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{ | |
"cells": [ | |
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"# Create Map Charts with Python\n", | |
"<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n", | |
"<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n", | |
"<br>__[Riskfolio-Lib](http://riskfolio-lib.readthedocs.io/)__\n", | |
"<br>__[Practical Econometrics with Python](https://www.amazon.com/-/es/Marlon-Saito-ebook/dp/B08KJ1322G/ref=sr_1_1?dchild=1&qid=1603904149&refinements=p_27%3AMarlon+Saito&s=digital-text&sr=1-1&text=Marlon+Saito)__ \n", | |
"<br>__[Econometría Práctica con Python](https://www.amazon.com/-/es/Marlon-Saito-ebook/dp/B08KHZKV9R/ref=sr_1_2?dchild=1&qid=1603903646&refinements=p_27%3AMarlon+Saito&s=digital-text&sr=1-2&text=Marlon+Saito)__ \n", | |
"\n", | |
"<br>Hi people, en este post enseñare a crear gráficos de mapas con python para poder analizar información con un enfoque geografico :D.\n", | |
"\n", | |
"Para Python les recomiendo que usen __[winpython](https://winpython.github.io/)__ (solo windows, pero es portable) o __[anaconda](https://www.anaconda.com/download/)__ (es multiplataforma, pero requiere de instalación). Al instalar cualquiera de estas distribuciones encontraran los ejecutables Jupyter Notebook (el formato del post, los archivos tienen extensión es .ipynb) y Spyder (IDE que recomiendo para trabajar porque permite visualizar las variables y su tipo, los archivos tienen extensión es .py)\n", | |
"\n", | |
"En la página del blog dejaré los notebooks (se abren con jupyter notebook), los scripts de python (recomiendo que usen spyder para trabajar con estos archivos) y los archivos de excel y shapes con la data usada en los ejemplos.\n", | |
"<br>Los temas que trataremos en este post son:\n", | |
"1. Instalación de Geopandas.\n", | |
"1. Creación de Mapas con colores y leyendas.\n", | |
" 1. Creación de Mapa del Mundo.\n", | |
" 1. Creación de Mapa de un País.\n", | |
" \n", | |
"## 1. Instalación de Geopandas.\n", | |
"<br>Para empezar debemos instalar Geopandas en nuestra distribución de Python, para poder instalarlo seguimos los siguientes pasos:\n", | |
"* Abrir el terminal de nuestra distribución de winpython, el archivo se llama \"WinPython Command Prompt.exe\".\n", | |
"* Instalar los paquetes de requerimientos escribiendo el siguiente comando en la terminal: __pip install fiona, shapefile, pyshp, six, pyproj, psycopg2, geopy, rtree, descartes, pysal, libgdal, gdal, geos__\n", | |
"* En caso exista error al instalar alguno de esos paquetes, lo recomendable es descargarlos de esta __[Página](https://www.lfd.uci.edu/~gohlke/pythonlibs/)__ \n", | |
"* Los archivos descargados tendran la extensión .whl, para instalarlos escribir el siguiente comando en la terminal: __pip install \"Ruta del Archivo\\Nombre del Archivo.whl\"__, o si estan en la misma carpeta del terminal usar el comando: __pip install \"Nombre del Archivo.whl\"__. Ambos comandos sin las comillas.\n", | |
"* Para descargar archivos de mapas de cualquier país pueden ir a las siguientes páginas __[gadm](https://gadm.org/download_country_v3.html)__ y __[diva-gis](http://www.diva-gis.org/gdata)__\n", | |
"\n", | |
"## 2. Creación de Mapas con colores y leyendas.\n", | |
"### 1. Creación de Mapa del Mundo.\n", | |
"Para ver las propiedades de los gráficos de geopandas pueden consultar en la pagina de geopandas y en la de matplotlib." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"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>pop_est</th>\n", | |
" <th>continent</th>\n", | |
" <th>name</th>\n", | |
" <th>iso_a3</th>\n", | |
" <th>gdp_md_est</th>\n", | |
" <th>geometry</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>920938</td>\n", | |
" <td>Oceania</td>\n", | |
" <td>Fiji</td>\n", | |
" <td>FJI</td>\n", | |
" <td>8374.0</td>\n", | |
" <td>MULTIPOLYGON (((180.00000 -16.06713, 180.00000...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>53950935</td>\n", | |
" <td>Africa</td>\n", | |
" <td>Tanzania</td>\n", | |
" <td>TZA</td>\n", | |
" <td>150600.0</td>\n", | |
" <td>POLYGON ((33.90371 -0.95000, 34.07262 -1.05982...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>603253</td>\n", | |
" <td>Africa</td>\n", | |
" <td>W. Sahara</td>\n", | |
" <td>ESH</td>\n", | |
" <td>906.5</td>\n", | |
" <td>POLYGON ((-8.66559 27.65643, -8.66512 27.58948...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>35623680</td>\n", | |
" <td>North America</td>\n", | |
" <td>Canada</td>\n", | |
" <td>CAN</td>\n", | |
" <td>1674000.0</td>\n", | |
" <td>MULTIPOLYGON (((-122.84000 49.00000, -122.9742...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>326625791</td>\n", | |
" <td>North America</td>\n", | |
" <td>United States of America</td>\n", | |
" <td>USA</td>\n", | |
" <td>18560000.0</td>\n", | |
" <td>MULTIPOLYGON (((-122.84000 49.00000, -120.0000...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>18556698</td>\n", | |
" <td>Asia</td>\n", | |
" <td>Kazakhstan</td>\n", | |
" <td>KAZ</td>\n", | |
" <td>460700.0</td>\n", | |
" <td>POLYGON ((87.35997 49.21498, 86.59878 48.54918...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>29748859</td>\n", | |
" <td>Asia</td>\n", | |
" <td>Uzbekistan</td>\n", | |
" <td>UZB</td>\n", | |
" <td>202300.0</td>\n", | |
" <td>POLYGON ((55.96819 41.30864, 55.92892 44.99586...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>6909701</td>\n", | |
" <td>Oceania</td>\n", | |
" <td>Papua New Guinea</td>\n", | |
" <td>PNG</td>\n", | |
" <td>28020.0</td>\n", | |
" <td>MULTIPOLYGON (((141.00021 -2.60015, 142.73525 ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>260580739</td>\n", | |
" <td>Asia</td>\n", | |
" <td>Indonesia</td>\n", | |
" <td>IDN</td>\n", | |
" <td>3028000.0</td>\n", | |
" <td>MULTIPOLYGON (((141.00021 -2.60015, 141.01706 ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>44293293</td>\n", | |
" <td>South America</td>\n", | |
" <td>Argentina</td>\n", | |
" <td>ARG</td>\n", | |
" <td>879400.0</td>\n", | |
" <td>MULTIPOLYGON (((-68.63401 -52.63637, -68.25000...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" pop_est continent name iso_a3 gdp_md_est \\\n", | |
"0 920938 Oceania Fiji FJI 8374.0 \n", | |
"1 53950935 Africa Tanzania TZA 150600.0 \n", | |
"2 603253 Africa W. Sahara ESH 906.5 \n", | |
"3 35623680 North America Canada CAN 1674000.0 \n", | |
"4 326625791 North America United States of America USA 18560000.0 \n", | |
"5 18556698 Asia Kazakhstan KAZ 460700.0 \n", | |
"6 29748859 Asia Uzbekistan UZB 202300.0 \n", | |
"7 6909701 Oceania Papua New Guinea PNG 28020.0 \n", | |
"8 260580739 Asia Indonesia IDN 3028000.0 \n", | |
"9 44293293 South America Argentina ARG 879400.0 \n", | |
"\n", | |
" geometry \n", | |
"0 MULTIPOLYGON (((180.00000 -16.06713, 180.00000... \n", | |
"1 POLYGON ((33.90371 -0.95000, 34.07262 -1.05982... \n", | |
"2 POLYGON ((-8.66559 27.65643, -8.66512 27.58948... \n", | |
"3 MULTIPOLYGON (((-122.84000 49.00000, -122.9742... \n", | |
"4 MULTIPOLYGON (((-122.84000 49.00000, -120.0000... \n", | |
"5 POLYGON ((87.35997 49.21498, 86.59878 48.54918... \n", | |
"6 POLYGON ((55.96819 41.30864, 55.92892 44.99586... \n", | |
"7 MULTIPOLYGON (((141.00021 -2.60015, 142.73525 ... \n", | |
"8 MULTIPOLYGON (((141.00021 -2.60015, 141.01706 ... \n", | |
"9 MULTIPOLYGON (((-68.63401 -52.63637, -68.25000... " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"# Utilizando la base de datos de prueba que viene con geopandas\n", | |
"import geopandas as gpd\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"df = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n", | |
"\n", | |
"# Mostrando la data cargada\n", | |
"display(df[0:10])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7fbe7a679150>" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1440x1800 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Graficando el mapa\n", | |
"df.plot(figsize=(20, 25), alpha=0.5, edgecolor='silver', color = 'lightblue')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"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>pop_est</th>\n", | |
" <th>continent</th>\n", | |
" <th>name</th>\n", | |
" <th>iso_a3</th>\n", | |
" <th>gdp_md_est</th>\n", | |
" <th>geometry</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>920938</td>\n", | |
" <td>Oceania</td>\n", | |
" <td>Fiji</td>\n", | |
" <td>FJI</td>\n", | |
" <td>8374.0</td>\n", | |
" <td>MULTIPOLYGON (((180.00000 -16.06713, 180.00000...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>53950935</td>\n", | |
" <td>Africa</td>\n", | |
" <td>Tanzania</td>\n", | |
" <td>TZA</td>\n", | |
" <td>150600.0</td>\n", | |
" <td>POLYGON ((33.90371 -0.95000, 34.07262 -1.05982...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>603253</td>\n", | |
" <td>Africa</td>\n", | |
" <td>W. Sahara</td>\n", | |
" <td>ESH</td>\n", | |
" <td>906.5</td>\n", | |
" <td>POLYGON ((-8.66559 27.65643, -8.66512 27.58948...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>35623680</td>\n", | |
" <td>North America</td>\n", | |
" <td>Canada</td>\n", | |
" <td>CAN</td>\n", | |
" <td>1674000.0</td>\n", | |
" <td>MULTIPOLYGON (((-122.84000 49.00000, -122.9742...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>326625791</td>\n", | |
" <td>North America</td>\n", | |
" <td>United States of America</td>\n", | |
" <td>USA</td>\n", | |
" <td>18560000.0</td>\n", | |
" <td>MULTIPOLYGON (((-122.84000 49.00000, -120.0000...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>18556698</td>\n", | |
" <td>Asia</td>\n", | |
" <td>Kazakhstan</td>\n", | |
" <td>KAZ</td>\n", | |
" <td>460700.0</td>\n", | |
" <td>POLYGON ((87.35997 49.21498, 86.59878 48.54918...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>29748859</td>\n", | |
" <td>Asia</td>\n", | |
" <td>Uzbekistan</td>\n", | |
" <td>UZB</td>\n", | |
" <td>202300.0</td>\n", | |
" <td>POLYGON ((55.96819 41.30864, 55.92892 44.99586...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>6909701</td>\n", | |
" <td>Oceania</td>\n", | |
" <td>Papua New Guinea</td>\n", | |
" <td>PNG</td>\n", | |
" <td>28020.0</td>\n", | |
" <td>MULTIPOLYGON (((141.00021 -2.60015, 142.73525 ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>260580739</td>\n", | |
" <td>Asia</td>\n", | |
" <td>Indonesia</td>\n", | |
" <td>IDN</td>\n", | |
" <td>3028000.0</td>\n", | |
" <td>MULTIPOLYGON (((141.00021 -2.60015, 141.01706 ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>44293293</td>\n", | |
" <td>South America</td>\n", | |
" <td>Argentina</td>\n", | |
" <td>ARG</td>\n", | |
" <td>879400.0</td>\n", | |
" <td>MULTIPOLYGON (((-68.63401 -52.63637, -68.25000...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" pop_est continent name iso_a3 gdp_md_est \\\n", | |
"0 920938 Oceania Fiji FJI 8374.0 \n", | |
"1 53950935 Africa Tanzania TZA 150600.0 \n", | |
"2 603253 Africa W. Sahara ESH 906.5 \n", | |
"3 35623680 North America Canada CAN 1674000.0 \n", | |
"4 326625791 North America United States of America USA 18560000.0 \n", | |
"5 18556698 Asia Kazakhstan KAZ 460700.0 \n", | |
"6 29748859 Asia Uzbekistan UZB 202300.0 \n", | |
"7 6909701 Oceania Papua New Guinea PNG 28020.0 \n", | |
"8 260580739 Asia Indonesia IDN 3028000.0 \n", | |
"9 44293293 South America Argentina ARG 879400.0 \n", | |
"\n", | |
" geometry \n", | |
"0 MULTIPOLYGON (((180.00000 -16.06713, 180.00000... \n", | |
"1 POLYGON ((33.90371 -0.95000, 34.07262 -1.05982... \n", | |
"2 POLYGON ((-8.66559 27.65643, -8.66512 27.58948... \n", | |
"3 MULTIPOLYGON (((-122.84000 49.00000, -122.9742... \n", | |
"4 MULTIPOLYGON (((-122.84000 49.00000, -120.0000... \n", | |
"5 POLYGON ((87.35997 49.21498, 86.59878 48.54918... \n", | |
"6 POLYGON ((55.96819 41.30864, 55.92892 44.99586... \n", | |
"7 MULTIPOLYGON (((141.00021 -2.60015, 142.73525 ... \n", | |
"8 MULTIPOLYGON (((141.00021 -2.60015, 141.01706 ... \n", | |
"9 MULTIPOLYGON (((-68.63401 -52.63637, -68.25000... " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Eliminando a la antartida\n", | |
"df = df[(df['iso_a3'] != 'ATA') & (df['iso_a3'] != 'ATF')]\n", | |
"display(df[0:10])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7fbe7a9b8050>" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x1800 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Creando la figura y los ejes para poder editarlos con matplotlib\n", | |
"fig, ax = plt.subplots(figsize=(20,25), subplot_kw={'aspect':'equal'})\n", | |
"# Eliminando los bordes del cuadro\n", | |
"ax.axis('off')\n", | |
"\n", | |
"df.plot(edgecolor = 'silver', color = 'lightblue', ax = ax)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 2. Creación de Mapa de un País.\n", | |
"Luego de descargar la data de un país y descomprimirlo en la misma carpeta del notebook o script, usamos el siguiente código:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"scrolled": false | |
}, | |
"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>NOMBDEP</th>\n", | |
" <th>COUNT</th>\n", | |
" <th>FIRST_IDDP</th>\n", | |
" <th>HECTARES</th>\n", | |
" <th>geometry</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>AMAZONAS</td>\n", | |
" <td>84</td>\n", | |
" <td>01</td>\n", | |
" <td>3.930647e+06</td>\n", | |
" <td>POLYGON ((212372.284 9332652.146, 212473.276 9...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>ANCASH</td>\n", | |
" <td>166</td>\n", | |
" <td>02</td>\n", | |
" <td>3.596225e+06</td>\n", | |
" <td>POLYGON ((150666.941 9058816.782, 150667.214 9...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>APURIMAC</td>\n", | |
" <td>80</td>\n", | |
" <td>03</td>\n", | |
" <td>2.111415e+06</td>\n", | |
" <td>POLYGON ((781311.035 8490376.526, 781314.444 8...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>AREQUIPA</td>\n", | |
" <td>109</td>\n", | |
" <td>04</td>\n", | |
" <td>6.325589e+06</td>\n", | |
" <td>POLYGON ((518459.305 8278798.442, 518429.805 8...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>AYACUCHO</td>\n", | |
" <td>111</td>\n", | |
" <td>05</td>\n", | |
" <td>4.350382e+06</td>\n", | |
" <td>POLYGON ((571155.261 8654149.131, 571057.668 8...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>CAJAMARCA</td>\n", | |
" <td>127</td>\n", | |
" <td>06</td>\n", | |
" <td>3.304466e+06</td>\n", | |
" <td>POLYGON ((25179.070 9209709.788, 25130.784 920...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>CALLAO</td>\n", | |
" <td>6</td>\n", | |
" <td>07</td>\n", | |
" <td>1.414095e+04</td>\n", | |
" <td>POLYGON ((265262.111 8665012.021, 265257.362 8...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>CUSCO</td>\n", | |
" <td>108</td>\n", | |
" <td>08</td>\n", | |
" <td>7.207614e+06</td>\n", | |
" <td>POLYGON ((875377.090 8338199.014, 875434.571 8...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>HUANCAVELICA</td>\n", | |
" <td>94</td>\n", | |
" <td>09</td>\n", | |
" <td>2.206504e+06</td>\n", | |
" <td>POLYGON ((577364.103 8587853.003, 577430.134 8...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>HUANUCO</td>\n", | |
" <td>76</td>\n", | |
" <td>10</td>\n", | |
" <td>3.720053e+06</td>\n", | |
" <td>POLYGON ((290289.525 8963832.641, 290399.011 8...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>10</th>\n", | |
" <td>ICA</td>\n", | |
" <td>43</td>\n", | |
" <td>11</td>\n", | |
" <td>2.108077e+06</td>\n", | |
" <td>POLYGON ((484927.608 8406270.934, 485261.850 8...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>11</th>\n", | |
" <td>JUNIN</td>\n", | |
" <td>123</td>\n", | |
" <td>12</td>\n", | |
" <td>4.399729e+06</td>\n", | |
" <td>POLYGON ((391419.205 8803653.257, 391486.750 8...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>12</th>\n", | |
" <td>LA LIBERTAD</td>\n", | |
" <td>83</td>\n", | |
" <td>13</td>\n", | |
" <td>2.529597e+06</td>\n", | |
" <td>POLYGON ((180578.007 9106373.931, 180585.065 9...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>13</th>\n", | |
" <td>LAMBAYEQUE</td>\n", | |
" <td>38</td>\n", | |
" <td>14</td>\n", | |
" <td>1.434231e+06</td>\n", | |
" <td>POLYGON ((-32292.146 9224652.719, -32341.530 9...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>14</th>\n", | |
" <td>LIMA</td>\n", | |
" <td>171</td>\n", | |
" <td>15</td>\n", | |
" <td>3.498999e+06</td>\n", | |
" <td>MULTIPOLYGON (((306343.075 8627544.735, 306321...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>15</th>\n", | |
" <td>LORETO</td>\n", | |
" <td>51</td>\n", | |
" <td>16</td>\n", | |
" <td>3.751160e+07</td>\n", | |
" <td>POLYGON ((453546.908 9884062.459, 453645.571 9...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>16</th>\n", | |
" <td>MADRE DE DIOS</td>\n", | |
" <td>11</td>\n", | |
" <td>17</td>\n", | |
" <td>8.504587e+06</td>\n", | |
" <td>POLYGON ((998773.357 8545664.464, 998706.822 8...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>17</th>\n", | |
" <td>MOQUEGUA</td>\n", | |
" <td>20</td>\n", | |
" <td>18</td>\n", | |
" <td>1.580731e+06</td>\n", | |
" <td>POLYGON ((915456.846 8036324.756, 915517.922 8...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>18</th>\n", | |
" <td>PASCO</td>\n", | |
" <td>28</td>\n", | |
" <td>19</td>\n", | |
" <td>2.411395e+06</td>\n", | |
" <td>POLYGON ((370115.948 8788191.937, 370115.484 8...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>19</th>\n", | |
" <td>PIURA</td>\n", | |
" <td>64</td>\n", | |
" <td>20</td>\n", | |
" <td>3.606507e+06</td>\n", | |
" <td>POLYGON ((-107460.089 9541481.800, -107326.443...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>20</th>\n", | |
" <td>PUNO</td>\n", | |
" <td>109</td>\n", | |
" <td>21</td>\n", | |
" <td>6.796282e+06</td>\n", | |
" <td>MULTIPOLYGON (((1070077.473 8251436.585, 10701...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>21</th>\n", | |
" <td>SAN MARTIN</td>\n", | |
" <td>77</td>\n", | |
" <td>22</td>\n", | |
" <td>5.096126e+06</td>\n", | |
" <td>POLYGON ((383975.808 9233612.947, 383882.197 9...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>22</th>\n", | |
" <td>TACNA</td>\n", | |
" <td>27</td>\n", | |
" <td>23</td>\n", | |
" <td>1.608307e+06</td>\n", | |
" <td>POLYGON ((1039705.339 8091000.309, 1039741.497...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>23</th>\n", | |
" <td>TUMBES</td>\n", | |
" <td>13</td>\n", | |
" <td>24</td>\n", | |
" <td>4.690260e+05</td>\n", | |
" <td>POLYGON ((-123412.249 9596036.071, -123336.673...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>24</th>\n", | |
" <td>UCAYALI</td>\n", | |
" <td>15</td>\n", | |
" <td>25</td>\n", | |
" <td>1.053418e+07</td>\n", | |
" <td>POLYGON ((660472.305 9077077.821, 660448.316 9...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" NOMBDEP COUNT FIRST_IDDP HECTARES \\\n", | |
"0 AMAZONAS 84 01 3.930647e+06 \n", | |
"1 ANCASH 166 02 3.596225e+06 \n", | |
"2 APURIMAC 80 03 2.111415e+06 \n", | |
"3 AREQUIPA 109 04 6.325589e+06 \n", | |
"4 AYACUCHO 111 05 4.350382e+06 \n", | |
"5 CAJAMARCA 127 06 3.304466e+06 \n", | |
"6 CALLAO 6 07 1.414095e+04 \n", | |
"7 CUSCO 108 08 7.207614e+06 \n", | |
"8 HUANCAVELICA 94 09 2.206504e+06 \n", | |
"9 HUANUCO 76 10 3.720053e+06 \n", | |
"10 ICA 43 11 2.108077e+06 \n", | |
"11 JUNIN 123 12 4.399729e+06 \n", | |
"12 LA LIBERTAD 83 13 2.529597e+06 \n", | |
"13 LAMBAYEQUE 38 14 1.434231e+06 \n", | |
"14 LIMA 171 15 3.498999e+06 \n", | |
"15 LORETO 51 16 3.751160e+07 \n", | |
"16 MADRE DE DIOS 11 17 8.504587e+06 \n", | |
"17 MOQUEGUA 20 18 1.580731e+06 \n", | |
"18 PASCO 28 19 2.411395e+06 \n", | |
"19 PIURA 64 20 3.606507e+06 \n", | |
"20 PUNO 109 21 6.796282e+06 \n", | |
"21 SAN MARTIN 77 22 5.096126e+06 \n", | |
"22 TACNA 27 23 1.608307e+06 \n", | |
"23 TUMBES 13 24 4.690260e+05 \n", | |
"24 UCAYALI 15 25 1.053418e+07 \n", | |
"\n", | |
" geometry \n", | |
"0 POLYGON ((212372.284 9332652.146, 212473.276 9... \n", | |
"1 POLYGON ((150666.941 9058816.782, 150667.214 9... \n", | |
"2 POLYGON ((781311.035 8490376.526, 781314.444 8... \n", | |
"3 POLYGON ((518459.305 8278798.442, 518429.805 8... \n", | |
"4 POLYGON ((571155.261 8654149.131, 571057.668 8... \n", | |
"5 POLYGON ((25179.070 9209709.788, 25130.784 920... \n", | |
"6 POLYGON ((265262.111 8665012.021, 265257.362 8... \n", | |
"7 POLYGON ((875377.090 8338199.014, 875434.571 8... \n", | |
"8 POLYGON ((577364.103 8587853.003, 577430.134 8... \n", | |
"9 POLYGON ((290289.525 8963832.641, 290399.011 8... \n", | |
"10 POLYGON ((484927.608 8406270.934, 485261.850 8... \n", | |
"11 POLYGON ((391419.205 8803653.257, 391486.750 8... \n", | |
"12 POLYGON ((180578.007 9106373.931, 180585.065 9... \n", | |
"13 POLYGON ((-32292.146 9224652.719, -32341.530 9... \n", | |
"14 MULTIPOLYGON (((306343.075 8627544.735, 306321... \n", | |
"15 POLYGON ((453546.908 9884062.459, 453645.571 9... \n", | |
"16 POLYGON ((998773.357 8545664.464, 998706.822 8... \n", | |
"17 POLYGON ((915456.846 8036324.756, 915517.922 8... \n", | |
"18 POLYGON ((370115.948 8788191.937, 370115.484 8... \n", | |
"19 POLYGON ((-107460.089 9541481.800, -107326.443... \n", | |
"20 MULTIPOLYGON (((1070077.473 8251436.585, 10701... \n", | |
"21 POLYGON ((383975.808 9233612.947, 383882.197 9... \n", | |
"22 POLYGON ((1039705.339 8091000.309, 1039741.497... \n", | |
"23 POLYGON ((-123412.249 9596036.071, -123336.673... \n", | |
"24 POLYGON ((660472.305 9077077.821, 660448.316 9... " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import geopandas as gpd\n", | |
"\n", | |
"# Cargando la informacion de la carpeta de la data descargada\n", | |
"df = gpd.read_file(\"Limite_departamental\")\n", | |
"\n", | |
"display(df)" | |
] | |
}, | |
{ | |
"cell_type": "raw", | |
"metadata": {}, | |
"source": [ | |
"Podremos observar que el archivo tiene 5 columnas, ahora vamos a añadir una columna de acuerdo al indice (la columna sin titulo del 0 al 24), para crear un mapa con colores de acuerdo a los valores de la nueva columna." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"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>NOMBDEP</th>\n", | |
" <th>COUNT</th>\n", | |
" <th>FIRST_IDDP</th>\n", | |
" <th>HECTARES</th>\n", | |
" <th>geometry</th>\n", | |
" <th>Valor</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>AMAZONAS</td>\n", | |
" <td>84</td>\n", | |
" <td>01</td>\n", | |
" <td>3.930647e+06</td>\n", | |
" <td>POLYGON ((212372.284 9332652.146, 212473.276 9...</td>\n", | |
" <td>3.645977</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>ANCASH</td>\n", | |
" <td>166</td>\n", | |
" <td>02</td>\n", | |
" <td>3.596225e+06</td>\n", | |
" <td>POLYGON ((150666.941 9058816.782, 150667.214 9...</td>\n", | |
" <td>0.775687</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>APURIMAC</td>\n", | |
" <td>80</td>\n", | |
" <td>03</td>\n", | |
" <td>2.111415e+06</td>\n", | |
" <td>POLYGON ((781311.035 8490376.526, 781314.444 8...</td>\n", | |
" <td>0.405902</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>AREQUIPA</td>\n", | |
" <td>109</td>\n", | |
" <td>04</td>\n", | |
" <td>6.325589e+06</td>\n", | |
" <td>POLYGON ((518459.305 8278798.442, 518429.805 8...</td>\n", | |
" <td>20.488827</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>AYACUCHO</td>\n", | |
" <td>111</td>\n", | |
" <td>05</td>\n", | |
" <td>4.350382e+06</td>\n", | |
" <td>POLYGON ((571155.261 8654149.131, 571057.668 8...</td>\n", | |
" <td>0.826837</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>CAJAMARCA</td>\n", | |
" <td>127</td>\n", | |
" <td>06</td>\n", | |
" <td>3.304466e+06</td>\n", | |
" <td>POLYGON ((25179.070 9209709.788, 25130.784 920...</td>\n", | |
" <td>24.917204</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>CALLAO</td>\n", | |
" <td>6</td>\n", | |
" <td>07</td>\n", | |
" <td>1.414095e+04</td>\n", | |
" <td>POLYGON ((265262.111 8665012.021, 265257.362 8...</td>\n", | |
" <td>13.948845</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>CUSCO</td>\n", | |
" <td>108</td>\n", | |
" <td>08</td>\n", | |
" <td>7.207614e+06</td>\n", | |
" <td>POLYGON ((875377.090 8338199.014, 875434.571 8...</td>\n", | |
" <td>5.832924</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>HUANCAVELICA</td>\n", | |
" <td>94</td>\n", | |
" <td>09</td>\n", | |
" <td>2.206504e+06</td>\n", | |
" <td>POLYGON ((577364.103 8587853.003, 577430.134 8...</td>\n", | |
" <td>0.040079</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>HUANUCO</td>\n", | |
" <td>76</td>\n", | |
" <td>10</td>\n", | |
" <td>3.720053e+06</td>\n", | |
" <td>POLYGON ((290289.525 8963832.641, 290399.011 8...</td>\n", | |
" <td>10.379074</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>10</th>\n", | |
" <td>ICA</td>\n", | |
" <td>43</td>\n", | |
" <td>11</td>\n", | |
" <td>2.108077e+06</td>\n", | |
" <td>POLYGON ((484927.608 8406270.934, 485261.850 8...</td>\n", | |
" <td>0.936926</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>11</th>\n", | |
" <td>JUNIN</td>\n", | |
" <td>123</td>\n", | |
" <td>12</td>\n", | |
" <td>4.399729e+06</td>\n", | |
" <td>POLYGON ((391419.205 8803653.257, 391486.750 8...</td>\n", | |
" <td>13.656882</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>12</th>\n", | |
" <td>LA LIBERTAD</td>\n", | |
" <td>83</td>\n", | |
" <td>13</td>\n", | |
" <td>2.529597e+06</td>\n", | |
" <td>POLYGON ((180578.007 9106373.931, 180585.065 9...</td>\n", | |
" <td>9.864452</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>13</th>\n", | |
" <td>LAMBAYEQUE</td>\n", | |
" <td>38</td>\n", | |
" <td>14</td>\n", | |
" <td>1.434231e+06</td>\n", | |
" <td>POLYGON ((-32292.146 9224652.719, -32341.530 9...</td>\n", | |
" <td>22.970614</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>14</th>\n", | |
" <td>LIMA</td>\n", | |
" <td>171</td>\n", | |
" <td>15</td>\n", | |
" <td>3.498999e+06</td>\n", | |
" <td>MULTIPOLYGON (((306343.075 8627544.735, 306321...</td>\n", | |
" <td>16.385873</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>15</th>\n", | |
" <td>LORETO</td>\n", | |
" <td>51</td>\n", | |
" <td>16</td>\n", | |
" <td>3.751160e+07</td>\n", | |
" <td>POLYGON ((453546.908 9884062.459, 453645.571 9...</td>\n", | |
" <td>6.211508</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>16</th>\n", | |
" <td>MADRE DE DIOS</td>\n", | |
" <td>11</td>\n", | |
" <td>17</td>\n", | |
" <td>8.504587e+06</td>\n", | |
" <td>POLYGON ((998773.357 8545664.464, 998706.822 8...</td>\n", | |
" <td>11.727572</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>17</th>\n", | |
" <td>MOQUEGUA</td>\n", | |
" <td>20</td>\n", | |
" <td>18</td>\n", | |
" <td>1.580731e+06</td>\n", | |
" <td>POLYGON ((915456.846 8036324.756, 915517.922 8...</td>\n", | |
" <td>20.308107</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>18</th>\n", | |
" <td>PASCO</td>\n", | |
" <td>28</td>\n", | |
" <td>19</td>\n", | |
" <td>2.411395e+06</td>\n", | |
" <td>POLYGON ((370115.948 8788191.937, 370115.484 8...</td>\n", | |
" <td>1.067839</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>19</th>\n", | |
" <td>PIURA</td>\n", | |
" <td>64</td>\n", | |
" <td>20</td>\n", | |
" <td>3.606507e+06</td>\n", | |
" <td>POLYGON ((-107460.089 9541481.800, -107326.443...</td>\n", | |
" <td>9.949515</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>20</th>\n", | |
" <td>PUNO</td>\n", | |
" <td>109</td>\n", | |
" <td>21</td>\n", | |
" <td>6.796282e+06</td>\n", | |
" <td>MULTIPOLYGON (((1070077.473 8251436.585, 10701...</td>\n", | |
" <td>4.141221</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>21</th>\n", | |
" <td>SAN MARTIN</td>\n", | |
" <td>77</td>\n", | |
" <td>22</td>\n", | |
" <td>5.096126e+06</td>\n", | |
" <td>POLYGON ((383975.808 9233612.947, 383882.197 9...</td>\n", | |
" <td>20.835393</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>22</th>\n", | |
" <td>TACNA</td>\n", | |
" <td>27</td>\n", | |
" <td>23</td>\n", | |
" <td>1.608307e+06</td>\n", | |
" <td>POLYGON ((1039705.339 8091000.309, 1039741.497...</td>\n", | |
" <td>10.087398</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>23</th>\n", | |
" <td>TUMBES</td>\n", | |
" <td>13</td>\n", | |
" <td>24</td>\n", | |
" <td>4.690260e+05</td>\n", | |
" <td>POLYGON ((-123412.249 9596036.071, -123336.673...</td>\n", | |
" <td>19.941911</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>24</th>\n", | |
" <td>UCAYALI</td>\n", | |
" <td>15</td>\n", | |
" <td>25</td>\n", | |
" <td>1.053418e+07</td>\n", | |
" <td>POLYGON ((660472.305 9077077.821, 660448.316 9...</td>\n", | |
" <td>15.032463</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" NOMBDEP COUNT FIRST_IDDP HECTARES \\\n", | |
"0 AMAZONAS 84 01 3.930647e+06 \n", | |
"1 ANCASH 166 02 3.596225e+06 \n", | |
"2 APURIMAC 80 03 2.111415e+06 \n", | |
"3 AREQUIPA 109 04 6.325589e+06 \n", | |
"4 AYACUCHO 111 05 4.350382e+06 \n", | |
"5 CAJAMARCA 127 06 3.304466e+06 \n", | |
"6 CALLAO 6 07 1.414095e+04 \n", | |
"7 CUSCO 108 08 7.207614e+06 \n", | |
"8 HUANCAVELICA 94 09 2.206504e+06 \n", | |
"9 HUANUCO 76 10 3.720053e+06 \n", | |
"10 ICA 43 11 2.108077e+06 \n", | |
"11 JUNIN 123 12 4.399729e+06 \n", | |
"12 LA LIBERTAD 83 13 2.529597e+06 \n", | |
"13 LAMBAYEQUE 38 14 1.434231e+06 \n", | |
"14 LIMA 171 15 3.498999e+06 \n", | |
"15 LORETO 51 16 3.751160e+07 \n", | |
"16 MADRE DE DIOS 11 17 8.504587e+06 \n", | |
"17 MOQUEGUA 20 18 1.580731e+06 \n", | |
"18 PASCO 28 19 2.411395e+06 \n", | |
"19 PIURA 64 20 3.606507e+06 \n", | |
"20 PUNO 109 21 6.796282e+06 \n", | |
"21 SAN MARTIN 77 22 5.096126e+06 \n", | |
"22 TACNA 27 23 1.608307e+06 \n", | |
"23 TUMBES 13 24 4.690260e+05 \n", | |
"24 UCAYALI 15 25 1.053418e+07 \n", | |
"\n", | |
" geometry Valor \n", | |
"0 POLYGON ((212372.284 9332652.146, 212473.276 9... 3.645977 \n", | |
"1 POLYGON ((150666.941 9058816.782, 150667.214 9... 0.775687 \n", | |
"2 POLYGON ((781311.035 8490376.526, 781314.444 8... 0.405902 \n", | |
"3 POLYGON ((518459.305 8278798.442, 518429.805 8... 20.488827 \n", | |
"4 POLYGON ((571155.261 8654149.131, 571057.668 8... 0.826837 \n", | |
"5 POLYGON ((25179.070 9209709.788, 25130.784 920... 24.917204 \n", | |
"6 POLYGON ((265262.111 8665012.021, 265257.362 8... 13.948845 \n", | |
"7 POLYGON ((875377.090 8338199.014, 875434.571 8... 5.832924 \n", | |
"8 POLYGON ((577364.103 8587853.003, 577430.134 8... 0.040079 \n", | |
"9 POLYGON ((290289.525 8963832.641, 290399.011 8... 10.379074 \n", | |
"10 POLYGON ((484927.608 8406270.934, 485261.850 8... 0.936926 \n", | |
"11 POLYGON ((391419.205 8803653.257, 391486.750 8... 13.656882 \n", | |
"12 POLYGON ((180578.007 9106373.931, 180585.065 9... 9.864452 \n", | |
"13 POLYGON ((-32292.146 9224652.719, -32341.530 9... 22.970614 \n", | |
"14 MULTIPOLYGON (((306343.075 8627544.735, 306321... 16.385873 \n", | |
"15 POLYGON ((453546.908 9884062.459, 453645.571 9... 6.211508 \n", | |
"16 POLYGON ((998773.357 8545664.464, 998706.822 8... 11.727572 \n", | |
"17 POLYGON ((915456.846 8036324.756, 915517.922 8... 20.308107 \n", | |
"18 POLYGON ((370115.948 8788191.937, 370115.484 8... 1.067839 \n", | |
"19 POLYGON ((-107460.089 9541481.800, -107326.443... 9.949515 \n", | |
"20 MULTIPOLYGON (((1070077.473 8251436.585, 10701... 4.141221 \n", | |
"21 POLYGON ((383975.808 9233612.947, 383882.197 9... 20.835393 \n", | |
"22 POLYGON ((1039705.339 8091000.309, 1039741.497... 10.087398 \n", | |
"23 POLYGON ((-123412.249 9596036.071, -123336.673... 19.941911 \n", | |
"24 POLYGON ((660472.305 9077077.821, 660448.316 9... 15.032463 " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"\n", | |
"# Creando un valor con la variable a graficar\n", | |
"a = np.random.uniform(0, 25, 25)\n", | |
"df1 = gpd.GeoDataFrame(a, columns = ['Valor'])\n", | |
"\n", | |
"# Uniendo la nueva variable a la data del mapa\n", | |
"df = pd.concat([df, df1] , axis=1)\n", | |
"\n", | |
"# Mostrando la nueva tabla\n", | |
"display(df)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Creando la figura y los ejes\n", | |
"fig, ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n", | |
"\n", | |
"# Eliminando los bordes del cuadro\n", | |
"ax.axis('off')\n", | |
"ax.set_title('Mapa Departamental\\nVariable Utilizada', fontsize=14)\n", | |
"\n", | |
"# Graficando los valores\n", | |
"a = df.plot(column='Valor', #Data del color del mapa\n", | |
" scheme='Quantiles', #Como se calculara la leyenda\n", | |
" k=7, #Numero de los intervalos de la leyenda\n", | |
" cmap='viridis', #Color del mapa\n", | |
" legend = True, #si se habilita la leyenda\n", | |
" edgecolor = 'silver', #color bordes\n", | |
" ax = ax, #formato de los ejes\n", | |
" legend_kwds = {'loc':'lower left', 'fontsize' : 'medium'}) #formato de la leyenda\n", | |
"\n", | |
"#Grabando la figura en formato jpg\n", | |
"fig.savefig(\"Peru_Departamentos.jpg\", edgecolor='k', quality = 95 )" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Ahora vamos a crear el mapa por distritos" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"1834\n" | |
] | |
} | |
], | |
"source": [ | |
"# Cargando la informacion de la carpeta de la data descargada\n", | |
"df = gpd.read_file(\"Limite_distrital\")\n", | |
"\n", | |
"# Averiguamos cuantos distritos hay en el archivo de Perú\n", | |
"print(len(df))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"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>OBJECTID</th>\n", | |
" <th>IDDIST</th>\n", | |
" <th>IDDPTO</th>\n", | |
" <th>IDPROV</th>\n", | |
" <th>NOMBDIST</th>\n", | |
" <th>NOMBPROV</th>\n", | |
" <th>NOMBDEP</th>\n", | |
" <th>DCTO</th>\n", | |
" <th>LEY</th>\n", | |
" <th>FECHA</th>\n", | |
" <th>NOM_CAP</th>\n", | |
" <th>SHAPE_LENG</th>\n", | |
" <th>SHAPE_AREA</th>\n", | |
" <th>SHAPE_LE_1</th>\n", | |
" <th>SHAPE_AR_1</th>\n", | |
" <th>AREA_MINAM</th>\n", | |
" <th>geometry</th>\n", | |
" <th>Valor</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>1</td>\n", | |
" <td>230110</td>\n", | |
" <td>23</td>\n", | |
" <td>2301</td>\n", | |
" <td>CORONEL GREGORIO ALBARRACIN LANCHIPA</td>\n", | |
" <td>TACNA</td>\n", | |
" <td>TACNA</td>\n", | |
" <td>LEY</td>\n", | |
" <td>27415</td>\n", | |
" <td>02/02/2001</td>\n", | |
" <td>ALFONSO UGARTE</td>\n", | |
" <td>0.570510</td>\n", | |
" <td>0.016140</td>\n", | |
" <td>0.570195</td>\n", | |
" <td>0.015990</td>\n", | |
" <td>18834.14</td>\n", | |
" <td>POLYGON ((1014289.567 7992735.763, 1014282.146...</td>\n", | |
" <td>644.676030</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2</td>\n", | |
" <td>230108</td>\n", | |
" <td>23</td>\n", | |
" <td>2301</td>\n", | |
" <td>POCOLLAY</td>\n", | |
" <td>TACNA</td>\n", | |
" <td>TACNA</td>\n", | |
" <td>LEY</td>\n", | |
" <td>13069</td>\n", | |
" <td>15/01/1959</td>\n", | |
" <td>POCOLLAY</td>\n", | |
" <td>0.883871</td>\n", | |
" <td>0.022816</td>\n", | |
" <td>0.897169</td>\n", | |
" <td>0.022961</td>\n", | |
" <td>27073.52</td>\n", | |
" <td>POLYGON ((1040112.262 8007010.371, 1039963.302...</td>\n", | |
" <td>247.890955</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>3</td>\n", | |
" <td>230103</td>\n", | |
" <td>23</td>\n", | |
" <td>2301</td>\n", | |
" <td>CALANA</td>\n", | |
" <td>TACNA</td>\n", | |
" <td>TACNA</td>\n", | |
" <td>LEY</td>\n", | |
" <td>S/N</td>\n", | |
" <td>20/08/1872</td>\n", | |
" <td>CALANA</td>\n", | |
" <td>0.446736</td>\n", | |
" <td>0.009458</td>\n", | |
" <td>0.445963</td>\n", | |
" <td>0.009383</td>\n", | |
" <td>11063.99</td>\n", | |
" <td>POLYGON ((1020148.559 8005109.635, 1019927.551...</td>\n", | |
" <td>1485.396258</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>4</td>\n", | |
" <td>230101</td>\n", | |
" <td>23</td>\n", | |
" <td>2301</td>\n", | |
" <td>TACNA</td>\n", | |
" <td>TACNA</td>\n", | |
" <td>TACNA</td>\n", | |
" <td>-</td>\n", | |
" <td>-</td>\n", | |
" <td>EPOCA INDEP.</td>\n", | |
" <td>TACNA</td>\n", | |
" <td>2.758951</td>\n", | |
" <td>0.209156</td>\n", | |
" <td>2.758123</td>\n", | |
" <td>0.209177</td>\n", | |
" <td>246365.27</td>\n", | |
" <td>POLYGON ((1004931.516 8004168.994, 1005030.078...</td>\n", | |
" <td>252.930265</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>5</td>\n", | |
" <td>230109</td>\n", | |
" <td>23</td>\n", | |
" <td>2301</td>\n", | |
" <td>SAMA</td>\n", | |
" <td>TACNA</td>\n", | |
" <td>TACNA</td>\n", | |
" <td>-</td>\n", | |
" <td>-</td>\n", | |
" <td>EPOCA INDEP.</td>\n", | |
" <td>LAS YARAS</td>\n", | |
" <td>1.515506</td>\n", | |
" <td>0.096789</td>\n", | |
" <td>1.513660</td>\n", | |
" <td>0.096766</td>\n", | |
" <td>113953.51</td>\n", | |
" <td>POLYGON ((985122.355 8016071.866, 985176.222 8...</td>\n", | |
" <td>1828.243087</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>...</th>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1829</th>\n", | |
" <td>1830</td>\n", | |
" <td>160303</td>\n", | |
" <td>16</td>\n", | |
" <td>1603</td>\n", | |
" <td>TIGRE</td>\n", | |
" <td>LORETO</td>\n", | |
" <td>LORETO</td>\n", | |
" <td>LEY</td>\n", | |
" <td>9815</td>\n", | |
" <td>02/07/1943</td>\n", | |
" <td>INTUTU</td>\n", | |
" <td>9.211057</td>\n", | |
" <td>1.637168</td>\n", | |
" <td>9.179725</td>\n", | |
" <td>1.637432</td>\n", | |
" <td>2011378.30</td>\n", | |
" <td>POLYGON ((503874.818 9738523.018, 504363.715 9...</td>\n", | |
" <td>769.118947</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1830</th>\n", | |
" <td>1831</td>\n", | |
" <td>160107</td>\n", | |
" <td>16</td>\n", | |
" <td>1601</td>\n", | |
" <td>NAPO</td>\n", | |
" <td>MAYNAS</td>\n", | |
" <td>LORETO</td>\n", | |
" <td>LEY</td>\n", | |
" <td>9815</td>\n", | |
" <td>02/07/1943</td>\n", | |
" <td>SANTA CLOTILDE</td>\n", | |
" <td>11.380550</td>\n", | |
" <td>1.986357</td>\n", | |
" <td>11.359436</td>\n", | |
" <td>1.985362</td>\n", | |
" <td>2440805.01</td>\n", | |
" <td>POLYGON ((729229.887 9685991.762, 727609.175 9...</td>\n", | |
" <td>477.942430</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1831</th>\n", | |
" <td>1832</td>\n", | |
" <td>160109</td>\n", | |
" <td>16</td>\n", | |
" <td>1601</td>\n", | |
" <td>PUTUMAYO</td>\n", | |
" <td>MAYNAS</td>\n", | |
" <td>LORETO</td>\n", | |
" <td>LEY</td>\n", | |
" <td>9815</td>\n", | |
" <td>02/07/1943</td>\n", | |
" <td>SAN ANTONIO DEL ESTRECHO</td>\n", | |
" <td>16.256407</td>\n", | |
" <td>2.884865</td>\n", | |
" <td>16.232424</td>\n", | |
" <td>2.884722</td>\n", | |
" <td>3555516.31</td>\n", | |
" <td>POLYGON ((663455.849 9838801.709, 663522.041 9...</td>\n", | |
" <td>490.054898</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1832</th>\n", | |
" <td>1833</td>\n", | |
" <td>160110</td>\n", | |
" <td>16</td>\n", | |
" <td>1601</td>\n", | |
" <td>TORRES CAUSANA</td>\n", | |
" <td>MAYNAS</td>\n", | |
" <td>LORETO</td>\n", | |
" <td>LEY</td>\n", | |
" <td>9815</td>\n", | |
" <td>02/07/1943</td>\n", | |
" <td>PANTOJA</td>\n", | |
" <td>6.592491</td>\n", | |
" <td>0.609698</td>\n", | |
" <td>6.572157</td>\n", | |
" <td>0.609290</td>\n", | |
" <td>749185.08</td>\n", | |
" <td>POLYGON ((514052.636 9894982.718, 513481.548 9...</td>\n", | |
" <td>1813.572875</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1833</th>\n", | |
" <td>1834</td>\n", | |
" <td>160114</td>\n", | |
" <td>16</td>\n", | |
" <td>1601</td>\n", | |
" <td>TENIENTE MANUEL CLAVERO</td>\n", | |
" <td>MAYNAS</td>\n", | |
" <td>LORETO</td>\n", | |
" <td>LEY</td>\n", | |
" <td>28362</td>\n", | |
" <td>19/10/2004</td>\n", | |
" <td>S0PLIN VARGAS</td>\n", | |
" <td>7.442130</td>\n", | |
" <td>0.742758</td>\n", | |
" <td>7.429279</td>\n", | |
" <td>0.741488</td>\n", | |
" <td>911972.65</td>\n", | |
" <td>POLYGON ((663455.849 9838801.709, 662310.989 9...</td>\n", | |
" <td>1153.951658</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>1834 rows × 18 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" OBJECTID IDDIST IDDPTO IDPROV NOMBDIST \\\n", | |
"0 1 230110 23 2301 CORONEL GREGORIO ALBARRACIN LANCHIPA \n", | |
"1 2 230108 23 2301 POCOLLAY \n", | |
"2 3 230103 23 2301 CALANA \n", | |
"3 4 230101 23 2301 TACNA \n", | |
"4 5 230109 23 2301 SAMA \n", | |
"... ... ... ... ... ... \n", | |
"1829 1830 160303 16 1603 TIGRE \n", | |
"1830 1831 160107 16 1601 NAPO \n", | |
"1831 1832 160109 16 1601 PUTUMAYO \n", | |
"1832 1833 160110 16 1601 TORRES CAUSANA \n", | |
"1833 1834 160114 16 1601 TENIENTE MANUEL CLAVERO \n", | |
"\n", | |
" NOMBPROV NOMBDEP DCTO LEY FECHA NOM_CAP \\\n", | |
"0 TACNA TACNA LEY 27415 02/02/2001 ALFONSO UGARTE \n", | |
"1 TACNA TACNA LEY 13069 15/01/1959 POCOLLAY \n", | |
"2 TACNA TACNA LEY S/N 20/08/1872 CALANA \n", | |
"3 TACNA TACNA - - EPOCA INDEP. TACNA \n", | |
"4 TACNA TACNA - - EPOCA INDEP. LAS YARAS \n", | |
"... ... ... ... ... ... ... \n", | |
"1829 LORETO LORETO LEY 9815 02/07/1943 INTUTU \n", | |
"1830 MAYNAS LORETO LEY 9815 02/07/1943 SANTA CLOTILDE \n", | |
"1831 MAYNAS LORETO LEY 9815 02/07/1943 SAN ANTONIO DEL ESTRECHO \n", | |
"1832 MAYNAS LORETO LEY 9815 02/07/1943 PANTOJA \n", | |
"1833 MAYNAS LORETO LEY 28362 19/10/2004 S0PLIN VARGAS \n", | |
"\n", | |
" SHAPE_LENG SHAPE_AREA SHAPE_LE_1 SHAPE_AR_1 AREA_MINAM \\\n", | |
"0 0.570510 0.016140 0.570195 0.015990 18834.14 \n", | |
"1 0.883871 0.022816 0.897169 0.022961 27073.52 \n", | |
"2 0.446736 0.009458 0.445963 0.009383 11063.99 \n", | |
"3 2.758951 0.209156 2.758123 0.209177 246365.27 \n", | |
"4 1.515506 0.096789 1.513660 0.096766 113953.51 \n", | |
"... ... ... ... ... ... \n", | |
"1829 9.211057 1.637168 9.179725 1.637432 2011378.30 \n", | |
"1830 11.380550 1.986357 11.359436 1.985362 2440805.01 \n", | |
"1831 16.256407 2.884865 16.232424 2.884722 3555516.31 \n", | |
"1832 6.592491 0.609698 6.572157 0.609290 749185.08 \n", | |
"1833 7.442130 0.742758 7.429279 0.741488 911972.65 \n", | |
"\n", | |
" geometry Valor \n", | |
"0 POLYGON ((1014289.567 7992735.763, 1014282.146... 644.676030 \n", | |
"1 POLYGON ((1040112.262 8007010.371, 1039963.302... 247.890955 \n", | |
"2 POLYGON ((1020148.559 8005109.635, 1019927.551... 1485.396258 \n", | |
"3 POLYGON ((1004931.516 8004168.994, 1005030.078... 252.930265 \n", | |
"4 POLYGON ((985122.355 8016071.866, 985176.222 8... 1828.243087 \n", | |
"... ... ... \n", | |
"1829 POLYGON ((503874.818 9738523.018, 504363.715 9... 769.118947 \n", | |
"1830 POLYGON ((729229.887 9685991.762, 727609.175 9... 477.942430 \n", | |
"1831 POLYGON ((663455.849 9838801.709, 663522.041 9... 490.054898 \n", | |
"1832 POLYGON ((514052.636 9894982.718, 513481.548 9... 1813.572875 \n", | |
"1833 POLYGON ((663455.849 9838801.709, 662310.989 9... 1153.951658 \n", | |
"\n", | |
"[1834 rows x 18 columns]" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Creando un valor con la variable a graficar por distrito\n", | |
"a = np.random.uniform(0, 1834, 1834)\n", | |
"df1 = gpd.GeoDataFrame(a, columns = ['Valor'])\n", | |
"\n", | |
"# Uniendo la nueva variable a la data del mapa\n", | |
"df = pd.concat([df, df1] , axis=1)\n", | |
"\n", | |
"# Mostrando la nueva tabla\n", | |
"display(df)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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OLdWcV5hVee8BhQA7XGl7Hq+cdGhTU79RQYxBcTqFB3gD+HbFvIWH4iRTo+l2tDLQnFeYVXk3A39ruc1tWjwvHM1b+5fqMTk+acmNw2nqUf0Qflkxb+HxOMjTaLodbSbSnG80oPoknyLBCDrvzt46842L/pkBsjEO50gFHgCmxEGWRnNW0MpAc15hZO/4J1DW3r4MmzdjdtrhtSBjdS5vAv4b1WBHozkn0GYiTZ8mVLnUYWTvOBF6bgG2AaM6OqY+YKu/eduVu08GnJNiOHUDkFExb2F3RS1pNHFFrww0fZ3PAmvMqryRIUVgB35PqPFNe6Ra/akPsrE69dEEb/LvnPtsmy1LozhvCjAkuilrNGcfrQw0fZ05qLj/dcBSVC+CEsDa2UFbluf0E0Gxx3LUGJ74imNOyi8STqY+muBPeMW+zrbeslQ08UkY5/56fmlRcn5pUauiePmlRQlRvhaNptvQykDTp3G5bOOkpAHl1J0Z2mzv6rgbrt0SBMYCKwEMl8gQQWGzb7ZOTnzDMSdlUcJFopF1BNgnXGzoQMx3gJNAbX5p0Wv5pUVDQ9ufjOlFaTTdgPYZaPosV8/+8Sh/wNiZmOBv/No9FWvnXLZvmN1mDg/3eLfbuu3L//WFQQ2Njp3ABMDWcr8U0sSGBx+J3pmBcu8c/2CsDOtEZBDVaKe2Yt7C/PzSIlExb6H+AWp6BVoZaPoshQUl9wOLT2+R9M90Hf3rU68Iw2BAODIeWzzzoyUfjJyKMjHN6WysRGL2lweabveckMl05nyWwCLgOLBQKwRNb0CbiTR9mataPxUcP5E0sL7BURmugM9fu8Ub+nM8qrZRhwgEluPG0JRfJkxKeM2+FklHJS8EKg/hBuBEfmlRZ6sJjeasoJWBpk9SWFDiBC5vb1/QNMIO98wdfnJc1oDGKiAT2EAnUUjNCAT2jdYpyb9zHsfH9k6GTgYygE+FOx+NprvQykDTV5kJtBu18/zfJ3R5QW/GEKRfe9W2nUmJvgZURvG6cI+1HDOGOVbYjuNnJ5L6ToY+nl9adMofkV9adHm459Bo4oX2GWj6JIUFJY/RSaOZnxT9e+n0qZWd+gBa4vVZdt94+81DfD6rA1iPCldNDfd4aZdNvkmBjd7pAcP5vs1iOWGk+y4JVPqmBfIROFH1jN4LyZ6LymLeCTxXMW/hiXDPo9FES6ex1hrNOczVne185728jOlTw3Yd4LAHR957+9plv3lm+mzgEmAFcFm4xwufSHKsts1wrD4dkJRwxD7SttmyzT82eNQ3PXAxghuBG0O7mxXVNcBnwp6oRhMl2kyk6XMUFpRcAFzU2Zibrt9cG6nca6/aPmXKxMpNhmFKYCiwNcopnsJ60DIm4T37bMd/bB3JmpZfWvSQ7p6m6W60MtD0Ra7sasCR6uSI7aNCkLTwh/8e//zTL39sswZzgGGokFN3FHNshXOFrcC63bIUSVvndjrwdSA51nNoNJ2hlYGmLzKvqwHPPDvl4pqTzrCdwS3pl+GZ/N0FK8qBRJQ5JwFYC3wIbIlGJkDSS445zn/bVie8aV9j/9C6HJOjSNzAYOCeaOVqNOGgHciaPkVhQYkVlcyV1tXY537/8kcD+rumRnOeYFBUXXPTbdlStmu9qQR2odpspqHCRxMjPYe0yIB00NjwkPswBluAOyrmLXRFM1+Npiv0ykDT15hBGIoA4IMVw6M27xiGHDh96qH1HewejFoxXBT6+xCwJtJziKCwGi6RnvyUMynpL45xqSUJXyksKEmPds4aTWdoZaDpa9wV7sBX37porDzTRh8WQmD86OH/DHvjhed3CNHl6joPlaOwDLVq8BJG8lozlmPGMOt+y1hhiidQkUwaTdzRykDTZygsKLmGCC6WNScT+5tSRB3DbwjSHY7g0OQkX104w4HZqJWCnVA11ChIifI4jaZTtDLQ9AkKC0quA94iwr7DNTUJ+2M5rxA4f/qjso2RHgZMA5ZHccoFhQUl+neriTv6S6U55yksKJkIvIC6yEbE17712dFer2VXLOcfPqx2aBimorYkArOITCFsAuaXlRebkZ5Mo+kKrQw05zSFBSX9gNeApGiOr29wpt969/ysUAOcqLBazMwEp78xysPHoRrghMOfy8qLI06W02jCQSsDzTlLYUGJBXgeGB6LnCaXPeW1t8d+HO3xUuILmka0pV36ofob7AQ68194UL2bNZpuQSsDzbnMI4SRYBYOT/9lyizZeWXRDjEMMl559m9HR444sSfK0/cDRqMijTrCCSwvLCh5JLQaOoPCghJbe9s1mnDQSWeac5KQw/iNeMr82x//vi4j3TM5mmOlxHf9F28Nery2WJrd7yO8Vc5fgKeA6rLy4j2FBSWXA9XAE8C1ZeXFMZfH0Jx/6JWB5pwjd/HjF5oWfhJvufUNDk80x5kmNa+/M2ZVjIrgE8I3d90BlAOfFBaULAD+CryIilB6rrCg5IYY5qE5T9HKQHNOkbv48VTgdQSOeMv+rweuK2hy2dqtLdTUZNvs9xvthqH+7o/Tdvzuj/mzYzx9NA7oFODXwBBUfkUqqpVmLEpJc56ilYHmnCF38eMG8Cwwpj7XcjTe8qUU3HP/5wa6XNZW5aRNSe0vnpzpv+nOmzL/s2z4UilpZVsdOaLGS2w0AKNilNGS/y0sKLktjvI05wHaZ6A5Z8hd/PgPgR8DiID0DH/Ns18EGSTinJWbk11fOadg//6PPhmU5fNZbJVHUgcHg4aleX92VsPhpxe94bHbzVzT5MQ1N93WzzSNWPoNrCXCZLkwuKasvPifcZap6cNoZaA5J8hd/Pi1wJtn7DBlMOGouW3gap9bBLEbPsYJsJwpIb589srtq79x3+qLFz81Y9M/38vLj0HUCpStP95mr8+XlRe/HmeZmj6MVgaaXk/u4sfzUFU/u+w5nLozsDpji99i+EgzgowGkOA2bewy/GQJGBiveWX2azp2oiZpQIxilqFqFsWbIWXlxeH39dSc92hloOnV5C5+PBnVNGZ8RAea0sxe4VteN9qa6c4yxmEI4Thh7hpS5o2nbT4eNKLMRKD8BoPjJPeFsvLiL8VJluY8QCsDTa8ld/HjAvg7p5vEx8yIl93bjABj4iUvzlQDNlQSWqw8AzxQVl7cFAdZmvMAHU2k6c08TBwVAUDD8PhHIcWRLGBznGR9iTB6QWs0zeiVgabXEQoh/QEqciiWKJ0zsNea+4aUelNFfO6+u4NqVPOboTHKmV1WXhxNiexuIVRH6mbgpbLy4qgaCmm6l2iLa2k03ULu4sczUOUWru0O+b50Y/iem5xmzlLfssRqszsct7FyApVEFi2NQBmwOj7TiY3CghKBUrwlqMzpN4kuwU7TzWhloOk15C5+fBLwD2Bkt57IEEZDriUpsbpXtgWwEttqaF9ZeXFvKkdxJfA0SsFtA8YVFpQ8CuwAFpSVF/ujFVxYUPJ9YGVZefGywoKSMcChsvJirWiiRPsMNL2C3MWPN9fb6V5FEKJxmHVK0MEnZ+NcEZIHrIvh+PGFBSUF8ZpMHHiI0yudMcAq4Argq8C+woKSd2OopXQl8GxhQckDqMY/i2Od7PmM9hloepTcxY87gf8jgkb28SLxcHBj+tbASedxc6SQcQvpjAefACaqTEUucEGEx/uAKWXlxZviPbFIKCwoSQMOo7q6dcbPULkWb5SVF/+sE3nDgV8BYwEXsBC1kmzmOMpxHigrL34/+pmfn2hloOkxvvXGfUNf23/hy6gM3B7D4pYnhr7lqTXMDlclbnqu+FsjsBG4NMLjnkb5Hzyoi21yWXnx8TjP7RSFBSV2IKesvHh/6HkZaiUQjv/jFZTZ6BvAFWXlxWtCMpJRpUZcZeXFdYUFJRNQq6ZwMsxvA5aVlRcfjPjFnKdoZaDpEcyqvCvqffZnJr9+1/CenguACEh3xqbAR8n7A26bGwfQhMpWTkE1njlE7BE+0SJRmcrJKOUwJ8zjtgE5wEFUFE9JZ4MLC0oeB/5VVl78XiSTKywoGQQsAi4HFqAUVx0qIiwcAqheDqOAj8rKi6cVFpRYUaYfC2oVcDXqM4iUxWXlxQuiOO68QysDzVnFrMoTwHeBhUFTiIteuac6KI3snp5XMym7AssGfuSfjbqQtkxO24FSDDmoO+7MHpgeQBB1dzyVyBzNHwI3lJUXVwEUFpRMQZnnioGrgBeAJaiL7+OhR2NZebEsLCixl5UX+9oTWlhQMhv4I/Hz9SwBjgHziU+Ay0PAhrLy4n/HQVafRisDzVnDrMpLAf4EfKF52xv7R63916HcxvU1A5Ma/PZkV8A6AkTcexWES0J1cNmg//hmo2zdg9rsPoxSCCko000NkE/PmJCWEv4KoZnvofwPWaiLLajXUAlsp3WCXw1qJfIXVNOd68vKi10hc9CtwElU+O+HwB+iewlnjUeA14GvAz/WNZvaRysDzVnBrMobA7wGnZeC2FTTf/dDqz99dE9DRqQ28rjgPBpcNvh932zCv9guRZWQ8KPqJ53NFUN3Fblrj1tQ+QKfBQpRr1milEFvil5qj9+izFhfBS5COZqfLisv/k+PzqqXoZWBptu5ccD1n//Lqm0/SkgyLwlnvJRw9/Krlq47kdU/YBo2T9CW191zBLA2mWsGve8bbGuSg4juQrsCuCz+M+sQH8re3lW0juZM/owyV76KMo39oay8uLevcLoVrQw03UahMd+KCv/7zhcfqF55x3erZkYqwxOweCe+dtfRgLREGl4ZMSIgdw5/1TPMMLEC9UB6hCJcwN7Q3+PiOrn2aUSZcjTR0Zx1+FVU1vblwKtl5cV1PTajHkQnnWniTqEx3yg05s8G3gO+A7B3qzM5GCTiInFOa9Dxs/wPjoIMxHuebZFWMboh1/Ix6nexIQoRiSglcBGq/0J3kwwsR9Uy0kSOEXpcgary+kfgv3t0Rj2IXhlo4kKhMd8AZqCKkd3Imc5X8ia6di1+Z2eWEJG3qZz99hcrDrtSYukoFhYDV/k+StkXnBp6uhblC5hE5J3I9qNs6sPjN7sO2QhcfBbOcz7QrBACZeXF59XFUSsDTdQUGvMFKmHsZlR0SpemnFmfrf24+Pf7J0V6Lilh7ru3rNrfmDYj8pmGh8Ut1w570zNJyDNWzIeBASinaSQcQymTA6H/U1FK5QTK1p+OcjrHo03n2fZX9FUOAe8DH6HCbW8oKy9+umendHbQykATESEFMBGlAG4CRkQq49ZvVq+88+HI/Qcv7Lpo9Q/XzZoe6XFhIaUv9yWPvZPA/eWoFUK8bfSHUGWrp8RB1oco5dwcn98EJMVB7vnIk6iQ2/8qKy+O+Dt+LqJ9BpqwKDTmjy805v8PKh59HSpmPaofybK304a5GoytkR43P3fbVIcR2BPNOcOgq9/CLJTDdkWczzsEpQiWcdqhGS2XojJ5l6M+pyTUZ7UjRrnnI98AfopS1OcFemWg6ZDCgpKL2L73Sk7W34NyisaNz9xcs+ZbvzoYcU2iGW98ed1xb+LkeM4FAFNW5v7dMzjMlN7lgBMVPTQr9H88VgzHUBfuHFSBunhxGGWeikMOhAwKQa2UoqcysM82x4DssvLiXlnvPJ5oZaBpRWFBSR7KBHQzMI5dB5Zy/GSkma5dYrWZgeKn96+89DP1Ecmu8Tprn905ftPfdo9NjKdSsNeYKy54zxuNzb0K5U84AtSifACxUovyI0TsaO+Erahqn1Fjtwd2/fj7//FOvuTIuL++NGHlgUPpgU1bBibXnEycAmAYZpVp9p7SInHi/rLy4id7ehJnA60MNBQWlORy2gcwsdXOblIGAINGeCv/tHJb1KWjVx/N2Xrn0muS/NIScwG51J2BZQPW+mPN5vWjyk/HowrrSiBiv0onVKJyICJQeDJw5RW7VlZVJ4usgU3y/vtWX2q3B+2tRkg4eiypKiXFmyoE4pavzN/v8dg6zTI/h1gBzDkfVgWgO52dt4QUwPzQo2PnpdPRbd+RaZ+uPwjR9xGYPvDI2O9MWP3hwvUFMSuD5APBgbHKQEUbjSI+heziXe+oWRGsRK0QTvWAFkLWDMhs2i0MaVoMKROcgaDPbzHuu/Oj5PwplZ3eCAgBWQObTq0G/vSb1wZ8u3jeqsojKRXRqmwAACAASURBVBMBG4h4REr1BF7gnvNFEYBeGZxXtFAANwHhmVg271xOg2tWvOfiTAy6X9+5yRAi4vj9M7hr2dVLl1ddEP3qRcr63L97ktsJKY1aIirpLNa8iE2ognAFxBZ+GkA5QgcDjBhW8/6Xb17fr7HJ7h974bGsIYPqhxqnX3kNLRRFNEgJwaAI1jU4T9bUJNT5fJZA2Qcjq98ty+uNPac74gdl5cULe3oSZxO9MujjFBaUjOT0CiAyG/v+w8tpcHVL7PrEyxp3CEFYtYq6YtGMJZMnv36nCSKqi7nhY6+Q8ZlLCIFSBFtQRdEmoHIMIp1fs/9hD6ongQPVFjOSi3UlqobRCACHI7Bj0f++O9PhCHakhJNC4+0d7O8SIcBqlZbMDHf/zAx3f4BxY49duOSDkXv8fkuuGiNPzpx+YMPqj4YM8wcsw6M9VzexAXispydxttHKoI+RX1okgGzgptSfJlwtEJ+JWlhdg0Fszdk7ZMOHySOlJCBE7N/BZJsv5aYR25YNS66zvlc5Irjp5ICRQWmckQHdEaadca4sY0titRnXiClOR2B5UL1/c4guHDeX09FF9UR2976bUME9hz2w85nFr6d1oghAKZxVqGzyuPLEz98xfrTw0xXVx5Lz7/zSx1tvuWHTHL/fCHz9258t338wvbdUPjWBu8vKi/09PZGzjTYT9SHyS4uygJ8DtwMkvmRfattujd58sn57OW5Pt/xI53zu5Lqi3x6If4goEDSFHPfK3YcC0sgA7CC6vMtN3+pfnrk+EHdzWBt8KPNRrI7hD1GO/nD8CjtQqwnuvn1t+U3Xbw7n8yynm8pSSwkNDY661FRvWsttt949f93J2oRu+T5EyONl5cXf7ulJ9AQ66axvcQ0hRQDgnRnIiUVYINXujnlGHeButHTbqtRiSLH2+r9kbrjhj5bnL39rdzjH1OdaU7trPi2woxTBapQdP1ouRSXALUV1PuuIckKKAOD1t8fYg0ERzt2fQJm44o4Q0FIRNG8zRK+4K90L/KinJ9FTaGXQR8gvLcoAfthymzRk1E5HCe76uXnj/AOTl8c8uTbY7Kb/Gz891K2VNpNs/sREayDBaphhfcdNK2ldj4ob01HOYVcMMgagmu/sR4VA7kT5FdajWnaCcmSf4kRN0tTFT00P5/O8FGXiivtn3yG9QxncV1Ze3NTTk+gptDLoA+SXFllRzTqGtdwuE6OvSyMgIfmYub3+8xNmuaZesDLGKbYiIdlsSkgyu721ZdAU8uE1l9eENdggPWinvpun1JKJwOY4yMlFhYyORhUKvAS4EHVnf4Y56l9LRk94/h8Xr6xvsIfzWieiVjHdzuKfvTvs0mkHloLsbKXTnfy5rLx4SQ+du1dgeeSRR3p6DpoYeXrXv+8DvnXGDgfJjmXWOoFwRiVYUu3NsCb5h6Tl2ffXrDBc/pjj+QG8bsM5aLh3++gJ7mFdj46OgCnMS9/88sYj7pSpXY8GhHB6Mo3VjpOmiUSKIAnd4jlvTXNHtUTiW1BOoFYO7e1yrt+UM/SVNy+qDQaNT7IGNFpTkn0dZTo7UDeMjcQ3G/oMEhP9SZfP2jc8b+SJTePGHt2XmOLbvvdguhBSZHTneUNUA5+7/e7Z3WYWPRfQ0UTnMPmlRYnAt4EftztAAAb1mNGZQCw+OT35gHdpQ65zjvvinISU/+yKfrJtqDpgt/p94oDNLuOiYNrSFLA1nvQ5I6rv4xlomX1ongWk9APHUncGt2au908zgt3W8F6gTD1ezm4/Y0zTyHrhHxOyXvjHBFKSvRuKvrXMMvmSI+11ZxuEWh3E5H8Kl+lTKye4AtYdb2VfUFM/yz3Cvta62rbR4pOJ0jRTpRAeIY2TwrAessTT2X9/WXlxeCvIPow2E53bfJ+OFMFpYvqMbQ3BS9K3ulb78gZO8WelxM2G/NKTWQUnj1m7rSJkmt2X+vWL1q2P6mAhbAgxoH60ZbJpi8muHy4OlCJYSeyVSyOmodEx4Qc/uWJAfb2jo3aPk1DKqluRkoa/7hy3bNJrdw5bLzMmIMA3NTC96S7vLNfNvjmeq/yz3Z/3zWm6zTtV2uQOKWTEnfPa4U3g5TjIOefRyuAcJb+0aDTw9e4+j4B0i09Ot9UF1jdeMXp0PGX/+jtDEqSk2xyHn87ZH2vRtITGCyw7z6JncyaqtlFty41ScMCfaCxvHGKv8CcZ3XJRNqVwlldc0FGpaztKWa1FNX3pFr635vLtP/74stm2VP96ITopU2Inof777rz677qTpE1u63Bc19QDXzvfOpp1hFYG5yD5pUX9gOeAru2p1tidohIq/amWS8wUZ7ZUGbVxYe0HqeM/+k9Kt91xDk+pi63ekBCWE1PsMw5e41h1Fq8Wk1EX322mhfdOjkmorJmQNLR+dMIsb6Yt37SFFRoaETOmHlz62vMvWufN3dVVgb0pKOd03L4DzXiDxr7X9uVNBUjoF6bp3kGSZ47/ZAyn/W5ZeXFlDMf3KbQy6OWYVXmt/Jj5pUV21B1aeHVvzOjLCpzCoAGhptFYmHcwZnkt+J97h0/vrtWBVUirQMZysQDAn2LMODnOGteIqi5IBMYgGWI6jFZ3yI1DHNOkKpsdI9IFst5qDR54+KHl+YkJgcQwD2x2JMe1ydBjG2ZUSQSJ/ZuWG1Yz7KqvvoLApfX3u4803Ofe23Cfe48/N7hMIqUUstpMkus6OXQZcF60swyXPuVALiwouQwo72OVBj9nVuU9gEog+k/FvB1l+aVFpaim3V1jwRtTehPgzbAeBcYA+EZkTpIWY5cImqNik6owDGmaJscsFuJRNbQVSTZ/4uuFr1Z9ruyGFBAxfdfr8qwp/TbH+EZGiDAZa20K7ggkWU4ljmERiQ25zr0pezwBobqkhY0EsyHXsSWYYOS8++Bf/Jn9PNmomkmR0j/0f5A49G/2Bo29z+4aNx3AmeZNEyKyEigyQ+Y03024bvPmYmIiyEKQ5XzXtsy+xnqpQNgk0g+4BcIB3NvHrhMx02dWBoUFJRZgkYTqmTcs7EtFpvaiIk6+D9wd2vY1wmzHFxhsxryktzUE7QSlcqQKQcMVo5ukEIdilQvgbrIk1p+wxkVWe+yuTz8ZqyIAMO3kejLF2W4feSKQYAxvu9GfYhlXc3HiAF+KZalUJS46JZBgrHBl28qbhtjX+lOs402rkVkfdMZ6Z98f1dAnZu4vL2wwpSEAXMcTYw/vNDCa1YnnKv/shofcDU1f8myqf9gd8BUE1gM/Lisv1q1A29AnlEFhQYlA1eSZ7OlvbD1yuaNbs1vPMle3+HtWyGw0mjCzV103eidLIaNWCEG7WFU7JmEGFnHKjOAfkXlJ7S2T4vbd2bQmqSFestoyfeDhYag7wtgQIvnwpxxnIfXgNMEEYxtGB3WVDOFoyHXO8fS3ruroeAlB9wDb8rq8hMvcWfYCb6btlPll/v/dUnDr7+bv3Xc8/cMYppiKioCKmsqm5Ir3jwyf0PzcU+fIN022ShnrevY0Mpl+gZHmeOwkeGb7HcAv4iW7L3HOKoPJX/3VrZO/+qufT/7qr37vncxvBs+onmJP9n3iPBnMwZTzcxc/HnXTlF7Gqc5jASn6X7v56r+hMlfDq37pJNn1RW/UNmbDL/snHfQttXjM/S23m8mOHNNh3SAh5vT9n3512GVHDtg7vKjFQlaCq39e6sk18ZAlLQx1ZRndUrOnPSxes8sGOdI4s2y3hPqAU6ysH+Xc5Rpk7yAeX7CzOnPEq2tjKtSaiur9HNV3QEo8D63+dBszlRA1u/qNrdmd4fJ7LCvMoNggzbj5J0zsfP18rEgaDudk1dLJX/3VKOB1VGSDFaR5831l9c4Ef3rAa3h2VmVvXHVgdMkn9/6/N3t4qjFhVuWNRjmLUwB+e3jcir8cHRt5fwEvTUnPOj62HDFmimZPcIS4B9iWt3dhMZq8x9KfW5smYqh/Ly1id9PVF7pe+fk7nuy0xni0jGwtX8LSqgs23rv8qhyJ6N/1EZ0Kc+Us8+1OPGJeHKfpdXwqaKqZkJiI6OQzk5LEI/7lFo9p2hqCI4Hs2gsTjphO44Ku5M+5cO/6X9xcOi7GMuKbgfaS1TrFlNQ+sOqKPf88OCqMSqUSe7JvXeqgxlirmv6iYt7C78Qoo89yrq4MHkZ9AcvVU2Hs3HzBFgCrw3SOHXZ42l2zltZ2fPg5w1W0KAMwM+3IwKhqtzhIarrXe1lgpBl1GKdpbd/ubiY5BkinNaa75cCAlErvoH4XX7foS1MXvj27IhAUh2OR1xYh4PKcgxfPzDoU+129EIlHZtuHu3KMjXGYWuengiRrk9l5HL0QuAbZZzXkOufUTEgcUjMh0WLaRVip4tdN2loboyI4SoRObIC1x7OWT339TiM8RQAg8DXaJ0uTvZGeqwV7OI8rkobDOacMaveOnwXyC+qZmQNyPbDi4N6sWik5BhCUYt9xb9LXenCa8aLVXeyEpJq8IfbGqE0e7uu844IZZlTmGEdtoF0lJDz+euEJdHkX2hnW443ZAKY0xKtrx+Vf8dhdqWWbRy49VJO6+kht8hpTciIW+c0cdiXb4iEHIVKOzLaPahpsRJfhHAEp+zw+i8c8EOZwd+Jh36qMTa4Zhs/s8ntS546uZBUqS3op4ITIS508+klBTr3fEVEUU0I/90phRNUYqJn7KuYtPBvZ5Ocs54yZaNG2uc4C58kfT3Y0fPPKx+/Y6jItXHfbsmFvv3jZZldjgjJfpPtWOC+vmRyQlkSgsWLewm4trtXdmFV5vwQebLmtxu+ouXrztVH3qE180bHUttMSccMbCbW1YxP8pt1oVQAt7ZX1K6zHm6JujRlMda6qu/7iMTLBlt7RGEOY8sqLd65bMHcVmcmui4WIziT18t4L1zy8Zs5EEPFRClLWXPCO121rlIO707Ms4WDN+MT+WESnNZJsdYGlqfu8pz5b9wBbuWuQvcMmNQl2n2v+tM2ffGXW2vRkhz9c50ETsBUIrwBgO0iJd09D+ro7ll4zssqdHFZIcXJ2w1Jnqi/aRk1/rJi38O6uh53f9Po8g0Xb5maivP+3b/CmHJvsaPD/5Ctv15QHUwssFvOkx2XPBw4DldTZRoYUAZwyIZ2bmFV544Dr225PsfhTDeRRExFdXH70CaxSijNXkr7h/YTleJNbhNd1qy3L3eOyAp0pAlArhnc3XDjl3Q0XYrUEA4PT6w9OGnbkyBUX7fZMG34412oxwzJV3Dhi+7RxGcf2/n7bxAPvHBg1zoRMECLZ5t185+hNJw0hxdsHRhrV7qR0d8A2INXurZw+4HBtrc8pdtZnpEiJIQSyxuscA8KJEP0OXeXYK/x8krYj0JRYFRxodcl+Vg9dOn4jQcAF6dvdFXWjnSOlzchU2+SJJIfvyKNfKJM7qvs3/Obf02ckHfa1yv2wNQY7/Y64ffbEZ1dOKpg87PDSmaMOBIUIK2dgGzEoAgAhcIxMrb30gfFrlj685lNhfI9l0J7sizYPpQpVzFHTBb16ZbBo29wi4CE4/eP6TOLxpUvd/SZ5pZFqmhx97smrB0gZcrA5gmXWeTWFoaEeoH/FvIXnZLMKsyovBXUH1ioqSkq4bP0Nh4OE3+P3FH58qb9I2CP8Ykykh0qoq7kkqV2TgGNb9Zrkpbujcfyuk4a4uO4Ll6wJ9kuMqs2iIUw5dUTllrQEr/fQydTUjESP+7GbS5Mc1uCpiqVSopKNROsEK79pBL1BiyfZ5o+ofHTpoRGffKP8MxPb22dtNFcPe9s7PZrX0jky+PVvra7YXJvlT7T7xb2z105JdPgTpcR7pCrl44/2D5K/+fn0S1se0TjEvsybaQurEuqU4ZVbn7rjzbFhDI1bf+Td9ekfXll686VdjUvq37Q8oZ8n2iqlX6iYt/DVKI89r+i1K4NF2+b+P+Anbbe/5+o/DZWuj99rq6Jl3XabbHl3ehxVGvhcxUU7Ne4P+xKPBBFRlRO27rZsFX5xSTTHSit7UNUrz8A7Jmta0oq9kWYlrwLGCVPa7LuOSXd+dK0NTGmIij0XtIpmuen/bj5835yPlloMEykFL1WMz6lpSkx5+et/O2G3Bk/ZnW2GabEZZsR9BDwBa4dO/ECyMX3f9c6Ph73huUTI+Pnk8kadKL9u5o5Z13E6V+rY8cQ1T/x+umP1R0MmWyxyU9tjfGnWTldcLQkEjXDnGrbMzpCSJm/QElYGsCPNG21Pg5e0IgifXqkMFm2bm0R7zVoUm4B806TqwJ6sk6dWBQCNlsvMo7ZlxkD/bFSUw/eAR7t9wnHGrMqzAvfTzg9vsMOVc8fAbVGFmAYuDF5iJsl1RpOIOERPBMhBSjqKTA1mJFRZjzeFqww8KMXiAEjYeGSK5+JB62WCLSpF1ZbKk2mDfvT6FWesnL7w5C1VT9z2zofDMmsvFoLkjo73BY3AgabUwwmWgH1QYmO2EGpFVvJJwbJ3Do5MPu5J6HRlFXSKScem2JYN/Mgfp/4E0lf0rWWt3lt/wDhw34Lrxrrc9mRgeTAoZgF4+hvLA05MYYJpZVy4vozNlQNHNXltW5Mc/q5WB41RvIAzEIKkJ7ZMCUsRm36j1rBE1QCtIL+06IaOFEJ+aZFAJXVOAf5cMW9huI76PkmvVAbAfFpEKSSKwNocq69xsNXjOOB3eg8GnLulMHIzMhvahNAJzFVpl4lrj9cKQTpwBeegMgC+SyfzvqH/nry/Hh1zzER00M2qAwQ0POSenPJYwgbDIyZ0fcBpggnGLoTosCS0d2R/w3o8bIvcalSJDTWtgOlM+KTS5bp0eCRTipgjdanZN/7m1uwhGXWVX/v06rUvHB7TlJXelDRtwJHE53aN87oCVovfNIyDTaljQQwFMDCPJVoDx9xBa1pQGmFf3BtyLbkDP/JXhJ6GV1SwA8aNOboqM8M1xOWybm1y2Zv++V6ed/3mrEyX2z4UVZZkGoAr21h25HLHqTkm72W51UNY5pXpuYe2JNr94SzP4tKRTUoad9ZlhJXz0VidnJ02tE5GWrMI1Qb0+fzSov+gmvP8sGLewrcA8kuLZgF/RZlhrcCD+aVFF1XMWxiXEhvnIr3OZ7Bo21wB/Bb4r9NbZf1/px2y2YQyAz1dN3i927QMfenpuXjdjtZLSCEDlmuPN4aUwSGgoGLewrhW2uxuzKq81XRyAVlUOWH5i8fyou70JOrFsZRfO/tHkoDmTbMsbRzu7DiaQ0pS/rllmf1QXVcXTDftOJtdkwaXu/OHReU3iBaJxHSw15ciK33pOKWFdAziUoBPBOSu3Jc9owA/cAAYGYWYSmBfepp7wID+Tca+A+lDDQPT67W2jAldBcwI2ti4/3PO0dJ6usWprY61SYeNKV2d5Aef/WDZ9ZO3zgzTgQzKBBtT8t6BxtTVn/7nrWH7VlIH1y+zJ5250pIm+xBYhQgr3yGAamTTH3Wj2Pb7/xjwvYp5C3vXRfEs0avyDBZtmzsY+BdwB6oiIgACvG7TONWF6SJ7Uz1guWDE0TOTayRWsyJ1v3nQsVRK9qLuDs4JzKo8YVbl5dBF7PaU5KNRtbFsRqbKATJVRtSkJJBodB6OKQQN88bOlHSZE9BuNy37vprBSNltNYraQyCweMWIhOPGZWm7jKlp28UoayPvI2Nvyi4tjPSmiX2ADVT+SxQcBmbW1iXk7dzdf5Tfb7W3UQQQuqBVzbLbWioCAH8qU/xJcplEdtLTQnL95K0TI1AEoAIbYmJfQ6onkvH1lSmzvQ32pVKevi5Iyb6avRnpJ3ZmDmmsTlodhhgrcAswlzMVAcB3gPX5pUVXt7Ovz9MrlMGibXOti7bN/QawBShEJbOsVXtlzQ3J1TWpluApE0WSEbQJQWrB3A0Tp87aslwIs4UjSiCrHHZzXer7wTcHzKmYt/BcCjH9DOoCcGFng2amVk2wirATkdrFO6P9JLL2CNrER56BHcern8JiWIIZids7GyIF0j8w+YyLifWke1hi+d7N4c6pOxDQkJZbO+KCUs9Gi1uujU2YECcm2po/o6mou/xI6eoC7QMGS6j1Zhpn9nsW0DRUzvan8HFHAhzWoLdtlFUX1KL6IsfE/sa0CE0+goYjKXNqD6Tt8zXZltVXpqw/sbPfcBk00gE8dc7p9YeTP5ay6yquXXAxyl933tErlAHw/4AnaF1bfQxwJNUI7hxk9bW6OA61ugcBCIFt3OS9noz+DT8F/oHKjAwC89f99sGfrPvtg+fMcs+syksE/h7OWCHAghlbpJQlfPurO8sWdt33+mvHdeqADGSn7my4+qKAFGf2+jW8wZ71YaUHPhHpwREWw/QOe9Mz2V5rxlSR09Zw6utnBcIqEdGGrj6jD4EhQSe7paWD6qZd4A1YHMWvXrF27b6crkqVuFFZx3VEZ/JqxSFXSlSJf0GvdWR9ZepsX5P9krZvT0p2Y1K0CYltuDy/tCiv62F9ix53IC/aNjcbKGpnV2oCwabrk6rOuGtpNK0NqkaP2AjMW/KTR0yAyV/91Qygbt1vH4x5GdsDZBJBoxG7YXq8sRgzzPC7ixl+GfbdlnRaMyR4RShSqC3CFzSkw3px3Q2XrEx/Zf3MlvusRxuykVJ2WpitO6m1Tpdu4xhWgkIihrznnb7/s861wUTRpd39DIJyX/9P/C1XUxaUzboOVdQvnOz4rt6HYQDSImL4JghKN+ZN2X8ifddf732l3RFSEvBKsdIrLSm1pnVfo2nZV2dabY2m1W6CMdDia5rgaBhsFZy5OmkHX9DY9+zO8XEuSCgDiOb3VMqBzoblSRafTLW5bXub+lPvd46zCHksKI1wfEJO4LX80qKCinkL2zVr9kV6XBkAP6CdeVxir181K6F2nBC0iqn3mKL+jaYBg0FYgK8uGLPk1B3mut8+2C1lkM8Sh4CfocJhuyQvofbk2sbom4NZqo2wVxYJ1f4x7oE2P0YYZRyEQDqs24U30G60kplsDwIEMxMnS4EU8vQFz1LnGeLcdGSZ5+JBcQrJjBRhl8dtB/wXBk3LMQNhYr3gXc+F+z/n3CmtYnQkkvptChwWJsNbbEpCKYRMQKI+7/3AzDOPPj2hTvaZQRtHqmfamzwDjHYT4Jpx5cipQYdcafWIgLWR6QLRxu8gefSGJcehfef5voBz5dtNA+d2JH+nP4lyT7p5ddLxpbk2d5clI/62Z+wBv2kZ3tW4SEgd3FAuBLMtwtw9MePgsTGp1ae+Q+PTTwUIpdX7nYc8QWtTpqMpd2Pt4NWb6wZ1FKJ9EfBmfmnRtyvmLYxLCfTeTo+aiea9/805UnJH2+2znCeXzU6snSHEmXdPO/xJW6UUzvKdo5f9ffWMmPvb9iLyaFOHqDNmph6Jqb6O5VAXDuEWCOifWOUPW9HWXzcu1UywtWunNpPs6gInRIJrxvAVUrReoSSV75vt3HQk6uqqsSIPOJu8n/JfFhxglgNY/CQPLvPa7LXmSkwZdl+I9O2Btne+E4BmB7lA5cFMQpleOur01qEykHBo//XOKe5sy7guTUQWkrwDmNl0gZzTkCuPSyF3t9z95G1vLxuaWdduVrGU1C919evUh6XmI4x3mgbMeakha1dlwNHh57enIe3DZ7ZfElcTjC3Jt8Ge5Js0MvnosluGfTRyTGp1hxnSqTbPkIHOxgstQtomZhy6bGL6wXKrCG4F6QawCHMXyPpMR+PyVJvb1t/R8Ggo76nPY3nkkUfO+kkLjfnid/7lP28alPzU9oZsn90IrM50uE7FOPuk4R3naDqjvouU8FbTgOM7j2bv/s+28XMavQkTF0wv+NPZnX33IBuf+DJwTbjjVzdkHVjXOHBodCcDZ6kt5cw7xI6xusxBRkCu9KdYhnUVkSoT7OmeSwbnBAYkbUCIbdYa1/DQaWsaP52XLJ22VIDAwORBlhr3BkutO6elRPvB2mHBVOfSYGbS8MhfXIy4jCGiv3+Hf4Yvz/Gh9ZiQItXqJT1tV3BoxpZAkq1ervOniL1BB2mIjt+/pEPBfVYPLQsKGsDHtC75bAOGo8yDW1EBFNWhMQ0os1L72bcC98mLbRFHlUkrqYEkauy1OARKiWw5PFDMn7bJ0p69vc60frzGmxZ2+ZImae231Zc8LCBF+QVWTxoqk77JI42d7zVmHvzNrkuCx1xJJ3wBmw+ol4jYMpqFeXxEbtWuqwZv7pebfKK9vgofokLVr0CtxCpQPo8PgKcHOhv7jU8/Mmx82uH0bGf99mn99o/ITT5em5dydOTYtOoRo1KOjwSyVx9/9u0Z/W8/Z3yQ0XDW8wwKjfkCuB34c+BCx07XwzknHTlm7nWDN+11WgKZNmFm3p1a2WgIPKgY7aFAYkDie6tp4Kr9voRhv3u/MCtgWpzAsT3f/FbcG6n3BGZV3u3AX8Idr6qXftYGIuLKrKJOHEpZ5MwCrJE2uwk4RHndmAjqCElJv99/6AfMuvkTq4L9Es9IbLJWNyxPe31jq7wJCZy8Y9oG6bRFlBwXFwy5y3L18WH2jZZPEt90tGvbNi14Dl7t2BhIMtrdP/BD39qU/cG2vobVQDix9YeAfoTKrrSHNDiw56aE6G4GgMRDYqm9QZwy6Txz12vLJw6tOiN3xS/Frlcas4xjQXtY/oCWiJADqKP9UsK2I4PWlm2aMEQissKRaQizcki/E7sd1oDMSquzXzTo0EUJdn9LpViNMrUmoaKCHke957nAM0ANyhz2zwVjluxdtG1uFvAp1Hv9h05O/Sfg3gVjlsQcdtxbOas+g5Ai+AawGMC63Ts69a59BEY7dr39tQvrX/3cklEeq3HUhP5GqEDbok2Tl3hNW+L43N2eA37nRa98NL0upAgAEnIXP/4bVFLPSWDNnm9+q8Mwut6KWZU3DJXwEjZ1QXtjc5ZspMg0WVlf5M5OedL5kagXETnyrF5ZgJQm4sx2i+0hfMF6M9Wx1XdBhjfYL7FdX0CgX+IASWubqtLmEgAAIABJREFUiAASV+/3Ns2JSw5YZJhilLk+Zal/UsMc83251mg804FsBHEOfds7uXKuY4W3n5jZ1uktLWdGS6ESCTegTEad0WUClS9VHEDdKEWFO1tebGvghEBkAuw5liEnDj3TCmYTctQEe8PSf7szI1YGnSkCUFFxYwcdnpKXfSRY05S8t2L3qAO7j2ZdKGmZ6S5r+yc3bJ4zZmu/tERXZpLdm2MYsqOWtruA2xeMWfIhwKJtc/8M2BaMWfLMom1zE1BK4ABQ1uxrXDBmSTXwt0Xb5naVJX4X6h6lz5bCPmvKYNG2uQMLl4v/q99uGSOsbDUsCGGRhrBiGHZptTmrR1kCwRPZzkArR53VkAlPbJlYkLhn7AkAl8/R0n6ZDDQ3sVmF0t7nIjYgohVOjOE2HqxYG77pmZL0V8cy635LWA5baVDeNMhuRYiwyytIhzW19tYpnd8NW40R0mmtFZ5AK5OBY+fxCU2zRzYiRId1hLoLWWVPR0DjPZ6hKYucR4U8s2S4kFiGlHkv8yeJI3V51p2NQy3JQSeTEEJYPLK9aCqBuoB/CHRZrbMTKgJOLJEo5bZIK/3q82R96g5qBKLfq2vHDb5hSusgPCkJrvakrVrjTYu2j0BYWAxpGZDSMOKaiR+PCAQN395jAz9u8jq8VkvQckG/E0PSEt2dOdlb8gZwqgPdgjFLXC3+drfc1w4PtLPtJK3NdDGV7u7tnM2VQZkjU04YUBBod+cgi2dbSrJsZZv0Bg3/k1umDAZw+Ryd1Yg/Cty655vfatXoutCYPwDVOP5AmfmPqJvCdydmVZ6FjovydcgwR8PQ98a/Uf/aidxNf6kek+EybeGUH25Gfe4GRtPt3tnJv3WWW44bXZl+lguTWc7jgb1Bu7EskBKeAukSU1alvr35pOEJnDF/ETQd1uqGikB2atSlN6LGL4ZJCaTKAY13e3Yn/8npEkExvL2htiaZ0/9jf07/j/3UjbRUnJhky0ioNjtyuqajFMFqVNBApBU5l5+4xErtGOtlsYbgSgupQD3A4ZMpA465nOV2R8BSFbR7RttcY5e5M/Zu9KWEeyGOC1aLaR+dXdVuddwu2Aa8sGDMkmgL6f0MlVB3H2oFcCcqb+kLwGxUdeROMrnPfc5KNNGibXMdqDe6w3IDB2pTT5Rtzl1a73ac0t4PrppbHkYIWiUwbc83v7Wv5cZCY74VWI760VUWGvMfDZmpehtXAP8d6UFCQKrVn3pH1vYCvzQibSxzehkuQDq7LL+wgVAIpNVjjkjb45mNKfdFeM4zkVImlu/dZztS36EiSy7bMYYeKaAl0uVx2xYAc5AcWV/kHl5/v/uIu9D3oUS2f0cDpO0O5ue+7BltBNvPs2jBdCCSomhrUM7PSa4cixGXXAx5+t96jzP1ht/c6ni2YdD091z95zxVNyRloy+lG/oydAte4JEFY5asi1bAgjFL1gOLgC+j/AprFoxZ8iLwPKdL4T8e60R7M2dFGSwYs8SLipiwoy7Oq2nRa2DfjpylL/75iunff/nKOdX1Sae070+mLL/48pz9S7sQ/5093/xWq9IMhcZ8A+WXaL47M1CJbYsKjfmR1GA5GxyN5WBTgl8aHVUT7aiMaCubq+Wo0VXRsZO0+a4kHvHFvtIKmrsSNld12ijF4vINIGDujPlcUSD3JpyuKSRAZsgc36WBS2WKjFfv4+GoCKOuajItBy5B+RySs5f7YukFfAphyuOiRcmLYNBib1a7ASK+wehOmhO/JHAw9KhFVR3YBdy1YMySl2I9yYIxS7YDfwP+e8GYJTtC214DVqCczG/Eeo7ezNk0EyWhslKnS8lxd5N9/Ymj6Scq9w3ot2Pz0MukaVgA7v3T9RNe+caL6zKT3ZP7O939Bjg77WFdhfrwTlFozE9GRRPc2874+4HPFxrz/4zyN/y0zPxHTBfjOLAV2Ay0FxbXJUI9mqTKmlyG8j/4QrsuQznM9qIuJM0/8FZ32q7rfJ7El+0NouPIpDPirJ3HAzNcOfYDGNE5sQGcW6qrgC6TuSwn3UeDA5PPenkAeczWrmnSdbMvLekZxynnawwkonINqlDlHtr6JTahfqNtzWRxWeEaNrPu9m+W9q8/mXSw5njqsezB/5+97w6P47quP+9N2d7QO0AQJEGwgwR7k0R1y5Ll7thO3GLRcayf7Lglckms2Iljh5GSmG6y5RIqVrUsq5ikJAIEQIAFRCFIAETvHdvL7My83x8DgFhgF1iQlKjION+Hj8Tum9mdxey779177jljuTeo9zsaAtB8L94L7X69E9rknwbtfk6BFkhduE6fBwA8WHicAXh+1mMfvl7nfzvjLQkGjzYdWIXJL31Y4i4dOXz7aoBEXY1KCqdzmALTK5/68ZT53mMEzzv/sR8K1vvzDus7PEXm82N8jDskC8DDk///2K30/bnH1KenV9C37nxEB03Z8MyxyocvLnx11waa1hJSB1d+H4uglc6EU9ZNMG1SKoeW25yNnMmfcQDN0PKeMoCbpwbIRcqm0P5whf6EGCs/PIcLTgCIbqVDsvNXHQz4QU9chWFzaWum95aVlYrDsA2EvHU7Oxb9+6FkqAXezwf7jf+jq6ITZNti6blRkAYt3VkK7aNl0O7tKGkaxhwbfLXd0F+V291MJJq9A4RguS3Bl21L8N1Idd9GaGkwQKPVvgLt2gVovRfDACoeLDwennXMFN7R/P+3Cm96n8GjTQfMAI4D2NbfnVRW/qcNRQG/PmZa4t0bL5355r0npumOr/Xn1j9Qfns2A4lVaHsRwLehFeL+DZPWjFk/aGjT9frmFdTSGdSWI+cbj5mt6oO33/9xE4APQ9tRbIbWLLPjWOXD9XFf7FVAHVxJoEkcL3qVqTLggdb9J+t9SQI0pkM8wX1g8ifS7YwB1u8bLpAQWRvlmFpodEg66xCoAhmUHHy7P03YCEJi8uKjQlZa7f973sL5pLg45r5dy8qCa9PfWqkKW7icLg8YSHqoiPBzfRjoIOkw/0KvEplcs3hbPOA4te/lp3+b+e8NJeU/ulQcp9sdc+5e2XypIGUw741La1oGnI7ksMKlvLekejTTMbFoP+yrQD+0Vb4X2n10GVoD2AEAP4IWBJ+BpoY69GDh8fCjTQc4AHgn8/rfbnjTg8EPG25L83v1T5e+UpwxPmLNn29HtzJttP2JTz1HZvrUAsBYUD+x+8WPesKMi3sVmvqLllpz/fi8mi3775so/fqPuvc9+4fVx3/6REk07ZVaaAEifKzy4bYoz18z8h/74W3vym797r9tez1VoCweg45pPNJdfOKP4/kEkSmg+VALIOZnYvqF7iTfy8Vi7pQh+s4DABB08Gd92WLhYmmg1Bk4ZXuhoZAG5QVZNarIeSY+sW3RTXbXBfZwOb/PGXXyJV6MG5/UXeQG6DaCOPSbrhpMue3mtvIvfb5yn8qAe4+9t+KSM2leto/Ihy98cs+JXJ0gv9WfWx+0WseL0Fb6CrQd6SpoQeFT0LxGPvFg4fFrlZ1ewnXAm54m+tK6o4PFBw+1Qctfz4vHPvLShMjP6dpESOWkdKO3v9tnizsYqCZ+wRus9AX72vU7vKeTin1U5VBPlTnNQBsxaeRx685H8o5VPtwV7+svAu/6Y0/B5vvyWkr3p/csKhiYqKIHMG8BdhbmLVQqaSrje2NmYbZD6+6MuorXT8hbQFHty9ItioGi2g073HcVldufq1/w/nDfu64BwFvqhjYNZZ5OWjMSfJ8J7SZejEMlCjdKho2/1eURkOuqaXP/PZcqP/uJs/sAgBLgt/tfXLf1hb/sUxiN1YSFkmVt7hsQCACtbvfMJHlkJqaaQr/2Fr+fJSyAt0qoLi4Z2I/97L05jGGOA1KG0Zd6ePefYvrvRoAxRsLskq/IPlV5PgVtG1oJLa9eC22V28hEXWvR1oC4InPc5C3UJTFE7RoFtEk0boPfeJH/2A+ToPk24OJEEneoYUvFgN8UtwNZoXFisZ4G824Dg3eG94YL5VjsLRFazSEmxAl5LVhs2mUsKMnm3VKuY0GGDhPoDVPZJXp1wXQFMyOBWVmynK+uCa9TFuUkt8CZpeIN/WWf/vi5iF2ATZSs/7P/RQ9P1FhCdxB55a1mz0kA3kD0QLCEtzHe9C9X8cFDBFpzTSk0GttUgUyBtsoTAMAkShPfvu/1S4RET0VkmzyplKhNKqM8NGrknLQI71VPp5VLSTonWw2JT8H6Vd2ob87ApO575GD+PDat3vbA11cjJ8vZZXGGagkQy+7OgusUOIsPHjK7l6u5qojtAO6F5uyGf7+wdTcA/PelYpTefeR0pskbs8tXUckgJcx8OWBbjJFHAIiQVJ4LAvg/IO0z/paUCe1Rm8rm/QyoCpNxMFzpTxNKQBaXLvHcusqR+PP5hVFNFR16z+2FV911e00wLi51HXi3tBsEpUI9t4FcoxjbQ587VXfHgdao34styYOFv7/12c53HX2fF5iborPoA4ur41wbnoBWCP7JUq7//x7eipXWOgB3xHiuFNpEnRQM8y3pNm/MyU2kigtavpFAo+KNYIY2i6lXKU0rl660zYtCIkQhEWlJZRgaUyHwY1AUIxS1CACgKDYoig8cZ+rutbvmCQRT+DGA+xe82hiYDIrfAvANcycZD6SxxrAFW0FQB41DPgmC21794IaV1vHWIsfY+GjQoPv+1jeoS9L5s02e4v++WFz9u/bVK+4taK58NpR7W5wv3wetVyBacXgOgndJBfQpXQUIQMdICpGntfwT5j0QgGE4vJP3Ki3eXJ1bFWn87fuMhVSRc1NJiWnwI3ZNrDdVdFT7di1bBXKNapeLBEmVFqcQyoEL3CftC95CRk1HdBXcEL2qTt7sLGflHQda502NFdrH847e8buez5TfeaHLa90EEB3AJgrT++uXJY+8qVISk2AA/g7AYw8WHl/0znAJbw+86QXk4oOHfgfgAwsMkwCIJl3I++QDT1/MsHvmrIpVhtHVz3wmQWGUQqOaSdBYCjYAaQl14UbHJXn6SyMbyBkuwNYRxkQwpoBSASzcJjRd8IVdpIiBBMLFy8oF0WokWmF0IXpgL4DcY5UPx20BORPFBw/dC+D3Mx9zrVBrGY/V0JhLCxZQv1dyovTrZ/bvAwDCqROJyyfikTJogbb7urpGJQZY/kN/lnqmJ/YLiCOoMILw+DrjEAiJvw4SVpoSf1G9ILtFFTmP5/bC83KG7S1gFjE3WeWv5wr9cTJ3okBC0HrI0BqDqRUTlKpDv/nJczQp0Z8c7zGVQ5kXjw5m99iyB2/mqfomFrOn4QLwzwB+MMnRX8L/UbwV2+2/h7aSnw8iAPhCOvMnH39PPmOI0BhiDOqXqm/umgwEgJa7zoLGovEAkMbX8mkAwIARbzYt7b5Lt0YxkAYQQkGJ35rtqdj+5cbQ7adc63c/5elUU4w1npL0O33ZopEhLhPtLFwRxbsavGv2A6ZeogfDAOI0S//6mX3TqzyDI3AhjkPC0BrGrr5jlQDBW8Mz75NkaIXk+Q9jEGyXgxINqqfifSnqDcVlVkQlxWJ7sXEvJPnNtTfl1YvcbeOhawoEACBC7/5KYK37wcDQPDWZaagGVnfHpy++/LtfPmVYTCAAgJ2pfUXfWl91u0iVN1uLqw/Ad6BRuZcCwTsAb3owqDn8UBu0NNE8TBYWNohS05rMoZP3Fl9qkhVaPfPZgMK3vti9YibLaKac7hYAyeZe5RIADO0W+4Z26fYxDnoqMcfgLvH8+H5yfsc3zxcnFTmLAMC+VilwfE37joUShJLxtUZV7uutBGOjC1zON2/d+UjchjBTKD54aDW0RrYIcAEUgkGGtruJI8d6ZfMiGOLajbsxS3riaqB/RZxZhEyFdt+UL3QcH1Dz7c2BHfEGBNWqz5CTTa3hFHNLPOOJEr83c/xgQ3Sz+xx329gwd9dYETGoi5qMY4IAzMZS/e+X9rFJV62or07YgPevg2lPZ+TeeZE5rkqOnRAghZM6r/q9xsYpAE9CE3W7A8A/PVh4vGMpELwz8JawM2oOP1RXfPDQewC8DMYkoqCdC6pO0SfT//jKy5ZjFwucGXYP/djOuimOe4RtXnPA3g+wLICMQmP1zBY2awybiKAIuAB1Mu9FCe14n74AhEBtDpUNvspXZ98t7Z86oHhn86rutrRWReYKADbE9YzthDvUiLysVujFNSBRpRmSodUNjizyI+iHxrGOAAEBCHNAa8JZVAdoyCvycQSEMVxFM9tM0CHSSQLTkhG1k/9ONQ+1IoZv7hQIAHtLYLNzlaFa1dH5aacczXXdvwFgzG052lwXTrO4TVVdMRVLaSDsUwzXmAkhbBAMAjiMgbIgt92lJwnyHHrz9YJYzZ8iIFHlq5nImjyfD6QwMxIYCH42WJSxzTLkiWb/Oh/6ZbF5UBGvp8icAuAr0KRfxgBISwHgnYe3jKpXc/ih1/bd9t0PCV71GTLD3IO4UTbosqCxLyX9Yzun2YURTKEjIyvt0HKT3dD6FWqhTa4StBTT+lASt6bnLv2oYpghczFJDde3ebi+WjEx4xapjdNjOWNQR1/DRdXP0iEw2VTZMUSAPLi8a1DXBGSnlSMzdTcUtQWUJIGQmYXTT9+68xHDscqH53NFmo3l0Fb/EVB5NgiCNGh5/UVB8ojLWZKfETJvrSMFWvBcmO/OwDB1LgaVeMl58QwfFE/zAgHpgrbDmN2wNqfYywjawaAHhTvo4If143IeYcixNwVKQol8tS9TXAuyAP+eEKvn9sINAMAErsx0qrOEyOoc9piuZRj+7XkLXtqMd+cGz/qgEh6AAL06xB0Y3wqAEHJtQTNe6E7xUaOXalHPeT8RymTmK0X6Rn/iijPelLKtluG4ayOMAS/5koPAAr7Ii8MwgP9aag57Z+Mt5W2XHv3752/d+cg3APwzE1gzE+GnuWFlsNIs7l7ZNYDJVSZjSAMgEwKeMSg5xDslJrcb2uRmwBVF0mlEBIIpMMb4iZBu9Iyw5pViB4w5Sp8qET44SG82ZzafEvrd3YSxyFXUhDsVHFeGzj7tS5iZUoHs9Ck2iADgoVt3PtJ5rPLh1+a73kkG0SpoAn3t0ILClbdGplNDi2Zg8Hq5j5AFDXHs0Bhb8zNKGNyG58TWwHulYjpEKsw/1e8kbK6710LwpwoVgRRhGyjhoUkLFILgpGFUziEA1Y/J23i/2upaoU+YFWBjIlSUtlfKT6y3H6nJp2Elgjqpr+/fHtiU1ch0/MIif6Jaxx0YX04ENnNXmbeIy3vTEF6hlPrvD5VAN9fm8sG2PXsrNjw7RuMMVqUBR1mQXSevCW3H6gXwV0uB4J2PG9HE8y/B/dKq0F754wD8r3oyj3/o/SeTzw2lJB5xpl/ScQpyILV9+b/vt4u8Ejas8J4bhW45GHJA4IVWPI5/oiKE0IAyfZ3+bm46hy72uXZAy6ufAXDF/tHrXwGv/4qa5sDIFqQm1UDgFRCyClq66PitOx/Zc6zy4fly5+sARG2mYmDwZ7B2aCvuxRjTgFDVZ0nzxkutnHcVTlzkjPF50UKHaQEYFOPvdemELSy85k8TKlWe8KZeqRCARTbRk8EkYeNkIJgG4yJ7AviAWkAlVq3qiBaAVdZu6pXGfVmilagIMQoDKIlIPTG9sH7ir0p6LX9qbhe7J67sKhmo/anzqd69y0tBCKAyqCaRUxJNBaAzrBNNShW3f2I94dlbybmPitCOcNhwVAxjUraCgfn97w1thRhdToSBIKDywyZOXjAYtEjGmgbJfG3F7itoBfAqgL9bCgR/HnjTqaXRsPXVv08EcAzAJtXDvfaRNVWruBm6PL2dyaWvvbB1HwColLndK1g3KMageSDEw63vhybGtgpADfGGi5Y9fM5KJllLM6BCYzq1Y2G5DD+2rFXAczPzt50A7nHnc5aRrWIqNIbFOQBi+xe+FCw+eOhBAP8R9WSpapmUgL3QdjpTReQ4weTEgvFOQufP108i9s4ggAbbvxnXTf2qJKnd3ChdUPKDUTQ5VxkcqkhTeZ/SwoVUVyhBiO2lrLKg4FGajUNhDx9Qd/tThYpgIq9nAt2c0OALEPXKRDi+xtjAeLIu6nkYY0Kf66SxqjOLG/Pnx4pYDIC0LKHWt2c5kKu66Hb3vreDNDNHlJabU5tZIvUva3khr7r9aNYyphI+85G2Zr1RFgUq8wMBu7/bnxDx98oUvX3PFr06LxEgGObafurOkgjHFrWwiIIwNAvIJwEEJ+0il/BngBsSDABg66t/n8kYGsfbHSzd4hx8/9Yr/PJXnt7eNNyfOP27P009IzlQQqBW/fv214XnO1d6Ozx2fY/PUgJE7UadmgD9AIz8SLAv959rZ3+ZVGgSFRaVpxNEVtcSILbJi0FfgQ2r5jQOMYKBgb3iWCCdm+KQ+wE0pB9uujuwv6gOUdg8wURWGUxmW0Cmg9PCqZwZMCb5yg2OYA4hCxqiN0GjlUZ13RJP82WGV8X489EElxlHPN5skQ9b+YVM3aPhnH5YChkHwmsYT+RAinDR2C/tgWZUEgBglo10wJetG1V0ZC0I0WoS2k2qzpCvHoCkTNiPnE2hYdVHVDa3wxwAM9JG11P5awi98ZGAQu14T3atXc9dEeSbaLO2yEEunLxmIiLN9Wp/0ckxyTxdOD9g76l5JK86UmV2Bup7Uk9+7jf3lIRkTswv7KsxGEOSLcEXXr66t4SQuamneTACYMuDhce7Fxy5hHccbpjWy+k7vttX/PtvHGYK/dqo1xLxPnhejcihq4K2cqQEubdmdibek9MmAsD/thWefvjc3vUAmU33XA1gFJOTu5ysz+z5yvpOa8VgN+cKB80XJpKg7TJ2M0o6nR8qzuS8oQnz65dbOXcwuvBbsmNO0GGAP5hMLwfSI3K0Rs4TFvUtzoHATrkVIh8RDBhhUjCZFc4IBBOYmaKKA3EGAkCbYOcEAjpCKo3/q8ujThKXt3DYSE96c3T5qo4uaESzALzBFHFfMFlgvF+9zAgyxtcZJVBiB2AHY6qpTxq0NQc2Mx4hX6auNGzmEuzNgYyQhZ735+gFaCZA6RA52X3fuhHVoi8gkjJhfq2lQexzTf8dGIde76Fs69shECSK3pO3pV/aSQmL0AlyLHdHNezxKWJEau+4M6v4S/L5WgcvRRTw/RLf9M3nbwmeaMqf/ju2Xcqe7vq+3JjdtO+uGp/BGFpDCGJRomVoDKEgND2hpUDwZ4q3XuNlBjyDZhMASDJvZuyKSBwvKNPBgIH1ySbNBezg6vNtek6ZTvV8aHnT1m9srKxFJAahdQtHQMow5o2+L3+HahR00LT8d6hmXbnzI1vGmElMklMtK9y3r0pRBXqF2WMxlYGQdgAApXODAY+ugX3inOAhDPo9lEFIeOL0Kr7fFUGTDSXgLMg0YyQEjUm0qFy2Z8A8ylR0xDE0YiakY+SUcIErNR/W7+QmaEY8tYFAEn/SvcKwR9XFVsZcBLTJkBAim7iVipFbDjqD9UII9WXp9joLDW5GSYu5K7TX0ehPVvSkUbbwDmi7p6ndW7ZqN64GRwXHkXPDTOAYmxTiY0DI+2hOWM0Wb6RhyzT0suKfHQiiQVZpsGY8+2RIETIinyH4fldxgDF4GIPs8uvqHzu+vXL/v3xq1Ymm/JiS5MP9CYVP//zA5iM/up35PPpownntAN4PTdZlHTSl0SX8meIt3xnkP/bDO6Dl0VsA/h7tUQJohVw7AHCcMt2AFbagFURLtfBUnTN5NUwkz1RGvAiN7jh3S83gMgySJt34FTUJmpXpsHaFU5yreUk2otq7w7DduXHT2YQ/9rxmGAiHxdTs2wEQjDqrkGTfGnk6jLuXc6OMI3NytLo+PwG0Aqehts/hybDNPHDmNVRhEemhKUheXbGq+s5xlC3UWbwRWipsBxhg+o0un7ppXEYy2luF5M8Qr6dkdFwNe6qOpjtXG9OhMD8IEkFJ7FSWoiqQ1Syxc3wFNGZlKPjJxBo1X3djpK4nwRgUABNqrbmjqzvp9sq14ukdNzdsJgQxg0KjK/3sJXd61N3a6+PZlpLfbrRoKo9kUSk6WeYNv//NvqID954pS0qbyOM4lgOtb+CXDxYen2q0XCoS/5njRqSJrNAKuxHUUJURD0eYHQAkSZhiWowEU9h0aiJZ75/Dne7yWikFG7WIoX6XpLMA0bVweC9qdU6yz3vLSvi35Q5Z3mg/Tx3mm5yrxeOyERZvLtsDAqKahI2jH8xvJGFWtOzZoIcAViQ7CqAxjtZikp3Tf4s4EkyObgQjjASn36fQ5yoiPukcM4mbAYAoEZ95TFG2hTDR7thszXKXiUZ53pw/U5CmVFsbDOFAP3XTWIKBUUEAUfAo9VdZH4iGvEWN5uZxTmMMllebSqknKIAgnzCY5FW6k/5/zFzPrNwNCwTMT8+wbn1IvWzcBgITFFICAJcv5GwVRtwvl3yoK6YgokDnyk0zFd1qlc3DJvg8gFy1v6Mc5o2vPrNjL+WUpz5y8E9/yXGs6sHC43Pk4pfw54sbEQyi8ssVlfo4qm0IQkFBDwC6C30X2Cjl3LtTTSDEVjGU6f9gflPEcU/f8sIeAKgaTh/56Il3R66UGXPbSgdrdd0+XbggS2BWfRc4mquadalKyTLj6Epa6cugd4NMf8Xc0FavW4ikNIKxdAAMhCRBS0/4AHRm7R64LK+wiF3O5FXaYjQy3eItTgzZKjT5HqIyzvbM+RTnx7fKIISXzcw/Y2jUNJ3gQmnYgjzQKNLb0yDw9Fs223Nc1ZyoRu02ZQxepcxBMMEV6C/Ji55HJtMu1yvpXg/MMQ+6ahhqeivE7onpXRUz0Qu+f8/ec+12xFcHxqCwUaFCrbTtmXE/XGkwCytNEz9ybmUfRMxGwSLb4I5uX0L52Ax6KOvVdbAR8bopj6oKN/7FNcdOXK/zLeGdg7c0GOQ/9kMBwEOzH9+c114pcFctkCzRAAAgAElEQVQczqSQYCCS3GCu6L7JAkDs958eff+y/NszO2O25b/UXTCCWXz95Kc6mqynJrs3a0Yhp5tqpQ+vGsnMG/aVPHCxZDxo7m8dSjt5visvx6IPDKTaXKGWwfQkMORk/aA+kUxIdhQX1UAUpt6bCYCJKaTr7s012y71Z1avShtYc7Rx/bmOkeQVjNEMACjcNCx5OdbHFJKppAnV3p/llqBMOQU3tzNsjmAXOaf/p6IJBCt1o6g0jNJ9ITurDqQxE0hshhNTqSno0iumZH/U59UGcyPc/DbDiFRBFESVQIgFWUcqQ4kCDVv5xTipRUMVtCL2vC5riwH1BAcN53oiPYd9aqFw1H0mfLttUcX4awWTSIPabPSxLv16KDTqLo0Ew/X2p2szJD9Nqv2a8VzeX4T89rXKOkIxp1fkjoyLu4/3FR4fDFrzWYehT71s3BDtnNeA69WHsIR3GN7qnYEMzQB7mntPQ2p9Rq9XGvIlVqWsHy+gHMu0CqG+X3366Yy/eXLF5VCQrrCdGt6a3jI42nZXMMz+BZ5QgAy8ciRxMOin9EK1yeb3cmKLhfF495UXIpLSajk9ElE74Ad8G3etLr2QvEveAgBpOldBqtW1fGdBcxulmn0kDcivjf0k7BcmJG1S4bmZQmUuAI0DZ5MNmz7TpF+f3bMNAO7ZWLOPMaC+J6faIEriyrTBAyOPi5XlT6U3+/8yaQs4QvmbJnYxN9dFB60jKuhUf0AugHEw2CztxCLZWaV+TOv81TnJNqKixp/JYtNdAYgmKWr3sjoslLIOwz4ACKSJu7iQWqpzKnGtMBng9SzT516nojGgKVteF4gdY7XmY82phCF95uME4A2PDm+Qt5hGWSI/72d2PcD89LRy1mrHhBC9J2J6IJuwH6lZTsOKCQD6XtRt7ntRB97MvLdVOvsoP5d6XKSMiH1/XJ6PSEHG64XwwkOW8OeItzQYtH/hSwzAo/mP/VCCFhSgiiSzuqwwbOlWNvMG2bvuYy2lKxPHpexlwZyv/Gd37Xc+k6sChPrHaNJLv0lKev15hy/gpSsBEkHLY9SrCNsCp8Kphh1gzJP93ToLUdic69OnqBYAYAyeM2VFja0XM4s+/MCx6dTVTYUXS46etvkBAlASYpRYAeYCYGAGnKIBckfiKmfD7PMSAmzI6d42eW7f+f/ZUhh4QO6D4UpdgFiVXMEX7gx5ptmeeQB6SRj1NIz9hpHIyZcLYEGrT06nzEm7sRCpVatsEfWMYJKQpnPGZz7lzxAbVB1d1E5iHly3yUffMFBlrOwoIYhRhOUxwOxc3D7ZVwsWIueVYwkls9ODUUGII7Alu8x0qjNi1yB7iVkJoIta5gYDr/tNbZQ++maefAn/d3GjqKU/BvAwgAsgJHF4h7CGrAq9Jgc4/vxPi/atCIybVBUTu+92bTxy/uL4+vuDryj5ugrpFkvpyN/ndHn+K7cj+H5HhAwEURmX8726Hek/vtRge2OgWnBKUVkzVZ+yjDIVYCpxNdXlbQtLonVkwNE49bxoY9bEzbJGL1WZTu1tbvT8XQCeLweCvk8G1zGw0MiFxHWjTfayaOcHgMrvbuqTPGKCrlzwCue5Uq6TlmHS29mY5C/S6gzTyGIi9uetGn0JYBETJ5WRCAWxNPvrRHPoKOVYhGEKUzGovOHIAotsxlP5uZaI0aByqA8m8dcrEIxcp/OA73ddMlZ2bIwZCAD4v5o+Ae7NLRowBqY2mOfUiWIMZtyot9xQ0xuR6hFsqrvwi/6TggVRNZVWrOkp3nFLfcz76xrgAvC9N+G8S3gHgPv2t7/9lr/og9t24sFtO08+Wn3ql9DEzPJve0+NUHR7B+cbNpw5cyJvfUVVrlNVaL2gw8j9H+3L+tmW7cXyTnMeSxOSmYN3mL7ZRwmby8YRRkOpxmaXH1qhek6wU/wkg6koHxJzJvq7k3IBgtaLWbkDPUlNecv7XZSyhMHXhU5fB5cHgBGv0h7eYx5jydwyZoRdrBYuEpmk+kf0gaxdg4mzi4Fel76i6cnlmwACvpfLFlr4PLGOzwVDtZKn2ijHEkiQvh4Oc1kA4QDm+damitp/3ld6U6rNW1PWnJc21VVNQHjRBSWUAA4Es9Uu/UwlWXp7kJO8YiUnKABgUqtsvXALebOv2zAk1Qp+dZ6CtAbCkKofk2vCVk5i/DVbS54DontaLwqMwf5UrYswFlOYTy7QlYc+mxzTN/p6gPlolVJpC2NEV7TwYBa0vHKpyVTVVUIUdZpSu/FffaWb/tW/LHGzEjMFRAjEhGR3wviItck9YV5wd7gIPFZz+KE/XsfzLeEdhBvadNb+hS8FAXx436pLP0+1upfrbeHEkr9t3HfHj8oFrPB1//hXW7L+7hu37RnosY78U27Va5SoWgOYpEpQ5jVtWQuNXx8VrT82bDh3snDPFaIMweglg+XVLXbdyxvt3UOvC0XQPBWaiIr95i/3bKTtoWoAIIrGlR9vsRcylfTPPG+nN6H0j8Nri5i2AouA/qSwi2/iagHgqyWVxiM3/aF9V2rP0cf3vNL5sRWN2wDg3k1NJckWX4ShCZVJmuDC6VmnKwOQr8pcWtCpP+MZNO8cb3ck+OtsZWxEnLXaZIyGlVISZh4g5i4jAlRmxbbmQLq5M1gKlV2Lp+3C0tlxgBvztxNFnVeHKfThhEVp/i8GLEDPyiftTcrxxO1wCXHl8a0vXOgWe5xR6wmEzNHIijbGctO7zmXf9K6zCzqjxYkAgMPX6VxLeAfihgYDAGj/wpfkjbldXwXw1NRjvF4xrv2L1r3bvlgXYoxUfP+PmwJNYW77B3POLtvk6D61huutJNrNPR/2QusNmAPGkZE5u3xFHVWMQj+TiRkgyZPHr1YyhV73b5ZVqMv12lZfuTLBhVziwMxTeGU9pwjUIe2U6xnP2hlYBIPGepFxH01pPvmexPaNW5MHC3+172XdvvSeiAljU86Ab/b7FV0R0tynMGO17Rsx7QUjAlOpNWDgb2Fg4xEHU3RxO5ypOre8GRrbqgqa8ut5aFTaqCCAqHMp+xyN/iYosZ25ZqEUVz7zTmjB4DK0ZsCrRjCN6/BuSCgNFFjLVJE2RRsjvOFxRnv8asFUDDA/PaOcsjUoRxO3YFxY0Jt5JjhnIAVRGFS8IX6GryxzI6OD9uvlY/xUzeGHOq/TuZbwDsQN0yaaiQcLj0uPNh34ODS9/80A4PeKY3W/WtkLkAMdr2dKna9nkv3fqx4oTBnc9sb91nMAF0+VbRU0aYqIRjTGUY2LGVYCEDgDAKgJpg2uT24chg/jQtdEvbG1K0+6z94VvtW6FYTcBm01vldNZF3cCMkEgOH6BH/ufi0eKIy0X/YkFwBA8EB4T/BAGHSEdJvO0zPvtnXwmRke4fZbWjeajOGZuft8ABWT7zPppePZVcdP55hgZEGQK3pLRGYWqHgDFCYAMameRIETBC6wGb0cRmVAzVB3+D4RajH9UgfCyMzjy7BAGoeqWGvuDZV6c/XzMZEkaEFgH7RejAZoGkJTi41RAKeheVYvCrKelfuWibf4Vmh8AWHQ3536xOVK3WAgorFMutt21faUTEErJDoBvVoMwKeesbazAd1GIJKxtBioJau7qYTV6BsqR//wMjBtJ+ts5Pi0A/HV1J/62YFsOczP8e24Shy/TudZwjsUb4tgAAAPFh4PPdp04BMA6rxuw9Bzj++XbUEf5/9soEtNYXnES0Ze8K7Tw8/CZqEnzMXXPW+FFgymResAgBkEp+25+nISCIvODxdvAdVy9Nw2Twtz8mo42Z7h+yLyENkxuxdAA7866DUHqSsQEEzSOXtC+s0dL/Uresd4yCj7FV3ExKomsxzPbXLmh9bUTyQLwWh0x+zJHx+A8pM/EwKOk+dudX5q7esKb715ahAXJiGA7cJcCe5p8D40mrpJDgGJbLzzc6mEAEqWutLz+eCA5T/1CsG0+ud6XHGLiwnRpaTTkNqv6mhGjCGncEVWwwRN52Ymppr2FqXOyghr9uayCO+KcJoxp/drG3Icr/SU28oGbVxAWQcA+t+Nj/o2LJ6Fw/z0tPJawkaopABGpR88k+DmY+r9MLB+EPgII7FF+xhzU0azQSEgO303khL6cOFyPRRl/bK/CMX9Jhm7rjv36+l8toR3IG54mmgmHiw83tDbkfzEs0/cxDFCMp2FBrNiIXoQgFlYMjiSAEJ10i2LSg8XARgCrgjhca6gyo94d3Pe0FbqDvYBDCQ9dJ445N0kL7ib2+OMtSJcrdwspT71xFO2P/7ufwKPfedPa99rGd6rp8raZL1v7+7ky6WUqLOiFOFKnRmNXoVvHJSMZyY1a2bD9ErPMlPN5USj9z+yy3F/qIRud5aSAn8l49Rg2IIu0Pm/zERGkCCKb7MKO5O1lBo3QkZmBAJAS2NUTf5/AlrQnHtuhpX2poBCZBYrFROvF8M+aDuEiYUGMrARTz6zgkY3fZm4M3t353e3rBv85MpaxpFuvjaw1/T13jL4VS3NFlSDWECencm4PBkItM/Wz2XAzefN854UTz6TXavYCleBOupcqXqjjRNdynmqYFqqGgZdJjYXFeV/MvSGLolN91wwhoCqkgElTNuinUenC1+3Rj1coxf2Et75eFsFAwB47Q9bfwdGkkEIQZDfqhxLSJJfc5xSh4XGqe+2vMm4WIbFGmhqpuehpUam87DUL3m5vc5ybqt7EwAQAjqPATnvUcUNjf6ElqkxCjAaYpwVAHJNE/vuSG88o+ekUQI2FXzUH/QVb72l7t7Eca/BE02ojDHgy6dvtqhe1aT/2UiSALmTpob3cWt8O8PbfdX+zAUF6aAfIzF0ZkgC6zTUAoCSwlIY2MwJLBvALmisHw802mb55O+N0Mx6tLMA2ZaO4Jz+ikkkTI6PB1sBKFDZ61DYRTA2p0YCxgbCJqVGFdj8onqEwLc+YePAZwu94QRdNV8X2Gt9X5ve+u7LXaZv9p+Oxf5kDGGmoFN5LcExHQjigGxGuapDDgjABCSRSbrwrJNPiE55TnBklDLzu/TBIZe1vK47p+xU64qKJ8r3Tfzn0dvTXvvW1rGol0dZfI0hC0MBsMQiWsK8eNukiWbgNQDjmNYwIjy8/A71lB0grAuU+aGocnC1VKa7PJJKZDXenGrG5A+guaABAPT9vf1BR8oti3mDkspNf0k5IDGBSp3jqpgHAA4xsOv+rNpxBtL7TPcmR5jxfQAKWY/h9Mdf/MDN799z/pXP7T+TZKHKtGzCs52rzgQVviSUYSozNro27hqqbzyWtmkw4NY1+8eNFFHYSTPBe1DPhcgc451pGBU9ADA7S5Pz1TKhPcJ/gUOkjehMuYJRALWTr1/A+9VY3bZuLI45lASGtMQL/iIGQNGR7rCV6wMIo5JqFN3KGsJwu2QhPWMbhHbZSDgpgcaUUQistBUNfLawJ/t7dS4C2JiMFP9X0qKmY1iYXFKqrQTjwsrZvRgLIWRnEVRbRmFmYDKBZvXJBZQKa2twI1URkWaSLOTU4G4xs717252Y5RaQ/UrwlCrzaxEFqkqv5/fzeu4ylvAOxA3pM5gPn33XDvUnL1WVQEvvzAKxg5FkgKaGcxNyA8VZSdKyhA7iD9dz7iBHWNzpihAmPQS4MSkTFFWg6GLJwoI8fAB4IP0CTJxsAgBCoBuUdW1jqjidTycEBkJgK7INBAMKX5emdw/ZPGHJPWwJsoSgMpYa2lysc/dSAvuA3zT8FyfuyQMI51uX4OW8clN/lU4K7La73L1WASA7MV8hU4Vk6SQhAuKI+jynNtFi79qpfgg5R9WJ5/hBopIExrNWxpEeMAQAiFFsQY0A0qDVTgwqjzrGk3aiokcV6czPKgUaeyj+gisBDENhEwFAFdgEv5ot+NVsPsTSphrLOAk2S7eSZ21TcvzpXLligAOERHVtU82CzbM12amY+DpWomtWt2uaPoxBhhasGOsXK9VSxxYE+KS4msZmgIGNBdOQCDrDLIiA5wPkpOBjw4YBqcfcK+2kbG46b3SzMBJM5eaykRhDUo2cxWSqS900UqG3hXNmPBWqqVhtWez7jIGnADzz2XftWJKpXkJM3DDby/lQfPDQEQAfXtRBjIEf8jRTb8hnPNWlcn5pS4yRnYgipazauXHPr5cFwJN59XgMVG56fd3vCwkBVAUjfi8d+unLmX3CneT2meMURjove1K6l5uHrQJlESvFdaKner9xYltQ4aTNz/9Vb0jl86E5TU0AsJOwWsUEuglaamteSqOxl5SKHhKzKEsSpTJutyuisE0HSLv+hNgTuFsqUsPcJeWkfa9uTK429UuphC0sM80A+NOE8mCykAJK0icf4rFIkx77Jf8AJ7G4A4jKITS4R6wOpNA83Tjrko1EzzjoVBErZ7KvrFmuMsEgr4EKt3rRNMjaDTtAIIORRa+0GZiX8WgOJDMWtiPqPZXzYrBa8LGoyrEAIBtwtutew5xjOT8byftDMBkACKcqd/2kbJxQJANAU11uWfWJtdfesKfhjprDD/3pOp1rCe9QvB3TRACweJogIZDTrKsAQFqeBF3z8BlTWXsGYWz25N6DKMGAOJUEw6NDZwNfTM0Aib0aIxPy2O8fTyrbvNfDf/UDy1eODQurQx9xOLO3KKf9qs4gqZwuw+Aabnan0pAq7A3IQuWmhEjjtXQ+FASAgMwHNiUO9VaNZOZDk84OAEhnAr0JGhXwwHyXTEPoETyIoFjqhXBLMCxM6zYxFz/ns1TTWb7/wyGteYrJPMkLng4RwzbJzrscl/zNUJFDEL1wC2iteqbB8G7DcNgr2bhqLsRE93L9VizSYlKycl2GUTnuYEAV6DJOSHsndbWnV9EhO+novV1nBWCjYTTR1y1hReEToRVNtXoLW/y9zsB63SuYmfERabQ5IOr8tTcuiBRzp3zOm8ttnrnQt7XKzZi815lCuZ6KtIs5ewb3SSH+YvWJNdcjEDAAf40lWukS4sDbLhgUHzxkx1Xw0SNACEKFqSVSboLT/MblUqHHuYto1zoAIGo6hQDg6wPZ8wUCAAgovP7H38y8MjkYaWPoo0m7W2eUQUdDlpXQaJTgyNytV2fYYM7lA41vjKd3V41k3Db5sBeRKpUHoDFvgtAcy+ZIb6gisq3m0EmPV7cJgJCX5Kz59aef3fDpJ+6r8IcEjjFCxpguuqzpFRiJXQ6yLoDxxDa+1mjlVfmEtTFUSBiZd6KmKsz6CeUWACAKG2M0egonFiQrLxlGF9/gPPsPpHMyc/5TQTM0QkTR+Fqj/npQIyQ72hm/sJxGMJH4zb2xd9iEISe1KpxjGFJLR7Zd8SawtMsRAbfh1yt3h5xi+ZDP4QbIwpIXC+MEgMdrDj/09tv+L+FthxsaDIoPHvoigP+oOfyQOuPhL+AaHMBmghkEu+euon3cmK/DfKK1lx/1mTGPnHLwk0lNAFLBWIAMyvUsXZiz9WcOrji8yXhBOO9fCwDhzcaodExMWjwOBq2Ja1l/NyVseiXbEjZtfnFsWRUDcaTZXJWDLvseAHXQmD0zMRUUg9aKoZeCyyxrpAxj3vQL8OGWVx56YqMnoPcmGIKpHGU7AODIZ5/e5fVzr5mNyi31noS6z7Te7CckRgonQOvVOst2aAwiHQgplDl+S2ibr1ZfJcS9aueCbEgWFkdfVIw0qtHRVaCVMM2vgQGYskm9FjAwXzCZRRWSmw3PMt5u7o2djmcAm1jLV04U8RFKslwQkcq7CuWan8/frQhkEKsZW2hhsgCeAHBwKRAsIV7cMGpp8cFDJQD+DcCR4oOH7i8+eCit+OChDwP42vV+LSXBmKPY9CYsoKsv/MmVxF0IlBm/O9hEx+RQ1EGEkMD/SwkA2pdcerc9Gv0xDG1Fr4yELIWX3GldM58cCFgvnBvPzevxO6T3bD692aIPnMb8jmJ6xSJkZn2/PtvQ5Lww9eCmvI7Bn7mzyPNywrAPdAgAhnqFwZZ6fesDe1es6OwxlX3jl3ckK0cT/HKpvZUxRLjgMA93Sil1LAfQD8ACIBuEXSYbPc3hFXOlseeD4FcWLwehFXfjhRcaRbIbwIXJn3IALZjJoacIgJCYKa64QFh/OE0pY3wcwY0xOC4s3A8wsZrfNtXcOAXZSKJKa0y6W17LJH4cwBdrDj+0ZGu5hLhxQwrIxQcPrcY16tXEDcZGTRUdbfrGwZgFvmgIfCbppPQeR1SPYzCmGL/Rd0bNFKXgwZTZaQQGrSN3OpfPETV0T2Z9vZ6GN7wxvKpqKGgpBEiKQOQLH8itWcsY4A7o+/smEvuPX1ybMeWYNhPCoL8751/qcxjgDi6z1NFkLvyeX3QWUsoyGIPMETZw8QF9W3uFYZWqkEQAYQYExj+9XQRHrQADd9v4WWJQpwuZSrW1jg3qpuSVyzFJK+V2TTTlJg87/T9INYZ9QlxWlQzwu5fru2Qzt3rh0QAYC9guBwf4gLqQ8FsDtOC6EVogoJhRL5gNRSR9ztXGq94ZkLRQKd3i3gkKwdVrLZMDwrxpoplF4PnQdY9uSDbRyIWDypScl0NnBC+LkBhhgOosNJxWdfRqXObOA9i8tCNYwmJxo3YGn3vTzszYBDfiLTedbKtO+EklEn96KmmxgQAA9L8Z2wzGwgCGESnABhDS6X8ka1OUQIDJsRE7EIVR3SVXmjIUtDQPBa17AZICgIUZ52r1JJ0hBLAZgxlFmX1bPrrjpJyo841QokZ8mRNe6e0AAAJYDR2ePdl9w+ZbTaN9Xr/t2B/71/XXOzO73A6dqipz8vxjYKwFDEy9bJxeiTMGN3PyM8dOp+rYKZt+V3bb1u1frjMLpnAd7wifCNm4UkUkVUyT95gDAhjNvSEn4lldqKzF0hm6HEcgGIe26i+Gdq/mYZ5AAAD+NLF1wdePBYtcyW1z7yMcBEIAW6Z7C+HU88Yk3ylC1UZgboOcokciW8DAJ2wiVbKRzN1BUsJ136nb4k+hZUy7VgCarZKjKbDdMCSVzzlmYTy6FAiWcDW4UcHgTXldOuE/5XjiNGd/rn63/uLQtmtJuJIgM/JlnhpozW/7oDVmlULrYE4BEK1Y2gRNPntg9hPNnrTtJ4ZXTneackR5DSC7zo3nWiSVm+4K3pUwPFT17t9aLr335+eeO/DsidX20XYwBlPDRITn7/77nKEina/kvY5uYzofDKdCNYx+JEv2/CS3x/Oz3BHVzjWCQFk20tZ8E2nrNfZL1TQ9eCVN5OMaEeSm/AFqcEWwbkJVac8bL206p0sNdt7+nxXLVn28TZFNHPXk6uTx9caMWAGBC7EdvE+NnvoAAEXtNFZ1Vib87FSC2DWx0J9nZPLzjKWHNAcMgGTnou/mFgJh3dwuZ+SuhkBHOTUARtTEgok1xsRA7ezD+AAbwTwpnbCRnnTl65fpR2n0iZ0j/MDNur2uldyF2U8ZhsLbwWap0C6M9kWOX8ISANy4YKAuPGSRkJVW+zN1W6mkXHvxmbBxZavhDXmnZTOuFNkpgH26X4/6rO+67OcaA02mL/acJMPhwcnn3dAmhSTM0PiZuU7miPaLXfBXrLYM6gEgrHJ5Z+pWVAAMxTp35X7DRAIhOMtRtnF9wuj+P9z6bNqe2vpXicqmlVcpx9p33uFEW6O+graF8MuC16z/lHd68wu7jgpHbn2DcVmc5Pn1ss3h26zNjvQx9tm/OptiGA1vsD4hbBZquDJIaFHrzDYACJvYMWgr7ynUA9jT6kwLPl5+045xr+mC3C3qTP3SHtvl4G7ep5wCohdoBVO4Pq+kb9jm8FRuL+h+Y2dBd6lJJ10kTO3TNQ6UJTxelWOo699JgCS0dFoW2EUwIP6agskoeT7/19UnJvPt8YOydiSET3I3TRCiYxFMM0LAWdK8aapKVAAIB/hIeQjGkHks1BelWQ8AoAjkrLtAv4dQmqofJbv1w6ScKNFlwwXP3M+CMPBEZh2LuJo/ATi7iPFLWMI0bhSb6GUAn79uZ2PMY3+q1khUFtMSMV7k/1XwZOEXA7ue619mhxqtSYlYiYpU4yMD/cSl7DR/pfec7xvpfjoYvizvskw1nm2VQ9yrrh5rBlOJXW8PdtnPDdA7D7TyJ42rK9Y7es16KhsuuDMY69VXd9Tm3XJk/9FBSrATWrogE5N/G0Jg/Ok/Vh94oHzlqd42/Q5GMNz7+cKuB+8heybpsvjA3wxXfuofBpKpouY1u4TL6Xo36Q7bHPwpr6X+c/k7/ymY0J3xnrHjfc8n7TC8pMv3cqRJopxIHawqkMJ2WTpQqRgQFl1kN6Z4+QREVnjDk1W7NhdeGi+Dlq83WttCITKr2F343vbKjG3D+cak4HrtUNb3eXvPdMBoPm9o/cJPV0am1BjLQ3NHKQrzYzXMpQCIO+Xz9S+W1ZQU9+8/0rGhonU4MbY0x5U34KEl7jaSLm0kJLbxPK9X8s16f74SpoNhvxCxc7BeVqr4YGxJcX+6SGf2FejHyG7dGBgTcNpdwCLo0zQcnUBgbQ8menP0FYqBLnRNIwDuWyoaL+FqcUN2BjWHH3oFwAvX63yG8311nCcUdzohFgjPegs+E1xPedBc03hUhoiaLciciV2iLnk9ATg6LG81/21PGgmx6Q5YsZovk6rNOqbS9QDJCToNe5SzEMrus+y+RWw0ZhudG2wkGFbPWWrUWstOReX8Ry8UXKxszS49255eiUla6hS8fl3D3h/A1f3V9V2d39ksBgtsNiVfVz31/Ir1/jBjUJ58NLX/1d8lKHtSL+9/T/r5MEw0AIHwLQFH/vlsh639/frW9g8a0jwG/YFQAtkdSGUqKIyefLbTn872BR3qCUzm5PnJ7LiscrqOpAQRQA4IBOdq/UqVx3kGDDKgh4pKc/4d3VuMScFp8UAGJKjsygrdbFOis3tc3myoasx8u8MeCG0v6amz2wKzUiVXFtEcpyrLl421r145kggAX7277AoDiLAekhoqhUWuBGz6SrsAACAASURBVGGDENR6kh0s5fZMtHC3jvtphrQxHvKmKpNxd7+lddL0SDu1zIJJ58PZsY5RdOSU5OCLZz9OQAiRMad+EEyO3rHHB1me7XJgi24sXEZkVg/G+qKNg7aIiM6AW8IS4sAN0yb6yUtVpdDUROe1M1wIxC/VWF65dE31ARDmyv9E6Mz2n3tXChZNcC1B5zf3+B31kspHGOOUFPeNbPvb8Q1dT+nOK36SAWAcRVkXAh812iAQA/HigvEPYr6xi6XxflYXSKOJIERgIm2znBnN7X9VpMs+HiIcp2bAw7cP9iQto0Ttfe3S8sJXGlat+NPJgoEDq9v67bZQNgC0dzoqPvG5+7eebcymzo36XKbjDGAkPXiLvYNsE8aF876BhjeMY/05ur4zNTZS+GDw5vqenOOpRreqM8je3qRkAwRqDnnEXjkobAYhjQDSQUBA4AeQBAKAALIZ+TSEUirBFEhjYVWHVDAMmjsxoR9VBlWRdARSxbxgirgskCqYAmmiLWgRgkMjiQMFq/tmMmpIr6yvEIk6kcDJaXqDqn/y0ZQQQGa7djnQNxyGwJ+D2RjxOedmO7t+8d+/T795b8fyd9/Z3PfCy4Uiz6uyqhLu2V//7uLgiLm3q9ue/t8/eOnUxz5Yv0EU1RQASLV6k37RU3SCrvEF6UbvcpodyqPLgtl0ld9MVwRSabqURwxqIhGYGXGAMWC8LcHFFG66CczYq9RlnAgNczKiiiTKOlLpWmkoBokuf6Hq0Cg5Igvhpl6lSz/OompjEYAX3UquYSScykmsRbLx0RY+P645/NDr8VzTEpYQDTesz6Dm8EMDAO4C8D4sIh0QAcbctt83pF9NIOD4KyusDd/xtxR9ObCH02tF4c7LaaUVL27st9Tzgtqjm+FBy0LpJnc2AKz4bFDmrWoDMlMuEmviTstPTBnWfzGI1kPGzdRNU/kgkuwtyg7exxoAIFBgXekvtF0IDNGU3qeEao/LWD3Ym5AAAHeub+n9/d8ecQHMT2VGvvqt2wpDIa4VAHr7rDIA6Jws33ba9SqYJmsc8hr2DZuyil0/zNU5R4V1XR36UPZ9Ia+3jVaebVm25rlPLWOX/tl4k+lb/c7giHCclAXkrB809Dle7nGl/qKlVt/uPkndkg+KGqGj6c9i+1yrmUm2wACgjCgYZAK3i/FkOZXYAUejn1BJPTPVEKXqaZZ73JTMJncCFKwFIPyAot97OmjzAYCoZ2Jmfqguxp9Cj46+lRhznoeseABg767Omh8f+oOR4zQJa51OKXj2N/979vdHnjS+/PRv/SZTeM3X/t/J3BeOHHlt+bKJiPQJJYCw3ptPEuXC6yHxpoS4NoBckUxnDGkVUgIfxJxVPwAEHXypq9C4E5Tooz0PALIBc2oP1jZlZYzhkUNjP7Wh+OCht50k/RL+7+CG3jw1hx9iNYcfehYaA+dr0By/4obhXE8D5wldhTUhC//rU22elCzpNAD4uun09poxMJMlSFOzxpzjg7ZMmhFKuXIc0TU4M5sBIO8joW13VLnW6dc79ABAvSSJhOdOAIKXaeemSB58oDAt8A8Fxz9220Ta87/av32wNzHbIISbbl3ThqwEd8ad6fVvGAekdKfLkPCJv7nP9uKrK4/9+492an0BqtqZ9L/NB5Ke6zyj6/KWg7EAFNZpfFb0EYOu79JvckyVn0pIOfFu21alU9c6fk+OEwD4xmBh8qcupaU/fnmbrs+fn3C0b7+5fnxj5mMX9yz7Zk1x0jOdTZj7uRsBrIAMi2GIKABkqMwwpTBqbQtmzSz++n36ZF7B2btMI3UfsfSPQ2sEw7gqLJ8a9Y9PdGYJohqL6eLA5a5NOHvBshaVJ/7hS2XFlEbqU1GqpVYIgXny90G9Xom6q3yh6CUTAYvqEbAYBF26M85uW0TznbVNOU0YYqaHAmnCgpLqRImc04mCECORDYExQaOaIwHAPQBuj/HcEpawIN4WK4maww+Fag4/9K/QDNvjUlckPumc4VxvHIXCuShYF6het91X+PjJpk23fmC8dLhUmF5DEgKSnObcs25L+55b/qLKRzg2LYvNE6WpJLEz4jWz7+wfUwRyOtZrpZ2UtpIwu5ikD9Q1vPdx6w/eV8lSE0PJ925qKv3Tl34V/mbBs0NHHyGorTC9dPrbvru5YGhY5XFxbNyU/INndkj+gKBN1FJ4CIyJtpND27MOXdid853asfyvnrusK+uxwqA3MJUTsGalXU1zHNV5+N3GEf0Of3FWuZJiO0rzcxVkpZ6DpoI6jWCOqXz0/ctuhdbYNRccsgUPczsu+r1UveJXwEksXT8qn7wykEBsTJaWC4ENPpWXANgBjGXzweap1Xl2QSj78fImI8ezqLRUALAnh2u+92RbtL9pC4CZNpON0NKLUdMqiUIoUSDq4juiZ0AOcd3eIXMJZkmDWzqUefPy8egzsVnfOt242k7V2EXsmZBsfAiMxWLj3RXPOZawhGh4WwSDKdQcfqgH2g39nXkHMua2PV+fdbVZgKS0sAIAoo4JB/+pb/P2nS4/wKZpjCGFd7V5k86+OrCGMJDJ/CwLFyd0uznCeO0twB0K8g3Vl9Yc8OborACbO0kw5qcy82QeDwpFptEJPaeI21IGChx6f+/nd5RbRVnqe/KxlOXjQyK3Yafv7t+evTj8xJN/0He9W5/dv1ds6LtVd5uzkK9XOTTIAe+Y7DBUMo6UA2gQxkPNRJaTEwzOsSTdiIL+4Z20ttHiumtlPiihhBA1UJK903VPUdLIbUkh53LiYQSQbeI09XDo4yvyQQmBNnnPLeQSJLlWsfWKjsy5NiqpAsD8MCinIagNu1d2pTMG5XTIlgyNCXSpX9ZlDMhiy1QxOTUrnPbz0iYiiGpUuuTyNQGPqGOz6woqtIL6zPz7KKL3eQAAAioXlBiN5jkdNwiJzkwjKot524WN9CSjMV3ypiGbIusVio7EbQxk7gpugCbNEQ1/U3zw0PVj6S3hzwpvO9XSSdG6bxb/f/bOOzyu6sz/33Pvnd6lUe/VsuUq23KTLWMbsIEkQEIIkMD+UggkJMRJNiGkEZLNJtllHZJsnN4pCQRSKAbbgIpt2ZLlJkuyehvV0Wj6zJ1bzu+PK8kqI6vYZLPLfJ6HB5g599w7I+m857zl+z54YAzAf0Uboz/V08AGIlujvbcQfG5u0ggazLLxoW85Nv/Kk9YhAjnd/vgT1c689QCZpj+vZyNnC0wjpZRCkiWm5/BfSsNDjvhVACDq5YSbfl6hdpxIqmt6Po+JeNUlAKA1B0+FD7du1BDGYhrxU7oLQZ+b9f/b/VnDZ49NpqHihZYLmkBE1Xh2LHOk4mymIKuJKZTCrEj6bds5JijZx8qXJ4AxrIKcIdt+e6qRSNJkZ6yVmwMVn/p238q//NJefe+/DpV98mxc66nWjLdInKCWwyzjGTUkyFqOJxkZq8ZuTPeAMt6cH7RX+pPBi3bt9ePTFAF4GZTuA5nR/YuQ+L4bNQ05L4SnuePY1HCEe49XTylKs7S+3qIUZwYAvMcwbPi5Jz0ogEkRweQ8709m1jGBw2Xm0esBIDUnkvb47zovfukD02roAABnqkyFjg61Iy03MrWOgWK2GysFACQJQyE/M6LWUqNaQ7MBQKRE+nDLrvrxpkBLxj9saEeUegqZJTSa554CvDdfW7YQcTnKTRcNVHvpKOaprFbuDa83X3cRZM7PRgB8BsCP5psrRoyZ/NMZgwnqD+4/UPLggRNQVExvw3i6JeMLn9KedVzVH7qjUz1tZ6Yh1HSrcXhgTFKdfTNoIdWYulOjEoDIKqsDlCL0/K92+YJ+3fSexAwxR3i1O6NsaEPa5mHR22NsCwzrPKmlw+UN39Id6n5Wu6m53lB4c9ZqSRLJagCrAFwA6ApmT+qbO5/YsodOSVtUFwonIiDpxrOjJQAgpTvfjOTZE9UdzrNMRJoWuKz8m7X8/q/1D3/w80M51SHriREdKxEJnFxt20pSw/Wa9HB7yKNLoRr2GAXsbIiuobnpotpARFDqASERKDpRNydXRs6LBhKisuimgyMm17syt4AQwoborEIpxkUYUKUPV6HOPQKlnzJYgsxELtLkELXLAdQA2PytM9vs92c2V9ye01IOACU7/MVZ18mHOo+rMhlemszSkSWS0nZBVz/DGLBQqsAnWqGKlIKrfcNU8cTjGarAEGuKtwia39Q0U0JAfjNUVNMZtizJfTgVIaiaba0AcEE6V2DYA0IS53hvGjI7vVeEvl+KWogWBSppyBWbHQHILnnwQEn9wf31C5wzRgwA/2RuopnUH9xfU39w/91QFppvQabdlr9cyL3aJJFImJnlYkjhIoUrNIGN+TrP5K4tRR04+dvCw523p59x5hmdq4aa7Ec5kQxOdSkBgKjFyVG/4QIAMBzlrLm+/LTNw+tlEd3df9TsA9AKAJJIJlwPBEDRDR9wHf32N8+mpcd5ajZkOyqNWr7Bpg+eqX3vb9YUnetowLjrxvhm60bb7+uOGo53zfosVEuaD3wzs+abb2V3nOHNWzbHteVYf9fNISI10T51oqZGv1YzDCcUvaS1kpYIzvWqbpWfJumG5XNQpCXK484LxwwD8mpLm7TJ2o5N8TX9NtuhvuOaTl9Vyk+bTKB0eFyrCaBUZHtIKvGQQQAYiOhNlF7u06wj0kThU/JgwPRqt9Oe8Uhd+Y6BoKFWphht81qP44HU1K5vlAzJHJkMKqvUckf5ezzRsnSSoKiUukQBp174md3x1Q/llGz4ZWDZzle86UP9atnRoakBgDR1YM4snkUyS/KbiVAfF6RzddBbcLU0G7msQwRKYeyW5gxIT7u/BAsToa3zTQ/gUyUPHrgW7TJjvIP4pz0ZTKX+4H4ngK/ec/cHDiR+1ncv4egtwT5GE+xhpWAfw4aHGb3gJVY5ggSAzOuzDYcYa4/ffJIlMhOvCdm03OWslF0Wx5o/6NzHbo7rYu+0t60N+pkO+S1b+5v/YV75tSdazP/2xfrVroB27Ct/vv7Cqc70HRS0P5BOl51pSj8vvBGolEKE5NzDZxIVUh1/VfeAkmwoJwEeU/zclCWOp4p2FJga6hqfe+CZNaJAglo9nUwv/PS6evUTv8tsBbCCUBiJwaBGst2Ei21DAJKoinSEP2Ifjuw1l5x4YmhIfY9/+4ovBt/MvY+/rvybfd2V7/JMVst2f3lNB6CLB8WgsZt4g0msf3QtW2PolHVhsxygWiKYW8XJZvesThrYU+HNrP9s1/DIk9xGgOgxcF6CQd8BncYNQqhkDlipNTMZAC4G4wtubHiX58sZpysKdG6diRInpVhLCLJ7QnFDMkcuyTyzbftLH+QTfe4TwybrLYSRz1MtyXE8XCyl/qT5nKxm+LKdTi8QPZBKKTRdlzTnH7s/x+oaVWHtd4MtWjtdDwC59/EN334gK+1Hr7WMJqqCi2q9GQ0pwjiA2e1PtcNyBwHWRLsGDDxYoI6Sykd8gllxNREJPJHnbzUKABEjc1FWL6jpzQcB/CeUQHuMGAvin7IH8nw82bxHB+CjUNJRp/0BRjzEG3IwzkAP4/G3s0FfOysGexk2PMLoBA+xyjySAWLo/cLqrkiqPpslsvih5HPVH806q1NpZM6WIOYwDOIcneqaz92aXzA2opqsaDXZRM9zDRfVhEDXMhjfefdP74j35VCnpKG2nEdq1QwvGwAg//5QheBhtN1/1GwCAFnFNga25waYkCASUaa62p4toSJL5cD9RcUZ3z7Hx0t+Y8DDmm+7f+R4dpletMcHyViXEPreg2k3AqiHRiVi7fKNIITQ0bEz4e1BT+R2686JNpOMI+LQH3Cfj19tTs+8e8h14nDxCv2Pz7mJJBdQhvQMPlTSKNhVOpWPGNVesh5KH+h+AFs5h7tS0zsmaHWJu5VPSYNbvni2O36ZYkzaf6U50fSf+i0zfwaUAfU9lXuOWti1M98DgPdlnD6nYaU1UoS0/vr7G/sDa+I2ABjJfKxeH1yVcCbyKXOcd8CSDJDJXfHzu1+sWhs/PEtojlIIw32quh/WpKuNRTRFlywnMSpMBngFPwKvlVplAKbvvdhe8UntjTkiZeb1wUeDyoi4OmzNSvX4dJKORSqMvVJU+Qzewlb4s7Vz9qKedg9Qr2cZ1QGUTXsjckzrlOcV16MEvKtY3wl2XjcRoLjU0usP7g8t5HlixAD+lxqDCZ5s3qMF8ACAL0HJYJkXSoHwIBkKyeq2twZWunpd9uIEt/OC6bGOXURp8AK1VuYFnmjojMQRwtH+lzvPMyyLZAB49MXdR/8k5O+GJDtyv1CbRCQ6cdIKA3ADyjhKMOJ575qAbNIkWJ47d5H186Upe3HowPcbS+teM3b87Vf2cMs5fRmACDaulMCyOuLz1GauvBRy91ndHqnw3VOfI3RT5JXIBnEzFB86AIBxkhPGg7oN7mW607KG2axuG3lFTDavl42aJCjic9H6EvToj3d2bf5gaySulF2+zCM0n++x83F7hiZTFAUf/Ed2WvulEJlVFEW1JBT6ROIpYY952iKYr3UfeyCzTjoTMe8AgKo7TG1jKrODLVQFhcOChV8bHw581Mz4Rkw7AerTWsNnwm7t6p+VHTpXLA/ovvmx7LjBbnXizlvdTbd9bIQ+fzCReeUP8ct3H3W36VJo1AZFbb/QHG/+L/3WuCTBmfScraHGn7Iz2rj5cPeYq8SwKurinHqEr9Q55Vmy5RSgYyv0Y1RFFtwQiIL26wYjzYYhcdfCxoO6VutHQchCsqS+Un9w/78t9FlixAD+yWMG8/Fw0ZHww0VHvg/FtfAFKL0HrgghgC6FJsWl8eLtG06/66E9r2dmPNdinTAEgBJTkFVMG3+zpZLfZ66U47k6cZmmyv3HfJtb1vTLFKN9LnP/G825ikIqy6SFck0tE9dTICwkm87x+fYKyjEt3rKkJvWlwSbJwF70vGuFjgLe9lszCvRGyX39HWMbfvhqa9mmPZ4KEAyBZXUAoE7Tsqu+Htyx6ku+FZfnpaP+D4YbIxvEmzCzapuBH5SGTYNhdkXqcLVprV4rG9UTp5q5lFwzH/tuo2HPmjGmINXdfvPGrs2FN/Zapg5QmWDcd9pdmHpz5K1Z32WY6nQHhsrJoDCuk0TlPdbeip/kv7U2XAGBUnioDLfoJ1rmbLC8IG3Q5H9/sT1yn4mTZHYihTRkSAjuMCQEm+6v2rvu7hvWZree0+f73Jz577+xb/rwtuWbX/lDfCkAU+Vt5jwqI2oxWd5H+K3GXOm4a0hlb/sTuyRVXEohi2Fu1ilogrmCx5RFw2IMAQAQkNRwojqbYs4islm3AbAQIcb/AvDjxTxLjBjA/5KYwXw8XHQkAOA/nmze82MoJ4VHMWXXPAcqAAGWoRKVpn8PlGA4+NUUt7jesANQtvmT92rfbktUhfob/poXGEthbADAufhabbd/Mt0ztC69IVSaeSMARCy0LphKx3eTFFyKppHcu6KSSYvcdO+lPX1/XP46AODRn3Rv+uiNaypHgAyACrb4kBsALNneHID6ATDirkiDlCtP7MJzAbwx/jmschzdGryL7/hGYi3ZXd5ZJklwfa1mYwUsQioBxdG/b2wUIqpp/mYVK3Vdt6Zn/UQy5Jmw6YRTUkUL4NJ13w2QuPXCyYZv6gtBLxdiEQqYPtGdLmWqL+moyBiKnca/Fcad+f1/Ju/K/Uj4WGSM4QLd7GYA4AeIfOcjR9P+fGG9m8QJOlYlVav0gkAIEnW28BZOK17y7Utstz3TF7V4SvAy5vrPGc6sPxCY1Y6SEGDnS96t3X9UnzrbvEQVcwoBuGLRWNSgLB/HLa3AjSADC9yQBVNUx0DIldxJYQBPAvhSrLlNjKXwv9pNNBdPNu+xQIkn7Ef04iSPLMMnS2yQ5aSMwx9ddS5yycdLmqAKDEjo04lWaZV+GErryplFUAClEI/EneDD/pClst+ub/asmOIiwthdJf2yWZsKSinX3PsmJaIusiwtHE5XMYb4sPFbZW/Kjzk2rivWuzp/UfBmPiHKIhPm2XPvv+9O7XceO0yKlo0UnAhbXynVenYNjBj6U+MC2cOSbuS9Tfu0FMQKAARyNQVTNvXR3lz1YoscpOIDu5bFpe4XL6bt49cJEW7ghd/s1PNhjR+E6kCRh3Ft5Wz72PFEmy/4oduqtXW8eStAoi1OdQA2eC+xXZW3mZKAqD2GTwKY1lGOAhHne7Nr1QNByXJ8eAcIdd5Q7VFJZrbjJcfqvIjMmTGefjp5ES/z5rs720lInjNQeuPJsUaVCXO+3+RJPlE/ljnnDv9KOFvi3Bj/fmeS8iZfqR+a7iaiQGCsWC9RjizeAlHqizsfNM2X9iPqmHZPgTYBZNo9ZABfh+ICvARgFMBozBDEWCr/J04GM3m46IgHwJeebN5zEMBPAeyd+r4QYdv+9tT2FL/XUKjV8bVCPpdgVoUs/i+GrCCT38lyKI3F98y6gUAF249qkxmB5lBAdl+fdlzb6ZMZv8BRizEgm5ViLq7fU2Wp7NsFACE3c5wl2Vs/nNtUfX1cz8pD3syKM357liNiOJmuCZQCOK7VSJv/9uzTkz+TbTp3Rm196qkjFbnGRz5THUnlgsnfyTlx7mtdpSM8ZTM+lXqe/KB/evz20fMbHU23BK+jlGDgG6buN9rXWTiVQAReY7PY/D3v+VCFtas15UzVa2sTqcykdzltW7uc1kB8Z3ZfYurYXLtUBgBGTnADAMmeY8y02g2zTTw38KECtzc3qTzXPni2/MuePq1dtqpMMLb6bD5BZo0AkKHxjWVqfBXHXKnJVCQBAEUQ5CtmBF16Uudd+ZW5Y6PxGr9tzjfngTC0h8rRjYGkJbMWWsHInKYcuWKf5KhQKpk6+G6i6HLNiWBgmrx52nSQaVlyFwH8vP7g/icXfd8YMebg/6QxmODhoiM9TzbvuSkY0NzX1ZJ6l9ettwR8Ol0woLX6vYZUAAiHNFkskS9AwmpQuEAmA9EuKH+oLVDSQidTL6FmVL7f55gNjw+8yTaGtolmtdT/0ArFfUMhqt1yLRsiwUCSKi69Var2OeMk1SgfgSzX/XZgmRceR+hAbvVaCcQ2EtH2/vyt9dUMQ5n7tp0Z5lg6NTtqdfHK4bqv/fuu/JO1GfQ/vvladXlef1nFmr+gjze8nqoO3DAi6KueGSnYCCgieSdb7axB098YSdSNju1Ns/CZ6Lh507keNsBw9mS3kRBk5hQOlLCsfK7hdG5nKKBVB3y6rMN/KaV3PfC6zDDTlHPaAYwB2AAAOXfzG9t/oT0TcTHRgrjFAHVwKiqIAon/8JcHIg+rthaBAnGmQNCQJatAiaelPrWqjkmPJwJqwIGV9Kz6iU3Hy7c/+9FQSFDpNJ2O14mIG+b+qVLk3MdfcTMdllRLzqLhtOKYEJzduIxINGLolWZlKEVsXPReDfOgGxRq1H7pisVxMguvL1srjhuCNgA/g3ICq4qdAGJca/5PGwMAeLjoCAXwm5JfHDgC4I+YnVWTKOtRVPxQS2t9KG3M6TGnmpL9asJgFEpf4GQovXinIY8ZGjzb112HMgqqQTYToScpAUNV2BixYSNsFBYdPbn5T8E1/RWmi73H44gfIkmv6VQL17P8ibClc6vOszWe5XN+XrkhS6YM2ZTbV7UyfXjSGARF7lLp3+9dpVuOOluDWLj/S/s2Pf/7Z1u1GqkgXRNIAoCH085vP+1PqG4J2lYxLtKkOWJN6fx2qh7M5Xx0kTD9OXlD0zJ+MvOG1mTmDQEAfB7dwPEjq4dFkclQq6WJ6msvgCDGDQEAMGpwy78QcZ97JHpd10e/0t95xyecZaNDnNMaL67X/lVqCUpMUl1n3taep9JrTT3yRgBpU30dfqLrEv7E9IQEVSaASj4nbQ1XFKrUNg/vAICsu8Injbky3/2sJltlouHCT4YGDRmzM3qmEpG5BReATcEBYNSc6tvicZgrxZBq2j3izgk1jIzZ913KkizTNv2wcEVDEDGxF3w5mgwQsgpALYA76g/u717C3WLEWBD/q7OJFkP9wf19AK4D8EuAStBKdbAJhwPpUl3RrtaLaZmj8ruyzmbJQc7E+1UjuNwgHpQijlJMDxKGGSWzgxCwEZJlbmc2mTrIMlBEJoZ4QvpNT50oa8rZ49i842v1O2654Y2Q/8++Pa/eZB/+qyNbaPLYKn5WsaFHpkrBwGN/3ZVF6eV49Riv9YYllWZspWpb2M40CyKr+q//3uqDkjU16Qq509Qm6Z/W9Jj+W7dZ7WQK4s+J03oUaDjxijtpkyWUcuN7T+6YYggARf5j+cyxugINC7OxMto8R/8cRygF4pNE+1/7CuqDEpcPACQitWpPO6JKNIs6pnf/M/suAeiEEjtICm7KWkvHu3Zl381LOffwO3b+3Zu57WlfYcI2cV6XjEkVXlDjGijGrmf83yyARMLgkiXdmwrQaZ3ujL1SdNcVXXw/b5anQ3O9x1vYek++tsqXo8kDIRKAfQA2xQxBjLeb//Mng6nUH9wfAfDRjc99NURM0kcAdH1M3+FYqXcl/fKrGyW3R7uS3kpOB0cMSWpvqIIOq1XUyeVAZAxs+VgTZakKIsPTEBOSm/XXzZyfUGiJjEuUvexS8oW1RQFe49SrefPJjxhXA0D3v6xMbavXpf8Zm8Hw6DGytJ6RSEmX05bZ67LUZMZ7NgNAsi4w6ZYYLFOvzP5ruK+p1a6mFCFCLss370vuXv2D9h2TxoEN00k/BwGl/rB2KftXNYB6YHoTF1ueNw0rV2WgoasSXv+0hbmzSbfts/+y7LXBuwrY0yNJqbajfSfFOI1o/3PXJiLIyZHrbEfZAbWeHWW2UFAJhAz5s9S5Ne2ZiVACyTkAQLUqs5hkrFIN+bdIQcK76tkqwgC6VFnP6qhuruAxpYAjZD1fO5o1X/vHGignvmxcFoibWOyTx7OrpvUSpmQOgTqOYruy/gAAIABJREFUzPYpzQMblqOeXCiDkD9LUwwymdH0hfqD+w8tdv4YMZbCO8oYTEBM0uMACinFxq6LCaN377oUcXu0RYIBDUSCJEmMigpEx6z2r5QOxXVDYlKkI3GlAChABChaQ9N225F4uTqYgEyQKbEF5W7mQxdWV757Wa1d8DIrKBCUDNxkMFDWIBS20yH9EAEoHXzp5cJQb6el4fFH3zA907W8G4ouD2QtsXXcobV4dVRHCCZSK3sBZDAMbPb44LBz1JAIAJKWTJ5OKEDyEoeWKudshLIoTvqFWLWcZ8vxt4zJeTvQ5ajE0Gg6KDUDsANA4zEr6NHeXdm0l5kRbtVyL7RZfX/IXc+4SL9sonZQxGFQakCv9iKcqpKpX6n3Pau2W5+q66u+0zzL6Ga8l69d/XhwGSFK/YTjJVWFaQ9JPTmWOzDMm+c6OdRCyenPB+ZuYj8F39TPzYVocrRBMhc1s+qKkDky+GSOuEAmZTC+h1i9QIx/IO9IY3Bq77dHSg896tJc1NQfb0/QfrlfMyxzlAt8KhzHuphR0avNR3pkmHBUb9021GsfFYbXbW4p9riMA6+/uLkYwEoK6iUgZlDq09Pwxafv+UvCB956j8craEFAR/atPtt3tifL5w3rdLkJI/B3s90AVghJurOyQZUBZdNeD4o0wUAzWL/0pqlHWPnX88uvA4DtT3zoLWeudue0B2cIM8rr4mUKF0MQB8W10hUIqMyCwMoYr8LW90lZo+tUPgAmgOBke753R9GssMdCyMSMRREAUjaODI61WwqRnbYD2WmALIvw+C+AUgkm/Ra0dDcgELSC0pkB1xHiFGplu2rjuNstQlMEGcmCiQbZC/SYxciIZCMAgBD4ryvosLzUmD5jDvT+WbNx9CTXr02S++PWi662n2nLvX/Mu0BN7IQhCEPR/PdCkd2QACxIKmICtSnSGPFpJq9xrlcN2OsEA5lSv0KBiKhnFtSUZip8nKqcSKji/JJJ45Um08EiFq4bimx2bf3B/V9c7LwxYlwN70hjAADvs7c9VeMtfKSLysUj9bomaqFmokaWMTGQqI8PDTKcnExAB/euPr9Jw4oWShHxhnXNglWujBhgFkxYo3fgFcM5l059vNP0osvk+/yyV4M3f2Ss56wzvvG8Sb23IHlaYzHkHGDeOtacyQDIYIL0VNbL4S2gVGYaO09F8u0hljNPyljrL6IIOVQkIu1J+nWLX7Sow/pWT1r/QysGApJK0xCMu6BjRP8aw+g+g0Fg1q/trzhamRuhLLophxFQmg5CBgEUXOjLXLe1oKWDY+XFLlxBzDAEAJC5fSCh8Y95wIRcB8NwsJknT0R0VT4zVqxNM1R3VWqahkqJ4nKqZlzSXvO9XV7Jyra779yYTQloOAGX+HgoxVT5FGoPrdUNkDQARjHVsoEyRCDyrIY3CPaxqcE+NtV1WnmL6eKd0ir9hO//PIBSKKeVRS/WAGBK9peP+tVtoCQfALz5XGkgjXVmvhxuYsTJWMooGLKEtqtAOEG1HQkqoDt8WuOW1ssMAsEU1Too9QP/upQ5Y8S4GtjHHnvsf/oZ/kfYlnpHS4bm8S7N6oFVK27t3Jq6bnjYRc3dIcqlPJJV3+wStV1OUVvAMfKZeLU/CSAjz5zalhHSs0WyBikgYNgwGWG0+h3hVSmpLZ4kd/MvQ+ue+0GireoXhvz8j4cHyIyuV4n5oewLobxeXuJMaW/wrMonacnJC0A4UtB/TwZHGO682kN1BDAyAoz+LPZkwmGnw1A7UKbtC6SxQck8+u4s5nlftrdTNomXBJ3YR0hCmDL1jfrEcFVKaoF7BRfnLeAyQYgFQByBXJ1qc/PFaX12QrBYl4YOSsHZtB0+o6IJYog7MdZumRSZkxl0SGp0MRJSpHSpOZJNeiL2xPJwcbKPMuSYatC3nWpJK1RkmPHLK4R0axs1ahO4ADJ4OygICAggaeHg4xEUrFAnfb8uwgiyZeZDzcGouE4fAEfiMKMdJqXogxIT6BdD3FmGk1MIubK0AyGA2hjxhj0aeaLIjqqInsho0Q3LE98HDSWpNJi/n82cCAZmQOMUre4V+g6wJA3AG/UH91+501+MGG8D75hsomhs3frWG6f/c9VTski6UxP9vr8Xv7y+es0LzO32jk2/KjxalqP11p53p239Y88GxstrXXmyq47zoQIUIQCQtOP6/gTirk82Y+9pt1D2nLcdIPT8Y/peKitaSVTGiKfHcIxSeJkGTja3Shc0TjEBDa0XAKW3sHog5BrZrC4f2KEeoeN77sxX+C2GkGkfivOrgAlxGjlwb0az+3fLjpb9V2bdDUls5LSWyNib1GVSe+hxQuCwGII1CSZP9e4VF+ru2Xos85Y19T5C5pXnmIuowc64Ze4IAFCC3v7r1I2d79Vm9N6szeOLpdcCH+Q3M5t8ZWDpJapT2UIbMrOQnnSKhGlWZLfZFdqe8oqYaCoAAMrCDTL5e3gCQCkYlMhqpMp6dsEZNOojvg3muzpyjR/uHOWqfBWUpw0ht6Yy5NZUutptVq/DdMnVbrN6+iw7vH3m9oBTd8zjMF2gFP1zzclppGytNdww9TVPIbdaZhVdKAKYiYSr6rVMVcz6sZX6GsqRiZOVqeTBA+/ov8sY/zP8n5SjWCxf+O3dN/3LdY1fLlIHp3VQi8iM8H3HmhOnHKmhrtcyJ9tURsy0PphKl3MB1Bp7mR2EyIN3PfC6mWUl3ZGdlvpwqWnUc32OwTDEZheo+5q9nab0sTbLsrhCd7NjLE5ieInVHG8bgT+4HVAkDRyfKXbw2aZChsdxaxOyrC0hH5ExKVdMevqOfeCORrr+/wnJqxJH86c8ZjeALEkig7d/8AMWLoEf3LT//KjOFpnahKUSiJIjvzAcUGTCp21/KUWAd6ubn67eZvBptEUAYE71VqiNguJnHxBrxFPJBQCJB6XhuHMBLRGlMXmwv877PTuRTsbbwDPrRS1t9+fQia5iDVDSWZVdu0yR80htCxORZymmzkco31zZ/9CKeT+zzTp6lLXTNWBmq4FSCrjabY1UZqZlL+U8H2piRCyngG9spZ5Qliw0lXUuKnA5pvH7+oP7773K+WLEWDSxHQiA79339CtF6uB+YLoippqRVQ8lNiSOvJU0rUBI7SUlpnbSr+8nqwGAUib56YM3ap4+uLd9zTNEd9N/9O8gOXyuz6XTdb6ZYR1rsywDgJFOm5e3qrW039k3YQgAgM821vPZpkJQiMZuUixrmLSx5fpkSUUmm9fTzLTi5tAqOcfgTZryKF0YrzdgWZr8tS++VevvM+Yc/fyW9Z1H0iopncyFXOqpAFB+R2b5QQiBQWuLrDcmhQgojUCm/YYjLKd9TVVj/IG6y/LRrkTGHW4ZH6yVNYwDKs4m3JqiITbsYW8cLSH5wSrCUBeR6enxaVcCOH75zgREkGeJ0i0ETY8/EWL0FE5jnfO0ptPXQsJS0PaRtnzD5/tckKlr5jghqLow0xAAgKxCkAK8P1PTeg0MAQBM/Yy+OUfFiPE28o4NIM+ESW45JQ8W7oLiqtADQERiOm/70V32AK+Z9QfPCoQFMFXDxnvXg69lsyzleIn1Eg2Nh1GqJTKdXIi9edo0WcOkBbZl5wXXpbrUna5WbeOgMHJ79kRRrkyo8jOhHLEG0tUac+dEyjyxnjmfsuPhL9504pc/+usWACEowd2JazvXrhoghNARSknCxacLdqj0YkX61qFyv1cX1On5YywnL6U3cArm7ocAf69+MOsNvm90DcfpzzPlEzJGVKtp5px+X8SqOwVQdSQNA1J52C9lKtXDhICwxYHtbHEAagoqhrkWMcy5AiN6I0A8ACxMSPSBYt7OddFgInJRxnfO1/R9cXUJVTHTagEM511+w3lXEQiChCKLaw5D/62Bc8GvpACMIkVNKeAfMkSVtRhZp3ZpvJxAWRJN4XUprIRyessG8J1rNGeMGIsidjKYApPcch7ATQAiokwG9776ftYZ1I/MMTwboLUsK3UYLYGTxSUdDSyrKJd6BF0/QNQ6t+CWWeIHAEKoMzvdfdkHrleRfR9y8dL7lgWSz3GJoFQAgdqXQyd91IKZW+XL0JymuNwzt7ffUvybp9e+DEU3KA6AB8BZAKksi+17drY3SipSN7ZcNzxGjYGq19bU/fnX15WeqlzBTe1TvEhWA4j6PWSdDBRyIbopqUYoAdABZWefICxPdUXy7DdBLeezu13hyIcC+6RMeVm0OQgBUenEQp0tvBlKv2sLKEX6f1xoGs9EWhJqZ3hz5uNnGiCP+0IpRdr3G6oM511bCWAgFJOuIaaVtwOgExXgYphrkUWmeNakFCIX5tZdoxPBVHZAUR/tu8bzxoixIGIngxkwyS0Vvt7iZz/w5rvLeoKWXI2dntANz/SSUH+yxd9UuqZtyLbOsRYg09IXa5w5YwCga5WLiEgm/OH49YdfyPhT3crjskzonaUNazo6rHFVv85cIamJj0jopBwKZRXSg8lypX6Q2QFCnTSJqtxGXb25I2zwZWqSJA2TUtmUJWRWekYlibxx/XUdewFM5qpv39JtO9qdOyarmcT6uqJdAAIA0HIha1NXS4r3PR+sPK038uuX8NUMAhjCDJXNrOv625qfy9sOxe9tBbBVUpMa3+qkW0BINbPBIxPjlbWEZhAGAPPx4ZMqF79pvsHzwfmEktQfNlYxEYkhEZlRjYS3kSmboHCWscpfEq/ybkko1HvDDSGXrsiS4T2v0omlILgEiukGjIALJdEz+gEUAIgQOrsD3FWwE8B7ATx/DeeMEWNBxALIUSj/5def6w2Y3zfx//p+UqHyYAcB6PKUkePfueP1vDSbLwUAnvYmH3NK6uKwoOoihLLBiNr/6khxCaXEiVcNF0wXaCLD07Ub1/VX/dtXjwJTip9u/fttDYNVVlcwhbUGUxg7GNIDYDMoDZRZOmrWrG8r67iUev7E0TUbJ64hEm20NgVTGUlxUf316adatFpp2oLU6bQeu+O/70oAMAClgfukO0utEbwf+PjrWkKWtOOOQKnkzcB4uimVMFj1zfVBb48pFwAoMOhapbeBIRoAF0hGOMyW+Cafn1KMiiHuIqcTVxCCWUFb/mX5kP2nHYWMSJdUH7BQKEt6/OviO4fvySufmRpqyXRXyyJj8vWb10S5dBDj7Uw5Py4YeskygsVLUlyBegCl9Qf3L7QDWowY14TYySAKvQHzp6DsgIsAIJhKyzkLrf/Z7lf47Rl9ZVPXjpSASvxa1T4rJnfnFHG5Y2cCTr3I52v3+kvCFWZtYPhj60+6oQR7qwDQli6jt9lrKxQ3TFPHTOJGw6+JNs2axrZMExWY+paGjGVQXC/xoDRoaQxmMPLlxf1PL64cufeuc9OMQXa8e9Uta5pbXjpXNKvqNrugvxmKJMNSgspqANugiLsBAAiL5A2fvHiy8usbkkSe1Yt6tgXMpL4/S/s0OXSdzyuLzKXQmFYKu7WlANnBqCSHLcvdThjkTb2B/Q9dyW+nIZA50tH/6WKZzzTmY0b9xASeHksZq5aOQsnmnXksjEARCkwUjVgl6VDJhZacqRWNEgAvAnj3fANjxLiWxGIGUej49OcGAVwPYBCgMqcTKo3LPdZvuNevCspc09SxDa6EGcVLBN5+k4H3qpcxKumExswnUCtJfs5dYIPiF94OYAfxStbML5wuSP5p8wVuNHwSlEoAWMM5lz738ycT0cQHL57O3SRE1HFQOq6NgpB1kp5pBAAK6hWWiRXPJGXZ5BmKqoTAvDW/JxDts63Z1MpeRc3BBJlQdrAyAOgTwptu/O9qZu1HmitVYXEzEWTn+LgVoMQrN+rr/YNGQ9it2zzRSU0W2LTAiGF0SsYTVG94TzMeae2su10jKEu6pxiCK0AgRbjdUIK6M0nDRK9tCirqqADgdJRxV8OakgcPzO6wFyPG28g7tgJ5Ph7etNX7k8a3BtXGSJI5JbCd4ahNoKw6LLPtm01DqYSA/KmjqOInzetWhSTVtMpediDSmnagUWsedPF0l2E1AAwLuq6gpHIww8KlQz+1Dv3tN/aE0QG1Xe0MJ8XXDfhvfrQ9FG/xtazJ6TH5zjEdbO1obrgoqR0qdlzugJpgEqtFA6Nm0sNdfLkQ5svFTbzI9WwnQz12Syh76jPkJowlvnh6hScYUU+TXo5L8LbGJfimjV0iKVBOOekAGEKgMmcEhizZ3nbna3Zf2M6lj7tfbNSlGo5wDCurMTUtFiLPpbEquYrTSlnMgNBveMSRSaK1Gb0GUIb0dn99nV5I0s3SOroCGQAaoTQ46oUSM+kBsB4AiIRzRgezFYqgXy2UmgwtxgsJrwITgDc+fsuWmGx1jH8YMTfRFTCl+I8CuB9AhRDigmKYM/whsAIXhxJf1/HQHurL3RntuoRnOyxqZziN1pG4kEgdosz2DPEG9pfiim3PPG6tUNUEphW3GbIlp80aKrNZ+7KQDiT/jcfosLnjpWdUl2UVLGIDt9O9h1IgrDguAgBCJIDwl750/YaUZF/Hu/dd6t1Y4jDE2UJrAWjUrNgPTPfLs+yi5fevxA4octCJULJgttuLPK1xaR4m5FLV8vGqjQBAQMxqL4ZEYxQJaFn5MHIilwJFXO6aI2nZi32fW2WVLOrFqreymKstJYVk6J3MKDIDmOhF3QKgCcqpm0IxKEZgdnwEl7WfGAC/gSL9EQTgrj+4v2KRzxojxlURMwZXxgUgnXTy/f5Rk0Yyq60AVlcoqf0eKBWzTgA7IdM206kRh77JbdZ2+NYBAAlTnen2drHzexs3czq52X6y5xBXE5iW609Z0j54/Yb8zkvNFSq1hOR0Z2rAp3Pa4n0Z7/vw0aG/PbWjLcKrN1EPlxsZ1BxWJfK5AE1AUG4lw4KPWtQISNq+9s74ogM/3toLYEOcNegMhNRGZ7LBASumuURGhy2q7MKBa/kdTchB51IK75mfLw96Os1rdWrhJB8/ucnXMXx0LSBOqzTeYeuC54kS7L4qJD17ngnLNiLTDAAQ4jUne768thTMVQgIRUNGCxcms5r/ACgc/2cqfiiupJlZXC8A+BWAnfUH93/9mj5fjBiLJGYMroDlplZR2KA/GlQZCqU71bugSCLXQ1m0glAqllcDcBqaw90Jf+woJhSTuveSnjvf/di6ZWCYQZFn0oQOZgAEwVWb/GciPCGuIZXWdFuyqzasu6HyUEkyABBCKaWkYOpzhG3y4XASroPXmAqffjihs7fG8JzTxDiEEqlY2+//bIase0VzlHOwmwDA5dbbAcDYze/wU1QIatloONkNPi/eP8ToInQbQksQrZsXT7fx/ODphDJZR8+JVjIGUBEgHAAvI0QvHgt7NRpWLTUGREvQgH5KolQ7L5Sx3alVrlsytkOmUs6jpxsJL2UO3Zsfd80NAYVDP0AW02fZCCUwXA3ld2fiu7gNwDdihiDGPwMxY3BliDjKJDk/lTuRLWKG8kc90ZWrHADYEKo4ot/tvbm4UX+qu5Ub9pfymYba/odWbKRqVgPFvw7XbZmrf3XwtLfY5pySfdKE3x0bO/6DI1u2AgClsxcuSYc4kPGfFWUSR3IyM6WfmNJJUPSq/uztZEYoJ1upGg5MK4QiADF2h8vQO1hD+ke2qdtGqEypb2iF6q3k3UIugKhFYEtBkklHXVsuT1na4ftMaDlUWEOaaDVtMZQB8BIZydFyc3iPtpT3aIEEIJKmP6ZxBJdSJY3Rm9KPuW9IVyQ+WML2fn6VxdA41sBnmRbSyGZRaEbRqfaRsvlHToNAcSV5cDk91QDgZgBPXtsnjBFj8cSMwRU4LD8n5f7gieOYneZ3eYGR0WHsJpsICMQ0ywrvbatBfKFuzwp21bghGIeKz+z6u7PY5iyaMRey7WNRq1kz490nhr2GeBWRXCNTywIoKXJ12E4QVs6gWxP3MRHqz74YjpKXTkVjSrDWkOjyD/cDhILk3x8+n7xb2AfFry1giQFbR9BSoWFFVqaM3OpLMAyGzNnhfPVuPBqaXPDZ5cEyyctV0EENCaRR/3x7/oGPFxVl/Pu5C2xIWnXlkVM+IcHo6K1ZrZ7tydOMiJigTfOUp6TNdd2SoXBpR8nVZDxZoFSMT5wga6/+oWLEuHpixmB+vgfgTgDrZr1DEdAPEheh0yuQZbM2WTbIM4KhhPvW2a3Ov1z/wqxpfl1dMksmYu+qlopv3X60nFJgx0v3eBCaUddESYSKbLryn2AIpp8KDMmBE1u/dHa5xiRs4ceI+8irlt7Sn/i99i3ixI52OYBjUOoGFowokzaPoB88NpK3XqDcbCM2Y8FnlgXTxUF1t6yGbdbYGUhmdXz3YyX67K/UtTECnSf9UyGSom/2lKcs6TSxRAJEJlebmrsDwNNQehccn29wjBj/CGJ1BvPQ8enPUQD3YXamiwsyetQesmHmNaybP6tr9kzRwafiT8sOnf/L9S+UAUC1J6Wi3m+vDMlsC6WI7F7ezgM4bdaG33rwupPVn99bXfOt24+WA4BEiTwYMkSTPJhcdolEA5RBLXBZeyhz+yDVmAQrAGhs1LrnDU93wlaxeIYTatG9kVlCs044czKiGoJoWMRcb6FcLGuiF3jNhGpY3cADy0VKxnP5r4CkZS86PlO8FGmNpRKBjF4K6px/6BUhUKQnNCUPHrjaNNQYMa4JMWOwADo+/bkLAB6e8lINgKDGdbkSdxJKJdNrzUmWqsHJnfD25N7q5fEjoVpfQuUn23Y0fr5zq+0TbTt37L3wroz3/+KO+u8f3rYHwHpvWLuzsiU76c7SC5OyyYcd2ecoSLRuXzsg0rP6Pqki82VeQ2RsBNACSoPoctQkrhiYlr3D2WiCc9BSLcvEMeVly/hnWTCEQGXk+AU3dKEyCVJ2mrrrvIRzTEWUI9555+ZIhKrZWW0530bUYGEPZNBBCrqYAHI0UgH8N4ATJQ8e0Mw3OEaMt5uYMVg4vwbwOygZIZsBpDMimZaRQ0LCWePrly5wY8FsfZN7FesTzgDAJZjY2xpvWv9Q8057nTMpTEUSBACecrruLM4I0Mkd/UVHUsEfatacrh5Me8vFa89VD6YPAogqIGW9JPpTqiPlrDApY70RwXAFBp2bzuzX2inFaSjBSrAslrU1paue/vGNCUKEbQYAStGKqfGPBbIhvpuff5QCw1IDYeilxcyvGgp1E4EmzDeOyP/w398QgDHRiJVhO62/RnPmAdOL8WLE+J8gJlS3CHJ/8EQaFJlmNQAQkbrM7cwgkckKdsRfbXnx/DZCL7tvJB3rHXtX+gnuPvUeeLgTUoVN8ddzcoC9wdVNVHQFAFA31y5VWlWgRBF/I7TFl0N1sgYZUIrLugHMaLJCvS+XPT/yuc/sY4Qw9UOSeQy7eAyOrIYkmzgjvbj3lLsYU7potTWmVRw7vLYcoChc2XNqyGFL2nNr7bDBGM4hzMJdRhfdKdVn3RnzZ9OI6Ap7NQ6/07AaIAvuS6Bt9zan/bBxVqB9Jt6N9oqRe/Jn6S8tERlK0VcYioGcKT53HkpvZQsAaIdIldZFtuPa0Azgx/UH9//wGs0XI8aiiZ0MFocBSq0B1scPVl2662dxeUmufgCQ7IYiqlWNTR3MhiSzdrOcSwhYuVV32TcsMgbpUHw+HeOqAYBYxTx2lbcDMm2jhDb7cqlB1iAE5RTCQnEpnIBS4AaWyP0Ht73euSzVlffZBw710LqLy3CmaQMcQ9uETbp6CoRTboxM+LUnjJPDEucXJ15qacgq9YyZszovpfGLMQSCzDSddadHNwQUFBRKX+gImvU/1hH/iGHTYgyB8niEUEUQbk4oII7dmF5wpTGLpApAKZTg7gVA6XM8jgilA9mku07S0GtZp1EE4LslDx54vOTBAxtjPZBj/E8Q+6VbHJkADAClnX6LyRPReL5/xyvL45J9r4EQ+9g96/1CkvFsZJepwvvb7GHPc7l+qUhbAADM8uB014pM1FKdWclCogjqLlGt7UIwN5QgOWVG9oPSMJS8dC0UCeotakZs1LFCy+lbf2O5Pq1rTVhmW1/KKorj3287FdljqpDyNNWhjyUsk76WcGbFv4YmunAJUHaeLMvK07KeMnKHzq3c0B6tinZOQpLaPWddmIhO0wGtx/xNnWz5jr4okKTqByGLzlgL55qWyQau8Upj+EzjCdGuTV3s3HMgYXq22Hooyq4TQnXHMSPrSrBiQyhBPkZB5w10LxAdgK8COAXgrZIHD2Rco3ljxFgQsdTSRdDx6c8dyf3BE9cB5JCL16392untFXZtSNNhNmzVSPJxtR9C4EdphcQgz85DN0irmBJvBe3RJlCnWnH5BNlUeVhVYaghevVZbjMAZBzmy9DafXrkOlvAWzbdlfyVdcdxV25T4URGUFvIMnjcl7Id/3J5DBVJ04aVnWGVgU7sxq1QisuIze4DQIMA0QNAX2fCKq/bcNxiCyy4gMrEhTdbuWCLW9TPznDiEE+NGGX8SnN5lV/WzxqzQHofWZOZ+c0zzUxEjuouGvlA7rVaLCNQTl3R3E07oNRjlEa7kMhEhmKsrzXbAfwUSte9GDH+IcROBouk49OfO5lmc325JKujKim9z/anrmVGTiUN8Xa6ld05piYGOSXadYTAwKTy+ab2MDW3hxoxHqyRT1jKw25DcNrgYDg+7tXe1aB0WkZNiydOM2EIIjLTla7xm6fGlsVqS5P0sn25anTabOuhiKeBECA+yTMR+HRTylT95Xc7y958af3ZhX7+riNpVfJjcXnaw6oTkOCY9iaBJXB3eDLTyJ/JLjjraCaSSRXnfF/OFYTrrjrWVQGgH4oL6Epxh+WIsuBrh0m1dpRsJyDmKNdcCxYcpI8R41oQMwZL4H0bT76+fdmljRZzcPXHrzuy8t7yCl1C/mg9p5a3zHkRRdD8XZ1d1cUWMzydLFoiDO3UhSPTVjZ+S37/8F1550AgEciDE6//oa3d+7IeAAAgAElEQVR4E6XKIiED4t6Gd62ZcNlQkTRjVLUclAZPf0KXKAvT0l7tAE4CQGn5RROUYCjB+CLo6EpYQWXMmzvf9Fzu8YvPFOwgMsNqTqi2mP9TZyYBTDMkVAsbVdMgAMSdFwtBl+5G8ZUmbJAM3CxDRYGIEK+9mgwcJ5TPngpg8acXCkkzitn9ka8NJ6EYqsNv0/wxYkQlZgyWwMNFR9oAvB+AQAicHJEDNm0gOMfwSySEOu0R1TkiEg0AEJlqdYPCcSbbX5m9p7PPGApPC7DySSqVfjPL3VdWGdy+rLlr/OVaBrTy1y2rTskUbgdvHJ703VOEmW7BQcKRetOrTe1yR7j40g90fZTCK/HoEEMYhpLCiPSkscin95zwxxmCHRP3kyRWffzo6k5JIl24AqOXLNMCzYQnJtOTuhVcK1MBGQPMKKkxf0+XRiKKG0rmwAOLqzGYycDHlumpsnu//P1kGU9SDXs1AdwrxiPmgw2hnYDMW1G9RF6oP7h/Z/3B/T9+m+aPESMqsdTSq+DJ5j33APgEgK2d/vjTF9xpgk/UluKykXUCsHJtTJPhae0svZ28vT1VadsG0yu/ujEeBGL6lqELvn49u+7+phxjcmhSV6fJkVr5+sXVazHuknhgeX3l0UiK5GLUO4gMh/5ZjVf1TCMLWZ4WDGb1NCgFiT7zffyp1Y8HSwF0aInU/jGL4/qLjsS2zz271+MJaeMFic0GgPf+v6O1RnN4I6JAKfyvPVRGxRAXNTNoomEZmRJc9mew9UPb1CXRxi8UXbO7IeXnl0yiRT04+u5MtaY3EAgVmK2hImv0PgNXpgtKk5qNmOr6odQDGWNgSfaVLiYSvNphclbtQQqZoSx7DfFAUTbtqT+4P/bHGeMfRswYXCVPNu+5CUpBWmKrN+GtU66cLCj56DKU6t4y4kOP6YAunoBMppcynNyhiw8PRfwqHc+rNGn39XWv29K+hmHotJiDL6St/XXVzg10Ztd2AHHN/Fu2s/JOAEDPQDUZGCpkORoUBSabZakDACSJpOnipZYvvtozdNFkMnqbLQP3F7dmGo3CSgAICyx/2w/vvuAV1Pl33n8YhMy9k296Pud4+ytZW+d6fyaUQO54v9YLwARCovYzWNhEFBMfn/CSk3LEBpZZ7HxeKH74yWI2lU+uMXZJkrVZXE8o2EAKc3GoTJ0BQuJnXsz55VP2WlHm4zUaqiKzdaquLSKAe+sP7n/mbb5PjBiTxIzBNeDJ5j2JjZ7kx8+MZX58/KU+KHnpy6mSd39G+4YqompkVewYyed04sCeJ2pyWY0kvnJ4/Zl2MaGUckRn0gZ7txW0dBi1YbGpP83MCyq2bThJBmbrHwFAwqnIKXOHNJnpYgv1vP6zp6s293dqhpatCxa4hjnnb7+XfPGOB0dyM/L5DAB48LO3HOvosm37108fq9hd3lFGCFhKgZq+5NP1JlWCDDKhIUSh1DmoMd6sJexWdxz57NZFaQEJejJIZMr13KJ1UY5E01haLGcBLEU1dLL4DgAMvVJFYk2klJGm93VwF7A1oyWqTSCXjS8bovVZfwuv82VrKgUzd62K3ObDCaX5zZfqD+53/YPuGeMdTMwYXCNKDz3KAPgigG8BVFYz4kU+oBGl0yYNu82TSYgiGWFXe5uvT2rOZ1hw7qDu5G+rd26aMs0YlGKnIow3QOFc/Clth9frL7GvBEMmG+eA0kjaYb5b66IFAECBoEol9b707FMqQpSuYxP3nECUycD7/uXO/pBfvR4AVq8cvPjdb7yeyhBFUfSpkfTX+3hdvEYr6FlOdkJJcQSU9EtVJMj2dr6W0dP6clY+5CnPsgACyapj3kKVJphCU0Gw1PoAHsppa7EL8gimnAgAIP1QuFPjpjnRBg9sV1cE09hyNkRP6/ulQPw5YQ0bgUVm4Q2mqo9RQvQRK7ttKTUUS6C8/uD+yvmHxYhxdcSMwTWm9NCjDxLIj9yYeDHwyo+3BcjuYJjYJmWjQSBLH8iqG2EIki/0ZlS80VS8A4DwnpK6S44x23BDX6YYFtQ3AgAk2p/zSG0cI8ha0aoe7v76uriJBUg7LFWmvcGXsBqp17Tb3XVWn7r89vyW4duyW0YPNpewnT7LqhyTZzTT4A0IMsOccyUmXPLEZ7NBuTPphNAbsRI416q2rIhztn+1sGb4J2+WJp3rTV4GECSljTbtfV/NnMVofScST5/9+YoFnRAoQQ8IgqBQu1YbcmWODvtyaD/lFrW7D0FJj10JRG+fOQ8nAUwaXSLR9qy/hBPZObqvUQIaSmSadEPyiim+OQGKIVoeMbEDvtzZMaC3id/VH9x/3z/oXjHewcSMwTWm9NCjJgB/0Pxu1Kx51rXT+2JeGzTMNG3+eLW/LUM/NnhuLG2jmQ2f2JPaXKLlRDMAuAKG3t8f264HhS3lx03N+lbvCgAYfVdmlXt3ymazLlSv4QRhLdM7lp07smGAmodfOltSdGNaZ9OPth7OLXjufjNAmqGcLmZApXij/02X37iagiROvKrvJ3VTpbgLl3dXbLmh4Yq77/qfLK/oP5W4FtEVVS/fkUGza6W+0NTJV/lyteXKa9TvKaB9IMgGWXDRVieU7nKLpYENU4ERKK/yUj6YyqyNOy9etDWJC459QHGZVQIol9TE4S7SaaPFFd5GCusP7m/9B94vxjuQWAXyNebU3m/7Sg89elvAlvfV3ff089bUVt3To8umN6WPGPNHI8Z8UDoWrJBIXUJSVdlex80AEGcIZHCM1KI77mrQt3rLKSDyGYYa7+YE2I2+U/dsPTYhi+AHIDXUF7tZQlXf33I0npdZJxRX0zRDwBC5R8VK3ts3nNInmr176jpzjh9rXcYBSpMWSUOV9mSUymq3VDXygn1ZcJ32pD4hPNWFNY2SB5rKi+9ucx3+zFbflbSHJA3jBCFF/kzNZNCVyMRouUTjRYNUFchkr1/gV7voXQsRaauxS+pPqBNumNjhi1qMsmEsxhAAim5ROQD8f/bOOyyu68z/33Pb9AJD70UgRFFBCFRB1ZaLnDiOHcdJHCfZJE51ymY3UbK/TfWm7MbrTV/vpjtOXOK4y7YsCwSoICEQiN5EbzMwvdxyfn9cQIBAIEV1PZ/n4bG4c+beM9fDfc95y/f1R/OduLDh/dVEhlocFybMVSVsDK4CJ/Y+qmAvvqUM/8/nPtlW9jBAhwHSBUCGQm0gSDV8pb+P7QqmkAAti/xI4Ki4FU28EbmyQiQagiPitX5zINV4xL/CTBz7UrYyRD5TktmhzLqMEUBFgnWC7xmPYba99AF9tsXeJDByIKRwqQBAiDLEs7IjJ37QvmNV00zf5aL07s0jLkt5x0h8GQAEI5GlmVBa2GixjzMHeKaXizv01ZK4PY9Vn9aYxUUzZ4IuwQU1c2pBKKD4YnkTAFBuVqUupdTSGbT7Y4jVF8+0gIBQFvEgF63mnbjIawtibZKGIpukW2Yf4wK4nBX9zN+Jfji01jAQMrhWaI9IBvZKqZZeDBaqi+vQNbhWmHcwYWNwFWHi2n5SX7d/BYDPY6rnre67Q+XcKV8mI9KZ1XvXb7SbvD1MfeFPfL2HmvJGZI7b2Putuen5qVF2rIgdme9nJ4Vp3cUOr/HwVvMY88mcurVf7tpSW9WaXgWJxH5o8xG9Re9fsFJWmVT8kJU+sCQRBBI2u32sVdSGKLYxMj3C9jJgDfJFq3wFo2iEmkI748enBOdEI9tDFEoCNt4gWrgLYgvaMbGS9yrb+G7A3K22bh5bz1e4srjS+WNncanNZM6409hEwU3LhUlFYAPUyIjIohy6JB1xCm66eLX4HCgFED1d4MfIalDe0hHY5kkSKoI2/mJzvlLsKvzUY2+H6w7CXE3CMYOrzFQMoQ/T8seUwnx3ZwcJXdjjN1RoOtT3YN7O+ccTI+zNd6+vMbIMnS/OVgHQkjWC53ipfqKUUtAHmm451BUy78pg7a9tTum87YJrOElD79MaZ8+fNNn2aNuQ70uxE3ysvJ0QgO1lXlMilVhqRCEA6Nng8LuS6sEQLJo59NbPNxwYctpWsCHq4jyyJ2ThvJKJ3YRFKo8N/cHjGrtUMr9oggLouk87BIYsqO0E4DQW6kO9MC6oRmrOHIhEg5QBD4YwnEcZ0kzQEaJQJbJeknkfXbDYjtNJZ5O3Dtm730y+4KFPCUKOAr37GsUPflb7iy9+9hpcJ8w7lLAcxVXmxN5H3QBOzRwIUB9CdMHUyrEtyXOO64WgvTC16+gihgCySIw4ElGeH/QbQzJz5HPVu8przqbtJCIqihJ75oyXFXJucMJ65NBnou3Nj+kKAiNMjKFxYo31j/16QgAoGNb/WbPF9LiuACI6AcAna+KanPEd8687Z86cpUTWsytCVq7Ql6QplUzsbQAmsYjQmj+ap4sIYIeM3WQQdFavaQoXJJyC6rPnLzaPeRixgLgc5YgGDGEAQDIy8d5kdq0nlSvsu11ToHBomRo1ZwdiTvHYV93XtZVwSs/88wUjudprGEi+WvIXYcIACBuDa8VnAXiFlyaPm+/tdJFFxNESf9GkvzX39EmzznccAFbGDbZtW9m6aSFDAACgxPzyb9be8v6P3VdY/PhDyoGBFdsBQnyD+lyekWd8+ZTC9VxNSfCZmk3bWh9cv/3cNwtDsoGtt0ZLp376j6etaRpXtfHnWokJELOYJx0BN9OGkZ6ZTNoy6LeUL3T58RFLZdCvWeghlYpFeiuzIbpg0xrRzB7lQsx6Joh6UNhNnaTX3EZgaSfriQQz1LTS5eIEcBHF07lQjmh9a2lvZPZkxdqPtZzldGIjYegwAMSutnMMS5nVD7aqQn5TxwHAH8NfflX1MuEFsTEjp798262nB5YeHSbM5RN2E10jtnzxM+/RPz763KIDCHVs+Jm3P3a7uHrEZe58rqZE/PDW8gGDJrRrsbck9pI33vxtgX7f3lamIG84+af9hZ1xBi9HAJgThiWnyCWIPq5LYwmtPthU0N48mLgFUOsUYrTeU9V3/XE9ALgCfO3f/pbrOzCW4hotIyk8UQYnZK0GajMflidSxL0ptQzU1TnrcepP9vfEBE9V5myUZXZ+e0hALZy7wA0GSl3WFr+HndoZyQI57o/mEYrg8ihLjICadqqwOMaKZPf020QDbfSm0EvVImqCGmdYXsW0rHg/vvOQpNeIFgAYb7Y2ufoNrtSyoUJWUAQAcJ4zdlX/cI0vSAVjyMye8yYJhChIIZSkXeLclgUviE3vf/iN3KlaaArgBQCffiTn4NDVuF6YdzZhY3CN2MPcux3A2wu/Smne1/zH0z8UnN+cXoTaeGXBIOX7jENdMZyYAaAWqvzFTG3AJ750R8e5nsgVDK+Ednz/+BldRKho1GXueqaueCAqwo0Xi19cEakJxgPAybG48sKo4TXMlC7RTwcLjvxxdOV0pkwHAKYspq2vpzLF0NOeUCBLrGaJj+uHGlSeYyg4r3zE0hHYBtCJzNv6Gs+OpRCvaFiosU7F7M8s83TYvYIuGLcw88F6n8z5JYUpAMjJWfdgGEArllmtHGuePHL/xqNLZgc9/5uyI06XYb1oRo0vkZaxPrRwfkwQiUhXsCcyACA9e6C89La6+fNvB/AlAK8/knNQvJLXC/POJuwmugbsYe61AHhisdfTPhA8soAhANSVeApUOYgJzMqoYUD7Iolo6h6zHgVQCPWh1+KRmdd+W73mUO9ghAcgUERWGDoR4weAGLMr4+FtbyWnJwwLXz63xXtqIubgur99ePz+w/s27Xz1/X4AqHLFNRycSNJADcJSACuogr63nik2dzYnFy3DEABADQCB88gVpq5AA5FoPSgdoCxhAera9aNjoVX3dm0r2t1qWOT9ubN/CcTQ1sUu9F+b3uSa7vmfjWsjR2uhtgmtgKpfFIdLkK1wBA2ETvdvvgiGFLfLlUX9vkRaBgCyHjlBGzbJOmqcPS4mwV5RsKG90mj2HQfmNilSoQpARRA6BlAPAEREuapuf19V+x3vq+yIjps4EpMwsVBBXhaAlwB8+fGW3Qt2gQsT5nII7wyuEXuYe5MA/BeAu88fpbIuXqndccBVyPAXlVmY1tY5BmAjAFj8OPDMX7atHXEZY//08DOVqbbJVJlQ51Pu+NgnfnH7iPFkSCAKVgIACKWl3zpZbU7ybqEUoZf6C9rcsi4fAKiCdhDEBMZ1jfuzj/semygoA4gAoB6qIXJSilS42B75lHkQbm7LgjMElQFQUApTV7BS1jJa7bi4lmHpqMYSGgk4NOspCBOR6Tyy9euntwGA16Mde/Z/d5oAMv+hZwfO1wP4YpWKUOTc3dGtiV3lexJ7jHemdKzjGMpQCvR5TYMPld/R2+u1LGRYF4HaCUOHLMku87szTg9Y+MBFU07fbs49dqYv9YLzExkucxuZJCAphCgDD3zq9SiOVzQAoCigzgljr9etczEMZaw2dyzPS3pFIZJGK5nFEOsbGYzsTEobu1SJCwpAeCTnoLTkyDBhliBcZ3CNeFN5pn8Pc+89AD4J4Ce8RWnaccCVJlgWTmmcx7TImgwAo0PWI79/ZvOtlKre5Pt/8T4lOXKy/5b7q3QSj5h1m1q76wayfcaBqYUuJaT7jSRh9UdalTf+Vlw3MRkRxW6fcBECM2GQBQCWSI/3pGRI2hzV1XDSkTIRUvhpn30EIQAscjqb7htRGkzDDKP4ZJlJAUABwhOiDN338YN6t9MwyrIy5201GDitxEdmO/0as5gCIGXwRHRt7S9zV2Ts6Z/ZDQiCaACBB/SCzJ85hlEyXPg9XR05yr87rX0mHkAIkGJ0J7y695moD76970idI3YJlw0dFIyhdlOcp4QwanD6jaFVlnuSTw8xBIultwIUChR0gMACcl78jrIwO1dSTQzrqtyZ12jmeGWmHwXDgETYPKkRtoVj2rwg6y/DEACAA1eg/2eYMEDYGFxT3lSeoQB+uYe5d0B0kmdDE2RUsNBL6aHLAUBzXbph2hBAzZwhfQ7r5taOxPLMVQPIWXOupKU87S0MnE/i7K2KXW/fwFSPZbLJOKFm2lAKF5HRa9IGPHemNuxiCGUBwCNpqs5MJl1wcV2mO2vf1moXS2iyc9LQPz5sHQMFjU+xJ2l1okWrm7QAQGS0+wINoYTiscKJrv4j8UVjMw9pXpD1W/fUN1W+sXZ2B7UA5n0vCcXsymsAwB0pnRkL3SAtKwt/2vHipq+fKi1/T2pb9Geq98guUZN2XjKDOvQ2f4su0l9M5qmnhhTe0uyKP5NnGVrQGLgn9cdHquIzrT4mdkpfqQWMKv0RZXR131dyVORZZaEYyNWi45Gcg/I1vF6Y/8OEYwbXgTeVZ14iHH6kjVYilx49BxsAFBR1TMcOTkItaCsFgFPftXKuNqaaUlD9uknqi2XOSx8zpHtAa7YQs5waWucbVc4Y6uWDkZ7tfJfjrqQzG6cNAQCsNI+sXujiAUWwTcr6PpZT+Mgod1p2ft+G7IK+YpPFtyxJ6rz7O7eRed+4zFUDRQaTv2bWIS3UjmQzyDzm3KeS6MGKJINn0UI4gVW4HxUfLtsUO5hbte/JrJduebZHb/WVA9TPaaWzept/MyELL4SCMjfnOKVQJh3G6pef2tLx19/tKAn61N7LRCFGzQTGpsfxrCzyrHItNYsAwPd4y+5rpZ4a5v84YWNwnVj3A+9/cgYsJxg7mxWyxJTXHcueDlZSTOXfs2OeSl3d4KbqD5rzT/wk4/WO4Tj9UBmfI/OoAICghRl0dEcUTJyzdPrGDTt8Pi1HfUycLcY5X3VUoZQ4TFxgwToBe9CwSM3Y5WM0++ZLTcwNuDKqMRAYuXuVdbzqu0UVC+4KFkLHSdpVVkfBp/Jr+Yj0SZcl2XVR91G2aWTmbyIU5M6+8uctXS/8oWyzfdR6Qaos5zuvpVSc2XE90j13AHjx8Zbdy1V+DRNmUcJuouvEnndNTJ4NGfoAxBBggoIkXmR4NVQ/enwB55aCtjHnSG9U1z+Ungztzu3s77NbJuqfhfS63toUMMdOjNUl7E3q9J8KFUkdvgflOCKTlmA0SSEDQqMc5PJBgKANmwQnqro64z2r8nqTppxO3QBWalgpYldci/Zv/Re2HMg2jywqTHe5ZBf0GkYGZuLFNcBcVVHWjzajNTD62q3PJMTofIsEsC/O+6I7dL8bXXVRrSUAkCg743Zpa0hx2EetixoPJqRKjPCs5E21jV+vFXoagFOPt+z+BgAfgKOP5BxcIHspTJiLE84muk4ow9lkTOaPMkCsnsjWgz5bfb+kiZPArJw1rBdqJtFMoDSODba91ziSHRC5gE6QZq8IxVCIGf74I+8aHBAN1POZwEbMW8MrMnE5uiLGQUkGQM9ZUycJKygp0Vp32564ZgdDsJFSSL5+5lT7L7XM2Y/mxYElyZRiFICOkWjP/StqIhmCixmuS8bj0g0/95sdRoAYoUpPzHkAU6J4yr/6a2IUxMVSUZfkx/1rjj09nrVklpGODY3dnVRnIQTC0UP5x9saUheV8aYMdbOF7on3lVT7BE6+UdI8DwHYG65BCHOphN1E14+MaFZcbWPFNB2jWPcZx8p26h2eKW2cE1AfihGYV0E7LGuyR2Whcp4hAIBTgqAk//w/Xs7b9HCHixBqn39BhqVmW6YjSWsJHI7MnDBxGiWFEGA8aMo+PZFCvaPs0SP3mHrfvtVS0v+8ZoP2J6ODyjhfIb9q08svRplSewK+K20IAMBg8sfxgtQz9ZkL579OKGN8/UzW2cs9v0TJ4HIMAQD4ZSGagowAwKTdeNHGPXpdwPvBzUdibyBDAAA7cWnSHWHCAAgbg+tJOjC3GXsa719J1IBwMdTV8QVNY4o1zqooNnRhqg+QOjBkrBJ42f6domO3PL3q9YBa2DQXwkAwxnq3Myyd4yJsccblHPxageQaiuibPia84drA/zqkj9QE2l74/JNDP3v3G/EEdGz+Of9eCAE27WwIcLwUBWDB1f+h5ozA5Z6/L2jsWf5oCoWSwKmqldWjg7Y5D/mUFUPlcUnj00H5oxynOLGIIN915sfXewJhbj7CxuA6wcS1HQTw2OxjNQHLaQpy0YyUfI1byxKkLfBS/A8f3xb9xf17RUrhiRe8ceuNY5UAQDyoZYZJFeMgx6fGjs95J4Xb/KjOyFLrtoi7IghvVY7TKaE3fXW37gu7KpXECHe8jRdT7mDHuhQZw3IIPZIPbdNVu4EJ4ZQikd7LuhkAYpMcaZLILprfnxTpvNxTI03jzjcw4rKE66y8r0cRSd+k3SQCdKqYiwY3766vKdl+Nm/nvpNFVpvrNQCb3E7DygPPbrwRu5AVPd6ye9nV12HCAOEA8vXmqwA2QJVRQJeoW1Km+Ul3QtYHTIOntJQm9PZbusbGDVJsjIf/9g+2J/UPWkYBbP3m97e//a2vHWb26XtI8y+TG/kudsb14vqyr47ycEJAGShcCKFfOM2NExlszj2dSuZtfWsqWiPr225f16kZ9fOBdFPWjoJfzzzkzzxtDL76L9Y4MKBQCLHt0R5k06NiRs/Y1vMG0Vn02caKyGznWkJwKfUTqDua3QSQRRvFVLWnalUv0qXT5ree8Sr8svL/OaL0CRp55667TuLN54srXE69Zm1JO5u5amCmOHD2Z5sYsyRTCjchF+7iriNGAD9/vGV3/iM5B8NBwTDLImwMriNMXFtIGc6+C2q9QEYEIwWdysXtQTwb7DEwyvqeXkv1w1+8a35mjTYz3f7WP36uakNAZrrf+uVKhe9i5/iPzf+hX6vo6aRx9eTz3gptHFghmijUAkYRfOeUrrd2W0aHt61J1QQ0Q/5sYQ0APNOd0/ahFWejBro0zU/9V0weQABFDU/bB5M0cBtWA4Do5S1Hf7CudN0nm8oTS0YvaWVqsvgu+l0cdhrXH+tMatyY2X9J/nCJkoHv9a2/SB0EdcVpXXUCI9NeX0TReMi4ySfxY3pOjN5z94kLjFPAz09O2E0zuzdR5AynKnOOrt/aUkjIJacKX01yAfzD4y27jzySc7Dlek8mzI1P2BhcZ5i4tgllOPsbAP40JGuWLELrk7Q53UHd2//6vV2rFng5pi3BwH2if/vEQNC4SttubLuwKICGeEkZ3XRv86YTr2nr3W1cEJQKAJy9NTBRhukQ7KOKkpFg+teSijeLIkdyE/SeWxqOGw5/5T0rds85lVHfCpPhgtTL+v/N2Ryd72gQDNKy0y37u2OWqKQl7I9e2+p+7rN/Xu4pQSn8u868KypIuUUe0tR1e0KjPULwlwJAt8d2iiMKq2PFC3Nqp+jrim0HJXMkRM7WZm6KjHGVZ6wcvNFcM/8NQHm8ZffqR3IOXnYAPsw7g7AxuAE4/Ddr/5idO+y7k0leShNUBhFe8kavHnXoF8x0kSQ22B2wpAKA5c7Jc1yF1isHGT5u/bhHMInMijvOlTAcdUNBhKdDvweUMoSnEsNBFCIUp/FfrWc6kvU7WDi1/z6xBm8kvtAgsEpi9hqfbcNOV3nNIdN6REW2IiMpEmTh+IYiMXzd71ZOFH/6wuePY9TcJcuMFB0/mQ0AssSIlW+sqR4dilgy22fYaYpeasycewEyHqTcwo2BAGSZRuumDQEApBvtS/Y+8Hu1CzbnqT5YUJKYOtqo0Uo3WiYPA+B7j7fs/sIjOQd7rvdkwty4hI3BDcC/fTo1RDlGk+fxDGZ8OJg5fVxH5LoQZSzRbKhfQxSly2ESBuqjQo1/zEqlMrNQu8Vy4TS31RcplCseITlqbad23ffrS8is7cHkWbby5OcMWdtfdjluOzXp8w8zQ/pkZQ0h0FEK7UcszWueHc069avh/C0A0OKPmNhgHBUdPO/41h+6s3sHDG2f+MIaLaOQGf0hSUuqJB0rgYBIekbLeRV/cyh1a66r64TR7C/2urUn/T5NYPBclP/00ZWlANgVuf3lssSgpz1+BaXMslbUkkK0AcnZxoQAACAASURBVJENanl5We6YZl9kD4BFjUGUxrNgx7l5hDCrL8PZ2vQFYwOyxGn/8sSeVSXbz1Zk5/cWEgLjQuOuE1sAjFzvSYS5sQkbgxuApF9HnUjOGPFFRgWL1CM0kM37jt+it5fJQIgjSAeAOz92S5coshkAnQSoCBAeoJIxwXci6OLdoke4lYQIuCbBok0P8Lkre22EAJSCgmKibr++a+BFzVYQClYHHSEwG1KUVADQErmOEjASJdYPx7Zs8SnckT+Mrlw/HNJTCtif88Tu+oh58GREtCSce5cuKflA4CTrxzrRzFa60zRlUC3OOICo4JSZOvTy+qioWOeJ9sbkYqghhk5A9at3NCUvYQCmP995ZIVNet/P7z/+wiNPLloINhs9Iy6aLcdA6U7RT1xsFT8KoBlqT4mZiujYRMdEX9fCskhUYdhjhwpKm2rT++/6YMU4y9K05czzGhAFYBXUJkhhwixI2BjcAPzmoV/Qx1t2vwRAx0OJuNs4ysdyoTIA4KZWpVXHkutEkckBAMJSV0LxaL0l1SMkFI9mDZ+OYhv/kLVj+nzG3qC59HM13SJD9C3dKeWeb0xEO8+wOVQmRQBAKVHqn06ojCySDckZIxsiWLH+g6ahTVM7iAkA+ExC47ZEwXvCJ3NQAB8B6O9cCWuVQdthRUNWn3uXrshwDsd5LyE4v/VohSo0ZwSAiTFLxsSYZbaO0EVz8hlW7tHpg6NRsU4/rxHRcTZlrsHglQZHvqh1SXyDmROXjEcYWGmBaDylJi5QvT22LYpjlHYAFqhKqXYAZqg7iel+CslQjQEAQBRZf19X7LqlruuaNCb97fdlg+956LDnBtohLCnFEeadTdgY3CA8knPw8cdbdv9htcb9bCwXmnmwKwrwze/vKD9+MqlkugkMlYll7cdayqYVQEdOR52dakgDACAUGS//clP/eJFQBGA0pbv2HC+HGELoJKXgqYZvrx9edzt9mcp8mq+aj5Sytfmnyu9Jay34a0/2mXvS2goJgfndUd3FAYWpbAsZ+ihIhqQQ/OGVFYipaD/FukXevzGbgU4oBdAnaehpNohVRJ2jG0AjAAWqi2KaRSUSNJpQw459p/jYREcxAPT3RDd0nE2eBIgVDO0kCcF+psCzVhSo5Uf962q/k3ZiyXvaGzAtUKhGyMao7igzH8wG5gt2AFC7yU27wM5N/dcAIJLnZd09H3nb+dxvdi6ZNutxGRIGe6MqElPHSwFADLEtHC9HE4KF3HtXGw/UZkVhwixKuOjsBkEZzjZ8ztrLbdC68mYf//p3dlccP5lcdr4bGHVueKTh3Gwp6HWfbFrH6aQ50Vpzh7yW9VM7AM3kzgR5bam7/NOPDjZSEI2/MMkPQKEcasd1um1DflPs12q2l2188UHy1Zod259oXVMPAIqC8eZJ00R9yCQDAEOoL7evlQTSTSP2O1J05jfbjKDUBSBZMiDCmU0TKegkAC/UB38JVJG9xqlpGab+PTr9sQEManmx7fOfedkZm+iYqfhNShsr+OBnXzPG9jS8zWcNdLDr3YQItB5A+Rlv1HyV0wURmIUTlE7Y0+1Y2BAAc6vCC6Z+mqfmCq0uZAXosqqO+7tjZwx0W2PK2F+e2M1MjBurl/PeK8gfAWx6JOfgjVgcF+YGIrwzuHFgADzLE7pHUVD0+z+vee9fX8rLDAa5ObnuhKO9ljT3HKf14f3FnZKfm+O+IICZDdIeWUdsrtK4ja0G9uXqeus65rO0JSBqJCh0nBl1jiHr/CLXEdRFAMAPz5RsO2uPOmZ4C8YBVkhe/+mziYSg4kRXpnJsa/YuAIq2w1nJD7lKjQdbazx7VuaJZprAyLTL1B2UPOm6tVB7EAOqv93zibITFe6ABk8dX12oGjba/96is62Rep+gFSRs103Enw0ZKwgoJhQeA5JmE8uCX3P7EHPyC+4S1zOZPPSMAQBGRL37iDP+rW2WoV0Xu6EaRl5wseORhEvKSoK6u6kFkMXxsklvCJ70ebVFS73pXEfcitXF7ae1utCaxpOZeUG/JuLFJ8s2byg9W5G7rmfRArsrTM8jOQcblx4W5p1O2BjcIDBxbW5lOPshAKHb3vvgHwD8FHNbGp4GEEElpuDYD9f2ln2nZoQwqh84deeAp+2FdAcIgqAwQNU0CrGMPH57Qd14gsUZcY+tT/fvntLTJbGj/BO/z9aaDraZKFXWTm4p8Uyphc6C4PWWDKTWBfMBwDeqPWaIDZQmWCendXmqhSIm6HwmfYKEkIFB/1ESFIypLwaLQUFA6SQIsapDaYBjFfv7NzasM2lDpo+XnXSVt6bXxZi8upLM/jkP81jOMdMz4K+emIoBSVsqWCkhlFq1v7dXBD4ZVToVnzD9qH9dwRbz0ARDELHYPe30WxbYGlD/Rlu3e8n/IRdSCFVAMH3d5taJqjdXU4BctLeD36uNevqJPVFaXdAR8J+vIampyCt1ThiPb9zRuPYqFqodBvCfAA5epfOH+T9G2BjcQDBxbV3qv777XajuiiGoGTrNUFfYJgDw9Gndr66PtK74mK+KM1BFWefzdN2viwSlAIXMBmGnLLSKQIrWRo0ceiiqN+XUoEnxvznK/OWITmt2t7AUUAL/FDdkW+Gw+id01aKfk0QfnwmQRCh02NIuzRgi35guZIz1j0QZXRE2o+s1x5g+5rkNf2WtSRR3N91mV6ze+MSfyS5CGSIL6AALaOJ9tX95z1+zkiLdyQBmeiCYdSHzvrWtS66q1zNufb+itVtXS0m31U52HtiEFO5s6E3vt2MLaQRnGxX1MQ93bG/976zDixqDp0ayYqBgFAxiQKGAUHlvfNOATeO9QBl1mRQDUFbk9u+pqchtCAX5ZRXVzTYE07Q1pJawrHKsuKxpWWqql4gdwIcfyTl42VpRYd55hI3BjckLAL4AIB7AIFRZYjWrRVbacLIxjwJo/7luCwCMvTepAluhLlQJWFmHKKPGP7o1u/VUlM5nfcEbM/7cF6KEsSplD2W9vd5/iW+Xi/U8WGY9AZUjY5zaAsugyEAZrOrN6uJe1imWNmUmk4fVyGSTdrIzwRiMurV4OOJre7MNX/jOitzn2xp9r+S9HPOJju39vVttHPeiBoSjHvbO8TUywYofONae/c+IyiGW0MUbzM+CUkhvHMqs+p/fr18jSUxOws6hM0mbR4gUZGTdlmSdb9yQzTa7m6XN3FYAOOONWmkXNbU2PnjBw51SUPKY2Wa262LkFKWFHWGSmIxQG3sv8dFUxBOysDrqMmC8Hu1YKMgtpBx7STTXpW/UGwJH8tZ3bSQES+pSXQIvAxi4gucL8w4gHEC+AXmz+hs1AHIEQXrcZAqcwaz0RjAkBoTMqYLVtzgtoHQmUyfB6mj5WOnb+HjGWXKHYTxyQ8g5OlbFbQIA98bozrGYxDz0aI9YeF/1LXHNne9JrEuOp25kGO0JW+I7BHObPCePf6LTAgqCGDakP1QXMyIPKjkBH6tzjPDdp71R9Z0Ba764Vi7yvj/QICXJg4SowdkaT2zea46UtuV8ZkqhPPrj0jM//tmWMpdba/X5BWPHK6mbD3+9eFPlt4u2+ny29dBrU3VHo3JBMdOr4avdmxdM3aypTawYtxtiCAi4XjaHBImRNmsKK79dtPX4j1d3KzKGlzOv+fi8mvG//maHHyCL7kguhVNVq7a99cKGFkqviBT2BIDvAfjIIzkHl5D3CBNmLuw3v/nN6z2HMAvw4MdKXe/f+wlNdqZ938HDmecDxoRo4ZjsgyhZpw8Jo4E4zYCv0VMYFUeIotxXfKz3FvPY0GqNp5QhsJq08mTQz3QFIzSNrRtXGSJP04CBkezJvEtXdzgn9mRlbmxzXUZsS31qS3zkRNB+1KYjOK/M6eozaG3bnL1f6tqWWq9JXCdUkoPE6U86edQ40HWLVejz2AAGZsVAx/lm1iQVyDM57av0E/3rjOMpi33OUYmvZADHG29mtT/9fP6SLhMiEh2At+VUJRoEulFRb0sQPOWKl+n2OYRhp0vT/5P/Lhn/w1/WbqCULLjY8Y3pYszJnlOmBF/akv8jADCg/fmCpy6ZDfT++Gf7zJQyi1Y1Xw5upyFWbwhU22Jdf29L0T8/knPwkY1RD16ReYV5ZxF2E93YDK4pGE43GoINHq9G9U8HgsfhC8xZuUsmvnb0/ZkOqMVTNRwrWRvPpE46zJ7ylEgnn2qb5P/hX4ZSWjtDoY5/lnX21XyfPdKcO3HC4iIg7VDz6ZNCQWHj0bfWuNK2Dr6tnZQ6XH1GIysoEhLF8V8NrbsDAEDgQ1bSOthiHaHtdjHd3Lrt3Cv+t4dW6M8xkyTIt7M7Ah7UUqPasWyxECulmKwLmhpqgpY1QUrMbe2Jh5ZxP6oB8NoK/o5QidhAdWrw+Nu9xWV8HVuuf1Gzabk31pYzeZGVPQ1oiNIepEyOhijND5iGE4yMXOr2cB1Uggx2uVdZPsfeLtgWGeOqtMU4iwjBZTW4b3dHxxQf2N8ONQ1WgZqAQKf+Lc86psz6+R2AP5/Y++jkFfgYYW5iwj2Qb3CU4ewtTS3Rv/7i/r2JADHAF6jGmdYZeQRPQUT52AOZ6xUdZ4TaJS1ZE5TKdV1CGQAwRKHH/+VXAUJwCsDWx48VvfXTzvV5ph7SRyTkE5DZefVdADQbdzZ0rizonUl9lEXS88LvNw74t8qREJBl+nedl/ETS/B+b83GrW2+GOKJaXs+3TlcHznpH9Pv3Xpr18HT24wmp6QxPpv72lAEF0oFkDX7cw1Imoq/emLnpFce+PTWBinA+QHEQA2CrgIwrR/UMPU7BwDOf/I1QjvV3pHCb/yZ1sE6mGW15DTGe3u3f68mBQD0RD6VyAU87aK+BCBaAUrT3cYRTQwnZoYo8fGgekKA0QG+5hM7VuZ6Fa3feffqbsWo2bDUdS4HlpVDOWt6TmWsHFQiolzZhMGy02BrHclHm13xyzaIs3BArf04DOAlAAdP7H10QUG+m43iA/sZAP8CIBPAmRN7H/336zylG5bwzuDGZ0duzlj2N/6x/PT3/qMsheo065CdWk69fs6dRENj92WUgZ1xhySzUOQVAa9xAALyE4fbvnZHxRghiAaQAwCfLzm549mKNcf8krB53nVOQc36iYpPtHcxoH08oZMiJaaokNImVAu3cA10xPu+4DGqo0H4yS7SovEdzl5Zlm8ZqMq6r5czrfQGE9tIxRc+eWy21HUe1K40WRIlncOSMBACQ08ELEkAQClChEDwTwg1hKU6qBk7AJAGoAmqUWCgpnbOfF/5TtYu5qluca6TOcE6lid2BwAMp0gAYCRSzX2m4XQDo0Ttoo5AkDJjTSHDRAwnbgEAgdAZIbvH/ylJ6/ewBgaiIeLJU1GODxWdpnphSWmKS0WWWeFsbeams7WZIERRCje3Hslb31VCyHmxvEU/F1EuaHO6TCKnfnIAPAygvvjAfkAtHNRADUg/dmLvo1e85enVZMoQvATgdqi7oP+4vjO6sQkbgxufNwF8Z9vm3nXCf8ntwRBnQ6S1jERaIdjIES5ARyUDUWMKhHbkRo+e+9+7DlgViam1GfyZADKgVv2qktEKQSjITvvwy6H+sWcDWA8AFDQ4Wpvm/vp7X0sGkKxQ0J/+paQXlIBxkVjTE7pYqHIT/UJyUKGM3LrbOMa+z9ZRMrR18GjCLt+U/hEUBWR0TObtozIfcir80Y6QPtND1SI6SqFUvLautrczbrWgER36Y1ICAeav7HMXuymaQ/wKMVf2gUCvOcpfUhGZq8+YEWw0v/rpLY23skR1+vCEankia4u1rgXP1XzKkDb7d6HH4Q7mLixYdzmwfqVKNxIyyDrGQwkoUcD4Y/mNp6pWbRvqi2rc9a4TUQyDi15Qz4pXKmi8Zt7vBQDiiw/sf/LE3kdvirqF4gP7tVD7Odw+degvUDPzwixC2Bjc+NQAOCzLpExW5qp4au10W8rLwZGed2tdioaYQWEctPA7HurcNR4pirUnu5Nio3n/2Ku3Pw0doy4aOZYyKZHOhu7xyF4AM6tpCkolPY54k+i6yWhmJpDJEJCKqjQr5mK6/54zJz/wvjNbBe58a7YEjW9TSGGqfzZYwNT7LVxeZD+nZaW1UHcHcxBDXEtPe0IhAAQ8gk4P6ZIE3dgJJhEi2iAjyA4yaZfyXoAgzx+InjYES6EocETFiW6vi52Rr9Y2DSeJSdbjikmz8nyB3eVBJHrG0ubfSAAWTvV5TglC/hi+BwSZg73R+S/9aVvPrfccq9fqxPkP6hlaXHGZi712BXgIwEaorrobluID+00AboO6C0iCGkd7FcD+m21nc60Jp5be4DBxbQqAvt/+aV2lJLFp818nFLFxR0L10cdD5bybyqKPaxkV9TEtsOw1pLp9w7LO+z+uxLVveiNPjkl81cGBhNe6xyM2Y0qWmYKGFJbW+hJorTeVloKFqWokKc8e0J4GgFCIDXm8wqwVOw1s2tBb/sB7GzbPNgSUItQfNBx/djxTPjZuG7KMi66hzmhn65mUCqfDcHT2nBWFDPzt92Ux07+zIh0jWNoNMh/9sxqf8bdaSoLkkvoPbyzqK79lZ+eSjWymefuv1oZzbdo5mT6c3ZcR8VRtiemVpsvL51dor34wVG3sCdRGNPlWEsw1TIRCsLb6daCqDtKk3Zz29BN7Vh87lHdclskFxWQKxbBb0i4rZvJ3wBUf2L9oZtgNwrug7gKm60C0UCux+6/bjG4SwjuDm4Mf339Pw8tPP5+nABemS+rGlW26ccA4IR53F0ozmUaEQZYl1TUhU0ZqEY1FLaIRHll3AoR2g5J8ABwYdLiy6QVFWz88UzL6g+JyHKpIr6ez2jzGx3rqv/m1wzM7ComSAVFhPHc13RHvloUSAODqdJWd54yzGtBT3Pfxg6e1ulB+MMA3vf1ykcbv0yYyzsBxxawppgQcBRxE9VsvFxffwWowV7JjCSh94N6Gqg+/v27Z8QVKoTz985hFUz5ZT3DBjnOLotB2jUMa0g+F1jEKLvpgZUM0QT8YOuqLF6LAkCxKCWltSCtpa0ylK1efO1a4ucXKC3IOpXC7RF0XcHE30hVgBYCvAPjcVb7OJVN8YD8P4BYAv533EgUwcGLvo9I1n9RNRjib6Cah4e0t+7709b3PA+QC1wYFdULAoOsRfyJ0U/UBlLo0TzoaSEBhEgPj3IZHPZEKYcSXn9pqcE0YkwE0g1KbpdUfkIwk4ItnRrV2xUIp5OFSQQFDcxvv+XW/hpFXnG2Oafnat3dzoRC3AqDeP//6mWCENRDZ5rNUfa+vKG5c1Frski4KAAjo+L3uvpNPHirUTTU6iALg5HgpJTLK5RgdjEiBpAyBgIv87YmUiQ8UNVEdv5YNKL3WVv9yV51BqJLMxVCzjJYhC0Hpxx6sPXrfu8/OD5xflNOVxoqv3pe5qKgc5Ri/46MlPAi5+MKKUgcIiTR3+pt4j7JoLGQhZJ4MT67SCSBkjrEkjCJn5gzU+qLp5KhVt+dSzvl38PqJvY/uvUbXWhbFB/bvBvArqPGxhXgFwAdO7H3Uee1mdfMR3hncJHzp67e9DKASs/z8UopcQQKE9b0nmKjEUA6qmF0ZFOrQPzrUy1d7twDAODg8KeVWylnJLkZkdk6JN6+Cgte5IL2VDVJoJpT0kY1CdSCGMeij/UFdhB+PD662/3Py6RX5uaM5HKs0TeUa6oMh9jgA/ogrXm71R6h+agndXA/T+8OdFXqnV6dzZ9IVpk5Ek6k+C5LCNI91GKIjnjrmZWSaQ6FqSPPDLmco3QZZQ1KCVrZcmJTXErXhzMU4DdV/LQJYVs/hvFWjR+5799llKYVSioB9mG+0xYn5fe0X15EjkqLjBl0VUqJl0XOzPrnS0h7YSjliJxK9JEMAAKxI4yxt/h5Xhu4c5clMBhNVGLajKXkDQAPsrY5xolWiLvXcl8GZa3CNZVN8YH8CgGcAXCxucweAfwXwpWsyqZuUsDG4SXiz+ht0z+bvfhHAGxRUGyyV6oLbxfkPIIU4pJP6r/Wb2H4xiQIiAXhKMO7ckbBGow1VW6vJEb9Vk6a1S0Oa0ZB5Mps96ijgIyhPcgC61prqdHIaOQUAMnXOGYkEjldC8ANTZWS5AMSPxrYk/82ecXJ02Owz/ZGzsk6GPPZKabr5I64BfT9xA2Chk8+S5ICGyfFtQVDxk6foBHC+mYDhSFd+KDmiCxyT4UnVlml14lH9UCifTInyLcK0rhAPoBe4uLsFAAYGzSafj+3R6eToi+kS+TxM86dvyTYP9WiKeI0SEoPMkgbEdKgtd+JD88oOKA0QGS1EoZK5O5hDABCJXnZjGy5A0yKafKmOfH0zWDIviEu08DP9uDbGIK/4wP7YE3sfva49lafSRh8A8EVc3BBMcy3uzU1NOIB8E/Fm9TdOA9js+0CwObhd3LrAkJUhLzd57svrV3Y9tjHq3LcKnb5sc8XkzoQWRceZdCu8m6UtfiaiwRdtGAyVsjKK7Wv4BNYsjUZmOCZtKxzCtCEAAA1RZnyIDKGKxRyo+8B99ZVxMd44AMmEANvMQz6lQ29xJhoSFAYGu6QTy4dS8tkQ0ohGYdidjmR2lW8rISBEw+igQAPAN3Nev2iLeOqUmfhCtQAQiOE3URZdM5+IUhGUDkGS34BaC1EHNTgoT/2+rMDzpFO37u6ynQP70guEuipjxUJjFAWTn7styzjUo0kEADHILOvcJCjN7Xwm02ZzR6Av8qxvbUSzv4iR6BV5EBGA6EbFCSj0wgDyOe21Spu8HUBT8YH9bxYf2H9FZTkukU8B+APU+pOlaAPw3NWdzs1PeGdwk+H8f74+nG/LeAF8Mt3+KX3Nwe2RA8lfOLrbNfTp3FJA9eV7hvVtIWh2uXbTtvjy4AArIi+pwu/3f9y/iTAXqmZ+r6+ozC+zb2v8hHGaeekr91cLuzb1bJs95jPxDWvK/bn+EV6j8ccJE6JBmdSOMj2Eoih+R//JMU6v5nkH0Kg9xHtJfpYfGqEQda2nIUnrAIDxiVERfzgZJUcZOl135HqDEZxTJvJB4xtn8xESo0ERj5XptYgwT2cA9QCIgFqpvPygaUJMpDgwyv/zvZmlm29z1t32gN2ZkBYSfvmvCUZzhBQK+Bm2v1O7dtnnm4KyTBDTRolSp7krwPE+Jevi77o89KPiZt2oqHgThYpgFD+za6F2/kqqni5FJIDdmKVfdS2Y2g3sg1oX8+Flvu17AL53Yu+jy+qO904mHEC+ySg+sH815vWzJaCT90V3nEkUPMJW81BagsYXBwC/a8s/9p26LRuNfPDskTufTG2dtPW/Ppg20OC1KCOTRo6r4mTZzQq+h0LpYLDgKo9SSPaOSApK+CiNz/7WHU+NGTgpZ/aYg00Zb371mVu3glIN75KrRAtXkLnu3NE1ha2W1wfy5QDPp+h/rTsnDJJSqNXI2yDJHpujuVpxB6KMFjmYkRfwN5/S60f6hY3essyD3LDbom0d3QBARqytCulJpVA1lGZn9pwEcNHeCIqB1oqrJS9xE4WyflH4VVfp5aSxXgzKMYGJ+wvPUj2/ztIe6GH9SjpZvK3mFUHhyLgzS9ul8KQIZCrDzCxVgYKQKFFi8j1bCXPVd/4fObH30d9e5WtMG4GPAbgLwJ2X+PadJ/Y++vaVn9X/PcI7g5uPZgBjgKpZQ0AdB/Jf5CzcBfEDbI3ri0o3Th7995JDEaOUO2WzTiKCHyjdgkHeIwknXkxYvZ5CZgFUAAsbAwCU00idUoDPGQ/qbU+0rG35Qv7JOQN2reraYtIGRXdAoxMt3DZEiAcGGaNh+Lspijc6LhEckxqwBVrYgPgq42CKwaCHcGyacX2S8b8ff7EQAJ5/OaeivKcggXiHyg0VXRwoXScV6CoYNlZhtJbtU5cyQA0aT6+Ci6BWUa/BIn5jOVbxBPZM3xsWckRcre4Hw6mEXrnG9ERStJbnzyRNfmC9gyhUuNqGAAAYiUZFNPuj/DF8tS9+SlrExW0BABpk6lDgudqGQARwreIGn4NaK3A5ZAMIG4NlEI4Z3HxImCqrz9Xbj7yU94pi4cQFt+uZZufAgdv+ktDIscFXvNHrX/bGlMkgfFDizrw6kJ9LwbCUYiTkY72UYkFhssleS58U4Gd2Ar9rz18tKWROLwBCoP/hfQfqABogmb4jzNbJvWKSUhr7eRLa96Eq6KO9B5V3u2/1fDSQ1XWfNrLnPq0xbef4K739lqwuh/m4qJCjTz1bkAadNgUr08tCD2UprhdXEO8PkkoDH9CaKeh0jGG2IZimDIAHQIXCooKqsQRQUIfvzmCN/+7g6tmDxVJToecXKV4KuJZ/y5eGiDJraQu42SD9u5veXAraUXEz61eqMHuLHyL5sPPNV/nSQ1CF7a4qxQf22wD8v8t5b6Tgrdwd1+xbemQYILwzuOk4sfdRWnxg/2PRvO+zv85+e9sSwzMYgG/qyHQ93ZWrj9B7z0UaPY5xXufk9PJqRUGze8Dk59sFvbLGU6G1BXfPPwGvF0fkIDeTv+2WhKF6V1TfeuvYHF99RvSEEQR2Nt+7DQDSDeNvb47u2glQu7LFnUIoC5lnJgVOPnf67t8kCYxy20e37Gp4oPeWki/LpytEiXUTQu07S7san18bnwtOracQ8+RCzWF6lLWTTVBX3BVQdwgEqs9ahJqKWhqI5qtFPdvK++QJViO6QuvkWwm5cMGjpGhS/F+JPaX/0ciyq5CXglEwwASURaUirhYEgLXNvyUQydV4k2eUVInSox1lo8SrKR0hQ9WS6riSJy0+sD8HgB+qgX8AwLtxacWIU1AlzzJoiNW6w8+4ZRK+UTch6wxjf/zJiorlSPEmEwJ8teBECwtSWWePZcacZp0mNiCOdkQ4qcykGPpJhyyA8dkNu2M4/+tihJLqV7iZnYDkmyUCR2inLdOR/oOhQt2T5jd6eYbOZB7xGoljbrXrB42+hgAAIABJREFUFYnU6ThJ+VRCAztBmfISjTPmScokAADHy5mH9z0pa1iFHw7pa5pJxAYGlN4T1VkQ+XHlmM3idq9dO172Zv1ddW4qxIECXBfTyNjJdNObOCwQMKZAq2hiyoMRXI4iMLGSiQUIr7DwBXBeAnsOUpHhygZ4JXlZrT2vFhqHtCFkZStEE7uJJAer2UL3squsL5N2AC8WH9g/u1cCgbpzlWYdm/6ZPjb7Z/a46f/ugyqeyOPCXeAlEaXxJE+dM8wyCBuDm5BfbXtCVoazH4OaKbEkJkHM//b6yiYAWymF89aad5812Lyt5Lg5hgkix59OhwCCT6Y02voE7difx7JnjAHDyx4EZ74mMmHA9wZNyVWu+PLt1sEZY2DixBznsKlfDvJrf1P68qvbDPYkAPwP+9aNAmpe/FrDeGOMJlAKALG8r+BH6ZWHkwQvzxAom4t6kh/evTLyke8HKnhXwI9kAfq/COVcG5tPFm2Ro+JaoWUkAzv34UcgQ32oLAg1sWbFxNQz7iu2mo/BpPssrKYLRPmuBQQAZQghmf5jbL73ahsCQN2N3bCidQS0X8uKyZhyG4ZZmnDM4Obl5NJDZoiCuqKWZBAPq5dyNHoxmw2StKANNYoWaQBQEjOY9PG4pkIGykxMQGMODhhjPYd4nVhhiPZOTB//j4F1uQ5RcxoAhnyGmi8f39mAkCqk5w4J0VAfFKvSlEmF6QhUAkCDz5YmUSIDACHQbrMMR8fBL/acszA//0aSe/icpvtr78/MlD85cqvhH/tauVaFEJCLBnop0C/pmQtX+QZ5gCyhSirnaK9sd6/WbiNE0QFRui5dw3RjIQuT61299MgrwnqodR43JBRMyljQ1ILwzmDZhHcGNy+XWvCTDeAoR+iGV/Ne9n6jp6TzgDYyFLRhNQBsihl4y8oHEvWMFBEjB+uGGN0eQnBGYxQTABi0lmAGZn1fxkRd9O1n90Xfb+p4paon1dTttlplyjAA0DgZHbg9pZs/+oa5/NjPmXjTib4c59MZDZKRLfhE845DP8uoSBBDbPCbPygbbG6NuVVRGAb1LdVAcMv0+bnmwAoU80vmsUt6phuEXBC0ZTe4BqE2yFmU4N0R0VyNL3TFUk0pTcWpJkDga1CYe1U6oc27oBMgM9IdglNOSx6zV8uZiq7fZ7UGFW714o1H/244qH79G5I0w3h5jMZdBjWmFGYZhI3Bzcsfocr17ruE92wEUEMIir+YVE9fiioYoSwbD+D00dGENYUvfMSWZx3vbJyI2WuM9byhtQRvgSr9a4OqB7QWs/24lLqSTK7IZ3a9sElWCP3S8Z1vHOjPyP983qkS9yTb8O2PpW1TZDUHnhkSJ0M90YM9xJDffntk81e+sbcMaiWyujstyC7GiQZl5ncKFpf4/aSg45IRZzkvXQeDnLbUeHmtPldeq6vg6vzL0ixaNiFxJZo6KxBrM8FmvcLd0GhQaw015H+wjY/On8gJOoUhe6u1P+TlpISisQydLbgXACgFnu0rPBNSuNUADbGE9hm5wIhMGcYjabIBcqlBWRnnZbbLoXqmFlVzvZ4wULo2R3WVTZnBsFrpMgkbg5sUJq4tCOAuZTj7t1h+NWYQUwqfIyG9LxhFCxBEKoBUEiJvghJDgyMmGwTwjOjzBWOwkmFRBLXBzjau0v0GOyjq2ZaAiZrYEHfck1V2qI8DAJahNY9tfGvPl70nhjSMHOjv0zmnDQEA6L87KoTek5ywZ3338SefXmOjgHMqH38mXZQSjIOCB0DFOH0TD+QstayVDOc9QbIOzd5kWqZlQ+U8g2X5zX1fjV9jfPhcLTMpL0fWYLmY4fKUwutrhO3v6ntzHoYOp+0YaEspG0oxJ3lnCu300YF4ffTwBcFrQoC7EuvTRoOm+kTd5GqGIBNqH2D4Zd7ul/iuoML5T9pTXS5Jt1Tf5JNQd5YeAF5geff2esBA6S6NaffM2g+FjcEyCRuDm5/vAPgQlhf/aYEq83sykgt4ESI6UAzoB8go78YeAgKFo+OuFcoIw9NeBjQFIFoAChkRj+n/bfgWMq9gva9T449OEI8ByGUISIrRnfC1+zMaaytMc7STmPFgOgD89VRuicnhr+QINYNiIxTlEBhmJxiGG/nsul5RkCKlCCFSMfJbbbWhCmubPGfVTgFRMjJHKSHUH8PHSkZ2Jr2WCaqFZwGF32igcBCydEoiNbMWz4+T400f7ZHIlf57kJXYK3Ga+KLR8tz7O1fpIoOXtIPRsLI5WT95QYBcx4o2HSvaAODOxAb4ZX68YTKxqcMTM//8vQDGoe4IOVxj+YlLhYHSe0diI2/mA7PjJmFjsEzCxuDmpwvqH2zMUgMBOKH+QW+L1/hQs+/37iPtqS0njInjz7fmlBOFIp7xab678Yjm375fatJXjneLWeJE8J9jBJ9OH5j8p9Xn9nWdbE7Wu/iXf2fbEpMknjFZJCdmuapkGSPdzdoL0ywpeMiKTFmGdVt0eRF9nn74guU4216CpLgjSkpMdCBBSJd1mpmAsX5YueD7qfDktCtTt+BD0ZtMeQDgtVInIYv3T75ganF8PDUyZ4hHuaLBV95MB0RCCSiZJVRHFcLQIcKqHcxYXvHKImOgCmEBEKoQIyj0U0YYUbmOisKHm0oJc3WqmgkB9JwYVWzrKU0z2psrxzJ9AVlYDyAEdYFxJXdMVwnqtAnehh2xras1rDzfYIWziZZJ2Bjc5DBxbVQZzn4AwMUalUtQff/TwTQ3AJNZGzLdUdC+4UggocbnpRsA4Nd3PlejCSrJK9mJ1v6USH3EaLv3PfXt/u/a9mWY0iTHQw+OZuVG2Psf/MfhgDlSLg7IbJMrJDSahVA+VeD85kPpIxNj/AUPVQJEWJ+qLQ+sTiBEUhic7F0HChkAQ/uGNvZ8JnmcamZlDilUYQN0jtS0pCVVrkzdgo1sFI6elLVqr2XRz+dSBd2EWVzQbz6hd1nd2icdyx2+LLI/5w/E3XZM6TsSV9X2QtrGqcZE/p0/OiboIkKLtqiUgkxg4GjsCVOCzxyR5Sy9aiHgWRACxGrdq4oie09Xjq0AgOMAlipqvO5wRG56V1J9vJaVFlLxBcI7g2UTNgb/N6jDxXX9R6Bm1qRBbU7CYKopzGhId7J8OImLEHz9H1zRdC5B790CPfD/2XvvsDivM/3/Puct0ysDQwcBogqEGuogWZIt9xSnOs1JnE3zOt7fpqzXyWYTx7vJN8nG6YmTrONsmhOXdZWtYoN6lwABQvQ6wDC9v+X8/hiBhAAJNdtr87kuLlsz5y3zwpznnKfcz69//Bz37vUbjkSyFy9oMnR2vHTjU8IZvy1QbhvPURnsI7y5pWVMJ/+qtdr+sYXN4xsz+qRYlLoO7TTPurqm0YTNsL8nKbRHSDfSbAGMejxMJBqiqm4Gem5HQQkNFPFBW0vyu6wI5LC/WLcGZPrUyChrCS5gC0Ghm3hNSXBDvFaZszFgZu6afhc4HWvPeXd8Ma+HrvjO3jSNNXFovNUa9XWZtaJBvqgyKq9RtXkbhmuu5f3MlSydt7zQONrQHXJAfUtnnjNvnsHTWJPSs0ykivEiA+eNwRyZNwZvA2h6+7jqKi5DMuOneIYh51fhVkkq6dsXyHhdx8n033prFqnZcfsj+Qfqt9gGJgKDDY37DP5Yt3cJxuItFbf4yAKTP3uBye+TVZL41O5bvHtHsifbRx5xp8c+VNh6RHhiUAZQcv6FGdBCkvICNPxgulc4EW3QvOBnyErjkZ1ei1Bk7+Kvjgvrc3aJY7qCXS/3F64CiB4A4lYyuTNQtDQyoyEAUyMZLMH4qd3RfH2WtSkLPS5C5iZxLVfrM+cybq5YymUXrz/3u8irG67JqxsGY9cx2fMawFOmWeXoqU3Vho4ccM/WRfLNhyfqyLrUzrkEsufdRHNk3hi8fYgB6MbMxmAQgE1l8P5+pPTUH0eLF4dUccPEm4QAxTqfiKTuT7rPzZl+9a1MJ8D0CEVuWFHZ1wCgQWWoWvP8R5knrpsyccYUQfu37hJz1VH/+MRrqkjbhj5fRlUN1aX+rcctDkdsmlcCjthH7AbxBX8uUdQDAMCtWGDKvsNVKopq7zdsO6ulla8p3z25smHbQIHeY9Y7AIABiahTyEz+PxsBQUQRMcg4qPEUZpONmGGlTeDttsKa5z9JOXbJKmM1R8xhBD7C5tQ165L4T/HpTAXIBYvrt7IhOJ8Cg3t5mz99r0/Sr7306DeexbaBuRb2zRuDOTJvDN4m0PR2VXUVvxtAJ4DzA7gxnG0huSeQ0fgr16JpqymBKFKOJpTOGLJajugPfuWuwtWyROI/eKajv+2YvnVBWTQGwP58X9E+T1x3y0zXLzD5vb/d3rrmu/fl1te3ZKjdn6+qA5ecCof+sWIBDUt+Y6fnJA3TfqLTuuBM0QKAEher6r9eczD1vaOx9urIaLFzfO1DS/bXDunEI4c0GW7FyQ9KkpCQDXRZzMYaYqlsGQgsmEM8QJW5dG+3VW/N8x/hBHV63wPGVKgYA0ecAKCmC23csLRq2rgrQImR4hcrrR7rIuXU2j8F1xHu+staX0sIAW7KOLX8r31vQO3cZUKh9i40jc5VZHDeTTRH5o3B2wia3h5VXcXfA/Bf572sAOAYg//Hg1VFMx1XbXC3U4LE5zYXo6tFlwwaEhZZtDJSumhlBEgWGa26JadLKbOO997x6nupzLjJCmiBKj1Pb35mHQA89KveupefW3sYsalrYtUgWAJVTgMUdbXF7tnJq2zSvx9265YN1peO3n20ePgnX3yu/nV/lu5YLLWGT5MR+owMNq600gH1mGhmfEzWzdq/eCaYSs1UIoEpkmeMBWlPolH7h3Ej1xbLDv5hgQscSadj0rUVm2PE7mvi1wc7uB5zyaWL4N5KyCqN1Y8uPATg2hbkXTGMAVB1nHRiU3pbGkfYXEXs5o3BHHkrR4jmuQJoevuPMFXAzgCg6xu9NZ2uBuLW/mJ0Wv/f0HOxoftvLRof7hUn8+JzCuNNB141N/rHOV/TAYOGMUCgKhenJK5ybMoigidq/Px/f7Hi+Gzt89LB0XioUKNH4+llCIbbz74+QhQWYZTYvtS1vu7Z8YJzwVMCUEfCfONNh9M/sfH1dU6zbw8l6rQewACga/e3ZP74VIO2M9BGEkqcD8SHPp17rP6Z6hcq9FRqAWMJRNRW04e7ZdMX+tYKB8KLqU9JMTw06AEAZuLcsz/ZK+fk1/UD1+O81xOeqtpN6adr16eeOQGwN1XSgULtujnjVPeH8w5z78k5scwixC5HimXeTTRH5ttevg1RXcV6JGsKDiLpMvI9cG/JyKkXtTcAQOD5IpFribbqvzOcAEBoQF0MoBlnM4wAHANYHs4TiVu1xV+f8TUtfh+vWKQyEmEq8aoSDXIaJSuHC7f/verlGyfGumM6z6rnPmoGyIU7TxXAXt1pvznjF62LnGXCa3xpdlnmsuCpV/qLbwRYK7fFEyJ6ddI3IVK58fasxlwtJ0/68qMJwdc6lNW6r6PYqahcgTAc6bW+NtxjOjRWQwAdAyIgiCoGvu/j9w6EP/blkXXjkmb8nrsWtcUPy9N84IxAkuqM24XXQxvILJLXVwcLbXrNH9U5Weqlx7618MT1XS8PL3oTI8mMlZlde5ba+680zbX8/tId17vRz9uC+Z3B2xCa3h4B8B8A1iJZcbw0XRvVE0BDAI3pw11Nxq8ORmhArT5rCIBkg/kGAC8BsOMCtdAD2y11vx8oKWMgKYQgh3KsitcqawlBPuPZlEwehzZq/+ma7c0z3RqA9bJdNC56gHv1188dy/7dT59NvWvTKS2AOEAUZZ81kzFMNi9P1QQnlFLdOKtAqRMl69L8ntX/sHFH5t2r9/TUjh7uSe0eMRIkU0sJoCcMKXxIXtJ+Uq8AQIoQT1mbOzajy4AwHBFfD91y7Q0BkwEWBIgx2M65Lj3+rYcrZn6jWlvOSKVlaO9VGAJg3k00Z+ZjBm9ffgTgEwByHv1qVsNrz1gndfZpUK0CWMMFrXqzkNSdsSLZEtIPnEvXVJz8Nubgp3VCI2C+L2cfn+bH35rdXf3Upqd3fnr3zcu8Cd3kqv7hZQ0NRRYPWe4YuXniNYcpwiGpm7SIqw42EILJgqzBqK3u8Li6c31ap1VVSHD7/WtkEERFUyK87uvHqhymYL7jy8hf9GVge63laNxNpwQWq9aEBABIxEii/YRuRnVSaa3By+8NRyeMybUi7wOJfRX/ElkTaOc6pMCFeUVvffaMFdYPRy22N+8OGCswjs0Y57oM5o3BHJk3Bm9TaHq7R3UV3/ryH+3ff+kPKRsIhaf0nyL7st+VKAED857gTEfvN1142BiSqalpSCqK7kNyNZ7Hjchbze/tjMTfZzugpgtRaaNZX6D1x39QsFefIUZmysCJLE4Zqzp45xPkzu3v7eoM2HIMfCL8/oLWxZRMrQnQxqKi9sRgc6w6aw1sUiYAEDC2zN63O9/gtopUWQHAHHVrDkgRYRUASGEB2+9f21N1T1tb9upkZsmaPwYzXrvp/FMztum93mIA+Or7Cw8OdGqnrTCVfLEn8mDGWjIm+02f6vEQJWmIGMEYYbhCtw4LrP970G0uUdYTDsS6SLnaCe0NR2FE6g2nvKmCdARwAVedhTUfM5gj88bgbQxNb2969Gt3PeFYJWuX/Ti0TDBijRKnZ47/pjSk9nuHgdgSAD4AAjRiE+wWCcNjLiQb4egBrDn/fCTG9No/eJaGH8poArDyHmdrfYYYmVxty4zEecImuovpAeymBMue2/LUgqGI8bDMqEoJLjQcAwaTEvje5+tNfxpZ13xSFeOMR3i1o+tIrsFbBwCMId77ekZD65OFU1b9qkzzTzxWltv8h+IWKqpxJOSEmNI+kBjHEoAImfmJgylOeRUA1N7uE1qOJDcwSqYwGPpRjpf6lZCawttBiIWlCRZ5meF1rjHmpzGlPJFlOC2MRH1UUi+rPSahzFX9vfCQpfzyVVAZA0Yb+CZnnTyj5MY1JgTgGJJV64MAanCePPlQ1NIC4A3v6XwBTM8n5lQ0eBHmdwZzZN4YvM25tcn3JwB5AFvFfELD/p9WpvvajQvR5JawIOsgHLZKMCaDsWJ0DTRhhh7DAAaRk94LjmPoGVxJAkq8xjTSvMEyuABAelQlXS+FUweGFU3hbYYxT74Qm5jMFgEIE4KRLENoNnmFHp1RXbN6s18olV/p+kMoM4USGHCeTPLwkdQDTU+UzLJKJVSO8eWIAYCQuLXBJ0b66WDHo9rWn/+irRYAvv+lnPr9r5jtAKCYNMOhLQWnmEFeoxq5KTIGkX/L2MBUdMYa+XphX1ggChu1bxuYszEgPOtb/7egai65MjnsoReFo8e/YljqWCU3LP9paAWvvyy31YQRn4k4ko3rdUhO/m4kDcBE2mg+koKHAwBSAZQNRy3+K/gI1xpCyVXvDOaNwRz5P+fHnOfyuL90BysSIv9Z3aNuf/mf15T4uizF4KgRpYVZcDpWguP0oFSHtu4WeAMzT7iFOcPIcq5Bqn05AE77J0+pUwiHBcpyAYgHYtb+IUVby0Cyng+nlo/IYsfZI51IbvMrkIxBTHTGOr8VYc6xk+mv3/uPdw499Gidj5IpBXNgDOHTzyyYMZuFUHWQ08qTmSLWwsBBQgBDrpq18ofBVEFIdjDb/YIlPeTnKwEgVpHeIWttN6othsbpJyQgHCnULlbyfFsy13hvzFqj6LimSz5kAJyetdmXyFdcTxDupYON3zToAULcB4Ta7bXWnoSPBOZwaD2SE3k6krGeI0j2n6hH0s0XAXAIyd9BAYAhAAzJtpXnU4CkcSgDcGQoYr2qZvRXD3OvcXQOXYMTzbuJ5sj8zuAdwK2F+9Rb7vn3l1WVbgWQLC/Vac6pZkbjAwhHZ1N9BHqHOaTagURiDEA2dctpzSOOLpaDiKoi0B7Xl5y3fotxZLIOgXf5DZLTHI6RZJxgH5KB6mwALQDGVQaN1RI39w9aconLlFn6qTOMnLcaXKv1No5mehKHXfrJ3HJeJzWv+/oxq2iSzJRXU9wttpMpJb5CXqdMxgQsVA4QAjz/e/u+MK/Po4gjujxnT6w6o4xkxI6xYTEXFeGZPy9BDqEsyEBNfd9YsoCG5MGU5/s6jI2eacaS8Gxg+U9C3rOundLZfwsXZ/wwP6REyGRKrRIhZdtrLX01vwz125fLxZyImSZnL6Y2mjEDuLDSug9T1UdnEzM8n+U3pJ8eeHmoolVm3JvS9N6pDbbkGz3XouBtfmcwR+aNwTuElxr+7Wd3bvrGisqKkXxKGBISh6MnMpcAxIzkShGMkkGisunSykzVgDGG1q5hJCdyBP4jGP9YqLzF284tNpSp3at+E/TyBpQBxHA0YjmkdtvGW4dTI385WLlw+5cfb7fo4lWYGoMoB4BYlG/9wj/fVgYAqeXeVkJw1sXEfNWaYNMyXXD9kgd34YHvbd6mq/al+rpNYVthwGhMj072PU5fMj7Ntx1QecPuFyzHf//dDIP/zkoX0wkaMBSZ9zUOxb7oiCvLxVn7HqsSPcwYWQoAqo43qjreOPLJ4izxP06+Io5EHUi2e3QIFrWx9J+iMWedfNUKo4KJTfsuMpnkHvy0CY7VUsOq34ZmmhhtSKrQXqwPw1wm/2mYhVj2IuvQvhPey221fW0oMo5eTIn0cpg3BnNk3hi8g3jy8ScfEQT1KAAjANTvyTv2yA/rlqpGLYuV2rYPf6Z4M+9LuNL2dJ/UNIdsZFReQQACrSYp9M8YBRDneOb+1v0tKdVrQ+X/8bm83btftNZtr7NG6v43cEifpdY8/upKw5nm3Ek3RK/beqYqZ+Z09XGv3scSyh7wXK9gkiZ76t5pGBvMFWLrASAO6lv42dNVDCQza9XonD5reygl8D8HinmNz7PO9udj0cjKvMM0FOdZGhXVTKGQgFlnS1ThRHWVKT1UHxw2TdkJxBYY7eJIdBmAPqph9Wv/HCwy5quz9iW4HEb3CLO6hEwLlYv5zeMXee+qyDeMFzV6s3pU0PzrdY2ZqLb178s3etZceuScmHcTzZF5Y/AOQpPT1q66in8F4P8DgPVrexcM93DDEVEsBEoKAUC2a9ID92b3a42x5Vxb7LThKwM2LCpaQgghWFq+DAcbx7//dEe4fHlkEQA8+Kveum98jNYf3mWu27nFXBa5f9lYLKadslI+1puB2YxBdmag5mObd+1+4rvOZ9QVGZkAnisUIjm5Quy+s0OGQ4xrZBdkNk3AGBKeI/wBrVMVI2ZtJCaIHCUM+90Fy+RaFhZ/51GIrOoMe7trAUAp0HQB4EHIjDsDxhCM+bTHw2P6aStx3w2ZSsKp223f1r8MceS+fos5UPXtyOHc9yauSs3N38p19T8lziq8ps9SL+a/v6bS2+dj4BNpG52nW3aOlI4B5A2onmaxfMP4wQrL8LVMaVUA4NG2zcb7S3eELjV4Jh5t26xH8jknAIwDiN1fuuNtZ2Tm5SjeYaiu4s0AtgPJiW/JM/eQkCxO2ZKbswKnRIOULFKLqlFtg+aIeJBfCcb4NRmHX/3mz09vPXs8O9GXvvvp7YVqw5/0RHN6tMTzyVU28FRz/vme/Nxf9hWkeWdd6fWe1uz7zMbSIgAl29W/+VRXMYfkl++HAG4DoH09YmtoSpgmJ2hVwgAA7L/HGPIeE0oBwP9sYTdEOqlmaryvbw/XGZ8SC4l+yrE78R7rCpBkW8nzYQx9vj6LrMT5WeUXKNTRvy3/u0cdlNRvfTpf5TKYf9FD0RT7ErlkJmXSsX38KV8T7w91UkmJEehzVKrLVIUFd8cnU2xPPKivH3hWM+sEaK2Ud6/7a3CmKlwJmDGWcE2JyoK7NZDeSgkjIzETc8dN6wGAgLkYyNkMJhZAcnEpAOS8e2IKAErBeqxidFBWKWcRo4kUTVjI1PkyfAm9xyZGHASMmIR4FgHjrrHMtwjgWwA+BOCu+0t3HLmcgx9t23wbkn3GKwFwSKoAR5EMyr8fyULNciQD+KUAfnp/6Y7/k5PqvDF4h6G6imsB1McV2vN8X1Hv1w5vvGASYkMpCz0Z5IKUPuIjLppgQz8u2huszB3JEzjV8ev65Scfq18xqfXDD/n3ShmmEkLoRM/fDgCDWyo6uK/f8VqqXpSnNL6ZvCcF7jsKKy1Sgj4F4MPb1b+xs/e6EcCjACpVBvZrf/ZpCbRUjuD0thprsm+Dmpw6mEjigWcKVQA67ky8Q//IsIeMyQvBYCTnTZgMQODFoiAImVZxFwuI9SGXaXqQGMz7v1ue8hqFhDbbEMykZ59MNM513HTb5iFti2uhLk0drHvOXyqYYHQf4FsG/lccG90jmOQQMatxckHRGZO27PWHNTZmBYD99xgbxg8KswdLCRu/5bjPQkUEkNSQ0iGZtnsUwOyB/+sAY0B3OOWIpHLuYtPo1rG4sc2TMPiKjKNLKGGiwmgsofJBSlReVrmonk+kETCOMSJzlM0ap7mO7MG5ZzQOYMv9pTuOX+yAR9s2LwWwGcBHcU6vayYm0nXPdxXW3l+6Y/eV3+6bx7wxeIehuopJs9fx17tfu+2GiCxIDHRKbrqgT9RbsoOzrlJZlB5RttuX6AUpFkmIU2QoVMIaAyWswtJGXidJt0IVABBJPVbJRiK/ffjZJYRABSa1h9Imjv3mPfkn979iWQzgZwDu267+jamuYhHJhj2ZALAzYm9oSRhr699l6gm28/kAwChUebmhOfpZB3Q/H/PyRyMVYDABEFUd1+x+3wJJ0xMKmQ+OOaAyHpKaFnymcBwaWnjhZ/P3m1ukqFB+4esaKnc2vud3BRxlhDGwHrd1vytglJ86UmF+va2gmsTloPXPx7poQsoRLKxf8tFLFmuVfSWyv/AT8dUAcPgLhvqR18SLukb0OcrB0gei45lbpYl+EiGcjf28GfTVp7+UW+e6JRFIF+PMAAAgAElEQVTiA9FxrTsREqKBfmOAKYTFA4LMFAprod+QtXJ0KaEgMzX6eZN4EcB9AHouXME/2rbZhKSEy/8DoJl+6Jw4DmDF/0U30nzM4B0GTW9n9977tSMf/PqeBQZTYvmAz3bicGeRf8hny1ZVauJF+aKrg1RN0OPibWGVY503vueAhlKVqgpVD+0rG+41mSpAwMkG8EL4rCGQWZOtJVo9CDP98S9Xbr//cwdXI2kEEgDOIOnTLe1u0U4Yhi8AkN6T8u4/P9mI71LunE/cowgEAGIualfyxR5ptXEw/hH7MvTLEd1DI5IwFK0DAEXHNY+9v0AKL0lZAgChpQ6MvycfAGCpHz5g/KtXiX/Ebgad6genvBrFBRSZPfv+sOGFEo4yAgCesO74Rx+7a2lMEibdTEzDm7x3Lyu2/c+RDsmnzKlqV4mQyVqLuazHIv3cylOP6N2ZWydrwd40QwAA6cvdOWdeyH2544W8AiXBzbjjw64sND5e0sXrFB+lTF1+X7NVVYiqSlROhIR4Iigk0qrG8/SO+NVWGV8Ot5792fVo2+adABwAbkZyLszE1YsVLgFwL4BfXuV53nDmjcE7EPYF+lK77LxT9ZADveGU4gUFrrZ32w7nEQK+PZDWfdiTP9uR4WrdYE7bAvH4+puO11J6zpWUEht19fSY0gGASufcMuaOqJkAFGDslhvPFODcJCYCWAigCcDhHzzbEb17WZkFoHoAXwr5uY8wBvv5V3cm4vHXf2LZJwXomvg/2I5LG81JuYocoWrwXxd5Hf/dXQ+VYez9BcuZlpuxCY5sETXaxz1LhN3BgfDDWYeYU6gBAKbidDyoORfEZfA+vKyh9X0FbasnDAEAqIwwSti0VR9RmawaNEGaiIARjIFBJJiqwXQ+nb/TpphLlZPWSjlL52Rz8pITbkqx3puKaJArndXjwdNPF8xsCM6iSlxBQuIAAHu+vfTs/ROKyW7QLCqapeObv7+/kvLT02uvIzec/bkefOfRts1/v790x3Xpj3G9eGts3OZ5Qzm09ZHm1kBG+HQwfVVMFeytgYw1/ztQNdowWrTjlD9j1r8JAgTS0n1ldTcfrzvfEDAGd8dIehGShWSIZLBkzEBlnVycnU0XJaR+b/5MFaWVAFY4MuTaFTeEDgGAqFU7Hn3+jI/jp/59jj/Di2d+rVuSWGfYKdWZJichQqC35fus0a+kYfRjC+suNAQU6uhyx3BDsWV8b7jCuiiwOq2BDkpW06d6liOhdgFAPKA5l+7EEDb2krGoS6tylJFhn/GQqsINACmGSF40IUw3NIqa4LyR1UqhZk/wLwWa4B8XKPHbLNMaCU0Oj5DSI180Lt55gyU+tE2YU9/l2AhJYyq8lx55DsauT2rl0KHU+j3fXjrX1pNnIfScs2giTEx0iYC45OXPrR9q/lNRw8hJe6OSoIlre7dvOHYkJeT/TzG/M3iHUbPtQYLkinzKRBtWtGfCEe00ierzYSAZe8YK69endU76txmD9NSRmjF/1FAAgIOCoLE32VNYN5LoI4oiIRQZRShCx87IF03te/h/urO3/dm+d1FNOC+7MD5ZVKbIGBro1PQ8+dO0clD4ow+krwYlp5CsuNUDACEwCFrZQgVlECoLqzJXCEI4jqiu/659ybPGOVgLAPtGslqeLy5kz52sdqV/rzkIkuzbEPVpJ4uziIpOPkqqfrGrZmHnqP3otqbimk1lncf/832vGhVGI+c9keTqVlBPcmJ4JP4RuyH+Ifu6iXmO67v0nMYUkiX5yRxrFQjiY6RL62RznoTdI9Z9DqevmhBMC5hfKXKMazv2q/JasGuX98MUmtuzI8vZsyNbw+ukZlNWxFvyru4UR7lvWgzn/wiferRt86/vL91x+M2+kbkybwzeeegBtGF6xdWcvtgJmY8zhknJCJWR4UFvStnZJi6wnCGdRFK1+kN9rdrm4Y1nDysFgJ69sR7GIBMy/e+uacC5+9ljpdp/eX9DHs+x7PPfoxzSf/NwptszKjgIAN1PRuujX0mvQ1KcbdLHS3lWneL0NRr+qDUoQc7lXse3//pdL1lXpw0vmRizxjlYvsY5iCr72KFHhcVsgcfV0uVweJUEP+nrZxTlioZ1I07TtjUVFwFQdrYWLlnxrc9C5GWtCigE4EhxZC9CnMKtSAbc45jSDwhqpgA0TgtDXBVxL41pnXNb7KsqGX7t+WVl7/3kLi/HsWtmDBSJxq6lITgH0QCAHBUWeTssOPD9xQFOq7SKBjmYtXokkVrhcVgLAoWcMOf+x9cNRSXyzpZFe/MdY+bidNcSxgBfRD9g1Ueyzz4ZAuAnj7ZtXnN/6Y63jHvvYswbg3ceCSRVKy8sIqrF2TQ8xhCJB8XDGlOidmLSZwxhKSIcPdWZv9SaSOxZmtddSQisnaPObgC5ZQnPnh9s2mHb16uR/vxL50KATNPp6WnT5UeC9JTepJYRktyZxCT+TMtQ6vDnnrhjnaJSqqj0yDff9doUY0AI6Ncf6zHeubBSVRVChUNhR8yv+JiFS0NQeQU6WgGeZIt7+d3aXcJawgjlwJDWFuv82vDK8tsSPQff7+hQczShhZTAAQAfKmyt+VBhUuPuO8dX735ctbeDkTgYEjoX4WgcRgDDAIoAHABgkXUY8eVwNWKAHdVLUozmxoqIQZ216Cv2kZRycdtctObmjnGBkjHT66qKkURMHCZU5fxeo883bmLtzbmZ0Yi26PUXljXecMeRLELAXYt7GDnmuLYfalaIWYnx5miMR8cLeeh4ITdCODZkX+jvLXl3t9OSHywAIwwA40T1SrN/LhtP2ND/lwNrQpLC17UOZbF9Z6IHA1HdAgaSDbCAVpC6P1n7WonAqSsB3APgt2/UvV0N86ml7zBqtj1IAXwJySrkCyeyCIDDibAQDgyab+FEuc+a57cRAlM8KE6RZyBElT+7ccfp39TfYCRjpCX71cTNBEBVhav14+8/MvbVDy1UZU9sAwP8/g0ZjbozfioOR3Pv++FQyyFhkSMSF/m+cYut222fpp3z848+11BTMHiuwIzBG/Bwvc8/7hj6/ZM5JPqPTqNq50WWxudq/uLpFF/wV8DAeWlOaer59QOMY72he2NQ0ybiFkAKH3VXG919y42jwUqDh88SQw4tVfL+9anNLa+eWjir9DQjLOYvYT4QpGut0QPGtMgqxuAGQ4TQWfR/GIPpkz0H6Yi88pK/mDmQ/+HYgUUPRVedPTU7eXDhvtEhm5VSpg72plbOtrkrqew5uKKuJYPj2BXpFKkqRkcGU9ocTl+aICqlx39ddtR1zGFSEjQfmLmSGwAIp/YTAkWVr4+cBaHMxYmKZ+2/HjOYsiJ5lz7i6jnem3eg4XRZ+VlNr1nRCfETH1/XUKQR5BiA4vtLd1xWrOfNYN4YvEOp2fagFsA/AHgQ5+X7A0DMr6kPjRjrAIDXSm2m9JDP12cpZyo1AwCR1E79KW+7usJYGJU0xWAM5jPKgZQTkpOqSFYAK0qUHW7uGblnYSC8OCU5GUqqBEISxgF6lI+SWYusRF5ONHztN2OUMqMvou3+6pM3aVteoQFDQ9dSMnU3yxJO3cvCSPRGAvCoLH4dfcMpsJu9MOgpjPp1UrFcH/lg4qI5/BxUxUQSZ8YPpsXYsKZ6tnGKoA7mLx89syDNEyt2uo3thzKje40pWiYTFXEKmhufXrDmlT2mu7sFgqv32euylOF1fw66NA625MCuioOnm/LnZGQIVZWcBSNNReUD/vSc8XSeV7IBSN3tmScXFA+tIGTmdEpFpt3H9pW42k7mr1BVyusMMXdpVc9hmxykmcvdG1WFSK98YV0CIFNaYwoGqVEK8xW13zrSb8oK5w8fST0+sM8ZGD2ZUg3AdK0rDqigdBXcODC08PbeFddrhyApNPbUkZWHR/zWOfdjpkTtWZA62rssv2vPf6566qHrcV/Xknlj8A6nZtuDRgBfBvAVAFqAhXSS3NDfnX7LTOO5oHQ87xtHq8EReeTuon2RClsWE2kRABCJRWyt8jH9oEJEr5Imd7Qb+75enQZCYkiW8muT4zBq7iAOcpFJIT9t/OXBcetmSaHCxIpXPNn7YqjKmBvPMWZZGlwtXCCheG/MKtH2hAY1A+GI8agnwgfiNwEADLoOdV2RN/SxeDazsRldKxei9mrr1RPTK5AnKM8c2fPEvU9PVvz+cX/V/v96de1qAABhKneru4dwmCZlIT7t3a/9jXsFuQZuWUaYS32gzOML268osGqyhAd1hljQM2bJlSVeX1VzZu/Cin7BYIoun3DdMQZvz5mMxv07qpZLEn9e5hQLbLj1aFde0Uj12XEYOZ5yMjqujVoLgvaOl3KGRYOMqntO18lRLiTolSm1ECGXbmDPt5f55ShfgWsOk9OXuvfm3THgDEX1kaDfEA369XIooCPhkFZMxEQdxyuJd3/89cU8r15WJfRowNz15KFVqqJyV9S+lBPkvbYF/s8f2vrI9B4abyHmjcE8AICabQ8uAPDjG5xtC1LF0MKf7bwxNm0rrLKx3IdPyIInPjm5BlanHRr7QEENGFO1bnWvqVvRRtNoxPpyX5Qb9NQMfKXqqGIWtyApo5As7VchWdpJJ2HT4wpJmMdkCZ8K+o2TqzAGxkJ57LSin6VnAGPKgn89epxG5KSeP4ESeLJolBnIOUMgoYtEyRgzsQqQqUVbjGE85tE28nsM5QTUOdMl3r20peFfb6+vBYB/e3Zj/cuNxSUqO1fBzd3qbiM8m/H+xL979ml/N76E4LK6l039iIAc2lh0IlGcdmHPgquCEFWtWNZ1oKh8gIgaSduwbYnG1e+YZmyWrGnbV7Wi84rVRBMh3v/6gzXdiZBQApArfg4XQ9GQ/b5S/erZ3i9f0rV7RW3rnFb3jAH7OxbuOdxduOzK75cxa66/h9cq/QA2HNr6yFt2wuW++c1vvtn3MM9bgHuLNvke69j5l1WOLg9H2XtG/JbDvoghf+J9LpA4lvfvx9P4oOQ4/zhxMOxUCp27U07IMXuzvEzjZVnGATWfb+33kphs8t2YVcAEKgKwf6igZccoL/SGo5p8RYcx0U/SLrwPQtSh2z64N1hQNmQ73Zg/mX9PgATvSBxPcNz0NpSMBXUu9ZDZrUvFqEcFoFfThBZiTXVpdgsRabFip2Nkv/lH+irNAaFTtavDqpNNfjZVRWug35KIB7XLElaERR+6CCMXGAQWfPxTTxdRCvLL11bs+euhytUMdEpRGc2OnSaamf3ySrkuR3zR30xic9ulzAQTuZbwpuJqXPNEHkJGh+w5bSfzc1qOF6SH/IZpvxcAqFjS5TPbIjMayrnAiaq28Ob+9MJb+tDxQl58qqDdtYEoSNeOyyfjKbwZdHo8Y8xly+vvcu4ZY/qW/ri1O8jEEbsYTqMXZLjFJT74pwNrj3WOpq+9mvvkRGW/wRGtQrIHxul7izY1X+m5rjfzxmCeSe4t2oTVqR9rPuh+4pTDGLy9a8zZJyl8puCK7Mt95ORSmlCnrY4IQA3N3kHBlHIu+CrLATYyogx9sdwlpWq1lFdbqu2jZ765vMG2X3LmRA2QOU7to4OiFiCTK3RRm2jc+t4DcKQHirS6hPXkwYUxAAQ69SgtiZwSSsM3KhLdrcS5XIAQMBYBEF3wVIw3dytFEAU70lKaoBEHSAxBPpqynvqpg0h4SbtNXEFkogHQz7dza+PrZA9T2Xho1NgeGjYtVhXODgAaD04KYbKYgEzJvFmSO3zwXUvb8uMSl3j4+Q3uUFwzresLGxb1pCAaIGRmqQhpk0krPuWTyBXq3hCFpSkphhOKTX8d5RtmszTMu/qG5lSOu/q0TsqBcy4Z77fkBc9ExnS9ieBE0R25ajcaATiiIkPrlrqEgNLKKBlXRGIBPTehRyPaXG+PvcjT5ih0EVPXaepQ7ZrIsEmIpwFA33jKqT/tX4doQnOV7iymWLKDhPJsYtGw+rGOnY/dW7TpLVlUN28M5pnGKsfHWpuCv3FW5/V8oG0o61Dq90/ncmF5pirZMEThJAqyzdBqUlky/54yqH2Bf9H7aSV1GFIjWXp7LOeHVfWDz7gLyb5gRgXlmIE3ynm8R21QwqIZhBgJ1O67Prkrw2yLZALJbBm3oNsVqU4UckXRbGKXhwAs0BilfCooR/U7xk/Zn+4j0YWWAWsHyyYMBIQQcJwXRv0ypFjzJ26SH+BkIpNsJJvAL4p8IL5btTK9+ROu7kCOBYpZTK7mVUjGAcJITaCbCKwTPj51YlX4/96/TTZp44b/eLH2wPHerJldJQrV01TpGNGrM2a2UI/s0Tznv+K+APEiR318YWo+0/BvuC6RqJE7Fq/syL70yLmhtSRs1vxQVv4NQzkFW/uZv890MDKqz79W5ycMDk5ieRq/kqHo6ClFS2c0oGxMdKIoxnoijoJWf3prhzet+Vj3gojOEWVKgutkCnFeqZHiNMp+Q0q08ryXTAD4e4s2bb+S811v5uUo5pmNH1ACtrrtcEJwxycrZOMFKfWMkEEAEpwpR7G0fAUspnIAiNvJfk8Fv2doi151x535qsT1EgLKEyVUrPNl7/RkT2oNUTfZb9xJtprPRMd0R/v32H53MC3Sqk4G2AiBcsPSpmIQKAA6cV6vX605sVyzTNXqukMlud8+sZIcak6Qvv59mStH6nUp0f4ZPsvY2f9KAKBkMKP+adFHUx125+/POKEyV/KiEAJFzOIPG0RucaiWq/MNQ6McTbcG9ofimvim732y/8WTJatmOP8kygljAWOT15tKgkmMYviiT30GVIFrCW4pPh66YWGdatK+kaJuk2i0iVkaRl89vEbVFt3Slwawa1uhdxZjX1xPFBbkw8qZaW8qRKe26zsBQGZcWZhoNpqzQhs0RmmxLc+/1l7olThR3nf5V2WyOSM406Lgn2q2PThrCvObybwxmGdG7i/d4R/bw9/T8SOxAgAYEJCcxt2hLSV1vg8tU9nyihAWZJ+rBeDR4lkkWLyVwrpEJrz2Qq8o6KVyAANbrX2NAlEzogleAkNAaOTqjb/RLiaMUMEd9umP9K8jEjPsfcCu6xxNqw9EtYefO76s5Q9714u+PssAYwheeH9KubZGtXLjyTJo1cBcntIl97bWbXj40PLSmqGXCGETed0BABN+eg8AhQ3yY+oIb4bNUiUS45ChyXMaAEAAxsPOVJILAMQqF/JbPcsiG0NVDzTc4IrLfNFEleyshPls1q9pmektNU/MD/yt0MII5ta7EwCjpM/70eUFiQLHkmsfK5gbHKd01d583HHpkVdOSom/bMGWgesi3UAYim3NEcnYF/fM9D47rV/LxvkZdaQox4zWPP8qS7a/TdBJs2pNXQivUQ5wojrTTooD8NuabQ++6VXUFzJvDOaZlYc/ve0JgHyGAW4p23o88K6q9QBgGFO7CM/bGODvv0nT5VojHOu+S1cezeQqCVVP2hf4VlFORao2eDo2pu3YqHXJkkyHlWZxRP93sVP/rKaOJEgyt31kfHILHk0xhF84sazuv3dvXNHjTqvyRw1ZgqoGbstqtHFE7eCI2oE42oy/1PaQIG0O/jZ/jAkkAQCMEagyGQj0m07f9/5j5hef/B/rd76+o9mgj7cCKEZSZ34pAC46oNcNbNHyPXdoj7D8zJXRQvMFBUTEFvVpDk78K6IKBkmTAA3Hj4BNVyy9ELXJuJzJmL4KJQTQUT1ococyF0IbisYgcNO6sr1RaLSJkx/4zHanw+m/orTKy6H8g521+tTowUuPvHwIYKcJtsTQH6+frhlOoOyx1rI4OTHjsQRU0MulhrRwnmBI1Osd4X2Eqs1JCZaZYLIpIzhrtzwA1Uimcr+lmDcG81yUyLLsp70fXe4J3lo+6aaJ2zhZ0mFH3+2aWMJGC8K5/OS2lwpqyC6G99yZdTJSSD2mkNewodmTSu5uuN0/pLfeMJxvSAln0XoGuBlhQyw/KwZCegFAStFOWfpSog5WZvcHrWIs7wO5R4o+kHukqPKYZ5wbpfnG/9ZkQUMt8fdak6tJQuK7t1eNWAsD1b/862JBkdFdWjyWF46I5QBU4Nzuwt4kF4LAouiwbGCr9ohq4M9rdMN6LLm+Dq0lfq6vsaT2mB8+U2X7n6PLtU3Dey/50GRqUF5NcbIAN6N7QSnXdV7yHBPPIBS/bg3vLw0L3XF3Q5YgKjPKgV9rCAE2fOfQckLZZbvS5nR+QNR45TwuzvpmelfZllKttOn3MgbfTMfzGiXPkhWs09tja+yF3oqUIo/GkuvrMGcFmkVjvB5g42fHHeDE2WVKzvKNmm0PzpJa/eYwH0Ce56J86jNb8atXD3MAtk68phuRfJzEyr1lgpuoGCUMXhDYQQhJ0Yf631N+dJ3IKUaNIPMen3HvS90LC7z9+m7C4JFNpDyUx6XLm2OdAlFHuEGulgCnEAhnq1q+K1STOtnD2GoIN99WfXwtkJwoWv5SuL93e84aACBxYiRm5fB/fuqQffQ4bfEHObjTcsaFLLlbo03EB7eLw3+vXzwQNRNXLCH0kwSZNGY0AbN3ER8DITpFR3JBzrl+OEFtNaRGF5/f9lP/yHAPfyZeAABMw40nChyXTg9ViYb1aHNYgD9B7NIgEdjk5EAkNiIcCs9JqVQY9FtilRnxC/tKvxFk5IwfKF3cW/ZGXpNQ0IW395pEg3RgrNmeNXt20xVjUTW0TTZwM7hwCDAu5rLTei04tht22QqAETK9zzSZSFfgmZ0T1TSNKZGvMcW9hOCkITWykHLsUkF+DsDixzp2Pn5v0aZr8sGulnljMM9FWfq5/yIANgJI/sUyNmoYTKRyEqzmDllrbZeN9mY509kXcW/98KHTKxd2rkwOQ8jvNjWZuiSofzMtMnfKGvOALIdLySlOr7gMqdFVumc141QimTAbc+H2HRBCChdblNojG4gThPAOY7CtLHMwt3Uoa09De1mENWlGE2OaQSRbPnr4dp6uLhwc+4evdNcZPsE8akVCPRLOKazQ9468/I006vyoHy6jQ/FtUFPEJn6ESCRD0cA7tEE8ouhJxvlGIAkLG51hP69RMsBYQHzOd1DYFXTxTdFsElGNAMB7oxnxktRDTMPPYTInQIhPZ526TAisgdjlPABQskSr+FrwJImoczIIsUUZUYjc1XbgumxCAV2GqtL9GTnjV6RpdKUQAtgKg9kg2Dd+2mrQOWJNcoQ3XzJeM5dzA0QMKtlCSGmgEhuQDTR3ur0hYGNiHjut17JOXQICOwCLrJktZXgCyjGzaJDy5mAIJsgD0Hxv0aYZY0xvNPMVyPNclKWf+y9i+fuJR0J1Reu4dK1N2y4RIaROVqfaivynqz/d6tPZ45mUZ1Ny759+fMMg3RVr4s8MZSdqSDT6pbSlKiPtTKEBTlBXGn6r2c0PcueqQRU1Do5qvOX8Xk+VsBZAvchLSxOyYAKAtP2JelOvUodkX/vkN1hV+lL6jmkeeqz39O6XLfSPQ2vE5Z8YiJ4cz4hEXrTJzMQJZXmD0niz2RQbFksDd8uHi/OHOafFl/3M0Zoi4GzsgrGYjo/UGwpjSTkLlY2ZPtwl0IA6LaU2kWNtCt5SXnnh6xdFUAPcWl8TsShrAYA7GWkx/svgJSUlGIHL85k1b0oGETAZM1j8JsWuMdE7OR4UfHu/s7QtMqq7aDbX5RKz8fXhHHE9yCX0kuzSaW6VXyYCm1J7wOLkOBI0BqNSQAiupCDvDICKQ1sfmXMc6XoxL2E9z0U59osH2IPVW332FYPVHzGOdHzy3rss0lklZCooiZovNcqCXpkmmCZLXHvQry/WZ7raYndbfUqxpoaBjHo67Qusuf6jABC+J74u5WW8TNqELCksVIFLukKsLfJaXwl/UtUQccIQAAAXnWwPeW5qolzuOM3e98DtYi0A6LIHdrm3WgUlplUtI4P6z27tjjS3ZRiHR1OyQvdHI++pOJadLkRd7zeO5H/EOjjkjusj/7Dnpnz7SwNN1oahOrlaf1JepAsIR8NRGlBvnOmZCAO+CihqPzg6rfBsViRqVuptq7gbPAeIUV1FFKYyAg+5oLXnNBgcmhbXofjC1EoI3HWRcLg4jIUC+iGTJXIpH/jlnNNjpvKZUjEs64jKN0RtCximV6MD5yTtNCbJuvieNuv+7y6ZadgVo/HKi+Ip/BnZMEsf5wk8QonyUgpgVPpoXqyXpEiEjQtMPWVYnyy9ZBK3Mfm7vcxbWAjgU3gL9Eye3xnMc0kebdvMA+gpFsKu9G5e/Mo3bqoEmFR9b+vh7NWjBMAULZhoQmg8sH1RvK8jcwV4tZW/dbyMgzqwHJ6mF9tLbqa8MmJb4JMpYbgtqxFKvxjZ+/DSdCZikPBqFBFuiSIgMLhJs1cyk632JnmvuUs20jiyyPQ+DAAAcaT9teqvjhrSauUaxqAqMj12s94dHJdF+Ws/v8ORXTzqqqw5k7CYYhmrtD55mTa4BgAYg//Wb91ZL/+q544LFr8BJIvUZvSZx8qdB6UsayxRkHJRRdRp6JQRbotHRwjMwuvBo/rvuebUtYwB0eDNZR1Sru3ydiTXAF6Q2z78uVdKr8XuQITa8h7jiDaVlyazbVoThiM7I/ZsBnLRHRBTgW2fX39aSVxi4r5MGEWrt1yfyzhylYFyxuiqQANJS6wmBJcjhjcCoOjQ1kcu2gnwejMfM5jnkqxyfEw96H4iR0fV0vUZo+6iAo8/5bbBVkNpsA5AF4B8AFBU0rOrZdGZbU1Llo6HjW4hiCHCiAeFkdEN1gHP90v33rB3JPv1obB5UZbNs/v2/MYSPS85dLZEirPaPdC61Bzd+sGjWfFxzSGv1zIiacFl70g4dW61kCpIJ8CsX1Z9qWao4hMDZQCOEAKVgKldTLeyN6GPjWZzkexMt5Ju9YsrtAEsFkJZf/n7olOd3faeo02Zfbv6S5byvshRGogZzruG5uxPFGfVVs+HHwtni13j+W8BPFIAACAASURBVIpZU6+knNNwuiQyNSLCNeleGerQPuYuIzOceyYIIIg9Hn+0OssG8sY6bYyWyJmy6t6574IuQjofb12uDU6RCXdQKTPE+KMBlQsoIJbZKn4JAdKqxoP9uzOCYMQy0xgAYAT9AAxkjtmShCFVMy61qSIdVDRnhQ2v6BETwga0+WxAM0yciVZIZBACS59Qg70IRgCxe4s2zbmO4XowvzOYZ058+NP/eFuJ/fQXb1w8xlvXK8ZXI6krEzLXNuBJGZQUjj/Zl5cx7LcVJ7UeMQ4QhzasvlYaCWot60e8C9IHyxaSaM93dm9eSTm5/Z719VWUnvuSDESs9a6YmSy399XGY3zTX351U6VmLLHPMCStJnNqyckCy+9r7k5fMr4YAI7cbzih36gfOt5fXaqA8xvUkFy75VREZ+JDfS+nqV0HUm8HAAb4vYv0lHHExI8Ez5ifbbIR4PwCq3Dy82AAwDQZikSerTG4tazqcp6l0OtpNG1rKyW4rNVj8nq5tvrgzWWXtxu5SjhO6fjIF7ddkzqDhUK4fqthfMb7Zwx4PWpr6JD05hjjZu0rkQjxAdex1NOMgbX9vUAjhYXJlqVxK9k7tFFTSSUWMnUrXdbTcgqVZ97dzXgPgMtfoksoWnptguZGuY+rDvZAYDzzCDIbFwy0MiRAYOWEgGcqXIQinTH4EaaFh+96ePyaXPcKmI8ZzDMnxlrSImPH3NbOak1gyZJIhFJgx6nKyJmRjE0AQBLySYM1uEOTnliWS8ONFSzIf778WKVTF3H4FW74iWCm8FJ3gSYii/qFKeOMEESQXBEhpvAnDrjzHe/KPukD0BSLasYAIJ4qrlF1dL+YF2RCIx/g3FQHwAlcKGPN/ACxtP6tMJC+ZBwA1Py742P7PqtfY2THg/EvFnqFo9qUXfmlqIu4Yl0HHAYGhEEwHEkXxxjFahKXm2SnqTJWnbVHd2Jw3XknN5z9yQLYnqV1ITW/JEYoZXhubHl43JZ5WX0FSCThMb7eoVyJIQAAYcjvBGPXIeNydhSF5vz1sU3H6m4+rkvP9lxRqqmeKEcNVIlu0HlndfoTAmzUe2sr5FDnjkjK3nFVXDvTONEom3Nrh1cAQOaK0dCJ35TVj5xIWQoQk8bH1uY/EwsGirgO93KxNriAG8p5OX6GKpiudjvTPQDpljPR1oSJqw/laequ+jmH+Fxlj22KYVEGtABhMsmJHWZ92hUQmRcMHCTyL7gL/3x1F7xy5ncG88yJLWse/gpisc8KPa0u9miOtCy3X21qTfcMPCemmfe4yviIxHQGdeTjDeHQu53dy5BcSecDyRXfnph1988OrJdbvQ7nXSv3+6yGyBoAOOjOP9QRSqvZkt7alqYNlgAY93sMp5/9w4bkRGCTdvO1vvVg8Jm/rbOeTf9vBKAFYzYAyqYf7Oei41qPrTBQTCjaAHDDrwqRIw8YM0RRDcaWpJ3x35jnpCsDebo/qns0XcY7vWW6EVUgFkbAazrce407z9QpDkMXJCXG+2NuJHtCn4VFQBDXWvnmpxuPL+Q4lg4Akkzl506UHnv2WFmidTjtfAMyK9Y/HjnMhRIrLj1ydmS7fq//fdUzTpTXE4MpcuiuT75Wc3lHMc8iMdS8Ue+dtbPdTMiMxJ8KpR0eVcRSgFxSCiMR4gO9r2c2m3NDpqEDTo+v18iPUJM8sl5TBwDp9fF6w7A65x0VA5isp3sChdrVoFevpjpHogAKjv3iAdcbdL0pzBuDeS7JFvo+ka4quc9s8q+q/FK/zk105NBvs2PMrWo1fWHD5z59OnbXRwe3EApKz3lH+4CpvYEZAyIS3/4TzwJ/nyclIiscmhVnhQrqeFf2CZeBT4wBcA/1Objtz6ysBdgod4M3TkxKDnWTXcafa2vJOX9yCMdbfYgnsm/c52sUrWyKq0aREP3tro2B+xafaP94YdOqmMy7H3pq02jTo+EhlOVDigd0nnVmQbFoc7L+87hL9CUunORaGDCa//FEtPQL4drubRlH2l8sri0tcZ/55tdeC9ussckVLmPA5564o+FIT9YlJzz77w62Ekm5qkKuN8sYCKLUUlbd7RE1Mmd3BCzOLE8J5Rh34TgCNlgkRDqy+biuRAxXCYRdsZzGsCy2PxVyGhnIZWUzSREutP2BNa7uG/U62USzwBjSDkgTqclzggHxUI7YlLDxy6ftEFQmg4AHIWc9o1DBoFKZuVVxZoXUOfKjY7944IGrOP6KmTcG88yZm+r+PZMUSx/Le+/IqlPfVyyR2mKCIXFdaXj08B++93QFIck+v4zBzxjGKZ3eAvLJnqKXHtpVm6ka+DIqqB7bAl86ISB2MfTaTekt3HCfg732wvLVikI57kaPh+jUVDAoxEu2cx6Srf+TpphMNGHv7DuMMe8KbZo6tvEVf5DTJK/HGIKnBrOP7WyprCNg4/tu/8PRVF101Zhf2/euL93mow6Pz7fAyUUd5psFqvTc5dl/8tTjJI2pIAkfMcgBWgkAqsg1F/zG7F20vGu9KhPllfvWtitxvkynk8Kf/ujRo7k5flRVjNQC6GkdcrT/4x9vS/NGdLP6uoU+b5Pp5daKuQY2Z4MRMhC6YeFoosjxpqpfEsJGb/3gnlBKWmDy90zBet9lHI1m8fFrJrXgVoSePwfTHef3vriAdgDDSMaWKIAVAIKKRCy7H6ve3pztXKVoYAch0A0pTen7EgKVZ+mYdwEMkEDQI+uoi0swvcqTmCoQWTZQXueSCmQjPZMw86J+KFEAgkDCwg2GsjUrwJErLRKMASg89osHhq7w+CtmPptonjnz0Xs2BD9c89m90YSQv7e6cH2Y8G59dlCWd+oKpQTfbLdF+vcfyu3+4c/WiC8cLOqLL1L6GCN9L3jy+42c1E+oMuAWmUXfNRL0/yya0HPhblapLQDQGFMER9+uXN+pwws3MEY5EAzTwihHBGYAg8f4W02KnM8GlWx1jO+kZgKiQd+wAlmxyGFicKiJQ5lrE2MxRrPr28qP7+8srgKI5u+bnh0sNPtrGEP9355epDZ3ZkvBu7XasGLexBM2+GD1/8/eeUfHdd13/ntfnT6DQe8dIBob2BtISRRFyWp2bDm25chFtuUix3YSJ15ldx2XE9fEVRs767grtizZ6oUSJRSCBEmQAAgCIHrvwPSZN6/cu38MAaKyiZR9zuJzDg8xmPfe3DeDub97f+X7Oz56a9WARB7g9uR+IJpR8NFosiWDnp54U4SW7BjpN5fsW7ehv1mQjLjOZ3KiYMSl6xwK8jyjDpviyEwPTAMoSrSH89+7vSX+v09WdGiGsHLOfFQPmDomnW/FGDDAb8RbOqlNNvQUxw3J8Ll+iDUhxdsdn+Sfr6TeLPtby+TQDTVSEmFmCtI4Zsgr9okA0I6YWy8bsd2oF0A8x6MuvXyqgL1gOZ/gjXTNWCyCGs8XB3IFWIeMVl7DFSvACcATIJ7XWDahSON0lsWrLEcM0iwC2HmVZUsBI4PEspfcgsJyZK9+RokXUq5YyLYyAgDx4+/Y+fJ1nPuWWNsZrHHN3LrnK98JHqSlvkxRcKQFb1tSSdwDYAoiDYU/G0rWLHw5ABAwHEi68KZbDjkYI9yZh03CTKO4LvTtzBNGkYmyAJdmHI2/lLEi0Db+zplcQi72DGZQ7N8yqYEvKF7Lf8t9Yg9fhbPtI4iq6bzARp5qb3WbrdR8QbU0/rKndOLv887tMRgx4mQljiMApZi5/33vtURaB3rollzz9B7T4JkP/2wfx4GnFFNfay694MoNzvv9VR/xVz+78dTobNqtyekz7WG/ySbWQSJAcmH+TN0Pv/XCshiBQrmWzz1369ippoJDK71vJKoH+JnQsOO58+kEcKx0zJUI3F7cpObGr7r7eLs5/O5jnUlp3qK5xw/aR0dcvH5VMhvXwlymUbtqyzBAlu44o4itqFdKN1UQC9ZzE12u1oYzxYN9Ltdu2yDtST6u3ZSdFQN8VCSd/nxTOpW56ynWiyIWO3hbdwdrqqVrXDMcJcdsr3CZ9qTgXjCc5Hwkitjq7DyALIBtfug9TebPFjaPAZgGAAaCo5Pr9v9hqHLzU0ObKqY7ZAfRMS2+4qNgrIiNmibmX4CwIa40FOAIPTH/mhOkkVM4h/W3cjBapSWomYGXEVXTAMDQkTw9Jk4DQLEUrvxayek7XXLUEW+KGQIAeOlI0XlFlcwkKWVWH5rtEgekjR//xb1djCEyOOzsqvvKlj2vPrrLS/WYgqrkZI68LZMugBmldt9kwG/JBGAAgMOurChjbYBoRbu6qyRZOwcsl7pmsmDX05wlal78WQBgPOmdf07gOlhMc2lVGMGEmuP+izEEAMALdD646uK04zfDEACXMo0+6Bh1cGADANMXPC0DaEUsDXgpJlyc55ILveX3PNBw5x3rW7ojiVwyFXBTNIEI4OQ1ttXRqwzi+lbbMv4MEtdrxmCNa+ZI/WNPGyXGegLcb/691M8FuSoAiQArcTqU8w++t/nUe97Zmv/bqeJyxLKKFsG3RI5xPpoFIEV6I1ACIIHNijpUvZ1LDL3K3z2dweVG8u9Nb87gQN8EwzHzM1ISAAh9fKk4QCbLHhlw2AqM44Rno0TE8B/OJF1gbPU+AYcPdhZvrBity7nbq7q0cRNEFjk7mLbuke/cXffxv71nFyca0az9Y+cVjzyfyeFyB1wCT4e/8e5Xqsw+7QQVyXAgR24Kp4gsEJHmG5szBh0ABjRTUBAN019/4tWKQ+860UkIXUmKeSp4W1GV776KI7Mf2ZHnu6e8w/PeTSOzH96+zvuBygg1i2dYrPp5HkYwpaU5a4IHCof/XA1uVobR4b6kMV3jogBgJlS/0hlvFRtnJOwyeUdFsO4lT+0G0IHYTuCyFKeOVVZtOT/iLeNX7kh3g+BVtsPRrdSBsiuOaQU+sfmRf7uBEiBXZs1NtMZb4uCur1oAfJ0Q9sD/+uIbEzu3DW8YjlobPtJ5S7HPkHsBbORHuHpqYzJzsq0AYP7GWKNUHZyTYagN/Hsm2GuWoO2FCzvoXzuaMj5JtXzbdOaJ6TxpVrUOA9hu/5apjRsJBBDnKCc8onf+tDoY6uNkazbNIjwIgJE7LNPnC6XwinpCXl16RSQ0a1CXQ69F4rf4Zq1Df/p1lWmje/Rs/FTE1DnhzM7cMz5U+I7BPQBOSDA415jZ39+bIk5PmtXjp7KsSpK4a24yNluV6d985olzZsGQfhdI2fmQY/TMH4NJKV4qzksjR8LS7B/+761eSrk5t0YDgA2IVW1PAti/0lj52VC/88nmTALwDPB4HtxCmUWKf4sf1U2D42j/+z/1claeFK692zZ10wvidAZtUDe3vRBKyAbIUiHBGixKC16dJ09ur9FesTFH39VnGF0rDAgoCcJZJUEspBJJvUZj/v0zj3/uszdrbEtZMwZr3BBGmzff7U4M//tXB7d4XvVmVRLQQQbOBCDJ9iPTkF5kDCsHtZiGEWNRo0F/3fX1gVROZ6UAZNgsNfrhbHvoIb0MhIkAKECOA9gDxgKWxyYaxLOB2yCL45kfEps3PDpyCMA4YvpBIQBbk/jo0Ltsk7xAWP7CsXl0qfF9HQdzfX38hf/IeS3U7rQZ43bTrplB95n/WdG8l+fY5Ld/sOvsoFvQUm8fTbQKKksSVPou20Tl91/ZeeqJhg3LJpfb7m2oTs+ZruLADAqyLL0ydpugzz2xu90z5dIRcwEtTAe97KRlOdZXY24d22dYpVPeD2x5S3UJqxBF7L1jACwAdADXHZDmeaPnnqqmjn/ac/Iu7m3YvDRHbSdqInGbMZdZdolaAHtXOmcpnpBl+Ikje5TMZ9X8q6tyv34YQU8gRw5rDuFatKXe1tjBmptojRtCSnLw+VvP3fuTM8FEPFv6/NRzJS9a5dNcGz/E1XIzJFNsEYpw0Z1CKdflcSffMfVAHkXMPwoEw/uEumm//JpwEiD9AAkB2AMA4hH/GfFsoASAB1E1KX3HRBpi7oAUAJWITarmSUMualCc87GHWU0++4PRivrDrXdXejSTZP37oZKs9GjidsVntQzqdRnZUzZG2JsAUv7uM/WHqw4NJz8zsnHn8elcQWckwoGJQUVeabVU29OeEWYM3tUMAQBMjsbVeaZcZYjtBpbWBWwEcHy1cyMb0koYR7qYSbhZnc4aAOQByAfgBmBHzEDVAKi++PxVv7Zh8Pnnzme7KCX0Jox1Hp1Ba1Ts9ccjLscKhgC4hjktzhrOSEj1jylJXO0NHOKKEIZ8MWB4rnzkIt7W2MGaHMUaNwQupZPt7fvgtz4ut5V99+t7Q82tyYUmyu2fe56EEC/XCnVquUG8XmcBQLhoji2FAdMk0X0eLrsTTlux1MJ3RW/TU0EuCrgx5pfeCCQCSAdwTHQwW8I23QWgCcAWxP6GKWIrWyliCP5aX2r1UW+G9SVP1pb5BR9jSn5ReMrQieHOM9QPcaOHvvPfW9748SFuXYmhvHprwtSmYrPXDTCtPxRfGaR87bghd1V35sStcLvxfZ3pex1xoWMbd3StWvzVejp/WS+EBTgAbMcqOwQpyrWRbeurokn8yGWu8VZYaMTmRPmWjmNu5xVELFMnFVhNs5/5t+cNU4FnN22BeVHWxAyQZRpRAHyIaUhd0wr/8Iam4p/59juFEJswT9BBzUZslnE642rTywiw0md/3YhBg78OKZGPb37k375x5vHP3ZRWoAtZMwZr3DD+decvaVvNLu5sS+qK7g/5TalE6+Vb6S4+GQC0RHO67/2b6l09tIpwdFSyaaNqkMuzf0/2BP5WkSuco23eR/zU3yLMXW+znERrEVtpZyO2emUANMQMQtUbgWTL6xMly15f4Fjk3//UnWfiDPk1T0Z1/VjqsWNPFe9MaEu54H1nn3nijdQLH3igZU+ZZbb2QsS1JWiIxpPelKyAIq3U9LwAgNJysnBXbtFoLQPhZZNqNlvU+apkSsnoyGBi2dITuShtoBLZAkJ4AByJUo5JRAW5tMoVQkatdUTdDQDmaaNSSWZd4MhVaetcA1czaadc/DfHFGK7BgELdjqV2SM1X/+rI+XxtshVuWeuh0HNdP7ZUGL8CjGCOdoQM67X5OoyCZodAKdbueRAHpcMAEoSD38uP5L1QtR8taqyV4IBVLPz9DoSAEwAvgjgb2/EOC7HmjFY44ZBx4vyAsG0eZ8oi03SEd1CLoQyOWVmk7QXwKVgHWNTrh66CwA4ifpu+WZDOeGZMHU+7lVHpn8bHaG5b7Q45jMqnPH6BX0WCY6gVuO3ifsQ+/IbiK1yBwEYEmeslF4IiTOmTwWSen82UZLOgaVdaE4KWRlnmW5zK7MdrqK2jEDX+9/TEvlK7rGkPwRTZEIgALB+50PPtjS253Q9fbosMaKJ68CYB4S0AUhmjBT86Vf7CwGkWKyRqb/6yFFtYb9cRrlFLiSisxZXR2RbKFOqUe28TfIbIeuwutdXZKo3zPz85Grvj5YSFvtuRt3CeRCUX/eHsjo7ETOmyxoTXYZEXPr8zgBwASzhxx98bi/PsZvmcw9QfuKZUGIqQFZrBFSN2K5mrgL5qjEYpyH2d7qoz7Fu59In9khN8gwN2vt0s6DgqvpOrAYBOE5j1+tC+8TmR/7tmzc7drBmDNa4YYTCovt//+uB+b8pX6FpQLMR2V/AKsEvr8aUPewCLjarke2anxOpRAiQVDFbTAjcg6ekUwCZz1v/3gtdyalZaipjwE/9GeeijKvAJXdHOoBTDlE5ADB1qT85TMXw3/ftvmSI1hnQ7aix+3zqD7/9Up8j3Vj31ETWK+NRi8g7QyYL0aMHLJ5z2U5l577MMTy0+6z3ga/fd9T4fU+5/10brMwsFvBh4yXDwh8GgEhYTqAG180LtBAAOI6lHX7PsdqaFzcXhYLmZDAWdnZGkghAbEPqouwVMWBQw3zxNijrNiRCic7ifEXm44aJbF24a7jBvBWNpM0AhrbmDVdzhO1HLOZww9EYUX7lTw0AZCUJbQ9itS3XnQ1kEjXHX21t6KjuKD03FbDvWujDCWXwG0MZPDylQijz5WiDEGIlABhZubjtilCJWzW+tBqcSscZRyxMIP8I4NHred2rZU2OYo0bhhz3qdFf/LTuNwAKNCs3piRLW4JZrJnJJGfpsVyUNWe9GC0iwGkAWVpYzPAFrS+cbi6RI2FpJDVzNsuxzkgPDfDVgS4+hxDmffAL4ybJxGRCAIHQvgHdnLHwkgBLe2Oi+HhQNy2tUK3GggwTxkBpm/W4Qs17hGdbE176TXxm0CZW/z6yveLF3pLEn6yv1rZZ/NtcvJ48NzWYJd3U9MNIdLqPz5Y7JniLah4z+bCd8aRGt3CiINCxDTu6x3BRqRUArHYlW3PR46M9iUHzpN4n+4xlbiMAEBRqp0qkhpmkaXt/1CyGaREBiOg3JMPENVGZW/b+3SBkxHYHGVc6cCWowLraE+y7jozmTrwnrz3Mkeurqr4cR8Lxx6apvLRSeByxnUkGYi67t4TDrCRUZA5lFaeMjs6GbE3+iGWx7AVPJF+xkOEpF2VPqSAyASdkD50lBhJ0C2kEwYzqIF28CkYYVo0TEQNDTCSz8ozWqTmE1aQ1IASNdiFEBw0zlyZ79FZ7nxI1zFzq4682PPPxu3euuPO9EaxlE61xQzlS/5gPwPsAKKCsP5P61FSXp5YQOuY6r9W5W7Rjjk69JumEyl384uwBUKu4hdfbZ3Lu8s7as4d6UtIZg0E4YPO3QlWilZ7//L8NdducdH71mcBrToCF5yQjObD+D9rHJicV+1JDUAfKKrhupQ4GGyczeqPwnPIK6zbvAuFAi5wni/9eOeu/21zZFYjPBZDr1Uzele7tr784OQgwg4saiaSpkyPDE8eso9G929ed73r3w69lANiG2EqVAoCq8x0nBgq2BjNpkmVMXSnoCQDgVBaxVfcUxXVEdohhOh8b4DWWQoXVs5VuAPVv5eRoHFPBQe7wxef+j9P7Ri9X9Hc9zBjiQJdmWejGmkIsddSCmFtoNeG66yLOGk6/v/LUPpHXO1Y9iCO8t0Tc1X+fqaL/PlNg8B1yZf/9pvUjh0x7ghl8/+Wuzyu0yNYfLZe9+qVdFGMwTWrHnRfC9ULI6OTDRre9T6G2wegGV3u4wTKiFnIUpY6+aIG7Nbzlht3sSrd2My++xv+fHKl/TBND9O9tQ9HR3bvO57xn24m9Fd1T59zn9D1xbfruxDPaPusYnY8tGCIpDGVI81t9z4wjx+exNcw9rvg27Sm7S2OMYT7NM12IZn7aORRJ46O1APPcY50MM0os6Fb7hfpgNRjTxepAtVAfDMi/nm23Pzq0x3F/d4Ljwb5Kvt5wxdzLzEj/gknmD1ntT57aMbw3Zaj6ezuOvJZmCS3K639jNKv6jbHMN8fKTSnp71DrAACM5WF4fAsmZt909AvRbHP4DACzQcEZlAwwBto8mD2taJLLfV7rmosBrIjX303CSg6UaANbUkEre3Ue7Lp9zVdiJwAVwOyC34Wv5kQGFo3GYV42/Kn+dVt9qtx+Iwc3oJlGATIXwK1GrAPdXlynrtPVQAhwf+Up7rIGAQA4wlETiQNHuDnPknedkBFJ4GrYxcXAsmsDiQQQNBs/X2Euz+gN1jF1p6CwXc5upcjVpRRwFGUEEHiVbSfAXLHh04ThlRt0myvf0s28+Br//3Kk/rH2RLtvLCHFV+AftvaHTtkPrhZhDOTKPSCLG4joKj//hUraEyqveuH9W+985d2DZ6aTqinDAIA2QhC93zqZV9JNTidSXRSiGDz88jmT9atjVfx5pV56zpti/erYYdN/z+4GAKLHJmS5a6oYYJps0lrTKsaTn27cVqyoUvL3dx6pvCurd5n/+Zfd5fEP1x7eXzOR4V3/1fBOZ6leF2vPDhl9w+64kW7T7fJUBsBmOIK8x18/mPGDI3eQ+u6iPQDAeLDodq3WSKbHVnwDpj0OBgRC+lRwbJ/UpZvROPeUeUrfaR7XVq1HWBHGJkDZ4FUcSRCbXEcQm2xrEcvOiuXdC7SNlAVrg+vUNzUrqzZE1sAIGzBEdjKYw4bAL16Z/6q7zI8biIb5moVBxOICb4sWR7LDZ0uw+acAnLjiwQtQ3Vy+p1xIYAI6l0qKLEQMGG7LSLRGntFOWsfUy6Ufz9EJ4ItH6h+7qXIfazGDNW4a4xX/ygN4lyGh78JAWic3RWQCsijQyACE0yQGsjhlcGrcRdetH3QBgMHImDdsaXM4An7OFjavs/gDJo5tB2B/6Uhh0w9+uHPPr57a6P1Z04Ypb4OuGAE1V3zNn81P6St2yDInar7bvtYbLKoYtJ0dzh2YCjhzJZ5Ofbb0dLxHl18380YBY5hWQfo4gNROZIxd8CVkdoylZVfm9na6K/TI8DNyLzNIHABHX7tZue/BmdDeBG9m61DWydrxrNzYGpMAYAGUqJPchuhetVLPAkOdMMhfavpjGB2sb9g58C+VQmBnYplu55IDuYLF0at3csbFnH6CoOoUpsCRxCu+6ZT1ODsj1DDzA1TiVvVLLyEZsVhHNmIKnxkg7E3u9tliPkkriirSgGLhq1Q3MqIJcKlupDMRyzJ7Hl7X3Jdl89sJwfVq+S9CJtRoVe02xNJGb0xP4svAGLxdEykNL7Vsck4FnOsB9CNmKHsRM0jaxf9XbV6j27jEYCYfdXUZq35WhCFZDNNsyW+kE4YrdnEDsP1I/WPLNL5uNGvZRGvcND677rUnHqp/6D39ofgdkXeqm7hZuU4Y5VPnnmdgASZhCAJMoIwClzKO4pN807gYjBV5WnrnhuamDEGR7rVOJnAESQDAGGafOVosBmziyektUoqeSgXRL1B5BIyw1VeRu34VHLLE0a2MIRh1sjRzJFInO5Ss93QcOj+tm3bfmtBzxG327TdxlOiMSM8PFlzMaCL49Vc3TiY92VfFAAUEbxKGOwCcv9BkprsP++XtrFjPvAAAIABJREFUCeOpDj1ywi9Ydlx8OYtg0R0XT0e0StsldvDHuL6wRvrH0hCKFKhp5gbDLs6nllKZuMb2SRPpR6IKIcQkBmmp6Deq1bjLf12JzppdHeEszkAc48lVFasxsFkAAgFZ6HrhwVBJAMYoNC0sXpXWz0dr76wqcU33PnPwKR9HkIHFfZ4ZgHOxdwF2ABO4QlqrDGrlQBsouKtqKfpWoIyM/6xmPx+KmhbuDOdeNwJclFKPFTsO4TL1DGSBO/MGsQUxafibypqbaI2bSps/7WdhQ44DgGiV5tQKjGo9y6hRDqivBf4uQgP/GCkV7p7Og1uvmzsnr3joxO6DLcWUkvHpcWddJCSfARAc1eVUBoRHdan26WP5L9z7wfeOHMtMcY8cknfraXTCle3bGf1k4v7o+911IGQQJnmZe4XwjJpT6YaLD02Eg2BNDO8RZDo+rNp9ChXtL04W32aA0DDj42ciljBl8yvsanEyQqjMt6qFCQ3ed60v0tLszzNg2w+/t5H2DzrrX/uq7Cn6VmO+DdGzc68YmrSq8wPgwIXv8meS1p79CIaLGGPB8Q8V5S4dZ9RFTGTGOx83sQ1Fd8Bgl/XJW0eiOmdcrJq9ijgDA5sMZrMpKq0g5Ww3zhOZuRglwWspme3wxrtCujjX3KcBQN/Fn2sBrAdQgZiRL0Gs+npVHLyRZOXoW84WuhyMIdI2kl79y7q9RihqWm01b17wcwJilc6ruoE0G0k3RJy7QUPUEcueuumsCdWtcdPZ9vKXyhHT4ZnzMauIbbmtFx8zppFG47gzgllhR/zvTs1IB5znxpML9jHwMsDwzr95s8HXYfN2P5PtiHhM8RrjtaHbJZnGwePM8KfxEo2t3nUMmF4RRuWT/HpwnBVRbZy1d47SVD6ib7ZQliTw2/9mKhpnCVvP+9LQE0zcwkCaEJukLhYeMTyQ1dgpcLRI0/lI22h6S3VHqcQY1oEQs3WA1Ihhsk+UtPPigWm/9ZzXX+b2O2ZqxJnRJ5V3EI5N/batnf9xz5bWX/aUuyklafGFs+65KZUb00btH+lPAwAly1Y78vnyxZW7lE1mfrMlInkph/VFGjguz5DImLfEkopV4KL0hOtCZCNhsYrZYKZUHXWLK+bfM7ARKmJISWCC5sIWomPG0UUcBCR2/wJt47b4DS5Zq2AMdKbLrQBX38bxzszu6u/vfH3utf0AzgLYgTkdqkv4EVNvXTbhMwZ/veJqPRN1rJqFdSMIReXG/6y+5VoKyupwacewFA3AhdQ3ojPmCbr3rbY3BXABwDeO1D/2X2/xOlfFmptojZvOyTu+3rrt5S9tQiyVMRFAI2KZLHOEiMg28jt9UeE7Wi18+i3qn2ZShMNJ1VpWXCqAqbb67KnehlSXHGJE1JmsFRr99o2+HTzPCvQoX69HuQExxIj1t3ImP8vtZDyijEczNcmh0C8KGBx03g1T44mLlSvFqMaSoiWJM/wCR4sAQBQM84aswe2Z1sm66gfdI6MPl3jjHWrEH3Zg76EmIxDPodeeYM9O792ZfStQ/mF0P5w1kuhwGM6Pl58tfQ5p7uCErRZRzsZkWsJG5VO022LS0pzd/HTQ7duXsrigjLFw4u96B6TxyFbGY0hPj1wQx6x5nMpSLKNqvZIgSFTitiw5x+fsipTOGQIAMI9rpbqZP2aYuUXaSYywTl8RywV3qeUjr2CMgMxLZHMbgwqXPN8FjENs0r5qY8CTRQtMx9L3d8lzXsRUZ+cWBohQrvnJYHKCj4o3xBBQA2OEQwohi12HjMF4qWXDtcY3VqvJGAKQBKCcj7JjN8AQKAAOH6l/rO+KR94g1txEa7wtnLzj690AzjCGAT3KL83jnwYgEJFZRfusQB2cFwDMjUNpAFIAsqOjK+++qNuUP7tbDAw8KBrDm6y3e3rjZE+fo1+rs2vOfzfF2X9o3s7PchkAQCVy1lNu3eBbZ9mln3ZemvgGuRow+BALDNZjBZE4lfIOjXJtAKBTruulhsJTTX8jJTGfYYlPCI4duO1sHCF0mIa5qE8zqz7NXElZLJ1QykauxWVMA0CDP7mPEMLZkkMbjKNxBcaL8YyetldRr3W7/+6yfZ6HtpWbexVf8s87z7qfHajP+FZLb85jjaqjYWorACh/Ez8UfpgcjhxUjwNMNU9pu+QZfZmSKKexTs5YnG7JayzR1RnZLfr16kX35sI4uEvSC0IA1dZh4sZcSivPukhqdD5llBDA7I4sbSRzWV4cyi+K6MLVNnTJQqwpzTwMMHxUvGzHNMagePttdXVf2dx15j9KGlc7jupksOG7GzxjpxNrlpyvD8wk1I144q+lCnsEsd1NPxan4+Li72QAGD4ob2cEQ9dw3ZX4KVZoDHUzWTMGa7xtRDymozPd7iRD45auxua+OIPKp5J2BX6bp0U+lVjDTwYLLcd6z4l9M+cAgIBkin6uzJXpUwVZawKFaOkkAynH1CohCu/caowBiq/QXDx/9SCfRaa5Gusv5Hbrz+V91p/J42CwAmyjmVcby50jdQCbAWMaN6qegI6RusHc3pAunXpzskjzwJYZGuTM44+U9FttmtUVH9xWte3shXPfLd48+3iKTiKY4gg4AGMAaw9R3vPJ7n01Xx3aUgkAPKNTpvMjjdA568LsSGEicMFeP1xla5rd5Do6tk0aCSfwId3FCKaNHOmYepdrIwCoO/SdkNALALJPzwJj81Wo9l6lxdkZme9BvBTzhDaf+cII648ksUtBWwavYYKFMJIGQIZsvMpXeUyEW+wxsLgjmwE2gdVgjIJdavNpMC710/UHG67BA12EWEVxPQCvmdCsVD564XInNP64tL3uXyr3ePschZm7x0Nz3eaW0vF07vBMe1xpy8+LN2sRfj42cmE89dgzZ7Zeq4xFOmI7mBzEXIqNiAXCa3CxHkCepp25f1S6Cbv+3hCI7Vt/f6T+sRtaxHcl1lJL13jb+PYbp98DkD1mlzLEi3Rh2iNFLMNkFkACCLEaRaZsmitXW/4wvlfqndUjmzMcIAQF5UNNPpdQ6Oigg+4jsNj7YxIPRiJVwTOFqMSuOfhjUbewbj7uSWG4XmQa7+XWERBwAS6BC5CW9I2T/YfS2nelmANZQ7OuBnWcTNk/OrDD9MSswy9bpjusadmZ8b7xHTmD3pyPar7k9KC5PGM4V+J17syPSm1aSHLCK+TZRuipigMDgzq4coAkvx5IDdfN5mzkCe3OtHhbE/+1z6/WRtIjmzNirhjG4PzjuTpz00gCYYg3UsUTwf/ItkXf6+ZZstgc/oeUNPW+uHyIF334BKB2NiBeENI4A07GkxrdxEVBkGCe1oO8ylZtj6jGCZ2anZ+bmHzRRBY/974QHeft/SSHUGLJjvcM/+GRJ8TCOI/fLUS7uxUno+BcAEAIRJNLIYRjp3RFCAGXUlxJ1OhM+3H7NBO5djXVnAESywgbCDpzijMHa/PlcAYhV1x0yojJY2cC6GIAa1HtfJjxK0pIMwZ/6y+L3FTjZQAIT5sibU8UWFM2TzdKdm1+Eh4/G199/rdFewGA6pw8WJ0mZ+4eP69FhJFnz1WW6lS4HkVSecH/iRf/z7/4MzJfVkZ4DSvKjlwD/3Ck/rE/vMVrXDNrMYM13k5+C+AzTCVRqz3akGLyzfQEk2yIuWo6AKxbeLC+3VqoPBRfJ0yrrOrOsz1n6osLduxqS9/GgR+LuNWWV8uSAAI93egKPRhl1idkHwkgWckVNtpNqj+gyA4AECK0hzAUL7x2jjgTWe/qn49blDX08K1fmU8HRfyrk/yejwasopOtJwQ2iIDDNAEAHYPVqV3hScs+ICZNvD5uRrjNMuN+PpQ4zUAS46VQ3v0ZTedMRMto/ifL2MhRaU/h+uDx+zf9fvwbn8lOAABOM+aDkIQywkycGWbOrN7p3LbSGyc1ChNMYKeITqLWUXW7PKtPhVPFGlxhBRpJFG1gbET0G92WCS09vpnO6FbSrVtJVAgxqjrFLiWec/yve9/ojzOre+8wD+EO9xDen3Rh7LsjG6uP+VP3AITneGa1xEd2C2at3T8c02njIvr55F90UXNvoMLcG1hHZb46XB5XBbBIZU7f6S5m3luuyzUZYvSqUlMvUmEAM9lCpH2b7PPXROK0IBMWVYTPdjmbFqa7erpc6wCg+p+3bE/bPtmYuWc8ZElUTKd/UL5o5a+FRMeRz+3eTAWElXdJphtQwrZI6ZQYTCX0hsypq+/CbiJrxmCNt5OTAHpCU1bx/sKzzGKKZvUEE8svuk5MiOWiX/qK8iQt+h53GjitOSfr7IacojEwhuM8wVj6upm8+s+FTwrNYpTbqkj8hBRlkyJRi0n0uc//xnDbwjkD06767/16h6+1LXm+sIfwdHDro+f8CaXevdyCRiz+C/z8KlGwsfP7n/dXctLy7wdj0Nv+kFfMCHqD2bKfAWTb3uGIk9OD5qe10439Due6zylbZehTdV/ZbAl1apZdd7W//k8/7LtFCXPtgpHuppQsKloiXsMN7vKr59CHo3fZfmQ6zs+QPUBM3M7RF12qw7QMZ2ckidNYEsFcwJiFxRArdRO1z+VSQrk5HvXTD58Yc9jVDQvPS5fDqd/Jq0/90Wh57a8m181nO0kWvcSR5ms2Xja88c8OFIjT0Xnffup/XqiavSu95rYvDaekxXn3AsCAbhYyxGtr1iYSxO8y+/YAwDHFdWJp1n7nn3JWLNRilONGjqdUjhxftSYMAGDIxAdy9dlRVwvjiRTM4qcdvcaVD7480zdiPNfKmjFY422j99EvsLzvf+fdBuWffL5pc39xyqgWbwp1z6i2AsTSTZet1TjQ3rvTW+bz8AnBTkNB1x8nNsKwk21kjzr006Kjyn2v36/c8YnBsa/vqE41iUYBAOQmenf1n4pr5zU2HyR05QYGkio8y5qwyAl03j/Lm5iykiEAAGogwZNvCWu64GAilwfGjGd8mRNdvUrha4853QyETRDXa86DshaasYQPvbeXPfrx3tsIwYAkG2kJaVrv5LC0aLYySkxjkLkrNq/R8wyNmyEqWbnd44rwGlv0WkX5M2d+8K0X9wCXdIUQ62RmxQq8N7Gr9Onp/PMhKs67PmQaJY6fLZftAAD3CyP7yMFQE26PPT4Tte9KE5TqXFG5LplpAWzZzJp3+/DUbJfTYMa1S0IDwGyF0ImYW+rGQpkhhN5aqj4DZjX7yu6xm81aAHmNt5XeR7/QBOAjM0H7vrOD2WUD3SkT013uTt+IzROeMdd5B5zdEa9cAwAyp529N6PZIfPGfKZMeIQ7+eItbneUxiSAD7iGe1MFRVUjpornx/MPigKdP9bnk70RRVjkegpPmVZcEWbepwq8mUUAIH6rHlxt/LyAlPs+Vu0lckyqmI/Q46O/TL295ksbRxmIod1mrxu5P+tQmy05zvcFxZm3f9wTDnAdiGWiJHz/ha4CyUS7AYDxGGES6eY7lCvLTABQDmscuLdWgOR0KistW21BTTjy0471tZ86drCpL+Cc1+SJF6Px/yPrtArGZgCAUXSTushls1wm3hB9lx4RvBBK3Ksyskz4jTEYjMHL2MrCbgCQwKvLAsPJG2eqDv3gWJe+Qaud2ClWD90hH6MC5oPqjICuNiUzAMFsvvRy478uKKPpR6LHLRP0Wlxil07ncD6cIh6brbDYAnmmu2708K6GNWOwxttO76NfqAHw2YhqciuKvBuMFGkheXt4xrJHjwoFoUnrPqFZeP7+tKYki6DNuwT0EDrq32/PpW7JB0I4MObvP8KHraKazhGqvjOn8zRP2Fz1K87D1RwtYS+z5WmAyzCn07K4e6Q3ASAyxnHUIEPTE846xqAwunjbbraomx742JEOU0B9w9mjVAIEqu7I0W5PfDXy+ZQqZqCdUWTrlNO/cmqj9s515WUfO1CUYRgYj0vU3Z/48sgsM5EO/1P5if4/FRT4f5VLEMtIWWmiHwdwDLFMm/WhD0YjDOy6BeFOnUnffuxEZtOy++eNDd87v2XrKyN5Gw+//O6tf+wvnE9JvcU1sulebrgtMG49FZqyzk4WZN9pmPlVK2xHX5SyqYZ5o8NAuF/7U+Mpw3ynLsagPxdKbPuRL9Px60DqqMGworBeiqCuGOTlZMMV3sLigtlCleridve90xQYvFM+PnS7XNf7btNY7wOxx4xbnGUUjSMtuM7mNJcj8aRWa/Kwa5LNYEBEN3N1vgJTp6fCWhZJlnaDIxJiaapvO2vZRGv8Wfjs9l2nv9dwPAfAxkVPMARtA+w11+u4PThq7U8o9UzyEk0GgPGj4vmhp+VSzmPEiW8Ghk2/npUDNQa+kXFXqs74hl/tf94mcYZ0NpRwqiMc1/+N4c1lPt4aUCOmkOzRJQJYjCjvFq366bi8QAYAMIZpJSx1PPXzA44JPrOCScLxgM3NN/ZuKutqzc5qPZ1P287msbgE/wmHK5wzN0zdx0ZGn0q2MIVOIBTpRktnBrNSphPbKb01cSdx6mcsrshM4evdYrCFz/PNiHHnTtiO3fJOj5xbErG9qWa3TKoZIeLW/JDJOkKQg9iEP4SY8RpAzHfsRCywnglAZk6WIDUKrUQlq2YQXR4i1J/MCr/v3ecWuSI4Atvp6ZT2gaAzmYLjjozk5Ewr5qNd/rjhH7dt9v9poGirHhXT9aiQDgD2cV8zPxrNX3p1wU5bJTebzX8oukhYTgNnbVOtykY5oBEC05BuqmuIurYBhCiMd7SodrJBDgxzZLEAXhKvZpyMOoILO9cxhsjRtvLu/pmk+Z7TIMRGZZJpmEkWCHGAEJnKJDOYyTdIHhYiDJTosIoKBlwX9HheYY26lQxTCXFvuZMcZUbqMW2ZpMhqMIKBaLzQEsgzJSmJYiGVuPglh/z04+/Y2fqWxnQdrMUM1vhz8hkAlYhJQQAAOBUtiaei6QQQxxsTN0aGzE33fPN4vYeKu6aOifMuHn5EywAAjiBBVQmBgNzvdm9sPKYn5wSpdGmrbtMN3cYHI0liu2VS2wMQkxYSDMbgbzub29x0oqhS14RYtS0BlPVpCyujYRi8ZBi8FAldUlLQw7jwxp2OAiPQvkiBVWiOlNu6BlM8H0gK0TP29MTc8YmBqXxOxAAjAGk5bjPdX1yRpCpEZnxUYx+Sc4w+M8/v9dQyhy4QAbcjtgtY2tlrEVqZEZYbrm1TTwibZQyiJBkTn/zISQ+AZcHnT5ae8daMz83hBL/tKdsEIIolKp0EbPzO/zO8jc6ysXNftlywZBrcbKPAcyawnT8PbNEDZBrAGJb45UNMSJw2xGMJvLarXbUuilFEGedojtqaK02BRQaGEIAHpowFjWx+f3LH0LgvblGG0WpoDm7n6G2xz45orMM2aEQST2m6q9PY6eo0QDmowWz+lK9YUFUnKQch17xrSKlV63CF1psMoFQkp8NpkqA6+c0g5HKKsjPXOoYbwZoxWOPPRu+jXwjmff87dyG2Is4Ag2EdIamBXJPq7FaiBw90n/jkR09u7ePk8y+PJjQNPSVtZTzpJQabn8gMmzgKgUvhCGX2pMn9m6NKT18o3udTzVIwbCLGqGwDEJECl1zlnc/mFA6fTm4cSkg8cLVjpQZHAMCIovfNO51uPcCt2POXC2sJcvtETbQ82eh7snAvsjnBWhqtMbWN7wNAVIWTAYAYLJ9TtClqlRON2ri9/K2zx2EzgFi9xSRi0gYrohzU9ojNwjlOIRWrHbOQjRVjNX/7yeOFiiL441yReLtNXbaiB4BS10zygoeTiNV/LDIEPGf0PLir1mKyGC5Y4Nr6k6BKgHRCLs0lgpllUIZmjiwP0v4umJKfL0Ze6dYsdyx9rluzpG6WAwohWOQaKpeCQy2qzcJAkqM63zbpdxYvPfdqYCJZF8jjsxMbNWEuSsFRSI4+Y6ujzwAjMAI5/BF/gWCKukkpCFm6Yl/hogyWMbqqttHFgPC5ULpUQGVuxbThFbh8OtRNYi1msMafld5HvzAE4B4AEU7DKT5KcjmVBS1WtfXvPlNfZTHrllIptPX1A454w2k+7nlwa4LhkBsAgAFaaH1cEADS42b7ZMFwZlo9G/cldVfts/Zmai8nZLMRUxYYKyUGm5+sGCOJ05pTXHlEK9N5Piu99qmy117aFJenTHKXDfhaTvSvR1gvA+MEAAjtyd0X3pRRx7DYBWI70jkfVGUBfk7ZdD1imj11AFbud8uBhB5SrrLbF6P/8qWj21OTg6m52d4clzMax/NsxQx7ArZwPugAkALCugE2nxuamzjZ7bREugB0AcBrjeu7DZWbl6tgDHpPe3r1c69snzjSWnHqWFdRPWNQGEM1gEEGkrKSIQCASUMuOK44zyz9/T6LZ9+H7SPRjtHUNxt6Cn2UXV8WEQAkntRaQbHiZ08YeEefkZ9xJLo37/dKXMIp9aQQpA1gbPXcWAYDK2RiUQ5tCwLCVVTmLiuvsYTyazj2hrG2M1jjz07vo184W/7F735S9OO/AMA6HJXDVCz0+mSPyxmN03Qy7L211KumOjdC5M2BO0pSTSe6Xx97ZN02aua3FSaPVd9R0bwoXfSZX1VJzIBiGVc7NSsXx6tsvqAMHC5EUqWrC/Yxxjhv5MQsc5TNEme+eQtfbTk9xDEgjqzypeU06op74kxr4M5Sn55sLwQhiBYn5lrODi+aEPZVTUZqzEqLP2JaT9zawsndhJgyZjsMBMBj2YqSJrLsyO3qCfOr0o6lzy2GcK+9mdd816GuK65KTbyRALBhgPTgotvDnhIMAGjXFSGg+GV7WcaQDcBuAJ6JIecLvZ0pjkLf9GTOLaMFhEA435h3vPFYSZXB086RafOslmTeNRO0twAs7o6K5pAkXD4H30tF89LfqZQbfP/Re9VznqT9V7qHKzG1Xdo6u4GdzX5WqVilQGwKQB5h4Jw9xjZnjwEqIBTI5c/6CgWm2cmGhTUKko8NEiAXiMmgGGbudChNitdtbylj6c8yL68ZgzX+IpD85BcAHgawi/FE2buj/4TTEd3dPemuf+QX95SoWeZ5tUgjzpxl+nLiuUp3f3N5xlCBw7w4h51RTDMGrxg0xsxTWpU8u7jxu2bhhhFrvLJq0ZYw6quxvdldQAwqcWFtp5oV18IFow7eF9nJTKRX32QZEY+HLruC0xOsOXM/U5ucrGbFVUuDnioAsNiMtn/+TudBnu8kH/vNO95olkyLjZOGHvMzUkTo5woj96rVegHdi4WyDgRQt+s7pBahjh+/fPOXH//fbcmF+bPdRQUzl+sN0PrycO4QQDIQC1pXA7BoEWHGlhS+Q7arsCaG0avHn8uJubTj2LSQkf56tPA8K7I4s4K17kL/3u62zFQAo7a6wdHEc6NVQ1/acKIPSTsA4Kdv3hp9eP/rHZJgrFttEBHKLTMG/7txz8Q5T9JVxQiuBB9mpzNfUorAsNruYtkqn9NhdXYZO5xdBigPJZjNn/QWC7rmIOuto8YoI+CibqE/nCJtZAK5EY14mm/ANa6ZtX4Ga/zFUPnQN99BOO6ft7Mh73e+/MqeF84Vn/7a8/svyj4wLwFxMbBxNZ523nrwDHNawoLLEk4ReJqv61xPS0PhhMWm6G1nc/MDPmuveUIllnFt7svZYkgkwnii+fNM65lA2hDT2F+RuJ81BDnNsK30XPCbGR1GkZxn/vbEcakuOG+IGEAviuV5opvzTgY3J2cTgDKexFaJBtXc/9UwCAbO6dJ8T7ae3wgAjYHE9k/1VM0XxhEPabD91FTCKZe6jxmi79XgPwp7QcjiyZIBlifkarGHKwMjCQt+rQEwom7hZNQtpJRmTc7+7NN/Wnq/04jVP/AAig6+9EBjX8C1KIDOCcaQJT7SJTui2wiJBXEzLLNNJZ6Z2awkn3FInF2nabzOmXX9SS116vf/dUsKP+KPOJ87n0kABxOI1ve1LX1M5ovmRnZHRXN1UcpYGSGLWz7KhPrvsEw3ZYnKfAJASBc6Njz9kVWNx7VQGT9emxIJBQefSMgOR6TVVu6X61ewCMpBjdj1F5Qs+50ghIGQ69E6WkoYQM6Zxz83dQOudU2sGYM1/mI4yL1bNvYXPn3vwwN6c196UdNQ6joGRnUr6kKZbB/RMcF4uBdKMEtMH8kN+jyTI/GljHGXVs4aHXe3RVIIAMqjGwxDvkJzITVxczuMc5jLYmJMWfRFNuhg/H+eWLXnLiPwBh/P8tN0KUP+1Uy99EZANrKksHq3K44bUf1CJNEidkubAUC1862BXLnoYvriKeg0RZKNpGc/+vOZhBQ9jTEEooyXDrTcF2GMyNAxbPuZieMnuFiQl7IhjE0OYHRqvVZp6qa7MoJ6PkDChGklRhZ4ZIBA3B7Xe6rvXwqpz2yJSJPUHk4Wdc3BZ1OJuxiMZHDYI2c33dfNfz79bCRNCpsIQTFiOyQOABqnky88cPTeVCxugXkOQAUn6MMZPznvD385TRJ6xRHLk1LVIw+fevH+wx0lADJCUWGg6l8/IpAo9Vtre0bknpl9ABTqtrUOfL7YQW3ipgXXRHHKSOOhipb1hFz6LMukwMlbLJ5F7qymmaTav3r9/mUV4xfvSeEJmzHY1fnjf7Dz1bOHM/s2+fyy9+vf2dfS3euOC4bkpUH4Zf0tLsvUbDXrGaqiVmnC+75KBjAD3DXFB5bSAGDfmcc/p17xyBvMWp3BGn8x/OrLT1qV+8VHGrPSsvr9rh5NJFORVEiqG2UgAHjYQBZs7ymilj6+PeyxVi5tzSgodEz26OGhO2X/zGYp15ClKcJxC7XrdTDmN01pzfa+aJKSJEogc3KesKj5CQ3yhckEQtmyYCMBTNILPlXbYZ3Ub3FsUO+PS9duceTQdCnZKDFnGYmsVTormAgjDl5lSVG30Mh4kg5gGhwpEnhmfOLQmeBzgwVNH6m9033ek9A1LJgF05viBdtvTBsLEj3Hlahg6DrnYp19vWRidgcYkzm/1CWoSfukc0KTgp/cAAAgAElEQVS22CHkyLXCgNwgOs1u5c3NZf2bi+4YzJuKugbGefdOw8JnMJ7YFo46qoqpwykC94I/O61Q8nVlmoNFWCABkmYJJRCw0w1T6QsNYReALEY5h/OFMVV+2StIE8mFhHLi8R1OvC+nneoamXrfTx6w+SKmVOcfmvqlscAtSHAdRVlBAUmML4zLDJ2pLJwYY7F0U49i8O6ZgCMpQQwddbuCBQCghYXW7tPJs/YghpMSQyLHwQ4ATklRH2/fvCyrJ06KNJ+895fxn6847X59JLtuSrGuarwBgCN0/BtbqzNFjgom2TAdPNCbXbWnn01NWRuHRlw5Cw4dRqzHwtURUQbIrC+H0wyb5cywTb4wqSgVqZb5v6Vr5z/OPP65N67z3LfEWjbRGn8xBL+XGdb22zf6Z2wTikk4HE3ALiqtnmZn7yVNvEpW7IbFqUb/wD0ms+bgMgEgkMfWUYG9ygt6g8WqnAZjCfZexWsd0/ZyFCNgsewYAAAhohFn2RW4rejkavtmwpD4Rfnk2PfyalrtvLqwGrefprBSrcyYz7Cxdfr9MGgfGEsGY7qi89LW3z7k+buTB6omFWvCi0MFleT3tm65VtgNAFs2jTr+9JsnSorvm2nxHcxPVIoSqwEgUpIAxl1qBENAfCRKbMl9SqJIDEk3uN6qw2erKve0HyeEji0bNE/bYaKJQUOMPPqLu/M/9vN722dD5rOMYV5+40NF5zYuOUsC2KzAGd0wc5N8ZgkhesyvT54zj/1+IL/vjk/cOzE060oHh86B/7lxR7Qw4SWkJZmJQEYAID3ssz6++5XtRw7/bufp+36x/qPFLScAptc+u2nXzIjjDcag1X11s/PY/1l/6z99+fZ9H/jYu6SJKespALrBuEGAhRfdBqGjf7j1TwkWQTcDQLbdd0VluIq4qS4Try9y46QkhVL++R+qqzLTfQt7Ze/B1VYAU9qNwbFFzXH4kJpEItrZqzp/ZequfMjNYc0YrPEXw/HPfFf3T9lrDY1PAGNTYCzER9gZMLZsy8xH0M1pWLFLFQNTfcWCzTBf8qHLs2jee6BZfv8nXyl750NHN7k7Qz1SkM4wglZfvmkcwDJ/r5btrvK9e8OC4DPTnWV6HSexPkKY985DU9u3OybLXy1/toIHnZNamAKQHt2uZTDEmtKLMxHR/Z8ncuP+80QCAC8BIXyvVABKIpdei1izMnz1ANBwOoMDgCGfM8WIs2RJA544ADA1DbsjaeKMK9dfywm0T7SqOuHoqLfPgT81bmn80eu35/kjplPllb07D73rhBeMRQyJnTBEVstF6QnZFeonIe64cTROgV/IOTOQVnL7tx/a9Pn/Ptw77rOdCqlC33tev29J8JJtft/OY75P3fZqweHfTWVn3zraAzCPnmHUclOc6wfnKuyBrJQS+zPnOoKp+hA4BIWUtN2J28OQ+5vN0PQW34BdmqXCmSbFXgMAny8/uRMEOgjU1x7fYTr6D9tnQuOWeSnuWY8l4cPfuiv0raGNp1Rw7t/sf25gZ9JIzW1p/dVmXrtwT3ZXV7bdP++KybX7LpNqyrQPFzXX/ubAc9tXWqtPTFnHp2YsS4XhrtxhLBQ5htGpcajaonoQxhOVmcUNq512BWYBnLrOc98ya9lEa/zF8MGXH45zIE3eXNYRnPqvlAnPoGMjr2Hz9Aah1lciXvIbU2i2fpJKQFZU2hREo4NL1UxQpVkAUrw1eHZvQaeRlTtZRQhI/2sZx4lCdgBIAzCiW7kyELJi7YDhtu7K/bLwRkKCN96WZ8Rbs+kePQJl8Em5KaJyzhBPfL2qxS8QyhuMG0KseriWprG9wU8rI5Zf8+18n99GAIAxHgbzQSAJBMRimmQvKcmoAmByOlXvT7/37KGnnys9vnXTiMYYIpSRIWiGQKJ6IZWEM5FN6YriFrbv/PRZ8AITAOTqChfx9jm8vxvZZgUILJLqBoCkNE9hIp051pXvrgKAtKPRGlMHd8gz7niFifzWhfNibWfO+trOHDBQ6DYS4JLYCSqhAgRWgaP9ifZAAQCYXJq74sGufcmV041HxMJtECEDAiTf8DlpPFAhjQcnFYtjjNdIcdrWCbHjjzCh5UKquTLl1G/8aYd5wuhPntr3ml+TCSzYyniEo3FCWaDb0iogpq5KTawl/L6o2cig+5+aKcD5sLv758VHC7YnPb/Q8C8qOrs9vT/tx22bPQxkmdpnkinc8qWNJ5bFHIZHHMPf/dGuvrYLiaWMkaUB6j0AWnG5fH+znIzW8WUSFMRgktw2URMtS7kewbpvn3n8cyvXlrwNrMUM1viLYVD/fvH6zKGvJ9oDab0vZ47qfrEAAMyTNEu3kCNqHDcNgIKiQwqSCWLAQrBcl55RIt1T1WAc2HA+fWteD78xezDH4lTCSlgaavy38u7BmtSdANEAhAkwpDoFLxNJJhgbRqwXsLYwoLzprj4jqTxcIrmYAwA4EULcBiOjldpdTao9+4gnZ2Qo4j6AWLP0Kah0lHmFQarzHuHVYULGQxZo1EQAixFnPmfEW3MAnBIUUiUGMCIGyHhiRM356x3nSOm6qbwo4UYf/vn9pH8qrtzVEVG4pEQeaYnuwIZ4OwjnGPouf9SRhyFbatjNi+z/sffe4XWe9fn4/bzz7HOko733sGzZkrctWXY8sgiQRSANgQKFrxmB0JaUNi1hlkLblJYSRoFAAiGDkT2dWLIsWba1LFnL2nsdnb3e9fz+eLWHk17XD2J66b4uX5be8bzj6Hw+z/MZ921hHYrh/EBeCgCkx7raRUmd1SRmxlUb5/QSY7tsJRn+bDaLleiZuTL+mCaihQ/AR0BWVPMQELASSRTdJE3wwKtYaPPhbZflBJtvRULUFBdJCFGh1S2ZUwFAdfITwURbq/XFSUTTLBoLtm/utNOh9s5oEPhhty1diDvoHjEKkv10e9HYxHDscS5AhrkoyQFDxGgaM2Wckv1EI3GBT0QiWvJSh3lA5U1HHKMXHJy0oYhPgjEUE1a4i02uxDSAzEc7KC12uGofKj/LZ1p8K3icVJVoH/r4neHpGUsJ1vn7WTgMejf4+nB72+DyrstH5D9RyID5X9NauAC8/1Pv2f+uVfRsrgw2cS3hwws/sLy6SGtMKEj8efm4P5NVwBIeLDL8ORRcAG2mcYxQBhHZClmcQyYByQBIzMhA4uX4ZG8eAxp8eXzL9Jxk3sJf5ppM3eKCqloUwHYAAdOEFAxkiC2OrlAmURETTBeqo7H8YkUJw2jrhiEUSsKXvSkNlzypy0sRk4hXHVGq42zg2UL/AQfoARrUjP5z6T+6lD6X7nAAuAygDADYKMliAbhEY9tf1+3vv293s/z1Z65PujIVlw0CUJ7xQkEcAcAFtGbFRKKke6qi8T9L+lkzeGeh51I4xDMopzYwJON3jXsOpbwhdRtntUIASB6Q8kfv5F6LsvyJ2Z06Z5NsQ3k0jDOGOWxI68AoiL0+pz2Unza6xuBFZL7DM2HVfH5LM8tr4bDbsAdZZIf3vsSzAPZOpWEkgUiXrNh2M4BcPkj6f39xV2xisvt8tCxyAtPmZi7CzFcXURd7Ym5nYCcZtfzE0LO6OzhCOcM93cd3VZf+3s0QbMjz/8D2hspeX0z1WxOZVQCl95U01t1X0lgJoAc6I+ziTP0zf3NzvaYxBzcai2W1wYLcmYGuKwk8pWRdIR34lpFVLQMl0IiieSjL/G81kH/Z9Mj9G1J5/ymw6Qw2cc1AU7E1EhDerAtnJ1n/0hVgn+ZfkXsMeURFJgjmwGA5dw4UC7b5CuiiPpoUgwlbH4HBFGkq299TAQCXvSmX5iRLBQAIFzkvgDPQDbFl/udKwa8i9vJSjpL3qvZo7JJNCgaM/th4/+LvQ8HY6gTRb+kPxs20etLWUCsIr/ok4xuzjP94Yb2UJEjBFFpOWFPCe15gZj+U9ctt/3l675nXOnNDQb8hx2SODtz4gbo0KmhTAqsmPxeM39I9G6tTTGt0gAlrObKZnAcFq1iYvUxQukRUmoGuflYtyQtMX3KWAoDNrtb48rkMgGDqoBBMfyEcYShccqnaaykKnfgAM/bG071bMhWNMWqUGLJJQJnAxowWBqN0Kb9k9AQAL3RjagYQkBQ28ZdnD2VGZGHlzFel3YwCk8aTPvMoCcs2sUoT1AuMTHeNHRchKQxGp50kJtMH9npXmVrjqIWHr0Cs0gGgUouj6b4vh9feCACZsvx/jG3v/mJa61W7rb+1q7rk3HRKHc9qphvSBhaMfcH8vzMA4gAUBILihiylHKsOP/HTZ2JstmhWV0/clQvNKd2PP7l9D0CW/iAoncWse93eB0LBxDx6fpsaYxr03lHKv4My0znojuCLb3PcHx2bzmAT1wSuq/qmKAoHSyWNMwX/MnJ5woGyue0ODdtJEhOlHuuQOgCsdAaLWNC95xDDGpQ3Dhy7lEiIzpMzFIxNBQUMp/gz7DCTCiAfegigB1irH1xSNH0GhQg1jqd2ZMW7XR1jCduazhYFkjNn+nyycSKqcdrZmZwKCoaFbigbAOwFAFDqRVgbY0alIDcdyOV6hsbdu/OqAICCkb7Ttu+ASOWavzlWm2XfN5iqgdgJgRMA/tC4a2Zkzll4U2lz9d0fe8NpuBJTLYV58mhcyehsoqGSDWkXkmqlVjIxq2srBEKFGJ06i/SkeAAIpTCLYS3VBGvwryKTNIFmAUgloKEHS+uPfmV7PaEUiKhchCdq1Xv+48ONswHzTgAQjdGWaFhIB3Rytpg4/4L3s2N+Vu0LGy48drZiUtH4NUR35nFtMumsVOXNFqsVG1dFWcDyHn9o+/aeK/1d+90ArLxBtQMAIVS+7wNnyNjluDeejUs+9k7+PhL50NvW3ccbwzO3ZPatW10GoBIAJImpi0S4dZoJqe/EdX3Nd99xKd9mi9oBoKhgNj8ny53566dLXSukSkPhLijqho1pBADnDmVZTl1pDhwvvJozqAVwC7CxuM+fEpvOYBPvKspPPswAoNhiOsaGxKB1KDpk/YHxABVokCuKNE4XGzhNJHHeAu7qHDwUYXEOjWqEO5aaOTspqWz72ZqiSb9mSTGd4Z/jh9lkAJkAFAC90JkhV4QdEuMD5//9W6+sSDa6AkbX7U/eNvubwV2ZhFlDNWAHsAfAGSg0Tfyte0x8Ym43FFoMQHHdluUEEIb+ZY8CwDfr99levIskp31Sak25W7Wfm81GkW3Se0tZY3rbaMZr9zqHHeVx09sQp2u9uGL5Mz/vKUVsmwLDnLoHo75F0RmMTR1ESnwnWLZY8NCwYqF9lsSARzDJuZSjjoXDEvhwG0t0h0UIYOT0EssffuS5hE8+fkvd1v09hqyCiXJNI4oic76etox2m6b5GdBhDWSx5p5nVUHR+N0APAAioNTAhegVLkjDilmP1RtdSozfyoZBQA4cu7TDYJTtH0uonv1pzZEYhxBpfX9cb81NMUMpW8zugzSpG+rIzuoX5rLXb/KiVBVe9J6VjtoSnrnbnFTyNUtNUVkwyWCiBRv8FfihN40ZsOCgV+HXT5cq/oC4XPIT6ane+n//1sslNqu05j4EQRX+8KsnYv7xm9fVtLYnHwKlGqLyOxI55kc8BaA0CLJ+oQOA3QBSmx65//I7Ge+PjU1nsIl3DeUnH/4OgE9Cn7VVqSY2z1tgTI5pD80QicRbL+EQ9csXZvYK68dtAQB0iFe1TsMgt5WVdGN94TdbmmbOxGYhyh6bnwJugc4A2j3///41owCzf/Hhlsjq7U5L2HlPXlfsD5/fncoUhWpJQWgrIXAsO4QAqARHIB2zzfFv+qbYETkDAJ/7aKtX/afU6v6ZRCfmk7WahSsdLkhp8Hx7avf51JxaJYc7PhqOgSAp9eODCQe3cMG68rhpUAofIbCFFE4DADZKRQCgcbHxZMa9dPXhCS8ykpuSzkVtvmNKD/Lk41hGJ01APb8tfjkRulNaQWWRFedJf/Hzj4d/4UuJD1MWLEs5lpVt23f1Jn3CMlYOjso/9qYpAOEAoGsiZUHO0gGV9mc/HUlidIMGjdPr4wWfWmqakOu4EokajPJBADAKUgwAn+bnY/4mrWWR7pkQ4B/SG6uOOkbbvthfkUpBFlldyZR8nuuMhI0/mKky/mAGIQAP3JlbwDCUPnnpcqstVt3e3WKsLdge3kMIFsI+5dBFgWToDljDMhsnSaz05O+3LjoSk1Hq+OJn6qJ5OXOZNqu0Ycysp9c50NqerOccVPUyegY36IheCUZWzdyU/4ySZNvoeBHAM+UnH/4mgF81PXL/u0oHsekMNvGuoPzkw0UAvgj9i3sr5hOqlCVm2cpeFPxqFQWV2NIQtSZHW5QIFwChIAQEhBIlzMvG2HASJyrZWod5mEp8GgCYR6I1M63xN61zSTNWisADACigaAIuD99kyDglZJiuR/+aE9OdXhUg0LrMFegxyewJVysR6Zpacurkdga/nHbK9umBDAAouMlH8sqmb3jsbEXdXNBaAAo/EyWX/MdzVC0n3a9d4itjfhMKUht1W29yud933WtU4LQbz7vjXviPp45sKUya7T5/JWOrYMZL0RiGVQ3EHY53mBN6yCBRaRYAYMqVRXMSJ31/HS02nOYDtJpviB6W5+PlNHhL7MAlnqGHoK+GxrCKaoEntCCbCzd0yJbFmbTAaH6R1wyUwvBXtlHfuYijpTViy6/pLl4ql2RJjj+XPW/vU/cAAKOgCIx2IfPIeDCjYjIDJqpBT5SXeKLGBnNCkEsSfWvkRwkBClmvuutK6Mr5LIuFMJqDawn1Gn44k7sgYLQcmkbIPbu3FGYURHrH+gXnU+2Xm3geFIAEPQ8UBXBA/2jRAX0iwAFAY0typ6Yxi5/bX3+2TqrYP1y2+hrL4fOJ3r/76vGlHhSO24bMlDMYGn9HDoH1RjQl6aps40UAvgzgJbwDedY/JjadwSbeLeyATpDmAvDXwFI2M5gmbGEGo7VEVBhlu3pAhArRujpkrE/iaYiZpH3GksWt8XwW0Wi14FG3E6yYwa+BYkDjxGHRKTl0A7HFMRtafQylUL77csWS4dcIT8dFL8les4gAlUib0h5flvre7uqYUsWQfkd0NwDctL0l9Znze1uZYW5M8LDXgxBWs+jFKLKZqxfn1P3uXsfAW8WF0w4+fPmXTRkGOmnN6ZmMywEAjqNm97al6qY4I9vCBhQACCEloYfaWRGCLLIjDNgx5iA10Rppp5zzg7hTA+UZngUDnjf/rwZALoBUShH6xXRR08veZNPB+L4oIRABIIGVZgDdUBsIte0WvVv/rfHAFYCsEKvxFnGyvW8xYhIHjYnLPDw+bEsNZQDARGPcy4NvphJylz9kdESPxZv9i93TAzOO+k8++v6i0vTJ4erurB0AAfrVGdOr/ZeNXTOHr/KxhaJhxn2l1ZTH8VrL734UL9/12ZnlhnlB85hAd/6LxHORCL9MD5mq5TvGNwo3AQB6ep29Dzx0PKoobMmKHUlx+zAxMwlJXtUdTymAaOwu5fxcE1dMNRIfzYvbkBl3GbYA6C0/+fAdTY/c/+Y7OP6Pgk1nsIl3Cy9DT54FAbwPwOcXdmgCE+8tMMaTeKmGxVqjuwAGdCppSmkcBrl5YZsqkiTFyAwJHpUAcAPohy6tCQCgIm0PXy+F1UTNOeexRRSWyVrY997M3vWmcEogKqxIOGpd5q00xNYxaREKm7oFFH46Jg5ozdZKUKDgH9RiszW62JnqtAQyP7K72vPG4xU3BVOEGlUglA+oIu9XU9iolqAkaWcilfL2SNRqm+qJG6RdlgOU0OpQEjUbXERGrOQ1OJQzEY+xEgAGv7Frh/OVsVdj5qzFlOEZ4qGF7AjTEz0sx5h+JaqGV4RyWsuc++6llB2P1nt7RSNdTl1dCWBcoWTsA503MOOSuQKgSAr4anItM/sIQd+oIpbKlPTyRD9vNmQJd06krjSIALQ4jWom2syESBkAaBw6hHhJC0aFJoFTrJoGg6szZov0W2sYt0poCTgLn2ktfoNVIH/zhcM3AkB1d3YMN+rpIKqmcLNBv6HX9Xbazq0AdgFoVGRm58++lYxbPzHbLxgWexNW2zQBOr+SrXcgNrC0mbCvnsq/dOt7OtfkokIhLtg3EDvy1X85IoVCwprVJAjhsaMohL6RRrg8OwEg6+5ITdH94V1qhEREJz0UGmMmT/9b7stgmRvf5nkWMA7gXeEkWsCmM9jEu4KmR+73AngBAMpPPjyDZc5gAXRGOKQNixeZjOiu9cYoMs31JEqcOEwTwqCYIRR+waO4zBPy8u7PnQBqKOhuaZ9yMXJcrlyoPmIZuVfxcucBRAlobIwQWVMuSAgM+3NHLp3pyVoyChITS3tNB9ReE2CX+xDgUqEuJFqpPF/sugIsqyutmcelFZ2p4aPyGemgUgkANMI00hbrCYahw9lbR+VGOW2XbNdUS0q4XQ0K3uXnFdwL488rfpN6+70fHIpEeIf5MbGJ8ogBQ/rnSkyZTEjaNjfNx33141mT3/zVgLQsrk4ApI5FzacmJNPRhU0NruxDLNFezba49mtgbNAdKQDg5Nnrh4C1HFAMq2nBO/wR678q1bAYOWo32n525kgOz6qRiMzbj5Vc8om2aBPtELaH34N+EKJ8+7mqrQDxA+hhvBG3oXnEZ+ie2UlWqcBdBdkAeMw7eINJC0fCTEAwbJjTXcgbOD92T1P20aq+wS/+/Y1hSWZtN1/fva5c5T9+62hje0fi1TuIGSYHSXFn4PKAApFIgI+wpjDHmWksAJhStaTrv9N37MxrlurR/sR0VWWvtkK4AuDedztnsMlNtIlrARtqzVIfF4aeVxgEMAKdg38GQEsMFw2OvWXZYu+JTDrbQtOx7SGnZVRa8yWmoPtD75Va5a1qsuE1voZG4faM2DqjXsMJ6LHmSgqYb3n9toGbXrlz0CuJbZQiRCk0SiFfHEjN3/DOvXwu1KVuZZMl0mqxRtaUwBKWcvZMf23+LYPzRGQ0zBmVy9bE4JKRZ6kRICgsHRo8eLjtmM0YamA42iJa5G1yUFhRkbLDOcVwHGVvPtEDAN1EIcaQnQ/NbTXlgSGCZhYSKcFk42nb1o9XFk5TisUi/hfnMqv/ovvEDgrSuHzMqMYyAEwA4NO4RVH26Yhp3WoYhtMoGI2if6QKl3oOqmpkTFY5c0gSnRpluOahnMixf68v4wWly/xLUUGnYQggiQD8CMuC/ammVGP3zD4CrN9gMP+GAXRCrxRqWb3zg/dNN9pi1LWzdx3noWtWZAPgWJZm5GR5sv71m6+IJz92vkPgtRUNbpQCHz15a8PbOgIAiEoX0NF7gAI+90d2Ry8nV5449dzu7uWHsJzGH76pueovPvNKzg131HVZ7cFz86Gk1ZhteuT+NXKff2psrgw2cS2gAfpMdE2HKe0zltEtwUnCIGvlDhjGh20uYsYVJqRgfl7TBp1kbMVKgoDw5ufEfQCgGWgonIEGheEqAUhcQIsqVgYsr01MO9mtUb/Q+dnmI3P9omlLgcnTH1Q4IaxxIeiJvrdFKGjI1FSiMixd0bVcgtDokb9/y1LD2faa4sMXE7a78mYVq6uppkCkUegJaZbGwC73KQoLhtCp0sLhudaplGT3oOO8ppJloR7qP1ncvBMA7v1gy+5nXygccDmiLjkhzkoIcQGIAyEAy/igaEkfum+6jxCkAQClUP91dMduhTIm6EYWAGBm5I5y27g9BG4IwFht2GF4r3kmTAiMcYZQ0CMt4/EjdJATlRGTM1xI/cwCQR/UibFsUIcGQiIATLMBS7YGREy5oWGp056i9pmOgoAA1E52RcaiNE41PjZ7CKAewqKGqoSDHvM/CGASetK7DDoX0ST0PNMKlO4PrGdcZehd5utKfeZlu3Pyst3TAHwAbOEIF/7SP51oLMib1SamLBt2Jq9A90AcKFhwzDgVuSIAGBtM2CZLbBcvrFRyIwRITHUX3fbR0/C4LMNvvbhzzOe2LK9oKyo/+bDY9Mj9G2st/wmw6Qw2cS1gJ+ZnpGtBLHRGGCBOSTW8yU9oDiozM0QUWridc6rpqJKhvshGSDF0CcsGvM1ql4mQUsfTvGw2R72UhQIgf/S42ElkEsKQ2GzIiMb3sJZd8LL1Hd54wKKmwiFPwiUUbUmZqu2ejM9WNZKwoiN1OSiJn5ux9cYleReNdxIbPXMicfroqVBsNZGAuD1zwmP1lXIwajhkGybtzJxqZg+7ZcIgmS3z12rDfPijtnEmN8CwZ6fyZaqxBHr3bC+AIAMaZQkNASgSRdVUTBu05w4cTrGNMOXQHaIGQAWl7EOPDlTvP+FbXkGkOjjJF5Z4E4B9oLSWmZJDvz36cpaFk8tOh2PrOiVL1bBiRJSSNgE0fk92X9jbz52d9Vvz7KZQH3XKcbxRrQQA/lywZ2Fg40Cg0NzsejlYHpcIQKKUIf9z+jqOiTWYha1kmSEnuYTFrHSbfZf4uq96x6fdprT3SgdePeDohQZGjWAQILnQQ0cL5bDr5hJSMqX1Vi0ssDH1+Tz2AbgIYNdrb+a29vTGVfT0rq1gdtjDze+5oTvU1x+rHD/SZ//6d6tSqEJdiESzAUBOsU+BLBHdRUKilxfW1CEsjecMZNx819mYl546UOedsy6E3mIA3Ang8be55z8qNp3BJq4FVEKvuV4DjpVeYcOKyfhTg4WdYtb0BxzLHGJD8fxINMp1tbYn34hlYi1XgcQH6aJxSayTzoeSDeWaao1BmwXgqQ8qycV816nIyVdObO+qfvC9pw+FJT545F8+FqDrrGJ00IjZEp6Pz1Mtlw+fOWGa3Q8AFkbhtgn+mlbNls/0i5dFATzRsA8+jmXqTC+xCRGz4UW+qKBketBM1Niu55NtDlN0zmsyFGuUqQZoaYwpOPN3JedZkVUPAxh54nsJza0Xbfu0D7CSxtImRiXlAEBBfaatYuve477FdzYYsdY/PFcXrF0AACAASURBVLbdOiGZF9g4OSnIq5wBhkeni12fT7mUss/g3dIpmWcBEvcTX/o2AtoQnzh79O7EWQQi4kyUsImvTGzNpRQqAIbyRNGvBw/l2XHrxVlTsDyuHHr4TYgoIhgnjQreFR/LWeJm3CzLNVj3JcemvmeqgBHAHT3lTeFt1NbwcUsN4WnfzBkhD3o5rBH6hGH1Zzt48nhB4MaPzp3e95cS75UFtdw55eQYOou3USsLqFyHiVF4AK7HJgpDFDRMsCQpyrLa2Ptv7uy/5wOt5SaTsuhwdvD1p5vrLYcXfudH3MVQNRksw2cVjDdZ7KF1VyPLIYiK9eh7L2T/7tHrlm9+ZL7c+p/eLY6iTWewiWsBHgCPQK8uWqotp3TW0qaUsU2G9WkoAGw9Mqn+qHpPRlHy7BC9jBFC31alKopV/QZcmIQZdYH+mAAykQEsUlqnxfjMX3n/WwcAwGKQLM9+/leTL7QUnn2zKxvbUqfV5/vyFIOqcZEwn3lrecfQ36b2HgpTxi0SzcqSJaO01+A7SCkwowpnDu7sYBre2OowTskN4UTeIc+ab5KnTcNKgtbTUJ9e8YnPvW90fMKyszBj6PWyfxiJ655MnjRwymB+0uT+KsNk7ei49dzUlNk93MMbpDL7RRByUE1WgswoD0Tk84EiNqa9ePu2z7aZLvxVTpuw1eTKvKf72G6Fssu+81TxT1mKnVmewd/M5O+q9qZO/7b4Zf6T9lHhx940Cl3Yd7Ec02KIxhspiXEKgTOz7XFQB0350VmrwmVK1cH9WbmaRSwUz/cshI0W+X80gabQ4uApMiyaEWQTAHKQ9hrHTK9gauvnu9gTMbPNAGHfGk92SaKaufd/AttnarmWmTNCDvQVHwDUQ18dLWgDUwC57hn+0I/e3FL99dT8gwDw44qXqw8nD5cwV5kSUIro9W3vLQSALSZ33+hO4TrDtFJjbmYydu4YH7r9vR0J2ZnuVJtVWtFL0Ntm7G+uWXIEFHAHDueNgGUSACA23hsk5O0nI5QCoYDRC2B5qa4FwD8AOA3gjbcb44+BTQ3kTbzrKD/58A0A+qAbkFboy3yIs3KNZWxtQlgHVT90R1v9vR9qqTjdmd0y6bNEpgfMvpefLjjx9lekXQApgm5gEr15BkUxs8trzhd1cLPi3HW//KtnykyCYlwzCoXS6XE23Pnm+3cV211DTx/9Q+ZCrf5Vr06BF65kvvxff1+VTDQUaBwJubcYKQiJ5wJqjb1vXhDe7atGd3/VDec9nZxFF/KhFPLZb5QPegZs+f/53RdrcnPmcj/TcKz1zeHs/R8raG1/6df5MDx5ec/Ad/eIjkzPICeqWQCQKfpODUVtR5ffh5WLnLsl9dK+QD/zqpwkpr5+JnfWWkKKfr/lZf9P/KmJ81rIk1gWcpGiXAchlDz906PpssQPQK+RX8yPRG3KS+FURm/6o1AXZEpFa7Tamhyo0nzMEO20DNJJsQoAbrqjrvGhLa1lqsKM3v2JO2y+bs9lzj+RIbuZFABhohvJte+QYAYUsYFdcbXTd+UcAM8s6WIzqlx7y+Md7qghlG31bGEI1tBJf7T7ut6ucOzyklvcHttb/7cZLWtWnwv49In82r520yIlif9ofpOUF18OACZzePqOj78Zs1zTeSOcfb20urcjrXKJbnsFvtf0yP1feLsx/hjYXBls4l1H0yP3v7Lwc/nJh3cDeAJAoehW1o37EkJnd+4Yv/zRu1uqAOC6LQM7AEDdTegrz+TPrqYd5jl1cN/ukSG310iyM9145fX8DFlhfQB2UiCkGMnyjrYzAA4BNHrP/tbznz9eX7lcIUujcDMEMZLKDD7YeGj2d4OFBwGgZS6x4M5T7+95/PDzjIFTVxiZtfcPhNotFobSHRSkhlHoId6vVstWtsI8Lunhq3D0HHiOBQgufsGi7v1JQCEEHCHgt364Z6r2a7vyP/PKdSRwkKZCpKndd/xYYhhUHpzqfutrz+RIJj5QzYnqomMcitoMAJ1OMPi7zGyUphi9FqMSZX2dbPW5T1icnJHGmSdGtxhu5k795NvpFCzlATRj3ilSCtrRnF3bXFe4V1XZhVk/i2WOAABEH+fURK0WDDTBTTJDKXRYNaJSlRkGABiblkn3+DJNF8TXFa8Qa4/zJ3RLphq7izH4BiNzUthLBr+wy0hZ4tdMnD3hsd5qS7PrAOXI6OxtWTNgCQkX2DMUK+8kGq2nArsmHCRpLL/n2Y9sB4CfVb5YXZk0eggA7b4SdzY7y53yhxeKxifzTFmrz9tqmZMohY8CMkPWVrjNTvAr8hNU5JdWPxrTFnGbEOP0x2VyYc8O0Z9+RTaPNUWt2+edKgjo2AmTa6riujpTvTOv7omGbXFhvXOeYEmo6dPlJx/+edMj969SnPvjY3NlsIlrDuUnH74bwK+ITJsdXaECRsPil5Dn1f4nfvpUvMUsCwCimooQyy3NXB/658PVLEsxMOwQxsZtpV84Wd9x6OBQsdkkL84w3/8XH+oMh3k3dNoCKAam35ctDlCBsQDYC1Dl726uabxjV8deAKAU4TZ3fOMbY1nkxZHcrI/kt/U9P5wXaXYlrVmFFNtnep+oeD5sMsqpDHP12nm3x9D4sc+8PxgKC4eCycIZ2cayju7wAVDqQcMlO5bFyG+46O7iTHpFkyqT/pc/VZWjJmm1gU9GKgDgG5nnqo86RneBQrm1aCvn+mzqRfmQpcLAKK1WPhIssk0YE8SAQ2SVbELATrWLr5//oPEY0chZgJbnfDRSH7NDdSafkBcSvYuduwAwdCWp+vRLOxcNr5GXu6MKSzXKLK+cuQK9THjxuWUT7Qxm0mJjbKjWHBdeHM/CRc69N/XSvgVHG3web7z1QMwxxcY3Dn21fCeWeWDWK82qZs4Bjlk9eZ2FHjq6CihuTe+pczYowls1OYtVZtFdckPkRnnnAo8TpYjsH/OeO9eSXRFvCc7+/OO/H4uzhhb7EAY6DYP/72hh1uKohIzNfWxvHDimB4APoAdfuv+xiwm24IpKNkqB//amT1CQZDsj191rm1js11BUEuFYavjgIx842zvtXKhiUgE45/tw/qTYXBls4lrEkwAeojwpc281zVpGpE7RrewCpSFlaGbszsLiHEoJAIgAtT3R0tEUm6CUA8BDXz69MJNFJMqFjQZl9+rBfbvILG0CFYIAJYgEU4VRypMjAJisOHfdt+94LSUvcW7BEcjfvrSv5afd2xcN2deaK6LASjEAJkpbuRANjPbHKLf/6ENVGWme4Y99uKltYsIa8flFy/iU1RgXG4oaREWbcZmFS+2JaVOzprLwAbU6ejAU5BoVBUPz/ooQB0oL6jA+I2LWvRMAtCiJwqRP3BiOJhJWUyIV8qKTfHBoX9U3RpTwCcdIj2GHEpQPWQ/zjNJ2W3pzuUZJ/+9Gdzh5RgtTCleuZfZKmyXluCVr5CzbH62I3aWc2vKlyIoQEvSyzFpKEff8ryoNbpd10RGUpE6d+cUnflf5tWcPVz/XUrzgDCToq4QVDpApDA6ZzJjjTUtawQR06mB8n3P5imvGL1oh4Mro35ZmL3cEAKDa54kKKfWBkOXvvQdv6wwIfj9SeCB2Vj4bgyU2CuEitzdyo+yFzjwL7bK5ubYv/jAATHhtSTf8+71JT518si4nwX0AAM6+bB8Dlsqbg5U57eCYUgDbAOBw0UDLakcA6KtAXjK0hHlJrndlqibJWHOrc6BA0hjfh7pO2L6SeaHns0fPRb7wxM0PQA+T8tArnV69+nP9/49NZ7CJaxEfwfyXFITEKQamUwQARb1Ch6cqVxaVEPzooRT6wPeHZxlmyTAQAhgNa+P8ABDNY4p8rDCdclpCOJG/qFjYQwCwN2ek5nt3v1jBsZQBAEoR+lz98e5XRnNWx5FHsUw5C5R6M16MZLHSUmx6eNSR8dA/X5cBffbqwIrvGpUSd7jqE+70tPU4nScAQDkgHeFifA2yytZQBwV/nreTOU8RAJjS1HEhRifGoxT+4erkZgAHqZWuCFtENM743Fz2NsM/RM7emtI8YeDkrYQALe60KUnjcyRNv782b2oCAMi7TJTtjyL/ZGS9OLcAoCLoN0y4Xdb4hXceYwo1f+/uF0sDGnuxcTJxedULh9XlwYQqQnp4N1kVctFUMlndVsLftvP8HCG688i6O7rXczChbrwXWlilDlBQEtV6mKga0kycg4movtR/b0sOlMe1z70nfQsIWdCbfkdQ+ZWaAQQE4uv8+egJOZ0qmKL9xlX05AQfeOSuA7fv7GjYnTMaaXNksL7rE1stp68wRFKTpKzYPVhWUZZsD2zImzITstle86XZJY2vbPam4dW5zB4KYFI2J53sPZzEQvtU0yP3//idPssfC5vOYBPXIp4HkArgS6CUMU1K+uze6/esd/DpP8TsHO4xDPz3az0sw2wsjbiAu3Mvd//iXBmlACKx3KIB+9qtp0o4ljKUQrn/3NFLbe74xKGAfTWrZRd05ayFn9XEs1KQldZvcJqHhGXfteK7+hpzrx+tGgk5Wnuml+ykWqzsDRXrs1eF814w9DPtzJy6c+s/hq5gvs5+qsXZ1PbLwioAMD8qxvo/G5ng2n09hh/MlPp/knkBFvZEhBqO9gfja7c6xpOpBpfdJ7lzjTNvBqnATUZsFQuJS+l9jmKA1pq2+DdU/nrrhV19CwR1FkO0/XefeyLPLErhJ/xJcUl5k5GxyVhA7/S1YZVQPSjh6LChnWRGVsT1VZUJjc459kdkvqVrIqV92mcznSxrCNxTdKHMUXrWfqo1ufEbn8x2iKPB4tX3E3NqPMncNjc88qXSOXCMYfX+jUC0lVU+FNSnZmgJAHKgkRSIWjMi7KqZPcFvG0v2/rZxnpYpC4gWJp7hx71eauRXOA+jsL7GwcXBlJo//GG7navwucHNO+OQc3mxQqcK5lfv9Dn+mNh0Bpu45tD0yP0zAL5efvLhs7xP/SdCUQVKx9E/ui5HEQD0dxizv//l1Ib7/mVsXVGTBVCKwFP9xXn2biWkWEgT5ckWgMoxpnC7xRBNfGkkp/obzQdKpiPm1bPOM1gKg0hYpqs7Wy7M8IHoWdFD1+tevYJlQiuiPdqYdWRcVxdj1A0rj+Qb7LuVfWZ38r/118YdUArn7z3U9EjJYsyZUBJn+QF9nTRMHiEKOCJR50IGsMObtD0l6nvz3D+WV2oKc9Ouz7VVJ5W5DskaE3ZLpuEWd/r0TIy1Mv7TrMVsV9Z09i5A0/TELwGdu2tPm8dqkLY+4UuandOEbEfR3BDjCtRpneYUgGQBgCrQOtkKTXShmIA4tcvmMpIeGSfMUtMY1YgKEPz49NESQtDLCqprYjox7MieZQkB1K6IJo4GctZrGVEcwvTIA6UELHPVPoI179PGrDDWvvsiQTjodkoRJAK1scfnyrRuUy2dEBmEGRsoEaDCuaD8toDQvsxKKNrZ5ds4VlU+WXUha/k2SiH/tGZnw4+rd1VCIT2m34iB0D3rNhiHAWzcpfYnxCY30SauWTQ9cv+btsHo1wAMIBQZgKZtpBgFAJgaFTboYtZBKcLPDuU3zvWbXIyGHPlEBOzNLu2+T71V9+wXHrfe8OpduK/+eNV0xLwQbqLQjf4s9Ma4A9AtlAPLwkR8QJsVPHQ9XnwVQAkAhhXUbmNcuOHItxtKWEETACDB4C+6Mbm9n4BOrnu/Di7G+LBDZFg9Qe5qMdRrfrkRstIKSiUAYLpmnETRJ3Wmr48vxtNljTW/9cNkRQsoLv1dlhxQImwnz2jGBEOg8ERyZ+WdGY2BgCwEKYVvo3eWXzLiS0tyvfnMZ58InTxyoYJShOdUPsUrGerrXbllJC+8B4CDgoYp6CjloEQSaIViQTsFDSA7fG65IwDgZzmN4Y1yjS3V3+XMnyt2ZHorHvUX5LwecnZTCu36D7p37agInIZOK7EcYcXG91amjPXb+GjbRve8HiQ7WbH6oa86PFqXqVatcYxTijBhwLLFoQruOvcB7mbXVu49swXsiTkNnNaxYiBCAJ5dUe6aHuMd51i6Qt5yYCbmwg9P76nQKEPMY5KfcZMY6I16q1GOd0h18sfG5spgE9c0Xq978M3ju79yI7r6z77dseRt2n0+V3+865XRnKrUS5FaytF+uUQttzPREckr0or6Dyf4ZHE1hXUdlucGdBSu+h2GWc1NgDUhDegrCZstw/9ixYNNNzDcSr4iAHAIoWy6jCF0NfoCCbvzrDO1TiG4p/0rQh56uzIBABzrARCGoi6uYNieaD7CWheMTJH4tLtOfNK1G3uSLQCgKQzf8Ztcf+lHF9kjIDCq5VhSlwHAGierUTICUO+WsoHCI7u6FIspOEwpUp8KJI4FVMHzwnipnkeJMtMALNE4NMoWmqRx+nsIptMqJophSg1lsVqomzCL762H4egBe/pK/6NQJq5TMhcUCME3Umj076bHhM9BD8cNQM8fuQHE7EmdivlOZV2KRBnTZMgyVjOZPvqT7u3MeMhSDpA173fxWT10sXyYAhOqgStG97z583C11KEcXN0wRoxaPHuTK15703GK+rk9IMQ6vysDSyvDiYIk1+ULAymDnpCRFibNihlO776f1Zbrqz5KKR9UkxmJpIJiFmRNwvv+8zd8qxPXADadwSaufTR2hHAVoRqrQ/GFg4yp5axljaFeAKWIvjWRsYWRqF/0aJnhW6UZEMAtGbRvd+3PAcFqR9AOXQRmvcHCRNJGqMAk8zORdmP1sABHugeErHuPluQQx3D0LPS4/yz0Ri0bAExG7JcBsnW98wAAGp298C8OeuKB4GigdxkNsqKuuRahgPCGb5rtigSFt/wVIBgDwyzmULwjllhKQZcbPZHVjFjVKyBpbMdL4yUxdj5CjyT2ZE+pIn7tT8m3MfK4V+Vz3poqHF68plFLoDHKqUg8u7oaCZqIDICAamSEMBTQneu6z5ps8LYzBFXPBxOOJ7MRMe3L0v8b/6T4JIBnoSezKQBy6BZPDWFQLEJDptWX+mHr5dQP51/GSyM5zffVHyvdyCHwAW1xO2UxhWXdv2pNTAXJDdUzJcHthKxMghNAMWtBo3CJtyom5opsYafDycJB6I7gTQDXvdqen/xqu05sm2jzTz3/hcc9LcPJ+kqBEKJxJMBKBObHxWm5SO2QdivbQdAL4JPnb/jWu85WuoBNZ7CJax6va0+PHGfufADAv663/+uPDbQyDCXP/ixugcNmBSiF757Tt4xFVa6YUWlfMJufkfx8DOpIO3Xx+SSHXqL8Eo0FG0YtBWTNuMxwqXRMHA70x5wat4lDgTQwiCGyRtmQqs+Qs4w1SIpft1s6Jsdnh14uCCypjR2Yjlh635oqSF7vHABgxqRzpm9MJKlDUuXpGlsNlqgZNoTxkZllVU4QoVEVjG4gvQO2vME3Umuyj48tv89E6OEsdv5deX43UparUkYMKWJinz+uOt3sjqMU6uWgwz0RsY9IGpu9/Jpkr9dORh1uqjLrJu8ViQ0InAL+lNcv77OMkrAWok6uDGTJcKtYIpCYUA2HzBna/zAGOqdFyHIdBgiitm5j1E3p/WUZ5t/1vf+N29d14IEMlo9tV2SigQ+lCMrq/bTP5FRnhD72gEchoh7yY8eYWvNjYjmRdC0HPqTl8yEtnwB14RROpJS5bvU4Uz5r4uFvf/x0SBIO6wPTMS6sZQMAN8hu4QZZsCNMTfh26YvXkiMANnMGm/jzwa832hGfKpkKy8IVX/qvkXXFSsYi5vaGmWQrw6kNxqTwTNQq5NEpsZTOCFuhEUb0kCAoPNDQJbhRYx1kKkQPMWM+lm7s9tRkP3A+Pu17lyvN7e7tnF92cl45ng2pS6uJoYn9CEfqV1+bNSgdCdtdq/mSKgDMvjVViNUJykVEtV7zA6N57JCUBaAnPM6+Pcf+ajislxccwQJc3Q4bXRm7dgJYNEqEwFFgnWoEAArCnHPlVD09vLPkmZGdpTUzBVVX/Il7Q6qYsHxMTqS7rImBSwBdl2BN7meixu9NXTA+PH3cfmf/Ftu9g7u45tBZaNQFAAy04VLHWPzyc8wZ2oGtD4asy7dRQPnNDxITKMW619kaO5ubYfaeW2+fYmH2zpVytRTwyiZ2TWd7xKmNwMdtU0/F5mjDYjXXxp4y/1SsIBJZk4cyTkv777j3VIZojK7RVwCAkLSkjMeFtH5CsTxfEREuc39z/oZvNa5z6ruKzZXBJv5cMA298mJN74DZunFiucGXWNMbsRNn/lzaAqe/msRX02khCJWkALgseFAiuoiBUFKE+WSe6CF7xDlo9qeaGzhv5O0NMcuEYBBXzEoJQydO/EddxkLCeBkYAElVCT1zdbO5F8MqXw4FEwAoCaizbHfEa/ru1E4S0haMSgF0+c53oqe7gC4kONd8vyeb4ncoEbaDN6pblm1eIS5TYp8wd/o2XLCsC8EiV8Vkey64Bxy7V1QBqXTC9ILLKtT4VjT/mR8cP6Q52LnAd9JrklNCIScfLKAUbkKWSoPF+CV6BAoEghU5lzu3OLf/7VOZl+7ed8mXFee2xZojKyqhflH1YuaRlz4kL1CMG2NDtXJQgDE2bGZyZBJ1sO28n3ijiiltaWw6Ho3FdtFNO4nMFGvNtirqki+EE2ktKCB6FI6R6E6iN4SBcHTIYJUz7DHBzunwugVhi+9TdCmry19Dr9c9eOF/8Wr/ZNh0Bpv4s8Dr2tPqcebOjwP4DoA0hqE0oyAy5HNzFpajG9bJj0hm/Nd46Qp+IWa3r0qtt72BWWEUlFzHKOtnnm3PtZ/lvJHKdXeugmlvVktIJVUqjzbFQryim1ZQDRbfsGUsJs8nY51YeZLRv+W29BbUz2RXz7zPv4141VhCl7G26qDQ+xmuWkk1Dz90S9wGQMDUrAM8dwZW87JnoG6qknHowi77oBMEpgN6tZWssoPD/thxANvfyXMDgBxha9Uopxrs0SpWVAfUKLcYRhImQ/2Omsl1BWMYjxpr+McprvXL229o7c3BtrShht05/QxAiaxw0iuB7ZIpd7SG8EYtsi0lW4017QWA0105O0535SDZ7pt87vO/UglZynk4xIgVujHmATrDcBrvyPQulPZ2RiqUBPUlxwLzKSio25dPTZSDw59J/dYBRAmIGHXyi84rnMhHY9tDA6B6f0ly+cwQVUlKYuocMz2uN1zzgtxRurvXk5k/mfX8ryusqsIOaxqJ5ULqAuNuG4C7saFux7uPTWewiT8bvK49/cQHkt7/+ra9wecf+P5QGqWE4XjqJGsrNBZxxpuylh9Ig4wZYTdA7Cyn9KgKm7+6FslgjDbb0iPB8JT+O2HpBFXJutPlXUd81d94/HdVN9z+Yc9khchF4pn9zha5xjKsmrsup07uz/NddWVRPDWc6vLYNuIxOgdgdQd0G3Ta7zLoymCD0I37XgBTi8d7A4CvT4HT0Yjk+AhMhrLiu/q7BItybH6cSeiSkMys3/LGk+f3H1RUrtjkDLlMzqspUS6BUoz5Rm07qEYsnFGuF61RJRxgQDniJFF1NOlnPdlXO19KNCyWj7aNZu5tG83A/MqiESwOeD5nh7WP1LMSyVx97oTXltQ0lFyzM2ti8f1aedlyQ9pA9dlIAoSYaBXVVoR5igmDC2ylOw4inVXbzG1BVoinnO6oNQOyZQuqhcAqLQSGiJQlfqJQgNCZsk91VhEClB/orhjpS6w7cOxSXEy8L4/j9BXg3SdfSwGA4Iw4fuah3T6VYcaoxvher3uw/R291HcJm85gE39WeGryD7PaZMEdAO4D6H24ipgNpdAuBZ1rQivqq84ugGyz2IMNt3/09N7Gs4W17RfzKgDAYgs1lOzsR8HW4d3KXQhc/paxuvhvw1vfPG4P0VVV4gxDpx56dGBq7zF/FQAo71NaIgbjYRACV7lwyFUODCETO5TexrGwPZBrmd2/TJh+EZ42zgU9sQzC0Mn8T0f6ps/wmqeVq4Teib0eKqE3v01hpRzkyvwEpRxm3Tsx6wbZmnM667qx5Y5lMXbePJRpV1TOCADGmPBG11wDqpIpqjGpAAXLa6kme1iI/1SngQ2rZsqTLCaqXWUmTBXhZvNCJ9Y5AAJAQtAd1GKpbjBdS7P2MRIBWfPu7n/ipp2//tTTDckOfw7L0HgAyvcPvM4+68oS/3lkFwi7grIjAqCQ2FWbphKfz8laNGXliu0qf0y6raQkXg5yXt6smAkB974P1xzY6BRzfDTl+u/XpviGLb1nv1X26Y3fw7UB9qGHHnq372ETm/hfgVg+5yeWz71BA//1FHSK5XXFbwgB8SjixfaQM3359vScydadRX3BPYc6dhAGTEqGKyPgM1bbYoJDN32g/mBcojeNEBDWADH5uJw19ITYMnNGWBE2ccTJzT890+XIL40sznyvyx6KPNlQ0qkYCLdEqEYwEInpH1cdh8Iq35hq9CQvK+2M+rrZNy982rx7IcbNGjGy+/uBrRm3SZlKkNRSDbPRaZK0sN+2RamOzpA86Kpca4jhVoNh6PRXfjbYa7arPXd86go/kySsmKkrKtPbOpLR3jmRViCrOjUHy2uXOIOug7Aa88nnOQACIWAA+MNzJidAQAjaBH/Yb3hmLo9QMESlV+X2j92p1B5+cGKvN2SqnwtaCwAEoRPk2TAfnweh/Za0gIczKyNUIf3QiAvLVmgCp0hPnt+WdtOO7rYxwvWbGHVSIPRgkcmTmin6mt7ypiYtW/XVYZ5KJDBtblDCwgpD7jAF6/MsMxHPjG3NBIILa91chGaB0NnC2wYd/T8X6wwJdJKz0hTJTVo54/oym4QABocUm3/L8DP74u4duNr7eLexWU20iT9bMEk9V6CXkj4IPWyyBk2B+DWOQjXDkJ49XbpctL7ixKWqQzc0rxvOSaiS01gTXexEzd0aqv1VY0epM0lZGZ4KEHfqG1Jl5nORFUnDYMCkAkBvIGHPKxMlA73+dgDulQAAIABJREFUuGpK4QXQ0Hi/2QoshTLUECl+ZbdjynWe6yz5cvhQ5VP+6w6/4JslHB3m7dqlyqf9VYSBhKuCRgGqWuxK2/df7Qnuv963/b5vjx3qLTGuyXbW9hTO1nRvORSMGhafJTBlrgpMmRtWjEgxrErMucCkpcV1JdapKYxeDUMQo6c1gLDbsA0vh6cJ8I7ol2N3KYzAqeYbS1uqbtvZMAPQ/IV9hNVaBEu0OibbbROt0g4mN7yPq/QcIlnhFdQNwahokTVm5olw4rY3wnGHR5WlsNPxmNHyfdapGp3DFtPQu8EBACZnOB+gcwDAEG00xhyou+fAmT1Bt2nd/BMX0vTPlJI4NcoE5y5y9vq/tGSc+5ilq/HzZkNojDmvUUxt8KgSgDV9GNcaNsNEm/izBpPUowD4pjZZ8J8APgPgS5hnk9QoXH1he9bKM6hWYp9YN8eggel9dmSbrSxmpCvDPFdIQUIMaKIaz4/5H83MYh/11ux0jeE7T/dVsNzKiZSqkvH7v3xjCQCoRuIBpQ69jp7OivZIPABoKml1Rc3Jc1JO1ZxkbtgRM5IcmWLWUBRQhaRf/LwleMMFDwgBLDla+vEzXp/iJ7zkIR6qrWmQW0RuSfjsP/1sILfzonnMPcP5c0si2wBAoSQaoivU3AAAfTOJ68T0CSJeca8U5GcIS/2soF6R/ML1AFkMQQVnTbw1KeAFIBOG+qgKxfmbwS5jl3cX9IT3VTmiAGDmLI+Cz0Q0hgOT7pwr+UhFzdhTF/Y1E4sKY2z44Hod5VSkQQo6C70RzQ+AWq3hUdEg7xOg+Qv40AoCuf/Ira0ailhGPtFzXYdfE65f2J5o8fZuLRtTpydjUFnQtc0sSgcA4MjNjdt+++iRLkXmFiki2JDay0h08T1pKlE9rVyG5GEc4TE2GQDePG5H6L7482m3KyMH4vt3AQClqCUEHwYw+vmiN9b0Nlxr2BS32cT/KWiTBTEA/hvAh4Yilvq7um5YkXzNs0zX7I0bXHcFEFG5lt+OlK8ibaNYiCSLsuw/vetZQshaKcbv/XDf+ZdeK1hkLh18n6FRNaLcmhxoFa3SDgCQgnwNw2kcJ6oHREZuuT29ecfkKb6l8T5zMUDWzNp5u3Zp388CFnuxuhi2CI0xk6dvtgU1iQQBRBiGRjQN+wHCE0I9X39sYGT3df5t0BPKAgADoM+Nf+hNu6KAWZx9Uwr/f71xvZlS5u0iBN1YRsPBEW2UY9QQTKpXsEVDoXaDKfa5Ydba7DJA766uAXAQAAtCZ5OOypdTb5Zs02d5//iLQpIaJotOace3g41p75UW+0Mohfb6ZHHPTNS6Ll+Pd9TaJoeEbaCgADTBi8YPXV/NO+yhMgCoNM7V7BADaz7fOZlv+kR/lX88bN8JwHhTSvtIjBDOWu8aMxOOnpeeOpDAhrQ5yhGTozMcSxY0nSlVue5L04pnhX4xKIMJ/2PZAolh7B/IbByrn81xDQdjv9Rwwz+fept3e81gM0y0if9TYJJ63AD+4rGpgl/c231sBfNorBCs3eNc3xEAQFgVgmu3Lk1PjySM96znCIIhvmO5IwAA84gaZHntnGiVdigRtnau3zHhG7MeUiVWJtB6jiR2WwkBko/JO5Kvl9dtlJK9TOnY88LY8m2mVC1p/8/94wBKAezZf7tX/V1Xe/TvHxlsevxipzzvCAC9FLV78SkIcNDomVs+VvtYevM7cATAIncSlf6y4NKZ8+/7hb3l1p/nRfzi9mCXyZb51ebd1mZXOXSqDUCnamgBUBtbpnTs+s9gVfL1ctn2r4UOHXvLm2xI0C4uDMzbVuYVCAFTldCzmqBuCXT+AyEgIGCLtw1qC44AADqiltUNfgCAy4o5eiSxp+q29GapyDZV55GM0xtdIj7ZU7BvZ/sl+5VIlqMzrC06Av0GWUWIHVlzkkC8NIZzamC4p4Z2pgwFneUUZMMV3LWITWewif9zYJJ66H9PlJqjlFsx21bfxvBRiqsuk193p+8IqFzH6u3P/KFkDdFc3CVpry3JZ6MUXs+Ifa+msMkAgX/CWjXT48yv6ygKzAXM9QBQ8JlwNhg6s3oMAOj/hVjqbmWvLPweHGEazt5jrWRE2pdys1R95Jte1mzTLFXv85bHJcvLu3j/P/bOOzyqMu3/3+eUaZmZ9GTSC+kJafQWikaaiGJjLei6xcYuiuvL2neVxd3XCqvib61rBUVsqGgATSGQ0CGkEdJ7n17OnPP8/phMyKRQ3GUXffO5Lq6LnHPmtGSe+3nu8r1ZuDKRBt1QqTLTZLdCqiiRlj3lqecqpjsE4AAGpDRenfVtxSOZ++ZoZQ4NSygTsruhKPit6qFFgBnAYHXwJACzA2YJHtXCTZ/KymydZHD1RTg64nciZ8WJms/Yg7BhRCrmtOTq7qSQlvw7cr7vXJx+5EinwduPUugJKF3m1Zm/UtPuqU5K4SyrCCw8YVPHA4CSdfpN8mvMjlH3pg45ZsTvfcLklskE1EjgobgK6I0F6OwdNPyEpS1gaLsYKXMbQkhg3AbOI3HhUmc8ZjDOz5UbYhX625JVfbe7NxBQKOzKXQnaTp4BiABCndSV2kMIRYeTE24PrijyZh2sknGyFECbw8uhYp1MlleXf5XVu0/FOAd9x5RCfOfDzP0fbEv3KKqiPLWafmM7yirpDMHGFoGSYV20GFLbFZwxIagj309thiZOilTqpFJrKxsIgEIXUIjO3kBIUjIo8bZ1MHWAiOrNiqJTm+VRU14yH/eZ7NT88N3UwCf/35SAvAfegSSii2ER6Hkd1AIY7AFR4VAfogPFZAyhIUre0WcV5KPpCUlwGYJQDEltzfLvGJx1l5V4Vaq+bB+uzdMCl5vI/SYMcb+2exTt+WU7Axk5GkQRrBQlbyZq04iArSiQeua4fLIs1FHgmDrU1U7N6X4tU/mAJhUAML69bF5ZuhqAEMHZTkZxtiwyTHBQcDLN6564YoYqxNo05fcn6hR+9kmu9F7a425C37WXKzDXsSRihT2Q83KltDJy8aBpjdnP61WvJmJ3CQlSQjvR288RUDvvTas4L2rLftbso00Sow43hjmqQcVhQnlfjPJuL1nGjcE4P0tKF22gUnvCOwCWAVhxXh9S9Z51d4a6x4IhLoOmZu+SEYaApU7jGms1VWGGqVO1z9avmD3iRAPIuTPekIBpTmvTpyzgoy1AdNhcMEwR2rsrAcpJTtfsXiCyvkWl+ikix5pOtYSdbm8OuJwlon7tNRMqy0u9klY92F50032dQ69nxZDVf4tTbnXHJggBwzLSaO4YG1yrgWGV19SglTkGB9rwCfYgVyRiMMxrxhBDwCpp5YRf2XoYHh7vx2eiGLf4cD+6G+RF3yFu9n4+sHEZPFsTMBwNZmWiTbGTz5Ed4hpMd9k0cLXHpAyhg6s9Be/w/vWUvV8zRFqy2KubG24IAOA3v18uczpZztCkjtn94PSY2Y8eLspO7BAnyfS+m7oTqzptGq7DIiP2p/tn1/xD0Xf5D/pOwqKTIchhfKRy42priGaj8hQYOC3LHXbSwstSuuz70x6yehSmJcb0JFS3hA5f5UTDVRD4k2DcGIzzs4XRVUtSe8JjOF9jMDZ9cFX9TsKQ70x4mD5hcW516Y7jcYHmG+1d1JvGg8IKBhmUQrL1K6afpYwJJrticKf3RAlNX/EHkBDlGjwjQ2YjMgRwiqaST/S1tMO/zUK4jIrjhtMt/b4pkEicN6hFdKC9rFSdkDHdVHHDvZ3Dq3Q9Cr7sQzwyFgd/xCFycaPc1kmMNATmjdN31/CMlA0AB/ZoTrz9N50e8FjxHMJA7wfC0pbL9uhDMdzFApdLhgIdAVH2mboOw8l2m3fqyf6QolSftsFzUZAudbSpXV/tPZXtIlFsA1MgRks5AFHbRK5TwzlsE3hLXSRnU6X4NV7VJfJ1rYL8dLTMljTsWoJC7hyShktw6IU0/z++WZ6wpTe+eE9HkmtADxNN3ui323sY/9PvyAvifmnPabb45DspG0W94Gv4o9UbTlRDhsygLFQkBdm9h15nf3d0wWlT4OxROmpsmbrz4fDSRRsu+UwiYNwYjPMzh9FVl0vtCdvx4w1CFVyZOTq4grJmuFYHPMMg4Le/Pti5pSxcBwKX+4jAl1LYBAtfCpCz+uR7jGqeUpglJ+kq+27qbGSCgmE4AKBAB2XRAZaFJTY0XDSwIZRQoaXPrw0EgEQpocSsOtjUSyiY2FSrnuM9GuxIcAWZB/FlBabBqYTZKTuwtWoqJ0hsPUBT3T2RB/BINZ0R1FLwm8SjfjkhzdkAkPex78Fn10SO1n40HoAdgJyKJOy7Gd52EJg5NS1Tx0p90TfZVeHLHJMcElu2vSkrSckJnWanPBUAjvZHzGaIVJik7ciwS9zpT5szU9lJbJ+yltYSJ4lVfSJPM661iiBgp8iMlZdpO3MwpNI6kBViAlkhHC6DNJiZZDTJKuobfTzegdUsC3U4ufYtXfGD7ypQZaqbt68/qvcgV+2X7cygFH2FXXEzKEglgBZqYxqhkMJUZvGH+aHVIRwjxYsOpoZSSHXfhXfqOwIYzCW14BAD4tEbIhguPaJ3Rv0DuMS4YGNw6NChII7jXodLeGs8AP1/CwlAmdPp/PWkSZPGzMa4BFkD4BsACwDcgGHNXEajW1Ds8edsCkIwGa7B34YzQnCn4ArM2l6vT+kCkAgKGwgUVEJlb61vCJWYMQ0BEWil3wmh3/xR0OSvSQBDGNoBMH5gXG4OCgj9SUqnJGfcA1kVABBKeO9KhIty1FKz/pT/GxULAQROy9Ufv/bOrsFnclLS+mJLet0DYcfSCYEccDl0TtrVAVaBP1hh0IlyjWOKXOOAtU+x39zlNX3I7dVhSFXz71IPBk0NbB+ccX/1ziiiRYT2yANpmb2TyR2yUQ4KudNI/PqPMTh6nO3TxIt1tQ2+zVIiM9HslHtU7B7ui5rTavU52WnXpEqUkUnxNMN5r61Ts1GhZ8zEjz9M8oRs6fJ9/RH0Mu2of3q83cHoGYJ6QijPMFSu1TjSY6P76mrr/c7EeTj0/KImV9kjKgdrTSL9+/tkWjpRd5mQAcAsSEydRJkkuIxpvlSj5Gi3TDI6mInffjbzaFxKc/epHVEzQQnBQEWz9hA1UQYm2xWOo0KaGAN20Fitnbrz4XdLF2245HP4L9gYcBz3uk6nSw4MDOxjGOaSf8Bx/n1IkkS6urpS2tvbXwdw1X/7fs4XRlfdDOB1AK9L7QmvA/gUGL1wi1IITzdNOro69HggIZg4ZJdi4B8w4Bvv61cc+WpdxhKtHCYAtOcuYa+xR51KJcZ7+HndsBZ6MPIrWxojDuT/gwEVMQ1AA1zpmDMc3myxJPdo+N7Fdpm6vPbX+5nmTDAQH+V0ImoCKcvUEFGKW72hxRYYKkwBAEFiGq4pX+zV7VTOCpeZC1YG1eQAsB+ya4u7y32d+W+kpxh/azdgwPOu8LZlmrs8BFGHVPhS0VdmG3Q1le7WnKg8ovJwxbAqWnHZbn0Yr6W5XXu5sgN3q32pSEZqG1HiW7hC64tw0oZ/jP5u2m3eqUN/Vn0qqyQDqyvVDkWWtbG1KGVJhx2jJo8Cb7+fpfwmLyHIZudUumBjy9uvfIZZ0xpbhhoDSOA7naoQt/dOxgj6eM2ge20HgHs5Ij2t5my7TE7FfZRiOm2VG2FnAwCgR6GdLH0ZLSPD/H/ETtQEVPT6io8SjjO95luECLhyEzIA7Ji68+HflS7aUDv6nV8a/JiZfVpgYKBh3BD834NhGBoYGKjHGK0Lfwowuuo9ADaMtb/F4XX4gCkoQsMKqWMdAwCUwrb2kUVBAAGxEzXsRKNv06ZJziGNUyTaJu+RimS9UhERaIWiUyyI2mHLcBuCYUQByOmfoDhkipJ7+uwlqlY1GI28mXb5bD8WwnUYf6AylkCiCmusJv+3f7myf+2TC4vMFv7k9/qw+m6nMoBS2P/emj7rq56o7+1OpjRLbpg+3WH2Y/qYQO3flMnKz2UHQaEnDBS8TdwTuN9xMOxbWw0oHSwuI4Ah3rs/cuB58Zc7o3gqEY+MJZmvZODVVEMIQBiQUQ2B+3wM7Vr9WBMYSO1ne7duxCDJ/bK7IUrtyte65/TtEkfUeQzFauNVlBK0tWvDjtQH5X38ZUoUAFBATwEjHyxULA4tq83VlVdma1t3bowtbGQJjQIAwUB27UjxbSMEd0Z79bwMYAocpNhtCACAcUhdGD5uEtrtFWzZN/epA81L/1EQfdWje9MXhp6sAaiBgLYAWAKgeOrOh0frk33J8GNiBsyFGAJDj5HNeyfft6etj/cP8RVyV83t0/prRpTgj/PTYOB3/5N1D0rtCQEArhxr/7PNWapg3tJPyOjCY256+5UnW9u0ZzqrkZG56owTveF59qFB1nMNBpRQfABCfgDwW7jdNQzJpAG+AK/NJE7R5P3ZiUDKEDlAj3QvjwxpjdIklAHI33zLd4oMi4z6irVikY9Eo20tD9RczgcprHHvzfvy+OXzaqd5a20nnvzfeX3kGAeugamDQCK1ZvsCAgKHhjTBc8VUYXLwqWqZ4C2JkIjHM1JBEUyPTX3FpCMsCKWw7309tJWFMZGMMa7EpVmrli3rnP1pdX9RucXvrO8XZrGM/b6LQzdbgo6eaYBLplwUR4/IUwrziaoglfUyRzH1oQrY4by7N+dyLofJJ0f5RsGL9XeqmFi5FzfFV2ZREQJ5kMKYlK7qbWMFR0mDoLB99bzfEgB/25Hi2whYvvPGqWrzHSE7RZVvBgTWDwAknvhSjpQRJ50EADKN42jqTTVS2LTOwUp3hoAJkJtjlocdO6XiHIm1poADpT0xoRTki6k7H84qXbTBdNZn/y9xUb/Ur617T3dT5F3prz7wz6iPn/0i9NUH/hl1U+Rd6a+te+/sfwjnYNu2bdro6Oi0yMjItIcffnjUc1mtVrJ06dLYyMjItPT09KSqqqrBlMCSkhJlZmZmUlxcXGpCQkKKxWIZO+VjGDU1Nfy0adMSYmNjU+Pi4lKfeuqpwRaAa9euDQ0KCkpPSkpKSUpKStm6das3ANhsNnLddddFJyQkpCQmJqbs2LFDM9q5i4uLlRkZGUlJSUkpaWlpyd9//70KAN577z2fhISEFPf2b7/99qyzo3HGhtFVdwP4BVwaRh4FURJF/ymrd8hRc0ASpbCd7Txf7Uzw2G8OEvNA4NHCUpKRVLsvuRDXAPGute07vPn+hwB4SB6bouRJdm/2ECpOHwWgJBJlCcUcnz1tLZrijgKux1bilDiFo8h3hrgjMJYauBBDrxdxilx2q0Wj67KpHAAQHGQyOZ3MHAA5TD+TyZiJn1tEtSeTrwUh7lVLAQWZqRfkVQBwdK+63GpmB40ZI0fj5d/rJ2vipSgAMNkUxxtWpuZKSrZirIebepkBAGCV2LOOO0yzY5/39bU8d7I/bsAQDJIy2TJCpI9S2K6rWNR/8AavdMcs50whVcwWssWpYEAc4fCxBvPZTjWbBIbI7Fa576myiAERPnLAQLnadLlp2pWq7sy6j5SxcLnr4ilwq2OeZoUYo1wOSloHr8UzcHizbwD4FgASltfbw6Z1ZlPq6m5GJXRXfRZVaOmRlap5RzJDwMRpuqfMD67qY4koAXj+bM/+3+SiGYPX1r2n++iZz8PsVofHNexWB/PRM5+H/ViD4HQ6cf/990d+/fXX1dXV1Sc/+eQTv0OHDo1Ydm/cuDHA29vb2djYWLZ69eqOtWvXhgOAIAi49dZbYzZv3txQU1NzsqCgoEomk533SofneTz33HPNtbW1Jw8cOFDxxhtvBA29/l133dVRWVlZXllZWX7jjTfqAeCFF14IAIDq6uryPXv2VK9bty5cFEcujh588MHwRx55pLWysrL8sccea123bl0EACxbtszgPucbb7xRf9ddd41o9DHO+TMQQ3gZQJ57G6Ww3li50NTjdAUWJVcG0ZgUFEefqS6ltFW9o3xm6Evlp7he+4Eh2w28kY4qr+3GKceRttmyYz0ZXDEFugDsnvyr514DhnnWCVGYouSx1GydjTP+aofmWO/EoI/qfKKeOmrXvVg6R17RUUKdzmOmCHrY6YUcEFd6KUso+vXyo7/5/fIZksSMOvmx6pihFbMaAPi+LdIGADUnlB7vY/Imk4d6aFV7qA0AWtakelOCUd1AlLou22TXDO/mNvQgUfV0mw4uLaQRhmXDnZHZkoSeoduclHS2WLxMYEauGphQRyaUkkchQ1uTvwBX5tGUQ3atTKCkpr1JVglXTwmRAoLp9Sij9X90c+kkdjq7pCcCXs7n4cqWOmkOl7cDuAWgO4PSegilkI6/lVhWvjV2X+mLE9sEC8+r/B0e8tghSkPa/ODqGgAtU3c+PJqb8L/ORTEGhh4j+/lL35y1iernL30TYuw1XfD1f/jhB6+oqCh7SkqKQ6FQ0BUrVvRu27bNZ/hxO3bs8Lnjjjt6AOCXv/xlX3FxsUaSJGzfvt07OTnZOmPGDCsA6HQ6kePO31sWFRUlzJ492wIAvr6+0oQJE6yNjY1jtl0EgPLycuWCBQsMABAWFubUarViQUHBiKYfhBDo9XoWAPr7+9ng4GAHAHh7e0vMgJKC0WhkyGhyjuNcKAswpDrXKrENZwYpgmqrT/VYHxRF0tbdozqjfNrUVg9RUitPG5Mj/nYsFZJLWiKwVKhinGdvV0lZIljC2Yz+ZH6mPoGtAKCVeLIIwwPcDK0hcdYyZ7y8aMhWG1z1D+kAcggFURfW5jhkRr2o8qwV2NEYxx86Gqofq+5BYuCgjMc1zQDwp8Ozc+wiU582zeyx6ql7V+FRoXekISoZAASdKlLUypoBV1aUPdyriDJoA4BvP/RTUgrcElTVOOpNiLRV+df2Y2ydwx3w9QjExyRb937VeELFMDgJoGZgc7vNwRu473zCaS9XOPyUVIJIvJ0eGVDtzQF+gpVVmtqU+yoc6ikvVEZqHr4pxm207SAwS8G8e/wqJwSxTIztIQCLAfwKQEVe8aPdADm2548zph56JeVY017d5NpvI2d0lflPjMxp81hxuglWGDeULtrw59JFG8666vxvcVHqDPLeyfcdviIYjt3qYPLeyfddcd/SnrMdN5ympiZZWFjY4FIxPDzcUVJSMsJt0tHRIYuJiXEArtm8Wq0WOzo6uKqqKjkhBLNnz47v7e3lVqxY0bt+/fqxdMjPSlVVlay8vFw1d+7cQR/gG2+8EbRlyxb/jIwMyyuvvNIUGBgoZmRkWL788kuf3/zmN72nT5+WlZWVqRoaGmTwyNwANm3a1LR06dL4xx57LEKSJBQVFVW6973zzjs+TzzxRFhvby//ySefnMI4/xKMrnqH1J4wDS7f/Op3OpM8/g739IczyapRWyTg5denNlpt/Bn3hcM5OBkQlZwRDAkmAq3Q1omuPrqEdmbeUdnIqwXZgY0T04bm9TMCHZwU9GTxOYwTBcRJFZIMFsilPkbnsJMweyATICQDiLO8GAGmWWhiOgU9JFCu1AT5V2cm7ZSAOnTKoQYoH4CMnmK6Nn81xbOd4xCIBBlrpXXKyp6TXsf7NJ03xiiokgMorH+4Kb7f2ET84epGNl0eIB2a9IJpsEcwpei3CbJBWQtRzRlFNbe3d3GExpLmO1tb0L4/cHt9SE8Hl/L9Hr/8uy47Ofe7voiSVofX5EH5Bkpt6vubrGyNfai44JC+CNT+4KbG0IF+x+603e7jzUE9d7yxIg0gwBEmiploKiABwgQQBBECXqrwKqbtco/ntlllmdtevaxQfcKRM2FRY3F4VoO2tU4RBMAAP20b6TVk8rsMB4SF3ikAmgAsYiZYe5kJ1hOlizYMFQ7cAuC69kNBGgyxskVPTpriG6cvn/6HY8GEgT9cacgz1iTtOoBLmItiDHra+s7a4ehCjxvKaJLbhJARG8c6zul0kgMHDqgPHjxYoVarpTlz5iRMmTLFsnz5cuOF3Ider2dWrFgx4a9//WuTn5+fBAD3339/5//+7/+2EkJw3333hd1zzz0RH3/8cf2aNWu6KyoqlBMnTkwJCwuzZ2dnm0ZbjWzatCnw6aefbrr99tv7X3/9dd/bb789uri4uBoAVq1a1b9q1ar+b775Rv3444+HXX755WPOXMc5Pxhd9WkA6363947CUmPw7+FqgBIEAEWGkLB7Q0e2rBUEpvGrbxPOGAJKnTCYBpMd+X5HMGMWjklefIbEwMFIkMVf2VAdPqtjNgDI1MJRh0mWCQCEk+qjb2juqBcTUly5OARdU2U5jJU2SgpEqoPNpbyP3bNegRBIEbIIKUIWAQDODKUg+8pgJoAXBSCq+V5Ry7slrx0ApgBQfVsYl+9llMZMeSUAoj63ZZIDp0VIVKGs6jf0XBOd73Wkx6+6QpEJV21FBgAk3GsVOa8z1c0OJ9csUcadYeZofjA9AgNtPAHAMCtoChNIv+ZnMVOe9I+ZliHsPLw9Zee0T7pjS55tzppAGoVqYpUktsY+XLpDBZcSaoBcSfdHJ9qGVUYj4JvjCeWD47CJi5T2+UQCAJNhLKDBdg2tUQ6TJAcUnUIR4wRHANTujJzZ8H2YFRlCD+yOTnhrFqP89C7ldwoNr5e9b7nBcTcAlC7aMGK2n1f86NHcmesz4eqf8RcAtwKA5GT4nkrflCOvJR+aeGt1u7lD9fETiz+9pA0BcJHcRP4hvmNL0P6I44YSGRnpaGlpGZyJNTc3y0JDQ0ecR6fTOerq6mSAK05gMpnYoKAgMTw83DF9+nRjSEiIU6PRSLm5ufqDBw96uGz27Nnj5Q4Cv//++yO+QHa7nSxdunTC9ddf33vbbbcNTh8jIiKcHMeBZVmsXr266+jRo16Aa2XyxhtvNFVWVpbv3r37tMFg4JKTk0csFT/55BP/VatW9QPAHXfc0Xf8+PERLobFixebGhoa5G1tbePV4/8m/j7rzR1Hdh6hAAAgAElEQVQli56+Aq6Wi/kAaJ1NG2WT2Jrhx1osfK+Hq8VoLoZDCBp6TMirlV5+uxq/dWQIRd4Jhj1RC1qSAcBu5Psl0aVoSRjatuCvJaqMy2ovYwn1cJtIShIJhtbKtfahdQ6jI2N44TLNQQAwTQk42PDUJH8Q4p6l92BAkkLWT8/ppyaE8PDWVAIAaxW1QR+cnutV0T8RLpdRHwAlAMh8PGWnzXb54NKEOFEm60Yb6JDOcyzDkiWKKTSAC7SBV1xXsShJpKT92oDaaa87v6nQ3NUwU31/02gaTmlwFfzl263M3JUZqR6+/08PJZd+fCBtVO0n6ZgmR/ouIAsgR4bvY5yUU3YJgz590c4qoVSEw0ebBoJ+TIz1J96+0/hKLsf7SRU3miFwk1f8qCmv+NEmAL8XefzDqcTBnnSumBK0tZYET/p29ZzUoqcmjSYGeMlxUYxB7qq5fXKlbMwXCABypUzKXTV3hPTvuZg7d665vr5eUVlZKbPZbGT79u1+11577Yj1/NKlS/vffPNNfwB46623fGfMmGFkGAbXXHONoaKiQmk0GhlBELB3715Namqqx8C8YMECsztge/PNN3u08JMkCStXroxKSEiw/elPf/JwLzU0NAx+SbZs2eKTmJhoBVx+foPBwADAp59+qmVZlk6aNGmEMQgMDBS+/vprDQB8+eWXmqioKBsAlJWVySXJ9TqLiopUgiCQ4ODgn4TeyU+J0kUbGkoXbZgHIA4g29/vTBgRCFUonZ6ZYHUtZ/zsvt75SIw+zsX51TN3qRYqV+hjZq87PE3hLfgDwOFXU447rVwqQGnC8rpapZ89CADUCuuI6yh9bK2EgXL49tGw3hs0re+msC87b5owacjmA8BAe0xKwZnphHOeyCmWQW/sB9AGeKTKuuU4wCppZchCIWvoxwgZED2i6NCeIpmqLmYOEeHu99sD0G6GFQcnXFaJV3XalY2Vh1WF/3tv5Gj6SG6UcMVO5gJAVo5x8Hu+tSRt/192zM0eJqUxDCr580YTKD0zFglipU0DRuQwwtWqDjUXL30j3yfpmnorQCUASZCkcxtkAHnFj/bXX6u8p2G5srM/hZ/ZMp1Ww2zdC+BBAFNyZ66/5NOxL8oNav014vLVi9vOdszy1YvbNH7qsxqM0RjI5mlctGhRQnx8fOrVV1/dO3nyZBsA3HfffaHumfyaNWu6+/r6uMjIyLS///3vumeffbYZAAIDA8XVq1d3ZGVlJaekpKSmp6dbVq5ceV49WwEgLy9P/dlnn/kXFRVphqeQrlmzJjwhISElISEhJT8/X/vyyy83AUBrayuXnp6eEhsbm/rMM8/oPvjgg8HG2DfeeGOUO5i8efPmhnXr1oUnJiamPPbYY2GvvvpqAwB8+OGHvgkJCalJSUkpq1evjnz33XdrmfPqSTLOj2GgUvS6Opv2O7iavw/CsZJ6yDhZgpgwBYAOBAcUID5yJny908V0jRoMwVT/+mZCzgSQRbsriyfrzooj8csa3WqebQyhI1a2Nr38/BujKJga5hbVMoWvrRCgDXCtbibDVcgGEIKuKXytKZzJF2U4DgBURsuZ2wwF8xfX7FL62g5MWNJQxDdXmiDReQBC4ArQuo1UCGVJl/6q1MqJ7zMjvteUDrpptU4VKgGAiIOpubUcI7YvCisfTM/kTjH5f3hgPllzZXxme5P8rIkmQ9FFOAYlN67KqsxMCe0ctSmQG63SXvb5fe/HhWwvafPefrzGe9vRWr93D0T6fnBoGlvVNGICae1WBEgC45iwpHEmYdAhsTguwHFHLnP9OeVLAKD29w+IAJ5kzMLiwK01P+BE9XTsP/YPALPzih+94LHuP80Ft708duxYfUZGRve5j3Sll37+0jchQ4PJcqVMWr56cdtv/nbLeVUhjnPpcezYsYCMjIzo//Z9/CeQ2hMUAFYBeAJAaE+v8tBNv77ePQPPBzAXDqEHMn4w24bKqMWwzqrMCa4uiFD1DwYvd94zuxyESgtf2ps2kBB2EIDiw/0z+jsNPiPcHdowQ5nMSzifau8SDPQcFgWm3dytquLkTt7SrUrDkG5bhJWOBpU62uSSUyXcYAn9btIXEUpGVLyhDztkoeykhq2y0hN/9nI3bumiACVAkCTnjlszw0y2zLCZ192x+6CXxjaYhSUjUll1S2jT52WZlzECOaapwWQChlCGmvQJVAmCkwAN/X3uzgCjU9F84njksd6XQ5YSEOBo5T7Y7DNwnqRONeU//9npwfdptMmMC5+9rcshcrEKXqiODeztrOvyC1ySUdXxQ2WsevOqLwJiAvqCrpowkThsjGdbUZb0ctNTeymInFGIfakraxz+KX1RSl9HIKXoLtsde/BwWdJ8iJT4vVXy4C7nR5vO9z5zmesJgOsAzM6TPl5zvp/7b3NR/c6/+dst7SvXXd05vAL5x6wIxhnnvwGjq7YB+IfUnvABgGd5XpwGoByumgBXcHeoIWCpYFhjPQ2CicOTOLPvLhcDkvsCCEEJXAVvMwCg3+I1MlINwNCi8fWP73UScs7v6eBAx/KSThti0gGA0tdGnXa2xtCiNRJCBZ8ofRL1QqdFR+fKCP1eTsRAAIokmdly2K4F4TzyTgOtkyN22VJ1U6iMmwjGZb4USoc/AEkG6Ydr1R2xAZyQ1qfoivhb0gHO5uRSnE7GYLAqTKu2LS/TE+VCAAJDqIkQBGh5W7imDK19FEB7137Y7IO9kClBDyh8yZjeCipaJnC0W+T3+jPCTEJANAqH5k9X7zlFCI4k6LoDo/z1s0WJUJahiQ8tdWWZUgkGwe7ZfpIQ2rv+vdrWxEnlkfskzeEqyWve4PuDdPpW7zZ15SSn6u6TycfBkQOSl+yaXOb6b/Kkj88riy9P+pgC+Hjg30+Gix6E1PippQtNHx1nnEsNRldtAnDXHaseDQVwM1wVwiOS9q1XOYqhdPm4D/REgSVSgU5hmAGAqpONPQxHIzAwiwdcmj9K3mFyOLluuATxJQq3/g8Jc5j5Y3K1kDFwsJX0iCeZDsHCtDgosbvatDlTlP1SrHxE1gwhILxCjPOL6bODQEYIiKSDAkC9g3LzD5sCCyZrunKmKfqnnXSoT4Qtc2Qef0LVAYl4IVx3TOblH2tV8IMJFDGJLYcYVooGUOwAs6BVlBcEcEK0r9yl76+WCV6QAT4qu3cYsdgMp1SdmoT+FquKsdYZ/RrYSt7WmB+yEHZHCxpaB5VS7df6Ftqv9I5nWxzlqqfa5MRO44c+h2+mszD9SXOUJk6a96ExBNMU/UVTFYbZAHBF2mmPPtcsQz0F5Bhol67qKdnxzwD3O+/csKW2LnuOaRoABNocjiqbVzsAHUD7bta0qTSMGDw5ulW96eYdux7elvuwI9L3r8qT7ZvgqjP42TKekTLOOBfA9u/WtwJ4Jnfm+ucBzASwFMBqAF4UFEKi6C5earaI8tg9HUkRWt7aKGcES7ZfE6viBI8CSUKA22YXTAcAkTLCPwvnHjPZFYNicOYuL6tc3Q9QalQ93lrPH7KM6CUg+bMVxjeiayFjYofvAwDCYKiLRAVX7nz0I/XT0z9K3nlczQrBd2ibk77oDyqU+1HR7tDIER6cQyg84gO68J5OQhAPYDYAnHSowyfKTBIhnrP5XrPySFVbQBYDAmUPfK/LLZr9cWP2cf5LLz0HAshlYQBanHHyOjFTRW23+c8CSxhnMK8zbJ8AxWvdhT7H+qi1DlMYHh0z3jbOYGRnxqpaQRUyVXHWAvEz70ZEl0IlmQFXLEOuFM1Zs03plILaJObYEbsmG66AeScjEePm1gz+Ct/GU1le3ZNnxjVVFbz4R30uc/17AD7IZa5PvLK87xSAy9Yk7co7y2V/kowbg3HG+RHkFT8qAigEULhg6ZP+YoSUaZsvUMjgLsaqxYAbySAoI1Us0+EvM0ePdi53QTlHJN5PbbSY7GeyQDkRAVlenQWy93stlYfYRaN8vJ3pEeO449Zi52SvUY3BECoBTITLGHTrRXnAwrLlPlPUHSc3TSgMuMa7c9Lr/cE8EnV1AMA4aIimznYcFMQSyhu9/QzRGFIZ3S3ysSbKHtAQcbAATZTIwdXvLtW4F026iB4CAARUckxzqrlmFpSAitMCjpof91k6ojkYIbD9NmDOzIimI7zdCeok/kMNAQD0iHyURNHCEIypkAoAZiNT/ovM1Fi7lRns1bzupcZ8QqDc9UNs/kvvT05c8Nf9JsJiIqWgpX2RJVVG3dTPemJfmaZpP7xxQtEjAx9rhivF9VeH7vf646QXzJdkBfG/yrgxGGecfxHTvbbXwWBoZksVAI+BeU5QTTUhw9tJDof2XJl2VPNW0bxqQWKUt8afrF+bdmCKknPG4U/A88bw/G8/9B9eRdwFQMfnG72c6cpa8CQchIwmj1IDV5aQfODeGjCgBHrAFJza6vAqCZWZU9Xekl2vkDkA13AuM4jpAJCeXl0YHKofprpKcMimleap+gBX5lE1y9Ccum6/egDgOGdV1vTqGQCg4hymvlR+tpm3HwdHWWes79LR3oA3b2nwlVm6laxzkqtCYmSCSwxvPUFc2kUj3yCF2WZhmt5/Pri3tkKhtVsZt2VtCghx1HQ0ydg3/z7h663fz1oCAKUvpt896f6yujqz/x+rjLp5cKXjPvj3WW8OqgPkSR835DLXTwPwSNu3stQ1SZ+PkL34OXDRjYFBb2Xzvjnu29Nt5P0DNELu4vQ+rbdyXMJ6nJ8NpUs2lEzd+fAyAH8GkA2XzMjAYEWhYIQef5n5rPLVDGjzr7QtWgrErr32TbeffqhwHH7xu8743dt8G5wCM1So0AIAst3GybLdRtiXee+33R00tHMZ4DIEoTjTE5kB0AJ3i0tKpbv2zxbn5zft0gfGTwDPe8x8Y69s+D42t9nDj++mzKGeGszav06WW+ZiYCXkJXf091uU8AsydDAsTXRKjK3foYwEAGeCmD7aedzMDKht8pNbRi0kczNVobeQAQE+s5EpP12m7KYUiJ9oDXzl0TBz3se+k0cJ59R1t8nm/78/hQGRIYXu7swpPvrUO72b/rCgcZJba6oZLkE6D/KkjxsB3AkAGysvjwVgWZO062eVEXlxJaxf3q276eqN6a9uyov6+IP9oa9uyou66eqN6a+9vPtHS1j/FCWkq6qqZAqFItt9XzfddNOgfEFhYaEqISEhJTIyMu3222+PcBeXjfUsw3nqqaeC4uPjU+Pi4lKffPLJwXdx5513hsfExKQmJCSk5ObmTuju7j6vXOlxfhylizbsKF20YRJcuf0LAVwPAFeFHS9ZEXFUQQgCzvb5ON5yWsFIWiUztmRESLQj9No7u5qGbfbIlOF/MCaDUgN7zFJA2oV8uIrPVDhjCNy4/tBsUrXXfU21jl+0z/z2myg/+GgnUkK1khc94owQC20LHMX6OVAzHB1FaZTSON5S4Mc6E4Az9RSf/u6DCddOLisIi+pkXBciAkuoBaC9I89xhmiv7kNKVjhnod035oAoSiF+uCmo6N6FCd4PXhuX8z/XxeVckzgxOe9jv9EMATB0Y1tXCigVfX2shx9+oHA1T6RoBvQYXEazC8D2qTsfHjw+dtNzmthNz+2M3fSc+x3Wn+sef4pctJXBay/v1n30/r4RPj273cm4t//m3ssu2LK6JaRnz55t6evrY7KyslKWLFlicFf03nXXXR1PPvmkR2XwUAnplpYW7oorrohfvHhxBct6jo9uCekbbrjBsHXrVu9169ZFlJaWVi1btsxw00039TMMg5KSEuXKlStj6+rqTl7IfUdERNgrKyvLh2+/5557ol555ZWGBQsWmOfNmxe/bds27Q033GAY61mGcuDAAcU777wTePjw4QqFQiHNnTs34ZprrtFPnDjRvnDhQsNLL73UzPM87r777rDHHntMt3nz5paxzjXOv4fSRRsaAWDqzoc/UbKOLDVnv5oQxABnVy9Nlnmqgo7FdXd3pXe38/m7t/m53UXJ1uTg7+S1PTrG7kxnjJK3dlkNBTDH8EVcFwa0lkbBHwD4H4zt3KkB/aPm9izoArrEGKnHfOsZTaRuh7qRUlBCho6ytHeGQl85WWEYIX6nUTg0f1xSOGVzX3itCAYyRtTcEHkoyS5xfZ80ZQkA8ZCz8JOZTydoOpqjvHrCOIaerSIZANAv8eF/XB+bf3SzZkzhvVE4c+++2tMgZOrCy2osAMAzlA2Xm2Ma7Rq3ptI9cP2+3AKUM+Ay8OsAPLEmaZcEjC7T/VPm4khY663s59sOnF3CetuBEKPBesHX/zlJSDc0NPAmk4m5/PLLzQzD4Oabb+757LPPzlvH5MSJE8rs7GyTRqOReJ7HrFmzjFu3bvUBgBUrVhh43vWdmzFjhnmontM4F5/SRRtofu6zR+9L3vUnuNwxa+ByQYyAh1QZwdnOq5Wo1lfU/u7plqkeG1lG0b8yK5oOzPaJBEIkENmn/VUQaMMop+nDQNc1ttbuyjRSyJuRGHsUhAQKcaLHYM24pBncPSh7k3hT/q+0LZisMHho9gOuvhCn63z3XnPLL6S8h6f7tB8OyB8wJOixezUPNwQ+vKV+YchJ1QRN99zzMQRuAm4U1aoI8XwnNwYAswBA4+s8NvVqUe/jbT2yauXRmQBgFrnyDodyqNH8G4COSTse2RC76bl4AKcBvI9zGPSfOhfFGOR9c9zXbneeXcLa7mTyvjn+Lwk4jSUhnZCQkHL99ddHd3V1sQDglpAWBAGVlZVDJaQ92LRpU9Pjjz8ertPp0h977LHw5557bvCP7Z133vGJiYlJvfbaa+P/8Y9/1F/ovTY3N8uSk5NTpkyZkrhz50414DIGISEhg1IEUVFRjra2tsEvy2jPMpTMzExrSUmJpr29nTUajUxeXp53U1PTiOd6++23AxYtWnTekhvj/HtZk7TLsiZp1yYA8QC+H74/XW7svpD5RW8H5+FuYWwCpQpeSxXccY/tPU4OlI4WnzsBgAGlZtkuQzo4th8ZiVpoveYAANV6itr1C6ronW2p9XKJfPcLTbsh16t3roqR/Ea7t84urxP3PLBsltXKe1k6VWEHX0qbOxmmIkEivfmdCQEAMFHVXbg1aWfT2wm7Tr8Rv0e8RdtmnygzFvCQTroqL84FNSuDpJDcX/edOPexAFxxFaKLtJds/PJUwJNPFORuefPjLJaljETRu/zkkgg75Yam32ooRb/DJJsFYAeAOXDVltwQu+m51ZfNWX9/7sz156Ub9VPiohiDnm7j+UlYd5suWMLazVgS0g0NDScqKirKdTqdcM8990QALp2i0NBQYeLEiSn33ntvxLkkpNvb249v2LCh6fbbb49271u1alV/XV3dyS1bttQ8/vjjZ01pG05kZKRQV1d3vKKiovz5559vuv3222N7e3uZMWS2cbZnGUp2drZtzZo17QsWLEiYP39+fEpKimX4c61bt07Hsiy96667zuqvHefisyZplw3AZ0O3aRmhZLpCP2uMj4xKaIwjLCvHWOD+WQjRKonZ0Q1CJHtcQD4lrvoAx2JvDKk9sAFohEu6IgcAZAUoIDaqBMtaMCBqR0EFyZeOiKmZBXn4L32aEgNYIXqs+6IU5pdem+ZhSOQy56kspWFyJCXHZ2rbqico9HtfjiuYHqUwRSSp+ieEyWwT/Fkhep6qL+cun+bueN5SMOSMega0EaAGORGPJ/Dm/Ey5ofAWTVvvap+m0JnJ+kgwZ3XXGOCSDAkKDHUceKOwcnJYrCOMkDPpvAyB32RN5+nhHxSsXI25U50JoA2UvqBsF08q20S9b5mwkoj4HwA+uTPXa3Nnrv/ZZGRelAfxD9Ccn4R1gPqCJayBs0tIu/+/evXqriuvvDIeOCMh7d6XlZWVNJaE9JtvvtkEuCSk77vvvujhxyxevNj061//Wt7W1saFhIQMXu/pp58O/Oc//xkIADt37jwVHR09+GxKpZIqla4Mqjlz5lgiIyPtZWVliujoaGHoSqChoUGm0+mEsz3LcO6///7u+++/v3vguLDw8PDBxj9///vf/b/99lufwsLC6nFhu0uGd+BqKfkoAEUEZ7czZIz2Y2NACLD+3dpZt89IPtDdxseFJjlJHSML6Lt1cgAIARbEAxIVJ5kajBF+LfkyIpEdvVFwUG4G3DEECpOiQLkQ09L7QCGCUhMICQCLFjFUGuGucVKGN0tcvw/jiAJcfYcB8APNZtz35SUIzODPcrmz+qVndiiUCqfyOkX9vOv868/2WGYA/EJVz0x/u7D3lEOFearegFDOkVgvKE5EcLZUdsi1ACBjlik5/AufE403G9uJXkwEIDNn+hUIfnLOkujjF/RBjYXXC3MBwGxgvTh+8PNH4Kob6APAENDBTmhMs2Of1wNNKaYMXxbXajtByFxdkSPfq0UaHp9ohatuIyF35vpDAJ4G8Fle8aMXJvZ2CXFRjEHu4vS+t/7f9xFncxXJ5ZyUuzj9giWszyUhHRUVJQAjJaQppdBqtdL5SEhfeeWVxuES0ikpKXaGYcaUkH7ooYe6Hnrooa7R7rm1tZULCgpychyH8vJyWX19vTwxMdEeHBwsenl5Sbt37/aaP3+++f333/e/9957O8/2LMNpaWnhwsLCnKdOnZJ99dVXPqWlpZUAsG3bNu2LL76oKywsrNJoNONaUJcIa5J29QP4y8bKy/cD9J8pMtN5q3YOhePBvpZflSaJEIubzJaHtoWfme4SArCE3bAsf5K/2uoPAImqvgNPN03mAbgmHyK6CWWiQeALAt/B+Ko0umz2JE1XuTfrSKEU9t8WLarqsStV2y771I8Ag+4im42trqgKjGVZqfnJh/f0T85qPa84yAAUwExCgCkKw6wpQyqMo3nbqDLSEtCZFKS3nvwwbhpbbauhSkZukPl62fSKqQDQ/D/pet1bpwpkLWbfDVtPEbhWCi0AsgDAYSOOkl3ak/LKfqO8x6uILzKFMqftMwgAY1awCELi3BcahVq4FG0ZuBoIbacMqie88Ozlp+//w/CMr58EF8UYaL2V4vLrprSNlk3kZvl1U9o0WuUFD1JuCen4+HhrUlJSCgD8+c9/brnxxhv1a9asCS8vL1cCrnaYb731VgPgGowXLlyYwDAM1el0wnAJ6XvvvbcrJyfHsnnz5oa1a9dGPPDAA0Qul0tDJaS3bt3qz3EcVSgU0oVKSH/33Xfq9evXh7EsS1mWpS+++GJDcHCwCACvvPJKw69+9asYm81G5s+fb7j++uv1gEsOe7Rnqa+v52+77bao/Pz8GgC46qqrJvT393Mcx9EXX3yxMTAwUASAtWvXRjocDmbBggUJAJCdnW364IMPRu89O85/nDVJu3YX101J1HGOd+GKJVwwSi9JCQB+XpYRK4swX32Jv9o6qIF0pV/95Gebs+oEyrpqC1hEOcPEU1wLGw8AghdTwDioimGoAhKChjeXD5eZzACEvxydefz7tqjpACBR0soMqFdLErr/+WFmj83ORTzyQEHX5KxWj54H50EZgOH1EWNil5jT849fEyuBBAOAmKCIAwBnAzdYIyB58d6tq1NyAOCI1lqQRCv6CcFgDcPKzNRqs4FJBUiWAp7yaYpaIyOEqttFOQnmzXS4O1uCKxkgBwAo4OhP5kr6UrhUypKVAJ65kAe/VLi4EtYv79Z9vu1AyNAVglzOScuvm9L2Y9JKx7k0+L8kYX2xGZDIvgfAWuDs8gpjIUqkY/pTdwbTIeP3mtzifbfOPOYhD31L5eV7a2w+g/EJ2V6uUPG9LNAYKXcIWjaNSLD4llkchj9aVJBBAQCSSE44jLK+qwNqrRG8WfX0sRlzACBKrW/ZvWRLGADUNfgU/GH9FcTUI8+cnNV6+C+P7b6QlE83PXAVe4Wez8E7eyPy/9Q4zeM6lMLac8pPNthXeQgqzm4+ds3bdkJcKxl9D9t/w8Q0n+HHDaJWnaJpcdGikhznrJg0bG8hXEFlCCpyoD1HFujwYaIBfA7gidrfP3DsfJ7hUuPiSljfe1n7yltndroqkE28f4BayF2c3vdjVgTjjPNzZEAi+3mpPeFFAJfBNavMuKBzEBoo5502m8ArCKHdi9JOnbw6uyJ7+HFX+tezL7YMETdlAFAoBW8uCQAoC7WgYfJRLxNonCNVPKJp7Ffzk0AI916nZ+Gw0cErKYV0us6veM0ji0J6fu8I1rJ6w/opu8+7P0GXk9/rzwoTGAIdXHUP5zXJBIDp2o4RAzkhUKpU9kMWi2L44A1RYnkK2Ahc+UprroyvwhD12BGEBLYSkPhRDAHgkvEQKUD6kzlpwBDUA/gDXDIfP0kuvoS1VimtuHHauIT1OOOcBUZXLQHIk9oTZsPVSMcPLkmLmRijpNYNIWAmRbXsO9oUGrzxpq/YzMj2UWfmKwNrpm9uTauxUy4OACQ/Kkk8aYO7IxoAY6xyLiqUIN2OMqeJ94WGjjpG9DpUfr/duPT7piKfHMsCsRRKxBsg05ZZ/AonevWOqcFUuC8yP39vlHbiraf6GuX8gnSZaf80hb5TTiR/cg7huaH4cI6MKLmhscGuHazm9+VsR77O/XLCjC9WtYiU8TiXXeJkfyhZUP+/k/b4PHpz7N62BnnOyLMOoFLUw9/nbKubHgAsARBwyJFOCd1vjOM/qf39AyN6Zv+UuKhuonF+noy7if5zSO0JfgBugKv6NRJjp4PXYpg43mhcWbb0ULdT6ZrtUoi0UL1P7FOOqgVk96YHrKF0ymj7QKkx+lMbJQqpynifbfAYX87W+1nK1/1yRhpxL5KE7iXX3xoQfVnL/tSbajziA9ep23eHcI7LznX/Zy4Py61Vl3fU2HxiACBSbtz3dsLuDBXrVG2tSSx6tGSegnKIxhAZEI6IYqyzq1x8oP7sfY1TJhRAqx7NWBgAHAWQCbcMSHdfPq1tmgaCh4hIKYBbADyYJ338w9kuEbvpOfmELVYlgNC84tJIgm8AACAASURBVEdHKBP8NxjPNxxnnEsYRlfdy+iqX4VLJsEfrkrm4YkABXAZinMSrTCcKT4kYCUN5GMda/ejjrH2+ZY5jzMOqjD92uYx6Pc5FX7Ly5f4ShQjvAFOJ2OklCD+qnolAEhO0kApHOky4/4LNASmPqe86rTNO2bg5/7AU3C0dGuPiBJppz285F3DTFZ0kyqP61OW7d1uPXcGY69+rGr9I3AFjc/oQfUZ1ESiCiLSFwC8CFfv6d/kMtePOrbGbnrOK3bTc68BaHXK8UHbbP6quGee+9H1Vv9OfjYFE+OM83OG0VWLAPoBbJLaE14GsAjAqwDC4Qq6nuu7XA3A+OKEormvtqUVvteZMBMgLJNsYcRGz2xSUUabjDFUAoNRi+EYOz3me9I5SwqgxVSNEZIU/U6F70ddcQUrg2o8Ztfvbc1oA6HRDEdlZe/H7a/bExbH3abPa0zrCrP6NOdf4duUxhCMqdEkUtLeZFfXra7Jie91KjKHBMy5kiMxOb84Eks4VnRSSoIAgI5SzSxvMZ+7piMqdESBJ4B9AKaO2GqzjyYseJOk4EKy736BAlgCYNkTN+wKX3dybjbArgBQKOuXtrAOKP3KnJ8ZYvjl2Xe/0Ht48/17znlvF5GLvjLQm63se7sPB7y4vSDkvd2HA/Rm67h65jjj/AswumqR0VV/BeAruFRJz6XpcwgufaRJHKHs6tATcx6LOHgYAIhCmkSCHIM9mL00llKHN60HcyaOMJzsgPpOAsAZIzrHOkbLOSilGFxZWG1c1dZP02Z6BVlbqj6N7q/7IUyXdn/9IVMUm1hkCMv8U+O0uU83TaodcooiAPcDeMC9QaLEvrLyihndTmWANKQrDiFQQyW1U1CzIYAcFFhyEABEOUQAHnIckowd2y8u49uREJ0PQkaLXTiBITUYFlsxTlTXwGwd8e4px1QarkqbAGABgGIAH9lMspVq3jERLn2jHIcPU7Jr76N3FHz9SCUjETWAndl3v3DbmPf2H+CiGoON2wt1ix56Pf35bflR7+QdCn1+W37UoodeT9+4vfBHS1gDQFhY2MShktLu7R0dHezMmTPjo6Ki0mbOnBnv1vPZsWOHRqPRZLrloP/whz+MWujzxRdfaFJSUpLj4+NTV6xYES0IriLizZs3+yUkJKQkJCSkZGVlJe3bt++CdEm+/PJLjfvaSUlJKXK5PPvdd9/1AVxFdL/73e/CoqOj02JjY1PXr18fBAA9PT3sggUL4hITE1Pi4uJSN27cOGLGZDQamXnz5sXFxMSkxsXFpd5zzz2Df8RWq5UsXbo0NjIyMi09PT2pqqpqXKju58dfAbwCV1rqdrgkJ4bjgKvi2cMVMcunRQxX9uUDAAm39Wi8zfsDQ3oLF91YHGMPoGPKYyhl9iMzp1fKJq8+cYybbR55AIUEMw5v3jHFOvWzW7u2nE4uKGgLz3/uo+mnKSGtDhPbGxhkasv5a/nprPgOzkHZwcH0y96YKQ029b6BHwvhMmIfuvdzRArhidgL0E73Ni1n3ScnQrFRR3uNsbTP4YfpNj9K7d40n0hQwSVJbQAAWZO5VlmjH7umIzm2Dn7eYwWOz3znKe3FyZq0UQ0BQXvvHdOSRF+V222XDYD87eucaWI73w2KbiKihjhdEucDKOD6/bydffcL88e8v4vMRTMGG7cX6v6ZdzDMLnhWIdsFJ/PPvINh/6pByM/Pr66srCwvKyurcG974oknQubNm2dsaGgomzdvnvHxxx8fvMbkyZNNlZWV5ZWVleXPPvts2/DziaKI3/72tzFbtmypPXXq1MnIyEjHSy+9FAAAcXFx9r1791ZVV1eXP/TQQ6133nnnmLOm0Vi2bJnRfe38/PwqhUIhXX311QbAJRnR3NzMnz59uqy2tvbkL3/5y14AeOaZZwITExOtVVVV5QUFBVWPP/54hM1mG7HEfeCBBzrq6upOlpWVlZeUlKg/+ugjLQBs3LgxwNvb29nY2Fi2evXqjrVr146iRz/OTxlGV13P6KrfZnTVLzC66msB3AZgeI57CYCE4Z/dZfH3nRNUMztYYShQRZgUV6/Kn7rkhn1zmvT+jQAZc1yYGVfdTQiyddk9GcsnHs1RMMJhjwMouryfU2U7PvNaJJ2Q1T56cM7sOwqXzn1bkbqkN5WtFH7h1IdUtagfij6UrOu3UV4vFQLUAVCJJ87yz7sCHJRCAvAQXLGQoV3FpJujDtJcXcWAzhbtnRdcHanqp4IoZ1IlOcIBwOGHadZQOlfwwRQAOrhUR6vBEgMIGTMOAsE5ljxOKVwrAxcOoQaiqB3tQKrg20a08gQASk2qQ1QWUCKVeVcStbaGDHXrKeAS0/srgMMjP/yf4aIYA73Zym754ehZy+y3/HA0xGC2/Vuvv3PnTp8777yzBwDuvPPOnm+++ea8VVE7Ojo4mUwmpaen2wFg0aJFhs8++8wHAHJzc83uyt758+eb29vbf/Qs+9133/WdO3eu3i0R8frrrwc99dRTbe7eCmFhYU7AJVhnNBpZSZJgMBgYb29vJ8/zHktcjUYjLVu2zAgACoWCpqenW9yqpTt27PC54447egDgl7/8ZV9xcbHG3ThnnJ8njK76I7ikETYMbCoCRrba7BL5vW2iPJEhlL1cV5mzIurINIahjMPJWgqqks8azEzStXrDtdKATeT6bBLnURPB1TKV7v8LGiKBnDEsmkYpzsxB0TjNz+e+t2ZXF/X4/P/2zjy8qTLt/99zTvY0TZMuSVvapqVNV8q+b7JJFcGxbAKC4LwqIoqg4vJTx2HG5cURFUZxmQEpiyK8DMhuESyUshdaSpdQupck3dI2TZv1nN8fIbXpRql0LHg+18UFOXnOk/Ok5dznuZfvzXs0LEMyL/iCbVpjeppixXVR8gOS+NIaz/M0g1qaRlWVUWTQ14kvMAzMBAFBX25joTffFD5ZmZMzRZlTIeFaAm2O23qeBwJQWwNEAwo+GhbMEK3E7eTSyxjWr6CDDCITnH2jf81+4nE5EAlTQaAcQAMo6ioIohgAyCbbQPGJ6ynNY2mmiF9jS5FeN+sENfbBnsWWEV65TWLShpYZRCkAwtI3rnwjfePK301duEcCyPvP5sha7whaY7HZyf1ns2ULJg3qVg3CpEmTIgiCwJIlSypfeeWVKgCorq7muPR8QkJCbDU1Nc3ru3z5skdkZGSMQqGwrVu3rnTIkCFuW2qlUmm32+3EyZMnRePGjWvcuXOnTKvVtrnpb9iwwWfChAnd/oHt3r1bvmLFimZNpdLSUv7WrVtlBw8elMnlcvvnn39e0q9fP8vq1asrEhISwhUKRbzJZKI2bdpU0LoZT0uqqqqo5ORkr1dffVUPAHq9nhcaGmoFnEJ9Hh4eDr1e7yaux3L/QSo1NgD/j9apvwQwGcBhOAOfj7rGnGuSunXqs9g5Dcez4y7l65XRDIgO21KqvSuSORx6iut1aaPsOkC4BVVFP/Cbb5qklQEYxgbC2cPAEM25IbvOo+WT7LYXx51XlegFVV++HcjojomFjIMYAwAMh0xJ3DB/NAiCQ4ABA8IHwJWlD5y/2C9EaymWEQMpguEoBMZm9zCX6mIXXYap89uafwOAEYACAAGRsAB9gwQgyY7Scs/A+T0Czp0KAYKIR7zaGTi2O4ygyH6gGTMuXLWAYBrGv1vsk3ZVmUbbCBt5joykbIyb64myMWfk1xr/7nqdvnHl5a4toGfpEWNQVdc1aeqqOlO3UqpOnz6dq1KpbOXl5ZyJEyeqY2NjzQ899FBDR+NHjRplKi4uzpRKpfTOnTulM2fODC8uLs5qOYYkSSQlJRWsXLkyyGq1khMmTKhrffPdv3+/ZNu2bT5paWm56AbFxcXcvLw8YWJiYrMKl9VqJQQCAZOVlZWzZcsWr8WLF6suXbqUt3fvXmlcXFzTmTNnNNnZ2fypU6eqH3zwwWsuue6W2Gw2JCYmhj3zzDP6mJgYpxRx+/LY96yiIsudQSo1pQA2u17TOnXirdeeal5jbaFdBAdDFJyvVlV72ZimwgpFXwYQUgRdzjDg0SB9W863MOLqL7KQstiWx7JqA9z9IQyMhJ1olr9WnLON9yh2ZOjG8jkg4UXaOP2MVV4+P+ycgGRz/5MRl9ID9dncSoYmGuG8F2XSPCoChNOFcitbyATA78tfhg0ATWvG9c/IChmvDScpplm2wldSz72u78QRwTA2ws6UKrZcN4qzDK7K7BIA5eBzRaCojiq+i+GMFRQCKIVzl+W+Zg7lXC/jsEgi7VdD5li5vgMsw6fHn2RMOlFpSuqw1u7wCgDTk9Peaifg8vvSI24iH2nXpKl9pOJuSVi75KEDAwPt06ZNqz1z5owYALy9ve3FxcVcwHnjlcvldgCQy+W0VCqlAWDu3Ll1drud0Gq1bQzh5MmTTZcuXcq7evVqzgMPPNAQGhravHs4d+6ccNmyZSF79+7NVyqVbR5FkpKSvFwB4va6qN0aI0tISKjl8/nNN2WFQmGdP3++AQAWLlxYq9FohACwZcsW79mzZxtIkkRcXJwlKCjIkpGRIWhv3vnz56vCwsLM77zzTnNgTalUWgsLC3mA01g0NDRQfn5+XXyEYrnfIJWaPQDGA6iss4jp3HrFkaPaGBQ0+A79SJ3mm5n4b2XGY5upq4n/Voz3L80GAA7hKPHgWLMXhmedjOp7gyJId90gC81xS6skq4g2zWbEOrq/9xVG6H2JaSAdZHMBmEEgH3dh8HiTKcq/BoAHAD6AYZYYZUGrKcpxS6/Io8RqurZNPa4qW3a95YCBqqKhPNKezq9CKr8ap3g1OElYcZ5jwklOreN44KfXCsNePR8mzjK0vOkHAxgMH1lHbWXPwVmZPQKAHs5q8A7TUj2CLdfG/8c4RjXPMhwASBJEY6Wgtp2hfgDmdTTP70mPGIPpI6INfC6nUwc1n8uhp4+IuWMJ6/r6etJgMJCuf584ccIzPj6+CQCmTp1a+9VXX3kDwFdffeWdkJBQCwAlJSUcl7/8xIkTIpqm0VqCGnDKQQPOTJyPPvpIuXTp0koAuH79Om/27Nl9N23aVOiKKbRm0aJFta4g8bhx4xrbG7N79275/Pnz3ZrMPPTQQ7WHDx+WAMChQ4ckISEhFgAIDAy0/vTTT54AUFpayikoKBBERUW1CX69+OKLAfX19VTLfg0AMG3atNpNmzZ5A8DmzZtlI0eONLI9Df7YkErNFQAjBnpUNap2VnEMVnEYAIhIewiPojlirk3Eo2jOV2OOjD83Y4vhzIyt0vOPblE/1+9i6NVGb29tk2fWDaPPhVKT7Mq5KtVJB0O6PfXSEsbT4UO3UcaVXjcHeJRb28i7MzxOP15RjavdJMFQpMUc598yzmdHi1aTnCbaDwDqSsQOOP3szuMkzZ0/OM0irCTHCCvIsSI9OU56gxzmda7BL/jvl/oIihvaBNBvwYPR1DoQbAVwGr/qFlFwGoRquAez3ZBH1LndTxw2ounqDxFtjIE91HHSNMfy7LAjb0Z1NNfvRY+4iaRioePxBwZotyRf7FBr5PEHBmg9xYI7jmiWlZVxHnvssXAAcDgcxMyZM6tnzZpVDwB//etftY899ljfkJAQn4CAAOvevXtvAMC2bdtkmzZt8qMoihEIBHRSUlKzBPX48ePDt2zZUqxSqWxr1qxRJicnS2maJp566qmKGTNmGAHgrbfe8q+treW88MILIQDA4XCYlllMXSEvL4+n1Wp5Dz/8sLHl8TVr1uhmzZoV+sUXXyhEIhH9zTffFAHAe++9p12wYIFKrVbHMAxDvPvuu2Uuf39UVFRMbm5u9o0bN7gbNmzwDw0NNcfGxsYAwDPPPFOxatWqqhUrVlTNnDkzNDg4OE4qlTp27tzZppsTyx8PUqkp4AGPnDo1LwRTMBhASL2DFyTlWKfC2ReZIAnAW2Buvil7Ena/fEOf0mKLRH3Lh98+XEjJeqJNO0yGQl5dhMBd8oJh4LnvairVaG0OcNMevAqGz4llwJgB8AkQHDjloi1gGA7hYMQAoEv35UVMKx0EoA6AtKzIN+V8SqxbmifRaK3x/DErgGhZLdwelYYY+MpPQywcDYZpAs2cAUVObGdkDJwpqulwpou2Xo4bFJcRGhdZAokfeCeJeoJLVZMjHUo61bTAMvaWPPgQOJvj9Bp6VJvosz2nlN//csW/ZTCZz+XQjz8wQLsicSwrYX2PwmoT3Z/QOrUfgKlwpqi2kYeotvGrZ1yb1uQA2TZNmWFo0T8MKdzGwMEgCM9bx3RgmAYHn9TWhwsFVBPd6BCSQppLxPMKqnMkxzRuPQ+a+vmfMY1SxTWEMFrKAoNQR/QnQAgApIBhwuSZjUEEAI7Anp3wRWoMnCmjfX/416SqJpPAzUgJL5SkitLL2tVcahdvr0swmoJgtXEwJJYDDqcjI2KDsxK8RUyFsQ74c25mn9H6IS0HZhgCT2fVBY4GAOEeXop1mN3f0Yd27VIOnU94f1qXr++/QI/KUaxIHKtbMnVoxf6z2bKqOhPXRyq2TR8RY+jOjoCFhaVnIZWaCgBbaZ36ewBfA1jc8n1vrsV7X+yhqsTshwqsDOWWfcM91XCKe6J6AtSSFMil42E0nUL2jeFgGCXF51V72aKHuhzuhijhWdJkZQBUMiRhtioEJXxt02iHkKhvUDEVDiHUDhEg1KMIDFRgmFjPfHMFAQAEo+//VJ7LVcu1mDm/NJkED7ReizXcJ1iUXtb1xVfXuqSqa0G07YfQghLAvRvcmHculUqDG9wMAcOgMt6rfKDGqKi30hzPpkTreADZcNYsDAMQMOzIm77nE95vtzvi70GPaxN5igV0d9NHWVhY/vvcSk9dcksD6UcAzak6Plyzzxpp2rU304dp6SBuILikCg2OLOFandPdY7MRKCo/C13Vr/UNEpFbtaRnoTnQzOVmOQaqK4sWymJAEkHijOorpn7yqS2jmAwJA+GAiiFR3+jPLZaVNHKHrbxq94mqHQgANaVCW/KhUVKCoHUkRdf7KOp0FEXjZonPIFrM82ZIopSgmfZ0hjqjERabHSJK3MH7fW/9fRlOiQ/SbOCVeqmcxxkGZTn1yoIMQ59RDyg0aX6Ces+yRrmriQQPzt7JEwCcOp/wfq9K6GCF6lhYWNqFVGou0jp1ApyBU099Kff8xncC+VdSPYZKTCUiALANEGZSWpuUoG/dxgvLWxdu0fD2civ+pCxMkBiioPoo6gJIp5kw9fcegNYw4DIEU1wfzvh4FJGcem++55XciFJukvaQ6WBDDG0j+oqIdL2XJ62XqB218X9pDCUokJeOyE7fhErGCDgU0WhzMwaMgMij5RwDqbMFE3SrrmokmYtB0QGduIha0uzi0uwL5SsH1qQA4BIEBpY0ygtpkJzj+qiW38U/AbzU2wxAS1hjwMLC0iGkUpNJ69TfAHiZw2MooZi2N5mo5tRp7pUmC9CxqB0IogQyabuFbFYp2Z6WkvM0G/QEA54xjOEwHHiagpBNFfCDy4v9vDiMgO9JZ9sJ0CAYKGx1pKLmAolfHvFsBEAB9FQPuGeoMhRKG98NqLMPEsWBIEBdacwW/ruqgLxhiScATxAoQ3QY1UVD0HJmW/8leQq06CXRR1hLVls8Wg882ZsNAcD2M2BhYbk9/wKw11thH/zq+pK+Pv7Wihbvucf/uJxLEPDOAgBI4joARztK0gAAysx06JtnOJAZVYyd5jm7n9G8X/s12JWe6ppFQwMYDpnLAHUWlTyF4ZAagBABRJv+DPZYwcn6veGB9sHiOJdukCOCH2xX82kQt5RV+bwySMQdi9h1gHJwVZo0pMEtfhIrvTm6r0fFyRaHtgDYfadz/7fp8Z2BwdxE7cnJllWYGrh+Yg9bYnSMQSYQ9moLycLC8iukUpN7q4J50Kb3/D+o0vJckhQlaN1HOFBhg598CIq1JxHiPwrGxuut53MhvW4fWDOgXRECLQhoaAGaZRwIGlVAC7cOjxLVPDXcmatPEONJk6WSbLBqaCHXw/PHrHLSZA0F4E0AhH2QiALlLr4n+rTiEvd0w68yEVxuxwJ2ncDzsLUpRCMIYIRP0bhQcXVOSkXELzaG8+r5hPd7ffV/j+4MPkw9qRy96ev49079EvJN+sWA9079EjJ609fxH6ae7LZiaUZGBr+lHLSHh8fANWvWuApX8N577/mpVKq48PDw2KVLl/YBAIvFQiQmJqrUanVMWFhY7BtvvNHu58+YMSNUpVLFRURExM6ePVtlsVgIwCkzvXjx4qDg4OA4tVodk5qa2m6FcUfodDpq+PDhapFINHDRokVuHalOnTolUqvVMcHBwXGLFy8OchXHPfvss31CQ0Nj1Wp1zJQpU/pWVVW5PUVdv36dJxKJBr7zzjuK9j4zNzeXFx8fHxUSEhI3bdq0MJfi6eHDhz1iYmKiORzO4M2bN3dZyI/ljw2p1DCkUnNp10a/pQBclcZt0nWYcp2AIQkbQgPHgSQ5kHpEt6fiSZOwFj8qyAfDGOBM1zwP4CKAswBEANz0fBgSsVYpc9FtEoKAa25azPe1KyRq2lMQUDt3YFzd7AEmh0x4xu4rPmUZL22TCkvlNokBwBHAPcsQ0EGt6lCTqT1oChpjCJUii6nrsCpZITSemROS/vz5hPd7nfREe/SYMfgw9aTy6/QLgWa7u2Cd2W4nv06/ENhdg9C/f3+Lq9I3KysrWyAQ0I8//ngt4NQOOnjwoFdOTs61/Pz8a2+//bYOcFbgWq1WUqPRZGdkZOQkJSX5tqfvv2DBgpqCgoKsvLy8a2azmfj00099AGDXrl3SgoICQVFRUdbGjRuLly1b1qUWgy5EIhGzZs2am++++26b/zzLli0L+eKLL4qLioqyCgoKBLt37/YEgKlTp9ZrNJprGo0mOzw83Pz222+7fV/Lly8PGj9+fIeCeatWreqzfPlyfXFxcZZUKrV/9tlnPgAQFhZm3bx5c9H06dPZDC+WOyaZ3lUAZ0VuOVr1SGAAe+O7Sm7TDGtWuye3gKTBC91j7qc8ac3Fr13Ehtyau233MAJUoz8TbwqkU9q81xouJXTIRSF1cwaOqkuMH0lTQmPrIeYF3kzjq4pLDV+FDLcuj8oDl+N123kBMIDVGEKlFM4URFSM5I2v9O2wtUkmgGdXRB3r9TsCFz1iDAzmJiop83KnEtZJmZf9a82/TcL6xx9/9AwODrao1WorAGzcuNF39erVWqFQyADuctCNjY2kzWaDyWQiuFwu4+Xl1cZVNXfu3DqSJEGSJIYMGWIqKyvjAcC+ffu8FixYUE2SJCZNmmSqr6/nuDSQuoKnpyc9derUBoHAvb6iuLiY29DQQE6ePNlEkiQWLFhQvXfvXhkAJCYm1nO5zo8YOXKkqby8vNl4bd261UulUlmio6PbDcDRNI0zZ85IlixZYgCAp556qnr//v1eABAZGWkdPnx4EytNwdJdkuldjXAWpf0VwCcAbAzA2KZ6ptkHCqOkN22VBMm06RnSHiItHSnNtXFJC9Oejo87BHhUE3FH8vEMYLVxCL3FyEthmF97EtgSpENtEzwHgyII81THOFpKn7/dXI0K8qR+NC+7YiRvPEjnliT7Zp+OUlc/XxF17J5SCO6RO8KenGxZ6x1Ba8x2O7kn59pvclN899138lmzZjU/4RYUFAhSUlIk8fHxUUOHDo1MSUkRAcDixYsNIpGI9vPz6x8aGhq/fPlynUKh6DBuYbFYiJ07d3pPmzatDgC0Wi1XpVI1+xT9/f2td2IMOqK4uJjr7+/fLNYXEhJi1Wq1beb99ttvfRISEuoApx7Txx9/rFy7du3NjubV6/UciUTicBkTlUpl1ev1bKczlrtGMr0rL5nedTCZ3rUKQJz1EemWphWKcfFe5WenLrv4cFhCSTvyJ0wTwLjdIAlA7nPFFheQ23juth/KwCSoIUbeyXUSIETmQoncqJWMtzbw2tcWIkE0PmIRgmHa1RRjgJrSqfxC7QT+OFMQ5ZYC22TlSVoNLwMQsCLq2Nd3cp29gR4JIFeYuiZhXWHqnoQ1AJjNZuLYsWPSdevWNbteHA4HYTAYqCtXruSmpKSI5s+f37e0tPRqSkqKiCRJRqfTZVZVVVGjR4+Oevjhh+tdcs+tefLJJ4NHjBjRkJCQ0AB0KAfd3Utvpivzvvbaa0qKopilS5fWAMArr7wSsHz5cr1LhfUO5r1ntqss9xbJ9C7NsCNvLgWY8EhP/QAAaKwQOgCGFvmZz4v9mizSECPVZ5QuRCC3+Jr0wlJjqUf19YPBNg9lk3XA0zlDmsDtv/nUAwzabRPWDOPgMWWUlehy1z4GzE2GdLqzjFqJtMlg00iD6kMJwt3F5QijI5hSbToRHDCqzRwc6K0yMrr1cQCQCJoMAFq2pPWGMwZyz9EjxsBP3DUJaz9x9ySsAWD37t3SmJiYxqCgoOYnDaVSaZ01a1YtSZKYMGFC4y0DwNm6dav31KlT6/h8PhMYGGgfOnRoQ1pamrg9Y/Dyyy/7V1VVcY4ePdr8ZBMQEGArKipqfrLWarW84OBgt2v/4IMPfLds2eILAEeOHLnuktnuDJVKZWu5EyguLuYplcrm8zZs2OB99OhRr1OnTmlcbp1Lly6JDx48KPvLX/7Sp76+niJJEgKBgH7zzTeby9qVSqXdaDRSNpsNXC4XRUVFPD8/v3vyF5Tl3uB8wvuWFy88PpdHOs4A8Bj0XDbfauTe5HvaRrQeKw02hUqDTaF9RjvVoxkGuJATdQkgOo8jEvAwhjGMNI+p42pNmXaFxwAQROsn82YYMDV1UYwfiOYsJKPdzB1E28lzFJd2y4IidPYMOOh2U10blWQFnCJ+bkyOzUyJ8r/ZMq2UhjO43q6ycW+nR9xEidExBgGncwlrAYdDJ0bH3rGEtYvvv/9ePmfOHDc56OnTp9ceO3ZMAgCZmZl8m81GKpVKe3BwsPXEiROerhaSxeariQAAH7tJREFU6enp4n79+rXxt69bt87n+PHj0r1797p1FZsxY0bt9u3bvWmaxs8//yyWSCQOV0c1F2+88UalK7DdFUMAOLuxicVi+ueffxbTNI3t27d7P/roo7UAsHv3bs9PP/1UeejQoXxXi0wAuHTpUl55efnV8vLyq08//XTFihUrtC0NAeBs1DNixAijK1to06ZN3o888sjtfbIsLL+B9UO/vwlnA5jNBIERfE9bl57g/+/isJNZZcHttZxsD57dXn9auu/qWPHBzJt22nS4o4EWOa6BcHvg5QEMQ3LoNhl4/H0GhqiujUK9qdmV5OAiSz+ce1E/iteu4B1F0qBIJghO2euX4OyRMHpF1LE2Aet7gR5TLXVlE3X0/jODhpa/PmZct5RLjUYjGRQUFH/jxo2r3t7ezb5/s9lMzJ07V5WdnS3icrn0hx9+WDZjxgxjXV0d+fjjj6uuX78uZBgG8+fPr/rb3/6mB9wlrDkczmB/f3+LWCymAeCRRx4x/OMf/9DSNI0nn3wy+JdffvEUCoX0v/71r6KOehZ0RGBgYL+GhgbKZrMREonEcejQIc3gwYPNJ0+eFP35z38ONZvNxIQJE+q//fbbEpIkERwcHGe1WkkvLy87AAwaNKhhx44dblrxq1atCvDw8HCsWbOmzVqys7N5c+fO7VtXV0fFxsY27tmzp1AoFDIpKSmiOXPmhNfX11N8Pp/x8fGx5efnX7uTtbCqpSy347PcyX5wZgiNBZAIILy9cUevxqfkagPHt/deR/DKTKcpo83eFCUdBIKQgEEFGDSCAJ9wQMurQT23kSAaQpixINweeLMJilZ69zW0kdkWfqq/wPupfigAICIkhfHxiiiezuc4RKRf67EufDzqC+cOP7ONQ9Hfrog61ropzz1Hj0pYf5h6UpmUedm/ZTBZwOHQi+IHartrCFh+f1hjwHInfJY7mQAwEcALAB4AIGUYNGWXBaYfy+k3EiB+u4eCgUV0k8gibZCQVihsEuQ2KZnBrXYGaSTHESYLrfUj3I0ExKtKNZxcc3MTnKp5kfvrhsv6AVB18qknATxQ8OLL90U8rkeNAQDUms3knpxrsgqTiesnFtsSo2MNXgJWwvpehjUGLN3llmFITDvW7zlNTtCIRn/mos0Td7QzaA+eASdFOtLN1WTxYi40KZkB+DVYfJJjYhipqp4iZPZfXT8MU+/5SL6nK8WC5hL5hR8Nd+1kTsPZ1EYO92rrKgABBS++fN/E4npcjsJLIKCfGjiYLXBiYWHBrSKs/9vy2Sd+BDCJZ4CfTcJUgECH7pjbwsDOq2sbfObXEkMBXGjyZwYDOAUaCnEJqbbz+MmUxHGJ5DDOHgYE4emIFGg4uWa1Q8zJuPl8dMuiN284g8cWAFoARXBmC30PZ0vM+8YYsJVHLCwsvwdfAniX20hEo7XY3R3CNeI0p4lot88xrxaDySYcJs3gSPOIMBC4ZHQIwgxFXhFksSWNv6XqtOCLimQqz6ymeWRu+fIYL2uAWHXr9JMAAuHcFfjf+jMSwDgAXwCoDFv/8Yzfcu29CdYYsLCw/NdJ37iSAfC/AH7wKCbqwLTVOeoqvFrCu6P3CBCkZxE5zbOQ5BMg0giGGEo1MeXSZF2Gx3MlowQ7DbH8A3VygkFqzZSAEpu/yCXHnQbnTb/D1FUAHgD2hq3/+LWw9R//9sKj3xnWGLCwsPwupG9caQbwJaeJiOTV4QYIJg9gjABzRwqiDgE61OhqAQfO4DWeVaU7JlZfY27dvb0ADLZ7cGLqJgS03F103KMBAMDQANMAgADwIYCn7+SaeyM9HjOoszZSB2+my6osRq4PX2KbFjDIIOWJWAlrFhYWALgCwC6shLfHAEMfgsuIHVaqxG7m6BurhQxtp4Z1djLHhBP8GogBpMKZvioB0F7LSk+AyXw1IbVx7vCsSZZxhOVPEf30NE0oAED358hr4JBjAeTC2fC+bztzAGDs8/tmp8XLK4V/CtEMzq31vjH3+KOEheYIuv0N9BJ6dGewIe+I8pFf/jf+09xDIdsKTwV8mnso5JFf/jd+Q96RbktYA8Ds2bNVcrm8f0RERGzL43q9nho1alRESEhI3KhRoyIqKyspANi4caNcrVbHqNXqmIEDB0adOXPGTWrQbrcjOjo6ZsKECe3mQjc1NRHTpk0LCw4OjouPj49yKZ52Jk39W9fSkYT1xo0b5S0lvEmSHJyWliYEgK+++qp5nWPHjo3QarVtjP2BAwckEolkgOv8V155pVlQcPfu3Z4qlSouODg47s033/xNPyMWlq6QvnGlAUAKYSfjmMuSiwQBcPiOYIHUMlQWWjtIKG9M7ehcTgNSxCXEWIIhhgEYA0AJZ4DXDZ7Ampkw64z19WX7GucOzxoBAHwhw1+3L7/uqTdvpq3dnZ+jijZbAJwHzcj4hUYbV9+UT5rsmRzCUfJi7MXTz0ZdTn0wsDBloLf+zJrBqeNmheYN5ZAMGSev6nv5sc3Bs0Jz7/kkmR5LLd2Qd0S5tfBkh0VnC0PHlb8QmdCtWoPDhw97SCQSesmSJaHXr19vLphaunRpH7lcbn///fd1b775ptJgMFAbN24sT05OFg8YMMDs6+vr+OGHHzz//ve/B2RmZua6znv33XcVly5dEjU0NFAnTpzIb/15H374oW9mZqZwx44dJV9//bVs3759soMHDxbU19eTZ86cEWVkZAizsrKESUlJJa3P7e5a9uzZ4zl9+vR6LpeL5557LhAANm7cWN7y3PPnzwsTExPDy8rKrtpsNigUiv7Xrl275u/vb1+6dGkfkUhEr1u3zk3Q7sCBA5KPP/5Y0XqddrsdoaGhcUePHtWEhYXZ+vfvH71jx46CwYMHt6nUZlNLWe4mg5775DSAUQCj5zxa5VYd7LCROkOhFwEQbsdJM05LConRBNxc9RWAe1aSQGROn7HglEoossopMNY/S8vy+QQT0/oaLpT6nn3ub8OtsiNlI0g7w2OABkbAyX/j+3LdxGG6hC4sYwGp1Ozo8qJ7IT2yM6izNlI/FJ/pVML6h+Iz/vW2xm59/kMPPdTg6+vbRh72yJEjXs8++2w1ADz77LPVhw8flgHAlClTTL6+vg4AmDBhgkmn0zXrDN24cYN79OhR6dNPP92hgTtw4IDXU089VQ0AS5YsMaSlpUlomu5QmvpurKUzCWsXSUlJ8scee6wGAGiaJhiGgdFoJF2yGwEBAV32vf7yyy/ikJAQS0xMjFUgEDCJiYk1u3fv7pLGOwvLb6QIAMBl2jwcUlxa6aEwlbY8RjhwVVJIjGxlCADABKdq6GmAMY6fdvHi3Kd/HiQUWeUA4ADB21YfoLAxRPODkMOOm8V5/DTtMdoqO6ZVNQ0JvlT/UPRVw5JhhP3Z/mEPDNEN6cL1/xPAD3ey4N5IjxiDgzfTZRba1uncFtpGHiy/fFc7bVVXV3NcmkEhISG2mpqaNm6SDRs2+EyYMKE54PT8888HrV27tqwzfX+9Xs8LDQ21AgCXy4WHh4dDr9f3eLzFRUsJ65bs27dPtmjRomoA4PP5zLp160oGDRoUq1Ao4jUajfCll15q18BdvnzZIzIyMmbcuHERFy9eFABAaWkpLzAwsNl49OnTx9qeAWJhudsQFvsxiG2p1JSadv30fIkljiDpq82vq4l6ov2q5VAAfQBm1JCxOVmqcH2bG3kjQ3nvMPqL9XZearWDk/bO86HFz0yIGrXum3hPw4IhdnP/wJF2pYQCg4JocdkFkoRPJ5duA/A8qdS8QCo191TvgvboEWNQZTF2SZq6q+PuFvv375ds27bN57PPPisDgO+++07q4+NjHzt2bKc6Q7+nJHRrCWsXx48fFwuFQnro0KFmwNmD4euvv/Y9d+5ctl6vz4yJiWl688032+zORo0aZSouLs7My8vLfv755ytmzpwZDrCy1yy/H/JvzwtlWy+Hk7XWnPbeJ0gI5GGGKIm/8TLJdZzhGRDa2XxxgwtSYwcVdtj3oJ7m+P/QoByzwxgwqqkfVcsAaJgYIQKHDOPdqEqRbT4fI//2fL+m70qiGKbDGohcACNIpeaLLi+0l9MjxsCHL+lSVV5Xx3UVb29vu6vpTHFxMVculzdb63PnzgmXLVsWsnfv3nylUukAgNTUVI/k5GSvwMDAfosXLw47e/as5NFHH23zi6ZUKq2FhYU8ALDZbGhoaKD8/Py6lBF1/PhxsStYu3379rbt/DrBJWG9Z8+ewtY7l+3bt8sTExObDcTZs2eFABAbG2shSRLz5s2rOXfuXJusCrlcTrt6IcydO7fObrcTWq2WExwc7LYTKCsr4wUEBNw31ZUsvZMp5GxPAEvISrtS8nxJpOid8quSJwv1gq8rz4BmflXjpVHAc9AmWWCdmKSJSjglIlrBWAeMyDs9eEzu2C5+vMZSTQpsgdJr4FJqOOgicVphrMv59Po/iwtvaRidBfAPAP8BkA0gCcAQUqlJ7/bCeyE94uqYFjDIsFGTHNSZq4hPculpgQO7LWHdHlOnTq396quvvN9//33dV1995Z2QkFALOJvHz549u++mTZsK4+Pjm7XGP//88/LPP/+8HPg1sLpv377CNuuZNq1206ZN3pMnTzZt3rxZNnLkSGNX20ZOnDjRlJubm32na3FJWJ86dSqvpYQ1ADgcDhw4cEB24sSJ5iB4SEiILT8/X3Dz5k1OQECA/ciRI55qtbpN8LekpITTp08fO0mSOHHihIimaSgUCruPj4+9qKhIkJuby1OpVLY9e/bIt2/ffs8rMbL0euxwVvU+RjTQH3EvNvYDAP7eWgVvXy3qvwk/7qgX85ligRpmKrLFebkAbgKIcr5kDOMSLheGRmpHd/FzHQAadNckDuPD0V6gGZ1s20UpabbLAGDJG9rUyIFNLv2iJ0ilpp3ObfcXPWIMpDyRY07ISG1n2URzQkZqPbmibgVep0+fHnr27FmJwWDgKBSK+Ndff/3mypUrq/76179qH3vssb4hISE+AQEB1r17994AgLfeesu/traW88ILL4QAAIfDYbKystrdkrp46aWXAoYOHWpasGBB3YoVK6pmzpwZGhwcHCeVSh07d+5s/sVoKU199OhRL5c09W9dy6pVq4KtVis5ceJENeAuYX348GGJUqm0tmzOo1KpbK+++qp2zJgxkRwOh+nTp491x44dhQCwdu1aXwBYvXp15bZt22SbNm3yoyiKEQgEdFJSUoGr7/PHH39ckpCQoHY4HJg/f37VkCFDurwOFpbucKufMgDsmkLOPgDgVQCvAxCCJArs53wfANlufCAKThE5AEBQmD4zNFJ7J4J3aQXbBZySvgN9SQq8iJPncqrM9DjfAKv+kx/zS30DbC5DQAP4QzwU9ahq6Ya8I8ofis/4t9wh8EkuPSdkpLa7aaUsvz9sailLTzKFnB0NILOpn/+ZxlGht3P5VIX7VZ175NFzgnoRrXKA7KBYrJkzcBalxV/5t2qvUejvN0ysaUh+g34QAALDzGX/PpUX0Eri+klSqUnq/oruDXo0I+aFyATdk2HjKg6WX/61AjlwoKG7OwIWFpb7n2R6V85k3txRTYOCPrjdWLm4sWTrM/+XwKWcLSsbabImtcnrap5NPBggPFoMbYCz2nkMAJBgSr5cdSrh5nVexTMTIqW4lab6yb78KoJA6w5t/e/Kwno5Pa5N5MkV0fNUo6tfiEzQzVONrmYNAQsLy+04Zt15gRFw5gNIAcDA6eN3gyLp8p3P7QxzGQIAEJG0/EFxzfinPMvNSspyyqkhBAC4hluGAAD6843FXIIRrFsVVAyGaE7sEHrQ7SV58O/WunozrFAdCwtLryR948qK9I0rHwAggjNG0CxNQYCp+Wz+QYNMbG63MFJM0j6zJfqxcz10hXYt9qNFYxoCTOUIQd0whwPMjSxhUMvzlk5Sc7POiU+2mi4IfwBYY8DCwtKrSd+40py+cWU+nJLS3wDAE6OuXBvRtyzudude/F5SfmSSbPrFl8SX7U3QAIAnab/BIRj+/kM+Ryg5KuPeajxHCpjrAFBeIOjz47fewlbTJNA6dYfJMPcLrDFgYWG5J7jVA2HlwOCbu58Zf3FoZ2MZBubP/1/g2c9WB40DAN1PvIFHhnpF1KRTpwCgwsw9VTpW+NDk43VDg2dbhtAWyABkAUhN2Scbcv6Y5FiL6XgAPu2hZfUaelxSoclRT+XU/SQz2Wu4Yo7cFi190CCkPFkJaxYWljsmfeNKE61T5wCY1dm47zf4Xfxxs88Yt4M0QZx5UjLa9gmRkrWvD+X7Fn3JUkOaC7fyCTCEHIBrp5H29qLQyWEx5kKJzN40fnpdldTHXjTuqZ5ZU2+hR3cGqRXfKDflz4s/VfFlSHrNDwGnKr4M2ZQ/Lz614psekbC+F2WfX3jhhUClUhkvEokGtjy+fv16b5lM1t/1mevWrfMBAI1Gw4uNjY2OioqKCQ8Pj3XVEACA2Wwm5s2bF6JSqeJCQ0Njv/322zb+VIvFQiQmJqrUanVMWFhY7BtvvKEEgIyMDH7L78jDw2PgmjVrut+XloWlhyCVmncAxMPZlrINN4t455I+Uo5q7z3GQZBn3/YVXrgWaE2e4DXo1EzP0WV7+aPgjElY4YxLjAIIFGQLQzNOS2LWv95n3N/+R7Wvp9bTW+ixOoPUim+Ul2p2duhnGyyfWz7G7+m7KmHdm2WfO+Lnn38Wh4eHW6Ojo+MaGxsvu46vX7/e++LFi+LWsthms5lgGAZCoZCpq6sjY2JiYk+fPp2rUqlsK1euDHA4HFi/fv1Nh8OBiooKjr+/v5uA1pdffik/cOCA14EDBwqMRiMZFRUVe/z48bzIyMjmAja73Q6lUtk/LS0tR61Wt1E+ZesMWHoDtE5NAfgcwLMA4LBDt/61PqU/75H1t1nIDkUW6x6N09iVnmpefmW6x8/XwwngMpzN7fkA2nM//ZJM75rQE2voTfTIzqDJUU9lGPZ2KmGdYdjrb3YY76qE9b0o+zxp0iSTS2m1KwgEAkYoFDKAs+kOTf+aqfvdd9/5/P3vf9cBAEVRaG0IAIAgCDQ2NpI2mw0mk4ngcrmMl5eXm9vuxx9/9AwODra0ZwhYWHoLpFLjAPAcgM0AQHGgzL0s8u3MEDikgrN2pacaAKyh3v0ZPicPwHg40047ikP89e5eee+kR4xBTt1PMjtj6XRuO2Mhc+p+uqsS1i25H2SfDx8+7KVWq2MSEhLC8vPzmxVe8/PzuWq1OiY0NDT+xRdf1KlUKpvLJbZq1aqAmJiY6IceeiistLS0jctr8eLFBpFIRPv5+fUPDQ2NX758uU6hULgZg++++04+a9ase75zE8v9D6nUMACWAdgDAFPmGEo7GmtTep6smx4XDgdt5+foL8h2XLpCWuydBqIBfJtM7/rl7l1x76VHjIHJXtMlaequjrtT7gfZ5zlz5tSWlJRc1Wg02RMnTjQ+8cQTzWqq4eHhNo1Gk52Tk5O1Y8cOn9LSUo7NZiP0ej13zJgxDdnZ2TnDhw83vfDCC23yo1NSUkQkSTI6nS4zPz//6j//+U9ldnZ2swEzm83EsWPHpAsXLryrIoIsLD0FqdSY4Qwoz1YGWTt8iCGNZpHwclm2fPO5Yo+TN4aSjbbBt5n6IICld/NaezM9YgzEHHmX3B5dHXcn9DbZ5/z8fK4rKNsy2Hs7lEqlw+UOWrVqVeW1a9dErceoVCpbZGRk07FjxyQKhcIuEAjohQsX1gLAE088UZOVldXmnK1bt3pPnTq1js/nM4GBgfahQ4c2pKWlNa959+7d0piYmMagoKB7vlkHyx8HUqlhSKVm99+eVj0BYB3Qtg8BZbIOEV7TjSMczO30iwDgIwAzkuldltuOvE/oEWMQLX3QwCH4ncpOcAg+HS198K4+fbpknw8dOpTfkezzokWLmo1BS9lnAOhM9tnlm28p+zx+/HiTS/bZbDYTe/bskc+cObO25bnh4eG23Nzc7Nzc3OzVq1dXtp67I1x9GQBgx44dXmFhYWbA2aazoaGBAIDKykrq4sWLHrGxsWaSJDFp0qS6gwcPSgDg0KFDnhEREU2t5w0ODraeOHHC0xUjSU9PF/fr1695zd9//718zpw5Na3PY2G5F0imd5mS6V0vAxgFp8x1d/hfAK8l07v+UNI5PVJnIKQ8Hf1lf9J2lk3UX/YnrYCS3FUJ63tR9nnp0qV9/vOf/8jNZjOpUCjiFyxYULVu3bqba9eu9Tt69KgXRVGMl5eX/dtvvy0CgMzMTOFrr73WhyAIMAyD5cuX64YNG9YEAOvWrSubP39+6CuvvEJ5e3vbk5KSigBg+/bt0gsXLog//fTTm6tXr654/PHHVWq1OpZhGMyfP79q+PDhTQBgNBrJ1NRUzy1bthR35+fCwtJbSKZ3nZtCzh4MZ7bR4tsMPwZgDQAdnDpIN5LpXX+4Ln89KmGdWvGNMsOw179lMJlD8On+sj9pu5tWyvL7w6aWstxLTCFnPwfgT3D6/0sA9AUwBIAEwPlketflTk7/w9CjxgAAzA4j2boCubs7ApbeAWsMWO41ppCzyT+a2+dO6XE5CgEloQfKZ7JpiiwsLL8brCG4PaxQHQsLCwsLawxYWFhYWFhjwMLCwsKC/0LMgKFrKTT9R8bQlVyC9LVB+JiBIL1YCWsWFhaWXkSP7gxo41olUzEunjF+EALTvwIY4wchTMW4eNq4tkckrFetWhXg5+cX76r43blzpxRwFoq5jkVGRsYkJSU1i8lVVVVRCQkJYaGhobFhYWGxx44da1OBXF1dTU2cODE8MjIyJjw8PPazzz7zBoD9+/dLWso+8/n8QVu3br0jobqOJKyvX7/OGz58uDo6OjpGrVZ3aS0dfS/tkZKSIqIoavDmzZtlQOfS2CwsLPc/PZZaShvXKmH6V8et4sT/U05KVt9VCetVq1YFeHh4ONasWaNvOd5oNJICgYDmcrkoLi7mDhw4MEav12dwuVwkJiaqxowZ07Bq1aoqs9lMNDQ0kD4+Pm47l9dff11ZV1dHbdy4sfzmzZuc6OjoOL1enyEQCJq/PL1eT6nV6n5lZWWZraufO6MjCet58+aFDBgwoPG1116rvHTpkmDGjBkR5eXlVztbS0ffS2vsdjvGjBmj5vP59OLFi6uXLFli6Ewau/X5bGopC8v9R4/sDBi6loJpW6cS1jBt82foursqYd0REomEdklbNzU1EQRBAABqamrIc+fOSVxKpQKBgGltCACn7LPRaKRcEg5SqdTO5XLdrOjWrVtl48ePr7sTQwB0LGFNEATq6+spADAYDJSfn5+ts7UAXf9e3n//fb9HH33U4OPj0zy2M2lsFhaW+5+ecRM1/UcGmG8zt5l0jru7/Pvf//ZTq9Uxs2fPVlVWVlKu48ePHxeHh4fHDho0KPaTTz4p5nK5yM3N5cvlcvvs2bNV0dHRMXPnzg2pr69vc92rV6+uuH79ukChUMQPGjQodu3ataUURbmN2b17t3zevHl3TdPngw8+uLlr1y65QqGIT0xMjFi/fn1zk5v21tJVCgsLufv375e9+uqrbXSS2pPGvkvLYWFh6eX00M6gskt3J4auuKsS1itXrqwoLi6+mpOTk61UKm3Lli1rlnCeOHGiKT8//1pqamrORx995N/Y2EjY7XYiJydH9Pzzz1fm5ORki0Qi+u23324Tz9i7d680Li6uSa/XZ54/fz775ZdfDq6pqWn+7oqLi7l5eXnCxMTE+ru1ls2bN8vnzZtXrdfrM/fs2XN98eLFoQ6Ho8O1dHXeZcuWBX344YdlHE7b3IH2pLHv1npYWFh6Nz1iDAjSt0tPlATpd1efPIOCguwcDgcURWH58uWVV65caRMMHjRokFkkEjkuXrwoVKlUVoVCYZ04caIJAObOnWvIyMhoI/u8ZcsW79mzZxtIkkRcXJwlKCjIkpGRIXC9n5SUJEtISKjl8/ltAjDdlbDetm2bz8KFC2sAYPLkySaLxULqdDq3m3PLtXR13szMTPGiRYvCAgMD+x0+fFj28ssvB7cOereUxu7qvCwsLPc2PeMmEj5mAAS3cToLaOe4u0dL2efvv//eKzIysgkAcnNzeTab0+5oNBpeYWGhICIiwhocHGxXKpXWjIwMPgD89NNPnpGRkW1URwMDA60//fSTJwCUlpZyCgoKBFFRUc3qp7t375bPnz+/XRdRdyWsAwICrIcOHfIEgPT0dIHVaiX8/f3tHa2lq/OWl5dfdf156KGHDB9//HHJwoULazuSxu7qvCwsLPc2PeIGIEgvByN+Qtt5NtETWoKU3lUJ6xUrVvTJzs4WAs4WlJs3by4GgJ9//tnjkUce8edwOAxJkszHH39c4uoPvGHDhpIFCxaEWa1WIjg42PLdd98VAe4S1u+99552wYIFKrVaHcMwDPHuu++Wuc7Py8vjabVa3sMPP2zszlo6krD+5JNPSp9++mnV559/riAIAl9++WURSZKdrqWj76XlWjq6js6ksVlYWO5/elS11Jleus3fPZgsoCF+QtvdtFKW3x82tZSF5f6jRwOEpGS1jhE/W+GsQK7gEqTfrQrk7u0IWFhYWFh6hh7PFiFIKQ3x4uoup7uwsLCwsPzXYYXqWFhYWFi6ZQxomqbZB/0/KLd+9qybj4XlPqM7xiCrsrJSyhqEPx40TROVlZVSAFm/97WwsLDcXe44ZmC32/9Hp9P9S6fTxYF1M/3RoAFk2e32//m9L4SFheXucseppSwsLCws9x/skz0LCwsLC2sMWFhYWFhYY8DCwsLCAtYYsLCwsLCANQYsLCwsLGCNAQsLCwsLWGPAwsLCwgLWGLCwsLCwgDUGLCwsLCxgjQELCwsLC4D/D10VkR01H9M8AAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 864x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Creando la figura y los ejes\n", | |
"fig, ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n", | |
"\n", | |
"# Eliminando los bordes del cuadro\n", | |
"ax.axis('off')\n", | |
"ax.set_title('Mapa Distrital\\nVariable Utilizada', fontsize=14)\n", | |
"\n", | |
"# Graficando los valores\n", | |
"a = df.plot(column='Valor', #Data del color del mapa\n", | |
" scheme='Quantiles', #Como se calculara la leyenda\n", | |
" k=7, #Numero de los intervalos de la leyenda\n", | |
" cmap='viridis', #Color del mapa\n", | |
" legend = True, #si se habilita la leyenda\n", | |
" edgecolor = None, #color bordes \n", | |
" ax = ax, #formato de los ejes\n", | |
" legend_kwds = {'loc':'lower left', 'fontsize' : 'medium'}) #formato de la leyenda\n", | |
"\n", | |
"#Grabando la figura en formato jpg\n", | |
"fig.savefig(\"Peru_Distritos.jpg\", edgecolor='k', quality = 95 )" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Espero les haya gustado este tutorial y que les sirva para hacer presentaciones de alto impacto." | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.7" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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