diff --git a/README.md b/README.md index a8d2d196..9c4eea98 100644 --- a/README.md +++ b/README.md @@ -8,6 +8,7 @@ [![PyPI Version](https://img.shields.io/pypi/pyversions/shapiq.svg)](https://pypi.org/project/shapiq) [![PyPI status](https://img.shields.io/pypi/status/shapiq.svg?color=blue)](https://pypi.org/project/shapiq) [![PePy](https://static.pepy.tech/badge/shapiq?style=flat-square)](https://pepy.tech/project/shapiq) + [![Code Style](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black) > An interaction may speak more than a thousand main effects. diff --git a/docs/source/notebooks/cooking_game_values.npz b/docs/source/notebooks/cooking_game_values.npz new file mode 100644 index 00000000..4f68fe5d Binary files /dev/null and b/docs/source/notebooks/cooking_game_values.npz differ diff --git a/docs/source/notebooks/custom_games.ipynb b/docs/source/notebooks/custom_games.ipynb new file mode 100644 index 00000000..bdcc4bcb --- /dev/null +++ b/docs/source/notebooks/custom_games.ipynb @@ -0,0 +1,440 @@ +{ + "cells": [ + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "# Basics: Defining Custom Games with `shapiq`\n", + "\n", + "This notebook demonstrates how to define custom cooperative games and use them with the `shapiq` library." + ] + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-07T14:28:08.968971Z", + "start_time": "2024-11-07T14:28:07.283858Z" + } + }, + "cell_type": "code", + "source": [ + "import numpy as np\n", + "import shapiq\n", + "\n", + "shapiq.__version__" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "'1.0.1.9001'" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 1 + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "\n", + "## Introduction to Cooperative Game Theory and Shapley Values\n", + "Cooperative game theory deals with the study of games in which players/participants can form groups (also known coalitions) to achieve a collective payoff. More formally a cooperative game is defined as a tuple $(N,\\nu)$ where:\n", + "- $N$ is a finite set of players\n", + "- $\\nu$ is a characteristic function that maps every coalition of players to a real number, i.e. $\\nu:2^N \\rightarrow \\mathbb{R}$\n", + "\n", + "## Defining a Custom Cooperative Game\n", + "To illustrate the concept of cooperative games, we consider a simple example of a _cooking game_ you might find in a restaurant.\n", + "The game consists of three cooks, _Alice_, _Bob_, and _Charlie_, who are preparing a meal _together_.\n", + "\n", + "The characteristic function $\\nu$ maps each coalition of players to the quality of the meal:\n", + "| Coalition | Quality |\n", + "|-----------------------|---------|\n", + "| {no cook} | 0 |\n", + "| {Alice} | 2 |\n", + "| {Bob} | 3 |\n", + "| {Charlie} | 4 |\n", + "| {Alice, Bob} | 7 |\n", + "| {Alice, Charlie} | 8 |\n", + "| {Bob, Charlie} | 9 |\n", + "| {Alice, Bob, Charlie} | 15 |\n", + "\n", + "For example, the coalition {Alice, Bob} has a quality of 7, while the coalition {Alice, Bob, Charlie} has a quality of 15.\n", + "If no cooks participate, the quality of the meal is 0 and no meal is prepared.\n", + "\n", + "We can easily model this general form of a cooperative game with `shapiq` by defining a class that inherits from the `shapiq.Game` class.\n", + "Note, a game does not necessarily have to be a subclass of `shapiq.Game` and can also be a simple function that defines the value function $\\nu:2^N \\rightarrow \\mathbb{R}$.\n", + "Methods in `shapiq` can also be used with such functions. However, using the `Game` class provides a more structured way to define the game and its properties.\n", + "It also comes equipped with handy helper methods.\n", + "\n", + "Below we define the `CookingGame` class that models the cooking game." + ], + "metadata": { + "collapsed": false + } + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-07T14:28:08.984478Z", + "start_time": "2024-11-07T14:28:08.969969Z" + } + }, + "cell_type": "code", + "source": [ + "# define the cooking game as a subclass of shapiq.Game\n", + "class CookingGame(shapiq.Game):\n", + " def __init__(self):\n", + " self.characteristic_function = {\n", + " (): 0,\n", + " (0,): 4,\n", + " (1,): 3,\n", + " (2,): 2,\n", + " (0, 1): 9,\n", + " (0, 2): 8,\n", + " (1, 2): 7,\n", + " (0, 1, 2): 15,\n", + " }\n", + " super().__init__(\n", + " n_players=3,\n", + " player_names=[\"Alice\", \"Bob\", \"Charlie\"], # Optional list of names\n", + " normalization_value=self.characteristic_function[()], # 0\n", + " )\n", + "\n", + " def value_function(self, coalitions: np.ndarray) -> np.ndarray:\n", + " \"\"\"Defines the worth of a coalition as a lookup in the characteristic function.\"\"\"\n", + " output = []\n", + " for coalition in coalitions:\n", + " output.append(self.characteristic_function[tuple(np.where(coalition)[0])])\n", + " return np.array(output)\n", + "\n", + "\n", + "cooking_game = CookingGame()\n", + "cooking_game" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "CookingGame(3 players, normalize=False, normalization_value=0, precomputed=False)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 2 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "### Querying the Value Function of the Game\n", + "We can query the value function of the game for different coalitions." + ] + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-07T14:28:09.000489Z", + "start_time": "2024-11-07T14:28:08.986478Z" + } + }, + "cell_type": "code", + "source": [ + "# query the value function of the game for different coalitions\n", + "coals = np.array([[0, 0, 0], [1, 1, 0], [1, 0, 1], [0, 1, 1], [1, 1, 1]])\n", + "cooking_game(coals)" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 9, 8, 7, 15])" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 3 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-07T14:28:09.016487Z", + "start_time": "2024-11-07T14:28:09.002480Z" + } + }, + "cell_type": "code", + "source": [ + "# query the value function with the names of the players\n", + "coals = [\n", + " (),\n", + " (\"Alice\", \"Bob\"),\n", + " (\"Alice\", \"Charlie\"),\n", + " (\"Bob\", \"Charlie\"),\n", + " (\"Alice\", \"Bob\", \"Charlie\"),\n", + "]\n", + "cooking_game(coals)" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 9, 8, 7, 15])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 4 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-07T14:28:09.032479Z", + "start_time": "2024-11-07T14:28:09.018479Z" + } + }, + "cell_type": "code", + "source": [ + "# we can automatically get the value of the grand coalition\n", + "print(\"The quality of the meal for the grand coalition is:\", cooking_game.grand_coalition_value)\n", + "\n", + "# similarly we can get the value of the empty coalition\n", + "print(\"The quality of the meal for the empty coalition is:\", cooking_game.empty_coalition_value)" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The quality of the meal for the grand coalition is: 15.0\n", + "The quality of the meal for the empty coalition is: 0.0\n" + ] + } + ], + "execution_count": 5 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "### Precomputing game values\n", + "If our game is small (low number of players), we can precompute the values of all coalitions.\n", + "This is useful for games where the value function is computationally expensive and we might want to use the values multiple times.\n", + "\n", + "If a game is defined as a subclass of `shapiq.Game`, we can use the `precompute` method to precompute the values of all coalitions." + ] + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-11-07T14:28:09.047490Z", + "start_time": "2024-11-07T14:28:09.034478Z" + } + }, + "cell_type": "code", + "source": [ + "# see that no values have been precomputed:\n", + "print(\"Coalitions stored before precomputation:\", cooking_game.coalition_lookup)\n", + "print(\"Values stored before precomputation: \", cooking_game.value_storage)\n", + "\n", + "# precompute the values of all coalitions\n", + "cooking_game.verbose = True # to see progress\n", + "cooking_game.precompute()\n", + "\n", + "# see that all values have been precomputed:\n", + "print(\"Coalitions stored after precomputation:\", cooking_game.coalition_lookup)\n", + "print(\"Values stored after precomputation: \", cooking_game.value_storage)" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Coalitions stored before precomputation: {}\n", + "Values stored before precomputation: []\n" + ] + }, + { + "data": { + "text/plain": [ + "Evaluating game: 0%| | 0/8 [00:00" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 5 + } + ], + "metadata": { + "kernelspec": { + "display_name": "shapiq2", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/source/notebooks/treeshapiq_lightgbm.ipynb b/docs/source/notebooks/treeshapiq_lightgbm.ipynb index de4f2c6e..3d6bcfe4 100644 --- a/docs/source/notebooks/treeshapiq_lightgbm.ipynb +++ b/docs/source/notebooks/treeshapiq_lightgbm.ipynb @@ -34,8 +34,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-08-20T11:11:27.758935Z", - "start_time": "2024-08-20T11:11:25.939831Z" + "end_time": "2024-11-07T12:16:53.511734Z", + "start_time": "2024-11-07T12:16:52.071031Z" } }, "source": [ @@ -75,8 +75,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-08-20T11:11:27.836928Z", - "start_time": "2024-08-20T11:11:27.760935Z" + "end_time": "2024-11-07T12:16:56.968158Z", + "start_time": "2024-11-07T12:16:56.909018Z" } }, "source": [ @@ -114,8 +114,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-08-20T11:11:28.043289Z", - "start_time": "2024-08-20T11:11:27.838931Z" + "end_time": "2024-11-07T12:16:59.776877Z", + "start_time": "2024-11-07T12:16:59.594751Z" } }, "source": [ @@ -159,8 +159,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-08-20T11:11:30.315301Z", - "start_time": "2024-08-20T11:11:28.046287Z" + "end_time": "2024-11-07T12:17:04.548707Z", + "start_time": "2024-11-07T12:17:02.457947Z" } }, "source": [ @@ -180,8 +180,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-08-20T11:11:30.331294Z", - "start_time": "2024-08-20T11:11:30.316289Z" + "end_time": "2024-11-07T12:17:06.170039Z", + "start_time": "2024-11-07T12:17:06.158024Z" } }, "source": [ @@ -201,47 +201,12 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-08-20T11:11:31.699446Z", - "start_time": "2024-08-20T11:11:30.332296Z" + "end_time": "2024-11-07T12:17:17.907081Z", + "start_time": "2024-11-07T12:17:16.600423Z" } }, "source": [ "interaction_values = explainer.explain(x)\n", - "interaction_values" - ], - "outputs": [ - { - "data": { - "text/plain": [ - "InteractionValues(\n", - " index=k-SII, max_order=3, min_order=0, estimated=False, estimation_budget=None,\n", - " n_players=12, baseline_value=190.37962252622802\n", - ")" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "execution_count": 6 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "An output is stored in the `shapiq.InteractionValues` object. Its main attribute is `dict_values` storing Shapley interaction values as a dictionary." - ] - }, - { - "cell_type": "code", - "metadata": { - "ExecuteTime": { - "end_time": "2024-08-20T11:11:31.714453Z", - "start_time": "2024-08-20T11:11:31.700458Z" - } - }, - "source": [ "print(interaction_values)" ], "outputs": [ @@ -251,9 +216,9 @@ "text": [ "InteractionValues(\n", " index=k-SII, max_order=3, min_order=0, estimated=False, estimation_budget=None,\n", - " n_players=12, baseline_value=190.37962252622802,\n", + " n_players=12, baseline_value=190.379622526228,\n", " Top 10 interactions:\n", - " (): 190.37962252622802\n", + " (): 190.379622526228\n", " (0,): 35.08515951088157\n", " (1, 5): 14.984490827500963\n", " (0, 1): 14.03344536507345\n", @@ -273,6 +238,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "An output is stored in the `shapiq.InteractionValues` object. Its main attribute is `dict_values` storing Shapley interaction values as a dictionary.\n", + "\n", "One can retrieve only 1-order values with `get_n_order(1)` (object) and `get_n_order_values(1)` (values themselves)." ] }, @@ -280,8 +247,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-08-20T11:11:31.729454Z", - "start_time": "2024-08-20T11:11:31.715456Z" + "end_time": "2024-11-07T12:17:54.247309Z", + "start_time": "2024-11-07T12:17:54.230311Z" } }, "source": [ @@ -316,8 +283,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-08-20T11:11:31.745455Z", - "start_time": "2024-08-20T11:11:31.730457Z" + "end_time": "2024-11-07T12:17:59.109905Z", + "start_time": "2024-11-07T12:17:59.091385Z" } }, "source": [ @@ -366,8 +333,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-08-20T11:11:10.397711Z", - "start_time": "2024-08-20T11:11:10.084711Z" + "end_time": "2024-11-07T12:18:06.508713Z", + "start_time": "2024-11-07T12:18:06.207531Z" } }, "source": [ @@ -393,7 +360,7 @@ "text/plain": [ "
" ], - "image/png": 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" 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" }, "metadata": {}, "output_type": "display_data" @@ -414,19 +381,14 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-08-20T11:11:13.135718Z", - "start_time": "2024-08-20T11:11:12.922710Z" + "end_time": "2024-11-07T12:18:20.473688Z", + "start_time": "2024-11-07T12:18:20.322586Z" } }, "source": [ "# single features (1-order)\n", "_ = shapiq.stacked_bar_plot(\n", - " n_shapley_values_pos={\n", - " 1: np.array([0 if x < 0 else x for x in interaction_values.get_n_order_values(1)])\n", - " },\n", - " n_shapley_values_neg={\n", - " 1: np.array([0 if x > 0 else x for x in interaction_values.get_n_order_values(1)])\n", - " },\n", + " interaction_values=interaction_values.get_n_order(1),\n", " feature_names=X.columns,\n", ")" ], @@ -436,33 +398,26 @@ "text/plain": [ "
" ], - "image/png": 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" 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" }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 11 + "execution_count": 12 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-08-20T07:57:05.181907Z", - "start_time": "2024-08-20T07:57:04.963825Z" + "end_time": "2024-11-07T12:18:24.152897Z", + "start_time": "2024-11-07T12:18:23.968800Z" } }, "cell_type": "code", "source": [ "# interactions (2-order)\n", "_ = shapiq.stacked_bar_plot(\n", - " n_shapley_values_pos={\n", - " 1: np.array([0 if x < 0 else x for x in interaction_values.get_n_order_values(1)]),\n", - " 2: interaction_values.get_n_order_values(2).clip(min=0).sum(axis=0),\n", - " },\n", - " n_shapley_values_neg={\n", - " 1: np.array([0 if x > 0 else x for x in interaction_values.get_n_order_values(1)]),\n", - " 2: interaction_values.get_n_order_values(2).clip(max=0).sum(axis=0),\n", - " },\n", + " interaction_values=interaction_values.get_n_order(2, min_order=1),\n", " feature_names=X.columns,\n", ")" ], @@ -472,13 +427,13 @@ "text/plain": [ "
" ], - "image/png": 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" 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" }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 12 + "execution_count": 13 }, { "cell_type": "markdown", @@ -491,8 +446,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-08-20T07:57:06.167362Z", - "start_time": "2024-08-20T07:57:05.183822Z" + "end_time": "2024-11-07T12:18:28.367598Z", + "start_time": "2024-11-07T12:18:27.012722Z" } }, "source": [ @@ -506,14 +461,13 @@ "text/plain": [ "
" ], - "image/png": 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}, - "execution_count": 13, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], - "execution_count": 13 + "execution_count": 14 }, { "cell_type": "markdown", @@ -528,8 +482,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-08-20T11:12:45.452466Z", - "start_time": "2024-08-20T11:11:31.746454Z" + "end_time": "2024-11-07T12:19:35.966978Z", + "start_time": "2024-11-07T12:18:30.437781Z" } }, "source": [ @@ -543,35 +497,45 @@ "True" ] }, - "execution_count": 10, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 10 + "execution_count": 15 }, { "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-08-20T11:12:46.191027Z", - "start_time": "2024-08-20T11:12:45.453469Z" + "end_time": "2024-11-07T12:19:36.332774Z", + "start_time": "2024-11-07T12:19:35.968978Z" } }, "source": "shapiq.plot.bar_plot(list_of_interaction_values, feature_names=X.columns, max_display=20)", "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, { "data": { "text/plain": [ "
" ], - "image/png": 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" + "image/png": 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/A7pdAv/quv/jSJJ0FPEyVCkP9OjRg1AoxNNPP51ZtnbtWiZNmsSpp55KnTp1+OKLL/j5559p3bo1mzZtIj09PfPVqlUr4uLi+OijjzLb7x4UN2zYwJIlS/j1118599xz2bRpEzNmzDiUp6gjyLZt21i3bl3m9/T0dBYvXpz5PaNWOX4a9vfIyt0fr9/rVIALm2R+nzu4Q+Rz5TIweTb8dxY7brsEFv0Gi37jh49S2Ll1eyRALvqNJfN/iB4jI4Plt/4rEhQfuwaubc7UqVOj5vnn79OmTWPHjh2Z3+fNm8eaNWsiX9qfCRs2s3rUf6PGmDNnTuTLS58D8E2j6CC5T2Nk91vtPkYOfTqGYziGYziGY+TFGPnBlUUpjzRt2pQFCxawYsUK4uLi6N+/Pw888ADPP/88SUlJPP3003Tv3n2PfTRu3Ji0tDQA1qxZw6233sqHH37IqlWrAnVfe+01Lr/88gOasyuLR6HcrCxmZ0+Pzhg9Ga5/Zs/tB10Pd+x2L+PQ96HbcLjjUhh0w77NJTtpP0GTf8LAa+GebP65OPF22LodFjx74GNJknSU8J5FKY906dKFbt26MXLkSP7xj38wduxY4uPj6dy5c1S9xMREWrfOfgOQChUqZH6+5JJLSE1NpXXr1px77rlUrFiRwoUL8+abb/Lqq69G/emVlK/OawSv3xssT/p3ZIfSB9pDo+Oyyl/9IvIsxk7nwP9dn3O/G7fA4hVQvnTkBZF7JsuVijxuY3cjPo68n1on2M+sH2F+OvTqsG/nJUnSUc6wKOWRG2+8kZ49ezJq1CiaNWvG/Pnzufbaa4mNjQWgQYMGABQuXJjExMQ99rV8+XJSU1Np2bIlb775ZtSx999//+CcgLS/alSIvP7sjhegUhm47LSsstQf4LqnoVxJOL8RjPssus2Z9aB25ay6LXpDn47w0FWRsrGfwnMfRp7LWLtS5HEdH3wdeSRG61MjwfXPdo3hLqiSJO0Tw6KUR+Li4mjTpg3jxo3j3nsjqyx33HFH5vEWLVpQvXp1Jk6cyF133cVJJ0XvyLh161ZWrlxJ1apVKVIk8o/mn68SX7hwIa+//npg7IyMDL799lvKlSvH8ccfn8dnJuWheb9ELgddkQE3DA0eH9UtKyxm5+wEmPodvPw5LF8XeVRGvaqRFcrbWgXr79wJr3wBTWtHLsGVJEm55j2LUh6aNWsWp5xyCuFwmIYNGzJ79uyo45988gmtW7dm+/bttG7dmgYNGvD777+zcOFCJk+ezL333pu5G+opp5zCrFmzuPTSS2nWrBmLFi1i/PjxVKxYkYULFzJ+/Hjat28PwIQJE+jQoQMXXXQR//3vfwPzyon3LB6F9veeRUmSdNRxZVHKQyeffDKNGjXim2++4dprrw0cb9GiBdOnT6dnz55MmTKF119/naJFi1KpUiXatm0btWHNm2++yU033cTnn3/O+++/T5UqVbjrrruIiYmhZ8+eh/K0JEmSdBRyZVHKY82aNWPevHksW7aMUqVK5fd09siVxaOQK4uSJCmXfM6ilIdmzZrFzJkzueSSSwp8UJQkSZL2xMtQpTzw/vvv8/XXXzN8+HCKFCnCQw89lN9TkiRJkg6IYVHKA0OGDOHDDz+kYsWKDBkyhIYNG+b3lCRJkqQDYliU8sC+7EAqSZIkHQ68Z1GSJEmSFODKoiSoWR4Kx+b3LHQo1KqY3zOQJEmHCcOiJHimK5Qqnd+z0KFSIi6/ZyBJkg4DhkVJUKUslDYsSpIkKYv3LEqSJEmSAgyLkiRJkqQAw6IkSZIkKcCwKEmSJEkKMCxKkiRJkgIMi5IkSZKkAMOiJEmSJCnAsChJkiRJCjAsSpIkSZICDIuSJEmSpIAi+T0BSQXAr6thw/b8noV2VyIO4kvk9ywkSdJRzLAoCboNh18y8nsW2qVWRRh5q2FRkiTlK8OiJFi0EhasyO9ZSJIkqQDxnkVJkiRJUoBhUZIkSZIUYFiUJEmSJAUYFiVJkiRJAYZFSTpafDYX2vSH6l2h6JVQ+Qa4+GFImb/ndmt/h4qdIXQFTJi67+N+MT/SNnQFrPzTrrvfLYE7X4Az74/MKXQFLPpt38eQJEl5zrAoSUeL75dCoUJw80UwtCvc1QaWrYVzesF/v8q5Xe+XYePW/Rtz5064bQSUKJr98f99B0+/B+s3QcKx+zeGJEk6KAyL0gH45JNPSEpKYs6cOfk9FQma94LO/8r5+I0t4Y374IH20OUCuOsymDoAKpSGwe9k32bOz/DvD+Dey/ZvTsM+gl9Wwo3nZ3+8TTNYOwZmD4ZOf92/MSRJ0kFhWJQOwLRp0xg+fDjffvttfk9F2j/F4yJhce3v2R/v/gJcfhr89cR973v1enjwJXj4KihTIvs6ZUtBqWL73rckSTroDIuSdLTJ2Bi5d/DbdOg5FuYshvMbB+uNnwpTv4PHr9u/cXq9DJXLwE0XHtB0JUlS/jAsSvspKSmJnj17AtChQwdCoRChUIiLL74YgI0bN9KtWzeqV69OTEwMxYsX57TTTmPy5MlR/UyYMIFQKMSAAQPo1asXVatWJSYmhho1avDCCy8A8MUXX3DKKadQrFgxSpYsSYcOHdiyZcuhPWEdOTo+CRU6Q8Lt8NRbkTDXq0N0nU1b4K7RcOelULPivo/xzSJ4/kP4v+uhcOE8mLQkSTrUiuT3BKTD1TXXXMOyZct4++236dy5Mw0aNAAgISGBLVu2cPrppzN//nwuvPBCrr/+etauXcurr77KJZdcwjvvvEPLli2j+hs5ciQbNmygY8eOFC1alNGjR9O1a1e2b9/OXXfdxUUXXcSll17KpEmTmDBhAhUqVODZZ5/Nj1NXQbBtO6zbGCzbsi2442jZkpGNbXZ57Fr4Zxv4ZRW8+Als3Q7bd0S3eex12LYDerbbv/ndPhIuaQoXNtm/9pIkKd8ZFqX9dM4555CSksLbb7/N3/72N9q3b5957O6772b27NmMGTOGa665JrO8d+/e1K9fnx49ejB79uyo/lavXs13331HhQoVALj00ks599xzufnmmxk6dCi33HILAH379uX444/npZdeMiwezVK+hRa9g+VTv4NXvogu++m56NXBJrWyPl9zDjS9K7IxzoR7ImWLfoMn3ojsmFpyP+4nfPWLyDzmDN73tpIkqcDwMlTpIHjttdeoWrUqzZs3Jz09PfO1efNmTjvtNObNm8f69euj2rRt2zYzKEIkjBYrVowyZcpkBsVdTjnlFNatW8eaNWsOyfko/6Snp7N48eLM7xkZGZHdd0+qCR/1gY/6MHdwh8jnxsfBhU2yvv/xmv7z9+zYkbVyOG/evKy/d2JjyGhen/Br0yOXngJb7/8PWyqUhOYNI8Fx0W9891lqpP6KDFj0G1O/SIma57Rp07LGuPs/rLvwRNZt+j2z/fr05ZFjv6yEpauzzmM3ixb9HPV96tToZzpGjfHn89jTb7WHPh3DMRzDMRzDMQ6XMfJDKBwOh/N7EtLhasCAAfTs2ZPx48dHrSzGxcWxdeuen0s3f/586tevz4QJE+jQoQP9+vXjwQcfjKpToUIFKlasyNy5c6PKk5KSGD58OHPmzMm8/HV/ZGRkEB8fz7o6SZResGK/+1Eeq1cNJveFqmX3rV3zXpEVxNG37Vu7O1+IPDpj+QtQsUykn0/n7rnNmjE573AaumLPbU+qCV//X7D8yTfg7v8EV0IlSVK+8DJU6SAIh8PUqFGDxx57LMc6xx4b/QDywjlsAlKoUM4XAPhnPdonv62NhMHdrf0dJk6D6uWzjj1ydfC+xzmLI7ub3nMZnFEPSsRFyjdugcUroHzpyAvg9XuDY7/yBbyaAv+5HY4tl3fnJEmSDhrDonQAcgpyVapUYd26dXTs2DHHECgdcpc8Eglqp9WFivGweCWMmgxL18CrPbLqnZ0QbLtrFbFZHbjstKzy1B8i90726QgPXRUp2/34Ll//9MccmmaFSoB1v8O/3ot8TvnjeaXPvBcZr0wJ6NZq/85VkiQdMO9ZlA5AqVKlAFixIvoSznbt2rFu3TruvvvubNv99NNPeT6X9PR0UlNTA3ORMt1wPqzeAIPegVuGwXMfwMm1YMrD0P7M/JnTmt8jK5a9Xob/zoqUPfVW5PuTb+bPnCRJEuDKonRAWrRoQSgU4sknn2TVqlWULFmSevXqMWDAAD799FMGDRrE559/zl//+lfi4+P5+eefSUlJIS4ujm+++SZP5/Lwww8zfPhw+vfvz/3335+nfeswMaXfno/feknktT+aN4Twa7kv/7OHrspaedxdzYq5ay9Jkg45w6J0ABISEhgwYAD/+te/eOihh9ixYwcXXXQRl1xyCf/73//o06cP48ePZ+jQoQCULVuWBg0acP311+fzzCVJkqQ9czdU6SjmbqgF1P7uhipJkpSHvGdRkiRJkhRgWJQkSZIkBRgWJUmSJEkBhkVJkiRJUoBhUZIkSZIU4KMzJEHN8lA4Nr9noV1qVczvGUiSJBkWJQHPdIVSpfN7Ftpdibj8noEkSTrKGRYlQZWyUNqwKEmSpCzesyhJkiRJCjAsSpIkSZICDIuSJEmSpADDoiRJkiQpwLAoSZIkSQowLEqSJEmSAgyLkiRJkqQAw6IkSZIkKcCwKEmSJEkKMCxKkiRJkgKK5PcEJBUAv66GDdvzexZHpxJxEF8iv2chSZIUYFiUBN2Gwy8Z+T2Lo0+tijDyVsOiJEkqkAyLkmDRSliwIr9nIUmSpALEexYlSZIkSQGGRUmSJElSgGFRkiRJkhRgWJQkSZIkBbjBjSQdaT6bC0++CbN+ghUZUKYENKkJvTrAWQlZ9TZugVGT4c1UmP0zbNgMdapAUsvIq3DhvY915wvw6VxYtAI2b4XjKsCVZ8FdbaFksax6nf8FL36Scz/pw6Fauf0+ZUmSlPcMi8pzAwYMoGfPnowfP5727dvn93Sko8/3S6FQIbj5IqhcBtZsgLGfwTm94N2ecHHTSL0fl8FtI+D8RtCjDZQuBh98Df8YBtO+hxdv3/tYMxbAX0+E6ytD0ViY9SM89jp8/A189khkHgA3XQgXNI5uGw7Dzc9DzYoGRUmSCiDDoiQdbpr3igSs0bdlf/zGlpHX7v5xCdS+BQa/kxUWKx8DswdBgxpZ9W66CG54JrLi2KtDZKVxT77oHyw7vjLc9SKk/gCn14uUnVEv8opqOz+yutnpr3seQ5Ik5QvvWZSko0HxOKhQGtb+nlVWvnR0UNzl8tMi7/PT92+smhUj77uPlZ2XPoNQCK4+Z//GkSRJB5Uri9IRYNWqVZQr52V8+pOMjbB1O6zMgP9MgTmLoWe7vbdbtjbyXr507sbZviMSDLduj4zx4EtQqhj8pW7ObbZth+SpcGa9rHApSZIKFFcWddDs3LmTHj16UKlSJWJiYqhSpQoDBw7Mtm6/fv2oXbs2sbGxFC9enKZNm/Lmm29G1ZkzZw6hUIikpKRA+6SkJEKhEHPmzNmvuV5zzTWEQiEef/zxqPLPPvuM2NhYGjduzI4dO3Jsf9NNNxEKhfjmm28yyxYuXEgoFKJQoUIsXbo0s3zatGmEQiG6d+8e1UdufgOAUCjExRdfzKuvvsqJJ55I0aJFad68+X6dt45wHZ+ECp0h4XZ46q3IfYO9Ouy5zdZtkUtVa1WCZnVyN86XCyLjVLsRLnoYwsBb90PZUjm3+eBrWLUeOrmqKElSQWVY1EHTq1cvXnvtNRITE+nRoweFChXivvvu46233oqqd+2119K7d2+KFClC9+7due6661i0aBFXXHEFo0ePPiRzHTlyJCeccAK9e/fmq6++AiAjI4PExETi4uKYOHEihfewM+Qll1wCEHVur7/+OqFQiHA4zBtvvJFZ/s477wDQqlWrzLJ9/Q3mzZvH3//+dxo3bkzPnj3p0GEvAUCHr21/rAzu/tq2HbZsC5bv3Bnd9rFr4cPeMPJWOP2EyMrf9pz/0AOAbiNg3i/wzI1QJBe7oQKcWB0+6gNv3Af3XAYl4iI7q+7JS59DTBHoeFbuxpAkSYecYVEHzdatW5k/fz6DBw9m4MCBTJkyhSJFijB48ODMOjNmzGDcuHEkJCSQlpbGE088wXPPPUdqaipxcXHcfffdbNu27aDPNS4ujvHjx1OoUCE6dOjApk2bSExMZOnSpQwePJi6dfdwOR2RsBgbG8uUKVMyyyZNmkStWrWoVq0aH330UWb5lClTKFasGOeddx6wf7/BL7/8wqhRo3jllVfo3bs3vXv3zrsfQ4fU1q1bo1at582bx5o1azK/r3jj88iq3e6vqd/BK18EyxevBGDq1KmRxk1qQcsmTDuxBDv++2Bkw5nO/wqMkZ6ezuLFi+GJN2D4R2x+8Arm1IiLmmdmn9l9L12caSU3sePSU2DgdfDPNoTbDiDj86yV9swxADZsIvzmdDLOrA3lSmXfZzbfp02btsffKmoMIn/g8+erDRzDMRzDMRzDMQ7XMfJDKBwOh/N7Ejqy7Hp0Rt++fQMhpkaNGsTGxrJgwQIA7rjjDoYMGcKwYcPo2rVrVN0rr7yS5ORkPvzwQ1q2bMmcOXNo1KgRXbt2ZdiwYVF1k5KSGD58OLNnz6Zhw4b7Pfenn36a7t27k5CQwPz58+nQoQPJycm5anvKKafw448/Zv6LoWLFilx44YVs3ryZqVOnsnTpUnbu3El8fDwNGzbkf//73z7/BhC5DLVmzZr89NNP+32eu2RkZBAfH8+6OkmUXrDigPvTPqpXDSb3haplc66zZgPMXBhd9s/RkZ1M724bXX52QuTxFTnpOTbyWIvfX4Ji0WGQ0ZPhhqGRS1X/fdM+nUbA5q1Q4urIKuOAa4LHx34K1w6Bl3vAVWcf2FiSJOmgcWVRB029evUCZfHx8WRkZGR+X7RoEQDNmjUL1N0V+ubPn39wJpiN22+/nfPPP5/58+dTvXr1fboM9uyzz2bt2rVMmzaNtLQ0VqxYwUUXXcQFF1zAr7/+yg8//MCnn37Khg0bOOecrPu09uc3qFEjmx0sdWQ6piRccFL065iSUOWYYPmegiLApq2RZxuu3xRd/mYq3PgsXHEaDO2afdt9sWVb5JLYdTnshjruMyhZFNoE/56XJEkFh2FRB01O9/jt72J2KBTK8dj27dv3q88/W758OWlpaQCsXr066nKBvdl1D+I777zDW2+9ReHChWndujWXXXYZoVCI119/nXfffReA1q1bH9A8ixUrdkDtdYT7bW2wbO3vMHEaVC8PFctklX82F676PzjnRBh3JxTK4T8L27bDt+nw6+roPrdl88/eiI8j76dms0HOinXw8TeRx3MUjwselyRJBYaPzlC+qlWrFhC5b69JkyZRx+bOnQtAQkICAJUrVwaIuv57l12rcweqXbt2rF69mvvvv58nn3yS9u3bM2vWLGJiYvba9rzzzqNYsWJMmTKF2NhY6tWrR5kyZQCoXbs2kyZNYu3atZQuXZozzzwzs92+/AZSrlzyCBxbDk6rCxXjI/cyjpoMS9fAqz2y6v38G7QZACGg/Rkw/k/3RjQ+DhrXjHxesjqyq+rfW8Do2yJlU+bA7SMjbetWiWyg8/k8eG06nHo8XJPNTqevpkQ22XEXVEmSCjxXFpWvrr76akKhEIMHD2bLli2Z5QsXLuTtt9+mfPnymY+FKFeuHPHx8UyfPp2du+36mJaWRkpKSqDvFStWkJqaSnp67h4s3qdPH1JSUujSpQv9+/fnnnvuYe7cuXTr1i1X7WNiYjjppJP4+uuv+eqrr6IC4emnn86MGTOYPXs2J598MoV2W73Zl99gT77++mtSU1NzNVcd4W44H1ZvgEHvwC3D4LkP4ORaMOVhaJ/19yU//QbrNkYuT711eOQ+wt1fr03b8ziNjoMWDSOXsf5zNNw3Fr5dAr07wJR+EJvNH7KM+ywSYC9onKenLEmS8p4ri8pXzZo1o1OnTowdO5bGjRvTtm1b1q9fT3JyMps3b2bo0KFRq3qdOnXi2WefpVmzZlx66aUsWbKE5ORkatSokblpzi4jRoygZ8+e2W6I82cpKSk89thjNGjQgKFDhwLwyCOPMHnyZEaMGEGrVq1o27btHvsAOOecc5g2LfI/2BdffHFm+UUXXcS4ceMAAsFvX3+DnLRs2ZKVK1fu92W+OoxM6bfn47deEnntTfOGEH4td2PWrBise3xlePH23LXf5X+P7Vt9SZKUbwyLyndjxoyhbt26jBo1ikGDBlGkSBHq16/PyJEjueyyy6LqDho0iHXr1vHOO+/Qv39/qlevzqBBg5g+fXogLObW+vXrSUxMJCYmhokTJ0YFswkTJtCoUSO6dOnCaaedlnkpbE5at27N448/TmxsbNRzFFu3bk3hwoXZsWMHbdq0OaDfQJIkSToUfHSGdBTz0Rn5LDePzpAkScon3rMoSZIkSQowLEqSJEmSAgyLkiRJkqQAw6IkSZIkKcCwKEmSJEkK8NEZkqBmeSgcm9+zOPrUqpjfM5AkScqRYVESPNMVSpXO71kcnUrE5fcMJEmSsmVYlARVykJpw6IkSZKyeM+iJEmSJCnAsChJkiRJCjAsSpIkSZICDIuSJEmSpADDoiRJkiQpwLAoSZIkSQowLEqSJEmSAgyLkiRJkqQAw6IkSZIkKcCwKEmSJEkKKJLfE5BUAPy6GjZsz+9ZHHlKxEF8ifyehSRJ0n4xLEqCbsPhl4z8nsWRpVZFGHmrYVGSJB22DIuSYNFKWLAiv2chSZKkAsR7FiVJkiRJAYZFSZIkSVKAYVGSJEmSFGBYlCRJkiQFuMGNJB1OJn0D4z6DL+ZD+iqofAyc1xD6JUKVstF1t22H/hPhxSmwZBVUKwc3nAf3XQFFCu95nE1boNsImP49/LIKduyE4yvBDefDPy6GGP/zIUnSkc6VReWpAQMGEAqFmDBhQn5PRToy3TsGpsyFy0+Dp7vAVWdB8lQ4+S5Ytia67jWDoW9yJEwO6QLnnAi9XoZ/DNv7OJu2wtzF0OoUGNAJnvw7nFQT7hwFf//XwTgzSZJUwPhHw5JUkDTvBTUrwujbsj/+f53h7AQotNuf9V18MpzbC555Hx65OlI244dIiOzVAR5OjJTdfBGULwX/9zZ0uwQa18x5HmVLwbSB0WU3XwTxxSPj/F/nyKqmJEk6YrmyKEmHk3MaRAfFXWVlS8L89Kyyz+dH3q86O7ruVWdDOAyvpuzf+DUrRt7X/r5/7SVJ0mHDlUVJOtxt2AQbNkdWDXfZsi3yXiw2um7xuMj7zIW563vrNsjYFLks9csF8OSbcFwFqFPlwOctSZIKNFcWdVDs3LmTHj16UKlSJWJiYqhSpQoDBw7Mtm6/fv2oXbs2sbGxFC9enKZNm/Lmm29G1ZkzZw6hUIikpKRA+6SkJEKhEHPmzNmvuV5zzTWEQiEef/zxqPLPPvuM2NhYGjduzI4dO3Jsf8YZZxAXF8fKlSsDxz744ANCoRA333xzVPnTTz/NiSeeSNGiRYmLi+OEE05g6NChgfZPP/00p59+OuXLlycmJoZSpUpx5pln8tlnn+3XueoINfgd2LodrtxtFbFetch7yrfRdT+fF3lfsjp3fb82HSp0hhpJcMXjcGw5eLvn3jfIkSRJhz3Dog6KXr168dprr5GYmEiPHj0oVKgQ9913H2+99VZUvWuvvZbevXtTpEgRunfvznXXXceiRYu44oorGD169CGZ68iRIznhhBPo3bs3X331FQAZGRkkJiYSFxfHxIkTKVw45/8x7tq1K1u3buWZZ54JHHv22WcJhULceeedmWU33HAD3bt3p3jx4tx+++306NGDokWL0q1bNx588MGo9s8//zyFChWiY8eO9O7dmyuuuIJvvvmGCy+8MHOuOoxt2w4rM6Jf27ZHVgX/XL5zZ/Z9fDY3solNxzPhvEZZ5a2aRlYA73oRXpsGP/8GySnwwEuRoLdpa+7m2KIhfNQHxt8VuWcxpgj8vvnAz12SJBV4hkUdFFu3bmX+/PkMHjyYgQMHMmXKFIoUKcLgwYMz68yYMYNx48aRkJBAWloaTzzxBM899xypqanExcVx9913s23btoM+17i4OMaPH0+hQoXo0KEDmzZtIjExkaVLlzJ48GDq1q27x/bXXnst5cqVY9y4cVHlGRkZfPTRR5xyyinUq1cPgEmTJjFq1Cj+/ve/8+WXX/L4448zYMAAvvnmG8444wyeeuopVq1aldlHSkoKU6dO5dlnn6VXr168+OKLfPzxx+zYsYN+/frl/Y+hPDdr1qyo71OnTs36kvJtZNVu99fU7+CVL4LliyMr1xkZGVmr6N+mw+UD2VCrHIy4NXqMorHw7gNQrhS0exxq3gzXPQ29O7I9vijbi8Vk1k9PT2fx4sWZ36PGqFQGLjiJqVWBf98El54CLfsy4+2Pos5r2rRpUSvw8+bNY82arN1Z9zhGdr9NNt8dwzEcwzEcwzGO5jHyQygcDofzexI6cgwYMICePXvSt29fevfuHXWsRo0axMbGsmDBAgDuuOMOhgwZwrBhw+jatWtU3SuvvJLk5GQ+/PBDWrZsyZw5c2jUqBFdu3Zl2LDobf+TkpIYPnw4s2fPpmHDhvs996effpru3buTkJDA/Pnz6dChA8nJyblqu2sOn3/+OWefHbkU8PHHH+fee+9l6NCh/OMf/wAgMTGRV199lenTp1OlSvQ9Xy+++CIPPvggY8eOpVOnTlHHdu7cyerVq9m8ObKic9ZZZ1GkSBEWLszlfWc5yMjIID4+nnV1kii9YMUB9aU/qVcNJveFqmVzrrNmQ/DewX+Ojuwyenfb6PKzEyIBcJdfVsJZf1wOmvJo8BmLu4TDMO8XWPM7nHhs5B7Gkp2g3emQfNe+n9f3S6FeN3juJrjpon1vL0mSDhtucKODYtdK2u7i4+NZvnx55vdFixYB0KxZs0Ddhg0bkpyczPz582nZsuVBm+fubr/9dt566y0mTZpE9erV9+ky2B49ejBy5EiefvrpzLD4n//8h9KlS9OlS5fMegsWLCAcDvOXv/wlx76WLFmS+Xny5Mncf//9pKWlsWXLlqh6FSpUyPX8VEAdUxIuOClYVuWYYPnuVq2HC/tGLled9FDOQREgFIIGNbK+vzczcknrBY33b86b/vj7cN3G/WsvSZIOG4ZFHRQ53eO3vwvZoVAox2Pbt2/frz7/bPny5aSlpQGwevVqFi9eTP369XPVtn79+px66qm8//77bNq0ifnz5zN37lyuvvpq4uLiMuuFw2FCoRD/+c9/cvyNdgXJ+fPn06pVK4oXL85NN91EgwYNKFmyJKFQiHvvvZdNmzYd4BnrsPT7Zmj1SGSDmk8ehrpVc9920xbo9XIkjCb+Nat84xZYvALKl468IHKfZLlSkbC5uxEfR95PrXNg5yFJkgo8w6LyTa1atYDIvYtNmjSJOjZ37lwAEhISAKhcuTJA1LXfu+xaoTxQ7dq1Y/Xq1dx///08+eSTtG/fnlmzZhETE7P3xsCNN96YeTnqzJkzAejevXtUnVq1ajFz5kzq1KnD6aefvsf+Ro8ezZYtWxgzZgwdOnSIOnbLLbfkel46wnQaDKk/wA3nR56ruPuzFUsWhctOy/re8UmoegycWB0yNsILk+HH5ZF7GUsVy6qX+gO06A19OsJDV0XKxn4Kz30Il/0FaleC9Zvgg6/hozRofWr0ZjqSJOmI5AY3yjdXX301oVCIwYMHR11iuXDhQt5++23Kly9P8+bNAShXrhzx8fFMnz6dnbvtCpmWlkZKSvDh4itWrCA1NZX09PTAsez06dOHlJQUunTpQv/+/bnnnnuYO3cu3bp1y/X5dO7cmWOOOYaRI0fy1ltvkZCQELjc9MYbbwTgn//8Z7ab9/z000+Zn3etPP55Nfbhhx9m3bp1gbYLFy4kNTWVjIyMXM9Zh6Gv//h75IVJcO2Q6NcdL0TXPfX4SMDr/gL0fw3qVoFpj8H5ubgE9ewEaHwcvPw53D4S+rwaufz1/66H1+7N89OSJEkFjyuLyjfNmjWjU6dOjB07lsaNG9O2bVvWr19PcnIymzdvZujQoVGrZ506deLZZ5+lWbNmXHrppSxZsoTk5GRq1KiRuWnOLiNGjKBnz57ZbojzZykpKTz22GM0aNAg81mHjzzyCJMnT2bEiBG0atWKtm3b7rEPgJiYGC6//HJeeCHyP+z33HNPoM5FF11EUlISw4YN4/jjj6dVq1ZUq1aNpUuXkpaWRmpqauZltR07duSpp57i5ptv5vPPP6ds2bJMnTqV//3vf1SqVCnw7Mdbb72VDz74gPHjx9O+ffu9zlcF1JS97HK76Pnc93XP5ZHX3jRvCOHXostOrbN/G+BIkqQjhiuLyldjxoyhb9++bN26lUGDBjF69Ghq1KjBxIkT6dy5c1TdQYMG0alTJxYuXEj//v2ZPHkygwYNokWLFvs9/vr160lMTCQmJoaJEydGhdMJEyZQpkwZunTpwrJly3LVX48ePQiFQhQtWpRbbrkl2zrPP/88L7zwAhUqVGDs2LE8/PDDJCcns3XrVh544IHMek2aNOGVV16hcuXKDB8+nCeeeIJ169bxwQcfuLmNJEmSDjofnSHloYULF3LCCSfwt7/9jbfeeiu/p7NXPjrjIMrNozMkSZIKMFcWpTw0YMAAdu7cye23357fU5EkSZIOiPcsSnlg8ODBLFq0iP/85z80bdqUCy64IL+nJEmSJB0Qw6KUB+68805iYmJo2LAhr7zySn5PR5IkSTpghkUpD3jrryRJko403rMoSZIkSQpwZVES1CwPhWPzexZHlloV83sGkiRJB8SwKAme6QqlSuf3LI48JeLyewaSJEn7zbAoCaqUhdKGRUmSJGXxnkVJkiRJUoBhUZIkSZIUYFiUJEmSJAUYFiVJkiRJAYZFSZIkSVKAYVGSJEmSFGBYlCRJkiQFGBYlSZIkSQGGRUmSJElSgGFRkiRJkhRQJL8nIKkA+HU1bNie37M4fJSIg/gS+T0LSZKkg8qwKAm6DYdfMvJ7FoeHWhVh5K2GRUmSdMQzLEqCRSthwYr8noUkSZIKEO9ZlCRJkiQFGBYlSZIkSQGGRUmSJElSgGFRkiRJkhTgBjeSVFBM+gbGfQZfzIf0VVD5GDivIfRLhCplg/W3boMn34T/fAqLfoP44nDq8fD8zXBs+ZzH+WUlvDAJ3p0JP/wKhQtBwxrwYHu44KSDd36SJOmw4sqiDtiAAQMIhUJMmDAhv6ciHd7uHQNT5sLlp8HTXeCqsyB5Kpx8FyxbE11323b426Pw6ES4uAk8mwT3XAYlisK6jXse581UGPg61KkCj1wNvTrA+k3Qsi+MmnSwzk6SJB1mXFmU9tOAAQNYs2YNjz/+eH5PRYeL5r2gZkUYfVv2x/+vM5ydAIV2+3O8i0+Gc3vBM+9Hgt0ug96GT+fBF4/CX+ru2zxaNITFw6B86ayymy+CJj2g9ytw/fn71p8kSToiubIo7aeXXnqJUaNG5fc0dCQ5p0F0UNxVVrYkzE/PKtu5E4a8C5f/JRIUt++AjVtyP06DGtFBESAuBlo1jVz+un7T/p+DJEk6YhgWJakg27AJNmyG8qWyyub9AktXQ+OakPRvKJEYeTW+Ez6Zvf9jLVsLxeOgeOyBzlqSJB0BDIvKMzt37qRHjx5UqlSJmJgYqlSpwsCBA7Ot269fP2rXrk1sbCzFixenadOmvPnmm1F15syZQygUIikpKdA+KSmJUCjEnDlz9muu11xzDaFQKHAJ6WeffUZsbCyNGzdmx44dObavUKECc+bMYeXKlYRCoczX7vdtfvXVV7Rs2ZIyZcpQpEgRKlSoQKdOnVi7dm1UXxdffDGhUIglS5Zw8cUXU6pUKYoWLcqZZ57Jjz/+CEDfvn2pVq0aMTExVKtWjWHDhu3XeeswNPgd2Lodrjw7q+yHXyPvg96GKXMiG9qM6gabt8LF/eCbRfs+zoJf4bXp0O50KFw4T6YuSZIOb96zqDzTq1cvtmzZQmJiInFxcYwdO5b77ruPhIQE2rRpk1nv2muvZezYsdStW5fu3buzfv16kpOTueKKKxg5ciSdO3c+6HMdOXIkM2bMoHfv3lxwwQU0bdqUjIyMzLlPnDiRwnv4H+ZHH32Uvn37sn79enr37p1ZfsoppwDw8ccf06ZNG4oXL07Hjh059thjSUtLIzk5mZkzZ5KWlkZcXFxUn+eeey6VKlXijjvu4IcffmD8+PFccskltGrVildeeYUOHTpQtGhRRo8ezS233MLpp59O48aND84PpAO3bXtwo5lt22HLNliZEV1etmTw8lOAz+ZC32ToeCac1yirfMPmyPv6TTDrKaj+x86n5zWCOrfC42/A2DtyP9eNW6DDk1AsFh67NvftJEnSEc2VReWZrVu3Mn/+fAYPHszAgQOZMmUKRYoUYfDgwZl1ZsyYwbhx40hISCAtLY0nnniC5557jtTUVOLi4rj77rvZtm3bQZ9rXFwc48ePp1ChQnTo0IFNmzaRmJjI0qVLGTx4MHXr7nnDkKSkJMqWLUtcXBx33XVX5qtWrVoA3HjjjRxzzDF89913DBs2jN69ezNx4kT+9a9/8d133/F///d/gT4bN25MSkoK/fr1ywyH33//PWPGjGH27Nk8/fTTPP7440yYMIGdO3fy1FNPHZTfRrmXnp7O4sWLM79nZGRkrXanfAsVOke/pn4Hr3wRKN/x0/LMPubNm8eaNWvg23S4fCBb61Xmlz5tosZYvOKP+mfVh+rlmTp1auR7jQpwdn02f5IWNc9p06ZFrZRnjgGwYweb2j5KeN5imHA3VC0bfR5/yBwjh+97HGNvv5VjOIZjOIZjOIZj7HWM/BAKh8Ph/J6EDm8DBgygZ8+e9O3bN2qVDaBGjRrExsayYMECAO644w6GDBnCsGHD6Nq1a1TdK6+8kuTkZD788ENatmzJnDlzaNSoEV27dg1cdpmUlMTw4cOZPXs2DRs23O+5P/3003Tv3p2EhATmz59Phw4dSE5OzlXbRo0asWzZMlasWBFV/sUXX/DXv/6Vm266iQcffDDq2M6dOznhhBM488wzmTx5MhC5DPWDDz5g5syZNG3aNLPuc889xy233ML111/PCy+8ENVP8eLFOeWUU/j888/357QzZWRkEB8fz7o6SZResGLvDQT1qsHkvlA1m+ce7m7NBpi5MLrsn6Mjz068u210+dkJUHS3+wR/WQln9YQihSHl0eAzFqd+Gzl+1dnwco/oY1c9BR98DWvG5O58bngGRn8C4+6AxL/mro0kSToqeBmq8ky9evUCZfHx8SxfnrVqsmjRIgCaNWsWqNuwYUOSk5OZP38+LVu2PGjz3N3tt9/OW2+9xaRJk6hevTqjR48+4D6/+uorAJ5//nmef/75bOusWrUqUNaoUaOo7+XLRy4trF27dqBuiRIlWLdu3YFOVQfTMSWDD7g/piRUOWbPD75ftR4u7Bu5XHXSQ8GgCNDoOIgpAktWB48tXQMVSgfLs3P3izBqMgy+waAoSZICDIvKMznd47e/i9ehUCjHY9u3b9+vPv9s+fLlpKVFLtlbvXo1ixcvpn79+nnSd2JiIq1bt872WIUKFQJlMTEx2dbN699VBdjvm6HVI5EQ+MnDULdq9vVKFYs85uKdLyOXq9Y/NlI+Pz2y6njThVl1N26BxSsij8rY/XEZT7wBT74JPdtB90sP2ilJkqTDl2FRh9Sue/pmzJhBkyZNoo7NnTsXgISEBAAqV64MEHW99y67VigPVLt27Vi9ejX3338/Tz75JO3bt2fWrFk5Brfd5RRmGzRoAERCXmJiYp7MU0eJToMh9Qe44fxI8Nv92Yoli8Jlp2V9798JJn0D5/WB2/8WKXv63chmOT3bZdVL/QFa9IY+HeGhqyJlr0+De/4DdatAwrEw9tPoebQ8CSqVORhnKEmSDiOGRR1SV199NUOGDGHw4MFcd911mTuCLly4kLfffpvy5cvTvHlzAMqVK0d8fDzTp09n586dFPpjt8i0tDRSUlICfa9YsYKffvqJqlWrcuyxx+51Ln369CElJYWuXbvSv39/ChUqxKOPPkq3bt1yvHx0d8WKFeP333+PmhtAixYtqF69OhMnTuSuu+7ipJOiLzncunUrK1eupGrVHFaN9tPXX3/N1q1b+ctf/pKn/eoQ+vqnyPsLkyKv3R1XITosnlgdPu0H946BRyZAoVBkN9QnroNq5fY8TtqiyPsPv8K1Q4LHP3nYsChJkgyLOrSaNWtGp06dGDt2LI0bN6Zt27aZj87YvHkzQ4cOjVrV69SpE88++yzNmjXj0ksvZcmSJSQnJ1OjRo3MTXN2GTFiBD179sx2Q5w/S0lJ4bHHHqNBgwYMHToUgEceeYTJkyczYsQIWrVqRdu2bffYx6mnnkpqairt27fnrLPOonDhwlx++eUcd9xxvPjii7Ru3ZrTTjuN1q1b06BBA37//XcWLlzI5MmTuffee7n//vv381fMXsuWLVm5cqWXpxZkU/rt+fiivf8hRZSmx8NHD+25TvOGEH4tuuyhq7JWGSVJknJgWNQhN2bMGOrWrcuoUaMYNGgQRYoUoX79+owcOZLLLrssqu6gQYNYt24d77zzDv3796d69eoMGjSI6dOnB8Jibq1fv57ExERiYmKYOHFiVDidMGECjRo1okuXLpx22mmZl8JmZ8CAASxatIhJkybxxhtvEA6HOfbYYznuuONo0aIF06dPp2fPnkyZMoXXX3+dokWLUqlSJdq2bcvll1++X3OXJEmSDhUfnSEdxXx0xn7I7aMzJEmSDnOF9l5FkiRJknS0MSxKkiRJkgIMi5IkSZKkAMOiJEmSJCnA3VAlQc3yUDg2v2dxeKhVMb9nIEmSdEgYFiXBM12hVOn8nsXho0Rcfs9AkiTpoDMsSoIqZaG0YVGSJElZvGdRkiRJkhRgWJQkSZIkBRgWJUmSJEkBhkVJkiRJUoBhUZIkSZIUYFiUJEmSJAUYFiVJkiRJAYZFSZIkSVKAYVGSJEmSFGBYlCRJkiQFGBYlSZIkSQFF8nsCkgqAX1fDhu35PQsoEQfxJfJ7FpIkScKwKAmg23D4JSN/51CrIoy81bAoSZJUQBgWJcGilbBgRX7PQpIkSQWI9yxKkiRJkgIMi5IkSZKkAMOiJEmSJCnAsChJkiRJCjAsSjqy/boa7hsDLXpDqashdAVMmZN93Q+/hi5DoWF3KNweat607+Ot3wT3/Adq3QxxHaHajdD+cdi4Jec2XZ+NzOvSR/d9PEmSpIPE3VAlHdm+WwoDX4e6VaDRcfC/73Ku+9Ln8GoKNK0FVY/Z97HW/Q7n9oL0VZDUEupUgRXr4PP5sGUbFI8LtvlyAYz+BIrG7vt4kiRJB5FhUdLhrXkvqFkRRt+W/fFTjodVL0LZUjBhKnTYQ1js3wmG3wIxRSKrfHMW79tc7h8LP6+Ar56EWpWyyu/NoX44DLePhOuaw6Rv9m0sSZKkg8zLUCUd2UoViwTF3KhaNhIU98fa32HUJ5EVxVqVYOu2yGrinoyZEgmkj169f2NKkiQdRIZFScoLX8yHzVsjl562fxyKJ0Kxq+Cs++Hrn4L112+Ce8dAz3ZQeT8ueZUkSTrIDIvSPhgwYAChUIhXX32Vm2++mfLlyxMbG8sJJ5zAe++9B8DEiRM58cQTiYuLo0yZMtxyyy2BfoYNG0ZCQgJxcXEULVqUhIQEhg0bFqhXoUIFGjVqRGpqKn/5y18oWrQoxYsX569//Ss//vjjQT9f7YMffo283z8WflkF/7kdhnaFhcvhvD6RjXZ293AyFIuDO1sf+rlKkiTlgvcsSvvhgQceYOfOnXTu3JmtW7cyevRo2rVrx5AhQ+jRowft2rWjffv2vPHGGzz33HMcf/zx3HXXXQD06tWLRx55hKpVq3LzzTcDMGHCBG666SZ+/fVX+vTpEzXWypUrufDCC2nevDmXXHIJaWlpvPXWW7Rv356vvvrqkJ97vtq2HdZtDJZt2QYrM6LLy5aEQofwz8M2bIq8h0Iw6SEoWSzy/eRacMb9MPS/8Mgfl5t+vxSGvAsv3wlxMYdujpIkSfvAlUVpP+zcuZO5c+fy5JNP8vTTT/PUU0+xefNmbrnlFl5//XVefPFFHn74YaZPn058fDzDhw8HYNmyZTzxxBNUqlSJtLQ0hgwZwpAhQ0hLS6NixYoMGDCA5cuXR421bNkyHn74Yd544w369u3LG2+8wWWXXcasWbOYMWNGfpz+ITF16tTg95RvoULn6NfU7+CVLwLlv06fzeLFWRvUZGRksHjxL3sfYzdbtmxhx44dmd/nzZvHmjVrMr+np6dnjVEsspvpmrOPzwqKwNSdqyL3ME79NmuM7iPhzHrQ7gymTZuW+zH+OI85c6If/bG383AMx3AMx3AMx3CMw3+M/BAKh8Ph/J6EdLgYMGAAPXv2pG/fvvTu3TuzfNmyZVSpUoWEhATmzZsX1eaMM85gzpw5rF+/nqeffpru3btz3333MWDAgKh69957L48//jjPPPMMt956KxC5DHXHjh2sXh19CeOzzz7LrbfeysiRI7nhhhv2+3wyMjKIj49nXZ0kSi9Ysd/95Il61WBy38gmMzlZswFmLowu++foyD1/d7eNLj87Ifg4iglTocOT8MnD0LzhnuezazfURc/nbv4vfQadBsN9V8CAa6KPnX4vbNkOs56CybPh/D7w2j1wcu3d5tsz8huMvDWyKlq6eO7GlSRJOki8DFXaD/Xq1Yv6XrlyZQCqVasWqBsfH8+GDRsAWLgwEnSaNGkSqLer7Icffogqr1KlSqBuxYoVAVixIp8D3qF2TEm44KRgWZVjguWH2inHR96XrAoeW7oG6v/x98biP/6aXfF4sN6S1VDrZhh0PdzhvYySJCl/GRal/VC4cOF9Kj8QhfZw393OnTvzfDzlwrbtsHAZxBeHKn+shNarBifVhDdnRO6fLF86Uv7h1/DLSritVeT7eY3g9WwevJj0bziuAjzQHhoddyjOQpIkaY8Mi9IhVLduXQC+/vprrrzyyqhj33zzTVQd5aFHxkfe5/5xz+KYTyOPugB4sENWvW8WwVt/3Ae6YFlkM51dbU+qCa2bRT4vWQ0Jt8PfW8Do27LaD7oeWvaFsx+Amy6Edb/D/70NJ1SFWy6K1KlRIfL6sztegEpl4LLT8uCEJUmSDpxhUTqEOnTowF133cXo0aO56667KFeuHACrVq1i9OjRxMXF0bFjx/3qOyMjg2+//ZZy5cpx/PHH5+W0D3+9Xo7+/sKkrM+7h8WvfgzW3fX97y2ywmJOWjSC//aKtOk5DorHwmV/gcevi9r0RpIk6XBgWJQOoUqVKnH33XfzyCOPcNJJJ9G+fXsg8uiMZcuW8dBDD1GhQjarTrnw4Ycf0qFDBy666CL++9//5uW0C7Yp/fZeJ/xa7vrqfF7ktTc1K+bc5wUn7d/9k7ndSEeSJOkQMSxKh1i/fv2oVq0agwcP5t///jcAtWrV4vnnnycpKSmfZydJkiRF+OgM6Sh22D06Q5IkSYdMztssSpIkSZKOWoZFSZIkSVKAYVGSJEmSFGBYlCRJkiQFuBuqJKhZHgrH5u8calXM3/ElSZIUxbAoCZ7pCqVK5/csoERcfs9AkiRJfzAsSoIqZaF0AQiLkiRJKjC8Z1GSJEmSFGBYlCRJkiQFGBYlSZIkSQGGRUmSJElSgGFRkiRJkhRgWJQkSZIkBRgWJUmSJEkBhkVJkiRJUoBhUZIkSZIUYFiUJEmSJAUYFiVJkiRJAUXyewKSCoBfV8OG7fkzdok4iC+RP2NLkiQpR4ZFSdBtOPyScejHrVURRt5qWJQkSSqADIuSYNFKWLAiv2chSZKkAsR7FiVJkiRJAYZFSZIkSVKAYVGSJEmSFGBYlCRJkiQFGBYlHXl+XQ33jYEWvaHU1RC6AqbMybn+1G/h7J5Q/CqofAPcPgI2bMrdWOt+h3v+A3VvhWJXwXFJ0GUoLHbDIEmSdHhzN1RJR57vlsLA16FuFWh0HPzvu5zrfv0TnP8QJFSD/7se0lfBk2/CD7/C+732PM7OndCyL8xLh39cDCdUgQXL4Nn/wgezYP6/oFSxPD01SZKkQ8WwKBUgEyZMoEOHDnnSVzgczpN+CqTmvaBmRRh9W/bHTzkeVr0IZUvBhKnQYQ9hsec4OKYETOkHpYtHympWgK7/hg+/hgub5Nx22vcwYwE80xVuvSSrvF5VuGEofJwGl5++r2cnSZJUIBgWpQKoRYsWtGrVKqpsx44dFC5cOKrsjTfeICUlhc6dO9OgQYNDOcWCLbereRkb4aM0uLN1VlAEuK453DkKklP2HBYzNkbeK8VHl1c5JvJeLDa3M5YkSSpwDItSAdSkSRPuuuuuvdb7/vvvSUlJ4W9/+xvt27c/BDM7wsz+GbbvgFOPjy6PjYEmtWDWT3tuf2odKFEUer0cWcWsVzVyGeo9Y6BZHbjgpIM3d0mSpIPMDW4kHb1+XRN537USuLsqx8DS1XtuX740vNoD1m2E8/vAsV0jl8hWPQYm94UihffcXpIkqQBzZVEqgDZu3Eh6enpUWbFixShXrlw+zSgfbdseCWN/LtuyDVZmRJeXLQmF9uHPwDZtjbzHxQSPFY3JOr4nFeLh5FrQ7RJoUCOyYc7jb8D1z8D4u3M/F0mSpALGlUWpAHr++eepXr161OtIvsx0w4YNzJkT/WiLqVOnRj6kfAsVOke/pn4Hr3wRKF83e2Fm+/T0dBYvXpz5/ffffw+M8d3iPy4z3bItekyAzdvYWiTEjh07MovmzZvHmjVrMr//mvI1O5v3ghvOh57tyWhRnzntGsCzSTDhf/D+V9F9/nkMYNq0aXsc48/nkZGRkfNv5RiO4RiO4RiO4RhH7Bj5IRQ+ordMlA4vu3ZDbd26NYmJiVHHatSowVlnnRVVlpSUxPDhwxk/fvx+hcmMjAzi4+NZVyeJ0gvy4bmA9apFLtesWjbnOms2wMyF0WX/HA2Vj4G720aXn50ARf+0qcyEqdDhSfjkYWjeMPpYynw4+wF49Z/QMfq35a8PwMYtMPPJnOfW+2V4dCJsfDl6dXLNBih7HTzQHh65Ouf2kiRJBZiXoUoFUJ06dQJh8ah1TMngRjHHlIzcU3igG8g0rBG5r/DLhdFhceu2yOWkfw6Qf7Z8LYTDsGNndPm27ZH37TsCTSRJkg4XXoYq6egVXwIuaAxjP4X1m7LKx3wKGzZDhzOyyjZugW/To++TPKFqJCwmp0T3+/IXkfeTax28uUuSJB1krixKOjI9Mj7yPveXyPuYT+GL+ZHPD3bIqvfo1XBmTzj3QUi6ENJXwVNvRZ6veHHTrHqpP0CL3tCnIzx0VaSs83nw5Jtw03ORx2w0qA5f/QgjPo58vvy0g36akiRJB4thUdKRqdfL0d9fmJT1efew2PR4+PghuPc/cOcoKFUUupwPA67Z+xjlSsGXT0DvV+DtL+G5DyJlN5wP/TtFntcoSZJ0mDIsSjr8TOm39zrh13Lf39kJkDJgz3WaN8y+z2rlYOStuR9LkiTpMOE9i5IkSZKkAB+dIR3FDotHZ0iSJClfuLIoSZIkSQowLEqSJEmSAgyLkiRJkqQAw6IkSZIkKcBHZ0iCmuWhcOyhH7dWxUM/piRJknLFsCgJnukKpUrnz9gl4vJnXEmSJO2RYVESVCkLpfMpLEqSJKlA8p5FSZIkSVKAYVGSJEmSFGBYlCRJkiQFGBYlSZIkSQGGRUmSJElSgGFRkiRJkhRgWJQkSZIkBRgWJUmSJEkBhkVJkiRJUoBhUZIkSZIUUCS/JyCpAPh1NWzYfvDHKREH8SUO/jiSJEk6YIZFSdBtOPyScXDHqFURRt5qWJQkSTpMGBYlwaKVsGBFfs9CkiRJBYj3LEqSJEmSAgyLkiRJkqQAw6IkSZIkKcCwKEmSJEkKcIMbSYe/j76Gvsnw1Y8QFwPnN4InO0PNintvm/oDjJ4M03+Ab36G7Tsg/Fqw3i8r4YVJ8O5M+OFXKFwIGtaAB9vDBSfl9RlJkiTlO1cWJR3e3vkSLn4EtmyDx66Ff7aBT+fB2T1hxbq9t39vJoyYBKEQ1K6Uc703U2Hg61CnCjxyNfTqAOs3Qcu+MGpS3p2PJElSAREKh8Ph/J6EpPyRkZFBfHw86+okUfpgPzqjXjWY3Beqlt23ds17RVYIR9+W/fEG3WHrdpg7GGJjImVpP0HTu+GOv8FT1++5/+VroXQxKBYXed7k0PezX1mcuxgqlYHypbPKtmyDJj1gw2b4Zfi+nZckSVIB58qipMPX6vUw7xe4/LSsoAhwUi1IqAavpOy9j0plIkFxbxrUiA6KELnktVVTSF8VWWWUJEk6ghgWJR2+tmyLvBeLDR4rHgdLV8OyNQd3DsvWRsYqns0cJEmSDmOGRSkPbdiwgaSkJKpWrUpcXBzFixenRo0adOrUKareyy+/TNOmTSlevDgxMTEcd9xx9OnTJ9DfuHHjaN68ORUrViQ2NpbixYvTtGlTJk6ceKhOqWCrVAbKlICUb6PLV62HeemRz0tWH7zxF/wKr02HdqdD4cIHbxxJkqR84G6oUh668soree+997jwwgs544wz2L59O99//z3Tpk3LrNO3b1/69u3LCSecwE033UTJkiWZPHkyDz/8MAsWLGDcuHGZdUeOHMm6deu47LLLqF69Ounp6UyYMIGOHTsyceJELrvssnw4y4No23ZYtzFYtmUbrMyILi9bEgoVgpsujGw8c/9YuOE8yNgE9/wnch8jwKatB2euG7dAhycjq5qPXXtwxpAkScpHbnAj5aGSJUuSkJDAjBkzsj2+cOFC6tevz1//+lcmT54cdaxjx45MmDCBWbNmcdJJkUcxrF27ljJlykTV++mnn2jcuDH169fPcZzcKnAb3EyZAy16566/n56LbHyzdRv8YxiM+gR27owcu7BJZGfT5z6AWU9Bk1q563NPG9zsbscOuHwgfPA1vN8LzmuUu/4lSZIOI16GKuWh4sWL89NPP5GSkv3GKiNGjGD79u3cdNNNpKenR70uv/xywuEwb7zxRmb93YPimjVrWLJkCTExMSQkJDB//vyDfDYHT3p6OosXL878npGRwZw5c+CkmvBRH/ioD3MHd4h8bnwcXNgk6/sfr+k/f8+OHTsiG9uMuJXvPrmH9e/eC989Ax/0ZuOvKwkXCkGdytFj7Gbq1KlR33/99deo79OmTYuM8Yd58+axZs0a6PpveGcmq57qxOI68cHz2MMYf/6e4xh7+60cwzEcwzEcwzEc46gaIz+4sijloWHDhtG9e3c2b95MxYoVOfXUU2nbti1dunShcOHCXH755VFhMDs333wz//73vwH4+uuvufPOO0lNTWXjxujLM0OhEDt3raTtpwK3spidvT06Izs7dkD1pEi7qQNy3y43K4t3vwhPvgmDb4Dul+a+b0mSpMOM9yxKeSgpKYlLL72Ul156iSlTppCamsp7773HkCFD+PLLL9n1ZzMDBw6kevXq2fZx4oknApGVxPPOO4/NmzdzzTXX0KRJE+Lj4ylUqBCPPfYY33zzzSE7r8POk2/Cr2vgXzdGly9cFnk/vvL+9fvEG5G+e7YzKEqSpCOeYVHKY1WrVuWuu+7irrvuYufOnfz9739n7NixjBw5kjp16gBQqVIlEhMT99jP+PHjWbNmDY8++ig9e/aMOvbQQw8drOkffsZ+ChP/B+c0gJJF4eM0SJ4KN14A7c6Irnv+HzvOLno+q+zn32DMp5HPXy6IvD8yPvJ+XAW4tnnk8+vTIhvn1K0CCcdGxt1dy5Miu7NKkiQdIQyLUh7Ztm0bq1evplKlSpllhQoV4pRTTmHs2LGsXLmSrl27MmTIEB555BGuuOIKSpUqFdXHihUrKFGiBMWLF6dIkcg/nn++UnzcuHF8//33gfHT09NZunQptWrVokKFCgfhDAuoE6rC6g3Qb3xk59N6VeG5myDpwty1/+k36PVydNmu7+c2yAqLaYsi7z/8CtcOCfbzycOGRUmSdETxnkUpjyxfvpzq1atz5pln0rhxYypVqsSPP/5IcnIy4XCYr7/+mjp16tC/f38efPBBypUrR5s2bahZsya//fYbc+fOJSUlhZkzZ9KwYUOWL19OvXr12LZtG4mJiVSvXp2vv/6a999/n0qVKrF48eKoIJmUlMTw4cPp378/999/f67mfFjcsyhJkqR84cqilEdKly5NYmIiU6dO5csvv2TLli2UKVOGs88+m0cffTTzEtSePXvSsGFDBg4cyPjx49m4cSOlSpWievXqdOvWjZo1awKRS1Xfeust7rzzTl5++WV27NhB3bp1eeWVV3juueeidtSSJEmS8pori9JRzJVFSZIk5cTnLEqSJEmSAgyLkiRJkqQAw6IkSZIkKcCwKEmSJEkKMCxKkiRJkgJ8dIYkqFkeCsce3DFqVTy4/UuSJClPGRYlwTNdoVTpgz9OibiDP4YkSZLyhGFRElQpC6UPQViUJEnSYcN7FiVJkiRJAYZFSZIkSVKAYVGSJEmSFGBYlCRJkiQFGBYlSZIkSQGGRUmSJElSgGFRkiRJkhRgWJQkSZIkBRgWJUmSJEkBhkVJkiRJUkCR/J6ApALg19WwYfvBH6dEHMSXOPjjSJIk6YAZFiVBt+HwS8bBHaNWRRh5q2FRkiTpMGFYlASLVsKCFfk9C0mSJBUg3rMoSZIkSQowLEqSJEmSAgyLkiRJkqQAw6IkSZIkKcANbiQd/j76Gvomw1c/QlwMnN8InuwMNSvuvW3qDzB6Mkz/Ab75GbbvgPBr2df9939h8uxI3V9Wwt9bwOjb8vJMJEmSCgxXFg+SAQMGEAqFmDBhQn5PRTqyvfMlXPwIbNkGj10L/2wDn86Ds3vCinV7b//eTBgxCUIhqF1pz3UHvh4Jiw2qQ5HCeTN/SZKkAsqVReWpAQMGsGbNGh5//PH8noqOFM17RVYIc1rBu3dMJOSl9IfYmEhZ61Oh6d3w2Gvw1PV77v+Wi+Hey6FYXOR5k98vzbnup/2gRoVIsCx59f6djyRJ0mHClUXlqZdeeolRo0bl9zR0tFi9Hub9ApeflhUUAU6qBQnV4JWUvfdRqUwkKObGcRUjQVGSJOkoYFiUjgBbtmxhw4YN+T2NQ2/Ltsh7sdjgseJxsHQ1LFtzaOckSZJ0hDAsHmQ7d+6kR48eVKpUiZiYGKpUqcLAgQOzrduvXz9q165NbGwsxYsXp2nTprz55ptRdebMmUMoFCIpKSnQPikpiVAoxJw5c/Zrrtdccw2hUChwCelnn31GbGwsjRs3ZseOHTm2r1ChAnPmzGHlypWEQqHM1+73bX711Ve0bNmSMmXKUKRIESpUqECnTp1Yu3ZtVF8XX3wxoVCIJUuWcPHFF1OqVCmKFi3KmWeeyY8//ghA3759qVatGjExMVSrVo1hw4bt13kDfPfdd5QsWZIaNWqwfv36qGMXXHABhQoV4uWXX86x/caNG4mNjeWiiy6KKm/Tpg2hUIiOHTtGlTdv3pxixYqxdevWzLI5c+bQsmVL4uPjiYmJoVKlSnTu3JmMjIyotrv+Ok+dOpWrrrqKsmXLUqxYMf773//u7+kfviqVgTIlIOXb6PJV62FeeuTzktWHfFqSJElHAu9ZPMh69erFli1bSExMJC4ujrFjx3LfffeRkJBAmzZtMutde+21jB07lrp169K9e3fWr19PcnIyV1xxBSNHjqRz584Hfa4jR45kxowZ9O7dmwsuuICmTZuSkZGROfeJEydSuHDOm3o8+uij9O3bl/Xr19O7d+/M8lNOOQWAjz/+mDZt2lC8eHE6duzIscceS1paGsnJycycOZO0tDTi4qIvBzz33HOpVKkSd9xxBz/88APjx4/nkksuoVWrVrzyyit06NCBokWLMnr0aG655RZOP/10GjduvM/nXq9ePQYNGkRSUhKdOnXirbfeyjynSZMmcd1115GYmJhj++LFi5OQkMDMmTOjylNTUwmFQkybNi2zbOfOncyaNYtGjRoRGxtZEZs7dy5nnnkmmzZt4oorruCEE07gs88+48UXX+TLL7/kq6++yqy7S6dOnYiNjaVLly6EQiGOO+64fT7vAmfbdli3MVi2ZRusjA7NlC0JhQrBTRdGNp65fyzccB5kbIJ7/gNbt0fqbdqKJEmS9kNYB0X//v3DQLhmzZrhjRs3ZpZ///334SJFioRbtGiRWZaamhoOhULhhISEqLo//PBDuFixYuHy5cuHt27dGg6Hw+HZs2eHgXDXrl0DY3bt2jUMhGfPnr3f805LSwsXK1YsXLt27fDGjRvDrVq1CgPhESNG5Kp9w4YNw+XLl8/22HHHHReuWrVqeOXKlVHl//73v8NAuH///pllF110URgIX3755VF1r7zyyjAQLleuXHjFihWZ5Z9++mkYCF933XW5PdVstW/fPgyEn3nmmfD06dPDsbGx4RNOOCG8ZcuWvbb9xz/+EQbCM2fODIfD4fC8efPCQPiCCy4IA+Eff/wxHA6Hw59//nkYCPfo0SOz7fnnnx8GwqNGjYrq8+qrrw4D4X79+mWW7frr3LBhw1zNa0/WrVsXBsLr6iSFw1x+cF/1uoXDS1bteUKfzM59fz8tj7TZsjUc7vJMOFyoXdaxC/uGwzc/F/k868fc/yC3Dou0yY0SieHw35/Ofd+SJEmHGS9DPciuv/56ihUrlvm9bt26VKlShcWLF2eWjRs3jnA4zJ133hlVt06dOrRu3ZqVK1cyZcqUQzLfxo0b89hjj/Hjjz9yyimn8N5779GhQwe6dOlyQP1+8cUX/Pzzz7Ru3ZpNmzaRnp6e+WrVqhVxcXF89NFHgXYPPvhg1PfmzZsDkcs7y5cvn1l+zjnnUKxYscxLVPfXiy++SK1atbjnnnto3749hQsXZuLEiYFVvey0atUKIHNV8o033qBQoUI88cQThEIh3njjDQDeffddAP72t78BsGPHDr744gtq1aoVWEHe1fbtt98OjHfbbbflal4FUXp6etQ/AxkZGZHLp0+qCR/1gY/6MHdwh8jnxsfBhU2yvv/xmv7z95HLomNjYMStfPfJPax/91747hn4oDcbf11JuFAI6lSOHmM3U6dOjfr+66+/Rn2fNm1a1KXX8+bNY82arHsgf//99+zPYw9j/Pn73sbI8bdyDMdwDMdwDMdwjKNqjHyR32n1SLVrZfGVV14JHGvYsGG4QoUKmd/btm0bBsKzZs0K1H344YfDQHjIkCHhcPjgryzusmulq3r16uHff/891+1yWlkcMmRIGNjjq3Hjxpn1d60s7lpR3WX8+PGBlbZdypcvH27UqNE+nGX2UlNTw4UKFQoD4aeeeirX7bZs2RIuWrRo+Nxzzw2Hw+Fwy5YtwyeccEI4HI6sqv7tb38Lh8Ph8BlnnBEuUaJEeMeOHeFwOBz+8ccfM1cgs3PMMceEq1Wrlvl911/nqVOn7s/pRSlwK4vZOffBfV/B2749HK5yQzh8xn371s6VRUmSpEzes3iQ5XSPXzgc3q/+QnvYtn/79u371eefLV++nLS0NABWr17N4sWLqV+/fp70nZiYSOvWrbM9VqFChUBZTExMNjXz/nfd3auvvsrOnTsBAvcg7klsbCyNGjXiq6++YufOnXz55ZeZ96WedtppfPLJJ+zYsYO0tDROPvlkChU6sIX9UqVKHVD7I9qTb8Kva+BfN0aXL1wWeT++8qGfkyRJ0mHGsFgA1KpVC4AZM2bQpEmTqGNz584FICEhAYDKlSP/k7v7svYuixYtypP5tGvXjtWrV3P//ffz5JNP0r59e2bNmpVjcNtdTmG2QYMGQCTk7WmjmPz28ccfM2TIEE4++WTKlCnDyy+/TKtWrejUqVOu2v/1r39lxowZPPvss6xZs4ZLLrkEgIsuuojk5GSee+45Nm7cmHk5LUCNGjUoWrQoCxcuDPS3bNky1q5dS926dfPk/I5IYz+Fif+DcxpAyaLwcRokT4UbL4B2Z0TXPb9P5H3R81llP/8GYz6NfP5yQeT9kfGR9+MqwLXNs+q+PQPSFkU+b9sO3yzKqtumGTSumXfnJUmSlM+8Z7EAuPrqqwmFQgwePJgtW7Zkli9cuJC3336b8uXLZ4aLcuXKER8fz/Tp0zNXvwDS0tJISQk+gHzFihWkpqaSnp6eq7n06dOHlJQUunTpQv/+/bnnnnuYO3cu3bp1y1X7YsWK8fvvv0fNDaBFixZUr16diRMnZq5a7m7r1q0sXbo0V2Psi6+//prU1NRc1V2zZg3XXnstJUqUYOLEiSQnJ1OhQgVuvfVWfv7551z1ses+xMcee4wiRYpkfm/Tpg2FChXiscceA+DSSy/NbFO4cGHOOussfvrpJ8aMGRPV39133004HM5xNXZ3+/rX+ohxQlVYvQH6jYfbR8J3S+G5m2DYLblr/9Nv0OvlyGv6D5GyXd9HToquO3Fa1rGt22HWT1nfvzqw+2UlSZIKGlcWC4BmzZrRqVMnxo4dS+PGjWnbtm3mozM2b97M0KFDo1b1OnXqxLPPPkuzZs249NJLWbJkCcnJydSoUYMFCxZE9T1ixAh69uxJ165d9/ocwpSUFB577DEaNGjA0KFDAXjkkUeYPHkyI0aMoFWrVrRt23aPfZx66qmkpqbSvn17zjrrLAoXLszll1/Occcdx4svvkjr1q057bTTaN26NQ0aNOD3339n4cKFTJ48mXvvvZf7779/P3/F7LVs2ZKVK1fm6vLUjh07snz5csaMGZO52vviiy9y6aWX0q5dO1JTU/d66Wjz5s0pUaIES5YsoVGjRpQsWRKA8uXLU6dOHb7//nvKlCnD6aefHtVuyJAhnHHGGdxwww28++671K1bly+++IIpU6bQoEED7rnnnr3Of1/+Wh9WpvTb8/G/1IVPH8ldX7uvKO7SvCGEX8td+9G3RV6SJElHAcNiATFmzBjq1q3LqFGjGDRoEEWKFKF+/fqMHDmSyy67LKruoEGDWLduHe+88w79+/enevXqDBo0iOnTpwfCYm6tX7+exMREYmJimDhxYlQ4nTBhAo0aNaJLly6cdtppmZfCZmfAgAEsWrSISZMm8cYbbxAOhzn22GM57rjjaNGiBdOnT6dnz55MmTKF119/naJFi1KpUiXatm3L5Zdfvl9zzwuPP/44H3/8Mddcc03UJacXX3wxt912G4MHD+buu+/mqaee2mM/hQoVokmTJqSkpHDWWWdFHTvzzDP5/vvvM587ubsGDRrwxRdf8M9//pP33nuPjRs3UrZsWf7+97/z9NNPH7a7nkqSJOnwFQrnxY4gkg5LGRkZxMfHs65OEqUXrDi4g9WrBpP7QtWyB3ccSZIk5QnvWZQkSZIkBRgWJUmSJEkBhkVJkiRJUoBhUZIkSZIUYFiUJEmSJAX46AxJULM8FD7Ij+eoVfHg9i9JkqQ8ZViUBM90hVKlD/44JeIO/hiSJEnKE4ZFSVClLJQ+BGFRkiRJhw3vWZQkSZIkBRgWJUmSJEkBhkVJkiRJUoBhUZIkSZIUYFiUJEmSJAUYFiVJkiRJAYZFSZIkSVKAYVGSJEmSFGBYlCRJkiQFGBYlSZIkSQFF8nsCkgqAX1fDhu0Hf5wScRBf4uCPI0mSpANmWJQE3YbDLxkHd4xaFWHkrYZFSZKkw4RhURIsWgkLVuT3LCRJklSAeM+iJEmSJCnAsChJkiRJCjAsSpIkSZICDIuSJEmSpAA3uJF0+Pvoa+ibDF/9CHExcH4jeLIz1KyYu/bz0+HOF+CLbyG2CPztFPi/zlAhPqvOQ69ExsjJF4/CWQkHcBKSJEkFi2FRBdKAAQPo2bMn48ePp3379vk9HRVk73wJbR+DprXgsWshYyMMeRfO7gmznooOfNlJXwnnPAjxxaF/J9iwCZ58C2b/DKkDITYmUu+K06FOlWD7nuNgw2ZoVifvz02SJCkfGRalAuTiiy/mgw8+yPZY1apV+dvf/sbw4cNz1ddFF13Ef//737ycXv5o3iuyQjj6tuyP3zsGaleClP5Zwa71qdD0bnjsNXjq+j33338i/L4ZZj4BNSpEyv5SF1r2hdGfQNKFkbLGNSOv3f2yEtJXwY0XZI0tSZJ0hDAsSgVQ7969KVWqVFTZMcccQ926dTnhhBOiyh9++OHMNrtLSDgKLolcvR7m/QJ3XxYd1k6qBQnV4JWUvYfFidPg0lOzgiLABSfBCVUheWpWWMzOy59DOAydzjmg05AkSSqIDItSAdS1a1eOPfbYbI+dc050MBk4cCAAd91110GfV4GzZVvkvVhs8FjxOJj7CyxbA5WPyb79klXw2zo49fjgsb/Uhfdm7nn8cZ9B9fJwzon7Nm9JkqTDgLuhqkDbuXMnPXr0oFKlSsTExFClSpXMcPRn/fr1o3bt2sTGxlK8eHGaNm3Km2++GVVnzpw5hEIhkpKSAu2TkpIIhULMmTNnv+Z6zTXXEAqFePzxx6PKP/vsM2JjY2ncuDE7duzYr76Vg0ploEwJSPk2unzVepiXHvm8ZHXO7X9dE3mvkk2YrHIMrN6QFUj/bO5i+OZnSDwbQqF9nrokSVJB58qiCrRevXqxZcsWEhMTiYuLY+zYsdx3330kJCTQpk2bzHrXXnstY8eOpW7dunTv3p3169eTnJzMFVdcwciRI+ncufNBn+vIkSOZMWMGvXv35oILLqBp06ZkZGRkzn3ixIkULlw4V30tW7YsUFahQgXi4uLyetoFy7btsG5jsGzLNliZEV1etiQUKgQ3XQgDX4f7x8IN50HGJrjnP7B1e6Tepq05j7frWFw29xsWjcmqk93xcZ9F3r0EVZIkHaFcWVSBtnXrVubPn8/gwYMZOHAgU6ZMoUiRIgwePDizzowZMxg3bhwJCQmkpaXxxBNP8Nxzz5GamkpcXBx3330327blsDqUh+Li4hg/fjyFChWiQ4cObNq0icTERJYuXcrgwYOpW7durvtq1qwZ1atXj3olJ+/hsQ2HmfT0dBYvXpz5PSMjI7Kim/ItVOgc/Zr6HbzyRaB81psfRVZqH74KupxP+PHX4YRucOrdUKQwG648LdJ5yaLRY+wm7fs/ViT/WD2cOnVq1sHNkbIdsVkBf968eaxZsyZyn+JLn7OtXhUWl8n612h2Y0T1mc33adOmRa04Z46xt9/KMRzDMRzDMRzDMY6qMfJDKBwOh/N7EtKf7Xp0Rt++fQMbt9SoUYPY2FgWLFgAwB133MGQIUMYNmwYXbt2jap75ZVXkpyczIcffkjLli2ZM2cOjRo1omvXrgwbNiyqblJSEsOHD2f27Nk0bNhwv+f+9NNP0717dxISEpg/fz4dOnTIddDbtRvqs88+S5kyZaKOnXPOOVSrVi3QpkKFyMYsK1as2Oe5ZmRkEB8fz7o6SZResO/t90m9ajC5L1Qtm3OdNRtg5sLosn+OjtxzeHfb6PKzE6DobvcqLl8L3y+NXJp6QlW4ehC8mgLrxkDJYtmPt2QVHNsVBl4L91wefezaIZF7Flf9J9jui/nw1wdgwDVw3xU5n48kSdJhzMtQVaDVq1cvUBYfH8/y5cszvy9atAiIrMb9WcOGDUlOTmb+/Pm0bNnyoM1zd7fffjtvvfUWkyZNonr16owePXqf+2jdunWOG9wc0Y4pGdmJ9M9lVY4Jlv9ZpTKRF8COHTBlDpxWN+egCFCtHFQoDV8uDB5L/QGa1Mq+3bjPIvcpXv3XPc9JkiTpMOZlqCrQcrrHb38XxEN72Ihk+/bt+9Xnny1fvpy0tDQAVq9eHXXJgQ6RJ9+MbF7zzzbR5QuXRV67a3cGvPNl5JmJu0z6JrJK2eHMYN/btsP4qZGVzd0ftyFJknSEMSzqsFerVmT1Z8aMGYFjc+fOBbKeOVi5cmWAqGvId9m1Qnmg2rVrx+rVq7n//vvZunUr7du3PyT3TB61xn4Klz8Gg96G4R/BlU/CfWPhxgsiQXB35/eJvHbXs13kMRstesO/3oUBE6HDk9DoOLj+vOB4H3wd2W21k6uKkiTpyGZY1GHv6quvJhQKMXjwYLZs2ZJZvnDhQt5++23Kly9P8+bNAShXrhzx8fFMnz6dnTt3ZtZNS0sjJSUl0PeKFStITU0lPT09V3Pp06cPKSkpdOnShf79+3PPPfcwd+5cunXrdmAnqZydUDXyiIt+4+H2kfDdUnjuJhh2S+7aVy8Pn/aD4ytHQubjb0CrpvBRn5x3QY0pkv2qoyRJ0hHEexZ12GvWrBmdOnVi7NixNG7cmLZt22Y+OmPz5s0MHTqUmJis/+nv1KkTzz77LM2aNePSSy9lyZIlJCcnU6NGjcxNc3YZMWIEPXv2zHZDnD9LSUnhscceo0GDBgwdOhSARx55hMmTJzNixAhatWpF27Zt99iHsjGl356P/6UufPpI7vpa9Hz25Q1qwAe9sz/2Zy/3yF09SZKkw5xhUUeEMWPGULduXUaNGsWgQYMoUqQI9evXZ+TIkVx22WVRdQcNGsS6det455136N+/P9WrV2fQoEFMnz49EBZza/369SQmJhITE8PEiROjwumECRNo1KgRXbp04bTTTsu8FFaSJEkqyHx0hnQUK3CPzpAkSVKB4T2LkiRJkqQAw6IkSZIkKcCwKEmSJEkKMCxKkiRJkgIMi5IkSZKkAB+dIQlqlofCsQd3jFoVD27/kiRJylOGRUnwTFcoVfrgj1Mi7uCPIUmSpDxhWJQEVcpC6UMQFiVJknTY8J5FSZIkSVKAYVGSJEmSFGBYlCRJkiQFGBYlSZIkSQGGRUmSJElSgGFRkiRJkhRgWJQkSZIkBRgWJUmSJEkBhkVJkiRJUoBhUZIkSZIUUCS/JyCpAPh1NWzYfnDHKBEH8SUO7hiSJEnKM4ZFSdBtOPyScfD6r1URRt5qWJQkSTqMGBYlwaKVsGBFfs9CkiRJBYj3LEqSJEmSAgyLkiRJkqQAw6IkSZIkKcCwKEmSJEkKcIMbSYe3mQuhzyvw5ULYsBlqV4IbL4BbL4bChffcNnRFzscuaAwfPRT5vHQ13PMfmLEg8rlwITihKtx6CVzXHEKhvDobSZKkAsOwqAMyYMAAevbsyfjx42nfvn1+T0dHm5kL4cz7oW4VuPdyKB4L78+C7iNh4TIY0mXP7cd0D5Z9uQCGvAsXNskqW5kB6aug/RlQozxs2wEfpUHnf8F3S6D/NXl6WpIkSQWBYVFSwdW8F9SsCKNvy/748x9G3j97BMqWiny+6SI490EY/cnew+I15wbLpsyJrBQmnp1V1rgmTOkXXa9bK2jdH55+D/ol7n0VU5Ik6TDjPYuSDl8ZG6FoLJQpEV1e5RgoFrvv/W3ZBhOnwbkN4Njye69fswJs3AJbt+/7WJIkSQWcYVHS4at5w0hgvOk5mJ8OP/8Gz30Ar02H+/dwP2JO3psJa3+HTn/N/vimLZFLUhf9Bi9+AqM+gTNOgGJxB3YekiRJBZBhUXli586d9OjRg0qVKhETE0OVKlUYOHBgtnX79etH7dq1iY2NpXjx4jRt2pQ333wzqs6cOXMIhUIkJSUF2iclJREKhZgzZ85+zfWaa64hFArx+OOPR5V/9tlnxMbG0rhxY3bs2JFj+5tuuolQKMQ333yTWbZw4UJCoRCFChVi6dKlmeXTpk0jFArRvXv0vXEvv/wyTZs2pXjx4sTExHDcccfRp0+fbMf76KOPOOussyhVqhQxMTFUrVqVW2+9la1bt+7P6R9Zul4A3S6BF6fAibdDzZuh23B4ugt0v3Tf+xv3GcTFQPszsz8+5F2o0Blq3Ry5X/H0E+CVfx7IGUiSJBVYhkXliV69evHaa6+RmJhIjx49KFSoEPfddx9vvfVWVL1rr72W3r17U6RIEbp37851113HokWLuOKKKxg9evQhmevIkSM54YQT6N27N1999RUAGRkZJCYmEhcXx8SJEym8h/vPLrnkEoCoc3v99dcJhUKEw2HeeOONzPJ33nkHgFatWmWW9e3bl06dOrFx40Zuuukm7rvvPo499lgefvhhOnXqFDXWqFGjaNWqFYsXL6Zz58488MADNG7cmH//+99ccMEFB/xbFCjbtkdW7XZ/bdseuTT0z+U7d0baFC4Mx1eGi5rAi7fBq/+E1qfCbSPgjen7Nn7GRnj3K2jVNHhZ6y6JZ8NHfeClO+HqP1YfNxnaJUnSESosHYD+/fuHgXDNmjXDGzduzCz//vvvw0WKFAm3aNEisyw1NTUcCoXCCQkJUXV/+OGHcLFixcLly5cPb926NRwOh8OzZ88OA+GuXbsGxuzatWsYCM+ePXu/552WlhYuVqxYuHbt2uGNGzeGW7VqFQbCI0aM2GvbzZs3h2NjY8Pnn39+ZtnFF18crl27drhatWrhyy67LLP8rLPOChcrVizzvBYsWBD4XXbp0KFDOBQKhb/++utwOBwOr1+/PhwfHx8+8cQTw1u2bImqe9ddd4WB8Pjx4/fr/HdZt25dGAivq5MUDnP5wXvV6xbe8cuKzHF/+eWX8M8//xw1jx9feCv3/f20PPy///0vvOPR8eFw5evD4fUbw3Pnzg2vXr060mHzXuHtlTqHf174Y9QYf/57JiUlJevLCx9H+p4wNbPof//7X3j79u2Z36PGCIfD669+Iryt6vXh8MbNuRsjm+97GyO738oxHMMxHMMxHMMxjr4x8oNhUQdkV1js27dv4Fj16tXDxx9/fOb37t27h4HwsGHDAnU7duwYBsIffvhhOBw++GExHA6HhwwZEgbCCQkJYSDcoUOHXLdt2rRpuEyZMpnfK1SoEO7UqVO4Xbt24SpVqoTD4XB4x44d4ZIlS4ZPP/30zHr33XdfGAi/8sor4V9++SXq9dJLL4WB8EMPPRQOh8PhESNGhIHwo48+GqibmpoaBsJ///vfD+g3OJRhMbxk1Z4ns3p9OPzR19GvxneEwxf2DZZv+iM8V+8aDl/9f8G+/u+P4PnD0tz/GOf3CYfjO4XDm7fmvs0HsyLj/Per3LeRJEk6TPjoDOWJevXqBcri4+NZvnx55vdFixYB0KxZs0Ddhg0bkpyczPz582nZsuVBm+fubr/9dt566y0mTZpE9erV9+ky2LPPPpuvvvqKadOmUaxYMVasWMFFF13E77//zsSJE/nhhx9IT09nw4YNnHPOOZntvv32WwCuuuqqHPtetmwZALNnzwbggQce4IEHHsi27ooVK3I95wLvmJJwwUnBsirHBMt3Wb4WduwMlm/7Y3fS7Tnfexrl19XwyRzo3CJyz2Ju7boEdd3G3LeRJEk6TBgWlSdyuscvHA7vV3+hUCjHY9u3581jCpYvX05aWhoAq1evZvHixdSvXz9XbVu1asXTTz/NO++8Q1xcHIULF6Z169Zs3ryZf/zjH7z++uv89ttvALRu3Tqz3a7fY+DAgVSvXj3bvk888cSounfeeWe2ARugZs2auZrvEeuEqvBRGqxaD+X+eM7ijh2QPBVKFYvcz7jLwkgIjyrb5ZWUyH2Qnc4JHgNYsQ4qxAfLR34ceSZj09oHdh6SJEkFkGFRh0ytWrUAmDFjBk2aNIk6NnfuXAASEhIAqFw58j/0a9asCfSza4XyQLVr147Vq1dz//338+STT9K+fXtmzZpFTMzeV5bOO+88ihUrxpQpU4iNjaVevXqUKVMGgNq1azNp0iTWrl1L6dKlOfPMrJ0169SpA0ClSpVITEzc4xi7gmvJkiX3Wveodd/lcM0QOO1eSGoZebbiy1/AzIXwyNUQs9u/4s7/Y7fZRc8H+xn3GVQtC80bZD/OoxMg5Vu4+GSoUQFWr488j3HGAritFdSpkvfnJkmSlM/cDVWHzNVXX00oFGLw4MFs2bIls3zhwoW8/fbblC9fnubNmwNQrlw54uPjmT59Ojt3Zl1mmJaWRkpKSqDvFStWkJqaSnp6eq7m0qdPH1JSUujSpQv9+/fnnnvuYe7cuXTr1i1X7WNiYjjppJP4+uuv+eqrr6IC4emnn86MGTOYPXs2J598MoUKZf1j1rVrV4oUKcIjjzzC+vXrsz2PjRsjlzQmJiZSunRpnn322ajHceyyfv16Vq1alfk9PT2d1NTUI+vS1L3pdC78txccWw6eeBPuehE2bIbnboIH2ueuj++WRMLlVWdBoRz+lfi3U6DyMfDCZLh1ODw6EWKLwKhuMKRL3p2PJElSAeLKog6ZZs2a0alTJ8aOHUvjxo1p27Yt69evJzk5mc2bNzN06NCoVb1OnTrx7LPP0qxZMy699FKWLFlCcnIyNWrUYMGCBVF9jxgxgp49e9K1a1eGDRu2x3mkpKTw2GOP0aBBA4YOHQrAI488wuTJkxkxYgStWrWibdu2ez2fc845h2nTpgFw8cUXZ5ZfdNFFjBs3DiAz/O5Sr149+vbty4MPPkjt2rVp06YNNWvW5LfffmPu3LmkpKQwc+ZMGjZsSJkyZRg6dCg33HAD9evXp23bttStW5c1a9bw/fffM2XKFF588UXat4+Eoocffpjhw4fTv39/7r///r3O/7Awpd/e61x0cuS1N9mtKALUqwbh1/bctmWTyEuSJOkoYljUITVmzBjq1q3LqFGjGDRoEEWKFKF+/fqMHDmSyy67LKruoEGDWLduHe+88w79+/enevXqDBo0iOnTpwfCYm6tX7+exMREYmJimDhxYlQ4nTBhAo0aNaJLly6cdtr/s3fv8TnWfxzHX/dmJzMz5jDM+Twk5VDIac5nOcRUJIuIyCk5JGVJcqj8ciYSNoVE5JDDyKJyJmdGzmyOm23X74+73dyuzYbNhvfz8bgf9+7v9T1euzb7uL7f71XJNhU2MU2aNOGzzz7D2dnZ7jmKTZo0wdHRkdjYWJo2bWoqN2jQIEqXLs2oUaMIDg7m+vXreHh44OvrS48ePezWIXbo0IGCBQsybNgwfv75ZyIjI3F3d8fHx4fXXnvN7o6miIiIiEhKshgPugOJiDz2IiMj8fT0JKJIIJkPpuL01eJ5YM1w67pAEREREXksaM2iiIiIiIiImChYFBERERERERMFiyIiIiIiImKiYFFERERERERMFCyKiIiIiIiIiR6dISJQwBscnVOv/oI5Uq9uEREREUkVChZFBL7qAh6ZU7cNd5fUrV9EREREUpSCRREBn6yQOZWDRRERERF5rGjNooiIiIiIiJgoWBQRERERERETBYsiIiIiIiJiomBRRERERERETBQsioiIiIiIiImCRRERERERETFRsCgiIiIiIiImChZFRERERETERMGiiIiIiIiImChYFBEREREREZMMad0BEUkH/r0IV2NStw13F/B0T902RERERCTFKFgUEegxBU5Epl79BXPAtO4KFkVEREQeIwoWRQSOnoeD59K6FyIiIiKSjmjNooiIiIiIiJgoWBQRERERERETBYsiIiIiIiJiomBRRERERERETLTBjYg83rYdgmHzYOshuHoTCuWEN/2he31wdEy6fFwcTFppfe0/BRmd4ZkCMLYTPFPwdr6D/8LA2bB6J0TdgvKFYEQ7qFkm1YYmIiIikpYULIrI42vbIXjxfSjqAwNaWAO95X9Br2lw6DSM75x0HW98Dd+th9dqQI8GcC0K/joCZyNu5zlxHl54HxwdoF8zcHeFGWug7kew+kN4yS+1RigiIiKSZhQsikj6VWMIFMgBM99J+Pikldb39R9DVg/r12/Vg+qDYebapIPFBaEway380B9aVE4836c/wOVrsGscFM9jTetSB0q8A71nwLbP72tYIiIiIo8DrVkUkcdX5HVwdYYs7vbpPl7g5px0+S+WQMWi1kAxLg6u3Uw434a98GzB24EiQEYXaFoB/jwMB049+BhERERE0ikFiyLy+KpR2howvvUN7A2HY2fhmxXwwxZ4v+W9y0Zeh7CDUKEIDJoDnh0gU3so1M16x/FOUbcSDj4zuljftx1OmfGIiIiIpCMKFkUewO7du7FYLHTp0sUu/bnnnsNisdCvXz+79GLFipEnz+27UocOHaJ58+Z4e3uTIUMGvLy8aNKkCceOHbMrd/DgQdq1a0fBggVxd3fHycmJvHnz0qtXL27dupV6A3xcdPG3rjOc9RuU6gkFukKPKTChM/RqfO+yh06DYcC8jTB9DXz2Gnz3LmTPDK98Ab/8eTtv8dyw4xhcuWFfx8a91veTF1JyVCIiIiLpgtYsijwAPz8/cuTIwaZNm2xpN27cYNeuXVgsFtavX29LP3/+PIcOHaJZs2YA7N27lypVqhATE0Pz5s0pUqQIBw4cICQkhMqVK7Njxw6yZ88OwObNm1m9ejW1atWiSJEiREdHs3r1aiZMmMCRI0dYsmTJox14aroVAxHXzWlRt+B8pH161kzg4GDd7bRwLqhXDlq/YJ2S+v0GeGcq5MoCzSsl3t7V/6acXrgCv38KlYpZPzetAAW7wcchUL+8Na1bffhpK7QdA5+0t25wM3G5dQdWgBvRDzt6ERERkXRHdxZFHlCFChXYv38/kZHWQOaXX34hOjqa2rVrs2PHDqKjrQHE4sWLiYuLw9/fH4A33niDmJgY/vjjD7799luGDh3K7NmzWbJkCWfPnuWDDz6wtdG8eXNOnz7NvHnz+Pjjj/nss8/Ytm0b/v7+LF26lEOHDj36gT+guLg429fh4eEcP37c9jkyMpIjc5ZD9o72r037rXf+7k4/fp7ff/+duJEhMOpH+L43e57PyaU6peDHgVC1JLFdv+H44SN2bezatet2h+KnlRbMaQsUN23aBJncoMnzEHaQ3zduIjY2FhqUhy/fJO63XVC+LxTvAT//yeX+jax1ZHJNuI34Ou/x+ffff7e28Z89e/Zw6dKle54rtaE21IbaUBtqQ208fW2kBYthGEZad0LkcTR27Fj69OnD7Nmz6dChA4GBgcyfP5+QkBDq1q3L0qVLadSoEa+88goLFiwgPDwcJycncubMSYMGDZg0aZKpzkqVKuHh4cG+fftMx27cuMGlS5eIi4tj3rx59OvXj6lTp9K5czIeD5GIyMhIPD09iSgSSOaD5x64niQVzwNrhkPurInnuXTV+iiMO703E3J5WR9XcaeqJa13EfMFQrWS8F1v++Njf4I+M+DA11DEJ+H2Tl2EPG9C5WKw+VP7YwNnW4PQy7PB847Nc67dtE5Hdc4A5QrAtNXW9ZI/fwANn7vXGRARERF57GgaqsgDat68OX369GHFihV06NCB0NBQypcvT61atXB3d2fZsmU0atSILVu2kD9/fnLnzs0vv/yCYRgsW7YMX1/fBOvNkSOH7evo6GjeffddfvzxR86cOcPd/7dz4cITtFbOKxP4P2NO8/Eyp8c7cxli48zpt2Ks7zGx5mPxcme1TlU9edF87NRFazDq4Waf7u4KLxS//XnVDusdyiolEm9HRERE5DGlYFHkARUsWJC8efOyefNmIiMj+eeff2jTpg2Ojo4888wzbNy4kZMnT3Ls2DHatm0LYAv2/P39eeONNxKs19399p2sgIAAQkJCqFGjBu+++y65cuXC2dmZLVu2MH78eLvpDk+lYrnh1+3WdYfZ/nvOYmwsLNhkDfQK57qd99Bp6/udaW2rwPif4de/oU45a9r5SFj8B9QqbV0XmZhN++CH36FbPfu7jyIiIiJPCAWLIg+hUqVK/PDDD8ycOZOYmBjbJjbVq1dn9OjRfP/99xiGQd26dQEoW7YsFouFW7du0a5duyTrX7ZsGX5+fqxdu9YuPaFpqk+lgS2gw3ioNAAC61jv8n2/0Tqd9eP24HTHr7jaw6zvR++Y/vv+y9bA8uXR0KeJNej7ZoX1zuTIgNv5jp2FNmOsm9/kygK7T1jzlc0PIzs8kqGKiIiIPGra4EbkIfj7+2MYBp999hnZsmWjXLlyADRp0oSYmBjGjx+Pg4MDTZs2BSBPnjxUqFCBDRs2sGzZMlN9cXFxdoufHRwcTFNPL1++zJQpU0xlo6KiCAsLY+/evSk4wnQuoDr8MgTyZoPRi6HvLOsup9+8BR+0Srp8ziyw8RPwLwtjl8IH31nrWjcCnil4O1/mjNbpsF8tg7cnw6Iw6NkI1n1snqoqIiIi8oTQBjciD+H06dPkzp0bwzCoX78+y5cvtx3LkiULERERFCtWjP3799vS9+3bR9WqVbl8+TL16tXj2WefJTY2lsOHD7N27VqaN2/O5MmTAWjWrBlLliyhevXq1KpVi9OnTxMSEkLmzJk5dOgQI0eO5P333wdg165dlClThtKlS7Nz585k9T9dbXAjIiIiIumKpqGKPIRcuXJRsGBBDh8+TM2aNe2OPf/886xevZoXX3zRLr1EiRL8/fffDBgwgDVr1rBy5UqcnJzw9vamRo0adOrUyZZ39uzZdOvWjRUrVhAaGoq3tzevvPIKVapU4ZVXXnkkYxQRERGRp5PuLIo8xXRnUUREREQSozWLIiIiIiIiYqJgUUREREREREwULIqIiIiIiIiJgkUREREREREx0W6oIgIFvMHROfXqL5gj9eoWERERkVShYFFE4Ksu4JE5ddtwd0nd+kVEREQkRSlYFBHwyQqZUzlYFBEREZHHitYsioiIiIiIiImCRRERERERETFRsCgiIiIiIiImChZFRERERETERMGiiIiIiIiImChYFBERERERERMFiyIiIiIiImKiYFFERERERERMFCyKiIiIiIiIiYJFERERERERMVGwKCIiIiIiIiYZ0roDIpIO/HsRrsakTt3uLuDpnjp1i4iIiEiqUbAoItBjCpyITPl6C+aAad0VLIqIiIg8hhQsiggcPQ8Hz6V1L0REREQkHdGaRRERERERETFRsCgiIiIiIiImChZFRERERETERMGiiIiIiIiImGiDGxF5fG07BMPmwdZDcPUmFMoJb/pD9/rg6HjvsmEHYOYa2HIAdhyDmFgwfki6zY17odoH1q/PzQTvzA89DBEREZH0SHcWRZIpKCgIi8VCSEhIWndFwBoovvg+HD0LA1rAmNetwWKvadBnZtLll22DqavBYrGWS464OHhnKri7PlTXRURERB4HChZFJH2qMQQ6fpn48Ukrre/rP4beTeCterBoILxUCmauTbr+bvUhYjZsHQ11nklenyb/CifOw5u1k5dfRERE5DGmYFFEHk+R18HVGbK426f7eIGbc9Llc2YBN5fkt3fxCgyeCx+9Ym5TRERE5AmkYFFEHk81SlsDxre+gb3hcOwsfLMCftgC77dM+faGfA+5ssBbdVO+bhEREZF0SMGiyH2Ki4ujT58+5MyZEycnJ3x8fBg1apTt+K5du7BYLAQGBprKBgYGYrFY2LVrly2tfv36WCwWTp48Sf369fHw8MDV1ZUXX3yRw4cPAzB8+HDy5MmDk5MTefLkYfLkyak/0PSuiz/0aACzfoNSPaFAV+gxBSZ0hl6NU7atHUet016/6JT0xjkiIiIiTwjthipyn4YMGUJUVBTt2rXDxcWFOXPmMHDgQEqWLEnTpk0fuN7q1auTM2dO3n33XQ4cOEBwcDANGjSgYcOGzJs3j9atW+Pq6srMmTPp1q0blStXpmzZsik4sjR0KwYirpvTom7B+Uj79KyZwMHBGrQVzgX1ykHrF6xTUr/fYN2AJlcWaF4p5frXcxo0KA91y6VcnSIiIiLpnO4sityn6Oho9u7dy7hx4xg1ahS//fYbGTJkYNy4cQ9Vb9myZQkNDWXEiBG24PCff/5h9uzZ7Ny5kwkTJvDZZ58REhJCXFwcY8aMSZkBPQIHDx7k0qVLts/h4eEcP37c9vnaym2QvaP9a9N+mLfRnH78PADH3x6HMepH+L43vFaTPaW9uDT9LahaErpPIfzoMbs2IiMj7e7oAmzatOmen3///Xfivl9v7cuYjuzZs8duHKdOnUqRNmJjY22f727j7nOlNtSG2lAbakNtqI2ns420YDEMw0jrTog8DoKCghg0aBDDhw9n6NChdsfy5cuHs7MzBw8eZNeuXZQpU4YuXbqYposGBgYyZcoUdu7cSenSpQHrNNQVK1awbds2ypcvb8v7zTff0K1bNzp16sT06dPt6smYMSPPPfccGzZseKgxRUZG4unpSUSRQDIfPPdQdSWoeB5YMxxyZ713vktXrY/CuNN7MyGXF/RrZp9etaT1LmK+QKhWEr7rbX987E/QZwYc+BqK+CSvnz2mwNfLE37OYnw7nwTcThv3E4z/Gf783LpRTlLjExEREXkMaRqqyH0qXry4Kc3T05MzZ848VL1lypSx++zt7Q1AoUKFTHnd3d2JiIh4qPbSFa9M4P+MOc3Hy5we78xliI0zp9+Ksb7HxJqPPYgT52HuBuvrbuX7wjMF4O8vUqYtERERkXREwaLIfXJMZIOT+Jv0Fosl0bIxMTGJHnNycnqg9p5axXLDr9vhwhXI5mFNi42FBZvAw826njHeodPW9zvTkuvHAea0eRthfih82xPyZrv/OkVEREQeAwoWRVJYrlzWgOTOeerxjh49+oh78wQb2AI6jIdKAyCwjvXZit9vtE5n/bg9ON3x6632MOv70Um3046dhdnrrF9vPWh9/zjY+p4/O7xaw/p1Qhvl/H3E+t6gPHhnTrEhiYiIiKQnChZFUli2bNnw9PRky5YtxMXF4eBg3Udq+/bthIaGplq7f//9N9HR0VSsWDHV2khXAqpbA7WgH2D0YuszF4vngW/egrfqJV3+yFnrsxPvFP+5ut/tYFFERETkKaVgUSQVBAQEMHHiRCpUqEDjxo05efIkCxYsIF++fBw8eDBV2qxTpw7nz59/cqan/jYi6Tz1nrW+knLnHcV4NUonvKFNcnz4ivUlIiIi8gRTsCiSCsaOHUtERARLly5l5MiR+Pr6MnbsWLZs2ZJqwaKIiIiISErSozNEnmLp5tEZIiIiIpLuOKR1B0RERERERCT9UbAoIiIiIiIiJgoWRURERERExETBooiIiIiIiJhoN1QRgQLe4Oic8vUWzJHydYqIiIjII6FgUUTgqy7gkTl16nZ3SZ16RURERCRVKVgUEfDJCplTKVgUERERkceS1iyKiIiIiIiIiYJFERERERERMVGwKCIiIiIiIiYKFkVERERERMREwaKIiIiIiIiYKFgUEREREREREwWLIiIiIiIiYqJgUUREREREREwULIqIiIiIiIiJgkURERERERExUbAoIiIiIiIiJhnSugMikg78exGuxqRO3e4u4OmeOnWLiIiISKpRsCgi0GMKnIhM+XoL5oBp3RUsioiIiDyGFCyKCBw9DwfPpXUvRERERCQd0ZpFERERERERMVGwKCIiIiIiIiYKFkVERERERMREwaKIiIiIiIiYaIMbEXk8bTsEw+bB1kNw9SYUyglv+kP3+uDomHT5veHQezps3AfOGaDRc/BFR8jueTvPh/Ng+ILE69j4CVQp+dBDEREREUmPFCw+AkFBQQwaNIjg4GBatWqV1t0RefxtOwQvvg9FfWBAC8joDMv/gl7T4NBpGN/53uXDz8NLg8EzI4wMgKs34PMlsPMYhI0CZydrvpaVoYiPufyg76wBaoUiKT82ERERkXRCwaKIpD81hkCBHDDznYSPT1ppfV//MWT1sH79Vj2oPhhmrk06WBy5EK7dhG2jIV92a1rFolBnuLV8YF1rWtkC1tedTpyH8AvWu5jxQaWIiIjIE0hrFkXk8RN5HVydIYu7fbqPF7g5J11+4e/Q+PnbgSKA/zNQLDcs2HTvst9vAMOAgJfuv98iIiIijxEFiyJPgLi4OC5dupTW3Xh0apS2BoxvfWNde3jsLHyzAn7YAu+3vHfZkxfgbAQ8X9h8rGJR+Ovwvct/tx58veGlUg/efxEREZHHgILFRyguLo4+ffqQM2dOnJyc8PHxYdSoUQnmHTFiBIUKFcLZ2ZmMGTNSvnx5Fi9ebJdn165dWCwWAgMDTeUDAwOxWCzs2rXrgfraoUMHLBYLn332mV36+vXrcXZ2pmzZssTGxiZa/oUXXsDFxYXz58+bjq1YsQKLxULXrl3t0idMmECpUqVwdXXFxcWFYsWK8fXXX5vKT5gwgcqVK+Pt7Y2TkxMeHh68+OKLrF+//oHGChAdHU3JkiVxcXEhLCzM7tjw4cOxWCy8+eab96yjbNmyZM+e3S5t7NixWCwWChQoYJc+dOhQLBYLy5cvt6VdvnyZ119/3XZ9ZMmShbp167J79267siEhIVgsFoKCghg8eDB58+bFxcWFAQMGPMDIH1Nd/KFHA5j1G5TqCQW6Qo8pMKEz9Gp877L//hdU+3iZj/l4wcWrEHUr4bK7j8OOY9CuKlgsDzUEERERkfROweIjNGTIEH744QfatWtHnz59cHBwYODAgSxZssQu36uvvsrQoUPJkCEDvXr14rXXXuPo0aO0bNmSmTNnPpK+Tps2jWLFijF06FD+/PNPACIjI2nXrh0uLi4sXLgQx3vsONmlSxeio6P56quvTMcmTpyIxWKhd+/etrQ33niDXr16kTFjRnr27EmfPn1wdXWlR48eDB482K78pEmTcHBwoE2bNgwdOpSWLVuyY8cO6tata+vr/XJ2diYkJIQMGTLQtm1brl+/DsCmTZsYOXIkpUqV4n//+98966hSpQrnz5/n77//tqWtWrUKi8XC8ePHCQ8Pt6X/9ttvuLm54e/vD0BUVBQvvvgi3377LcWLF2fgwIHUq1ePtWvXUqVKFfbv329qb/Lkyfzvf/+jcePGDB48mCpVqjzQ2NPcrRg4H2n/uhVjDdjuTo+Ls5ZxdITCuaBeOZj1Dsx/D5o8D+9MhUVb7t3ejWjru0sC6w1dnezz3O27//5DQlNQRURE5GlgSKobOXKkARgFChQwrl+/bkv/559/jAwZMhg1a9a0pYWFhRkWi8UoWbKkXd4DBw4Ybm5uhre3txEdHW0YhmHs3LnTAIwuXbqY2uzSpYsBGDt37nzgfm/fvt1wc3MzChUqZFy/ft1o2LChARhTp05Nsmx0dLSRLVs2o0iRInbpERERhpubm/H888/b0latWmUAxuuvv26q54UXXjBcXV2N8+fP29IuXbpkyrd582YjQ4YMRvPmzZM/wARMnDjRAIyWLVsakZGRhq+vr+Hu7m7s2bMnybKLFy82AGP48OG2tOzZsxv+/v4GYIwfP94wDMOIjY01PDw8jIoVK9ryDR8+3ACMgIAAuzqnT59uAIa/v78tLTg42AAMd3d34+jRow813oiICAMwIooEGgYtUv5VvIdhnLxgHDhwwLh48aKt3RMnThjHjh2zfli7M/n1HTljLRO00IjK1sGIuXzFVufu3buN6KoDDSN3Z8O4FWPfxn9j3blzp2H8ccBa17drjdDQULvzEd5+pPXYTevP2ObNm42YmBjrwbg4Iyp3JyOmZI+Ex3FnG3e4u427P9u18d84Ej1XakNtqA21oTbUhtp4attICwoWH4H4YPHOICKer6+vUbhwYdvnXr16GYAxefJkU942bdoYgLFy5UrDMFI/WDQMwxg/frwBGCVLljQAo3Xr1skuG9+HDRs22NJGjRplAMbXX39tS3vllVcMi8VihIWFGSdOnLB7ffzxxwZgzJkzx1R/bGysce7cOVvefPnyGYUKFXqo8RqGYTRv3twAjBIlShiAMXHixGSVu3nzpuHi4mIL/nft2mUAxowZMwxfX1+jSZMmhmEYxrp16wzA6Nu3r63s888/b1gsFuPff/811VugQAHD1dXV9gsoPli8n+9FYh5VsHhPF68Yxq9/27/KvmsYdYeb029EWcv4djGM9l+Y6/piibXdA6cSby/8vDXPqB/MxzqMM4ysryZcbsMea7mghfcej4iIiMgTQo/OeISKFy9uSvP09OTMmTO2z0ePHgWgQoUKprylS5dmwYIF7N27lzp16qRaP+/Us2dPlixZwurVq/H19b2vabB9+vRh2rRpTJgwgapVqwLw7bffkjlzZjp3vv1og4MHD2IYBhUrVky0rpMnT9q+XrNmDe+//z7bt28nKirKLt/dawYfxOzZsylSpAj79u2jcePGdOvWLVnlXFxcKF26tG0q7KJFi3BwcKBZs2YsW7aMDRs2ALB06VIAGje+vbbu1KlTeHl5kStXLlO9hQsX5ujRo4SHh5M/f35bekLX02PJK5N1J9K703y8zOnxzlyG2Dhz+q0Y63tM4utpyZMNsmeGrYfMx8IOQLmCCZf7br11nWL7aonXLSIiIvIEUbD4CCW2xs8wjAeqz3KPDTZiYmIeqM67nTlzhu3btwNw8eJFjh8/TokSJZJVtkSJEjz//PMsX76cGzdusHfvXnbv3k379u1xcXGx5TMMA4vFwrfffpvoOYoPJPfu3UvDhg3JmDEjb731Fn5+fmTKlAmLxcKAAQO4cePGQ44YNmzYYNuY58CBA0RHR+PsnIzHMQDVqlVj27ZtbNq0ibVr11K0aFG8vLzw9/cnODiYvXv3sn79ejw8PKhW7eGCjowZMz5U+cdasdzw63a4cAWy/fecxdhY62MvPNys6xnjHTptfb8z7eUXYNZa6zMTfb2taat3wD+noHcTc3u3YiB4E1Qtaf+4DREREZEnmILFdKZgQetdjT/++INy5crZHYvfFbNkyZIAtrtQCT0yIf4O5cN6+eWXuXjxIu+//z6ff/45rVq14q+//sLJKXkPI3/zzTcJDAxkypQpbNu2DYBevXrZ5SlYsCDbtm2jSJEiVK5c+Z71zZw5k6ioKGbPnk3r1q3tjnXr1i3Z/UrM+fPnef311/Hw8CAgIICvv/6at956ixkzZiSrfKNGjRg3bhw//fQT27Zto2VL62McWrRoQbdu3QgJCWHHjh08//zzODjc3l8qT548bN26lTNnzpAzZ067Og8fPoybmxt58+Z9qLE9UQa2gA7jodIACKxjfbbi9xth2yH4uD043fGrrfYw6/vRSbfTBr1sDf5qDoVejeDqTRi9GMrkh061zO2t+NsamAborqKIiIg8PbQbajrTvn17LBYL48aNs5tieejQIX766Se8vb2pUaMGANmyZcPT05MtW7YQF3d7St727dsJDQ011X3u3DnCwsLsduW8l2HDhhEaGkrnzp0ZOXIk/fv3Z/fu3fTo0SPZ4+nYsSNeXl5MmzaNJUuWULJkSdN00/hHUrz33nvcumV+ZMGRI0dsX8ffebz7buxHH31ERESEqeyhQ4cICwsjMjIyWf1t3bo158+fZ9KkSXz11VdUq1aNWbNmERwcnKzyNWvWxN3dndmzZ3P58mXq168PWKfHFipUiMmTJ3Pjxg3b9zBe48aNMQyDfv362aXPmjWLI0eOUKVKlXvuPgvWHVXDwsLYu3dvsvr6WAuoDr8MgbzZrEFe31nWgO+bt+CDVkmX9/WGdSOsdxsHzoHPFkHD8vDrsIR3Sf1uvTUAbf1iig9FREREJN1K0xWTT4n4DW6Cg4NNx0qXLm14e3vbpXXo0MEAjGLFihn9+vUzunbtamTNmtVwcHAwZsyYYZf37bffNgCjfPnyxtChQ43OnTsbHh4eRpEiRUwb3MT3I6ENce62ceNGw9nZ2fDz87PtvmoY1t1JHRwcjEWLFiV7/G+88YYBGIAxcuTIBPMEBgYagOHr62u89dZbxkcffWR07drVeOGFFwxHR0dbvr/++stwdnY2vLy8jB49ehhDhw41/P39DXd3dyNnzpymc1mvXr1Ez/3dRowYYQBGx44dbWmnT582vL29DS8vLyM8PDxZ433xxRcNwHBycjKuXbtmS3/11Vdt5yEsLMyuzM2bN22bCNWoUcMYPHiw0bZtWyNDhgyGp6ensXfvXlve+A1u7j6X8RselS5dOln9NIx0ssGNiIiIiKRLurOYDs2ePZvhw4cTHR3N2LFjmTlzJvny5WPhwoV07NjRLu/YsWMJCAjg0KFDjBw5kjVr1jB27Fhq1qz5wO1fuXKFdu3a4eTkxMKFC+2mdoaEhJAlSxY6d+7M6dOnk1Vfnz59sFgsuLq6JrpZzKRJk5g+fTrZs2dnzpw5fPTRRyxYsIDo6Gg++OADW75y5coxb948cuXKxZQpUxg9ejQRERGsWLHioTa3CQsLY8SIEZQoUYJJk25PV8yZMyczZ84kIiKCl19+OVl1vfSS9Rl8JUuWtFtXGH+X0cvLy7SBkYuLC5s2beK1115j9+7dBAUFsWzZMmrUqEFoaGiy14mKiIiIiKQUi2E84O4qIsl06NAhihUrRqNGjViyZElad0fuEBkZiaenJxFFAsl88FzKN1A8D6wZDrmzpnzdIiIiIpKqdGdRUl1QUBBxcXH07NkzrbsiIiIiIiLJpN1QJdWMGzeOo0eP8u2331K+fHn8/f3TuksiIiIiIpJMChYl1fTu3RsnJydKly7NvHnz0ro7IiIiIiJyHxQsSqrRclgRERERkceXgkURgQLe4Oic8vUWzJHydYqIiIjII6FgUUTgqy7gkTl16nZ3SZ16RURERCRVKVgUEfDJCplTKVgUERERkceSHp0hIiIiIiIiJgoWRURERERExETBooiIiIiIiJgoWBQRERERERETBYsiIiIiIiJiomBRRERERERETBQsioiIiIiIiImCRRERERERETFRsCgiIiIiIiImChZFRERERETEJENad0BE0oF/L8LVmJSv190FPN1Tvl4RERERSXUKFkUEekyBE5EpW2fBHDCtu4JFERERkceUgkURgaPn4eC5tO6FiIiIiKQjWrMoIiIiIiIiJgoWRURERERExETBooiIiIiIiJgoWBQRERERERETbXAjIo+XGkNg3e6Ej2VwhFvB9y7f8UuYtdacXjwP7PvSPu3fizBsPvy6HU5fhtxe0KwifNAKsnk8UPdFREREHhcKFiXFBQUFMWjQIIKDg2nVqlVad0eeNB+8DG/626dduwldJ0HdZ5JXh4sTTH3bPs0zo/3nqzfghffhWhS8XR98s8H2o/DVcli7C7aNBgdNzhAREZEnl4JFEUlfagyBAjlg5jsJH69Tzpw2Z531PeCl5LWRwRE6VL93niV/wLFzsHQQNHr+dnpWD/hogTVwfLZQ8toTEREReQzpv8VF5PE3dwO4u1qniCZXbCxEXk/8eOQN63vOLPbpPl7Wdzfn++qiiIiIyONGwaKIPN7ORVjXFDavaA0Yk+N6FGTuAJ4dIOtr0H2yddrpnV4qZZ1m2msa/L4fws/Dsm3wSYi1rRJ5U34sIiIiIumIgkVJNXFxcfTp04ecOXPi5OSEj48Po0aNSjDviBEjKFSoEM7OzmTMmJHy5cuzePFiuzy7du3CYrEQGBhoKh8YGIjFYmHXrl0P1NcOHTpgsVj47LPP7NLXr1+Ps7MzZcuWJTY29p51bNq0iZdeeomsWbPi5ORElixZKFu2LDNmzLDLd/36dXr06IGvry9OTk5kzJiRSpUqsWbNGrt8sbGxdO/eHT8/P7JkyUKGDBnw9vamefPmnDx58oHG+USaHwoxscmfgurjBf2bw4we8H0faFoBJv4C9UdY64lXyhcmd4U94da1i76B0OgTqF0WgvulylBERERE0hOtWZRUM2TIEKKiomjXrh0uLi7MmTOHgQMHUrJkSZo2bWrL9+qrrzJnzhyKFi1Kr169uHLlCgsWLKBly5ZMmzaNjh07pnpfp02bxh9//MHQoUPx9/enfPnyREZG2vq+cOFCHB0dEy1/8uRJGjRoAECbNm0oUKAA586d46+//iI0NJROnToBEBUVReXKldm7dy9169alU6dOXL58mfnz59OgQQOWLl1KnTp1ALhx4wYzZsygZs2a1K9fn0yZMrF161aWLl3Kn3/+yf79+3Fzc0v1c5OqbsVAxHVzWtQtOB9pn541U8IbyszdANkzQ51kbm4T1MH+8ytVoZgPfDAXQjZbP8fLkxUqFoWG5SF/dtiwByYsA28P+Lxj8toTEREReUwpWJRUEx0dzd69e20BzZtvvkmpUqUYN26cLVj8448/+O677yhZsiTbtm2z5e3bty9ly5alX79+BAQE4OTklKp9dXFxITg4mMqVK9O6dWt27dpFu3btOHXqFFOnTqVo0aL3LL9s2TIiIyMZP348PXv2TDTf4MGD2blzJ7Nnz6ZDh9tBy9ChQylRogR9+vRh586dAGTMmJEzZ87g4WH/iIaPP/6YIUOGMGXKlHu29VgI3Qc1h5rTN+2HeRvt0458Y9345k6HT8Pm/dCjgXXTmgfVuwkMmQertt8OFkP3QuOR8Pun8HwRa1rzSpA5IwxfAG/Utt59FBEREXlCaRqqpJpOnTrZ3fkqWrQoPj4+HD9+3Jb23XffYRgGvXv3tstbpEgRmjRpwvnz5/ntt98eSX/Lli3Lp59+yuHDh3nuuedYtmwZrVu3pnPnzkmWzZo1KwDLly/n/Pnzieb74YcfyJ07NzVq1CA8PNz2unnzJpUqVWLPnj1cuXIFAAcHB1ugeOvWLc6cOUN4eLgt0N68efPDDvmR2bNnD5cuXbJ9Dg8Pt14HzxSAX4dxbVE/jkx+HX4dBmXzQ91y7B7X2vr5v9fmI/vs6vz999+Jm7Pe+iHgpcTb+E9kZKRpmvKmTZusX7i5QLZMXDhwOz+TVhLtlZHYZwvajSOyRnEwDNi07/7aSOTz77//bjfF+aHGoTbUhtpQG2pDbaiNJ7aNtGAxDMNI607IkyX+OYvz5s2jbdu2dsfKlCnDmTNnOHv2LADNmzdn8eLF/PXXX5QrV84u74gRIxg6dKjtbt2uXbsoU6YMXbp0YfLkyXZ5AwMDmTJlCjt37qR06dIP1X9/f39Wr16Nr68v+/btI2PGjEkXAurVq8fKlStxdHSkaNGiVK1alTfeeIMXXnjBlsfFxYXo6Oh71rN3715KlCgBwIQJE/jqq684fPiwac1k/fr1Wb58+X2Ozl5kZCSenp5EFAkk88FzD1WXSfE8sGY45M56f+WSenTGnUr1hOgYODjxwfoY78oN62Y3XfxhUjdrWr2PrI/HOD3dPm/YAag0AP73FnSt93DtioiIiKRjmoYqqSaxNX4P+v8TFosl0WMxMTEPVOfdzpw5w/bt2wG4ePEix48ftwVuSVmxYgWhoaGEhISwefNmZs+ezfTp0xkwYAAjR44ErGPPly8fn376aaL15M1r3WXzf//7H7169aJo0aIMGjSIAgUK4ObmRmxsLK+++uoDn8cnxl+HYW84DGmdeJ5Dp63vhXNZ329Gw61Y8LhrreeIYOvdwvrP3k4r5gMr/4bfdkGNO/4D4vsN1vc77jiKiIiIPIkULEqaKljQ+gf3H3/8YbqzuHv3bgBKliwJQK5c1j/477ylH+/o0aMp0p+XX36Zixcv8v777/P555/TqlUr/vrrr2SvmaxSpQpVqlQBrIHns88+yxdffMHHH3+Mg4MDPj4+RERE0KZNm3tumAMwZ84cnJyc2Lp1K5kzZ7alh4WFPfgAnyTf3Z6Cmqjaw6zvRydZ309fhmffg3ZVbz/6YsVfsOxPa6B453MaezSEGWuhyUh4p6F1g5t1e6zBYp1noFKxFB+SiIiISHqiNYuSptq3b4/FYmHcuHFERUXZ0g8dOsRPP/2Et7c3NWrUACBbtmx4enqyZcsW4uLibHm3b99OaGioqe5z584RFhZGeHh4svoybNgwQkND6dy5MyNHjqR///7s3r2bHj16JFn21KlTpmmiOXPmxMfHh+joaK5duwZYg9GIiAj69Uv40QtHjhyxfe3g4IDFYrGrNy4ujkGDBiVY9u+//356Asm4OOsGOOULWae7JlcWd2j8PPy6A96fA/2/hWPnYGQALHnffrfV4nlg22hrEDlnPbwzDTbtg77NYNHAlB+TiIiISDqjO4uSpipUqEBAQABz5syhbNmyNGvWzPbojJs3b/L111/b3dULCAhg4sSJVKhQgcaNG3Py5EkWLFhAvnz5OHjwoF3dU6dOZdCgQQmucbxbaGgon376KX5+fnz99deAddfRNWvWMHXqVBo2bEizZs0SLT9u3DimT59OrVq1KFKkCM7Ozqxfv54///yT6tWr2zaqCQoKYt26dYwdO5YNGzZQrVo1PD09OXbsGKGhobi4uLBjxw7AGlhu3LiRihUr0rp1a27dusXy5cu5efNmgn2oU6cO58+ff/ynp/42Iuk8Dg4QPjXpfPF3FONlcYfZvZLfl+J59ExFEREReWopWJQ0N3v2bIoWLcqMGTMYO3YsGTJkoESJEkybNo3mzZvb5R07diwREREsXbqUkSNH4uvry9ixY9myZYspWEyuK1eu0K5dO5ycnFi4cKFdcBoSEkKZMmXo3LkzlSpVsk2FvVuDBg3Yvn0769evZ/HixTg4OJAzZ0769OnDiBG3gx8XFxc2b97MsGHDCA4OtgWmWbNmxc/Pz/Y8RoB3332XyMhIJk+ezOjRo3F3d6datWpMmjSJPHnu426aiIiIiMgD0G6oIk+xdLkbqoiIiIikC1qzKCIiIiIiIiYKFkVERERERMREwaKIiIiIiIiYKFgUEREREREREwWLIiIiIiIiYqJHZ4gIFPAGR+eUrbNgjpStT0REREQeKQWLIgJfdQGPzClfr7tLytcpIiIiIo+EgkURAZ+skDkVgkUREREReWxpzaKIiIiIiIiYKFgUEREREREREwWLIiIiIiIiYqJgUUREREREREwULIqIiIiIiIiJgkURERERERExUbAoIiIiIiIiJgoWRURERERExETBooiIiIiIiJgoWBQRERERERGTDGndARFJB/69CFdjUrZOdxfwdE/ZOkVERETkkVGwKCLQYwqciEy5+grmgGndFSyKiIiIPMYULIoIHD0PB8+ldS9EREREJB3RmkURERERERExUbAoIiIiIiIiJgoWRURERERExETBooiIiIiIiJhogxsReXzUGALrdid8LIMj3Aq+d/kpv8KcdbDvJFy+BrmzQg0/GNYWCuSwz/u/X2DNTthyAE6ch9drwsx3UmYcIiIiIo8BBYsi8vj44GV4098+7dpN6DoJ6j6TdPm/DkPBnNC0AnhlgiNnYMoqWLoNtn9hDR7jjfoRrtyAikXh30spOw4RERGRx4CCRUkRa9eu5fvvv6dnz56ULl06rbsjj6saQ6x3+BK7g1ennDltzjrre8BLSdc/8S1zWvNK8Hw/+PY3GNjydvq6EZAvO1gskKl90nWLiIiIPGG0ZlFSxO+//86UKVPYt29fWndFnjZzN4C7KzSr+GDl46efXr5mn54/hzVQFBEREXlK6c6iiDy+zkXAr9uhbRVrwJhcF65AbCwcPw8fLbCm1S6TOn0UEREReUzpzqI8tMDAQAYNGgRA69atsVgsWCwW6tevb8tz/fp1evToga+vL05OTmTMmJFKlSqxZs0au7pCQkKwWCwEBQUxZMgQcufOjZOTE/ny5WP69OkAbNy4keeeew43NzcyZcpE69atiYqKeuD+16hRAwcHB0JCQuzS58yZg4ODA3Xr1r1n+QIFCuDt7U1sbKzp2FdffYXFYuGzzz6zpcXFxTF06FAKFy6Mi4sLrq6ulC1bluBg8+YsQ4YMoXz58mTNmpUMGTKQJUsW/P392bVr1wOO9gkzPxRiYpM3BfVOed6EnG9Ahf6waT9M6JzwFFcRERGRp5juLMpD69ChA6dPn+ann36iY8eO+Pn5AVCyZEkAoqKiqFy5Mnv37qVu3bp06tSJy5cvM3/+fBo0aMDSpUupU6eOXZ3Tpk3j6tWrtGnTBldXV2bOnEmXLl2IiYmhb9++1KtXj8aNG7N69WpCQkLInj07EydOfKD+BwcH4+fnR2BgIJUrVyZv3rwcPnyY7t27kzNnTubPn3/P8u3btycoKIjvv/+eDh062B2bMWMGbm5udOvWzZZWt25d1qxZw0svvUTbtm2Jiorixx9/5JVXXuHy5ct06dLFlnfSpEmULl2aV199lWzZsrFr1y4WL15MtWrV2LVrF3ny5HmgMacLt2Ig4ro5LeoWnI+0T8+aCRwS+L+tuRsge2aok4zNbe60fDDcvAV7w61rHq89+H82iIiIiDyxDJEUMHLkSAMwgoODTcf69u1rAMbs2bPt0s+dO2dky5bNKF26tC0tODjYAAwvLy/j7NmztvR169YZgGGxWIyJEyfa1VOoUCHD09Pzofq/bNkyw9HR0ahYsaIRExNjlCtXzsiQIYOxatWqJMuePn3acHZ2Nl566SW79L179xoWi8Vo3ry5Le1///ufARgffvihXd6oqCijcOHCRvbs2Y3Y2Fhb+qVLl0ztzZs3zwCMXr163d8gExAREWEARkSRQMOgRcq9ivcwjJMX7t342p3Jr+/IGXP5Q/9aj/WY/HAn4eC/huHa1jC+/DnxPO7tDOP1CQ/XjoiIiMhjRtNQJdX98MMP5M6dmxo1ahAeHm573bx5k0qVKrFnzx6uXLliV6ZZs2Zkz57d9vmll17Czc2NLFmy2N2lA3juueeIiIjg0qUHf7xBgwYN6NGjB2FhYZQpU4a///6bd999l9q1aydZNmfOnNSsWZNNmzZx8uRJW/q4ceMwDIPu3bvb0ubMmYOrqysdO3a0Oxdnz56ldu3anDt3jj///NOWP0uWLADExsZy7tw5wsPDqVKlCm5ubmzduvWBx/soGIZh+3rPnj1235/w8HBOZMsAvw6DX4dxbVE/jkx+Hcrmh7rl4Ndh7B7X2nacXFnYtGmTXf0nRs21fvHfFNSE2jh+/Ljtc2RkpGn67qZNm6BwLni2IHy33tTG77//bje9+IHbuMdntaE21IbaUBtqQ22ojeS0kRYsxp1/0Yk8oKCgIAYNGkRwcDCtWrWyO+bi4kJ0dPQ9y+/du5cSJUoQEhJC69atGTFiBIMHD7bLkz17dnLkyMHu3fYPZQ8MDGTKlCns2rXLNgX2QcTFxVGmTBn27NlD+fLl+eOPP3BIaOpjAn766SeaNm1Kv379+Oyzz4iLiyNXrly4u7tz5MgRW768efPaBZQJ+fHHH2nevDkACxYsYMSIEezfv59bt27Z5Stbtizbt2+/v0HeJTIyEk9PTyKKBJL54LmHqstO8TywZrj9cwuTI6lHZ9ypVE+IjoGDDzb92M6z71mnv+6ZkPDxTO2h1QvJ65eIiIjIE0JrFiXVGYZBvnz5+PTTTxPNkzdvXrvPjo6OCea7V/D2sP/vsWvXLltgFx4ezqVLl8iWLVuyyjZp0gRfX1/mzZvHZ599xvz58zl37hyBgYGmPnp4eDBp0qRE66pcuTIAK1asoF27duTKlYvevXtTpEgR3N3dsVgsBAYGEhcX94AjfQL8ddi63nBI68TzHDptfS+cy/oeEwtXboBXJvt8YQdg5zFoXy11+ioiIiLymFKwKCniXkGcj48PERERtGnTJtEgMK1FR0fTunVr4uLiGDhwIKNGjaJt27asWrUq2XUEBATw6aef8ssvvzBlyhScnJx45x37O1G+vr6EhYVRv359vLy87lnf9OnTiYuLY/ny5ZQtW9aWfvnyZa5du3aPkk+B79Zb3++1C2rtYdb3o/8F5ldvgm+g9TEbfr7g7gI7j8OMNeCZ0Rx4/vQHbD9q/fpWDOw4Ch//t2Nt0wpQtkAKDUZEREQkfdKaRUkRHh4eAJw7Z57K+PLLLxMREUG/fv0SLHvnNM2UEh4eTlhYWIL9Scibb77JP//8w7BhwwgKCqJdu3asXr2aUaNGJbvNXr164eTkxMiRI9mwYQMvvfQSOXPmtMvz6quvYhiG3Y6nd7rzXMQH1nffMe3du3eCd1H37t1LWFjYQz1G5LEQFwfzNkL5QtbprsmV0RnerA1bD8LwBfDONFi6FdpVhW2fQ9Hc9vkX/g5Dvre+omPgryO3P/95OGXHJCIiIpIO6c6ipIiaNWtisVj4/PPPuXDhApkyZaJ48eI0aNCAoKAg1q1bx9ixY9mwYQPVqlXD09OTY8eOERoaiouLCzt27EjR/nz00UdMmTKFkSNH8v77798z79y5c5kzZw61a9e25Z0+fTphYWEMGzaMOnXqUL58+STbzJUrF9WrV7fdjezataspT/fu3Vm6dCkLFy6kZMmS+Pv7kz17dk6cOMG2bdtsm90AvPLKK8ybN4+GDRvSrl07nJ2dWbt2LYcOHbIF53dq06YNu3btYufOnZQuXTrJ/qZLv41IOo+DA4RPTTrf0bum+jo7wbjOye/LzHe0RlFERESearqzKCmiZMmSBAUFERUVxYcffkjv3r0ZP348YN3gZvPmzQwcOJBLly7x9ddfM3LkSJYvX46vry8DBgxIs34fO3aMt99+mxw5ctg9T9HFxYXg4GAsFgtt2rThxo0byaovfufTXLly0bJlywTzLF++nFGjRuHg4MDUqVMZMWIEixYtImPGjHab+jRt2pRvvvkGV1dXvvzyS7788ktcXV1Zt24dLi4uDzFqEREREZGkaTdUkRT0yy+/2B7D8eWXX6Z1d5KU7nZDFREREZF0Q3cWRVLQF198gaOjI717907rroiIiIiIPBStWRR5SJcvX2bmzJns3LmTVatW0aRJEwoVKpTW3RIREREReSgKFkUeUnh4OL1798bFxYVq1aoxbdq0tO6SiIiIiMhDU7Ao8pBKly6d4KMsREREREQeZ1qzKCIiIiIiIia6sygiUMAbHJ1Trr6COVKuLhERERFJEwoWRQS+6gIemVO2Tnc9C1JERETkcaZgUUTAJytkTuFgUUREREQea1qzKCIiIiIiIiYKFkVERERERMREwaKIiIiIiIiYKFgUEREREREREwWLIiIiIiIiYqJgUUREREREREwULIqIiIiIiIiJgkURERERERExUbAoIiIiIiIiJgoWRURERERExCRDWndARNKBfy/C1ZiHq8PdBTzdU6Y/IiIiIpLmFCyKCPSYAiciH7x8wRwwrbuCRREREZEniIJFEYGj5+HgubTuhYiIiIikI1qzKCIiIiIiIiYKFkVERERERMREwaKIiIiIiIiYKFgUEREREREREwWLIvJ4WLUdag0Fzw7g0R6e6wvzNyav7N5wqP8RZGoPWV+DV8fDuQhzvoP/QqvPwOtVyPgKVB0Ea3em7DhEREREHhMKFlNBUFAQFouFkJCQtO6KyJNhxmqo+xE4ZYCRATD6dXipFJw4n3TZ8PPw0mA4eNpatm9T+Hkb1BkO0bdu5ztxHl54Hzbug37NIKgDXL1pbXf97tQbm4iIiEg6pUdnSIoJCgri0qVLfPbZZ2ndFXmc1BgCBXLAzHcSPn70LHSfAu80hPGd77/+kQvh2k3YNhryZbemVSxqDRZnroXAuta0T3+Ay9dg1zgonsea1qUOlHgHes+AbZ/ff9siIiIijzHdWZQUM3fuXGbMmJHW3ZAnzTcrIDYOPnrF+vnqDTCM5Jdf+Ds0fv52oAjg/wwUyw0LNt1O27AXni14O1AEyOgCTSvAn4fhwKmHG4eIiIjIY0bBooikb6t2QIk8sOxPyPsmeARAttdhyFyIi7t32ZMX4GwEPF/YfKxiUfjr8O3PUbfAzdmcL6OL9X3bYfMxERERkSeYgsVUFBcXR58+fciZMydOTk74+PgwatSoBPOOGDGCQoUK4ezsTMaMGSlfvjyLFy+2y7Nr1y4sFguBgYGm8oGBgVgsFnbt2vVAfe3QoQMWi8U0hXT9+vU4OztTtmxZYmNjEy2fPXt2du3axfnz57FYLLbXnes2//zzT+rUqUOWLFnIkCED2bNnJyAggMuXL9vVVb9+fSwWCydPnqR+/fp4eHjg6urKiy++yOHD1j/Yhw8fTp48eXByciJPnjxMnjz5gcYNsH//fjJlykS+fPm4cuWK3TF/f38cHBz4/vvvEy2/Zs0aLBYLnTp1SvB4xYoVcXNzsxvnoUOHaN68Od7e3mTIkAEvLy+aNGnCsWPH7MoePHiQdu3aUbBgQdzd3XFyciJv3rz06tWLW7du8VQ48C+cuACdvoI3akNIP2jwLHwcAh/MvXfZfy9Z3328zMd8vODiVWuQCFA8N+w4Bldu2OfbuNf6fvLCw41DRERE5DGjNYupaMiQIURFRdGuXTtcXFyYM2cOAwcOpGTJkjRt2tSW79VXX2XOnDkULVqUXr16ceXKFRYsWEDLli2ZNm0aHTt2TPW+Tps2jT/++IOhQ4fi7+9P+fLliYyMtPV94cKFODo6Jlr+k08+Yfjw4Vy5coWhQ4fa0p977jkAVq1aRdOmTcmYMSNt2rQhb968bN++nQULFrBt2za2b9+Oi4uLXZ3Vq1cnZ86cvPvuuxw4cIDg4GAaNGhAw4YNmTdvHq1bt8bV1ZWZM2fSrVs3KleuTNmyZe977MWLF2fs2LEEBgYSEBDAkiVLbGNavXo1r732Gu3atUu0fK1atShcuDCLFy/m1q1bODk52Y4dOHCAbdu20bBhQ7JkyQLA3r17qVKlCjExMTRv3pwiRYpw4MABQkJCqFy5Mjt27CB7duuUyc2bN7N69Wpq1apFkSJFiI6OZvXq1UyYMIEjR47Y+vrYuBUDEdfNaVG34HykfXrWTODgYN1kJi4OPu0AA1paj738gjXQG78UBr0MHm4Jt3cj2vru4mQ+5up0O4+LE3SrDz9thbZj4JP24O4KE5fD1kP2dYmIiIg8LQxJcSNHjjQAo0CBAsb169dt6f/884+RIUMGo2bNmra0sLAww2KxGCVLlrTLe+DAAcPNzc3w9vY2oqOjDcMwjJ07dxqA0aVLF1ObXbp0MQBj586dD9zv7du3G25ubkahQoWM69evGw0bNjQAY+rUqckqX7p0acPb2zvBY/nz5zdy585tnD9/3i79f//7nwEYI0eOtKXVq1fPAIwWLVrY5W3btq0BGNmyZTPOnTtnS1+3bp0BGK+99lpyh5qgVq1aGYDx1VdfGVu2bDGcnZ2NYsWKGVFRUUmW/fDDDw3AmDFjhl3622+/bQDG8uXLbWmVK1c2PDw8jH379tnlXblypeHg4GD3/Y2MjDRiY2NN7fn7+xsWi8U4ePDgfY7SXkREhAEYEUUCDYMWD/4q3sMwTl6w1bt582YjJibG9nn37t3GxYsXDWPtzmTXuTVkmbWwezvDoIXxx8Lldn0/MGSKNe+6XfZt/OfEiRPGvz9tsOb5dq0RERFh//PRb5b12M1oW9Kh3l/a2jNoYVzP28mI/XSh9fPYJQm2cezYMbvzeffPYGho6D0/J3qu1IbaUBtqQ22oDbWhNtKYgsVUEB8sDh8+3HTM19fXKFy4sO1zr169DMCYPHmyKW+bNm0MwFi5cqVhGKkfLBqGYYwfP94AjJIlSxqA0bp162SXTSxY3LBhgwEYb731lnHixAm717FjxwwXFxe7ADo+WNy2bZtdPfGBZadOnUxtuLm5GVWrVr2PkZpdu3bNKFiwoJExY0bD19fXcHNzS/b5vHjxouHi4mJUqVLFlhYbG2vkyJHDyJcvny3t7NmzhsViMRo2bGg6FydOnDBy585tFC9ePME2rl+/bpw8edI4ceKEMXr06PsK5BOTWsFi4ifqimH8+rf9q+y7hlF3uDn9xn9BetG3TUGdYRiGsXybNX3RlsTbCz9vzTPqB/OxDuMMI+ur5vSrNwxj0z7D2HrQMGJiDGPSCmsdP29NenwiIiIiTxBNQ01FxYsXN6V5enpy5swZ2+ejR48CUKFCBVPe0qVLs2DBAvbu3UudOnVSrZ936tmzJ0uWLGH16tX4+voyc+bMh67zzz//BGDSpElMmjQpwTwXLpjXg5UpU8bus7e3NwCFChUy5XV3dyciIoGHrN+HjBkzMn/+fCpXrsyJEycYM2YMpUuXTlZZLy8v6tSpw/Llyzl+/Dj58uVj4cKFnD17lv79+9vybdu2DcMwWLZsGb6+vgnWlSNHDtvX0dHRvPvuu/z444+cOXMG465dQBM6b+maVybrTqR3p/l4mdPjPVfYum7x5AUolOt2+qn/1iNmz5x4e3myWY/HTyW9U9gBKFfQnO7uCi/c8bO7aod145sqJRJvR0REROQJpGAxFSW2xu/uP/iTy2KxJHosJibmgeq825kzZ9i+fTsAFy9e5Pjx45QokTJ/JLdr144mTZokeCx+jd6d7lz7d6eUPq93mj9/PnH/7bC5bdu2+yrbs2dPli5dyvjx4xkzZgyTJk0iQ4YM9OrVy9RHf39/3njjjQTrcXd3t30dEBBASEgINWrU4N133yVXrlw4OzuzZcsWxo8ff89Nh54YbavAvI0wbTV8EmBNi4uDGWus6xqfu2On00Onre+F7wgqX34BZq2FE+fB1/ofDqzeAf+cgt4JX482m/bBD79Dt3rg6X7vvCIiIiJPGAWLaaxgQeudjT/++INy5crZHdu9ezcAJUuWBCBXLusfwJcuXTLVE3+H8mG9/PLLXLx4kffff5/PP/+cVq1a8ddffyUauN0psWDWz88PsAZ599ooJq2tWrWK8ePH8+yzz5IlSxa+//57GjZsSEBAQLLK16lTh4IFCzJ//nz69+/P+vXrqVq1Krlz57blKVu2LBaLhVu3biXrXCxbtgw/Pz/Wrl1rl75v3777G9zjrFlFqF0Wgn6wboLzTAFYFGbdpXRSV/vNa2oPs74fveMO9qCXIXgT1BwKvRpZN8wZvRjK5IdOtW7nO3YW2oyxPlcxVxbYfcL6jMey+WFkh0cxUhEREZF0RY/OSGPt27fHYrEwbtw4oqKibOmHDh3ip59+wtvbmxo1agCQLVs2PD092bJli+3uF8D27dsJDQ011X3u3DnCwsIIDw9PVl+GDRtGaGgonTt3ZuTIkfTv35/du3fTo0ePZJV3c3Pj2rVrdn0DqFmzJr6+vixcuNB21/JO0dHRnDqV8g88//vvvwkLC0tW3kuXLvHqq6/i7u7OwoULWbBgAdmzZ6d79+6mx1ncS4cOHTh58iQdOnTg1q1bpsec5MmThwoVKrBhwwaWLVtmKh8XF8fx48dtnx0cHEx3TC9fvsyUKVNMZaOioggLC2Pv3r3J7u9jwWKBRQOgZ0NY8gf0ngGnL8OcXhBYN+nyvt6wboT1buPAOfDZImhYHn4dZh9oZs5onQ771TJ4e7I1IO3ZCNZ9nPhuqyIiIiJPMN1ZTGMVKlQgICCAOXPmULZsWZo1a2Z7dMbNmzf5+uuv7e7qBQQEMHHiRCpUqEDjxo05efIkCxYsIF++fBw8eNCu7qlTpzJo0CC6dOmS5HMIQ0ND+fTTT/Hz8+Prr78G4OOPP2bNmjVMnTqVhg0b0qxZs3vW8fzzzxMWFkarVq2oUqUKjo6OtGjRgvz58zNr1iyaNGlCpUqVaNKkCX5+fly7do1Dhw6xZs0aBgwYwPvvv/+AZzFhderU4fz588mantqmTRvOnDnD7NmzbXd7Z82aRePGjXn55ZcJCwvDwSHp/1vp2bMnn332GatWrSJ79uy0bdvWlGfWrFlUrVqVpk2bUq9ePZ599lliY2M5fPgwa9eupXnz5rbvV61atViyZAk1atSgVq1anD59mpCQEDJnNq/TO3DgAJUqVaJ06dLs3Lkzyb6mG7+NSDpPJjcY19n6upejCa+JxS8frBia8LF4Xplg0cCk+yIiIiLylFCwmA7Mnj2bokWLMmPGDMaOHUuGDBkoUaIE06ZNo3nz5nZ5x44dS0REBEuXLmXkyJH4+voyduxYtmzZYgoWk+vKlSu0a9cOJycnFi5caBechoSEUKZMGTp37kylSpVsU2ETEhQUxNGjR1m9ejWLFi3CMAzy5s1L/vz5qVmzJlu2bGHQoEH89ttv/Pjjj7i6upIzZ06aNWtGixYtHqjvKSE+uOvQoYPdlNP69evzzjvvMG7cOPr168eYMWOSrMvb25vatWuzbNkyXn755QQDzBIlSvD3338zYMAA1qxZw8qVK3FycrLdRe7UqZMt7+zZs+nWrRsrVqwgNDQUb29vXnnlFapUqcIrr7ySMidARERERCQBFiMldgUREZsWLVqwZMkS9uzZk+COuOlJZGQknp6eRBQJJPPBcw9eUfE8sGY45M6acp0TERERkTSlNYsiKejcuXP88ssvPP/88+k+UBQRERERuRdNQxVJAaGhoYSGhjJ37lyioqIYOjSJ9XEiIiIiIumcgkWRFDBr1iymTJmCl5cXQ4YMoVGjRmndJRERERGRh6JgUSQFTJ48OckdZ0VEREREHidasygiIiIiIiImurMoIlDAGxydH7x8wRwp1xcRERERSRcULIoIfNUFPDI/XB3uLinTFxERERFJFxQsigj4ZIXMDxksioiIiMgTRWsWRURERERExETBooiIiIiIiJgoWBQRERERERETBYsiIiIiIiJiomBRRERERERETBQsioiIiIiIiImCRRERERERETFRsCgiIiIiIiImChZFRERERETERMGiiIiIiIiImGRI6w6ISDrw70W4GvNwdbi7gKd7yvRHRERERNKcgkURgR5T4ETkg5cvmAOmdVewKCIiIvIEUbAoInD0PBw8l9a9EBEREZF0RGsWRURERERExETBooiIiIiIiJgoWBQRERERERETBYsiIiIiIiJiog1uRCT9W7UdRi6EbYchLg6K5Yb+zaFt1bTumYiIiMgTS8GiiKRvM1ZD54lQ5xkYGQCODrD/JJw4n9Y9ExEREXmiKViUFLV27Vq+//57evbsSenSpdO6O5Le1RgCBXLAzHcSPn70LHSfAu80hPGdH23fRERERJ5yWrMoKer3339nypQp7Nu3L627Ik+Cb1ZAbBx89Ir189UbYBhp2ycRERGRp4SCRZEnxIULF9K6Cylv1Q4okQeW/Ql53wSPAMj2OgyZa127KCIiIiKpRsGipJjAwEAGDRoEQOvWrbFYLFgsFurXr2/Lc/36dXr06IGvry9OTk5kzJiRSpUqsWbNGru6QkJCsFgsBAUFMWTIEHLnzo2TkxP58uVj+vTpAGzcuJHnnnsONzc3MmXKROvWrYmKinrg/teoUQMHBwdCQkLs0ufMmYODgwN169a9Z/kGDRrg5OTE1atXbWk///wzFouFTJkyERsba0ufNWsWFouFCRMm2NKio6Pp1asXefPmxcnJiUyZMlGlShU2btxo186uXbuwWCwEBgYyYcIEChcujLOzMwEBAQ889nTrwL9w4gJ0+greqA0h/aDBs/BxCHwwN617JyIiIvJE05pFSTEdOnTg9OnT/PTTT3Ts2BE/Pz8ASpYsCUBUVBSVK1dm79691K1bl06dOnH58mXmz59PgwYNWLp0KXXq1LGrc9q0aVy9epU2bdrg6urKzJkz6dKlCzExMfTt25d69erRuHFjVq9eTUhICNmzZ2fixIkP1P/g4GD8/PwIDAykcuXK5M2bl8OHD9O9e3dy5szJ/Pnz71m+Zs2a/PLLL/z888+0bdsWuB0sXrt2jbVr1+Lv7w/AypUrsVgsNGvWzFa+bt26rFu3jmeffZZXX32V06dPM3/+fPz9/Vm2bBm1atWya+/XX39l7ty5tG7dmoIFC5IlS5YHGvcjcysGIq6b06JuwflI+/SsmcDBAa7etN5B/LQDDGhpPfbyC3DxKoxfCoNeBg+3R9N/ERERkaeNIZKCRo4caQBGcHCw6Vjfvn0NwJg9e7Zd+rlz54xs2bIZpUuXtqUFBwcbgOHl5WWcPXvWlr5u3ToDMCwWizFx4kS7egoVKmR4eno+VP+XLVtmODo6GhUrVjRiYmKMcuXKGRkyZDBWrVqVZNl//vnHAIyOHTva0sqWLWtUrlzZcHV1NXr16mXXV19fX9vn7777zgCM6tWrG7Gxsbb03377zXBwcDBKlSplS9u5c6cBGA4ODsbmzZsfarwREREGYEQUCTQMWjz4q3gPwzh5wVbv5s2bjZiYGNvn3bt3G5FLNiW/viNnjNDQUMNwb2f9fOys9XO8WWsMgxZGzJoddm1cvHjR9vnEiRPGsWPH7Ma6c+dOu/Hb1ZnA54TGoTbUhtpQG2pDbagNtZEWbaQFi2FotwhJOUFBQQwaNIjg4GBatWpld6xw4cLcvHmTLVu2mMq99dZb/PLLL1y+fBkPDw9CQkJo3bo1HTt2ZMaMGXZ5M2bMiKurKxcvXrRLb9OmDcHBwVy8eBEvL68HHsO7777L+PHjKVmyJHv37qVv376MHj06WWVz586Nh4cH+/fv5+rVq2TNmpUBAwawcuVKYmJi2LZtG2fOnMHHx4dWrVqxYMECAFq0aMGiRYtYt24dL730kl2dVapUYdOmTRw7dox8+fKxa9cuypQpwwsvvMCmTZseeJwAkZGReHp6ElEkkMwHzz14RcXzwJrhkDtr4nkuXYVth+zT3psJubygXzP79KolwdUZinW3TkW9OR9cnG4f/+VPaPAxLBoIzSo+eL9FREREJFGahiqPTHh4ONHR0fj6+iaa5+TJk5QoUcL2uXDhwqY87u7u5MiRw5QePw3z1KlTDxUsfvHFF/z666/s2bOH8uXLM2rUqGSXrVixIj/99BMXLlxg9erV3Lp1iyZNmnDz5k0mTJjAjRs3WLx4MYZh2KakApw4cQKLxUKlSpVMdRYvXpxNmzaxZ88e8uXLZ0svVKjQA48xTXhlAv9nzGk+Xub0eM8VtgaLJy9AoVy3009dsr5nz5w6fRURERERBYvy6BiGQb58+fj0008TzZM3b167z46Ojgnmc3BIfG+mh71ZvmvXLo4cOQJYA9xLly6RLVu2ZJX19/dn8eLFLFmyhA0bNuDl5UXFihW5ceMGn3/+Ob/88gu//vorDg4OdusVH0TGjBkfqvxjoW0VmLcRpq2GT/7bwCcuDmassa5rfM78nwkiIiIikjIULEqKulcQ5+PjQ0REBG3atEk0CExr0dHRtG7dmri4OAYOHMioUaNo27Ytq1atSlb55s2b07NnT1asWMFff/3Fc889B0C1atXw8PBg2bJlbNmyhYIFC5IzZ05buXz58rFt2za2bNlimob6zz//AFCqVKkUGuVjpFlFqF0Wgn6wboLzTAFYFAYb98KkrvZTU0VEREQkRenRGZKiPDw8ADh3zrz+7eWXXyYiIoJ+/folWDb+bl5KCg8PJywsLMH+JOTNN9/kn3/+YdiwYQQFBdGuXTtWr16d7KmoefPmJV++fKxbt46DBw9Ss2ZNwBpEP/vssyxfvpzw8HBeeOEFu3Lx6zs//PBD4u54fmBoaCibN2+mVKlSdlNQExMWFsbff/+drL4+FiwWWDQAejaEJX9A7xlw+jLM6QWB936UiYiIiIg8HN1ZlBRVs2ZNLBYLn3/+ORcuXCBTpkwUL16cBg0aEBQUxLp16xg7diwbNmygWrVqeHp6cuzYMUJDQ3FxcWHHjh0p2p+PPvqIKVOmMHLkSN5///175p07dy5z5syhdu3atrzTp08nLCyMYcOGUadOHcqXL59km5UqVbJtXHPnVNMaNWqwfv16AOrVq2dXpn379kyePJm1a9dSoUIF6tWrZ3t0hpOTE19++WWyxlupUiW8vb2THRynud9GJJ0nkxuM62x9iYiIiMgjozuLkqJKlixJUFAQUVFRfPjhh/Tu3Zvx48cD4OLiwubNmxk4cCCXLl3i66+/ZuTIkSxfvhxfX18GDBiQZv0+duwYb7/9Njly5LB7nqKLiwvBwcFYLBbatGnDjRs3kqyrbl3rHa8cOXLYnjUJtwNHR0dHmjZtaiq3cuVKevbsyenTpxk9ejQLFizgmWeeYdWqVaZnLIqIiIiIpDY9OkPkKfZIH50hIiIiIo8V3VkUEREREREREwWLIiIiIiIiYqJgUUREREREREwULIqIiIiIiIiJgkUREREREREx0XMWRQQKeIOj84OXL5gj5foiIiIiIumCgkURga+6gEfmh6vD3SVl+iIiIiIi6YKCRREBn6yQ+SGDRRERERF5omjNooiIiIiIiJgoWBQRERERERETBYsiIiIiIiJiomBRRERERERETBQsioiIiIiIiImCRRERERERETFRsCgiIiIiIiImChZFRERERETERMGiiIiIiIiImChYFBEREREREZMMad0BEUkH/r0IV2PSuhciIiIi98/dBTzd07oXTyQFiyICPabAici07oWIiIjI/SmYA6Z1V7CYShQsiggcPQ8Hz6V1L0REREQkHdGaRRERERERETFRsCgiIiIiIiImChZFRERERETERMGiiIiIiIiImGiDGxERERERkTv9exHG/wxbDsDWg3D1Jqz9CGqUNue9FQMjF8Ks3+DkBciTDd6oBQNbQgZH+7xRt2Do9zB7HVy6BmXzw8ftoE655PVr1Xb4ZCHsPAYxsVAsN7zTEF6tYZ/P0jLh8kEdrP1KJt1ZTMCOHTt48cUXyZw5MxaLhfr166d1l9Lcrl27sFgsBAYGpnVXbPR9EhEREZFUsf8UjPrRGvyVyX/vvB3GwfAFUKs0jO8ML5WCId/D25PNeTt+CV/8BAEvwfg3wNEBGn4CG/cm3aclYVD3I4i+BR+2hU8CwM0ZXpsAY38y56/zDMzuZf9q8nyyhh/vvoPF7du306RJE/LkyYOLiwvu7u7kyZOHevXqERwcfL/VpUvt27dn+/btvPnmm4wePZp33nkn0bxbt27lzTffpHjx4mTOnBlXV1cKFixI9+7duXz5sim/xWK556t79+52+Y8cOUKzZs3Ili0bGTJkwNvbmzZt2nDmzJmUHjZnzpwhMDCQkJCQFK87NdzP9ykl9O/fn6CgoFRtQ0REREQegRpDrIFbYp4rDBdmwT9fQ58mief74wAs2ASDW8HU7tC1Hsx8B95rClNXwY6jt/OGHYB5GyEoAEa/DoF1Yc1wyJ8d+n+bdJ+/Wg4+XrDmI+jRELo3gNXDoXAumLnGnL9YbuhQ3f7lly/pdu5wX9NQf/31Vxo3boyjoyONGjXCz8+P69evc/DgQTZv3sy8efNo3br1fXUgvbl+/Tp79uzh5Zdf5osvvkgy/4QJE1iwYAFVq1alZcuWODs7s27dOiZOnMjPP//Mzp078fDwsOUfPXp0gvV8/vnnnDlzhrZt29rSjh07RsWKFbl06RLNmzendOnS7Nq1ix9++IE//viD7du3kzlz5ocf9H/OnTvHlClTAGjVqlWK1Zsa7vf7lBJmzJhBrly5eP/99x9JeyIiIiKSRjzckpdvw393BF+pap/+SlUYswTmh0LZAta0kM3WO4mBdW/nc3WGzrVh0Hdw4jz4eifeVuR18HIHF6fbaRkcwdsj8TI3osBisbbzAO4rWBw8eDDR0dH89ttvVK9e3XT88OHDD9SJ9OTYsWMYhoGXl1ey8r/66quMGTOG7Nmz26W/8cYbzJgxg6CgIEaOHGlL79u3r6mO/fv3079/fwoXLsxLL71kS+/Xrx/nz5/niy++oHfv3rb0sWPH0qdPHwYOHMjEiRPvd4iPhStXruDi4oKzc8IX9v1+n9K7qKgobt26RaZMmdK6KyIiIiKSXFG3rO9ud/3NmtHF+r7t0O20vw5b7/Zlzmift2JR6/vfR+4dLNYobZ0aO2QuvF7TGgTOXQ9bD8ECc4zBzLUw8RcwDCiZ13r3s/1L5nz3cF/TUMPDw8mUKVOCgSJAoUKFbF/fa41bYGAgFouFXbt22dLq16+PxWLh5MmT1K9fHw8PD1xdXXnxxRdtQejw4cPJkycPTk5O5MmTh8mTE5gHfI++t2zZ0jadM1u2bLRs2ZKTJ0/a9aFUqVIATJkyxTY19F7TMuvUqWMKFMEaLALs3r07yb6NGzcOwzDo0KGDXXpYWBjOzs706tXLLr1nz544OTmxcOHCJOsGiI6OplevXuTNmxcnJycyZcpElSpV2Lhxoy1PSEgIZcqUAezHntDYpk+fTpEiRXByciJLliwEBAQQHR1tyvfnn39Sp04dsmTJQoYMGciePTsBAQGm6bnx3/vjx4/ToEEDPD098fT05J9//klwPMn5Pk2YMIFSpUrh6uqKi4sLxYoV4+uvvzbVNWHCBCpXroy3tzdOTk54eHjw4osvsn79ert8FouF8+fP267r+Ff8NZzYmsmgoCBT3+Kv/02bNvHKK6+QNWtW3Nzc+OWXXwDrXdMePXrg6+uLk5MTGTNmpFKlSqxZYz+9IDY2lv79+5M/f35cXV1xc3Mjd+7cNGrUiKioqATPnYiIiIikoOJ5rO+h++zTN+yxvp+8eDvt30vWaaR3i087ddF87E5DWkObF60b3BTtDkXehk9/hIX9oWVl+7wvFodP2sOiAfC/t6x3NAPGwf9+SfbQ4D7vLObJk4dTp07xv//9j27dut1XQ8lVvXp1cubMybvvvsuBAwcIDg6mQYMGNGzY0DbN1dXVlZkzZ9KtWzcqV65M2bJl71nnuXPnqFChAmfOnKFBgwaUL1+ev/76i0WLFrFlyxZ27NhBtmzZeOeddyhbtiyjR4+mSpUqNG/eHIDnnnvuvsdx6JD1fxFy5Mhxz3xxcXEsXLgQFxcXevToYXfs1q1bODk54eBgH9M7Ojri7OzM2bNnCQ8PJ2/evPdso27duqxbt45nn32WV199ldOnTzN//nz8/f1ZtmwZtWrV4rnnnqNfv36msd89zXXt2rXMmzePNm3akDt3bn7++Wfmzp2Ll5cXX331lS3fqlWraNq0KRkzZqRNmzbkzZuX7du3s2DBArZt28b27dtxcXGxq7t69epkzZqV7t27c+3aNbJkyZLgeJL6PsXf1X3uuefo2bMnjo6O/Pzzz/To0YN///2Xjz/+2FbXpEmT8PT0pE2bNvj4+HDw4EEWLlxI3bp12bRpE+XLlwes04c/+ugjPDw87O7yJnXu7yUgIABnZ2c6d+6MxWIhf/78REVFUblyZfbu3UvdunXp1KkTly9fZv78+TRo0IClS5dSp04dAHr06ME333xDpUqVeO2113B0dOTw4cOsWbOG69evm86viIiIyFPpVgxEXDenRd2C85H26VkzgcN93E9rWN665rDvLOvdxOcKWXdQ/WCudYrojTtuqNyItp9CGs/V6fbxe3Fxst6ZbPWCNTiMjYXJv1o32Pl1GFQufjtv6F37bLxRC57rZ53u2rEmuCXv78T7ChaHDRtGs2bNePvtt/noo48oV64cFSpUoGHDhlSuXDnpCpKhbNmy/PDDD3Zp8+fP58KFC+zbtw9vb+ut2caNG1O9enXGjBnDrFmz7lln//79OX36NIMHD2bEiBG29MGDB/PJJ5/Qv39/pk2bRqNGjcifPz+jR4+mVKlSCU4ZTY5bt24RFBSEg4NDkruHBgcHc+7cOerXr28bW7yCBQsSGhrK2rVrqVmzpi197dq1XLt2DbBOYb1XwDJ37lzWrVtH9erVWbNmjS3w7NixI7Vq1eKdd95h9+7dFCxYkNdeey3JsR8/fpxt27ZRurR12+APP/yQAgUKMGfOHLtg8c0338TLy8sWiMf75ptv6NatG1988YVp7V/hwoVZtWrVPc8XcM/v0+rVq5kxYwavv/46M2fOtKUHBQXx4osvMmbMGHr37m3rU2hoqCko7datG9WqVWPEiBH8+OOPgHX68KhRo8iaNesDXxd3y5QpE9u2bbObatuvXz927tzJ7Nmz7e40Dx06lBIlStCnTx927twJwIoVK8iTJw+///57ivRHRERE5HEUHR3NnZNAN23axIsvvmj7vGfKD5TqPs9ccNN+64YzdzryDZFZXTl+/Ljt792E2NpwdYafP+B6kxFkfPkz60EXJ073qUuOqRtwyOQKWGc55shgwfm/aauRkZG327hpTTt0KpzC9xgHPabA7//An5/fDmjbVAG/XtBrOmwZlfhJcnaCHg2g6yTYdhiqlkw87x3uaxpqo0aN+O2336hXrx7Xr1/nl19+YcSIEbzwwgv4+fmxffv2+6kuQYMHD7b7XKNGDQCaNm1qF0y99NJLuLm5JWud5K+//oqHhwdDhgyxSx86dCgeHh78+uuvD93vO7Vr1479+/fz9ttvU6FChXvmnTRpEgBdu3Y1Hevbty8Wi4X27dszc+ZM9u7dy6xZswgICMDR0frMlqtXr96z/vgdaj/66CO7O5TVq1encuXK7Nmzh+PHjyd7bNWqVbP7wXFwcKBixYpERERw6dIlADZu3MixY8do0qQJN27cIDw83PZq2LAhLi4uCZ7zDz74INn9SMzUqVNtu8re2W54eDiNGjXi5s2btumegC1QjIuL4/z587Y7tblz52bHjh0P3Z97eeedd0xrMn/44Qdy585NjRo17Pp+8+ZNKlWqxJ49e7hy5QpgDTYvXrzI4sWLU7WfIiIiIunZ3X9P2QVYQKl2Da133u58lc0PdcuZ03NlIXPmzPcMFE1t+OUj46HJsGscbPgETk0l15AOOFy4ar0TiHU2mnO+HNapqGDfxn9phavZP9bCro3oWzBtNTR6zv7Op1MGaFDeum4x+ta9T1T8esiLV+6d7w73dWcRoGrVqrY/tnfv3s3PP//MrFmz2LNnD02aNGH//v24uSVz96AExK+bixcfIN65HjKeu7s7ERERSdZ59uxZihYtarqQnJ2dyZs3r23KaEro3LkzCxcupEmTJnz55T224wVOnTrFhg0byJ07N82aNTMdb968ORMmTGDw4MF06tQJsAZnjRs35sKFC4SGhia5wcuJEyewWCxUqlTJdKx48eJs2rSJPXv2kC9f8rbRzZ/f/JyZrFmz2sbj5eXFn3/+CVgD4fhg+G4XLlwwpT3IdN+7HTx4EMMwqFixYqJ57lynumbNGt5//322b99uWueX0HrNlHT3tQ7W/3WKjo7G19c30XInT56kRIkSBAUF0b59e5o3b46Xlxfly5enYcOGdOvW7aF+BkVERESeKF6ZwP8Zc5qPlzn9QVks9o+lWLYN4uLA/47lcuUKwtpd1l1N79zkZss/t48n5sIViImF2DjzsVsx1rYSOnanw/89ei+7573z3eG+g8U7+fn54efnR9++fSldujR79+5l5cqVNGvWDIvFkmi5mJiYRI85OSUwjxdsd9LuZhjG/XU6FQUGBjJ9+nTq16/PokWLksz/5ZdfEhMTY/e4jLv16NGDt956i40bNxIREcGzzz5L/vz5KVq0KA4ODpQrVy7lBpAMiX0fwPy9aNeuHU2aJPxcmoQCsZR4DIhhGFgsFr799ttE+xofSO7du5eGDRuSMWNG3nrrLfz8/MiUKRMWi4UBAwZw48aNh+7Pva71Ox+pcmf/8+XLx6effppoufhpx40aNeLo0aN8//33rF69mrCwMFavXs0XX3xBWFgYuXPnfuj+i4iIiMh9uhEFQ763BqPtqt1Ob/UCfL4YJq+Evs2taVG3YMZaqFTUfifU4+fgehSU+G+5WQ5PyOIOP26Bj16xTisFuHoDftoKJfLcXod4LsIcEF65AeOWgndm67rKZHqoYDGeg4MDzzzzDHv37uXYsWMA5MqVC8A2NfFOR48eTYlmky1nzpycOHHCOp/5jruL0dHRhIeHkzNnzoduIzAwkClTplCvXj2WLl1q2pQmIfPmzcPR0dG02+ndnJyc7NYsHj58mMOHD1OmTJkkA6x8+fKxbds2tmzZYvdYDsC222j8zqL3CvDvh5+fH2ANLNu1a5cidSZXwYIF2bZtG0WKFElyHe3MmTOJiopi9uzZpueDduvWzfQfF/c6P+7u7qZdXoH7vmvt4+NDREQEbdq0uWdgHs/Ly4u3336bt99+G4AhQ4bw8ccfM3r0aMaOHXtfbYuIiIjIHT62Ludi9wnr++x1sPG/5yoOvuNvxzafQ24vKOVrvWs4fY31Lt7PH9g/r7FSMWj9Irz/HZyNhCK5YNZaOHoWpr1t3/ZrE2DdbjD+28vF0RH6NoPBc6HyQHithvVO4rTVEH4B5twRT3y9HBaFQZPnIV926zTX6avh+HmY3fN2oJkM97Vmce7cuQk+IuHKlSuEhoYC2HaPzJYtG56enmzZsoW4uNu3RLdv327L+6j4+/tz5coVPvnkE7v0jz/+mCtXrth2l3xQXbt2ZcqUKdSpU4eff/45WX/k//rrrxw9epTKlSsnOLUzMbGxsXTq1AnDMJK1xq9Vq1aAdSOaO78PoaGhbN68mVKlStmmoMav30sowL8fNWvWxNfXl4ULFya4jjU6OppTp049VBuJefPNNwF47733uHXLPG/7yJEjtq/jv0933xH96KOPEpze7OrqSmRkpCkdrDsF79mzx+746dOnk3WH+U4vv/wyERER9OvXL8Hjd/Y/PDzcdPyFF14A4OLFJLZeFhEREZF7G/K99RW/Cc701bfT7vR8YVjxt3WTmZE/QFEf+P1TqJ3AExu+7QnvNobZv0HPaXArFpYOgpf8ku7PB63gu3et6xSHL7D2I7MbhPSDgDsebVilhPVO5NRV0H0KjP3J+oiPVR/a50uG+7qzOHDgQN5++21eeuklSpcujbu7O8ePH+enn37i33//pW7dulStWtWWPyAggIkTJ1KhQgUaN27MyZMnWbBgAfny5ePgwYP31dGH8dlnn9k24/nzzz959tln+euvv/j555/JnTs3n3322QPXPXjwYCZNmkS2bNnw9/c33c3JnTs37du3N5WLf+Zfly5dEq370qVLlClThjp16lCoUCEuX77M4sWLOXToEN27dzfdDUtI+/btmTx5MmvXrqVChQrUq1fP9ugMJycnu3WVefLkIVeuXKxYsYIBAwbg4+ODh4cHnTt3Tu7pAKx3mmfNmkWTJk2oVKkSTZo0wc/Pj2vXrnHo0CHWrFnDgAEDTLuhpoR69eoRGBjI5MmTKVy4MA0bNrQ98mX79u2EhYXZpoa2adOGMWPG0LVrVzZs2EDWrFnZtGkTmzdvJmfOnMTGxtrVXbZsWZYtW0bnzp3x8/PDwcGBjh07kiVLFgIDA+nbty8VKlSgdevWXLp0iQULFpAzZ85krauNFxQUxLp16xg7diwbNmygWrVqeHp6cuzYMUJDQ3FxcbFtvFOqVClKlizJc889Zxvj/PnzyZAhg+05nyIiIiKSgN9GJJ3H+CHpPAD9W1hfyeHqDKNft77uJbH+tX/J+rqXOuWsrxRwX8FiUFAQCxcu5M8//2Tt2rVcv34dNzc3ChUqRPfu3Rk4cKBd/rFjxxIREcHSpUsZOXIkvr6+jB07li1btjzSYDF79uxs2bKFXr16sW7dOpYtW4anp6dtA5k7H+1wv7Zu3QpYN2wZMGCA6Xjp0qVNweKVK1dYuXIl2bJls3s8wt1cXV0pVqwYP//8M5cuXcLFxYXixYubHquQlJUrV9KvXz9CQkIYPXo0Li4uPPPMM3z22Wd2wT3AjBkz6N27N+PGjSM6Ohpvb+/7DhbBendxy5YtDBo0iN9++40ff/wRV1dXcubMSbNmzWjRIpk/UA9g0qRJVK5cma+++oo5c+YQFRVF5syZKViwoN3d2HLlyjFv3jw++OADpkyZgoODA6VLl2bFihV07dqV06dP29X79ddfExAQwPz587l+/TqGYeDv70+WLFl47733CA8PZ/bs2YwaNYocOXLw7rvv4uDgwKBBg5LddxcXFzZv3sywYcMIDg62/adC1qxZ8fPzs210BNbHn6xevZo5c+Zw48YNMmfOjJ+fH8OGDaN69fv7XyMRERERkbtZjPS0Q4yIPFKRkZF4enoSUSSQzAfPpXV3RERERO5P8TywZjjkzprWPXki3deaRREREREREXk6KFgUEREREREREwWLIiIiIiIiYqJgUUREREREREzuazdUEXlCFfAGR+e07oWIiIjI/SmYI6178ERTsCgi8FUX8Mic1r0QERERuX/uLmndgyeWgkURAZ+skFnBooiIiIjcpjWLIiIiIiIiYqJgUUREREREREwULIqIiIiIiIiJgkURERERERExUbAoIiIiIiIiJgoWRURERERExETBooiIiIiIiJgoWBQRERERERETBYsiIiIiIiJiomBRRERERERETBQsioiIiIiIiImCRRERERERETFRsCgiIiIiIiImChZFRERERETERMGiiIiIiIiImChYFBERERERERMFiyIiIiIiImKiYFFERERERERMFCyKiIiIiIiIiYJFERERERERMVGwKCIiIiIiIiYKFkVERERERMREwaKIiIiIiIiYKFgUEREREREREwWLIiIiIiIiYqJgUUREREREREwULIqIiIiIiIiJgkURERERERExUbAoIiIiIiIiJgoWRURERERExETBooiIiIiIiJgoWBQRERERERETBYsiIiIiIiJiomBRRERERERETBQsioiIiIiIiImCRRERERERETFRsCgiIiIiIiImChZFRERERETEJENad0BE0o5hGABERkamcU9ERERE5F48PDywWCyPtE0FiyJPsQsXLgDg6+ubxj0RERERkXuJiIggc+bMj7RNBYsiT7GsWbMCcPz4cTw9PdO4N+lXZGQkvr6+nDhx4pH/kn6c6DwlTecoeXSekkfnKWk6R8mj85Q8aX2ePDw8HnmbChZFnmIODtZly56envrHIRkyZ86s85QMOk9J0zlKHp2n5NF5SprOUfLoPCXP03SetMGNiIiIiIiImChYFBERERERERMFiyJPMRcXF4YNG4aLi0tadyVd03lKHp2npOkcJY/OU/LoPCVN5yh5dJ6S52k8TxYjfu98ERERERERkf/ozqKIiIiIiIiYKFgUEREREREREwWLIiIiIiIiYqJgUeQptG/fPurUqYO7uzu5cuWif//+REdHp3W30kxwcDDNmjUjb968uLu7U65cOaZPn86dS7pr1KiBxWIxvfbt25eGPX+0Zs6cmeA5GDhwoF2+adOmUaxYMVxdXXnmmWdYunRpGvU4bSR2rVgsFubNm3fPPE/q9XTw4EG6du1KuXLlyJAhA6VLl04wX3KunYiICDp37kzWrFnx8PCgVatW/Pvvv6k9hEciqfMUGRnJhx9+SMWKFcmSJQs5c+akSZMm7Ny50y7f0aNHE7y+Kleu/CiHkyqScy0l9+frab6WErtGLBYLrq6uSeZ7Eq6l5PzbD/q9lCGtOyAij9alS5eoVasWRYsW5YcffuDkyZP06dOH69ev89VXX6V199LEF198QYECBRgzZgzZs2fn119/pUuXLpw4cYJhw4bZ8lWpUoXPP//crmyBAgUecW/T3i+//IKnp6ftc548eWxfz5s3jy5duvDBBx9Qq1Yt5s+fT4sWLdiwYcMT8cdFckycOJHIyEi7tHHjxrFw4UL8/f1taU/T9bR7925+/vlnKlWqRFxcHHFxcaY8yb122rZty+7du/nmm29wdXXlgw8+oEGDBmzdupUMGR7vP2uSOk/Hjx9n0qRJdO7cmY8//pibN2/y+eefU7lyZbZu3UrJkiXt8o8cOZKaNWvaPnt4eDyScaSm5FxLkLyfr6f5WvLx8WHz5s12aYZhUL9+fWrVqmWq70m8lpLzb79+LwGGiDxVRo4cabi7uxsXLlywpU2aNMlwdHQ0Tp48mYY9Szvnzp0zpXXp0sXInDmzERsbaxiGYVSvXt1o1KjRo+5aujJjxgwDSPB8xStWrJjRrl07u7QXXnjBaNCgQWp3L10rWLCg0bBhQ9vnp+16iv85MgzDeP311w0/Pz9TnuRcO5s2bTIAY8WKFba0ffv2GRaLxZg/f34q9PzRSuo8Xb161bh27Zpd2pUrV4ysWbMaPXr0sKUdOXLEAIzg4ODU7XAaSM61lJyfr6f9WkrI2rVrDcBYsGCBLe1JvpaS82+/fi8Zhqahijxlli9fjr+/P1mzZrWltWnThri4OFauXJmGPUs73t7eprRnn32WyMhIrl27lgY9ejwdPnyYf/75hzZt2tilv/LKK6xevZqoqKg06lna2rRpE0eOHCEgICCtu5JmHBzu/edGcq+d5cuXkyVLFurUqWPLU7x4ccqVK8eyZctSvuOPWFLnyd3dnYwZM9qlZcqUiSJFinDq1KnU7Fq6kdQ5Sq6n/VpKyNy5c8mcOTNNmjRJhR6lP0n926/fS1YKFkWeMvv27aNEiRJ2aVmyZMHHx+eJXS/1IDZu3EiePHnsptqsW7cOd3d3XF1dqV69OuvXr0/DHqYdPz8/HB0dKVSoEEFBQcTGxgLYrp+7r6+SJUsSHR3NkSNHHnlf04O5c+fi7u5Os2bN7NJ1Pd2W3Gtn3759FC9eHIvFYsr3tP7+unz5Mrt27TJNQQXo1q0bjo6O5MiRgy5dunDx4sU06GHaSOrnS9eSvVu3brFw4UJatGhht2Yx3tNyLd35b79+L1k95pNoReR+Xbp0iSxZspjSvby8nthf/vdr48aNzJs3jzFjxtjSqlevzmuvvUbRokU5deoUn3/+Of7+/qxbt44XXnghDXv76Pj4+DB8+HAqVaqExWJhyZIlDB48mJMnT/LVV19x6dIlANP15eXlBfBUXl8xMTEsWLCApk2b4u7ubkvX9WQvudeOfn+Z9e/fH4vFQteuXW1pLi4udOvWjXr16pElSxa2bNnCJ598wtatWwkLC8PJySkNe5z6kvPzpWvJ3vLly7l48SLt27e3S3+arqW7/+3X7yUrBYsiIncIDw+nbdu21KxZk549e9rShw8fbpevcePG+Pn5MWLEiCdimkly1KtXj3r16tk+161bFzc3N8aOHcsHH3yQhj1Lv3799VfOnTtn+gNM15OkhBkzZjBlyhRmzpxJ3rx5bek+Pj5MnDjR9rl69er4+fnRuHFjfvzxR9O0uieNfr7u33fffUfOnDmpXbu2XfrTci0l9m+/aBqqyFPHy8uLiIgIU/qlS5fs1jE+jS5fvkyDBg3Ili0bCxcuvOeaD3d3dxo1asS2bdseYQ/TnzZt2hAbG8vff/9t+9/Wu6+v+P+dfRqvr7lz55ItWza7IDshT/v1lNxrR7+/blu+fDmBgYEMGTKE119/Pcn8DRs2xN3d/am8xhL6+dK1dNvVq1f56aefaNu2LY6Ojknmf9KupcT+7dfvJSsFiyJPmRIlSiT4rKl///3XNC//aXLjxg0aN25MREQEy5cvt3s0hCRP/PVz9/W1b98+nJ2dKVSoUFp0K83cuHGDRYsW0bp16ydqqlZqSO61U6JECfbv3296DlpCa7GfZL///jutWrXi9ddf56OPPkrr7jyWdC3d9uOPP3Ljxg3TDIinwb3+7dfvJSsFiyJPmQYNGrBq1SouX75sSwsODsbBwYG6deumXcfSUExMDG3atGHv3r388ssvds8NTMy1a9dYunQpFSpUeAQ9TL/mzZuHo6Mjzz77LIUKFaJYsWIEBwfb5Zk/fz61a9fG2dk5jXqZNpYsWcLVq1eT9QfY0349JffaadCgAZcuXWL16tW2PP/88w9//fUXDRs2fKR9Tit79uyhUaNG1KpVi2+++SbZ5ZYuXcq1a9eeymssoZ8vXUu3zZ07l8KFC1OpUqVk5X9SrqWk/u3X7yUrrVkUecp07dqVL7/8kubNmzNo0CBOnjxJv3796Nq1K7lz507r7qWJt99+m6VLlzJmzBgiIyP5/fffbceeffZZwsLCGD16NC1atKBAgQKcOnWKMWPGcPr0adM/Ik+yevXqUatWLcqUKQNYg6HJkyfTq1cvcuXKBcCHH35IQEAAhQsXpmbNmsyfP58tW7Y8lTt9zp07l3z58lG1alW79A0bNjx119P169dta8WOHTtGZGQkISEhgHUNVPbs2ZN17bzwwgvUq1ePN954gzFjxtgefl22bFlatmyZJmNLSUmdJ8MwqFevHm5ubvTu3ZutW7faymbOnJlSpUoB8N577+Hg4EDlypXJkiULYWFhBAUF8fzzz9O8efNHPq6UlNQ52rdvX7J+vp72ayl79uwAnDt3jlWrVjFw4MAE63mSr6Wk/u13cXHR7yWAtH3Mo4ikhT179hi1a9c23NzcjBw5chh9+/Y1oqKi0rpbaSZ//vwGkODryJEjxoEDB4x69eoZuXLlMpycnIwsWbIYDRs2NLZs2ZLWXX+kevbsaRQtWtRwc3MzXFxcjDJlyhjjx4834uLi7PJNnTrVKFKkiOHs7GyUKVPG+Omnn9Kox2nn4sWLhrOzs9G/f3/Tsafxeop/sHdCr7Vr19ryJefauXz5svHGG28YWbJkMTJlymS0bNnSOHny5CMcTepJ6jzFPzQ9oVf16tVt9UydOtUoX768kTlzZiNDhgxG/vz5jXfffdeIiIhIu8GlkKTO0f38fD3N11K8r776ygCMPXv2JFjPk3wtJfVvf7yn/feSxTDummArIiIiIiIiTz2tWRQRERERERETBYsiIiIiIiJiomBRRERERERETBQsioiIiIiIiImCRRERERERETFRsCgiIiIiIiImChZFRERERETERMGiiIiIiIiImChYFBEReUhnz57F09OTKVOm2KV37NiRAgUKPFTdBQoUoEaNGg9VR0qoUaPGQ49FUkd6uUZSw6MeW40aNUztLV68GGdnZw4cOPDI+iGSXihYFBEReUiDBw8me/bsdOrUKVn5T58+Td++fSldujQeHh5kzpyZokWL8sorr/DDDz+kcm8fT0ePHsVisdCjR48HrmPRokV8+OGHKdepR+jDDz9k0aJFad2Np1KzZs0oU6YMAwYMSOuuiDxyChZFREQeQnh4ONOnT+edd94hQ4YMSeY/duwYzzzzDF9//TWVK1fm008/JSgoiMaNG7Nv3z5mzJjxCHr9dFq0aBHDhw9P6248kOHDhycaLO7fv5+VK1c+2g49ZXr16sWPP/7I7t2707orIo9U0v+qiYiISKImTZqExWKhXbt2ycr/+eefc/bsWRYtWkSzZs1Mx0+fPp3SXZRH4NatW8TGxuLq6vrI23ZxcXnkbT5tWrZsSbdu3fjmm2/48ssv07o7Io+M7iyKiMgjNXPmTCwWC6tXr+ajjz4if/78uLm5UalSJX7//XcA1q1bR9WqVXF3d8fHx4cRI0YkWNfWrVtp0aIF3t7euLi4ULx4cT755BNiYmLs8oWFhdGxY0eKFStGxowZ8fDwoEqVKvz444+mOjt27IjFYiEiIoJu3bqRI0cOXF1dqVKlClu2bDHlDw4O5vnnnydHjhzJGn/8uqfatWsneDxXrlwJpu/bt49GjRrh4eGBp6cnrVq1MgWWp06d4r333qNcuXJ4eXnh6upKqVKlGDVqFLGxsXZ5478Pq1at4sMPPyR//vy4uLhQtmxZ5s2bl6yxxI/n1VdfxcfHB2dnZwoUKEC/fv24du2aLU+vXr2wWCwJrvn6999/yZAhA2+88Uay27yTxWKhY8eObN68merVq+Pu7k62bNl48803uXr1qi1fjRo1mDVrlq1M/GvmzJl2fenWrRv58uXD2dmZ3LlzExgYyNmzZ+3a/PDDD7FYLOzevZs+ffqQN29eXF1dbdfv/Pnzadq0Kfny5cPFxQVvb2+aN2/Ojh07EhzDX3/9RevWrcmZMycuLi74+vrSrl07Dh06ZJt+CzBr1iy7vsdLbF3fokWLqFKlCu7u7mTKlIkqVaqwePFiU7748sm5xhLStm1bnJ2duXDhgunY/v37sVgsvPvuu7a0iRMnUrduXfLkyYOzszM+Pj506NCBo0ePJtkW3P6e3y3+mv7tt9/s0iMiIhgwYABFihTBxcWF7Nmz065dOw4fPpys9gAyZcpEtWrVCAkJSXYZkSeB7iyKiEiaGDhwILGxsfTq1Yvo6GjGjBlD3bp1+fbbb+ncuTOBgYEEBASwYMEChg4dSsGCBenQoYOt/M8//0zLli0pUqQI7733HlmzZmXz5s0MHTqUv//+m+DgYFveH3/8kX379tGmTRvy58/PhQsXmDVrFi1btuS7776jffv2pv7Vq1eP7NmzM3ToUC5cuMAXX3xBo0aNOHLkCB4eHgCcOXOG/fv307Nnz2SPu3DhwgBMmTKFd9991+6P/sScPHmSGjVq0KJFC0aPHs327duZNGkSkZGRdtMPd+zYwQ8//ECLFi0oXLgwt27d4pdffmHgwIEcPnyYSZMmmeoeMGAA165d4+233wZgxowZtGvXjps3byb4B/mdtm3bRq1atciSJQtvvfUWefLkYfv27UyYMIHQ0FDWrVuHk5MTXbp0YcKECUyfPp2goCC7OmbNmkVsbCxvvvlmkuchMX///TeNGzemU6dOtG/fnt/+3969x0RxtX8A/3JbgUWW26JoBC8IKEgFURatoASx4qU0VWkEpF6yVbG0ikmbmIqxtV6qNY1WQUEsBJoahFoNDWKE1hptQauCghar0ipSQFhgF6G4z/tH350yziKr9Kev/T2fhMR99szMmXNmzZ49Z+YpLUVGRgbMzc2xf/9+AMD69euh1+tx+vRpZGdnC9tOnjwZAFBbW4uQkBB0dXVh2bJlGDVqFGpqarBv3z6UlJSgvLwcCoVCdNzY2FjY2NggOTkZZmZmcHNzAwDs2bMHzs7OUKvVGDx4MG7cuIH9+/djypQpuHDhAkaPHi3s4/jx43j99dchl8uxfPlyeHp64t69eygqKkJlZSUiIiKQnZ2N+Ph4TJ06FWq12qQ22bt3LxITE+Hj44MNGzYA+GswFR0djbS0NMl+TL3GjElISMDhw4fx5ZdfSu4pzcrKEsoY7NixAyqVCklJSXByckJlZSXS09Nx6tQpVFRUwNnZ2aRzNIVGo8HkyZNRW1uLpUuXwtfXF3V1ddi7dy+Cg4NRXl4ODw8Pk/YVEhKCoqIiVFdXw8fH5x+rI2P/04gxxhh7hjIzMwkABQQEUGdnpxA/evQoASBLS0sqKysT4p2dnTR48GBSqVRCrKOjgwYNGkRTp06lP//8U7T/Tz/9lABQSUmJEGtvb5fUQ6vVkpeXF40ZM0YUT0hIIAC0cuVKUfzw4cMEgFJTU4XYqVOnCAB99tlnRs81ISGBPDw8RLEbN26Qvb09AaBhw4bRokWLaNeuXVReXm50Hx4eHgSAvvrqK1F81apVBICqq6uFmE6nI71eL9lHXFwcmZub0927d4WYoR/c3d2ppaVFiLe0tJC7uzs5OjqSTqcT4mFhYZJz8ff3J29vb2ptbRXF8/PzCQBlZmYKsZCQEHJzc6Pu7m5R2dGjR0v6wJibN28SAEpMTBTFAZCZmRmdO3dOFI+KiiJLS0tqa2sTYoa+NWbevHmkVCrpt99+E8XLysrIwsKCUlJShFhKSgoBoLCwMMn1R2T8ert69SrJZDLRdaXVasnFxYWUSiX9/vvvkm0ePnwoOs+EhASjdffw8KCwsDDh9f3790kul9OoUaNIo9EIcY1GQyNHjiQ7Oztqbm4WbW/qNWZMd3c3DR48mCZOnCiK6/V6cnd3p3Hjxonixtrn5MmTBIC2bdv22HMj6r0tDNd0z89+UlISWVtb08WLF0Vlb926RQMHDpTsJywsTHI8g+zsbAJAeXl5Rt9n7N+Il6Eyxhh7LlauXAmZTCa8njp1KgAgODgYQUFBQlwmk2HSpEmiJYzFxcWor6/HkiVL0NLSgsbGRuEvKioKAESzIXK5XPi3TqdDU1MTdDodwsPDUVVVhdbWVkn91qxZI3odHh4OAKJ6NDQ0AACcnJxMPu+RI0fi0qVLSExMBADk5uZizZo1CAoKgr+/P86fPy/ZZsiQIVi4cGGf9bGxsRFmKru6unD//n00NjZi5syZ0Ov1KC8vl+x75cqVohkzhUKBFStWoLm5WbKcr6eKigpcvnwZixYtQmdnp6gPDEuIe/aBWq1GXV0dCgsLhdj333+PX375BcuWLXtck/UpJCQEwcHBolh4eDi6u7tNWtqo0Whw/PhxzJs3D9bW1qJzGT58ODw9PY3Orr377rtGH2pkuN6ICK2trWhsbIRSqYS3t7doKXNRUREaGxuRnJyMoUOHSvZjbv50X9OKi4uh1WqRlJQEe3t7IW5vb4+kpCS0t7fj5MmTom1MvcaMsbCwQGxsLMrKylBdXS3ES0tLUVtbK5pVBP5uH71eD41Gg8bGRrz00ktQKBRGl3o/LSJCTk4OQkNDMXToUFG/yuVyqFSqJ3owkGHG89FlyYz9m/FgkTHG2HMxcuRI0WtHR0cAwIgRIyRlHR0dRfdDVVVVAQCWLl0KpVIp+jMsD6uvrxfK//HHH1Cr1Rg0aBDkcjlcXFygVCqRmpoKAGhpaemzfoYvij3rYRiYEZFpJ/1fw4cPx549e1BbW4u7d+/i8OHDmDt3LioqKjBnzhzcv3//sXXprT7d3d346KOP4OXlBWtrazg7O0OpVCI+Ph4A0NzcLNnPmDFjJLGxY8cCwGPv6TL0QUpKiqQPXF1dodVqRX0QExMDhUKBjIwMIZaRkQGZTIbFixf3ehxTmNo+vbl27Rr0ej0yMjIk56JUKnHt2jXRuRh4eXkZ3d/PP/+MOXPmCPf+GfZTUVEh6gPDICwgIMCk8zTVzZs3AQC+vr6S9wyxR/u2v21oGBAalp0a/m0YSPZ06tQpTJs2DXK5HA4ODkL7aDQao9fo02poaEBTUxNOnDhhtF8NPzqZyvA5N2XpOGP/FnzPImOMsefCwsLiieI9Gb60ffLJJxg/frzRMkOGDBHKRkZGoqqqCu+88w6CgoKgUChgYWGBzMxM5ObmQq/Xm1yPngNDpVIJAJLB3ZNwc3PDggULsGDBAsTGxiI3NxeFhYWi+zMf1yY967N27Vrs3r0bMTExWL9+PVxdXWFlZYULFy7gvffeM3qeT8tw3OTkZLzyyitGyxh+AAD+mvWMi4tDWloa6uvrYWNjg7y8PMybN09ox6dlavv0VSYuLk4yC2ZgY2Mjidna2kpitbW1CA0Nhb29PT744AN4e3tDLpcLD3np+dCd/yX9bcNx48Zh/PjxyMnJwebNm9HR0YEjR44gf6lG8gAAB95JREFUMjJS9NCmsrIyREZGwtPTE1u3bsWIESOEGfE33nijX9foow+2MtQ7IiLiH8mRaPic9/d6ZexFwoNFxhhjLxzDA0LkcjkiIiIeW/by5cu4dOkSNmzYIMmxl56e3q96GGZp+lqmZyqVSoXc3FzcuXPnqbbPzs5GaGio5GmmNTU1vW5TVVUlSeFx9epVAMZnmwwMfWBhYdFnHxio1Wp8/vnn+OKLL6BQKKDT6fq9BPVJ9DYj5OnpCTMzM3R1dZl8Lr0pKChAe3s7vvnmG0yfPl30XlNTkyjNhWFm8uLFi4iMjOzXcXsy9NuVK1ckT901pW+fVkJCAtasWYOSkhLU1dWhra1NMvjOzc3Fw4cP8e2334pWEWi1WpNnFZ2cnIz+QPPobKlSqYSDgwNaW1v73a/A358jPz+/fu+LsRcFL0NljDH2wpk5cyZcXV2xdetWo18aOzo60NbWBuDvGZNHZ0cqKyuNps54EkqlEr6+vkLKBFOUlpaio6NDEtfr9Th27BiAv5eBPikLCwvJeWq1WuzatavXbfbt2weNRiO81mg0SE1NhYODA8LCwnrdLiAgAH5+fkhNTTW6XLW7u1vSN/7+/pg0aRIOHjyIjIwMuLu7/6ODpL7Y2dkBkM4EOzs7IyoqCvn5+Ub7koiE+1P70tv1duDAAUkaisjISLi4uGDnzp2oq6szetyedTd1BnvGjBmQy+XYvXu38DkAgLa2NuzevRt2dnaYMWOGSft6EosWLYKlpSWysrKQlZUFhUIh+SGit/b5+OOPTZ5V9PLywtmzZ6HT6YRYc3MzMjMzReXMzc0RGxuLn376qdeUF09y/+G5c+cwaNAgeHt7m7wNYy86nllkjDH2wpHL5cjKykJ0dDS8vb2xdOlSeHp6oqWlBdXV1cjPz0dBQQGmTZuGMWPGwNfXF9u3b4dOp4O3tzeuX7+OtLQ0jBs3zugDZZ7EggUL8OGHH6Kurk5InfA4O3bswJkzZzB37lwEBgZCoVDg3r17OHLkCM6fP4/p06dj9uzZT1WX+fPnIy0tDTExMYiIiEB9fT0OHjz42FQELi4uCA4OxpIlSwD8lTqjtrYW6enpRpdZGpiZmSE7Oxvh4eHw9/cX0hLodDrU1NQgPz8fW7ZskaTfUKvVQpqMlJSUp36Iy9NQqVTYs2cPVq1ahdmzZ8PKygrBwcEYMWIE9u3bh5dffhmhoaFYvHgxAgICoNfr8euvv+Lo0aNYvHgxNm7c2OcxZs2aBVtbW8THx2P16tVwdHTEmTNnUFhYiFGjRomWStra2iIjIwPz58+Hn5+fkDqjoaEBRUVFWLt2rTDYUqlUOHnyJLZt2wZ3d3dh2aYxDg4O2L59OxITExEcHCz0waFDh1BTU4O0tDRJGpB/gqurK2bNmoW8vDw8ePAAy5Ytg7W1tajMa6+9hl27diEqKgpqtRoymQzFxcW4fPkyXFxcTDrO6tWrERcXh/DwcMTHx6OlpQUHDhyAh4eHZEC+efNmnDlzBgsXLsTChQuhUqkgk8lw+/ZtFBYWYsKECaJcm71pb2/H6dOnnzofKGMvrGf89FXGGGP/zxl7vL0Benkkfm8pDyoqKig2NpaGDBlCVlZW5OrqSiEhIbRp0yZqamoSyt26dYvmz59PLi4uZGNjQxMnTqT8/HwhBcLNmzf7PFZv9btz5w5ZWlrSjh07jNb70XQTZ8+epbVr11JQUBC5urqSpaUlKRQKUqlUtHPnTnrw4IGovLHUAUREJSUlkvQUWq2W1q1bR+7u7jRgwADy9PSkLVu2CGkJepY19ENxcTFt2LCBhg0bRjKZjPz8/CgnJ0dyPGOpM4j+atu33nqLPDw8yMrKipycnCgwMJDef/99qq2tlZRvb28ne3t7Mjc3p1u3bkne783jUmeYmkbh4cOHlJycTEOHDiVzc3NJmzQ0NNC6deto9OjRNGDAAFIoFOTn50dJSUl05coVoZyx66an7777jqZMmUJ2dnakUCgoKiqKKioqem3DH3/8kV599VVydnYmmUwmpFS5ceOGUOb69es0Y8YMGjhwIAEQXaO9XSP5+fkUEhJCtra2ZGtrSyEhIVRQUCAp9yTXWF/y8vKE+v3www9GyxQUFFBgYCDZ2tqSs7MzxcTE0O3bt43Wo7e6bd++ndzd3Ukmk5GPjw9lZGT0+n+LVqulTZs2kZ+fH1lbW5OdnR35+PjQ8uXLJSlXekudcejQIQJAFRUVJrcFY/8GZkRP+Ag3xhhjjImsWLECJ06cwLVr12BlZSXE33zzTZSWlpqUvuFZO3ToEJYsWYKSkhJMmzbtmR23s7MTbm5umDhxIoqKip7ZcRkzheGz8GjamMDAQAwfPhz5+fnPvlKMPUd8zyJjjDHWT5s2bUJTU5PknikmlZOTg+bmZqjV6uddFcZM8vXXX6OyshLbtm173lVh7JnjexYZY4yxfnJ1dRU9JIZJHTt2DLdv38bGjRsxduxYREdHP+8qMWaS6OhodHV1Pe9qMPZc8GCRMcYYY//n3n77bdy9excTJkxAenq6Sfk0GWOMPV98zyJjjDHGGGOMMQm+Z5ExxhhjjDHGmAQPFhljjDHGGGOMSfBgkTHGGGOMMcaYBA8WGWOMMcYYY4xJ8GCRMcYYY4wxxpgEDxYZY4wxxhhjjEnwYJExxhhjjDHGmAQPFhljjDHGGGOMSfwHr37ttzLw6QkAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 11 + "execution_count": 16 }, { "metadata": {},