWr1rLufhEOgX68/YzD3Lw0Ane/fRLnBwcmDvjOSwtLMjMzOCjj96lWbPmPPjgQ/WdJYoGwolzaaRkFADat1SdhVs9W6S4RNuWTtjbmJGVW0xWXjGHZTJ+rvX/NldTYagJITVECJEN+Ekp0yo/fwmckVLOv+q4/sBq4CxQBHwtpfz5BroOaMdqX+aFF17wnjZtWmhaWi7l5Ya5fldXW1JScv7zXUxMNDNmPIO1tTXvvfc/PD21T27Ky8tZvmEzi1f+A8CYIYO487ZBONrbUVxSyonoeGRsIvFpmWTl5mNkYoSJxgg3Bzv8PF3o4O+Nh5M9ZeXl7A07yuKVazgfn0DntkE8PWUirs7aRWUqKir444/F/PTT9/Tp059XXpl5eV7hzWw3dN40Bm2APn26OHKVP1WSKaXMrK1uXfqpvvOoNnqFhQVMn/4wAF98sRBraxuKiotZ8PNi1m/bgaO9HaOGDqFvj24083BHo/nvs6Cy8nLSMrOJT04jPjmV+JQ0ktOzyMzJo6S0FFMTYxztbPH1cqNdK18GdG9LRkY+SSkprN2ynQ3bd5Kdk4OXuztD+/dlcJ9euDhff/Gl8vJyNm1az/ffL6C4uIhHHpnOlCkTSU3NrV2GXQdD+O2t4KtXcmUeLVnyCz///AOvvDKT/v0HkZefz6x5nxJx9hxTJtzFXcNv48TZC6zceZAjkdGUlv33SayFmSk927Vm3IDueLk4sGjZMlat38rAXj14/tGpGBsb89NP3/P7778ye/bb9OjRW2+2GwJVp16Lofy0qvwoKirimWceJysri08//Ro3N3dycnOZM28+EVFnmTjuTu4ePYrjZ8/yxZI1JKdnYm1pQZ+QIAJ8muHm5IC5mSmFRcUkpWUgz8dxIDySnPwCvFydeeD2gfQJCWLjzu18+cNifJt78+aM53FydKC4uJjXX59BZGQE8+d/dcO3hbrcT119obGf39h8FeCjJUc4fT4DgOHdfJgwqFWtdPRVDyid/7J0WxTr9scCEBLgytPjdF/VXFc/rbPAUAhxGLh6cy8NUAF4AJlULzC0ATRSyhwhhC+wGZgmpdxaRbpzgNlXftesWTO2br3u4Qbn1KlTPPnkk5iYmPDxxx/Ttu2/b/ISklL4+pelbNixF2NjI/p268TAnl3o1aUD9pWLYlxNaVkZ8mwM2/ceYt32PSSlpOHj5cH/TbmHgT27XO5QFxcX8+GHH7Jy5UpGjBjB7Nmzr5k3pbg5Qoi5XOVPlcyVUs7RQXfO1br16ad1wbFjx5g2bRrdu3fn448/vuyPx05G8N3ipew7dBQAJ0cH/H2b4+XuhoebK67Ojri6OOPu6oynuytWN9l7MzU9g9B9h9iwLZTDx05iZGREv55dmTBmBF1C2l4TdF6ivLyc3bt3s2DBAiIiIggJCeGNN97A19dXr/lgKG5lXy0tLeXRRx/l7Nmz/Pjjj/j7+1NYWMTcj79ic+g+QoIDeW7aJIJa+1NQVEzUhUQyc/IxMTbCyc4Gf293jI2N2H3wCJ8s/JnY+ItMvWcsj0+agJGRETt37uT5559nzJgxzJo1q86uqylyK/lpdHQ0U6dOxcPDg++++w4bGxsKC4t4Z/43rN+6kw7Bgbzy9DR8fbzZd0yyZudB9p+Q5OYXXqPlaGdD17YBDO/dmZ4hgZyLieWjL77jSPhphvTryRvP/x/WVpaUlpYyc+ZMNm3axNtvv83w4cMNdn1Nncbmq5GxGbzw6U4AjIw0LHhlMB7O9f9GSvEviWl5PPb+lsvB/yfP9qdV8+vFdNVHVz9tSG8MTwCTpZRhlZ//BhZJKa83lPTK8+ahnZv4VhW/1/vT7au5cCGWmTNfJi0tlUceeZzRo8diZPTv0sFxFxOU6ya6AAAgAElEQVRZuz2UHfsOkZmTQ0VFBR6uLni5uWJrY421lQUZWTmkZWQSm5BIYVERRhoNHYPbMKxfb3p2DsH4Sr24WD766D0iIyO4556JTJr00H/Sq4nt+kA93b6WpvbG8BJr1/7N559/TL9+A3jhhVcxMzO7rJeUksLBo8eJPHuO2ISLpKSmkpGVfY2Gna0t7q4uuDg5Ymtjg6mJCSWlpWRmZXEh4SIXk5IB8PJwZ3Cf3gzp1xtXZ+cqbUpKSiQ0dDsbN67nwoXzuLt78OCDUxk4cMjlctOQ8rAqbgVfvZKr8yglJYVnnnkcU1NTPvxwPu7uHlRUVLApdDc//LGM7JxcglsH0LNzR1r5+uBgZ0d5RQVp6RnIc9GEHjjE+bh4vNzdee3pR2jZXLuA0KlT4bz++gyaN/fho48+w/w6w4p1tV3fqDr1Wur6jeElwsIOMWvWK7RqFcBbb32Ira0tFRUVbN21h29/XUJufj59unXh9sEDaRuond+fnJFFelYORSUlmJua4upoj4uD1l+PnzrNui3b2H3wMDbWVjw7bTI9OnVFo9FQWlrKhx++TWjoDh5++HHGj7/5kGf1xrDpvDH8csWJy3PYegS5M21McG1NrPc3a7eyzoLVJ9l/Srsnc5dAN564s+1NzrgxjeaN4c0QQswGvKSUjwkhAoCdQCspZd5Vx3lIKRMr/3YCtgOvSyn/rkFyvkB0fQWGADk52cyb9z4HDuylQ4eOPPnks3h7+/znmLLycuTZaE7ISM7GxpGclk5Obh4aDZiamODs4IC3pzuB/i3p1LYNdjb/fatYXFzM8uV/smTJL5ibW/DMMy/Su3dfnW3XlcbciXF1ta3L+a2+GMBPG1pQs2zZH3z//Te0bdueGTNeIzi4VZV6xcXFZGRlkZqeSWp6GkkpqZf/pWVkkpunHUpqYmyMna0N3p4eBLRsyeD+3XC0db7u28GysjIiIk5x+PBBDhzYx9mz2r2FAgODGD36Tvr2HYCpqaler/lqDOG3t4KvXsn18igqKpJXXnkeW1s73nrrA7y9tYNS8vLzWb89lE2hu4mNT7hGS6PREOjfkmED+jKwZ3e8vJxIScnh2LEjvPnmTBwdHfnww/k4OVX9AEFX2/WJqlOrjS86+ml18mPfvj28884cvL29mTPnXdzdtasNZufksnbrZpauXk9BYSG2NtZ06dCeli18cHJwwNzMjKLiIlLS0jl3PpajJ0+TnZODjZUVtw8ZxLiRw2np50lKSg45Odm8884cjh07wiOPTK/2noUqMNTp/Ebjq4np+by+cN/lleznPtSN5m7XH3lWHRpCAHWr6sQm5TDnx4MAaDTw7qM9cHey0sUWnfy0IQWGVsAioCNQina7in8qf5sLxEspFwoh/g+YDhSjXTxnkZTy4xom50s9B4agnfO3bt0/fPfdNxQVFXLbbSO4994HLjcitdUuLi5my5aN/P77ryQnJ9GnT3+mT3+q2p0c1Ym5oX6jaRiqoiEGNdu3b+HTT+cBMGXKFIYMGYW1tf6GvFxtY35+Pvv372H37lCOHj1MXl4eRkZGBAYG0aNHL3r37oeXV9UbzjbEPLyOZqP31SupKo+kjGDWrFcoLy9jxozX6Nbtv7sXpWVkcj4+nty8fIyMjLC3tcHXuxm2VzxIc3Gx4ccff2Hhwq/w8mrG229/hKur/labVXXqDfUblZ9WNz+OHDnMO+/MxtjYhBdeePmyX7q62nLhQiqHjh1n14GDhEdEkp557UN8NxdngkVrenbuRLeOHS5vKeXqasvWrbuYN+890tPTefbZFxk8+Da926/vc2+R8xuNr36/5hS7TyQC0DnQjf/T8S1UQwigbmWdj/88Svi5dAD6tPfkodvb6GKLTn7aYCaZVW5Lcd1HXlLK2Vf8/SXwZV3ZZUg0Gg233z6aXr368NtvP7Nu3Ro2blxHjx69GThwMF26dMPC4sbzpy5RUVFBdPRZdu7cxqZNG0hPT0OIQJ59dkatN2VWKOqKAQMG06ZNMAsWfME333zDokWL6NGjFx06dMLPzx9PT09sbe2qnA9YHTIzMzl0aD979oRy6NABSkpKcHJypm/fAXTq1JWQkE7Y2trq8aoUdYEQgXz66de89dZMZs9+jaFDhzNp0kOXtxFxdnTA2bHqORsxMdHMnbuQffv20aVLd15++Q1sbGr/ZF2hAOjYsTOffPIV7703l9mzX2PQoKFMmfIorq62WFiY06d7V/p07wpATl4emVlZFBeXYGZmirODI1ZW17b9qakpfP31J6xevRpPTy8++mg+gYFBdX1pigbO+cQc9lQGhQDjBwXUozWK6jCyR4vLgeHu4xcZ0tkbH/f66Y80mMCwKePg4MgTTzzD3Xffx99/r2TjxnXs2ROKqakpQrShXbsOtGjhi6urG9bWNuTl2XLxYjoZGekkJMQTFRXJsWNHSElJxsjIiE6duvLCC6/QsWNnnTrSCkVd4u7uwaxZb5OScoElS/5kz55dbN/+7+R7S0tLHBwcK/854OjohJOTMy4uLjg7u+Lg4ICVlTWmpqaUlpaSnZ1NUtJFoqLOEBERTni4dh9DZ2cXRowYRb9+A2nTJviG820VjQMPD08++eQrfvnlR1auXMa2bVvo06cfI0aMIjAw6PLblkvk5+dz7FgYmzatZ+/e3djY2DB9+tOMGnWH8geF3mje3If587/mt99+ZvnyP9m5cztjx97JkCEj8fFpcfk4W2trbG8wQuL8+Wj++WcVGzaspby8nPHj7+H++ydjeZOFtxRNj4qKCv7YeubyENL2/s609Xcx6Ft/he4IH0c6BboRFpFMBfDH1ihevDekXvrwKjBsQLi6uvHQQ9OYPPlhTpw4xoEDewkPP84ffyymvLzqjS/t7Oxp164DEydOolu3njg6Xn/ZfYWiMRAUFMTTT7/AU089T0JCPOfPx5CUlEhSUiKZmRlkZWVy8eJFTp06SVbWzef7m5iYEBgYyP33T6J79574+weozv8tiJmZGQ8//BgjR45h+fI/2bJlE9u3b8HU1BRPTy/s7OwpLy8jMzOTxMSLlJeXY2/vwH33PcjDD0+mpOTarXsUCl0xMzNjypRHGDFiFL///ivLly9n6dKl+Pi0oGPHzrRuHYivrx8ODk6YmZlRXFxMenoasbExnDoVzrFjR4iLu4CJiSmDBw/liScew8zMrr4vS9FAOXImlYhYbbtopNEwYWDttqdQ1D0Pjw7mqEyhvKKC0+czOBqVSscA/U1pqC4qMGyAGBsbExLSiZCQTgAUFhZy8WIC6emp5ObmYmNjTmFhOQ4ODnh4eOLkdP1FNRSKxoxGo6FZM2+aNfOu8pji4mIyMtJJS0slMzOTvLxcysrKMDY2xsbGBnd3D7y9fWjWzFk9MW0ieHh48sQTzzB16jTCwg4REXGShIQEcnNzMDY2plWrAAYMGEzbtu1p164DJiYmODgYdh6dQuHu7sEzz7zI888/w7Jlqzh4cB/r169l9eoVVLXWg6WlJUFBbRk9eiz9+g3EwcHB4HM+FY2XgqJSft9y5vLngR2b4eWitqdoLPh42NG/oxfbwuIBWLL5DG1aOGJhVrehmgoMGwEWFhb4+bXEz68lYPjFABSKxoKZmRnu7h43XbBJ0fSwtLSkd+++1VqJWaGoK5ycnBg7djxjx46ntLSUCxfOExd3gaysTIqLizEzM8PBwZHmzX1o1qy52m9YUW3+3BZFapZ2T0xrCxPu6OtXzxYpasqdffzYfzKJ/KJSUrMK+XNrFJOGB9apDarGUSgUCoVCoahjTExM8PPzx8/Pv75NUTRy9p5MZMfRf7fmuX9oa2wsTW9whqIhYmtlxv1DA/jun9MAbD+aQGsfB3oE1d3DbzXRRqFQKBQKhUKhaIRExWWxaF3E5c9dAt3oEeRejxYpdKFnsAddxL9zCxetjSAqLqvO0leBoUKhUCgUCoVC0cg4m5DF/KXHKCnVLlDo4WTF1BGBat2JRoxGo2Hq7W0ub3JfXFrO/KXHOJtQN8GhCgwVCoVCoVAoFIpGxMGIZOYtOUp+USkAdlamPHN3eyzN1Syxxo6luQnPjm+PrZV2OHB+USnzlhzlYESywdNWgaFCoVAoFAqFQtEISM8uZOHqk3y9MpyikjIAbCxNef6eENwdrerZOoW+cHey4vkJIZfnihaVlPH1ynAW/n2S5MwCg6WrHisoFAqFQqFQKBQNlLzCEk7HZHDkTCoHI5IpLft3b2s3R0ueHtdebU1xC9LCw5ZXJnbis2XHLweD+04msf9UEl0D3egi3Gjj64i1hf4WGlKBoUKhUCgUCoVC0YDYfTyBPzdJUjMLyM4vue4xPYLceeC21ljpMTBQNCy8XKyZOaULizdGsu9UEgAVFXDgdDIHTmuHltpZmeLiYMmI7j4Md7XVKT0VGCoUCoVCoVAoFA2Iz/44Qn5h6XV/8/eyY2y/lgT5OtWxVYr6wNrClGljgunXwYt/9sZwKibjP79n55eQnV/CD2sjGN5Ht+1vmmpgaAxgZGTYVZsMqd+YbTe0voFt9wXigOvX1vrFYH6qb82GrmcIzYauxy3iq1fSiOuNRq2v6tT/0pTPb8y26+F8X+rQVwNbOBEmtW+EjDQaWnjY0NbPmU7CFT9PuxqJ6aMM66seUDq11wjycyLIz4mYxGwOR6QQHp3G+cRcyisqAPBvZgc6+qmmolKsKREZGTm8devW6+rbDkXjZMuWLR0GDx583NDpKD9V6IryVUVjQPmporGgfFXRGNDFT5tkYDhu3LjWZmZmcvjw4f0nT54cq2/9hQsXev/++++h9957b99p06bFNRbtxq5fV7aXlZW12rFjx1l961+NIfxU33nU0PUag42GvObG7KtXcivUG41RX9Wp/0XX/GjM5zdm2/V5fmPx1Uvoowzrqx5QOnVniy5+2iQDQyGELxAN+EkpYxqTfmO23dD6jdn2ukpP35oNXc8Qmg1dz1Ca9ZmeqjfqR78x226I9Jry+Y3Z9oZwfn2lpw+dhmTLrarTkGxR+xgqFAqFQqFQKBQKRRNHBYYKhUKhUCgUCoVC0cRRgaFCoVAoFAqFQqFQNHGaamCYCcyt/L+x6Tdm2w2t35htr6v09K3Z0PUModnQ9QylWZ/pqXqjfvQbs+2GSK8pn9+YbW8I59dXevrQaUi23Ko6DcaWJrn4jEKhUCgUCoVCoVAo/qWpvjFUKBQKhUKhUCgUCkUlKjBUKBQKhUKhUCgUiiaOCgwVCoVCoVAoFAqFooljUt8G1DVCiBWAL1AB5ABPSymPGSCd2cBsoK2U8pQedWOAfKAI7TW8LKXcpCdtc+ATYAhQAOyVUj6uJ+0WwEq0NgM4ArZSShd96FemMQp4E9BUfvWmlHKFnrRHVmqbAOnAFCnleT1pfwSMQ+uX1/WXSn96Aoiv/Gq3lPKpKvScgF+AlkAxcAZ4TEqZdtVxRsDnwDCgHPhASvm9Dno1sfGm5bC69tVQs9o2XnXOdctyTW2shl6N7KtOfVAbG2uLEOILYDBQCOQCz0opD+uoGQD8BDgBacAkKeVZXW2t1K6Wb+shHUO1Bwarsyv19VanVlXPGfL+VupPBF4CgoBnpJRf3eDYRyuPBVgnpXxaCGEJ/Ah0BkqAGVLKNdc5tz+wFpCABdAcbTm+7jXdqFxWJ0+qqiuq2Z7cKO1at0e6tj36aGt0bVsM1Y5UB119tfL72virBm2dPYmb+91N2xNd/PeqY3Ty5RpoVMcWnftV+uxLGaIPdYmm+MZwkpSyo5SyE/A/4Ad9JyCE6Ah0B2L0rY325o67dA36Cgor+QgokFK2llJ2AGbqS1hKef4KmzuhDRJ/05d+JT8DE6WUHfm3gtMZIYQDsAiYUJkv3wHf6EO7khVAX27uLz9dyr+bNEIVaCuANpX2ngM+uM5xE4GWUspWQC9gjhDCRwe9mthYnXJYXftqolkTG6tTlmtkYzXrhmrbR/Xqg5rmoy6sRdv4dgTeB/7Qg+Y3wOdSykDgK2ChHjQvURPfrhUGbg8MVmdXos86tap6zpD3F+AIcA+w+EYHCSF8gVlAdyllANBaCPEA8CKQVfndGOA7IYRVFTInK+ufi8C0m1zTjcpldfPkenVFddqTG6WtS3uka9ujj7ZG17ZF7+1IDdDVV6EW/lp5vT2pnt9Vpz3RxX+vRFdfrq5GdWzRR79Kn30pQ/ShgCYYGEopc6746ACU6VNfCGEGfAk8zr9PWfWJxhC6Qghr4EGu6FhIKVP0nU5lWqZoHVbfQXkZ2nsK2jeSCXrSbQUkXvHEay0wrPLpj85IKfdIKeO5+X2t1n2XUmZIKXde8dU+4HqVwT3At5XnpKIN1u/WQa8mNlanHFbLvhpqVtvGapblattYg7qhJuW7OvVBjfJRF6SUa6WUl/J9L9BMFz0hhCvQEfi98qslQCchhLMuupeooW/XGEO2B3VUZ+utTr1ePWfo+1uZ7ikpZQT/jlapivHACilleuXnb9GWnXuABZVaUcBBYEQVGpoaXNN1y2UN8+Qan6pme1JlnaBLe6Rr26OPtkbXtkXf7UhN0IOvQg399dIfuvptLXT+k/710NWXa6BRHVt07lfpsy9liD7UJZrcUFIAIcS3wG2VH4frWf5N4GcpZawQQs/Sl1lSqR0KvC6lzNKDpj/aV/5zhBAD0b6animl3K0H7au5A4iTUh7Vs+49wGohRB5gA9yuJ91IwEMI0Vlqh8U9gLbi9kE7rLSuuFcIcRvap9FzpJT7bnaCEEIDTEdbIVyND3DlcNhYtMOfaqtXIxurUQ5rY191ynZ1baxOWa6JjdWtG2p6n29WH9Q4H/XEU8A1Q5hqSHMgXkpZASClLBdCJFR+r+/hnjfz7dpgyPagLupsQ9Wpl6iz+1sNqionV39/garLT2tgJ2CONmj/+QbXVFV6NcmTGrcJN0m7JtwwbV3bHl3aGl3bFj23I4bgRvbXyF+FEGFopyKspXp+d7N7Vxf+eyX6at9q0nfRuV+lj76UIfpQ0ATfGAJIKR+VUrYAXgPm6UtXCNED6CKl1Ocww6vpU/kKugva+/eFnnSN0Y57Piyl7Aq8AiwXQtjoSf9KpqLnt4VCCGPgVWC0lNIX7RCKpTcYQlFtpJTZaDtI84UQBwAXtJuHluqqXQO+Bnwr7/08YJUQwrEa530B5Egpv9STHTfSq5GNhiiH1dCslo36Lss10KvpfTZUfXBdhBCHhRDJV/1Lqfz/yqfP9wL3om34Ggt6LSt10B4YtM42ZJ2qT6rrkzc7H3gEbZCdLIRIATbU0JTDgDfa0TAXgFlCiEE1vZ4aUNs2oa7S1rU81bqt0bVt0Vc7cjW6+uolDf7rq8nARiBYaOeUVZfDgHflUMT7gGmAdQ3O15X69F9dbdFHW6FzX8pQsUyTDAwvIaVcDAzUozP2BwKFEOeEENFoG4kNQoghetKn8pU4UsoStGO3e+lJOhYokVL+Ual/AEhF+wRUbwghvIB+3GQMfS0IATwvPVWRUu4B8oA2+hCXUm6VUvaVUnZDOzTMEtDbAgnVSD/50hA9KeVmtB2Ptjc6R2gnXfsDE6o4JBZoccVnn0rdWunVxsbKY6sqhzWyrzqaNbCxumW5ujZWS6+meVjN+qDW+Xid9DpLKd2u+uda+X8FgBBiLPAWcJvUfWjjBaDZpU5TZcfHq7b2V0U1ykptMHR7YOg626B1aiU639/q+GR1zkc7Z2vRpfOBRyvtOE81yo+UMldqh3ddANzQvgnofYNrqqpcVitPalvf3iTtanGztHVte/TV1ujatuihHblaTydfvaTBf33VDW2guF5KWU7N/RUpZQywGu3IqJuVxZvlXV34b03suSk1sUUf/Sp996X03YdqUoGhEMJaCOF9xefRQJqUMkMf+lLKD6SU3lLKllJKPyAObedosz70hRBWQgi7K766D9DLcEypXRVpmxBiaGVarQFXIEof+lcwBVijrzy/gjjAu9JuhBBt0DbO+lq90L3yfyPgXeBrKWWBPrSrmb7XFX+HoC3s8gbHvwt0Au6UUlb1ZnMp8KgQ4tK8mDuAZbXVq66NNSiHNbGvWprVtbEGZblaNlZXryb3uQb1QbXzUVeEdhXL/wHDpJQ6B2+VgeVR4P7Kr+4HwqQeVw2tZlmpMYZuD+qgzjZknaqBurm/10u3Cv4C7hBCOFfW848Cf6ItK4/B5dUWuwDrrz5ZCOEBl68pHG2n79K1Xe+arlsuq5snNW0TqpN2Nc+9Ydq6tj26tDW6ti36bkd0pDa+CjX018q/ndAu0HKGm5fFG/pOHflvte2pDjXou+jcr9JHX8oQfagraWpzDK35dyhMOdrxzqMNmF4F+p2g7A78VVkRGAOn0C5pqy+mAz8IIf6HdindB6R2GKU+mYR27pFekVImCSGmo63cL03CnSqlzNRTEm8LIXoDpmiHbbyqJ12EEJ8Cd6G9v5uFEGlSynZCiDVo5wyFAe8KITqh9dsitPcmuQq9IOBltHMj9wrt3KZzUspxV2n+gna1xDNofXWuvM4WHDXQq66N1yuHoyrTqrF9NdSsdj5exeWyrION1dGriX1V1gd6srE2/FBp9zKhfWJcAQzW8UHQdOAnIcRMIANtHaIXbuTb+krjCvTdHoAB62x916lX1XObLtVzGPD+VqZ7L9rVWx2AMUKIl9EG6BFCiLlo50MtlFJGCyHeAvajvVcbgF/Rjg5ZJIQ4g3b6wKNSyrxK7cvnA+Mq86sYbX1UXpluBtr5hjUpl1fnyfXOv25dUc32pMq0dWmPdG17dG1rhBBu6NC21OD82rYjN0QPvkrl+TX1VxO0K6+v4eZ+V532pNb+e1V+6OTLNdCoji0696v02JcyRB/qMpqKimq9vVYoFAqFQqFQKBQKxS1KkxpKqlAoFAqFQqFQKBSKa1GBoUKhUCgUCoVCoVA0cVRgqFAoFAqFQqFQKBRNHBUYKhQKhUKhUCgUCkUTRwWGCoVCoVAoFAqFQtHEUYGhQqFQKBQKhUKhUDRxVGDYSBFClAshWlbx2zYhxEN1bVNl2lXaVcXxQUKIgwawY54Q4nF96ypqT019owqNcCFEvyp+6y+EqHJTdSFEi0obql3vCSGGCSGW18bWm+guE0IM07euonYIIX4UQrxZxW+ThRChdW1TZdpV2nWDc3YJITro2Y52Qojd+tRU6EZtfOM6Gq8KIRbe4PdoIcSgG/xeo76GEMJMCHFSCOFeU1tvojtKCPG7PjUVjRMhRI4Qwre+7WjMqMCw8VLvG1BW0SjU1K43gQ/1ZNKVzANeE0KYGEBbUTt09lkpZVsp5c7qpFFFp6amNrwNvFfDc6rDB8A7BtBVcPMObS0weH2rjwBUCDEKyJZSHtOTWQBIKU8AGUKIkfrUVfyLAXz2pkgp35NSTqvOsUKI2UKIn3VMchqwQ0qZpKPOf5BS/gMECSHa6lNX0fiQUtpKKWPq247GjAoMGy+a+jagCqptlxDCAxgArNK3EVLKROA0MEbf2opa01B99roIIboAdlJKvb/RrtS0FUJ00re2otGiQfcA9HHgFz3Ycj1+q9RXKGqLIf3zd+AxA2krFE0G9TZFDwghXgaeAuyAeOAJKeU2IYQGeBl4BLAHtgCPSykzhRAtgGi0FdmcSqmPpZT/q9TsCnwKtAHygeXAc1LK0lrY9xDwIuAOHAAek1LGVv5WDkwHXgBcgN+klE9W/mYEfARMArKBj4HP0frNm0BfoLsQYj6wSEr5dGWSQ4UQ1+hdh6FAmJSy+ApbvSuvuy/ajtISKeXTQojJwKOV9k8F0oAHgdbAW4AZ8JKU8sonmjuAkZV5p7iChuSzQogBwGdSyvaVnzcB9lLKbpWfdwLzpJSrhRDRwMNSyq1CCAvgG7TBfwKw6ArNnwEf4G8hRBlaf12K1qceEEK8BVgC86WU71Zh2gi0PnSlrcHAJ0Dn/2/vzKPtmu44/klIqSEipCSG16wkfoi0xghqrmER81RBu6rLUqWoKtWaOiBqWGYi1NAqpV0oVRKrEooUMWv6TRNDghepCB5BIl7/+P2Od+7x7r3vvnezcvve/qyVlXvPOXuf/c79nt/57b1/+3eAhcClksaa2VnAcOATYJ+4TgcCBwA/Aj6Odj+Yqy7T59OVrk9PJX7rcfh9viZwF3BMZi9iduxXwFeBl2LfC+399pIuNLPbcbuyPPAcrvl/daJd6wOX4RqYC5wp6Y7YdwPwYbRpu2jXGEmvxP5do+waeEdrOHAz8BhwNbCsmbUAiyT1j1P2N7N726uv0K4+wE74rEy2rTfwU+BIYAAwHdhX0hth+4/F9bkGfu/eiDvuw4H7gcNz9+8k4Doz6yNpUa3XrSfQKJo1s1eB/SQ9Y2aHEb+ppGnhD4yWtH/YraGSjohyR0T7VsTtXGts3w34WXzeD5ghaZM43VfN7B/A13Adj5H0TjttWgcYDPwzt215PHLiAPx58wLuF6yJ29Ajcdu9Ypx/KnA9sA5wi6Qf5k4xCfg9/lxLNBDt+Ru4PdsIWAzsgdumIyU9H2UG4v7mdkAL/qy+PPZVs2tDJb1sZl8CzgUOwn3EO3Gf5BMzWw23d98APgNelLT9kr4W/w+kGcMuYmbr4Q/XzST1BXYDXo3dx+NO67bAIGA+cFWhih2AIVHu1FwoyWLgRKA/sBX+wP9BJ9q3D34D7YvfQI8AtxYO2xN3cr4OHBzOC7iDsRtu8DeNOloBJJ0edR0nqW+uU1ipviIjAOXa2hu4F38grAushY8CZowEnsWvya2xb3P8+h0BXGFmK+SOnxZtSORoQM1OAYaaWf8I/R0BDDSzFcNx2BxoL3z0bNzRGBxt+U62Q9K3gVm4A9RX0oW5ctsAw4BvAmeamZVpV1GfKwETgfuAgcBQvOOcMRq4CeiH6/QBvCM6CHe2imt5kj6rMwZ3FIcABpwOYGab4A7iUbjexgF/iU5LufB35K4AAAp8SURBVN/+vqjnK3hn/JZaGxP2ZQLugK4OfAu4KjqLGYcAZ+E6mEmEDIcjcgc+8LIarq2tACT9G59NeTxCofpXq68dhgGLJb2Z2/bjKL+7pFVwR2pBbv+uwCbAKOAU/DqOwR3vEcCh2YFR7yL8d0iUpxE0Owm30+CO9cz4H2B7Sge8ss7fhritPwy3WasBawNIegB3sP8Y+twkV/5Q3PYOAJbDB6HbYwTwsqTPctsuok1//XEN5vePxO3sIcAleOdwJ7xDcbCZbZs7dhrQFHY60SBU8Tf2Bv4IrIr7dHeZ2TIxQH0P8Az+rN0ZOMHMdolylexaPurifFw/X4v/1wLOzNUxG9f5V4iBj0TqGNaDxfhIxEZmtqykWbnR3KOBn0tqjhHWXwIHWmnyi7MlfSzpReAG4kEs6WlJT0hqjdm9a3GDXitHA+dJmh4GeSywcYzeZZwnqUXSbOAhYOPYfhA+I9Is6b0o2xHK1VekHz4SlDESNwKnxDVZKOmx3P5XJN0sqRU3JmsDv5C0SNJEfAZnaO74ljhHopSG0qykj4EnccdlM3xk/FG8AzcKmC7p3XaKHgT8WtJ7kt7AZ2KKFMNXW6P9C2Nk8jnKd86K+hwNNEu6JMp/WAgzfUTSg3Gf3YF3HMZKWowPYjSZWd/c8Umf1blc0pvx+59DW0flKOAaSU+F3n6Hz9aOypUt+e0l3ShpQU7XXzezlWtsz2hydki+lu/PuBYz7pQ0NXRwC232bw98VPpuSZ9JugzoyFqrcvUVKeoV4Hv4/TwDfK2gpPm5/eeHjqcBLwITJL0mqQX4G+6050marU4jaPZh2mzvtvg66ex7sWOYcQBwj6RH43xn0LHQ5hskzZT0CXA7HdRnOP/fBY6XNCeuyRS1zUa34jOnC+WRFh/iEUTzYpDiEUr12YJfv6TPxqKSvzFV0p3xjLwYH1gYBWwBrC7pHEmL5WsGr8MH4qCyXcvfQ0fhM4TvSfoQ92Gz+3ER7m8OjnOk5FpBCiXtIpJmmtmJ+OzFhmb2AHCSfI1bE3BnTG2DC3YRHrYDbvhez1X3Gj4ShpkNw2+UzfGQt2XxMIpaaQIuNbOLcm1oxUdOsgyOeedkAZCNuA3KHUPhcyXK1VdkPpB/yK0DvFYYUSxX70cAkt4ubMufa2WgvQ5Fj6ZBNfswsGPUPQnXxg6449SeEwOuz2JbOkJX9Dmzg/V+BLwdgxjZ915xrvdjW9JndYq/76D43AR828yysLFeQJ/c/hJiYONcPLx3dVzHrfG52JmqRBMwysyyULlewDJ4OGjGnNznSvYUSv++cpSrr0hRr+CafblC3XNznz/iixouZo9Mmq1OI2h2MnBBrOPvjXfYzo7lAH0lPdtOmRJ9SlpgZvOqnAc6r8/V8Y5AV/RZfN63kvTZUBT8jeFmdj8+Wwelems1szdoux/WKtjZ3rRFDlWza5jZAGAFYGouKKg3bR3HC6JNE8ysFRgv6fzO/I3djdQxrAOSbgNuixCGa/Hp6+/goSFHSnq8WCYMdC9c4NNj87r4Winw9SZPA4eEgT4BH9Grldn4rEoxfLQjNBOhJLn25elqooTn8fWLGbOBdc2sd4XOYS1sgM8IJQo0oGYn42FFr+Gjeu8C4/G1eVeWKdMcbZkW35sK++uhz/Vy32fTNmJZD5I+q5OPbGiiTWuzgXMklcsYW/ztxwB7ATtJmmVmq+COaq0JkWYDkyR15lUjzXwxGVbevnZVrzOAXmY2UFJzbJuFhyLWvJayiJkNwjsyqnZsD2epazac8Y/wdV0PS/rAzObgy0P+UaZYM/B5SHSETa9WoX218jwwOPd8fxu370PwtYVdZQPgVUkf1KGuRB0p42/MJHevxAzy2vj9shgPOy4Xtt4Ru/Y2PlAxPGcP8236AA97PjnCqB8ysyckPVTr39fdSKGkXcTM1jOzHWOR60J8FCvr1IwDzjWzdePYAWZWdAzOMLMvR1KL79K2pm5lPO34gli/ckwnm3gN/tqGDaMNq5jZgR0sezse1z3IzPrh8f953gK68l66icCmce3AE8s0A2PNbAUzW87Mtq5QvtoDcns8HCqRo0E1+xi+Hmck8IQ8wUITsCXtry8E1+dpZtbPPGlRMcnRHL6oz1o6AvfRtk4HfP3rmmZ2vPn7uFYys5E11Fck6bM6x5rZWmbWH18DkmltPPD97PrHetQ9zGzF2F+0TSvjs8/z45jz6Jyjey+wnpkdbmbLmlkfM9u8wjrVPH/Fw6n2jnU0x1E6I/cWsLZ5EpmaiRC8BykN374e+JWZDYXP30e4amfqj3r/rpR4phqNotnJuE3MIi4mFb4X+RMw2sy2Dg3+klJ7+RaeaKZT2aUj3H8GbuOJaIrfAheb2UAz621mo3L6r/U8yZ42IGX8jcWxezMz29fMlqEtSdsU3BdsMbNTzGz5sJfDzTOFQwfsWuhrPHBJzB4S9+Wu8XlPMxsSh7cAn1K6vrXHkjqGXWc5fIbjv/hIxwDgtNh3Kf4qhglm9h7u/BYdycm4sZwI/EZSlsziZOAwM3sfd9aLL2+t9ID4fJ+ku6J9t5nZu/io3e4V6sl/H48nWngeDwn8K/BpbjbvUuAgM5tnnpm0Wn0lSJoL/B1PakPUuxeeRGEWPsJ6cEf+zuJ384xWG+BZ4RKlNJxmJS3ANfai2rIgPo6PAOfDhfN1/ALXySt4BsXiO7bG4p3Yd8zspDJtqNSmZ4B3zbOtZiOMu+CzPnPwWdMdypVvh7w+twBaJD1VQ/meyB9wGzQD+A+ReEXSVHz9yBURbjSdXPIh3InO//Y34Vp5A19Ll1+73GFCA7viM8dvxr+x+D1Vrew8fC3iBfho9vrAU7jzD24LXwLmmNncdiupzrWURmFcjA+gZPfzdXiYN9RwLwSH4QONico0imYn46GWD5f5XkIMxh2LJwF5E8/8nQ+LzbI6zzOzzG7VOrgyjlJ9nozPFj4Z5xtLm19aTZ/F74dG/YnGopK/cTeeRGY+bl/2i/V+n+HruTfGn+9zcX80W6PfUbt2Kn4fTgn/dwJtUUDDgAfNs0A/ClwpqdygSY+iV2vrUn9Peo8kwvJeBvrUKWxyiWNmuwNXSxpcxzo3wF91sWW96ox6L8RTaidHpk78P2q2q5hnQTtG0v51rvdPwHWS7q9nvd0Jy72aZGm3ZUkQMy+v4+n96+aQmFmWLbpuYcpmNgJPnLJNversjnR3zXaVmDV6GthZdXzJvflrQA6XVM9Q/8QSxPxVKUPkGXkTDURaY7h0aegXfpu/KmBHfJRlTTxlel3fCRjZ8OraKYx6y6XMTnSNhtZsvZFnu524BOrtaDh3ohsRYUz/xEOmfhKbp9TzHJK2rX5UzXW+gGcJTiQ6jfx9jhstgXrvxcO8E4lEF0mhpEuXRp+u7YWH672Dh/m9hHcOEz2XRtdsovvQHbW2FZ50YS7+vtd9Is1/onvQHTWbSCR6ECmUNJFIJBKJRCKRSCR6OGnGMJFIJBKJRCKRSCR6OKljmEgkEolEIpFIJBI9nNQxTCQSiUQikUgkEokeTuoYJhKJRCKRSCQSiUQPJ3UME4lEIpFIJBKJRKKH8z+MNnr8/IzILAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fac4e27ec50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.PairGrid(iris_df)\n",
"g.map_upper(plt.scatter)\n",
"g.map_lower(sns.kdeplot, cmap=\"Blues_d\")\n",
"g.map_diag(sns.kdeplot, lw=3, legend=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pairplot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"PairGrid is flexible, but to take a quick look at a dataset, it may be easier to use pairplot(). This function uses scatterplots and histograms by default, although a few other kinds will be added (currently, you can also plot regression plots on the off-diagonals and KDEs on the diagonal)."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/cif/anaconda3/lib/python3.5/site-packages/statsmodels/nonparametric/kde.py:488: RuntimeWarning: invalid value encountered in true_divide\n",
" binned = fast_linbin(X, a, b, gridsize) / (delta * nobs)\n",
"/home/cif/anaconda3/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:34: RuntimeWarning: invalid value encountered in double_scalars\n",
" FAC1 = 2*(np.pi*bw/RANGE)**2\n"
]
},
{
"data": {
"image/png": 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TJW5TSh3fYNvH69vuNr0KnYXoVegmRK9CNyF6FbqJduq1k7Bz5fZLwJ8Bf0FtQKk1YxjGCHA18K5m+5VSsarP3zQM4wzwWuCRJsXvBb5QveHQoUO7gUemphJt8+2IRILE4xsPypHJFkgu5nE7dGZnU5XtfX2+ynePU2dmIWPL8crY1f+taL/dfaeJpkrY8darLXrd6DlpZ33doWF5cjVmambBWnX9jR6/nXU7oT6i166qv9Fjh8N+ptNzy15P7Tz+TtRrGbvuPZ3UznraaDamhwcCHfOb7GyHLtZrK+T5b/PbL18z1WbJaxm310A79dox2Dm5DQMfVUrZ8dd4D/Bgs5VYKE5+lVLnSp8vB/YBqlnZ0jJ71/7RKmmAelr/qXweJ5Pzic3q0o6nnZrqdr2uh3JqknKAkRMHjkHK1ixlOxrR685iLjPf1deT6LX7aTqmb1NEr4IdbNZz0E7RlJ1JIz8PvNumtn4T+Gz1BsMwHjQM44rS1zsMw3jKMIwfAX8KvKt6NXc7UZncehpz3JbxeZ0kUjmJdCl0HdWpSaCYGiKenELTdky8OEGwDU3TiMn1JGwhrcZ0QRCaI89B9mPna4ErgfcbhnELMFG9Qyl19VoaUkpd3GTb26s+v2edfew6ZhZKk1vvMiu3XhcF02IxW6DH0z1v6AWhVWqIjTk2CMLOxLIsogG5noStQdO01mO6IAhNWW2KLGH12DkT+kzpn2AjM6WV20DPMiu3nnKu25xMboWuozo1RNQfRtN0JszxdfkLCsJOp9cbkutJ2FTqfWwdeXdDuh/8W91LQehcHHk3dx88xngiznAggp5zk8fc6m51LbbNhJRSX7SrLWGJ2YUsHpeO06lhttC5r7Sqm0hlGerv2cTeCcLGqUkNQY4jD32sa/0FBWGr0TUdS64nYRNp5i9obaN0P4LQbgrOLDc/dCcWFhoadx04ClkZq9eLbT63hmH8F8MwrqrbdpVhGPfadYydyEwiQ2/AA1Zr2/vqlVtB6GbW6neyHp8U8WMRthvNNC1+XEI7qNdPWWeJbJKQJ0gim6zoTOKACMLKlK+hZC7FSCBKMpeSsXqD2Pla4NeB36/b9jjwNeADNh5nRzG7kKEv4MFc5iZRXrmdT2Y2q1uCYDvN/E6GAhFMK4eafJGwbyk8/mrSB9WznjqC0MlUa7psgqziLzLoH2AuvUA0EOb1Q5fw1MSz4sclbIhW46dlWQwFItx5zc2VfX3eXgpJe3VWPn79vUAQuh3LshgJDXHf22+vmCW7dBfZBdH3erFzcmvRuBLsaLJNWAOziQz7hoPLlin72c4ls5vRJUFoG9X+txF/GMsym4bHX0/YfEk5JGw36jV9y9U38NG/+wQBt5+jV/8nbnroTk4cPEossTQhERNRYT0sN35alsnHv3tfZd/dB45h96OfjN/CdiZv5rnpoTuXrqGDx7B3irazsHP0eQT4mGEYOkDp/+Ol7cI6sCyL2USGkM+9bDmnQ8fjcjAvk1uhyzELVsVXi7SraVoTXV+fuaWYaArbiVZmxwG3n4VMgqnkDBYWscQUUccwVsopK13CuljOxL1Z+qnYKsbWtYy9YmIvbGccDp3xRKxG3+OJGA6H6Hu92Dm5/T3gGmDMMIzHgHPAAeAGG4+xo1hI58gXLAK+1pGSy/i8TvG5FbYNllU0d4uWzJQBgp4AUX8Y01wyXy5vL67yLv/gvp46gtCpVJvxw5KmE9kkQU+AsL8fDY1I6ZoRhPXSSmvlcXotY6vu0NB8eeLmOJovj76KB/i1HkMQuolCwWQ4EK3R93AgSkFeRq4bO6Mlv2oYxhUU893uAc4AjymlVh3L2jCMfRR9dMt/0X4gqJQarCunA/cBbwVM4IRS6rMb/xWdxWwpx61vmRy3ZXweJwspWbkVtheapnPL1Tcs+Xlpxfdx9ebLqzG3XE8dQehkqjXtc/egaRpH/uXvcl7/bubSC9x14KjoXLCF5cbPtYyt6zUvLh9jKj1NuGdAdC1sK5y6kxMHj1Z8bp26E3miXz+2GnSXJrKPlv6tp/7LwBvK3w3D+EOKfrv1vBM4Xyl1oWEYg8APDcN4WCn1ynqO26nMlnLc+laRu9bndTKflJVbYfugaRoTiTjHv/1JAm4/iWyS42/+IBF9uDZ90CpTTaynjiB0MmbBQku7cGg6Rx76OAABt5/fv+o/EnUMY4rOBZtYbvxc7djayrw4og+vuApbPoYRuYB4fEF0LWwbNE3j3Pw4t3/nXvb37+X0zCt89E0fWNV1ITRnQ2bJhmH8wDCMXzUMo6lTqGEYbsMwfs0wjH9cR9suipPYzzXZ/Q7gMwBKqUmKq72/utZjdDrTpZXbgHdls+Qej5NEWt7zCNuHsila2Ycw4PbbYoomNwuhk9io36BlWQz4+gm4/RVtiymysBGW0+Ry4+dKY6uYFwtCI+Xrwufq4YWp0/hcPXJdbJCNrtz+FnA78GnDMJ4AFLAABIGLgCuAbwHvWUfbvwy8qpT6UZN9e4GXq76/QtEUelsxPZ9B08Df41rxQcXvdZJI5zAtC12CLAjbhFamaA5dI+DMkJuN4eqLkih4xD9F6Crs1HC1WehwcBAz7ZSVLWHNNNOk3Yh7iNAOytpdPHOK3lCk654JxOzeXjY0uVVK/QT4D4ZhDFMMHvU6YBCYAf4MeLdSKrbO5q+l+artmjAMow/oq95244037j58+PBGm247M/OL9PrdrGaq2uNxYlmQWswR6Fk+urKwMZppqsSsUmrW7ra7Ra/toJUpWsCZ4dznfh8zNY/uCzHy3nuYK4jumyF67Uzs1HC1WWh/T4B4YsHm3m4eoteto5kmIWDrMbabe4jotTPo9meCzTK7b6deOwlbfG6VUuPAl+xoC8AwjBHgauBdLYq8AuwDHi993wu81KLsB4Bbqzc88MADHD58mHDY3kG7nkhk+fy0K7GwmGewr4dQqKepzPv6fEvHGvAD4PS4N3zcSps2tbMV7be57w2aKnEbxfRXtrZtl143ek46qf7imVOY6QS6L4SZTmDOx4nsubhtx++k374ORK8dWH/xzCnM1DwAZmq+RsOd3vc21+9KvZbptPvvWtpppkl6w139mzahna7Wayu67flvPc8E66Xbzk0d7dRrx9CpGYLfAzyolJppsf8vgfcZhvFViivFvwy8sUXZe4EvVG84dOjQbuCRqalE2/ySIpEg8fjG3p5PTCUZGfQzM5tq2NfX52O2enuhGJT6lbOzeG1I8GRH/7eq/Xb3nSaaKmHHW6+26HWj56QT6s/NJ8k7s4wnYgyHhxh4/6c5O/0SUX8Yzdu3bPsbOX4n/PYN6ln02oH1e0OR4oNYah7v/stw9A6SfPlZ3IO7mMciVmW2CcUos/EVtpkFqyt++wp0nV7L2HXv2ap2mmly8cwpdBvMPMt90R1aU90CON06pitbiRir59zks2bTdjaKjc8JXavXVnTj819v7xCj195Ffi6OszeCFhhoy29o17lxe3XyjtLzTSCKs+Amu7jqZDNroZ167Rg6dXL7m9TlxzUM40HgI0qpJyiuEv8L4HmKaYNuK0VabqC0zN51fzTLspheyHDJvv5Vle8pRVSel3RAbaedmupWvW4GeWeWIw8tpZC468DN/MEPPo/f5ePuA8e2unsdi+i1M0kUPIy89x5yszHc/RHOfvZDmOkEwffdzc3fu782VQo0pk9ptm0VKVU6HdHr1tFUkzabeS6XCsh01Y7xdx88BtnO1rTotUOwTMYe+FidSX33kHc00X4bpmg7RVMdOWoopRpsCZRSb6/6bALXb2qnNplEOkcubxLwre5mUs6FO5eUya3QnWiatmx0wPFErCaFxEQizgX95/HC9OniKpeEzRe6iELBYq7gRg/shbmzRZO6ngCxJqlSHJq+qm1Rx64t+z1C91PWpCO4F2ZeqTFRzs3G0Px7NjTGLpcKSNM0xhNxEtkkIU+QhWyiuILrGJHI38KyaJpGbjZWY5Zsh143C4dDZywRq9N+jF3O0a4KitVJdOTkVihGSgYI+lZOAwRLuXDnEzK5FbqL5aLGlk3Y1OSLDAeiBD0BFjIJXj90CcPBKP/OuIaIP0yft5dCUm4CQndR1P4iBSvP6LV3Mfm3/41oKVVK+Q1+xB8GqNkWDYTBouZ6iAbCxBJj6OlBdIezYuopCKuleix290fw7r+MxdNPovtCuPqipLIbT8NWr++oP1zMx2xZjASHuPOamysmy/09veQTomNheSzLwtU/3GCWnFrsDu0UCiYjwWHRvo3YOrk1DOMgcDl14fWUUh+18zg7gemFRQD8ntX9iXRdw+t2iFmy0HUsF+Ww2oTtrRe+ibsPHqv4pNSY8Bw4xgbTdgvCplOv/dFrT4DLzd0HjjX43N598BgvTL9M2NfHpx/7Etdf+VuVlCrRQLjmetguJsrC5tKgx+tOUpibrPjcYkMEV03TueXqG5Z8brWlcds0TT7+3ftkXBfWTpebJZtWnfYPivY3gm13P8MwPgX8GvB3QHUEJHn1sA7KK7f+ntWt3EIx1+18KteuLgmC7VTMiZqYvwE1Jmx/+8J3uGrPP2PUvZuxxFiNaZuYJQvdRlPtz03h23cJZnyhJlWKpmnEE1P813/6cxLZJJZlMZGIE9GHiTp2Eau7HuJyPQhrpJkeszNx/PsuKQXQsWNiqzGRiHP8258k4PaTyCY5/uYPEtGHARpM8mVcF1bDcs8R3aAdXdcZT8RrtC8m+RvDzle7vwFcppQ6Y2ObO5aZhQwOXcPncVJYpbh9XhfzyUybeyYI9mFZFq6+aCVCZ735W8QfJuRZCosf8YcxM8X/6003tcXlfXYFYaup9isva98ZHiU/PYbeE8DZF62ULZcr1ymbJ1uWRcgTJOofxEwVJ77NTJmtlFwLwuppNRavRLWmV4qbUNZx0F007gu6a7XabLy3ShqXsV1oRUW7gT50jx8zk7TFjH6zME2T4UCEXk+IgNtHIptiOBDBFFerdWPn5HaSHRCBa7OYXlikL+BZ07vSQI+L2Ey6bX0ShLVS7TMb9g3UpH0oUx2hs+xzW14lcBXcnDh4tGKK7NB0xnOvMuwdqphuDgcimJiMF862TB8hCFtJM7/y8uAeedvv4AwNYjk9UMizeOYUvaEIKbzkndmK+aYj7+bEgWPMLy7Q2xNkLj1Prz9YfMOvRbjnrR9mfCHOcHAQM+3EEqMpYY2kLS+j150kNz2OKzyCZVkVPdanAqrWtHNgmIROjSl9K59vR748plel+8Fsus9ZcJPzFa+BoUAEyzKXvZcIO5ec5mX3tSeK2h0YJuPwQhc9B3h1N3cdvLnyrOPV3aTonv53Ghua3BqGcX7V108Af24Yxp3ARHU5pdRPN3Kcncjk7CLhXu+aTBKCPhfPnZnFtCx0TWtj7wRhdSyX9qFMOUKn5t9TetO6pPmCI8ORh+6s1L/l6hu49Tt/RMDt5+SBo0T0YUxyXZc+QthZNPMrBxr8G89+/ghmcg7d30voffdw08N31lw7VspJry/ITQ/dyc1XX9+QGivqH6S/p494oq15voVtSo+2yNnPHQFg1ztuafBhrE4FVNF0q/RVLXy+C84sN9X7h5fG6/p9dx88xs0P3clCNsGd19xc45MofuVCNR7SvFqVumr3dSdJ4dnqbq2aRXNzUgHtFDbqrfwCxVyzLwCfBn4J+F7p+wtV+4U1Ep9NMxBa24UZ9LkpmBbJtPjdCltPq7QPWosXL9VmZ5qmoes6sTo/lHhyioDbX/THSsRxOrWmviq6Li93hM6gaZqK+Snyc3U+YtPjUL4GLKup9nVdI5acAmAqOdOQGms2LcZTwtrRNK3Kb3EB3RsgPxdv9GEsjd3VPo6t0lc1G+eXuyc02zeeiGNhEXQH1nQvEXYWDodObnq8YTx1OLpDHy6X3pDqcDwRw+Xqjv53Iht6LaCUklBebSCTKzCXzNIXWOPkthR8anohQ3CF/LhWNkX+pSfA4cK57w1ozo0nZxeEair+VWvwBaw339S8kYb6iWyylA4lQi5V9FVB/q2RAAAgAElEQVSpLiO+KkIn0SxNhR7sh3y+1r9xYBjKD+uaRjTQqH0zteR7G/b31+wfCkTQJLqmsAbqx1uqdOredUHLWAg1/rnpxKp9vle6J9TvGw5E0NBYyCbWfC8Rdg6FgolrYLhhPE1kukMfuZxZk+qwqP0oOXmOWTd2Rkv+L0qp/9xk+71KqQ+soR0P8IfANUAa+Ael1O/UlbkVuB44W9r0PaXUDevufIcxOVv0m+31r23CWc6JO5vIsG8o2LKcuRAn9fU7sZLTAOh9w/T8mxvRg5F19lgQmqNlXJw4cIyp9DThnqKf1HK+gDXmm/5eRt73SU5eczOxRJxoMIqu6dz2pt8jGojgND0UMNFz7lKKoCUfLlN8VYROoi5Nxa53HmfywT9h16EPY+YyOHqHSFleRq49iTkfRw9FSOU9lVQ/ZT9GCwst4+KuA0eZX1yo6H4oMIhTc1JI6+Df6h8rdAv14+3oe09yrqRT7/7Llk0FVB0rwenta0hf1WqcL98T6nXdbJ+ec3PXgaPEk1P0eXu5+8AxJld5LxF2FpbDxeh776743FqO1Wca6QTcuGtSHbpxsyjPMevGzte872mx/d1rbOckkFZKXaSUugz4SItyX1RKXVH6t20mtgDx2WKO2+CaJ7fF8lNziy3LWJZJ+pv3Y+UW8b3lt/H83DswU3Ok//c9WLnW9QRhPZgFCyvlxBi8ACvlXDYAiK7rNeH8sSzy8VeZvf8G+r7/18z+8ftxxccYco9SSLnILJpomkY+a2ImncWw+UmnBJMSOopmaSry02PkZsc5+/mbMTUn8zkP2azJXNaNd8/FzGXd5HPFayfq2FVz7VgmWCknIWugonst7SaX0CTAjrBq6nWJZZGbHqt8Xzz9JNmZeEWPhTptFQoWc1k3af8e5hedmE202ozyPaGY6mqprKZpDfvyWbPyvZDUMVd5LxF2Frquk4uf4cz972fybz/DmfvfTy5+pqvckxaTxeeYS6MGZtLJYlKeYzbChlduDcN4b7mtqs9lzqcYRXm1bfkpToZHy9uUUvEWxbtHtWskXlq5Da0hxy2Az+NE12BqvvUkNf/Co5jx0/Rc9etY/jC6P4z7il8h++gDZP7hz/Fefd2Kx7Esi2emTpHMpXh95FJ6nN419VMQqqk2jXP3RyqmRWgaenQPve//VHFV9l//Fg6c5JNWJQpzfBXROQVhK2mWYsXZGyn64PYEcIXCNSkrTNNE8+WLUZF9QWKJpWjJharoyVrGhUbjdSAIq6Fel2hag2mnuz/SMlpydTvl8bhZtGSnW8d0ZXkm9lxNNPtyjIXVjOWSBkhYDtMsmSV7feSnzlbMkpNdYpYM4PHp5LQsz8QUw4EoLstNJiUT3PVih1lyeWXWTe0qrUUxavJvraGtC4Ap4LhhGG8BFoCPKKW+16TsIcMwDgJjwHGl1KPNGjQMow/oq95244037j58+PAaurW5xGfTeN0OPC7HqnPcAui6RqDHzfR881y3lmWRfeqv0ftHYHA/mAUAHIN7cV74c+ROPYLz/J/DufvSlsewLIsv/uQv+MHEEwAMnO7nA2/4HcI9/Wv4hd1NM02VmFVKbSiiSzfqdaNUm8aVTeGyM3FcfVEWMGuiJZcjCK4mCrNQRPS69VSbcLr7o5iZJEP//kacvRHQaw2o5jLz3PxwYzTkcuTY+czCkuah8TrockSvm0d9GraU5a3SaYT4N+5n8fSTTaMlV7PceGy6mkSBrYpm3+1juei1M+h2s+SctjnRktup105iw2dOKfUWAMMwPqaU+vAGm3NQXO19XCl1xDCMK4H/ZRjGBUqpRFW5TwMfU0oVDMO4BvgrwzAuVkrNNGnzA8Ct1RseeOABDh8+TDgc2GB3lycSae33uhxz6RxDAz5CvT0s98Kyr8/XsC3c52UmkW167My5F0hMnaH/TYfw1kVitv75LxIfP0X+B3/B8GX3tOz/Qy98lx9MPMG/ec2bGQ4M8ZWnv8YXT32Zj19zBF1fm5X7es/PVrdNE02VuA04bnfbdul1o+ekXfUXz5yqMYUrzE3i33cJAOMx1RBB8NKogZp8sWb7VHoaI3JB2/rfqedulYheO6J+AHdvmMUzpzj3pY+g9wQw0wlG3v0HRPZcXCmlJl8EGqMhlyPHlr9PpadxaHrDdTDo7+/A374mulKvZey692xeO0VdQnGFAvwVnS6efhIomtKb8/EanVaz3Hj8TOy5Bh1fGr1oVXXX/5tWh03tdLVeW9HmZyjb2188c4pz//1WnP1D5GcmGHnXbS31ulHacW6eafGs0wbaqdeOwc7XAh81DKNhdqOUWsu6+itATin1F6W6jxmGMQlcBDxR1Was6vM3DcM4A7wWeKRJm/cCX6jecOjQod3AI1NTiTXlkV0LkUiQeHx9uQbPxhIM9nqZmUm1LNPX52N2tnG/3+PkTCzR9NiZHz4Cmk4msJvFJnX1i95I7omvM/b9v2XkF97W0EamkOWBp77OhX37uSR4CQXL5M2jv8DfvPx/+MaPv83P7/rnq/6NGzk/W9l2iQZNlbDjrVdb9LrRc9Ku+pqmEQpF0AN96B4/ZiaJHoowOZnAsqymEQQnJxOEewYIeZZuMOGegWX7t5H+d+q5WwOi1y2ur2laxbSyNxQpTmxLpp96KFJTNhpoHg15OBBBRyfkCaKjE+kZxMSsKRPuGQDoqN++DrpOr2XsuvdsdjvV+izTG4rUmCjX67SasK/5eKxpWtNo9uV9lmU1rVse/zfym1bCxueErtVrK9r9DNWO9ovjqh8zvYDe419WrxuhXeem2bNOm/4G7dRrx2Dn5DYPjaHrDMPIA+eA/x+4tW4Ftgal1JRhGH9nGMYBpdTDhmFcBEQo5sutbnNEKXWu9PlyYB+gWrQ5Sxf90UzLYnI2zWt2966rfl/Aw49PT5PLF3A5HTX78i89jnP4QizdSbMlYceuiyn0Pkb2h/8L66q3Nuz/h3M/IJFL8gu7r6RgFd9ZXNR/AU9O/pgHf/oQVw5dgUN3NNTbbrRTU92m1/VS7WflckcJvu+eSpRA09LpmT2Dqy/KouWtiSCoozNujhMlzMm33sK5hXGGA1GcBTdZiSzYFNHr1lGfaiVteUHXGb32BPn5SRy9Qw1RaHu9oZpoyLHkFOGefly6k7sO3sxEYpKhwCAz6Vn6ekJ84q0fYWwhtuRz2+XRkkWvm0e9Pqv9atOWl9HrTpKfGcfZP0zK8kKLMdaRd3Pi4NFKxHpnwU3OV/QPHyZSE82+el/EH8Zl1tYtj/HdEktB9NoZZPCyu8osOa211msn4tVroyV7dTepNvR/p2jKzsntDcCvAHcBZ4C9wBHgQYoTz1spvjH47RXa+V3gc4ZhfALIAu9SSs0bhvEgRf/bJ4A7DMO4gqJyM6UysdZNdg+zCxmyeZOB0PqCNPUGShGT5zMMDyyZLRdmz2HOjuG+4MqmE1sovr11XvhzZB//GslTj0Lk9ZV9lmXxvXP/yJ7gKAOeAQqmWanzs9HL+cbpv+WpyZ/whujr1tVvYWdR9rNK5lLc97bbufnhu6p8rm5m/svH0b0+Rt57D5msm0ujBpPJGX7/4Y9Vyt1y9Q3c/u0/IuD2c/LAUaC7fGyE7U9NqhVfiNHrTnL2s0cwUws4B3Yx/Ou3NgTp0TW9GA1ZGwBy/MkP/jsTyTh3/OJNfPy791X0f/Tq/8RND93JiYNHS9FlLUmNIqyJen1W+9X2aIuc/dyR4vOCpjFy7UmyNPe5LTiz3LSCf/il0YuIxxfI+bIVH9uQJ8iJg0drfA1vufoGjn/7kwTc/q7zvxW2Dq+W5tXPfqhmrF3Es3LFDmHRzHLTQ3cW072hceLgUdrhc7tTsPPMfRC4Qik1V/r+nGEY/0TRf/YCwzCeBh5fqRGl1GngLU22v73q83vs6XLnMTZVNBfuC6wtDVCZvkDxYo7Ppmsmt/mXfgiAHtm/7OOPPnwRWiDMzN//JZ5feR2aVgxK/WriHOeS4/zbCw5WJrZl9vfupdcd4jtnvyeT2x1MM9O2VuXiySkS2SQXDexnIhEnkU0S8gRZyCaYSMTp3XUB2XPPk5uNofn3ABBPTtX4pMSTUwTcfhYyCWKJOEPu3eTzSy9dJMKmsJU0pABKJ8jNloL/Wyb5qbPkZmPogb2YpTG1Om6BrmuMJeKMLUwQ8gQb9D+dmgWN4oqXY2TZ+AyCUE9Fn+lE0fw4nagZb4v7khUfxup91WNreTyv96sFKmN6PDnFoL+/oSwU9dtqXI8np4joww3HFIRqdF0nNz1eq+XpcfTgeW0z3bYTl0vnbCLGQjZB0B1gIVv0uR11j5LLdX7/OxE7J7chwAfMVW3zAWX72nGgx8bjbUvGppIA9PrX98apr5Qbd2ImTfU0szB2Cr1vF7h7wGxt6qBpGs4L/gW5J/83zjNP4tx7OQA/iv8YDY3zQnsa6uiazsUDr+Gx8ceZzczR51mfSbXQnSxn2uZy6ZiuDKcmFNFABD3vIZc1GQpEuPOam4knpxgJDVc+R/xh+ntCnHvzvyfqD+P09mEtFtuK+MM1PikRf5hENln8HIwysfAqw8EhCpbVNCWFIGwm1alWXH1DDP7r92HmMux6xy1M/s1n0Dw+3P0RmHkFZ3iEtG6RNTM8Gx8j6g8zm15gOBDh9UOX8HTsVIP+9/WNcuyN76e/p5d8Yikdi5p8kbBvQLQvLItlWbj6hxm99i7yc3GcvRG0wACp0njrDI/Qd8P9xBJxooEITs1FKN84zluWRbROmyPBIY5d/f7KmN7n7a0cs1rHQINPbvW4PhSIYFpF95WoP4ym6aJvoQHTNHGFR2u0rAcHSKa7Qx+5nMlIsP45qJdcojv634nYObn9M+BhwzD+iKJZ8m7g94AvlvYfpIVfrLDE2HQKn8dJj3ttaYDK+LxOXE6d8amlgFGWaVIYfx73/iuwlpnYlnGM/gyF5/+e3FN/W5nc/njyWfb37sWpuTCbvEE1+l/DP44/zj/FfsQ1e9605n4L3ctypm2mK8OHHl5K5XPywFHIurAsk49/9z4S2SSfeOtHaswtb3vLB7n9sc8RcPu5uyq1iZZxceLAscqDjkPTuO1Nv0ckGOXTj32Jp2OnuPOam2vaErM2YSspp1rRrAJnP3/TksnctSdA1zn72Q9hLqbou+F+ZheTLc2OxxNx+nt6ufvAMWKpKTwON3/0D59jIjlZShmhd31KFWELsEzGHvhYzdhdJqkV+FCVu8jJA0eZ/8IRzMRswziv6zq3XH1D5cHcLI3vFTPlFuN4xB9Gz7lrxnVN0zn+5g8S8YexLLNG07dcfQMf/dYnxGRZaECzCjVa3n3dSbrJrLfhmimN68L6sPPMfQj4FHAI+EPgN4A/puh3C/B3gMx6VmB8KsXQQE/TCeRq0DSNcMhTWQEGMKdfgdwijoHdq2tDd+C/6J+TP/cshZlzzGbmeDVxjgv797fsV7+3lyFfhMfGVrQ8F7YRuq7Xml6m5ovma5qGruvE6kzOYok4DodOrGSaFnQHODs/XlPm7Pz4krlxcqpiGm8WLKyUk4g+jJlykks6GHLvJr4Q46mJZwm6AxVz55AnSCKbJF5VXxA2m0LBYj7nIbcwi5kuatxMzZObnyI7N42Zmsc5MMxseq7BtHMqOYOFRSwxxS7nCPmEjpZxo6Fx9Jt38cL0SxUTUIej0TRUtC8sR0uz5GXGbt1TjFZWP86fW5jg2P85wVee/jp3/f0fM56I1dZNTlWOWz2OWykn+axZM64XkjpRxy5Iuyr3iXI79SbLom8BwOFobpbscHSHPtxunfFErObZZTwRw+3ujv53Ira91iil/PmT0r9m+xftOtZ2ZmwqyUV7+jbkPzUQ8lZ8dwEKY88VP/QOr7qNnguvYOGpb5P/yf/hx+e9BoDdgdFl6xj9r+G7Z7/PeHKCYf/Q2jsudA3Vpsju/tqUEa6+KKlsyVytzuQsGohQSJlLpmnZBMPBuhD4wWjFLC3qD2Omai+Gat+rfN5cOkY2wUhoqMa0p8/bSyEppj3C1lC+TgqpPKPX3sXk33yG3OwErlAYdJ3AP/s3aG/4V0xaBc4f2Fub1sffj4ZWXMHKgObLM5GcIhoI87roxcUXOqXUKoWk1dRs30qJ9oXmLGeW3Grsns8UX5rXj/MjwSHu+MWbKuNurzfYoMVmx6//XjatL7uVDGmtTZZF30KZQsHEFR6p0bIj2E+iS8ySs9nmZslZMUteN7au2RuGcRC4HKjJLq2U+qidx9mupDN5ZhNZwr0bc00Oh7z85KUZFrN5vG4nhTGFHgijefyrMksGcHgDOHZdTFb9PU/7swx4++h1B5ddUb6o/wK+e/b7PBF7irftP7Ch3yB0NtWmyN79lzF63UmyM/GKL1Y5tYme93DywNGK35ae91DArDFNC5XMzcqDetDt46NXvpeoP0zAhPkV+lJ9DJ+rhyN/d0edOZyY9ghbQ0O05GtPYKYXiH31k+TmYoTed0/FbP/1Q5dw4uBR4slpov4wc+kF7jpwFC3jajA5rk6toufcmFXX1FR6mnBP0SdRoicLy7KMWbIfByevubkydvtxEHjP3TU+t+Vx3jRrTSrvOfjhGtPj1aaoatD5gWMNJsu3/6sbRd9CA5Zl1Wh59Lp7Vq7UQYhZsr3YduYMw/gU8N+BnwX2VP1bnS2swPh0cbW1P7i+SMllwqU0QuPTaQAKEy/giO5f9cS2jHP/z5LPZ3hu+nmMgQtXNJX2u3zs8g/x5OQz6+u40BXUR4FdPP0k2Zk4i4E9zGXdNalNclmTQsrFxUMGhZSLXLaowbJpWtSxi/GFOEe/eRf/9fEvc/SbdzEW+ynBv/kzFj5zhPz0+IqmZ+VjRF27iSWmGszhxHRN2AoaoiWn5snNxRj7izvInHseLKvG9POpiWeJJ6a5JHIhZtJJyBrASjmxzMZI4WVTZTNZNOuEpWvKGLwAK+WUYDvCsjTVZ8nUWNM08pPnmL3venxfu5/Z+64nP3mO+ZyHtL92nNc0rcF8eDwRh7SrYnq8Gi02i7ocS05V2imbLIu+hXqK0ZLHarU8PYaud8e9X9f1hqjh44l41/S/E7Fz5fY3gMuUUmdsbHNHcTZeNPkpRzxeL+XJ7dhUkr3BPFZ6Dr1vZM3t6H27ODM4RBaTvcHlTZLL7A/t4/tjjzGXmaNXoiZvS6qjwNabIq+G6jQ9plk0US77URVNkQdYmB5D7wmsqd1CwRTTTKFjaHqd9A8DFmg6ui9UY/oZ8gSJ+gdr6pf/b6ZrM71FP0zYNrQaxx0OvbjP6yM/dXbZMb6sz5AnWNm2nnG3lc5l/BZWwjRNXAPDtVoeGCaZ6Q7tmKbZEDV8OBDBFJeqdWPn5HYSmLWxvR3HmVgCl1Mn5PdsKDdXX9CDrsHZySSmfwwAPTi4Qq3mnB4cQsuNMbKYx/StXP783vP4/thjPDX5E944+vPrOqbQ+ZSjwDYzUWtF2Z+q2lTNLFi48+4l0+VglIAJ/t+4FdfAMBndi8PXmEqoFfWROMV0TdhMyj62i2dO0RuKkMZbc52kLC8j7/0EmpkjPz+J04KT19zMXCZBqCdELDGJroPuqF2Zqo8Urmk6E+a4pLsS1kx1vAQGhhm97h5y02O4BobJOrw4nBliiTh4Iuw6fC/W9Bh6KLLsGO/IuytRvcum8nnWZikGMn4L6yfv6GH3dSfJTY/jGhgm5+qBzNo1uFW4LHfJ3STGcCCKy3KTWcc1JBSxc3L7CeDPDcO4E5io3qGU+ulqGzEMw0Mx2vI1QBr4B6XU79SV0YH7gLcCJnBCKfXZjXV/6zkTW2B00L/SHGFFHLpGX9DDuckkBf9LoGlowfC6mn3RaTKSLBA6/SSzq4i2PODto9cT4snJZ2Ryu40pFCzmCm40/57S2/yV1dUqVUmPlubsZ47gtSzmNY3gtSeIfe1e0CF03d1NUwm1wixYUInEacmDkbCpNE2Lla2+Tkx63GZNWqDhd9xCwe3iyEOt0/jU6JocRx76mKT8EdZFvUZ3Hfowsa/9Ieha0/F2YM/FxOMLLDfGF5xZbqrXb3btmpTxW1gvrkKaVz93BCwLNI3d770b8Gx1t1ZNTsty00N3YmGhoXHi4FG6KZVRp2Gnt/KngV8Cvge8UPXv+TW2cxJIK6UuUkpdBnykSZl3AucrpS4ErgKOG4axd9097wAsy+JMLMHIoH/daYCqCYe8jE0mKUy+hN47jKU51txG1szzUmaS/c4gnld+jJbPrlhH0zTOD+3j+ekXWcxn1tN1oYtYiz9rs1QlTmcphH9yDjM1j5mcIzc9jrMviu4JEEvEa8Ljx8QPRehQlvNhLJsYNytTSM4ynZ4jkS26pZSvjVY6l5Q/wnpppr/8XBwsE93ta5r+px5d1xvatDsFW30kZUFYjpbPEc7uGBcrPrfZBBoaC1nxud0odqYC2vBE2TAMP/BuoOLgqZRqHF3hHcBnSvsnDcP4GvCrFFePu5Lp+QzJxTzRgY1FSi4TDnl58dwchfhLuEYuYj25hV5KxyhYJrsHzkc//TI9rz5L6rzLVqx3fu95/DD+NM/NPs/rB1+7nu4LHY7LpWO6MjVRkJczFwYa/KmG/AO4J1/BPTCMd/9lLJ5+Eu/+y3CHd9H/c/8OZ2+EdDBcEx5/wBsit4wfSrXJXdlcuiAmm8ImsBpfdJdDw1OVOstz/uVkdu3HTE1x5zU3898e/woTyUmigTDe2Tguf6hGw+KXKKyGevP4soaaadTZGynmYNb1hvQ/kWC04hLiNj14rHTF7DNl9ZDNmliWxVAgIinYhC0jnzdxDeyq87ndRaKLfG5HgkMNqYDykgpo3di+5m0Yxh5gVCn16DqqXwBMUVyJfQuwAHxEKfW9unJ7gZervr9CMTJzs/70AX3V22688cbdhw8fXkf32seZWPFt6eAG0wCVCYe8BK0UpOfQe3etq40XUuNoaIT79pHzhej56ROrmtzuCgzhdXj4UezH23Jy20xTJWaVUhvyO+8WvZquzJrMhaHWn2rIP0D663/M7E9/hO4Lsfu6k2Snx3EPDPPqZz9UvEH5ewkd/kRtePwDx5Y9RlOz0MLGArR1O6LXTUTX2XXow5Vci9StcvkcaWLfuL9oijw/RWbPa2quozuuOcJCNsmnH/sS//Fnfonk5z/EyLUnazS83f0SRa8bZ7lxsD5eArrO0Dtvx9UXJctSWrVIMMqnH/tSJZ/yyQNHmfzMEczkXCnVykmyJbNPqz6NyQ5KwSZ67RB0rW7s7a5Vz81KBdROvXYStk1uS2bBX6GY59YCAoZh/AfgXyulfnuVzTiA84HHlVJHDMO4EvhfhmFcoJRKrLNrHwBurd7wwAMPcPjwYcLhQIsq9hCJBFcuVGLqR+cA2LurF6djdYLu62sd4em83SYvPz4FQGB4BPcyZVtxOhtjrz9CyO8lv+8Sep79R/pJYPVFV6z7msH9PDOtCIf9DWZMZdZyftZKO9umiaZK3AYct7ttu/S60XNSXf/UhGowX7t4yFi2fnig2P9Bfz+LZ04x+9MfAWXTuEl8572WxTOnKiZzWBaxhVjF3G0hm2AyPY0RuaDlMarrm6l5zPk4kT0XN/R/rdh57rag/o7X62bVXzxzinNf+gh6TwAznWDk3X9Q0R9A+uWXWTz9JOdeehrnwC5S/89/qrmOXpo9y2ce/zILmQRT51+NF2o0XM2gv7/4oUn+0G48d1V0pV7L2HXv2Ug7y42DRQK4e8OVb+5gUUvF6a+fAf8ApyYUT008CyyN8d5ylPvUPPmZcSL7ii+v1eSLqxqnO+HctKGdrtZrK9r8DGV7++mXfszYl2+rjL27fuNWIue1Z3GlHefmmdhzNdfQeCLOpdGLbD8O7dVrx2Dnyu2fAg8Cb6S4+grwMGszFX4FyCml/gJAKfWYYRiTwEXAE3Xl9gGPl77vBV5q0ea9wBeqNxw6dGg38MjUVGJDUYmXIxIJloIwrI5Tp6eI9vWQTmVWZUbZ1+djdjbVcr9Ls9jjnMJCI60HSS1Tthk9QRcvJib4+fDPsLCQQh/Yi1d7jMJT/8D86w+sWH+0Z5SnJ07xT6d/wv7Qvob9az0/a6GdbZdo0FQJO956tUWvGz0n9fXrzdeigciy7dfX7w1FakyI9FCxfvV2NI3helMdby/x+EJL8+NW7W7k99t97ja7PqLXTavfG4oUH65K+nP0DpJ8+dmKRoP9S+kqzMVEoxmob4CoL8yxN76fTH4R/zs/ilbSfLv73in16UK9lrHr3rPRdlqNg2uh2Rg/X/Kj1X0hnP3DlTaj/sGm47Sdv6lT26GL9dqKdj9DtaP9/oHhmrHXNTDclt/QrnPTzCy5TX+Dduq1Y7Bzcnsl8HallGkYhgWglJozDGPVyU6VUlOGYfydYRgHlFIPG4ZxERChGJiqmr8E3mcYxleBQeCXKU6qm7U5Sxf80c5MJBiN+G0brNxOB/vdM8w5BvBpTrDWFlL8xcQEBctkxDsAgOnuIT24h57TTzH/2n8F+vIBqs4L7kFD46nJ5pPbbqadmuoWver5JfO1ss9tYQ1h61ulEmrYjlVjqnOyZO7WyuxuPSmKtjui182jrD9zPo6jd5D4N+5n8fSTFY2mrB5Gq9JVmJqTu/7l9cSSUwwFh3B6g3zgqt/m6MN3rdoUf7shet041TpcKY1PK/w4OHnNzZUx3q+7CL737hqfW0pjfr1Z8skdZJYseu0MLKe7JhWQ5XRDF8U0Nc3NMe3fKZqy88xNABdWbzAM42corrKuhd8FjhmG8RTwZeBdSql5wzAeNAzjilKZLwGnKUZi/j5wm1Lq5ebNdT7pTJ7YbJrhsG89cZ9astsxxauF8JontgCn5s+ioRFxLplfpHZdiJ5N4R1bOQC2x+lhNLCLp+M/WfOxhc4nlzUppFxEnKMUUq4Vg0nVUyhYzGXdpP17mMu6K9YK1dsX8hVtkIgAACAASURBVF5iC7E68+cYDofeMiptq3YFYTMo68+752KyM3EWTz8JLGk0l7OYzXhIB89jLuslHz/LwmeO4P/qHzP/px/ENRVjJj1bq3mJhiyskWodrmcc1DSN/OQ5Zu+7Ht/X7mf2vuvJx15lLuslHTyP2YyHbGnM13WdWKJxnJZIr8Jmoes6udgrvHL/+5n69pd55f73k4u90jUa1DSNWF0UfBn3N4adK7f3AN8o5bl1Gobx68Ax4K61NKKUOg28pcn2t1d9NoHrN9bdzuHVeFHQkT57gkkB6Jk5/KR4Id3Lz5rWmi9yNX+O0Z4wDovKetziwAgFjw/fi//E4mijD1g9+0N7eeTco0ylZwj39K/jVwidznosDapTozgcGvm81bDdsoqRPZuZxhVS5opRaSWVxPahWhedTnVfXf1D6P7eSgCeao2WrxtXX7TWlC4UJup2SDTkbUin6VjXdUyz+UvJSlRlr4/81Nka/db/BNM0W4zT1rLHWAuddu6EzsI0TVwDw+g9fszFBHqPH9fAMMkuiZYsUfDtx85UQJ8zDGMK+I/AGeC3KEY6/ppdx9iulCMl9wftSzjtmj8LwCu5AaaSJpHg6vPc5sw8LyYmuDJ8MaZZWNqh6SR3XUjwpadwJGco+JefsO7v3ccj5x7lmelnuXr0qnX9DmH7UO0n6xgcIamZnEvEGA5E0SnmeStHfzVLKw2tzJ83w/xY13VMXePZ01MM9vWgWxZmYeMPasLqKJ//iekU0QFfR5//srbzyTlcgRDpV17FGQoz+tv3kJufxenvbarRZjoOuNzcffAY46Vrw2W5yazB5F/oLLZCx61SAQG4nTo+R2NKn3rWYtpcP0478WD5s4wn4gwHIui59UWs1x0alidXExlcaB/dfM/L6T3svvZERddZZw9kuqPvAG5k3LcTW1MBKaX+CvgrO9vcCbwykcDvdeLzOG0zoyxPbl/N9zM2l1vT5PblxUlyVoERz0DDvuSu1xB86Wl8P32Chdf94rLt9Hv76PP08lT8GZncCkt+sospQv/5fm56aMmv8Jarb+D4tz9JwO3nxIFjkCoOTbmsCVkXFw8ZxOMLFb/eQsFiruBG8+8prYbZ/4bT1DU+8IffYT6ZJeR3c+//9ybbjyG0ppvOf8CZ4dznP8Twrx3jbDmVlS/ErkMfxunvYy7rpplGm+l4IZvkpofuxMJCQ+PEwaO0IWufsElshY6XSwXkc6RrNFqd0qeasjYjey4uBbZpPcaWx+mim4qF5c9y5KE76tKaNAnrvQKWJ8dNDy+1c2KH+Z9vNt005tbjNtNLaQRL6QWTTXTdqeS0rIz7NrKhM2cYxntXU04p9bmNHGe7cyaWYDQSsDXynXvhVfI9YTK4OTub5/W7V1/3+dQYGhB1BaHurV3B62dxcDc9p3/EwqVvXjGw1P7QXp6a/AmL+QxeZ/cMNIL9lP1kneFRJhLxGv+SeHKKgNtf+Rx1DK/qerDTVK3a9E3Tiist88ksAPPJLLHpFEO93lUdU8zoNk5smfNf/7fa7HNdf/zcbAwsi8L8ZCnSdzGcRX4uDjjQXIM1fazv85KZvs5YIsZ8ZilK5ngixi7nqPiPdyGtxpHhvp4ac107NVzWo5lOFF030oliTAL/nuK+6fHafdPjuPr2k8ttfJXINIumyON14/t4Ik7YtzbXJE3TiNf5IcaTU0spsARbKWs1lc6yZyjAWDyxpnveVuJw6EVdZ9K4Rw2y4z8lNz2OI3ReV4ybMu7bz0ZfC7x7FWUsQCa3LTBNi7PxBD//ul22BpNyzZ+FvhECkxpjs7k11X0xNc5ufwSnpTeNgJsceQ09T53Be+45Fndfsmxb+3v38cP40zw3+wKvH7x0Tf0Qup+yWZmafJHI4BCe8y8n89KPGapPgeIPk8gmCXoCDPnDeCbP4OqLkra89GiLTc3rbOtjC7PB6ICPkN9deYsdHfBh5QtrbktYH83Ov2ZaWA6diekUw4N+LMtiYmrzzT3rU1C5+qKgaThCg3j3X8bAm3+DQnoeT2Qv+cQMve5FUlYPhbzVtD4UrxXTk2XIW3ttDAeiFJKio27EsqwaHV9+0SDRsJ/xqSTRAR9ODfIWtposW5aFq3+Y0WvvIj8Xx9kbQQsMkFosxjFwhUeW9kX24nC50aZPExgYJq31sLi4seObpslwoF7DEdTki4R9AzVuJyv9jmZ+iEJ7sCyLkUiAPz16gLGpJLvCflwunfzi2p4ft4JCwcQV2cPe6z9VMUvG6SLRJeNmoWAyHIjKuG8jG5rcKqUaAj8Ja2NiJkU2bxLt89rWppZL40xPkdl9OYN+nbG5/Krr5s0CL6XjXDV8KQWzeb3FgRHyXn8xsNQKk9uRwDBuh5unJp+Rye0OpN6s7OS/vZm+V5/HkSvU+Jdo2QwfvfK9/F/23jzOkau813+qtLS2bkndUu+zeuwarxhjY7zADIvZnEByufwYArlhHbgkxFsCZkk8JoRgjPE4BLMFQuAGnPsLCSSQQAzGgzGr8W6Py56Znpme3vduSa3WUnX/kNQtqaWeXkrdqp73+Xg+VpdOvXVU9dVRnTrv0upvwZeI0f9Pf4nqDdD1ztvp++oH5pPyFLvXWUU1VyzVNDl4wx5GJ2cX4o9WaUtYOYXzP1x8458/v7FEijuu28MtX/5FXbh7xrINdL79djLxKVp/530l7nHtb/oIfV/9AF3v+BSmU6nqLlr4rryg4wI+ec3NDMfHaA9EcWbdpCT2yraU6LjFz/WfuX9Bszfu5YaD9zMVs1jDpsHAPR8v0dn8W6aZey+ZYMv7/m6RK2fSAldONV2IH8zF3H7+19/g8aHDC67FieXdeipzLm675sOlMbcr924WlknWMLnh4MLv11037t3oLi2fbHqRlrGRW7JTcfDJa25mKDZCWyCKU3GQ2uhO2ZgzoxBZHXNyKOdy09Jk3eTWNZOLt816W4gEVAansst2KzmRHCFtZtniW+IJqaIS7zibhuHjOGLjS9pzKA62NXbz5OgzGKsoSSTYl0puZQOjxxm7/5v03/3HeEYG2ertxjvcx+Tnr6PxB19n5u9vJjvWN59BNj0+SMGlobjkj5V9rOT+qihKbgUlk+XcHS2QyZ52RaWaLWF1FM5/W9ADmSymYc6f30a/m+GJytetVsy7ey5RgirpaWNuYqSkTXZ6FEyTzPgg6djkYndRRZn/rigoHDrxK97/n3+JR3VjJlyk1riSJmwsBR23h7wMj8VLNDs4Gpv32LJKw9V0qqo5naUn8uEh4bacK2dxu/FBHI61f4cyKQMj7qTD2cVwbIwnhp+hqaGRWCqe0/kyP6ORNTETTqJqO2bCuawVX2F1qKrKwGisRJ8DozFblNNxudSKWna56r/vkPvO9s8M86f/eQvfeuLf+dP/vIX+GWvvdc40JFp5g+kdjuFQFUJ+N1aF3BaSSWU8YSJ+g7mMyeSsQdh3+qRSRxKDKECHJ8RsarZqu3jHLpqOP4b/yG+YvvhVS9rcGdzGc5PH6J05xbamrSv6LIJ9MU2T1jK3slZ/MzPjA3i2X4g7HCU1fhJXpJPGd32S4fgYrf4WHDjnJwDu5nbID/CqrwlXuJWEhen9y90Gl+t+vBJbwtooLg9VOL8z8RStYWuu20r6UV6Cyh2OMpcBzAV3ZXe4tI2jKQKKgrO5HRNHRXdR1aHQ6mvh3Zf+AS2+EPc8/u8EvUEpBbGJMIzFoQ7tkUBheLNMw9V0ykQu1IP8e5mJoVz5lOKSas3txPLj61IZl5dLNmvQFojyN6+4eX71NeQJrtjdst5jPjcDhmHQHgks0qeRXr7n30aRThsEltByvWOaJm2BKH/98g+s6XsiLFB3k1tN044DCWCOXLzuB3Vdv7eszS3k6tz25Tc9qOv6+9exm5ZxcniGjhZf7gbeogHcPXMKo6GJjMNDJJAEYHAqs+zJbbunGRcq1ae2YDT4SLTuwNvzCDPn78F0VV953t60FVVReWTkCZncnmEEDPjkVe9jOD5GW2MbTQ1+fG/5GO5wNJexczZG03s+w80P3r3gunzNzbT9j5twBqPgcNLxpo8sTAZq8BS5ovurhbYE6yg+v+GmBu66cU9pzG2Njx/LNuSyy/YfxdHUwsj37iZy7R8D5NyNZ2N0vfsOOvZ9FCM9hyvUSnpmgq6334bpcEEmU9Fd1GxI88Hy7LJJF2YNsoALG0f5+OBUTO683pqxp5jiMj6OYISR791NsuexnObe9Zn58lOK00XXOz61EKfoWLglXCrj8kowTYO//ulnF7R9zYcRp8H6xKmYHLxxL4OjMdojAZyKSf1PbfM4XXS/8/aSmFvmNrpTy0e+J9ZSd5NbwADeoOv64dO0+0dd1z+wHh2qJb3DMbQtIUszJbum+zCCnRjZLBF/7svRN5nh3I6l4w8yZpae2WEubdZK69tWIbblXPxDx/D1PEr8nBdVbedxetjS2MXDw0/w+p2vFVeLMwRFUciMDzLzT3+J3xtgejaG9y0fY65xK0ycnL9pGpoZKnVdHjlO4/3fBEUh+qp3M/DNW3NuyrMx2v/gFtTG7ZZ+Xwruxm1BD2amUgq1jbElLKb4/BqpzPzr9TrXhgGpiRFG/usLGLMxMA3S02MoRnZez5mxfkZ+8CWi176Pk3f/Cc5QK5mJIdr/4ACm6ljsLhrYynCZ+/5wbIyo2r4On0hYT8rHh8LEwWoNF5fxiZ84TLLnsdzx8+6as/4tOJq2oo70MPCtv8IZbiMzMUTHm/8CR9N2DIPKLvj+LStaRVUUZbG24zlty2ps/ZFJ5e77LtwVZWRkxjYTW5dLJT18goF7Po67fSepwWN07PsortB20un615l8T6xnraWAdi6nna7rx1ZgVsn/W047W5NIppmKpYgEvdYZzaZxxodIt52DaZr43QpeF/QvI2Py8dlcvG2XZ3F920qkG1uYC7Xhf+5XxHe9ENTqT5l2BXfw496f0hcfoDvQueyPI9iH4nIWqqpiGEbePa4RTBPV15jLgJwucpubjVV1XVb9OdeiQvxtwdUoXiNXo9X8iFQr4SE/SNZSOM+F/1cqo7MeFFw+c38YqP4grmAEANUfxEjM4AxGUb2NOPwh1AYvmbE+VF8TznxGZdUfnE+Q5gq1kkgZFbPCikvy5qIwJsJizdZSw65QK6o/mPMMU5S85kyyWXLjq8c3r9FiV85y1+bCfiuhWsZj0bZgJfNuyQ1eUn26Ld2S5XtiLWtduT1CznV4qYmmCZzeH7aUb2maBvAA8BFd16cqtNmnadorgQHggK7rv1zhMTac/rFcsplQo3XZX12xARTTIOvL3XApikLE72Bg8vTP4J6J96Gi0OYKLvt4M93nEnnyfjz9+pKZk88Kbee+3gd4ZPhxmdxuMkrKozR3opjpedeglOql6x2fIjMxiLO5E9M08cZ7obl93jXO6QnxqWs+PB9zGzDA95aP5SbCioeud96e2z/cTsL0wgrWNwqleQ73jC1kPLagXEy18kGCtcyf54kErc1+JmeSBAMNG3q+Cy6fmfgUrkCQzOQgzqYIXe/6NNlEHIfHS/Q178ERCNP1zrzGg62gqmQmBnNuoLFpnP4gsWwDYJZkhW1vjGDMOsUleZPgdDrIKAr9xa6eqdrFhkNpvKzaFKXrXZ8mPdqPq7mdJB6C7iTpyWFMT3uJK2fK6YW53Peq2LVZzcfcsgpNFrQ9NjtOizdXCki0XZ8UtPrEkZF106pVZFzeEi1n3AtatgPyPbGWtZYCqoVD+NW6rvdpmuYC7gL+jsX1dD8PfFzX9aymaa8Avqtp2m5d1yfKjWmaFgJCxdtuuumm7v3799eg6yujfzQOQDhgYabk6VMApBsWPnIkoPLsyHImt/1s9bXiWMH3KRnpJuNtxK//YsnJrdfppbuxk98OPcbv7Fg6AVW9U0lTeSZ1XZ+02na96LUa87FZ+dISfV/9QO5pvz9I9zs+lUvPPxuj6+2fXBRvOOvfgpnMCS6qtmMkTKYBxb8lv0pgkKSB6LYLGBmZYSUTW6hdaR47lfyxs17Lz/OBd72IGw4e4s7rN+58F1w+g/4gfV9ZiEns2PdRnP5gSTmKrnfeTsK3hSbm6P/7G0vjF1NuCpMFI2tCPits2BtgJDazYZ9vo7GzXiuRUZRF5X9qTXm8bMe+jzL4zVtRfY10veNT9H31z0veG/rOnYBJ1zs+RaF8SrFrc27sXd2NdkHbWvQsRkZmNt0N+2bS60Zo1Sqc6VlOffUD8x4K3UVatgPr9T2ppV7ribqLudV1vS///7SmaXcD363QZrjo9Y80TesFLiC30lvO9cAtxRvuuece9u/fT0tLwNK+lxONNi75/mQijcup0tXetCr7odDiTKzuI0OYLi+eUDOubO6JW2ezwSOn0qjuBpqqJJWKpZOcSo7yyq4X4PO5AAgsc9Kd2nkhvqd+TnhuFLOtesKo53Wey/f0HzHtGKeVptOen7VQS9tU0FSeW4EDVtu2Sq9rPSfV9k/2PpMrLdHSVZKOH9Oc/1v1NZGZKi2RYkyPENmyu6b9P9wzVlLaYHRyNlfaZ4WUH3uldmt17peJbfVafp5HJmcxTZZ1HWt9zgu6h5yeM7EJjNRs6baJQSLbLiDZe2qR9qNLaH+D9bLR+9tSrwXKP/sTR0YWlf+5cFd0xXZWwiJtTo2gegO5klQTg4vewzTm9RrddoGlfTkD7Nhar8WsVqurwep7tNnjJzDiC06e6fFBotsXa9kKanx/aef717rBssmtpmlOchmM9wARilyVdV1/yTJt+ACnruv5u2PeDDxaoV2nruv9+dcXA9sAvYrZg8DXijfs27evG3hgbCxmaWKaYqLRxvzTzuoc7Z2kLexjcnLltTBDocr7RYePkg12MT09Ox/H0+TKrXY92zvDrrbKLtCPTPdgAq2OILFYkkDAQyyWXFZflOZteJwPwcP3M3nF/6zarruhG6fi4L8OH+L9V28/7flZLcs592tkkabyWPHUqyZ6Xes5WWr/YFO0YmkJFGXh79lYLhaxKIZLbYqetk8F97pi17ilylEU3KoK2R6jZeViIiEvIyMz8+6uw2VuxeX7OxWTcNC3qJ+RkLei3ZWeu+VggZ5tq9do2XmOhrwoCjQHPYxOzqKqCn3DM4tc6NbjnBd0X9CzMxDG4Q+Wbgu3MzIys6ito7GZ1NRYRT1vtF42en9sqNcClT57R1l5lY5IYL6N2+0kZTI/3rgdkEpm1nwOF2kzGM2XV2vEGW6v8t6CXmHlY+9qzs1msION9VrOUlq1klrco4UrlAKyS9/X0z611WvdYOXK7Z3Ay4AvAX8NfAT438A9K7DRBnxb0zSVXJzu0+QmzGia9n3gL3Rdfxj4hKZpl5DzUZwD3lq8mltMfpm9Li9a/2icbe3WPaFRsilcsQHSrVeXJKiYz5g8la46udXj/XhUN80OP9nM6ZNPFWM6XcQ7zyZw8mkc8Qmy/nDFdg2OBnaGdvDbocdIZ1d2jHqilpqqZ71WoxCblZ4cxnS66SqKe5lVvPNxW0qgeb6dK9S6rBiulZajKHer+ts/eykHb9jD6OTsQswt1d2Kl+uWZWX5oFpjZ70qqsKt776CsakkO7qamI7PceBdV/Cpb/yWwbE4t777Cj76hZ8T8K2/C11B99mpIZxNEUyHi1ncFWPEi9uqrgaG/+0zpCeHVl1eZTNjZ71WwuFUuPP6PQyMxelo8eNwKhR+YlMmNXEDLY+XRVVpy+cxSJiehXE43IqiKrT/wS24mktzGlhVCmizs5n0upRW6x3TUVrWynS4NrpLdYkd7zFXg5WT2/8BXKHr+klN027Vdf0uTdN+CHyRZS5167reA1xS5b1ri16/be3d3ViSqQxj00mer0Uss+maPoViGmR8rSXbmzwKbgf0T1SOuzVNk2fifexq7MTIri75e6xrN4Hep/E/9yumL3511XbnNp/NsxNHeHjgSXY27FrVsYT6ohCbpfi3kEiYQANq4/Z8VmODJMVxW8XxtEtPbBVFWVE5ClVV6R+NlbhV9Q/P0Bn2cu6OFkZGZjDydofGE8QSKYIBNzPxFMPjCTrCXvrK9h8cjRENLc5mLiV/ao+iKAyOxvnw5x8k4HPjcMDNf3gZH/n8g/h9bmKJFMMTCQI+9/y16gx7a+aNU8687n1bIQNmunqMeDZrMm004FWcDPzDzWDmtq+mvIpgH1RV5dTgDAe+9HN2doc5dmqCA/uvpDPsRVGUiuNNV/PaqycsjpctzWOQIj9e57PJFo/XsPKxV7A/LpdKbwWtbol4676cjqIopEb7GfrmgfmyVm1/cED0egZj5eTWB/TmX89qmubTdf0ZTdOeb+ExNg2D4zmX4nDAuoB399RJADK+lpK8O7mMySr9U5UnrsOpaSYyca70XrDqgSDr8ZNo3YG351FmztuL6a4cr7u1sZuAy89/P/dT3nuBTG43E8XaWWqCsVyNFcquLLcchWEYtJe5VbVHAhjpzCK77RE/d1y3h+GJBK1hH+GmBrKpTMX9l/uZBWsxTZPWZt/85DUYcNPWEuD2P124bm6XSixR/VqvVz+X287V1FJa2moV5VUE+2AYBp3RRm57f9FYE/RgzKUBs+J4k62RhpcqP1Q+Xq907BXsTzpdWavpufpfup3Xa3FZK9HrGY2Vk9vDwGXAr4GHgAOapk0DfRYeY9NQyJTc3GhhpuSpExjeMBm1AYzS9O0tAZWTVVZu9UTuEnU0hFaajLaE2JZz8Q8dw9/zW2LaVRXbqIrKhZHz+MXAbxiMD9Hub1v9AYVNz0rLUTgVk4M37i2Jma2ketM0ueXLv5i/qbzrxj1V9xc2jnL378XXbS8ff++VS17reqLYhX+5rvmCvamk2QJuByXjjdsBqTqZS1hVCkiwD0tptd4RvQrFWFnK5zqYv7e4kZx78e8C9VvDZAPpH02gqgpNfutiWNyTJzBCW8hmFtcli/hVpmYNZtOLZ6+HY320uBvxK2uLUUg3tjAXbsf33K8XTa6LuaDlXJyqg5+cenBNxxM2P9msyVTKjWfLbqZS7tMmNMmkspDO0Bn2QjpTsUafoigMjSVK3AGHxhIoirKs/YX1w8gakMnSFvSgZA2GxuJl1y2ec+O0ybUq6HnWv2VZehbsTW6sWaxZRcnl20wlM5DOzGs4layfxzMrHXsFe3M6rdY7olehGMsmt7qu/yaf7Ald15/Tdf0Vuq5frut6pfI8ZzwDY3FaQ16sGjYcsxM4kxNkmzorvh8N5EoADUyV3gCmjAzPJQY4p3EL2VXG2xYz030ejtkY3lOHq7bxubxc2HYuvxp4iFg6vuZjCvalVj+cS3mKFtxdCw+Wmvzu+VXBAku5Vdvlx34zYZompmnSVuG61dNNzHK1Ie7smx9FUZY11gB1pWGQMe5MZLlaFQQ7YGmdW03TXkaufE8n0A/co+v6j608xmahfzROW/PiOrWrxT1xFIB0oLKbbzSQz5g8kWZnZGGF9rnEAGkzyzavNbXMki1dZLyN+I7+htmt1WuMvaj7+Twy8CT39f6U1+18jSXHFuxDocxEsXumFTd4hRI/Q3k3VqcCGTNXl3Y+W3LWWFW243LbBVtC7Smc+8RcerEbZx0sdpXr2TRFF2cq5eNEg1OtS81WotK4LJw5lGu1wakwV8ETsB4paDfZ+wxBC0pXCfbGyjq3NwEfBP4BeATYCnxT07RP6bp+h1XH2QykM1mGJ2c5b0ezZTYbxo9guLyk3UGoMBiFvAoeJxwfTfPisxe2H46dwq04aXU2rjpTcgmKQqzjbELHHsY5M0KmsfKkuTUQYXd4Fz85+TP2dF1FsKFp7ccWbEOtykwsKvFz415uOHg/U7HSkj+ryXZcrXyQUHsMVeGGg4e45Z0v4sOfvx/TBEWBO2/Yu9FdAxbruftddwBSiuJMpNIYdOPB+zGM+tJsJSqNy7B0Uj1h8zCXNbnhzvobX5eDlK4SirEy5vZG4GW6rn9Q1/W7dV2/mVzd25ssPMamYHB8FtO0NlNyw8RRjObtZKusJCmKQnuTgxNjqfltpmnyVPwUZzV2YhrWrTQkOs7CVFR8Rx9est3lHZeSMbP84Lgs7p9JVC0zsUZXOFVVGS4q8RNL5EprFLyqpvMlf6odx+GoPhwqisLweGmc7lK2BOsonHuAkclZZuIpVBVUBQZHYzgcSknbjehfuZ4zFuhZsCfl48TgaAyAYMBNPD8mOZ2lY42qWnkrVpnT6bHauCycGTgcKoOjMWZnU3S1+pmdTS0aX+uVee3OxnIZvmdjltxTCPbFUrdk4EjZ38eQdGWLGBjLZ0pusmZyqyancCZGmdvygiXjI9qbVB46mSZjmDhVhaHUFOPpGFdEzrfUjc5we5mNbsV7/HGmL3w5OCrLLNQQ5IKWc/lZ3y+5ouMytjZ1W9YHoT6o5ipkZZmJghvg4HiC9kigpMRPc9BD4fetye+mrcWPmc6UuA52RQNkDJO+YrfB5OLyQYV4pMKKTGuzD9MmLlt2xjRN2lr8AHRF/Hz2ppfidjsYmZylo8XP+EyScJMH0zQZGsu5gq621u1qXNsqlU1xhloxk/LTdyZSPk5saW3kjuv2MDAap6PFj9udqyfaHgnQ4FCYy5r0F8YeFVJZc1EYxVpYbghItfI/wplBNmuwta2RL3z4lQyMxuiIBHC7FFKJOknfvQSmaeIKt9P19k+SmRrBGYyiBJpJyBh8xmLl5PYA8BVN0w4Ap4AtwF8At2iaNv9YUtf1JUdqTdOOAwlgjtzE+IO6rt9b1kYFPgu8ilzxmtt0Xf+KRZ+j5vSPxlEU61ZuG8afA6rH2xZob3KQMdIMTmXoDrt4OpYrS9zV0AwWxybEO87GN3wcX98zJJaIvb2i4zKOTR3n64f/mZsvuw6navXzFmEjqeYqZGVJlIIbYCyR4q4b9y4qZXDgXVfMT3YVVcEs2icxm+KLH7qG9xoTjQAAIABJREFUGw6WuhFWYjVxuoI1KKrCgXdfgdfrYjqW4kOff3D+eh1494uYmJ4rue6fvemlqzrOal3byvXsCIQgKcnyzkTKx4mMYXJDWTjDX37x5wT8bj5z/V6u/8z9ZWEUhxaFUayFlWi60rhsXfCUUO+ks2aJHu1UCgjTYOCej5e51AtnKlb6wnyRXDIpHYgBzwBvAb4EpMmVCVrOIyADeIOu68/Xdf2S8oltnrcAO3Vd3wVcSa6m7lYLPsO60D8aJxL0WuYy4Rl5GqOhkbQ7vGS7jqZcxuSTY7nL8HT8FO2eMF4clvSjmLlwOxlPAM/xR5ds53E28LItL2YgPsT3ev7b8n4I60e5npdyP7aqJEqxK3JXa4D+0dJSBgOjMf7qq7/gO4eO8MHPHqJ/eAanU513HeyIBhgoK39QzRWruCwNmawkk1onHA6VobEYX/mPx5mYnmV4otTtc2wqyfh0srSExfjKS1gspddK2i6mXM+KUns3U6E+KR4nHKbJwGisJFSifzTOri1hmvxuBkdji8ae8jCKtbosryQEREpVnbl4POoirQ6MxvB46t+1t1ahToJ9sXKZbIdFdpT8v6V4E/BlAF3XRzVN+w7wRsAWiasGxhK0hb3WGDOyeEafIdt+HpnM0gmhmn0KbiccG03z/B0pjiaGuDp6gSUlgBahKCTadtB44knUZAzDUz0pxY7gNi6KnMe9J+6nzdfKFR2XWt8fYVUsx02zmttbNTe3Yvfj05UZKLgPL8p2XOaKfNeNe/M3jSEuPifCo8+OzrsE3v6nCy6BLrdK/1CM1hY/TX43AyMxOvKvC0+r2yMBsunq3wkpjbA+qKoKTpV01sDtdHDDvksZmZhddI27WwMk57Il17Ct2U82tTJ3ump6dbGg7VnTg1dJVnXxFG0IBUzTJJs16Yo2loRKhIMefn/vLlqbfYQCDSW67YgE5sMoLj4nQmuLn8Gx+Iqzs7udKj7HLLMnTtAQbl9xCIjo+MwjmTQWabU56CGZtIlbcvnYHW4lMSc6PlOxbHKr6/oJmHcZbtN1fWAN5r6laRrAA8BHdF2fKnt/K3Ci6O+T5NygF6FpWggIFW+76aabuvfv37+G7q2eTNZgcDzBru6gJfbcU8dRM7PMNW8/bVtFUehqcnBkOIUen8DAZKvHmhJAlUi07aDpxBN4e58kfvaLlmz7ku4rmZqb5lvPfBuvo4GLWy+sWb/WSiVN5ZnUdX3SatsbqdfluLQt1abg5mZMj6DmJ8crcT+ulqG42BX5juv2lLik3nn9Ho6cmqQ1vNgl8M4b9vDRLzzIBbsiHLxxL8Njcdxulbtu3MtAccxt/f+eLxu76tVQFaam5zjw97/glne+qPQ6Fl1jr8eFt8HJXTfumY+5DTU2MDa28otYrldUlf6/v3Fe213vvJ2+r34AIz4lGTlrhF31Wg3DNEvGp79+75Xc9vXfEPC5+eyfvZRb91+Rc2EO+1BVhTuv38Po5CyRsK/UZXkFLso+xyx9X/lzjMQ0nh3Po/udtzM3MbLmEBBhMZtJr+VatZNbsuJQ6Nj30YWYW1VWbStRS73WE1aWAgoBdwP/k5z7sV/TtNcBL9R1/aMrMHW1rut9mqa5gLuAvwP+cA1dux64pXjDPffcw/79+2lpqW2K+2i0cdG23qEZsoZJV2sjodDa6tyGQj5cJ57DVFScka0EzNN/mXe1Z/nR0wkOJ/vxORrYGmyuWgIoEPCsqX8E2skEI/h7n8J12csq9r+Yfc/7Xb75xHf58pPfYN+Fr+P1u1+JQ12dy3Slc28hizSV51ZyseeW2rZKr6s5J8neZ0pcfYzpEaJbdq+wTQCCLQArjt863DNW4rY3OjnLuTta5rcHA+5FbqpHTk3y9f88jMMB7/39i8rclOO0tQR49NlRRicSnH9WZP5YkVCRN0XZqVqrnjZ4f1vqdWI6yehUEshlSa50jQdGY3z8vVdy4a7cQ7pI0Ziy+nO2oNdybWcmBin4jVb7Pqz9+Buul43e35Z6LVD+2Z84MlKi3f7ROAFfbrW2b3iG277xEKYJsUSKT/7x1Zy7o4Vo2Fd17FsOsydOzOs22fMY6YlB/NtyuS9WE0Nr1e/pJrVja70WU67VgdHY/NhqNVbfo82eeJKBf7oV1RvAmI3R8ZZbiG6rnu9lLdT4/tLO9691g5VuyV8AJoBtwNP5bb8g5yq87Mmtrut9+f+nNU27G/huhWYn88f5bf7vrcDxKiYPAl8r3rBv375u4IGxsdiqs2qejmi0kZGRmUXbn3puBACPU2VyMrFq+6GQj8mJOG0nHybbspOpeGZZ5Xw6AiYmJo9NnODsYBcz0/GKLkiBgIdYLLnq/s0T3U7oyEPEek+SaVyYSIRCvoqf/3XbX8OPe3/KPU/8Oz/t+TWv2/lqzm/ZjbqCGLZq595CFmkqjxVPvWqi19Wek2BTtMTVR22KLrJTqc3oaKxEV6s9fiTkLXHbi4S8jI/H57fPxFO0hsuyGId9DIzGaArkXIxL3P5a/AyNxeZtLadPa9XTRu+PTfUabvLMxxtGy3RQuMYBX+4al58fq855ubad4XYKfqPVvg/LOb6iKFVdPzdaLxu9PzbUa4Hiz+5wqGSzxqIxqDXsI5ZYCIEASsa3kZEZotHGimPfcs9rqMwV2RluX/U1WYuWV2LHqv6stx1srNdyyrVaaWy1glrco4XC7bmJrQWaX4pa31/a/P61blCsiq3QNG0E6MxPSsd1XW/Ob5/SdX1ZPriapvkAp67r0/m//xrYrev6G8ra/RGwD3gtECE3yX1xwTV6GWwHejZicvsfPz/Ov/30GH/2potR1+A2EQr5iJ/Uaf3FZ0ie/7vM+JaXTytjmHz6F324zvsFv9d5Jd2OportrJrcqnMJOn7+beLnXsXMBQsZTKtNbiEXP9EzfYIH+n7J5NwUUW8LL+m6ghd1XIbPdfpY5XUYfNbb32U7a9Tras+Jw6EQcMyVuBUvirnNtynEIaKqpMcHc7FdeMg4U4zNjtPibUaZc2GsIEmJ0+Ugg8LgaIwtrY1kDHO+TIGqKgyMxGiP+OfLwLS1+FFUhf7hfKkNp8JcxmQwv4/DodA/HFtRDNtG3+xbsL8t9To2HgeHSiZrMJNIEQp4GBqP09bsByV/vZv9uCqUbrLqnLtdKj51Nqfn5naSipcGo3rM7emOrzoUzIY0I/Exov6Wit+HOtDLRu9vO70WiEYbmZqaJWXmajC3RwL4XAqJ9MIYVBi3Wpt9OFXIGJRmYM8a8/o38jWeVxpz62lQ8bKg21nFSzK5ugR4a9HycuxY1Z8NtGNbvZbj87nmtTqv3RqUAqrFPZqVml+KWt1fFr5Pq71XWi4boNcNwcqV2ylyE835WNt8BuOVxN62Ad/Ox+06yK0Avy9v6/vAX+i6/jDwDeBy4DlywSO3rmBiu6EMjMZpbmzA6VAx1vhgwTvwCKbiINW4BZZZbtOpKoTaxoib0OEOQY0zvhoNPubCbXh6n2Lm/L3zqx5LoSgKO4Pb2da4heMzJ3ls5Cm+feR7/EfPf3N15+X87s5X4XZInNt6kM2aTGXdRLfszg/oizVbaKP4t+BibiFG0R+k6d2f5oP3/g0zczEaGwLcds2HIbH8YSdjwg0H78ehwqevW1w2oy3owUjlJjZtQQ9mOoMJdIa9GOkMc/nf5Qt35VbYMul8u0xWyvjUOUbWgKyBQ1EIBRr487+7n9vfn9PATDxFRyTAX733ykUTWyvxKkn6vvqBnCuyotD59ttz2ZD9W/JJeVY2hpsNaT547ydW/X0Q6p+UyaJx6ua77+ec7giHT4xy+5/smR+DCsqtNCYVJrKrGa8azCSnvvZB1AY/xlyczrd9iiTW/maKljcfibTJTXfdT2vIz/BknDuu27vRXVo266H5WiLfJ2ux8sz9PbmJ6UcAVdO0K4BPkHNXXha6rvcAl1R579qi1wb5Sa/d6B+L09bsW/PEFtPAO/gI2eg5pEwHrOSnr2kEIx4kkwSHa23dWA6zrdsJ67/ENTVIOtSx7P0cqoOzgjs4K7iDkdlRHh99mvt6H+DI5DH++HnvIuD217DXwmooTsePaTIcG2FmLgbAzFws95RfbV+WG5uiKAyNJ4gnUlx5cScDFcpmdDV7yWYLhyu2qVBt4iGZQO1HYZV2aDzOTDyFYULfSKxIA7lrulwXyeUwX14ivpDPMD05jOLfsqpjKIrCSHxs1d8HwR5UKu8TafIzNj3LzEyuvE97yFtyzZe6/ivVxrxuY5MYsZyn4Vp0W+0YouXNhdOpcmo0xtRMCsOAmbx2u1u8ZDL1fU3XQ/O1RL5P1mNlMb7bgH8GPge4gK+Si5e9y8Jj2BrDMBkYSxANrb0MkDr0DM7kJJm2c5cVa1sgYcwRd02QnYxyfGh91q5mo1sxFQXvyadWbSPqjfDyLS/hdTtfTX98iC88/g+ks5sope0moDgdPwCKQmsgSmNDLq6ssSFA1N+y7MHaNE06owG++KFreOULt9MZCXDxObm47ULZjHKXUKfTAS4n/RMJcDlxuq2v4SysLwUd3PjmS8GEO67bwzlbw/MxYYpDzZcNcjA0lQSnwxJ3vXI9F8qorPZmwzRNov6WVX8fBHvQkY9bhIVx6s/eehlvffW5fOkjr6Ktxc/g5Cw4HagO6+shW63bascQLW8uMpmFUkDve8PzuOO6PXS1Ntb9xBbWR/O1RL5P1mNlKSCT3ERWJrNVGJ1Oks4YtATXmIUYcB37GYbLTzLQlQvaWSY96ZyXuCMW5eggaN1r7sppMVweks2deE4+xfSFL1+Wa3I1dgS38eptL+V7PffynaP/yRvPeb2FPRXWSqGUSiEmMZFp4LZrPlwSR2KuwJUza5jccPBQiYtff742rdOpkC57vpFRlEUugYL9yZaVdPrM9S9BQeHb9+m84WUaqJSUjPrsTS89vdFlUK7ntZZRUeZc3HbNh0viFFfyfRDqH6czV85nYCxORyQ3Tv3xp35SsWzZSsr7rIS1lmBbDqLlzYedSwGth+ZrSeH7tNp7JaEUK0sBvRQ4rut6j6Zp7eRWcg3gQ7quD1p1HDszMBoHIBRYWxyAOjeD49QjZLZfSXoFE1uAY+kB/KqHgDfA8SET01TWMtdcNrOt2/EefhD3eB+plrXNqM8K7eTi6AXcf+pBLm27mB3BbRb1UlgrxfG3uZhEA1JOtOhZjIzMrGiwVlWV/jIXv+dOTvCvPznC0VMTfPy9V9ER9pLNx6ZVaj84GqMzvHZPCWHjqHRde/qn+fy/PMr4TIqrLurC5VRL3h8ajxNtbFjzk+/Fel6bPSNrQsKZczdLmHLzsgnpG4rx0S88SFtLAKcT3vN7F1UtWzY8nsjF1Fq8QrOcXAlrRbS8uXC5VHrLxtmB0RhbIl7S6fq/tuuh+VpS+D6t5l5JWIyVPjF3s5DW6DPkXJMN4EsWHsPW9I/lJrfhQMOa7Pj6foliGqQi2or2y5hZetKD7PR10xk2iCcVxmqacXyB2cgWTNWBp/dJS+xd0fFC/E4f/3b0++K6UYdYcU0MY6GMBjBfRuO53gl8XjetLX76xhfcjyu1b48EapYRXag9qqpiqArtEX/JdY0EvUzGUvNuny1Bb8n7bc1+y90wrUTGrM1La7MPn9dN30iMqVhq3k25uGwZ5MezZp/ttWD3/gs50mmjoku9HSa2glCOlQmlunRdP6lpmhN4Fbk6tCmg38Jj2Jr+0ThNfjcNLgfZ1d5wGxkCJx7AbN9N0uFnPpvOMujNjJAmQ7c7itqcAVwcG4RI5WpAlmI63SRbuvD0Ps308165Zntuh4vL2i/h/lM/46nxZ7ig5VwLeinUG07F5OCNe4vKaMAn/vdVtLb4+dt/fphHnx0tcT8ubt8eCeBUTGqXS1eoNYaqcP2dh7jsvDbuvH4PQ+NxOiIBEsk0H/xfl9Ea9qGqYGZMDt6wZ75sSqixgbExickX1h/VLNWiqirc+u4rGJ5I4Hap3HXjXobG4gvlfTa6w4KQp8SlvkrojyDYAStXbqc1TWsD9gBP67oey29fh3y89mBgLEF7s2/1E1vAN/AwjtQM7LgcYwUTW4AjqT5cipNm/Pg9EPIb9Ayu31O5RHQbjmSchtGTlti7ILKbUEOQfz/6X/L0eJOSSWUhneHCXVHMdIbsXIaOsJfB0RiPPjsKLLgfq6oy374z7IV0Jve3YEuUfI3P6XiKH/+ml/f8zb34G5wMjcd5/6d/wuf+5TFuuusQAyNxTMOETJa2oAcy2TXVEBeEtWBkjXktqoZJ3/AMN911iM/9y2O8/9M/ydXpDud0uty6tYJQa1RVpXdwhvf8zb18/tuP856/uZfewRkZSwVbYuXk9rPAb4B/IpcxGeAq4BkLj2FbTNOkfzRO61ri/0yTwPFDZBvbSftbV3z8o+l+dng7yaRzN/ydzQZ9Y5Bep6WtZKQbQ3Xi6V191uRiHIqDy9qeT19skGcnj1hiU6h/DMOkPRIgGHDP/yt3P17qWYeyHkHmwpoxTZPW5gU3zoDfTbCpgdawj4DPzXQ8RcBX6topD7mEesE0zflQiUa/G0WBxvlQiY3unSCUUtCq3+cmNpvC75OwHsG+WJkt+TZN0/4NyOq6fjS/uQ94l1XHsDMTM3MkU1lamlafKblh/FlcsX7mLnj9ildtB7PjxM0k2xraMdO5X9bO5ixP9zo5NQo72lfdrWVjOlwkI914eg8zZ1izonZOeBcP9v+KH538KVr4bEtsCvVJIf5yaDxBV2uAgzfsZSDvfux2QCpd2mbe7a8o4VS194T6oHCNDveMEQl5capw8IY9zM6m8frcuUzZkQB/e9NeBvM1wxVDXDuF+sXjVLjzhoXQCpdL4dRYUsYgoe7wuha02h4J4HUpzIpbsmBDrIy5Rdf1Z5f6eyVomnYLcAtwga7rT1d4733kJs8AD+q6/v7VHms96M9nSg43rT6ZVOD4IYyGRmabtrJSK0fS/SgotChBDHLZ8NpCBg7V5NiQsi6TW4BE63Z8w8dR+45C49rrEDlVBxdGzuNXg79lMD5M+wpXtAX7UIi/XKqkRqFNpVIbS70n1AcVr1Emi8/n5rqiEk93Xr+Hz/3LY9z67iswZXIg1DHJjFlSnuzO6/fw0S88iM8rY5BQX8ymTSmlJ2wKrK8gbgGapj0fuBw4vkSzf9R1/ZL8v7qe2AL0juRCkJsDq1u5dcYG8YweJrP1haTTK7+ZO5LqY6unDSWzsGLqdOQmuOsZd5ts7sJwunAcfcwymxdFzsehOLj/1M8ssymsnFq7+xbiLxv9lUtqqOpCjGbx9kK/lnpP2HiKY2xh4Ro5HCoD5SUqxuIYBnINhbrG4VAZrKDdXVvCxBIyBgn1g9O5WKuDozGcTtGnYD/qbnKraZqbXMzue4GlvlW2+sadGo4RCrhpcK/ulAeOH8JUXcytsPwPwFh2mnFjhm2eDrJl7sCdzVkmYgpT8VV1a+U4HMxGtuI4/hRkrQn29bm8nBM+i18PPsxsJmmJTWH5qKoKTgdDU0lwOlAdtRlWCvGX1UpqGEZpjGZ5qY2l3hM2nvIY21wpJz9ZRVm0vaPFTzyZkmso1DXZ7OLyZJ3RAL+/dxd3XLeH9oi1JasEYbVkMpVLAWUyok/BfljqlmwRHwO+ni8rtFS7fZqmvRIYAA7ouv7LSo00TQsBoeJtN910U/f+/fut6u+y6B2O0xnxryo4X01O4uv/DZmtlzKXVVlpcerDqZMoKHSoYUxKJ7ddLQYPHYETw3DRjhV3bVXMtm7HP3gUz/Axkh3nWGLzosj5HB5/ll8P/patHa+2xGY1Kmkqz6Su65NW294Iva6E9XL3LS6xEW5q4K4b9zA0ligpqbGoDEdRqY2l3tvM2EmvhWs0OjlLJOTFNE2uv/MQ7S1+bn33FSTTGdqa/cwmU3zmuj1nzDU8k7CTXpeD20FJObO7ikqY3XWjuCXbnc2k1+KyVbkyawpSb2BzUUu91hN1NbnVNO1FwKW6rt98mqafBz6u63pW07RXAN/VNG23rusTFdpeTy52d5577rmH/fv309ISsKbjVYhGGwFIZwwGx+NcdPY2gkHfiu24H/k+YKLuuAy/4p7fHgicPvLWNE306V52+DrwuVwYZatqHg/4PSYnRlSuvLDUXmCVLtSnxbcD43ADjf2H8Zx7sSUmQ6HtdA2080D/L3jDxa+aP/c1YpGm8twKHLDatlV6Xes5qbb/4Z6xElem0clZzt3RYvnxW5r9OTvhhe9QJFT5+1TcZqn9l0utzt067W87vRau0eGeMWKJFEMK/PnfHuK2P3kx0ZAXOH3WeTtfMzv33YL9bafXYqp99mjIy+GesZISZiMTlcfKpexY1Z/1trGJ7dhar8Uc7hnjw3f/jPZIgMHRGJ9439VV9blWanmPVuP7P7vbr6Ve64a6mtySq5G7W9O0Y+TcjruBH2qa9nZd139UaKTr+nDR6x9pmtYLXAA8UMHmQeBrxRv27dvXDTwwNharWZrzaLSRkZEZIOeSnMmaNHqdTE4mVmRHTcVpO/pTMp3PY2pWwTTmgNzENhabO+3+fZlRJrMxLm04l3i8sstuZxiODcD0dBI1P/cNBDzEYrVz8fV27MB94mlGRyYwXatPslXMeeHd3Hvyfp4c1mlXuyyxWYVFmspjxVOvmui1WI9W7x8JeWnyu+dXbiMh76K2yz1+IVtuYXXVqUDGZH4lr5BdtLzd6bKOruXz1/Lcrcf+2Fivbc0+7rhuz/xKQripgZGJRE2v90bvb+e+W7E/NtRrgUqf3e12kjKZz0B78TmR+ZXbSmNlNTtW9WcjbGxmO9hYr+W0Nfu5/U8XxtvmoMeqc1SChed+XW1vBvvUVq91Q11NbnVdvw24rfC3pmk9wGt1XT9c3E7TtE5d1/vzry8GtgF6FZuTbPBFKySTCi9jpbUc/8kHULMpZrtegLmK4niHUydxKg6iSpAslXO6d7ZkeW7AycAEdNXmId0iUlt303DyGbwnnyRx1gsssXlO+Cx+1v9L/uvZn/D23W+1xGYlaqmpetDrSrHS3bfYxTkYcHPnDXu5/s77V5QVWSjFzno1TEqyYt95wx5uuusQn7lOrvdmxc56rUTKZFEG2uGx+BkVGrGZ2Ux6NUyzZLy9S7IlbzrseI+5GuouoVQZJvnEUZqmfV/TtEvy2z+hadrjmqY9CnwReGvxam690Tscw+lQCK1wcqtkkgROPECm7XyS6und8MpJmRmeSZ3kbO8WjHT1yImOsIGCSc/Qig+xarKhKKlAGN/Rh8CihBpO1cl5zbv5bf8TjCcreagLtcDIGpDJ0hb0QCa76rqN5dlygUXZG3NZkVXJfHwGoKoVsiSPxvF73HK9BVtQKVvy4GiMzua1jZWCYDUVs9KPxnA4ZJwV7EddrdyWo+v6zqLX1xa9ftuGdGiVHOufprs1sNI8UPh7H0TNJJjtvnRVP4JPzR1nzkxzjncr5lz1/RtcEAma9AzC1eet00CmKMQ7zyH87K9wT/STarbGjfiiyHk8PPwoP+v/Ja/b+RpLbArLY61ZP4uz5RZ+YAuZRgtPklubfRiZbEm7+czHGUl9sZkwTXPR9S/JkizXW6hjFEUpyZZc0HB7JEAmbU2lAEGwimpazYpWBRtS15PbzUAma9AzMM1VF3ZgrODmX0nP0njsPjJRjaQrCNmV3ciZpskjc8/R4W7Bn3GRYekBqrM5y2M9ThJz4LMmBPa0JNp2Ejz2CH7956SueKMlNpsaGjknchY/6/sVr972ctwO9+l3EuqGchdnt7qQabQ9EsCpmGQqtBP3vs2DqqqMTyUZmkrS2Rrgrhv3MpC//pIlWah3CvkAhvJjU4NTKRnD3A5IVY4QEoQNpVyrDU6FOdGqYENkcltjeodjpDMGnZGVZWht7Lkvt2q7/WqMFU5sAXoyg0wYMV4VuIBM6vRP3rqaszzW4+LkCOzuXvHhVoXpdBHrPIfGk0/iiI2TDTRbYvfKLS/gH0b/Lz/r/yUv2/ISS2wK60PBQ6Et6MHMZEnh4IaDhzBNUBS48/o9FdvJRGfzYKgK19/xk5J46s6wFyOdwed0yPUW6pqK+QAyWbqavWTTGZnYCnXLXNrgxrsO4fe4iecfJAqCHan3mFvb81xvLm67NbT8mFl1bgr/iUOkOy8m6Vh52RLTNPn57FM0OfxEWF5K8ZYmE7fT5Njgig+3JmLd54KiEnjmQctsbg11saWxk/8+cT+prNxJ2BHTNOdjcKdiKabjKaZii2Nr1+oKLdQX5XHXhXjqwmWW6y3UO9XyAWSzol2hfimMvZMzKfpGYkzOSC4Lwb7I5LbGPNkzTluzF2/D8hfJm577TxQzy1z3C1cVa/t06gRD2QkubzqfdCp1+h0AVYGO5izHh0yr8jstC6PBS6xLw9vzGM7pEcvsvrDtBcykYvx84NeW2RTWl+IYXGAhtlYmOJsWueaC3RH9CnZExl5hMyFuyTVkLpXlmZOTXH1Rx7Kf2rrHj+Dv+zWps15CEjcrzUI1YyS4f/ZRutxRWs0m0lXK/1Siq9ngxLCT4SlorG2N6hJmtl2If/AoTY/dy/jVb875n66RrkAHWxq7+N6xH3JJ60U0udfxAwmWUYitLalzu9GdEmqKapp89qaXMjAak3hqwXZIPgDBrsjvrbBZkJXbGvL08XEyWYPt7cubWCmZJOGn/hnD18xs6/NW/MQsaaT4TuxBDOCqpgtJZ1bmkrs1msWhmjxxfEW7rRnD7WF624U0DB7F2/ukJTYVRWFv91XMZVP865HvWWJTWH8KZYbO3dEipTPOEIysQXPQs+bSUoKwEVhVGk0Q1hv5vRU2CzK5rSEPPD5Ao89Fe3gZ8bamSejJe3DMjpM871pSmdJBJWsazBizJIwkaTNbtqtJb3qYb83cx1h2mlc2Xw7JlQ9KDa7cBPfpkyapzPq6osShQsvHAAAgAElEQVS6zyUVbKXp4f/CEbemvnSzJ8ylbRfzm8FHeGzEmkmzIAjrg7jDCXZG9CsIgrAxiFtyjRidnOXxo2O87JIujNP9xpkmTc99H9/QY6S0V5FwhDCzWU5khngu1cfJzBCTRrxkF/eUE6/SQIPiIm4kiZtJGh0+fjdyNQ1zDlbrTLK7O0vPkJNfP5Ph4u2rMrE6VJWxc6+i7aHv0/zANxl96dswG1aeTKucy9qeT+/MKb721Le44QX/m62N65QKWhAEQRAEQRCEdaVuJ7eapt0C3AJcoOv602XvqcBngVcBBnCbrutfWf9eVuf//OAwqgrn72xZuqGRJaj/O4GTPyW99XKGgtt4LP4UT6R6mDLiuBUXWz1tnO3chkdxY5hZ0mTJqlni6SRzZpqIGqbd1UK7GiKTTK96YgvQGjToas7ysydgVxsElp/kec1kvY2MXrCX6OM/puXQN5i46k1k/aE12XSqTq7d8Sr+77Pf4e7Hvsr+C/8XO4PbremwIAiCIAiCIAh1Q11ObjVNez5wOXC8SpO3ADt1Xd+laVoEeETTtHt1XT+5Xn1cioeeGebHv+nl5S/oxuNSq2Yfdk8cI6h/F3XqJE/seB6/9qY5Ov5dDEy2NLTxQu/5RNUg2XQ65+JUZMfrdjFbXOYmA5kVJI9aisvOTvO9h1T+49cKb7gK3OuoklS4ndGLXkbLUz8l8qMvM3P+XhI7ng+O1XfC7/Lx+rNew/eO/ZCDD3+R12x/OXu3XI3X6bGw54IgCIIgCIIgbCR1N7nVNM0NfA7YBxyq0uxNwJcBdF0f1TTtO8AbgTvWpZMVSCQz9I/FeeiZYX700CnO2Rrmst2tGIYJ6SRmOkY2PYORGCYT6yU2fZSJ7DQ9AS890XYyDODPeLikaTfbXG24MyrZTJYMyyvlYyVBv8neiwx+/KjKN+5TuFyDjjCEAuBYhyjtuXAHw5e8hvCRXxN85Ac0PnWIZOc5pFq6yQRbMTx+DJcX0+kC1bEsm82eMG865/f5yamf8b2e/+bHvQ9wUeQ8zgmfRZuvlVBDEx5nAw2OBlRFQtEFQRAEQRAEwW7U3eQW+BjwdV3XT2qaVq3NVuBE0d8ngS2VGmqaFgJKfFs/9KEPbXvb296GqlpTnDqTNfjAF35OIplBUeBF57dz7dU7icfn8Ez0cG/PP/BoY9EqoVroUYCoO8TzvB10uVtoUZvIpNOYhgkqONTqkyyH04XbZUn3K6JtdeJyZPjFMw7+66Hctl2dCm98sTWSUVQVp3OJD9DUwsTzX03D5CDe/ufw9Ov4jj9W0sRweRh/7Z9gevyltlFwVjh3TreX39l5DZfPXsKjI0/y5NhhfjX425I2AZefA1d+AL+rerzvj3/844s+9rGPxQcHB7Nlb03qur6mbFi11Kvsv/r97dx30av99rdz39e6v131WmAz2qmnvtSbHbvrtRp2tm/nvtfafi31Wk8o9ZTRT9O0FwEf13X9Ffm/e4BrK8TcPg68Xdf13+b//nOgS9f16yvYPEAudneeSy65hG9961uW938ulSWdzebckEtOq4mKgWFmMY0shpkla2TnsynW0zWohqKAw6GgLnOltKZ9URXAASpr7I+S/0/BoThQVRUHKg7H6W2+7GUvo6+vr3zzrbquH1hDh9ZVr8KZg+hVsBOiV8FOiF4FO1ErvdYT9bZyuwfYrWnaMUABuoEfapr2dl3Xf1TU7iSwDSgsu22lenzuQeBrxRsGBgZ2vvnNb/7xq1/96j1/9Ed/ZFmcboPbQQMOvvSlL3Xfc889D+zbt+/F+/fvP2WV/QJif2NsF9ufnp7eS6n3AIAVT70s1+taz8mZvL+d+168v+jVHvvbue9W7m8nvRaw6rennuzUU1/q2Y4d9VoNuf/b/PZrqNe6oa5WbsvJr9y+Vtf1w2Xb/4hcTO5rgQi5Se6LdV0vv1jV7G4HeoAduq4ft7LPYn9j7du577U6puy/+v3t3Hcr9l8NG91nO+9v577Xw/6rwapjbkY79dSXzWynno5pZ/t27vtmsF9P1HvmHJPcCi6apn1f07RL8tu/Qe4CPQf8nNxy+rImtoIgCIIgCIIgCMLmo97ckkvQdX1n0etri14bwPs2pFOCIAiCIAiCIAhC3VHvK7eCIAiCIAiCIAiCcFrO1MntJHArtQugFvsbZ9/Ofa/VMWX/1e9v575bsf9GHPNM3t/Ofa+H/TfymJvRTj31ZTPbqadj2tm+nfu+GezXDXWdUEoQBEEQBEEQBEEQlsOZunIrCIIgCIIgCIIgbCJkcisIgiAIgiAIgiDYHpncCoIgCIIgCIIgCLZHJreCIAiCIAiCIAiC7ZHJrSAIgiAIgiAIgmB7ZHIrCIIgCIIgCIIg2B6Z3AqCIAiCIAiCIAi2x7nRHdgINE0LAdcDB3Vdt7yYsdjfOPt27nutjin7r35/O/fdiv1Xw0b32c7727nv9bD/arDqmJvRTj31ZTPbqadj2tm+nfu+GezXE3W3cqtp2nFN057WNO0RTdMe1jTtmgptVE3TPqdp2hFN057VNO2dKzxMCLgl//9aIPY3zr6d+16rY8r+q9/fzn23Yv+NOOaZvL+d+14P+2/kMTejnXrqy2a2U0/HtLN9O/d9M9ivG+px5dYA3qDr+uEl2rwF2Knr+i5N0yLAI5qm3avr+sn16aIgCIIgCIIgCIJQT9Tdyi2g5P8txZuALwPouj4KfAd4Y437JQiCIAiCIAiCINQp9bhyC/AtTdMAHgA+ouv6VNn7W4ETRX+fBLasU98EQRAEQRAEQRCEOqMeJ7dX67rep2maC7gL+DvgD1drLB9AXeJf3tjYuK2pqYlsNutYW1eFM5ju/AOYYibXGqQvehVqhOhVsBOiV8FOiF4FO1ETvdYTimmaG92HqmiadgHwXV3Xzyrb/j3gq7qu/2v+788Cx3Vdv6OCjQPkAqjn6erq4r777qtZv4XNjaZph4A9Fd66Vdf1A2u0fQDRq2AholfBToheBTshehXsRC31Wk/U1cqtpmk+wKnr+nR+05uBRys0/f+Bd2ua9m9ABHg98OIqZg8CXyvesG/fvm7ggbGxGIZRm8l9NNrIyMhMTWyL/Y2znef3qJxtzoqnXjXR61rPyZm8v537nkf0aqP97dx3K/bHhnotYNVvTz3Zqae+1KMdbKzXasj93+a1T231WjfU1eQWaAO+rWmaCjiAp4H3AWia9n3gL3Rdfxj4BnA58BxgknvicKKSwfwy+6a6aMLGUktNiV4FqxG9CnZC9CrYCdGrYCfOFE3V1eRW1/Ue4JIq711b9NogP+kVBEEQBEEQBEEQhHosBSQIgiAIgiAIgiAIK0Imt4IgCIIgCIIgCILtkcmtIAiCIAiCIAiCYHtkcisIgiAIgiAIgiDYHpncCoIgCIIgCIIgCLZHJreCIAiCIAiCIAiC7ZHJrSAIgiAIgiAIgmB7ZHIrCIIgCIIgCIIg2B6Z3AqCULcMJ0Y5MtmDaZob3RVBEARBEAShznFudAcEQRAqcXL6FLf/9u8wTIM3p1/P1dGrNrpLgiAIgiAIQh0jK7eCINQl//Lcf+B3+ejwt/Gvh39AIp3Y6C4JgiAIgiAIdYxMbgVBqDv6Y4Mcnerh6q4Xsqf7KuYyczw++vRGd0sQBEEQBEGoY2RyKwhC3fHI8OMoKJwV3E6rN0JTQ4DHR5/a6G4JgiAIgiAIdUzdxtxqmnYLcAtwga7rT1d4731AX37Tg7quv3+duygIQo14fPRptge34FLdGKbJWc3beWbkCIZpoCryTE4QBEEQBEFYTF1ObjVNez5wOXB8iWb/qOv6B9anR4IgrBexdJxTsX5ese0lGPksyd1NHTwy8CSjs6O0+lo3uIeCIAiCIAhCPVJ3SyCaprmBzwHvBZQlmi71niAINuXo5HEA2n1t89u6g+0AHJs+uRFdEgRBEARBEGxAPa7cfgz4uq7rJzVNW6rdPk3TXgkMAAd0Xf9lpUaapoWAUPG2m266qXv//v1W9Vc4w6ikqTyTuq5PWm37TNPrkcljOFUnLd4w5MvbRnzNOBUHp2b6oP3Sje2gzRC9CnZC9CrYCdGrYCdqqdd6QjHzbn/1gKZpLwI+ruv6K/J/9wDXVoi5bQXGdF3Papr2CuCfgN26rk9UsHmAXOzuPF1dXdx33301+hTCZkfTtFsp01SeW3VdP7BG2wfKbZ9per35B3+NwzR5ywv+P4pHpy/+5v8Q8TXzly+9fsP6ZkdEr4KdEL0KdkL0KtiJWuq1nqi3lds9wG5N046RczvuBn6oadrbdV3/UaGRruvDRa9/pGlaL3AB8EAFmweBrxVv2LdvXzfwwNhYDMOozeQ+Gm1kZGSmJratsK8oCks92Kj3/m+U7TyLNJXHiqdeNdHrWs/Jeu2fGHyW45O97J1IkEr/iPjuKwEIhXw0uYL0TQ2uqh9r6b9dzt0SbDq91nr82sj97dx3K/bHhnotsNrPXq5nq37DrLBTT32pRzvYWK/VkPu/zWuf2uq1bqirya2u67cBtxX+zq/cvlbX9cPF7TRN69R1vT//+mJgG6BXsTnJJrtoa0FVVQxVYWg8QWuzD9U0MbLGRnfLVtRSU2eyXk3T5OivvoHRqNDlaqLxyZ8wu/0iDE8AgBZPmGcnjjCXnaPB0bDBvbUPm0mvMn5tfjaTXk+H6Nn+bCa9FvR4uGeMSMgretyE1NsYWCvqanJbAZN84ihN074P/IWu6w8Dn9A07RLAAOaAtxav5grVMVSF6+88xHQ8RZPfzcEb9mx0lwQBgOzQEXqTo9DYSOPOy1GGvoPv+KPEdl8NQLMnFyYyPDvKlkDXRnZV2CBk/BI2E6JnoZ4QPQqbhbqe3Oq6vrPo9bVFr9+2IR2yOYqSe0I8HU8BMB1PMTyeoC3oWdLFT/h/7L15dGzXXef7OUPNo6pUJd0rX8d2hpOQAM2QxAmNbVix6U5o+jUPaPOggYTYCwgJ1zaOhwTshEDsxLEd0g39CAnTC8sNzZTXeTQ2w01CSAMxHWeyj2Pn+s6SSiXVPJ3p/XGqSjUcSSWpSqrS3Z+17rpV5+yza9fRr35777P39/cTHATmc5/nQihAQg3ji6RoxecJnn+mZ3I7B8Cl6rKY3F6GCP8lOEpsZ88CwUEj/KvgKDF1qYAEk8NxHLKpMPGIH4B4xE82FRaOS3DoOI6D+cK/cCES5ng4g2WZ1FNLqBuXkJo1ABKBODIyFyvLh9xawWEg/JfgKCHsWTBNCHsUHCXGsnLb3iL8JuBbcUNMF4CngL/Udf0L4/gMwXiQHYdHb7ue1V6Nz2E3SnDZYxcu0agXWZP8vKq9/biZOob0wlME8+dhYR5FUkgG4lyqCgXC5YrwX4KjhLBnwTTRsce1Qn1Tc3vYjRII9sC+Jreapn0f8KtADPg08Dmg3H7/CuATmqaVgXfruv4/99lWwRjoBAdYSARxTEs4LsFUYF16hgsBFQeY98UAaEVTOJKMb+0s8K8AiAfi5Ovrh9dQwaEi/JfgKCHsWTBNdOzxFVenyeXKwh4FM8t+V25vAX5W1/V/3qqApmmvBu4CxOR2ihBbTQTThHXxGVZicQCSasQNFaeoGNE5fPnzWO1ycX8MfWMFx3GQJOnQ2is4XIT/EhwlhD0LBALB+NjX5FbX9R8aocw/AzuWEwgElyeO42BdeoaV4/OEFIMQKnZ7OtuKzhHOn8dqD/4S/hhNq0ndqhNWw4fZbIFAIBAIBALBlDH2aMmapsWBaO+xTk5aweExmCReIJgWnNIKTr3EipphMTiH42xuhjIjc8iXnoN6BVCIB9wty/nGBuGomNxebgg/JphVhO0KBALBwTC2aMmapr1B07RvABvA+Z5/58b1GYLdI8syqAorxQaoCrIiAmQLpgtr7QwOcMmukw0k+waARiQBgLzhBpGK+92ty/l6/sDbKTg8hB8TzCrCdgWzQsdWnz6dF7YqmGnGuXL7MeBXgMeA+hjrFewDkZRbMO3Ya2co+nw0HJOUP9Z3zoi4kZNZvwiRYyTa53NicntZIfyYYFYRtiuYFYStCo4K45zcBoHf0XXd2rGk4EAQSbkFs4C1dobVVAYwmRvQ0dr+ELbqR15fgRMQUAMEFD9rImLyZYPwY4JZRdiuYFYQtio4Soxzz8EjwDs1TRMhTA8Br8ixIim3YNpxHAc7f5aVmLsim1AGdLSShBFJIm+sdA/F/XExub2M8PJjC8KPCaacjsZW9MGCWUDYquAoMc6V2z8B/gq4R9O0td4Tuq5fM8bPEfQgyzK27D5x6yaBtzYD8ogk8YJpxqlu4DTKrPhkEkTwo2Bh9pUxIkn8a2e77+P+GOuNjYNuquAQ6fqxjRrZVIRCuUEiGhjydwLBYTPYJ6syog8WzASqBI/efgPLaxUW56OokjPQGwsEs8E4J7f/Hfgs8McIze2BsZNGQiSJF0wz9toZAC45BguhOSx7uCs1QzGkVgPZqGP7QsT9Uc6Wz4tct5cRXT+WCnPykVMUK0ITJphOPPtk0xJ9sGDqMR247dFTOA5IEjxyUvhXwWwyzsnt1cC36bo+Ft+tadp9wH3Aq3Rd/9rAORn4CPB9gA08qOv6x8bxubPEbjQSYmuJYBqx8mewkFixKlwbuNKzjBlytyyr1SKtZIioP4phGyLX7WWGJEms5GsUK0ITJpheVoVuUTCDdMaTHf8KCNsVzCzj1Nz+BfC946hI07RvA14LvLBFkR8DrtF1/SXA64H7NU3zHhkfYYRGQjDr2Gtn2EhlMB2bOV/Us4wVco/LFTdCcqxdrtAsHkwjBVOB8HeCWUDYqGAWEf5VcJQY58ptAPikpmmfBVZ6T+i6/hOjVqJpmh/4L8DNwKe3KPYfgY+2617TNO3PgR8GPrSHds8049DUiuTygsPCWjvDenYByBNXgp5lzKA7mVUrrs425o8AsN7Y4Hjk2IG0U3B49PonEUNAMO1sZaOinxVMOx3bXSvUmU+GhH8VzCzjnNx+tf1vv7wX+H1d189qmrZVmSuBMz3vzwInxvDZM8d+NLU7BaMSCCaJ06jgVNdZC10FLYgrIbCHB3+O6sf2B1EqboTkqN+d7K43CgfZXMEBs51/EvpFwbQyaKPIMqiK6GcF048DSKDIIpaFYLYZ2+RW1/X37LcOTdOuBb5T1/W7x9CkTp1JINl77I477rji1ltvHddHTAV7eSIsEnbvDS+balPQdX1fM67LxV7BXbUFyCkQUYL4peFIyR3scByl6t7asBpCRh6KmHxhrcpff+EchmnzPd++xIuPJyb7BWaEWbXX7fyTWAE7usyqvQ7SsVHRzx5tjoq9grDVy4FJ2us0MbbJraZpdwN/o+v6P/ccew1wg67rHxixmuuBl2ua9g1AAq4A/krTtDfruv7XPeXOAi8Cnmy/v5Kt9bkncQNTdXnssce49dZbSae9NX7jIpOJTXX9T5/O9wW+WCvUecXV6bHVvxOTrH/CbR+yqTbvAe4fd93jstf93pNxX194bpk6sK5YLISThEI+tnJJdiSGr7hGMukGkIoFIlTscrfOLz+3xq/87j8jyxKqIvNPT6/yS295Ld/+8uxY2j9t926XzKS9rhXq2/qnnZjlv9kst30M18+kvXYY/O479bOj1jOu9hxWHUe4npm21172aqt7YYbHf7Ne/yTtdWoY57bkX8CNYNzL14A/B0aa3Oq6/iDwYOe9pmmngTfquv70QNE/Bm7RNO3PgHng3wPfvUW1jwK/23vg5ptvvgL4bD5fwfbYBjkOMpkYuVx5InWPWr8sy9j21tuf5pMh4hF/9yndfDLUrXMa2j+NdbcZsqk243jqNRF73e89mcT19TPPIkVSXGoUeUlsiUpl6wxiwXAc6eI3KKyXQVYIqxFWy+vkcmU2yk3e9/F/JJ0I8n/d+DIMw+Kxv32OD/3hk/zqLa8lEvTtq/3TeO92yUzaa8c/VWotjmeiff6pFy8t42Hf88vZ3i5He+3g9d2362c7DPbV4+rDxlHPNLVlGuthhu11kPlkiETU3/d+EmOpWR7/zXr9TNZep4ZxTm79gDFwrAV4R4kZjbYCADRN+xTwS7qu/wvwB7jRlL/eLvMeXdfPeFXQXmY/Un+0nVBVBVOSuNibiLtlDZUTwVn2xiRt6nKyV3vtDGb6OCVzlaQvsn3ZcAzJcVDrZcxIkpgvQr7hanA/8cSzmJbNf/zel6JIEopf5d++5kp+/690/uqfzvKD1734IL7O1DKr9io7Dr9+xw2Yls1aoY4kgaTIXb2iiBlwNJlVe92K7frZUftqwfRylOzVL0s8ctsNLLft0a9Ay1spJJhRLpcx5jgnt08CP4f7VKDDzwD/stcKdV2/puf1m3pe2+3PEnhgShInHz61qZu4/QbPciI4i+CwcIwGdnGF/ImXQGOVhBLatrzdTgek1Evu5NYf5RvFF/j6uQL/8myON73uRQR8Mp0FvIVUmJeeSPI3T57njde+aNJfRzABbMsGSeL2Rz/jqQET+jDBLLBdPztqXy0QHAQtB2GPgiPBOCe3twFPaJr2n4DngRcDi8CNY/wMwQ7IsszFtUqfbmJ5rcLxudCWW1hEcBbBQWPlzwEOa34/NCCu7jC5bacDUmpubtuoP4rpWPzFP+rEI35edXWKQTP+Ti3Ds+cKPPlsjhNLc5P4GoIJIknuqmyvL1tdr7GQcDcDbXVO+DPBNDJol9v11QLBQbOXsaNAMK3I46pI1/WvAi8DPgj8c/t/Tdf1r43rMwTDKEr/n9C2bRbno32JuBfno0POSZJmO9S7V/tn/TtdTthrLwCwqjhIQEzeXr1gh9xty3I7YnKsvY35mYsXed0rF4YmtgBL8xFSsQCfferi2NotODgcxyGbCvf5smwq3J0kLKTDJGN+ElH3XzYVPszmzgTCbx4evfe5o7FdnI927TcR9e6rLxeEHR4uHXtMJfx85zdlSSUub3sUzDbjXLlF1/UK8Ng46xR40zQs8Klc6NVGNFxxhCo5PHr7pm5ClZxugpVZ16nJioQTMMhV82QiaaSmD6DvmO3Mzve5XLHWziIFY6xadeb8MWSk7bfFqz5sNdC3cgsgB5q84kXeq7KSJPHyF83x+a8sU6w0x/wNBAfBoF5RlcD2q64Od73GIydvYKNUJ5VwJ70rxQbZVFgMyAYYxW9KTR+2Je7buOntcxfSESRZ4uJqmcX5KEGfh8ZxMHLJjNOxPX3tedLh1JCdedmmsMPDIeSTeOgdm/YY8knUj5g9TiuqX8b2tfjq6rMsRjPIhh+zJcaye2Vfk1tN0/4UeH9v+h+PMq8G7tF1/Qf381mCfsrV1pbaiE5AiuNzIWzD7MscOus6NSdgcNcTv0a5WSEWiPLgjfcC9B176PveBSiH21DBttj5MyipJXKtIvP+BLa9cxAVMxhGqZUACCnuyu3x4zIBn+K5cgvw4uMJ/uEry3zh6RW+5SqxNXnWGNQrmqpCsdzkvo9+vuvD7r/lWjZKjb5jH7njew655dPFKH7zwRvvhdpYn3cLGO5z33PL63j3f/0HYhE/j9x2Q38/PmP98Sh42l6Pne10XnBw1A1HaG4PCdvX4p2Pb/4OPnDTvdASv4O9st87938Dv6FpWhz4NKADZSCGu0X5BtyoXO/e5+cIelAUmQse2oilVAir54mn11bkWdapSZJErpqn3KwAUG5WWK8VsByr79hqNU9aWpiJ73Q54lgG9voF1Fdcx2rrWb4tnN35IsAKRFDbk9uLFxwcWyadcbac2AIspkJEgir/+JVlMbmdYRzHQZIk1op11kvNPh+WLzaQJanv2Mp6lUwsIHwA3n4zV82jSPLQsYy8eJhNPXJ49rkbNaJhd6v98kA/3qspPwpsZXsZebH7m97uvODgUFWZ8x7jyivSIUxT/C0miSzLLFdyfb+D5UqOReW42IW0R/aludV1/a90XX818GPAOdz0PD8EvAY4C9ys6/prdV1/Yt8tFXSxLJtjHrpaa4etPDtp2KYdx3HIRNLEAu6W1FggSiqcHDqWjaRn5jtdjtjrF8CxqESTNG1jxzRAHaxAGKXuTm6fO1MHI4jjq217jSRJXHMszhe/nsPaJuezYPpxHId0IkR2rt+HpRNBUvFg37GFVET4gDZefjMTSZMKzw0dE/dsvHj2uXNhKjV3AjEYH2OW+uNR2Mr2Ot9xp/OCg8M0veO1iInt5LFtm8Vopu93sBjNiIntPhjLmreu618AvjCOugSjkWhvGfHS6kiS1H0qOhShccZz20pNHw/eeO+Qdqz3WCIYJ1+pHnJLBVth5b4BQC7Q7kTV0QIBWcEIstEEo8lzZ+oEvylM2SjteN01Swm+fHqd5y+UeNmJ5N4bLjh0ZMdhLh7gkduuJ7dRYyEVoVBuMBcP8OHbr2cl7/q1ZCxAPi/EYh1G8ZtS04eDGEyNm06fmy/WmU+GkWSJ9/3M67v99qO3Xc/qRo3s3Oz1x6PQsb18fZ10KDVkZ162KezwcAioEo/efgO5jSqZuQgBVaIp3OiBIBt+PnDTve6KbVtzax85b3BwjC1asuBgkRUZHIegXwHHwTRsZFkGVWGl1ACfSqFugKq4ZdvYlg2m5W59Mq2ZCiYFYFsOTk11ty3VVGzLGTomS8Kspxk79wJSIMoq7upFXBltG54ZcFd4V8+s0WjaxAMRykaZnYJsXrUYQ5ElvvT82r7aLTh8VEXGdmAlX2UhFcGnQDLkw26ZOMamX5NlEXm1l1H8pgjiMxlkSQJJwjBtHEB2bDfdj2F2A8YoRzhScMfOtPkXe9qZsMPpwWnfe6sdAkOsoB8cZsvGrqq8Mvsy7KoqgkntE6FWnlGK5eZwYCiJvmP3v/Vabnv00zxycjhIxaw7La/2z/p3ulywcqdR5q9ktVlElRQish/LMne+LuhObtfO5lCUOeZCUZ6rnms/5d96cBjwKVyRjfL0mcK4voLgkGg5DAc86Wu4GEIAACAASURBVPndCx+wPcJvHjymJA3bbHu74awHeBwnwg4PH0//KhDMIGKJawZxg1RUB4Kq1Fnd6A9ckSvUcRxYXa+JHHKCqcAxm9gbF1BSS6y1SqT98ZEHNVbA3b5cWd3gyuNBwmoYG5uGvb3uFuCqY3HOrJRptnaOyiyYThRFHgrAs7xWQVGEbxNMJ7LsbbOyLCFJEqseAR5FXy04DIR/FRwlxOR2yhilY3Mch4VUZCCoynCglUwyhCQxE0EqRId+eWCtnQXHRk4skmuVSAfiI6UBAndy6wD+VoljWR9BxZ3sVq3yjtdefTyBbTucvrSzRlcwnew1kN7livCph49tewfpsW1n5gM8Co4WluVtq8K/CmaRsW5L1jRNA74ViPYe13X94+P8nKNIb6L3bqAnDz1sp1yh0uDR229gdb3aDUQBPcEpUhGK5QaPnLx+qoNUiATulxd2O5iUHU2TXynz4tjS6BfLCi0lxJxcxT+nYLUnt2WzRFrdPoXJlYsxJAmePrvBy18kUgJNKx3/9vTpPPPJUNcPdo63THPLQHoCF9u2kcKm8KlTQkCR+my2N0jPrAd4PEg6YwV97XnS4ZSw6wkQVPttNeiTaAj/eiAI+x4vY5vcapp2L/DLwFNA7z5BBxCT2x0YVXvTWy4Rdcs5htXXIS7EgziGSTLkwzGtqe4sRQL3ywsrdxopnKQkOxiORcI3WqTkDiUipJQaclShabcnt0YRdohJFfSrLMyF0c9u7LXpggNgKz/Ye3wu7h63mqaY2HpQbJaET50impbDbY+cwnFAkuCR227onus8wF5IBKe+rz5sxFhh8jTMrW1VMFmEfY+Xcd65k8BrdF3/0n4q0TTtz4CrcCfFZeAduq4/NVDmPuDngAvtQ5/Tdf3t+/ncw8Qz0Xs7mXvvFqXBcsVKi5X8cLneHHLTjEjgfvlh5U6jzl9Jru5OMmNKaFfX54wwi74iGzj4JD+KpFI2iyNde0UmwlPP5TFMG58qFBnTxlZ+cDEZZLnn+EapxaXcsN8TuPdwVfjUqUGWZS6uVShWWt1jy2sVjs+F+nJYir/N9oixwuQZ1VYF40fY9/gZ5+S2Djwzhnp+Qtf1MoCmaT+Au+r7HR7lfk/X9XeO4fMOnV7tTWfFIpsK45iWZ7lkzE8s7KdSb7GYDmMblmdO2152On8Y9CZw7zytykTSOLXpaqdgPNj1Ek5xBfma72DNcHWyMSXAqCkNa01YbUV4aegisgO2JBFWwpTN0XS0J7JRvqDnOLNS5iVLib1+DcGE2MoP2qbF4nyYubgf23ZXFBbSYTDFOtcgjuOQjQqfOi10NLedPrtca7E4HwXLZlTHN41990EjxgqTp2OrqYSfa5aSfONCwdWHGztnMhDsD2Hf42dfk1tN03qXP34J+IimafcDK73ldF0feRTSmdi2SQJbRZs5UtEyRtXe+GWJh09uaiKahonPp7LSo73t1eqOquU9LEQC98sH65IOgJJcIlf9BookE5aD2NZoe0svrEHBjuBzTBS7ia0ECMlhysZok9uleTeV0LPnCmJyO6V0/OBaoc58MoRflmj5VC7mKnzoF27AMEwCfh+mZbFWarCQCiPZ0+XTDptEMC586hQRVDf77KVMDNtxuLhRY3E+iio5mFtEcJ/2vvug6YwV8vV10qGUsOsJEPZJPPSOzfFl2CdRE9KPA0HY93jZ78qtyebjx85k860956X2eWU3lWqa9lHgpvbbf7NFsZs1TbsJuATcr+v6/9qiriTuJLnLHXfcccWtt966myZNnFG1N155yG5/9BSFsrdWd9rz6NmWA90E7s5M/Ji9bKpNQdf1fSVTnRV73QvW8rOg+iE2z1rhi6T8MXBGH6xdXAezrbMNtCoYoQBBJcy6sYok9aU79SQc9JGKBXj2fIE38qL9fJWZYpbsteMHX3F1mlyuTMunDvm7jXKD+37r81Pr0w4bWZJxZsyn9jJL9joKDdPh5MOnqNRafOgXrue+j35+pDyi0953HzSdsYKWeTG5XHlq7Poo2WvNcESe20PioOx7kvY6Tex3cnv1WFoxgK7rtwBomvZjwEPAmwaK/CbwPl3XLU3T3gD8haZpL9d13StazEngvt4Djz32GLfeeivpdNSj+PjIZGJjr/PLz+X6NGmX1ipEgn4K5Ralaou1Qp1XXJ3uln/6dL6v/OD5g27/QdU/4bYP2VSb9wD3j7vucdnrfu/Jfq+Xcs8ROPYSEokQGy9UyIaThMM+wDfS9fmyTCLiTm4TUgOiQRKNOOfqp0kkAuz0DC2ZDHP1UgL9zAbz89FdpUo57Hu3z+tn1l4H/d3qRpVy1RjJp83y32yW2z6G62fSXjsMfveODSei/qFc9MtrFb75JRnPetYK9T333du1Zy+Mqz89ovXMtL32Muhvt7PP/TLD479Zr3+S9jo17Gtyq+v6mc5rTdN+Udf1hwbLaJp2O/DwHuv/hKZpH9U0ba534qrr+mrP67/WNO0c8Crgsx7VPAr8bu+Bm2+++Qrgs/l8ZWJC+UwmRi63c/7NQbz0NbIsY9vuikYnD1nnydqx+Sj1lttxAswnQ93PlWWZ+WSor3zv+d20v7dd49AA7fX+HHbdbYZsqs04nnpNxF73e0/2e30qJtNaeYHAt97ExnqF5XqRpVCWSqUx0vWRSICLeZtUNgw1sIvrVIJLKJYfB4eL62uE5a07hGQyTKFQIxMP8mTd4CvPrrCYioz02Yd978ZgzzNrr4P+LjsXIeBr9h3L9Pi0jm867Hu+0/Xb+dDtrh3FD0/7dx+BmbPXDl7ffXE+SiLq7+ac77XdxfkouVy5r4/v1LPXvnun9uz3O+21/99NWwY/o/f9uPr3MY4TZtZeBxn0tx37HDezPP6b9fqZrL1ODeMMKPXLuKusg7ybESe3mqZFgDld18+33/87ID+4Iqtp2nFd1y+2X/8r4EWA7lVne5l96v9oXvoaWZIwJYmLbf2DKjkocn8eslqjxUPvuIFCqU4yHkKVHFCV7nXHszE+fPsNrOSrI+XRU2SJqNqkce4ZEvEMNYKYaotcNU82kkaSZFYqucs6f+IkbWpW7HW3NM89AzjIc0uUrDotxyThG21yCVCqQb0FoVgApyYRaLjOP9zOdVu1yttObjssZdzP/Pr54siT21lnlu1VlZw+f+dYNql4kIdPXsdaoc5CKkKt2SIS9OM4Dit5139Oa3TPjn81Cqv4klkqVgBrBB/amw/8qPvhWbZXL8I+iUduc204FQ/y67ff0O3Tg6pEA7Wvj+9ocKctB+5ebXc3DOa9V0w/Vnv80bH1aeMo2WvY1z++nCXN7eDYdRL2OUlUv4zta/HV1WdZjGaQDT9ma/y/+KM6xhxk35NbTdO+t/1S0TTte+gP9HQNbjqfUYkAf6xpWhiwgTzw/e3P+RTwS7qu/wvwa5qmfXu7TBP48d7V3FnES19jS9KQ/sG0HO748Cnee8vr+7S297/1Wm575BSPnLwePK4bNY9eVG1y8eO/iF0rIUcSxG95iLueeH83gtu7rns79596mKg/IvJwCUamfu5rICtIsQy5qhtvLq6OngboUt613HjMwVgP4mu6biXUntxWzBIZ3/Ed60nFAoQCCvq5At/9LTuXFxwunYH+8WyU2x89xQd//nre/tDfUam1ODYf5b23vo5m06bVavZpGT9yx/cccsu96fOv4TjH3/IQRcu/43WDORCFH54dvHSMv/3JL1GouA+mt9I4TlsO3L3a7m4YtPMP3HQvdz/+fkrN8mbuT8HEqBkOtz96ikjQT7XR4uGTNxx2k0bmIOxzkti+Fu98vN/2aQm/vlfGcec+1v4/iJu2p4MDLAMj559tT1Bft8W5N/W8/qldt3KK8crvWCg3aLSsvmO5jSqWBbYNF9eqFMo95wp1HAfyxTqGaQ/pJo7PhXYMuCNJEkZhFbvWjj7rOKxWckO5t6L+iMjDJdgV9W88hZK5GgeJtZZrX1E5OHIaoEvr7tBuLmJj+EL42zYZUtzV19KIuW4lSWJpPspz50crLzh8ZFnm4qobW+BSvtr1bRdyFS7lq9i2jWE6fT5vZb1KJhaYKt806F/tWgmjsIoUObFjGjevHIjCD08/fr/M2VxlKE7Gi5dSPHNmneW1imdf3cs0/F33aru7/YxBO1+u5LqBdTq2Ph+ZG8vnCfoJhWROL1colFvdseXyWoWrF0PU64dvg9txEPY5SWRZZnlgrL1cybGoHJ/aXUjTzr4nt7quXw2gadrv67r+E/tv0uWHV37HZCwIktSvLZvb3EaZGdDjZJIhJAnSidDQdaPmKnMcB18yixyOu05CkshGM0O5tyqtqsjDJRgZu7pBa+U0gW97IzgOa0YJGYmoEsA2R8uhd2ndIRV1UGSHli9MuL1y65N9+CTfyJNbcFMCPfdUsfv7EEw3nfyL5VqLY+lIf8yBdIRipYk04PMWUhGs1nTtpxv0r3I4ji+Zpdba3odulQNR+OHpp9WyPeNk/MMXz+IL+D01jtOYV3Svtrvbzxi088VoBqm9GbBj64LJUK8P2+rifJR6ffrscZCDsM9JYts2iwNj7cVoBrs6G+2fRqRZeKoxAa4CTk9TQClZkbElqU9fIysSpiN19Q+q5LbVdCTKlQaxaJDV9SrZVIRiuUEiGtjyuq1y6Q2iKBJRpYldyiHvQ3M7GCBjv/dnNxyA4P+gcyxfxT7t9TCDxLSe+TTNz/wO4Tf8HE4wxu9eOMXZZp4fP3Ydlj1ax/lb/xMW5xyufVmDpQtfZD5/mie/6204ksTfrH6KTCjLG7M/tOX1nYBSAOdzFf7wr7/O2//Pb+HbXjq/42cfdoCdMVw/8/aq+hVMR6LRMgj5fVxaq7A4H8GnymyUGsQjgT7NbToRIp+v7PkLTOpv1vGvvbpF2+5fnfO6djvNrWL4MQ172+vH0fYDvH7m7LWD13cPhX3UDYfcRpXsXISgT+LMcoVsKoxflWhZDPXV0xQ0qVNHx3bNwirqHjS3owSmGkVzm06NJ8jRGO/xzNrrIOGwj1rbVjNzEVdzOwHR7STGaINj10lpbic1vuxobpcruYlqbg/BXg+Ffa3ctqMU72g9uq5fuZ/PuRzw0tfY7fno8bkQtmFi4k4akaFh2MSAcEAFxyEV9WNtc92oWJZD0fKTOfHy9g/YhpabM1ExJGxfExWQcSfRg5Pbg/qBCmYH6+yXUGIpCCfBtlgzSqQDcSx7tAcu9RYUq/BNJ1w7MnwhFNtEtVsYSoCQEqZijt7ZLKbCKLLEs+cKI01uBYePbTogQ6nSIjinciITxrEdDMOm1jCJhvzIjtP1n7I8nf13x79KkRM0TVcnZpR3DtDTmw/cbq/SHgscw5JaXGxdYDGaQbX8GHILfe150uHUkQs0Nas0GxbIEo7jPsRoNu2unbbanXOnr7ZlGVSFp0/nmU+G3CBS1pT0n21TcuTtU67txOAEttdOB/Pem73jD1PCDk4+4M7lTKtlgyTRWZdomTN0fzuubp/2eVjIshtESJGU7nvB3tnvtuQf73n9auAngV8HzuBGMP554Pf3+RmXFV4r6b1P5wYDT93/1mu57dFPu4GktrluHO2yfS3u7Aku9cEb74FWf/RCIYoX9OJYJuaFrxLVXotlWziOw1qrzLdEMowquM23JeCJiNvRtnxuEKlAq4IRChBUwuSal5AkdtSVA6iKzLF0mK+fP/IBA48MXgH3gOFjzmwMxhzHIepr7ToASm//YHn42nsef4Bis7QZfEcEmjp0PG13wE47ffVWdj4NjCtgz2DQKC87HRwHueMPQ4wtJozpEYx0Vpj1gFKm4jF2HmtCm8uLfT0b0HX9051/wE8B/0bX9Y/quv64rusfBd4EvHkM7RTgbuNZHQg81QkktbpeQ5Imt1ohy/JQcKnVSq5vhWQrUfy0rqIIJo+1/CwYDQJLLwWgajWp2y2S6ugJ6DuT23iwvXLrdwOuBJqb6YBqVg3LGW0lGOD4fIQzy2VaxujXCA4HL7+3ulEjX6j3H5uwDxwnWwZAGbH93r52lXD7t9EJvjMr9+Oo4mm7W9jpbsoeNPu11956vIKj7VSPGFtMHlmWPQOczcI9Hpd9HhaKIrNcWR3y54oyG+2fRsa58H0cGBQ5VYClMX7GkWKrDg7a248H6A08BfQFksqmwvuOCredI7BtuxtcCiAeiLEQzXafOEuS1CeKB7qi+E6ztqt/VpyQYHeYZ58CRcWXPgHAmuF2PrtJA5Qvg0+BcNA1pM7K7WbEZPd9zRpdY7k0H8WyHc6sTDRZumBMLAz4vexcmPm5EIloz7Ex+MCDpBMABUlGTS/hS2b72t/rEwf9o7evzaKikAjEiQdibqCpGbofRxGvPnsrO91N2UkzaG+9AXuAbsCeIc3sDnspe4NGwWaQqMF6FKW/nq3GFiKS7PjoBO7rtb/F+ehM3OOufUYSyOE4ciThaZ/TimXZLEazQ/58lvL0ThvjXPP+JPBJTdPeB5wHTgD3tI8LepBlGVt20/90gkfhuFuSVjZqZFMR1kt1kvHQUDAoVaIvyXa90eKRk9fvK8G7V3J2z3abAT544z0UG0XioSQrlRzZSAZJcp+qZiJpVMvPB266d1Nzi8yyvUw2mqZYL5MIxYjadBNt9was2ilIlWD2sM4+hbr4MqT2E8hcy51MRtUgoxpsvgTpxOZWNcMXxEHC33Qnyp10QFW7TFRJjFTnUsa95tnzBV56RXLk7yM4OGRZRlJlDMum0TT48O03cGmtwrH5KIoicTFX4ZHbbugLpjftm5J7fS2pRZbe+jBYBmZpDSQ3KIpt20hhk1w1z0I0g+PYrHr4x01fu8piNIssybz11T9KOjSHT1GhpbqaRcGhEvLJfX12yCdRN713jMiOw6O3Xc9aob6puT3AtvaNBeYWwbG7fXWdIMff8tDAOMG1RZ9PxvY1Wa3kyEYzyGYAo62H7WhsO1pwxfTz4I339vX5nXQ//qCMqbS41LZp1fLTarTrMQbGFoYfW9j3WAn7pD5bDfskJhBPaiIYUpAr3vIBjPVlfKlFmkoQZkiTHZT7/XlQ9lMT9r1nxjm5/RngfuC/4q7iXgL+CHjPGD/jSOCpq5EY1tI+copHbruh71rTgdsePYXjgCTBoyev33eCdy+tAgxvGzVaNrR8JMJJ7uzRBrzrurdz/6mHifojPHjjvThVlUXlOI5j8ItPvK9b7p7r3sZdT7yf93/Xz1L+g19CDseI3/IQd/XoeIVO7Ohgl1axi8v4X3ptVwy71iohIRGVAzgjRkrOl+FEtueAJGP4gvgb7kS5s3JbMUss+Dwq8CAcUEnHgzx7rsibrh35KwkOEFuWKJaa3P/bn+e+n76Wd/3mpt+7/62v497f+BzRsJ8P37Z/H3hQ9PnaSIKlNz/Ihd+5q18n1jS564lfo9Kq8v433M2vfuYjnv7RkFvc8/gDRPxh3nHtm/vKveu6txMPxIQmcQqomw63PbJpu4N9ei+d4FGvuDpNLlc+cJvu2me9wtKbH+DSY+/rt82WGwzNTbHSEwvE19wyHoeXxtbpCRrl9NSzne7QbLnBpV6ZfVn73szCL362qBmj2+q0EaDO+Y/d2bXXK376g9TwXqiZRhp2i7sefz8ODhISD950D0Jzu3fGdud0XW8Ad7f/CbZAktwV215dQ75Yx7IdTy1tJ6m7bTvda4uVVre+lfWaG3lxj9svttIq+BPe+eRc7e3qkGYm6o90X2fkRRyHIW1NvrqBg8NqNU8kFAXHGdLxbl4vVm9nHfPsUwDI85vB0nNGiTlfBNmBUdSuTQPKdUgNPGsxfKHNbcmyO7ktGQUYfbczx+cjPH+hiO04yGJb/NSRL9ZZLzUByBXqfX5vdaNGNOzmY9yvDzwoBn0tjoOxvtzne81SntWQQrlZIR6IeeoTM/Ii4PrXYrOEg8NabX2onGmZpKTZ2Zp3FPH5ZM6tVfpsd3mtwon5EIYxXX+XXvuUw3HMYm5Ywxg54bkV2SseR0Zd8hwHbNXHK4rMJQ/d4TF1SWzPPABmyVYHURR5yJca68so8atmwnZ8PpkLlVVKzU2Z1HJllSX/0tTf+2llv6mArtN1/TPt19+7VTld1/92P59zlOjV1XRWadMJd0Tee6yjpV2cj+K0tzDJsjR0bTYV7p7fa3u8kl9vRUd7Gw/EuscykTSVVnVTP1NzUBSZTKg/IXs2Oo+CQjaSplyvIIdjXR1vp0znesHsY559CjmxAIHNmelaq0w6kMAeMQ3QetvXJyL9NtHyhQi3OwJVVvHLfspmaVftuyIT4cvfyLO8XuN4OrKrawWTJ50IoSpuWoRMMtTn947NR1BVSET37wMPCsdx8M0tIEcS2NUiSBK+1CJqeglz/RJyKIoaT5P1K8QDMSSJrj6xM9nNRuZx6u1+JDJPPBCj3KowH04N+dF4ICZ86SGiKDKGsalj7Nju4nwUw9hNgr6DoVe3CBJqIoMcTSIHItjNKr5ktr1i24/XmCAbzWC1ba/Xhnv7+ME8t726w07ZxWgWqzpcVjB+ZslWB7EsG19q0bXd9rKzL7VIpTkbNmMY3rZvVGej/dOItB+HoWnaV3Rdf1X79ektijm6rl+z5w+ZDFcxoSTYHbZL9CwrMnY7MmJHcyvLEiYSy/kqi+kIhXKDVDyE4zjU6i1CIT/Lbb2ZLEus5Ktjy4PXSX7dq6VJbZMovaOL6WgDVEnhYnmVTCRNwPZjyK72ZjG2gOW4K7XZaJpCvUgylCAiqbB2AXlCmttJJdnuqX/mkrbv957s9nrHaFL5/bcR0P418jWvJZkMUyjUuPfrf8grE1fzmshVI9XzlRfgL5+EH/seG1Vqdo8vXfgi8/nTPPldb8ORJP4295ekAim+f+FHPOvpfH4v66UGv/2pp/mpf/tyrvvW41u24aDv3QSun0l7za9XXc2taVOqtZiLBrs+c6NUJxkP4lNlHMvui0vQuX6a/mYdLaNZXMWXzGBUSqjROSRszMIKanweVBWjVEBNpilj98Ut2KgXSYRirFbyZCNpkHBft2MZJEOJrjY3HZlDlVSchrInXzoF927m7LVDJhOjWKzTau+62tQtOv3vdxAyjqsP2209fp9MWK67usX0EpJjdTWMdSlEo+E91hgaE/RqZdua23x9nXTI1dxaW/T5gbCMIW3W48dP0+kvm95mbDLJe7NNPTNrr4OEw75d2+pemMQYLRqW8Vn1rr0avhCVyvi3rk9qfBmOyTTsVr/mtjyR9l8W29T2tXLbmdi2X1+9/+ZcHnQmo51E7jZgS0pXSyvLrpbWtm1u//Cn+dA7rh/KPTZOTY5lORQtby2NF4bc4q7H+zU0Hf2MER7W3ixE53nn479GqVnu6mjSJ17edhCbSdoH9TeC2cW6+DWwTJTsNd2/aM1qUrWaJH2jr5Lmy6DIDrGQQ72xedzwhVBsE9VqYagBQnKIyi5XbudiAcIBFf1cYdvJreBwsC0bLBtFkkiFfNiGSTYd5uTDpyhWXF/4yMnrmYUd5Z5xDRybCz3Hjt38bpZ/715ib32Auz/3G33+NRGM8c7HvXW4H7jxXqyqDMhk5EXmI53Bv/Clh0HLYai/vvMjp5iPR1gtVPnQL9xw2E3ckpDU4MLH7vTU3C799AdpbKFh9BoTdIaXtuVATUXLvJhcrowVbm2Z57ZFi7sHdId3P/H+7tjBrVcwKWqGw+2PniIS9FNttHj45A2H3aSR8VnDmluE5vayZWx3TtO0HwA+o+t6YZ/1/BnukykHKAPv0HX9qYEyMvAR4PtwY64+qOv6x/bzuYdBZ9XcS0ubK7g63FjYz6V8dSj3WCa5C3HhLtuzHVvlqcvIiyjKsPYmX12nhd3VEnR0NOnw3K4/WzA7mGe/BL4AxLNgd4JJuTYQV3aXBigZAaTBbcmuzjZgVNzJrRLhUvMcktSNXbUjkiSxlInw3PniyO0RHDyO4+A4oKoy53ObmrBStcWlfJVwQGEu7J9aH+IZ16CUR7Ktfr1tMYc6t8Cqh39VJHlLHe5qj4ZxWu/B5YRXrtCgz49+dqN7vhNHY5rYUXO7vowcu2qo3duNCQbtcbuy4Opz+3WHue4D707Z+Uj/2EEwHjqa20K5RaHs2q/Q3B4Mqipz0UNze9y3hGlOf/unkXHmuf1F4KKmaV/UNO3Dmqb9oKZp83uo5yd0Xf82Xde/HfgQ8HGPMj8GXKPr+kuA1wP3a5p2pUe5mcArv106ESI7F6Zca3EsHRnKPXaYbd0qT51l9efCjQWipCMpz3yMgqOL4ziY576E75iG07O1oJPjNqoGR65rowJJD3M3/O4EOdCT67ZhNbCc3emDluYjbrCiamvnwoJDxTSH8zAeS0dIxqY7mJRnjtB4GnXgmJrIYG6skPXwr6nwnKvHalVGyhMqODy8coVWG62+99M2sYWB+Bv1iqu57bXZ1KJnu0fNXbtTWa9zi9EMElJfWcFk6NXcAj2a2+mz1UG6mtsBe52FiS20+zaPPLdiYrt39qW5HUTTtCBwLXA9cB3wWuCF3u3Lu6zvJ4Cf13X9NQPH/wfwcV3X/7T9/iPtz/nQiFVfxSFqbjvBEXqDJHjpcAFsSaJpmAT8vq4Owq9AIhbacd+/VxAGWZbdPIrbnOttf++xbrm2hqZXByMhYVk2gaCMKTfJV9dJR1KotrstxBjQ4yRiEXK5sue9GOU7bVdeaG6HOUgdnV24RPWP7iH46v+AtPAywNW8/rfn/oH/b+1/8/arvh/H2nkSajvw6J/Dt15t85qX29Trm9ofX6vGN3/tU5zV3sClhVdxtnaaJwuf581X/wxRefjJvpfmFuDCWpVPPPEsb/vBb+Y7XpbZ93ef0utn0l7X1ip9u1scxyEU9tEwHC6tVVicj+BTZayWNRR3YAruebf9siwjSY4b16CUxxdPU3OCOA5E5EY7p+gCSBJGIYc/tUAJm3ytQCqcBQskvQAAIABJREFURDH87n0MGG78gh7Nbcf/4khdvz4/H+3zrVux1fkpuHczZ68dMpkYxXKdlrWpuQ36JBqGQ26jSmYugio5WIa97d/mIDS3vX//zutu/I1KAV88heTYmBvLqHML1JwQrdbw2EGSJCTZTflTrJdIhOKesTO6YwqP8YNtOX31rHds30OfKzS3kxu/Btv+db1YI5UIu7Y7I5rbYFAm5NQxqiV8kfi2GvH9MKnxZUdv3vkN+Rw/zZrQ3O6Vca7cAiiAH3ejexAoAE/vthJN0z6qadoZ4FeAn/QociVwpuf9WeDErlt7wMiyDKpCoWaAT2Wl1ABVcSe2lg2mxUIiCKY7WJMlCSSJjXY6jPm5ELIEhuXw9Ol899pBFFki4W8Rqp4j4W+hKBJ+VSYZaBJuXGQu0CRc2zzn88koYYOceR4lbKJGbPTc88gRkxI5lLCBz7/5ObbldPPU+Ww/BA0umeeRIyaq47bVcmxAwlJMLtQv4TiwFLgCu6rSatjuQCxsUpLWkSMmOXsZKWwiK96/O1mRdlVecHiY578CgDx3Rd/xtVaZhC8ystMp1cCyIRYedvCGL4iDhL/Zn+u2bO6u01mYC6HIEl8/ty81hWCMyLLMerHBSrGB7FeRfAqFuuszTy+7K/UnFmPkN+oYxvTlulRkCbO8TqS16vraygvE1CbIMrKiIssSEaoEy2dwFJnG/CLPN9YpK7AaDlLFQgIsx0KSYN1ag6CBDz8L0XlytXUAjgWPoZiu/122LiBHTOpqmWKjiBze2kd2fKnwoZPBbq+2+NW2p2vPPyzLTTlmORIrxcaW/fekGRwfJIJm97VPkZAkB9moIzk2kiyBJCMBikqf3fh8creeSMhBkqBhN5Ak8AU2bapjb/ra8+51AYn20KZbtlOvErKRJDAco6ul38yJq+472KRgezrqn1bbr86SZ/B1fkpN9yG2b8Sc99NCOzEAdavR916wN8apuf0n4BjwOeAUcIuu61/bS126rt/SrvPHgIeAN+2jXUkg2XvsjjvuuOLWW2/da5V7xpYlbnv009z309f2B5y47fpumd4noqYk9ZV75OT1bJSb3Pdbn/e8toNX8BJJcrjw8Xey+CP39onuj7/lISqq1BcE6l3XvZ1f/rsPEfVHuOe6t/HOJx7gAzfe3U3K3ttWUzGGkq7f9fhmAIh3Xfd27j/1MFF/xA0G0XJNrtgscfcT7+fu636u7/re4BJ9nxUwdlV+knjZVJvCGDTnU2Ove8U892XkeBaCUehZ9c8ZJdL+OJY1WtqWDXceQzRoM/QcTpIxfEH8DXerc1hxg1SVzSLH/KO3VVVkjqUjPHv+6E5uZ81ebVni5If+jkqtxYd+4Xru/+3PD/nM99zyOu76L39PNOztAw+TqNrk/MfuHPK1x25+NxIOVmXDDdRTrxC75QN9waPuue5trDcrfQGj7rnubdz1+Pvd4DqPP0CxWer6WqDPHz5w493ka8W+6wd9pBMwtgzoMw3Mmr0O0ttvJ2N+Hj55AycfPtW15/s+un3/PWkGxwfHbn43K5/4ZeRwjCve8oEhm730/7jn4rc8xF0DwSIvfvRO7GadxNt/Y2gc0BleDtrb4BjhAzfdyz2PP0DZqPCRN76Xu594oL+eljrV2+5n3V57qZvOUDC0WUE9AgGltvoNjZNJ2us0Mc47V8RdUZ1r/0tqmqbqur7nJFm6rn+ivYo7p+v6Rs+ps8CLgCfb768EXtiimpPAfb0HHnvsMW699VbS6clqVzOZWN/7p0/nATdYVG/AibVCnVdcPawl+fJzuf7AFPkqTcPa8drGuWf6hPV2ZR3HbILjYJXWhs6tqs5QgIeoP9IOCLWBg8NqJcfLF7ShNn51VR9Kuj4YAKJbV30dLfNiAPS15wHIVzf6A1D1lOllt+UH7/2YGbKpNu8B7h933eOy1/3ek1Gut80WlWWdyMtfRyzer61dM0q8KnU10ehoHU7tvAmYpBMqYBMK9T9csQJhgkaVaDRIyPEhrUrUpTLJZNizvq2Ov/iKBH//1EViiRBBv7dLPIh7N8HrZ8penz6dp1RtkYj6Wd1wn8IP+szVjRrRsH9b/3lY97xx7hlPX2sW18AfgFajOwAbDB5VrJcxHWsgKJ/rg5crq4T9IYrNUtu3rmMNlF2rrlNp1bb1kfra8zv6UGGve6c3oFQs7O++79jzKH0/jK8PG6xncHxgFnPIoSg4zlBQnt5zg8EiVys5go5D8EWvYrmyOjQOeGXWHS8M2tvgGKFj11F/mJWBz1iu5Hhl9mUHdm/2yEzbay9DY861Ct/8Em+5zn4Z9xit/sKZoYBSmav2pIjckUmML73G0p3f0JiZpL1ODWOb3Oq6fqOmaSrwHbh627uB17Rz4b5hlDo0TYsAc7qun2+//3dAfmBiC/DHwC3tyMrzwL8HvnuLah8Ffrf3wM0333wF8NmD1tzOtyMcZ5KhvkTZ80lv/exQQu10hFKtteO1ibgbCKIzgJKjKSTJTWytxOf7El3L0RRZVRpKsl5pVdsBoeaQkMhGs93P6dW9eiWeHgwA0a0rlOrWkY26HXo6Mtd3fTqU6tPadUiHU1uWH/z+k9bc4mFTbcbx1Gsi9npQOjrz/FdxjCZW8oo+jasalSmbDWJSmEqlsU0Nm6zkQVUcZKcJ+Po0twANJUi4XurWF1RCrFXzntrarTS3AOlYAMt2+MJXLqGdGH6gOQUaxP3a80zZ63zbP5arLbJz7gOJQZ+ZnQtTqW3tAw/inm+lWU3EM/2+FpBDMdTEvOs3Q7Fu0J5O8KiOP0uEYsjI/T6u7YMXo1lqrTrQ8a2p7utO2flIioAa2NanpsOpbX2osNe9k8nE+vrtcq3Vfd+x51H6/klqbgfHB27gqAR2s9INytN7zq5XkMOxbrDIjt1koxlKkkTjzFdYjP7c0Dig87mD9jY4RujYddmosDDwGYvRzMT69zGOE2bWXgcZGnPOj0ffPMgkxmhzqUXkaBI5EMFuVvGlFmem7YDnWHpC49hJ2uvUMO6AUincie33ADcAGvCkruvfNeL1WeAvgDBuip88cIeu609pmvYp4Jd0Xf+Xdiqg/wzchKtoeWCXqYCu4hACSnWCRhWrTRLRIMv5KotpN8CE2Rreqqn6FUxH6gamqDdaREJuyovcRp35ZAjZcYaCqXSDQhRW8SWzVKwAPlUiRB2zUUUNRjDWl1FTi9ScEA5gq01WKzmysSwyEsuVHJnoPKV6iUQwRrBURIkmqciwWs2zEEkRKBZRkmmqWN1gUWHTpq5Ibl3RLJIku3UNJGtPz0dYrxUpNcokQjFWK26gFEmSWfEo3wlC0Vt+sMx2936czGIAiYMasDb/8Y9ofemvCL/pDpwexU5eKfHer/4JP7z0r1mQR3vi/Cefg1LN4U3f2SAUGp7cLl34IvP50zz5XW/DkSQ+s/YEITXIfzj240N1bTe5rTdNPvKnX+YHr7uG73/9VUPnD3uwf7kF6JEVGUlRukGjHMehUNn0mcfSEWRZ4lKu0g2+d5ABpRRZIqr2+9feqJyKIhH3tTDrVdRQBMcyMUtr+JILmEYLNRDAMd1jauoYZWxWaxtkomlK9TJzwSg2EivVPNlomkK9RLIdYMSQWixXcixGM9RaDWKBCJZj9R2LB8OYlt0NPjXoUwHPgD4Hce9GvH6m7LWXTCbGRrHW12+HfBJ1w3FTAGVjOLbDSr66pe126pnUBK53fOBPH0eyDYz1ZXypRUx/CLVVb78/BrKEsXYRX2qRphqi7mwGd1JNP2HcgGjKwpVU7c2gkQHJT73ifq9O352vr5MOpfDTsWO3rM/x08Kt91gs22fPsuHHbI33tz2BembWXgcJh33U2ra6OB8l7JOozUhAqVhM7rFd15bL5dkJKBWOyTR6fkNB2U9tMu2fJSn1nhmn5vZLwEuAfwY+A9wB/IOu694jSg90XV8FXrfFuTf1vLaBn9tXgw+BTieWjAa47dFT2LYbUOGRk966m86E9/hcCNswCasKdsvd5f2Kq9PkcmW8TN+yHIqWHylyglrLAdxIned/726O/ci7hjS3xZYfWj4y6hJRo8nF37mToONQVlWu+Mn3c+Gjv0ihVh7Shz3w+p+l+lsnOf7mDxILL3DxY3dSNk1QFK558wcptnVcbjAIp7sVCUCWZJyaSlxKYVcdtwwG73z8fZ5asE4i+L7yA3UKDh9z+VmUzJU4ktyXcHa54eaSjSkhRv2TbVQgtc3uH8MXQrFNVLuFoQQIKxEKxvqu2xwKqMwngjxzdsNzcis4WGzLJpOKYBtm198lowFu//ApwgE/1UaLh3/hehYSQRzT8vSBk8QrpkHR2hR6W5aDmkph2z362h4d2PmP3QmOgxyKsfAD76Dwu/cSnlsg9qP34TgpkhF3tSQjL2JXHZJyGrvq0MQGVI5FFrjr8V/ram8fvPFeFpXj2FWHkBQjEdy83sunOjUVukF6hA8dN4P9dt1RuP3DnyYSPHzbhf7xQcBuDOkUz//Bu5DVIAs/8A4u/bdf7e7yOv7mD1Jr+bt2Y2BTxK1Hslvc+/gHuHLuOGc3LvJrN72TzvCy03drmReTy5U37Vhdwuqx64y8iFFxALVrz/ah3KHLl1rL5s7//Gle8aJ5nj6zxgd/frriGWyH2pp9ze19jz/C9770dfzmP3yC99x0G5PQ3F4ujPPOvQP4X7quj7bn8DJFkiRW8rVukmyA1fWa29ltsYreeTq321X23jD/RmEVLAuzsNKvSyisIkVOtPPM4SZxr7oTETkcx8hfwq4WPfVhq7V1Io6DWVjFkRXs0ubEwlhf7ql363b3nhslEXzn9TQHmLhccYwm9uppAt90fd/EFmC5UUBGIqoEsM0R0gDZUKzC1Qtb/51bPnfLaqBVwQi5k9vz9TNuyEdndw8nr8xG+crpdUzLRj2ECKaCYXr910q+xkapxQau3+z4zIOm40u38qG9mKU8TnV9SAeGbbvxDqpFV9MYDGPmL7g+OrIZ9L9TX+/qjCRJrFRzFJtunb1+sveaDtv5VOFDJ4ttu9KdlXW3v+/0+Ydlu4OoqjSksTXWl/GnrqS1/BxmMdcdCwBb2rkkuTu9NpoFNpbdnY3LlZw7Qd1mZXEwB2lvvdOYB/io07HVfKHF3xcuAjuPTaeFQED2tOVA6iqazeluO7gZApYrOVabOR77yieB0X5Dgq0Z2yhO1/VTYmK7M47jkE2F+xJlZ1PhiTqPTnJ2ZBklueDqEsJx5EjCPT5QrpMIG0lyNTiRBEgy2UiaeCBGPBAjGUiwGM2CoqAms/ji6f4E2sls3+B0lDb2JnCPB2JkI/Nb3pdR6hQcLNbq8+BYyHNLQ+cu1TdI+WNu8toRKNbcorHQ1k/uDb+rYQ+00wGFlQgODjWrsuu2X7kQo2XavLA8Ua22YA8chs/cri29PnLQ1/WiJubbesaesqlFOjlOOppGFAX/FS/v88XQTh3n8fmZSJpEIM5SbJFEIE4mkt4653ePT+3EQPCanAgmwzTZ7iCm6XT79+54ILVIK38GJMm13d5zW9i5bdssRjPdsUE8EGMxmulO7rdi8NxuygrGzzTb6k40m7anLc/CxBY2f0OZwDw//E1vIhOY7/6GBHtjrJrbGeIqDkFz26GjvV1dr22ru9lr/V74/LKrq62ukY3MEyquo8ZTlCSJ1R7tlQRElSZWKYcvMY9ptKgFg6xWcizGFrGwWamssRCdp1AvkgwliKBgF9bwReMYhRxqwtWh4bClNs1bk7yzrnarBPD7uTe7ZRY1Ngeho2t+4U9p/e//l/Abf9HdltzDh85+krAS5g3JV470eaeX4b9/Dr7/1S3SMctTc+tr1fnmr/0Pzr3se7m4+C2sNi7xufW/40eu/E8s+Ppz7G6nuYVN3e3/8d1X8wPfdXXfuSnQIF52GsbB77xbnzlRza1HTIOOX1NkiajPQLINV1ObXADALKygJhdoyUH8dsN9n8iAz0/ZsVitrJGJZSjWy6QiCSzb3lJ36A/KmMqmNku1/LQam+fT6Qjr9SK5LTS3O/lSYa97Z7tYG7vp7yeque3RjPszVyCZzT6dotLWLaqZK6hgt+NnZFDtAM2Gd7sHbbJXR5uNpJFlmYvlFRajGVTLjyFvancV04+ltjz7dC8bTafGE+RIaG6H6djqWmHrmC7jQGhuhxGa2/EiNnQfAh1ncZC6G1Nt9eWoe+D1Pwv1Yp+G9sEb78WuqRQtP3PJDOc//k4iP/ou7n7iESqtKu9/w92e+RcfuPEuSr93D3Io4urPmj7AIeFvbatNG74vrjYnEY5tmct22nM0Xs5Yl3SU1AkcWenblmw7DsuNIt85tzByXZs5brfuvA1fEFuSCbT1vGG1nevWKA5NbnciFFDJzoV4+szG0ORWcPgchs/cCq+YBh2iahOnWuBij872+Fseoha5ErvpkPA3uPA7dwIyx25+F1Ulzp1//UCfT10fyFPbyfXZwVS2z4dYbJaGfKSXvlb40oNhmmwXejTj9QpLb35gWBP+8Xdie8TY+OCN9wA+zzoNucVdbZuMB2I8eNM93fedfPfvPfUoMX+075xX2R37e8HE6NjqdjFdppWjoLk9iDy3lwtCXHaIHNSquSRJw9qreoF8vTikx5IkCVmWMdYvgW2zWlt3f2z+6FAdnfyLK5Uc6twCdrWIsbGCJElba9N22F4ktVeSvdrl+T3a5wSHi2O2sFafR81ePaS3LZk1WrZJ0hcZub6NCvgUh6B/m+5Vkmj5IwTq7uQ2pLj1F4zBzGGjcSIb5RsXShjmLHXplxfTtNPIa3uvUcq7WsXeXKGF1XZMHgmzE9PAsTBrxaHcocV6mVzb53aOLVdyyHJ7K3Nbm7XV+a385yDClx4802C7vf2yHIoO2aqxvtwOdhYdjrHRY2eDdfbaEjBko5189+651R3LbtffCwSD+P3emlu/fzb8WTAoe+aKDgZno/3TyL4eC2iads0o5XRd/8Z+PkewP3r1rN1ctqEkSMP5bZ2aG2jEN+dqw7KdHHWtylAdnfyLC9EMpY2Vrv7MXc2gq03rPEnrPbertrbbBWx7TnB4WGtnwDKRU8Mrpqstd/IZV8Mj17dRgWRkaJ48RNMfxt9euVUkhaAcomTuLV3bldkYT+o5vnGp5JnvViDYDsdx8MXTOKrSnys0mcVp+z214xPrFdRQjGw0uWOe28VoBrvaCS7larO2Ou84Dtnozj5yJz8rOJr0asbteqWrCe/20W1NuF0rD+VgzkYzWB72MWhLwJCNdvPd+6N9+Ty3Krtdfy8QDNJq2UQGcjT7Uov/P3t3HibHVR76/1tVvUyv07P0zEgjWbJlq+QlGBtCCIvNJkFCFn7JvUF5yAJ2fgok4YbgYFs2XGxusC2LgPMk3NwQICSQ4IRfbshCEmxsYgzYeAO8SWVbsq11Znr26b27qn5/9KLunu6Znunu6WXez/P4kdzddapm+tWpOlXnfQ/RLsm5TSatquvcJmPdcfydqKGcW13XLXJzsla6vWAbhqGteyetsZM25ty2on1FUVa8M1yauzLqG6Qvn3O7pCjMxOcZ9IbK16Ed8mBG58lE50n2DzIZm2XUH8a28+snlqy/6LNVzOkzy/PPVshNWzknuXZereTcdmbObfrJ/yT18N14fuZDoJVPBfru3FG+NvkQB3a8HZdV36/uL/8ThvttXr8nV6OuWs4twPaTjzOwcJonXvcBbOCByD34XF7eNfaess+tlnMLkEzn8m5//nU7edcbz92364AcxE2Xw9gBv7N1be90qni1NIqZy7nV+keJWX1k87MBCn2iuZDLwbU1B1HO5dwuJeOEvH5MyyISmyXsG0TNuDAz56obO1wqljNdMye3sIb4Sn0kSM5tiZ20MOe209opnpcXZ3AOhFEts5inmNI8OLNJsvNTaINjxFSYik4x4g+jZt1k0lbVa43KWCrk0c7G5xnyhiTntrl20mPXr83g96s4Mwkyc5M4B0bJOD1Eo92Xc1uIdcm5bUxDT24Nw5BpzW1WWhyicgBZSrEhkLXwpCycbpu4dwumDahpMnYGRQGXWyGTzOXkpE+fRg2GSXu3YMatXM5WEmy3hZYvFuRUndg2xFIadpX8s5Vy01ZSyL2tlie20nuifcyp4yi+QRSnB9sq75Aj6UVcqgOP4sJk9QXhTQsW47Bry+rfbdrlw5FNoZlpspoLr8PHYmZh1e2q6XM5GB3wcuTlOd71xnU1ITYpl0PFq+WKmSiDW1CcbmyXF0WxcS+dwNd/rm9eMF0o3vMgnXvqpSgao+5xTDtNIpsgZOeqG5t2br1UnFkiqXMFobJpC9K11wItrCG+Wh8pfWnvKlwXJE8epT8YLr8uyP+hWCZYYNkKtsOFZStkM+BUwFY1FMuCjJs9o3ruYl7N1dFY6VqjcG2gOcBSIGNnQAE16+DSkd1EIkukS9a1teM2WXLxLOd70Qi7sMJgPgY7IAtgTUwTUHI1Sor/L9ZNspW7XLE4xCpFm6p9bklTlyWwBxzW8vZw5e7UurNlxR0OXvW7fOLeu7hj70HsFQqRrHd2QL3r44r2MyPHcYTPWzawhdy05JG+ELZd313IxTqWASpIuXN5XJ70EkueIbyajzOJk+ta6xZyebdPPB8hnTFxOTttwonoVF4twemSYiZb9n8U1bbLXivtmyvX7jaducI51Qr33XzVB7nlvz6N3+UrK7az2lObevtI6Ut7z0rXBSsVlBq/9jCnv3h9cW37rdd8CvCv2mZp4adCkajlxXHKay5Uxp2c70UjXPbyglKxLioolVGkoFQzNe03p+u6A/gd4GpgmJKpyoZhXNWs/YhzahZtqlhovdrnsrF5JhzZZQnsnqyjantAzYJSkdhM7s6qnIA2JSuxiL00jbrrNVXfn0ovsD04gmXVdyuyUCm5nsFtOl+kxJ1cKA5uLSwSZgyP6q/vByhx3qifR49OcezMIhfvGFjz9mLzyRXgKy9mko3OgWmu2jdDeUGeoDtQtYiO3+Ur/l36WrGSla4LgHMFpbzBmgWlSrdz9Q+t2ubyglLLi+MMeaU/Fa3hdFYvKOUM7SST6fy+0uFQOVPl38xW5zjZbOcffydq5rTizwC/DXwHeBXwj8AIcH8T9yFKlBaHAIpFm6rdEa38nMMXKiawA8UEdocvdO5zvn6cA6PYtl1WNKLw+UJBqbBvaMMvtqSqZ+ewpnL14tTgyLL3srbJbCbKkDtYd3vFZYDcq8dUKj+47ctXTPZpufhcNNdXVGpb2I+iwLMvz65re7E5lPY/lmXhzBczgVy/6QgOowWHlvXN1ZQV5Ckp3AeUF+MpFNvJ97Wt6AOlX+1+xfO9rx/VG8ydx/PXBcX3/LnzfKGgFHCuoJSqlm1X1maVa43KawOg6rXFWkgcirXIZCr64Hwsd8PAFiCbtar+m5GB7fo185n3LwE/bRjGCV3XbzUM4090Xf8m8BfALU3cjygRNd1sveZTZXkwpbmthdybbGyB8WsPk5mP4AyFyUQX8IXC3LnvpnOLRuMiatpsveZTWIlF4oF+jsVmi7lepJwc2ntTbmF2/xALiSXu2HsQJeXcsFyYegpKiY1lRo6DoqAEwsuiYCYdxcJmwOWDOnNI5qLgcoDbZa+aN2NqLkzVgSuZG8z6HAEA5jOza17rFsDt1Ngy6OXIS3Mg801EhVo1DuK2h/FrD5NdmsMZGCAzH8ERGmH82lzf7OgfAVXFEztZNV9RKelbB739Zf2yisotb/pwsb9TNJreB5b2q1piGFVzSL/axRJ2H+PX3El2bgLHwBhxuw/yudkp+tj2vkNkZifQAgOMX/sp0nO5eE4ofQR/6zBT0Qgj/jDxrJtCktNK1xql8Rv2DeG0XWUx7FhhfftScn4X65V1eNh27eFicbSsywOp7lnWz62U/5txKy4SXbXScGdp5uDWC5zM/z2h67rXMIyjuq5f0cR9iAqrFW0qy5Px9Zfk1Cwy/r47WPqH2wi4fSylYgTeeydx08WC6cLRP8BHvvnJssXT7bijWNzBitkElcENL/JQdVH3FfJ9ReuZU8dRB7Ziq9qyKg6R/DJA/U7vmga3IZ9dX0WI4lq3uelIHs2LispcejbXI63D9pEAjxpTJNNZ+lwSW+KcWnmH6bRFGjf9/kFOfaH8/bh3O0FSnPn8h2vWRigtnBPqy1WD3eIYx4zZWFBWUEfxZpveB0q/2ls8SnJZvnc6P0ztU8pzE8evPUwif/2geNPccO/t5XGQz5Vd6VqjsvBTKl80qhDDaSwIrH7cEodivRzZBKe+eD35RcXZds2d0EU5tyk7zQ333J7r41E4tO8gknO7fs38zR0BfhJ4BHgMuEXX9UXgdL0N6Lo+CHwZuABIA88Dv20YxkzF5z5OLr+30Pb3DMP4YMM/QRerNi14WZ5MbIHMzFmwrHMLuEfnsaK5p16lOTSVC7iX5noV9tWOqcjV8tEkB619bNvGnDqOa8crqg5Gp9K52As5vCRJ1tXmXBRGQ/XW1s5NTe7Lr3WrKipeh4/5zPqnFZ836ucHRyZ54fQil50/uO52RG9ZrcZBzff92+uqjQDlfWrpk93SqcjN7gOlX+0tK8WpoihVcxOVwE6gehwM+8pzZddS+Knayg0rHbfEoVgPTcvn3MbOrZSQmZ1AC+5cUwy2i6qqTEQjLKbOLTE0EY3kKuK3aLmnXtfMnNvfBwrFuD8MXAn8PHBgDW3YwCHDMC42DONy4DhwqMZn/9owjCvz/22KgW21PJSVclOq5snkc2pQ1OX5NiU5NCNV8r4KJxhVXT1sWpEzUy3vtx35vuIce2ES0nHU/i1V359KL+DT+nBr9d1HMy1YjEHQW/93mnb5cCYWUfJx4NMCzKfn6t6+0njYh6oqHJG8W1FitRoHtd63rIrXS2oZVFqt36zVBzb6c0m/2jtqxaGiKMvzw/PXBLa9/tgqjdnCcp8tAAAgAElEQVTK+F3LdYDEoVgv08zHdWme+eBYVwxsIVe3YcwfJugOFP8b84dlYNuApj25NQzj0ZK/Pw+8bR1tzJErSFXwMPD+Gh/fNBUHquWh2Ja56ppzkM+9ufYw2UIegmUVc2pi/kG2/Nanc+9V5ND09wXLcmiUlBOHU8Fypor5OIVF3Vc71mbmzFTm9mxkvq9YzozkikkpVYpJQW6N22F3f92VkhdiuQisp1JyQcrtQ7OyuMwEKYcXvyPAicRxci2tvZtwOTTGh308fXyW//6mNW8uutiK64NSO++wsJ2ZiufyvipyHYvbxRZI9YfKahlYZm57b59JTDF5Zuo5xvxh1Iwrt6ZthdI+cMQ3hKKoTFoT52ojrENpm2OBYayEQ/rVLlaIN2sxgto/ioKFZ+lFnINjpLVcfnghN9HWnMVc8Hi2ryy2/BY1/y2UnutH/WFs22Iqf17Wsi5MR7osRo3pYwx5B1e8JpDzu1ivrOZh2zV3dnXO7aF9ByXntkmaOqFb1/W3AL8KbAXOAHcbhnHfOttSgA8AX6/xkf26ru8DzgK3GIbxcI12QkCo9LXrrrtu24EDa3mg3F7V8lDMWLqu9W09SpLThTwEVSV47Z18pDKnpkoOjaqo2BWLpyvudNm2h/cehHT5xVSrc2Y6YVH3ajGVN28YxvrK9K7QdifHqzl1DBxu8A/kFqetMJVZ4KLAtrrvvq9lGaCCpDuXzOVNzJMKePE5/GSsDEk7Tp/iW2Xr6naOBXjwybMsxtOE19VC55B4rd9q64bXyjv0O1Kc+auPMPYrN3Hqix8v5n1tfd9h0riK26n9A1xfpX/0O1IsAjfcc0f5Oofp5X1nWR9Ihuvv+aOKHMm1K21zwOMnEl1afaMWkXhtXCHewtv3kFmcLsu/Hb/2MPMpN2pgJw47xZnPfag83uMuwuoYgezK/xYK5/rKtZkL69zeULJm581XfZD/ef8fL1uruVInnN/XSuK1MzjM5evcdlvO7Uasc9vKeO0kzVzn9jrgBuCvgB8C5wF/p+v6nYZh/PE6mvwzYMkwjM9Wee/PgT8yDMPUdf1twD/rur4n/+S30oeAj5e+cPfdd3PgwAGGhta+DuZahMN1VFCogzF9rHx92cQs/pRVljdjLUYIb9+zbNvkyaPFPATVG2QqGlnWlj68q67jPzpplG07FY2wZ1Rf9Vj1cH3tN1Mr26ZKTOXdSuOVwVsWr43+Tqptf3ruBO7RnYSCnmXvJcw0i9kEI75+APz+vlX3EUtngSxD/Q7czvLp7x5P9adSipLLCevPLpLxX8CwMgQLYLrjhLznhqahUP0Vpn7iojAPPnmWUzMJdu1oze9uA7eXeK1T8uTRuvrVatth25iL02V5X5Xb1+ofk2ePM6mmK9Y5jHDpyO4V91utvWHfQLvjbVPGa0Gzzj3Naic7V7EG89wE4R2XAZA8eapmvK/0HpyLvcq1mSGXL1hrreaVrgnq1WG/466O11pafA3V9PYTL728LJc8vPOypu6joBW/m2emjIr+f4pLR/RVtlqXVsZrx2jmbYEPA28xDOPpwgu6rn8ZuBdY0+BW1/XDwC7g56q9bxjGVMnfv6Xr+kngMuDBKh+/C/hS6Qv79+/fBjw4MxNt2Zz2cDhAJNKcu99D3sHcGoj5OzpDnkEcbhvVGyzepVKD4ar76w+Gi59DURjxh5e1VW27asdfue2If/k+qx1rve03SyvbzlsWU3nNuOvVknht9HdSbXvbzJCaeBHXnjcwPx9fts3J5DQAHit39zQaXb2g1MQMuJ1gm2kSJWu8eTxOEolM1W0StgtL0VDmp4gOJNGyuf2dmZvEl84NbkMhb9VjrMXrUPG4NL7/49NcfeW2pv/uNnJ7JF7rVtpflvariqLUnH2gKArB/FI/WnB4xX65Vv/Y7+1n1EHZe2NV+tdK1doDJF7X0HYzrweade5pZjuOgbGymHQMjBXbrhXvq70HJbFXsjZz4eJ8rOJaoXSt5lrXBGv5mTrpd0wXx2strb6GakX7A4Plce4cHGvJz9Cq301hndtz/f9Iq76DVsZrx1Calayv6/ppYJdhGMmS1zzAC4ZhjK+hnduAnwLeWdpWxWe2GoZxJv/3V5IbQF9aOuhdxU7gxW7pHJxOdVmua3/QQ2ZxbtWc2z6XikdJnMtDsGziTo3Jipyveo7f6VKxHM3Jue3mwW04HNjofO+dNBivrbhgNaeOE//6J+h73a+iDJ63bJvHF4/zN2ce4DfPeytbfIG6Brd//x1IZWx+5spk2YS0lQa3ABcfvYeMb4Ajl74Ly7b4l7N/z2uGfprXhK4G1j64BfiX773I2Zk4X771HUxPR1ffoIZ2DxYkXuunaQp+LZXLVQyGSdh9eJRk1X62mGe7MIkjOAwOB9l4DEefh+zCNNoqeYplObeagtedy7mdiE6vmHNbqlp7Q4P+dsfbpovXgk4ZeLkcKl4tkVvndmgcxTKL1wAJxUMymYurQrxXje+KfwuN5txG4tMMeVbOud2I300L2unaeK2lGwe3AZ+KI5soy7ldWmp+zmqrfjdur0pGSRdzbp22i1S8Jce/KeoVNfPJ7S3AF3RdvwU4BWwHPgZ8XNf14vxCwzBqflu6rl9Cbmrzc8BDuq4DHDcM45d1Xf8G8DHDMJ4AbtN1/Upyq5KngF9bw8C263iVJGf+8iP02TaL+TwuRfGxkK69vm1Bn1K+9tf4NXdixp3rymnJpC1IOwk7xjHjNmaVZPduzJkR62NO5YtJBapnpU6mFlBQCKqrT0cumI/BlsH6lwEqSLr9eOO5rITcckD+hpYDAtg5FuToiXlOTCzhdWyK88GmV5qrGIks0e9K1sw7rMzP3bL/o2jeEPOpc9tXRnKt/tE0bZbiKoqicenIbiKRJaw6iolIfyuq8WqJsjzbLfs/yuTXPwPYbH3fYZL5NW9XWru28t/CSrFsxmxALcZhFgvSufeseG47PbyLSGRJYlS0hCOb4NRf3YDq9mGlYmx73yG6Kuc2nlsb+tIRnUhkKb9WtFivZg5u/yL/569SXqb0Pfn3lPzrWq0GDMN4ttb7hmG8s+Tv7238cLtDcc260vW75qdw9edK9K/05F1Vq6/9pQZ2NnTHr55tpXx/7zOnjqF4+8HlA3t5RzyZnmfIFUCpMxSyJizGQR9fe+yk+gKEFs6gWRamquLT/Mw1sBwQ5IpKATxxdIo3XDbaUFui+6y0XihAtuK97EIEsiaKZ+uqbdfqH9fbb0p/KwqK5/3K2LStmmssNxI/K7UjcSk2QnGd2+g8VjQ3u7ab1rkVzdfMdW7PL/nvghr/f0ET97cp1Fqzrh611rSTtbNEM5iRF9GGd1Qd2AJMpOYZ6Ruoexmg+Vjuz7VUSi5IugMo2PSlchd0fkdhrdv1x3rQ52Kov4/Hjcl1tyG610rr2tq2jaPiPUd/GGdQ1uUU7VXtvO/oD2MlosvWZhaiFxTXua241pWB7ebVzHVuXwbIT0EeNQzjbLPa3gxWKlhSbW3FwTrbjdue4jq3jsEx4rYHGpzusNKxis3BTsWwFybQzr+i6vumbTGVXuCi4Pa625zLp7H41zm4BfAkZol5QgQc/aStNAkrikddf2XDnaMBnjw+Qzpj4nLWnHQiWqxdfU6x712cwRkcKlsLvPBeIefW1pxEM05WuqEifaeA1sdB8by/EMHRP4KtqIy+5xPL1rMvUFUVy5JpkKJ7JRRPbo3xxVmcwUESSuPXuqJ7Ne3Jra7rIV3X/w5IAi/kX/sFXdf/qFn76EWqqoJDY3IhCQ4NVVv+lZimzULaRcK3nWjWjV9L5RZWd6XRtJVzAc2sjW0rWE4Ptq00dCdLUxX6XWk8sZN17Vv0LjPyIgBqoPosgun0IhY2g676lysornHbt/YTUqpkcAsQdOSWH5rNzKy5rVIXbA2SyVocebmnCgl2jXr6x5bKd5dKldkHhX455j2PhayXhaQDbOh3pZf1z9J3Cti4eC6c9xUUbBuiGScJ33YW0q6yawCXQyXkTuFZepGQO4XLtcH/vkRHKcTnkRdn2tPfNqJw2ZBNt/UwRGdoZs7t/wHmgB3As/nXHiK3DNBHm7ifnmKpCh/6zAMsxtIEfS7u+oOra37Wtm38zvSKC6tXqix6strnV9LMtkR3MyePAQpKcKTqc6qJdG4w2O/w1j0zeDYKHreNy2mz1ocIpsNFxuGmL54f3Dpzg9vp9CTj7p1ra6zE9hE/LqfGD5+PcPmFQ+tuR6zPWvrHVqinzyt9Alfr89J3Cti4eK433ioLT41fe5h0FxXhEc3V7v62ER4lwamSWN527WGSEsubVjNvy7wV+B/56cg2gGEYEaC+BNFNSFEUpmbjLMZyd5oWY2mmZuMoSvW7+jULnDTp86sda7PaEt3PnHoBdWALaNXvj02k8oPbNVRKnl6EoQBrHtgWJPuCuPODW5fqpk/zMJNqrIi6Q1PZvT3Ej1+YxpLppBtqrf1jK/bfjP5WVVXpO8WGxXO9cVut8FRmdgJVlbjcjNrd3zaiWFCqIpZlhszm1czB7QIwXPqCruvnAZJ7W4Nt24wMegn6cndUgz4XI4PeFStp1ipw0ozPr6aZbYnuZdsW5tRxHOGd2DVGohPpBQadflTqO7nYNswswmD9s5iXSbqD9EVnUfIxGXT0M52eXn+DeRfvHGQhlubEZOvW/RPLrbV/bMX+19Xf+vpRvUFUXz/O0EiuwI/0nZveRsVzvXErBSdFqXb3t42QglKiUjOnJX8e+Edd128GVF3Xfxq4jdx0ZVGDatvc9QdXMzUbZ2TQi2rbK6bAF4qYlC6svtK8z2rFqFb6vNOpYjlTHJ00GPGHcZhu+uwkmfkpGBxbU1uiN1kLE5CKoYZqL3kyma+UbJr1VUqOJiCdhZBv/QUgEp5+tJlj9GWiJFwBAo5+Xo4fo9EY1XcMoCjww+em2TkWbKgtsTZr7R+bba39Z8LuY/yaO8nOTeAYGCNu9wFWsZ3swhTOUJhMdIF+Xz9R0128AFM1BdudwZg+xpB3ECXlzK0lKnrGRsVzwu7LFZSqiMNKhcJTmdkJnBUFJyuvBdSsO7fWvehZhficnk8wHPJseH/biLSWLyiVj+W0wwOpbjl66f+brZmD20NAAvgs4AS+SG592z9p4j56jmXm/vGN9vdhZ81VO5LVFlav9flqi7RXPR5nio/ceztLqSgBt5/Dew9y5i8/ghVbKObuJOpsS/Qma/IYAGp/9Xxby7aYTC9wfmAL9cbIdP6haNDbyOA2BIAvNk3CFSDoDJG1syyZC4Twrbtdb5+TbWE/jx6d4l1vPL8rpmn1irX2j8221v7ToyTLchi3XvMp0riK7fSHRjn9xT8s608LuZC2O8MN995W7HsP7b0J4s08RYt226h49ihJTn/x+tyUGEVh6/sOk2Z5zm06bZHGjRrYSSxlUzoArnYtQNrZoiMWnaAQnxefP0QkstQ1A1sAp5ng1F/dgOr2YaVijL/vEHRRzq30/83VzKWAbHIDWRnMrkOrp37U076qqkxFIyylcmVrl1JRpqIR+vLbFnJ38NW/vIvoPebUMXB5sD0hqFJFdiYTJWubDDjrn2M8k0uVWdcatwWJvtxTVW80AgPnM+DMLZg1lTrDdmo/Za7HnvNC3PvYKU5Px9gWbmDutFiXdk+Nq2f/NXMdfduxbTv3/twkVmxh2fsAkdhMWd8bic0QVsfa/rOL5mvld1qMw3ycAWVxWE3lVORa1wJhx7hMWxYdp5g/Hp3HiubqfWRmJ1ADO7siXhVFkf6/yZq5FNCbdV0/P//3MV3X/1rX9b/SdX2sWfsQrWVZFiP+MAF37uI94PYz4g9D/kmV5IoJyFVKdoR3gl19IHomlSvqFHJ4625zZhE8buhzrT+2LM1JyuXDG80VkQo4+tEUB2dTp9fdZsHu7SEUBX5wZLLhtkRvWi3XcaX3bdsm7Bsq63vDviHpa8WaNaPWRq1rgW4YKIjNp9vzx6X/b75mPvP+38Db83//dP7PBPA54BeauB/RQmrWzeG9B5mKRnI5t5abre87LHm2AgA7ncCaO4Vz29tyU96qOJWcRUUhpPmwzWxd7U4vwaDfbvhklPCE8MRyRaRURWXAOcjZROODW1+fk51jAX7wzCS/9MYLZGqyqGq1mggr5fAqKSeH9t7ETGKWIU8u58qWvlasw1prc1RTeS2gZt1sfGKAEPUp5I+fyzM/lz/eDaT/b65mVkseNwzjhK7rDnKD3APAB4DXNXEfosUyaQsz7mTPqI4Zd5JKWiykXVUXgBebjzlhgG2jDmyr+ZlTyRnC7lCxavFqipWSA40fX9zTjys+j8PMABByDjGVnMKy6htkr0TfPsD0QpKXJqRqsqjONG0W0i76tu+p2l8W3q/Wn1qmjR13oA/vwo47pJiIWLfV4rAeldcCUkxKdLJ02mI+5caz4zLmU27SXRav0v83VzOf3C7quj4KXAY8axhGVNd1F7niUnXRdX0Q+DJwAZAGngd+2zCMmYrPqcCfkhtEW8AhwzC+0JwfQ1Qj0yMEQPbMUVAdKMGRWg9uOZ2a5QL/Vqwq+bjVRJOQykCogWJSBXHvIArgj00xHxxn0DXECzGTqeQkfQw01La+PcR9T5zigR+d4fwtUjVZrJ/0p0IIIURrNPPJ7Z8CjwJ/S65iMsDrgaNraMMmN1C92DCMy4Hj5KowV3oPcIFhGBeSezJ8S35NXSFEC5lnjqCNnI9do+tYyiZYyMYZcffX3ebkXO7PAX99g+GVxL25IlL+pQkABl25pbdfjr3YcNtul8ae80I8/OwEiVTjT4KFEEIIIURzNW1waxjGIeBtwOsNw7g7//Jp4LfW0MacYRjfKXnpYaDaoPXdwF/mt5kGvg789/UctxCiPnYqhjV9AsfoBTWLSZ1K5opJDa6hUvLEXK5mWSNr3BZkHW5SLh++xbMAeDQv/c4Qz80bDbcNcPmuYdIZi0ePTjWlPdGdJOdaCCGE6EzNfHKLYRjPGYZxrOL/n1pPW7quK+Rydv+5ytvnAS+X/P8JYFOsT6OpCv2uNMmTR+l3pdE0ucgSG8M8+xxgow6M1/zMiWQEgAGt/nVlJ+ZgKGCjqs2Zqhn3DuBdOlfVeMS9lRNLJ0hbyYbb3jLkJRzq477HT8nU0k2o0P96Yiel/xUdS64TxGYjMS9KdfIKwX8GLBmG8dlVP7kCXddDQKj0teuuu27bgQMHGmm2bfyOFGe++IdY8UVUb5Ct13yKBXP54uyidarFVN68YRjzzW67U+I1e+YIaE6UQO1lJY4nJhnrG8CBUledQtuGyXnYOVqz+PKaxbyDDMyfwpWJk3Z6GXNv5fnos5xOneB8z+6G2lYUhSsuCnPPoyc58vIcl+wcbM5Bt9BmjddWkP639SReGydxunEkXjuDxHx9WhmvnaQjB7e6rh8GdgE/V+MjJ4AdwOP5/z8PeKnGZz8EfLz0hbvvvpsDBw4wNFT/1Mn1CIebUP61QvLkUaz4IgBWfBFrMUJ4+56m7wdac/wb1X6Lj31ZTOXdCtzS7LabFa8N/04mj+LeeiH9/V6qLSth2hYvPRfhVeHdeL1OKmvJ+f19y7aZj9rEUym2DCl4PCvXnlvt/YLs4CicgZF0hPkBHa9vG+55Ny8lDa7Y8sq62qgUCp1bs/cNV2zjoWcm+eZjJ7n6J3fUtX2jv/sGt9+U8dqK7dfS/zay/0782Tdw+66M14JmnXsaaafZ1wmd8DN1cDtdHa+1dNv1n1wb162V8doxOm5wq+v6bcCVwDsNw6hVteVrwP+r6/o/AcPALwJvrPHZu4Avlb6wf//+bcCDMzPRli3yHA4HiESav2RIfzCM6g0W706pwXBL9tOq49+I9lt97FSJqbxm3PVqSbw2+jsJORNkIifou/LnmZ+PVf3MyeQ0SSvDqCNENFo+Bdjv71v2GsDx/BK0AXeaRKJ2QSmPx0kikanrWJNqkPNUDdfki0R9ucHnzsAujswd4bXBCJ41TJmG3MB2fj5e9tqVu4d54EdneOTJ06tWTm70d9+EeN508dqq7evtfxvZf6f+7Bu1PV0YrwXNOvc02k4zrxM65Wfq1Hbo4nitpRuv/+TauG6tjNeO0VGDW13XLwFuAJ4DHtJ1HeC4YRi/rOv6N4CPGYbxBLnlgn6K3FJBNnCrYRgvV2sz/5i9Z760ZizOLhrTypjq1HiNP/8YAOrwzprRdiyey3MNOwNQZ+HjiTlQFehvwjJABbaqEvUN458/VXxND+3hufkj/GjxEX564M0N7+OVFw7zyJFJ/vGBY1z37ld2dIGhzRivrVLofzPzUzhDI9L/toDEa+PkOmHjSLx2Bon5+myWmOqowa1hGM8CWo333lnydwv4nY06rk5imjYLpovw9j35uzvyj1e0XvyFx1H7R6EvADXWr30udpZBV4A+HJjUt1TO2VkY7rdRFLtpObcAUd8wWyaewZlNkXG46XeF2OG9gCdmH2Gn50K29DVWf87t1PjpS8a4/4enefrFWX7igqEmHbnoZIX+V/FtJ562kf5XdCK5ThCbjcS8KNXUaslCiN5jp2IkXnoa57ZLsGsMbJNmBiN+hj3B7ZhmfQPbrAlnZmHrYPOKSRVE/WEUoH/x3NPbS4NX4HP4+fqZu/l25D/4weyDPDz7AD+cf4T59Oya93HFRcMMBtzcfd/zZM3mPXkWnU8qZQshhBCdSQa3QogVZV58DKws2ha95meOxE6RtU12ecfqbndiLjfAHQ3VOYd5DaK+IUzNSWjmePE1l+riDUNvZZt3B0b0GR6Z+y6Pzn2f787cx1dOfo5H5r67pkGLpqlc/cqtnJ2J881HTjb9ZxBCCCGEEGvTUdOShRCdJ/vCwzgGxrC9A2BVf0L55NLL+LU+BjU/ZjZdV7snckviMhxo/uAWRWUxMEpw5iW48NyAtU/zcEX/T/Gq0GtRVRVsm4SZ4JmlH/GD2Qfp0/p4RfDVde/mom0h9O0h/vm7x7ly9zBbhtZWrEoIIYQQQjSPPLkVQtRkRWcxzxzFe+Grag5so9kkT0VPcGn/zroHtgDHJ2B0wMbpaM2U3oXAFpzpGP749LL3LNsma5pkLQun4ubywGsY92znO5FvMZE8VaW12t76qm04NJW//NdnyWRlerIQQgghRLvI4FYIUVPm6H8B4Nl5Wc3PfHf+KBnb5BXB+tZ8BYglc8Wkdo40t5BUqcXgGDYwOPPCqp9VFIUr+l+LR/PwwMw9WHb9g1S/x8k7XnMeL00s8Q/fXn1fQgghhBCiNWRwK4SoyjazZI48gGP7pah91afbJs0MD84dYU9gO17bWXfbL5zN/Tk+WF/xqfXIOvuI+kcYnDxaV8Uqp+rk0uAVTCUnORr78Zr2tXt7iJ/cM8J9j5/iB89OrveQhRBCCCFEA2RwK4SoKnvsB9iJBZznv7rm4PDfp58gZiZ57dAeTKv+geqzJ2DAbxP0tiDftsTswHm4Ewt4Fyfq+vx433kMu0d4aOZB0lb9U6wBrrp8K9vCPr70H0c4MdnSRdiFEEIIIUQVMrgVQixjWxapH/4r6uA2CG2t+pkX4hN8Z+5ZXjt0MUHbVXfbc1E4NQ36eOumJBfM949jKSqhU0/V9XlFUbgkcDnxbIynFh9d0740VeHnX3c+bpeDz3ztx8wsJNdzyEIIIYQQYp1kcCuEWCb7wkPYCxO4L3kTVFnbdjq9yBdO3U/YHeLV/Rdi1Vj/tprHngdNhQu2ZJp4xNWZDhdzoe30n3oKLZuqa5shV5hxz3YenXuYhBlf0/4CXie/fNUFpNImn/naj4klW/8zCiGEEEKIHBncCiHK2OkEqUe+hja8AwbPW/Z+zEzyuVPfAgV+efz12Jn6B3ALMXj6JdC32TjVjaksPBW+CNXMMDb5TN3bXOx/BVkrw+Pz31/z/sIhD7/4hvOZnI3z6b//MdGEDHCFEEIIITaCDG6FEGVSj/0Tdnwe9yt/dtlT26SZ5s9P3stMJsp/2/ZGtEz9T2wtG+75ISgKXH7+2vJZG5HwDhALjjJ68jFUs779Bpz9nO/bxY8XHmcuNbvmfe4YDfCLb9jJickl/udffJ+4PMEVQgghhGg5GdwKIYqyp54m8/Q9uPa8EdsTKnsvbWX53KlvcTo5w69sv4r+fHXkpQSciMBzp+GlSZhZBLPioWzWtLn3idz7r7vEwqVt7HqwU+ddjjMdZ9upx+veZrf/MhQUHjh737r2eeF4iHe94XyOn17g8N0/Yj5a37RoIYQQQgixPo52H4AQojNY82dJ3PfnqANbcehvwC4ZoaatLF88fT/HE5P8t21X4Un18f1jNkdOwkyVwsCqAoMBGAqAwwGnplMsxODVF9mcH07R4jpSyyQDw8wO7GD0xKPMDF5ALDC66jYezcuFvj08NfMku9yXsN1z/pr3u2u8n19/x8X83T1H+aO/eYwP/tIr2DEWWM+PIIQQQgghVtFxg1td1w8DvwzsBC4zDOPZKp/5OPA7wOn8S98zDOODG3aQQvQYc+4MiX//FIqq4fnp/VglA9uYmeLPjvwnL8TO8uaB1/Lkj7w8/ZJN1oJtwzav22YR8pk4NchkIZpSWIqrzMdUJucha8LogMobLskSDqZbXiG5lpPjl+OPRbjoyDd45vJfIeP2r7rNbv+lTGXOcM/kv/Dube/D7wiueb+7dwzwq2+9iK9/90U++eXH+KWrdrH3J7ehqTJxRgghhBCimTpucAv8E3AX8OAqn/trwzCu34DjEaJn2bZN9oWHSH7vKyiaA+8bfwNLdRbffykR4StnvsNMJsrgzKv5xiMhNBX2bLe5eFsGf5+5bLAartiHokBfn5NEItO2gS2A6XBzfMdruejYd7j0ya9hXPxzJPyVR1vOoTp4/dib+ObJf+Ofzvwdv7BlP/3O0IrbVDM66OXX367zrcdO8g/ffoHvPXWW/+eqC3jlhexn3e4AACAASURBVMOoqrLeH0kIIYQQQpTouMGtYRjfB9B1fbUrPrkiFGIdbNvCXpgie+ZZMkcfwJp+GW3kAvpe/S4s1Uk0k+aHs2f4wfzznLROQaaP1AuvRjEHec1uiwu3ZHDmc2brGay2c0BbKe4b4vkLr+bCF7/HZT/8KtOjlzAzohMNjGFpzqrbDLgHeP3gm/n+7H/x1ZOf58rQa9EDlxJ0hFCU+rshr9vBz79uJxfvXOA7PzrLn/3fpxjq7+NVu8NcsnOArcM+BoN9qGtoUwghhBBCnNNxg9s12K/r+j7gLHCLYRgPV/uQrushoOxRy8GDB3e8973vbfkTE2m/fe23su377rvvFZ/4xCdiExMTlaWC5w3DmG+k7VbFa/yFx4l96yvYqRh2cgmyuarBamiMh3xv5dvRPpae/r/YahYcuffsrANlZhfncQG7L9MY8qWwaaAQVKNfSZO2j/sGeWbPPrZPHmF46ggjE09jKwoZp5eMy8vpHa9lfvjCsk0H3WHeEv4Znon+kB/MPcgP5h7ErfbxmqHXc0Xop1bfdf67U1DYvX2AXeMhXjy7yNPHZ7j/iVPc8+hJAFwOlYDXhcftoM+t8bOv3cHecKCh774b4xUa/zfczdt387E3un23xmtBL7bTScfSae10e7zW0s3td/Oxt7r9VsZrJ1HsTnqsUkLX9ReBd9bIuR0BZgzDMHVdfxvwt8AewzDmqnz2FuDjpa9deeWVfPWrX23NgYtN4S1veQunT5+ufPlWwzBuaaTdVsarbZnYlgmWhW1msbNpsHODVdO0sVSFrGVhWibJbJa0mcEmN3W51ymaA0XRcnOoVW1ZteeyzyqgouLUnLg0F7bV4Iko/6RWUxWcDhVNU9FUBVUFVVGbcqLrxngVm5fEq+gmEq+im7QqXjtJVw5uq3z2MeAPDMNYlqdb7c7Xli1bLtiyZct973jHO67+zd/8zRNNO+i8z33uc9vuvvvuB/fv3//GAwcOnJL2N679jTr2xcXFNy0tLb1c8XZL7tQ2Gq+N/k428/bdfOyl20u8dsf23Xzszdy+m+K1oFnnnk5qp5OOpZPb6cZ4rUWu/3q//VbFayfpysGtrutbDcM4k//7K4F7gUsNw5iqs+2dwIvA+YZhvNS0g5b2295+Nx97q/Yp269/+24+9mZsvx7tPuZu3r6bj70Ttl+PZu2zF9vppGPp5XY6aZ/d3H43H3svtN9JOi7nVtf1PwF+CRgFvqXr+oxhGD+h6/o3gI8ZhvEEcJuu61cCFpACfq3ega0QQgghhBBCiN7TcYNbwzB+H/j9Kq+/s+Tv793IYxJCCCGEEEII0dnUdh+AEEIIIYQQQgjRqM06uJ0Hbs3/Ke33VvvdfOyt2qdsv/7tu/nYm7F9O/a5mbfv5mPvhO3buc9ebKeTjqWX2+mkfXZz+9187L3Qfsfo2IJSQgghhBBCCCFEvTbrk1shhBBCCCGEED1EBrdCCCGEEEIIIbqeDG6FEEIIIYQQQnQ9GdwKIYQQQgghhOh6MrgVQgghhBBCCNH1ZHArhBBCCCGEEKLryeBWCCGEEEIIIUTXc7T7ANpB1/UQ8CHgLsMwmr6YsbTfvva7+dhbtU/Zfv3bd/OxN2P79Wj3MXfz9t187J2w/Xo0a5+92E4nHUsvt9NJ++zm9rv52Huh/U6yWZ/choCP5/+U9nur/W4+9lbtU7Zf//bdfOzN2L4d+9zM23fzsXfC9u3cZy+200nH0svtdNI+u7n9bj72Xmi/Y3T1k1td138O+ASg5F/6hGEY/9TGQxJCCCGEEEII0Qbd/uT2b4D3GIZxBfAbwF+3+XiEEEIIIYQQQrRBtw9uTc49Xh8AzrTxWIQQQgghhBBCtElXT0sG3g38i67rMcAP/GzlB/IJ1GXzywOBwI5gMIhpmtrGHKboQdt0Xa98bb7RJH2JV9EiEq+im0i8im4i8Sq6SUvitZMotm23+xjWRdd1DfhP4GOGYTys6/rrgK8CFxuGES/53C3kEqiLxsfHuf/++zfycEUP0XX9AeDqKm/dahjGLQ22fQsSr6KJJF5FN5F4Fd1E4lV0k1bGayfp5ie3rwS2GIbxMIBhGN/PP8G9GHi85HN3AV8q3XD//v3bgAdnZqJYVmsG9+FwgEhkqSVtS/vtazvvXVSvNteMu14tiddGfyebeftuPvY8idcu2r6bj70Z29OF8VrQrHNPJ7XTScfSie3QxfFai1z/9W77tDZeO0Y3D25PkXu0vtswjOd0Xb8YGAGOlX4o/5i9p7400V6tjCmJV9FsEq+im0i8im4i8Sq6yWaJqa4d3BqGManr+geA/0/XdTP/8vt6ac64EEIIIYQQQoj6dO3gFsAwjK+Sy7MVQgghhBBCCLGJdftSQEIIIYQQQgghhAxuhRBCCCGEEEJ0PxncCiGEEEIIIYToejK4FUIIIYQQQgjR9WRwK4QQQgghhBCi68ngVgghhBBCCCFE15PBrRBCCCGEEEKIrieDWyGEEEIIIYQQXU8Gt0IIIYQQQgghup6j3QewXrqu7wC+Dtj5lwaAgGEYw+07KiGEEEIIIYQQ7dC1g1vDMF4Grij8v67rnwG09h2REEIIIYQQQoh26drBbSld153Ae4B97T4WIYQQQgghhBAbr1dybn8ROGUYxo/afSBCCCGEEEIIITZeTzy5Bd4HfLHaG7quh4BQ6WvXXXfdtgMHDmzEcYkWURQF27ZX/2ALVIupvHnDMOab3XavxWs7v7vNSOJVdBOJV9FN5wiJV9FNWhmvnUTplg6kFl3XtwIGcJ5hGHNV3r8F+Hjpa+Pj49x///0bc4CiqSzLYiG1yFRshhHfEP19QVRlYycg6Lp+KxUxlXerYRi3NNj2LZVt90q8dsJ3txlJvIpuIvG6eXXjOULiVTTDRsV+K+O1k/TCk9v3At+oNrDNuwv4UukL+/fv3wY8ODMTxbJaM7gPhwNEIkstaXszt694s9xw720spaIE3H4O7b0JO14exq0+dqrEVF4z7nq1JF4b/Z00Y/vZxMKq310r97/e7Tvhd9dgPEu8dtH23XzszdieLozXgmadezqpnY08lo08vzfxOqFr47WWTr3+a3fbrWy/nthvklbGa8fohcHtbwAfrPVm/jF7T31pm5WiKERiM0TTMYLuAEvpKJHYDGF1bEOnMLUypno5XiOxGZZSUQCWUsu/u3ZPRWv3/ltF4lV0E4nXzUlVVaZWOUd0IolX0aiNvLbdLDHV9YNbwzD2tPsYxMawbZsxf5jb33Zj7h++b4iBvn6ysc498Ylzwr4hAm5/8c5k2DeEHbdRNQXbnSl+p0rKiWVu3Hfa7v2L+mWyFsl0loDX1e5DEULUodC/GtPHGPIOLutfC+9PxWYY8Vc/RwjRy+Tatvm6fnArNhcLi09+50+LJ787991E7xT97m1KysmhvTeVDSJtbGx3Ztl0HFozHaeqdu9f1O8r9xg8+ORZ/vy6q3E7ZVlzITpdrf61MFOm9P1XjF7MnftuYipafo4QotfJtW1zyW9OdAVVU9C8FhPRqbJpSxPRCKqqtPnoRD0s08aOO3JTbeIOLNMuTsepnIqmKLnvVNUUFG8WY/oYijeLqjX3u15t/6KzPPjkWQAmZ+NtPhIhxGpq9a+q1yRiTeT+LHn/yckjTEVnGNHOnSOE6HWqqjIRjci1bRO15fGErutOQCdXjnoeMAzDyLTjWER3sN0Zbrz3Dm7be33ZtKUxfxhLpm50ldIcEtu2a05XhtY/VV1t/6JzlMbNQizdxiMRQtSjWv864h/ihntuYzG1RNAd4NC+g8v6X0v6X7GJWJbFmD8s17ZNtKGDW13X3wm8H3grkAGWgADg1HX9fuD/GIbxbxt5TKLzFe7+LqQW+drT/8Yde29kKjbNmH8ENePCwmr3IYoG1JquXOuuf7OLLNTav+gsqYxZ/LsMboXoDoX+dSYxy7BnkIXEEoupXLXZxdQSC4kl7tx7E1PS/4pNSlEU4ukkd+y9kclohFF/mHg6iUcJdHQxtU62YdOSdV3/HvAB4KvAhYZh9BuGsc0wjH7gQuBvgffnPydEUend3/966WFuuvdOtvjGsGIOsulzA1uZStqdqk1XhvLvHTj3VLXJnX1h/yPaFpkK18Gi8XOTe5ZkcCtEVyj0r/rwLqy4g2BfoKxPD/YFsKr0/0JsFrZt43H2cfO9h/nqU//KzfcexuPsk4FtAzbyye37DcN4qtobhmGcITfo/aqu6z+xgcckukTl0zU7pUH+7m5ltVvLlie53ahaR15613/IM9iSu/ql1TqlWnLnWkqcG9xGk9k2HokQol6V1ZK1rKt6YUG5kBebmJZ1cfu+G5iIRhjzh1EzLrIyK3HdNmxwW2tgu97Pid5Vbb1Ry7SheHfXLhvgVOZlfurtNwNSSbWbFWKg8L3r4V1EIkstma4m1ZK7Q6xkcJtKy+BWiE5T7dxdrX+1a5zLhdisTEeaG+6puA5Jy3XIerWroJQD+FXgCsBf+p5hGAfacUyi/epZb7TyxFktL3MqNsOQMip3grvQRq85u1F5vaJxpU9u0xm5oy1Ep6jVb0v/KsTq5N9J87XrtsBXgJ8A/gOYbNMxiA6znidoVasx+obIRqVD6EYb/RRVqiV3j2h+cOt2amXFpYQQ7VWr35b+VYjV2bbNiH95VXGplrx+7RrcvgPYbhjGUpv2LzpMI3euKvNx+/uCzERjG3HYoolWioGW7leqJXeFdH5A6/M4ZHArRIdY7dy9EXUThOhmiqKwkFji4FW/y0xsjiHfAAuJJYLKoDy5Xad2DW6fAQbJLQW0brquu4HPAG8DEsBDhmG8v/HDE+1Qeoc36A4w4huuud5daW5PZT6u6tuwIuCiyTbiLn9lXthK+dyicxSmIntcMrgVolOs9HRWUZR11U2olrsrRK+ybZugJ8DN997JzoFtvDR3ik/uvV5mODSgXYPbXwc+r+v6PVRMSzYM42/W0M5hIGEYxm4AXdfDzTtEUUszTzyFXJ3Z+DxDhDi876PMJxbo9wSYik4vy7tcKSdTTobdqfQ7HWGIw/s+ymQ0Qtg3hJZ1YXrTxUqblTm4pbG4Wlyuls8r8dPZ0lkTp0PF4VAl51aIDlJ4Ojsbn2fQGyr226V9bT1W6qMrqy5LVXvRS1y4uG3f9UxEpxjzj+C0XaSkWvK6tWtw+17gjcAAuSeuBTZQ1+BW13UfuUHyeOE1wzAizTtEUakVxX6UPpOF5BJzyXkcmkaor5/+vgDXV1aNy+ddSmXb3lPtOy08RTW96arfd9mA2DeEoqjFAXGtuJTY6W7prIXLoeLUVBIpqZYsRKcx7dyMCstRpd+uw4p9dMV7d0r/LXpIRkmXXffeue8m2jdE637t+s39PnCFYRhHGmhjFzAD3KLr+pvJTXH+mGEY3yv9kK7rISBU+tp111237cABKcq8VusdHNR6oqYoClkryye/86fFNu/Ye5Dp2GzNvMtOqChXLaby5g3DmG92270cryvla62Yy+XOcOO9txfbuemq3+OW//o0fpevZlx2Quy0Q6/EayZj4XRoOB0q81GZltyreiVeN5PSa4OtgVF++9W/tqyvHfYNlG1TeV1Q6O+j6RhBd4CldPm5f6rKqgid0H9LvIpGaZrK2WikLPYnohG2OLZiNnl2QivjtZO0a3A7CZxosA0NuAB43DCM63Vdfw3wr7qu7zIMI1ryuQ8BHy/d8O677+bAgQMMDZWtQtR04XCgp9o3po+VnVxmErPo4V01t7csi4XUIlOxGUb8uUJPqqIW33P4TM4ulQ9kp+OzjAWGy/J3xgLDDHhy35WWqP3eSsfeZMtiKu9W4JZmt92seG30d9Kq7Vf6TtWK90YDwwx6/Lw4d4Ibr/qdYvGFeDqO3+VbMS5Xiqv1Hnu92rx9T8Sroqm4XRo+j5OzM/FVfyfd/J1187E3YfuujNeCZp17Oqmd1doovTY4G51iyDewrK8ttLPSdYEzGeb2t91YnB025O2nvy/3vVix8jaHfAMM+9p7Tszr6nitpZuvX7vy2BMjZbEf8gQZrPP6ZI1aGa8do12D288AX9F1/RAwVfqGYRjH62zjBJAxDOPv89s9ouv6NLAbeKLkc3cBXyrdcP/+/duAB2dmolhWa+76hcMBIpHWFYNuR/tD3sHyk4tnsPiZandh8VRfvB3A4Tf5yDdv46NX/w+C7nMdxYh3CCvhKKteayUcRKK5/aha7fdWOvYmWxZTec2469WSeG30d9LK7Vf6TjWfws1XfZCZ+BxD3gGwFSKRJYK+8qnrd+y9kVgmviwuS/e/Uly162ffiO3pkXhdiqbQVAXbskmmsyv+Ttr9O29k+24+9mZsTxfGa0Gzzj2d1E5lG9VmYpVeG/hdPhzK8r4WD0QiSyjebNXrAkVRUDxW2UyuO/feVNy3w+fg5qs+WGzToTjaHacFXRuvtXTz9Wu3Hrvqs8tjf99Nrfo5WhmvHaNdg9vP5v/8xYrXbXJPZFdlGMaMruvf1nV9r2EY9+q6vhsIAy9UfG6eHvvS2qXakimKRlkerpZ1YTrSzMbnMWNmzenFU7EZFlNL/Ptz93H73huYik0z5h9BzbjImlbN6rWdUNm2lTHVa/FaTxGQWt+poijE0jECbh+pbIqA20csHcerBpmKzlQ88Z/jE2+6jkHvQM2lJjohdtqhV+I1kzVzObcOlXTWQlGgx2eUb0q9Eq+9ZqWaG1rWxZ37bmIiGmHMH0bJOLDTVtU+vTI9ZDG5RL83wEyVa4bSqcd2UiPoDmDZJkF3ADupQQf04RKvolGqqjIVnS6P/eg0I9qWpt/A2Cwx1ZbBrWEYzVqr5QPAF3Vd/2MgDfyaYRiLTWpbVKg2OCi9Cxt0Bzi07yAH77mDgMvH7732veWLUvuGikv7jPiHCLoD7Lvoam68947yPN50vnjUCleu7c6zEfVZS5525Xdq2zZel2dZkQUrZi1fesI7hJpyYcatVQetEjvdKZW1cDhUHJqKZdmYllWcziiEaK2V+nLTkebGe27PXROgcMfeg5B2VO3Tw76h4mwtBYV+T24WTjQd4/a33VhzKbjC9ceF4fPrXlJIiG5gWRYj/uHyWYz+YayYxPh6tWVwq+v6OBA3DGOu5LUBwGMYxpl62zEM40XgzS04RLGC0qVXSu/CAsTScW7bez2T0UhxMDIVzeXWLCSWCHoDKCkn/X1BDu29iYnY1KYs8rMZrFgQqo7vV1VVJqKRsu0nohHGtK2oJU8KtgZGsWyLs9nTjPnDuaf/aSmh32syGQtvnwOHpgC5dW/7XDK4FaLVVurLIVesbzF1bgrlSv28lnVxaN/B4lPehcRSsd3/fP7bHNp3kMno9Lm+PL8ciiwFJHqVpqlE0wlu33sDk9EIo/4wsXQSvxZoekGpzaJd05K/DlwDzJW8tg34PPBTbTkiUVW1/BpVVbEsC0VRyp6gqaj4XN5lT9pGfMPccM9tLKaWind8VUXFimuM+cI179SK7la4S1/5/ZYt/lWiEFeQizvLshjzl8fHmD+MHT/3pEBRFG572/VlT//v3HcTSsYpN0h6TDpr0u9w4dByA9pM1qbP1eaDEqIHVZ73a/XlhXP1Su9VKvTdBYf2HaTfHQTF5h0XvZkb77lj2RNgVVWx3dWXhROi25mmha9v+Sw1U57crlu7eobdhmE8VfqCYRhP6bq+p03HIypYloXizZbl16iaguVMMxmdZtQ/zHxikZAS5I/f/jHOLk0x6gtzNjq57Elbn+oq3tVdtixAlTxemW7UOwp52jOJWcLeYWzbYsqaKMvZcrhULGe6eCdfUzTOLk3mioaYFU9oLYuINcGQPcCIb4hEJslkxdPdqeg0mqIV82/l7n5vSGctHJpaMriVp/NCNFO1vNqCajU3Cufqypzb0ieupRRFYTG5VFHpPsEd+25kIhrB7/Ix4hvihdmXAEhkEnh9HiKxWey4LbO8RE/SNJXJKktdjWpj8uR2ndo1uI3oun6hYRjF4k+6rl9Ibt1a0QEWUovL7pJaCsU7S0F3gJuv/j1uvOcO7th3IyPaFsx49Sdt2Cx/epe3WYv8bBaF71cP72I6Nlf1zrvlTC+rfHzrA5/B5/TmKmnGHFw6snvZ9jdf9UFuvu9ORitizu1wc/Bbd6y45q3oPpmMiUNTzk1Lzspat0I0U9W82ryVztWmI81N9xxixD/EVHSG2/beUKydUda+bdPvDZRdRxzad7Cs/7/5qg9y8Ft3EHQFijUXVsvHFaKbmabFSMXshxHfkDy5bUC7rvq+CPyjrus3A8eBXcD/IjctWbSZoijLFkyfjc+TsTMspaJcOLiTa171bmLpOAev+l3mE4tg24S8IRYSSxy86neLd2UXkkuoqMXc2+LdYF/5PuXua++rlrM16tjC2Yonr5PRSG4WwNJk8c790cgxbMrv3KfMNLe+6cM4VWfxqUHYO8RdD30e27aX5YWJ7pbOWjgdJU9uTXlyK0Sz1MqrLc6yyqs8VyuKQiKT4JN7P1LMF0xkkniUQNXPlla6B5bVVUhl0/yvN/8hw96hsplgn3/8q9z+thuZS84z5BmUWV6iZ7hcKtOJxbJr5/nEIsOuIdJpifH1aNfg9g4gA3wK2E5uzdovAJ9u0/GIErZtM+I/dxcp6A7k1hhVbILuANe86t3c/p3Pnru7u+8gH/zG/8w9adt3kBtKqibedNXvccO3biPoCnBo702YcVVOSJtUtbysak/7R/1hJmMR+t3B4p37WCbOn/7sJ5bd2bTjTjJRG3Awpm3FVjJMxWaKVQfl7n7vSGcK05JzT25lWrIQzVOzRkId21Wtap9Z3u8Wri1KqyVX9v9h3xBK0rXs3DAZm0ZTVfThXVItWfSUdNoi5Aty4z134HN5iOWn6qflye26tWspIAs4nP9PdKBCNePF5BL9nkBuzS3fEJ96+82cXirPqz05fwav08NiaomFxBKH9h5kKjbDkHeAux76PLsGdnDNq97N2dgkY74wlOTxiM2jVs6WminP19IUjY9f/QdlOdxBd4D5xCJ37L2x+HQgnk7i4VwsWZaNo6ISZ63cL9FdsqaFZdtopTm3GZmWLEQzVeujK2dZVVqpqn3lGp2KohCvqAqbzma5c+9NuRxDfzhXl8E8u6zmQqE/F6LXaJpKKpvh9n03FGM9nc3i1pySc7tOGza41XX9csMwftysz4nWUhUVO+4oy48p5OBUVjju7wsSTccIuP0E+wJY+bwc8k/Rbrzqd8qf9Jbk8YjNo+o6yYqSW7YnnXvyasVsLCCsjmHG7eKd+2gmRsgT5OC9h4qzAg7tO4idLd+H6UhzQ0W8Vsv9Et2l8JQ2l3ObG9ym5cmtEE21nhoYtaraWzG7atXl6muX5/Zp2ctzfu1Y6blB/s2L3mOaFq4+5/JqySkZ2K7XRl71fVbX9UXgy8ADpevZ6rq+Bbga+A0gALxxA49L1FAt9zYSm2HcuyV/N3WKMf8IKiq3vOnDZU/jbNtGzd8FrraWbWUej9g8bNuuWpWztKpx4YKo8FQ3EptlOj5XtpbiVGwGDbVYFdm2quf1Ss5t90vnn9I6VLVknVt5citEK6y1Bkbl7BuH6SLjTS+rulyZc5urbl++Xm61/rvyCbAQvWQtsx9EfTZscGsYxht0Xf854P3AF3RdN4ElcoNZBfgW8GeGYfz7Rh2TWFmtHJyMki7Lqz207yAj2hasuFW806soSv4ucPW1bMXmVrUqZ5WqxoWnunvy1ZbLqiJrrrKqyHbcsab1FkX3SMuTWyE6VuXsm4y3ypq0rL5ebmmtj4Dbz4h/CEvyDkWPW2n2g1ifDZ2vZxjGvwH/puu6E7gICAFzwAuGYWQ28ljEOZqmYprWsilEsDwHR8u4mMxMsJSOYts2Fw7uxLQsZvI5MlrWhemouGObb2M2Ps+gN1RXHo/oXYWqnNF0jKA7wFL6XOVks6ICbmEN3KORY4R9g/zx2z/GVHSGkCdYtSrySmsxiu51bnCryuBWiDaqdp1QYNvL+/cR3xCWbWFMH2PIO4iWdVXto3P5uMnldRWUQL5t6cf/f/bOPE6Oss7/76rq6nu6e46emcwkgYBagBwCsgvqmnjAuru6/hYXiLoqIZBVFCGEIwQV0FUgARLU1XW5vFDU3cXd9QBRNoCrrAqIFxQKAXLNPT09fXd11e+P6u7payZz9Ex3T57365XXTOp4+umab1U9z/P9fj9fwfJElmVypmlXFYmP2mWATBNFloTndp40SlAqC/xhoe1omvYikADSgAVcrev6Qwtt93DB6ZYxlAxjyQjtvhBDMfum8puQ2vsswUCYWM5VzKGV0pBzZbCyFje+dSt3PXEfG09dzzU/vqksT2Drj24kmp4srtgWQpJylggjFNiDlF5/mBvfutUOcw/04nN6OTC5f0oEKpOfuDgNJpKTTKSiOBWVdk+QnJVDkWW8qgegqJxsJiysHKJu8jKkGJasyDgcQlBKIFhsCqkjhUmpI+vEK6XIRoZQQ93Ecq6i2E1lmkmf3F18vh/VsZqtD5WMEQpRNhXPaDsf110VFWap2arwZoGgEkWW8DvSZWPXVhFjMk0TVXEwnpwgmo7hUpy0e4IYYmI7b1pdacUE3qXr+jON7kirIUkShmKHF29948Vliew3vf7DxP99OwB9G3YwkXPaq6Yug60P3Vhs48YztzKSGKvKEyi8rAoetW5f17SF4QWtzUyr+DNhYvLpRz9XtIlr33gJn9y9C7/Tx/azbBEoWZbJ5jJlx9341qv50q/uZTIT46Yzt/LC2Mv2oEeSy9oXq/zLizJBKTmfcys8twLBolGZOrLjzGs4cMeVmPEJZG+AvgtuYSLntN8BFcduP2sbNz76z/idXt594jvLc2zzUTbT1cCt1FX40i/v5cDkgBg7CGbE70hz4O4rMBPRMvtsBWqPdbaiyC7huZ0nrT65lfL/BLOksMI64nnFZgAAIABJREFUkYySiqUBGI2Pl718RqwM0tkfpdMdIBuPIjnDAERTk2x948XFItOTqRid3vaKGqVdSPk/ScGjNhQfEYJSy4xDCUIVKIQV/37ouaJX1srBwVi1yJjf6SsTUrAsi9FkuW2OJsaJZxNMpmO8MPYy3/jtfzIQG7IFzWoMmATLg4xR4rkthCULz61AsCgUQovLhZ9GcOefr2YiijExRDDUQ3ZihL2mVLXIfc3aDzMcG2VN+6qyMUKXrx2StT+3cjzR6WknlokX2xVjB0EtJEnCmBjCTESBKfuUvKtaYkygqjBUOdZJjtPv6iWdbnDnWpRWn9wCfFPTNIDHgGt1XZ8o3alpWgg7t7fIli1bVm7atGnpethM5L2vsWycz/31JwHo9JW/UFwON9c8vos2p71aWxB7qCwLtP2sbUjIXPvGS4qTHFVSuPH1FzMUHymGOFvzKAzfzNSyqTwRXdcj9W67Ge11toJQppqpLvuQcdDr766yiUI5qVIhhZ4K22lz+Ysh72FfJwOxIfxOnxCOmoHlYK/Z7FTOrSxLyLIkPLfLlOVgr62OZVlV4k7htjCTsr2wJHsDqKEw++++AjMxSedF26vEcK7Opyed2HMsN591DS+MvUyXtwOH7MCoMeGwLAuH7CgfTyhT75RmHTsIe208lmWhhsLI3kDRc6uGwlgtUkonnTbprhjrdPs6SS+CoNRi2mszIbXCqsZ0aJrWr+v6/rxA1e1Am67r76s45nrgutJt/f39PPzww0vX0SbANE0m0lEOTA7hcji5+4lvsTLQy7knvIOJZJSQJ8hwfIwOb4hdP7sTgAtOPY+0kaGvrZugO8BzI3v4xMO3FNv85Juv4FVda5hIRRlNjNPpbcczMc6Bu69C9vgxkzH63vcp1L5XMJGaZCg2RLe/m6CnDUVu3XUVTdNuoMKm8tyg6/r1C2z7+sq2m9Fe9ZHn+fhPpmzhU2+5Aq3r6Krjfj/0HDf8z87i/69702Ze3f0qskaGaCY+VU5KkjkwOUCvv5uAy4+q2LlVqZH9xNxuBuMj9PrDKEgMxIbpbgujyDIDMXsRJegOIFeEJgtsloO9PvLkPm659wkuf/cpdIU83HDX47zltav40LtOquvnCBrPcrDX5cCesb3kyBUjtRQUVjn9GOODOELdGPEJDtx1BQD+vzgP5bVnFp/n0VSMqx/6TLGt6990OdlcFp/Li4LCmo5VNT/TtMyy8URhsF8Q2WnG57yw1+YgNbAHzBy56AhKoAtkBXfvmkZ3a9a8MPYyJiajiQid3hAyMkd1rK775yymvTYTDZlhaJq2Bvg08BrAX7pP1/VZ/zV1Xd+f/5nVNO0LwH/WOGwX8OXSDevXr18JPDY6Glu0ePZwuI3h4clDH7hE7Uteo8zTds0bP8xNj36Bc4//W9qlLnJxi7Dcg0WW4fgY29Z+mE8/8vmil2z7mdsI+zoqvG0djI7EAYWQFMaIWciegD2xza+eyYEwuXiU6D1X4jZNopKEf8MOlGDnol2fxb721LCpPPVY9VoUe13oNak8v9PbURE+1lGz/Vry9sPDk0heO4KgIByy7Y0f4c4n7iOWTnDjmVux8l5gxevhmoduxuf0Es8kuPmtV+H+5naimPRt2EGX1IMRsxiNxRft+9f72i31+SwDex0ds/++6WSaCBaKLBGLp6e9Lo2+5oezvR2O9lqgXu+eRrcjSRJBj4+rHrqp+IzefuZWxhMOJM9KrJRF0BOwPWWpBPKpb2Hrj27C5/SSyCS58ayry577boeLG3bvLGoqzNynqfHEeCwJKHSWPOcbfW1q0LL2Oh3NNn6dDe3eNvbdfVVBspuVF2xflO+wWNcm6GurElNbpL/BYtpr09Ao99k3gOeBLdhqx3NG0zQv4NB1PZrf9G7g15XH5d3sy+qPNldq5c+kjYwdSpp2gAVBZ4ZsZAjF3cdNZ21lIDbE1jdezN1PfIs/jb3IQHyYXl+Yj6+9lMHYMJ2+dqLJCQJyF6ZpFfMaYjkXfRfcUlRURJYxRvfTe841jD54J+kDfyQbGcIZbL7wotmymDbVKvY6m5I7kiThjiW4+a1bGYwP0+ML444lSCkhhuJTwiGv6DgSn9PD+hPeSac3RDQ1SUDqACCSinH1Gz9U9B6MT46gWDnUUA+SlcMT24ujQrlTUM5ysNdCCLKSV0pWFVmEJS9TloO9tioFxVljYgiHs5ub3vARBmNDdHs7cE+MkXT1FidUxXd9LMJAarLsOR3PJNl+pl3WpNPbXla2bShWW1CqlMp9zRxhKOy18ciyjJFK0H/+TWTHB1HbezBSCWTF3RKCTIoiE8skufHMq4tlsOKZJH4lUPdxzeFiU42a3L4aeL2u6wsZnfQA/65pmgwo2KWFLq5H55YbtQqn9/rCmAkFsAg6M7bKXDJG20Xb2fq/X6jy8LocTq5+6Ea2vfEj3PHkN8GC7WduJVeR55jLWUzknMj+1aikOHDn5UUvbu951zLw7c/Yk15BS2PmrEOW3LEsC9XlZviuq2hz+Yil4wTO304iYxbtMZaJc+Gp72bbj7eX5eVaCfv8yjzvm8/cSkxx0PW2i9h/z9VlyohR09XUgyDB/CkISin5nD+HIpHJismtQDBfaindVyrOrlj/MRIPfo14KkZow83E01bxvMK7XnL1EPJkq7UV4vb7ASnLYHwEmMqbFfoIgnpimiYOt5d991yN7PJhpuOs3HAzZovk3OZyJj63p8pzm1uEnNvDhUZNbh8FTgaemG8Duq7vAU6pW4+WOZWeNtIq5AunZyNDxZfZUJWHN822tR/hzl99k2h6krSR5uozNtHp68BhushRPsAsrvxGhpCCnaihHtKJKGYiiplJ0XfBLSBJLVmLTFDNoSaTsZyLvvO3Y0aHkfN/b7CK9jiWiJA20uXKyZPDrDIU1LZ2no+Vl5oaiY+x+u8uR/a0ldlWbmIQj+RADXQKm1qGFASl1LxSsqLIxfJAAoFg9hTe0ZX1aisVZ9VQD7KnjfDbLkJt7yUtewg6q+vcyrKtg1D6nB6MDdPr6LP355/1o8kxOj0dNaN8BIKFIMsyRixC7znXFHNujVgEuSTSoJmRZZmB2HBZGaxC1YhW6H8zsmSTW03TPlny3xeBBzRNux8YKD1O1/VPLFWfDiem87TZKnPddu5MMlal2Nbr62LrQ9uZSEdtGX9JJfkfO4mmYvSdv500dh2xwmpurZXf/fdsRfb4cbSvAMviwF1bWrIWmWDuFFb3w6uOyeeP5EtJ5O2xQwojezPlKoH+LgY/dzGy20vPRbeU5/ZKDga+tg3Z4y+zLVl1cTD/u7Cp5UfGMFFkCUmyU6ocikzWEKWABIK5UqseaCHqxRkKI/uCgFQVHdO/cQf777mqqs5tLmfSU6Gt0OMPF71OhWe9Fj6a4eFJMbEV1B3TNHH4Q1U5t63iuTVNs6Y+iSk8t/NmKT23lfJ43wPUGtsFi0gtT1tpnqzDHWL7mdsYjg3T7evEFRnj5rdeVVQrjH9nB8bIPgD7+LZV+JQ0RnwCtS2IMXqwrNaYmU3T875PowY6iZtunNGXy/ZnI0NIvtaoRSZYHDyJBDveupWh2DDd/jDuyCiyy4MZn8ATT7DjzGuK+7IPfwMssxgJ0HPOVpxd/Qx9d1dxu7Cp5Ucmm0N1TKmkqoooBSQQzJXSSC2gPOol2DWVtxgZrIqOMcYG7IkD1e9uR87J9rO2FdWSHTknGcT9KVgaVDXvuT13W5nnVvX2ks22xjhAzhbuoWF6/WHkrBNT3EPzZskmt7qub1iqz1qu1MqRmevxhW2l+4q5M75VWCl72yu8ney780p7ldYX5BUbd2DmIBoZBAp17rpRSXPgnivpPXcb+++yf5bWGlOCPcSzLhIZCzDxFbzExVpk3fl9glZkrjZZiWVZOFxuonddhdflI5qO4zt3G0gysj+E6nYzeMcVuC2LqCSx4rxrif/2Edtb63Qz/OAd9LzjErIVdpnM1usbCpqBjGHiVJXC2BpFkTFy4sUvEMyFskitQkWDQtSLL8DKDTez764ra0ZeqR29IMvI3gBIUvHdLUkSmZQJOFjh6CcXt8TEVrCkZLMmfn+ozHZXbtxBtkU8twBGxoSMg1d3v4rh4UkxsV0gjSoFNKbrekeN7UO6rgu1oQpkRcJyZcuUaWeiVk4NFkUVRDUUJhuL4vAFy/ITLcvC6ZDxOlJkRw9ixicAMOMTZMcGUNpX0HfhbRjjA3YbiUmkTAIsi1x0BDM+weiDd9J73rWYmRSO9hXEcuUiPwUvcWUOpqC1mC5vq5KC7eojz9PptfOtzJLjJEnCSCXp/8CNZCODqO19gEn3Oy9D7ei1vQx5OwTKIgEkRaLrrAuR29rp23gL2fEh1PZesEw88b0z9kvQWmSNXDHfFuyw5ETKaGCPBILWpPAONiJDqMFOhu6/DSwTTJPs+GBV5NWKf/gkaiiMoaj0b7iZ7NgAakcvScmN5M2UjUvEs1bQCBRFJhsZrogKHEbxr2oZmzzUWGm5oWnaCuDzuq6/azHab5SgVNXsTNM0FVv1WFCB5cqW1ai9+cxtMx5fK6cGSeLA3VcW82V6z7uWA/dcSd+GHWX5iV4lyf67rqrywEqqiwN3X0Hfhh042nvZf/cVmPEo/RtuAklCCXQh+4JkI4MM/NtNdrspB5UT1+lyMAWtxUx5W6XUsl0pqRaPsywLh9vD/ruvAkmm//wb2X/3VXa7/hArN9xc5emfyLpRSbP/jvLc7aRvFapV3S+Rf9v6ZLJmWViyQ5GEoJRAMA/KKhrISbITQ7Y3VpZR23uqvbrf+rSdw1jq1fUFCVx0C1c/dGP5uCTRqCGl4HAmlzNRQ+GKsUKYWAt5bmuO85fx/aTr+kFgUSa2sMSTW03THsOezbg1TXu0YvdK4GdL2Z9WoFaN2uH4KF2+9mmPL82pKdQDzUaG6D13W7HWbC46ApZVljcjyzLZsYEyD6yVSSG7fYz9z9en2ho7SO851zC2+xuMPHgn/effRC6TZuUF24s1xrKxcYLeoPCcLUOmszFvvLzmbC3bHYmPsCptFVWNTRN7xTW/6JIZfBEzGbMHW5aFERun97xry/JoPJaE5CvPB8tGhpD8q6vyyQr2LWht7LDkcs+tEJQSCOZOaUUDQl30X7DDjpoJdGEg2eGc4wM4gt0M3X9b8dmcHRsoPluxLIYqFJKH44euXysQLAYul4yRzbDygh1kJ4ZRg2GMbAaXy026BSa4043zG30/aZrmBb4JHAHIwB3A2cCvgbWAG9is6/qD+eM/ArwPcAL/B1ys67qpadopwO1AG5DFntRKwAO6rh873bn5bvwr8GfYc8cf6Lp+zWz6vtTLAndif6HTgLtKtlvAIPDwEven6alVozbs65zx+FL140rFw0KtWSXQVZY3A7Zim9rRi+wNkD7wRwa+/RlWXngruckxAiefiXPF0Qx//4uk9jxtqyeefyNmKo6lqMguhX13XVH2ObU8w4LW51A2VvCW1rLdTsnB4NeuKlM1dgSn2nJ09tO/4SaMiWEcwTBKWzv77ryiTAHx5S98BNnlKc8HC3WTyJhV+WQip3t5UBmWrCoyWbFoJhDMmdKoG/eakwj/zYewElFM1YWjrZ19d10FlkT/hhuLWgZIUnFsYCaiIEl0V6i7ivq1gkaRTpt43W5ysXFbJE114mhrZzLZGvY43Ti/Ce6nvwT267r+TgBN04LYk9t2XddP0TRNA36sadrRwOuBU3Vd//P8sV8E3q9p2r3At4F/0HX9cU3TXNjzwB7yoZuapr2p1rnA00C/rusn5rcHZtvxJZ3c6rr+FQBN0x7Xdf3ZpfzsVqayRq2UVsE3/fFF9ePoKGY2PeXJSsawjCz9G3eQTcbp27CjLOdVkiQSlof+jTswxgdwtPdimSYH7/un8knri7/FTETJDL7I6O5v0Pue66sVGGt4hgXLh2ltrEJFUyqpcRh2B4l/55YyVWPZv7pMrVtRnez76rVT5Scu2G4rIMYjKL4QmfFBW0m5Qom7YMelbRXzzUXoe8uTzpZ7bhVFEp5bgWCOFKNukjFkX5COde+ZSgPxBujfcDNYFmY8wvij37I9YeN2jm1W9ZQ9WxOGq2pcIsr8CBqBwyFj5YyysWr/hptxOJwYRmvYpNSc9aB/A+zQNG078KCu6z+x57N8HUDXdV3TtJcADfhrYK2maU9iT17dwHB+37Cu64/nz0kD5NspMN259wNrNE37PPAg8MPZdrxRAd2v0zTtdTW2p4F9wOOFCyCYvkbtdBTVjz19BNR03oPVQ9fbLsJSVCTLQkpEkdxeFEUqik0VXlqThpuOI45nZCSGJ763YtI6iuzxA9hhomMH7VDkCo9ZLc+wYPlQy8ZqeUtLaxxmJkaLatvuNSfhbA/D+MtTk9C21cjjL5bZmzExjOzyQC6HJEko3rZi2HK5Ene18nfpdkFrkzVy+DxTryuHImPkLEzLQpakBvZMIGgdLMtCbe+1o2Ni41hGpvx5Gx1F9rRhxidI/OkJOtauR/IGMC2JZNIiV/ZstdVdZzsuEQgWC9MEIz5aZcumz9vgns2eZqwHrev68/mQ4rcBH9U07TyqB1VSyc9bdF3/QulOTdOOLzlmOmqemz//NcBZ2KHMl+R/PySNmty+HzgDOxR5H3a+bQ/wK+BIAE3T3qnr+q8a1L+mZK7eT8ua8mRJVo79X7mG/g/cWFbouv+C7ViqXCY21XfBLYC/ZtkAZ9/R9LzrSmTVxcgDdxRDQosKjCVqzJWeYcHyo9TGDuUtLT3O2R5mf4lsf98FtxDNuqoETdRQN/vuuRozFinK+/e895PFz5nunhCRAsuLjGFWhSUDGPkSQQKBYJZY+WisVIJVF38e2RcsjgfUUJgV7/442bEBnB29jP3su8Se+GFVuklZc+JZK2gwppkXlKqwZbMF8m2bGU3T+oAxXde/rWnac8DdQAR4D3Y48quw5286tlf1Zk3Tvq7relTTtHYgkN/XqWnaGbqu/zwfllx4mRcmvdOdGwcyuq7/l6ZpPwWem23fGzW5/T3wH7quf7awIZ9MfAzwBuBa4HPYE+AZ0TTtOuA64Hhd1/+wON1tXXI5i6jpwpvYi+zyYcQmygpd52LjmKZVJjaVjQzhDNp5vZUTl0nDhdS2Gp+cJvTmD5SVW5nIOZG8q7DSFpKzG0t4zg4LZustLVXplCIvVwtSJfZiqV30vvcGcmMH8gJS4/ayLPmQ5/FB0m1HCK/sYUYmm8OhlIclA2RzYnIrEFRSEI1K7X2WYL7kXkHkr5BCJHsDGJMR+s+/qSgEaaTixJVOpMCRWON7iT1hRwFWppsIBM2EwyFjpOJVtuxQ3S0TltyknIg96TQBE7ga2AZENE17AvAAF+q6ngF+omnaHcBj+ZDjDHCJrusvaZp2LvB5TdN82BG6f59v3wLIhztXnZs/9k5N0wov+Y/OtuONmty+B6hURfoiMKLr+kc0TdsBXHmoRjRNOxn4c+DFuvdwGWF7YMOYmQRqWzv77i4vdL3vy1vBNOk9dxsD3/4Mamiq1LBpUnPiMkHtyUxpiRfB8keSpHlFFBRl+2sIUq1Y/zGGH/hXAFZesB3yYaeyN4Da3tNS8v6C+pA1KksBycXtAoGgnFql2gpe12I0ViqBoy1UlnO7cuOOordLiPMJWgXDMHG4fVOlqvK2bIixwoLQdf0B4IHSbZqmbQPu03X98hrHfwn4Uo3tT2ELTlVy3KHOBU6dY7eBxk1uB4F3AP9Zsu1vgKH8725suehp0TTNCfwzsB54ZBH6uCxwOmS8SpJcbJz+D9jqh5XiP+G/+iCKL4SFRd/G28DMkTq4h5CvjWxkGEew4J0tb1tMYA9fCp6BgkeffBmpUk9+6XGpvc8SDPaAZdolKJzdrHjPdRjREcxMqswmzWya8Lu2ogY6MdKJskiDbDyKpHYL2zvMyBhmmee2EJacyQpRKYGgFEmSMCaGKrQLhuyoKssiablt0cjIMMbEcNV4QPatxjSn0k3M6DBy3vsromUEzYiiyDXLACr+1aIUZf1piQvaqMntR4HvaJr2O2AvsAo4Hjgnv//PscOSZ+KTwFd1XX+5QnWrDE3TQkCodNuWLVtWbtq0aZ5db06m86B5leRUbqM/RP/5N1UXaf/6dcgeP/0bd2CZOQ7ccyW9526ryokUJX1satlUnoiu65F6t92M9lrpGVix/mMM3vuJshI/ZcclY/RvuKlMzXDF+o8xuvteVpy7rcwmHaFuJjJuEhmLoBMO3HtdMY+mb8OOfLi7YLa0ur2alkXWMHEoU5oUjmJYsrCF5Uar22ujKYuMKXpdw3agH+CRUuy/+yoAVpx3bZV31kzb4cuFNJLwqmMYHp6kRca0S46w18aTy9UuAyiivKpZqL3quv7m+veq/jRkcqvr+o80TTsKW/65D/gB8H1d10cL+4EfTXe+pmmnA6/VdX3rLD7uMuyc3CL33XcfmzZtorPTP9+vMCvC4bZFb98yc+TiExiRIRyhbhR/CEma8nAkX3ppajUrFiEXj9hF2idGcLR1MHT/bcXSLMbECJKsgGWRi46Ue9Oiw4RXHVP3/i8Wi3ztq2wqzw3A9fVuu172utBrUnp+au+z1arGHn+VrSTzx8neQJWXwMymCb9tE0iy7cUdH7DzwBOTdPV2AWBZJis33lJm3+ES+55v/5fy3CY4v6XtNZUxAPD7XIRCtvplMJICwOtzTXttWvlv1sp9r8P5LWmvBer17llIO6mBEXrPu9aOeOnoA8vCn9yHo72H7PgwZnwCgJEH7qD//BvJDL6EEujEiEVoD3TZpQDzz9tm+U5N3E5L2+t0LMX4tZ6kDgxM2XxeryPc98q6fkaBVrs2FSymvTYNjfLckp/Ifm2ep68FjtE07QVsta2VwIOapm3Qdf3HFcfuAr5cumH9+vUrgcdGR2OY5uKs7ITDbfnVzsWh0H7QmanOrclMeVhD7b1lq1mSJLPvy1vpO387YBaLtMveAI5gF5YlgSShBLrKPbyBcF2/z2Jen8W+9tSwqTwLWqWdru162OtCr0nl+cFAuWfAEQwXS/TIgTAjIzEsyyIU7Crm1jqC4aqogf33bEX2+PN5tncAFn0bdlT0VZ3yHqTiS/79633tlvp8WtxeY0k7Q8XI5ohEEgCkU/a24ZEY7Z7q11ijr/nhbG+Ho70WqNe7Z6HtBD0BDtxjy5asOO9a9t9zvR39oiisLIneykYGMVPxvMaBxcoLtrPvri1Fdfq+C27BGexsiu/UrO3QwvY6HUs1fq0n7f72skogKy/YvijfoRWvTQWLaa9NQ0Mmt5qmrQE+DbwGKFt+0nV99aHO13X9ZuDmkvb2AH+t6/ozNY6NsMz+aAVKlQ+htqJhCo/tqR2zV2LHH/s25uQ42YkRZMVRttKVjUVJe7rp27ADMxmlf+OOspxbEZZks5g21Sr2WqmijSzbJXrae8Ey8cT3ooa6MVLJoo1Zikr/hu1koyOogc6yqAEzm6b7XVfjCHQKW6szrW6vhbxapUZYspETglLLjVa312YglnPZ7/HYGJbFlG5BqAcjFik+kx3tvcieNnr+32bUjl6MdBIzZl+ewniiUDlBUBthr41HUWSMVKJCLTmB4nCLnNsKDhebapTn9hvA88AWIFGH9iwOXSR42VGrDm2loqHLSrHvy1cju3yY6Ti951xD4vknUQP2C+vAPVeW5TPGMxYTOAn3rmF4eNIWoRBlVwQVVJf/Acm3CtVKl9lU/wXbba+BaRZtLOFdRVBOlUcN5PNsha0JKsnkFZFrqSVnhFqyQFBFMV+2/5VkoyNT+hm+oO2dLfFw9W3YQTJwJLG0RdApVY0nBIJmJ5czcbi97Ltnaqy7csPN5ETO7WFLoya3rwZer+t6XUYmuq4fVY92WpFKD1qp10uSJIz4BL3nXFP0zlpY9F1wCzHDDl3u27Cj5rkFhCqtYCYq7cOIl9dRNuJR24MwMVRU3LQsi4TlsSMDxgZQO3pJWB4sS0xUBNUUPbdyqedWqCULBNNRqlKvtHWghnpIJ6KY8Qmy+Wdy6Xu/4N2qNZ7oaPB3EQgOhSRJGKmkXRGk4LlNJ5EktxjDHqY0anL7KHAy8ESDPn/ZUO1BK685q/oDZarH/Rt3EEmrxeOmO1cgmCsz2Vul4mYmY5LBhdx2JPG0hV0ffIr51M8VLE8K3lmHXOq5zaslC8+tQFBFLTX7gr6B4g0ykSl/7xeetzONJwSCZsWyLBS3x1YBL4kas4TntqXRNO2VwFeADmAUeL+u68/P5txGTW5fBB7QNO1+YKB0h67rn2hIj1qcWhMBOye3XKHWGB8k2L6CmOEsrtaKSYSgHtSyt2xkGMm7atpzKgUxKuvnlnoVBIcn2bx3trTO7VRYsvDcCgSl1NLiMLNpet73adQSTQPLsqZ93ooxgaCVKI498irgQHHsIWx5UZEmYul/TGWMt6uK8seOoPvjQKyO7f8L8Dld17+padp7gX8F3jKbExs1ufUB3wNU7Bq3gkXAsiwcwfKcXEl1ceCeK+nbsIOJnNroLgqWEbXszRHsrqpLO5NXttLjIOorC4qeW0d1WHI6Kzy3AkEptbQ4lGAP8ayryhsrnreC5cB0tZ2F53ZxGYumtj/+24Obvvvo84FXrgplN/7t8W/uCLhPBYyFtq1pWhg7wve+/KZvAp/XNK2zUDZ2JhpV53ZDIz53OVCaSxPM5zDO5Nkq5NAY4weRnW6iTzxA7znXYIwdsD24wjMmmIH52lutPO5DeWVnUv8WHL4UJ7dKjbBkkXMrEFSRxl2skqB29JKU3FWaBrOptiAQtAKSJJFLJenfcHMx5zYncm4XnUw29+4v/sdvAgAHR+LqKVp3/1tOW30S9Uk5XQXs13XdAtB13dQ07UB+e3NObgE0TTsGOAfo0XX9I5qmaYBL1/XfNKpPrcBcV1oLOTTBjj5/xvUYAAAgAElEQVQO3HMlvedcw8C3Pi1WagWzYr72Vitn61BtzUb9W3D4URCNUksmt7IsIUlCLVkgqIVbSpYpIvdfsJ0UrrJjxPNWsFywLAuH21NV51Z4bhcXScKSJShklzkcsgU0xYqzfOhD6o+maecAjwH9wPvzm9uA2xrRn1ZBlmV7pTUZs19IyZi90iodugpSzHDaqrWZVPVK7SzOFxx+TLuyP429HMqOZtNWwfPb8w//ZKt651y1mhIcRmSLntspW5EkCYciC7VkgaACWZbJjg1gJiYBMBOTZMcGkOXq57N43gqWA7Iskx0fLLf58cGaNi+oH06H8oUr/uG1EW11O+94w1GpE47qeg6ol4NyL9CvaZoEoGmaDPTltx+SRnluPwm8Vdf1pzVNOy+/7WngpAb1p6kpDed0dvTQv+EmjIlhHMEwkr+DROrQq1O2R00l2L5CrNQKZsVsV/Yrw43JD64qQ49n05ZQ6xRUMlUKqHwt1qFIZAxhHwJBKaZponb2lY0T5LZ24snqe0U8bwXLAdM0cXSsqLJ5s4bNC+pHe8B946nHdD+rHdH+drdTeS7gc+2ksvTFPNF1fVjTtF8D7wHuzf98cjb5ttC4yW03U7N7q+SnsMQaFMM5kzH6L7yFg/f9U1lo51yYKSdSIKikYC9mdLhYp7bSXmqVnRi89xPIHn9Z6PFcbE/kyQgK1BKUAjsHNyvUkgWCaiyrbJzQv3HmcYJ43gpanjnavKA+eN3q/V63ev8iNf8h4Cuapn0cGGcq0veQNGpy+wTwPuCrJdvWA79oTHeal9LQUNkbwBg7uCABCLFSK5gLBXuprFNboFbosjExjOzxVwlCCdsTzIeMYSIBiiRRWjnKocgi51YgqMAOS64YJ4wdRG47sqr0mkCwHBA2vzzRdV0HTp/PuQ3JuQU+CvyTpmmPAD5N0x4EPgVsblB/mpay0NBkzA638AYAiqGd81l1FSu1gnpQap9AvvxPuJgXXss+he0J5kImm0N1yCBVem6lYj6uQCCwMU0TtaO3fJzQ0SsG+YJli7B5QSWNKgX0bF4t+e3Y9W73At/TdX1OxX81TbsfOBLbBTQJfFTX9afr3N2GUxrOKfk7DhkmKhAsJZXhxsgyPe/9pAh7F9SFrGHiVJWq7UJQSiCoTcLy0L9xB8b4AI72XhKWhzqlwgkETYmweUEpDSsFpOt6Avj2Apt5v67rkwCapv0tcDdw6kL71myUhXPmxaMKYaJC6FjQaKrDjRGhx4K6kTFsz22lx9+hyBg5MXgRCCrJZEwyuAgfcXw+ncREkiQRNSNYttSyecHhy5JNbjVNe4xZjHR1XX/jbNssTGzzhGiS+kqLRemLyTJzBJ2ZMnGegiqtQNAIyuwz/3tBSTm191mC+UgDYaeCuZDJmnZYcgW2WrIYwAgEM1GpZi+ewYLliBhrCEpZSs/tnYvRqKZpdwBn5f/7thr7Q9gT3yJbtmxZuWnTpsXozpKRi0+UKdSWqtIKFpdaNpUnout6pN5tt7K9ViopCztdelrdXrOGidOhUOl0cigy8ZRRt88RNAetbq/NhngGLy7CXpsDYeezYzHttZlYssmtrutfWaR2LwLQNO29wC3A31QcchlwXemG++67j02bNtHZ6V+MLhUJh9sWre3U3mfLlOHM6DDhVcfU9TMWs/+L3f4i973KpvLcAFxf77brZa8LvSbzOb+edtqI/jfDZ9fh/Na2V0nC7XIQCnnL9nvcKtFEdtpr08p/s1buex3Ob0l7LVCvd0+92jGjwwt+Bjfbd2qydlraXqej1cZ/SzEmLtBq16aCxbTXpqFhObf1Rtf1ezVNu0PTtHZd18dLdu0Cvlx67Pr161cCj42OxhZNTS0cbsvH/S8O7QUF5fwqlRwI1/XzFrv/i9n+YvedGjaVpx6rXotirwu9JvM9PxgI18VOG9X/Rn92Pc6nxe01lsggyxKRSKLsGMs0SWeMmtem0df8cLa3w9FeC9Tr3VPPduQFPoOb8Ts1Uzu0sL1ORyuO/+o11jgUrXhtKlhMe60rmqbtAN6FLRx8vK7rf5jtuS07udU0zQe067q+L///dwCjFRNb8m72pvujLRTFHypTqBWqtEvHYtrUcrPXgpKyUPduHK1urxkjR5u3OrxMVWQyWZFzu9xodXttNirV7MUzuL4Ie20OxFhjdiyCTTmAPmAESBzi2LlyP/Zk/LH5dKpV8QHf0TTNiy2LNgq8o7FdWjokSWYi4xSqtIKmpqCkXFD3FnYqmCtZo7aglOpQyBg5JImqfFyBQGBTrWYvbhbB8kOMNRqCZkRHH8wMveRSO/tk2eneqvhC99SrcV3Xfwagadqc68K07ORW1/Uh4IxG96PRCGl/gUCwnMlkcziU6smtU5UxchZGzkSRq/cLBIIpxFhBIBDUEyM68m8Hvn7dEcb4AMgO+jduv0nxhR4ADja6b0tZCuiTszlO1/VPLHZfBAKBQNAaZKb13Nrb0pkcXreY3AoEAoFAsFSY2XS7MT6Q/49B6qXfOVzdR6zhcJrcAquW8LMEAoFAsAzIGGZtz61DASCVNfG6l7pXAoFAIBAcvsiqe9DZfUR/ZuglJNWFZ81JWeBPje4XLG0poA1L9VkCgUAgaH0syyKTzaEq1Sk3pZ5bgUAgEAgES4cj0Pl3vedd+0AuNt6u+ENITvc/AkON7hc0OOdW07Q2oAsojlx0XX+hcT0SCAQCQbOQMy0si5phyc7C5DYrJrcCgUAgECwxLzsCncc5Ap0+bKXkuib2a5p2O3A20AP8WNO0UV3XT5jNuQ2Z3GqadhxwL3AS9sWQmLooSiP6JBAIBILmolDqR6kRlqyqBc+tsaR9EggEAoFAUCS+GI3qun4pcOl8zm2UCscXgP8BOoAo0A58CfhAg/ojEAgEgiYjY9heWUeNsORizq0ISxYIBAKBQJCnUZPbk4Cr88WEJV3XJ4ArgU81qD8CgUAgaDIyhu25rSUoVQhVTgrPrUAgEAgEgjyNmtymADX/+4imaavzfelsUH8EAoFA0GRk8vm0jhp1bAs5t6m08NwKBAKBQCCwadTk9jHg3Pzv/wb8EHgEeLhB/REIBAJBk1EQi3LUFJQqlAISk1uBQCAQCAQ2DRGU0nX93JL/bgN+B7QBX2lEfwQCgUDQfBQEpWrMbYthyam0CEsWCAQCgUBg0yi15Ct0Xb8FQNd1E/h6fvvlwG2zbKMD+BpwFJAB/gj8o67ro4vSaYFAIBAsKQXPreqoFtGXZQmHIrWM59ayTHL7/wCWidJ/PFKNUGuBQCAQCAQLo1Fv109Ms/1jc2jDAm7Wdf1YXddPAl4Abl5wzwQCgUDQFBRzbmsISoE96W2FnFszNUnyv28i+YNbSP7wNpIP7sQyzUZ3SyAQCASCZceSem41TXtz/ldF07Q3Yde3LXAUMDnbtnRdHwceLdn0OPDBBXdSIBAIBE1BOlPw3Nae3DodctG726xY2RTJ7+/AjBzE8+d/Ty4eIfO7H5P9/UM4T/jLRndPIBAIBIKmYqHRuUsdlnxX/qcbuLtkuwUMApfMp1FN0yTgQ8B3a+wLAaHSbVu2bFm5adOm+XxUQ5AkCcuy5rxPsDjUsqk8kXx5q7q23Wr22gzM575YrvdSK9trUVCqRp1bsCe9zVzn1rIsUrvvxBzbi3ftBix/GLnLQh7aQ/qJ76Iesw5JdTW6m01FK9vrTIj3+PJkudqrYHlSZ3uVJlKT/5g20m93KI4/dnhCHwdiC+8lMBWd+yiApmnbsaNzL5xVxxrxQNU07au6rr+/ju39M7BC1/Wza+y7HriudFt/fz8PP9z8wsw502JiMs3gWJyeDh+hNheyLB1yn2Bx0TTtBipsKs8Nuq5fv8C2r69su1XstRmYz32x3O+lVrbX7/zkOb76g2f41KYzUGqEJn/xP35D0Ofkxg+/oS6fV2/Gf/pvjD/yTYKvOxvvUa/Bfl9DZuhlRn90F51v20TwVOG9LaWV7bUW4j2+vFlO9po1TCZiaQ6OxFjR5Sfkd9VUqhe0LvW01/HkxI5f7P/1pu/rPwkc3XFE9v2v+ftn2j3BU4G6qzxqmnY28EFd18+azfGNUkt+v6ZpKnA60Kfr+rc0TfPl98Xn0pamaTuAo4G3T3PILuDLpRvWr1+/EnhsdDSGaS7O5D4cbmN4eNZR1rVxKFy28xGi8QwBn5Ndm9eCYXspFKfKJbf+T8199aAu/W9Q+4vdd2rYVJ4FrdJO13Y97HWh16Rlzp/mnpnx/BnusyXt+yKdTwvb61gkiQQk4mlyNdqSgXgyW3V9Gn3Nw+E2Dj79S5KP3Id61GlkOl9FJjL1arPUTqRAN5EnHiKz+nVN13dhr/Oj5nef6fkyn+fVQvvTgDaWczu0sL1WoTq47LbdU/Z4+TrI1l+NvpXHf63ePnW010wu8+67nrgvADAQG1ZP6j2uf92aM04CnlhYF8uZKTp3OhqllnwC8F9AGlgJfAtYC3wAOG8O7XwGOAX4G13Xa96BeTd7PR4yS4okSQyOJYjGMwBE4xmGxhL0BN0ADI7Fa+4r9cTLsow5jWiJCIOaP4tpU61qr82ALMsMzHDP1GK6+6w35F60ha+lppXtNZPN4VTlcnWGEpyqTDzVfKWAzHSC1O47kANh1Fe/uepZK0kSSt8xGM8+ihUfQ/J1NKinzUcr22slMz1fLIsZ3/GC1mC52KssyxwYiZXZ48BIjL52z7J5Fwrqa1MSklU6l1BlhwUsRp7Q54FJXdf/ebYnNCre4IvAJ3RdPwbI5rc9Asw6tkzTtOOAq4E+4Oeapj2ladq/172nDcKyLLo7vAR8TgACPifdHV4sy6q5r6fTWzQwh0MB1cGB8QSoDhzOqTIasiyDQ2FwIgUOBXkaFVKBoFUo2PRAJElPp2/a+6IWlmXRU3Uv+RiIiPujGbAnt0ohmrcKp0Muik41E+M//Q5WbAz3aWcznfkpvRoA2T2/WsKeCZaSmZ4vliLXeF75sBSZZ/aMiuePYEkxTZMVXf4ye1zR5RcTW8G0OBX1C5eevjHyys41/NUr35Q6tvuVzwG/qednlETnnjuX8xriuQVeTb62Lflhi67rcU3TPLNtQNf1PwDVxQ+XCZIkIVkWuzavZXQiSWfQg2xZFPywqkPihk1nMD6Roj3gtj2x+X2GJFWHluQxZak6DEogaCFKVwolSSqz6de8qoudl63lpYPRqvti2vZkiRsuOoPxqH0vJVJZtn3xf/F7xf3RaNL5ye10f0PVoTSdWrI5OczkL3+AevRpWN4Q081uZX8Hkr+D3N7fwPHTpxHlzByjqXHGUxGyZhaPw0O/vxe3Q3j4WoHC8yWTNXCqjrLny2eveBM3bDqD4fEE4XYvkixx6S27y97PIspKsFQoDomdl61lZCJBV9CL4pAwsoc+T3B4EvIEbzx5xauffWXnmre7HM7nAi7/TqBuNe5mE507HY2a3L4InAoUl6w1Tfsz4E8N6k/TIMsypmyHMq3o8iFZdpI/koTtoHKQtWBwNEEo4GEynsGyLMajKUIeFUmSpg0tmSkMSrw8Bc1I4X54Zs9oMXJhcDRBT4c9EBwYjdMV8tDb6SMaz5BI5TAti1w+wiGezOB1qTyzZ5SuUH6BKDf17JUkifGJFBZgmKZ9L02m8Hudxfsj3O5t3AU4zElnTZwOedrnUzOWAso8+d9IkoT6qtcd8rkqdx6Jsf93WDkDSSl/HU9mYnx/z0P8avApkkaqbJ8qOzh9xWm88+i34XHMek1YsMRIkkTOMAm2uTg4kiXc5iKdzRafL2ORBJIko8i2h3YsMvV+7u30YVoWI9EU3e3eqmeXQFBPHA4ZchaSLJHL/8SycDgkDEOMDwW18aju+z2q+/56t1sSnfscdnQuwAu6rr9rNuc3anL7ceD7mqb9C+DUNO0a7Bq1FzWoP02DlfdCxRIZbr10Ldfd8XOi8QyhNie3X76OjAmbd+7muo2nl3lnb798HVbWwLIsVoT9hNqcRYdBb5cfMy8KUAhnLpzX3eHFqqMQlUBQT8yK++GGu35Om9fJZCLDdRvPYNsXbA/IDRedwZWffYQPnX0iV37uUdq8TmLJDLdeuo5Lb9s9baSCLEsEA+6ye2nnZWtJJKfuj0pm40kR3pb6UPDcToeqymQNe1FCkhqvMmulYmT/9HP8x76OnOJm2njqPEr4SHIvPYk59DzKCq24fSgxzK4nv8RkNsbJ3SfQ7+/Fp/qQJZmUkeL5iRf56f7HeT6yh4+evIk2p3+Rv5lgrjgcMoZhIjkUNu/cXdy+c/M6nE4IyU5CAU/VvqDfyWQ8w4fOPpHLdz0qoqwES4JhmKDKVfaImNgKGsBCo3MbpZb8PU3T3oY9mX0EOAI4W9f1uipstRKyLGMpEgdHbKGooN/J0Li9ivuW01bxnrOOYWA0XpywDkeSZR7Yg6Nx+sN2fsTgaILbLltHJJokFPDgckik86ElDgl2Xb6OgZEYvV1+HJJVf81ugaAOlIqxBP1OjFyOWz+6loOjcVZ0+hiPJYsekHTWYPslf4HTIRWP6evyMThaIbw2nqAn4EZVFTIW7B+J0d3hLXp+o/EMw5EkN178Bjrznt4CpVEV3R21PSm1jhHMn3Q2h0uVp81bdTrsd18qk8PjatRa7RSZZx+FXBbvK09hMnvov73cuRokidy+3xYnt8lsis//+k5yVo6NJ7wHn+LHqpgkr/T3c1TgSP7rhQf4199+hctO/iCKvGyzdFoKl0slbVrsG4nRF/YzHk1x3cbTGY4kCYc8RCZTfPz80wm0uYlE02X7JmJpdm1ey9hEinTWEFFWgiXD5ZIZjCTLbTWapCfkJJ0WNidoLRo2GtB1/Sng4kZ9fjNQ6t0xZYkttz/CDRe9rrhy293upT3g5L1/eQybdz3CZNz2XkkS9HZ4CfqdTMTsVd2edi9j0RTX/evPiyu91194Opt37mbn5nXFzzIs2LxrN5YFkgQ7LxOrwYLmo2Cv3Xk7V2XoDHmrcsmdCgT9Tjtsz7QwFbl4TNDvZOfmdRWRCj4wcmQsytq64aIz2HL7I/i9trdWMnJYRq4seaRWvnqlh1bktNeXTCZHW17gpBZqvgZjOtv4ya1lWWSf+R+U3lei+Nth/NBV7STVhRzqw9j3O5yn/T0A3/jNdxlLRdhw/Hq8iq9qYltgVVs/b129lgde/AkPvvQwf73mzLp+H8H8SJtW8dnSHnBy66XrqrxhH/vn3aRycMtH11U906yswauO6GB4PCGirARLRjpt1owkSKeF+0PQejSqFJAT+Bjwbmy14wPAfcCndV1PzXTucqDSu6NgEUtmueWStQyMxdm5eR2RyRRdITe3XbqOgyMxrtt4Ov9y/2/53v++wG2XrWVgNMHOzesYHInjcioMR+JE49myld7hSJKj+kOYpslINEVPu5dILM1ELFPsi1gNFjQTlfeGW5XZudmONDBNs+hh7e30YZoml//DafR1+bEsi4GJRFn+7UQsQySa5JObzmBwLJH3jKRwyBKTFZEPqazBxy74c0J+FxOTdv56KZUlPWrlw1mmVTOnXeTszp9E2qgZGl7AmZ/cpppAMdkceh5rchj11W+aVkSqFnLnaozn/w8rk2TESPCj5x/ljL7XEnAGD/lc1tpfwZ6Jl3jgxYc5recUwt7OhX4NwQIZKNG88HucRCo8txOxFBedfQodAReRyVS5PsZonP52WyhMzgtKDpVGijTsWwmWO16vzMGxalvtDakkk2J8KGgtGrXU/UVAAz4KvIQdlrwN6AcuaFCflgxTlrj89keKuYO3XboWr9dZlht4++XryOasslXd6y88HUmWuOy2R8o8Tjfc9XM+ccHphNvVspXecMjD+//qWLbc/mjxsws5PQWPr1gNFtSLeuSZlno+Q21ObrtsXZWHtZBbe/muR6ty0yu9sKGAh6s+v5tw0MfAWJxbLlnLJdsf4vNbzyr3ioS8XPHZRzCtfDRDRbhxafmtWGKafDjLrJnTLpg/ybSBe6ac23xYcqYJRKWyf3ocFBW584g5nSd3rYY//Rxz8I/8KPYcDknhlO4TZ30vvaH/dF6YeIn/fOEHXHj8++bTdUEd6c2XU4nGM8RTGUIVOf27Ll/H1Z99FLfb/r30fdzb6SOX18copDz0BN1VUSQCQb1JJEyCbdW2mkwKz62g9WjU5Pb/AUfniwkD/EHTtP/DVkte1pNbSZJIJLNTuYNdPhRFYv9QucLxwdE4ikTZtkwuB4ZUti2ZMbjt0rUcGIkR8rvYuXktw+MJujt8ROMpLNOqWonbtXktg6NiNVhQH2aTizobKr2jbV4nAxU5s+mswU0ffgPpbK4qN730mE9f/Hq6Q16snMn2j9jRDyu6/MSSaRxOJz/+xYvF3PMVXX4cDomr33falArzWKoqZ7bgSRmdSE6bDyfV8LYI5odpWSTSBi7X9JPbZvHcWmYO44VfoK58NZY0t9xXub0fZIXYvt/wi/QfeN2qU3BIjkOWsCrgV32c3H0Cvxh4kv2xg4TDbXP/AoK6kc0Z7Lrcfub0d/s5MFz+DDs4EiPc4Wf/cIyhsTi3X76OA8O2BkapPkYBEVUlWAq8XpkXBuJVkQRretzCcytoORo1uR0AvECkZJsHONiY7iwdlmXh8TqrvFFup6PM49PT7gWJCk+sF0mSyrb1dvq44rO7MYypHNqeDi+bd+0G4NZL17K5NAcwn9NTuhoslF0FC6Feeaal3tFoPEMsaYcfV+bMOqwchqQQ8E3lppce43I6uPXeJ0ikMzVz2lKpDN/76Yu89bQj6O/wkMsaZLN5Dwlw6a211ZULE/YuvwtLkWvmw1k5+z4S3paFk87ksCxm9Nw61fzktsGe29yBZ7GSURwrX82hFJIrkRQVOdTHUyPPYPgMjuvWsOboLDk5fAK/HvotP3zxx7xmzavmdrKgrqiywpbbd9Md8jGRjPOZD5bn/fd2+BgcjRWfZ1d8bjcuh5N4yo7iEggaQSJhVr1vezt9wnMraEkaNbn9GvCApmmfA/YBq4APA1/VNO3NhYN0XX+4Qf1bNGRZrqpDOzSe4Ic/38P1F55OKmPQ0+njGw8+C8Cuy9cyMBKnt8tPOpMllTG5/sJy5cVbL13H4Gic7nY7f/fgaJLIpO3V2rM/WuFhitMTsHNs6+VxExy+VHpbF6rqWZpn1tPpJRJLldn7RCxFh9dZtl3NF54fjiTo6fAhyRIXv+tE+rr9HBiqrvl804f/glDAjWxZ5HLlfRyq/C7jCcajKdrzx5s5u+zMofLhxGLRwkmk7EGVa8aw5PzktsGiJ8bzj4PqRupYOZd02yJy52qeiv+eDleYXn8X45HEnM53O9ycFD6eXw0+xd6JA7gR3ttGIVsWt37Ufjb0hb1E4xl2XlYeqXXV+0+jK2ir0bocTvYPx4ApDQyBYKlxuWRi6amogxVdfrJZA79LEmrJgpajUZPbf8z/3Fax/YP5f2Avfx81XQOapu0A3gUcCRyfr4nU9JimyYqSnJyAz1Z6/c0fR7jhwOPcfvk6Nu/azXjU3vfevzyGvnYPZtbALcu4/Cqbd06pHe/avA4rY9gTViNHjqlatpPxDJ1Bd9VnFXJshbKrYKFUelsXmsddlmeWzRH0udi865Eyde+ckSPU5i67D3ZuXmffA1kDC+x7Jm2U5b8FfE56u/w1lZCn+y4u1VHM363lxRUe2sUjkZ+wzlTntrQUUKOwclmye36FuvrEeU1sARIdvfzJfI43uMJz9PtOcXL3ifx6+Hfc/4cHePcrzplnK4KFUng29IY8GOkcXo+Ty3ftxue2vbPXbTyDL/zb01jYz614yl5MExoYgkaSTpuoqqMYdTAUiXPrpUItWdCaNKrO7Zo6NHM/sAt4rA5tLQkFT2kilSnL95Nl+MyHXm97gJha9S16hMyp4c7EZHXNvJBHLfMUlXqV2gMubr+8Ose23h43weHLYqh6FmzQkZ+4ltZlzkkSkVi1qmPIPaVwXLhnHJJVXdd5BvsufpdxW3l5+9eewLSmvz/EvbJ4JFJ28mEh9LgWRc9tpnEDsNze30EmibryuHlPTH8jpzElieNiyXn3w+Nwc0Lnsfxs7xOc2f8Wujwd825LMH8K7/mBsQS9XV7SGYPbLrO9YX1dfiRZ4qr3vZbeLj9OBW67VCgiCxqPLMsgWdx66ZTnVpYskKWyMahA0Ao0vur9PNF1/WcAmqZJje7LbKlUgt21eS1mxiDHlAcoJ0lgWTU9QpZlEfRXe7IqV3pLvUpmftBX2V69PW6Cw5fF9GLWrMtsWTU9urVs18h79E54RZjh4UkMZs4xL36XgBtLkhgYtWuVivtj6Ynlc70KolG1KOxLphv3d8k+/ziSyw/BFWDOz/qfir1Ed06ib3g/C/kmJ3efyNMjv+fHL+9mvXb2AloSzJdaiu+V3rBCNFYmLx4lIkAEjcY0TbAcXPm53Rx7RBfPvDTCjkvWgZjYClqQlp3cthqVntLIZIaBkSlPkCRJWIpczH+VLKsoTlOKbFnsvGwtI5EkXSHPjCu9h/IwiTp6gnpSby9m4Z6pVZdZyt8Hc7HdueSYl+bVzuZeE9SfaDwNgM+tTnuMosgoskSyQZ5bK5vGeOkpnEefhjXPiW0kG+f55CBvVjtwTjxLMhUH5rdm63f6eM2K4/j5gV/yV0e+laArMK92BPNnqOI9n80axXr1BW9tJlv+rBQRIIJGI0kSmazBjktsW73gb48naxg4heCooAVZ9pNbTdNCQKh025YtW1Zu2rRpSftxKE/pbPNfC4PxY9d0Mjw8uaDBtsgbnB+1bCpPpKS8Vd3aboS9NgMz3TPzUSWea455Pe+1RtKq9hqJZZAAr8tBbgbvgdupFMWnlhpjz6/AyODoO3beIclPRvcA8IrAauBZ5IN7oH1auYlD8rrVr+XJA7/j4b2P8Xev+Jt5t9MoWtVeC5Q+s4J+J97IOnoAACAASURBVKrq4LKdFdEngmVDq9trAcuyUFVHlZaFlRU5t8uJxbTXZmLZT26By4DrSjfcd999bNq0ic5O/6J+cGW9QdO0+NyWNzE4Fqenw0eozYUs2yv0z+wZLct/HYkkOXZN55zarzet3P4i973KpvLcAFxf77brZa8LvSaNOH+me2aujESSc77HCrTitSuhJe01Y1oE/E6CIe+MOV8+j0raMKuu0VJc8/3f242jYwWBlUcgWeXLH6GQd1af8/TeF1nt66az9wgsxYG8/0+E1hw/rz7beDm+R+OxA4/znlPegd/lm3MLwl7nT2fQU3xm9Xb6GBiNl0WfzPa5U693WD3aaaa+NGE7LW2vpTyzZ7TcVscTs35HzpUWHv+1evuLaa9Nw+Ewud0FfLl0w/r161cCj42OxhYtUT4cbmN4eLL2vjYXuUyW0dGpau1dIU+Zh6or5Jn2/EO1Xw9auf3F7js1bCpPPVa9FsVeF3pNGn1+wXtaes/M9fPneo+VntvK144WtdfBkThtHpXIeAJzhrA41SEzMZkuu0ZLcc1zw3tIH/gj7tP+jonxWNm+UMhLZBblfIYyE7wYH+asnlOZjKdxBbtxHnyBkTmWAqr87BPbj+e3g8/yH08/yF+tOXNO5wt7nT/hcBujo7YthNtcGOnsvJ479XqH1aOdZupLM7ZDC9trJfN9R86VVh7/tXr7LK69Ng0tO7nVNO124GygB/ixpmmjuq6fUHlc3s3eVH80kf/a2iymTTWjvS4XDtd7rFXtdTSaIuh3zTixhUJY8vwWPRZC5jcPgsOF3PuqeZcAejK6BwlY4wlDDtKhHtwvPIWcimO65+5xLdDl6eTo4JE8vPenvGnVX+B2tE7t1Fa110oK7/nD9blzuLBc7BUQOhOHAYfLGHN6GcomR9f1S3VdX6XrulPX9b5aE9tWwsyZYOTsAu5GblqhG4FAMD/EPdY6mKbFwFiCcPDQkzK36ljynNvc6MsYz/8fruPWzntia1kWT0ZfYI2vF5dl1+tNh3oBcI28tOA+vrbnZBJGkh+++JMFtyWYP+K5I2gVCrZ67JpOYauClqZlJ7fLFaFKJxAsLuIea36GI0myhknHbCa3LoV4yiCeyhJfAg+uZeZIPfplJJcPx+rXzLudA+lxBjMTHBs4AtO0hQUzbZ1Yiopz8PkF97PX182rO4/h4b2PcSA2sOD2BAtDPHcEAoFgaRCTW4FAIBA0Fc/vs6Om2ttchzzW63KQzubY/o2nuOyzPz1kGPNCyTz9Q8zhF3Cf9k7MeZbsAfhl9E/IyBzh7praKMtkw/24DvyRebuES3jdij/DKavc++x3MEyheioQCASC5Y+Y3AoEAoGgqfj1H4dxqQrhwKE9t0GfE4C9QzFypsX+4fii9ct4+Wkyv/p31DWnQPvqebeTs0x+OfE8xwVXo1TUM8+uWIOSiuMc27/Q7uJVPbx51Rt5MbqXf//jfwvvoUAgEAiWPWJyKxAIBIKmIZk2ePSp/Ry3pn1WtWND/nLv7r7h/8/encdHdpUH3v/dW4ukWrR2qdUttd1gwzFgXsAkQJLBLEM3ZEyWmbzBPSEBL6STmDghMV66DV4YsN3dJjhDAgkGA2Hzm+QdYCYkeW0gwR62JJBhMfgAxksv1tLaa5Gq7vL+cauqa7lVKklVUlXp+X4+/Wnp6t5TR1VPHd1T9z7PSdbYc3Ps6Z+S+dIHCYzsI/T814K78Xy07ydPkrRXuLj/fNyKdqzd5+EaJr2nf7jZLgPwrKFn8uLRF/DQ6a/z2ce+gLOJfgshhBDtTia3Qggh2sbD332aVCbHS5871tCduaND3vIVL7hwBMOAM2ebf+XWnjtJ+h/ei9kbp+elb8B1NjdB/ObCjxkIRtgd7K/6mRvqYXVoDz0nf9iUW5MBfmHvS3lB4mK+9NRD/Pl3PsL8StcXyxRCCLFDyeRWCCFEW3Bdly996yTPPm+QofztxmsJBkx++/XP5XUvOY/BWA9Pz258jVg/zuIkmS+cwAiE6Hv5b+EagU21N51d5AepU7xo+EJsy78AVnr3MwimF+mZeWJTj1VgGAavnPgFDpz/Cn6y8Di3f+MEX3j8QbL21i+hJIQQQrSSTG6FEEK0hdMzKWYWVnjJc8ewncavWgZMA9f1ClBNzTdvcuskZ0n/3XFwHSKveDOOGdp0m/80930Chslzovtq7pNOnIcTDBP56bc3/Xilnjt8EW96zhu4cHA/f//4g7z7m+/luzOPNPUxhBBCiO0kk1shhBBt4QdPzgNw3p74ho4fivcwM5/BWcfEuBYnNU/6C8dxcxkir7gCJ7B2cau1TGcX+ebCT3jx0LMI1ltDMhAkNXYBPacexVxpbg5xPBzn4Pmv5v9+1i9jGgZ/+b2P88kf/jVZO9vUxxFCCCG2g0xuhRBCtIVHn5wnMdhLf9/aSwD5GY73kLUc5pZWNtWP3Pwk6f95B256gcilV+CEoptqD7xbrj8//a8EzQAvHrhwzcrFqXEFrkv0R9/Y9GP7GY/t4XL1n3nZnp/hG0//G8f/7f1MpaZb8lhCCCHEVpHJrRBCiG3nuC4/Ob3IBeMDG16rdjjuXV09vYmKyfbZJzjz8Zshmyb6qrfg9lYXfdqIby7+hO8nT/Kq0RdgWvaa+1uRftK7n0H0J/9KINWaAlABI8BLx17Mr154GYurSxz/t/fzrTPfa8ljCSGEEFuhoye3SqlnKaW+ppR6VCn1VaXUBdvdJyGEEOs3OZsmmckxMRrbcBtDce+K76np9U9uXdcl++hXSH/+3WAGiLzqLTjhjfel1E/Sk/zt1Ne5MLYX1bsHGlrkCJae+UJcYODbf9+0ysl+zotPcLn6zwz2DnDs4Q/w948/KEsGCSGE6EgdPbkF/gJ4v9b6IuADwIe2uT9CCCE2QJ/0rk6ODUU23EY8EiIcMvnJyfl1HecsnyXzj+9j9aGPEtx9IYnXX4MT3HyOLcC3l37KX558kKFwnNclXoy9jgrFdm+MxWdeQs/kY8S//08tneD2h+P82oW/xAvHnscXHn+QD373o5zNzLXs8YQQQohWCG53BzZKKZUAXgTcn9/0GeDPlFIjWuvZ7euZEEKI9fq3R6cZHewj3rfxP0uGYXDeaIzv/OQs//XVF2IYRs19XdfFmX2S3A/+mdyPHgYzQO/P/CrG3udgBILAxgssWY7N95MneWjuB+j0GfZHdnPZ2M9Cbv1L76TGFeHUArFHv0ogs8TSxa/GiTTnVulKQTPIL190gOHQCP/79Nd59zfv5mV7fpZf2PsSJmJ76z6fQgghRDvo2MktsA84rbV2AbTWjlLqTH57cXKrlBoEBksPPHLkyPlXXHEFptnaP9TS/va138q2v/SlL/1f73rXu1KTk5OViXMLWutNJce1Ml7l+I0f38l9b/d4dV2X//HQT/nhk/Nc9nPn4+AdZ2zwd372eUP8/def5Cv/5wyvfvEEAM5KktwPv4K7msLNreAsn8WefQo3NQ9mkPCzf47wBS/BNXuKV0fNBiZy311+ktMrc1iuTc61WbTSzOdSnFqZJefa9Acj/OKen0X17cGxctDg5LDssQ2DRfUynJ4IsSe+S+9T3yc3PI41MIob7sWK72Jl/wvK2m6k77UYhsELEs/lgoHz+Jepf+frT/8LD5/+OvFwjL3RMXb1DdMX7CUUCBELxfgP4y8hHChfk7ib43Ut3dhOO/Wl3drp9HitpZPb7+S+t7r9VsZrOzHWqtjYrpRSlwAf11o/v2TbI8Abtdb/p2TbbcCtpcdecsklfOYzn9mqroou9OpXv5rTp09Xbr5da33bZtqVeBWt0Anxmlm1mFtcIWevXWxpLcGAya7BPnrD5z6/dV0XXAdcF9dxcK0srpXFyWZwHWfjt/wGvYmdg4vjOtiOg+VarNg5co6FbVs0mmO7JsMAw8QM9WAEQmAGwADDaF2GkYFBwDTpDfYQDoYJmSFMw8Q0DAwMTLP5j90J8SpEgcSr6CStitd20smT2wSggRGttauUMvGu2F5Yeluy3ydfe/bseeaePXu+9LrXve4Vb37zm59qdt8+9KEPTdx///0PHzp06OWHDx8+Je1vXftb1felpaVXLi8vP1nx45Z8UrvZeN3sc7KTj+/kvpceL/HaGcd3ct+beXwnxWtBs/72tFM77dSXdm6nE+O1Fjn/6/72WxWv7aRjJ7cASqkvAx/RWn9KKfWbwJVa6//YwHH7gceBZ2itn2hBv6T9bWq/k/veqseU4zd+fCf3vRnHb8R297mTj+/kvrfD8RvRrMfsxnbaqS/d3E47PWYnt9/Jfe+G9ttJJ+fcAvwe8HGl1DuBeeBN29wfIYQQQgghhBDboKMnt1prDbxsu/shhBBCCCGEEGJ7dfo6t0IIIYQQQgghxI6d3C4At+f/l/a7q/1O7nurHlOO3/jxndz3Zhy/HY+5k4/v5L63w/Hb+Zjd2E479aWb22mnx+zk9ju5793Qftvo6IJSQgghhBBCCCEE7Nwrt0IIIYQQQgghuohMboUQQgghhBBCdDyZ3AohhBBCCCGE6HgyuRVCCCGEEEII0fFkciuEEEIIIYQQouPJ5FYIIYQQQgghRMeTya0QQgghhBBCiI4X3O4ObAel1CDwNuAerXXTFzOW9rev/U7ue6seU47f+PGd3PdmHL8R293nTj6+k/veDsdvRLMesxvbaae+dHM77fSYndx+J/e9G9pvJzv1yu0gcGv+f2m/u9rv5L636jHl+I0f38l9b8bx2/GYO/n4Tu57Oxy/nY/Zje20U1+6uZ12esxObr+T+94N7beNtrtyq5T6LLAfcIFl4A+01t+p2McE3g+8FnCAY1rrj2xxV4UQQgghhBBCtIl2vHL7Jq31i7TWlwDvBe7z2eeNwDO11hcCPw/cppQ6bys7KYQQQgghhBCifbTd5FZrvVzy7SBg++x2OXBvfv+zwOeAX29974QQQgghhBBCtKO2uy0ZQCl1L3Aw/+3rfHY5D3iy5PungH012hqk4v7yeDx+fn9/P7ZtB5rQXbEzTSilKrctbDZJX+JVtIjEq+gkEq+ik0i8ik7SknhtJ4brutvdh5qUUm8EfkNrfVnF9u8CV2qtv5X//npgXGv9Np82bsNLoC4aHx/ny1/+csv6LbqbUuorwCt8fnS71vq2TbZ9GxKvookkXkUnkXgVnUTiVXSSVsZrO2nLK7cFWutPKaXuVUoNaa3nS370FHA+8K389+cBT9Ro5h7gY6UbDh06NAE8PDubxHFaM7lPJOLMzCyvvaO031Ft5/0q/tXmmvGpV0vidbPPyU4+vpP7nifx2kHHd3Lfm3E8HRivBc3629NO7bRTX9qxHTo4XmuR87/ubZ/WxmvbaKvJrVIqCgxprU/lv/8lYLZiYgvwN8Bv5ysr7wJ+BXi5X5v5y+xd9aKJ7dXKmJJ4Fc0m8So6icSr6CQSr6KT7JSYaqvJLRAF/kYpFcFb4mcWeD2AUuoLwDu11t8GPgG8FPgx3pJBt2utn/RvUgghhBBCCCFEt2urya3Wehr4uRo/u6zkawe4Zqv6JYQQQgghhBCivbXdUkBCCCGEEEIIIcR6yeRWCCGEEEIIIUTHk8mtEEIIIYQQQoiOJ5NbIYQQQgghhBAdTya3QgghhBBCCCE6nkxuhRBCCCGEEEJ0PJncCiGEEEIIIYToeDK5FUIIIYQQQgjR8WRyK4QQQgghhBCi48nkVgghhBBCCCFEx5PJrRBCCCFEi0wvZEit5La7G0IIsSPI5FYIIYQQokVu+ouvc+cnvrXd3RBCiB0huN0dKKWUGgY+ATwTyAI/Bn5Haz1bsd+twDXA6fymr2qtr93KvgohhBBC1JPMeFdsz8ymt7knQgixM7TV5BZwgWNa64cAlFLHgWPAW3z2/bjW+oat7JwQQgghRKOyOXu7uyCEEDtKW01utdbzwEMlm74B/G6N3Y3W90j4MQwD13U3vc9m9heikmmaOI6z5n4Sa6Kb1IpnifP2YNlrj0lCCCGap21zbpVSBvB7wOdr7HJIKfUdpdQ/KqVetoVd27HMgIERsZhxJjEiFmag+vOFRvbZzP5CVAqGTcyoxaR9GjNqEQz7D2sSa6KbVMZzMGxiRCwen38KMypx3i4sWz5gEELUF+71zmMemdaYUYtwb9tOzzpCW125rfBnwLLW+s99fvZB4N1aa1sp9Rrg80qpi/JXfssopQaBwdJt11133cThw4db0ulu5vbkuPHBO1heTRLviXHswFFIB9e9z2b2bwd+MZW3oLVeaHbbEq/1OaEsNzxwLoaOHzwK2eoY6sRYawaJ1+5UGc/HDx7lyAN3ceOlv1f2fui0OO+2eLUdmdx2s26LV7E9rIDPeUwLpmitjNd20pZ/8ZRSJ4ALgNf7/VxrPV3y9ReVUieBi4GHfXZ/G3Br6Yb777+fw4cPMzISa16nfSQS8a5qX599jOXVJADLq0lmM3OoxAXr3qe0/fXsv5m+N1lVTOXdDtzW7LabFa+bfU7a9fhHpn9UFkOTyRmeN/rsqv1mM3MbjrV2/d0bJPHaYcc3cmzl2DmZnCEajjCbmt/0mCrxunGVv/vCilXzZ+tpp1n92a42uridjo7XWjr5/LUT+/7ItK4Yz6d53qhq+uPQ2nhtG203uVVK3QFcAlymtbZq7LNXa30m//ULgfMBXaPJe4CPlW44dOjQBPDw7GwSp0WfqiYScWZmllvSdrPb98vN8mt/JDJMf8+5N/VI37DvPvGeWPHTJ799SttvdP/1aPVzj09M5TXjU6+WxOtmn5OtOL5ejmDp8ZX7jcUSZTE0Fktw9myybJ9EIs5I38ZirROeuzVIvHbQ8YVj18qZ3VUxdo7FEqSyaUaiQ5saU7f7uaMD47XA73c/ezZV/HpmZolGyoU0629YM9ppp760Yzt0cLzW0knnr1vZdivbH4uNVozno636PVoZr22jrSa3SqnnAjcCPwK+rpQC+KnW+teUUl8A3qm1/jZwh1LqEsABVoHfLL2aWyp/mb2rXrRmMQMGbk+OmdQsiegIxmoIp05+UMAKc+zgESaTM4zFEpi5MBZO1T7HDx6tu08pYzXEsQNHy/rg0t63cbUypnZivDYah7X2M3MVMYfJpDNZ1VYnxlozSLx2FsdxvFzaGu+HYNjECWVZyCxx/OBRppPefmYuzJ0HbmI5myzb3mlx3m3xWlpQyrIdgoHAVj68aLFui1exPXqMwnnMNGOxUXqMMJk6584btVNiqq0mt1rrHwC+I7/W+rKSr6/Yqj51s/XmINrBLDdW5nJV5DbawSw3PXAnLi4GBncdOOKb/1jg2C6kgyTMMdy021EnYaI5Go3DWvtZWQeyQcYCe3HdHG9/8N2+bUmsiU6wuLpU9/1QmmPe3xPn+MGj2KmA9yFiNsgzEvuYmVmWOG8TVkkF95zlEpS5rRCiwqqb5caSc+djB4/QZlO0jiLluHYowzCYSc2W3eM/k5rFMPxvmWpk/8I+S6vLLK8mWVpdrttmKVmyYmdaTxyutZ/rrr2Pt5/EmmhPhmEwXSeGTdNkMjlT/PnS6jJPJ6cxzer3i8R5eyitlpy1ZFkgIUS5QMBkMjlddu48mZwmIJXuN0w+FtihXNclER0pu8c/ER3BTdc+IarcfzQ6glOyf6HN0rzcRHQEMt7Xja5D2ohmtiW2Vmku4Xri0C+2zFUD2y5vq3KfejEtRDtxXZfR2LkYNjAYje7CzZz7uV+OuZPK33pf8WHjeie4jXwQKdbHLpnc5mRyK4SoYNsOY7FRhnoGecbQBI/Pn2IsNoqdknOXjWp4cquUiuGVj17QWidb1yWxVRrJQSzNcxxlhBMH38FUcobR2AiLmWX6I/GynLCqvNx8/uNobISFzBKD0X7MXHjDfS7km5Xl9GblhKET1MqZrReHhdf7kekfMRZLcOK1N3NmeYq98d04rsPTlvdHIGiHya44DeWFC9HO4uEYxw4eYT6zyFDfANOps4xGRjAMmE7OMuqOcPdr38GZ5SnGYgnS2RWi0Qiu6zCdmsXM7CIQNZhKzjRUSwHK35uBzC7MQHDNY0Rj7LLbku1t7IkQol31mmHuOHhDMee21wyTlnOXDas7uVVKXQz8DnAZXkViA3CVUk8A/wD8pdb6ey3uo2iRRnIQ/fIcR6O7uPGBO1haXa7KCavMy7350mu57Z//hFg4ypFL38qND9yZzyWIbqzPDa5pKtpPrZzZenFY+XrffOm1/Lev/Cl3/Mcbec9D769aE66RvHAh2tlyNsmND9zJTZdeww0P3EEym+LO19xUFu/HDhxlT3S3Nw5nl6t+XjruNrLO7U5dA3orlBaUktuShRB+VpytWed2p6iZc6uUuh/4NPA08JvALiCc//+3gNPAp/L7iQ5W69a1WvmQs+k5llaXy7YZhlFz/1g46q23mJrHxWUyObOhflbmmxXWdvTLNxPtZ+2c2Yq7Bnxe75nULGPR0aq2JpPTBIPmuvLIhWg3hZxboLhebTwc843rs+lZFleXav68MO6u9R5Yb/0FsT6lObeWTG6FEBV6e72c28pzmt5eGYM3qt7HAp/UWv+dz/Z54Gv5f3cqpV7fkp6JbVcrHxKomSPpt38ym/LWW4wOYWAwFktsqD+O49TNNxPtbb053n6vdyI6wmRquqqtsdgoVspZ92MI0U4KObfAufVqs8n643CNnxfG3bXeAxupvyAaZ5cuBdSidUmFEJ1rZcXxXed2Rc5tN8zYoRUV9wOPyyLYa7fvlycJ3m1sc+kFhiODXo6k450kleXoRkcwDLOYo7uQWWKwz8u5HRqIbqj/jeTcbsFzs9Ufp+1nk/G62eekGcfPziXrrmfrVwCn6vXGLH7t4BTzUwo5t7Xyehvpf60CPO3w3G3yeInXDjp+ZFeUufQiSyvLDPTFmU7NMhoZgXzObSGuDcPACWe9uxliCZx8zu3u+C5wG8+5NQwDw6T4vhmL78LJbDzndifGa4Hf7/7gv57kM1/6MQBvP/RCnrt/eEPtNKs/29FGl7fTsfFaSyefv3Zq3yNxkxUnW55zu9z8Oz22IV63xXoKSr0ceBEQK92utb6j2Z0S7cMvH9LMlye3XRsDMHptpvMnUqyGcPP7FyopJ8wxnJTLoDmCk3JxNpEk79gubtBLvnddpOhJB6mVW1trQlo4xg1CX7DHe71XAyTMMayUC5jsCY5jp1yy+ZjayFq29R5fiK1mGiZuOki/MYyTckkYY7iZ/BVWcwxj1ZuITqdmGQ2PMBZLMJkff3eHxhjuizW0zm1Z3Pd5cZ8wxxjqizGTbN3J4U5jl0xASvNvhRCiwMoBAYiHYue+FxvW0ORWKfV+4A3AwxQXdgGQ1eF3itIrWpXFR/yKl5Ttn/+6GZ8ySuGTzld5dbTea+r3M7fk9bZrTELXc0eKxJRoR6XLZZVt67Hqj78Vx9dsf433lmiO0gmtLbclCyF8WAEpKNVMjT5zbwQu1lqfaWVnRPtbq2jUTGrWu2LQgtvdaz12qx5PtF691xT8i1A18/WWmBKdpJHxd1d0aMPtFN53onlKJ7eW3BEihKgQCJg87VNQak9wvOYH+KK+mtWSK5wEVlvZEdEZSouPAP7FS1y3rNJm4Wu/6pvrqcjpui6jPo8tk5DOVSueXNct/mygp5/x+BgDPf3FQjp+NlLdtd7jC9GOKsfA0dguUrm093Wd90cpGUu3jtyWLISox7a9glL9PfHiv7HYqExsN6HRK7dXA/cqpT4DTJX+QGv9UNN7JdpawApz/ODRYmGfgBHgtlf+MYnoCAErjB3JlhWUWsgsMhCJlxVDcRwHI2I1nOdYyA9bXFnm+MGjZW01klcp2ldlPJm5MFY+hzZMmLsO3sRkcpq98TGvaI4zWRYzm82ZNVZDHDtwtOx4iSnRTsyAAfk8210Mc/dr38GZ5SnGYgnS2RX++y++i1AgyHx6EdM0MAO1C0LJWLq1Sie0rSoAJITobL1mmGMHj5QXlNpEfZqdrtHJ7YuBXwQupTrn9rxmd0q0NzuY5aYH7sTFxcDgrgNHisVL7Ei2Kh/MMZyyXIJjB46yuLq0rjzH0vyw/p44xw4cxUkH5GSsC/jFE1kvFnKGl4eSzKa48zU38Z6H3l8VM5vNmd1IESohtpJfnYP3fe3DANx06TXc/sX3cfTS3+fIl+4qq32wVlsylrZe6a3IOblyK4TwseJIzm0zNfrM3QH8ktb6i63sjFJqGPgE8EwgC/wY+B2t9WzFfibwfuC1gAMc01p/pJV9E55CrtbS6rlqmoVcLb88rvnMIpZrV+V2hQKBhvMcK9tdWl1mOnVW8iK7QL14Mk2jmIfS3xP3zREcDYwx3aScWYkl0Y5q5ce6uCyvJplNzePiNlT7QMbSrVd6W7LcZiiEqBQOm5zyybmd6Bknm5UxYyMazblNAVtx+7GLN1F9jtb6BcBPgWM++70ReKbW+kLg54HblFJyBbkB9fJfG1ErR7GwRmjlz4b6BhiJDFbtPxIZajjfq7Ld/p44o9FdviduorPUy3ktzUMxDGrsV2v7+v8gSPyI7eZXqwD8Y7xQ52AkOoSB4Vv7wE8jY6loHst2CAe9Uy3bkSu3Qohy2ax/zq1MbDeu0Su3twD3KKXeBUyX/kBr3bTRWms9T/kk+hvA7/rsejlwb/6Ys0qpzwG/Dry3WX3pNqV5iaOxERYzy/T3xTe0pmdpjuJYLIGDw6R9mrFYgqAdLv6sNOe2MrdrYCiyrjzHwmMurSwz0BdnOnm2eBxQlnPpuHIC0S4KcafPPsZIZNg33kJOIefWyzUJ2uHiurUh91weykBvnLsPvoPJ5EwxtqacSXYbCY4fOMr0BnNmZZ1bsd1Kc2qd1BChWJDkaopIuI/p5CyjjBRjf1d0iKAZ5LZX/nFxLD924AiGYXLbK/+YsfgunEyw7D1QNv4zwomD7/BqIVSMpRL3zWfbDqFQgKzlWJdRpgAAIABJREFUSLVkIYQvybltrkYnt/fl//+dkm0G3pXWQFN7lKeUMoDfAz7n8+PzgCdLvn8K2FejnUFgsHTbddddN3H48OEm9bQzVOZsHbn0rdz04J1efuM61zYszVF0yFXlCbip/M/S3h/yfmMYJ+WW5TSahom7jjzHwmMOROJV+btA2e9292tvpkVhCfjHVN6C1nqh2W13crw2kg9rBbLcWJJze+zgEQpDU5YsN1a83glzDJccNzzw7urtG8iZ7fZ1biVe259fTm28J1o11iXMMciA5XrjqZNyvfE1P9YmzDGG+mLMJJfrtn/swFEGen3G0jaI+26LV8t26QmapJB1brtRt8Wr2B5blXPbynhtJ40+c89oaS/8/RmwrLX+80228zbg1tIN999/P4cPH2ZkJLbJputLJOJt074++1jZ/fyFPK3ZzBwqccGG239k+kcVeQIzPG/02Q31aSPPT+XvsbCyiF2R0zudmq35OzVJVUzl3Q7c1uy2mxWvm43HZrxefvH2yPSPynJuS2PI9/hdF9TcvpH+N9LH7Xjumni8xGubH18Zg/OZRdK5zLpjvNZj+8V4wDBrxr3E68ZV/u6BoElvTxCWVwmFAg0/N806f2hGO+3UlzZsp6PjtZZ2On9tp7Zb1f4j07oq5/Z5o6rpj0Nr47VtNDq5nQQcrXWusEEpFaLxnN11UUqdAC4AXl9jl6eA84Fv5b8/D3iixr73AB8r3XDo0KEJ4OHZ2WTLSvMnEnFmZpbX3nGL2h+JDBPviRU/FSrkaY30DTM7m8KpyAWq134hv9YwDMZiibJ2x2KJhvrVSP8Lj1Pv9xjsHQAo2zYaHWnpc49PTOU141OvlsTrZuNxo8ePRIbp7zn3h2Ckb7isnUDAZCyWKNunNIaq4jZ/fK3tG+n/Wm1t13PXrOOReG374wsxmMym2BMbZahvgHhPdF0xXvnYpeOnX4wDvu1v93NHB8Zrgd/vns7kCJhe/nQqnW3a38eN9mc72ujmdujgeK2l3c5f26XtVrY/FhutOJcebdXv0cp4bRtGI4UklFIPATdorb9Rsu1lwF1a61c2s0NKqTuAlwKXaa1XauzzZuAQ8J+AXXiT3JdrrZ/029/HfuDxnTQ4+OXcDvUNePmypeuLZp2a7a+3jY32v14OpN/PoDzndjgywOzZVMPPzXolEvGtrjy0n03G63adsAbDJk4oWxUf4V4TK5At5peYhsmZ5clzObcrXgwVXu/ZzBwjfcMbXtt2o/G2md+9jY6XeG3z482Agdlrk3MsZjPzjEZHSGUzRMN9TKdmGenz8mzdlcCaebEjI1HmMot1x8ha2xzbbYfnruPitcDvd7/7/n8nvWrx1FSSAz+zj8tffeGG2mlWf7ajjS5vp2PjtZZ2O39tl7Zb2X4kbrLiZMtzbpebn3O7DfG6LRq9cvt84JsV2/4FeEEzO6OUei5wI/Aj4OtKKYCfaq1/TSn1BeCdWutv4y0X9FK8pYJc4PZ1TGx3pLI82UKelk++bGF9UT9+ebvXP/Ae7jpwhLHAXpyUi9OEBPh6OZA11yQt2WZGW3JDgdgAO1idM0s2iBUozy+5+dJredc//+m5NTopf71V4gJmZpaLr3cz16aVdW7FdnNsF9d1OPLFu8rG1//2wJ9y8yuu5Q/+4RaioUhDebF+a4i76eCa46bEfWvYtkvANAgYBpascyuE8LHi1K49Itav0WduEdiNd3tywW68JYKaRmv9A2pUAtJaX1bytQNc08zH3ikKV+oNw2AyOVOVLzsW2Ov7aaDfWoul6ysmzLGm9K/Wmo6V6zD63XEgy1m0l1qv5VhoD2cq1nRrZI1OP818zSV+xHapNb46OEwlZ4iGIg29NwzDqLvus4ybW89yHAKmiRkwpKCUEKJKKGRyOjldUXtkmvHwOLmcjBkb0eglrv8X+LRS6mKlVEQp9Xzgr4C/bl3XRCs5jlPMlwWK+bK1bnPxW4+0dH3FZp0g1Vv3VHSWWq+lZTnF/JLS7Y2s0SlEN1prfG30veG6LqMyfrYVq+TKrUxuhRCVcrnqc6Kx2KhMbDeh0Su3N+OtIfsvQA+wgrc80JEW9UtsATNXWF/Uy4cMWufWFy0oLR5Vur7taGyE5ZU0dx044uVvGeVXAPyKQdVTur+ZDa9rDVzRvgoxU5oz6+IStMtjz8Rbo7PwehumUVXkrNhmaayYZs39hOgUgYCJuxri+IGjzKTnSESHWV5JcuzgkZrvjdL3QenXA739VeNn5fgsto5tOwQCBqZpYMtYJYTwEcY7JyqM22HCrMg6txvW0JVbrfWK1vqtQBQYA2Ja62u11qst7Z1oKSvr4KSCTPSMY7guT2dOEYhYBKMOeuYxzKjFkjFX/J+eHAHTpCcYBiBjZTAAo9dmxpnEiFgEwyZGxCp+bwbq566bAaO4vxmxCEQdpnJPA7A7NIabDq5ZQEW0v4BRPtRYORfXhZARxMDEcR0ChokBmH02k/ZpzKhFX8zEjFo8Mq0xoxbhmFuMlVDUZsY6RSCSIxSWPGvRecI9XnxPWqehN8fCyhJjsV3gQsZaxXXBWQmQMMcIWGHozRXfG5ngMoGog5kfPwtf/3j2ccAbP43VkFc0qsHxWDRf4cqtaRrY8rdMiJYImAYD4SwrJx9lIJwl0GFjnZk/hbFdp+x7sTE1r9wqpXZrradKt2mtXWBmrf1EZ7GDq1z/4J1lxX1u+af3EgtHOXLpW7nxgTu56dJruPHBOzl66e/j4FQVA7rtn/+EWDjK8YNHuemBO1laXa4qBuWnsnhUaVvHDhwFSxLqO1mt4mCF7clsijtfcxPveej9FcWl7mEwPMAdB28oi7W7DtzE7V95H9FQhJsvvZZbv+IVoTpx4AhkQ9v96wqxLlawvLDakUvfylxmsez9UCgI5YRyVe+FhRVvX7/3kVeYjZrF+cTWsPM5twFDJrdCtEosuMqZ+96Ok17CjPSz96q7WbTD292thq042eoCr1JQasPqfTbwZaXUB5RSP6eUKttPKWUqpV6mlPoA8KXWdlG0kmmaTFcUliot7lMoGlX4fz6zyGx6oeb+k8mZ4i3EhZ8Zhv8naLUKDpUWFqp1rGh/tV5f0zSL2+PhWM0YeMbQBJMVhaemkjPsjiaqYmU6OYNpSqyIzhEImFXxvZhZZiY9V/V+8PadqXovLK8m676P5tLzVdtkTN1alu1imshtyUK0iGEY5BamcdJLADjpJXIL0x0z1kUi1X8LJpPT9PV1Rv/bUb3J7YuAHwD3AstKqe8ppb6mlPoesAT8BfA94JLWd1MALXmjOo7DaEVhqdICJoWiJoX/h/oGGIkM1tx/LJbAwCj7Wa1cr1oFh6SwUHeo9fo6jlPcvpxN1oyBx+dPVRVZ2B1LMJWaqYqV0TrF0IRoN4ZhYNvVRUQG+uIkIsNV7wdv30TVeyHeE6v7PhqODElxqW1m2/lqySZSUEqIFnBdl9DgKGZ0ADPSjxkdIDQ42jFjXTrtX1Aqk+mM/rcjo5EXXym1D2+t20FgHviu1vp0i/vWSvvpoEWwzYDh5U2VFAgZGY41rf1Q2MQJrjKdnGE0NophmEynzrIrOsxiZpmBvrj3f28c0zSZSy8w2NfPdHKW0egIhmEylZwhER0hZIexA4W2EphWD7ls9afVheen9HerbMtYDW0o33YLFvHuuEXbN/ucbPT4YNjECWXPFY7KhbGyTtnrvjuWwHUdpvMxYJomZ5anGIsl6DXCrLjnFjYPGgHOLE8zGh0hYBhMLk/VjbNm/P7b9dw18XiJ1zY5vnIsDxMmZ2S9OxJiCRYySwxHBnBdl6nkbNk4WPleSmdXiIYjxfdO4X10tqR4G1D1t2OtMbUNnruOi9cCv9/99+95iBdeuIvHziwy0t/H2w+9cEPtNKs/29FGl7fTsfFayxacQzW9/XDIJGJmsOYnCQ6NkXb7yNY5J9ioVj03kbjJinPuXKfXDJNebkn/d8Tl4IZu6NZanwROtrgvogbfvMUmymUdyIZIBMex095gqRIXMDOzTL8xjJNyvf/TLg4waI7gpFwS5hhOfv+EOYabdukLr3Dm3uvpdV2WDIO9V55gkdp5D47tQjro25ZUSO58djDLTSULk9914Ahkg2Wvu51yAbMYAw546y2nXELhFWb+6iaGdu1n+ewT7H3TXWX7FWLWlqqCogP4jeVuKshYcC+x3CqZ//WXzD/9GGZflAuuupvFdLA4DlpZB7LB4nujz4hj5869dwrvo8LYXRw/8+8zGVO3h2U73lJApim3JQvRIn3GCqc/cn1Zzm22zrlnu8nYWW5/8B5ee9Gl/MXXPs2tB96G5NxunNTjanO18hZbwe9TwMKV/dIr/IX9SrcVlgvKLUzjpBZx0ks4qcWG8x4q2xKdrxC7S6vLLK8mWVpdrsr5q/W6O05JPC3NsfLTb+MszZFbmC57DLkVWXSKWmO5YRg4DuQWpsme1uBY3tg5P+U7dtYaf+uRMXX72IVqybLOrRAt0ek5t4W/DVOr0/zVd/6WqdVpqY+wSTK5bXO18ha3U603XDHvIdIPgBnpbzjvQd7E3adW7Fauh1zv+PXk0ZS2JfEk2k29sbxq7IwOEBra3fCkVOK9Pbmui+24mKZBwESqJQvRAsXxMzZIcGQcMzbYUTm3hb8N/T3x4j+pj7A5cs27AxirIY4dOFqWN0W0NY8VDppEAhkyTz7JYEXeQsA0iAVXyS1MExocJWn3VP2xTto97L3q7rJ9qHMrnF8+saxr2z0KsTtbkgfo4jYUSwBpeun/7buLOdxpqwcqbkEua2toDFxnzXaF2A7BXJgTB44U4zmKiZU6SWhwlAy97L3qbpz0EoFonNzCFAMD9WPYb/wU7aNwpdYsrHMrV26FaImc0cvElcfIzU0SGh5jNdALLci5bZWAFebYwSPl9Ukk3WrDZHLbAUrzE1udNxUJZMryFsavPkGWHqCxdcRs22XRDmNE95HOutSb2ELtdVBFdyjEbmUeYKNr0lnBLDeWrMF87MBRyJbHR7GtTJLxK+/i6fvf3bFr3YnuFjHKaxJEL7+ZqU/dgtkX82I1G2YoNsCpD1/XUAy3uh6D2BzLLnwwbGKaBlnL3uYeCdGdeshwquTcdeLqE6Tz566dwA5mufGBO+qe64jGNfTMKaWGgbcDLwRipT/TWl/azA4ppU4Av4ZXEe5irfUPfPa5FbgGKFRs/qrW+tpm9qMdtfoWBdM0yc1NluctzE1ixvfjuvjnNET3+far0VuR/XLQEuaY3I7RxWrmx1TEUiPxUdqWGenHWpzxbVeI7VZak6DAWpzB7IsVY9WMnYfV4Dhb6/2xKzq0db+UqMvKX3EPmAYBybkVoiUCAf9z10D//o64c0vOhZuv0Y8FPg30AH8NpFvXHQA+C9wDPLzGfh/XWt/Q4r7sKI7jEBoew4z0FycLoeExUqvem6uQE1b82eBo/ursxpTmoBU+rUpER3DT8mbuZqX5hfViqZH4KGsrkyQ4kGhqjArRLH5xHxxI4GSSJbHqEGxwnK31/hDtw7bPpfSYptERJ9pCdBrb9j93Ta52xvtNzoWbr9HJ7c8DCa31ais7A6C1/hqAUmqtChlSQWMNhmH4ftpfryBP2u1j/OoTWIszBAcSpN0+wMEwjHP5tMkFQrFBUk4vhfzHynYbfWy/fGJZrqJzmKaJs4HlLfxys03TKLZViBW/nF2jYr/StozY8LpyvoVotdJxrxCr1uI0wYFRME12/9Z7CPWPFN8DgdigF8NLs8XttWJ4K+sxiPUrXLk1A4WcW8mhE6IVMkYfE1efILc4Q2ggQcbwzl07RWEsX1hZZLB3QM6FN6nRasnfBSZa2ZENOKSU+o5S6h+VUi/b7s60k4BpMBDO0pc6yUA4SyBg+G7z2783YLEcMHkyHGA5YGIYFH8WDdskgwYngxbJoEFPbp6BHqus3XDIXNdjO7aLW8wnDkoxqQ4RCpkEIjlmrFMEIjlCYf+hpPDar5x8tOy1t22XxWyYTHQfabcXerL5tiz6e61irPQGDQZtm/PSWQYdl/7gKn3LjzPYs8pAxKEvdZJYYJWk3UMmuo/FlWCx3cVsWK6UiG3jN+71hgxMw8XAKzJkuA6G6+VhxnosjHCGJ+ZOshwyearHZClo1j29kfGzvVn5yaxpeH8HZTwSojVChVMQ2xtPQx1WW88MGBgGrNpZDMP7XmxczSu3SqmrSr79MvCPSqmPApOl+2mt72tR3+r5IPBurbWtlHoN8Hml1EVa6/nKHZVSg8Bg6bbrrrtu4vDhw1vU1a3nV6wHqFnAp7j/SprBaz/A9Q/eVbw14sSBI5z58A046WT1z15zE9HluXMFfKIDjF91vGohbb/Hrkjd7qi8Ar+YylvQWi80u+12jFcntMr1JYWeThw4AtnqvyZrFY5yXRcnlC1r665fuIblT92CGYkzcdVxr0iET7Go8auOM/Xp2zB7I77tCo/E6/bwi33Tdf3jOTpA/1tOcMOXjnPTpddwQ2VhkTWK7HVTvHdTvBYms6aBVEvuUt0Ur50saFcXlKKDCko5oWzZuH/8YGsKSrUyXttJvWfutyq+PwUcqNjmAls+udVaT5d8/UWl1EngYvzzdN8G3Fq64f777+fw4cOMjMR8dm+eRCK+Le2vnHy0LLHeWZoBM1C1LbHvorL9gyPjTCdnypLap5MzRHqimD1R35/ty6wU28V1seYnG3psBkZa+vy0+Lmviqm824Hbmt12s+J1s89J6fGPTumqWLhot6o6xi8WC3FXs63ULNG+GLhusUiEb7GouUmCQ7uxZk/7tluv/5v53Tvw+B0fr9txvLNUHq/Oago7veQbz7gu08kZAGZT82Xvh9nMHCpxwZb2XeJ140p/92TOu3IbjfXQ1xvGcd2Gn5tm/Q1rRjvt1Jc2bKej47WW7Tp/3ajME09WnR8k9l/c1McoaMVz88j0j8rG/cnkDM8bfXbTH4fWxmvbqDm51Vq/ais7sh5Kqb1a6zP5r18InA/oGrvfA3ysdMOhQ4cmgIdnZ5M4LfokNZGIMzOz3JK2/dovzesa6C8vqmP2JwCqthWOL+xvzU8xGksUk9r7e+Lsjo2ymMvgJJfKfhbviTEaSxB0F4rtYpoEh8aqH9swMKMDOKnFsv606vlp9XOPT0zlNeNTr5bE62afk8rj/WLBr32/WDx7NllW7biqregIy5kkZiTuFYmIDgBGdbGo4TGs+amqeG7279/s526rj0fidcuOL4zDiUQcszL2e6KYvRFv20raGyvz4yL59wHASHSo7P0w0jfs25da9RM69bkr0XHxWlD5u8+c9U5Wsys5rJyFbTsNPTfN+hvWjHbaqS/t2A4dHK+1bPX5azMMFc4VXBcMg9DwWEt+h1Y9N2OxBP098bLvW/QatDJe24bRyO1MSql/11q/yGf7v2mtf6aZHVJK/SnwX4DdwFlgVmv9fKXUF4B3aq2/rZT6GHAJXrb4KnCL1vr/W8fD7Ace74bBIWAaxIKrFQV0IBZYe1vhlqlAwCj+LLhrLylsFleW6O8bYGZ5htHYLvrSacxInBQ208kZRmMJelNpgn1RcBys1CKhWD9WaolQtJ/c/BTBoTFcw8SanyQ0mCCXXCIYHQDTxFmYwuxPlPWj2c9NqyQS8a1OhtjPJuO12SesobCJE1wtxoJp9ZDzWTC9EFvO0gzG4G6SJkynZhmNjhBzwJqbJDiyl5SRj6v4qLf97GlCw2PYwT6CVqa4MDtmgFz+Z24wRG76JKHhMdJuH9k6C7bv5MmtxGvrj68ch0P9Q8zPp8+NucN7Mdwc9kqaYF8M17awls4SGhzFSi0S6ItDKMyya7O4mqK/L8508lyRqNJcWjNg4PbkyopIlf680547n+M7Ll4LKn/3H59a4M5Pfps3HngWPz61yLd/NMO9N7yKtU672mkC1059adN2OjZea+nEyW08bhLMnjtXsMJ9LC83v6BUq56bcK+JFcgymZxmLDZK0A6TXWlJ/3dEMm+jN3RfWLkhX834mc3tDmit/xD4Q5/tl5V8fUWzH7dT+eY0ZsMs2mGM6L78EhLeAOi3DfLFffI/80qPmwxEBri+5P7/EweOYKdNwCQRHMdOu6TNQdyV/NXi6ACnP/L2Yv7Y2KF34KQWynIki/m3H/7jmjmYojPksg5kQ8VYsGtUJSzEVmLfRZxNzXPjg3eU59Z++jbGr7iDpf/nPfS6LkuGQfTym5n+3PvANJi44q6yPJrxq44z9fl7wHXYc/nNTH/uTwDYe+UJskgcie1ROQ5PvOW92HaoOK6G3RWvFoFP7vie/3oLJz94bTF3fHjkPGZmlvNFotyqipluT67sfdRITq7YHufWuTW9glKScytESwSznZ1zmzOz3FhZa6HhKZqoVPeZU0r9Vf7LcMnXBfuBR1rRKdEYwzDILUyX5xksTHuTVNf1vWWt3pX6ws8CAZPp5HRVTuVoaBzbdoufFpbeWlrWj9Qi9vIc2HZZ36yFadyK/NvS/orOs55PjisXKZ9OzRIf2u3lHqYWi/tZizPgOpjhuO/C7GZPBGv2dH4/V+JIbCu/cdhamMbom/CWszKMurnj1sIUZm/E+3pxmvCAt1atXywbhlH1PppJzXoTYYn9tlNY59YwDEzDwHW9MdMwdsTFEyG2RE+P6Xuu0DO8n9UOWOtWxvXmW2spoMfy/0q/fgz4CfAp4Fda1zWxFtd1CQ2OYkb6AS+nNjQ46vtmME3vpQ4Eyv/3Y9tOMQ8SKOZUFm4fLvxhLvzv149AdJDgwK6ybcHBUUL9Iw31V3SeQozVUlikHPIxFd2Fs5r2cmmjA15eYnSA4ECC8N5n4dirxYXZgao82+BAAieTlDgS26Lm+BcbJDg8VjaBCY3swYwNgnEudxyoiuPgwGjdx3Rdt+p9lIiOSOy3KcspXLn1lgICZK1bIZpsddXxzhX6h+m94BLM/mFCw2MdMbEFGddboe6VW6317QBKqW+sM6dVbJGk3cPeq+6uyK8994YIB00igQx2coFgbBBrJUWwN1rMS8gYfaz43Nffn78VeTp5ltHYLnqXFglG+sGszqFN2j1k3F7Grz6BNT9FaGg3udQSZmzIp2+w96q7cZZmijm3yELVHa0QY4WYKs1/LeQirpx8lPjgbo4fOFrMuY27LtFfeRtmbJiJq47nj98DpsHQS3+5mDczcfWJYttOMMzu37iN0OAomCa73/gu37gXolX86hwUxmFn1atD4OayRFJnvA9dMLDmp5i48jhWco5AfIiJq+8mNz9JaGg3LgZ7fvN2AoO7SVo9DK/x+MZqiGMHjpbl3FbeuizaQ+HKbSBgYOYnt5btEgxsZ6+E6D5WuI+JN99ZlnPLaud8kFQY12czc4z0Dcu4vkn11rl9dcm3uYrvi7TWX256r0TDSvNlK3NpASKBDKfvu4GxNxzl1EdvZPzNd1blJaz45SVkkix99AaecfnNPH3v21nIVzrec+gdTH7yFsy+GGOX38yZj17P3itPAHD6vhu8SnWmyd4rT7C44oWXX+5vYt9F+aR8efN2ukggU7a28fjVJ8jmY8ovJ9w1x4hb+e1+OYiH3sHTn74dsy/GxNUnOPWxm7yF2Q2DvVeeIFOMp+rYEqLV6tU5GOp1sZPz1fH8yVuLY+apD7+dPZffzNRn/wQML188FTkPd7WxOHZsF9LBmjm5on0Ucm5N0yjeLWXb29kjIbpTp+fcFsZ1lbiAmZllGdc3qd6V24+UfO0CE/n/Z4ERwMBb+7bpRaXE+tW6FTk3Nwmui710FrMnSm5+qiovIdC/v6xisWEYWAvTYNtY81PFfEgvJ2wGsy+Gk17CXjrrrW1byKUtyZvMzU/Vzf0V3aEQY1V5sfH9uC7+OeGx84rbfXMQS2IsNzeJGfZybMFrj+i+4uNLbImtVK/OgWka5BZmcNKLNePZXp7zxsx8XrmTWsKanyqL6UZJ7Lc/q3Dl1jh3W7IltyUL0VSRiElupvo8pG/XfjIZGSd3oppJclrrZxT+AR8G3g8Maa33AkPAfwfu3Zpuio1wHCe/fIrp5XWtpggN7a7KYXTd8uIWrusSzN/2WS8/LNC/y8shk1zaHasQY5Ux5ThuzZxwoLjdySTrxlhoeAwnmy7m40pcie1Ur86BbTuEBhP1c2r7R86Nx5mkl2M+tFtiukvZPjm3liWTWyGaKZ32Pw+Rie3O1Wid6T8C9mqtcwBa67RS6ghwBrizVZ0Tm7dCHxNXHsNKznv/57JlOYxuMETf3ONVuZJmpJ/xwnFXnyC7MOMVOzFNxn7zXcWc271XnijLpa2V+yu6V9rtY7wkptJuH+SXBirmIi7NYA7uwXBz9C0/jrFrL+NX301u7ulzOYhzTxdzbvf8xq1e3kyoj/Er7sKanyQ4NEba7S22LcR28KtzEDC925WtlQzB+JA3di7NEhpMFHNqQ4O7sZJzTFx5DNcMsPeKuwjEBsgtTDEwMNqSNb/F9ipcuTXN8pxbIURzVdbn6LScW9FcjU5uU8BLgK+WbPtZIN30Homm6nFXOHVfPg8hNsj4lcc49dEbMXuiOKsp9rzhKJP5/MbSXEknvXQujzI64OWVrYYAMCL7cFddjPAobgPr6Iruls06ZOnBjO8ntepSOvksXec2t3S2PDf3quNMf+4ewFuzdupz7wNc9l55gtXB/SRXXQbcFU7fd31ZfqOsZyu2k1+dg4FwljMfvd6rbXDvLTgracavuotTH70RXBezL87uX/4DznzsKGZfjL1X3Y0ZHTy3Nris+d2V7NKcW6mWLETLBLMZTn3sJoL9o1hL00xccRedlHMrmqvRye07gX9USv0v4CSwD3g98NZWdUxsXmV+GI7j5UcmF3CSCwDV+Y35XEmrYt1avxza9a6jK7rbWmve+ubm9pauWesUcxit6L4113EWYjtVrvNdqG1QzCWfnyqOs05qsWysrben0bhdAAAgAElEQVTmt+gehfzastuSZXIrRFOFQvnaH8vzZJfnAe98IzS4n1xOzhV2orXWuQVAa/0J4KXAD4F+4FHgZfntok1V5odhGFV5CVX5jflcyWCD6+cK0aj1rlm7nnWchdguhTjFMAj072ool1zqFOwMhVuQvcmtWbZNCNEcuZx/zq1MbHeuRq/corX+AfCDFvZFbIBhGHVPiAr5YdbCNMHBUdJu77l8saFRDNNgLJ/fWJorGYgNSg6t2DC/uKzMzXUDoTXXrC3L2ZV1kUWbSjm97L3yBHZq0Vvve/EsRmy4bAytjnGpU9DtCuvcGgbnbku25cqtEM2WDeZzbhdmCA0myAYl53Ynq7fO7Ye01ofzX3+CGn91tdZvalHfRB2uYzMQzpadGPkWIylsCgQwDJdQcgqiA2T795FezecD+eRKGobJYlZyaMX6BEyDWHC1GJer9NJrZMg8+SSRIe8DFKsYb6Xr1PqvWVuasyvrIotWK8TvyslHGch/mFKvyFNhf2txGmMwgWuauK5B78SzOXs2BdSPcalT0N0s2yVgGhiGQSAgBaWEaBU7h7dAqeudx8p60jtbvSu3j5d8/ZNWd0Ssj51a5Mx9axcjiQVXy/Ybu/xmznz0evZeeYLFfGGeermScpucWI+yeIsOMHHV8bKF1cevPsGCc67IQ2l8SayJ7VY5Xq5V5KnW+Dpx9d2AV4BvrRiXuO9elu0QDBjgnrtya8mVWyGars/IlJ1rTFx9ghUpKLVj1Zzcaq3vLPn69q3pDiilTgC/BuwHLs7fDl25j4m37u5r8S43HtNaf2Sr+rjdDMMoL/hUo9COX0Eee+ksuK4U5hFNV1XAzHX9i0jF969ZfEqIrbbeAmb1xldrYRqjb0LG1x3OdlwCARMXSpYCksmtEM0UCJi+5xqB/v2yvNoO1VBBKaXU/1BK/aFS6oWt7hDwWeDlwBN19nkj8Eyt9YXAzwO3KaXO24K+bSvD8P44NlrwqViQJzqAGenHjA4Q6N8FpkloaHdZtU8hNqIydkrjDdP0LfJQGqYSe6Jd1CtgZprlfypN0yzuHxwZB8PEjPR746thEBwc3Y5fQbQZ23YI5ie1cuVWiNawbf+CUjKx3bkaLSj1d8ArgD9SSvUD/xv4CvCQ1vpfm9khrfXXAJRS9c56Lwfuze9/Vin1OeDXgfc2sy/toiyPcXgvhpvDWp5n4uoTZBdmCA7ULkaScXsZv+o4VmFh61yO8SuPkVuYYmDAK3LilUzPt+Gyrpwz0d1q5SCWxeTQGLiOd5VraJSJt9xN7uwZQsNjZINeESlrfpLg0B5cw6QvdbJYYKc09iTOxHarLGC2Si+DPZliEbSs0UfYzX8/shdcSPyn3yXYvwuCQazlBcavOoHrukTTTxEY2C2xvYNZtnfl1rstWaolC9EqVihfUKpwrhuWglI7WUOTW631fcB9AEqp84HDwC1ADAi0rHe1nQc8WfL9U3hr71ZRSg0Cg6XbrrvuuonDhw+3rndNVszrWkmz75o/4/R9NxRzGsevPsHCSphaxUj6jBVOV+Q8nr7vBpzUImaknz2H3sHUp27B7Iux96q7AdaVc7YT+cVU3oLWeqHZbW9nvNbKQSxuzyQZv/Iunr7/3cV99hx6B09/+nbMvpgXn6s9JM6/mOziLGc+8sdl+5XGnsRZa+ykeN2sygJmgz2ZsvFz4uoTnLrvBpz0clXc773qbgLRQZzUfNV2ie3GdVO8Wo6Xc+viFq/c5iw54e4m3RSvnSyYy3DqvhvAdcEwmLjqOEjObZVWxms7aWhyq5R6DnAp3tXb/wBMAn+Jd/W23b0NuLV0w/3338/hw4cZGYm19IETiXhT2lk5+ShOeongyHh5XkFqEWvuaRLnX7zmseDlIVjzkxTuC3XSS1iLM5h9MZz0Es7SDJiBsv2dpRkS+y5qyu9RqVnPz1a3jU9M5d0O3NbstpsVrxt5TirjpxAPhe1mpB9rcaY8xkpiypqfLMans1R7v0bibLOv6WaO387HbsLxOyZem3185sknq/K4cF3MvlhV3DtLMxAMY/tsX+8Y2g6/+zYe35HxWlD6uweCAULBAIMDEcyQd7oV7gk29Pw0629YM9ppp760YTsdHa+1tPgcquntZ554Eie1WPw+NzdJYn/tc+PN6LTnpkIr47VtNHpb8iPAY8CdwGGtdbJ1XWrIU8D5wLfy359H7Rzde4CPlW44dOjQBPDw7GyyZYVtEol4fumSzRvoT3iTiPmpYl5BYWIRHBqr+ziFY0v3J5/naEb6CQ4kcDJJLye3P1HcXtjf7E807fco1cznZyvbzquKqbxmfOrVknjd6HNSGT+FeChuzyQJDlTEWElMFeIzkYhjVsZiRezV699mX9PNHL+dj92M49lB8drs4weHysfb0LA3fjrp5aq4L4yfBu6mxtB2+d2363g6MF4LKn/3dDqLASwspkmvWAAsLa+s+fw0629YM9ppp760Yzt0cLzW0upzqFa0PzRcPVZ32rnrVrRPa+O1bTQ6uf0tvCu3bwduUEo9xLmc25Ot6lwdfwP8tlLqs8Au4FfwilBVyV9m7+gXrZAHlluYxg2GS3IYvXVDS9enrXdsaHCUtNvL3itPFL/HNNn9xnedy7mFspyzWrm8O1krY6rd4rUyB7EQD6VxZcSGz8XY0CiGaTD2G7cSGi6Pz8pYrI49ibNW2Enx2mxp18sZL+RxrQb6GL/qeL7q9xB7r76b3Px02fgZiw0zfuUxrKWzxZxbie3GdVO8FnJu3bKlgCQWukk3xWsns8KSc9uInRJTjebcfgr4FIBSagy4FvgALci5VUr9KfBfgN3AF5VSs1rr5yulvgC8U2v9beATwEuBH+OdNdyutX6yZqMdrpAHZkT3kU67gJfD6H26U//NW3Zs1gUcspR+T8nX3velOWdyUrazVeYgFuKhLK5WSuJo1fvajO8nterFW2Vb9WJPiHaSzTpk6SmL53Th+0yt8TNIIjHEohXBldje0Yrr3CLVkoVopeVlB+ghsT9/biwT2x2t0ZzbFwGvxMu5fTmQwaug3PScW631HwJ/6LP9spKvHeCaZj92u9vMmol+ywQ1o12xs9WKo3q3S0nsiU5TGc+l39eKYYltkbMdggGvSrIpV26FEGJLNHpb8meBfwb+J3Cd1vqxlvVICCGEEKLDWZZDpNc7zTIMg4BpyJVbIYRosUZvS97f4n4IIYQQQnSN0iu3gExuhRBiC5hr7yKEEEIIIdbDssont6ZpyG3JQgjRYjK5FUIIIYRoMst2COQLSoFcuRVCiK0gk1shhBBCiCbL2S5Bs/S2ZFMmt0II0WIyuRVCCCGEaLKcdW4pIIBgwCBnyeRWCCFaqWZBKaXUuxppQGt9S/O6I4QQQgjR+bzbks9dQwgFTVZz9jb2SAghul+9asn7tqwXQgghhBBdwnVdLMshYJ67chsKmmRzcuVWCCFaqebkVmt95VZ2RAghhBCiG9iOiwtlBaWCAZOsXLkVQoiWamid2wKlVBzYBRRHa631T5vdKSGEEKIewzBwXVlWRbSnQm5taUGpUNAkmcltV5eEEGJHaGhyq5R6LvAp4AWAize5LZxVBFrTNeHHNE0c0+CHj8+ya7AP03VxpPqiEL7k/dJ9Cq/p1Fya0eGIvKaiLRWqIpuBituSpaCUaFPy91J0i0av3H4A+CfgVcDjwH7gTuBrremWqMUxDd72vq+wlMrSHw1zzx+9Yru7JETbkvdL95HXVHQCy/Y+/w8YJZNbuS1ZtDEZW0W3aHRy+wLggNY6p5QytNaLSqnrge8Dn2xmh5RSzwI+DgwDs8CbtNaPVexzK3ANcDq/6ata62ub2Y92ZBje1YqlVBaApVSW6bk0uwd65fY8ISrI+6X7yGsqOkVhEhusqJYsBaVEO5KxVXSTRte5XQFC+a/PKqXOyx870oI+/QXwfq31RXhXjD9UY7+Pa60vyf/r+okteNUXR4cj9EfDAPRHw4wOR2TgEcKHvF+6j7ymolOsZL3JbThYMbm1bM5ldQnRHmRsFd2k0Su3DwNvAD4G/C3wD8Aq8OVmdkYplQBeBNyf3/QZ4M+UUiNa69mK3Q12INN1ueePXsHZhQy7BvsI4CI3OQnhX2Co8v1iui5y3aSzFV7T6XzOrYyBoh0V1rMNVUxuXdcrNhUKSrkS0V7k76XoFg1NbrXWbyj59ije7chxvNuHm2kfcFpr7eYf11FKnclvr5zcHlJKHQSeBm7TWn+jyX1pS4Xk/mefP8zcYoan5zJSVEXsaPUKDBX+f84zRpiZWZY/1F2g8JruGerDBhkDRVsqXLkNBs99Dt8X9k65ljMWw3GZ3Io2ky8XW7o2sxCdqNFqyW/XWt8N3oSTfJ6tUuqPgT9pXfdq+iDwbq21rZR6DfB5pdRFWuv5yh2VUoPAYOm26667buLw4cNb1NXWWFxelcT/beIXU3kLWuuFZrfdDfHaSlIEo75ujVfbkNe9G3VLvBav3P7/7N15fCRHff//V/dc0mh0S7vae9cHZbCNjQmHOWxDjCEx+eZH8khYQgIkgSWQh8HGCcYc8ZoQgznXAQKBL8RAiPeXA0iI+SUYjI8YQ8A22BhcPnbXe2ql1X3P1b8/ZkZqzYy0Omakaen9fDz2sT3dVdWlnk/XdM10dYVmOrHxutwl1+hEkrbGWMX3KStvrcQr6LN0PahmvNaShd6W/FfAx8usfz+V7dweAbbkH1rlGWNcYHN+/TRrbY9v+XvGmCPAeeRuny52NXCDf8X+/fvZs2cP7e2JCla9VGdnY9XK/tXBvlkD/08NTvDMXZUdAl3N+le7/CrXvSSm8m4E9la67ErF63KPSa3mX+i5sJz91+rfvkBrMl5P974H+T0Lct0rkD+Q8VpQ+NujB/sBaGuJ05gfx7hxMp1LFAqd9hhV6jOsEuXUUl1qsJxAx6vfSlxXFgT4+i/o5VczXmvGvJ1bY8zL84shY8zLmD3O9QxgpJKVsdb2GmN+BvwBuXl1/wB4sHi8rTFms7X2eH75QmAHYOcodh+5scLTdu/evRW4t69vlGy2OoPlOzsb6e2t6OGZpau9gZbGKIUhhh0t9SX7C4VcMnPcpldufKJftetfzfKrXXfKxFReJb71qkq8LveY1HL+jpZ6mhqi0982d7TU09c3RjabPW1+/3ngX3Zddzr/UuruL2u1jx1rIF6L26tQyKWztZ7mRJSh0Zn3/dSpUTzPW/Vjvpz8Qa57JfITwHgt8P/tvX1jAExOJsmkcp3aTP7X3KMnhtjeHl9QOZWqz2qWsZbLIcDxWqyjpZ7Wpihd7Q10942Vva6shCBf/wW9fKobrzXjdL/cfin/fx3wZd96DzgJVOMpxW8DvmKM+QAwAPwRgDHmduAD1toHgZuMMRcBWXIPtvpD/6+5fvmf2dfMm1YYX9g/PMknr76M7r4xutobiIYgmf9SOBoNk/Tg2KlRujoSuW35b4znG58oC1PNmFpr8boS/A8Y2tyZIJP1OD4wRldHgrDjkU6WPm7Ifx50dTTgeR4n+8bZ2N6A4zoc7xmZzr+oupQ5v1ZbkOO1+HjGQi7JrMfx/jE6W+L87bUvo29wnLbm3FM9Tw5NsqEtXrUvLaX6ghyvfoUxt5GwO/1w5Ib63CVX79DkSlRhwbJDJ0k+8l2ceDPR8y7Hic7d8ZbZ1kq8AsSjLp9452V0568d4xGH8bQe17eWrJdrzHk7t9baXQDGmK9aa9+wEhWy1lrghWXWX+lbftNK1KUWZV2Ha/bdzQ1/+kKu/uRdM2Mj3nXZdJqkx5zbNKZC1prClzMbm+tIZ705Y39Wnvx5MDqe5BPvvJQbvnj/dJ4b33Ix7//8D0nE584/Z110flWU/3i2NEb55NWXzXp/b3zLxTiuy8DIJDd8YeY9/PS1L1vtqss6N5FME3IdQg5k8p3baDhEa2OMwyer+svMomQHuxn71o2QSUEmTfqJH1L/6utwG1pXu2qywsZTC/v8FKl1C5rn1lr7BmNMxBjzUmPMawGMMQ3GmIbqVk/8HMehp38cgN7BiVljI7pPjeK6DqGQS/ep0ZJtoZAznb94km7H0ZPxJPgcxykb+27Rkx/950FjQ5SegaJzYmCcRDw6nX8x+y93fsnSFB/Pxni05P3tGRhndDxJb9F7eLJ/TO2arKpCB8ErmrVwY2s9h07URufW8zwm7/0HwCH+yquIvfj1ZMf6mfzeZ/Cy6dWunqygWKz8tWMspnZUgmdBnVtjzPnA48AXmblV+VJm36osy1C4ECt3QVZYV5hk23EomWy7qyNBNuuRyWTp6kiUbMtkvOn8zYno9D9N0i2VstqdiWy2fOwX36Lqn6x+ZCzJhtaiietb44yOJ6fzL5S/3Omy2nR731IVjmdLY5RtGxNMJJNs7kzQnJj9XiXiUTqL3sONbQ1q12RVDY0laYxHS+JwS0cDAyNT9A+v/q3JmZNPkjlhqXv2FXhuFLd1K5HzX0nm5FMkH/z2aldPVtDUVO7z03992NWRYGpK7agEz0Kflvw54K+stV8zxhSm27mbXGdXlmF6TNnAOBvaGhgcmaQ5EcuN1fMoGb/nOvDJqy9jcHiCfe+6jJN9Y2xsbyAWdphK5cqMhmDfu2bGTURDkMxvCzvwqWtmtoUdD30/K8tRzXHchbJ/dbBvZlL5ecqOurNjvy7iMEmYR57snTUG1z9Ot625jlvedRknTo2yqSNBJOLwoT970dLG3PrKrZUxt0EWdZ3p9q6lqZ7uvjH2XXMZA6OTNMWjRMKh3Jjblji35NvDXIc4Rl9farWrL+vYcP5BZ8VNwOaO3A1vh7pHaGuqW4WazUg9+j2cWBy36xmFYcGEtzyLbM9TJH9+OxHzUqjyk2GldsQjzqzrw3jEYVzNqATQQju355Kf25b8oxGstWPGmPqq1GodKR6jt/fNL+SafXfzqasvBYeS8XtZD67+VG5MRHMiygf3vIhrb7mLT7zzsukyCw+P2tJWTyaVnu7YAqR9+TUmUCqhmuNMF1t2MuPxrlvupqEuykQyycffcVnZMUT+cbqZrMc1n7oLzwMn/+XP5tZ6sqn0or/48ZfrpTPoUW3Lk/Tgmk/dVfKMgQ++9WI++KUfcc3u5/IXf3tvbnz0NZdOH/fiW9FFVtrgWJLNnaUjtwod2uN9Y1xEJ+OTaUIhh1gkVJK2mrx0kvTTDxE983klt06Hz7mUzInHSf7k3+CMv1jResnq0ZhbWSsWdFsycAh4rn+FMeb5wJOVrtB6Um6MXu/gBJ4HfUMTZccC9vnG2g6NJunuGyOToezYwkzGO+3+NOZWlqOaMbXYsgvpB0eSHOsdpaGudIxm8XlSGKc7NJpkeCyZO6cWMc52Lroldvlc151+L4qfMXCyL/c++8dHa3yz1IrxyRTDY0laG2Ml22KREIn6CMd7x8hks/zF393Hx257aMXrmD76C0gnCW08q2SbW99EeOdzSD31Y9LDfWVyy1qjMbeyliy0c/sB4HZjzI1A1BhzPfAvwPurVrN1wHWdWWP0mhNRNnU0EA5DZ0t9yVjAja1x2lvqp8dDtDTm0kcisHnDzNjCwsW/67q+fbkaEygVN1dMLbdzV5jXtFzZ/s5tJDK7CdvQFqejNcqrLt7OVDpZdgwuRb9SlBtntNCpZPTFUPUUxlAXnjFQGHvb2hRlc2cDz31WBxta44Rcpp8fIFILjp/KfdHS1lj+tuPWxhi9QxMc7RljMpnhwPFhplIrO+VK+uADOLE4NHeV3R7a+VzwPIZ++p0VrZesjsKY27bmKL/2rA20NWvMrQTXgm5Lttb+pzHmVcBbyI213QH8jrX2gWpWbq3yz0O7qSPBp//iZfQPTdDcWMfJvjE+/o7L6B+dpLO5fnosYFdHgqyXJR4Nse+ayziRn992cGSSj111GaNjSRLxWG6ux/4xNrQ10D88QUdLPDfvp2/8bWFM4Ma2OI7r0N0/qTlvZcnKjTNdahQVj9+ti7jTY2g3dSQIhx2OdI+wfWMjqYzHkVOjbO5szM9TmzsnPv6Ol3G8Z4Tfv/wc4hFnVv5IxOHwqXG2dDaS9XLnxaaOBH977cs4lp/btjBGfb7xvpovujr8x3xjW5xIODfmNpVM86mrc+3epvYGBkcnef0VzyISDvHxd1xCKBTSPLdSM070jQHQkn/4WbHmhihHekbp9t1tMDAyRdcKfUHjZdOkn36IyLbzpufgLebGm3G7zmbkoe8RP/fVOO5CR7FJUMUjDh9/h8bcSvAtuLWy1j4EvL2KdVk3ys1D29JYxzt96/a++YWcGpxk7/+9f9ZYwImiMRF73/xCrvnUXXzynZeWzPW49y0vJJXOcs2+u2ePoUhncmPTgHd+QuNvZXkqOc603Lym/vGwe998MR/84g/5u+uv4OpP3rWgeWrfte8ustlc/k++81L2fuGH3HzVPHny58F84301n211FM8/3NwY41377uIT77i0pH289pZ72Pvmi2lujDEwPDnr/dQ8t7KaegYncF2Hxvoo2TJ3sbQkYvziYD9He2eGQAyuYOc2c/wxSI4T3nT2vOnCW88j2f04mWO/JLzt2StSN1k9GnMra8WCOrfGmCi5W5BfB2wGjgP7gb+x1q7+8+wDJBRyOVY0rqF3YIxMxpu17tTQBCHXZWg0OZ23f2icZCpbdoxu7+A4I+OpWdv6hiaZSmVKxlBsbq3H8yg7nnFjc53GC8qSVOJW5JNl5jX1nwM9A+Ocd/YGTuTPoebE6eepzWaZ3n6ib4wztrbOm6enf5yuljq65zg/gFn11LlTGf73vzkRZWIyxfhUisZ4lBN9Y2XbvZ6BcZKpNB6z28+T/WN0Nsb0fsiq6BmYoH2eJyEXprP61aGB6XWnVnBqoPTBByAcw2ndUvI0Zz+3cxdOpI70k/erc7vGxeMuB06Ujrnd1VXPxITaUQmWhY65/RzwcuAdwPPy/18G/F11qrV2lZuHtrO1oWRdR3M9bU11s9a1NcdL87bU4zjQ2RKno6V+1rb25jo2tJSfD7daYyVFlqo4JkfGS8fMbmiN84snetiUX7+QeWoLw2KbGqJsam/gwNGBefMUbmud6/zQuVMdxfMP19dF2NSRYGQ8yab2hrLt3obWOJ1tDcQiEc1zKzWjZ2CCzpa6sr/aArQmcg+aOnBimB1dual2VmreWy+bJX3oQSJbn4Xnzf/MACcUpm7bOaQO/Qwvo/tT17Lx8fLzxKtjK0HkLOQCwBjTB5xprR30rWsDnrTWtlWxftWyEzjY1zdatbFZnZ2N9PaOlN0WrQuTzD/huDDGD8it842lbW+uJ5v1psfc4mWpi4aYSnl05+e3Lcz/OJFM0lAXw8vOjLkdHJ6goy1OJj1TRmGeTwA35JLNP2G2eNzgfPWv9vGp5bLz5a/0U4R2ssx4Xe4xWan8xTEZi7hMpb3pMbOu69A7MEZXRwOpVC6uN29ozMV9/tzBdTieHz+bGzPklYzZ3bKhcfrcypULJ3rHZp0HhbqcGpyYNebWcRwc15nz3FmtYzdP/sDEq/+Yb2yPEwo5JFMe4xNJGuqjs8bcNubnuU1nM4QcNz/uOvd+tDfX09e39Kder+Z7VgPxstr5AxOvxQp/+1X77uHCszt58XnlH9Y0Npnis9/8BQAXn9fFA7aHlzx7E3/4CjOrnOUqV076hGXi2x+m/kWvg7btpy2jbvQIA3f9E/Er301oy7MqWpc1Uk5g47VYPB6Z/ryc/vyswqDbgF//Bb38dfEUzIX+ctsNFA8GqQdOVLY6a5vruhAOcbRnDDyPbZ1xSKVJTub+kUqzpbUOUmna4hG8VAbP86Zvb+ruG2cy5REJwXlndkAqTWdTDDyPkdFU7sI7m2VjU76MhijpiRReKs3m1npIpac7tpAfK5kff0s6owfiyKorjslMKheT0bBL2HXIZj2SqSzJ/HmwraOe7FQuxjc215FNpclOpdjemYv38fEUpNKcf1YnXipNaiLF5tZ6MlMz54WXSpOZSpecB4W6PHNXO6QzuQevhEOcHJok6zi4nqdzp8KymSxu1qOrvYETvWMkk1nCZGmJh/E8j01t9XhAJp0lHHIJu+CmPbLJNF5qJm40z62slnQmy9hkmnjd3KO+4rGZbZ0t9cRjYUbGVuaX0fSB/4VQBKd924LSR7t2gRsifeRnC97HwaGnuf3Ad/n2gf/m572/IKlffQOh8FtXYQor/WYrQbXQB0p9DfgvY8yngaPANuDPga8aY15eSGStvbPyVVw7FvIQmsLctNmsB2GXd91yN594x6VzDvJPeWXK9LIzZRT2Pc83fLp9T2pNISbTjsPVn7yL8Ykkf3/9K0ofjpbySvIAJJNzx/Rc58XpzoOy56+nTm2lZV2Hd3z8B0XHGa7927v5xDsvK20LvYW/hyLVNjaR68jVx0JzpnEch/pYmImpNB1NdbnO7XhyzvSV4mWzpA/8lMi2c/FwWUj3xQ1Hcdu2kT78CLEXzp82nU1zm/0GPzrxU5z8lGseHk3RBL91ziu4qOUi6sKlc/9KbZhI64FSsjYstHP71vz/7y1a/2f5f5BrJc9YboWMMWcDXwHagD7gDdbap4rSuMCngVcCWeBma+2Xlrvvaip+WM7pHkJTSF/uYSrdp0bzY84WV6ZIkLiuy/H8g6O2bUyUPQ+2tNVPfyFUTTrXVkbZ4zwwTshxcr/mnip94MnW9nrSab0HUhtG8p3buuj8l1evvngHx/vG2NBST31deDpfNWWO/wpvYojw5mcy75Okiridu0j/6gd4Y304De1l03iexz/+6l/4ycmHeNn2F3N+x7k4HhwbPcGDvQ/z9Ye/yX9E7uCVO1/OSza/gEgoUqk/SyogGnU53Fvavm7vrJ/3y2KRWrTQeW53VbsiPp8HPm2tvc0Y83rgC8CvF6V5PXCGtfYsY0wH8JAx5g5r7eEVrOei+B+WUvhWbENbHC9dfgtySssAACAASURBVOL2Qnr/w1QK+bo6EksqUyRIstmZB1yc6B0tex5kUukVqYvOtZVR9ji35kbEdPeNTT9IzB8D6RWKAZGFGMmPUayLzD/qa9emJnZtaiLrecRjEU4NVv+BUqlf3olTl8Bp37GoL+VCG3Kd2/SRR4icc1nZNPcd/zE/OfkQV+y8lHPbnjn9MK0tic1sSWxmzB3ie0/cx78+8R98//A9XLr1RTy/67k0xxor8afJMiWTM5+3/vY1mVT7KsFTU7NyG2M6geeQm2YI4DbgM8aYdmttny/pa4EvAlhrTxljvgX8HvCJlazvYrmex75rLp39EJrTpP/kOy9lIpli37suK3kA1VLKFAmSsONNx3406nLLuy6bfjhaNATJFRzKpXNtZbiex6evfRknTo1OH2eAT7zjUlKZ9Ky2MBZ2mNJwPqkho9O/3C78l8l4LMzoRArP83Cc6owXzwwcJ/30g8TOffmi7zZxEh049U1kDv+8bOd2aGqEbz31Hc5q2cW5bc8iW2a4xpamTfz2mb/JsdET/G/3A3zrqe/wHwf+C9N6Fs/pPJ9nd55LYzSx1D9PKqA+4sxqX+sjDitwQ4FIxdVU55bcWN5j1loPwFqbNcYcz6/3d263A0/7Xh/OpylhjGkBWvzrrr322q179uypZL0XpPDQmY3NdXjpzGkvjAvp46EQXiqduwUzlc5d0DcurUxZvnIxlTfof6J4pcperXitBYUHoJ1/Vuf0EwRnnQcrKKjnWtDiNZvJ0tnWQDaVLjnOUcfBS6VztyKn0urYrkFBi9dihbGz8425LRavC5PJekwm09THKn+7rud5TP3oNgjHCO+8aNFtl+M4uB07SR9/DC+bwXFn/23fO3wXU5kkl++4tGzH1m9LYhOvOevVDCWHeHzgSWz/U/yT/Tdus9/grJZd/Pr2Sziv/ZlV6+RXWtDj1W8if9dB4fNWHdu1p5rxWktqrXNbDVcDN/hX7N+/nz179tDeXt1vCTs7q3u7jcpfnbIpE1N5NwJ7K112peJ1ucdkPecPct0JaLx2dKzfeA9y3SuQP5DxWpB1crcjb+hILLiD1tGWu/U+HIvS2ZmrR6U+wzo6EgzcfRuZI4/Q8tLfp75l8X9nS0uciZ2GwSMP05Q6Sd1WM71teGqU+47/mOdvuYCuttZ5H1HV0jIz6UYLcXZs2MTl3kvoGevjsd4neeTkY3z+4Vt5wdbn8Lbn/RHxaH3Zcip1bCpUTqDjdS66/luz5VczXmtGrXVujwBbjDGOtdbLPzhqc36932FgB/BA/vV24NAcZe4DbvWv2L1791bg3tWa51blB3ueM8rEVF4lvvWqSrzWwNyVgc0f5LrnKV4DlD/Ida9EfgIYrwWdnY2cPDVKvC7MyMjkwsvL3xXy9LFBIngV+wzraI9z9FufI/WrHxA9+2KmWs9kanB8UWW0tMQZHBzHq98EQN8vfkw0tnl6+7cP/DfJTIrzWs9jYJ6yC+WUEyPOBa3P5ryWc/l57y+47+iPOT7Uw1UXvoWGyOxZKGttnlsCHK9z0fXf2i2f6sZrzaipzq21ttcY8zPgD4Cv5/9/sGi8LcC/AG8xxnwT6AB+G3jpHGUOssbeNFld1YwpxatUmuJVgiTo8ToyniRRH1nUuNb6/Ly3hYdRVYKXzdL7n58l9au7iZ13Oe4Zz4fs0h+A50TrcVs2kT7yCNHnvgaAifQEdx+9j3M7ziERbsBb5syoISfERRsuoK2ulf888F3+/uFbecdz9hB2a+pSdZagx6usL+slpuZ/nN/qeBtwlTHmMXJz6b4VwBhzuzHmonyarwEHgSeAHwI3WmufLleYiIiIyEoYnUjRUBdZzEw7NNQVOreVm+s2+bNvM/rI3dRd+BuEznjesjq2BW7nTjK9h/CmxgC49+iPmEhP8ryuC5fdsfXb2bSdK3ZcxlNDh/jGk/9ZsXJFZH2oua/DrLUWKJkq3Fp7pW85C7x9JeslIiIiMp+R8RTNieii8hR+uR0aq0znNjt4guQD/07cvBC2X4iXrczj79yOXfDE/WS7HyOz9Xy+f+Qezmk7i5Zo8/TUP5XyjNaz6B7v4e6jP+TZHedyTtvZFS1fRNauWvzlVkRERCRwCr/cLkY45BKNuAxXqHM79dNvQDhC44WXV6xjC+C2boZwlPThh7nv+P8ymhrjBZsuqnjHtuBFm55PW10L//irf2YiXf15gEVkbVDnVkRERGSZPM9jZDw1/UvsYjTEIgxX4Lbk7NgA6YMPEDMvwY1Udlohxw3htm9n8sgv+N7huzmjeQftsfaK7sMv7IZ5xfbLGJga4tsH/qtq+xGRtUWdWxEREZFlmphKk85kiS+hc1tfF67ImNvU4/eBlyW0+VnLLquc0IYz+XFonMGpIV605XlkTjOv7XJ1NWzkgs7zuOfo/Tw9XDxxhohIKXVuRURERJapcFtxfSy06LzxWGjZT0v2vCwpew/hrrPxYg3LKmsumQ27uLM1zhmhBJ11nVXZR7GLN/0a8Ug9t9lvkK3gbdYisjapcysiIiKyTIOjUwBLui25PhZZduc2c8LiDfcQ2fEcFvW45kX4n/HDjIRDXN47TLYCT2BeiFgoxku3XMyRkWN896l7VmSfIhJc6tyKiIiILNPAcO6hR0vp3MZjYUYnUouaH7dY6rG7caJx6Ny55DLmM5ga47/7fsY5oSbO6D9FdOB4VfZTzjNazmRH01Zue/jfGZoaXrH9ikjwqHMrIiIiskwDI7lfbpcy5jZeFyab9ZiYSi9p397UGOmDPyVyxnMBZ0llzCfrefy/3T8k63m8bNMLyIYixJ/8ScX3MxfHcbh0y0tIZVN848lvr9h+RSR41LkVERERWaaB4Skclta5bWrIzY3bM7i0KW9ST9wPmTShrectKf/p3NH3c345dpRXbvo1wm6Y8a4zqTv8KO7kaFX2V05rXTMv2f58fnry5/yq7/EV26+IBIs6tyIiIiLLNDAySSIeWdIPpxtb6wF4unvxt9x6nkfqsbsJdWzHibcsfuencU//L/nOqYd4TstZnBHpwPM8RreeA55H4lf3Vnx/83nxjl+jra6F/Y9/k2RmeWOURWRtUudWREREZJkGR6ZoaoiylNlxmhuiNNSF+flTfYvOmzn5BNn+I0TPfB5eBZ8mnPYyfPXg3fxbz485t2kHl7Q9a/ohUul4E2NbnkH8yQcID56s2D5PJ+yGuXTrizk10ccdh3+wYvsVkeBQ51ZERERkmXoHJ2huiJJdwkOhHMfh3F1t/PzJUzx2qH96/UIeMJX6xfcgGsfZcNai9zuXQxO9fPzQf/D9k7/gks7zubz9fDKp2fPwDu+6gGwkRuuPv4GTmqrYvk9ne+NWzmk7m/8+9AOOjBxbsf2KSDCocysiIiKyDJ7nceLUKO3NdUsu4+Jzu2iKR7n5qz/hSM8oN/3jA1z72fs41jv3uNbscC/pgw8QO/sFFZn9ZzQ9yT9338++p/+T8WyKN539Ci6MbyeTLn3QVTZSR/+5LyU00kfr/f8K6ZW7Tfilmy8mHqnn7x++leHkyIrtV0RqX810bo0x9caY/caYJ4wxvzTGXDlHukuNMWPGmAeNMQ8ZY+5f6bqKiIiIFAyPp5iYytDaGFtyGbFIiN9+yS6GxpLc8OX/5dCJEQZHk3z9e3M/PGnqp98A1yW08zlL3i9AxstyV/+jfOjAv3H/oOXi9mfxhm0vpyvcMO98tlOtmxg450VETx6k/e6v4Y4PLaseCxWP1PPqXa9kJDXG537+D4ynxldkvyJS+xb/SL/q+QtgyFp7tjHmLOBeY8yZ1tpyLdaj1trnr3D9REREREoUHgTV1rj0X24ButrivOE3nsmjT53iuc/s5JcHBvjBQ8d48tgQZ21pnpU2ffhnpJ+8n9izr8Bzoyzlp9usl+VnI4f4/079jJ7kEM9IbOXSzvOoy7h4qRTEQqctY7zrTLLhCG2/uo/OO77I8AWvYGLHs8Gp/JREfhviHfzmzsu5/eAdfOrBz/OW89/AhnhHVfcpIrWvZn65BV4L/D2AtfZJ4CfAb8yRtrotpoiIiMgCPXZ4ENd12NBSv+yyztzawiUXbKYhGuGCs9ppqAvzr3c9OWv8bfr4Y0x8//O4bVsJ7Xjuoju2Q+lxftD/KDcd+CZfOX43OA6v23YZr2q/gFgavEU+FWuyYzsnn3sl6fpGWn7yH7T/4FZiJ55YUod7MXY17+C3z/gNBqYG+fD/forvHLyDkeTKTU8kIrWnln653Q487Xt9BNg2R9pnGGMeBKaAz1lrv1rtyomIiIgUGx5L8j8Pn+CCszpwHWdJD5SaSzQc4kXndXHHT4/yte88zBWth2kafpLM4YdxmzdQ/6LdZMt0RLunBjk21MfQ6AQZL8NoZoqh9Dh9qREOTfTSk8zdPrytvpPf77qETeFmMunUvLcgn04m3kTPc15JQ89Bmg48RNv/7CdT38TUxl2EN26hzqnDc0N44SjJDbsq9svutqYt7Da/w33Hf8ztB+/gvw7dyZnNO9nRtI22ulaaYo00hOOc2bIT16ml33REpBpWrHNrjHmA0s6qA3hA1yKKegDYaq0dMcbsBL5njDlqrb1zjv22ALMmfrv++ut3vOlNb8J1q/sDsMpfvfKrWfb3v//9Z3/wgx8c6+7uLr4KGLTWDi6n7GrGq/IvPX+Q6654DV7+INd9ufmDGK+jEynam+v4zRfvwq1AxzYcconFZi7PXnBuF4OjSSbsD2lI/JBsvIW6C64gdtbzyXoOLrP3OZGZ4iMHv4VHaV0aw3G2NXTynA7DWU2baXTryWTTuSuxaOkt1ZFYhPpsZFH1z+66gMEd5xHrOUS0+wB1xx/HPfRzWn1phn/j7WRaNy2qXMhNBVQXiZasr4u085qzf5P+yUEe7XuMw8NH+f6Re2Z1/N/67Ddw4Ybzp19X4johiPG6EEEuP8h1r3b51YzXWuIs5DHzK8EY8wjwRmvtg/nX3wZutdb+22nyfZzcWN2/nmP7XuAG/7qLLrqI2267rSL1lvXp5S9/OceOlUxBcKO1du9yylW8SjUoXiVIghqvmUzl5pidj+ss7Lot9wtyLu3sS73Vv+5z3NOP5a0013FxqjAOOKjxKutTteK1ltTSbcn/CrwVeKsx5mzg14DdxYmMMV3W2u78chtwBfC+ecrdB9zqX3HixIkzXve6133/Va961aVvfOMbD1eo/tO+8IUvbN2/f/+9u3fvfumePXuOqvyVK3+l6j48PHwZs2+jB6jEt14Vj9flHpP1nD/IdffnV7wGI3+Q617J/EGK14JKffbUUjm1VJdaLieI8ToXXf+t/fKrGK81o5Z+uY2TO4mfA6SBv7TW/md+243AMWvtF4wxfw68DUiS65zfaq395CL3tRM4COyy1h6q1N+g8le//CDXvVr7VP6l5w9y3SuRfylWu85Bzh/kutdC/qWo1D7XYjm1VJe1XE4t7TPI5Qe57muh/FpSM7/c5qf8+f05tt3gW/4s8NmVqpeIiIiIiIjUPj02TkRERERERAJPnVsREREREREJvPXauR0EbqR6A6hV/uqVH+S6V2ufyr/0/EGueyXyr8Y+13P+INe9FvKv5j7XYjm1VJe1XE4t7TPI5Qe57muh/JpRMw+UEhEREREREVmq9frLrYiIiIiIiKwh6tyKiIiIiIhI4KlzKyIiIiIiIoGnzq2IiIiIiIgEnjq3IiIiIiIiEnjq3IqIiIiIiEjghVe7AqvBGNMCXA3ss9ZWfL4nlb965Qe57tXap/IvPX+Q616J/Eux2nUOcv4g170W8i9Fpfa5Fsuppbqs5XJqaZ9BLj/IdV8L5deS9frLbQtwQ/5/lb+2yg9y3au1T+Vfev4g170S+Vdjn+s5f5DrXgv5V3Ofa7GcWqrLWi6nlvYZ5PKDXPe1UH7NqKlfbo0xbcDXgDOAJPAE8FZrbV9RuhuAtwPH8qvus9ZetZJ1FRERERERkdpRU51bwANuttbeA2CM+ShwM/DmMmm/Yq1990pWTkRERERERGpTTXVurbUDwD2+VT8C/myO5E71ayQiIiIiIiJBUFOdWz9jjAO8DfjWHEl2G2OuAE4Ae621P5qjnBaK7i9vbGzc0dTURCaTCVWyzrKubDXGFK8bXO4gfcWrVIniVYJE8SpBoniVIKlKvNYSx/O81a5DWcaYzwKbrLW/U2bbBqDPWpsxxlwOfB04J//Lb3HaveQGUE/bsmULd955Z3UqLmueMeZu4NIym2601u5dZtl7UbxKBSleJUgUrxIkilcJkmrGay2pyV9ujTEfA84EXl1uu7W2x7f8PWPMEeA84N4yyfcBt/pX7N69eytwb1/fKNlsdTr3nZ2N9PaOVKVslb96Zef9P5R/2lwlvvWqSrwu95is5/xBrnue4jVA+YNc90rkJ4DxWlCpz55aKqeW6lKL5RDgeJ2Lrv/WbvlUN15rRs11bo0xNwEXAVdaa9NzpNlsrT2eX74Q2AHYcmnzP7OvqTdNVlc1Y0rxKpWmeJUgUbxKkCheJUjWS0zVVOfWGPMs4DrgceD+/D3hB6y1v2uMuR34gLX2QeAmY8xFQBaYAv7Q/2uuiIiIiIiIrC811bm11v4SKDtI3lp7pW/5TStVJxEREREREal97mpXQERERERERGS51LkVERERERGRwFPnVkRERERERAJPnVsREREREREJPHVuRUREREREJPDUuRUREREREZHAU+dWREREREREAk+dWxEREREREQk8dW5FREREREQk8NS5FRERERERkcBT51ZEREREREQCT51bERERERERCTx1bkVERERERCTw1LkVERERERGRwFPnVkRERERERAJPnVsREREREREJvPBqV8DPGNMGfA04A0gCTwBvtdb2FaVzgU8DrwSywM3W2i+tcHVFRERERESkRtTaL7ceuY7qM621FwAHgJvLpHs9cIa19izgRcBeY8z2FaznqnAcp2Jl+MsKhdw5y3ddd9b/ANFobjkSmVkXDs8OJf+2Qt7CfsrVx7+tXB2LtxXvb670Ul1LOeb+WPK/j3V1pTFTjj+PP878MTRf/rnqPF8ekUoqjsFybWQsNtP2+tvhQppCOxwKzazzx/Dp2tTCsj+P2lCB+eOgeJv/dTw+93VAsUL8Fvjj1f9ZULxNROR0aqrFsNYOWGvv8a36EVCu0/pa4Iv5PKeAbwG/V/0arg435ODE0/Rmu3HiadzQEjoUvjLchjTDTj/RhIfbkKbf68FtyG+Lpwknsvyy5wnchjRjoSHchjQnM8dxG3Lbjk4dw21I05fpI5zI4jakOZ46ituQJt7o4jakOZbMvY42etN5B7ze3Lo6l2w2ixNPk4qO4zakOZEupIdhp3+6PoW/t1D/bN3UrP3F4m7J8cl62Sq8C+K30JiMxXPx8GiPnY6f7syxkrgJJ7IcnpiJoe7MsVnxVMgfa4TjqaPT+Y8lZ5ZPpGeWC/nDvguoueocjrpz5hGppOIYjNbNxF44kSUTm+RA/2HchjRHJ3Pt5iCncOKp6XReXZJwIktvujffNp8gE5sknMjSkz1B71g/4UR2zjbVjacJNWSZCA/PjvuGLL3ZbgYmBpf0GSPBN+s6IX8t8GjP49Of2/7YDUdnXhfa6UNjpdcBhTa50IYXth2dmp32RPoo9fll/2dBcdteKCdap3ZaRMqrqduS/YwxDvA2ch3XYtuBp32vDwPb5iinBWjxr7v22mu37tmzp0I1rT4vluK6O25iZGqUxliCm1/x3mWXcf0lf04ym+L6O27mPZe8nXd/d2bb+y65ihvv+hSN0QQffsV1Jds+eNc+EtEGrr/kzxmYGOJv7vn09PaPXvFervvuhxmeGqExluAjr3gPH7x7Hw2RONdf8udc990Pc/MV1zM0leK9d9zMTVe8e1b5N19xPZ7jzV6X/3vfd8dHS9J/9Ir34sWY9bd9/JXvA0IVfhdmlIupvEFr7WCly67FeC0bk+OlzUnKSZbEz1/ffQs3/fp1s+ImF1e3kIg28NEr3svNd3+OpkgjN15xTUl8/M3dn+FDv/6X/M09n2Y0OcaHL39PybI/PkiG561zNpIsialCnrVA8Vo7/DHYHGviI1e8h3d/96bp2L3pns+UtMfXX/LnDE4Ml5wvOJScW3t/8EkS0YZZ51O5NvV9l1xFY6yhNP9dufxznc8rQfG6eorbSP/n/UeveC/v8X22F16nUxk+ceX7S9rQ6777YUaSo2Xb5OuKyrnuux9mIjXJ3155Y0k57/3uRxlMDpVv22vgElbxKkFSzXitJavfMsztM8CItfazyyznauAG/4r9+/ezZ88e2tsTyyx6fp2djRUpx556ipGpUQBGpkbpm+ino6F1UeUXlzE8OcpkagqAvrGBWdt6x/pIRBsAODnaW3bbyNQoQxMjpL3MrO3doz14eNOvT472srGhkxMjJ+kbG8DDo3u0h4ZInI2JdrpLyu9nLDle8veGHJddrVs5MdpTtL9eYqHIrHU9Y32YzjOXeLQXpCSm8m4E9la67ErF63Lj0Z+/XEyWO+aP9tiS+Olq2EDvWN+ccXVitIffMJfREK6nu8z7fe4GM52/KdZYdnl2+mcA0DfRX7bOj/Y8Pmeeahy7Vci/7uO1VvL7z5tEND4d34XYhdL2uH98kJATmrXu1Hh/yTr/OeRfPjl6imQ6OTv2xweYSk/NmX+u83k5f/siBDJeCyr1ub8a5RS36/6YKP5s7x7txcNj97N/q8znci5tYzRRpk0uLif3+gVbLixbzvbWzWQGMmXLOXeDWbFjM49Ax+tcKhV/q1F+kOu+AuVXM15rRk12bo0xHwPOBF49R5LDwA7ggfzr7cChOdLuA271r9i9e/dW4N6+vlGyWW+51S2rs7OR3t6RipTVHm+jMZaY/sayvb4NYFHlF5fRVJegOZY7gdobWmdt62xoZzQ5RmM0wcZEZ/ltsQTN9Y24uLO2dyU24JC7pa0xlst/cqw3V++GVhwcuhIbcB2Hk6N9dJWU30Y0FCn79x4cOMqmxIai/XXiecxat6GhvWLHfg4lMZVXiW+9qhKvy43H4vzlYrJc+V1F71dnQzvdYz10NrTPGVebEhv4qP187pfbnc8reb8f7bG87vz/k1ufHJ0py7/sS9/bO0JnZyPt9eXrXByDhTzVOnYrnR/Fa83k9583o8nxmfMjH7tQ2h63xVtK2tmOeBtZsnOeQ/7ljYkOhiZHZsd+vJXGWMOc+ec6n1fi2BHAeC2o1Of+apVT3K77Y6L4s70r0YmDw/6Hv80nrnx/2euA8m1ycTm51z8+9jNef+FrStIeHjg+Zzmr3K4WBDZe51LJ69eVLj/IdV+J8qluvNYMx/Oqc3IslTHmJuAFwJXW2sk50rwR2A38JtBBrpP7Umvt0+XSl7ETOBiUxsENOXixFL1jfXQ2tONMRWhvSyyqfH8ZGxLtDE2M0B5vIe1lGJwYoqW+mZ7RPjY0tOO6LidGetiY6GAsOUFDtJ6To6fYmOjAdVyOj5ykK9HJ4MQIbfFmsl6W7tEeuhIbqHOjTGaT06/DbohjwyfZmOiY3k84E6UxUU//+BCpTJpoOOxLH6ZvbIDm+kZ6Rmf+XsjdMpX1soRcdzp9xIuSmvJmHZ+2eDN9p8YqcuzL6exsXOkBaTtZZrxW+mK9XExmM6V1i8VdUs5MPBTiZ3Pjxllxk1vfPR1Dh4aP0ZXoLImniBvmyPBxNjd2Tecvv9xLV6ITNxUlnczS2dlIX/9o2TqHoy7ZSLIkT7WO3SrkX/fxWiv5i8+bSDZKOpSLvc2NG0ln04xMjdFc1zjd5g5ODNMab8bzvJkYdVz6xwdpqW+iZ6yPjngrYTdM92gvHfE2wm5o+nwqblM3NLTjOC5jyXHi0bqZMnFzy40dZCfCZc/nFTp2gYvXgqB3bmddJ+SvBQqf9+FMlJSbnI7dUDpKJpx7vb1p06x22t9u+9vnctcI/tc7mrYytcBywpkoycmlP1+jgsc4sPE6lyB34IJc9xUqf108UKGmOrfGmGcBjwCPA4WO7QFr7e8aY24HPmCtfTA/FdBngCvIPWH5I4ucCmgnAWwcHMeh8H4ttfxCGf6yQiGHTMYrW77rOmSz3vT/ANGoQzLpEYk4pFK5deGwQzo9cyz92wp5C/vxl1/Yp39buToW1794f/5ta7Bx2EmNdhbKvUeny++PJf/7WFfnMDnplaQpzu/P448zfwzNl3+uOhfnOd3fvlA1kF/xWmP5i2PQ30a25b+4jMUcpqZybS8w3Q47DmQy3nQ7HMo//CmTyW1vb8/lP12bWlj2x73jOHR0LO6L08X+7QvIH7h4LQh657ZgvmuN4tj1v66vd5iYKH8dUFxOIX4L/PHq/ywo3rbax6ZMOYGN17kEuQMX5LqvUPnronNbU7clW2t/yRxPArLWXulbzgJvX6l61YpKfBFRKMNfVuFDo1z5hcbT34gWPpAKH1pASUfTv62QN1Pml4DCPv3bytWxeFvx/uZKL9W1lGPujyX/++i/mJnvQ9ufxx9n/hiaL/9cda7WhYJIseIYLNdGTk2Vtr3l2uG54v50bWph2Z9HbajA/HFQvM3/2t+xhdntczF/xxZmx6v/s6B4m4jI6ehZ6iIiIiIiIhJ46tyKiIiIiIhI4KlzKyIiIiIiIoGnzq2IiIiIiIgEnjq3IiIiIiIiEnjq3IqIiIiIiEjgqXMrIiIiIiIigafOrYiIiIiIiASeOrciIiIiIiISeOrcioiIiIiISOCpcysiIiIiIiKBp86tiIiIiIiIBJ46tyIiIiIiIhJ46tyKiIiIiIhI4KlzKyIiIiIiIoGnzq2IiIiIiIgEXni1K1DMGPMx4HeBncB51tpflklzA/B24Fh+1X3W2qtWrJIiIiIiIiJSU2qucwt8E9gH3HuadF+x1r57BeojIiIiIiIiNa7mOrfW2h8CGGOc0yQ93XYRomCxZQAAIABJREFUERERERFZJ2quc7sIu40xVwAngL3W2h+tdoVERERERERkdQS1c/s54EPW2owx5nLg340x51hrB4oTGmNagBb/umuvvXbrnj17VqiqstaUi6m8QWvtYKXLVrzKciheJUgUrxIkilcJkmrGay1xPM9b7TqUZYw5CFxZ7oFSZdL+FLjGWlsyTtcYsxe4wb9uy5Yt3HnnnZWqqqwzxpgbKYqpvButtXuXWfbe4rIVr7IcilcJEsWrBIniVYKkmvFaSwL5y60xZrO19nh++UJgB2DnSL4PuNW/Yvfu3VuBe/v6Rslmq9O57+xspLd3pCplq/zVKzuvJKbyKvGtV1XidbnHZD3nD3Ld8xSvAcof5LpXIj8BjNeCSn321FI5tVSXWiyHAMfrXHT9t3bLp7rxWjNqrnNrjLkF+B1gI/A9Y0yftfZ8Y8ztwAestQ8CNxljLgKywBTwh9bannLl5X9mX1NvmqyuasaU4lUqTfEqQaJ4lSBRvEqQrJeYqrnOrbX2ncA7y6y/0rf8ppWsk4iIiIiIiNQ2d7UrICIiIiIiIrJcS+7cGmNeZoy5tJKVEREREREREVmKBXdujTF3G2NenF++DtgP/JMx5r3VqpyIiIiIiIjIQizml9vzgB/ll98CvAx4IfBnla6UiIiIiIiIyGIs5oFSLuAZY84EnML8s8aY1qrUTERERERERGSBFtO5/R/gM8Am4JsA+Y7uqSrUS0RERERERGTBFnNb8pvIzY30MLA3v+4c4JbKVklERERERERkcRb8y621tg94b9G62yteIxEREREREZFFWnDn1hgTA/4KeB3Qbq1tNsZcATzDWvuZalVQRERERERE5HQWc1vyp8g9Mfn1gJdf9yjwtkpXSkRERERERGQxFtO5fQ3wB9ba+4EsgLX2GLClGhUTERERERERWajFdG6TFN3GbIzpBPoqWiMRERERERGRRVpM5/ZfgK8YY3YBGGM2kZsaaH81KiYiIiIiIiKyUIvp3L4XOAg8ArQATwDHgRurUC8RERERERGRBVvMVEBJ4BrgmvztyKestd5psomIiIiIiIhU3bydW2PMTmvtofzyGUWbG40xAFhrD1SldiIiIiIiIiILcLpfbh8BGvPLT5KbAsgpSuMBoUpVyBjzMeB3gZ3AedbaX5ZJ4wKfBl5J7snNN1trv1SpOoiIiIiIiEiwzNu5tdY2+pYXMz53Ob4J7APunSfN64EzrLVnGWM6gIeMMXdYaw+vSA1FRERERESkpiy4w2qM2WKMaS1a12qM2VzJCllrf5ifP7f4F2K/1wJfzKc/BXwL+L1K1qMWOU7pISmsm28bQCTilv0fIBTKLbtuaTiEw6XbyqUv7KuwrpDmdHWUYCsXF8XLxfzb/HEYjc4sx2ILy18uzoqXRZaruG10XXdWu1ZYLheb4bA7nb/QnsZi7vT2SGRme7k2VaQSittkf9sbj8/ettD2F9TuikjtWfADpch1IP8EGPCt2wr8X+AFlazUAmwHnva9PgxsW+E6rJiQ65AIT5Ea7CHSthnHSzF5vJvWRCvJwV4iLZ2kRocJNzQzmomBx3T6aPtmnGyK9MgAicZW0qkkiViUVH83ibYuCEdI9TxNpK2L9OQ4oYYWnEySyWPdtDa2kh4dIpxoJjXYQ7hlI47rkOo7TqS1i/ToIKFEK57jkpkYJVJXT3pynHBdnFR/N5G2LrKhCOm+47PqiOsyeeQxmps6Gc3EyGT0XLJaVYi94vcrGnaJhyZy73PHVpxsevo9JxQm1ZuPqVA94cwEE4eeprVtE7gOqVPHibRvBs8j1X+ChG+5wZcm3tZFOlpPOFnI3wXhKKmeg7n9uCFSp47l4swNkerrJtLaBV42d660bFB8yaIUx/sUddQ5E9OxnXTqiXqTpAdPEm7eCA7Ty47j5dq/+gSpwR7qR/uItHTi4ZAeOUmkZSPp0X7Cje142Qzp0V4iLRtIjw0Rqm/EqYvipSaYPN5NS6KZ1GAv4WbFsCxeY9ydaXd97WukrYt0uJ5wOhfTic5tkEmR6u2m1dfepvq7iefb4olDvyjZFmnrYsqtJ5KZnG5rcd3cNrW7IrLKFtO5fYa19hH/CmvtI8aYcypcp4oyxrSQm7po2rXXXrt1z549q1SjxUuEpzj+5b8gOznOtrd/hmP/cB1dv/9ejn7pL8mOD+PGm+h67fs4/g9/yeY//hjArPRHC+lvfQ9b3/iRWfm2/unHOLH/Q7ixerb88c04mSRHv/zuXPrC/770m3a/nxNfvxG3PkHXa9/HsS//JZte+z7C9Y0c/Yfr2PLGD89Kv+VPPkr31/fi1sWn67jpte/j+Nc+gFufYPOffJyhTHSVj/DilIupvEFr7WCly17NeJ2Ovfz7WXi/4qEJjn3pL2di7MvvnvWen7jtr3HjCbb+8c2l8XPbX7PlTTdxYv+HyE6MsuWPP5Jb9qf5p1yMbf3Tj3H0H64jOzpYEq/+dJt2v5+T/7R3ptyi+q5n6ylel6s43rf+6cdysT02NPv1+MhM3BZi+J9vYssbP0xmdKA0nv/xhlybuft9Jdu7Xvs+jt36Hrb88c0c+8r1dP3e9blza53GsOJ1+cKZiVy7W6Z9nY7hyXG2v/0zJdcDR79yPdnh/vJtcfG5cOtM27xp9/s5+fW/Cuzn+lIpXiVIqhmvtWQxndteY8xZ1tonCyuMMWcBfZWv1mkdBnYAD+RfbwcOzZH2auAG/4r9+/ezZ88e2tsTVasgQGdn4+kTLcDkkcfIjg8Tbt9Cqr8bPI/M8Cmy48MAZMeHyQyfAs8jO9oP2UzZ9OGmDaQGumflS/V3E+06g+QxS2qwB8cNTacvt5/0UC9ufWLWPtOjgzhT47ixBlIDJ0vKD7duJN13bCa9r4zscC+d2yr//Uiljv0cSmIq70Zgb6XLrlS8LuWYFGIPmPV+TTz99KwYK/eeAyXb0kO9uXgY6p2+oCos+9MU4iPV340bayA7OlgSr/50xeUW13epf/9yjl0N5V838brc/MXxXmg/i1+79QnSQ6dmxbAbayA1dApvYnjuNnN0cHp94f9Cu1iI9eI2dyltpOJ14WVX+nqgUp89yyln4tDTc7avhRiOdp1Rtu2Oduxkcri/bFtcfC742+aFfK7XwrGpQjmBjte5VPkaqqrlB7nuK1B+NeO1Ziymc/tl4N+MMe8DDgBnAn9N7rbklfYvwFuMMd8EOoDfBl46R9p9wK3+Fbt3794K3NvXN0o2W51bZzo7G+ntHalIWc1NnbkPqYGTudsxHYdQUwduvGn6AyzU1AGOg5toAyibPj3cQ6S1a1a+SFsXye4DueWWDTiuO52+3H7CzZ1kJ0Zn7TOcaMGtbyQ7NUakdWNJ+emBk7PT+8pwmzordpwKKnns51ASU3mV+NarKvG61GNSiL3C+1l4v1rycVSIsfLveaJkW7i5k/TAScLN+XInRmeWy8RYpK2L7NQYQEm8+tOVlFtU3+XExHLjabXzs47idbn5i+O90H4Cs15nx0cIN3fMiuHs1BiR5g6y0djcbWaiBQenbNtdiPXiNnexbeRqx9t6jNeCSn32LLec1kK7W6Z9LcRwsvtA2bY7eeoQQNm2uPhc8LfNp/tcr5VjU+lyCHC8zqXa11DVLD/IdV+J8qluvNYMx/MWdnLkp9+5FvhTcuNbDwNfAj5prc1WqkLGmFuA3wE2AqeAPmvt+caY24EPWGsfzNflM8AV5KYi+sgipwLaCRwMSuMQCjkkQvkxtx2bcTIpMqMDhOcacwvT6aP59Ol8+nQqSTgSnRkfGY6Q6jkyM+Y20YKTTs6kHxsi3FD5MbfZwZO4VRpzuwKNz0o/NWMny4zXpR6TQuxlh3tnvV/RqEu8MBaxcytOpnjM7dFcTM0ap+Ubc9uxGbL5cWD+ZX+aMuO8cmNuD8895ratC7KlY27Xc+d2PcXrcvMXx/uUW0ed5xtzG6onmsmPuW3J3Z1QWHbIj7mNJ/DSadLDvjG3g74xt03teJkM6aGiMbeRKF4qSWZihFDD0sfc1kC8rbt4LaiVjldjozvTbs5qX4va1A3bIJ2aju852+tyY25D9UTSCx9zWyvHpgrlBDZe5xLkDlyQ675C5a+Lp74tuHO7xuwkgI2D4zgU3q9C+YV1/m3l0kciDqmUV/I/5C7oMhkP13Wmj0eh/HDYIZ2eva1c+sK+CusKafzbytW/GtZg47CTGu0slIuL4uXi/P5t/jiMRh2SydxyLOYwNXX6/OXirHh5uX9/DVzsr7vOQg0cs1n5/XFeeO15TLdrkFsuxGNnZyP9/aNkMh7hsEM2C9msN92exmIO6TRkMrm2OJPJbXddh/b2xKy2fbX/9lXIH7h4LajBjlfZdhNmt7319Q4TEzPb/O1vcV2Ky5mv3a3231Qj5QQ2XucS5A5ckOu+QuWvi87tYm5LxhjzCmA3sMFa+1vGmF8Dmqy1d1aldjJLuQ+Nwrr5tgHTH2LF/wPTH1TlGsp0unRbufSFfRXW+T/85qujBFu5uCheLubf5o/DQscWmNWxnS9/uTgrXhZZruK2sVzbB+Vjs9CG+pf98e0/B+YqV2S5ittkf9z5O7aw8PYX1O6KSO1ZzDy3VwGfA54ALsmvngA+VIV6iYiIiIiIiCzYgju35J6wdbm19iNAYYztY4CpeK1EREREREREFmExndtG4Eh+uXDvSQRIVrRGIiIiIiIiIou0mM7tPcB7ita9A/hB5aojIiIiIiIisniLeaDUVcC3jTFvARqNMRYYAV5dlZqJiIiIiIiILNCCO7fW2hPGmOcBzwN2kLtF+X8rOcetiIiIiIiIyFIs5rbkQvpIfjkErIv5kkRERERERKS2LfiXW2PMs4FvATHgGLAVmDTGvMZa+/Mq1U9ERERERETktBbzy+2Xgc8CW621zwe2AJ/JrxcRERERERFZNYvp3D4D2Get9QDy/98CnF2NiomIiIiIiIgs1GI6t98B/k/Rut8Cbq9cdUREREREREQWbzFTAYWA/caYB8g9KXkb8Fzg340xXy0ksta+obJVFBEREREREZnfYjq3v8j/K/gl8N+VrY6IiIiIiIjI4i2mc3sPcMhae9AYswm4GcgA11tru6tSOxEREREREZEFWMyY278j15kF+AS5jnEW+EKlKyUiIiIiIiKyGIv55XaLtfawMSYMvArYDiSB45WskDHmbOArQBvQB7zBWvtUUZobgLeTm28X4D5r7VWVrIeIiIiIiIgEx2I6t8PGmI3AecCj1tpRY0wUiFS4Tp8HPm2tvc0Y83pyvwz/epl0X7HWvrvC+xYREREREZEAWsxtyZ8GfgJ8Hfhsft2LgccqVRljTCfwHGB/ftVtwEXGmPYyyZ1K7VdERERERESCbcGdW2vtzcDlwIuttYXO5zHgzRWszzbgmLXWy+8zS+62521l0u42xvzcGPNfxpgXVrAOIiIiIiIiEjCLuS0Za+3j871eQZ8DPmStzRhjLic31+451tqB4oTGmBagxb/u2muv3bpnz54VqqqsNeViKm/QWjtY6bIVr7IcilcJEsWrBIniVYKkmvFaSxzP81a7DtPytyVboN1a6xljXHIPlTrLWts3T76fAtdYa+8ts20vcIN/3ZYtW7jzzjsrWndZP4wxN1IUU3k3Wmv3LrPsvcVlK15lORSvEiSKVwkSxasESTXjtZYs6pfbarPW9hpjfgb8AbmxvX8APFjcsTXGbLbWHs8vXwjsINcpLmcfcKt/xe7du7cC9/b1jZLNVqdz39nZSG/vSFXKVvmrV3ZeSUzlVeJbr6rE63KPyXrOH+S65yleA5Q/yHWvRH4CGK8FlfrsqaVyaqkutVgOAY7Xuej6b+2WT3XjtWbUVOc2723AV4wxHwAGgD8CMMbcDnzAWvsgcJMx5iJy8+xOAX9ore0pV1j+Z/Y19abJ6qpmTClepdIUrxIkilcJEsWrBMl6iama69xaay1Q8oAoa+2VvuU3rWSdREREREREpLYtZiogERERERERkZqkzq2IiIiIiIgEnjq3IiIiIiIiEnjq3IqIiIiIiEjgqXMrIiIiIiIigafOrYiIiIiIiASeOrciIiIiIiISeOrcioiIiIiISOCpcysiIiIiIiKBp86tiIiIiIiIBJ46tyIiIiIiIhJ46tyKiIiIiIhI4KlzKyIiIiIiIoGnzq2IiIiIiIgEnjq3IiIiIiIiEnjq3IqIiIiIiEjgqXMrIiIi8v+3d+ZhclRV4357tmRmsmcmJCEkLIEjm8oigoqJqICCKyoICugnQVyQRUX81EBUBNmCiCKoLP6UuOIGPxXUALJ8Krgi31EgkBCykCEhk5lJpmemvz/u7Ux1p6u7uqt6pnty3ufJk6lbdc89fevcc/dbhmEYRt3TNNoK5CMiewO3ANOALuBUVX0i75kG4FrgGGAIuExVvzXSuhqGYRiGYRiGYRi1QS3O3F4PXKuqLwK+BtxQ4JlTgD1VdT7wCuAiEZk7gjrGIpVKAdDY2LBDWFOTC2toGL7X3NyQcy/I+PENobKy8fLl5V9nnzeMOCRpR8VkBe06zMZbW8NdW/C5YLkJlq/88hKmW5ieVqbik83DhoYGxo1z76Otbfj/bFjU92YYI0lLS64tZm0X2G67YddBzJcYhmGUR021BESkEzgIWOaDbgMOFpHpeY+eCNwIoKobgJ8C7xwpPSuloaEBmhrpTQ9CcxOrn+8l1dxE47hmNvWlfVgfNDfxfF8/zeOaSTU38UyXC9vQvY2W8S7sn09sgOYm1m7cBs1NbB0coqHF3Vu32YU9t3kbTV7Gsxt7obmJceObwV+nmptoGt/Muhe2QlMjDY01ZQ5GnZC16yTsKF9WW5uz1388/hyp5iaaW5tZtaF3e9lYtaGXxpZhG8+WpxVrnb3nxx/X1syzG4fjBMvgM129Oc+48CYeW9EFTY00NTdu162hpYlU846/Ocm82BlpaGgg1dTIo092kWpqZHxbM0ONDWzZOkSquYkn1/aRam5izcY0fQPQOK4Zmhp28HMDA0Oj/VOMnZTWVudzVj6X64OeXDPsX55en3sv57qpkcdWdIX6GMMwDKM4tbYseTdgtapmAFR1SESe9eFdgefmAk8Hrlf6Z3ZARKYAU4Jh559//pxFixYlqXckhhpSnHfNPVx59gLOuWo5m3v6mdTewsVnHEEmQ07YRWccTv/AEOcuvSc3bDCT+9wHDufcq5dz9bkL2di9lcU3PJjzfDpPxtLzFnLe0uVs6nbXV5+zgM9cfz9trS0sPXfBiOdJPVLIpjybVHVT0rJHy16jMtSQ4pyrAzYWw46CsqZPaeHyjy7Msferz1nAkhsf4LoLXs+5S+9hS28/V35sAYtvfDCnPH3m+geYNKGFq87Jjb/0vIV84ZsP8MUPF44zoc09s+TGB2gZ58I/dd0fmNjewtXnLuScq5cXTDP7m5PMi6SoJ3vN5l82jydPHMf51yznyo8t5GN5fu/8a+7log8cweSJ48gM5fq5a85bGOdnGaNIPdlrIfoGhuvozmktXPbhHX1Q1r8sPW8h5169nBe2DN87/yv38EJ3uI8xaot6t1dj56Ka9lpL1FrnthqcAywOBixbtoxFixYxffqEqibc2Tkx5/qxFV1MbGthTVcPm3v6Adjc08/GzVsZGBrKCet6YSvb0oM5YS9s6WfrtoGcsOc29ZHJwPqNPWzpGSgpY+2GLbSPb2FTdz+be/pZ09XDLtMnsPq5LWzY1Me+ewxPkufrX+38qRfZFLApz8XARUnLTspe4+ZJWPzHVnTl2Fi+HZWTflDW/nt2sHbDlhzZa7p62H/+jO1laPKEFtZv7M15Zv3GXia0tTCxrWXH+Bu2cMh+s0PjZJ/Zb68ZPKLrt4cD22UVSjP7mwvlRefUtqrlfUTqxl6z+Td5QguDg4Os2bCFmdPbWZP3Hof9Xi/96YHt4dn/12zYwoHzO2P9sNF8Z6NsL6Mdv27stRBBn/OqF88p6IOy/mXthi1kMmy/t3bDFmZMaWdoiFAfUy5J1IVJ1adjVE5d22sY1v4bs/Kraa81Q611blcBu4pISlUz/uCo2T48yEpgHvCwv54LPBUicylwczDgpJNOmgPc19W1haGhTEKq59LZOZHnnuvOCeuY0kp3bz+zprczqb1l+4js1EnjyWQyOWHTJ49ncvu4nLDJE1qYMnF8TljnlFZSKZgxtZ1xzdtKypjZMYGera7CnNTewqzp7azr2sKk9hY6prRu17mQ/tXOn3qQ7dnBpjxJjHpVxV7j5kmx+B1TWnNsLGhH5aYflPXokxs4/bgDcmTPmt7Oo4+v50MnvIRJ7S109/QzY2pbzjMzpraxpbefhgaY2TEhN37HBB7+17O8/TV7F4yTfeZfT6zPCZ/oy05YmtnfXCgvgKrlfUTqxl6z+dfd009jYyOzprSxtquHWXnvcdjvtfmZ28wO73k08zxO/NFMuxbiU0f2mk9n58Qcn/OHvz/Dm46cv4NtZv3LzI4JZLfUZq/Xb+op6mPK1SduXZhUfTpW5VDH9hqGtf/Grnyqa681QyqTqU7hqBQR+R3wLVX9roi8B3ifqr4275nTgJOANwIduE7ukar69A4CC7M7sGKknUNDYwNDqRR9/Wlax7lZpVkdE2hoSPH85j4mTxjPuq4edpnezqYtW+mc0srAQIa12bDNfcyY3kY6nRs2ZVIr6fQA48Y1kxnKsO75XmZMa2PT5j46prUxOJBxMyAdExjXlGLbQGZ72o2NKZ5dv4UZ09poyGQYGhwK1b/a+VMPsr38kT7hY3di2ms1G6xZu17v7S5oR+Wmny+rraWB3vSwvTY1pVi1tpvdZk5kwNv1rjMmMjTk/s6Wp9Xru5nZMYG25lRO/JbmFE+v6Q6NE3zGhcO6rl46prTS1AADQ7D++V5mdrSTyWRY15X7mwvlxfRp7aPd2agbe21obCDTkGLd833MnN5GS1OKrekM6fQALc1NrOnqYdb0djZt2cbEtmaamxpJpTKQSuX4uakTxrFxY0/FP8A6t2avldDZOZEtPVvp8z6nmA/Kv7f9un+IDZv6mDGtraCPKVcf69xWXU7d2msY1v4b0/J3ihPqavGEgrOAj4rI/wIfBs4EEJE7RORg/8x3gBXAf4AHgIvL6NiOGkODQzAwSFtjI6QH2HVaK5n0AIPb0kwZ3+zDxkN6gGmtzaT70mTSA8yZ7sI6JrbQ3+vCDtirA9IDzJzaAukBxjemGNrm7u0yaRykB+ic1MKAlzF7aiukB9jWlwZ/nUkPMLA1zS6Tx8PAYNkVp2HAsF0nYUf5snp7nb0eOL+TTHqAdF+a3Tpat5eN3TpaGdw2bOPZ8rTHTGfv+fG39aaZPXU4TrAMzpnemvOMCx9wSwEHBhnoH9yu21D/AJn0jr85ybzYGRkaHCKTHmT/PaeTSQ+ytTdNw+AgE8alyKQH2GOX8WTSA8yc0kRrU4bBbWn3bvL8XKGT5Q1jJOjzPmduZ64P2mPmsH+ZNyP3Xs71wCD77jE91McYhmEYxam1ZcmoqgKHFwg/LvD3EPChkdQrSbKz5YODmR3CBgbc/8ERuXQ6916QrVvDZWXj5cvLv6612XujPknSjorJCtp1mI339YXHDz4XLDfB8lVsRDyoW5ieVqbik83DoaEM27a5sOx7Db7fqO/NMEaS/v5cWwza7LZtuffyr4OYLzEMwygPG942DMMwDMMwDMMw6h7r3BqGYRiGYRiGYRh1j3VuDcMwDMMwDMMwjLrHOreGYRiGYRiGYRhG3WOdW8MwDMMwDMMwDKPusc6tYRiGYRiGYRiGUfdY59YwDMMwDMMwDMOoe6xzaxiGYRiGYRiGYdQ91rk1DMMwDMMwDMMw6h7r3BqGYRiGYRiGYRh1j3VuDcMwDMMwDMMwjLrHOreGYRiGYRiGYRhG3WOdW8MwDMMwDMMwDKPusc6tYRiGYRiGYRiGUfdY59YwDMMwDMMwDMOoe6xzaxiGYRiGYRiGYdQ9TaOtQBYRaQVuAg4B0sAnVPWOAs8tAO4EFEgBW1X1iJHU1TAMwzAMwzAMw6gtaqZzC3wceEFV9xaR+cB9IrKXqvYWePZRVT1shPUzDMMwDMMwDMMwapRaWpZ8IvANAFV9HPgT8IaQZ1MjpZRhGIZhGIZhGIZR+9TSzO1c4OnA9Spgt5Bn9xGRR4BtwNdV9dYwoSIyBZgSDLvwwgvnnX766TQ0VLePbPJHT341Zf/2t7998ZIlS3rWrl07mHdrk6puiiO7mvZq8SuPX8+6m73WX/x61j1u/Hq11yxjUU4t6VJrcurdXsOoZ/n1rHu15VfTXmuJVCaTGZGERORhduyspoAMMBPYBOyhql3++euA/6jq0jw5E4CUqnaLyO7A3cAiVf1dSLoXAYuDYQcffDC33XZb7N9k7LwcddRRrF69Oj/4YlW9KI5cs1ejGpi9GvWE2atRT5i9GvVEtey1lhixzm0pROQfwGmq+oi//gVws6r+uES8K3B7dT8fcn+Hka9Zs2btOWvWrN8ee+yxC0477bSVyfyCYW644YY5y5Ytu++kk046ctGiRc+Y/JGTP1K6b968eWF3d/fTeberMlIb117j5snOHL+edQ/GN3utj/j1rHuS8evJXrMkVffUkpxa0qWW5dSjvYZh7b+xL79a9lpL1FLndjEwW1XPFJG9gXuB+arak/fcTFVd6/+eBiwH/ltVf1FGWrsDK3AzxU8l8wtMfi3Ir2fdq5Wmxa88fj3rnkT8Shhtnes5fj3rXgvxKyGpNMeinFrSZSzLqaU061l+Pes+FuTXErW05/Zy4GYR+Q8wAJyR7diKyMXAalW9AThBRM4C+nH631xOx9YwDMMwDMMwDMMYe9RM59Z/8uddIfcWB/6+DrhupPQyDMMwDMMwDMMwap9a+hSQYRiGYRiGYRiGYVTEztq53QRc7P83+WNLfj3rXq00LX7l8evxzOEvAAAaYUlEQVRZ9yTij0aaO3P8eta9FuKPZppjUU4t6TKW5dRSmvUsv551Hwvya4aaOVDKMAzDMAzDMAzDMCplZ525NQzDMAzDMAzDMMYQ1rk1DMMwDMMwDMMw6h7r3BqGYRiGYRiGYRh1T818CmikEJHbgd2BDNANnK2qf6tCOouBxcABqvqvBOU+BfQC23C/4QJVvStB+eOAq4HXAX3Ag6r6wYRkzwN+itMbYCowUVU7kpDv0zgeWAKkfNASVb09QfnHeflNwPPA6ar6dAJyLwdOwNlmQZsRkQbgWuAYYAi4TFW/VUb8xcCHgNU+6H5V/ai/Nw34DrAn7hvS/wHOVNWuKDqUEb+YDiXLZok8iBI/NP3A/YLltljaEeOXSvspSpTtIvkfJW7R9JNARPYGbgGmAV3Aqar6RMS4JW24RPxINlhCRiL1Q6X+P65/j+O/k/DPcf1vtfxrgXRagZuAQ4A08AlVvaPAcwuAOwHF/aatwKmUsPGIvqJkWYngM2LVG2XKKek/4tYjZcqIok+sOqVMOVXxr3FsVVWPKCI3iv2VzJuY8ivKs6TsPqb8SnWPXUYSkl/19sBostN1bnEFrBtARN4MfBvnNBJDRA4CXg48laRczxBwgqo+VgXZAJcDfaq6D4CIdCYl2DdSDspei8jVQGNS8j23Aq9U1cdE5EDgfiCRzq2ITAFuBg5X1SdE5BTgeuANCYi/HVgK3FfkmVOAPVV1voh0AH8RkbtUdWXE+AC3qOonC4RncM7zXgAR+TJwGfCBKDrgKvwo8YvpEKVsFsuDqGW7YPoRym2xtKOW+7DfDtHKdlj+R/ULxdJPguuBa1X1Nl8+bgBeGzFuVBsOI6oNFyN2/RDT/8f17xX774T8c8X+t8r+NZ+PAy+o6t4iMh+4T0T2UtXeAs8+qqqHBfT8LaVtvKiv8EQtK8XKbNx6oxw5pXSBmPWI16mcclxKn7h1SjlyouhTCRXbagmi2F+UvIkjHyrLs6TsPo58qEz3JMpIEvIr1b8u2OmWJWcdlGcKMJikfBFpAa4DPsjw6HWSpKokFxFpB94LfDYbpqrPVSmtZlzh/XbCogdx7xXczMOzCcqeD6wNjD7eCRzjR8pioaoPqOpqir/bE4Eb/fMbcLMs7ywjPmH3VXVj1hl6HgLmRtWhjPjFdIhSNovlQdSyvUP6EcttaNpllPtS90q9vzAdovqFqvgO2N6ROghY5oNuAw4WkelR4pdhw2Hxy7HBMBmx6ocE/H/F/j1J/x3DP8fxv1XzrwU4EfgGgKo+DvyJ8E709vdRho2H+ooy5eSkn0/ceqNMOUV18XJi1SNlyoiiT6w6pUw5JfWpkIpstRhJ2XEC8iPrHCQpu48pnwj3C8mOXUYSkg9VbA+MNjvjzC0iciNwtL88NmHxS4BbVXWliCQseju3edn3Af+tqi8kJHcv3PKRi0TkNbjZuM+q6v0JyQ/yFuAZVf1rwnJPBH4uIj3ABOCNCcr+NzBTRA5R1YeB9+BGyebiltBVm7lAcIneSmC3MmWcJCJHA2uAi1T1ofwHRCQFnIVzpmXrUCJ+UR0ilM2i6Ucs24XSj1Jui6UdtdyXyv9SZbuYDlH8Qsn3H4PdgNWqmgFQ1SERedaHR14anAQRbLBY3Dj1QxL+v1L/nqT/rtQ/x/G/I+lf88vRKsJ96T4i8ghuqfidRLPxUn6ynLISt8wmUW+UrUvceiSCjEj6xK1TypATSZ8KqNRWv66qt4Y8F9X+KrWdkbTvMJK0+zBi6Z5EGYkhH6rbHhhVdrqZWwBVPUNV5wGfBq5ISq6IHA4cqqrXJyWzAK9S1ZcAh+Le31cTlN2IW6f/sKq+DPgU8BMRmZBgGlneR8KztiLSCFwIvElVdwfeDPxQRNqSkK+qm3GNt6Ui8kegA/cx7IEk5I8AXwd29/ZzBfAzEZla4LmvAt2qel2F6RSLX1SHuGUzQvxC6b+eGOW2jHJfKv/jlO0ocaO+/7FAxTZcqQ0m5P/j2ECS/rts/xzX/ybpX0XkYRFZn/fvOf9/Oe2eh4E5qnow8G5gEdBerj4xqKUyW64uceuRUjIi6ZNUe6/CuqXku6qirX5ORI4qI/5oUEv2XS5J6J5EGalUfj3nfUl2ys5tFlX9LvCaBF/oAuBFIvKkiKwA5gC/FpHXJSQfv1QCVU0DXwNekZRs3MhQWlW/79P4I7AB2CfBNBCR2cCrge8mKRd4KTArO/qkqg8APcC+SSWgqr9T1SPV7Wu5DmgFIh2YkwArgXmB67m4UdxIqOp6VR30f9/t4x4QfEbcQQp7Ae+qRIdS8aPo4O+Flc1IeRAWPyT9txOt3IalHancl/rtEct2QR2ixI2a9zFYBezqR4uzB2LMpgwbTYIINhyJCuqH2P4/pn9PxH/H8M+x/W9S/lVVD1HVGXn/Ov3/Q7gZkSh+ZIv6Jamq+hTwc9zscikbL+WnIpWVhMpsrHqjEl3i1iNRZJSbN3HrlFJyKn1XVbTVnwKvDEk2qq+u1HZG0r7DSMTuw4irexJlJI78EWgPjCo7VedWRNpFZE7g+k1Al6puTEK+ql6mqnNUdU9V3QN4BjjaG05sRKRNRCYFgt4NJLasV91par/3M1mIyD5AJ/B4Uml4TgfuSCrfAzwDzPF6IyL7AjNIsPMpIrv4/xuAS3BLf/qSkl+CHwJniEhK3J6WtwA/ihrZN1qzf78U5zg1EHYJcDDwVlUNmy0J1SFK/DAdyiibBdOPGj8k/cURy23BtKOW+2L5X0bZLqTDL6PELfX+46Juf+dfgZN90MnAI1rGacVxiWjDYXFj1Q9x/X9c/56g/z6dyvxzbP87gv71R8CZPq29cTPlvyqgz8zA39OAI3Gnj5ay8aK+OmpZSajMxqo3ytUlbj0SVUaE+ixWnVKunCr610pt9WhC/EcZvroi2xlh+w4jEbsPI47uSZSRuPKr3R4YbXa2PbftDC+TGsKt/X9TFdPLkOyG7V2AH/uKvxH4F+4o7yQ5C/i2iFyJO0b8PeqWiyXJqUDiR46r6joROQvX2cke+PA+Vd2UYDJfEJFXAs3Ab3DL8GIjItfgZhB3Ae4WkS5VPVBE7sDtm3sEd7z7y3GNqwxwsfrPZESMf4mIHIyz/W24d7vex98PuAC37+1BcXv+nlTVE6LoUEb8gjqIyAx2LJvHe92ipB81fmgeBNhebqPmf8T4xdIOLduldMCV0+UR4kb57XE5C7hFRD4LbMSV9UiE2XAZ8UNtMKKIpOuHcv1/Ev49Cf9dkX9OyP9Wxb8W4HLgZhH5D27Z8xmq2gMgIhfj9gveAJzgf1M/rr10M3AHuTb+Xh+vXF+RX1YKySlaZuPWG2XKKek/4tYjZcoopU+h8hy5TqlATrX8a8W2qqq/KCI3iv1FrfMqlV9RniVl9zHlV6p77DKSkPyRaA+MGqlMJlP6KcMwDMMwDMMwDMOoYXaqZcmGYRiGYRiGYRjG2MQ6t4ZhGIZhGIZhGEbdY51bwzAMwzAMwzAMo+6xzq1hGIZhGIZhGIZR91jn1jAMwzAMwzAMw6h7rHNrGIZhGIZhGIZh1D3Wua1jRGRIRPYMufd7EXn/SOvk0w7VK+T5/UTkT1XQ4woR+WDSco14lGsfITL+KSKvDrm3QERWFYk7z+sQ2f+JyDEi8pNKdC0h90cickzSco3KEZGbRGRJyL3TROS+kdbJpx2qV5E4fxCRlySsx4Eicn+SMo1kqMRGCsi4UERuKHJ/hYgcVeR+WW0PEWkRkUdFZJdydS0h93gRWZakTKO+EZFuEdl9tPUwqo91buubUf9IcUhFVq5eS4AvJ6RSkCuAT4tIUxVkG5UT225V9QBVvTdKGiGNsXJ1+ALwpTLjROEy4ItVkGt4SjXGK6DqfjeJTrSIHA9sVtW/JaQWAKr6D2CjiByXpFxjR6pguyVR1S+p6qIoz4rIYhG5NWaSi4B7VHVdTDk5qOovgf1E5IAk5Rr1i6pOVNWnRlsPo/pY57a+SY22AiFE1ktEZgILgZ8lrYSqrgUeA96ctGwjFrVqtwURkUOBSaqa+OoCL3OiiByctGyjrkkRvxP9QeA7CehSiO95+YYRl2ra6TLgzCrJNgyjRrEZrYQQkQuAjwKTgNXAh1T19yKSAi4APgBMBn4LfFBVN4nIPGAFzvle5EVdpapXepkvA64B9gV6gZ8A56rqQAX6vR/4OLAL8EfgTFVd6e8NAWcB5wMdwPdU9SP+XgNwOXAqsBm4CrgWZztLgCOBl4vIUuBmVT3bJ/l6EdlBXgFeDzyiqv0BXef4330krpF3m6qeLSKnAWd4/d8HdAHvBfYBPg+0AJ9U1eBI8j3AcT7vjDxqyW5FZCHwFVV9sb++C5isqof563uBK1T15yKyAvgvVf2diIwHrscNYjwL3ByQeSswF/iFiAzibPaHOLt6j4h8HmgFlqrqJSGqvQFnR0Fd9weuBg4B+oFrVPVSEVkM7A9sA97i8+kdwAnAucBWr/fdAXFZG32kWP7szPj3/Q1ceZ8J/BQ4K+s3/Czl54HdgUf9vX8Uev+qeoWI/ADnX8YDf8PZ/b8q0OtFwFdwdrAe+Jyq/tDfuwno8Tq92ut1sqqu8PeP9nF3wXUW9wduBR4Avg40iUg3kFbVaT7JaSLyy0Ly8vRqBo7CzYplwxqATwHvBzqBfwNvVdXVvg74MM5Gd8GV35txnY79gV8B7wmU4eXAN0WkWVXT5ebbzkSt2K6IPAW8TVX/IiKn4N+tqj7m2wfHq+rbvQ+br6rv9fHe6/Vrx/m8jA8/Bvi0//ttwOOqepBPbncR+QPwYpw9n6yqzxfQaTdgD+B/AmHjcatZTsDVPf/AtRNm4vzp+3F+vN2n/zDwLWA34Luq+tFAEsuB/4er44wapFAbBOffDgAGgTfifNX7VfXvPs4sXDv01UA3rv6+1t8r5efmq+qTItICXAK8E9d2vB3XTtkmItNx/u9VwBDwT1VdUO28MJLDZm4TQET2wTUMDlHVScAxwFP+9tm4RveRwGxgI/C1PBELgb18vAsCy5AGgXOAacARuMbKhyrQ7y24wv5WXGG/D7gt77HjcA20lwDv8g0vcI2jY3CV1MFeRgZAVT/jZX1EVScFOrbF5OVzIKABXRuAX+IqsbnArrjR1yyHAX/F5clt/t6huPx7L/BVEWkLPP+Y18HIowbt9iFgvohM80vJDwRmiUi7b/AcChRainwRroG0h9fltOwNVT0VWIlruE1S1SsC8V4J7A28DviciEiIXvk2OgG4C7gTmAXMx3X+sxwP3AJMwdnqr3Gd6dm4RmL+fjaz0WicjGvk7gUI8BkAETkI17g9A2dz3wB+7jteYe//Ti9nBm5Q4bvlKuP9zG9wjecO4CTga77Dm+VEYDHOFp7AL0H3jacf4gaQpuPs6wgAVf1f3GzWg34Z3bRS8gqwNzCoqs8Gws738Y9V1cm4xl9v4P7RwEHA4cAncfl4Mq7TcCDw7uyDXm4a9x6M0tSC7S7H+WxwnYIn/P8AC8gdwMt2YPfD+f1TcP5rOjAHQFV/jescfN/b6UGB+O/G+eFOYBxuYL0QBwJPqupQIOxKhu1wGs4Wg/cPw/ncE4GluA7uUbjO0LtE5MjAs48B87zPNmqMEm2QNwPfB6bi2no/FZFGP/D+C+AvuPr3tcDHROT1Pl4xPxdcDXMZzo5e7P/fFfhcQMYqnL3PwA/iGPWDdW6TYRA38nOAiDSp6srAaPqZwH+r6ho/wr0EeIfkHmZzkapuVdV/AjfhGxGq+oiq/lFVM36W9QZcJVQuZwJfUtV/+0rkUuClftQ0y5dUtVtVVwG/B17qw9+Jm5Vao6ov+LhRCJOXzxTcyFuWw3AO65M+T/pV9YHA/RWqequqZnCObw5wsaqmVfUu3Cza/MDz3T4NY0dqym5VdSvwJ1yD6xDcrMT9uE7o4cC/VXVTgajvBL6gqi+o6mrcbFg++UuhM17/fj8a/DfCO5j5Nno8sEZVl/r4PXlLlu9T1bt9WfshruNzqaoO4gZj5onIpMDzZqPRuFZVn/U28EWGO1tnANer6p+9zX0HN3N+eCBuzvtX1ZtVtTdg2y8RkYll6nM8AX+kbm/rj3H2mOV2VX3Y28J3GfaDb8TNBvxMVYdU9StAlD2HYfLyybdZgP/ClenHwe2dVdWNgfuXeVt+DPgn8BtVfVpVu4H/j+twBDG7jU4t2O69DPvhI3FnCGSv8zu3WU4AfqGq9/v0Pku05fI3qeoTqroN+AER7dR3XN4HnK2qa32ePKTDqwMyuBnsfnWrX3pwK7u6/IDLfeTaaTcu/8xOa5NibZCHVfV2X29ehRskORx4GdChql9U1UF1e2i/iRtchOJ+LliWzsDN1L6gqj24tm22XKZx7dA9fBp2gF6dYcuSE0BVnxCRc3AzSPuJyK+B89Tt+ZwH3O6XQ4ArXGnc0i9wzvqZgLincSOQiMjeuEJ9KG7pZBNuCU65zAOuEZErAzpkcCNV2VNlgw2rXiA70jk78Ax5fxcjTF4+G4Fgxbwb8HTeSG6Y3D4AVd2QFxZMayJQqEO001Ojdnsv8BoveznOPhbiGnyFGl/gbDRflyjEsdEnIsrtAzb4wZjsdcqntdmHmY1GI/8dz/Z/zwNOFZHs0sMU0By4n4MfoLkEt1y8A2fLGf93foewGPOAw0Uku9wyBTTilhZnWRv4u5hfhdzfF0aYvHzybRac3T5ZRPb6wN997GjH+afZmt1GpxZs9x7gcn/ORQOu03mR32YySVX/WiBOjp2qaq+IdJVIByq30w5cJyaOnebX/xnMTmuSvDbI/iLyK9ysKeTaXUZEVjNcLnbN87sNDK/qKuXnEJFOoA14OLBgq4Hhzu/lXqffiEgGuFFVL6vkNxqjg3VuE0JVlwHL/PKXG3BLHk7DLSt6v6o+mB/HVyopXGH8tw+ei9s3CG7f1SPAib5S+RhuJLVcVuFmtvKXIkdhDX4ZUkC/IHEPPfk7bj9vllXAXBFpKNLBLYd9cbNyRgFq0G7vwS1Lexo3kroJuBG3V/W6kDhrvC6P+et5efeTsNF9AterGB4lTgKz0WgEV5rMY9jeVgFfVNWw06zz3//JwJuAo1R1pYhMxjWyyz3obBWwXFUr+ZTTGnY86C7oZ+Pa7ONASkRmqeoaH7YSt5y17L3F+YjIbFwnTEs9awA1YLu+I9GH2994r6puEZG1uK1HfwiJtgbYvszeL8WfXkS/cvk7sEegvt+A8/V74fbaxmVf4ClV3ZKALKMKhLRBniBQZvyM/hxcuRnELWUP2xIRxc9twA267B/wj0GdtuCW0n/cL83/vYj8UVV/X+7vM0YHW5acACKyj4i8xm9Q78eNHmY7Zt8ALhGRuf7ZThHJb9R8VkRa/SE172N4j+lE3Kccev0+rrMqVPF63Cdx9vM6TBaRd0SM+wPcfobZIjIFt/8lyDogzjdL7wIO9nkH7rCoNcClItImIuNE5BVF4peq1BfgltQZedSo3T6A25N2GPBHdQelzANeTuH9tuBs9EIRmSLuMLL8w8vWsqONltORuZPhvWrg9oTPFJGzxX2jcYKIHFaGvHzMRqPxYRHZVUSm4fZAZe3tRuCD2Xfg92i/UUTa/f18HzURtxJgo3/mS1TWSP8lsI+IvEdEmkSkWUQOLbJ3O8gduKV4b/b7yD5C7szoOmCOuIOhysYv47yb3O0A3wI+LyLzYfv3aqdWIt/L/Z3aYVJRqRXbvQfnH7OrYJbnXefzI+B4EXmFt8Ul5PrOdbjDoyo6Ad9vI3kc5+/xK1y+DVwlIrNEpEFEDg+Ug3LTMd9aw4S0QQb97UNE5K0i0sjwYYwP4dqI3SLySREZ7/3n/uK+agAR/Jy3sxuBpX4WF18+j/Z/Hycie/nHu4EBcvd9GzWOdW6TYRxuluk53MhSJ3Chv3cN7jM3vxGRF3CN9/yG8D04B38X8GVVzR5O83HgFBHZjOts5H+QvFiltv2eqv7U67dMRDbhRkuPLSIneH0j7tCUv+OWlt4BDARmVa8B3ikiXeJOTC4lLwdVXQ/8DndQFV7um3AHoqzEjWy/K8rvzL8Wd6LevrjTKY0dqTm7VdVenJ39U4dPZn0QN/oeXH4elHExzlZW4E51zf/u4qW4jvjzInJeiA7FdPoLsEncKdDZUd3X42be1uJmrxeGxS9A0EZfBnSr6p/LiL+z8j2cL3oc+A/+MCVVfRi3f+qrfqnavwkcKobrAATf/y04e1mN21sa3NMfGW8HR+Nm8Z/1/y7FlatScbtwe3Mvx80ivAj4M67jAs4nPgqsFZH1BYWU5gZyV8VchRsIypbpb+K2DUAZ5cFzCm7Q1IhGrdjuPbhlu/eGXOfgBxc/jDvQ51ncFwqCS6yzJ893iUjWh5U7UPQNcu3047hZ2z/59C5luK1ayk7zr9/t5Ru1SbE2yM9wB0NtxPmbt/n9r0O48w5eiqvz1+PaqdlzLKL6uQtw5fEh3y7+DcMrtPYG7hZ3Wv39wHWqGjYAZNQgqUym6t+jN0LwyzufBJoTWoJbdUTkWODrqrpHgjL3xX1G6OVJyfRyr8B9nsAaYQlSj3YbF3EnMZ6lqm9PWO6PgG+q6q+SlDvWkMCnn0Zbl2rgZ76ewX0yJbFGlIhkT7NPbNm7iByIOwTplUnJHMuMdduNi5+1ewR4rapGOVQtqtzjcZ+vSnILiTECiPsc1V7qTgw3jLKxPbejT0XLeUYKcZ9geQ1uVGsm7jMUiX4z1p/OmWjH1ssN+/yAEZ+attukUXcS911VkBt1e4AxxvBL4P4Ht9zuEz74oSTTUNUjSz9Vtsx/4E4wN4zYqPve7wFVkPtL3NYBwzB2MmxZ8uhT61PnKdyyz+dxy0UfxXVwjZ2bWrdbY2wxFu3tCNzBKetx3wV/i/90ijG2GIu2axiGUbPYsmTDMAzDMAzDMAyj7rGZW8MwDMMwDMMwDKPusc6tYRiGYRiGYRiGUfdY59YwDMMwDMMwDMOoe6xzaxiGYRiGYRiGYdQ91rk1DMMwDMMwDMMw6p7/A0Nlni885nS1AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fac4ebd3d30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(iris_df, hue=\"species\", height=2.5);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can also control the aesthetics of the plot with keyword arguments, and it returns the PairGrid instance for further tweaking."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/cif/anaconda3/lib/python3.5/site-packages/statsmodels/nonparametric/kde.py:488: RuntimeWarning: invalid value encountered in true_divide\n",
" binned = fast_linbin(X, a, b, gridsize) / (delta * nobs)\n",
"/home/cif/anaconda3/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:34: RuntimeWarning: invalid value encountered in double_scalars\n",
" FAC1 = 2*(np.pi*bw/RANGE)**2\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fac4c656438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.pairplot(iris_df, hue=\"species\", palette=\"Set2\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Violin Plots (boxplot)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[**Box plots** or **boxplot** ](https://en.wikipedia.org/wiki/Box_plot) (*diagramas de caja*) are a convenient way of graphically depicting groups of numerical data through their quartiles."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fac4d074a20>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fac4e59df28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# We can look at an individual feature in Seaborn through a boxplot\n",
"sns.boxplot(x=\"species\", y=\"sepal length (cm)\", data=iris_df)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fac4e387128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# One way we can extend this plot is adding a layer of individual points on top of\n",
"# it through Seaborn's striplot\n",
"# \n",
"# We'll use jitter=True so that all the points don't fall in single vertical lines\n",
"# above the species\n",
"#\n",
"# Saving the resulting axes as ax each time causes the resulting plot to be shown\n",
"# on top of the previous axes\n",
"ax = sns.boxplot(x=\"species\", y=\"petal length (cm)\", data=iris_df)\n",
"ax = sns.stripplot(x=\"species\", y=\"petal length (cm)\", data=iris_df, jitter=True, edgecolor=\"gray\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[**Violin plots**](https://en.wikipedia.org/wiki/Violin_plot) (*diagramas de violín*) are a method of plotting numeric data. A violin plot is a box plot with a rotated kernel density plot on each side. A violin plot is just a histogram (or more often a smoothed variant like a kernel density) turned on its side and mirrored."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fac4e9b6860>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fac4e23ec18>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# A violin plot combines the benefits of the previous two plots and simplifies them\n",
"# Denser regions of the data are fatter, and sparser thiner in a violin plot\n",
"sns.violinplot(x=\"species\", y=\"petal length (cm)\", data=iris_df, size=6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Kernel Density Estimation (KDE)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another useful representation is the [Kernel density estimation (KDE)](https://en.wikipedia.org/wiki/Kernel_density_estimation) plot. KDE is a non-parametric way to estimate the probability density function of a random variable. The kdeplot represents the shape of a distribution. Like the histogram, the KDE plots encodes the density of observations on one axis with height along the other axis:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7fac4eb7f7b8>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fac4eb76fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# A final seaborn plot useful for looking at univariate relations is the kdeplot,\n",
"# which creates and visualizes a kernel density estimate of the underlying feature\n",
"sns.FacetGrid(iris_df, hue=\"species\", height=6) \\\n",
" .map(sns.kdeplot, \"petal length (cm)\") \\\n",
" .add_legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Choosing the right visualisation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Depending on the data, we can choose which visualisation suits better. the following [diagram](http://www.labnol.org/software/find-right-chart-type-for-your-data/6523/) guides this selection.\n",
"\n",
"\n",
"![](files/images/data-chart-type.png \"Graphs\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## References"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* [Feature selection](http://scikit-learn.org/stable/modules/feature_selection.html)\n",
"* [Classification probability](http://scikit-learn.org/stable/auto_examples/classification/plot_classification_probability.html)\n",
"* [Mastering Pandas](http://proquest.safaribooksonline.com/book/programming/python/9781783981960), Femi Anthony, Packt Publishing, 2015.\n",
"* [Matplotlib web page](http://matplotlib.org/index.html)\n",
"* [Using matlibplot in IPython](http://ipython.readthedocs.org/en/stable/interactive/plotting.html)\n",
"* [Seaborn Tutorial](https://stanford.edu/~mwaskom/software/seaborn/tutorial.html)\n",
"* [Iris dataset visualisation notebook](https://www.kaggle.com/benhamner/d/uciml/iris/python-data-visualizations/notebook)\n",
"* [Tutorial plotting with Seaborn](https://stanford.edu/~mwaskom/software/seaborn/tutorial/axis_grids.html)\n",
"* [Choose the Right Chart Type for your Data](http://www.labnol.org/software/find-right-chart-type-for-your-data/6523/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Licence\n",
"The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n",
"\n",
"© Carlos A. Iglesias, Universidad Politécnica de Madrid."
]
}
],
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