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@MachineLearningIsEasy
Created June 19, 2020 09:58
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Example using osmnx on dataset airbnb NY 2019
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# NEW YORK airbnb flats"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import osmnx as ox\n",
"import pandas as pd\n",
"import numpy as np\n",
"import networkx as nx\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Загружаем граф географической области"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#G = ox.graph_from_place('New York, USA', network_type='drive')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"G = ox.graph_from_place('Manhattan, New York, USA', network_type='walk')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 274.948x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = ox.plot_graph(G)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Загружаем датасет"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>name</th>\n",
" <th>host_id</th>\n",
" <th>host_name</th>\n",
" <th>neighbourhood_group</th>\n",
" <th>neighbourhood</th>\n",
" <th>latitude</th>\n",
" <th>longitude</th>\n",
" <th>room_type</th>\n",
" <th>price</th>\n",
" <th>minimum_nights</th>\n",
" <th>number_of_reviews</th>\n",
" <th>last_review</th>\n",
" <th>reviews_per_month</th>\n",
" <th>calculated_host_listings_count</th>\n",
" <th>availability_365</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2539</td>\n",
" <td>Clean &amp; quiet apt home by the park</td>\n",
" <td>2787</td>\n",
" <td>John</td>\n",
" <td>Brooklyn</td>\n",
" <td>Kensington</td>\n",
" <td>40.64749</td>\n",
" <td>-73.97237</td>\n",
" <td>Private room</td>\n",
" <td>149</td>\n",
" <td>1</td>\n",
" <td>9</td>\n",
" <td>2018-10-19</td>\n",
" <td>0.21</td>\n",
" <td>6</td>\n",
" <td>365</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2595</td>\n",
" <td>Skylit Midtown Castle</td>\n",
" <td>2845</td>\n",
" <td>Jennifer</td>\n",
" <td>Manhattan</td>\n",
" <td>Midtown</td>\n",
" <td>40.75362</td>\n",
" <td>-73.98377</td>\n",
" <td>Entire home/apt</td>\n",
" <td>225</td>\n",
" <td>1</td>\n",
" <td>45</td>\n",
" <td>2019-05-21</td>\n",
" <td>0.38</td>\n",
" <td>2</td>\n",
" <td>355</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3647</td>\n",
" <td>THE VILLAGE OF HARLEM....NEW YORK !</td>\n",
" <td>4632</td>\n",
" <td>Elisabeth</td>\n",
" <td>Manhattan</td>\n",
" <td>Harlem</td>\n",
" <td>40.80902</td>\n",
" <td>-73.94190</td>\n",
" <td>Private room</td>\n",
" <td>150</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>365</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3831</td>\n",
" <td>Cozy Entire Floor of Brownstone</td>\n",
" <td>4869</td>\n",
" <td>LisaRoxanne</td>\n",
" <td>Brooklyn</td>\n",
" <td>Clinton Hill</td>\n",
" <td>40.68514</td>\n",
" <td>-73.95976</td>\n",
" <td>Entire home/apt</td>\n",
" <td>89</td>\n",
" <td>1</td>\n",
" <td>270</td>\n",
" <td>2019-07-05</td>\n",
" <td>4.64</td>\n",
" <td>1</td>\n",
" <td>194</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5022</td>\n",
" <td>Entire Apt: Spacious Studio/Loft by central park</td>\n",
" <td>7192</td>\n",
" <td>Laura</td>\n",
" <td>Manhattan</td>\n",
" <td>East Harlem</td>\n",
" <td>40.79851</td>\n",
" <td>-73.94399</td>\n",
" <td>Entire home/apt</td>\n",
" <td>80</td>\n",
" <td>10</td>\n",
" <td>9</td>\n",
" <td>2018-11-19</td>\n",
" <td>0.10</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id name host_id \\\n",
"0 2539 Clean & quiet apt home by the park 2787 \n",
"1 2595 Skylit Midtown Castle 2845 \n",
"2 3647 THE VILLAGE OF HARLEM....NEW YORK ! 4632 \n",
"3 3831 Cozy Entire Floor of Brownstone 4869 \n",
"4 5022 Entire Apt: Spacious Studio/Loft by central park 7192 \n",
"\n",
" host_name neighbourhood_group neighbourhood latitude longitude \\\n",
"0 John Brooklyn Kensington 40.64749 -73.97237 \n",
"1 Jennifer Manhattan Midtown 40.75362 -73.98377 \n",
"2 Elisabeth Manhattan Harlem 40.80902 -73.94190 \n",
"3 LisaRoxanne Brooklyn Clinton Hill 40.68514 -73.95976 \n",
"4 Laura Manhattan East Harlem 40.79851 -73.94399 \n",
"\n",
" room_type price minimum_nights number_of_reviews last_review \\\n",
"0 Private room 149 1 9 2018-10-19 \n",
"1 Entire home/apt 225 1 45 2019-05-21 \n",
"2 Private room 150 3 0 NaN \n",
"3 Entire home/apt 89 1 270 2019-07-05 \n",
"4 Entire home/apt 80 10 9 2018-11-19 \n",
"\n",
" reviews_per_month calculated_host_listings_count availability_365 \n",
"0 0.21 6 365 \n",
"1 0.38 2 355 \n",
"2 NaN 1 365 \n",
"3 4.64 1 194 \n",
"4 0.10 1 0 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_csv('AB_NYC_2019.csv')\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Анализ данных"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Entire home/apt 25409\n",
"Private room 22326\n",
"Shared room 1160\n",
"Name: room_type, dtype: int64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# типы недвижимости, которую можно арендовать\n",
"data['room_type'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Manhattan 21661\n",
"Brooklyn 20104\n",
"Queens 5666\n",
"Bronx 1091\n",
"Staten Island 373\n",
"Name: neighbourhood_group, dtype: int64"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# районы NY\n",
"data['neighbourhood_group'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Data')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# посмотрим на распределение стоимости аренды\n",
"prices = data['price'].values\n",
"plt.hist(prices, bins=30)\n",
"plt.ylabel('Probability')\n",
"plt.xlabel('Data')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"799.0"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# квантиль 0.99 от цены\n",
"data['price'].quantile(.99)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# избавимся от ценовых выбросов\n",
"data = data[data['price']<data['price'].quantile(.99)]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Data')"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# посмотрим на распределение еще раз стоимости аренды\n",
"prices = data['price'].values\n",
"plt.hist(prices, bins=30)\n",
"plt.ylabel('Probability')\n",
"plt.xlabel('Data')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"137.29793607834225"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# средняя цена объекта недвижимости\n",
"data['price'].mean()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"60.0"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# квантиль 0.2 от цены\n",
"data['price'].quantile(.2)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# оставим только дешевые варианты\n",
"data = data[data['price']<data['price'].quantile(.2)]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"8605"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(data)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# аренда нужна на 1-2 дня\n",
"data = data[data['minimum_nights']<3]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4627"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(data)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"30.18781067646423"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# хорошо бы, чтобы объект был достаточно популярный\n",
"data['number_of_reviews'].mean()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"data = data[data['number_of_reviews']>data['number_of_reviews'].mean()]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1270"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(data)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# исключаем апартаменты и общие комнаты\n",
"data = data[data['room_type'] == 'Private room']"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"# доступна в большинство календарных дней\n",
"data = data[data['availability_365'] > 300]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"# район Manhattan\n",
"data = data[data['neighbourhood_group'] == 'Manhattan']"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"18"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Найдем объект ближайший по расположению к Empire State Building"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<img src=\"https://bashni.info/wp-content/uploads/2018/05/Sunset-at-the-Empire-State.jpg\"/>"
],
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image \n",
"from IPython.core.display import HTML \n",
"Image(url= \"https://bashni.info/wp-content/uploads/2018/05/Sunset-at-the-Empire-State.jpg\")"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"latitude = data['latitude'].values\n",
"longitude = data['longitude'].values"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([40.83403, 40.82264, 40.82124, 40.85933, 40.80759, 40.80732,\n",
" 40.80617, 40.79637, 40.82153, 40.80749, 40.87157, 40.85256,\n",
" 40.87133, 40.83018, 40.80039, 40.80715, 40.81609, 40.8068 ])"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"latitude"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"# Координаты ESB\n",
"latitude_ESB = 40.748391\n",
"longtitude_ESB = -73.985543"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.8/site-packages/osmnx/plot.py:55: UserWarning: The fig_height, fig_width parameter(s) have been deprecated and will be removed in the next release. Note, fig_height and fig_width are replaced by the figsize parameter, use that instead. \n",
" warnings.warn(msg)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Посмотрит на объекты на карте\n",
"\n",
"fig, ax = ox.plot_graph(\n",
" G, fig_height=10, fig_width=10, \n",
" show=False, close=False\n",
" )\n",
"\n",
"ax.scatter(longitude,latitude, c='red', s=100)#, alpha=0.3)\n",
"ax.scatter(longtitude_ESB,latitude_ESB, c='black', s=500)#, alpha=0.3)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"# Найдем вершину графа G, ближайшую к ESB\n",
"\n",
"ESB_point = latitude_ESB, longtitude_ESB\n",
"nearest_edge_ESB = ox.get_nearest_edge(G, ESB_point)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(42446701, 6224277863, 0)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nearest_edge_ESB"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"# Найдем вершины графа G, ближайшие к объектам\n",
"\n",
"nearest_edges = ox.get_nearest_edges(G, longitude, latitude)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"18447"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Всего вершин\n",
"\n",
"len(list(G))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Нарисуем один путь"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"route = nx.shortest_path(G, nearest_edge_ESB[0], nearest_edges[0][0])"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 274.948x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = ox.plot_graph_route(G, route, route_linewidth=6, node_size=0, bgcolor='k')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Измерим один путь"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"G = ox.add_edge_speeds(G)\n",
"G = ox.add_edge_travel_times(G)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"route_length = int(sum(ox.utils_graph.get_route_edge_attributes(G, route, 'length')))\n",
"route_time = int(sum(ox.utils_graph.get_route_edge_attributes(G, route, 'travel_time')))"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Route is 13031 meters and takes 1170 seconds.\n"
]
}
],
"source": [
"print('Route is', route_length, 'meters and takes', route_time, 'seconds.')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Теперь измерим по всем объектам"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Route is 13031 meters and takes 1170 seconds.\n",
"Route is 13230 meters and takes 1189 seconds.\n",
"Route is 12833 meters and takes 1154 seconds.\n",
"Route is 17785 meters and takes 1600 seconds.\n",
"Route is 10696 meters and takes 958 seconds.\n",
"Route is 10775 meters and takes 965 seconds.\n",
"Route is 10537 meters and takes 943 seconds.\n",
"Route is 10792 meters and takes 966 seconds.\n",
"Route is 12249 meters and takes 1100 seconds.\n",
"Route is 10696 meters and takes 958 seconds.\n",
"Route is 19887 meters and takes 1790 seconds.\n",
"Route is 15630 meters and takes 1408 seconds.\n",
"Route is 20271 meters and takes 1825 seconds.\n",
"Route is 12596 meters and takes 1131 seconds.\n",
"Route is 8849 meters and takes 791 seconds.\n",
"Route is 10696 meters and takes 958 seconds.\n",
"Route is 11173 meters and takes 1002 seconds.\n",
"Route is 10617 meters and takes 951 seconds.\n"
]
}
],
"source": [
"route_lengths = []\n",
"route_times = []\n",
"for i in range(len(latitude)):\n",
" route = nx.shortest_path(G, nearest_edge_ESB[0], nearest_edges[i][0])\n",
" route_length = int(sum(ox.utils_graph.get_route_edge_attributes(G, route, 'length')))\n",
" route_time = int(sum(ox.utils_graph.get_route_edge_attributes(G, route, 'travel_time')))\n",
" route_lengths.append(route_length)\n",
" route_times.append(route_time)\n",
"\n",
" print('Route is', route_length, 'meters and takes', route_time, 'seconds.')"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"14"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.argmin(route_times)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"id 15246070\n",
"name Lovely&Morden bedroom near everything you want!\n",
"host_id 33064599\n",
"host_name Yukee\n",
"neighbourhood_group Manhattan\n",
"neighbourhood Upper West Side\n",
"latitude 40.8004\n",
"longitude -73.9672\n",
"room_type Private room\n",
"price 49\n",
"minimum_nights 1\n",
"number_of_reviews 56\n",
"last_review 2019-04-19\n",
"reviews_per_month 1.83\n",
"calculated_host_listings_count 6\n",
"availability_365 326\n",
"Name: 19167, dtype: object\n"
]
}
],
"source": [
"my_choice = data.iloc[np.argmin(route_times)]\n",
"print(my_choice)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"40.80039 -73.96724\n"
]
}
],
"source": [
"print(my_choice['latitude'], my_choice['longitude'])"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.8/site-packages/osmnx/plot.py:55: UserWarning: The fig_height, fig_width parameter(s) have been deprecated and will be removed in the next release. Note, fig_height and fig_width are replaced by the figsize parameter, use that instead. \n",
" warnings.warn(msg)\n"
]
},
{
"data": {
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s6v5H7FqGofobaRl7aWN0JmfzgmbgNNPkFRc2PUfB5sRWyJBX3Ti0FLOlW6lY6kUxDWbKthNe7CbpKWO06WsEFgfwZpaYrt3Ln7dxzvNMPonIUAThHL0fTGQtC7KMTYKRFKjrYzRVM+8CJpqsoKCjoiMbGp61OWxGDsXII0kyhmzjVNf91AbdTNXsw5RkWgafp73319j1PIZsozg+unHemLcOWyGF3UwzW7qNns33k8aOWkgzX9KFXbNqGjiNHH/44HfJVXZQNnsERcsSC9bT4oFUaRupxr38y8bzH0xAZCiCcM7+++NgS8zTfPpZxmu/ignUTRwk6w7hSZ8pgqQjI1k9FhiSjKHYkbUcMiYFZxExfw2e/CqL4XayDj91I7/DnV0h6yhC2nY7yxP9VMwd2zhewl+NLzmHbGgfuaa86saupZkp30HV4kkkYKLsCipn3qagenFoSbLOAKP116P4ivl3HZ9+JOefIwKKIJyjp6bht3MG24//w8Ziuvfpkspw882UzRzDmYrioMBc6WbKFnvIqi5chRSGYkfRrfIAedWFo5AErAWDGLo1W1ax4U5HN0Zk/OujPaveCuzZOA4tjQSkHEEkScKdjRENNJLZdD3/vsPgPz73Fq65PkxguPEWqsJFmN0vs+arYKZqF/9jM7T5z3/biFseQThHd1fBTeUyve33YkjWGGssUI8hyUimQfPwi3hSizgosBxsZq5qFysl7bgKKQqqm1iwAXnTXnJ2a7OtpLOYgda7KLTsA0nCmYsj6znSW+9itmoXvvQiOdWaNOJLzmEzCvQ330HaFcaTW8GdjWECU/VXc0MpyLJMoGsvx7Y8yJqvkuaR32KeepnR+huYqdpF0Hb+dyh8nwgogvApdBZBzhUECQooBONjJPw19HR8A8koIEsmqaqtyBhs6v4VoYUeRuuvY6p6D8HVaYz+Q2iqCxMJzeGhcfRlfN3Potnc5Ow+dNXFSkHCm5gG08Chpck4/ExX7sJQbHQMP0uopIye5rsBmAt3UelWubbEur4HauDOGif1+25D2XUPsqkRig0B8N1a8HxOdQZE+QJBOEcFA1YLoBgGimGVFDABd3IRbypq1TixuXDN9uIyDSRTR1fsBJdOE1ybJuGv5odfv4ufvTcGo1GKEpOs+qq54667GNW8vPHm25RFu/H0PkXeWcSquxx/eg5XbpWSaA+DTbeyRZ8mM/QeHWYvuqSyUH0V/03lmWu0y3BbufX7CW8x/6VwHyYQtluT2D4vog9FEM6BbsL/PQijKcCw+lEMQJdsyKZJzuYm5ykmkJgA0wBkBptvoXXoedanvLEYbqN0ZQQMjeVAI8GVEebKt1PmseGYPE4hn8eQZFLuCNX77uTIskHDe/8VsOaQSEDGV85Y2ZW0Dz3NaO01FNe28Gdt//R1jyZhPgtdReD7HDpj3ycyFEE4B/NZmFxJsr37YfI2a9xVAvrb76V16De48msYeRc51YO9sEbfpq9TOX0YCZOBltupnHmXkqUBYiXt/Jvbd/HTCZnVt+OUzx0FJIrrWwh1fYVXBmYoP/0iPaeOU794Cnl9Pc/Jrgdx5WLUjx+gfehpcjYvyUgL/7Lmn7tqaPBa/33eRB+KIJyDkB3cqkzO4SfljqDJNgwk2k4/jU3PMdxwI570AvbCGj0d91M/dYjAmrVLlz+9xFSNVTtlLtjMr199B/O1n+BOLyEB05VX0nDF1XylRMZMJzCBqtn3yBRVM7T1QZAUSpZ6kPU80npx69H66yl3Qs3n1Ml6rkSGIgjnQDNgTXaTdfgJJsYxJAVNsWMrpOlt3c+m4ecA6y/1pt5HUCXQdt6DGhunYvQw8bavo0s22gefZlW2sW3zVsZLtzFx5CAVc8d54pDOu4snqdB11rzl+JJzZFv28JWQk6GRMsrnjm2Uc0x6Ssj6Srn/E7KTL5LIUAThHPznEevL7EpaE9gkU8eu5zCR6Bh8Ak22c7LjWwDY0JkPtNBthshGWtBllU0DT2xMox/p2E/n9h3sC0NWcaAYeUpnj2CUt/DAg9/Df9UdaKoT14nnmHvxIYrWZjZWHZvASMPXuDby+XayniuRoQjCOZhKQ8fxh7AbuY3HrK5Xq7i0o7BG18CTG4+Xr/RTfHwUu5Ejr7gZr9vHWnETm3p+TfnI6/ynaAmhaB+lhlXH1ablkFu/gsMG9uluNK2AR1smFqin0Ho18vA7RJYHWIh0gd3NnZUfe5kXjAgognCWjq6AkUvjMKzaiUvBRsIrIxtZgwysustIFlXiTczgS1uzW21GjtNNt7KnpQpXHiI2jX5ngEBiAjOzRFHLZvbs3MFDo3lcbz/E8pGX+clrU8iGRry4mUB8HFmxEdXthCUbuqQyU3UV91SCS7lgzfGxREARhLPUnwBHxqpKNF/SxWzlVYRXRjABDQkbJkohxWJJB8HlYQAmyq+gZv4Ypdk57FIZbbPv0D8wQBEyumQj7Q5T03IF5S4D50wPBhCMj7IU3sSf3rGbiazKPx7qpmzqbezJKK7cCrPlOwk6ZK4vPXNtGR0em4ZYHm4q/Xym1Z8NEVAE4SwdXIb6aA8A8+Xb2Hb8HzbW8dgxKQCewhpdJx/CUF2AhE2CxUg7kenjzEyfZEFV2LljB2btFp7tnqZ08AWOvX2ImdggHmAhvImSpX7M4hpGMyrphUlCCz1IgCsXx5BtLJRtZbcP3luGvAlX+PM81r/M4OwSK8F6RpJe/nozOC9A9iICiiCchcz65nr2TAKA6rE3gDNV5KPeOoqTk7BewmDNW06Zz0H13Ane6/gu4Wg/a94ytlxzM9vKZQoFjedj05hAZKmPZNVW/oebd/JaVObYq6sEhl/npVEVRyGJ4a9g3ltFWawfySgQWhqgZ81PD1A5c5j+zDIgUSmr5Bx+Vu1ecoYIKILwpeVcHw915dcAKF4d/9Dz/vQ8MgZpZ4jF0k7qJg5ytObbbJ4epCPZT6y4meLYMG8sGmj9h5gbPU1EkokF6gnFx9CqNrNckMnMDOFKL2PTsyQdYbTtdzGgedh29EeA1U9TN3Vo47wm0NNxH/c0B3hmFlI63FACRZ/jbNh/jggognAWDi+DM5vYKPT8+97vqJ3ruBMHGsakRPn0YVZCTfjHjzHTfi+RpX5qDv+YKcXO7iuuoLWji19PyyRf/TnqiWd59EgaVcuRC9SSK6SxaTl6NQ9Vgy9+ZJvQ98smxN1l5J0B2nywb4tVLPtCdtSKgCIIn2AiBT+ZgMpoHwbyR4KKhoS6fvPTePRngIku2wjHhji16V42L59ma/cv1nfwk+nZ+j3cRRDOGZiT3chaHo+WYaWonv1f20fY7eTfvbtCZ/+jbF/PTEwgVtxK8fIgYGUqJjDR/DXq3VDmsq7lQo/6iMWBgvAJfjUJr0WhtfcxPNkze08YSPS0fYOO009hIJF1Blmo3gWmSdrhp6v7H5EwMZAwZZWTW77L9uM/xgQyzhDO/BqqqRMNNROIj5EoqkVvu5qdc68yMWaVfvxgAadYuI3J8p00Dv8OX2YRTbYz0bkfl7eI3WE+1U5/55vIUAThExxZAW9iGvcHgglYX/TNA48CICNjK6TJ2tzUjL6GLz2PIakopk7f5gfoPPUwofgEy0UNFCdGceTXWCpu5tvX72Iup/LbdwNUzxyGt4aYWD/+iruCYHqWVU858eJG6mffIbg8RNIdxpRkNJuLxlO/Zq5sG0/mrqDN9/nUiT0XYuq9IPwzjq3AmgaNwy8A7xcgeJ+5McpjYuAsrNHR80sc+QQSMNx6Bygqt2WOUVtTTf3sO0zV7AFgonof0zV7+bvT0HvgWSuYrFsubmVx9w/I+q1qSf7UHC2rA9Rd+3Wixa14UwtoioO+zm8y0ngTq35rumzh47t3vlAioAjCP2M2A6FoH8p6sen3B4oNrAxFAvLYNvo0CoqLvi3fBU+QXUtvcuX2rUyPDLJ3717IpagrLJHw11A9/RbNpx6l7diPMVdmMYG5ks0c2/JHyO1XM501KFnsZdVbTmbHPdjNAiMvPUIwPoYu2RivuxYAtaSWQlEFV0eg+VPsRXy+iYAiCP+EVxbgN3NQO/UWAPoHnsvaAxu/2ygAMFu6Dbue4QfhZe68bi/xpUXq6+uRZZmDR7tJ+Stwjb5JQVZR9Sy+wgomMFu2nVse+GOatu3izmqV2SzUThxENnT8yTn8Pc9ha93NRNVXULUMiqnhXL/9+uN6+LttVsnHLwMRUAThY2R1eGQaggs9SKbxker2znwcTbZvZCoGMms1V6B4gxw69AY/S5Tj8fl54cAh1so7mTjdR8xTgT2/Rjg+urH+5/i2P0Kr30mNB75TC32roGfTBFdGSbtCZHd/h3C4hOV3X6B6+h1ydi+zFTvRVScASf0jl35BiYAiCB9jKQcYGjXT7wB8ZB6IzJlyjABLkU18oxqGirfiSkWZWk4wW7OHxOIsy3kFTJ2quaOkHUEANNm6TWo3Y/xVJ0gSRHMwnIK6sdeQTB1nLoHznYdZsIUYq96HjI4znyQYGyFeVEOdGzZdoDU7/xQRUAThYxxbAVdmBeUDc05M6czXxZBkJEPfKHbkzMQYeeVxGiZew0Cmfvx1VuPWLU3FwlFiwSZOdNyPO79KQXWTc4XQvGEqJl5HWY9K4ylwppfxJWfRJTvDNdexWL4NfeIUdVMHyTgCjNXsRTE07PkU91Wz8d4vCxFQBOFjvLoIvtXpDz0mmwYpd8nG7zlXEBOJvMOPU8vgtknIV+5nJdiALzVP5cy7LAebkABddbK179e4nXYceoYt7W1848arWVlZIRq1ijU1eqFx7BWyzgCKmad1/EXc6WWmyq/YWBxYN/UW43XXUBou/lIVVnqfCCiC8HuOxCBjgCe9BLCRo+iSgje9CEDaGcKWX0PCZKbiSuqu+waV5eVIR58hFB9FlxRWvRVMN1xHXnURifayVNxMqDiC3W7n+m2tlEaKCYfDvP766wAkZsZwZuMUum4iFmkHWcGZnKd69l3SzhCnOh5gubgFXbVT4boQLfPJREARhN8zk7F+GpJMylW8MSSsmFZhaB0ZVzaGqucxgeDSIDO//TF9ff1s7urCe+MfEQs140/OEZk5il3LMthyB3ZVYXZ6kuuvv37jXFdffTWxWIxoNMrBgwepq6vjT7f5+bM7diGbBvOlW5gp34Eru0LJch+TtV9F9YX4WunHXPiXgJgpKwgfsJyDVxatvoxQfAzJtPKT97sqosEmSlaGNya0SYA/Octs+Q7KWrZgy/aRP/AQkXwBA4mK+WMsh1romD2ImYpz7XXXUVVVtXG+4uJiiktKefLJJ5EkiWuuuQYAVVXZvn07xtHDpDwldHd+E83mxi7B/9J+4VYTfxKRoQjCB7yyCEpijk39T5C1F31odMdApmTFqsQ2WbFr/TErcwktnYY3fsZ7h9+msb6etd3fpaA60WU7klFAyia5//77aWpq+tD5htbgjcqbrL6Yqk5Um33juR07dhDbsh9Vy6HqBSRZ5U9avrzBBERAEYQPMU1oPf0sEiZTlVdtZCKr7lJObfnOxutKlgcAOLHtB/S37ceUFRSjAJ5iAILv/RLV1OnruIfg2hSbt2zB6/1oL+qby5BFZTHSwamS3cxnP/z81poIvZ3fJOsu5ooQNH0JO2I/SNzyCMIHbMpP8jYmq55yStbLPcZ91Yy23IJ/vU5sRnbizMUB2HLip9g7v8p7Hd8gkpqlK3qYmZkZGurraL9yH1clshztLhApDvGLX/yCXC5HKBTilltuwel0Uu4E2TAoifawXHslRbYPfyVvKbem1Of0L9+ck48jyhcIwrpXFmDk2Z+Cnqfqum8x/eqvAKi/7Qe8EZMpO/xjVEPbeP37le5BYnrPDwk74M4KqPdYJSNl4NlnniKbSZNJpykrK6OpqYl3330Xj8fDPffcg2Fat1ljT/+Iq/c/QGvkS56CfAKRoQgC8NYSPDG8ymY9jy6rDB16DidQumk7N1bK1DqyvGZoaIoDWc8hAxOVu6mfeZukrQht5jTxzDJPHF+l3KPyduBKaidfx7cWJesK4rcVuP322wEoLS3l0UcfJZFIUFRUxI2l8COg8ks6FHwuRB+KIACLOWjvtWqbKIaGM7+GCbxpVEC3xY8AACAASURBVPP/DMJTL70CwGzZNmTAkBSqZ94DwFuIUzdxgEh0ACWXJLY4T2fvL/GuzZNTnTgyK2hbb9s4VzAYxO12c/LkyQ9dQzb7ex0oFyERUAQBKFvuR0UnZ/durNCRgKbBpxlcNShamwEgNGMFgbziQuXM7c9KoJ7e9q8T91WwFGxAk1QkDHTFgQREh3v59dSZmiUej4e1tbUPXYOifMl27foUxC2PcFnKG/DaImgmXF1scOqdg0hAa8c2xo8fJC87sRtZJCAQG914nxdr1ptTS5Kx+3HmV1kOt2FIMl29v96okWJgDTO78qskvOUEl4c4OljDq4v1lNgMamIrbNm8+UPXpKoX/9dRZCjCZennE/DEDDwzC//xqZcxgZaWFiZPHEICykN+K0Pp2k7d9EEA5sIdwJm9eBRTw5BUYr4aSqJ9LIbaNp43gb72e1ks3Yw/OYshqzSOvkTNxBtIEyfQDYPB8FYyOujrBxQZiiBcpCZS0HXiZ9j0M5ueH4uZeE2TSCRCNLoIksRT9q106MfQZZXSpT7gTMV5eyENQPOYFZAi8WEWIp2URnso2Dx09v2aVW+5VQ6y+Rbydg+ynmdT/1NokkrPmsqhExDIxWgEnE7nF90M553IUITL0qalo6hGgYJszUzNqS7cS0PW1hSrVgW26l034l20tq1QDA0Z80P9K/rGoLG1W6BpSpRGezCQma29momGG/AlF1h1l6L7SqkJeKlY6EY2dUzFTrwAnrVZ3AsDmKoDWb74v44X/ycQhHOkaRrJ4eMsRrpQjTwADi2z3vchWXsII0G4jtJoLwCxQD1gbay16inFABZKujCRMJExkZAwMICUt5T64ecpn3obCYPxxuuJOGAynia0PIiESXnjJpwyNA+/QDh2GiXwJV3td45EQBEuO4vxJIZhElnqxZBUTEnmRNcDAOQcRYBVjW38+Z9Y5QRUJ4lgAwCx8s3YtQya6qJi0RrxGWy6lbmyrUimjoTMcriVnk3fQC2kWS6qR3V6sStQN2oNPWfsAWbKt1FkA9nQUPU8bTu/cgFa4vwTAUW47Lj8AQaab0MyNNKuELLLx1WFcQxZZTnciiGpLBW3IBlWwVbDgMi8FTwUXzGO3CopdxiAvMNH2/CzRBat/pWVYB114wdoG3waGRObnqXRC1vlKP7UHABDrbcSssFCSgMkVj1lDOlfgpL154EIKMJlJ2iHzvm3yDqDOLUUJaVllCQnUTxFBONjpD1hWq64honWW603KCrezBImErl0krm6r1K0OoUJLEU6GGi+A9XIWVXV0Olp3W8tFARUPc90LMng269gyCqmy8/tdV6+XgVNs29iAsMtt1J7gTfoOl9EQBEuOxMTE+hrMUbqr8eWT3NIaWRsfol5VwVyIYcrtUT/ySMUTx0h6wox1nQTAGl3hNbTz1A0f8raqLyojsrpd2gZehZDsjHSeBP2tQU6B58EJAaabsduFmg8+TCO3CqyoaFs/Rq3lMNqdI6i6CChnV/jDxtUriu5oE1y3oiAIlx23nzzTQrBamyFNCYmTcPPo2pZYqEmFLNAwe4mMn8SX2oeCjmqJ14n5/Cj7bybiY79OLMJACRJYqD5DmRMFLNA7ew7DDfcsH4Wk9bRF5gLd6JLKsu+Wvrav4HdF8IwDF555RX8fj/3ba9lV/GFa4vzTQQU4bJiGAapVIrVyi2ElwY3ZrYCZDwRVL1ArKSTuYqdmMioWg53eon5ki6iOcjnMsiYTFbtwbs2S9vQM2iSjYH2+yhINlpPP4uBRH/nA2QizVRPv4Vkmkw0XU8wGOLuSjhy5AjZbJa77777QjbF50IEFOGSdSQG/+HIEv/w+PPk19fQRKNRTNNk2l6GNzkLWJPUsjYvGAaSUSDmqyay2MuarxwJHROJhL+apGbt6Afgza0wUm/VhlVMndbBJ1kuqgXAUBy09/ySTL6ACUQj7RQ5VP6yHXyKwalTp2hvb78kJrL9PhFQhEtSLA9/Pwae409jLE/z+BGrONLo6Ciq04Umydi1DFnFgynJpHzlAJiySkffI9gLSRYiXWg2L0gym3t/RXPf49gLaaYrrySwPETr8PNk7X6mrvoesUA9lXNHMZCZabmR5cavElqxdgjUVAf/bYO1h87c3ByGYbBr164L2DqfHxFQhEvS3Hrl+sVIOwBRw8oG5ubmcBeF8CWmkQCHnkI2Dfyr09QtHKN384OkXcWYSDSPvoCjsMZ05ZWM1V6DO7OMgYmsF5isuAoAZ36NymO/JGfzIAFpd4ja/t/gmu1BwiDhr6Zy7ghq0tqS48iRIwSDwUtiVuzHuTQ/lXDZOxG3KteHF3tJ23z02qr481OwEEuQLKqmbvkUeVeA0SZraDjlKaF49hj/unIZTy6OvL4E0ABqpt+meuIQSDI6NsrnT1A7/SZr3jLmrvoDkq4I5fPH0VFIt1zLbOd+nBlr10AkCVOS+S89cYaiKRYWFti5c+cFa5fPmwgowiVDM+C9GPQmICLnaRt8GkkCV2GN9uM/p+TEo8hGgdj8DEp8jqVgM9WxPgxXETs2tSBJEkY2iWRY++8YSORtXvqa70BFQzIN8u4A0VALAL7kPOGTT5B1+JCQyDt8lJx4FP/Ym8gYzJbvxJNctDZbz2f57csv4/P5qK+vv7AN9TkSNWWFS8JYCv7DIBTW/2/ePfkcqZUYAw230Hn6CQqyA0kywbCKHtm1FIZsQzJ0opFNePKruApJvHaF1YKJnIpbBZJUFzYtjSEpDDbfTsP4a9jzq2QdAZZav0Zo6FU8mSVyiovB9q/jy8aoG3oBCZPl4lZ0SSG8PMhk1W7qpg5x5x13UF5efmEb63MkMhThkvDQuBVM6kZepnLqbXLRWWaqdxNKjGIi0b3lu0jAUtkWkkWVaDY3sWADEgal0V48iSmSsotMfInx8itJeSIgScxU7LBOYJq0DT2LLskYKNi1DFXdjyGZ1vR8m55hc/fDlE69A5LEZNUugrERIkt9RCPtlCwPoHoDl3QwAVEPRbgEPDMDs1koXuwlFD9TXS1X3MByqIn5ip3IWhZFL+BKzuFNLxELNGAoNnTFwVDzrZTOHSOYmMBEonThJP7UPCl3mLrJgxjIDLXdRXCpn8jSAIZsI96wl3ximfLFE1bJg+p9ICvUTRxgtmw7jtrNxDJximOnifnrKFvs5s79+y9cI31BREARLmr9q/DcPKBplC12f+i54qU+9rW1MZpVSQwOYEoyjnwKWc8TWR7AQKJg91Kqaiy03MS4ZhBaGqR65h2AjcWBOYef1oEn0SQbedVDxltC8dAr6JKCpjhY9VdRP3UQHQVDtrFQvp3axBzh5QGyrdfQOXOIUDhMJBL5opvnCycCinBRW1wvuNYx8BiyoZG1+XAW1jCRCE0cZnH8LbyAS5LRZRVdsWHINkbqr6dl5AVkXaO45zeEJYms3U9WcaIYBaYrrqRi9l0AMt5SosWtVM8eRtU0dLuD0w030TL6Iug6Li1FX8vdbDr9NDNlO/Alpige/R3xYAN317k5MLjCdbfed+Ea6QskOmWFi9pqAf6vAUjGl4ks9hFe7reekGSOb/0eqpYnEB/DuzaDWsjiTMewm3kMJCRgvnw7376ymadOryBNnsCXWgAg6S7Bm44yWXUVVbNHkYwCeZuHaNlWKmYOIxk6muJgqvlGakZfQ80nMZHp7riXrt5HyNl99HV9i939DxMO+Df25LnUiU5Z4aLmt8H/2gHf7ypGtzlgfQaJZBogq8hGgeqpt/AnZjAVO9O1ezjR9W101WHViV3s5rWnf4Vv4CU8qQVW/NWMV+/Fk17ExMSByUTVHiSsGrIVc0eZD3cirdc6qRt5mYnKXZjATMV26mYOU7C56ev6FpHYEPl0kuuuu+7CNtIXSNzyCBc9uwybA3A0McRcqJFQbAh9fclf3u5DUx3YtCzO7Ar1468jYWICOZuPbHkb0+4a2gefwpRVgqtTeJOLgMRipJ3S6cOYSKx5ykh13oxz4AAViycwJIXJ5psIzvfQOPYyBdlBrLiF6tkj1F15LQ0Rg8Xut6huaMDtdl/Q9vkiiQxFuOhNpuGJ45MUMimWQi1IWHlK1fhBOrv/EZuWRVMcJD2lFGweJqt2W2tsbG780yfoHHgcyTQYbfgapxtvwWbkkDBxaFnmIl1ImPhS84ROPU3WaZWIzLiC1J1+Hns+iYm1pUZ7/xNkHUUcdzYTnj2KrhW45pprLmDLfPFEH4pwUTFMOBC1Fv/tC1srhf/3Pmg9+TBZV5CifBwzu7ZRksAEUo4AnlwCMNFlG5qkgqQQveIBFrMG24//AxlnEFd2BU22ISExWbuXmslDyHqepKeUZOM+ik6/iisbo6C4yF55L2tra5T3PkPW5iPjjRCIjzNdvoPlcBvbTz1Ebcc2bt6z48I11gUgAopwUXluztqcC8Amwb2V8FT/PK2nf0Pvpnvo6n8MnEWwXgTJAFLuUmYj7bRMvEbcX01gdWrjeAYSMiZLxS3EiuqtkRsg6augIKkUrVqLCE1FZc0VwZ+aQ5Pt2PQcK0XVBBOT9LftB18Ec22ZjoHHMQBdttOz5UH+XZdM6aVXpeCfJG55hIvK6TVQ8yk2H/8p1f3PMTgTpWbuCBImkjcEQEaxM1l+pdU5C3jTC7ROvAaAf32P4pziIuUu2VgEGF4+TfPoixRUF0PNt+HIxgmuTpLylrK8+0HivgqKkjPokkq262amar5CIDFFwltOwRshl89SM3WIAqq1Z49qx5DljWHty4XolBUuKu1+GFjzIJs6gdQM5pEn8XjDmEBnkVWW0a5lyTutKvIS1m3Pqq0Iu5HHoVt1DRx6Bkc6c6Za2/r8FZuWoXbiDQqKE0nX8aSX8L7zc7J2H5rqJOfw4zvxFDaHHwmTifrrUSQrE3Knl5CxJsNNVe2hSIVm7xfdQheWyFCEi8pNZeBSYKz+Ok5seRCQyGWSAByPZjElBcXIUzX1FgA6sOoqwaOl6G2/F7ACzGTFlWRV98Y+xM7CGrqk0N95P5pit/pK7G5Wtt3DcqABZy4Ouoa9cTunW+7AkVsjGmrB73WzuxgM1UnBVMkpTjTVSUdTHX/VCc6Lf7vicyIyFOGi8706+AejHtOEtCuEKxMDoCgxBbKEphvYjTP3Gp5MDNCpG3sVsLKWmvVZsAB52Y7dyKOYOpt6fklBspF1BpANjeKjv0KTbOTsfvLOIvynXqBecQAwVbuXB8qgzQdHhydxkAMdYsFGIvLlF0xAZCjCRWhrAP5mK/xZK4x03MPxHT9koaSL+vEDoGtoip33RxpkQMHaUKsoOQ1YHbExT+XG8WxGHgmYrNgNSNjMAjYtS6ppL3NlW1HNAo78Ku6iED2t+1H1HDPlO0BWiTig1AmVs0coyFbv62TVbhyXYTABMcojXOQWslYtlLAdfvfoQyhalpVAHfbsGp7sMho2VApnfTwJa/9ixWbDm5jCRCbtLiYVrCUyexxMA0NWWYy0Ey3pYlupm68HYjz62GMMNt2KDKwVVfG3W61bs8uNyFCEi1qpE3YVw9sxWFrff3gx3MF82WYAFApMl2zd6CsBiBY1oq2P77z/2EzZNsDqXHUVVtFqtjBbtgMJA086ij81T2/LXZiY5G0eyhdOAVDhggMHDuApCqEFq0gHqniw9vIMJiD6UIRLhFOGVU8lJdF+UkWVuNfmASvjqFqvWfL+iE4kMfKR91fOHwdgOdCER08R6H6WIiAWaMAsb8U//Dqdg09gSAo2LUt28y3sr3ez3R7nsaUl9u/fzwPrE+0U6SOHv2yIDEW4JNxRAaWsYcgqMlA2bXW6Ju1BsjbvRjDJqR5WfFWAlY0AzJRt3zhOcHWStbIOloNNgEQoPkpgoZfR2msAGGy+ldU9D/Inu6q4oRSOHnkPr9dLJBJBli7vYAIiQxEuEU4FrnLGmXZbIzD+zCIA3vzKxmtMwKGlcKylMDnz17Ry/hgAE+VXEckvUjL0MgALkU6c4Uo8Q2/QGnuelDOMI1TOv2g6c950On1ZLf77JCJDES4Za2tr2JwuDEA2DUxgvtjal+f9vpL5cBvmei0UgIXiTRvvr507TMxRTMJXaZWCjPbgnu9jstLag2ek8Qa2B6HIZr0+kUiwsLBAV1fXF/L5LgYioAiXjGw2i2Fz4UlY0+sloGy5DwBtPYiULQ1gSmfuS0rXCzLlsWPINqpmj1C0NsNs6VamWm5BWo1SP3GAnM1Hqc/JXRVnzvfiocMUHD5+lmnc2FjscicCinDJ0DSN8ayN8pkjACz46jaes2GSC1STtvs3shfjA++1k8c0zsygqFw4TtnoAWJFdUhYVe3L3/sFLw0v86NROBqD6ZUUednOQsbg74a/kI/4pScCinDJME0TXVbwZawyjqVr4wBk7H4AnPEp3PlV0vbAes0U61Yoj42szbs+Ac7KZpaCTdi0DJHYACl7kBNbvocrGGH29SeY7jvOj8as8pGuTIzwQg9p7Yv/vF9GolNWuGTohoGk6xuBgvWfrvwqks1JaaiIhYUF3Pk4cGYY2U4BCmcmv6mYhFeGN4aap2q/ArLMfMcdxEd60BU74YVuiuKTSJjEi5u47tIvaH9WRIYiXDLyuRwOPb3xbwlIusIsRLqgkGVhYQHDVYQmW72q79/2zEY6N/5tArPhzo2AZACaak2pH0pC3u7Bk5qnZvpt3OlFss4At9a6uafqC/qQX3Ji6r1w0RtOwkNDWSrfe4iS2mai0+Mcb7+Xrd0PA5BzFDFSdx0Vs+8RWJveKGlgICN/oCflg5Pffl/WGSAabsOTXCAYHyPpLsOXnifWfgv/9ivVSJf5/JP3iQxFuKjpJvznYbCNHkaX7RypuJY//v4fcl1+AFOxM7v9fkzTYNPgk0imyamO+9YrloCMwZKvfiMzkYClonp0ztwyjVXtJRZsIOsoQjINQvFxYqEmvJko4bo2/nyvCCYfJAKKcFF7fg7SmSwly4PkbB7iBSvImAuj1FeV851WH2MNN6ArDjyZJTb3PvKhPpbw2thGxgIQToyhcKYw00qkBaPjBvTmPVTOHkEqrqY56MSmyOy/Ye8F+MRfbiKgCBe1oyvQ3vcIAO7cCkYuzVNTBvF4go6ODpp98MMtESav+ANObf7uRuCQgJzNA7Axa1aT7fz+YE3z8AtcWwKbJl4m6Pfxg/1fY3W8n67ODmRZfH1+n2gR4aJ1KAqu3pex61lyKORsXrb0PEz/e29gSBL/NVGFZsAmP2R1qBmxCiyZQMoVwlFIbRwrrzhRjTwKfOgWyL22yM/GDKLRKPv27aOvrw/TNNm5c+cF+MRffiKgCBel4yvw2yO9BOKjADjQcRSSZG1eIsunkUwDe+/L/P0o/HwCtGyS8Kr1WgkwJBtpZ2gjcNj1LMb675Ml2zY6ZyU0ihITSJJERUUFJ0+epLa2VmQn/wTRKsJF6cRCmpqpNz90CwPWnBMT0JEJxMdYnJ3i6ArUD/9u43Um4MwncGdjZB0BFoMtH3qucrF74zwyULlwkkAgSDweJ5VKsWvXri/kM/7/7L1ncFxnlqb5XJPeIIEEEt4DBOFIgqIoUqIoWlHemyJVpaqe7Z6IiZjtjY2d2d3u2YnprdiZmNjYnp7t3Y6Nnu7e6VK1SpQpuZItGpEiKVI0IOG990AmgPSZN/Peuz9uElW1ZSR1VYti930iSAYTyLyJLzMPzne+c973dsRsbDO5rdB1+MEULHedwy3ZkNQ0miAh6urPvgfo2voitVOfUjL4IQ5POZ5kkCxwU/dIUDWyogVHeh1Het0YKMx9TSJLRrBi0RUj+MSX2bHvMS5duoTH48Hj8XytP/PthJmhmNxWTCbgYghcsQVUQUZHIJxXxWT1XnRhI1zgSIc5dOgQY/VH8Ebn0IHZqr3E3CWoooysK8hahnVXCaogb3wQbm57Jsv35B4JkoEmKksCzMzMsG3btq/9Z76dMDMUk9uKUBrsiSAWVQEUNAS80Xn8kSlmA1soWeomK1lpHnyLy/MlWLx1hvGWIFMz/SmK7ETWsoQ95djSUXzxxV94fBGIW/NonM0p5Fvs/MEj93Hj+lVEUaSpqelr/5lvJ8wMxeS24eUp+KsJqB8/SdpiOGhpSGjtR/DUb6V0qQsRjfnyOxHveAw1GaVy1vDn6Wt5mqm6A1iyRmu+NzpPpG4Po1X70ICYzUcY4xjZqYQ3rjnY+AgOCQYGBqivrzeLsV+AuTomtwUzCfg0CJt638CSjmLLxFjNqyHtKsB6413Wl+dZKWhCB2qmz5Hq+5T1vOqNQmt7/+sUZCPEHQFUZAR0AoMfUDP7GZpsx50O4xKNLhQh9ydhzUN3F7C+tkoymTSPir8EZkAxuS1YVWDT0Lu406sbfsS+2Dwd7W088MjjZJIJAquDZCQHU+1Pk0WkKGiIK/U0P0dR4xbcM524k8vEXUXMtj9NVrQiawppqxdh9/PE3YGNHhQdCAVaeaIMzp07h8/nw+3+J+Yr+vfADCgm31jiWQjmDABXb5zFFV9GsRj6rd3Nz+AMVDJy6TRnz5xmomYfALKeoar3LVCzRu0EkS0Dr+POxri+5dvogDe+QNHQTxF0jZirGFsmhn7xVbK5M6CbR9CKbOOjiQhLS0vs2WO22X8ZzIBi8o2kPwL/cw/8m174054EI8NDFG3bR1Z2ALBl4A1km52jR4+SkJw0Df8EHehtfoblwhYcGaMfZbp6L6277mNmZpqO7r9DAPo2PY6gZpF0Y4uz/chTLNTsIT8yhSbIhN1lqIAzHqJo7Axer5eysrJf91RNfg5TvsDkG8mfj0BfBLZe/1uysg2rpvD73/su/+WdU0grY6TyynHHlhAEWKnYiXVhAEd6DQHIIiOTJeYK4I4v4/V4kNv2MTA6RvFKP6pgQdKzBP2N5MfmkdNxQgX15K1NIemG0JIiO5io3sfmsQ959NFHKS0tvbULcptgZigm30gKDTcMBE3FpkRJi1Y6VzXyGrciAO7YIi+8cIzCmk34Ji/iTK8RLGxmtuxOJLLoQMxTxmPPHsXpdLJ28Se44ysAuf4VHVW08OBT3yKz+T7y1iaR9IzRli9a6N36HRoWP6fA7zeDyVfAzFBMvpGkVfizIY38839tzNsIApogM11xN4Wrw3hiC1itVnY8/Bx/1R+jZehtgI2O16B/M4Wrw1hlid27d7MoFtB98TS2dASA1fx6CsKTWESRcO0u0kvTeKILSHqWQGUNHW0tnPjwPZ599lny8/Nv2TrcbpgZisk3EpsEL/oWN8Ske9qOknDkUz39KdZ0FKvTg6IoXPzwTXaWGoXauZLtG29oqxLl0BPfora2lnPnzjF88QST1Xs39NlWipqZu/P30IvrcY6cxxeZJljYiIjG/ffu4uK5M5SWlprB5CtiBhSTbyxjY2NYrVZESSYjO7GlIqzmVaPY3CiJKBoiWirB5aUUKbuPspwD4FjNARypNU6//QqSJHH06FFw5tE0/N7GG75p+D18Pe/Q6etgpO4wAjqyqiDZHJy5MUQ0Fqe78iDzpt/OV8IMKCbfOJZT8PoMDM4sogoiit2LLR1GQCdt86IhkLY4ETD8daonzhLKq9047q2Yv8JD9x9m9+7djIyM8OqrrzHvqSFp921cY2DzkzgSq7T3HTca4ax5+MNTVJaVMtffyVzpHUyrTl6buSVLcNtiBhSTbxTrCvz7ATi5mEWNrZPOaIScJaRtHkQ1Q9lyN57YApZMklVvNQD21BplS9cB6N38NPluJyfff4exsTGeeeYZtNJGSqc/w5FaJykZ26PqybOIqCyWbEXKpknZ8xC0DJMT48SdRRQvdVMyf+2WrcPtihlQTL5RzCQhpUH9yEcI6Aiagis8T8PgewhoKJKdrvZvky1vpSAyjQAosmujxb5l+F12tG7iiSeeIJlMcvz4cUJxBUVykEXGoSZQBRl7ao2Ys4i4qxgRDV9kBk3X0UQZd2IZWVNwu908V3mLF+Q2wwwoJt8oapyQpyXwxhcNnRPApazjTS6TFSwgiGzreZm2PLjR/h00BBzZKAD9m56gvKae8+fPc+LECe69916UlgPkrU9iUZNEPSXoQMIVMIq9WobasRMA6Dct1HWd9r0PIgD3l4iUOW7VStyemAHF5BuFxwJ3L57GYneCxU7YW4Uq5FQ2RImF5odRGnYxMjhAe99x9NxbWLE4aR1+G1mJ8dxzz5GXl8f7779PZqILXddJ2vLJj86iI7AcaGVo02M4UutIuTqMACAIzG55mjeTpejAmxNpllK3aCFuU8yAYvKNQtM0gkuL3LFtG3ImwbO7W6h66HtYyzdhVVNU97xOcnGaq+3fIeouRkRFR2Cs/gj3HHqQ1dVVXnvtNbx5eQS3PolViSGioVhc6EDS6ad+/ASNwz/5Od1Y0AWRYMez3F3lQ14xtGdJR/hk+RYtxG2KKbBk8o1iYmICTdf5wWoRm3WdE5kK/nm1COX7eGvybibOv48nvsTWnpfRdNFQVLPl0Tz4FmNrxTz55JNMTExw8fPL5GvDCLrKakEDvvUpw5rUVYIiO8mPTG9cUwf6Nj2F15qHohnduQB2JUpK+5VP0+TXYGYoJt8ouru7SbkKccSX0JDonw+xrhhfu6/MSmjrk9zY9iJxZxGynkZDZL72Po48/DiJRIKXX36Z2YUlBrZ+m0xukNATXSTuKiIrWAms9OOLTKPl8pOwqxQBgU3jH5IIznNiEcKBZgAsmQT3+G/JMty2mAHF5BuDpmkEg0Gipe0IWhYRlebBtzj5wbvE43EKrPD9NvhfWmWciRUjO3Hk0zD4Dl1XL/HYY49x4MABJqdn2dT5A2yZGFNVe1GsLrzReTRRJJQTXRLR0RAZ3/QwQ40PYs3E2TT6ATXD75FVjSlkLxkaTT3qr4QZUEy+MQwODiIIAo9tqyOWXwNA1F3KajTOyy+/zKlTp3h7KsvxCz1YtAxCQTmbDj7N5eZUrwAAIABJREFUI48/sZGdjE5O0dN+FEW2AxBY6WO66l7jArqOPzxJsMCwzZgr206dRyTuLmOs7jAjdUfwRBfYduMlAJJZjePTv/Q0TX4DZkAxueWkVTi5BJ939RMoLiGDiNXpNpz7EkGGy+/lnvv2MTE9w8pP/xbPxEVDKKnjII+UQVlxgKNHj7J//36mp2dov/EStmyS8cp9SGi0DLwBgGJ1o8o2XLns5sG7tvGvm+DxCpFEQS350Rl0BEK+OkMTTs1yMXTr1uV2xAwoJreUjAb/aRhGfvJfUaKrXHS08pfjkErEjA+1INA4+gH9PT1MbX6cuM1nSAwAczO/mD54KhsZ2PYiqmiIRFbPX0Sr6SDiLiMjWnGnQqRkF47UGm6vlzaf8fb/aBH8c50UrfSy6m8kYTeusVS6ZcPHx+TLYZ7ymNwyIhn4j4MQUqBDM+oWq3mVOOIrtAy+lfMg9pPXdg/RvlNU9LwOgI7Auq8O//BZfjR/lQMHDlBSUsIPp8C6MoqsZelufZ67Vq+SHDiNPVeAVUUrrpSRcnxW/Shnu6HQCmkNgoWb8YanQdepWriCJkiEirfwZMktWZrbFjNDMbllvDxlBJPqiU+IOouNGzVwpNY2LEY9sUWEzvcYC+wgbisAQEDHbrdz9Oi3cLvdvPvuu7zy47eYDkaonj6PDrQOvk19bTXdrc8h5GSnBc3QmV0qasO7NkndyIfE1wzRpazVyXDzEyiyA9DJYAEta3bKfkXMgGJyS0ip0BUGz+ok/tURvIlFdARki4y7chM3paJ7Wo+ie0uoGjuBK72KKlqYqdiFZ2WQ119/nfr6ep588klW4wptfceR9Cw9zc9RWFJG72enaR18Gx2RoabH0QUjtFhjIWpmL5AfmWHz4Nv4giOA8WEoXBsjK1qQBZW68VNkTfmxr4QZUExuCRnNaCjLj0xu3DZedS+VdggmNYzpGmjvP86S6CEpGyZckpahLDrFt55/nsbGRj777DN+8uHHTJTvQgc0BLYMvkFlgZupbcfQdYi4S0m4i1EFCwLgSy6gcdN2VCewYpij71WGsGbiDLQ+z3JxO/nxRbb5MPkKmAHF5JbgscAjpTBTs4+UzfjUKnkVlDqBtQUA5kvvIFp5B0XLfdizcTKyndFNj+DORHjllVfQNI2jR48StuXTOPYxAIPNT9O49Q56+/qp7H4dSVNY8zfQGB3FqqUZrj2MACwXtW203secpRRKGtH+C1TVb+L72518t82PqGUQhV9+7ia/HrMoa3LLeLQMHiqF9br7+fDDD2np+RGh5WaKk0l0oHzhGmFvJVkkLGhYsikapz7h0OH9hMNhLl26xNDIKOFAO87wHBnZScvAGyhVVQQOHmXw0hnyorOUzV5G0rOE82spyzMyndX8eopXeslKdkqCPejBHlQEluvuxW8DuaAATTP77r8qZoZickuRBPDn+/j2saM07NyHc2mI/MgkEU8lU40P4I4tIpNBkR0MbTlGoCCP9957j4GBAR557AlCgRZKF2+gA/PV93D3gSMsLq+weOJlHKkwGdmJLlkAnbGafRSNfkLGXYQ/NISGyETtAcaq9210zyY/+SHr6+vYXEaLbDRhjht/FUzVe5OvnaEozCVhax74c3YZKRX+wwCIo59TutwN6GRkB1I2iYhRG5FEiV07d1BeXs6pU6dYX18n4i7BE1sk6irBE19Ed+QxULWPhvGTWDPxXJ1EYDnQhpBXQvHICfrbj9E48CaaIGHNxFFFGU2yslLUQvn8VQDS9jwsqQijDUeorqziXzaAYG5/vhAzQzH5WrmxbjSyvTpj9KDEjPYTrq7CUjJLINhP3J5Pb/u30XXjrCcjWplpe4bmzU18/vnnfPDBB7TdcReTDYdxx5YASLuKiOx4nqQu0jz0DpZMHADF4iYrWZkrv4vyqXNYi2tRsxmkbJo1Xy1j1fuRtCyWTILK1Dwvvvgi1pJarClDw9a30EdvxDjiNvlizAzF5B8MRVE4deoU27dvZ8pSzNj4FNHQEoO2KgLLPUzUH+Z/2GSYen2/D0pGTpAXmQFdRwAEXUUHUjYfzvQ6VVVV7Nmzh/PnzzM1PY1icWHNxFko3krJci+6rhnbFlse1nQUKWeaMV15D4WSgnvqGj1bX6Rm+H2s6QiylgFdI23LY6lmD80zZ0gmEwQLNhG2F1E3dx6Azo7fp9gh8v22W7eWtwtmUdbkd46qQ28Ypi6fZ2l2lpmZGZJWL9ZMHFHX2MwNANLJeWILGf46Xom8Nk9eeArF4ma08SEaBt/FribQBIl03V08WQVnz57llVdeobKpjf7mZ2nOzeh4kyv0tjxPW9+PAJC1DLpsJauqqJKFYGETtV0/QKpqRUyFcSaCRNwlrPnqqJm9gD0dpmb6U4ZqD6GHl6mcu4SfIcCwNUUUuafw1qzl7YaZoZj8Tolm4E+HYTW0Quvg2yxV343VX46t76c40uuAsY25WY74+Tdf2FuJPR3Blg4DoIoyUU85+eEpfD4fBw8eZHZ2lotXroKmI6AxXH+EupnzyIqxxbnR+hx10+fxRucBGK++j/z4EgVrY1zb8l1a+15DF0DOKshqipTVy3TTw1ROfoIjuogOZCU7MYef/NgcKiJdd/w+f3nH17N+tztmQDH5naHq8G96wDZ1lbIFw3RrzVOBN76EpBkm5FnRwkpRC081B5BcXl7qj1A7cQIBiDuL0BCwKHHs2Tg6oFZu49iuRk6fPk0oFMITKOPTor1s7XsVAZ2s1cVY1b1sGv3YEJoWJMKeMkPFXpAQdUN9baF4K0lnEbUTp0hb3ES8FRSFBkAQ0XTQJBsWNUlGtGHR0mQkGxY1jYaA58gf8O3qW7SotxlmUdbkd8a5FVhLawSWejYsP33RWSQts5GRjDU8yM6dd9HeWMvfBv3YEiEEBIYbHkDOJPEklrFn4ygWF4ulO7DOdfPOO+/Q3t7Oww8/zOp6mG19x9HR6W49hmLLo2n0I0BnYPMzLAda8UVm0IH+lqdJ2AvQEShb6qJ64jQRTzmabCUQGkCxuFnxNyGhYVGTKBYXwc2Hmazag0VNA0YmZW53vjxmQDH5nTEQAd/6BJKWNQzLPdVoCKiCZBRXRQdxTwm7/HBmBWKpFGXLNwCd8pU+BlqeMmoWgCUTp8qh8t0XX6SqqoqzZ8/y0SefMn5TLEkQae9/lfXcUGFGstE6+Aa2lLFdStnyEXQdR2rVcBy0uBDRcEcX0USjXGvNxAgEB4g7i+hufR6720tp/3tUT18AIGlxo4syAdvXu463M2ZAMfmdUeeG8rnLaJKVmLMIX3zB6CHJ2WBMNRzGJcFfjMLxKY1Ng++iCTJjDQ9gTwTZ1vUSMlni9kJWyu5Am+zilVdeobq6mmPHjhERnWwa/QgNkcGW51gtbqF06To6MFezj1jLYbxhwzt0aNPD1I0aW6mxynuxZJKs+JuJeCtwx5cRgZQ9n+mKu3Gm1+kYfIMVdyVDtfcjoKMBa/4GLLKEyzy6+NKYS2XyO6NZmWZKiWJvvRep7xwJewH21DqqbAXZyd31JQxEYDEcY0vfj5E1Y1tRO3OekeqDbBp9HwEdR3qNqsLNPPHA9zh79iynTp1CcOaxULyD+tgSWYudlr7jhN3lOSX7ALVjH5Oy5YEgEMzfRGE6iEMxisC+2CKgEwgNkBbthp2GJQ9nao2m2DD3P/EEA4ODZPuuUJArE8+W70IQxI0ajMmXw8xQTH4nzCTg5NnziP5y0mOdWIsqGW5+AhENuxLl0P59bMuH1HQ/W3p+hKSliTsKmO74ForVTdPoewjorLkrCfsbWeu5wPHjx9m8eTNPPHeMKFbqJ06hIjHX/gyzdQfwxOYAiHvLCXY8i5RNo4kS09V7qZv+FN1bio6If22EpeJ25ks6sGlGK30k0MTuh57GTpZ3f/w6Q4thhuvu3ziBKgoNsSsvg27O83wlzIBi8ltzbQ3+r88myCRjjLrq0VJxVurv4/nU54ZcQIGfhtIi/ur6ElUzRrPYfGAL9nSM6q7XCLnLgJycQWyGamuao0ePkp+fz/vvv89bH3zMSmETAKpkpbbzh3hWhhCB5aJWihe7yO96G4uaZrGkg/r1frLpJP11h4m5AmhAyVI3JYvdJOw+VgLtlM1f4cbp97nzzju5a/8R1PAyTePGxPJQ/RGcssB83xVU1cxQvgpmQDH5rfnhuEbtxGl0BKqmL5C05jGWtjM40A/AkUMH+ekS1A68u3GfglSQR596jmDxFspzR8yr3lpWGw+ihOY5fvw4Nl8Rwa1PklIUqqfPo0h2lrY/z3TVPXijc+iA7HQzf9f3UEULisXBcqCdgunLyBXNCMko7vgSocJmZsp2IqDiTK1TIcZ44YUXKCkp4cSJE5y/9DmLRe0ArDuKifuq+b1vPcP27dspKyv72tfzdsbsQzH5rfl3H3RRPvv5RpNaBomU048nscxaXi2BOw8z2XuV8sVOsqKFyfr7aZs7QzqRIOSrpWB9fMNf2OHx8eCh/VwZmWG6rxMdYaOOkZVsyKpCxFWCN77Asn8zgdUhsoIFWVMYqz+CLzpLUWiIa1u+R/PAG0jZNJZsytCndRURK91C9cw5spkM7e3t2CubOH3yFI6c1mzX1hd5tsbOgeJbsZK3P2ZAMfmt+S//9SXisotQfgNl81c2DMhVoLvjn4Eo03Htr3LariDa3Rw5eIC/7l2jbOo8oLPmq8O16U7Kx04SCoWIeMpQJBv+9QlDiU2QWdr8APr6ImULVwGRRMMexJI6LBdeRtYzpKxe7EqEjGQnaffhiS8R8ZQTc/opW+pCAGzeAp544BDj4+Ncv34dBZGwq4T8yAwrvgYWGg7w5x2wmDImoOvdt2xZb0vMgGLyW9PZ2cm1zutkEUjLTmxKBAFjKC9U2EzTwJs4U6tkJDsjm59gf/AMy0uLJG35ONJrqEhGc5nNRrjhPhaSOnXjP0UAFIsTOZMm7g7giS2QkWxIaoZIXiX54Sl2PHqMKz95hemKuyid78SiKWQlG5KaJu4owpEOI2oKcVeAZOO9bJo6zfraGlVVVQQ69vLRp5fwr42iATc6fp8/bBRZUoxpaIB7CzG7ZL8CZg3F5Lemact2mh/7PVaKWrDm9EsEoGzxOtuu/w2u1CoCIGlZ2gZep7iimqHNT2JLr6MDCXeA9O4XiLuKcfZ9TN34CVTJzmxxB9ZMAlDRCqsZanwEWU0zU7kbt57C6/ViW51CEgXaW9oQ0QnlN2xskdIOH+t5VeiAK75Cad973LF9Ow888ADLKytceedlHIkgAHNlu/BaRVp9cH4Fiheu44rOcyEI5q/cL4/Zh2LyWzERh/88DClNxFa1i7mynYhKAl9snorZi4i5bU4WgcHmp3lU66en8zINgoyY62B1JFeRLv2IiDOAFVBFC7KaomSlj4xkZ72ggaLJz/EAWdlB0l2MZeYC+x9/nE8//ZSSkhJ22Jd5R8sQ9G/GvzZKqGAT+WvjiHqWtbwa8rYdoGr6DKdOncLr9VJ61wOcHZ6lcv6KYbIhSfxRM7w7B0uROFvmrzJZcx9+pyms9FUwMxST34pPVyClQc34KTKKwqPlIi1FbuxqCllNb8z06KKVtv5XWY1E6d78PEJuWBBBYrjhIdJWD974IhoiC5W7mai+D0lTsKgpnEKWgYZHENEZr9nP5qnTFBYW4vf7WVtbo6Ojg1OXOklZvdRNnARAlSzEHX5U0YIvPIX90o/YtKmRY8eOYbHZGD/zFqULhoxCxFNO1cxnvH387/h0YIrmnJrbqn8TLhFOLBo1FZMvxgwoJr8VRbk5F194irJgLwkVRkMxSmY/Z81djojRXzJVu4+SOw+zurzIloHjiEDYU4YqyrQMvYU9HWa07hDRwnoqpz6leuocitXDbNW9OIJjbB79CRnJgYgGiXV23neQ7u5uZFlm0lZOdGXekIlUFWbKd1IUHMSdWCLob8J3+LuUl5bw8ccf88EHH2BrvY+x2oPIesaQK7A4efr5o8TtBTSOf4ycTbHmrQIg2n+eDwfn+Xd9hqqcyW/GLMqa/FaoOny8CHOffQCpGFc3P0dL98tYMwlEdDQEIp4KfNEZ7N58rpbvp3XgzZw/sYAIpC0OBE3HqqbQSzcxbi2lfuoMAAlnIUsFm6mdNRridESSjnzGW55ma/8rZN2FTLjrNzITHUi4ipHScSQtg0VTsDscHNy/D4/Hw0cnTrK+GkJDQkRltnQHFcvdSHqWTHUH/dYa6idP4UivE3aV4IsvkhVkBjY/gT+/gD8xVdt+I9Kf/Mmf/MmtfhImty+iAI0eKMlzMdTXQ2CxC6uaRsD4cIsIWIqreO7wXq4MTVC2cB0BSNjysapJAHTJSsmO/VSXFrMy0kPB+jgpWx5hZwnuZJCC8CSK7KSn+WmKV3qwZpN4V0eQUlEGqg9SOncFW05DdqrqXvLXxrGqCaLeCir2PIQ3vkRnZyeLi4ukWg4xrnrwRY1jnIw9j3/53MPoukZwuIui9TFmKu7CFV/GkdOVFdGIu4rQ3IUcNPtTfiNmhmLyO2E5Bf/+8grNg28BxilP/6bHKUstUDh3DVUQmSrZQdXsRcAINtP1h0l4Stk5f5LY8jxZl58ldyVlSzd+4bE1QBctZCUbtkxs4zYRiLhK8cYXUBGQ0FEsLsSsQtruxaFEsehZtm/fTk1NDR+eOEUsvIaOgIDObOlOKpc7kdDZsWMHLS2t/NnbZ8hbMxrt+hoeo23U6O6dqdiFs2YLf9zytSznbYsZUEz+3qwq8OECWEToWofiqy9jy8RZ9VbjjS1i0RXa29ro2H4H//knF8hfNTyEs6KF2M7n+dftTmMYT4De2RCnTp7EpoTJSnYENbVxBKkCA83P0jbw+sa1VSRinlLcsUUkPUvIW8N89d00Dr2HXYmQsBfQtucQecFhuru7sVgsBOv2EltZoCTYC8BaoIV/9cguLl++TF9fH1hsjJTfS/XEaWRU9I08C+bKdlLYuI3/runrW9/bEbMoa/L34k+H4I96oL+3h87+QeKhpY1tRyS/mp6O77Lljp309/fzg797mYTNMM7SMESk68ZPkkomNo5kq4r9xPOrDElGQULKfa8KZCweFKsLVbQAGO34qDgTQURdI+IpIz82R1vvq9iUCKH8eixoTJx8jfX1dY4dO4arqAz3wAlKgr3owEzZXfhDw7z00ku43W6++93vEnUWUz9xAgnVCCWCiGJxo0o2RD3LnqKveZFvQ8wMxeQr8x/6YSquUT1xCv/6BMDGLM5s6Z1EfJWknIV8vxX8cpb//Z3z+EPDAExV7qGlzI/Yd4p4PE59fT21O/bSuaYR+ukPyNTupDt/KwUrA1RPn9u4ZtRZjEOJYMkmyYpWI3sQBGQ1RdLhJ9R4EP/QCaPzVrLRvGsvtU44d+4c6XSa1eI2FCVDYHUQgKSnlN9/dD9dXV309/ejyTami7dRNXuJhC0fQQBnag0wfIFWAq1s33Enj5mzgr8Rsyhr8pVIqvDqLNQOvEdBbAYNmCm9C19Om0RGJeRv4kCplZ1+WEyLnF3WyV8bR0MiPzKFJ73GIw89iN/vp6enl6GeTlZnxgEo2XkElwTSxFWs6WjuqgL2TAxJy7mC6SqSriLpWRZKOvCkQuTPdWJRU8yV3IHTKhEZ6mR1dZUjR44QFNxkJ7pwJ1fQgOGGh6gOD9N14zr5+fkcuP8BLkyuUrxibIUGWp5m27Zt3NW6iRsLEdbya4jkVSHa3dzl/3rX+3bDzFBMvjSaDv/tdZASa7T2G/UMPWcUCgJzrY+xeeo08ViU+vp6Ou6+j/97XMZ/4f9FJstI3f3sLXOR6D5FJBKhvr6eSP299HZ+TlFwkLHaQ0QKarGm1mnre42RhgdJOvKpGz+FO760kQUBKLITSzaBKjtYqL0P/+wVHMkQCCI1Te3s2tLE6dOnCQaDxDxlZBDxRWcBUG1unjpygLW1NS5duoSiagR99RSuDhN2lzHR9Aj/aRvYRfjzUeiPGNf9vRrMgPIFmAHF5Evz/4zCjTC0XPsBdn6mCn/zDSTbnTxwcD/JZJLz58+TzmQNqYHYPKpgQdIzlJSWceTwIWZnZ/n0/HmUTJasaEWTLCQsXjyJJUQ9S9rmI3XXczxYDMevDFMzeQZg44QGYLTmAOXhURxr0wBMVe2hRk4jTl5DlmXuvvtu+tJu5q6cNoIPAv2tz7M/eJbQ0gKBQIAt9xzg7y70EVjuMfRnaw/yzPZ6duYCh6obXsx5Fih3fH1rfbtiBhSTL0U0A/+qG8omz1ESGviFr+kITG19nrtXPmVhfh6/30/VnQd478YYpYudCMBE1b1kbF7aZs+QTSVoampitvJupq6eIX9tnP//uExv89M0lPgJj/dRPGWo0GuCiKBraKIFUcuAILJcvBXv6ig2JY6IRqC0nMP77+Py5cuMjo6RtrrQBBF7OmL49Ahw1447NgzXw5EIcWs+LmWNlMWNPRMj35fPoUMHKSgo+HoW9x8RZkAx+VL82RCMrsbY0vOjXH4gGK3uaGSRsQgaW7e0U1dXx+lPPmF9fZ20aMemGe58NiVKyurFu/MBdgvzXLh4iayqoQkiMXcJYW8FlbMXEYCkLY/Btucpnz5PYKV/4zloiLmrwnDdA5RmVnDPdAI6c2V30lpRRLb3DMlkkqamJnryOlC6PsKRWkNDYKj1eZ6gj9H+Xmw2G1Xb7+WjWYWa6bNGQbl4O+uFDTRMnMKRCFFRUcGBAwdIiHZmElDnAo/lVqz+7YMZUEy+FP/iGhTMX6dq4QpJax42JZyrnois7/gWRxihs9PYavjb7+Z8UKB26hN0Qaa77Rjbel4iZfXiUCJUVVUxUrmPVNdJXPElera8QGDhBmXL3Rt1kixSrhcENNFC2uLCng4joqMKMpKeJeytwhlbBgEsagq328OhgwcIhUJ8dukSWVU3unV1FcXqxqrEqKutZffu3Vz47CKTkxMbDXFxe4Gh2SLamKnZiybKtMyeRU0nWQm0MlVxNz4L/HGzsf0x+dWYpzwmX4qTS5CSHeSHhrFmExsNTKog457vwmaz8fDDD7MeiTLdd5288BQiOrMVu7BnouRFZund9iJ76wuZGR5AmOjEqsRZK2hAkyxUz35G0ubDoqbo2/w0RcF+RCAj2on6qnAlVhB0oz9kqupe9NJmvAvdyJrCWkE9rXvuR1yb5dq1a6RSKaY3PUwmEsKuRACIOQK4m3YSn+yju7sbPb+Ca0X3UBwaQJHshPNr8MSXEXSVgrUJ3NEFtC33ozp9uGc6sSdCLPrqqXFCmVlL+bWYGYrJl2IpCd8fgKyqsfX63yDlzLBEYLpiF9VLNxCyaaxVrdywVLN59P2cjmsxOgLOZIi+1ufRbU4sAlQMvo8nOgcIZJGQBJ1QQQOFqyN0bfk227peMhrLrG5kJYGkG0fGaYsHWyZK2urFosRIOgpwptawSgK7d+/G7/fz/onTKHEjkOgY4tf+yASCM4+nHjjI1PQMV651Qi5ADW16hLinDHtshaLgAIWhYRKOAlzJIHFHAa6kMWbcveOf829boMR+C16A2wSzU9bkS1HsAJ8FCkJDSLkqSthjjPhXzF2mv/YI5e07SUwP0DT6PgCzZXdhzSTwxheRtAyaKKJnFPJmr+GJLrBQ0kHUVYyFLKKuUhQaAl3DHVsCjPb6vrZvEbPnbzyP+aq7Ce04hqhlENHQJJmOh5+noaGB8+fP89MTJ5iu3kvYUwEY26e0K5/wjufJd1p588036RydYajhSG5I0Wc8cFZh09hHFKyOoqOzWLKVwc1P4Eiubnj1PFthBpMvwsxQTL4UHyzAh+NGf8hNUtV3Muqoom3wxwCkPcXMFrRSP3WalNVLf/u32OOHy3MRNLsXDXCFZ2kY/YCsbKen9Rgd3X+LqBui1jf/jNcepmHiBAAjdffTOP5TAOKOQlzJIEm7D0dqneXCZgojM8iZOI2NjezYsYM3Pz5DMjQPGN0xiyUdVCx3YbVY2LNnDxa7i3dOnMaqGEOGCwUtFK+PkJXtLBe1UBAcwZk2MhLF4sSaSaAB3Vu/x2NVVh4s/RoW+zbGlIA0+ULWFXhnHjYPfvALt4vBcbbs7mBWO0LZ8MeIyQj1U6cBmKrey+4C+E4N1Lm99IRhJQWLKS86Aqv5DRTFZxB0Q9Pt5wfx/KsjuRMdnUBw8KZWPjNV9+Cz2yjqfhMAmxJj32NPISxPcvHiRUbHxpgv2Y7DreONGb7KhcoaLxw7xmeffcapU6dQHXksFG+jeua8YQC22o8myKQtboKFTSyXbMW7PkXC6ae17zWSFjf2bBJkK7vNprYvxNzymHwhS2lwR+awq7GN2wRATEYYiEDSYnhNSFmj2U0HqmYvElU0rq3CD6egK5hiNpGlfuIUuihTvNJL6cSnqILMQlHbxqNGPJVMNNzPmr8RAR17bp5GlSxsHnoH79BPkfQs88UdOJMhPn3jh3TNrvKd73wHR3UrgbkreGMLZAWZsbrDuOOLvPzyy7hcLg498S2SgpXqnHthf8tzzFbcjS6IuOKLbOt6iZL5TiLecmzpCJKWJeKrAVHmP24Bn/VrWvDbGDNDMflC8mSomTqLJlhAz2w028tahuquV5kp24kmygi5WZvhxodpGnkfzv41n8t2vFX34g+NkBeeBCBtcYGmoSOg2LyoFgcb44WiiCSAlEmiA1bFmOdZ8W8m5q+nbuBtdMAXmSLsLCHtLECfuM4PpgeZKt9NvsOPMxlC1rPULVzmkYceZG5ujmvXrtHVN0jKa5wYqUBb/+tECxvobj9G+cznFK4OEFjsomzhKqpoIeou5a4CWIlL5lHxl8TMUEy+ED2xjlWJIeuZn3W0ChK9TU9hS0donDhBVrRufK1q5jPjfkDcWUT9+Ans6XU0RFJWD7ZMAhENVbahyVYyRfUIooQu27Bv2c+/qEzgi0xvFEM1QaJ0uZs/5BNNAAAgAElEQVTawZ8goTFbvgs5k6IwPI4vPMXAtu+iBhoonzqHMxkiZXEz2HYUv8vKW2+9xfT0NDsffpaQrxb/+hg6MNbwEI137sUfnuSOnpdQbU562r9N3F2EDkhahonqfYSicXTZTE2+LGYfiskX8tNPzrKezCJpPwsoTe1b8UbmSMUijNTeTyA0YJyoiDZsmTgjDQ/gjS7is0Jy26MI84NYNIWUw89A48PY1BTu2AJyJoUcqOEPH9tLU9tWroclxi58hFWJk5XtiFqWlUAbow0PUrJ4w9gGKVHG6w+Tsvnwr41RvNzNdF4jrvgKop5F1hSKE3M8dHAfDQ0NDA8PM9ZzHUHNYFHTpGU3xcE+JCXOQw89BJJMYqyLopUBFIsLRy4rKgoNEUtliIoOQv4mmjy37CW4bTAzFJPfiKpqBOemkNT0xhCgIIh0u1tIzI5g2bSbQMjQGDF+s6vogkDhyiCjmx4iEw6xODdjuP25S7Gnw3T0vQqijCrZUGUbed3v8tZbb/GXfVEmFoO4oguAjpw1vCtilXfiXZ9ERGNg0+N4HFZaBt+iMjZJ/f3PkyxqoHLmArKaIuosYqLtWfKsIj/+8Y+5evUqmw48xWTVPTiUCFkk+rceY98jT5PNZnnttdcIr63T03aMmLNwQ4Yhac1j1VeNRYmQsjg5vQwZ7ZfXx+QXMY+NTX4tb8/B1e4+KmYuICCgyA6s2QTzZXfiCc9gVyIMbH6CLT0/+pX3H2l4AG9kjuLlHnQgY3EzVnuA/PQqgZnPEbUMIV8tVc3bEPpOE4uEUQUZUc9uZEJJewFDjQ/R3vcqopZBl6wc2LMbr9fLJ598QiwWJ+SrI399DDC2SFavnycfOEgymeTkqdMkEgkUiwtrJsZY3WEcJbX8r7k68MTEBOfOnSOVTrNY2EZgpRcVCZnsxs+RsPkYbHuOx8vgIfPY+DdibnlMfiXBNPzluGHgJWlZFMGKTUuhIjFXdicVC1eRtAz+5f4Nd8CbBumLga2448vkrU8xWn+YkqUuFNGOpGcpDvZDNs1Q48MUr/TiTK2jLU8Sr9/DsuDGHVtAE62krW4kVQEEyhevIegaN9qP0W6LM9R9nbm5Ofbv389naikFCzcQgLgjwMrmB6iIjnPt2jXWEynsdzzCUFwkPzKFDsTcpYTsAT4NGsN+dcX5bN26lfMhkbz566iihe5t38NbXIa0NIyIYaG6WNpBtRNavLfsJbktMDMUk19JOAP/9nKE1r7jv3C7Cqiyg6zFyaqvloqFq7/w9ZsTwWBkC4pgQxJ0JE0hZveTdPnJiy7kGst0huuP0BIZIrsyiSaIZCwurEoUXZAQdJ3J6j3UTp1DQ0AQ4M7tHTQ1NfHJJ5+wsLBA3O7HmQptTEDLFiv77t3DmwsyrpGzyNk0WcmKrKZZy6shPzxF2uJisvpeFF8l/02NMZtzdiHF2skfMlW1B2tlM4eKNHrf/hsEdBYCW9Eb7+K/bzSPjr8IM6CY/Eq61+HMqRPYQhOGjoiubtRQdKC/9Tkahz/Elon+yvtngJsnrfPF27Glw/jXx8hIdoKNB0gnE1RPnQEEFko7ELIKJSu9RqZhL8CuRAl7qyhYH0NDoLf5WarDwxQsGgr2u3bfw0tBH+W97yChkrAXoLQ/xPbgBSYmJkjZ8oi6itEEgUBoiJjVR9aRR0YXKIxMAgJJRwHjdYdQ7HlsG3sPaypM4NAL3FcEl8+eZHx8HBDouPs+7mzb9A+63v9YMPtQTH6JT5bh+AxsC00hANLPBRMBiHircKTCG8HEMPT6mXIbgJT7V0OgKNhPT9sx8mJzSLpG6eAHJB0FCMByYTOlC9e52SubtOXhTK3maiiq8bdoxZGJMFa6kz84uJ3Oz85y9sxpSiwuJFRUQcaaTeC6+jKu1lYWOp7H0/9T/KvD3BSNtCtxNFXBoiYQgLnSDvyrY7T2vUrcUYSYXCGx7REeLYNUKsX4+Dh2u510Ok11wPcPt9j/yDBPeUx+iUshqBk/iYgxY3PzcONmoXSi9gDVE2c2vl/HUFMbaXiINe/PhvKM+4pY1BR1EycZaXgQUVWYKt8NmvGo9sQqq776jceyp8NEvBVMVt9H/rpR91gpaiWaV0WhFXRRZvd9Bxnc+gJS1jh5ylhdsONJdt11FwMDAxR3/Zhwfg2K7ELITUVLZNBkCyoSGlC0PJCz4wBXcgWAxMwQ/9P1LH/xxofowMEjR9B1HZ/PDChfFjNDMfklCqyQjgc3/q8iIuWU0sLucvyhIWTNaLO/KWGg6xqNox+gA2nRgSYIWNQUci7LyItMs1iylaxooWrucxKO/I3Mw5NYIuYI4FDWQc2SF5nFlo4hoBP0NVC61Ekg2MdE7X7+SKmi2AYZJY2kZ42uW0C+9AqTlTW88MILvHz6CmWz1zeGDbOyEzGbwJ4OQ+42q5ok7MgHdBzpMLOld1K61EXelTEENJJ2H//nmI0GDKtUky+HecpjAsBMAj4LGh+280FwLA5gyfWBTFXvJSvbcSZD2JUonsisUXDFgpzLX9JWL6KaRgRkXcWiZxBz2xgwgo4vNEx324s40yG8sUUUyc54wxHijgICoUEkXWWxeBtzlbsJLPcQcZcwWX8/GdmGiE75wjW865MsOMvZNPy+cYysCyhWN7OVd+NY7KfreierjgBhRxHuxEqu01ZEzmmfwM8yrYTDjye+RNqah6SmGWh5BksmijMZwpJNYQ0vYlHTfODYzn1FbJiSmfx6zKKsCfNJ+N/6b1YsID80Qu3kJ4ARKBy7n0A/+0OmK3bjjC7iD49v3HfB30Lh+hgW1chYsoCGFStK7v8SUu6RBYwtUMrhw5JOoMoW7EqUlMWDPRNlzVdD/vpULiNS6W4/hmhzo+TeoVXjp8mLzmHJGibrUUcRmmQhLzZP0p7P/QcPMDw1x0LvZUMrBehvfpaayVO4cyJJN6UlR2oOUTP9KRZNQcWo+aiChCrI6KKENZtEQEeRrPRu+x7/xxZTT/bLYNZQTHh7DqREkPYbP6By9DQ1k2c2tgspm4e1zlNkLQ5C/gYKcsFkqO4BNFGmLNSPgyyzgW2oGHvom8EEMOowgsiaw+gIE9BwJlfRRZHx+sMMNTy0UdyVLTZ62o4i5rKezSMf8G8rQ3y/1RhQnK47QM/W76DlOl/cySApp5/e5mdxWUTOv/9jxqemiLpLcteGzSPvsVC+k6GGh0hZ84wiLhKV85cRdZWoNQ8p97NmBRmLlsaaTZC0eMgCKash7uSUMPkSmBmKCX/RHUb6/A2ygoRFU34mFC1aEXTNMCPPb8CSjuJNGGpqGZuHZx44yGooyIULF9B0nawgI+vZX3js8ar7KFnpNUy4co+rChIpRwGuxAoZyY6ga8xX7qJi9iKCmkFAoLf5aZqmz2CNBykpLeN04BBJ2Y5/qY/q2QuseqtQvcWULHQiiiK7d+2iN5PH4tXTWLMJVKC3/RiHV8+xMjdD2lnASM1BXNElyheuIOeyHDCyKgs37cpuPsucSXpxB+HKO/nz7f+Qr8A/HsyA8k+YlAqvzkDy9EukLG6irgCB4M9sK1TJZrTCZ1Mb2xYdkd72b3HHzEmy68sUFxdjbT/A9SufUxA2/HUSgpO0p4j8yBQAYXcZi/5m6qdOI+XqKguBLSScRdRNnjKGCktbGCjcwdael4z6jOxkpuoe9pZaWbj6CVo6iYKMhQxgfOTdgQoeP7SXzs5OBoeGUGQHuiBiVWJogoyIxo7tHdTW1nL69GlWV1eJ5lUyXrabLQOvbRSUVWSygohVV1CRkchuBNWe5ueoLvLxP27+2l6W2xozoPwT5vUZuDw4QcPECXq2HKO95zjkFNTidj+aJOOOGxmJcfRqkLa4WGw4xB82wqnTp4jF4jmTrJ81ud38QP68fWgWmZTdZ/gUqwqqIKPKVoLF7ZTOX0HQsuiCxFD9g2wa/QiJLDa3D1fHQW5MLVExfR4RWPNWky1roWb67IYHz0hgB+tXPsKdDKICI83P8pRllKHeLiw35R8tVn5y6ixyxnAR7Nr6XWqmzuJbn0JAI+YoxJMM5p6rhGax07vlBf54M1S7/uFfj38MmAHlnzB/NaKQ/eQHIIhkZTvWTBwwgsD1jn9Ge+9xBE1FyhVc1VxB8+Zv9qSzEKXtftYXpjdU0FQgbAtQkF4GjMa2NVcp/rih85qRHEzW7scbnqJ4pQ+ApeKtLBU0sWXA0KvNyg4mavaBw8uu+ZOshkKE3aV4Ywu5awtY7Q4OH9hHOBzm0ueXyaiaYTymZ0lZPTiU/4+9N42R676yPH9vixf7mvu+M5PJ5CaSokiJlLhYIiVZsmXLtuSxq9w1NUB/mOkeNAaNMbpmgJoCanow3cAMpmuquqpQtqu8u+TdliWSoqhd3JLMZO575BIZGZGxr2+ZDy8ySMoyxoW2q0UxDyCBGfky4h/x4t13//eee06ajo4OHn74YS69+RYLc7OU7V7mmx6kZ/YVy5NZFFlqOYwntYw/MVf9XLacCae7PkFfVwd/3PV7PhEfI2wHlPsY//F7v8KeWEI09bse3wj0kPM00rb4BmBWOyORul3Ur4/82vOUJRWlIm/wwc6qiUBJcaKWs8S97cimhje9XJ29SXma8KZXrNcRVeb2fo5dSxcoR5fw+oOcPn2K/3gjQ/PELxAwSXlacO1+lM6F1wiHw4RCIRY6T1CeeAd/egkTWOo5TbsDtLFLiHqJdONu5n09dC9crKi1SUzv/hx7EtcoLI4DJpGaXWwG2mlfeB1HKY0m2hjd/wf8235oc/4ePvyPKbYDyn2KQqHA177+DUqCgs0s3fW7q3u+wt6b30AX5WqLVhNkMmoQf2GdnBrEWYyjASstD9EWfhsAXVRYbD5C59LFD31NQ5CJtx3CzMQsywyotoy3INjdPPP4SVRV5dVXXyUWj5NyN+DNrKELMoIAimBy6OBBWlpa+OmvzpFPbVaDWcLbhj+1WFWs3/R14E8tgmlt1ezlNGXZiaLlSdb0IORSuHPriJjkHSHKgow3F8FAxH76j/jDzt/5R/+xxnZAuU/x8ssvM7u4jGhqGAhVCYINfzeeXASlYjNRlWFkyyJUYKr/WfrGf0Ta1YizuImq5dj0tRFILt71GndmLMu1u/GIGt7ILUxgI9iHP7GAZGoIpk5ZsjM/8CmORi+wEVmjrq6O4ydO8b9fidMx9UsA4oFu+g4dp2n5PUZHR1HtdhbbjyOtTRJMzGICicbdZGr7CU2dw5mPkXY1MNN1gubly9TGJzEEidWdT9HNJrlbbyGYGrFgH3TswXXrHI6CxVcJNx3ihWN7GdiWK/gnYTug3IfI5XL8/d//vcUzkRzYdSsL+bAty534YKF1pvEI3auWfmxB9RFuPUrr7HlUw2LYVmn5gIBAMtSNoZXwJ5cQMDEF8S4bDVGSeeTIYUKhEOfPnyeZSpFyN+HNrFCUXdj0AookcPjBB+nt7eV7vzxPZm2x+lqrjQ/QErmOIIrMNR+hoHronr+AXMqRcdXhzkbIOGvx5KJkXXUI5SKyXkQ2SpiSjbivjZrYZHW9rTsGeeKRw4jiNl3rt8V2QLkP8ZOf/ITV1VXSzjpcufVqkBge+iLezAqti28i68VqcNn6guhAxl6Hr7B+V2AZ6f80u1cuYaSiHxqUlhoP4HG58cy+iWSU2fR3sNx4kP6JHyIbZcqiyujgc3ymeJXZqQmcTicPHH2Uv5vK0zF3HgGI1A7x6OGDCNNvMz4+jt3hYKrtUdzLN/ClwwCkPc3MdByna/V9fBvTOF0u+o+c4KWxGK3hNwFItT9IsL6RwtWXkbU8KU8Lvt2PsjlyiUDSanMvtjxEs2pim38fURR54QtfwG7ftgz8bbAdUO4zZDIZvvnNbyJKMkVTRDYqFHnRhmyUSdTtZLbxQYaGv4bM7fmXrS3PVtZxZ7AxJJXFtqPYcjGaI8N3BZWt7VTOVYepG6ilJJKpY4gKugk2o0hZdmLT8gwM9PPAAw9w/vx5lldWKCou1HKWnM2Lo5zBrsg8/PDDtLS08M2fn6O8sVxZu8Jc12k65s4jGSXigR4G9x1AHD3P6toaZcmOrJdYrx2gYeMWZUkF06RcqbOIRpmC6sNR2KwOQpZ8TcTVWuqjN3ny839Aq2d7jva3wXYud5/h/HnL2U+ua7dSfazMY3bgWQ4eehDvxgR7h/8W5Y5gAreDyAezDwEo2lx0zp2nKTJcfWxrLHCtfi/R3Z9CLmVwFjbIOWsoHf4iKU8TNqOIAUz1PsGRo0eYmpriW9/6Fs6GNm7t+BRqpY1dsvt44MkXaG1t5fz58/zgH19ivPYgedVnvRejTEN0hMWOY+iynWBiluhr30Gs62C892lkvYCAQcDMkT/8ImXJYbXCDQP2PcVa3VDVUGy1cT8TfU9BLknD+jDrtYNcTm0Hk98W2xnKfYJk0eDvbkaxX/0RSAoaArJuZSclyYGq52lobuEXwUfZdfPvqyS2ra3NlogS3N7qbGUraWcteTVI3abVuTEQETEq7eQSZcWBaYIpSsh6CdEok1f9OApxzMqxTY2NPPbYY9y4cYObI6OV59DZ8HcTyCyj6EV27drF4OAg3/rFBUhahLuCzcNq21G6Fi9ilgqs1w6S6zjEmey7jN26hYGAKYgsdRynK/wGerkIgkjC04pTy6DmYmiiDcko3V634iJvD+BNL3Ntzx/yWKPM59v+uc7UvY1t+YL7ACUD/vP3f4pzwdJ/TbibcBZut1rn249zfE8/s5PjNKxcqdDRJdKqH1Uv3KXIdqcEwPDgFzAEGUUvEUreQQwTJEQMss4aknufRd6YQy2lKMsOhL1nWdcUgpXjdUllaccZ/BsTXL16laLq453W0zRGb1Zf5+TjZ2jwubhx4wa3xsaZq9uLOxOxPHj0EkHFJDL4FFlBpS4yTG3kBkZDL+8HDlK/cQsRA28pQXzgcYzMJrZSGlsxi9l1gCVXK8HEnKX14mlhtWEfaimNJ7OCgUSsbiedPoVB3z/Hmbr3sZ2h3Ae4Mb/G27/68YcWTLeyDIfHx/WWk3RO/BybYQWRkuJG0QoIplYNKrfnX0REAVYb9uFKhvFVhgYLihd7OXXXa5mCRMrdgF3LoeY3KYsqCAJlyYazlKJkc/PsJ06QSyc5d+ltRKOEACw0PURLYhI5F6O1tZVjx47xt69exhaxMqG0I0SyfjfNS2+CobHcsJ/1ut10r7yFLzqBgYCmOFjqf5Id8+fQ0taA4mrdEB6jgHtjGsPizKKJKiI6gmlSsLlR9BI39vw3APwPvdtq978ttgPKfYB/+OY32SwJKKU0ZcmOolttXRMoKh5yu8/inzyPmLakEAs2L0l/OzXRMUxRJO7toG5zErACii6p3Nz1Im3r1witWm5+W8+3BQEI1+6mOXqjOrlc2HGcWDpHW9jy+ck6Q6i5BJqnBkd6DclXy426w+yc+glUXuehow9T47Jx8eJFcvk8kZqd1ETHqhIHgifEzaZH2TnxA0SgJDtYbn0ITVDonX25ckwNq70ncU1exJ1Zs7Rsa3eSsdfQtfR6dd3X9v0RbYuXCMUmMASZoupltvsUhsPP2UZ4ctuT5/8X2wHlY46JiQkuXnydkmxH0ksYooxcmc2ByjZGsjHfcoTmhUsolaniRLCH+ebDdC6+jie5hIlp6cNiYAhSRej5AUxMWlfev0vEeiuL2ULM34Fkgj85j4FISfUQqx2gafk9ME2WWo/wwq46zp0/h1pMWevufpz+1CRE5/D5fJw4cYK/vbaGb/4dBEzSjjoSPY/QMH0OJZ+o6tduBRoDKKpB5rseo3feOgZgvu0RZEOnefkdMI1qFrUe2km442H6b30fSS+TswcIpCyOS0F2MTnwKT7T5eRQCFzbNdrfiO0aysccP/zJz4i7m3DlYwiYvza3Mzz0Ij49Q+3KVSRMso4a1lsP0bwxQkNkmHxNJzONR/BlV7FpeXTRxujO57Hn49TGxvGlrdbtVgdoa2sUqdmJqyLB6CgkSAQ6kUo5bHoBWS/iFAyWAwP4MmH8qTCLiwus1O3Gl1rCAGoScwx0tXHqxGMsLi5y5coVtFIJtZzFBFQth29zlqWGB/AlLXX+vD2IouXRBYWyaMOhpXHmYkz0nMGXWkTWigSSi+TtfgSthK1SH9JlO9HGvUjlHA2RYSS9RNzfzXzHo9RHR5CNMr7kPG8K7by8odLugrptWsqHYjtD+RjjB2/dYGPkXZYbHqB57fKv1VCsO7rJek0/NRtj1azC5q/luSdOMjExwfXhYcqCjKkbyGgVS88cMX8HWWcNbSvvA1Q6JeXq9mcL4YaDSGg0rA0jYJC2h1hpe4idixfQC1Zb+PrQC3QtvI43ZRHUJnrPsl+IUpy5iiRJHH7oCH+/7qFp7GeIGOTUILndZ1Gn38S7aRV3s656nLkocV8HSU8zrcvvoVTa0lvva6LnLJ1GDGXuMlQ0Zufaj9OYnMGeCGMgkrcHkLQCqpbDQERGJ+5qwlvYQNJLJNzNFAdP8id7tiPKh2E7Q/mYQtM0Lr36S7JqgGByDuEOwegtzHacpOytp271GiKQcdYR3fEJGhPTXL1yBYfDwfWup5HjYRxaGh2J1R1PsLOtnuLCKP7UUvU5E54mHMWUdZE2P4w/vYgAeDMraP4WNjyt+NJhVC1PKLtGYP8pZgsKntw69dFb5BxBHIUEOhK18UnqnTJPP/UUmUyGa1evYU+GUSqtXRkN9/IwKWc9rop+yXjvU5YyXGGTQGrxLi8hXbQhmDqhzRnW7Q0UFDfuioKcOxcl1/Egm5IXb2YFm5ZHNHRuDH6WutgkgqljL6eJhXpx5TZwlNK4lofx+3wEg8Hf/4m8x7CdoXxM8d3vfpeNdA5JL1V4JLfrC1a9QUDCJBboJrg5Uw0Miurk9InjlMtlzl+8hFYuYVY6IUXZhapl0T21jLWdZGD0e1Ultw9DTnZj1/PVbVbS00JpxzF2LZ5jfT1C1hHEmY8TqR2iPmoZqs+1P4ohq/QtXYRykb6BQX4o7ab35ncQ0SnafNj2n2FjaZra5ct3MHKt97f1c0lQsEzKLIW3sd5PUrs2TG16oZqpxf2dyOUC3uyqNVjo62S9doCu+ddQtBwAEz1P0hC5hi+9Qklxo5atoUmzsZc/euoxpG0l/LuwHVA+hlhaWuIXv/gFsf3P47/6A4QPsF5NYKHtGIIg0rbwWmXsvxVp53F2hi2dkWAwxBv1J2heuIQ3t0baWY8nt05B9SFgolY8bgwEDEkh5awjkA6jiXZENCTD0pbNu+qwZ9err696/Hzy8VO8sVZm4Z1XULQcRZsPeylJQXJh17Pk7EHmOx/ji+4wV69cxjB0q4OjODFFGXsxRbIyNAiQVbw4y2m4IwvT7vAS0gUZydTQEZAxq0Q9AStghOKThOJTWK6ILcx2nmDo5rcQjTIIErGWgzQ2NlK4cR6pYL3v64Nf4FS7h+dafn/n8V7EdkD5GCGcg28tgfudb1IX8CIHGlgdv45gGnfVT25rhriwlbOVro2JTVE49vBRQqEQP/jFq+iZ2+S3tYa9rNXvxpmLkfE2U7syTOvqu5hAzlGDIco4s9FqxjLec5aO5XewV+wrVmsHqe/ZRd3kq8RiMbwNLbwZOMyuse8D1gW+0ngApZQhkJhH0QuE6pu4UHeCXSPfQjR1yrKD4L6TrKZzOMYvIt5hz6FDlU8iG3eLPc10nsaRj9OydqW6DYo7G3EWNrFXODcflmhcH3yR5ugNatdH0GQ7cx3H6Zp5FdHUAAGzbQ//3ScObE8j34HtgPIxwp/egsLCKG1Lb7K09wu0DH/X4p1o2bsumLXG/cSCO+gf/Q4iBgXVh33P4/RsXGZ2dhav18uNlhOQjtK2ZE3pCkBGDTDd/zSGbKdt6lfUpObvkjQoI2NDqxZ743UDKJkYrlwEEahp7uDp048SiUT4xbmLmKVcdU1WxrGKLiosdBzH71TxTV5ALlmF25SrAVEU8aRXkH01XGs6QTAxTePq1bve21Y2srWuvOrDUUxiCCJSJbCCgC7KLLUeJRSbwJ1ZZcszSLrDflUQJNZqh3BnVjFkG77UEgAlQWWjYYiWyFUU2RpY7Onp+T2c0XsP20XZjxFeWTVoGfsZAgbkEthKWSSjeNcFt147SN36CDXro0iVuRVBEFAWrxIMBjl9+jRzi2HUhSt4UstV97+czYezlKA+cgOlnCOQCiOaGnnVj6IX0BCwVWo0E31P4Q+GcISHUctpYqF+1O59CMu3uHr1Kg6Hg+H2J0iXdDzZCCaw6e/Ek40AAqHNaaRkhOnOU9RUlN3Ucpam3p2cPXaY5bkZfOErGJLKeN9TONNr2CpBc8vga2tUYK1xH0utR/BuzlW6UHB98HlceoGG1avYShmiwR3knLXYymkkwwpG1/f8AbKhUb9+E6WcQS1mAJOyaMdmFhEFky888yTDkSzzI1ewtw1St01Q2c5QPg7QDPirWYjdeo/ayE10U0BCu0upfgtZXytTbY+w6+a3kCsXSODAKR5053jjjTfQNA2zfS9zJZW25betYGIPYismkU2djKMWezmNXLEpBRjvfZremZcRjRIaEgo6aU8TcjGLouWRjTKq3cGJR48Ri8W4cvUqJVPEEBUULUfK1Yg3u0pJdmCICvZS6q41R/29yHY7ocgIqqri33OcN6IG7YuXKur5EgXFjSAIuArxakBJeFvxp8Josh1TK6NUsyeDSM0g7uwajny8qlZ3Y+CzDI19DwBdsjPfdpSMu5mO+Qv40lZ2Mtb/HKpZZHDpNQq5LHF/J8HELFM9T/K/HW/Gfp8bgm1nKB8DXIrCqyslumdepiDbUSs1hDu/2yYw3XWaUGyC5tWrlTu4QM5Vizh3lXQ6zRNPPEFBsLExNYwvFaao+gi3PERwcxrJ1Mk6arGXM8x0nKImblHx1+qG8GZXceYs2v5i2zHMll24VkZQtfFgcvoAACAASURBVBxJbysNR58kVIhy9epV8vk8+aEnSCUTOCtyi9GafnRBQjJ1HKUkqC5ysrsqfO0qxPF6fIx3n0HJxihMX8GTXiXu66CkenHlN5BNjdWmA6w17CMUnwJM8s5ajH1nMdbnsFe6Nhk1gKrnceWi2LQ8a/V7Cbc+hCe9QvPaNUBgePAFaiMj1CSmCSbnWW4+SE18mrLspGH9BrsdOc6eOcvPkj7qK5INCCJ7eztw3OcBZTtD+RjglQi8/8ZFgrEpa7vzG7Dp72Sh/ThDw39Xtd8Mtxzmvz/UzGvnz5FIJCgH21h2tNC+bEk7FhUXM22PEsqEqVu/iS7ZKCge3PloZa7Hmg0yESiqXuzFJCWbB6FcQLNZAkmKYHDwwAHa29v5+a9eJZ2IV4WXtmodWUcNMz2fQDRNOmdfxVUJUEuNhwi4HThn3gLTYKVhL5KpE4pOYNPzmAgkvK0Iih1/bIqSZMem51lu2E9DdASx0jYXsRwLRVOnYPNZaxYEFK1ISXGy1PIQ3XOvYggyQoXDslq7G392BVcuSklUGdn3ZQ6bS8hj1lyR5cVsEes2Oo7y1U8M/v5O8j2C7QzlY4Bmu8HE2+dYaT6AqJcRDB3R1O6qncy3PkJtbJzGVUueQDBN7JksntwqC++/x8PT0zgePM5qZIlgco686mOs/1N40iu0RK4hCPD0mbNcW0lW27UZZx1SOV9tS8eDvZR2nkSJTGLT85RUDw0PPUWP2+TatWvMzMwQbT9CTHBW6iWAIBL1dRHILFO3PoI7ucRM56PUb4xhAP7MCh6HjRtNx6jfGMWTWcWTWUMyNTaCfbjyMRzFJCl3PTOdp6mPDCNiIhkaWXsIVzFxx0iAScEeQCllkY0SJclJwe5HV+w0rN/AQOTW4GfRZTuu7DruXJRoTT/ezAqiqeNLLTHq2Um6/SAZVGrXRxEw2fR38alHD1Or/rOe9o8ktjOUjwEuXLjA3NwcO059hpFffpvlur00r1+/65iNmn4WWx9m/9W/QTA0EEWCi4t88j/8B85/5SssDg3hX1sjWtuDpFjbA0FSmG85QsHup3f+PFIxTdrdiCezWrWp2MKmvwN/cglTEBAMnU1/O65cDLWUxtfSwycfPcxPz19ic+U2sSzceICm1csICMQCPajFFGopjaLlLI5I71N0CGmU6bcQDA1dUhnZ9Xna5i8STM5hIhAL9VJ0hGgKv1OpGZnMdJ6mZeVdbBXmLlCxMdUoKy4krUjR5sZRTAACkbpdNKzfrEpOxv1dzLceoX35XULxKUwgaw/gKiQRMIgFulnoOM6ukW9TUH3M7niaPxuCoO33f64/6tgOKPc4CoUCX//612l/8BTLkyPk0kkkrVhlxWqiwnLLYcs7x9AQDYPH/uIvuPAv/yUA3vV1Tv71X6Pk87z6x39MvKWFsuwkc+jTtC6/T3ppioLqY77jUezFFO3zFxCwFOYLNg/tC68hAllHiJnO0/RM/wJnKUlJcVJQfSR9bbSsXUM2NeLN+ynmstTFxgBIe5pQc5sYsg17MUVZcRJu2E/n0iXAqvFkex5h0tNHQ/hdmqI3MRQHs+2PEYrewp+ct9rZrjrc2XVMBAQsrVgNCWc5Xd0AJp2NlFQv/swySjmDISiYgkg81E1d9BYGsNB7BlMr0jn/GpgQC3RRszldWQsgSITr9tASuQpYQfH6ni/xrwfs9G3rpQDbAeWex7lz55hZWmG0+ww7x/7xQ48pe+qZaDvB0I1/AAFs+Twlp5OB114j1tbGelcX9dPTOFIpFgcHEZDQHTbitTsR8kl86RUEDAo2D/ZSmrW6IRqio5ags6lRvJOSToWz4qzDmdsg7wjg2nuamtg40clhhErdZLLnDF0Lr6OUsxRsXlJDn8QxeR5P2tpO6ZUai+UFJDHVc4aiK8juxfOIm9YQYbjxEGVvHc0z57BVDMluDDxHx/K7eFLhuzRwDcBARkQnFuzBmYvhLMTJOGtx56KkKlaneXuQ2bZHCKYWaVi7ZrFnHfV485FqVrYVpHKqn8ldz9Nshz/ZLp8A2yLV9zQMw2Bubo5I/W7a516zHrvj9xoS4zueQSjl2DX6LRDg+a9+FTmfB9NkYWiIY9/4Bs/8+Z+TDQSY37ePmnCYL/wvf0Jg8EH80XH86TDR0A7Ge59GLVkOfx4ty609XwRziyYG64G+quC1CRRVL+M7nkExNHj720xG0yQ8LdXju8JvsbbjE5abXylNzbVvk7fd1lk0RYWS5CTpbERGZ2D6p+y49RIjLcfIOmsxgZbV92hcH+HWwGcxBSsnGxr/ISlPMzlHyHoeIGfzMjz0RTTFDph40ysstj/CTNdpXDnL+sPw1DIy8BlEQ2Pn5I/xb85VtV28eYsrk/S0Vpm2IuAqJhi68jekIov8p2lLavN+x3aGco9hMg1/PQeyALtTo6RuvU26/xTusV8RCfRSvzmFJsjIpjVLYwgSM50n6Zl9BbFURBQE5GyWks9HYHmZzeZmmsbHKcsyyfp6kCQ0VaV+1wF+qu6nZelN6uKT6KKEaBjMtR+jY/ltBM0izN3qfZr28NvVqd87YQoi4eZDmAg0r1xGMsoYCIwMfYGHV14hFYuiiwp52UvO10BtdBQBiPm7CSVmPmDHcffdb6rjBKIg0L70JrJmdZlu7v4yQ5tXEJZGMCvZzXTnSTqW3kKuZDBLjYdoyi4ipdYoKU6Ucp6Vxn20RIbREQk37EMpZWnYsIzchcr/10MD1MVuYSBa2ZriwXGHheqmv4vN/lP8u53gvo/5bdtdnnsImgH/bhQKBuR1sE2/TVl2om5MU7D7CaSX0EUbomkxQhfqH8CfWSVUqQM886d/hr2QZ3lwEEyTo9/9LjsvXmTs2DGSjY00Tk3xzJ/9GaKqMh300rQxAi07GWs4TMP6DQRMXFqayY5PUBObQMAkmJhjtekBiyCmW5O9JiIF2YFilPClwvhSYcqCrRLkBOrjkzzy4AHedg7hWp/ArufA1KvbFkchUc20Cth+zdIDIJSYw5NYZnTwczSsW1yQ+o1Rlvw7sKejyJUpY3dhk5Udj2NPLiPpJTy5CM07dvO+bx/10REEwGZ38i+ee5ILSzka12/iyq1bav72WhY7HsVs7MO5MUNJcSKXc4iAXFXJNytr3mTJ14dsU9nh+b19BT7y2M5Q7iFcWIdvL8GO0e9RUlw4yhnUQgIEsSpneKcMIljzNQoaZSRspkbN/DwbHR0443FygQCejQ0MwbpcS243hiSxPxZj6Ktf5eLrl5ienkZHBFFkuv+TdM3dllO8Pvh5OiNX8G1MfeiAnYaEfIe8gYHAeP+znM4Ps7IwCw4PScmDPR/DViGxbT3PnfYdZqWaIn9AKmHri2sIMsN7v0R/+BLOqLUWU5AY6/80O5fOI2Qs7ZOpjtP0lZcwlyfQMRGQmG9/hL6VtzH1MommPcx4etk79t3bM0oNvTz0yHG+894kbYtvgmmQcjfiy6xUuTRTHafoWniNaP0ujjx4iNP1v4OTfY9iO0O5h/CfZ0BIRWiKXMdeyqBoeatoqNZYd3lg6zJbajyEO7uOjDWbMttzBl1XEWx5EAR633mHk3/5l8wcOkS6rg7vxgZP//t/j25Tub57D2NjY6id+3jHPUR97BaiaeArbjLecYq66Agm0BgdJeluQs0nEStksJLsRDas7EDk7nuVANRujFNWnAw9cprllTXs6TXEinpa0tWIo5ypBhOrIGsN7El3PNcH7TxEDOoiN5lvPEwgPlvRRTEJFjeY7/kE7tgsgqFTk5jFFajhStOjNG7cQsDEq6V5/uknkG124lPXaYiOYAoy4/3PEEgsIKciLN+6RspVj1guYtOy1tiBaWIKUoWRbFBW3bizEdZrB3kgwH2rk7KdodxD+PNxmMuCXMqh2Zy0zF4glJyrao8AhOv30rR+s3KBW23UrD2IqxCnaPOgFtM4kgnKTieCYU3W1szPs9naSklR0EQvN/c9T+/SRVyJBXRENMXOcvdJWmcvoJQymMBU1+N408vUR0cBoWLqZW1ZEr4ONMlGbXzSYtMiYsO4I6OQEE2DjZodRH3dDMz8zBI48ncy1/4IHXOvE0zN3/Xe7zQXK6k+7BU9FrC6Lc5ionqcKUhM9j5F98J5lKJV5xgZ+AzH5VWio+8iGBqGqDDd/0n2h8+RSyUoBduZqNvPrvGXACjZPDz86An8Zo6Xz51HMKyAOd1xmqbINVz5DUxgw9+NrZzFWdhE0ktc3/cv+KNukYP3qZjbdkC5h7BegO+FIV6CcNZg77W/vWt7A1C0eajff4KRhRWaVy2915WmgyR9bQyM/cAa9lOCDL38OskOF7GOdqtbIwiYFV0PTbSx3PIgmqTSPfeq9ZivifGmI+wa+z4GEgI6BdWPWkxSVP3Yi4lqS3jr5qxze57I2jZJlcKshFjZdGypwa3U76MxdgtJL7NWv5uV0E56516pUvDvhC4q1hbI2FKj+zCbVIGFlodoCb9rfUaCgLt3P+8LreycsIIGNgdnThynpJu8fOEiUmXgcXTHZ+gIX8KdjeCvqeeNxlP0j34PyShhijLh5geRtSKNq1cqr20S93URSs4y3f04n93bzqHQf8GJvoexHVDuQawV4C9euUrT6uW7Hr8x8DwH1y5S3IxUdUCioR3UxKcwTasSkXbW4yilKp0Rs2oODhaRzMBkq0lhIlCw+wi3HqV9/jVs5Sw6IsN7vkTD6jWa1m8bo0cb9lC7Nlwd8gMY7X+OgfGXEDAwEJjY8Sw7J16iJKpWVcQ0qiMChiCx2HUSNR+ncfUqhiCz2HqEjLuO/tEfIH1IYXYrmEh3/FsANjwtBNLhajC7PvgCDxVukZu9AaZByeZhefdzHF09z9ryIoI7wFTtfrrnzlWCnEDOESTcdpS+hfOIBSvLWfPtQFJE6mLjlGQHaUct/tQCAgIIAoYgkfC1Ydt9kn+z43d7zu8VbPNQ7kHU2QyaItfQRevSL1dO466Jl6jp6Geq/9nqlkAxNIZ3fp4tNXpFK7Dcf5aMswYAecswC6vmIWFlKHFvOwImjkKC5qV3WGp+sHKcwL7hr1G7frutGqkdZKn5QQo2D2VZJeltpSQ56Fh8HVMUK+VPs5oZ2IwioqEjVVrbZVFFMHU6Zn5FcH2U0R3PkPC30b74On1jP0JGJxIavEMx1sJasL9ab9laiwmE7ggmJrDn1ndICk5mOx5FANRSmt7RH3Bw/x6e/PTzZHWR7rlz6IJCSXYCBu78Bt2zrzLddhxDVDCA+uQkuuJk15MvkncE8acWKcsuRgc/S8rXgWDoKOU8izkw7tPb9HaGco8hXYZXL73Fxtw4edGOWs5QVNxoskrZWYM/NokuKkhGifm2R2hdfhepYooe9fbgKsZwFjcBWGo8iGyUqIsMVwIK5GU3Ds2qkxTsflYa9tM9fx6w1NAmBp8ntDZM3cZo9QIuSQ4MxYFaSCBioAk2ZLN017oNIOluJpBZJuVsYHrgk+z2wuTaBgPjP0SXbEhaoRoyso4QedlNKG157pRlB2M7nsEfm6Z17XL1MUXLVwPK1lTx1uuJwGjfp2hITBFaH7Vmcly1JPtPsy98jmhkDd0VYtnfR+vy25RlO4pWYNPfyUrLQ7TPX8CdWQVgdMenCSZnaYrcQJIVJlsepn3hdUwTZLNMytOMqet4chGuP/Df8kAA/rjrd332P/rYDij3EHIa/OkYtLz3NXKOEI58HEUvVNuX+YYBpgN72DX2bQSg4KplpvlhBietzMCspOZZewBnPmaJEHna8FUsLwxu3+XvzAXKkh2bXqAkO7FpeTZ9bQSSC1WpRFNQyHoa0JHwpRbIuhrwZNfueD4RU7R0a0WjTDTUT7jjGPWr16iPjqKoKnHRiz+1AICBVNWm3XqOrfWUZQeylifhbiWQWfq1z2gr3xIxydu8DD7xeYI2+PEbl2las2ZwJE+I+e5TFMoaLTPncBQSlGUHq/s+y578NOmx99CBxYYHaFq5jGBaItlNbZ0cOHyUb7zyFr7NWQDG+p5ml0ujMHIRpZyrzhZN9D/L/7UX1PtMH2V7y3MPYSlvFWQFQ8ebWUGueBSLmCw1P4h9fYpdY98BBMb6nkHQStVgstB8mE1fB5gGrnyMjZoBdFGp+ucAJD1t1UxFuOM/RS+gCxKxvlMstB/Hn7Qu/K1jDVEi46rDk11DAjzZNVKeJqRKRUJEp2xzIRlldNFGbWyc/Vf+iuaV95HKOczMJht1A4wOfIbF5sPk3HXVUvPWGjYd9RRlF4qWBwRK7hquD33xrpJ0EbGy9krrfPBZRAH+asagMTJMpG6IqZ3Pkdd0Wq9/h2D4KglfezXDab/8DVpI8eUvf4lkqM/K7kyr+JzdeZp4ZIUffe+blATZyswElYHJn+BavMpY/7OkHHWYgKwVqVfvv2AC2xnKPYWNAnx1FPZe+Rs+aI2RddUx1/owu8atAUFNcbLYdICuhS0zcIH1ul14NxeQtTxKhUlaQMVOsaoarwsKUoVpC7czhGxlordQadlufWmKqKiUMAURwdQpKy6iNQM0rl1DNHWrbSzaUIwSOUeIyb4n2TP89V/LhLL2ENODzyECtvQKOyZ/CkAOBw7y1eNMYLVxP01r1y0S3x2C1Hdi09PKU0+c4TthsE29Qd3GLZYbDxBp2g9A3/gPcWY3LCdCe4jxgU+xNzWCbf59DEQW6vfTuvJeRbYgjuYMIg2dYnVxhqZKd2eh7TiS20/L7AWEQgpNspFz1eE8cJYX28B/H8oZbGco9wjmM1YwEbUCRZTqBTTVfoLx/meRtQK7xv8RA5Gbu18g5wjStfC69bftx9lsPUDd+ij2cpqJnZ/i+tCX2PS2o2IxVBOeNsCqB9x5sW9JRSZqdjDW/ylslWCylTnYBIvTsVa3G1OUMUUJf99+ijY3VI5RDKueMt11mt03vwkI5BSvtS3DuupchRgDXvgfezR6pl+uBiwneUqql2xlcFAA1GKaq7u/CJWiri6pjPc9TdphFZpNoGT3Ec4Z5IsF6jZuoSOx6a+8R2Cy/1k2Q72YiDgKMXYPf41wSeKLX/5DNoPdtK5YFiHhtqOMDD5P2QDh3e8SXLOK0QYCHYsXqZs+z7WBzzDbeQJZL5PwtdPtvj+DCWxnKB9ZVKghALy0DL8Kl2idv0ggOYcIFCQ7uuzAVdzEDLUxWneQXWM/QEdCFEw2fZ0EEzPV+krS24orHSHrqmVux5MYhkbj8mV8mws4y0mMCgnOqotYrWQR0IBEsI9QfKpiUWFlNjnZg1NLU5YdTPSeYcfkzyhLdlKdhwksXUbNxaqt3C0F+ttZhFApmt7+6umCxGzfk7TnFpGXLNW10R2fpjFyjWBFZlEXJMLNh2lZec8y4cLKqIrOAK7sOnl7AEdhk/XQDmrj05iCSFFxIRslbu7+InIpQ/PKFYq9R61i9Hv/wHz7I9SujaArKt7MGoLqYL52P+3hN8jZgzgLccqyg6LiZrVxLz2zrwBW5jbV8TiB3ArLrQ9Rl5ijZeYVlg9/hX8zIONVfn/fjY8ytgPKRwy6CX85AzeS0OeBL7XDV0egb+wlXLnoHV2QWpb7TrNHipO+cRFZy6MLMlP7voRv+SqNEUuxbbHlIWxuP7WTryCYJjd2v4gg22mZu1ARc67IDSgu7OVs9ec7OybRmgGW6/exZ/Sb1ewlbw8yPvAsolZgYOxHyHoRU5BQjCIFxY1cziJ9gOgGVkt6i5BWfS82P4pZRre5seU3EQ0NQxCQTINYqBclt4k3bxHc8o4QM+0nGBz/XnUtiy0PkXfVsWPixxbJLNhDy54jLF99nUBynrJgY773cQxMeqZfRjQNipIDUYCR3S9U1/bFhgLvXDqPJxXGECSWhp4jXyrTMf8ajsImJUHFZhbvKhRrosKNfX/InuGv09pYx9knnrhvafewHVA+cng9Cv+wCPbcBgV7kKebRd4bGad5/vXqMeO9T9O5eBF7MQX13Uy6e+idedkqgYoSaVcDvnSYkuzApuUp2TzIpQymKBML7WCl6QB7h79GGVAqF31R8SBgVoWSDEQ0xcFaw15ali26+tYFXJScqHqu8rOAjoiMTsrdiFLO4ygmqt0YuJM5e5tEB7DpbiGQCZN21ePObVhkvIoS/mTPEzjLeZoX30Q0LUuQqd4naV98o8qxKchuMu4GahIzaKKMbGjMtx6lc/U9DF1Dk2xokh1dceDJrGJ4alnvOYm8cJlgfBpdsjHfeYqUr4UDAUiVIbI0R/fsK+RVH85iEqmmhcvNJ/ClwnTMnb8rOCbczbizEdK+VvzJBb7y5S9hs92ne50KtocDP0LIavD/zgD5BIO3vk/GUcNi2U7H+E+A2869/nSYp08cQ61tZnVqlFBskpLq5cauF7GVUgQq0oizHY9R6n4I1+otZKOMaBosthxGVxw0RK5XyV8ZZx3O4iayUUJHrHRmrBZvSfUR83XgT1sqafFgLzMDzxBpegDTKOPIxpGxahmCoWMrZ1mu24s/Hb5r/sa6o9/2Ht6o6Weh+xQ5xUv9xggGJqqWR0CgZHNTH72FXM5h6hpyhU1bE5+iIDmx6ZZ9qGyUSAU6mWs9RkP0BgLgNPLI+84Sz+Rw5aKIhk609QDhhn3UxqdxL11BLaQoqD6KjiCNq1fIuOpZNL1slKB36ueIhsZm5xGePdTP6vQ4ofAVBEPHUUxWi9cASjlPye7Hm1ml9vBZhpoCv9fvx72A7QzlI4TJNPyfk9Cy+BbB2CSyUaIsO5D0MoKpo0s2cs4QTllE2QxTdoaIuppojN7ExOKLlG0uXPlYZVivSM4RwpmPsVa7C39iAXs5TcLXjjcVRjB1SqIdSRSs49LL1YwFIK+4UbU8YoVKbwLXhr5E/+wvcRc3MbRy9disowZnRWRJADZ9nchaAVduo1p32XqOWKiP1Y5HsaXX6Jh5BZt+O5Mxgam+ZzBEka6pX1YHDrd+v4WCaCfnayKQmAcTTEwm+z7JruXX0LJJDEQy7gZ0WSWQmCNrD7LYcZxAfJr69ZuASLp5N4u+HZQcPoI2aFwfQZ15m7ivg1ByDrfbzWOPPcZfXI/RtPQ2KU8TM31PEoyO0bFo6d6WbG66j57lbK//d/pduFex3eX5CKHZAR4Zwm1HqoN6hiBWp4Y1UcGdXiXra2Ho8c9Q1nUaozcp2jwMD75A1lmLM29pf8x2nmRp13OoBWt7oJazZA88R2bnadwZSzIg66xhvWEPspbHkV5DqTaYLTjKGajIEmxh382v48htkFBr0EQrvS/LDqZ7nqh2hTb8XSx2HEc2ikimxkzXaTLq7bu3YBqUgR2TP0bV83cR14o2D32TP6J16U0k3VKFS9tCpOy1d61DNQqENmfJqCEEDERMOhcuEO05wUaoDxEDT2aVgupFR8BR2GRg/CXq10dIuZqIN+8jsHqDocmX2JmdwicaqPPv423bwZnHT/Piiy/idrv5yU9+QsvGCAImCx2PsdcHtQWrnhOtGSC8/wWOd24Hky1sZygfMfxkGX66Bnuv/BVb8oNbRC1DkMnZA3gKG2iSSsZZgye1bKm0GRq6qGAzthitOXKOIM58nJX6vTTFx5H0Eu7OQS54H6Q2cpPmlfetwb07BvrunI3ZQk7xkLcHCKUXq899J8zKKrf+cksuwURAl1VkrVAVfor7OwkkF0h5mnGnlpC4TZM3gFuDn0PWCnRPv4ysW1T8xaYHydqD9M/+ohp8ysiYsoKi5TEQKMtONJuzohErEPd3Ybj81Kxcw0RgvaYf0TCojY0hAMmaPtbaDtOy8Cau2Ax6hRQnnvgD/rjntoZjLBbjwoULSIEG2ocOMHXhR6TTaY4cP4GjqYtmB9i2b8tVbAeUjxBKBvzra+CLjNIefhOAvOLFUba8fk0s97/O/UdZvPyaJa0o2Znqe5JgbLKSysNi2yNozhCd4z9GxGAz0M2/euY4Y6M3uXr1KjoiS82HcaRXCVTkIbeuia0awZ3bi9m2R+lafA2AcsW7uIxEyt+BN7lY5a5srfE3NTms1rRAWXGgaAUw7ybnFWQXdi1LwtuKN7V0V/r8wectKW4W247QM/Orao0mbw9QVH1Ve41gWy/FnodYuvYmwU1LozYe6AbTIJSYs3gmzQ+S9Dazq+IYoPsa+cozp7Hb7XetfXl5mV/+8pc4HA6eeeYZXC7Xb3iX9ze2A8pHCNNp+L+H4wzc+j4CkPC2MNt7ln2VbCXhacWbiyAYlnWFrJco2Vw487FqB2XLDkKT7Mh6gXDjQVqjw4iGxr59+xgaGuIH598htTgOwGrdblabD9E8f4nazQlEoCQoVSZtwlmPq5yhZHNTlJ2EktaFeG3fH9HqFFkugGFoeHIxeid+RNTfTTAxj4ROwVNPZuhJUsszdC1crG6oEhV5gS0haavvIzLddxZJL9M58wpCRZDpgzonGiIZbwuKZvkT64iM9T1DQ+Q6oaTFVwm3HEZRVNrCb6EbBhtN+zAzmwQ2Z6qdKeGOPMxEQBdkZnrP0DN/DqWco7lngGLPEXq9Ivr8MO+++y6dnZ2cPHkSUdxOSX4Ttrs8HxG8sQF/MW2wa/Q7iKaBhsBk3yfpmXkZtZS2CGeyirT3LBsl8KWXwDRJdDzIpr2u2oUpVTxyhEpnRNaLvPDJM9hsNq5fv87I6C2mA7uglEcpZ/FmI4TSCyy1HiHSsA9nZg1nOU1ZVJFMnXDTYeriE+RsHoKV1ygrTtYb9vB/7IGDQRjwiTzV6Wbs5nXy3iYm+p4iVdPLFx7ZQ8kUia0t400vA2CICs7iZpXrsiXClHHV0bR2DUcuhq1SVykLSrXNvBVUREzsxSRxXyfuXBRNttMYvYmi5Um5m7CXUshakZW63bTvPoTN0BAWruMoxIn7uyn2PoK0GbbmioD5psME02FEDBy5KFNdn8DrDZCevUF2+hrD4Q3iM6McPnyYI0eOIAi/Kf/aHxhqlgAAIABJREFUBmxnKB8Z/M83wTZ5icbY2F2WEWbFtmGm4yRta5dRCkk00Yam2Mk7awls3rabCDcepClyHcHQETAY7z5D3+rbSLkEbW1tHDt2jG+++jb62gwA860PM9haj+2WZZSuhdoZbXkMX3ya9qU3fuNaC7KLW3te5D/th+sJWMpBox3E1XGuvfU6n3/hi3hcTqJF+F9HYfDa15ANa14oXjNA7YblHJh0N+HMbSAbJcIth0l5W9lx63tWLQNYbDyEP72EO7NqqdA7alhtPkTPzMuIpo4m2RjZ9Xm8iUXaFy4hopNyt+DLWIEv6W1lrvMxumZexZ2JIGJgdzppPXSKV+YStC29hWCU0WQ7gqYhYQXhjZp+MoqfjtV3AKg99Dif3tv+uz/pH0NsZygfEVzbKBCaOPdr4/qWXKJBIBfBsfMYS3jwpcNIepF8oJ2YpxlfRbNDMnUmu89Qu2HZQ/jTYR4/dpS+3h7Gxsa4du0a644GS3dE1wmmFvAW4px54nGampqYnxilbuUKnlQYEZOMLYCtMtG8hZJkR9XzRGt2EHLa+NpEjvlYmstplVtZidroLUI9u6l1KbyxAWtTIwRSVk1jtekgKy0PUrt2w7q4S2kkU2e9dpDGtWsEY9PId9RVfJll1NJt0WpVy6HmE0RrduLNLKNLKs2rV9AlG3K5gIiBs5gg66hB1Io4iwkaIsPYSmniwV4m+56kPrtMbPwyDqPIYsMBgsk5REOrZkKLrUdpiNwgkF5CADKOGmp3PcSObavR3wrbGcpHBN946efkotadVRcVRMMqdCaCPUi9h2iZv0gysowhiOTtQTLBDupWrlbtMyZ7ztK5eAmlsj26Mfh5jsffIrm6SCAQ4OTJk3x/OIw+9S4iJisN+xjqbke7eZ5UKkVXVzff9x2nbfYCweTcbyysbtVB0p4mDKcff2S0SlczBRFNtrN+8EX+dBd898c/Z3MtXP3bLU4M3G3cZQBrNUPUb9ysPnYnIQ4gba/HW4igSXYkvUBZcbG573MUVydoWXqzcrzIWtMBumI3KBaLREN9+BILSHoZCZ2yqBLuOIbf7cQ1fg5bKUPK3cR07xO0zL1BXWKSvN2PJqq4cxEEYKVxP/17DvCFtv/yc3w/YDug/FfGTAb+n3GNHVf/tjKOZ/VCprs+gYsiHUtvoesaxfb9rJZEWpffAyDl7yAvOqiPW9uHss3NfOvD9Mz8EgQRAXhg3166u7s5f/48sViMpKcZZ24DXVRQy1mcTienTp4gm83y6utvgK5VA9QWPkx9DW53XWL+ToKJLdtOiZS3iY2BM/xPTVFeeukla5LZ24ovtURRdlO2u/Fk1v5Jn9FWW1qTbCS9LQQ3Z9AlFckoE/d3E9qcuut4l9fPlKOzMs9ksu7vI5SaJ2cP4M1FKNj9xL0dNK5b805Le54ngZPdw1+jJNmRjRKTfU+Rc9ejivCveqHL/U9a8n2L7YDyXxn/9gbYZ96hMXoDqHjxVngc9XV1nDx5kjeuj7EwfgNMk6yrjs3G3TTOvY6sFwG4MfB5usMXcaVXMYGxnZ/jaWGC+bEbyLLMkSNH+FnMifr/sfem0XGd553n7261FwoFVKGw7yABgiS4iqQkihJJbZSoxY4sO5Idx07SmfTpTDLnzOnkpPv0mTndc5L0ZDLdPZ2ZTnIcWV7keIk3WbJlcZFI7QRAEiD2fd9qQ+1Vd5kPt1AASNqRrMUfUv9PwK1bb9237n2fet5n+f/7X0EyVNbK2rj7jiOsXzvH4uIiPn8FF/z30TB5AVdqhYxgw2pk2GCkB7MPJ2MvK1TDmkHVfK5EEFmu2Ev1ci9jrWd4pM3H6E+/hmEYWEtKiaWyCJqKYGiFepetiAsunIbZQ7ThmWzGkMzWgPGW0zRPXsAdXyQnO4h0PY66MErV4pVCAHetooPq5euF/I2GgJHvkM7Kdubq7yZlL6PjxncRt/DJHL3nJE31tbzw9ecxBJG18p2EW47z+QZocID3X3Z7zgdC0aD8GpHT4Y+vQmf3VxAMtcCROld7J5/aFWDk7XOsx2Ik/a2EBSfV+Q7ijNVDRrZTklgyF7Yos1Sxl+qlHnKSDUVL09zUxPHjx3njjTcYH58gI9tRtAxxZwWu5CqKYHDo0CGqqqr4zk8vIKc3dW4mGk/SnOeRhc2mvpxkRdZNw3AzNmgSpuruIrByA3vGlBM1HGVIyTBX93yOtpGfYs9ECtIfy2UdBQ/L/JxN2Y2tx5DMwr204saSS5CzOLFlosStZbgyoW3ne6sbmYgbeNenC15UylKCLbuOkP/uEvZyvNFpRpsfoF1e53dPdJJOp3n++eeRZJn2s1+kwyNSVjQkHxjFoOyvEf8wCeHFGXyhERIOP/ZMlJC3mcqVPqKL0xw/fpyku5rERB8l8QXWXVUsd5zFHhwviJP37/5NFD1LYMXs55lpPc2ZPY2MDt7g6tWr1NbVc6PuPqwLg0hGDlWyceT+R/FZobe3l4nJKcZq78aSjmJRk0RkD5Ik49qih9O/5xkWA3spC0+x6msn5qrCmo4i6blt80laSqkIj6HkA7kGIlnJSvNdDxJTvOTiYRypIAIGWmkN482nWajcT+VSz7ZAdFIpwaKbxE8JaykjOx5D1DU8sTkMQSTWdDeLpS1UrG2SHc0FDuJJLJKORbBvEQEzKSwzpCxu0HREXcWZDqIjkA3s4MSeFt4cmqHn3I/RNY0zDz9MZ6UH+79A+saPAkUP5deI/3BNpfqdr5gMY7ITi5ok2HqCPz5Wz8UL55mbmyNtLyclOfDE58x+HtmGqovY9GS+ATBLtKQWz/oscWcAV2KZsnwQdmpqiis9PaiGiGSoLFXsxr8+g5xep7W1laNHj/I3P76EO7r5a3616wvsHP4xSi5Z2FL17P8d2FLMtcMFE6E4u/u+eQt5kqkKuOnB9HR9iTO1MueWoX7gR7iSSwjAtf1fwiLKlMy/R81SLxrbeWwBskjIGCaTvmhFExWSLj/eyCQ5FBRuMmhWLzFHOYHwWGHbM117F7WL3QX+XYAcCim3n5LYAimbF1s6DIKI4Srnf/rckx/R3f2XiaJB+YSxlYnt+e+/SGp1AQ0ZCY2wp4Gy6BRut5uTJ09yNWZh6I1XsGWiJGxlLO18iMDYOZyJZQwExjqewJYMUjd9CTBYqz3MvzrWxOvnzxEMBglUVfNO4F6q+r6PRUuRtbi4575TOLLrvPHGG+RUlfmKLryrI9i0RF7mswRB17HkEmwwuGlIqFYXuiGQsbkpSSwjaVkyiovV8p14ozM40iEykg2bmtg230X/Xhbrj+Jf7qdu7k0A5gNdLNceAV3lQO9Xtp2vIha0grKKg8mmk7jX56la6gVBZKHqIGFPA52D3zW/T27f4brVyBnATM0x6uffgvzxpM3LdP3dNM5cxpYOIwD9uz/H/3bIXdzqfAgUDconiNdX4YUZ06A06yHcPeaiUEUF0dCJdT7Iv+7ycu7cOZaWlkg6/WgGWNNRBFFE0rLohinOvUFPmLaWYMuss1reTkVoBJvVwvHjx7FYLPzk1QsYmRRgMFF3nKb1EcToMoFAgJMnT/JXF4epXOzdVoauIRSY1jawlWN260Jd9bUTrNyLkcvRNvpiQST9ZtzM0jZfeZDlmoPUDb+MLy+FcfPY6/YKBFnGHVtARyAjO4l7avIqiFvzYUbhvavl7VQEhwrjLJZ34gve4JexMUY8DXiiM+iIXDv4Zf5yL3j+hdI3fhQoGpRPCOEs/EkfWJJr6JpI89zruJIr6IKIaOisu6rxxBcoLy/n9OnTvDqXZeHdV1ByCeLOShZ2nqFy+GU8iUUMBOaa7iOpONkx8iICBomyZn7/zJ288cYbTE5O4irxcLX2JHUjP0NRkyBI7N1/kNb6as6dO0csFiPobaEkPImMTshVQ1l8Hk2Q0EUFRUtjIHCt6/OUrE5Qt/BGgSvldl7BJpmSGcA1bvPa9vO399PATdkdQSJaf5h4VqM2r9Ec8TQyV3WQ3UPf20beBDBfcxRHZJbyxDy5Lb1IBgKz1YeoWzDH2LgONa/9s/H/YsVe1Jaj/Mc9H/DGFrENRYPyCeErk/BOCA50/+22atiIo5KS5BLztXfy+J5qpt4+RzgcJuJpxJYKgm4gGTkkLVvYgoRLmymLTORpC7JMNtxL28JboOXYu3cvO3fu5B9fPo+xbgZWh1rOsF+bJTPdj9Vq5fjx4/yPUZWGqdcKTXhGXgD9ZkOxQTuwYQCiDj/jOx9H1rPsXHiT0sQiiZxO0uphLnCQ8qoa6nu+Tiq5SXGg5ccQgHVnFegaJamVgnFa8O2lZs1MmwvAus1P2h2gYrUfA4g5K4lV7iEwfamgLnizkZqrPEjtUnfh/6SrknKLQCq0uG0+N2+FNnBtzxfYWW7jj3Z88HtbxCaKBuUTwv83Dr0hnbqZ11mu2Evn4HcLna9GPuVqsdk5fd8J/mlWRRm4aKrs+TpYrLuLXde+hqJn0BFZb7uHGUsFe25826zBcFXwhUdPMjo6Sm9vL6IkM15zJ9Vz7yCqGUQMWtp2cOeRw1y+fJmpqSnSVg+WTPS2i1MTZURdZ8NnMEQJSYBVbwszDfewyw2/10IhE7KUNpn5FQE+VQvf/dpzGNovLoa73f83v6YjECptpDxfNJeyeZmrPkzbxCv512/tRAZIWDw4suuIeeObEW1YdZMyMouMFfWW9LQuSFw78GX+orjd+dAoGpRPCEsp+I+DkDPAFZ6ibeIVNCRWfbuoCA3R1/k0Z0IXWZyfI2kvx5KNkZXt2LIxDMPkeE3ay0nbvZSFxs0aDwTGdjxK18JFMvF1mpqauOuuu3ju528jLZs8J6MtD3KXK0Vk4C10XefQoUN8NdFMw/CPza5kNhdzFpmhPZ+hwuViMWselwX4X3dAowsiWZBFcMm/cJrMRNK8/O3ngVvjLnGHn3VHJdVrfYVjM9WHqV14r+AZZYGNmKiBaVhGWx6mYeFtbKnQLQbIPOcmA6HYcVY3k5q+ccu53HRNApD01PIHT50pEiV9BCgalE8Q0Sz82z7YOfBdHKkQacGK1TBTswgSBw8d5sVsHf6+HyHrGTNWUrGP+pVewMx6xHaeJB4J0jBnZiyMkgCfP3ua5eVlLl26RDabY9G3C9/qIIYgIhs5/BUVnD55khs3btDf309WsqIiY1Pj267vRudn2FVZypebIJKD5TS0uHjfNRlxFf7iwgi1kxd/YaxlAzdXw94aY9l+LKW4sedi6EDcHqAktXzLOXFrOTY1hqKZAeC43Y8ztXpbL2yrh/PwZ79IfUkxtfNRoGiTP0HIYv5XX82QE60ohknynLKUEvTvovfKO1Tc+DGyniHqqkHAKBiTuYr95GyllPe/SO3ce+REK0PtT+DQk3zjG99gcnKSZ555hmTDQSpW+xHRmKs9QuepJ8im03zrW98ikUhQcu8zJK3ebcZkY9v17w+V8vstoIjgt8Juz/s3JgA/nCefVdou8AWwUraDqLtm22tzVQfJIW/WnYg2lst3bhtzwzDZczHA7P4daz9b4LPdWrPrygSRtBxdXfsxBBHXTcZkqw7yBre/GmgrGpOPEEUP5WOGZkBPGKwi7C2F/zYKlgt/x2jrw3gjE5QHR8DQWQ90Eq09SOX172HJC24lZRcONW4uKkEm2HCUdSy05MviU956/uDxk0xPTxfqSuYquqhaukbKVoojHcbldHDfffeRTCa5dPkNMrkcmiAi63npi/x1OhwOnn322Q8113+YhJGhGzTku39/EX4ZTeT7OV/HVDQUt+gwC0BWsKDkGxlVUbkljb3xoOeQUdAAg5qWdh657+4iC9tHhOK3+DHjzwfh7yfhv4/D9+YgrQMYaG4fjsQqGAZxZyWe1SFqe75p6tpUHkSVrDjyXkTCVk6ovBX/1Bs0T10gbS1lqvVBSlMrfPWrX2V1dZVnn32WaNVeqpd6AZ2lwF4e+o1n8Hg8vPjii1zpvUZPy2MEy1qRdZWcZN22SAOBwIee6yNVUJYN35JFSVjLCLo3CYp0QWKi9u58HMiEhsxU7Z0FjwRgqbyDjGi7JZArYsZZbuayVYwsy+UdZBUHsr4p8XFz7CRpLzd1h4D58RGef/55JicnP/T8iyh6KB8rXlmCl4aWaR/5MXNV+4lWHySLmTpeKd1BRWTE7FdxBlhou5/Gvu+haClyihO0HJYtxWCaqLDk66Qm33Ivl5Tz6YdOMT09zZUrV9AQmA3so3bhCol87MBTUsLJkyeRJIlvvHQeaypcGC/h8G/r17nrrrvo7Oz8UPNVVZW//8o/FOpLNjqSt2oY3w7vx2Mxtpx3s4HJiTaC3haqghtB2O01LiqmQLq+5VpUQSanOBns/DRPRS8yMTGBz+fjoYcewuFwvO85F7EdRYPyMUE34I+uws7u55B10w2frTlKWXgcZ34h60DK4cOSS6LkzIrW0cZTVK4N4M6zsPXveoqy0DjVSz2ASW0w33Ifh+fPEY2Y1I533X0P//2VK3jXhjAQmN75CH/YVcK7r51jeXkZV3mAN6pP0dH/HRQjx6KnnbL0IvZcHF03oxCPfPpz1Ja7P9Scv/PTC4RmtnOTaKLCkncHNfnFDhCTSnBp6wXDELP5Sbr8VKwNFDwQAYgLTpxG4pYszQZuNkJReyW6KOBNLN6SYdIFkfnKg9QtvoeBQO/B3wXgQCn8qxZTLuOVV14hHo/Tsms3IxVHQBT5VA1U2CjifaJoUD4mhLLwp32wq+8FbNlY4Xja4saajeepHVUyipuZtgdoHP6JWZ0qyiQVD65MEFVQkI0c0dImspqAPzZhDmKxc+bUvRiGwWuvvUYqnSboaaIsMkHC4cOZXMNXXs6pU6fIZDJ8++XzWLZcQ7i0iZLEMlnJgj0dAaDv0O/x1/vMgOwHxRtr8OJUmsae5wvHDDYJszeQEh3Y9dtp+mxia/ZnAxvtABvnq4go+RDrqreNlN1L/cK7tx1v49hgyyN0jL+EgMFq16f50t5yNAPqbnJG+vr6ePPtd1BFC0Ptj1NZ5uHPOj7Al/EvHMUYyscElwwlMgzs+Rz9nZ9hrvIAQN64GIioDLedRbBY2THwPSxamsG2s4RKm3FmghjAZNNJHPvuxxlbwBebIGEt4+qeZ6mt8PHyyy/z7rvvcvKhR5mrPYo3MmFWlfp28MSTn0bTNL797W/T3dPLQMeTJBV34Re+NDKNlEtiyxsTHchpKl+fMj2rD4K0Bl+bhrLhn207LgCWXJwF3+7CMbueJOKu3eZpqKKVeZ9Z775ZD6OQkZ1bxhKZrj6KKigIUDAmBuBMh0iU1DDQ/mTBu9mIzcxUHi6MuWv8JwCkDn2af3eknGr7rcYEYM+ePUwe/CLR0nqyFifrt29PKuIXoOihfIxYTsOlNcio8OZikr19Xwc2F07C4We25TStA/+EqGURgZxoQdEzhea/lM1L2uqhNDoNCEiSxN13HqWqqopXX32VYChU4GoNelvxhcdxOOycOHECwzD42fnX0LNpwGC5bCcZlx//8g3smfA2byAj2bmx+2mOVlg4XGamjN8PukPwtf5VOoa+XzimA+uOKkqTm2XvIVcN3vj8Nu9ha2fxxvt+UY8QQFa2s+pto2YLu50ARErqUdQU1nR0WxPiVsREN6NdT/NQlciTtb98Tm8H4flpszP8C41wrPyf+RKKKKBoUD4BfHUS3lzJcuDacwCseZpZqd5H68Q5LHkyoOudn8UXHDbb9IGFmiMYvgb8Az/BkkuQsXhY73qEe9a7GRkZweFwsPfOe/napE7z2E8RMIhVtPP79x/i0uuvMTs7S6m3nCu1p6gZeglbfusxU3cXYjZJxNvM7qHvbbtOA5huOEHIt5OHK+GJml8+r5wOf9gLHde+jvU28qRRawWlmZXCsYziwpKvzjXPEZipOkTD4nsFI7DqaaYkvoRFSxZqR1LWUpyZyLbx44oHV26TSGlrJmfe10Ug2I9saKb2TuMpouUtVNvgP7zPuHNGM8e0FYmWPhCKBuVjhq7r/PVP3sG1aMqEbmQclPJauqvvZXffNwEDQRDQDAEZjaC3lfLIOKpkJStaseSSGLKCRU3RvnMnhw4d4vz588wvLJBTHCi5FLM1d9Cw1I0kwOHDh6mrq+O7L72KFjcpEm+uy/hlmRUdyHnr+Z1H7vmlGY//ewQWJ8donj6/LUW76O+iZvVa4by1kiZK43PbPv9mg5DbEhfZwAb15AYiN3k9SWsp9kzkF84jZq9gtP0xEEX+ugscv6RloIiPBkWD8jFC13W++a1/JBGPQ75ZbbzpNMcqLCz2XETOJc2MQ9dv0zj9Gt6IKcC10HiCqvomEj0/xRVfImdxsbjzIZ71LPH2229jGAahmkPMOarpGPo+ApDx1vN7Z+/lypUrDA4OYrHaGKo7Qc3kRRQ1TU60IupZxpofxhmfp3bFXPAbi/ZmA7Px94MPPkhDQwM3I6vDv+mFPb3Poei3NgJmJDtWLbX5XeQ7jrdi2buTQHi48H/KWoqqi7hzphHUBZG5KpN6YGsaOK24seU2g8wqEjLbeW7nKg8Srz9IVwn8VtMmqVURHy+KBuVjxLX+G7z95ptsOOTrrmpK4gtY3aVcrTpBx8gPzSUmyqBriBiESpsoi0yRVZwYhoEuW0AQcaSC1NTUcN9993Hu3WssjPSzQYM03niK9sU30bNpOjo6OHDgAF9/+TWMoElepAsSGCaV4vCup6iZfg1XYgVNkBEEEAwdAzFPPi2gyVZkNVUwKs8888xtxcH/6mfXcE2/A2xuOeYCB6lZ7i0Yj4izCiWXxpndrIFZ8u6kcqshkRxY9CySoW4es5Rgz5oi8VnJSkopxZNezr8qMFVzjKrla1i3MMRtxGDmfHtYaTjG/zj4K922Ij4EilmejxFDQ8NooulnG4Dgq+NTT32GdU0qGJPre54l5vAjYKAjkqnYyeDeZxD1XH6xCATueJAzZ84QDof5xje+wUpS5XrHU4C5QFunzrMc2Eeo4ShDwyN884VvMWuvQ8P8bMHQCgu8begHOBOrqPlEbMLhQzB0dEEkYyvFWdWIrKbQ8+8wgAsXLtwyN13XcU6/W/h/o+CsbrkbYYsnUppYxJkNF84BqAwPE7eWFc6xa2b8JWb3bR7LrjPv20NGsmHRMgVjElO8gEHT/JvIepaQq67w/W70Dq3UHcFfbM/5taDIev8R4gc/+jGvv/YadXX1hAQn714fwJIPhq74OilfvMrw6DizFfspjU6jixaql68iZ1NI6MRclfgWr+KKziHnkmQtLjMNOn4FVVU5e/YsFruDqcHrBFb7tsQtRJzRWZT1ZcYaHyAnSVQt9RSMyFZvP20rNStxDR2LnsWSNa9PMjTizgB9dSexx5exZddNrwWDWDzJBecB02DkQyovX7jEemhToycnWBnZ8Sju2CJKntw6LVgJeVtwpoMF72QqsJ+SxArWvBFJKm5UyYpFSxcCu6GSBuyZKCXJFaQt0qQAVj2NWtGK1chiZNMFL2brlm2p5hCKAPdXfhR3tYgPgqKH8hHAMOBve1ZYWTIDhj9YtfPCDKQsptycAchofO6ZzxOxB2iceR0dgYmOs8zWHkVCNbMipQ0kDn0GWU0hopO1lKDc8TinT59mYWGB5557ju7FBEOtZ816DYsLAVAlGwYg6TlaJ17CE5zIf66AKlrQRZmUYm5ZRnc8hpKNY9FSRB3+QiYlpngpiS3Q2fcCnviCOb41L5dnaKQGLvHVafj5EoRCIWbHhjbnD6g2Fx0jP0STrIDZBWwzMlSER4DNxd643Iu+pRHPkYthy8VIiZvB37L1aQDSkn1b7GSx3EzRKCtjZJNxlrzthdc2xh/a+TgAJ/wf5A4W8VGhGEP5kJhMwLdmQLj+M8qi06QtJdzY81kEoGHs55RFJwmVNlMWmwVDZ9Xbij84TMrqwZ6Jbqs3sacjqLIVUc2wXlKLKxXEoqbo6Ojg6NGjvNVznRvXesAwTIFwLcN09R14Eit4olPb+Ee2Eg9tTammrR5s+VS1DiRclYy2PYokiti0LDuuPlc498aup9g18N0tI0BOsmPZEmw1e2xEZhqOo1mcNI++BEDQ107UWU3z9PnCYl/0dlAem8aS90Qyko2Eq4qy6GZj3rx/D9WrfYX3pAUbNmNTAsPrLUNxlbIyO3HLvdAEifkjX+ZuPzxc9UHuYhEfFYoeyoeAZph0BFNJkz0dQMolEdUsSjJMWXQSA7Bk47Sceopl3y58wWF0INJ4jPmOR0xNGMwg5MT+z6OJMgIGtsw6B+57mGPHjjEyYnbEjiQVxppOmr/ahsFi7RFadu3Dsu8B5huOgyBtMx4SkMp3624sUFsmasZHBBlkK7muR/lsg8h/OwAJyULKala0qaKFyrl3SdjKCu8XYJsxAVP7OFzWQuP06zRMnDPrQKoO4wuN0TTz2rZzq8KDJmF2HlYtTVl0EnUL31rNah/qlk7oDWMyV7EXA5FIOMTK7ARhZzWw0RxoekWSpPCf9haNya8TRQ/lQyCjwR9ehb1Xv8pk030YiDRPnUdSMwVXPYeMYbFhySaIO3y4kqtE3TWUxuZJ2stR0lFkQ0UXZTBANFQWKvdTEZ9Fia8VMjvn3+lhfnQQHYFYSS0TbQ/xe81wwLt5Pf9lUMV66Su30CQCjDQ+wI6pV8iiYMFs+7///vtpamoCYCYJ/2kQunr/AUHP3SLgdTM2HhpdVJhvOE7cWUlH/wsIGKSdflZaT+Ef+EmeZU1kvPl+/Kv9lMbm896TyELlfuqWugufE7YFcKdXkPOj38z9arVYsFW3Ep0aKByL28oZ6XiSA71/jyRJ/M6Xv/wr3csiPhoUPZQPAasEJ1J9yFqWrKcaV0Ut17u+QGZL7EREZbz5fqbqj+NKrpqLp6yaHaefAl1DNlQ0JK53fhZVNn9pfcFR7jp2lEceeaSQ2RmLwXxgPyI6kw338kQPeaccAAAgAElEQVTNdmPyN2OQ7LuwzQCES5vQMRfmhsiVhRwpWykGAlekJjZ+Tt5eA1syiKSbxibmqirMwUw4by7tDQOQtniIeuqpnzzPzoHvADC44zGseob6a9/CnouZ/UXuatomfoY1a2atcihI6NuMCYA3vbytCXDj4VwpbUOw2Mlms0SnBsjmPRIDcKWD7O/9ewBUTePvxn/Fm1nER4KiQfkVMZuEvx7SiQ9fwde0E79VpKrnBQ50/x2GIG42ullK6Bj6PtULV8yUpn8PnpluRl/7MeFSc5skCLCv7xtYcgnG6+9Fcbp59+cv8s4773D27Fma9h/DujRM9XKPKfxtlRken+R7r75BLmfWbvSvgzeynSRopbILBAkJsOYLwXQgaTFTr68uqvzVCLy6BOdWoW7K3KIs+3fjji+iiQpxZyXL9Uepyxe3bTToGYBkqCQCu7ne+Zm8ITJoXXqHiZ1nSVlKC9chlPjp7/gNLJkYBgbpkgADbY/lhTVMhJ3VxOwVhSNbt2kVkVGEXBql6QA6AhY9UzhHRdz2nisReHPtQ93aIj4EimnjXwFJFf59P8iT7+KMLfJm02N4xi5hjy+T3P0gRJawqCl0YGjXp4l46qlYGzA7ZZ0lfPHJh3lzOkz5mpkpma6/G0diFVHP4V2fpWv3Lo4fO8L4+Djd3d0sZkSCrmpcyTVETcW/eBVlZZxkeJV3FmIc2NHE1dkgruXBAvkygDs8U6hiTckuZD2LADgyEQzAngoz7mxiJJSiaeJVShJL6AgoWhZJSyMCgzufxOGv5jMHm/npmoJ3fQYwDQCyBf9CN+XBUQxDYLztEXzhUcrmrqBoaXRBZinQhW/pGuXBEURDZcm/G098gcrVGxgYha2VPRfDqiZY8u/GllxjQxEwYfVSWlZBLhFFi5hZtK1e2IZcRk6yIxkqIU8jPreDjpKP9xko4vYoxlDeJ5LJJLFYjHg8zlw4waWZKN7gCLKhMbjjMTpGfgSA7vAy1PQAZFO0TF/Amo2RkU1Kwrm6Y7QsvI2hqcwG9lO+MrCtPH2o5Qz7tBmy0zew2WycOHGCgYjB+HsXkbUMCbuPlc7HsM9cwb/Sj4jOqr+Tufq72HPtayiqOVZatGLL/4rDZv+QAcwEDlMem0LJmKljk93MJEIyRAndELBqSbKChZQrwGTzKdq8FoIZWMvCvu6/NWtjRJlwwzFCgoO2CZO6QK9oYbjuBM0938BqZMyF3nSIWd9eGq58DdnIkbGWMNl0kqrZt/EklgDIKE7C7joqQ5upaNhkXhOAdHkzRmQZm2ZWxmYlu2moQ8Pb3jPRdJJ/fWcr9bcW9hbxCaBoUN4HBgYGuHz58m1fM7thvVhzcYY6PkXH5CtIyTBJbwMzjfdhWxulYfYNQEBo6OJLpw7wn3/ag3fBpHI0AF20IOrqNkGuS5cuMT09TdruJSM7cMXNxSeLAgu1R1go20nj1EXKwhPbgpe6IJmL0NBvc7WwVtrCTMspAMRskn19XyetuJG0LLKeIWnx4MxGmWu5H0tVE5U2eLIG/qwfyqbepTF4lfmKfdi0FOXBEXQENNnGQu0R6mffAM3c+mRlJ2FfG4Hl62iGgITGcOsZGhavYEus3J5iwFmJJRnBms/saKJC844OZoaub+NQ2UoFGXFVQ07FkzHH7N3/Jf7rARlrsUv414KiQXkfCAaDjIyMEAgEsFqtqFY3fzkq5/lNTIFQAcjKTsabT2LRsjTPvIaQy5CVbBiiRNjfTvVSD7IkMV59DDEdo2bZpCowgJHmB6iXUnim3kbXdQ4cOMCEo4nZt3+GLRMlbfNiPfgIu0PdDA0NIVjsrLWcYFbwsPfGtwrjCJhpVFNlMB/r2DIXAZhsuAdPfTvzKaiauIAnPJXvozEKi7x/9+f4k/1uauzwP/dCWtU50Pv3+S2VQLJ6N/PWanZM5r0Tt5/++lN03vhHJAw0UcGx+x6uyQ3s6HnOLNSzlhDZcYpkZJXG2U0DPVN5iNql7m3cs9l8vYsAZKweYtYSytfN3iQNkVDNQQILV9C3PL5Jq5eh3U9xZzk8WgXl1o/qCSji/aJoUD4gwhn4k34oWxuicfp1wFy0N9p/g86h75ml6o4Kppvuo2L5Ov61QQxBpmT3XTx9uIXLly8zPDKKviV+AOZCl72VPP3wSfr7++nr6ycrKuiiko81GGaRW3s7Bw8e5OLFi8zOzaFKVmRtc3sTt5fhzCvsbXTh3o4awEAg5q4iq0FZcgFNthe2TMHSZqZbTvO/d4Jbhj++BjU3XiSQXmC8/gQ2LUX1QjcYGlmLm4XW09RNnENOm2XwcYcfzerGE55AlWzIWpr+jk+xf/ESucgqGiI5xUlOtODOBAHISTY0RGz5kvyQp4kVfycdEy9j6JudxBtzEoCcbCfkrscfHja3bZKFhaqDrAb2UGeHf7frI775RfyzKGZ5PiB+vgz22CL1068TLzSzCewe+i4CBsvlHbiTK+wa+A7layMkbeWslzWR6Hud73znO+zo2MX1Pc9sMyRzVUcY2fEY9lycF154wYzXHP1N0rbSfC+Qgf/wg9x1552Mjo7yrW99C6WinhvtTyLljclGn64rb0xMz0RDx6RM1IFlV/2WzzUoiS3gSy4AoKhpQp5GAGYb7uFoGfis8L9cA1HNEkgvoAMtM6/hS60yVXcnAmDNxmgcf4Xx2nsKJsuZXKXMU0J/x2eQNHP70jb3Ju4DDzJdeycSOrZcjKyzjJFdT5GTbChaumBMJuuOUxJfoH3sJ+SqOpisu7tw3TIa6cpdKBazI7oib0xC7kbW3bXULLyHJb3O2q2MCkV8Aih6KB8Qb63B5VdexJlYRjLMX85lXyelkUlyioORXZ/CExylYvUGrsQKAgL2+naevGsf58+fZ3l5mZirshAT2Wi5d1TU8/SZk0xNTfHa5TfRNBUDgbjdhyLoOBKrVFZWcvLkSXqvXmVgYBBdEBENDRUJEQ0RczuwVLaTmtAgsKmsd3NI4Wa6RQNI2n1Yc3EMQaR/929i5HtuWnq+iceIM9F4L6KoUDt9CVlLk7a4Wes8S9nYBRwxMwMTKalDdQcoX+jBMEzhiuG2h+mcew0tlUBHJOGqIFGxg7rZN9E1jdnAARzrC5QmTOOWtnqYaD5FeXyBwPx76LqOiMFqWRv+0Gi+/0hgqbydquBgYQ7JQDsjecP2YMAUbi/ik0Uxbfw+cWEF/nII+laT1M+9yVTTfayU7aA8PI4ruYqs55ivO0raXoY7Mos/NELYXc9aRSeuhT4Gbtygs7OTfu9BbMvDiPkU7lTNnQQrdhEIDtLd3Y3L5aKn/mGM9WXsmSiWXBJX6wHOHOtieHiEnt4e0jYvPVX3EMjLTkj52IcBXD34u9TPvYWiZQoxFRGYaLwPezIEmkllkLZ4tp0jABY1iairSHoO1/ocIW8rdRMXKUsvoQHlkSns2XVCJQ24kitIWhbP6hCL/k48+fiGLbOO22Gjt+EBqlb7ETDwJpbI7DpFOGPgSq1iySZoCPj4zcceYjWpok1dw5ZdJ6O4WPfUoxgq1QvdVFk1rjScIbDan7++DHfee5pIZJ1cOoE7ZRacRG1+bGoSS2KNqsVuMqKdfsHPRAKOFvlgP1EUPZT3gStB+LspaB1+EWd8CU22MdD1LFWzb+FbG2LN145/9QZX930JUc+y79qmnMRaWRszdcepXXiHitUBVNlK0lJCSdLkWjWAUGAPf3L2CH19fbx75QqqIYCuEXXX4okvmgFTSWGg9Qz2dJj62bcQ9Vvp2M0sx+9QFh6jYepiIcC64Y1kUZDzZfcT1cdpXrhkBj0lJzFvHb61oW2eS8jTiDc6hQDMVh9B9dRQNfEqtsw6acVN4sDjiKPv4A2ZWjxr3lZEfwOe8ctIWgYdkcHdT7N/4QLZ0BIGAmFPA6KzlLKl61gUhXjbPSyFItQuvJenS9AZbH+S32vIcfHCBaSsqctzvfOz3LN6ifWVeRSPj+u+I+wY/0nhWgWHhwZ/KVPTZqdyQnYz3PU5/uYASEW2tk8MRQ/ln8FkAv7rGHjXhqnM/+KOtJ0hZ3FRP3ERRc9gT6yRcFYQ8rfTOvoS1uymFo0jFaJiuZewu5HZ+mPYk0FK8vUXAiZPij84SN+1a9TW1jHc+ADq0gSKmkIyVHbceT87q7zMzc7gDw5jSYSYbLwXX3gM2MKUVnOUuLWMhLeOlKMcR2wZa54rZMMD2eBnFQAlHSlUnC5WH2Sx+hCu+CLW7CaJtD1PDK0B3tgC7ugMKVsplox5jmv+Ksm8hvKGpIUjF2ew7gT+kElb4A8OE6rdT8JQsKeCODIRAh4nTz/+KBPLYbLj3bhjC4RLmxhrexjn+iI1Sz2sRmJcqz9FxeoABgJVwUH2d7Zz9OhReobGCaz0AQLDzQ/hjUwi5lJEolFC7hrs2RiKnmWp+iDnlqHaDpVFsa5PBEUP5Z/B/zEA0wmV/b1m091g22OkSiqR0xH23vg20zXHaJh/q9DwtnXR3vzFGpgxDjnP4QoQt/lJ7Lqfk6leBoeGyIlWJC3DcmAvZZlVrJEFrKV+ugN30Tn8g9teoypauL7/i1gF2FcKsXQW6+Xntn3u7fhis6INi57matcX0GUbTWOv4I4vkpXtOPLGxAAmGu8l7amnfuxnuBLLZCUHxqGzhOanqZp7GwEIlrVia9iDPHAeayaKJsgMd/0mh1bfJDlvGr/V8nZsvmp8k5dRVZVQdRdqIkZZeMz0lEqqSHSc4oQzSs+lCyi5uOnl7P8ij6beY3q4H0GxMlp1jObpC+iChGjodHZ2Ulbm5fVLlwtNmZGSehZq7yBtLcEmy/yX/b/CzS/iA6NoUH4JxtbhP49C/cR5fOExgvZqpnc9ilWAhqEf4YyvsEF3mJad2NTEtuzNzUbFuOmYAaiKE2suSUvbDl7zHMTf+30ULUXG4uH06dNU2uEbL76aX6QSYVc1vthsYUxdtiJoOe57+nfYWQIvLcLla4M0zFwqZF1u9vg3eFIyshPJUBlqf4Kdwz9EUdMYCBiIqIKExciSFRQsRo60zYsmSFhySTTZgi0dIe6owJVcyRNQG+gWJzOV+2icuYyGjCTohCv3IsRDeGKzCBi4ywM8ev99/LRnhNBIz6Yxqu8gMHaBZCKBo7aNt1172D34PXNsUeDYHYdpb2/n//nBBZyRaQwEhnd9midts4xeu0LWEFgMdFGz2F34bkEg6qlnovXBIr/sJ4TilueX4M/6QcgmCMx3I+tZJtseQFAcSPEVahavMNZ8P0mbh5L4Iko+prERBL2dh5JDRMIg6qzGnm/Wm246yemOagZu9OGa7zNL9GuOUpqLMD/QTTQaZbjlDGs2H97wJI5stGAgYs5KdMmCJZfgn6wHqbXDd+fAs3QDezpYqHMpxBnYNC46ArKeJen0Uzf/DqpsR9LMXOtyeSee5CICsFzZxXTDPZQFR7FnwqRspVQce5RBsZLAynWTdsDTwGjbGVyxeSpWB9AEmZl9T1FbYkWc7sGejbLq24V9113YV0bo6elh2XCQkRxYsgmcqSAlsSUeeuA07jI/4wN9VKz2o0k2pg7/FkfcGfqu9XJtcIRZXyfe6DRZi5vKpavYRGi55yx9wQyVK9e3fd/jTadYqtqPJIqcqSwy338SKBqUX4B3g9ATgfarL+DQU6QsHpZrD6PrOh3DP0AwdFYq97Je1spSZRfe1WEk4xfrVmqAkm9kc+Tb+kGgLDxGIrbOUPPDOEOTiHoOZ3KVo0eOcGB3B0NDQzhmu9EkS94jMIXWDeDG7s/iWp/DnomwWH2QlTQkVGiYOo9obMh1CmQUl+kxGLktnpOACFiyCSKeRmyZKJKhYSDhTAfzmaASvNFpHKkgkpZDzdeLaOPdWPMZqJxsx5kO4VsbIuaqxJkKoioO/As9rBgOcxuoZXEnV3BE57n/1EkW7dVo033YMhHC3macBx+kPDZLd3c387EME4HDlEUmEQyV8pUBDu7t5M477+L1sSUqV/rQkZjtfJwnuhroGxhicbCHrGzHntnU+Yna/CzV3AGSzBcbby87WsRHj6JB+QX45jToiyNURMfRgf69nwdBoHbqEu7EIuPND5AsqcYhmZ5HxeoAOiLyFimIrbGLrV7CRibFEGWGOn8DT3CS0vluJD3HaMuDBKQsCwM9LC8vc/r0aRJ2H5mp67gSy1svEWdilazFhSu5yqqvnUQijn+lHymXRtRUFiv3o1qcZCUbJenVwvvEm64nZTPpKNOiHV2SsehmOnm+9ihKUxfW2T4sWpK4M0DD8ccYyLrwBwcRgLXynYy0nsGaiuALj6ILEuFdD+GtqEKaNmUu1sp3UHXkQUpic3R3dxOKJfPSHjrOdAhlaQRfxyH6PHuwLQ/jCw6jSjam9n+WPVKIq709XB+bYtHbTun6DFmLi4qFHsLJLO80PoojsYInNleYjwHY1CQhXxu6bOP3Wz7KJ6OIX4ZiDOU20A34gx5oHn2ZkvVZErZyRjo/jXdthKbpi3n+1zDrzkqmmk/iiq/QNPkqmmh6EZ743La4RUIpxZnblNK83vE0ewf/EQBVtjPdeIL6iQvIegYEkV2du9m3exfnz59nZWWFlDtAQnLhjYybnb6CTNpWiiO1RtxaiisTQRdlBF3FEKR8sFJDVRz0dz5N19XnkAyVtbKdBMva2Dn2YuFaVsrb8QeH8x1JmwYwUlJH6focWYsTScuSUVxYc3FEXSVp9eJMB0krLqxqEl1UWHdVUro+S8Lux51cJu6sQMkmwDBQtDRWReHeE/fweszF+nsvY9HSRN21NBw+iWfyMtOTE6ZSomDBocbM4LUIhw4cwFvXyg9++iqO1BqqqLBy4HM8W7rMqxdfQ1Q3+Wa3QhUVru//bdwy/J9dH+3zUcQvRtFDuQ3+fAgiGZ2a2bdQDI2RnWdxxRZpmr4IGCxV7sORXMOeiVKxcgNvZJKou4aszUNJbA5NtjPc9iiO5CoWNYVFNx/6yaojONMRqlfMpsCM4iLt9FG12I1kaAzveIydFW4Wh68zNDTEgQMHCFXtIzk3jCuxwrq7DksugWhoKGoSA5OXFchXzeoIGKRsXkI7TlO6dJ1IaQO+0Ajj1UcxJIWGmYsF7yQt2nAnlzCAxcAB3ImlgkGJehrQO08hLg2jqClyigPn4UdZyEh4o5MIwEL1IXYcO83CahBvdMqkQNh9CmtdO8ZMPxYtxbq7irZ7HsWbi9Dd3U18dRHR0MlaXNgzEdSpq1TXN3DOdy/O6DzObARVtLKy/zPc5Re5fu0qo6MjREtqcCbX0GQb3rlubBaZt+sfJWlIlMQXbrmHwzufQLU4eLIamlwf48NSxDYUPZSbsCGxWTHzDrWr14g4a1gN7KZ14mcEva3osoWKVZPT1GAri7zIWvU+lj0ttEydw54KEfXUo+vgjZmkRBnZxXTTCZRcksYpUzxrqaKLwMp1dElB1rLU1tZy74kTvPfee4yMjJJRnGRlO9bMOrpiQxVlHKngLZmbjGRHNwzsehpDEJmuOUbj3Busu6rJWEvwB7fLXoDpjWiCXFDsy6GAJLMc2E3NYg+GICDoOmFvE+7UGko6amot65n8vNdRLU4S1lJc8SXS9jJcyRVizkrsqSApuxdHOoJiqHR1dfG20ga9L6Hk4iScAZqP3s/w0AClC1fRRZmYqxJPdI6cYseaS9LW1krl3mP88NwlvJFJNEEmuOcsT7hXee+dt8lqBjGHj5KbtoJZxUn/7qdxKjL/176P+AEp4pei6KHchG9MwWxCp3X8ZVPWsuYO2iZfRRcVXKk1NMmCJRsjKzuR9ByyliFU2kLO14hv8SqVkTH2HjzCgGMnJQt9ODJms95s1SHK1qcoD41izcSwqClU2U5JzNwezdQf58S+DhbGh+jt7aXMH+By1f24ozO4Uqtg6ChaGsHQCz1ES876guC4bKgk3FVYM2Yz4QazmiUbw5nazomYgwJx4kD7E/jXBpn37cGbNKtynYrC2p6zSCsTyFoaOZfGtudepiQ/ZXnvZK18J/4Dp1hfnsGdWCJrceK+4yzZ8gaUuT5EPUfcXc19Dz9ChRWuXruGMT+EpOeIuWtwZNdJjfWQkmyMNZ3CmonjjU6jCRLpPQ9z/44A/f19jN+4jirKWHJJUo5yyua6UXNZ1joeZS2jUhaZKlA2iIaGASxV7CHhqeV0ANqLzG2fKIoeyhaEMvCn/dAw9BLliTlUJHJ2D/Z0mNSu0ywlNRqmLpJw+An62nGvz1IWnkAAvDXNPHbqbi5fvszExARpqwcVAWeebhEE0lYPk82naB15GYuWJIeAjEHKXo4jFaTE7ebUqVMsLy/zxjvvYegGOVHBUKwFLR0wU75CYVTICRYU4/bttRtxkWVfB4G1QTREREFAMDRyghVVkDFkESEvZr5cfyeNM6+hZ/PyFZWHqEgtYIkuoCGYaW93LSXxBQxBJitZkQwVQxCx5pIs+XZRERxk3V1DSXwJRdA5cPAQF6ydiG9/F1tunaziouue+zk3tkblzFuIhkbKZpJUpW1eXIllAoEAZQdOcuGKmUI2BInMrpN8tsXOz8+dJ5lIkBGtWPPbybijAns6TNxdxXjrQ7gl+IuuYtn9J42ih7IFfz4E6UScxvk3EIGrXb/N3XvaKVcjJEa6sabCWNQUi1UHaZi5hD0dYa72KHJtB/JcP1evXqWpqYkrFfdgDU4Uqk2v7XkWwdDxrs/gjUwS9DTiSq0hkZePKG3G1XUKb3zejDNkVN5tfJTy4DCKnjHJlXJxVEEqkBCN19+LJZdE1nP07f8irvV5rHnZ0xy3dhc7k2v5DIjB1a7fwr96A8XIIhs5FioP4Y+MIWtZvLkoM+1nsIRnkbQM7uQqRv1eZlxNlEWnAEjbvTgPPUokvIYrtYouyLj338+K7MW32AsYLFV08buPn0LUsvRe7UWYG8SiJlip2IODLJGhbtxk6W95FFnL4InNoSNg33UXjx/pZGh4hPmBblMq1YBYSS0lsz0sLS0x0vQAYcVTuB4DsOYSjOw4y0rlPhQB/mgHlBX1jT9xFD2UPEJZ+NM+qJ57h4rla0y0PMh6aQP/7wFIavDn3RGq+76PqOeIehoRtCyO5Bp9XV/g3+wQ2eXW6e7u5uq1a+QEGUPTkVFZ8zQz03qaWjtouSz2oQuURqcLn6shIQogiQJ3Hj2Cz+fj2y+fK2gOpyUHoiSibOmxSdi8ONNhUoobey5Gf+dnyNpK2X31a1i0FDGbD3t2nenqO2iaexMR3aRqxEABVso7iHobaRt7GYCsZENT7Ky1naRh4hx6wjSE440nqU8voCwNF1jpFioPUBkcQMxlUEWZrOLCUKy44ksk8p5W3FmBK7GK02Hn+D0n+GY0gOu9b6OoSdLWUk6dPo1fyvK9n51HzsTRAVWwknJXULo+i9frxbHvNG+OzlE39xYgYDQd4HOHW3jx5+dJhNcKPLlp2YEtLx7W3/kZBHsp/74T/EW2tl8Lih5KHqEsvLYKTaMvIQH2+DLrpY3EsXJpDZbDMQJrN1gOdOGNTGLLREg6fDTOXGJpbprWhlqam5v5AXsRYkvYMxEEYLFyPxlHGesqxHWJaEk9SclBab58PunwM9nxBMe9GXp7exmbnGGs/h48oUlEDBQjV6hg3aixsKhmU98Go71vdRBbOoykZlC0DBY1yZJ/D8HKvdhTQSQtg6zn0PPM8I7UGuWhsU3SIkNFUdN4o9NM1h3HHltC0nJ4I1NkSqpYdDdRmq/zkLQs0v4zhBNpnKk1ZEOlrLWL8cBByhavAQZJZwWfeuRhYqEVent6EFYmsObizFcfxpuLMn+jm5VonHcaH8EbHEPWc8hoSGqGsw8/yOTsPGtD3Tjjy6iSnVBgFyXz1xgbHWXIfwdRVxVleboE0dAZbn2EmYa70RQHrW44HfhknpkibkXRQ9mCf/vKOM1T57ZlQda9TcxV7KVj+Icm+7qtFF03sGhpREMzaz8sDqRskqy3jr7G+9nb+zwyKjlBQTFyaMCctx2ttIbmyXMFNncw61AULV2gdvybH72Ge32zV2crBYEALFbswV3ZwIRRgipasGWi7Br6PlnFiZJLbCv5T8sOJnecIW0vo+Xad/CopuypuqWJEcyGxZGdj9G89B626DwAoy0P0ipEYPwKGCbl4v/P3nsHR5bYd36fFzrnBDRyBgZpZjA5z07anc2MS4oiKVoq+c4l3Vm2T3Xl+0O2qmRXWeWrcrnqJF+iRCqQoo48Me2SuxN3Z3dndgLSAIOc0UAD6Ebn/N7zH6/RM0Oqzvad6NrZxfefGQCNxuvX7/36F76/73e67Xna1+8ipLfREIk7ahHMdlybkxRlM4ZSltXgQeq2HiKpRbp69/IW7dSP/gAJlaS9hq+9coFiIsrfvXMDQ/GxLWlBMmNUcghA2uwj6mmmbu2+vhldv4evXjzG3/z8XTJrc0/JMRgpoiEwePC3abHCP+kAm/wPd03s4v8bdgNKGaqq8m/+3b9nR6h509tB0tVE09J7iEqBgtHGdPtLdMz8DGMhQcJew3zLBRpXPsS7PUtJNiOXcoS9e6iKTuiWFQ2nqFv5CKncMNWQKZhsT1HEJztf46Rxi/jER2jAfPAQ9vgK7vL0Ry9VBAyoaAhMHf5t/rd9kCrp6nGbeUje/QmkouXlPshiwFLWPQHdpsJQTFd2e1aCh6hbf0DG4sWW3XpqN8iciyEqRSQU0p4mEpKdmq0xAAoGO8Xe82SXJvCX5QlszX08cO2nfeQ7SJpCxuLjN165yML8LPfuP9CbwFqJpfrjNG6NIubTuBs7ueI9yd7BbyNR0hvLkomLJ49y491bCOVt7AIi4bqjtIbvgqaxWH2AkiDTVHZB1ICplucRUUl6W/mn7dDr+tVdI7v4f8anOqAUVBiPw8/WQRm/iT8yWdE+EwDJ4WO4/gLeyDQ1m8Ooooym6T8TVf1GWD5D6msAACAASURBVPPtYTO4n9a5d7A/MZ6N2WtxP0G40oC4tQZ3Zu2XjiNvC1B16ALq4kOSC2OVfsXOhGbnE3nL3Ur/yYu8Vvf4d1UN/slHOfYOfxsFCU2SyVk8yIUM5kKCIhISOuFNfy6RlKMGUz6JoZAi4u0Egad4KpueNrKeVmoX30MqZw0P93yB/vVbaDGdCLfl68Jod+Navoeq6vKTU22X6QnfRknFqK5v4rrvNJ3Df42ESsHo4HOXL5CMRbl2SxeI2nmNWnnCJAAZkxtDIfXUCsPxY8e4v5YmvzSGpqmIQMLgwV6MMdX+EllXHZ+rg+eD/0WXwy7+AfCpFakuqLqk45/OwcbaEr7IZLms0FgN7GW85wtkiwp9j76HsZhkcO9XyZlcyGoRUS2yUnuY9UAPVdFp+h79LVtVPaz4eyvlhi2zRcTVRNboLGulQNqimxE/GcEfdb4OxRzxm99lOZ4lZq+rZAy/uAfkiy/QZHlavV4UwCaL5cep5L1NuLNbxKt7KMjWstbsY3uMmL8TW2YTrbx6G4hOECxuMdb1ucpxBbZnaZi7Ql6yVG76nqm/Y9PbxbarERAIRCapLUUY3fu1yhG2Lr3LC2dO8MILL7AWDtM9/FdIqIx3vI7DZuWnP/o77oxNMdb9xfKZ1l9jxuJlYP8AGrqo004w2XTqSzi3b98mtzjOpqu1kmXZlCRDA79FxlXH67W7weTjgk9thjKbgj+ehEB4hPqySJBa/qTUgJStmvnmc/SO/QdEFCibWcRdjRiLaWyZTZL2Guabz1K3Nlg2vdJQAPEXehT5cq0P+s3wsPsN9j76HgBF0YCoKiy2PEfT4q2K1mxJkBHQKiS2HTQ3NXHp0iXEsoB0ToG/fOsmpdA0AipTrZfonHuH7eaTeBber/zeTpaTly2YyjapUV8nvrY+lJGryLm4vsHc9Vk6Zn6OSclUbvjJ1pdoSM1i3dBd+tar9uL2ejFNfwCKfrwj3W9wIvI+6Y1VbG4fH9WcY8+j7+sBSZQ5e+IoPp/vqQmWClBeGQDY8HQQ2J5+igU8sH8/96dXENNPk/NWgwcI1x3ioBv+693lv48NPrUBJVaAfz4KDfM38EennrqIZ+rP0Bj6CKOq9yQG+79Kx8zb2LMbKJIJY+8ZjgfNPLh1nVwmjaGuk2FLB90zPymn8Hqj01AOThoQs1bjyoQrn/gSVH4mAFmLH0VVsZeZtU9CKQeoijSjxcKRI0fYdDbxg3UzNRM/0Sc8xQzGkm4vmjc6MJclIAuShbinGXNqC0duUy+AJAOSUkQ0mpmsP0n73BW0Ms8lXNWPc2Mai/a4aZozOlFkE5ZsBFFTMboD3Ks5R/+j7+nBWDJx8cwJfD4f33nzKnJGl4Uc7v01LmUGiSxMohgsTDc+R8fMm5XXUpTNHOnbw+DQ0BOvF/JmL7ZcFND7SCmzF0dOXznY8HSy3PocQTP80/ZdQ6+PEz61AeVfz8KDrQIDI39BXrZhLiYqP0vZg8y1XMSWDNG8pGcNAOv+XjxqGkt0AbfbzcWLF5lfDfPRndsIqq4XMtn+Iu0L1zDn4yRsNVgyW8ja435B2uzDnItUiGcCsBbowxdbKE9ptMfyBoAiWxjp/3UOW5NoH3yPnbdLE0TQVELBA1iSa3jSa+XSSkIVZGQtjwAsNp7BvT2LIxlCRCPibMSbWCLhrEfrOYPh0XvY4stoCEz0fJ6u7ALC/ANARRUkVusO01DO4EDfnF5uOU3L4k1M+YQeNPq/yqX4h2wtzWKwOhitPUPnzJto5eyjr7eH/fsH+JMfXcOZ1PtKJUArT3Z2zostF6m8B6ogMd94pqzg/3ijWBMkBg/8Fr/RBCf87OJjhk9tQPnvh8CwMUPrwjVyiJh5LEhUNNowFdLkqzuZrDlO+8QPseS2USQj/UdPsbchwJUrV4hEImi+BmYdHbQtXNMDgGRiveUMXgMYpx43NXeyERFIW/xYs1uAiIaGKpvK/QsRuZSp3LwaEPZ0EW49y786AN/5YIzk2PuV0ixtcGErPknJ15//STfBpbpj1IfuImgqqmhAEWQ0WUYuZpE0lfWqXoLhEXIGO+ZiiqSjFmMqWvEXLpnszDSeo336TaSyYx/AureTYHQKFQlR0Dg4sJ+uri6++ZPrmJO6wv2jni/yWfMSs8N3KWoCK8GDNITuVI5XQ+DYkSN8+NFdxPL5VxDImT2V7KQgGMq+ybcQgZHeL3G6wcWXG/9hr4dd/MPgU0tsm0zCsuRFUAq4n9hW1YCZ1hfI2atwrY9SvT6EoZRlofEUsiiQnHrA8vIy586dw17bwtLUOL7odDmYmEk5agmG7hMoRljvfJ5t0YY9tYYILAcPsR48gDc+V7nhR/q/hiu+gKmQQlKLT5U7ujxBFkEpobqquVmoxhJZwFSWLtgRQnqyiatCpe+iQZmQpjdlV2oO40ksUDRY8Rx5ibWCRFV4BBVYazmNuaEHY2hM90UWJMZ7v0RVZpVA6AEiGtOtz2PKxTGWMtizETRgoeE0rdUeFseHeTgxxbK/H3diiZJsIRgexmmSufTSq9wI5agJ62VNEYmMxY+5lGZldRVFkCsBRQSMpSx5yYqsFZFQcSeW9EyuegChqpV/1AaGT+044eONT3yG8u1vf5tcLsfp06fp7u6ufH+nKdt9/1tYeOwNXJCtGEo5MhYfObMTR3wVo5qjJJlYaD6LYPdzYu0KGxsbFJ1BwrZ66tbuUUJGEjQMnUd540ATV69eJbyxQbrcC6iQsWQrc22X6Jz8oV7WCI/bt6Km/FL/JGXxY8tFyVh8xF1N1K7deyqIVI4b+MXVlScftxw8SN36fRL2eiylFKZcjKStGkc6TMJegzO1Rt7kRM6nkFBREREEgbWaA1StDyOqCiIKOX8bS44WOuevVP6OwWAiePQyw2MP8W7PoiEy2/M6X61KMXz7PbK5PFvedvxl/54d9PXv48HENMZiplyu6bncjiZvxuRm09tGU1l4evjAb/J/HJAx7gaTjy0+8QFlcHCQu3fvAiCKIi+++CJ1dXX83iAI2yH2lNXLdk5CqEaXR/dvPMJU9tqdbrlE28JVRE0t22ReRFKKtMxfxVhMkzM6Ge/+HM1rH+k0eLOZY6fO8KdLZjomf0jeYGep6Tn84RFMWqFiQ6ohkLJXY0ut/1KWsXPPDO37BnIpQ8/493UVNtmCXDY1//sCiwbEbUHc6fXK1wWDDXMxjQooopFI53myRY2m2Z8DutEY9b04Rn6MoZjWNVvrj2EppqgKDyMAC41nOOSTCI+8j6gUKMlmFupP07Z4raxFS2W3KGtyY8nHqAkG6Tl5kW9/OElt6K4+vUIk4u0kWCb/Pcka3kFOtGJUMwz1f4Ou2Z9iy2yRN9hQTnyF/67rP/tS2MX/D/jEBxSAUqnElStXWFrSNUIks42htpfpGfvbyvYuQMTZgC+xTFEys9DyHM3zN5CVHAgiBYMNUyFJxuzFmouyba+jZHLgj0yhCiKyoLFv4AAD/b1cv36dhcXFimzifMMZtqv2ANBsgY2tDTon/g7KN9PfFxT0T2yZkYFv4JBFpA1dfnKnD1NCLxNUQSLmbsa3PV1p5P590IB1Tw9WJYUrsURBtmIsZQhVD1C7OaJLIpTJennJglHJEvV24onOUDRYdc9ji4tlbzeNq7f1YCabuHDmJG/OJzHO3630imLORg7v7yP84F2SqTQJWxBn+mlCX1VtEzOxHM5MuBJYloOHaFq/W3nMZnmMvO1qYrnxJF/ttHN811r0Y41PbA/lww8/RBAEnE4noijS3t5OV1cXcwuL5DMpqjfHfulGNioFZDREtYgvOoOklZhqu0yD1wGRZSTJwErtITadLboZenaTjNmHeOINBpwlRoeHmJiYYM/eA1xzHsG/NoSAhiexiJRPUvA1Ey2CnIkQKJtb7RxDSTKyXHcEd2KFomRGFWVErUTE14VqMOLbGKtIEIA+WpX0mQ5pqx9zPkHK6q9kIpWpjMmDKhkwKAXs+Qjm2jbGq49TvTmqs4ElkVD3a1g2Z5DVAqogMdf+PGlbNcH1YQRU1qoHWGw5i2N7EX90CkUwsLT/iwyYkgwNPkDLpghV7ceVWkUALPk424vTeJu7eWjtoKpM3VcRWK05hDsVIp2MYyqmgcf2Hu5UiKLFzZarGVs2gi0XIWavY77zRZxmI5+tA/Mv6jLs4mOFT2SGUiqV+OY3vwmA0+nklVdewW7XhUUX0vB/3l2jferHT2mGqAiIaKwMfBnr/G28sYWKoFB9QyPnzp7h9u3bTM/MUjDaKBjs5UkNyILG0cO6EdWNGzeYX1igYLBiLGaYaT5P/eodzMU0uUA74/Vn6B7/AZZ8jIi5Cl9uAxVQRROuYD3LeQlvZKoinySgURINyGqJmdYLtM/pvYudcmenRBKA2BOlzi9isfYobvK41srZiKYw0/o87avvI+TTledM2YI40uuVTGxnnFtCJurroCrySM/Wimna2toIdh/k59euY8tsUhJNTHS9Sv/yNUhFn+LZPFmeaVYPmwYvVfFZNCAn21lsPkvf/M9QFKU8RvZgzW0z3PtV6jxWfq8T7LtLfx97fCIDCkA0GuXNN98kk9H7IE1NTVy4cAFJkvndeyp7B//dU49Xy0bdcWcj7sQSGjDd/iLnfRqR4Rvk83n6+/sJB3qZ+fAdva6XHZgPv0x/8iFjY2OYzWb6jp3lLzZddDz8G33nxFHLXOtFPLFFmlc/RFVKlDQRmRK58hLfDnaCw87/UxZ/ZT9ouvUF/JuP8CSXWHd1EUjMEnM1kXDW6guM6NoqEk8zaxVkxPICnrW6kQ/8J9g39l29n2F2stx6geD0FSxlr6B48zEyzlqqR36IiELM3YIG2JNruiePYGBqz2tYsxE6Qx9QKJb0kiYVKgcaXQvW3NTH/etvYlDylYbrYsNJmld0hbbH5x0UgxVDMUv3ni7mpQC5sfcAveSJdZ7jf+0D425m8kzgExtQdrCyssJbb71VIYSFag7hiC1UblQNeNT9OVrnrmAuE7V2RsAGJUdVVRWXLl5kenqa+/cfUESiKBn03EEUMecTtLe3c+TIEW7dusXi0hJF0YSs5pluv0zX8rto+Qxh3x5W608Q3BiiZu3B41IHUDFipPCU9MCWqwV/fB7Qg11RNmEqN2N3jnvD14NiMFMdHkHUSsy0PY93YxJfcrHSa9GAldrDNAS8lMZuIpXtRh92f5He1euIic3K39gMdFO9NU5RNGFQcoSq91ETmQClSNakW4dkzW69vLJX4Rs4z+LkGDXhQTREEu1neK1W4/aHH1BUVFaq9lK3Plguz3QUJRMbrjbqouNoQF6yMdXzOq/LiyyM3EFVNZZrj5C1+cg4avnHbbpf8y6eDXyieiiqqvKDH/yAXC5HTU0NoJc8Bw8exGq1srS0hCMVwlh6TCkXAGt8laXW8yQc9Xhic4jAZqCHo8eOsb00w7179zCbzWT2v0J0M4wtG0GRZPwHLnCivYbR0VEePnyIu6mLW95jBMv9CTsllIFXScYj+LbnqNoaI+Gsx1hII2gagqaAKDPX8QLO5j6EyCKComcsO/KRimBAQkFWy8r0gqGswCZhz24gq0W0UgkDJVAUlptPU73xkILBiqgWUZFwJ1eQUhEmGs9WRrdV0SlWqvZjTkeQ1SICGka7m7mOF/CujyKiIqklOk+/xKO0jCc+j4ZAKHiQzepeAlsTMP8AQyGFpJaIeVrwhoaIRrY4e/4idxJmqtaHAIH51ktoVg+W5BqSpuDM6kGshAhGM3Wh+8wWTDzqeAVJLaHKJmLeNr5QByd32bDPFD5RGcqTvROAS5cu0dLSUvn6d+6p9D74s0pZ8Itj17TFjy27RdxZjysZwijLnDx5AkmSuPneLQrFIqogkTO5ECQJWypMVVUV58+fZ2xsjJHRhxUuxXzLRdpX3kUtFUFT2Qj0IxcS+MryjwuNp2hael837Mpt4/P5WG69wHo4TPPSzcdUfUsAg5LFVEjp2iLlvzC07+v4kms0zF9F1bTKtEorz43mm87QuniTjUAve/Z0E7p/DUsmgipITPT/Gu3hexjDE2V6v5nVuqM0rXyApioImspMy0U6Nu6jpbcpiiYETSPuacK9Pa8LXBsdbPr3UB/6CA0Rpe0I/9Xxdq5cucL6+nqlB5Is92RcTifDNedwrI/ii89Vzv161V5yFjdNS7dQNIHN4F7W6g7TbIX/oYtdzskzhk9UhiKKIgMDAySTSaLRKHNzc4yOjtLQ0MA2VobDabzrjw21VSQENBTBwGzbJQIbDxGBrMVHet/LdBuSDA8Nsrm5SazrAslsDmsuiqQUqOk+wOXjA+VS6D4Z2c6DuvNUb43rE4vCNt7DL7CQk3VTsNw2G8EBbKl1VE2XIhCA+abnMLTsg405pIX72NIboMJ6cB/OVBhjSXffEzW1IkNQMFhRmg7wR8c8bNQcYG15sZJ1aUDSUUsgMkXBZMeVXCG/Os26rxtnMkRJkAmGh4mZfRizMSQ0RLWEs5Risu0lvJuPENFwJUNoHcdZNNXhi88hopB01DHffB57eh1LLoY9FUaRjET9XThXB5menmbvoWPcsPTjWxvSyWn2ar788iWWV1YwLT/AkI+VFyNFBDTs6TCO+BJRVytGJY09F+N3zvdzKbjLhn0W8YnKUJ5ELpfjrbfeYnNTT6/TFj+mbBSpsgEs8rD3DWrWh/BHJlAEg64AX72f6s1xRK2Eu7WPl4/08uO3r5GM6HyJuKMB0WTGFZnBZrXy3HPPkcpkufru+0hKXpdT7Pk8R0LXSMUipF31zNSfomH1Dp6Y3hOZbH8RQRPonH0TgIS9jrmWczgTK7Qu3tCPP9jNf3P5KD+/dpPQ0nzldWnl1zLb8zn+5CD8s2Fo/eibCKiUZDOSUiRvdOhWqc46Dh57jrt3P8RdZrAud7+KpxDFMfc+aCpF2cpi14u0zl1Fyupl1viez7I3OkhpYwEViaLRwmagl4a1e2UTsWOUJCNt81f1g6pq5WvPn+Ddd99lcWmJgsGGsZhmqf4YTesPENUS2/WHCctu2ud0Ml3c2UioZoCO6bcwqoXKa6s9+Rqv9u6Kmzyr+MQGlB1Eo1G++x9/glzeat1Bvjz6zJndSPkMoqYgoVASjUhqkVDNQRrCg8iSyFbTcQrbYfwRXQ/EWd/Gy6cO8+677xIKhRAdPib8A3TMX9FTecnA2ZPHsdvt/OidG0jFLGFfN/7IIzQkfcJjcmHKJ5ltOUfb/FUEBAqyGRDZCO6jce0jRDQOHTrENaEdht7CmotWSoWEo55wzQBJRw39D75V2S7e8eyJuZpwZjaQSjlijnrciWVSFh/2bIS0tQpLZuOxupbBzGz9aVrmrwIagiBQqOtnRfJUAlzW4mOq/UUa1u7h25pERaNodBCuP0L7yi2UUpHWnn38WG2na/w/IKCRdtbzj197jo8GR5gcG0Ut0+qTZj/WYhJRLbJWvZecwUnr8rtkLH6+9sbn8O/KETyz+ESVPH8fLBYLf1bsojo8DOywUAUW2p8n4ajDG5lB0oqIaEy1voAlG8VUyiCL8NXPvsLidhZt/gGWbISIp51i4z7Mqw8ZHR2lo6ODA0dPMDQ1R/XWOIpgYGb/VzhkyzAyNEgoFGK66TxZ2Vpp1IbqDrNec5DA5jgiCo7UOopkZCPQiyu5gqQpJJ11TLc+T61cYPXRIOaNKRZqj+COLaKVb0pTIYEvMoUxE8We26IkGBBQK3swgqbRfeoFRgtOAluPAEg2HCJRdwDX+iiiplCUzMzv/TLWbISqtQcIaIzv+RzdARv5+WE8sXnyRgcGpYChlCW4MYKCwLajEUd2C1kp4FWSfP6VFzGZTDwcGaqUTLPNF6iLTTMy9ADZ4eNW/QsEN/RyU5EtLHW+hJyN4Y9O4Uss6sHQaOXU/u5dc65nGJ/8DCUP/+raCNXLtysZStJajSMTJmP1E3U2Ur/+QOdKSCYWG0+CbKF75QbFXIZtfxdKIYen3POweQK8+vx5JicnGRkZQRENrHm7qdkYoiSZMKgF+vv66O/v58aNG6yGQmTMPiy5CGlLAHtW30tB0KUO5GIGQylHSTJSlG2knEGqNsfJG2wsNZ3mD44H+dabNzFG5vURd9dn8BViBOYfm57/IlY9e3DnI9gym+QMDszFFFveDvzRaYoGS0VtXhGNSFqJUNVeasJDlEQzBjVHyVNPyNpAY1kMuoBM0lGDL7lcyZB2dpo65q9gzMXx1jVz3X2C/rG/1jkuJgdffPECGxsb3Lr9Eaj64uNE+8s0L7+HOa8rxG24OqiKzyCiMb7ns/z+4QB1ll/d9bCLXy0+0RnKWhb+YAwaZq8iPVGnb1X18o1Lx3g0NVvpa4x2f4EqLYN/9QFNxTAvXLpI2BBAWRzRd3fcrYh953BGZrh//z4Wi4Wjl17l7nKMQOQRKhJTXa+QMznJzw8z8egRfXv3cddzCOfaCIKmkrX4mWs+hyc2o9POBYHp9peQS7rHjaQWKYkmLIU4BaOD4MYo0/OLPKo6gj8ySdFgI7gxSoOpwJ3W19EQcJSlF3Z4JwCO3BZrNQcJB/qo3iqvGDj8LHU8jyukj4QVycTm3tcpSSYCa4MALDaeZm9PN9tzj/DE58kbnWiqquvW5uMUDHZyogWDqvv/eKJzLDSeRAu0oq6MEwzrz/Ow+w06iiFGB++znSlwr+klqrceEg70s13dg725jzXJjSO1hiO3xfC+rxGqP4rDZuOlGpB3m7HPLJ7pDEXTQPhPpMd/sQAfrcboHfteZQy7Ub7JZIOJybrTtMxfYWfmsLe/n97eHq5fv044HCZtr0ZTFMy5GJKmYDSZOP/cWVRV5d133yVXKJKwB3EmQ49d80x+Mn0XOZsaZHJyikI5IwgH+nS9VKVIxNOOPzpF1uLFko2iIpCw16IaLXiiM4DAVOer/E63mZ++fQVT+TFTA1/jtwJRht+/Tiajk+XkfApP8rGPT1a0knHV4NueKxdAGksNJ2gO3amMhDUEciYnlnycuKMOV3KVlLUKe2aDktlJzBrEF53SiytRZLX2CIGtccw53ac5b3Qw0fU6rXNXcabXyJvdzDeeYc/Uj/QsUDJw7tQJLA43P3z7GsaCzsKdbbmELzrNcuMpzFYrqYKKK75I3NOC3wj/rAs8u/ahzzSeyQwlWYR/OQXfWdId//a6/v7AspkD5e4PMZTFjHZS9an2FzFlItSsPwAEJvZ8niO1NmbHR5iYmODAgQNsBveRX36EJR8nZQ/iPP46taUI9+/fJxqNsuf0Ze6lLfgiU4DAlrcdRzqMoCm4QiM4vD7uNVzEvf4QQdNtLL7w2ivcTRjxhkfREFipP0ZRtmDLbGIppMgbbFjyCbJmLzXhIVbCG0zUniQQmUQVjVStDeI0ybz00kvMFiwIiyMVAtwODFoRcz7JdPN5/LFZfTSrZpnueAnn5hQSis6laT/FlqcD/9qw3sT1tNJ3/DxrSwu4kisUZBupg1/ggLNIcW4QTRBJ2oKYCklENGrDw0S97Sw2nMYTX6QmPIQGjPV/hQFLhrHhQaaWVpivPYE3pk+YvDHd77lqY5SV4EEuVgskTB4CJl1oetc+9NnHM5mh/CgEP12DQPghSWctv7vPS4fj8c/n0/Bv50BZn6F1/lrl+zsvVBUNbPj3ULMxWlniq6+r4+zZs9y9e5fp6RnyRhtoGpoGslbEqJUYGBigtbWVa9eusRWJlN36skQ9rXi3Z9AQmO58lR45hjqp7+0IaCw0PUfLxgPIJoi4W/HE5siWl+9AYNvdRMpeS/3KBwCs1B0j5aihdf4apnwcRZCYPfAbvCFNMPbgIwDq+g7zA62bvcPfZGdnLitaQRKxFB+ryk90f47uhasIWV0qUkEi4W7EE5snZ7RjLqTYCPRQFZlERSRrcmPOx1AkI8Ziho72NrKtRxj/4AaOVIiibKG472VOa/MMDQ1SEmRWgwM0rN4pOyWW6N7Thav9AFduXMOeWq8sXgKUkJBR2Aj0sVJ/jBdrRT7zhM/QLp5tPJMZykIaHiWhLvQR9at3SEbWaW1q5EFc5s/uzLDy3k+wh4Z/SSEMoGB0gKbhSoXQgOXGU2z5e7CFJxgZGiQQCLDZ+TyF9TlMhQR5o526k6/Q5TYwNDTEzMwM3u4j3DV1EIhMIKCRsVexWHOCqu1J/JFJSrkMk+0v49nQJx729DoXz5xi2tyEZUXPCKLeDnJGJ5ZcBEsuhiUbRVaLZMxefNvTeGKLhKt6cSVX0USZqrVBagJeLl++TDabZfbhEFWRCeZaL+KOziOg+yAb1AJp2Y6xbMfh2Z5jsf4EjvgKoqZ79Ij+JmYbzlK1rh+LJhloOP0KK9EkzuQqaAJr1f3EfR1IK2NEZ0YAAUGDksGCbfkBRoOB7d5XSMSiVG/q8gSz7S9yoaOKibERFicfkrZ4seTjJBz1mAqJMjN2HzFPM/7oNBtVPSCIu/T6TxCeuQxlOgk3NiGc03so+9UV4sM3SGeybHo78W3PoAoSslqoTCSirmbW6w7RPHcVS043ObdlNklYq3FkNigabTj2X+CwYYsPb9+hqIGmaaRtVZhLGUy5OC0tLZw8eZL33v+Ahfk5FEEGQWS1/gj1K7dBLaEKMtNdr9I2fw1j2W70YddnOBwbJBdeJGt2IxWylAxmzPkkAipRTxvh6r10TfwQobxrvO7vxVpI4kwsoQoyy72v85pxkbGhB8iyzPHjx2lqauLf/+QGclTfjJ5of5VAZAL/9uMgOtL9Bk1rd3GVG895g5VIoJfatQdlur7KbMsFOkK3UfMZirIJVZDIWry4E8vkrT6qD51nanyUqq0JFCTk3rNcbjDyzvWblPI5ikj6HlEZNquV2fZXkEKjBLYePbXeoADDA78J4mMdgjfq4cKuufknBs9UQEmV4F+MQr5UQlRVXmk08nKN7gL4hz8fo2H5wSQr7wAAIABJREFU/V8STYpbAriyW5RkM/ONpxAFkdbZtxHQ/WcUTcSZWceR1vdyphvPIYxfx5HZoCSZaT7yHN22Eu+99x7FYhFLcz/3xIaKdGTWHmTD2UxT6HZlL2ah4TQt89d0gzBBZP/evUzbO9i++3OMhQQpWxBVFHEk155Qqc+xUnuEYHgYSS0SczbiiS+QNbux5mLU19dz5swZ7t69y8zMDAaLjdHas3TMvIkiGpDVAnl3AyvuNtoWbuiGY4LIhr+XwOZoZQKkumt5WHeG/rHvIaBSNNpw7jvH3NJKpQ+yWncUxVPPnsWrZJMxFEGmYLCRs/rwxuZwOBwM1p7HHp2pZCc5owOrvwYtpGu57GjJPIkCMg8P/ibn/dDp1PVNnixVd/Hs45kKKKEs/OE41Kx+RHB9GLllH7954RAfRET+aq7A/uE//6XfiXraOHT4OIO338WVWKYkSMhaifVAH9Vbj9AEkWL7Mb7U7eOtK9fIp3UJg01fFw4lgzW2jMfj4eLFizyanWdkcBA0hZJkZrH9eRrnr2EopAGNmKMRQRRwlxcAxztf5aIcIjwxSAEZRZBQZBOGUg5ZyRF31LPUeIbe8e8iaippa4D55vMENsep2hxFRWCh9SJNDgOu6Rtks1m6uro4cOAA3/zxNUxJ3Wd4vOdLvO5J8Oijm8jFDEXZysP+r9C4OYxvRZdmzJrchFtO0TB3HamgCyqN9LxB+8otrIlQZekx46qjauMhssnEeN1ZLJlN6tb05nU40EO4ai/7Vq+hxcIV7dudfwUg5qhHKmSw56NPvQ8aumEaRiv/Uw/U7nJNPpF4pgKKqsH/NQvDcWgID1Iduo/RYGCm/gxqNkZj6G4lxV6r3kfO6qNl+RaSWmIzuI+Qo4XeyR/o4kXOer5++QwPHtxnaXYKi9XKQvM5TEuDOJKrgEBN115O93dw7do1otEogq+eScceOhZ01TTBbGe66RxSNkH96h1ktcDaDklMMGLQCtTX1RFrP8vq4Hs4E8sUDVZUQUZUiroBmKoioDLZ/hK9a+9TSsfJGZ2YCgkyRje2QgzV4uILl8+zsbHBnTt3KKkaK9UD1K3do1jWbSn6W1gzV9O4clu/wUWZpdpDT5l0aSYbUw2n6Zz5mX6eBImVmkMgCjSs3AbAGGzhi+eP86c/fR9nXNdVycp2kp4mqjbH0ESZ5frjiKU8DSG9QawKEua2AYoz99GeyEqeVGtL2qqZ2fM6v9sG/bv6Jp9YPFMBBfSgspkHWQBFKXHj2nW2Q/O/JEUAsOHtYqXhJHu2h7AsD6EhIGoKs60X6Vz9AK2gf+IfOnSIv33rGrmI7moXqjmIzyhgXdZ7FidOnCArWXjv3ZsYihkKkoWVvs9ybP0am+F1MrYAs03nqYpOEljXvWfmm87z+VYzox/eoJTLUhJlCgY7CAKWXJSs2cNc8wV6Jr6PiEbJYKX3+FneXMrRtnAdgHCgj81ALwdWr1GMbxIMBjl77jx/em0ET/ghGjDffpnT3hKLd28iaUWyJje5A59DnPkQ96ZOud92NVHqOo194hqWhN6MftT+Gj0zPwLKC4fWAKnafTQv3yJfKLAe6MW/NYGk6vosqiCTNTrJOqrwl3d5RCAvmDCV94hyBhsZgxNPZq3yvHpAERg8+Nu02+D39/yqroxdfBzwzAUUgOsb8N0yl8skgHf5DjVP7OqEA31UbY4hlC/p1ZqDbFT1MTD85zot3GjjtQtnSCQS3LlzB03TCNUexhqdw5beREAjUNfM5XOnuHPnDjMzM5SMNtbdHdSGB1ERkUSRhn1H2dtYxa0b14jH42yX5SN3dFUUs5Op5gu4t+cIhofRBBGtXFpIarFCPx/t/hIno++TDK+gCAbQNDaqeghujKCJMraeE1xqcXH9+nVSqTRRVyOe+CJpawBbZpOixUPC7MO7PQuAIMmE/D3Uls8JgGD38ajmOHumf1JRvNcQWK/qI7ih7xkZ7W5ee+ECf3J7mcDqR5XsYrr1edrn3taFp/zdlEQDNRuPZSDWfb34t6eRy2xkgIi9UfdRFgxE/J0ozQf4o77/NBFxF88+nrmAkijA74+CY3sBcyGBIkg0PdGMfTLN1icQKk+aS4z2fYW+1ZtI26t4vV7Onz/PD+9OUFjUP/FDNYeoD3gwT71HPp+nr68Pe0s/b1+9ij0dpiSZmO/+DO71EQJbE5QMFi6de46/nitQPXMVEY314H5O9+9h6NYVrNkIKgJ5k1NvgCZXUSQTi83PoWoaLYvvIqsFnG17+UiroWv2LT3oCTIl2ULWWYM3Mo3NZuXY2XN8azxJ7cK7gMZG3SEOd7Uy+f7bmPMx8kYnxYOvUpi6h6+8Gb0e6Mfd3AWjVzHntlEFiYd7fx1LKkzL/A1kNU/a7CPbfZ49S9eIRCLE7bU4Umvs+OWogoymafpEa/UjhLIh2batFk9az+oUIGEJ4sk+FsnOmtyUjFacyRDD/V/lX+y37u7pfMLxzAWU/3kM1jIqe4e+haQVnwokGgLT7S/jSixRvTHKjvG4hsiOP1/O7Gam5QIug8i+5Stsb28TdzVgyCUwFjNIahGHy8PlSxdYWlri/v37FDVRp9gnlimYnJjyCVIWPwVBRpZlnIkVciYX5nycLV8n/ugMqiiTtviwpTcqoswaAtvORl3AKLFM3uRgs/MSZ4VFZkcfgKahSEbmW87RsPQ+5kIKQ2MPb5zaV1k0zJf7K5u+Lqqi05REg05QyyfQRBm5lCPqbsYbm694IOMMMFV1kM6Zn1UU9DcCPbhii7rfDgKyLHPm1En+7YqVltm3kbQSaZOb2fYXaVy+hTuxTMbioyCacJeDCMC2JYgzu/6Ug0BGdmArJSkJMpJWYqXuKJvBffxRH7vSBJ9wPHPEtr9dBvv2PP6yr80OBCBtq6Y2PIiMyqPOlzEVUpjzccRyYBnr+QLVa8MEt8YQMjEOnH2RbVsN2tJDjKUMUXcrwUPnMUUXuX9ft79sOP0yjzYyuOPzqIJMbs95Vm2NeKOz2Asxop42lupPUhPWFcpEVeHMK59lOJzGmVgBTUURjSQcdVjyccyFJJogIitFigYrgdX7xAsa08Ej+GJziJqCKx1mruU8qtWNdXWUR+NjNHT1cst1hMC67uSnmnTC3frmJo60rpwmDrzEquguB1O9PLH0nKIQmqZ6c4ySaGTp0NdwmE3YVwaR1QIZs4fUkV+j3xDn/oMH2JLrGBTdKF1WigQjY0T9e1iuP4Y3OlMR9w75urFnI1hKqYpa/85o2qAWUAWZ4smvY2ofoOiq5TN10LU7Iv7E45nLUP7gIYTzsPf+v0HicXkDsFJ3lJSjlj2L1xCycbbdLSzXHKD/0ff1gGP2krZXYcnGMBWSmIoZtvxdOGNLlEQZczGNURI5cUIXR7p+4waZTJa8wYZczJGxBXCm11DtfsYazuONzVKzPoimCYgoFGULhrIyfdLZwHzDafrGvlOhnYd9vSBC1eYYqiCj9pzjUoOJt6/ewFhMURJNLPR9hmPrN4hshEnZqphtfI6O7VEs6xMoooykFplveo620G2UYp6SbEIVDSiyGWtmk6zZjSUXoyQZkZUiqsHCureT2vAQimhA0hTWgvupWh9B0nRCmmSycvnCc/zvK27axv8OQymDCgzv+wZfL91lbHycomSmgIy1lKy8F0XJRMTZQnB74qn3SEVgaOC3+EftIgc8v9rrYRcfLzxzASWah//xIfQ/+HMM2uMmYNxeizMVQhFNLDadRtBUWheuVeQed+w0AZL2GmZbzlGdWKZ68RYCGqGag1w8so/w0PtsL05ht+vs2Y/mQtSH7qIhorYd4Uv763j7ylUS8Rg5TzMT9afYN/qXlWxp092GLbOFtRCvHFvSFsSWDiOiUZQtoGmkHTV4YvOoFhchTyd1obuogm64fuDQEb6fqqZx/McIqGx7WlmuPcLese/omrJWL/b9F1mdHCYQmURBQO4+w0TRRufMm3p/w9VC1d7jbA2/hyuxjCIYWO97DU9sDsvyIAIQt9eQ2nOJI2tXCa2ukrb4QFEwFZIgiEhaib7eHn4oD1A18w72dBgB2HC14U6vYizpmUwJAfmJPtVI75c51+jkCw2/0kthFx9DPHMB5a8X4b31p0lsSw0nKFgDtE6/qVtHCBKrtYcrHrwaAggia1V7yVj9tM+/A0DU3Yo7tkjO5MCaj6PKJuYbT5OxVXM0dIVMZB1FMKCIBuLeVqq3dDOv5eazxLJFmlbeRy7fVL+IFf9+6raGKoEmHOglba+mfvlDDKUcYst+TvZ18vOr1/RJjWRic9/nuZAb4dH4GEXJiEHJEwqWNW6VAiAw3vUZ9oduUkxGUQWJtNWPYnbhjkxXMpis0YWplEHQVBL2WpzJZXJlFfqEow57cq1C8zda7bx48Tw3owbCd36OqZgiaa9htf0Fft04weD9u5Q0AVXVkHnaoGu1eoC68LDepykjbfYS2vcF/ngviLsTnU8dnqkeiqbBv56F9rHvYyzX+aogsdR+mT88aMfSuo+hrRwpW5DNQDeerSndXrTuMCDgj07hic1RRGap6QzBDd27N+WoJXj8ZTYiW9SsD+GKL7LV9hwbpmq8sTkkrYjD6eArr7/IVGgLaeE+7vgSEW8H1sxmJWjkZDtxazXWQgJnZv2pHo89s4kzucpk+ysIJguO1SHmZ6bIWH2YczEUyYRndRDF6uHDxssE14cQAbmQZbrlIlXRSQQgEJsn23KEiGjDkQ5jKqax+oMM1z1HcHMUgILRjufoK6xmwbs9jYZItv0U5oY9iIujSCjEHbUw8Cq1uVVdkmFLF3jayeSCa/fxez2sd77EViKFo+ylE7dVYyxmEAFXep1yuK5M1+ZaL2CzO3b3cz6leKYylA+24C9mc+wf/nble5Ptl/lvjzbSZNO//sOHkFqbp33+HTQE8kZHZdNVE0QETf80TZu92HJRop423IllBLVE3mDHUMyQN7vK416JrMVDvKaf5pX3KRZLrAb3E3W30bRwo3KTRVzNeBIriOWexJNOeTtOhBtV/dRs6Dd8xuxhsuNlGlc+xLM9iyIaSfe/yCuOKDc/uI2gltjpDO0EJRWRsb1f4djWh6RDs2gIJJwNlNy1eJfvws4o19WELRfDmI+TNzgwFNPEXY144ws6/6WUoyhbMBVTGAU4fPgQt0o1qINvYVByxFyNHDp9EW94lAcPHlDQRBKOWlzxRXa8lgHCnk68iSVkJaczj80+lpvPkLV4OB+U+dJuufOpxDMltlfSwJKOVL4uSiZE3+NgMpuCUB6a5m8AO366pwB9WW0nmADYygryUi7FSM+X2XK3Yy4kkLQSJclIqHo/Igq27BYdxTW++utfZbt2H7VrD+ia+hHRwGPKpy++oAcNTyfAUyNUAf0kBzdG8fkDJJwNWHLb7B/9S32HBpGcxYN7+IcMP5pkrOuzld97MsPRRIn+kb8ijJUNfzeg4Uos4YsvMNb5euWx9vQmrr6TLDSexlTUN5ptTjfpI18CVdGtPiQjnZfeoLt7D7fv3EEbfAtRKZKyVuFIhZl/889RVZUjr3+NbXcz7vgiqiAz1fkyoap9AFRvT2EoBxO1fHxZW4BOp8wb9f/57/Eunm08UxmKpsGf/tlfIJUnKQ+7v8jZZk+l+fe/jENmYYTGldtoCKStVdgzYQoGG1MdL9KthBEm9Sbs/5vyPu6oI+ZppT10m5KqEgr0UxMeqohcA8RsdZgLCcxFffqhABFPB1Xb05U25XLNEVrC91BV9bHIU5kjogoiSsdJvtTr52/fuoqU05cTh3u/TMPqHXyx+bJQ0ufpKSyjzd4DVGLOJsTm/VgmrmIs6M3m1er9+HKbmOOrKIIBTRDZrO6jNjxISZMQNYWYqwFHNoKhmKazs4u7niMYB3+IOR8nZ3LRe/Iiru05hoeHKQoGUhYvtswWGYsfZ3qNkt3PZON5ahbfx5NerZyrh91fpGD18Mf94NqVcfzU4pnpofxgBf7q9gSeMr1csXl56cRBLj3hCfVOqET9ox+Xg4VApnoPpbZjGCKL1K4NUmcR+Kj5NTybE0hlstmTmcAv7gMZCylKBivnL7/M0FaRQFjndyiSEUO5GWsuJjGoBVYC+7Hmosiagi0Xfeq5XalVjAYDSm0vJMLln2koyGz7O3AuD7K8vMR2+3OsWOtxJVap2RwlYwtgzUbImVzUrg+SUSBt8mDOJ7HkY5hiKyzVHMYTXwDAkdnAWNvJlLcff3QKSVOwm4xs9L2CYXMOWckhqSX2nTxPd0MVQ8MjyCsjyKUsG/5ubGqWxNR9jEYjriOvsLixhSu5iiIYsQ5c4PPHelhbmMW5cl8/f6pCwWhHUgqsNpwgaBa4XPMP/tbv4hnCM5GhfLAF35pX2T/4zcpEYWjf12l3m/m9TpAEXRPlX/7Hm3gik6hIbAb7CYZHMBoMnDl9ClEUefvGe1DUA8FE20u0Lt7UrT755WCiAjmLD3M+jlGAVPNhJqwdNC69i7dsqbHtbMJuNmDYmAFAEUSWg4doXNO3cAVgw7uHltwSmYxuXZEyuTGUcpWm8pZ/DyvVBzi8foNSJIRi95PoPE82NE1wfRAQWG87R5/fzPq96xiULEl7Dab+c+RHr+NI6Yt4i/UnqCaDaXUETdOXDdeaTtGydBO1kAc0VqsHqMquYUys4/MHGKo7j3/8LczFBCXZwsDJs9Rb4PqNm+RyOfIGK6Kma6bYMlvU1tbiHrjIT0YXaVm6SUk0MjLwDUD3IP7nXVBv/RVdBLt4JvBMBJS/WYLJe+9TvTVWufFLgoH5tkv0tNTzmy3w46USoZ89NkrXtUXOUhe6jyc2j9XuZKjhAm2TP0VUC2iizPGjR3m3UIU0+BNktYiCSNzVWPnEz1r89J+8gDk0yqNHjyhKZtaq+qgP3aUomTEqOQRB4ODBgywsLLC5tfX3Hr8AHDp0iPsPBlHL/jR52cJ67UEalm6BIJJtOcLXB+q4evUq27FYZcFw29WEN75I3uSkJEj6hKUs5bjlacMfmUIrN0sVfwtzjlY6yhahgtXFctsFfNPXsORiqKKB3kPH6K7z86O3r1FK61yZpfrj1GZWMESX8Xq9qL0XmJh4RPXmQ1REDD2neanVwdVrutp+QTKDIDDR/TlKRitfboDnAruLf7t4RgLK9VCBqZ/8OUClCbhz7WbNHo6cfZ4b94bwRiZRRCPzzedpmXsHCYWEtZrFlrO0L9zAmt4AYLz9NY4Vp0ktTWAymxmvP4uU2aZu9T4SJWLOBkI1h+hYvIaxLP/YdegE3/35ezgTS2iizFr/Z/iNYIobV95BURQESWaq9iRtyzcrx5Y0+yjJZrwpvddQEg363kx5K1cXuU6zGeiheusRZpOJ3qNn+Zslhdb5Kzr57P9m772D4zjsfM9Pd09PDpgBMIOciUQwUyRBEiDBKFGUZK1l2ZItW8/r8Hbfu7e+9b67qq3aqlfeZNfZ69tQt16v1kFrW44Ku5JtWWIQs0gBIEgQIHIc5BlMzt19f/QQkux9r+6qLFK28a3SH6BmgJ7p6d/8+hc+37KtlNc3s3ztVcypVZJmD7btx1kY7ceX7xrNlO0ha7JTNX0eg5ImI9uYbzlJ7eRp1IjeiRqv7KQ2t4i0MIzZYmWoqouiyYuYU6sgiNS3bGZHawOvvn6aSCioU9qMdlK2Yn3k3m6DtkMMTc5QutCLCCTMHoY2PsYXNkKx+T3/GKzrN0C/EQHln194FXV56lf4pNL/5PHv3CvRAASRBe9mfIvX1/7dW+zl6NEjnD9/npmZGRJmNypifvdHRZIM7Glvx242cu7ceVKZDBF7Kc6on2R+SKyiooJDhw5x+/Ztrly9ttZSvdPwvfPzsrsBZ2wRU75wmzbaGa87Ss34aSyZMMnCOj7zwNtm4znRlPdX3krF4nVyggFNg5xsRtQ0jJnoWgaTE2QkLUva6CLgaaB8oRtNEBFFiZnKdormr2NKRxGAqvpGOnbv4Ps/P4sS1Bf8xmq6aJKiaBM6+yXXuJ+pQJTy+WsICJgqm3msYxs/e/00waUFFCQyRgfGXIKIs5yJ+qP87xug2flrO93r+g3W+z6gxGIxvve97611R9KSDZMSJ+ysRBVEoo5yKvxvrq3Uh2ylFMTn154/VbYbWyq4RsBXgYTFiyOpZysNGzbgL95CsPsXmNMRYtZiXDuPUj+vs1ttNhtN7Yd4qd9P2Xw3ILJa38FHG22ce0PHMtY1NvNjczsb+/4VGR1IFLcUImcSGJXk2rEoa1vPAqpsYaz6ALKSoWH2ApqSxde0hV+oNbQNvQBAxlWGtPEgib7TOOI6FiBuLWbF3UCV/7J+6yRZMClJkiYXlnSYjGwlsPUDlPm70eZ0hMFEdSetdlCGL6OoKrMlO3AvD2DMJBBRKa+q5VDnPn5x/jKLU2P5Dlkx8eIGyv1XQdNI1+xkLqlRMXeVlMnNYNuHAKiywn9v0mso61rX+z6gvPDCCywv62m74ipDvu8kNYkpxt46B5kUy0XNhGxlbJg69SvPvXMB33mB77zFXymowxlbzBdlBXKikZxsxqBkMCopNm7cyObNmzl9+jTzCwtkDFbkXIKgu4Gi1THsdhtdXV0EAgEuXbmKmkc5Lha24A0Mrv2toKMCBAlPRM+w0gYHIy0P8cDqOfyzs7jcHo4ePsT4+ARv9faCpqIKBsbrj9E8cxYlndSdBR1lWFKhtX2kO7rjDhgqqMEdmtT9kpU0y8WtuFYn1lCTnqJijh85zPcu3kKY0W+VJiv3s6XYQvrWObLZLImyTQSyEmWLPQCYi8r40P2HOHPtOrNDt9AQCLuqGK87AqLIx6pgTyHI68FkXXm9LwNKSoGvDEEwsEzj4AtrF+enPvUpRPHtT++Ll/uZv3UVQc39h3MlAWc1QW8L9aOvriEMButP0Dh5GllJoQgGRuoO0zT2qr50J9so3XWERmWRa9euIQgCZVvaeTXqomn4ZT0j8G7g6UM7eOONN5ifn8dVWMQV3yE2DD6PpOXQEEnLNkYbH6Bx4CWMWvpd0CdVlDGgct+O7dTU1HDq1CmCwSAWbyVX3TvXshPV7CTafAhtojc/pSqiihIqAnK+BpM22BhqeoSq2QsUhKfJiiZGNtyPI75E+ewVRDT8pTvZ01RFtPcU4XCYYEEdjqgfTRCQcylcBW6OHTnM5duTzNzqAU0laishVbODmokzpJJJyhtaeCsE3uUBerc8jWAw8p/rYes6G3Zdv6T3ZUD56jDcjsKm68+usTlsDhcfe+LDa4/JqbqlhuzvpyrvuPcf6c7FvOJpxBMaB/QJW0nNoSEgKSlEIGL1YRDBFlvE5/PR1dVFd+91hoeGUAURTRCZrdxLvf8SaCrbt2+nsrKSH//sbVe+gQ2P0DzyEiI6yClmdlMUmljrwkSNHkZaPsCxRDfB0ZuYTEY6OjrIIvHamTcw5JIoSIy0fYjN/jNkVhd1Ar+nGXM2gjM6967XpRjMSEqGlOzAmI2TNjowZ8IkLMVYUwEyBhvmTASr1ULXwYP8ZCKN8fZZRE1hwbuJvZuaiFw/QyAQIFFQQVSy583LQLbYOX7kEFcnV1gZuIqm5MiKMiFPPdPVnXxpExSsD7Ct65f0vhxse24KHCsjFOYhSgoiGUVjx9bNCPne5A+mYSiiUj/8U7IGKymTE2MusfY75r2bEVQVU/7fErZi7PedJBRcwZZYRhNlIjYflrwhlymbxFPbyoMd9zEyMkJ3dzcpk4vesv34Vm4jaipOJc6HHnoAURTp6+tjeGyc0bK9OEPTgEZxcAgRGKq7H2dsHmfenTDqKMeciWJSkvgW+xi21jFeewg5HmBuoJvb/mVmK3bhDk0gIFAcGGSpZCsZRcOcjmJPriBn9ILuWlFaNLK66SRRVaIgMg2CyGxlO8vFG/Eu3URUc0SclbQfvR8hvER3dzeZWAhDLkXc4sETmSYxO8ru3bvIljQTnhjAGddtOSYaH0KMB5jq72YplmKw6WFsWhpTIsDIhgfoKjGw03NXPgrr+g3T+y5DmYjBF4d+lXcC4HI6efjhh1nRrPzlbSjzX6UkT5kH1jx0FUFC0pS3LTW8m/GtDCBoGopgIGV2oRqMOlENmHe3IMkGSpb7MZlMdHR0kMwonL1wAUnJkBMMjDc9xPb5M8TDIaqqqti/fz/ffPUSxsAkALc3PIR36Sbu8CSqKDNTuZe0wUr95GkMSvpdnSeAjGhkqu4wvgIXhoHXsST0GZbp8naq1FWEeR1atODdjDkZpCA6u/ZcDUhaCrEmAyiiTE4yEbf78KyOkTY6MGaihFw1uKJ+JFQqN26nx1BNQd+/IakZIo4KDh/sZPXWFcbHx0mZXKRla54jqyslWZmsO0zNzHnmSrZSN3mWfZ0HqW1oxGZgXev6D/W+CyjPz8KtaxcoXh4AICOaGWr5PToXfkE4oF90gYIaJqs72dr3HX0fBkhYi3EklkmY3Qy3fQjH8jC1U2cBWC5uY+d9u3jr2lWKVgZRRQOTNQcpXOynIObX6xueSj56fD9XrlxhYmICrC7GCrdQN3NOt98wyBzq3I8sy5w7d45kKsWip5miwG0UUUZWM+QkEzkMZNxluFZGScs2VFFCToeRgKxoQlb1mkoOkNEDw4qnkUr/5bX3QEUiaXZiSYcR37HQmIM1Y/Tx2kPImQSVft1PJ+iqY7ZiF60DP8GgZfMQqcOULt3Au9SvuwsqaZYLmyiMTGPIpWhoaubH0hbqR3+ONR0iZSpgqrqTpuF/5w6WYKzmEJX+qxgtFj77kUffs/O+rt8Ove8Cyo0QXPrRM2janf4FqJKRYwf243Q6ef7lnyPkUmuzHirCWidHAIT2x/lUWwF/dnqcqrHXmfdtpWT5JkZRYKa8nYWCemonT+MKT6/9zZCzCm9mmVw6RWtrK1VNbfzo5zr4KCcYmNz0GIej15ieGMPpdNLVdYiHB+xtAAAgAElEQVRv9y3gnNQv5tmyPcQdPhqH/h0RlXRRPc6W+1h96zUsyQAa756LEYAbm55EUrLUj72KKR0hK5oZ2PgYzaOvYE6uArDi2YCcjua5I5AyOjFnIm8vFgIps4dAUTOl892IShoRmCvZRlFgGGM2TlYycav1w2wc/BFyLknK5GLvwcP0jC+gjl2FfHdKEWVUgwlj3gUR3i4kC8DHnvo4Vsv69Nq6/td63wWUubk5/v3ll9d+vr7pYxwOXSY4M4bD4WCs5hDJlTmq5q8BoAoiAVcNxaFxZsp2UdGylaU0FF/5NubCMhr3HaXdo3LhwgUGbw+Rk4wsFbbgivmxJAIIaGSMNtwdj7M1Mci1a9fIquTH2ofIylaM2SQbNjSwbds2zp49y9LSElFrMfbEMlGbD0d8iazBjJxLMleynfKVflQlpw+BmZ1oqootvbr2mlbtFUw0nQCgZOZNypb6UAQDkqaw5G3DGZxAUvPOgvkMJYGMNT/j0r/xIzjDU1TN6llNwl7CaHUXLbdfwKCkUCQTiiAxX7KNqtmLa9T/ycoOKlYHMcRWiNlLGK88yMbB76/ZiGZFIzGrF3dMv71SRJnU5pM8Whyjtrb2vT716/ot0PtugqCvf4CcpHstaMCWm9/F57LykY98BNlspfjmS5Qv9JIxWFn0tiFqKsX57k3UVcmNEGTGryPmMtwsP8ClFTgfEOns7GRw61PErMWULV3HllhmsrqT4YYHkNQcydPfIhaLcfxDH2fZs4GiwBAqAsENXezr6GRycpIf//jHlFZUMd38ENaEzmXJGu1YOp4gI+tQloLwFKubHyHkrMCgZTFlYiyW72S24SiKKOuzKOYCTJoKag7fUh8qcHPzx4jX7qJ46RbmXIzFkk2khbc9J+4Ek6SpgIzRTul8LzFrMfMbH8aWi7P51nPISoqRumPELUWYckl8KwPc3vAQ5BcqK+auYq3fwVDjQ1hjS2we/P4a6Bt0Wr07NktC0l/LTNU+Prq5eD2YrOv/s943GcpAMMffjolsvvkdNEVB1rIsFjbhcjixz/To8yeNexmOqtRMnwdA8tXT422nbuQVHCk9A9Bh1bpJVU4yMVXVQdhTx6drIa3As9Ow8eb3kDNJRBQMxdU07+3COneLnp4esppI2F6CKzJL1F6CKzaP21PIaPUhcvMjeBdv6ANzWo4F3xZKAoOg5EiY3cipKKrJiikVetuDRxBwhycx2gvorTxMQXCC0qXrqIJETjBgUpJ5yDMsFW/EExhBESVMuSTvNCiDt29B7ngfC4BgsjFa00X12OtIuTQIAgsl2wl46miYOIU5H/jeWRROy/a8H8/bmqnYQ8HqFI64XphNyXbmdzzJFze/Z6d8Xb+Fet+0jb/zkxepnrmAqOYQURFA932R4MOPnGQ5kiA03IsrPE3S7GGpqh3PUj/ehT4CRc3YYnqdwZxvr8ZNhSCAN3Abd2CEVVspbV4rzsAoqdkhgjs/QmNlOenpWywO9hAyFXGt6gGkTAx3aFw3BS9vZ7l0K7bAGJbpHpKSheEND+JdvImIhpxL8uCxI1yJ23EFxxFR8ZfvQUHDkg5hTEdYEeyw6QgliRns090UWQSWWk+SjoWxJ1d0q8+mR5DtBXjmepA0hbmyHUzUHsIcW1kDN4HePhfRMChpkqYCBlt+D2tsgZK5bkQ1x+0NJ9GMFsoWrlMaGmGqdDeO6ByapiABOWcJQjqBQU0Db/Na4mYPxcFRJC1HSrJiVNNMVe6j3FvI7sK7+jFY12+43jcZyh+8mWJT37Nr9/MaMFZ7mFr/FQyZBNmSRvyih+o5vW4gu4p49FgXP7s+TmS09114xzXHvPzvyUlmZCVFxFaKLRkg467gDx89srZ/cubNXoZudKNoIkmLB2sqSNrkxJJaJWV2k2k9RHJmCF8eAi0AQ/UPsDHQjRJaIm73IccCxFIpCowimqZx4dJlQuEoDxw7jKIovHLmApaWdo40FGFU0mQMFgRNJW12YY8vErd6sSZWSJlcWNIhsrKFiMVHYWSCHBIGFKL2UjTAEZtHQwJRwF+2k7K5br24KmiEXdXs2dvBravnMazoJvLDDSewpkKUz11F0CBqK8aZ56hkgP4dn8GQS1Ez+guc8QXC1hJmWh/mLzeBU74LJ39dvzW6pxnK9PQ0M2mJlxaN+DMGPMExJCWzhmj0hCZYLG4j4GmgYO4GBVE9O1lufYCy8Bi9PT0EFBl/8SbcEb1ro+MSHyVr8WCPzCCAzokVjRizcSQtS8RSRF1lJS6THlHeVEu57NiMZ3UEWyqIKsmE7GWECmqxpldxzHQjGAwMND+Kd0k3YfeEJ2nfvhVXXRtTN69hETVmJsaZmpzE5/NRW1MDmsKXv/xlnE4nx7oO4NFi/Ms/fQ2prJFKhwFRU4mVtBGr3onT34uIStRRhmHbA6RW/BTki6MDLY+x6qmjaGUIaypI3FrMrdbHMCgZyhZ6EDSV+ZKtiKqKLbFMaOQ6S/ZKrPFlVFHGG7iNIzpHf/NjSFoOT2gC0IPt7YaHUMwOCkwG/J4m4mY3C1V7uM+j7+msa13/f3RPM5Svf/3rAAQK6pis7mRb37dQ0bEEA00foGb6HNZkkJS5gKjVR1FwCBAwyEY697VzO2FipucNDLkUaYMFUy5JyujCnAnjKynlTFEXZZNv4LozawJEHBU44osYBZWdO3eSKt/CN6YANUfrrR8jqVkysh1rcoW4zct43VEKs0FKx99AzOh0t+sbH+dg7AbhqduEI1Ge/e53+a//+bM6F0UQ6O/v5xe/+AWf/OQncbvdXL58mRdffJE//MM/pLRUZySuRmJotdspS8yQFY1rMyKe0ASimkPTNN0YTDQiqxmirmrIpbEkAwgISJqCv2QbZfPdZIx2TJkoSbMbw6bDpJcmsU11AxpTlZ2krG6qx05jyUUJFtThCY2jAPOeVpZq93OfC+4vgy8OQhYoNcL/2HS3Pw3r+m3QPQ0oL792hrkJHSvwywdRfP9nmEiCPxCmcux1rMkAaaOd6KaH2b36JhMT44hmG/PWcooCQ2vPm6vYQ9JaRP3UGcR0gkhxIyNl7Wy89UNMuQRp2YF35xGqY6P09/eTkUxMVe5DUBVqp95guOEBEq4KrNEFasdfx5BLs1rYwGxlO5uuf1vviAgiTQ11PP300zz66KO0tLQAEIlEMBqNyLJMKpXiO9/5DhaLhccffxxJknj55ZdJJpM88cQTAPQPDKAd/6+0zl/CoGZIGl2MVR+kdKGXwqiecU3UdNHgMpLpP4OoZFgtqMVf04VvvhvvYh8aMFpzlLTNzZbpU6jRAGFHGY7oHEmzB2tqlYzRzmjtISyZKNUTpxGAoKWcqdYHKTLAX255b8/zun53dE8DiqrBH12JUz36Gvbk0jvgSQJ9236f/9Em8oUBqBo7hSs0gSJbMGUTNDU1cta2DdvwORyxOXKCjEHLEnDXU7g6Tka2MF3VwW5bguCty6iKgoDGTPlufKExTHGdj0pLJ4NXz+OM+lGBtMnFUNuH+UwdLKRg6PWfIGWTGNSsnjWg0bvlacrm3sK70EcikeA73/kO8/PzfP7zn8fhcLCyssJf//Vf89GPfpTt27ezuLjIP//zP3Pfffdx9OhRNE1jbm6OV155haeeegqr1YooSYxX7MO3fAtbOrTWkYmZi7CnVkibnGiqgqhpyEoaBZG50u1Uzb1J0ujEkomQNLvxbziKmIpSM/IqIirLRS3M+7bSMP4q1mRw7fcBpIwOBjY9wT/tuEcnf12/lbqnNRRBAMlg5EbaiiURWCPJi0DJQg+vr1pICzJVsxdBNJBqOsDhphKu3+jHOn8LcmnQVKR8V0iVLQRc1biifgpXx4hFIgzWHacgNIWoZrElA+xrb2fbxmZu375NcOQ6YXsZlmQAEZCVNKWpeVwlFYzMBTDOXCez/REGPNvxLfUhAEWB21zpuc7X/6+/oKy0hJMnT7Jx40YMBgNmsxlN0zhx4gQ3b97km9/8Jlu3buXECX2I7eLFi7S0tOByuaiuruYf//Ef2bp1K0aTCVd8gYWyHSQshTjzHatIQRXaxiMIiyOYMjHS5gImKvbgXR3FFfWjITBe24U9voSgqXjne5EyccyZKIHCRgpXx/CtDLDo28R86Q58i71v4ymdlfxve+vWi67r+rXqnmYoGRX+cQwM5/+VnCBizv4qgf7OwYVd1bjDU7jdbs77DlG8coviFX2BTgBG6o5R57+ElI6hIDBUf4KauStYk/ocxlR5OxWxSQzheQoKCjh8+DDP9c1hGHsTQVNJmZz4qztpnTlDOplAEQ0kLR4mWx+hdOQU7vAE/a2PUzZxnsLYDCsrK/zLv/wLkUiEP/7jP8bj8RCJRPjCF75AZ2cnJ0+eJJvN8v3vf5/V1VU++clP4nK5mJ+f5x/+4R/41Kc+RV1dHQD/99/9Hf/lC19FDtzBXGrMlu6kfPE6+ukRSFgLMWbiGPOAJZ3K78GaDBI3e5ioP4YpHaJ+9NU8elJgunQ3llwE7/LAL2ExBQa2fIK/273OH1jXr1f3NKD81SBMhRJsv/kdggV1+fV9/XCy6Mtzdw5usWQr/61jA6dOnSYQDJATZDQtiyHPGsmaXahth/EvB6mcvoisZVl11eIOT6xdTHeClNFoJJPJ6BS06BIGdAtRyWzHsaWLvvkQZf6rGJQsi942SpZukJNMGJQMU+EU3/zqX/PUxz5GfX09k5OTuN1u4vE4VqsVp9PJ2bNnef755/nYxz7Gtm3bSCQSjIyMsGPHDnK5HIIg8MILL/Dggw+u1Vymo1kMTXsoX+gFIGEtItd6GPHWaezJZXKSmcnag4jZFLVTZ3WLjqIWvCuDZIx25EyMiLkYV2o5P8afe9d7/U5qnQb0bXmaz2800mB/r87uun4XdU8CynxC5bs/P0dWUZCTIRypALE8dPk/Iq8tFG/Gt9KPWTawZ89enpk1smH8F4B+cdxqfozdi2eJr66QyK/1x2w+rPFFRKC/7QkyJgd/vhHi8xOcOXOGuOxETEWRtCwZ2YG/9UH2LekUtrTRjqqJRNzV+JZuoiEwVX+E3/OmuHL2dURR5Kc//Sk3b97kT/7kTzAajUxPT/OVr3yF/fv38+ijj6IoCt/73ve4ffs2n/3sZ6mrqyMYDPKVr3yFI0eO0NXVBeidLlmWefKjH8Ns1kftbzc+RPPsOUiEUYEVTxNWJYE9PENGtmHMxlkubKI4MISGwFjdEezBKXyhYQRg0beZjGCkcuGtX3kv72R/g82P8t+2F1O3HlDW9WvUPQkoX++eh+5/X/vWzIpGNEFcM7+Cd3+jLhW38t9P7OLixQuMjY7pBDVNQ0TVJ1ZEAwf3t/PcsovC0TOYsjFWXVW4w9PEDU5m6w5QMXuFYP1B7t/g5tb0Mrz1wtrFpQoGJEFj547t/Gu0guqJ01jSYSKOMpzROaL2UpyxeTJmF1/8s/+Tndu2cuzYMbLZLLIsI4r68WiaxqlTp3jxxRd56qmn2LNnDysrK4RCIcrKyojH4xQXF9PT08OmTZuIRqMUFhYyNzfH/MICO3boFVLFYGa14QBG/00c0TkQRBZ9m1lx1bFx6AUENBJ58n5WNGFQ0yj5wvS8dwsly/1ogsh8YSvly31r72kagYzZQ9pWSKrpIH/edjfO9rp+l3RPirJ9KQtzsRyoKmgakppF1rJovP0Neue/mfI9lC7dZKD/BrPuFoY9G/EGhxHQ0BAZaHuc7bY0t/p6ccX8DNccJmYvwbd4A4Bl3ybKZt7EkgnjWhpgeC7Abc9mxHRct6EwWFjc9AH2e3UKW3FogqmKvYRd1fiW+gGIFDWxd99+xkeGObRnB6qq8uUvf5mOjg5MJtPa7Mnly5c5fvw4x44d44033uAHP/gBO3bsoKamhuXlZb761a8yNTXFsWPHkGWZ8+fP8+1vf5udO3fS2NgIgsDNlscp18JYprsxZaLMl2wjZiulZPH6Gvx6rPoQ3jyqMeCqYda3g6LQWN6zSOT2hgcw5pL4AgP6eyqICGiICBjVDEnJQkIVsDg9VNnu9tlf12+z7kmG8mZPH739g6SMdqImD3FbMcZUhNKlPhIWD/a8IRfAclEL/8dD7bxy9hJLE0NoaGQFI0YtQy7/7dxQX899993H2bNnWVhYIGb1Yk0skTB5sKVX0d5hjp7BSP+Op6kb+Rn26CI5kxVLKkRNTQ179+7l0qVLTExOkjVYkHNJFos3UrIyiEE20CNVc/Zv/oSnPvI4TqcTQRCYm5ujvLwcgOHhYb75zW/y8MMPs2fPHoLBINlsFoNBxyIVFhZy/fp1Nm/ezODgIE1NTSiKwurqKqWlpeQECQMaQW8LxtgK1sQyIlq+RpKAfDdLEY2Iaoa0ZMOsxNc8ijKiBaOq23aEnJUURGaAPH9WMDDQ+jiVU2/gjvmJmzyI7Y/xuca7csrX9Tuie4IvmBgeRExFsEXnKVm5Re3kWcoXukkbrJjS+jKcBkxX7KU4OMJ3/vVZ+tRihuqPIwBGLYOKyOTmx9jd0cXMzAw//OEP8ZWWsrDxEcyJAAKQtHi4vvEJwo6qtd+5ULYdYyqMKzKLqOWQarZw9OhRFhYWeO6551DNDgaaHsOQ0y9MR3qVJ5/4CFUVlWxKjvDEhz7I1772Nebn51FVlbKyMlRV5W//9m/xer381V/9FbIs86d/+qckk0l8Ph+pVIovf/nLPPPMM7S1tSEIAjMzM/zRH/0RAwMDlJaWoqoqNwq2IDW1414ewpZYYrm4lZGGE6iajpICuLHh9xDz1HtVkpj2blszPJPVJKpoYN67BVc+mIAeTFTZzOZb38OSDKIKIkOtH6BxvX6yrl+z7kmGMjIywsDAALFYjFQqRU5RAAg5KnBG59YW+8LOKj790EEuvXmV2dEhQCOTz04ysg1TNk59fT0dHR309fXRe72PnCAhqVlUxLWO0YJvCyWL17nj5qcIBrKyhYSjlMLACHa7jcOHDzM3N8ebb/WgaXomMNxwnDb/eZRUgmhxIyPuTTh++iXq6+rQNI1vfetbfPCDH8ThcBCNRvnGN76BzWbjySefxGw2k8lkWFpaoqKiAlEU6e/vp62tjatXr7Jjxw6y2SyKomC321laXsbr9ZKwFiPm0hhyKQxqFtVoYbx8Hw0Tr6EKEqKmoCGwUNhKaeAWoAfKm00fZPPQTwD9tidtciGnV5GAW60fxmB34Zq+RulCL7frT6B5Kvjq1nU/4nX9enVPMpTBwUFUVaW0tJStO3YysuEhsqKJjNm5FkxyoowtscyPv/evGAwGJio7AJC1DIpgYL7tEfYd0LOTZ599lpwmMLXz46iakH9hKn1bPkFGtuaDCfhLtjJd0Y6o5TBnonjNIk8++QR2u52XXnqJW2NT3Gx+BBENAY2G6fPcf7iL5vv2Y1kZp23oBcb9iywuLpLNZnn66aeRZZmlpSVmZmb43Oc+x4kTJ/jiF7/IzZs3MZvNeL1efvjDH/L1r3+dlpYWNE0jGAzyuc99junpaex2O5qm8aOfn0be9ShyOoo5EyFu8+I68ARJs1sPJggMNP8es+W7AAHv6jBTZe0AaILE5qGfoAL9LR8ibivCkl7FgM7azVhcfLxKpTQwSMRRhlhYweeb1oPJun79uusZSi6X4xvf+Ib+xwU9h7hzCBNVB6mdPgvkb3mqOnisJEN391uoikLKYMeci5GW7ZizMerq6ujs7PyV7GS+sBlv4Da3Wz9Ey+0X8Pu2YUmHKQqO5InxbsLejVT5r6Bp+pJgaWkpP/zZaeR0BA2Rmxsfp3PlHOHFOQo8RZz3HaJw5TYlS32gaTz33HOEQiE+85nPIEkSr7/+OpcuXeKzn/0sPp8PRVHo6elBVVV2795NOBymoKCAM2fO0NHRQS6Xw2g0Iooik1PT1FRXEbf7MKYiZI1WTJk4kqpDpnwrg2RkO8ZsjIizivHqDqr8b+IJjqICY7VH2DDxOjlAQGK6uoPq/KxK36aPU+IwYxk6jTM4wY3NT/G5ViONjrt51tf1u6J70uWJRCJomoaqqij52x0NgcXijWsexAlzIcWBIaaWVwmbizFnIhjUDBoSqy1HeLCtksGBW/T29mIv9HGp/DiehRuIqBjVDBmjg/L5txA0FX/5buKlG0lKZgoi08i5JB4tzqMnH0AQBHp7exken2SyZCfusD6tWrIyQFvTBvbs2cPkxDiu2W5ysgUpkyQRDbFjxw4qKyux2Wx0d3fT3t7O3r17efHFF9E0jdLSUkpLS+nv7+eZZ57h2LFjGAwGFEVHGmzevBmHw0Eul+Nb33oW2+N/SkloFFlJk7S4Gaw/gSYZKVm6AQjMV+1jR2sT4clBShb7UFUVo5JCRaAoNI6CRP+mJyhZ6scTnkAAohYfgZI2yleHcMz2kpWtLJZuo9AITesBZV3vge56hjIzM8PFixexWq243W6WjEVcCRlomDrDeGUHdTM63jFjsBJtOoRx6i0csYU1WlnUVoIrPk9hYSGHDh1iYmKCa909qJp+mzPY+DBti1dQwkukDXZMube9gPXsxEO4/gDNs2eIhEJUV1ezZ+8+vv6zSzhDk6gIjDZ/gIfkSUZv9SHLMvv27eOVJQnjwBkENUf/fJjnn/l7/tPHn6KyspLR0VH+6Z/+iQ9+8IPs2bMHTdO4ePEiq6urnDhxAlVVkWWZv//7v+fJJ5+ksLAQRVGQJInpmRkqKytJWouxpFaJ2X1YkqsYlBRBTwOFwVHC+Y6NzeHkWvlhLIkVqvMYzNmy+4jbvNROnMWU01cXcpIJTclgQCNl9mBJBXV/ZFc1kw3H+HwT6xOy63pPdNczlLfeektv7cZirKyskFicxhOeRBFlxDw6ESBtclAw14egKohqbg26lLEX8fjxA0xOTupueEi8WXsS72I/AhoFUT+PHu3klKEZW3AcSc0SdNUQdZRhTyxjyCUpWJ1g757dNDQ0MDAwQF/fdWLWIqzJIGmjE99iH2aDyMmTJ4lEIvT09KCElpGULEmzm3KrQPuu+zh3/jyNjY0YDAZOnDjB9PQ0gUAAr9dLbW0toijyN3/zNxw+fBhJkmhoaOCb3/wmuVyOuro6BEEgEkvgcrmQlAwiCgmbj+END4Io4Vu+hQaEK3bwyeN7mZudxjLVjSkZQVZS5DBQEPVTEJ1lquYAMasPV2QGSVNQJRNZox1zOoKCBJKB282P8qetArXrsyfreo901zOUxcVF3nrrLWKxGMlkknQmC2ikjA5URKwZ3RrUX3YfGbOb2vyIvYrARNVBNixchmyatrY2SktL+dmZ84hZvcXb3/QYuwMXSKwsILu9vFVxBGdkjsqpczoNzV5CouV+9q6cY2JiHKfTSfuBw3yrx4/PfxUQmK/ZzyeaXVw+f4ZEIsGGxiYu2rbivPESci5J3Oplb9chzpx5A0/MjyAI/PznP+f48eNkMhlkWebq1aucPXuWT3/603g8HjRN48/+7M/4xCc+QWNjI5qmIQgCsXgCu922NswXKKjHHZ1BUHPEzEXYksuEXNV4wpM4HQ5sWw5zdkmlcfjf1uZqQtYSRIOMMzJDSnZiykZQkRBQ0JCQUAGNmbJdrJRu5WvruIJ1vYe650zZH8zA9IWXcUbn1i4sDUAQQQMNNd+KElAlmWTDPsLRGKXzPSCITJft0vEGCCBK7N+zC6/Xy6lTp4hGowQ8Ddgi8xhzce7Q3ro69+Pz+Xj99ddZXFoiaSrAkg6xWlCDOzSF3Walq6uLcDjMhUtXUJRcfgWghcLINHImTqy4kdhqAHd8HlEUiMfjBAIBSkpKMJlMxGIxnn32Wf7gD/5gbSz/5ZdfpqSkhPZ2vTujChJzvi2UL+oLgRmjg4maLlyhKb34m9/TMRUUs2P2dZaW3r6NuzPMBqAIMpKm22zceQ/v/H8FvVB7fdt/4mSZyEPld+Gkrut3Vvecet/ihKi7jh6lCNfq+Jpb4GjDAxQGhxHR5yqGm07i0DJYZ3qQM3FGaw8hCFCW384drrufNo+BoRu9TE9P09nZyYq9AnXyBrKaZtVZzWTrB9htWqWnp4epqSm27D3AazTizbNOIiYv4xuO0qws0NvTQyyRYKj+QczBSSQ1gzkTZXt7B03VZczevoldiZExu3ixb4oau0RpaQljY2N86Utfora2lpMnT6JpGn/+53+Ooig88MADVFVVkVFUpqs78ERn8pYfMF26G3MmQsliH+ZUBEnLErcWUbLUj2V1mrnaLqYcDfhW9HUAEX3qV5WMaxR70LEGWdGCrOXQ8nWnidrDlBZ5+P26u3tu1/W7p3ueoQCkFPij67C1+xlE1LX1+zvftilTAeZ0iJi9hIRsx7s6urb3I8IaR7a4qIiOjg6uXbvG7OwsSUshiqZhysSQtByyQabrQAder5fXXnuNpeVl0kYHpkyUbH65DkFk05btNNVV8eKrp1Di+i3YeFUnNYkppJUpnK4CLpd00TT87zoAWzKjaiqpRAJZy2KUZc5duMjBzg5WQyE8bjfD45PYvRWUOXSikWJxMVV7mMrhn2LIg6Xu4Cg3TJ4GIOhuYL50K/WTZ7EkVlAQkNDI5Z0A9UxEYs63icrF6++4darDlljBnImQMrkYaPswX2wDt4l1res91T3PUAB6QtAbVCld6EYAEqYCJmoPrbWQQ+4aZsr2UBQcwRlfICVZ86tuOsg56ijn0MFOlqYnuH79Om63m0hTF7n5UczpMElLEa69H6BCC9HT08P09DSNuw5wiga8y/0IQMhTz+2Gk5hFSIxfZ3R0jLHydkzxFSQljTsyQ1NtDUe6OhkYn8Lt70FAJeCqBkHCkokgWBx49z2MX3OwscgEgsC0bzulrduxKwkKZA0FicHWx/HFpnH7u5HUHCP196MpCs7UCgWhKUAgI9uwJQP4lgcJFNSxUNxCYXgyvwAoMVt6H874IhLKmvdxTpCRULGmVjEoetYSdk4g52UAACAASURBVFQQ9tRRYIT69c7Out5jvS8ylG+NQ7d/hbbB5wHy2YfurRO1FOvWFqKBoLsWW3QBa74TJADz3s2UBIcwqFk2b95McXExZ8+dJ5NOo4gGMrIVWclgVFJs3LiRtrY2Xj91iuXlZTIGCwYlw3TlXqr8VxBVlS3btrNz6ya+9coZlEXdbmK8+iDNcgx1ohdJkvBsbOds1Ebj6E/zFzhEHOXIahZbfImEWff2CTsqcEX9ZIx2NPRMSUVEEEX8ZbvwLfQi5dKIaAQ99cwVt9E29CIACUsh/rpDOAIjFC/eRNSUtQ3sOycsaXSxWlBF2dLNtewkYi7EmdIpdTnBgCJbuLXpCT5eBfuK7875XNfvrt4XAeXLQxAa66dy9hIAPZueZNvN7yEAOdHIWN0R3KsTFOfX9++YdxmUFKpkZNfudsRMnJ6eHgwGA5HaduJLs7hXx9CQcG7axyZbhmvXriEIAsVtu3kj4qBh/Oe6SXhJE5+5v53r169z48YNJFlmuKKTsulLSLk0kpaj2FfCka6DdHd3MzIyStpgwZhLELJXrPnnLBS3EfLU0zj0EiKw6tlAQfMOkj2/wJIKoiAysPFxKvxX8eT9mMdqDmERVHzTlxCVDKpoZKTxQdpmz6DEQoScVcwXb6R57GcAxE0ebOnguwLL/0wjdcdIWwux2h18ad1SdF13Qe+LgPK1UQj2ncUTGH4XsU0DYvZSHLF5EpZCDMkwRt5GG47VdNGYmkZdGMPhcNDZ2cnV/mGWpvQaS8zmRbG4cAdGsFmtHDhwgJGxcYaHhnRIkyDir2ynzn8ZNJUdO3bQ2trKN155A2FZd90baXiAY2UygZ7TxOP6MuKEbyext36GOR3+lddyJ1OYKdtN5WIPmqrqtR5NWfMUBlBEGUU0YMwlyUkmkrIdRyqgP9ZgpKtjH9NpI7evnlvbfJ6o6WK1cAPGVISK2cvkECnMIy7DrlpyohHvqm4pMuvdylLlLkrM8LkN4F7Hx67rLuh9UUN50Q+OmR6MucQvAapF1MotnOy8j+HRMUy5xNpzcggUhSbwOizcf/wY8/Pz9Pb2sqrIrDgrsSWWMWXjuIwiD91/lJWVFXp7ewnlYKi8g6LVEURNxanEeOzk/UiSRG9vL/2Dtxkt3KZPzYoyxYEhzJkID544gcfj0b18pm6SMhVgzMbWjlXlbSgUgDGXItH2AMlEBGtKt8aYqTlA0FVLQWgCUVNZLmplpnIf9ugctlQQRTQytuXDbDdF6evtYWFxicXCFpyxORKSjdm6gzTZwGQ2MeVsoGriHBIqy4VNzNQdomhlEHM6oqMdmh/iE9XwVA1YJNa1rruie7Jt/E5FsrCcAUMqAvCOC1RgtXADtvGLXHjtZ5Rtbmes7mi+twGBwmbmGk8Qj4R5/vnnKSgooK7zYbR0HO/KIGmjk6W2RzCrGV588UUsFgtHH3yYRCpL4/irKIgMtTyKU1L58Y9/TCgU4oknniBmK6Fu4jVEVIYbT7Dl0Eni0Sjf/e53mZ+f54knnmTBtwVbvhCqwLuI8gCDjY9gEFRcPT/CHZ7WHQudVdSNv6bvFwFRewkly/00j7xM3O7LG4gJNF5/DtFopun4E2RkKxV5LuxsTYfuqRyHmSS4VkaQ0Sl3/qoO/ksduKJ+ABLWQg77oL3oPT1161rXr+ie3/LkVPhcL7R1f/1XbndGG06QtBVxcOk0q/OzJPIDaBnJjKxmMBok9u3di6qqXL5yhUxOJWEqwJpeRdVEZFFl544dOBwOLl68SCqTNwMLjpDDgCyobN2iF3IvXLhAMpVi0dNCcWCAnGhCVtOUl5Vx5MgRJicnuXz5MumcylzpdpzBcRz54qc+PPZ2UMkZzKzWH0BYGqVodQyAaEkb0ZIWvDdewqBmiNjL2LX/IJeuXMEdGkdFYKFkG6ooU7nwFhoCYXspBZEZMsgYybLqrMGYizNV3Unz4POIaEyV7UWoauOhMpW+55/JH4/IXPun+It1O9F13WXd84ACcGNV5fKPnln7WYG1sfGUuYDSXUfpDUHVzeeRtBwxqxfjliO0rVxjdHQUm82Gta2TG2OT+JYHUEWZVPNB9hmXuXHjBkajkU279vHiyKo+YYvAfP0hTrjC3LyuF3L37NnLC5Mp3NNXAIGZir18sKmAwStnSSQSNDY20t7ezhd/2o1v6Sbwdr3knUDtGy2Ps23lTZTlKSA/DVu2k4r5t1BVFRGNed8WSlZHEDJJ4nlKfzxP/U9aPKRajqJM9lIUHEITDIzVH0NS0lRPnkPUskSMRbgyKyiCgb7tnwSgNBum9MYP1t5D87HP8Ima9/jErWtdv6S7HlA0TZ87SSqwywNGEfqnFrj46r+963EJswc5lyQnW7Akg0TzxdmMwYIgCBhzSZqbmti+fTuvnz7D4sI8iiCjCiIJRwkFeVOwAwcOcP36dZ0TK5mRlRSrrmo84SmcTiddXV0MDAzonRvZijEbz/+tBew2K4cOHSIUCnHlyhUUVWW6ZAfFc33Imj7n8c6sShFlJDVHsLgZKRVZuwXJukqZrumi6uZPMKhpsrKN+l1dXJwKUDl7GYDZinZi9hLqJ05hTEdISzYMSpK4oxRn1E/M4sFfuov68deRyOVb5luYr9yNLTpH0eIAhWG9cySIBj79+59cByit667rrhdlX/DDD2f1rGQiIdBeCC92j8DqHAARUyEmJYmcS5K0eKjcd5IBqZSipX5ETSVldJK473GOVVm5ceMG/f39iJWt3HK0Urg6gqQpmJweHnvgMFNTU/T29iJYHPSUduFduaUHAJONx08cZW7OT09PD5Js5EbN/XgWBxBQyclWjh09Tmx1me7ubpLJJA8++CA3w+CY7UVCeVcBFvQspb/tCSo9dgzTfVgyEXKizOiGE3iDw3j83UiawmjtYXxqlPBwN7bIIggCK4UtlC1dpyw2iW9rJ7fEMgpDo/nWcx3+4s0Uhafwrgzo7XItS1Yy44r5cQdHETSN4uDQWsYUN7lpamnFaribZ3Zd67oHGcpfDsJ0ArZ3/zO/etOg7+2IqGRkO6KmICspFj3NFAeHETQFTRARRZH97Xtobm7m3MUrDA3eQkMgazCxUL2PhpnzKDl90M3n8/HK6XNI2aTeBq49zsaFCyipBE1NTTQ0NPDy62fRUno7d7J8HzXBmwjJCHV1dWzatIkzZ84QiUQIuutxRPxoioIhXxAd3nCS0pmr2DMhHZXgacCUCGBLBQHQZAuTNQeoGD+LQUmBIFKwYRtvKt612ZKAux5/2S6Orl5gcW5Gh0ojslKymZKFHnJIzJftpMJ/RZ+bEWT6tz9NcTZK0dDPMKcjkEdnCsBkVSdP72tehyit667rrgeUl/zw0wVAzWHIpagdO4UjsQjoYUVFQkIhYXZTsec4Y5OTFExe0Q8W6NnySR6OX2JubAiLxYJ1cxcXVqBp9BX9MY5CPnziCGNjY/T09IBoYKxsFzXTF9HQQDTQ0b4bQRB48803UVSVmdKdFM/16Ut2gsjmbdvxuZ1cuHCBbFYPTOcTBVhHziNqCkFXDZ7w5FrwizrKmKg7QlNqGsPIBSQ1R8ZgZaztMZqmzyAGdQL9UN39bBcWiY3rGElFMDBVtY/qmUtIWg5T9Sb6BR+NEzqyIeksZ87dSP3UGQCyGDCQY6piP0FfKwDVk2/gCM9izMXXuk237vsMX96i306ua113U/ekKNsXgm9PQFyFtp5vY8zXIyL2cmzxJSQtS8pcgDkVWqudxEwe7OkgOYMF46YD+CUvxaOnMIT8qIikzC4CjYfZOPU60XCI2tpa9u/v4P/56SXsgVE0BIYbTnCYcebGbmOxWDh48CD/dnMGaUYvsk6V78OtxnAt3MRklNm/fz+hUIie3l6ymoSo5fKOfXr2seKsI1jSSuPUGcRMguXCJpyrUxiVJCCAbGKs+iA146fRNBWDlkMsrGDAvYnmUT07SZucjNceZkNmFmmiBzSFrMHKVM1BaqbOImcTZGQrtxs/wKZbz62R/HH6uFF9BN9cL87oLNZMBDVP9Z/Z+xn+Yt0VcF33QPesy/O5Xqi89RL2d2Qn8yXb1nAEgcIm5HQUR2xOJ7UZLMi5FDmDCTmXIi3bGGl8EPfS0JrdpslbzZMnuvD7/Zw7d450JstiYQvelVukTC7M6TA+r5f9+/fz5ptv4vf7iVsKMaaiqKJuhZoyOhmv7WJj8AYsT+B0uhiuPohr6CymTJisbCNqLsITndI3oY0OJmsP4UkHKJq8gAjELR4WWh+mcvw0xtX/l703DZLjPPP8fnlV1l1dVV19340G0I3GTRIETwA8hxTFS5RG4mhGo1iPZ2Nj12s7bEc47A+ecMR61x/Gs/7gtTQ7o+GMRYk6eIiUKJEED4ggCRJno9H3fR91dd15+kNWFbrJ2dkZigT2Q/0jOhqdlZX5Zr7IJ5/3ef7P/3F4KCN7nuSR+hIT595B1vOYksrMwJPctnKa1OY6dl0TU6G99M69A0BR9pEOd9O4cRVLlBEsJxC7GekjERtgcOE0Wt7pYVQJNoOz8Ol87E94pPlGzWQNNVzHTWPKzuahuDSBW7+u+eotJKs9cSRLR7Z0JFPDEiQEuywBqQYxJNVpg7ExTLBskKa7TuJfH2Xo4nm8Xi8PPvQwb6wL1K85QkUrnXfwtTsPMTc1waVLl6ivjzHbdQ/u1VFkq0TW38R05700bQzREB/DcHl55pEHuDa7hHv+ArJZYi02iGQZ1GWXsESF0d1fpWFjhIbNa9h6CcUoAjYuo0AkPs5041EiySlM0UXj5jDJXJG5+v1E0rNgW8Q2Rzi0f5D2fUeYmhgjlhhHF1UmOk9Rl14glF3GkFRG+x6jIT6CBWhqHesNAySbD5IT3AQzy0iWXg0QlyQvE5EDnGy4odNZQw3ATfRQXl+BC++/TbQsUWAgUfJFUUoZFKNI3uc8Ed7cBrrkQjaLTgbD1wiAP7e243hZFMYP/xF/qlzhwvnzmIgsxQZpWb3IVqCVYGaJUDDIfffdRzqd5p0z72PoOmCR9rfhL24iG0UsRKZ2Pczg0rtoxTzJ6G7kQgpfbh0BSEb7CCRmEATH6CXCvazH+tk18WtkWyevBJnc/ShdC2cIbi1iI3Ct/2t8NZJh7KN3kYwCmuInfvjrnMp8xNjoNXTJTTzcU9aQddRzV5uPEEzO4Dby1VoeTXTjsopcOPoniIaGJbtw5+IMjP6sGs8pST4Wb3mWf3fwRs1kDTVcx00zKP/8PHRMvVmtus1LAQxvAE8hiWSUyAWasIFAdtWRINALGKKLkjcMlkUgt/qZ+hlTUjl623EO7Onhz185QyQxgS2IrA58hX+938+7px0ZxcamJoZaT+K59ga+wiaW6GK14w5Mo0j70scIosg9d9zO+QRkrp1FtE3ikT6USDP+6Q8QLZ2NyG4amtuwx36LbWjlXJUjU4ltsRndQ+PGcLVHshbpZEON0bryCbYgIYkCbQeO8YrVS9/4L/GWxzHfcguB/CbRxAQiNmlfE4Eyzb+SDxvuf4Y9k685ajCWgVpe7thA0R2m7u5n+E73DZ3OGmoAbpJBsWz45xdg19gv8GdXEHFIYbYgIplO315TduTFJKNUbsFpYIkKlqQg6UVELAxBxpJVJLOEZBmkfK3U5ZawVT9Lkb20rXxC1hsjkN8gFotx//33k8/nefU3pzEKTvxhofkWfKUU0cQkphqguOce+gtTzE+OocleTEFGMQrOskJRmY0donP5Q2wEFJfKbNudRJYv4S3GMQFd9iOaGortXMdc1wkMSaVr5m0kSyPvDqMfeZLbE2cZGx1DUzwIhg62ju6J4Ckk2Aq2sdh4iP6JV6uGanTPVwklZ2lZd+JFmqhiKB68pRR2ORgLUFRDHH/sG9wWuaFTWkMNwE0qDhQF522r6IWqd7Hlb2a9YRBd8aIpPtKxfjbr+7ERyPtiToGdv5GCGrre+zjQhuGPkXdHsYFgboUr+75FVnGafBmCQn7vKR5/4kk0TeP555/nwqUrzO1/mrw7gg20rV4gr9YxMvhNWuq8+K68RjGdgFufoiS7UbU0mqhybc8TpL0NdC5/iAmM7nkcI9hE2/RbeItxDFEhHe7FZeSdlhXdj5AMdtI5+w7tC2fJBJpBEPEW00TP/S1NjY0kjn0bXVSRbB0JJ/Dcc/sDhEoJBiZeI17XC4Dm8tM/9jId+hobR79FKtiOyyrhqwpNleNLogsBm/qaVEENNwk3xUMxLPgXF6F/6Me4y20z/rEs8e3yBs73BExRwhJEZFPDEmVSwQ4iqRmKrgAebYvOzk5OnnSyP2+88x6WriFgM9H1AHWZeerj41iSi/vvuZNrepD186exC04/m5I7VE0TbwXbcGc3cVnOEiMTaEXUi/jKRYKZQAtzbbfTP/oykm1iIqFLKobqw5ffQFP8GIce4Uj6EuMTE2iKj7wSJJBbrlp2AaB9P3O2n/bFDyi5gozu/33+u4ZVPj5zmkw2RyLSy2LsIM0bQ0STU+UG6mCJLkxJYe7Is/zbAyDVqPc13GDcFA9FFqHNA7Ktl911WGk8yFzbXeiii6y3kVT3HSy0HccCUu5YVZQ6FWjj6uA3sUSZheZbyQ7cTyKyi4K7DhvQJA+RcvVuftddPPDgQ6ytrfE3f/M3zC2tMn342xiyGxvonX0LQ1S4ePiP8cRaefvt08x/fJrhjpOs1/cjYuIpptiM9DHR8xCenGNMbBylNXc+jq8YxxBkJnY9gq+UZnDk5w7FvvM+NDWA28zj0nKYogtEEf/HL2CaJo0nvkFJdhPMLaMrfob3PoUrEAbAXhiiffEDR6ip4y4koKW5iQee/hazHXcTTkxyYOxnRBLjiLZZva+27Yg5ZQzQrBs7pzXUADcxKPv9adBP/wDB0hGxsYWyCpDtiAEIotOiSrAchbaKdmu6rhtvIYGrtOXEDQQRTfbg0nOkAy2EMsvYgui0LM0uE41Gue8+p67nw48/wbJsRCyu7X2S+o0xGuIj6IqHh06e4P9aqWNg+KdIlhP/SAY7sAMxossXMUWZouTBq6V3iCqJld+izGLLrTQvnXMeckFiqeUWbBvalz9yDGLXEe7rCvL+2bOUdANN8iDappOtKW3R29vLe65BGkZfQ7aN6jkQZdYa9hPeeyvJkY9oXru8415WvDYDASQXQ4f+qNbQq4abgpvCQ7mQgF+sQMvyJ9X1/8XDf0y89RZiq1dYjw3gjjSTM2zc2nWeigAIto3mq8cURLBt1lpvw7Yt3MU0qpYpBzFt8l238YcnjzI9PV1tWfpx11epXx8CbMLpeeLNh1nvup3dxgqjVy4QzCwx1fsAklbEU0rhLaVprvMz3PMocnaTQH4dcPRspfID79TzPIbPJRFdvoCAzXTnKTrCPtzzFwlmltAVH/HGQULLl1leWsLsu4M10/FOBAE8e2/n5GAPl4au4lsfxbJtpHKQ1blmC192nZHAHnZNv1n16ipYbTpMPNJHKD1HwRMhGevnKy03YCJrqOFTuCkeyv8zAaOrcQZGflbdVnCHcWlZxDJJy5bdaKILl7ZFxhMjUNhAALLuKG6rhFQ2NLYoo7v8iOUAr2SWqg+b2xfk9x44RaFQ4Fen30XQndjH1b1Pc1v8QwobS0SjUe6//34sy+Inv3wLO+fES1YaBgnWRQlOn8UwLWzb0TKBnQpteTWMt5Qk543hyW9gyD5cRg7bF2E+spfOBUd4W/DV8cQDJ/jo4hDLc1NYiGguPwV/jEhiimAwyLmmk9RvXiOSmPgHY0qL9Qdo27wCQDrQytTuR3d8fjIGv9/xOSenhhp+B9wUg/LWKrywBEfOf6+6LRXqIhNoon3xQxZbbsVv5PBtTqFYpR01yaboohTtZs3bTM/cO8y130m4GMeTnEMpE8BsBJaaj9KSW0DaWsMfbeBs0yn2Df8YERtLVDhx5+3VlqWpVIq29k4ut51EvvobApllBASaevdyJnSc6PQ7hFPTCLBDaBogEe6l1DxAw+ivkSyNZKiL/QePMHHuHdxlndjxXY+wb+UMZOIY4VYWvR10Ljk6KFJdI189cZxX3jmLmVr/lLGqw6XlMSQF1cjBtvtQMTjr0X66j97NNzthOuuIUdfXGnrVcJNwUwzKTxbgzWWDw5f/yhkEoCk+xyDYDl3NVDwIpoYheZCMAllvDJeloZa20F2+sjfjdBc0XH40ScVbiDPa8zCdKx+jaFmGDv0RTwfWGfvgNK7SFjZwaf+3eCh7ns3Zcbxep4fxZEpn5KN3oezBzLbfTYfHRJo856jHWTYS5meuY7btDtpXPkE0tWrHvnB2CdHUSftbCGUWq10Qs037uGtvJx+/7xT8lRQfa733sW/pHbKZLRJ1PZRkL02bVz8l1O0wTCxBQrKNbdudfdbq+1nqvJv/txYzqeG/ANyULE/JAtm8rmDvtIHoYKbjLgRgaN83WW4+gmCZSJaGZJvU5VbwFBKIlk7BHWa9/Rh5d4SSGiLnqcddTCEA/dOv4y6mkM0SgfQCP8s0cG3vU05QVJA4fPVHtIY8fPOb3yQUCvHqq69y/sJ5ru55kpIriA10LH3AwTqR8SPfIeNpQCwbE+1TtyuWnGLlwNOUZEd4pC6zROOBO1luOEQo49DuFzruZKHtdnxro1x87zdky6UDil6gc/w1BvcNoA+cIpheqPYttrf9GKKLlcYj2JJSVY3ZbnBc+a0vfH5qqOHz4qZ4KPN5+IuP19g99gpOCBXSoU682XUU04mFWIKMaBukgh3Ubc0z1XUSl16gfelDSi4/Lr3gCC4BmiuIqm1hCApbwTYyoTZalz5GNItVE2AD47se4Su+daaHHB3Z48eP86tsFPnSL5HNEgI24z0Psrc0j708Rkn2OgFQ00Apc08qD3Iy0I63lELVHMbtVOc9tGUXUePTGMhImCTCvUSTU2iKl+m2e4imp4klxrAEifjehzghzjNybRhNcpNRo4RzizvukwVYsgdN9lBUA0TS8yxFB2mJD23LNIlcO/rP+L9rHkoN/wXghhuUq1evcmZyjUy+QDC7ioBV9R4E28JG4Oq+r9G0doWGzVE0yVPWF6FcdWyS99ajtwyyqUvsmnsLTVRRLK1KP7cFCU1yoxq56tu8oATx6FvE6us5ceIEly9fZnJyEk3xEa/rpnF9yElTCyIdu/cxXHcQ18VfoGppimodMx33MDDh6N5WbtjFw99l4NpPUUtbIIisNB0hUdfF4MhPAcj7G5ltu5O9oz+vppcBsoEWgpll6qNRxtvuRZo+RzCz+Jn4CEDK10Io50g4mIKMaJtshnuJJSer+1w4/M/4nwdEOn1fxozVUMM/HjfcoHzve9cDsSbOmssGTMmNYGqI5c47NgIWAgVPGF8hznD/M9RllmheOldONdtlA1Tu6etvQVM8RJNT6LIXycgjcf0B3Qq20dl/EMbeJ5VK0dnZybFjx/jBr97Dk3GK79bCfRjuEC2rF7FtpxH7ZrQPf24dd9GhuV/pe5LBiRer4xaA0V1foS67SOPqJcc4igpTfY/QNXMaV9mD2W4ocmqYhc676V96DzuXQhNVXFapul/lvmz3rqqGUfbjNgpYWOXUssBw/9M8vCvCozUNlBpuMm64QVlcXOQ/XEkQjk/iL2xW3/ZFdxhLkPCUUlztf4rdYw65y7ZtlDLRzBIdrVXR0pnpvg9N8bJn/JXPCEZ/GgXZhyw4OiUD/f20trZy5swZiqUSa/UDROITCJaBiE0q1MFs173sv/pjJNNRqFf3n2RtfpKGzVFAcPReI7swFB/N65exBInF1ltoXzhbHYumhpjsOkn/2Es7lfGhbOgE1hsGKbiCdC2+71xf9TqcYr9PNxDbbpQshCohcL1hkN8/dYzdNQ3ZGm4ybkoM5U/PQ+/oLwjmVgAoKAGKvnoCW0vIZeMBjhKZJbkQTY2JvkeIpucJJKfwFpM7jld50CoP4PY+OZXG6kvdJ4laaYKz55BEOHbbbfxmxcI74wg/L7QeQ5d9dC6+j1jmsoz0Pca++HmshCN0ZAoy6037aVt0evcstd9BIraHvoUzeDYmsbHRZA8Te5+gZ/pNvPmNHeOroOgKEo/tpWX5PLZtfiYybkDVu6oycf+e6wXQZTeiN8SffP1x5JqGbA03GTflv6BHcipkTUHGBtx6Bk8xiSmr6LKHCwe/A0BJDSBrWRSzSP/oz6lfv4ItKZRET7UlKVzXRDEQGOt9BAux+ulmXQ8FXz1dk79CXB5hePdjqK27OfvBB6jzlwAoqHW0L52je+VDptvvhnI0Zs/0rzlxcA8z+55GsAxUI4d3a9URWqrrpn3xLMdHf0SoYzcTPQ8gAKpRYGD+Ldb3PMDorke2eR3XYyhubYv6zVHmWo9XDaDOdUMoAcVt98ve9t3K9VYgGkWsQob/5ernnY0aavjicFMMilF+coQyr8LGeUBFU0M2Chy5/APn7VzutJdXAgjAemwAxSiiWoUqa7UCC5Cw6Z07zfjux6oPoLeUYbr7FPPNt+IrJhkYfZF0Os3CoWcwRck5vyDSffKrZN1h+mbfBBwN2IbWdt5++21aJ34DCCQDHYS35hwDoPo59OizuIN1aOdfo3f6DXLeGIuDTxK0i3Rf/CGN8TEmdz0MXPc2cp56hvZ/C0N207X42+r4FaAkqtV9PduurWJ0LODT7qQESHqeZMlitfB5Z6SGGr4Y3HCDYtqgW+AqpncENmMb15Asg5IaYr1+AEtSGd33NIak4ikzU5tXL1FSg1zb++QOmpklyOTVMAgSRVeI/vGXEYFrfY/hMnIcvPwc7SsfA07fYTuzSdvFF1D1HCuxA4hYzLz9Mhg6ACWXn4GxF/GiU3/PM2iKF9E2iNf3sdx6GwgiDevDXP31j1kP97HYfCsiNr78Bn2bF3nm6ac4ctcpglsL7J58HU3xcfHgd1mpH8RbiNM/8nMy7lh1/JXlmrotMGtthBLLSgAAIABJREFU2w6O4RC5vozbbmBEwFVMcSn1Rc9WDTX803BTPBQBx5uoPDRFJchWqB1syPoa8BTiFN0hAGSzyFrDIMuNh53vmjoDoy9Rrk1mJboPS5LxlZLOUsCyquzS3dO/YbrzVPWc4IgQJer3VuUOGjeGSPjbmOq6D3+5+C9Z18NEz4PMrGywceanlBQ/INCx+CHe7DqWIDFz9FnCrV1II+/SuvIxW4EW1nY/gJ1c5bnnnuOjuU0Wm24FHBLboaG/Qw5GWb3tj8h6G2iMDwPXjcN2YyFu+7vy26LS83nnvg5nRyIWH+P8ztBSDTXccNzwoGzRhP/pCvR/8h/LVbUWOW8M2dRQS+lPZTIc4eW8GsatZRBtY0fAVUdGwSAZ7iXVuJ/GmXfxlA3LQuNhQoUNgluLnxmDIbqQLY2JnofwpRdpiQ9XYzKrjYdoXruMISostR/HaxWJLTiNxuY67qJpbQi1tIUgCORaD5ApGjSVGa7ucIynf+8BzlyZYO7qJ4BN1tfEcvNh6hOT1CcmKSk+tvxN1Jd5JBWDYlIxtNevz0JAc4dQi9ddD6G8b+XfIlCSvRS89azufZg/P/S7zlANNXx+3HAP5YM4FC2wbLsq5WhIKsmQUx57cf8fAjDdeYJ0oN35XHEjluMtApBzRbARkDExEVCLSbpHX8JVylSNUfvaRbzZncr4JUEBqGaSfLk1VrvuZKLnIUQc3knd1hyzrcewJJmuuXepWx0qP9wiXfO/xV1KEw/vIt92GO/SFRo3r5IKdZA89CSqqfHDH/6QsZU46/X9CEAgt8ruyV8Rj/RSPP4sJXdwhzGpZHDk8k/FuDhcFBtXuaRA2La/xPUlEIBoaKw37iesfDFzVEMNnxc33EP5KA5/NQuHz3/vM9yR7d7JdtHqeP0eZMVNVpBpXT7vZIhEhdWG/TSvXkSXPcz03E/f+CuIwHT73bStXkDVnQrd7WnXSkr2+nlksEyyoXZEU8dXFs1OBdpZar2NvaMvOa1RPfVk1RCx1BQCkPdEKSk+QlsLiNio3gC/98ApfjObIXP1t4imRtbXxEzXKbpnTxPIrSKFYgw138XA6Is7rnt7Bkf81PbtnZ8NHKNTWQJJ2/a9sv9b3Nvm5+vt//i5qKGGLxo33EO5NQL9PmuHMSm6AmXXX2S9fgBDcLHcchRd8WBjE9xaJLJ+ldaVC46hAfLeGK2rFxHKBK/AxgQSzoPWu3CGolpXPX7lIrcbFr38OEqWgYRN0t9OILvCbN8jmIJMMLPMvtGfIWEy3XEvslmkoWxMJrruR7QMwlvzFD0Rcrc8g+Tx8tLLL7MxeZUtbwwLCX9+nQNjP8XXuZcj9z9JvlhiYPRFTESu9D9NwRWqLlsqPxUPpWJchW3XoGzbp8JTqcASZXzbLUwNNdwEfOkeyg9/+EPy+TyKoqCqKl6vl5zsY2tx6j/5Hbvcq1guZhEkkaWWWyh6IgQyKzStOB6KIXtJdt6OtbVO48bVHWX965F+GhIj1aVKZWn1aYJZ5W8NERcWmuwlVddJLD7OxQPPcvjyc84egkjS30Iks1D9rgHYSAiSgmRprDYeIOOO0Tv/NqJlkPU14jr8EIOrZ5mcnARPgJnYYbrm33MkDbA4fPAA11yd5M79Egl9xzUIQAlQKRcJct2z2s5tEYCst57x/qf4dwcgVFv21HAT8aUblO9///vccsst2LZNKpViMZmlEF+tfm4Dqw0HaV6/zJa/BV92jby/AUN2E07N7NQGKRcH5twRPKU0om1hiRJYxo4UNDgPnaYEcOuZf3B8NlBQw3hKKRxCPKw0HMRdShNOz2IKCrZtI3Nd8nG792AAguiq6tACmEggSSi2wdEjR2jr3cPfvvom/twaJiLD+75Oc3KCptWLGILMRriXhs2Rzxi8TzN/dRwv5dNLxQsHv4NbcfF/HgRXzUup4SbiS13yxAtOLc6+wf0cOXKEU6dOMd33lernlQeoudy8yp9dRsRENhyeqIlIMtiFjcBM9ymKSgAbEV8xgWibbNT1YIjKDmOSrOsCYLHtDmxJRpOuU8Q+S3KH9fBuPKUkpuRCl32YSDSvXyacnmW2/W7WmvYjszO7tD1tK4PTwEsJkvY61XmWrJDZez8HDxzgwoUL/PxnPyXrbwLAkD0MDr+AlE8i3PUHJANtxDZHMAWJsd2PsdowWD3Xp0dbCdpWPq/EXloWP6Jow7+65DRRq6GGm4UvzaCMZeD/OBfHRuA/zMqkNfgkAfGMQ1KrvOF1FC4c/C4AiXCfs83lw1NMImIR3poDoHvmNB4tRdEVYLXxIBYQS03hKss+Vt7aodQ8BXcYVRbwFlOIR76CjYgmuZHKj2BOvd5WL5Ycp+COYgkiipEjGenBRCIZaCfR0I9Hdl75Rjnmst0o5XyNzDcdA8CrbxHMr5DzRCm6w4SHf8ni4iLHHn6KlL+FprXLmEhY5Y6Ioa1F9DN/V+1bXPBE6R//BQdZJ3Ho66S9TZ+pSarcs4ohqYykKT7CwKXnsIHRmt5SDTcRX9qS5z/OwNTIMB2LZ9EVL4bsQfT4yYhuIptjVVX37TBFF4Klk6zfQ94VpH35HMP9T1Nyh3EV0wyO/MQRPBIEsu4w/kKcldg+mjeGy8FMGRmjXIkLG42DtFtJ9PQGSy230TR7hkrbTl1SSQfaiaacFK4AJENd1KXnsESJywf/ENEyOHT5OUxRwUKoVj0XFT+zPffRM/MWqpZjM9qHnEsRLDoN1dPRPr5z9z7efvttUuk0BbUOdylF3hPFV4g73Q8PP0pietipVkYkv+cE3+4Pcvr0adJbW6QDrYQyS2gouNCr96iSpaqM2UAi62kgVFjFlFzcdsc93Nrf/WVMaQ01/GfxpRmU11bg3Cef0LJyARuRgrsOAZw+wUahukzZ8rdQ8IRp2BzBFBUE08RyeRC1XNWjAMoFfxa64sMfaWBWjNC8cr7qmaxG9tCUGCMe3kUoPY9kaRRcIbxammT/w0THfoPd0s9awSIWdwK2RdmHpyzCZON4Cd5CnJnuU1iCRPf0m4jYDA88w8C1n+wImhqiymzPSTqlAvLEWURLJ++JsN6wn11LZ8G2aNh7mDO5AL2zbzvB4sYDpAId9My/g6LlKCleZKNEOtRONDVDMBjk2D338ZfDadpn3sZRsxOY6HmIXdNv7NC1dXgq13sar0X7aRKLsDGDFmxi4ORXOdX4ZcxsDTX8p/Gl9eXp9UMp0MSs2saGGmW1+TCJ1iN4uw8iLTt1OwDNLW0ERJ18UQPbRnd5ybbsZ8sdwZfd4MqRP6a7s4u1vIG3kCTnbyRsppGSy0hlCUgB8BfiWILEWtNBoslJZjtPEEuMASBkNrARaNp/DGH0DLOd9zpdAI181UhM9TxIw8aw42GE2hGNEuGtBRKBDuJN+2lZOV8mljnej2ybRBKT6PkMiWAn/sIGilEgWtzgwftO4vZ4mRi+TF1qFhuRleajtKxfoSE9zXLrMVK+JqKpGQRsXM29fPuRE8zPz3Pl4nnUQgLFLKJLKrJtEE7Ps9BxF5qo4i3GHc9EcDGz5yucalVZX1vDX9iEfJrFpsPUxSd503+UgAxdNRW3Gm4gvvQsj2bBi0uwXoQTMXhxGUIfPY+s55Ex2XvkGBsL08wWFXyZVSxJQbQtRMtx821BBEnBtG1E0yAZ28Pje6J8fzNG9/ivcVuO2HXFsNhAIroHbItwcoYtfxOhzCJFNYRs6WiKj0Skj/bFDyi46/CUtVWMcqZmM7qHWHysfEwBU1LJqXWE8qvYOHVHHn2LvDvMbOcJuufewVNMUlT8ZA5+hcOr77O0uIASjHKl4Xb2Tr4GgOUO8eSD9/L6JyOUlieqrNeNpkO0rF3B5VLYd+wenl9x0zfxatXz2Ax2IcoykcRUeYvNeng3fi2NP7dGY2Mjp06d4syZMywsOmUGFiJXDv4hMZ+LPxv8Mme3hhp24ksntrlE+EY7/Ms+6PTBUsHRPKu47+v4yGRzFNwRRCzWGvazsv9J0sF28u4I63seJN+6H1uQsQWRYHqejz78kP7RF6vGBHbyMuri40QTE8x03kswt8ZWoBWXlkPW86RC7bQsn0OXXFiCiK54ubbnCWTLaYXhza6TcdeXuR42BU+YUN5Jc1tIbDYOMtn7kKP+NvYS2BYWIFsGDed/TCRcxxNPPsWWZrF38jUsQWJk4GtE/C5eeeUV4lsZptrvqdbtRDbH+eoTT6FEWjj/3hv0TP0asJltuxMLiG7NE6oLc2X/t5wlIeDX0rTecj+PP/44+Xye559/HrfbjefuZym4gtiCgCW7apyUGm44bij13rLhz65Bwwd/jWibCLbFkQce59JbrzLbcoz2xbNQ5ppUvyO70WUPspbFUDyYXUf5xmAj/9u0n/0X/wpXWeQ66e8gnJ3fcb6S5EGxDa72f43Bay+gyx5UPYsNpP1t1GUXudb/FJ0zb6MYJWY67mHX9OtVK7teP0Dj5ggVZf5kqJtIeha3x0Pk0Ak+mV11YkSCSKnvTk6ENT755BNMRBYb9leZvZJtcGBwkCGxg9Lw27iMPDawUddHQ2oCgJy3npmOu9k3+iICkPE3M9d1koH0VaTFqxiigmSWWGo+SlNiHLmUIdTeS7LnXrS1abyTZ7Etg6XGw6w0HQZR5L/pg4Hglz+vNdRQwQ3tbSwIcCwKVy+dR7Ad+v2p248ydOUKibou6tILXDn4ByQ6jhFevcpWoBW1oZ2cgZNGNnVcyXkmrg3RvHoBqUxEy7mjBMtLEkNUkcoGSbINsC38qXlUs4gggGib6LIbXzFB3lOPIbuJJcaRLB1PPo4oCNXmXJJRYmzPE9RvDCMCmjtI5/Hfw1vYYOXaeby5DUxRIRXpJbR4kWQqyfF77uN8EhrXr2IhsrD3Ue7tDDE8dAVjbZqsux63nsEGfMUEC823Ilka/vxmWbMWxnseoTszQWz5Aj2xEOe7Hia4dg3JNpEtnYVdD5L2NqAuXkGcvUChUGCq/R50xUPT2mWiiQk2GwZ5pBn88o2a3RpquEmast/73vfL73xI7H+cyNDLTuvQlQvV2IGjhK+i+IIkxAB1qWnWGg5w8MABxotucqPnaCn3961gLbafxo0hdMmNYhZ3fFa5yFRdN6JtEkjPVzNNm9E9iFqBuswCEjazHXdT8NbTN/krJFNHsE2y3hh+PYNolFC6DjBsR+mdPV2Vg1xoPcau+XfxZlYolfsE5bwxfPkNGmIxhltPIi5cJhIf25EwrxDldEFCLgeZLdHFfXcfx7Zt3nv/AyzL8eZmO+6mZX0IVzFFQQ7gMTI72LUbkd0std+OL7dOJtTB/7AHdvm/wImroYb/DG64QdF0g7/+67+q/r3lb8afXSMTaMGl5xjpfxp3Ps7A2IvEI7vwGAXEYhq3dp0Qt53+PtN2J91l1fgKTEFCsk2W6/fTsjlU3W4DCw1H6Vg/z1TfozQuncObjyNioaGiUKKk+HHrWbyRBlZ3P4h45XX8+U002YP/8IP0GctcvXQe23ZS2Ivtd9A18zYCNmsN+0mFOtk7/nKVgDbXfict61dRS+lqzVAFSbWJutLqjusa2fM4e1PXkNcnUT0+hlrvoWvyDWRbx5BU5tvupHPubWxEZEwMHINkCgqyrTPTdZJU1CEI/vtDNSp+DTcWN9SgJErwbz5YZtf4q9VtFhIC5g7ZAgsRxSqRDHWS89ajlrLEEmOM7H2SgieKJ7dB//jLaJLH8UQEkfnmW+hc/qh63JIrgEvLImCTUwL49Ov9cQxE5rtP0DtzmpHdj7N78jXEchp7vuV2coFm+qZ/jWwUMUQZxdTI+psIZFcp+BtYDffRteAYMd3lpySq+ItxbEGs9vPZjhIukpEemhKj1TFUhJIqqvYSUEJBRScUa+aj2J20LpwlkFkGYKznIVqS4wSSTn3T2O7HaFy8QDi/VD1PDhUvJRLhXuZ67uO/302ttUYNNxQ31KD81+ehafkCjSuf7NDyyPiacJfSpANt1Ccn2PI3E8iuoLn8uMqeCWxvIF5hiTrM2P2nvsrVd39FPNhBKDm7gwCWDnUTSs+Uoy129ThO2lYi444QKm7s2CZikvU3YUhuwulZbGCm+z5KapCeqTdw6VkM2cPiwOMcWn2X9PoKJVeAie77GRx7sTrGT2uWAOiCC8W+Xki4Pd291nSIg10tLF14D1nLshbeS31qEmynWXs62EZoaxFN8eEqa718uiASBBAlho58lz/bB/Xq55ioGmr4nLjheiiexMJnTurNrSKbGrrLCwgUvPXYguT8lPfeXmFb+beMgSEqvHthCBs40BZFwmK059HqvsH0DAAb4T1OnZDkrn4mYRIqblT/znvqQRBIBdsJZFcJp2cBKLjq6Jl5i56pN1HLgtmiZdAz9AI9LY0M3v8ktihVjUkF23VYKlBsjaS/tVoTVLmWeKSPxrUhkuffIN56lKy3gYbkKKJtsNp8iM09D+HLrmMjkAz3kPY27Ph+VVXf34iNyJ/21IxJDTceN96g2MXPbJMAwTYR8xlMScFTSDhdAgXJUan/B44nWzqR1AzL9ftYHPqYpr2HOFiaxBJlEqHO6gPXkHSWG4Wy8FJBdqKV22MyvsImkm1giC4sUWYz6NTE5PwN5DzR6lh0yc1I/zMcPnyYK1eucO2d11iP7WSQVYKtbPu9GeoFIJJdQsIiHnRkL23AU9rizke/RldXF00z71U9kLynntaVCzTOvMtc90mWW2+lYX2IYH59R9Vx5Trm2u9GtjQGg9vNWA013BjcMIMyXV65yFquum1i1yNARawIGjPTzjJGzyOaOkVXiJI7VB1kVg3vOGba2wI4dPiWtUtYgshpu4PS0hh9t91DsJigoNZhlY9giMp1kprLkTWoEMy2e0Cx1BRYBpFypXN9YhxVy1JS/Y7HJMrsH36ezFaaZ5/9A1KhDjoWfouNQM4dxSrnqj5tCOvTU6iqSne3Y6iiWw5vZrznIRQ9zwev/hjDtFg+8o1qWh0Bjjz8FB0tTeya+jXR+Dilcp+i7Wpu4Ki2hdKz2KJEXK+1EazhxuOG/a9LlsMGEtebe/VM/QYAQ7keOVTNPGoxRdbXQHhrDlnLVx9MfylZ/bcNeDRHwHmp/c7yNoGBsZcpugK8P59BKWVpufUBBAGy7nrkMp0/66nHn9/A3FbzbIiuHeN1NE+ct7yFjIlIODVD0R3i2sDXkPfdy/TsPH/7//0dBdFZRhXVEL5iHE0NMbTvmyRC16t+k4EODNmNVioxMzNDTglWr2P3zBvcPtjHiRMnmJ1foOnCj1GMAssNh3BbOhdf/xmCIDA68DSWrqPqGXTkHUZLwGHr+jPLlBQffzn9OSeqhhp+B9wwg5LTHXX27RT5ZKQHAMnSqbT/dAZl48+tImLh0dJVA1SUvTu0QVxGno2GA3Quf4DVtIf12D5swK1laFr+mJWGA6xdfg9FdTPf6/TnMUSXU0iHE0PZqOvFBrIux/spuhzjVmlr4exnoJoFh5pfTHLo8g9YWl/n431/wErDARo2rpa/68OQVERL48Dw88hlLoymeAln5lGMEvv27cMSRHz6FjZw8eB3WW08yKVLl3j/7Fnm2+9EU3yOxxYf4egtR7n//vuZXVxm98iLqGa+vJyyybmj1TGWysYxnFmiJHpY/ezKsoYavnTcMIPy0hJ4s6s7tkXj49gIiLaBKSost9xKUbi+FNGQqwFNAXAb+erfFeMTjI+jIxHZc5iWjSvEO45RcIedB3L9Mq7MGqM9D7N/5nU0T5SZnvt3fD9aDtoGy5kej+aklyvdkTPehs+c0wYaNq5xaOg5hLKRrDzMslnCpefJ+BoJZFecYsX6vRx/4DEURWZ4eJhKXm2l+Sj9Yy8R3Fqk/eTXsCPttM28jUvPstB6DCHaxuXfnubcuXOMdj9MvK676lNJmPiKCQqq0xDt2r5vMNF1HxaQCbXUArI13BTcOA/Fhrr09VobTVTJe+oxJReCZSFYJk1rl3Hb1xXYFAxyOPX329tubvlbysQxAcUsYooyqx/+Ck0NcnuLo/Y2tvfJqgHoHPslZn6L5MBD7Jl9Ez3UjABMdZ1CtB1zIWKhSU7QtaAGq/7SRN9XmO2+vzqm7b9Fy6Bx8xoAGW8jBdf1whlvzjFQaw37aV69xMX3fsPxO+9mveOOqmg2wGzH3bjMEvNvvcC6JlBwBbEEmY6lj6i3szzxxBPkRTe7x18mknSEvQ3k8jhsPKU0JcXP8RY/pbp2RCAd6eX+mhZKDTcBNzRy58o4Sw0bcFklvIVNJLPkKKi5vGTr+0iGurAEmY3wbgAC5D4z0FB2meWGg1iSi7S/BSwLdylNytvE+Ln3EFr2cEfmIkguRvq+Ul16hIZexTBN8nIAUfXSHlQBgY1wH0CVrp/fJhF56PIP6J55qzpugGSgbYe3AhDMr+HRHP3FnBKqikPVFeN854/+kLa2Nt575zTBFUc/NxHuoWX1IgdmX+e+O27FHjhBKDGDW9tiI9ZP8PjjGMU8L730EmtCgPXIXkQchbaKYHZFlnJs96McCsO/jCwhAP/qUITj0d9homqo4XPihhiUmXKGx1NyegcLwELzbY7WiLfB8QYEEW9ihrr0LJJtEEuOfyZLsj1+0rJ+GdHUmO0+gWJpbPmbqU+MIVgG02IDiaVZjtx9P/tWP0R3+VlqPoqqbSHYFv7ENBv+dsTFa+juIKIookvuqqB1dGu2ek6xmrMpL8NkL7as7giGfho+PQ1A0RXEvbXMD37wAww1wNShb6Hojgfm0vM88fQzdLS1cubttyhNXcCUZDTFT9P6VbSLv+b222+HgZOE0vPEyixbCbNKmpMxMQUZPCH6AjB0+QKNjY301up3arhJuCEGJV3O8GxXbW9fOYdklvDmHa/FkN2kg+3oio+8J8qVfb/PauPBzxxLAIqCWh68zb7hn2OILpLNhxGAkhKga/EMmuThpaksVmaTUw/+Hs2JUfKeGAV3CNE2qEvOICYX2azrwbe1hGIWUcwS6/UDWOX8zoWjf8J4OeZSQd4Tpi41S3abFwM7xasrxsalZdgM9aKJLmavXaL70vOIWEx3nSJo5njlZy8giiLpW78OloViltBdXjru+zrNTU288cYbFKYvsuVr2rHcqjQFA9hoGGBPADwSuFwuTPM6S7iGGm40vnSDEi/BjxYAy6ryPQTgwsHvIuC4/gCefJxIYgpFz+MtxDkw/COa1oZ2HMupwwHVLlFy+VmLDSJbRUTbpG3idbZCHWRDbYCIYhbpWniPVLCDn5+fQNAKTPXch7fcKzjnq0e0TSKbY7j1LCuNBxGwWG08gIiNpgTonnqDxo3RHWPwZ9cRbRNfKbFzbKIT1zAEZRs/xKY+PYVkaegoVU+nae0ywdse4d57ndRz4OOf4NJzJIKduPU8C6dfQFVV0ke+hoVIuNxgLOlu+gy/ZbnlFnaXZR63traIRmtrnRpuHr7UWp4tHf7HK1C/NkTb4ofbEsMO7PIWAUeMWVODuEoZFjruJONrZPf4L3GZ+b/32Jf2f4uDwy+QDHYQyK6iGHm2/M0Esyssd5/AvzGGP7taLdRbaj6CPz5HUItjAcnobupSc5iiUq3NES2D8d1foX/0xW01Nk75ngCkQp3I+TR+PbWtMug6DFFBtvQd9TU7r9eBKbqQLQ0z0slQ673snngVTzGBJSrsvvUe2lSd989+gG5aaKKrmrL++yYq62tk38nHyZiQeP0viR05wVNHd/1jpqeGGr5wfOEeynoR3t+Ea2n4zVqZAbt8qdpOE8CQ3FzZ/wdM9T5I0V2HJSqI2Ii6E6DNeRvoa4qw0OkQ1jTZu+NhsoHeqTexEejoP4hi5FluPFxN05JPE8yuML/3MUquABYirSsXCGnx6gXXx8exLSd2k/fUIxklJEunb+KXACy2HqMo+9heiTPfchy/nqqOYft4gCpxriQ7LkMy1AlAwt9Rpcc7BDRnDSgl5jg09BzeYoKV2H4ywTamP3qLy5cvM9LzCPHwLlxmAf3vaTpSMVqB3BopHd5cLoJt8ZbWxPg/3Cyxhhq+NHxhBmVxcZHTv/2QPz87z3MzBn8xCW+sOZ+VFC8SNpbgiJwW1SCGy4uaT2IK1+txt+o6ELApqgECEgQyTmm+Ke1ksSbDvfjzG6zV95P85NcYwUYUSUBAIBXspGXtIprsQcxuoGpZxge/jik657aB1YZDznFlFZe2hauQQsRiqfkIsllCR2Kj6SC6eyfF/cDIj8oB0eu3zRIksoEWSoq/ei1uw8lMeQrOsmix83ZEYKTvq38vJR+gZWMINR9naOAZEqaLvvGXCSfGyulzE11QPiPMVDF105+8y+DVnwBguPzka2GUGm4SvjCBwLNnz5JKpejmCp3lbabsJq/WUfLVEyjFsW3nDV5wBZDzKdpWzjmBVNlHyRWo8iyOXP4BGgKx8nHcpetegQUkwz2Ipk7T+hVAYGjXIxwY+RlLrbfizcexEJAtnfbFD0iGOqnfuOZIP5alA1rXL2EDqXA3TetDaGoQpZSgeeUSAEVvBCyLQHYVEwEJm6nOE3TN/xZscwePZD28m6bEKNk9J1AmzrDScIimtcsI2Li1DBbQM/MOuuIlXNwEQWRk9+MMjL2ILrqRrWLVYHm0Lfqv/Zyp3gdQgyk6lj+sXrdk61iChGhXOLw2JclNKdBMYGsRxSxgSCr1Ltgf+qJmtYYa/mn4wmIoIyMjvH95hFIui2Bq5XTrzloTPvV3RaNEl70UvFFkvYhaSjHd/ziqliW0epVQZrHqJdiALqooVskhoCkhvHoaXXIjm0X0sk7IfO8DRFYu481vIpZFrLd8zQRzKwhA1hPDraWRTQ0LgaI7jICNhYivGK+Oc3scZGz3V9kz/grJUFdV1qACG1hoO07H4ockBh4icu11rg3+PgNXf0TOU4+vsOkYQ0Em629EEATchRSSnkfEIlHXQyRj7MPdAAAgAElEQVQ1veN8lfPn3FG8xTggkPU34s9eV3grKn5mD32LvAWHz3+Pohoic+s3+F8HfsfJrKGGz4kvNCi7VIB/OwolCzCKhDIrBNPzNMTHqjEEgAuHv4toGfgy6/RNv0460IbbLKDkkzve/hX2h+NZlMp0fIm8v5FQ1jEOjhjTMvFIH9HEJAI2qUA7dZkFJvufomPilyhGscqszQaaCWTX2Oi4nejCOQzZjUvLYIoqBTWAqmXJhDqIJMar4zUBzRUCUcJdTFaDyyXFi2QaCJaBhIWFgK54MSU3erCBQGKGtY47aJ5+m7X6ARo3h6vXFa/bRXhrjnSgldldDxKSITb8KoHs8g6+DcB88zHcRobYxrUdRier1rFy6OvYNvSc/xs2onupGzjGv979Rc1oDTX80/CFBmVbPfC/D8K/6IUnOtwc6utmq+9eprpO7sx6iDJRn5uCJ4iNgEvLUpJ9WJJC1lvP2qFvML//aXTF68g82iVSwXbH9RdE6rLLJOu62Oi4nUB2GQuZ+sQEYLPQcszZJkhEl8+jmBoFJYSJ4BQdZlYRbJN1dwzJ0pkrj62kBggUNim5giw1H9nhXUmAR0vjLiZ2ZKryXbchWxpTA08CjriRqufwFuME10dIBNupW75IMdiEWxIwJDfrsX0ICNSnJhEtHRGL4748qgT+/DorzUcpKf4d96tj5SOiGw7FvyT7qiPQXAFUEf6rbgvZLBHq3M2zndRQw03DF2ZQzifhhQW4kHS6BXZ44ak2UEUQrG19doDGlYtk4msEy+570RNG1nOIZglffpPGSz+mY+hnKHoel5nHEhXCW87Sx5IkdMlNOD1HePkSK42HkDGqb3S1mGTowLfJeyKE03NokttZFqkhMv4mdMXJGA2OvYSFQHRjGF3xMtd9EgB/YZMDwz+C8vEsQWKzzJX5dCrYtXgVzRWgMTGGLbuwVIeiqksqAlCfmMBTTJJWw7gTs+T8jUTTs2TDXeUSAwV/boPSe39HwyfPI1oGqw37qqpwFdhc12xRjVx1HIaskjfAm15EFAT+28NhYrWiwBpuIn5ng6Jb8Py1BK+9+wEfjc/x/JzB92fg30/Cvxl1GJzB3NqO2pfm1Uv0j71C19x7APhyG2iKp6xBAnlPjIm+x6qxE03xcmXfMwAoRpGCN8rM4W9R8oRpWbuEgUTRFSTja6QhMU7H3Lu4S1vkPFFcRp6kvw13KYXUeQjVyLPYdgeGoIAgEk1OgW3TvPQxuuLl4uHvVsdp4yjJRZPTDsV92zWAo/CmaBmCa9eIB7sIxqcwJBXZ1DAklXi4F0sQadgYwaVnkbUckpZjsfUYdZkF7O5D3PXUtxFve5KSGgAEDl9+DoB0WSZSl9zVpd6n0ZCcpGTB+Pg4fn+Nb1/DzcfvHEP5iwkwP/x5OfAoVJcEliBiSSqaGkAppJEsDRGb9dgAeW89Lcvn0RUfslFwlhsZJ3awEh0kmpmtilPn1TCypZclEW1y7ghuPYtomcx23IU/u0Z93GGzCsBi6220LZ3DRmCjbhex1EQ5fiISj+yiPjlJ7shT+M//lIndj9E3/gtKrgCqlkGX3BRcfoLlIGolcPxpQh7AfMutdCx/vINfAtdFqKe7TtK98D5bsT24kgtgW7j0PJJtYJb7KF88+B0kxcU99fDeJsTmP6J53SkerJxfR0LZJrqd8cYI5B0d3Gt7HqenuZHoub+jpaWFU6dO/S5TWUMNvzN+Jw/FtOHaFgiWo8O6UOZ3AIi2RVHxYYpyuW+w81Dmw50k6vdy9cCzSEbBodrn41TEqBuS42R9jeTLOh+qnmWu8270/7+9846RJD3v81Opc+7JOezszqbbRF6+I48nSqbvRFJiEmUxGhAMSbAt2TIE/yPbgGHBMGBYsCRbpCWaIiwwGWKQjscTyWPUkXt7m9Ps5N3JM51jRf/xVVdP3x4F7uzecUXXAwymp6e76qvq+d75vjf8XjfCHTDq3Bh7GhyL8aVv07Vzjc30tDfl+9bPu48cego3qCsiyawZjNOdmxEh5QtfpxlMMFiYwdFCLB94BwCGFiHhii+1moA5rql4dSLbwMZ5yrF+atFeDC3qTfmWon24lkOydFYyBwk3C2xOPOXmurwJHBsHiRPnP8XY1S9zenaZx7MiHA5Q1VJenonmFgO2zh+vbXmPm7FefnPSplarcfx4+977+Py0uOstT1SBYLPMTnKUkc2zQDvhKlbfJlpepT0tIRft994b1KuU4oNIlomEjYlKOd5PJj9HpFlkIztNJT7A1OxzaBhspiZohpNMzz0HkkxVE0anJ38NCTh3+P0oVhN2nTHg6BhqmO0eISJdjg4QNEpozRKRzRlWu47Ss/wSeiBOKTnsja218pCxO9TbWqiWTryyRqy6wXrXkds2JH3uSuPglS9gI6OW1gDY6ppGcUyuH3gntVCGWG2LqdmvUXjhz5ly+xWtDr+pI8rzamMmAZYkJCD/5DtXkWWZTKazWNHH56fBXW15XsnD/5yHE2c+cdu2wEBFc3U7dlOJ9VELZ7g19DAnzn4KU1JRHR0LBQWLeliIPEfr20hIbPYcIZVfQDNqSDjkB0+yGe5havbrSFgUE8OkSjcBCVuScWRFJJttX2o7L9FAgkpqRMhKltYw1DDhZl7cBGC15wH6ti55gksgwsUtQ7F7grc6E+5+TmxPJDQ3n0XCRpdDlBP9JMsrqJa4xlo4TbS+g4Joxnpz4M1s9R6lf/UV+jdEwl051IWhhciWb3nn0KUgeiRFtLqBBBQjvTTDGYJ6kaBR493veT+j0b1+kj4+94a7WqGEFZDNhlvc10nLmOhSO+zgAKHqDrJjEy+vIWFTTA0DEioWtWAKxWwQq29TjA+xOvQQ3ZsX0YwKC6OPUxk9RXr1LBOLLyJh0QgkSJZuoishlgfehOxYKJZO3/YltjP7KcaHcJBQMFEcA8u2SOQX2Bh4MyGjzEbPA964BjYvdBiTphZF4fbEPADFsbwVjC3J3jFU9z60xK2NcIJsYQHJtdmNcJp4fbujs+Dw6mkeOP8ZVKPdDSDSLJIt3wKghhDAliSIVjewXBMnGQ26d66SKK+x1XWIy6U7+OB8fF4n7sqgHEzAZFMs5V+ruhYg4DR3/SShOgbZ7eukN4UjNdrIc/nQe7FkjWizgGbU0dUoycoavSsv40gKhhphYuk7sHOLc4feB5ZoXWrLQipAtk2GV0935GhkcnMkyius9Z/C0KI0AgnSRdEWo3vjHJJjU9cSrq9CoaFGgF25J+4Et191i1q+ktazkmuENrKH3N+3Xx+ubrOWOYTpSktGXf9MU410Nv+ydbpzN9rndsx2JAmhItcIiX5CKhYOEjFXxKmpRdnqPeI3Rfe5L7hrH0qjsNUxOV69UrF2PV+M9LM4/DgSDl2lBWpqFMmxOXLl88i2STnchYyNZtZY7z+JqYSQHAtdDXNj7GmilQ2OX/5s2/HZyImVgSNac2hujkZDidEMJrBklVK8n4BRoXLwHUiSxE56koBeRnJsRle+B4CNQ8isedsLk3aRk9JxdZ1bIGgb0t4dkXhWSAx71y1h05+7ItpeyEHqWgwbmaApJBlaBtALUbvHMtUgltJe2RUjA4RqW97vi5Fe77FqGwRlv4exz/3BXRmU+Qpo9fxrrk4cxOSqxkQzLglI1lYZWn+F6/uexUYiYlYBiVuDDwIOsfo21WCS9b7j9K+eJmBWqAUSRBo7TC1+A3ZtrUy13VK0NeVbF7Mw9iSRZh7VNtg/8xV0LYq5MYMkScSyA0hI3Ow57o1b22U0bGQuuLkor6V2D1ANZUR2rRphceART9sVIOs2B3v1ewJ2k7BRYWH0KUCiHO1DsYVi/u5yQ2EYG6hW03tvuL7dOcZdTcqqkS7e2o2Pz33Bng2K5cB/vQ6h2o43MWtasiNl3VICRNxlPsD5o79GNJHiwOxXkXGYG30KcBha+ZGXyxFtFkkWl6kHEjiSQkQvUwt3szj0qHecc4d/hUYwiezGcnZHQ0xk9rsNxFoXGDCq9K2fJR8fQV46QyE1xuDmBW+su1cIMjZT174EQN3t1fNqtftoQ8gSrI29lVz/UdYG38yt3hM0d/VNVmmHnltjsySVoFlBkmXqx57lwomPMTf2FApCzU6XgxRjAx3GBUSkqoWJxOL40yyOPAHAwthTfssMn/uGPRuUXBN0hP+iRdjd17cmeTY/h2qJyeAAthri/OSzLLvGYWL52+TS+7wsUBtYGnoUzagR0ksUkqPMj/8c4WaR0ZWXkBBtJ+xQgpnpd3Gz99RtkRYVGxXTa7sBsNojtGnTRREtasghb02w2yC1iNdFxXFUF1EgW5IppMeF7m2s1f4U8skhkoUlBldeom/jLAGrgY3E8uAjnpHyfC3Adno/PVuXySVGiKoy+6OQKt3CllRmJ36OgN0kXllHBmqB5GvqphQy+0GWiTs6jiRzIBvhYV/10ec+Yc8G5ZywHV7ridaktJFZcg2GKQc6fA0nzv4vps58iv7VM5iyxlrfcQbWXvYyQYvxYUZv/QDNrNMIxEkXl5hc/jaLo0/iOBKmpNG/cYFgPe+ePHhbrkbezXNppfE7CMNmKiEWhx8nHx+mN3cVEFuNfGocgHpAOD03MlPeNXpGwbHZTo6hmg12Rh4S50mLjoOKWccg4J2vGO4laFTaqzTafY57c1fQ9AroDebzNWaqkMnNYskq2e0ZtrIHheFSAkiSMHWtHjwNTXhdl4cfozcA+8rXGR8Z5l/uh4DfxtjnPmHPf4oJFbCFM3Ru4JEOL0S8vILppt23JnxTi2JoETZ6jqLaBqptkMnPkw/37qrqtSmFu3AQHfxy3YcoxgeZXPhbZCxmx57GlhUOXfk8+y9+nlC53YmwdZ50de22sapGFcm2Gb35fdLlm95ry/F+NvqOkUtPEjaEbmJ37gYget7sNlb7Fr+FjUTPgnDk3hx5DFUSXQFvHP4lrh94l7jOeA89myIHZn74cda7DnesgiQgXVvjgYuf4diZTyLhsNJ7gnRpme3uadL5eXaSk67kgoPiht+DRgVLUolW18iXChQKBSpdbePn43M/sOfENseBP3llA+XMl0Xbzep6x/ZDV8Iotu4lgDmSSikxyPy+X+DEmU+w0n+KbH6OUCNPM5BgaeRRJhdeRLUa5FNjVGJ9DK/8SAg/W+3Qc0vrBDojLQ0pTDE1Qqq4TMAWvW9219nsxIfpKt/0xmgDtUgPmlFDNeoodOom3i63KHXkjxgoNCNZNL2MaonrFOcUSW2vJZbUeqyjoOJ4EaTWCmaz5yh9mxephjJEGm1V/d3GSGjzKjiqxsVjH+YPT/grFJ/7hz3/KUoSHJM2sCSFeFWsFM4f+yiLQ8J/ELDqndmkjkWsuEL3upBHHFp7GbVZxUZBM2pMzb2ALcmYcoB0YYnx7QvM7XsHkttnphAfpBZMe8ak6U6z1rYmiE6he4pmNI3pVgYr7gXWQhnCZgOdtjatjNAfCRoVZLdepkVrzCJDNUA50oseTGCqIe91GpZ4v1kHSaYZiONIMtVoD/NjT3Pp8Pu947VyWYRfRyawK67TSuuXgd7Ni9iIcHjLiNTdXs82EiYSEqLZVy2cQZNB+XEJQD4+PwXu6n9bPl9AccSS3EZCbRTJ9R7l7ImPU4r0tutOgHPHPoSKyfDKD7GRWOk9juboyFjsDJygHO8nYNaw1ADBB99FI5Bg8sZfo2BSC6ZJllcI68JxIwyI4+WMXDz4AYqJYQ7MfJVEeZW5/c9w9thHvXFGGzki9S00dG+irvaeoNG9j3pMGIvd0ZjWmAE0x0CSYLSvi0rPQWrhLuqBBOeO/ho3Jn9e3If0BHoogeNAtLrJxNKLHLn8Oe94YGMDphJmvfcYphxAArayB1geewobGVPSdtUPCSTAkcQR1vpOeOUNDrA49lYeSvsGxef+4q5qeTYrOn/0rUtES7dIuquU1f43sT5wkt61swyungaESJGEg+TYbKT20VuYxQEMLUo+PUnv5gUcoBLtQbVMwo0c25kDZHIzIMlIjs1q/wkilW3S5WWvxsYALh77KKhigmY2rzB683vUtDgBW+/YKu3edgCYShBLDWFoYdFqQ1bo3r5GPZTGQWK1/wT7Fr6BDVTjA4woNXLVBhiNXccR6yNdDWMEYmhGDdk2yY89wlYgy9jcC0T0Eptdh0gWllDMJkYgSkAveSHvVhGjroWRLRPV1r3Eut3jXes6Qv/2JTF2SePCyY/x7w9BX3ivn56Pz73nrvVQvroKf70GR87/BZVoNxu9x6jG+9l3/SvEXd3XS4c+QPfmRbq3ryEjZA3W+08ycvMHIEmUwz0kqkIPpRgboJgaZ/jW93FQOHfsI4wtfYtMYQHT1RHxfCDhbmYO/RLYNiOLL9KVnwVuNx67qREkQpONrkOotkGydBPFbGBLKrLTCoHLrq0Q25JatBc1HKOkJZD0KpncHOeOfwxsm+Pn/5xcdgpdi5LOLxBqFjG1MKqlI7khdeFDEobRdtt5KLaBDdSDGTSzhmJbSNjIjuUZlAYyIWwqwSTRZtG7ps3sQd7z9BMcSt3NJ+fjc++56zYaT3TBhbyNatYxho5RD4mwbayy3nbQhpPkJh5nZfRxBhe/S8/OVdKFRTbf9CG02e+Rzc9iShqqYxCt75CsrAIwP/okqCqLk29nvZ5j4tpXvAGXI70YkTSqXuHopc8iuU7RVtuL3QbFor2NiCBWLT3bV9CDCRrBJLXECGYwzsDaGRzgVt8piukxjlwVvW5q4QyaXiVaXkIx60iOxcmzn/S2SdncLDg2hhoGHPKpCWqRDLVIN4eufpHr+99Jz+Yl0oV5bGRq4YynwB9u5pBpqfkbHffWkgLgNFgdfJiBlR8Sa4qOhesDJ5j2W2X43IfclQ/l+eef53986Rvosy8DcFPtJl7ZANv2IiKWrPFwRghXA2hmE1vWiFa36H3500Rq25hKEDMgivMK8SFA/FcfW/oWU1f+ivj2LGM3nifkts8oB9PMHXwXudQEhy9+Fl0Jceng+3jl1K9jBuLu+yVyqXFs9yINzzEqud9ltrMHkMMJonqJ7K7ivOH10xy++gXvOjO5GyTKKxhaxGsLWnMLC01UZifeLnxIpoguxUs3yaX2MX3tr3CA6Zkvky7MA6DaTZLVtQ7HrwPIdjvVvmU0o04DG5lKepSZI++nFOunqUZ4uD+G7PtOfO5D9rxCqdVqLC0tEQ4miefnsCSVg9e+SKRZZLX7qDdhGqEUvzEOv38R0ptXyRTnsVDYGHsMpbpN79YlTDnA/MTPkSgue34XEH6SeH2T2NI3vRVHKdJHsrbO+I3nSbt1M4pZJVrZYHL2a0imWIHkY4PEC4vtIjo3qtIydAo2fRvniYVDJGIRrum9qHoNS1YJWA0cWcGxbWRsDCVI0KgSr7XzXiJGCQch0zA197xnuBxA12LI2CyOvZWRhW+jB+PowRhJV7clnxwhXVwS2cPIOLQbybdoZdmu94uaI8m2iVc3GT54nGfG9vqp+fi8vuzZoKyuriLJCksTbyOWmydTWCDcFFGYeGnFmxyN1AiOA+s6HFx7BYBKvJ/BxW+LnApZQw+nOHT1izTl0G11M7sfW5JGsrZOTY2RLi1hyEFwHDRHZ/zmdzrGl67c6vi5tRKoBlNEmgVkYH78aYatHGPBIoGVEhIOmuvI3V1SEHKlDBzHoaHFCBkVLyLjFSsSwAoECetlQnqRI5c/i2LpSFjIzTyymwQIDpVID8niEjLCsJVj/cQrazTkELYWQTMqaLaOJSlsZ6dR9BpDy98Hx2Gx58Sdf1g+Pm8Qe0+9X1ynoYQYn32egY0LaLooyXeAWLOdlLUd6+cbG+JEYbfnb6KyylZ6ChkHxTZQHYvFkScI2I3bqnRbjx2gHkpRiPYTMSs0tDjXp55Fc3R2EqMAFOODNNXOsMdG6gA2bT25SLPorSSmZp8jsHSWlZUVNCwsJYChhJgbe5oLR3/Va3ZeiA1iyRqzk79AMT3e0bSsXbGso7kVwo4D+cQIi6NPUon0gKR43Q4BhtdOu45lGUMKEKyJ+1XK7sNRFDRbpxAboBrpZmjlJQ5f+Rzp4iLzo09Stf0sNp/7lz39dX5yHpY2c1iyhmbUMOSA5xStq22lHwdIbM/x+RVRRQyw0v9m1vtO0pWfwQFWe48jWQZjy9/18j8cSRb+iV2aIK2Wns1QgvWeo4SMMoeuf5Ht5DiZ8k1MNYQCXD/wix1j7S5c35W/IUxJazu2nd5H6dGP8sEPfpDRJ99FMTUKikJ0cJKUgrsRgWRlBdk22T/7HNncLDKQT42xOPIEC4OPCuMgaV4hZMiooIcS5LNTGEoIHMvNMxG3u5gYphbpxtJCKJJNwBarou7tKwRlh/kDzzJ/4FlUSydWWkO2dLay05S69vOeob18Yj4+bwx3vOVZq8PpPBxullGMKjqquzxXkR2D1aEHmVz8JiAmbX/uKtHqBmZIhCX6pg5zvqzSu36WRiDBwMZ5moGWGKqErYapB+PEqxsotsGlg+9j39zzhBoiwtG7c52F4ScBYQ2zxUWagTgBq0GsvML+G88BUCNAEB0LGRVbqLJFMoRq29iSSsAxSJRXuVSHfKHImXOLpAu3CJgVen/wSWTHxlQC3uro0uH3oUZSDIUh+r0/pxrro9h9ENvUGV/5gdfMvCUJmdm+Tv/qaW81FDCrWHKAhhoiYNSIhEPEevvozmb4m3KKzLZoFmYqQaK5RbJr50VXAKvOSt8pNgdP8ZuTMOkrs/ncx9yxQWm6VYCq0XD/fwtfg+qIkKeqt5XPwF2lNHPQFOpq56sBetdeRnJsatFuZvf9AocvfwELhYtHP8jU3PPEqxuAkFecXPhbbg49zNT816kHU5SSw4zf/A42Mrd6TzKy8TJBo4rtQEOLE9JFkV/YzYqVvbiORbS2JRp2yQpYBqpZ4+SZP+VzZ6AXBdnNj50ff5rfenCYP7ihcvjcp1AtAzOU4nf2waevl4lIEj2bl+namUHTqx3lBYoj5ClV3ejwA9nA2sBJtnofYCgMvzEtanAcB87NgLP2ConcDLas0nQjVXp6hKXkOPXUCB8egQf8vBOf+5w7TmxbrsJ/uqRz/PynuDb5DAMbZ4m7eSO7jYgEVNUEEbPUMbGqoSyRZp5SfJBEedWVB7CwZRVTDbM09DBT8y/gAE0lgixLaEYVXYsQNGqUIz3EaptIIPI9ggkGN87hIGHJGqotth3VQFJsw2SNcLNTVW53UeGrk+As4PypX+cDw/Dl6zuMX/0yIQx0LUrQrOE4DrasosshGtEsidIt4awNJIjqhc6bS6d4UzWc5fr0L/HbB2SmE+3X6TacKwjj8qVV2NHhwQx8bBTWmxBTIaHdyafk4/PT4Y4Nyp8twLUbs0wsftOtNZFxHAkZi3Kkh3hts2PCQntCmXIAbB0FiZX+N7HVc5Dj5z8tMmTjQ0Srm6i2Ti41TqhZItzIIzl2x/sV2+DW4IPUot3sd/vYVMLdxOtbHedq0QwmCDRLmHIAzdZv6/TnIJy5qqkTbuZRbBNLCXoSjBYKTS1CNTnE1NgI3QODfG5FRZHAdGB46bt0b1/DklUaWgxTDWFJCgGrgWY1UM0mipuwpmtRrk2/m7ePRHn34GvfX9sRq8Dw7Z1HfXzue+54y3O5ANnyCuBOTHfCA8Rrm97zICajjNURXlUQ4d+htdMMrJ3BljVmJ97O/tm/wZI1HCRSxSVkx2bdLedvHUu1dZpSiK2eo6hmA5DJpcYopMaJL34DgLqWYKf3CMO3fgBAKTZASNKIN3a8a2iq0Y6m46nyCo4kY8hBSvEBGtEsTx0awYl185crwieS0uC9R0Ux3qPd4vtz6/DDzQy40apoM4+biCvujSThyCr1QIL1vuPkuqcBGPx76m9kyTcmPv9wuaMVimnDb56F6Qt/ScgoUw+kiOqF27I+AWxZBdty07YkqqEM0UbOSyzr0E5Rw2imyECdHXuKgbXz7jbF4dbQw9RCGfbP/k1bBU1SxYolEGV54EGmFl4AYDM7Tc/ONXaS48gSpAoLP7amx5QDlAMpiplJStkJPrI/yuUS3KjA4QR8cERMbssRWxH1NeJhZ/PwpzM6E3PPA7B/uJ+3HN1HKtV2dtiOMDzXShCS4WQGHvElG31+RrmjFYrhzuiAUUOGDp9B679+i0owRaK+zdLAQ4ys/oiVwQeZnvsaq30nSOcXCDfFe3cy+4jnFgGoBxOM3fo7Lh14L8cufwYHiYYWZ3L+60KbRAmiWE0Ut23GWnKMfa4xMQDHLbzLFhdYHH6MVGHBK7RzgJ30FMtDj5CNhohrsFgTRu1Xh+HBrPh6Ncru/dGrOJGGnx8KcCn+ixxKwDsHhU7MbmQJnukXXz4+P+vcsQ/lj2Zs1Bc/ydzY2zw/Crx2ha8D6EoEzarRDCTQ9CoXTv1ThuZepLswQz7aT6a65qqQqcgSSI6JIQXQHJ16ME24mcdQwpRjfaSKiyg42IBOkBCd8gQA25kDZHMz2EqARiBJtL5JPjnO4sTTPJCSGQjDswOg+flhPj73nDs2KLoNf/yZzxNuCKHo3U2xWjiuDOKrKUd6WBp7kiNXvoCFjOIKDynAjaEnGNq6QNAt0y9G+70iOmgbq63UProLbZmCVs1L63ggslRTpWUAFseeIp+d4pl+eOfAnVypj4/PnXLH/6c/MQ9XD7/PLWxrG5POlHkxsStKwnvOQThtD135IiBU45tqREg0BhOUug+w2vWAd55Etd3itBrKesfpdsWZWr+TQKTxS+30+nTpJoYaZaXvFPnsFB8f842Jj88bwR2tUP73Iry00aD/1sv07lxhNX2Agfz1216no6JhdmyB6oSoZoaFTICkILup+oYcQHFsHMcRqm67+uWYSKyMPMbo8ve845hu5itALZAipJeQsdlJ7yNeuoVqNVjtP8XmwCkAhsLwe2NS0NoAAAdGSURBVNP+FsfH543gjgzKvzgL2fnv0eP28W0ZjKYcImg3vNcZagRLVgnqpY7XAZSifSSqG+wkRsmWFrGUIFf3P8P01S+hYlELpYk08t4WprW6mR1+G1M3v+kZGsX12tiyKtTPJAVbVpk58Ivo4Qy/NgpJTfT89VXhfXzeGO5sqtm21xS8FO7xnt5tTABU0+385zbRWuk+RjMQx0Qo5BtygExpmbWeY+hahMNX/y8qFqVoP5FGnkY46/lXWtualjERg3ZEI3UcttKiN00x1sflBz5ENpPhXx+Ax7rgSNI3Jj4+byQ/8XQzbOiuCo2RRjBJoi6S2CpKvON1TSXSThgrLGCqYSwlRFAvszDxtCsWZAE20fo2s1Pv8Kp6m6EkCyNvIVTPYQOGHMKSVc+o7G6KrlkNLEmhb+cKudQEC/ufwZJl1so6n7u519vh4+NzN/zEBuUHO1BuikJAQ20LIcWscsfrdjfMkgDNrDO8/kOqgTTdO9dxQnGMUJx6OEuoWeToxf+DgsVGeoqunWsMrZ5mJz0pjIbdxJQ625nWQ2kKiWHxs9v3J1OYJ711nWR+gWMX/oJKrba3u+Hj43NX3NGGoJAYASBW3Whnre76vS0pHa0rirF+Lz9lKztFsnSL7MQhQnqZnfQUC2NvoxQbwEGiN39DpOqbTbL5WfKxQcAhaNXQ5ZB3nHAjT7J00w1NS55mytjN7yLbJqYa8mp8fHx83lh+4kzZR7Pw/LqKKQdQbb2jNsfDjdyYSKg4bj8eQba4gORYvFwNM2GbJIpLDK++1KHMprh1PxYS6coKFiItP2jWKcaHCNd3CLgp+jYwc+g99HdlWKxC360fMr74LSRg//TRPd4OHx+fu+GOojy/cw76rnyVZGW1o25nNz+uJ077eQkHh2YwheXQUQv0Wu+1gYWRtzK5/KJ7HAlLCXLp0C/zUH+Mj47BdlN8lWbOEAkFOXLkyE96ST4+PveQOzIo/+0GXCmYHLz0OcJGhaYURHUMJFfccLfTFDoNRCnaR1gvoRp1wKEY6SH1KqmDhhwhZAuBJtvNVRFhYgXV3VzVwxnMU+9mMqnyjj4I+ZW5Pj73DXdkUBwH/sMVWHWjxAeufJFoXcgCtIxHJdpLLj3B4MppFMfklWMf5tj5z2BoMRqRDLKlk6is7lqVSDiSAk5nIpwELAw8zLi7LRIO2QxveeaXOZH1Y8E+PvcjdzQzJQl+/zD88UmYiECs3tYYkYAGAZZHn6Bv8yKKY2ID0XoOUw2gGlWCjRyBuqgyXu0+BoiVyHp2Gpn2asZUQzTVKOOrL3nHXk/t4+rh93Io5RsTH5/7lT33Nv7sMhS/9qfA7b6URjCJ1iy7eq4/ztsinm+1DnUkmcWBhxhf+TvvmK13FlJjLEz+PEeT8Fv79jJaHx+fN4I9N/raboIjB70WECA0US4f+ycAnDjzCSRErY7qGG7jcUlosxqir07IKCHjoKtRwL7NmORT4+halN6ty0xFtnhmvHvvV+rj4/O6s+f9w2QcLh/9gPezJamYSts+mUoAEMlpxdiAm+3qEHC78JmqxtLw4yL5zaqjyyKfxAEcSaES7WVh8u2MnniUQLafze9/hd99ucGZ/F5H7OPj83qzZ4Py9l54pCdEPj6MBCiOSaRZZPL6X4Ntc3363YDbk6aS9x6v9p9EVyPYsW6mDhwCJLYyU0T1glu7I9EIZ8g88gy/ewA+Mgbnx/8xhhalZ/UMX1m920v28fF5vdizDwWExuy/uQDTPxK+lIYURHN0TC2CoUWI1oQSfauR+GrfcTYHH2R87gWC9RwbfScYXvqO25A8hGY12Ok5zL9992Md5/n9y7DuRpam4/Db+/c6Yh8fn9eTuzIoAHMV+C+XG5w4/2mgU2ipFkoTa+TddhQSjVCaUmqU7M4MWqsBuawi2yYOsDjyFrpHD/CvDnaeY70Bf7UCqgTvGYJ04G5G7OPj83px1wYF4D9eAf3GaQY3zgLt+p5WKLilaQJgywGqsR5i5TWRtxLrZSc9iS1rFLL7eCgDHx+/2xH5+Pj8NNhzlGc3v3cQ/jNvplDdIFVZ9fr5tozI9cl/xNTcC0jYWIrG4uiTgEwsGuGf74M/uAa6AwkVfmX4XozIx8fnp8E9WaGA0Ev5swUovPK3pPPz3vO5xDBrQw9x6MoXuHD4g+yfe45qtJelsbfwzyZEKwrdhpIBmYBoO+Hj4/MPk3tmUF7Nf79uk7t2mo2ew8i2TXbnOmuDb/Z+H1Hg3x0WMo0+Pj4/G7xuBsVyRAPwmzV4fl1Eeh5IChmEW3U4lYaBv6clp4+Pzz88XjeDspvNBpRMmIj6Wxofn59l3hCD4uPj8/8Hfumuj4/PPcM3KD4+PvcM36D4+PjcM3yD4uPjc8/wDYqPj889wzcoPj4+9wzfoPj4+NwzfIPi4+Nzz/ANio+Pzz3DNyg+Pj73DN+g+Pj43DN8g+Lj43PP8A2Kj4/PPcM3KD4+PveM/weMPCkAb4FdFwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = ox.plot_graph(G, fig_height=10, fig_width=10, \n",
" show=False, close=False\n",
" )\n",
"\n",
"ax.scatter(my_choice['longitude'],my_choice['latitude'], c='red', s=100)\n",
"ax.scatter(longtitude_ESB,latitude_ESB, c='black', s=500)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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