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July 23, 2024 06:23
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En 2020 participamos en el concurso Explora Datos, organizado por el CIEP. Nuestro objetivo fue visualizar los gastos del gobierno federal Mexicano en programas de erradicación de la pobreza.
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"source": [ | |
"# Imports" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"import matplotlib.pyplot as plt\n", | |
"import seaborn as sns\n", | |
"sns.set(style='whitegrid')\n", | |
"\n", | |
"import plotly\n", | |
"import plotly.offline as py\n", | |
"import plotly.graph_objs as go\n", | |
"\n", | |
"pd.options.display.max_colwidth = 300\n", | |
"dir_datos = 'D:/datos/presupuesto_mexico'\n", | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"source": [ | |
"# Preprocesamiento de datos" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true", | |
"heading_collapsed": true | |
}, | |
"source": [ | |
"## Precios" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 95, | |
"metadata": { | |
"Collapsed": "false", | |
"hidden": true | |
}, | |
"outputs": [], | |
"source": [ | |
"deflactor = pd.read_excel('datos/inflacion_acumulada_1970_2018.xls', header=3, skipfooter=5)\\\n", | |
" .assign(year=lambda x: x['Periodo'].str[0:4].astype(int),\n", | |
" mes=lambda x: x['Periodo'].str[5:].astype(int))\\\n", | |
" .rename(columns={'Índice general ': 'inpc'})\\\n", | |
" .query('mes==12')\\\n", | |
" .sort_values('year')\\\n", | |
" .set_index('year')\\\n", | |
" .assign(indice=lambda x: x['inpc'].apply(lambda x: (1+x/100)).cumprod())\\\n", | |
" .assign(deflactor=lambda x: x.loc[2018, 'indice']/x['indice'])\\\n", | |
" .reset_index()\\\n", | |
" [['year', 'deflactor']]\\\n", | |
" .append(pd.DataFrame([{'year': 2019, 'deflactor': 0.972}, {'year': 2020, 'deflactor': 0.972*(1-0.035)}]), sort=True)\n", | |
"deflactor.to_csv('datos/deflactor_2020.csv', index=False) # año base 2018" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true" | |
}, | |
"source": [ | |
"## Crea bases de Presupuesto" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true" | |
}, | |
"source": [ | |
"### Crea dataframe de 2013 a 2020" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning:\n", | |
"\n", | |
"Sorting because non-concatenation axis is not aligned. A future version\n", | |
"of pandas will change to not sort by default.\n", | |
"\n", | |
"To accept the future behavior, pass 'sort=False'.\n", | |
"\n", | |
"To retain the current behavior and silence the warning, pass 'sort=True'.\n", | |
"\n", | |
"\n" | |
] | |
} | |
], | |
"source": [ | |
"year_start, year_end = 2013, 2020\n", | |
"df = pd.concat([pd.read_csv(f'{dir_datos}/{y}.csv', encoding='utf8' if y!=2020 else 'latin1') for y in range(year_start, year_end + 1)])\n", | |
"df.to_csv(f'{dir_datos}/presupuesto_{year_start}_{year_end}.csv', index=False, encoding='utf8')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"source": [ | |
"### Crea DF solo con programas seleccionados" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 44, | |
"metadata": { | |
"Collapsed": "false", | |
"scrolled": true | |
}, | |
"outputs": [], | |
"source": [ | |
"deflactor = pd.read_csv('datos/deflactor_2020.csv').query('year>=2013').set_index('year')['deflactor']\n", | |
"\n", | |
"programas_pobreza = pd.read_excel('datos/Programas seleccionados.xlsx', sheet_name='2019')\\\n", | |
" .assign(id_pp=lambda x: x['ID_MODALIDAD'].add(x['ID_PP'].astype(str).str.zfill(3)))\n", | |
"\n", | |
"L_pp_pob = programas_pobreza['id_pp'].unique().tolist()\n", | |
"desc_pp_drop = ['Fondo Minero', 'Programa para el Rescate del Acapulco Tradicional']\n", | |
"\n", | |
"df = pd.read_csv(f'{dir_datos}/presupuesto_2013_2020.csv', encoding='utf8')\\\n", | |
" .assign(id_pp=lambda x: x['ID_MODALIDAD'].add(x['ID_PP'].astype(str).str.zfill(3)))\\\n", | |
" .set_index('CICLO')\n", | |
"\n", | |
"df['aprobado'] = df['MONTO_APROBADO'].mul(deflactor).div(1000000)\n", | |
"df['ejercicio'] = df['MONTO_EJERCICIO'].mul(deflactor).div(1000000)\n", | |
"df['ejercido'] = df['MONTO_EJERCIDO'].mul(deflactor).div(1000000)\n", | |
"df['modificado'] = df['MONTO_MODIFICADO'].mul(deflactor).div(1000000)\n", | |
"df['devengado'] = df['MONTO_DEVENGADO'].mul(deflactor).div(1000000)\n", | |
"df['pagado'] = df['MONTO_PAGADO'].mul(deflactor).div(1000000)\n", | |
"\n", | |
"df.reset_index(inplace=True)\n", | |
"df_pob = df.query('id_pp==@L_pp_pob & DESC_PP!=@desc_pp_drop')\n", | |
"\n", | |
"df_pob.to_csv(f'datos/pp_pobreza_2013_2020.csv', index=False, encoding='utf8')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [], | |
"source": [ | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true", | |
"heading_collapsed": true | |
}, | |
"source": [ | |
"### Años de cada programa" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"Collapsed": "false", | |
"hidden": true | |
}, | |
"outputs": [], | |
"source": [ | |
"historico_programa_ciclo = programas_pobreza.merge(df_pob.groupby('id_pp_mod')['CICLO'].unique().reset_index(), on='id_pp_mod')\n", | |
"historico_programa_ciclo.to_excel('datos/historico_programa_ciclo.xlsx', index=False)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"source": [ | |
"# Análisis" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true" | |
}, | |
"source": [ | |
"## Leyendo datos" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"Collapsed": "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>CICLO</th>\n", | |
" <th>DESC_AI</th>\n", | |
" <th>DESC_CAPITULO</th>\n", | |
" <th>DESC_CONCEPTO</th>\n", | |
" <th>DESC_FF</th>\n", | |
" <th>DESC_FUNCION</th>\n", | |
" <th>DESC_GPO_FUNCIONAL</th>\n", | |
" <th>DESC_MODALIDAD</th>\n", | |
" <th>DESC_PARTIDA_ESPECIFICA</th>\n", | |
" <th>DESC_PARTIDA_GENERICA</th>\n", | |
" <th>...</th>\n", | |
" <th>MONTO_EJERCIDO</th>\n", | |
" <th>MONTO_MODIFICADO</th>\n", | |
" <th>MONTO_PAGADO</th>\n", | |
" <th>id_pp</th>\n", | |
" <th>aprobado</th>\n", | |
" <th>ejercicio</th>\n", | |
" <th>ejercido</th>\n", | |
" <th>modificado</th>\n", | |
" <th>devengado</th>\n", | |
" <th>pagado</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>2013</td>\n", | |
" <td>Conducción de la política nacional de vivienda</td>\n", | |
" <td>Servicios personales</td>\n", | |
" <td>Remuneraciones al personal de carácter transitorio</td>\n", | |
" <td>Recursos fiscales</td>\n", | |
" <td>Vivienda y Servicios a la Comunidad</td>\n", | |
" <td>Desarrollo Social</td>\n", | |
" <td>Sujetos a Reglas de Operación</td>\n", | |
" <td>Remuneraciones al personal eventual</td>\n", | |
" <td>Sueldos base al personal eventual</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
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" <td>NaN</td>\n", | |
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" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2013</td>\n", | |
" <td>Conducción de la política nacional de vivienda</td>\n", | |
" <td>Materiales y suministros</td>\n", | |
" <td>Materiales de administración, emisión de documentos y artículos oficiales</td>\n", | |
" <td>Recursos fiscales</td>\n", | |
" <td>Vivienda y Servicios a la Comunidad</td>\n", | |
" <td>Desarrollo Social</td>\n", | |
" <td>Sujetos a Reglas de Operación</td>\n", | |
" <td>Materiales y útiles de oficina</td>\n", | |
" <td>Materiales, útiles y equipos menores de oficina</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>S177</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.241154</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>2013</td>\n", | |
" <td>Conducción de la política nacional de vivienda</td>\n", | |
" <td>Materiales y suministros</td>\n", | |
" <td>Materiales de administración, emisión de documentos y artículos oficiales</td>\n", | |
" <td>Recursos fiscales</td>\n", | |
" <td>Vivienda y Servicios a la Comunidad</td>\n", | |
" <td>Desarrollo Social</td>\n", | |
" <td>Sujetos a Reglas de Operación</td>\n", | |
" <td>Materiales y útiles de impresión y reproducción</td>\n", | |
" <td>Materiales y útiles de impresión y reproducción</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>S177</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.131974</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>2013</td>\n", | |
" <td>Conducción de la política nacional de vivienda</td>\n", | |
" <td>Materiales y suministros</td>\n", | |
" <td>Materiales de administración, emisión de documentos y artículos oficiales</td>\n", | |
" <td>Recursos fiscales</td>\n", | |
" <td>Vivienda y Servicios a la Comunidad</td>\n", | |
" <td>Desarrollo Social</td>\n", | |
" <td>Sujetos a Reglas de Operación</td>\n", | |
" <td>Materiales y útiles consumibles para el procesamiento en equipos y bienes informáticos</td>\n", | |
" <td>Materiales, útiles y equipos menores de tecnologías de la información y comunicaciones</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>S177</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.063676</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>2013</td>\n", | |
" <td>Conducción de la política nacional de vivienda</td>\n", | |
" <td>Materiales y suministros</td>\n", | |
" <td>Materiales de administración, emisión de documentos y artículos oficiales</td>\n", | |
" <td>Recursos fiscales</td>\n", | |
" <td>Vivienda y Servicios a la Comunidad</td>\n", | |
" <td>Desarrollo Social</td>\n", | |
" <td>Sujetos a Reglas de Operación</td>\n", | |
" <td>Material de apoyo informativo</td>\n", | |
" <td>Material impreso e información digital</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>S177</td>\n", | |
" <td>0.0</td>\n", | |
" <td>1.952641</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>5 rows × 46 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" CICLO DESC_AI \\\n", | |
"0 2013 Conducción de la política nacional de vivienda \n", | |
"1 2013 Conducción de la política nacional de vivienda \n", | |
"2 2013 Conducción de la política nacional de vivienda \n", | |
"3 2013 Conducción de la política nacional de vivienda \n", | |
"4 2013 Conducción de la política nacional de vivienda \n", | |
"\n", | |
" DESC_CAPITULO \\\n", | |
"0 Servicios personales \n", | |
"1 Materiales y suministros \n", | |
"2 Materiales y suministros \n", | |
"3 Materiales y suministros \n", | |
"4 Materiales y suministros \n", | |
"\n", | |
" DESC_CONCEPTO \\\n", | |
"0 Remuneraciones al personal de carácter transitorio \n", | |
"1 Materiales de administración, emisión de documentos y artículos oficiales \n", | |
"2 Materiales de administración, emisión de documentos y artículos oficiales \n", | |
"3 Materiales de administración, emisión de documentos y artículos oficiales \n", | |
"4 Materiales de administración, emisión de documentos y artículos oficiales \n", | |
"\n", | |
" DESC_FF DESC_FUNCION DESC_GPO_FUNCIONAL \\\n", | |
"0 Recursos fiscales Vivienda y Servicios a la Comunidad Desarrollo Social \n", | |
"1 Recursos fiscales Vivienda y Servicios a la Comunidad Desarrollo Social \n", | |
"2 Recursos fiscales Vivienda y Servicios a la Comunidad Desarrollo Social \n", | |
"3 Recursos fiscales Vivienda y Servicios a la Comunidad Desarrollo Social \n", | |
"4 Recursos fiscales Vivienda y Servicios a la Comunidad Desarrollo Social \n", | |
"\n", | |
" DESC_MODALIDAD \\\n", | |
"0 Sujetos a Reglas de Operación \n", | |
"1 Sujetos a Reglas de Operación \n", | |
"2 Sujetos a Reglas de Operación \n", | |
"3 Sujetos a Reglas de Operación \n", | |
"4 Sujetos a Reglas de Operación \n", | |
"\n", | |
" DESC_PARTIDA_ESPECIFICA \\\n", | |
"0 Remuneraciones al personal eventual \n", | |
"1 Materiales y útiles de oficina \n", | |
"2 Materiales y útiles de impresión y reproducción \n", | |
"3 Materiales y útiles consumibles para el procesamiento en equipos y bienes informáticos \n", | |
"4 Material de apoyo informativo \n", | |
"\n", | |
" DESC_PARTIDA_GENERICA \\\n", | |
"0 Sueldos base al personal eventual \n", | |
"1 Materiales, útiles y equipos menores de oficina \n", | |
"2 Materiales y útiles de impresión y reproducción \n", | |
"3 Materiales, útiles y equipos menores de tecnologías de la información y comunicaciones \n", | |
"4 Material impreso e información digital \n", | |
"\n", | |
" ... MONTO_EJERCIDO MONTO_MODIFICADO MONTO_PAGADO id_pp aprobado ejercicio \\\n", | |
"0 ... NaN NaN NaN S177 0.0 12.602072 \n", | |
"1 ... NaN NaN NaN S177 0.0 0.241154 \n", | |
"2 ... NaN NaN NaN S177 0.0 0.131974 \n", | |
"3 ... NaN NaN NaN S177 0.0 0.063676 \n", | |
"4 ... NaN NaN NaN S177 0.0 1.952641 \n", | |
"\n", | |
" ejercido modificado devengado pagado \n", | |
"0 NaN NaN NaN NaN \n", | |
"1 NaN NaN NaN NaN \n", | |
"2 NaN NaN NaN NaN \n", | |
"3 NaN NaN NaN NaN \n", | |
"4 NaN NaN NaN NaN \n", | |
"\n", | |
"[5 rows x 46 columns]" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df_pob = pd.read_csv('datos/pp_pobreza_2013_2020.csv', low_memory=False, encoding='utf-8')\n", | |
"df_pob['DESC_CAPITULO'] = df_pob['DESC_CAPITULO'].str.capitalize()\n", | |
"\n", | |
"programas = pd.read_excel('datos/Programas_seleccionados_info_adicional_damian.xlsx', sheet_name='historico_pp_2019')\\\n", | |
" .rename(columns={'id_pp_mod': 'id_pp'})\\\n", | |
" .set_index('id_pp')\n", | |
"\n", | |
"dicc_id_nombre_programa = programas['DESC_PP'].to_dict()\n", | |
"df_pob.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true" | |
}, | |
"source": [ | |
"## Presupuesto total aprobado, modificado y pagado" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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XvUKLS4nIINyKfFWAJcDf/cQ94ekk+HRuwi0R/Ln/fNRvvwg3S+FZuNkxnwys/hee1vW4z68ebhKsh1T1A78tDrcq4Z2478/HwN2qujGfbZ8An6lqik/nNtznWc9fn16q+onfthq3xkBH3PdzKfDX0CyJInI+8E//GWbjJvC6Q1XX++034Ja/roWb+TNHE20+x26Dm43yDNwKpKNU9QmMKUGsz4E5ElVws9hdjrvp9hK3HG3Idbgx+K1xN5J/4W4sXYDzcIXTd0Ukzs+X/x7uZnoubg2GR8OOVws33fPvcLPV9cWNU78ZEB82XERqBvYZhJse9mKf7hLc+PKWuNkbH4MDN7aRPu7puJv37biqanBT4Kb7NC7DjV1/OJfrMh53wzsLN6tgZw4uh/sIbm6Cnv48VuGWk67gt0/BzbD3B9zN/AZ/nuHG4VbKuwA3k95a3PWN5GWgqr8G13DwWoVuct1xBbbGuJkRJ/tCTLjuuM/6GtwaGLsC6dQAZuAKQmdxcJrjQyZn8gsVjcMtH30WrtA1RURC6w0MwBXouuE+p2TczIH5bQse4zZcAe1JoCludsEZIlInEO1RXAHgPNwCRiP8vhVwM4OGll2+HLfexcN++xm4mQhH4QoPSbjvQ77H9oWbt3GzGDbGzbL4iIgEl3A25qizmgNzJOKBbqq6BFjs57v/C+5HE9yiS6Ef3BNxN8lrVfVjH9YJd1O7EnfjPRW4QFV3AMv9E3iHsGP+U1VX+v2XAnf6KWERkcdxN1/B1SIAvKaqs/z2T4Cqqvpv//51Dk4zuw/3ZBiainiNiPTC3RzA3bC/AVb7FSVvJPKqlqG404E1qvqTiFwFbBW3sNV9QIqqvuvz0A1XS9LF5+9iArM3isjdHFw4Kmga8I6qrvXxXsAVMnKsnidugaMb/Hlv82FdgNW+NqQu7tqvUdVVItIPNx4/lkNXb6zrr9NqVd3iC4Kn+21/BT5W1ef9+x9FpBFudcJpYek8ALwcqFVY6dcluE9E7sR9hx5S1Rk+v/cAd/gba27bwgszPXA1WaGCw4P+if0+oLcPe01V/+PTeQpXMAO3fsjjwNPqlodeJSJv4wpi4AqNn6vqs37f7rhCajTHfgJXa/aLuuWvV4vIpRxcVtuYEsEKB+ZI7PcFg5CF5Fxed3XgdUPcDefLUICqbhMRxT1BgVuXfkdgny84tHBwIE1V/Y+IXCYiT+OW9v2d3xRcqjb4o7sPWBP2voxPa5GI7BORgbgCwVm4G99HPu4jwJtAO3ELTb3t30fyIG7++7tE5H3cIjiLRKQ67sYQvAbpIrLQX4PNwM7gtM6q+n4uxxgF/ElELvDnHlr1L3yZ3sa41f1+lkMXlWqIe9K/DXeDXoBrcnjJr1gYbgSuoLFBRD7DNa2Elv5tDFwlIsFmlnhctXm4xsBZInJHICwB18RSFTgJt14HAL4w+JCInJTbNoCw82uMrxUK+IKD3zVwhbKQnbjVQuNUdZOfOrynr804A1cDEPrczgC+DuQhXUS+DqSV67H9d/5JYKSIpOBqy8ZZfxJT0lizgjkSmWHv48j5tLk/l9fh+8SRz5r3kdLxw9be8PuOw1UPhwu/yYU/DYfSugJXpX4yrtnhZlxTCACqOhU35W0v3P+bV3DV9YdQ1ZG4tuaBuJvZVN8HI79rEFVPe/+UPBv3BLwWt+hTl1yixwN7cO3qwb/TgfmquhlXsLgKd/P7C64WqGZ4Qqr6A65A0R53Y30Ytwpisj/OhLBjNMEt2hUpT0+FxT0T1/6f1zUoyEiEfRHCQtc5r/RiRKQWbvGrtriCSE9cH4Ec8cLeB2epzPPYqvogrkD3PK6gMcf3dzGmxLDCgTkS5Xy1dci5uKr3SH7E3ahbhQJ857vTcR0DlwENfOe5kObk7W5cZ76+qjoRVx0MkQsV+ekGvKqqd6nqi8AKXMfEGJ/Xx4DaqjpGVW/ENUfcGp6IiCSJyPNAtqoOV9Urce3kt6rqb7i59YPXIMGfpwI/ABWD11RE7hC3VHLQGbib7uWqOsSvqBdqegg/d8VdlzhV/TFQK/GMP9Y1wF9Udaaq9sA1yVTANW+En1sX4HpVnaKqd+L6OjTG9T9QoGHoGP44VxB5dUAF6ofF7Qzc4K/RFgIraIrI6SLyC+7mGnGbiIQvNf4dgevsneePnZ8bcDU4V6vq86o6F9fnIHRtl+KWZA7lIc5fg3yPLSI1RGQkrhnnn6p6Ma6g2T6KfBlTbKxZwRypMSISuqn04OAytjmo6h4R+RcwTETuwi2T+w/cEsUf4J7i1gAvisgjuBvg38h7XP9W4FoR+RJ3cwwtIVzmMM5jK3C+iJyNqxF50KcZSqsxMMK3L+/FdaxcFJ6Iqu73nRtPFZEHcf/HrgrEfRoYICLrge9xnQ2TgQmq+ouIfOivwf24m3R/DvbhCNmBqwG5VUSm4G5UAyOdu6quEJEPgHEich+u9mIUrrCw0ddCDPU334XApbgOdl9FuEYnACkiss3nvTOw278eiVtc6AlcjUpTXGe/ByKk8yzwmYj8D9cfoS2uFiK0xsHzwEARWQus8+8X+yr5vLYFj/E08Kq41Q/n4/oJNMMtj5yfrUAtEbkMV0NyC+7zDjWhvQj8zX9P38Qtx1w7ymNvwxU+4kRkKK6Z6WLcyBhjSgyrOTBHajpumNfzwMO5DV3z+gAzgcm4de9TgT+o6n5169LfCNTA3Zgewd1k8qpK/jOub8AyXI/1t3A/xufksU9uBuCe6r/A9VJPw/U4D6V1D64g8xGu+SEeVw0eya24G+x84DPciIT7/LZncaMKRvt06gCtVfUXv70z7gYyD3edJuCq4A9Q1XU+P71ww+QewhXM0ol87p1xtRKzgDn+PNr5tKYBKbimCfVpdgguLxzwAu4p9xXc03E7XAfT7X446rW4G/1S3A3y0dCw0rD8z8eNjuiG++x6Arf7GhBwhcaJuCaj+bjCUNcotgWP8Tau/8sgXG3W73HDQJdFOK9wk3DNVJNwhbpLfR5FRJJ988p1uKf9r3D9JA6ssJjXsVU1ze97pt93Oq6JaHAU+TKm2NjCS+aw+N7XHwMJuXReK2h61YBzVHVmIKw3cI2qtjnS9I0xxkTPmhVMSfKuiPTEPU2djhsG9/jRzZIxxpQ+1qxgSgTfa749rpOhAi/hhs6NPJr5MsaY0siaFYwxxhiTg9UcGGOMMSYH63NwmBYtWlQGN4RsI4dOBmSMMSayONww4QXNmzdPPdqZMZFZ4eDwtcAN4TPGGFNwF+OG+poSyAoHh28jQMOGDUlMTDzaeTHGmGNCWloa33//PfjfUFMyWeHg8GUCJCYmUqbM4UzIZ4wxpZo1x5Zg1iHRGGOMMTmUmJoDERmEWwkvG7dk7DMi8gpwEW5VOYCBqjpFRNriFo5JBt5U1RSfRjPcvOcVgU+Bu1U1Q0TqAOOBargx9J1UdbeIVMItWVsft6BLe1s61RhjTGlXImoORKQ18AfcymbnAveJW0XlXOASVW3m/6b45WFfxs3r3hhoISJX+aTGA91VtSFuBbVuPnwkMFJVG+EWl+nvwx8D5qpqY2AMbn0AY4wxplQrEYUDVZ0D/N7P0V8NV6OxD7cozcsi8o2IDPQryLUEflDVVT7+eOAWETkVSPaLugCM9eEJuOVtJwfD/etrcDUH4Ba4ucrHN8YYY0qtElE4AFDVdBEZiFtl7iMgAfgvbuW983DDXu4AapKzl+tG3HKpuYVXxa3NnhEWTnAfv30ncFJhn5sxxhhzLCkxfQ4AVPVREfkHbo33S1X1htA2ERkOdMHVAATnfI7BrW0fG2U4PjwUJygmsC0qS5cuLUh0Y4wxpsQrEYUDEWkEJKnqV6q6V0TeAW4Vka1+bXRwN+50YB1udq2QGsCGPMI3AyeISJyqZvo4G3yc9T7eOhGJByoAWwuS9yZNmthQRmOMiVJqaqo9VB0DSkqzQn1gjIiUEZFEXGfDOcBzInKi7wdwFzAF+BIQETlNROKAjsD7qroG2C8iF/o0O/vwdNxMhrf68C7A+/71DP8ev32uj2+MMcaUWiWicKCqM4DpwBJgETBPVQcBTwCf4/ohfKWqE1R1P3Ab8LYP/46DnQ07Ac+KyHdAeWCYD78XuEtEluP6LqT48P7AeSKyzMf5a1GepzHm+JeWnvvcPnltM6YksSWbD9OiRYvqAqusWcEYE+66XlMjhk97ul0x56TkCTQr1GvevPnqo5wdk4sSUXNgjDHGmJLDCgfGGGOMycEKB8YYY4zJwQoHxhhjjMnBCgfGGGOMycEKB8YYY4zJwQoHxhhjjMnBCgfGGGOMycEKB8YYY4zJwQoHxhhjjMnBCgfGGGOMycEKB8YYY4zJwQoHxhhjjMnBCgfGGGOMycEKB8YYU0yyMtIOa5sxxS3+aGfAGGNKi9j4RH4aclPEbfUffrvY8pGWnkliQlyBt5nSwwoHxhhTyiQmxHFdr6kRt017ul0x58aURNasYIwxxpgcrHBgjDHGmByscGCMMcaYHKxwYIwxJUBaZvphbTOmKJSYDokiMgi4GcgGXlLVZ0SkLfAMkAy8qaopPm4z4EWgIvApcLeqZohIHWA8UA1QoJOq7haRSsDrQH1gC9BeVTeJSCLwEnAusA/oqKrfFd9Zm+OZ9Qg3BZEYl0D7N++JuG3SraOKOTemtCsRNQci0hr4A3A27kZ9n4g0BV4G2gGNgRYicpXfZTzQXVUbAjFANx8+Ehipqo2AhUB/H/4YMFdVGwNjgOd9eA9gjw+/HxhbZCdpSp1Qj/BIf1YwMMaUZCWicKCqc4Dfq2oG7qk/HqgE/KCqq3z4eOAWETkVSFbV+X73sT48AbgEmBwM96+vwdUcAEwArvLxD4Sr6qfASb72wRhjjCm1SkThAEBV00VkILAc+AioCWwMRNkI1M4jvCqw0xckguEE9/HbdwIn5ZGWMcYYU2qVmD4HAKr6qIj8A5gGNMT1PwiJAbJwBZpowvHhoThB+aUVtaVLlxYkeonWqPGZlCubFHHbnr37+W7FsmLO0bGtefPmeW5ftGhRMeXEFKf8PvfDVZjfF/tumvyUiMKBiDQCklT1K1XdKyLv4DonZgai1QA2AOuAkyOEbwZOEJE4Vc30cTb4OOt9vHUiEg9UALYG0loZllbUmjRpQpkyZQqyS4mW16xpRfWjV1rZ9TQFUZzfl6I8Vmpq6nH1UHW8KinNCvWBMSJSxo8gaAeMBkREThOROKAj8L6qrgH2i8iFft/OPjwdmAvc6sO7AO/71zP8e/z2uT7+gXARuQjYr6o/F+WJmiOXlp55WNuMMcZEp0TUHKjqDBFpCSzB1Ra8raoTRWQL8DaQhLuRhzobdsIVJioCi4FhPvxe4FURSQF+Bjr48P7AWBFZBuzw+wMMB0b78FRcQcOUcDYvvDHGFK0SUTgAUNUBwICwsI+AphHifg20jBC+BmgTIXwb8McI4fuBroeZZWOMMea4VFKaFYwpVbIy0g5rmzHGFIcSU3NgTGkSG5/IT0Nuirit/sNvF3NujDEmJ6s5MKaEsTn2jTFHm9UcGFPC2Bz7xpijzWoOjDHGGJODFQ6MMcYYk4MVDowxxhiTgxUOTFRs6J0xxpQe1iHRRMWG3hljTOlhNQfGGGOMycEKB+a4Ys0fxhhz5KxZwRxX8mr+qN1vIom57JeWmU5iXELRZcwYY44hVjgwpYZNLmSMMdGxZgVjjDHG5GCFA2OMMcbkYIUDY4wxxuRghQNzxGwVQWOMOb4UWYdEEUkGGgPfq+ruojqOOfqso58xxhxfCq1wICLNgVeBfUB34G0gHUgWkRtU9YvCOpYxpvCkpWeSmBAXcVtWehqxCZEHgGZlpBEbn9vgUGPMsSyqwoGI1FfVn0TkGuB3wDBV/S0s2nAgBagIzAY6q+pUEWkFPAtcUIj5NsYUksSEOK7rNTXitmlPt7N5I4wphfItHIjIaP/vc8AYYCbwMhD+i5Gsqv/xcYeo6lQAVf1SRMoWaq6NMUedNScZc/yKpuagOdAS6Ae8qqoPisjCCPEyRKQ1UBk4UUTOUdUlInI6UXR8FJFHgfb+7XRV7SMirwAXAXt8+EBVnSIibYFngGTgTVVN8Wk0A17E1V58CtytqhkiUhY8K+cAACAASURBVAcYD1QDFOikqrtFpBLwOlAf2AK0V9VNUVwTY4wx5rgVzWiFWFXNAi4D/uvDItUE9ATGAs8B1wPviMjHwDxgYF4H8Df7y4FzgGZAcxG5ATgXuERVm/m/Kb6j48tAO1yHxxYicpVPajzQXVUbAjFANx8+Ehipqo2AhUB/H/4YMFdVG+NqRZ6P4noYY46CtPTMw9pmjCm4aGoOfhSRGbin6zki8jrwdXgkVf0MqBd67/saXAx8o6o/5HOMjUAvVU3z+64A6vi/l0WkFjAFV8hoCfygqqt83PHALSKyHNe0Md+nORYYKCIvApfgCiyh8DlAX+Aavw1gAvCCiCSoqo2/M6aEya9vhDGm8ERTOLgduAH3hJ0mInOB1/LbSVU340Ys5EtVl4Ve+2aI9riCRRvgXuA34D3gDmA3rjARshGoDdTMJbwqsFNVM8LCCe7jmx92AicBG6LJtzHGGHM8yrdwoKp7ROQH4DYRSQBmq+reosiMiJwJTAd6q6riCiWhbcOBLsBkIDuwWwyQhWsiiSYcHx6KExQT2BaVpUuXFiR6ida8efMiSXfRokWFmp7l0/JZHMc7XMfC9TxWrqU5eqIZrdAZeBxXCxALvC4iA1V1TFi8DUD5CEnEANmqWjGf41zoj3G/qk4UkbOAhqoaqn2Iwc2bsA44ObBrDdyTfm7hm4ETRCROVTN9nFDNwHofb52IxAMVgK155TNckyZNKFOmTEF2KXWK6seysFk+C1dx5/NYuS6HqzjPryiPlZqaelw9VB2voumQ+Hegparer6o9cG3+f4sQ7yrcqILLgLMCf038v7kSkVOA/wAdVXWiD44BnhORE32NxV24fgdful3kNBGJAzoC76vqGmC/L2QAdPbh6cBc4FYf3gV437+e4d/jt8+1/gbGGGNKu2j6HMSq6oG2fFXdICKHdA1W1a9F5J9AN1W9s4D5eABIAp4RkVDYv4AngM+BBOBtVZ0AICK34WoZknA3+Ml+n07AGBGpCCwGhvnwe4FXRSQF+Bno4MP7A2NFZBmww+9vjDHGlGrRFA62iki70KRGInI9sD2XuMNwMygWiKr+jci1EeCGIYbH/whoGiH8a1zNRnj4GlznxvDwbcAfC5hdY4wx5rgWTeHgPmCqiIzw79M4OCwwB9+mv6CQ8maMMcaYoyCa0QrLxNX1NwTigBW+EJCDb//vCfwfbqhgJq6T4H+Af4TmMDDGmMKW1yJQtkCUMQUXzWiFRrgpjF8CJgLnisidqvpxWNRhwIm45oF1uA6FNXEdCf8N3FZ42TbGmINi4xNzXSCq/sNRTbdijAmIpllhNO7mfg1QCzcR0RPA+WHx2qqqhIX96CdNWn6kGT3W5bYsbl7L5RpjjlxeK0Ta6pHGRBZN4SBJVV/3kxBNUtVP/NDCcBkiUtl38guqAmREiF+q5Db1q037akzRstUjjSm4aAoHZUSkOq7m4Fr/OjlCvKeBr0RkKrAWNythTdxogEGFlF9jjDHGFLFoJkEaDawBPlPV5bjRCM+FR1LVl4GrcWsV1ANOA34FrlfVVwstx8YYY4wpUtGMVhglIqP9ss0A56hqblMMrwJe9/MKHCAiZwYXVzLGGGNMyZVvzYGIlAeGichHIlIZeNyHhce7DDdK4SsRme+XWQ4ZV2g5NsYYY0yRiqZZYRhuyeTqwH6gIm70QrgngEtwSyT/F/iviFTy28JXPzTGGGNMCRVN4eAcVX0YSPdLNXcCmkVKS1W/VdVMVX0ImAm8JSLRHMMYY4wxJUQ0N+7w2RDjgKxI8fyESSE9cTUG/4ryOMYYY4wpAaK5aX8qIv8AkkXkCuAdIHx2RIAU4DMRuQUOrLNwMweXbTbGGGPMMSCawkFfYDeu38EQ4Bugd3gkVZ0J1Mf1NwiF7QAuxJZCNsYYY44Z0QxlTAcG+1UZM1V1Zx5xD9nmh0BOPKJcGmOMMabYRDOUsZGILAA2A1tFZI6I1Cn6rBljjDHmaIimWeEV4EWgLFAemIxbodEYY4wxx6Fo1lYoq6qjA++Hi0i3vHYQkWTc9MlLgWQ/BNIYY4wxx4Boag6+E5ELQm9EpAlumuSIROQ8YCUwHbfE89rg/sYYY4wp2aIpHJwKzBGRhSIyH1gENBORb0TkmwjxhwJtga2qug7oDDxfaDk2xhhjTJGKplmhbwHTLKuqy0UEAFWdISJDCpwzY4wxxhwV0QxlnFPANNNF5EQgG0BCpYR8iMijQHv/drqq9hGRtsAzQDLwpqqm+LjNcJ0kKwKfAneraoYfRTEeqAYo0ElVd/s1Hl7HzcOwBWivqptEJBHXufJcYB/QUVW/K+D5GmOMMceVopjW+DFgDlBbRCYA83xYrnwh4HLgHNy6Dc1FpAPwMtAOaAy0EJGr/C7jge6q2hA3RXOog+RIYKSqNgIWAv0DeZqrqo2BMRxs5ugB7PHh9wNjj+C8jTHGmONCoRcOVPU94EbgUeBz4CJVfTuf3TYCvVQ1zU+6tAJoCPygqqtUNQNXILhFRE7FjYCY7/cd68MTcKtCTg6G+9fX4GoOACYAV/n4B8JV9VPgJJvDwRhjTGkXTZ8DAESkkp8OObftwZtqGm60woFtqvpzbvuq6rJA3NNxzQvDcYWGkI1AbaBmLuFVgZ2+IBEMJ7iPb37YCZyUR1q55tUYY4w53uVbOPB9BqYAJ4hIS+BD4IYIbfPLcP0MYnF9BHbhVnSshJtd8eQojnUmrlDRG8jA1R6ExOBWg4z1x8kvHA6uHhkTFp5fWlFbunRpVPGaN2+e67ZFixYV5JBFJq88HonCPj/Lp+WzMJXGfOaXx5Lym2SOnmhqDoYDfwP+qarrRWQ48G9cFf4BqloBQERGAx+r6kT//o/A9fkdREQuBN4G7lfViSLSmpwFihrABmBdLuGbcQWYOL8i5Mk+HGC9j7dOROKBCsDWQForw9KKWpMmTShTpkxBdjlEUf2YlBTHyvlZPguX5bNwFWc+i/JYqampUT9UmaMnmj4HVVR1duiNqo7EjRLIzbmhgoGP/y6uk2GuROQU4D+40QKhfb90m+Q0EYkDOgLvq+oaYL8vTICbR+F931dhLnCrD+8CvO9fz/Dv8dvn+vgHwkXkImB/Xs0fxhhjTGkQTc1BtogkcXBoYg0gLo/4sSLSRlU/8fGvJP+q+geAJOCZwMjHfwG34WoTknA38lBnw07AGBGpCCwGhvnwe4FXRSQF12+ggw/vD4wVkWXADg4uIT0cGO3DU3EFDWOMMaZUi6ZwMBKYCVQTkSdwN9x/5BG/BzBJRNJwbfgx5NOsoKp/wzVdRNI0QvyvgZYRwtcAbSKEbwP+GCF8P9A1r7wZY4wxpU00kyC9LCIrgauBBKBbsJkhQvy5fuTCWT7om8AIAmOMMcaUcFENZfSzJEY9U6Jvz198uJkyxhhjzNGTa+FARLI4dGjgAaqaV78DY4wxxhyj8qo5OAnXX2AwsAYYjZu34DbcSo3GGGOMOQ7lWjhQ1a0AInKuqt4T2DRMRBbmlaiI1FfVn0TkGuB3wDBV/a1QcmyMMcaYIhXNPAflgisrishZQK6z/vhJkPqKSGiRo/q4BZSMMcYYcwyIpkNiCjBfRL7BNTOciZuQKDfNccMM+wGvquqD+dU0GGOMMabkyLfmQFXfAQS3zPFzgKjqzLzSVNUs4DLgvz6s7JFm1BhjjDHFI9qhjJuBd6JM80cRmYFrTpgjIq8DXx9m/owxxhhTzKLpc1BQtwNvAJeoahpuvYM7iuA4xhhjjCkChV44UNU9wA/AbSLyGLBCVfcW9nGMMcYYUzSialYQkQqquktEzgGaABP9LIiR4nYGHsctmBQLvC4iA1V1TGFl2hhjzPFn8eLFV8THxz+anZ1dg6Kp2TZOJvBZRkZGt+bNm6dFipBv4UBEBgGniUg/4ANgGdAauDOXXf4OtFTVjX7/J4FZuGGNxhhjzCEWL158RZkyZUbUrVs3LTk5eXtsbGyuM/SaI5OVlRWzZs2ai3bs2HEPbrDBIaIpmV2NKwjcBExQ1T8QYaXEYJqhggGAqm7AlVKMMcaYiOLj4x+tW7duWrly5fZZwaBoxcbGZtesWXN3XFzcbbnGiSYh32egLQeHJuY6CRKwVUTahd6IyPXA9miOY4wxpnTKzs6ukZycvP9o56O0SExMTM/Ozj4ht+3R9DnYKiIjgXOBW3wzwYY84t8HTBWREf59GnBDtBk2xhhTKsVajUHxiYmJgTwqCKIpHHQBugHXqOpeEckGuuYWWVWX+emWGwJxwHeqmlGgXBtjjCn10tIzmyYmxEXVcb6A6WYkJsQV+/w7q1atSuzSpYvMnTv326Oxf0Hke9FV9RcRGQucLSJxwChV/SU8noj0UdV/ishwwpZ6FhFUtUdhZdoYY8zxLzEhLv66XlMLPd1pT7cr9ALH8Saa0QrXAKNwnQovAJaLSCdVDf/EQqsu/lq4WTTGGGOKV3p6On369Dn1p59+St6+fXtC/fr19/bp02d9z54969epU2f/6tWrk6tXr576/PPPr6pSpUpmixYtmjZs2HDv1q1bE959990Vw4YNq/7BBx9UiY2NzW7ZsuXOAQMGrANIS0uL7datW/2ff/45qVatWqlPPfXU6sqVK2dOnjz5xNdee616ampqbHp6eszgwYNXX3jhhXsWL16cnJKSUhegQYMG+0L527RpU3zv3r3rbt68OTEuLi67R48e66+88sqdhXX+0XRIfARoBezwoxAuAgaFR1LV0f7l48CPqjoQGI0rNAwunOwaY4wxRW/evHnl4+Pjs6dOnfrdxx9//O3u3bvjP/zwwxNWr16d3KlTpy2zZ89eVrdu3f1Dhw6tCbBz5874bt26bfrggw+Wf/TRRxU+/fTTSlOnTl0xffr05WvXri3z0ksvnQTw22+/xXfu3HnzzJkzl9euXTv1qaeeqpmZmcmkSZNOeumll36cOXPm8q5du24aPXr0yQD9+vWr17Nnz/UzZsxYUbt27dRQ/vr371+nZcuWu2bOnLl8+PDhKwcMGFB306ZNhVYjEk3hIC5saOJXhDUbhHkBuNa/zgIuxi3YZIwxxhwTWrduvbtr166bR48efdJDDz10yvr168vs3bs3tlatWqlt2rTZBXDLLbdsXbRoUcXQPi1bttwNMG/evIpXXHHFtnLlymUlJCRw0003bf3yyy8rAtSqVWv/JZdcshvgpptu2rpkyZIKcXFxjBkz5scPP/yw4pAhQ2q+++67Vfft2xe7ZcuW+G3btiVedtllOwE6dOhwoGZ+yZIlFTp37vwrQIMGDdIaN268Z8GCBeUK6/yjKWXsFZE6+AKBiFwM5DXc5AJVbQJuwSYRuYUoF14SkYrAPOBaVV0tIq/gair2+CgDVXWKiLQFngGSgTdVNcXv3wx4EagIfArcraoZPv/jgWqAAp1UdbeIVAJexy0StQVor6qbosmrMcaY49e0adNOeOGFF2p16NDhl/bt22/dsWNHfM2aNdPi4uIOPBxnZWURfF+2bNnsUHhQdnY2mZmZMQDh+8fHx2fv2rUr9oYbbmh85ZVXbmvVqtWuRo0a7ZswYUK1mJiY7Ozsg8/i8fHxwTRjwo+RkZGRI+xIRFNz0Bc3w2EDEfkCmOLDcpMgIomB99FO0dwK+Aw3yiHkXNwCTs383xQRSQZeBtoBjYEWInKVjz8e6K6qDYEY3CgLgJHASFVtBCwE+vvwx4C5qtoYN4NjxJmijDHGlC6ff/55xbZt227r2rXr1kqVKmV89dVXFbOysmLWrVuXtGTJkmSASZMmVT3//PN/C9/3/PPP3zVz5szKe/fujUlPT+edd96pcu655+4EWLt2bfLixYsP7N+iRYud33//fVJMTAy9evXa2KZNm12zZ8+ulJWVRdWqVTOrVauWNn369BMAJk+eXDl0jGbNmu0cN25cVYCVK1cmLlu2rHyrVq32hOflcEUzWuELETkPOB83NHG+qubV6XA6MFNExuFqGzr6sPx0A/4KjAMQkbJAHeBlEamFK5QMBFoCP6jqKh9vPG7+heVAsqrO9+mNBQaKyIvAJcD1gfA5uALONX4bwATgBRFJyG3dCGOMMaVDx44df33ggQfqzZo1q3J8fHx2kyZNdv/vf/+rUKFChYznnnuu5oYNG5Lq16+/9+mnn14Tvu+111772/Lly8u2a9fujMzMzJgWLVr8dvfdd29et25d4sknn7x/+PDhNdevX1+mfv36+x566KE1ycnJWaeddtretm3bNomJiclu1arVzm+//bY8wNChQ3968MEH640YMaJWkyZNdoeOMWjQoLX9+vU79fLLL68SExND//7919SsWbPQ7l3Rdl5oCiThnsYv8UMT38klbm/cTb4dkAG8g+uYmCdVvRPcsEevBm5GxntxnRrfwy39vBvYGNh1I1AbqJlLeFVgZ2CuhVA4wX1888NO4CTynuTJGGNMMUhLz8woimGHfp6DPOOcffbZ+2bNmrU8GObnGSj/6quvrgyPr6qLgu/79OmzsU+fPsF7EvXq1Uv773//uyzS8UaPHr0qLGgtQJMmTfZPmzZtRXj8WrVqpY8bN+7HPE/iCEQzlHEMcBXwIwc7ImbjbvqHUNVMv8/HuEWaklQ1K1LcvKjqTwRmVvTzJ3QBJpOzQ2QMruNjbJTh+PBQnKCYwLaoLF26NKp4zZs3z3XbokWLct1WnPLK45Eo7POzfFo+C1NpzGd+eSwpv0lFNVFRfgUDE13NwaVAY1XdFU2CvgniHVytwQXA1yJynarOK0jGROQsoKGqvu2DYoB0YB1wciBqDdyTfm7hm4ETRCROVTN9nFDNwHofb52IxAMVgK0FyWeTJk0oUyavpSbyV1Q/JiXFsXJ+ls/CZfksXMWZz6I8VmpqatQPVSVNvXr10opjdsKSIJoOiWujLRh4Q3GLNG1V1XVAZw6vo18M8JyInCgiCcBduH4HXwIiIqf5GRs7Au+r6hpgv4hc6Pfv7MPTgbnArT68C/C+fz3Dv8dvn2v9DYwxxpR20dQcfC4iE4FpwIHZmfLoc1BWVZeH+g6o6gwRGVLQjKnqNyLyBPA5kAC8raoTAETkNuBtXD+IGbimBoBOwBg/JHIxMMyH3wu8KiIpwM9ABx/eHxgrIsuAHX5/Y4wxplSLpnBwvv/3zkBYrn0OgHQROZGD8yJILvEiUtW6gdcjccMQw+N8hOskGR7+NW40Q3j4GqBNhPBtwB8Lkj9jjDHmeBfNUMbfA/g2+Zgoqt2H4IYK1hCRCcDluCYBY4wxxhwDohmtUA14FfgDEC8ic4D/U9Xchvt9AKwALsPNizBIVQ8ZhmGMMcaYkimaZoURwHxcO30c0AO3SmO7XOIvUNVmuKGPxhhjzGHJykhrGhufWOjzHGRlpGXExicWyTDJcJ988kmFESNG1Jw8ebLef//9p3bq1GlLixYt9vbo0aPuV199VeGee+5ZP3369Mrjx48/onvma6+9VmXBggUVhg8fvrow8h3NRW+oqu0D7x/1Hfhys0dEavuRCsYYY8xhiY1PjP9pyE2Fnm79h98u9AJHNJ577rkDsynOmjWrytdff724TJky2R06dNh2NPKTl2guUIKIJKnqfjgwrXFeqzKWA1aJyFrcbIYAqOrZR5RTY4wxpph88sknFf71r3/ViI+Pz960aVOZiy66aEfZsmWz5syZUyk7O5uXX375h4ULF5YbMWJErezsbE4++eTUJ598ck2NGjUyZs2aVXHo0KGnJCQkZJ166qkHFiq8+eabpXv37hteeeWV6tnZ2bRr167xwIEDVz/wwAMN5s6d++3q1asT+/TpU3f79u0JSUlJWY899tjqpk2b7hs8eHCtBQsWVNi1a1d8lSpV0keMGLGyRo0aGa+//nrll156qWbZsmUzq1evnlq2bNksgC+++KLc448/fkpaWlrsCSeckDFkyJA1p59+emruZ3uoaOY5mAh8KCJ3iMifcYswTc4j/t9w8xzcDtwX+DPGGGOOGd999135xx9/fM3UqVNXTJkypVrlypXTp0+fvqJBgwb7xo4de9KQIUNOHTVq1I8zZ85c3qxZs90pKSl19u/fH/PII4/Uff7551fOmDFjRZkyZQ6ZdffVV1/9EeCDDz5YXq1atdDU/qSkpNS59NJLt8+ePXvZPffcs2HEiBEn//DDD2VWr16dNGXKlO8+/vjjpdWrV0+dNGlSlfXr1ycMHz689htvvPHdlClTVuzduzcOIDU1NaZPnz71+/fv//PMmTOXt2/ffkvPnj3rF/Tc8y0cqOpg4CXcqIOr8Qsa5RF/DvAr8DvccMMNPswYY4w5ZtStW3dfnTp10suVK5dVsWLFjNatW+8CqFmzZtrcuXMrNWrUaE+9evXSAG677bZflyxZUvHbb79Nrly5cvoZZ5yxH+DGG2+Metbdb7/9tsKf/vSnrQBXX331b2PGjPnp9NNPT01JSVk7duzYqikpKbWXLVtWfu/evbHz588vf+aZZ+6pUaNGRkJCAtdee+1WgO+//75M+fLlM1u2bLkX4Oabb96+YcOGMjt27CjQnNG5NiuISOXA26n+L+REIGIbiYjcDQzCjVqIBR4WkftUdVJBMmaMMcYcTfHx8dm5vc/Oztm6np2dTWZmZkxMTM4le8LTyEtcXNyBuFlZWaxYsSJp3759sb17967fsWPHX66++urtsbGxZGdnx8TExGQH8xAfHx/aL3zNoFDeos0GkHfNwa/AFv9v6PWWwOvc/B04R1W7qOr/AS2ARwqUK2OMMaYEO+OMM/asWLGi3KpVqxIBxo4dW7Vp06Y7zz777H3bt29P+Oqrr5IB3n333cp5p3TQWWedtWvy5MmVAT766KOKKSkpp37xxRcVmjVrtqtbt25bGjZsuH/evHknZGZmcsEFF+xevnx5uXXr1iVkZmby/vvvnwggIvt37twZ97///a8swFtvvXVitWrV0qpUqVKg0kGuNQeqGk1/hEh+U9X1gXR+FpH9ee1gjDHGhMvKSMsoipEFfijjEaVRpUqVjIcffnjNvffee1pGRkZM9erVU//5z3+uSUxMzH7yySd/6tu3b724uLjshg0b7o02zcGDB//ct2/fum+99Va1pKSkrCFDhqw+4YQTMu+5554Gl19++RkAIrJnw4YNZWrUqJHRu3fvtV27dm2YlJSUVbdu3X0ASUlJ2UOHDv1p8ODBdfbv3x9XsWLFjOeee+6ngp5fXs0Kf89rR1V9JpdNs0VkFPACbmXGLsAPIvI7v9/igmbSGGNM6VNUcxFEUzBo06bNrjZt2mjofXA1xgcffPDAJIDXXXfdb+H7tm7denfr1q2Xh4dPnjz5QHqqughyrvRYp06d9AkTJvwQvt+0adO+i5THm266aftNN920PTz8ggsu2JPbPtHKq0R21mGmGVrU6Mqw8LdxQyAL3GvSGGOMMcUnr2aF2w8nQVWtd/jZMcYYY8zRllezwiRVbS8i3xJh0iOb1MgYY4w5PuXVrPAP/2/34siIMcYYY0qGXEckhDpL+AmMlINDGUN/xhhjjDkORbNk8zPAX4GdgeBsoFoe+1TGrbEQg1vJ8TRVnX1kWTXGGGNMcYhm/OiNQE1VjWoKSBEZBDzo32YAicByDn/0gzHGmFIoLTO9aWJcQqHPc5CWmZ6RGJdQLEs2R2PVqlWJXbp0keBwyaMtmov+PbCjAGl2AeoAzwC9gd8D1xQ8a8YYY0qzxLiE+PZv3lPo6U66ddRRWbL5WBLNBRoGzBGRj4H0UKCqDsol/mZV3SgiK4CmqjpORPoVQl6NMcaYYvHJJ59UGDly5MmhJZsbNWq055lnnlk9dOjQmpGWT37rrbdOHDVqVM2kpKSshg0b7s3MzIwZPnz46smTJ5/42muvVU9NTY1NT0+PGTx48OoLL7xwz+LFi5NTUlLqAjRo0GBf6LibNm2K7927d93NmzcnxsXFZffo0WP9lVdeuTPXjBaRaKZI7ofrb1AJOCnwl5t0EWmA68R4sYjEA0lHmlFjjDGmOK1YsaL8I4888vOHH364NC0tLWbUqFHVIi2fvHnz5vinn376lNdee+37adOmrdi5c2c8QGZmJpMmTTrppZde+nHmzJnLu3btumn06NEnA/Tr169ez54918+YMWNF7dq1U0PH7N+/f52WLVvumjlz5vLhw4evHDBgQN1NmzYVe01HNAcsp6oXFSDNJ4B/A38EBgNdgfei2VFEKgLzgGtVdbWItMU1TyQDb6pqio/XDHgRqAh8CtytqhkiUgcYj+ssqUAnVd0tIpWA13GzM24B2qvqJhFJxC1HfS6wD+ioqkc05aQxxpjjQ5MmTXY1atQoFaBdu3ZbJ02adNKgQYN+Hjt2bNVVq1YlLVu2rPwpp5yS+vnnn5c/88wz99SuXTsd4Prrr986e/bsSnFxcYwZM+bHGTNmVPrpp5+SFi9eXCE2NjZ7y5Yt8du2bUu87LLLdgJ06NDh1/fee68qwJIlSyoMHTp0DUCDBg3SGjduvGfBggXlIk3TXJSiqTlQEYl6wiNVfU9VL1XVPUAz3DTKd+W3n4i0Aj4DGvr3ycDLQDugMdBCRK7y0ccD3VW1IW5ERDcfPhIYqaqNgIVAfx/+GDBXVRsDY4DnfXgPYI8Pvx8YG+15GmOMOb6FLaEcExMTw5///OeGWVlZMVdfffX2Sy65ZEd2dnZMXFwcWVlZh+y/a9eu2BtuuKHx2rVry7Rq1WpXx44dN+e13DJAdnZ2jiWXs7OzycjIOGQZ5qIWTeGgDrBQRFREvgn9RZO4qu5V1a9VNZr1rLvhhkyGFrRoCfygqqtUNQNXILhFRE4FklV1vo831ocnAJcAk4Ph/vU1uJoDgAnAVT7+gXBV/RQ4ydc+GGOMKeWWLVtWPrQk8tSpU6s0a9Zsd6Tlk88777zdqlpuw4YNCVlZWUyfPv1EgO+//z4pJiaGXr16bWzTps2umfmKQAAAECRJREFU2bNnV8rKyqJq1aqZ1apVS5s+ffoJAKFlmgGaNWu2c9y4cVUBVq5cmbhs2bLyrVq12lPc5x5Ns8KD+Uc5cqp6J4CIhIJqAhsDUTYCtfMIrwrs9AWJYHiOtHzzw05cv4nc0vq5UE7KGGPMMaty5crpf//73+v9+uuvCS1atNjZvn37rZGWT65WrVpG7969f+7atWvDxMTErBo1aqRWrFgxs2nTpntPO+20vW3btm0SExOT3apVq53ffvtteYChQ4f+9OCDD9YbMWJErSZNmuwOHXPQoEFr+/Xrd+rll19eJSYmhv79+6+pWbNmem55LCr5Fg78DIlHQyw513SIAbIKEI4PD8UJyi+tqC1dujSqeM2bN89126JFiwpyyCKTVx6PRGGfn+XT8lmYSmM+88tjSflNSstMzyiKYYd+noN845144okZkyZN+j4YFmkp5F9//TVuxYoVZf+/vbuPsqOu7zj+3mxiQIEABY1GxRY7X6ChxMZwlKemh5wiB1qrMaWCaFrloZa2eqwtPQRKVUBb67O0VEARjFWkpo0S2or0EBShDQ81ifkWlaZGwpGCQECyedjtHzPBO8sm2Rzv3pnLvl/n3HPv/c3v3vnMJnv3e38z85ubbrppzeDgIOeff/5LDjnkkKGpU6dyxRVX3D+q+w8AZs+evXn58uXfGf1es2bN2nrttdd+d8+2qPvafK7nBuCFHc9nUu5y2Fn7j4AZETGYmdurPjt2Ufyw6rehOntiX+Dhjvf63qj3GrfZs2czffr0PXnJM0zUh0lb9Mv2mbO7zNldvcw5kesaGhoa95eqiZqoaDyFwZ448MADt2/atGnwpJNO+qXBwcGRoih+snjx4r6+zECbi4M7gIiIlwP3A6cDV2fm+ojYHBHHZuY3gDOBFZm5NSJWAqcBSyknY1pRvdeN1fNLq+Urq/472m+LiOOAzZnpLgVJmuTmz5+/af78+TmevlOmTOGyyy77wURn6qXxHJDYiMzcDCwGbqCcfnkdPz3Y8AzgwxGxDtiHcqImgLcDZ0fEWuB4YEnVfiHwqohYU/X5g6r948D0qv1jlIWGJEmTWutGDjLzZR2PbwaOGqPPvZRnM4xuXw/MH6P9Ecp5F0a3b6ach0GS1Kztw8PDA1OmTBnP2W36GQ0PD+/yGLvWjhxIkiaV29avX7//0NDQtM45ANR9w8PDAw899NAMYKcHf7Ru5ECSNPls27btrEcfffT3N23atHhkZORA/PI6kYaB1du2bXvbzjpYHEiSGjd37twtlLPXfnR3fTXxrMwkSVKNxYEkSaqxOJAkSTUWB5IkqcbiQJIk1VgcSJKkGosDSZJUY3EgSZJqLA4kSVKNxYEkSaqxOJAkSTUWB5IkqcbiQJIk1VgcSJKkGosDSZJUY3EgSZJqLA4kSVKNxYEkSaqZ2nSA3YmIW4DnA1urpnOAQ4ElwDTgI5n5yarvAuBDwN7AFzJzSdU+B7gS2A+4FTg3M7dFxEuB66r3T+CMzHyiV9smSVIbtXrkICIGgAI4KjPnZOYcYANwCXAcMAc4OyKOiIi9gauB1wKHA/Mi4uTqra4DzsvMAhgAzqraLwcuz8zDgP8ELuzRpkmS1FqtLg6AqO7/NSLujYjzgAXA1zPzkcx8EvgS8AbgaOC+zLw/M7dRFgSLIuIQYO/M/Fb1Xp+p2qcBJ1Svf7q9FxslSVKbtb04OAC4GXgdcCJwLvBSYGNHn43Ai4EX7WH7QcDjVSHR2S5J0qTW6mMOMvN24PYdzyPiKspjCt7X0W0AGKYsdEZ+hnaq9j2yevXqcfWbO3fuTpetWrVqT1c7IXaV8WfR7e0zpzm7aTLm3F3GtnwmqTmtLg4i4jhgembeXDUNAP8DvLCj20zgAcpjEfak/UfAjIgYzMztVZ8H9jTj7NmzmT59+p6+rGaiPkzaol+2z5zdZc7u6mXOiVzX0NDQuL9UqTlt362wP/DXEbFXROwLvAV4E3BiRBwcEc8FFgI3AXcAEREvj4hB4HRgRWauBzZHxLHVe55ZtW8FVgKnVe1vBlb0bMskSWqpVhcHmfkV4KvA3cAq4OrM/AZwAXALcA+wNDPvzMzNwGLgBmAtsI6fHmx4BvDhiFgH7AN8rGp/O+XZDmuB4ylPj5QkaVJr9W4FgMy8kFGnGGbmUmDpGH1vBo4ao/1eyrMZRrevB+Z3K6skSc8GrR45kCRJvWdxIEmSaiwOJElSjcWBJEmqsTiQJEk1FgeSJKnG4kCSJNVYHEiSpBqLA0mSVGNxIEmSaiwOJElSjcWBJEmqsTiQJEk1FgeSJKnG4kCSJNVYHEiSpBqLA0mSVGNxIEmSaiwOJElSjcWBJEmqsTiQJEk1U5sO0AYRcTqwBJgGfCQzP9lwJEmSGjPpRw4iYhZwCXAcMAc4OyKOaDaVJEnNmfTFAbAA+HpmPpKZTwJfAt7QcCZJkhrjbgV4EbCx4/lG4OhxvG4QYMuWLeNe0f7PG3xG29DQ0Lhf3wtjZYQy5/a9Z+x02X5T99npsolgzu4yZ3f1Q85dZZxIHZ+ZYwdQKwyMjIw0naFREXEBsFdmXlg9PwuYm5nn7up1q1atOg5Y2YOIkvRsdPzcuXNvazqExubIAWwAju94PhN4YByv+4/qdRuB7ROQS5KejQaBF1J+hqqlHDkoD0i8jXJXwpPAN4GzM/PORoNJktSQSX9AYmb+ELgAuAW4B1hqYSBJmswm/ciBJEmqm/QjB5Ikqc7iQJIk1VgcSJKkGosDSZJUY3EgSZJqLA4kSVKNxYH2WEQ8r+kM0s5ExM81nWEsETEtImZGxIFNZ5F2x3kOGhIRM4B3Az8G/gH4InAk5WyNb8vM8Uzh3IiIuCszf6XpHJ0i4r2ZeWFE7A98AjgZ2Ap8GfjTzNzUaMBKRBwCvB9YAmwBPgvMA1YBv5eZ32sw3tMi4nHgrMz8QtNZdiUiXgJcCvwE+ACwjHIK9MeBhZl5b4PxAIiI5wOfAl5DOWX9w5RTCF8PvKu6GmzjIuK5wEXAImAWMEw5lfwKYElmPtZgPPWYIwfNuYbyA+Io4Pbq+UzKD4wrGsxVExGbI2J7dRuOiO3AnI7HbXFKdf9x4H+BQ4EjKK998dmmQo3hOsrZOH9AWcRcBxwMXE75f6At/g84JyKWR8QRTYfZhWuAO4DvU/4eXZyZzwfeQvnzbYMrKf+d9wfOoixmDgMeBa5qMNdonwOeAH4VeB6wLzCf8nfo883FUiNGRka8NXAriuLe6n5aURQPjlp2V9P5OrK8oiiKlUVRvL6j7e6mc42R867q/r/GWLam6Xxj/dsWRXHnqGXfbjpfZ86iKAaKonhrURTfK4piRVEUbymK4heKonhO0/k6ct7d8XjDqGX3NJ1vrBxFUazqeLy26XzjyVIUxeqm83nr7c2Rg+ZsjYjIzK3Agh2NEfEKyuG8VsjMu4FfBxZExNURsQ/Qxn1RMyPiNGBDRLxqR2NEzAM2NxfrGR6oLgsOsDIiTgaIiJMov623RmaOZOZVwC9SjsgcC/wT8Eijweoej4hzIuLdwNSIOBUgIo6lPf/uWyLiBICIWEC5y4OIeCXwVJPBRnkoIhZFxNN/FyJiICJ+B3iowVxqgJdsbs47geURcXhmrgaIiNcCnwR+u9Fko2TmU8DbI+I3gJsphxvb5nzKP14HUB7LsTAi3lE9btPP823AtRHxPspdC++o9u9vAF7faLK6gR0PMnMYuLG6tc2bgfdS7iI9BrgmIj5N+Ue3LT/P84DrI2Ivyiu/LoyII4G/A85pNFndmyh3b10ZEY9RfgmYAayk3E2jScQDElskIqYDW6sP41aKiBcAp1bfKFstIvYDnmjjz7M6ov5QygL9wcz8fsORaiLi4Mzsy2+LEXFQZrZqFAbam2u0iJgKHERZcP0oM7c1HEkNsDiQJO04g+pi4KXAlzPzuo5lf5+ZZzeVTb3nboWGRMSbd7U8M1txhL05u8uc3dUPOfshY+XTwLeBpcD5EXFCR0HwyuZiqQkWB805EVhIOb/BwKhlI7Tn9Dtzdpc5u6sfcvZDRoCfz8zXA0TEjcBXIuJvMvNdPDO3nuXcrdCgiPhnYFlmXt10ll0xZ3eZs7v6IWefZLwbODkzH6yezwBuBb4AvKFtE59pYnkqY7POAfphKlVzdpc5u6sfcvZDxouBVdVZU1QzIr6G8qyPX24wlxrgyIEkCYCI2BeYmpk/7mibAvxmZi5rLpl6zWMOGlRNfLMIeDEd85hn5g2NBhvFnN1lzu7qh5z9kLFyDLAoIjpz3piZ/9hsLPWaIwcNiYj3AEdTzrm+kfKAn5nA6cDazPyTBuM9zZzdZc7u6oec/ZAR+ienesORg+acBhw+eoKeiPg8sBpoyy+iObvLnN3VDzn7ISP0T071gAckNmcz5RDjaIcAQz3Osivm7C5zdlc/5OyHjNA/OdUDjhw0512UF975b8ohvBHgRUABLG4w12jm7C5zdlc/5OyHjNA/OdUDjhw0JDO/BvwZ5UVNEvgXygvIFJRXwWsFc3aXOburH3L2Q0bon5zqDYuDhkTE+4G3AgcDfwRMycxbM3MIOLfRcB3M2V3m7K5+yNkPGaF/cqo3LA6acwrlbGR/CBwHvDciFlXL2jRVqTm7y5zd1Q85+yEj9E9O9YDFQXMGKPfpkZn3AacCH42I+TvaW8Kc3WXO7uqHnP2QEfonp3rA4qA51wP/HhFHA2TmGspJUr4IHNpksFHM2V3m7K5+yNkPGaF/cqoHLA4akpl/STmX+aaOtm8AcykvndoK5uwuc3ZXP+Tsh4zQPznVG86QKEmSahw5kCRJNRYHkiSpxhkSpRaKiEHgjykvejMVeA6wHLgIeDXwicycXfXdC7iA8ujyAWCQ8uI5f5WZIxHxGWB1Zn5wJ+taRDlv/v7AFuC7wEWZ+e0J20BJrebIgdROf0tZBJyYmXOAeUAAV3Z2iogBYBkwA3h11Xc+8DrgPbtbSUScB/w58LuZGZl5JPAp4N8iYk73NkdSP7E4kFomIl4GnAG8NTMfA8jMJylnqVs2qvsJwOHAOzNzc9X3YeBM4NbdrGc6cAlwRmau3dGemTcCH6iWSZqE3K0gtc9cYE1mPt7ZmJkPAjdUk9Ls8ErgjszcPqrvfcB9u1nPbGBLZn5njGVfozytTdIk5MiB1D7DjP93c0/6jmXaTtqn46x40qRlcSC1zx3A4RGxb2djRMyKiK8Ce3c0fwuYVx3A2Nl3XkRcu5v1rKn6jnVswa8B39zj5JKeFSwOpJbJzAeAzwFXR8R+ANX95cDDwFMdfW8H1gEfqs5aICJeAHwcuH8369lMeYnez0bEYTvaI+IU4N3AhV3cLEl9xBkSpRaKiKmUf5wXAtsoh/mXAX8BHEP9VMZ9gEuBE6u+g8A1wAc7TmV8I7C1YxXLM/ON1et/i/JUxgModzOsozyV8Z4J3kxJLWVxIEmSatytIEmSaiwOJElSjcWBJEmqsTiQJEk1FgeSJKnG4kCSJNVYHEiSpBqLA0mSVPP/FL1+NiCP2ZwAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = df_pob.groupby(['CICLO'])[['aprobado', 'modificado', 'pagado']].sum().plot.bar()\n", | |
"ax.set_title('Presupuesto aprobado, modificado y pagado en\\n programas sociales seleccionados', fontsize=14)\n", | |
"ax.xaxis.grid(False)\n", | |
"ax.legend(bbox_to_anchor=(1, 0.5))\n", | |
"ax.set_ylabel('millones de pesos\\n a precios de 2018')\n", | |
"ax.figure.savefig('graficas/presupuesto_total_aprobado_modificado.png', bbox_inches='tight')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true" | |
}, | |
"source": [ | |
"## Por capítulo" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 71, | |
"metadata": { | |
"Collapsed": "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>DESC_CAPITULO</th>\n", | |
" <th>Bienes muebles, inmuebles e intangibles</th>\n", | |
" <th>Materiales y suministros</th>\n", | |
" <th>Participaciones y aportaciones</th>\n", | |
" <th>Servicios generales</th>\n", | |
" <th>Servicios personales</th>\n", | |
" <th>Transferencias, asignaciones, subsidios y otras ayudas</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>CICLO</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2013</th>\n", | |
" <td>37.794518</td>\n", | |
" <td>2242.178612</td>\n", | |
" <td>NaN</td>\n", | |
" <td>668.021670</td>\n", | |
" <td>2119.500826</td>\n", | |
" <td>232144.191588</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2014</th>\n", | |
" <td>204.751651</td>\n", | |
" <td>3031.665292</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1480.005175</td>\n", | |
" <td>2136.329281</td>\n", | |
" <td>292308.942929</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2015</th>\n", | |
" <td>140.186606</td>\n", | |
" <td>2518.332222</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1889.774356</td>\n", | |
" <td>2091.206110</td>\n", | |
" <td>289957.658898</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2016</th>\n", | |
" <td>0.000000</td>\n", | |
" <td>2093.218694</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1420.589937</td>\n", | |
" <td>2036.412565</td>\n", | |
" <td>300414.630392</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2017</th>\n", | |
" <td>NaN</td>\n", | |
" <td>1095.246897</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1009.129568</td>\n", | |
" <td>2028.100528</td>\n", | |
" <td>257767.795916</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018</th>\n", | |
" <td>NaN</td>\n", | |
" <td>1043.549037</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1042.871226</td>\n", | |
" <td>2037.351978</td>\n", | |
" <td>250145.601048</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2019</th>\n", | |
" <td>NaN</td>\n", | |
" <td>947.162109</td>\n", | |
" <td>0.0</td>\n", | |
" <td>979.129050</td>\n", | |
" <td>1809.441128</td>\n", | |
" <td>341839.093040</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2020</th>\n", | |
" <td>NaN</td>\n", | |
" <td>962.506688</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1030.852744</td>\n", | |
" <td>1327.466234</td>\n", | |
" <td>313937.374318</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
"DESC_CAPITULO Bienes muebles, inmuebles e intangibles \\\n", | |
"CICLO \n", | |
"2013 37.794518 \n", | |
"2014 204.751651 \n", | |
"2015 140.186606 \n", | |
"2016 0.000000 \n", | |
"2017 NaN \n", | |
"2018 NaN \n", | |
"2019 NaN \n", | |
"2020 NaN \n", | |
"\n", | |
"DESC_CAPITULO Materiales y suministros Participaciones y aportaciones \\\n", | |
"CICLO \n", | |
"2013 2242.178612 NaN \n", | |
"2014 3031.665292 NaN \n", | |
"2015 2518.332222 NaN \n", | |
"2016 2093.218694 NaN \n", | |
"2017 1095.246897 NaN \n", | |
"2018 1043.549037 NaN \n", | |
"2019 947.162109 0.0 \n", | |
"2020 962.506688 NaN \n", | |
"\n", | |
"DESC_CAPITULO Servicios generales Servicios personales \\\n", | |
"CICLO \n", | |
"2013 668.021670 2119.500826 \n", | |
"2014 1480.005175 2136.329281 \n", | |
"2015 1889.774356 2091.206110 \n", | |
"2016 1420.589937 2036.412565 \n", | |
"2017 1009.129568 2028.100528 \n", | |
"2018 1042.871226 2037.351978 \n", | |
"2019 979.129050 1809.441128 \n", | |
"2020 1030.852744 1327.466234 \n", | |
"\n", | |
"DESC_CAPITULO Transferencias, asignaciones, subsidios y otras ayudas \n", | |
"CICLO \n", | |
"2013 232144.191588 \n", | |
"2014 292308.942929 \n", | |
"2015 289957.658898 \n", | |
"2016 300414.630392 \n", | |
"2017 257767.795916 \n", | |
"2018 250145.601048 \n", | |
"2019 341839.093040 \n", | |
"2020 313937.374318 " | |
] | |
}, | |
"execution_count": 71, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df_pob.groupby(['CICLO', 'DESC_CAPITULO'])['aprobado'].sum().unstack('DESC_CAPITULO')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"source": [ | |
"### Servicios personales, generales y Materiales y Suministros" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 117, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"df_pob_capitulo = df_pob.groupby(['CICLO', 'DESC_CAPITULO'])['aprobado'].sum().unstack('DESC_CAPITULO')\n", | |
"ax = df_pob_capitulo.filter(['Servicios personales', 'Servicios generales', 'Materiales y suministros'])\\\n", | |
" .plot(ylim=(0, 3100))\n", | |
"\n", | |
"ax.legend(title='', loc='center', bbox_to_anchor=(0.5, -0.2), ncol=2)\n", | |
"ax.set_title('Presupuesto aprobado, por capítulo', fontsize=14)\n", | |
"ax.xaxis.grid(False)\n", | |
"ax.set(ylabel='millones de pesos\\n a precios de 2018', xlabel='')\n", | |
"sns.despine(left=True)\n", | |
"ax.figure.savefig('graficas/presupuesto_aprobado_capitulo_servicios.png', bbox_inches='tight')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true" | |
}, | |
"source": [ | |
"### Monto en transferencias y subsidios" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 123, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = df_pob_capitulo['Transferencias, asignaciones, subsidios y otras ayudas'].plot.bar()\n", | |
"ax.set_title('Presupuesto aprobado en el capítulo\\n Transferencias, asignaciones, subsidios y otras ayudas', fontsize=14)\n", | |
"ax.xaxis.grid(False)\n", | |
"ax.set(ylabel='millones de pesos\\n a precios de 2018', xlabel='')\n", | |
"sns.despine(left=True)\n", | |
"ax.figure.savefig('graficas/presupuesto_aprobado_capitulo_transferencias.png', bbox_inches='tight')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true" | |
}, | |
"source": [ | |
"## Por Función" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 184, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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2FHic8J0+1N3rzGwa8IiZ0VuCHu7+456ug6QvBsz/CqwEFrr7djPLAr4CPGhmh7h7Y49WUmTgeFtvCYSmauE+433A/yrY0X8p4NE3fAb4DeGp/cXABQBmdgnwKWAb8AQhcjrdzBYDY4H9gPuAbwE3AwcTnqY9CHw9XmzWAdcCJwIjYvkf4vI/BVxI6Pq0mRCBXW1mucBNwFFAHfBH4FLgZ8AKd/9unH9x8rWZvZfw1GUIUAD83N0vj0/JbgC2A7mEC5Pvufs8M5sV650HTCDc+Jzm7jva+LwmxG0BwN2fMLOPAPWx9cMKd89Nvm9m74zrPDC+Hg2sAfYFniM+HTOzTwL/Q4hYbwLOjp/x7qd8zT31M7MPAe8H3mFmNUA+KS1LmrQEeQwoB2YTbv7/DXwHyInb9Xd3/1Qb278Xd3/DzF4BZgEvtLJvjwauB7IJx8q33f2eVvb5/rSxj2LQogRY5O4vx7KHgZvc/U8p000HzgAmuHtlrPf2+LT1qDhNs8cEMB+4NWWTpwIr3f2YuN8+TTj2xgLXuvuP0v0MpUfsde6Lx+LPCMdeA7CMsH+PpYXvYvyOTSccM9OAN4AzgSPY87v5E8Lxfzzhe74E+KK7bzOzzxDOvbuAHcCn0235ZWaDCN/n9xK+R08RvoeNray3CFgc35sK3Onul8flnQ98Ps5zv5ld5O4vx3NvNXAgMB74M+F7/j6gEDjX3R9tco5eBNxIOHfuIrRse9TMjgH+H+FJ+S5CMPmvZlYI3AmMi5t3f7JerTgNqHL37yQL3L04np+HxG2aC/wQ2Cd+Lt9z9zvj/vw2ocWPEX4zro3bb8A97v7FuIz3AZfFZVbHbXk6HgdvASYCzwPntLA/vs6b5+Rmf7tSN8rMhgDXAW8lnDufAz7v7pVtHTdmlgBWE87Bf49ltwEvuvsNbXyeyWWMJ5z/xhP2bzHwEXcvi5N81szmE35Hvpds6dfk+NkQ65A8flKvIW6nHb/F6f6uNLMdre236TT5/jbTYuODwGjgs+7eABD/vS5+zrnANjM7krC/RsRtv9Ld74stMD5EOK/sH+twtru/ZGajCNcqBwKDgUeAr8TrqJ3Anwi/Q2cAB6HfHJEWxdaFZxDOE6+klC+m5fuIWYTzXAHhO3qNu9/d2jm6rev2+L3efX8UA/DJ+6MdhN+YdxLOPd/R97jvUg6PXs7M5hAu0H4H/Bz4uJntY2bvIlysHQ4sIFyIpBru7nPd/X8JF7GbCT/UhxF+lL8cp8sGqt19AfAR4A4zyzeztxJODMe4+yGEi8J74zxXAUOBAwgniaMIF3otbUOCcMI5290PI9xkfM3MkhfK84CPuftBQGq3hfMIJ64jgJnADOCktj81PgvcZGalZvZbM7sI+Le7b21h+r8DubGZG8DHCBfvFSnbMJ9wgfTuWM8/E2742xRbmvwZ+L6739yOWSrcfY6730S4yfuGuy8C5gDvN7MF7VlvKjN7C+EzXNLGvr0SuD4eD58E3h7LW9rnbe4jd99OOHbPjXXZjxB4ua9JNRcQghSVTeZfn3Jx3Oz63H2Jux8cn6yfB1QB58Wb4/OA98RtPS1ur/RyLZ37CDckeXFfHx4n37cdizwGONXdZxNuli9o5rt5GeFmeH78ywL+X3xy/APC9/9wQmDk6BbWs5+ZLW/ylzxXXEg4zucTznt5hGOy2fWmLDPX3Y8htE77spnNMLO3A18lPEWbD/wK+GM83wIcSvj+Hks4/1a5+5GEm7ZLUitsoevQH4GrYsDoPOCG+Hn/Hrg4nvfOBu4ysxlxmv+6+6Hxs90/Xjy25jDgX00L3f0/7v5MDAj9mRAMPYgQiP9WPH9B2N/Xxn1fCXyNcL45lHBTP9HM9icE+ZPf+fOBP8TAK4Qb5kPc/Uxa3h/Jz6Wt366kSwgBkwVxX5QC17bnuIktDn4UP0/MLI8QhPt5G59lqo8CT7v7WwjfhWr2bBFXE/fTO4Bvm9ncdhw/qdcQbZ7nO/i7kjp/W/ttr+9vM5/DMYSHAg1N33D3a2MAcQwhYHpW/Ew+APzIzKbGSd8KfC5+D5bw5nfl+8CyuA2HEAJ9X4rvDQH+4u5GCF7pN0cE/tHkdzDZ6voDwIcJ15JHAm39biT9Bvidu88F3kP4bRhFC+fodl63t3Z/lEPojnokoUXI9y20UpQ+SC08er/PAPe5+2Zgs5mtIVwIFBK++FsAzOxmwhPApH+m/P9E4Kh4YbXTzH4MfIEQuYTwNA13f8HMXiRcIC8iXNg8ZWbJ5Ywxs7HACcCX3L2eEDV9a6zDOc1tgLs3xic37zWz0wk3zQnebIWx1t2Lm5n1fwlPXr9KuEGeSHhC0yp3/3U8sR4dt+WTwGVmdkQr9buDEEB6FvgEoaVJquOBv7n72jjPD+I2H9dWfTrgyZT/nw28x8y+Tmj1MYx2fAbAMDNbHv8/iBDZPsPd15rZ52h53/4WuDnur4cJUXNoeZ8/Qfv20S3AE/HG73zgtrisVA20HYRt9Zgws5nAHwhP/1bHsvcCJ8UL6oNbqJ/0Pi2d+35DuNB5jBCs/IG7v2pmk9tY3mMpwbTnCE9emzqRkO+nFsDMbgL+6O71ZvY7wnfmfuBvhBvE5rTWpeUE4BfuXhNfnxbXs7S59abM9yfY3VKrLNb93cDd7r4xvrfYzG4gPAmHcANWC6w3s+2Epv4QWss03fYDgXp3vz8uaxlwoJm9h5DjY0ksX2lm/yLk3/gr8EC8UXyY0Ce6paByUlvf8VnAUI+tDN291Mzuidv6D2CNuz+Xsh1b3X0XsMnMKuN2HUt4GvdIyvmtgXDOA3jG3evi/1vaH1fE9bf125X0XkLLgnfEdQ4BytI4bhYD3zSzfMKF9X3J3/b2cPcbzOwYM/sSoWVC8mY96dY4XamZPUT4PZtM68dP6jVEe36LTyL935VU76D1/dae72+C0IIEADN7GyFQQZz+wrjMCYTgTnLSRkKrDAhBjZL4//8QutVB2McLLbRigfBbnOpJAHev0m+OCNByl5YTgD+4+zaAeP39+dYWFM8j8wndm4nX4vvF91o6R7fnur2t+6NkK+T/EAIgIwgt9aSPUcCjF4tPNs4ifAmLYvFI4CLCRX8iZfKmN49VKf/PIuUiIL4enPK6rsl79YSWH7+IT3ew0A92IiEBaB17XlRMITxRamxSp2QT5RGEC5R7CRcFdxCanianTa1rql8TjtHfAvcTmnMnWpg2WZfZwDnufgnhwuph4BsWulCcQnha2Zw7gP9YaEo82t0fb/J+020eRnhS2Ow2t6GteVI/jyeAFwg3F78lBKJa/QyiPXJ4NNHivnX3W83sL4QmfO8GrrBwVdjSPr+FduwjD82kXyA8TTs9bkdTS4ADzCwv+UMY1zWJ8GT0FMKNQbPrM7MCQnetS5L7L94EPx3n/ydh/ythXC/Xxrnvu4SboOMIT4ofttA0v5LWv1c1Kf9v+h1MSja5T9p9rnT3M81sHuFi7ZJYv4+kt2V7fY/Gx3W0uN5W6p5N6CaRKpEyX9Mkv7XtrVes27xm6rW7bu7+79jS4wTCflhqZifGYElLniG0wNuDmb2f8HT+zpbWF//fnm3KBh5x99SWGlMIrS4+xJ7n15b2R/J1W79dqeu82N0fjPPlElrEteu4cfctMTByJuH8uNdn1Bozuw5YGOv3D8Ln1dL1QRbhc2vr+En9nNrzW5z274rv2SWmrf3Wnu/vU7z5dBZ3/wch4EAMkA4lHEMveWg1mVzPRGAjoYl9S+vJJrQweSnOM5o9j9WqWK7fHJG2pX5/U+9BWro+rkt5H4B4bVpCy+folq7bU7V1f1QDu4PfTestfYi6tPRuyf5tE919urtPJzRXzSX0W/+wvdmE+FPsfaGY9DfgIjNLmFkO4Snp31Pe/ziAmR1KaEXweJznY2Y2IU5zAaHPKoQgwtlmlhWX93vCE/+NhCZhyQuIZDeX/Qk3K5e5+18INyo5hAuI1ryL0MT67vh6UTvm2QCcbyHrM7EuY4FJhAhts9z9DWAp4UnYbc1M8g/ghJTP49OEZqobgalmVmChKfBHW1hFHW+eRDcCC+L+yKOFi6F4QXU4IZHSHwhP5GbS9mfQlhb3rZk9RWjuvZhwnIwmtCZqaZ+ns49uJjTTX+oheeweYtkvCd2qRsb6jCQEVTbHp7DNri/eYNwP3O7uv0xZ7GGEz/sa4CHiZ22hqbn0Xq2d+75KaJL+ULy5+huhS0N7v4tNpX43/wp8xswGxxu2zwJ/t9A8di3hOPwBoQvK4c0vrlUPA6ebWU5c/o8IXeiaXW8by/or8NHYKgAz+wThM3u1A/VyQv/ld8RlHQo8SghCzjazhbF8LqEFxWNmdi1wubv/kdD1biWhZUFr7gFGmdlXk99BM9uXkN/hJUJ3gFozOzm+N5HQ9LmtzyLVI8A7Y/AbC61UXmDvJ/LQ8v5Iau9vV/I3dkhczk8JXUfSOW5uJjzlzHL3pWlsL4Tz4g/c/RdAGaG1RGodzwGw0BrnBMJnlM7x057zfEd+V1Kls99acg+w3cx+EH8TiMtaRDh/1BOCbvtbSGaOmR1MyCEwqY1l/w34Ysp11J8JAdim9Jsj0roHgVPNbHQ8X6Z2v2v2PiK27lpGaPWcDIb+i9A6saVzdEvX7anauj+SfkIBj97tM4R+r7ufzsRmrjcCXyRcVD1tZs8S+sBVt7CczxMS+bwY/xz4v5T3jzKz/xAio6e5e4W7P0To+/b3+GT+dODk2OzrSsKToecJkdUH4g35TcAEM3PCDcmjcfkvEPI1rDazlwiJ81bxZlPVlnwduNdCN5tbCYGYmRASHllIerQHD3k33g58ysyKzGwl4aL2W+7+aNPpm/gpoW/uXn2nPWRu/grwVzN7nvCU6gIPyeduJXSFeYaQ7LQ5DxISLn6NcFO/kXCRdV/crr3Eff1tQsuTFYSng/9K+Qxus5DQMy1t7NuvAleZ2XPAY4RkbkW0vM9b3EfNuI9ww9raCAgXEo6Npyx0yVkSX58b329pfZ8jNHf8kJk9Z7HPKOGCs4RwzL9EeDK5sZU6Su/Q2rnvg4SLmVVmtoxw7rsxje9iU6nfzWuA9YSkjC8RAiEXx2a51xCa2y8jNHc9r4XlNZfDY7mFFki3Ei7alhHOxeviNjW73tYq7SHB5feBR+N57mzgvd5M/oK2eBjy+WRCt4rlhO/oyR6SXp5KyIn0IqE7xic8JB/+AXBwPDc9S/i8fwMQt/ewZtazi3DDPRd4MZ5/7iEkn7sjdsH5IHBxfO9hwo32P9LYllXErk/xXH018H53b64lYUv7I6m9v11XA0WEc+MqwlPA/0nnuHH35wktKNsaIabIzKpS/t5LyLH03fiZ/ZnQsiC1jkPjb/wDhPwUL6d5/LR5nu/g70rq/Onst2bFrkrvJgRunojH4euEffAVQve0jYQg2v+L6/kFIZ9HUQuLTfo8oTn7i4Tj4kWaz82h3xyRoGkOj+Vm9h53f4Bwv/Es4RovtStkS/cREM4pH4nf278QrguX0sI5uqXr9iZ1bOv+SPqJRGOjRujqi+LF5JHufmN8/SXCKBintT7nXstpBPJb6GfXa1noG/up2HVlQIpPY/fzPjKEooXEg7cB81xDA4r0W2b2f4TuDat7ui59hYVkzo8B5u4tPbwQERGRNCmHR9/1MvC/FvquNxKG6ju/Z6vUrYw9n8QNRPsQWov0emb2c0JTw9MU7BDpvyx0JypSsKP9YmvF8wmtBhXsEBERySC18BARERERERGRfkc5PERERERERESk3+mzXVosjLv8TUISqYfc/WIzO4GQ7X0YYXz5y+K0BxNyB4wkDPN5gbvXxYzldxES1jhwRnsTZC1btmwQYdSMkgULFtS1Nb2IiPQOOn+LiPRNOn+LSLr6ZAuPOIzdjwnZ3A8CDjWzEwlZfz8AHAAcHssgBDUucvdZhOzpySzptwC3uPtsQrbgy9OoxmRgzbx582oJOTT0pz/96S/5J72bzt/605/+mvuT3k/nb/3pT3/N/bWoTwY8gA8RWnCUxGHsTiMMyfqKu6+JQ5PdRRjneRowzN2fifMujuWDgWOB36eWd+M2iIiIiIiIiEgX6atdWmYCu8zsz4Qxzu8DVgLrUqZZR3uApqcAACAASURBVIgCT2yhfBxQGYMjqeUiIiIiIiIi0sf11YDHIELrjOOAKuDPQA17NmdJAA2EViztKSeWp2XFihXpziIi/dyCBQt6ugoiIiIiIgNeXw14rAcedveNAGZ2L6E7Sn3KNIVAKVACTGimvAwYZWbZ7l4fpylNtyLz5s0jJyenQxshIiIiIiIiIl2jr+bwuA94l5mNNrNs4ERCLg4zs5mx7HTgQXcvBnaY2VFx3rNieS3wJCH/B8DHgQe7dStEREREREREpEv0yYCHuy8BvgP8E1gFFAM/As4B7ollq3kzIekZwPfNbDWQC9wYyy8EzjezVcAxwGXdtAkiIiIiIiIi0oX6apcW3P0OwjC0qR4B5jcz7fPAwmbKiwl5QERERERERESkH+mzAQ8REekbzOy7wDh3P8fMDgZuA0YCTwAXuHudmU0lDCdeADhwhrtXmdlo4JfAvsBG4CPuvt7MhgC3A4cRklaf7u6ru33jRERERKTX6pNdWkREpG8ws+OBs1OK7gIucvdZhFGzzovltwC3uPts4Fng8lh+DfCkux8A/BS4IZZ/Htgey78ALO7K7RARERGRvkcBDxER6RJmNhb4P+Bb8fU0YJi7PxMnWQycamaDCUON/z61PP7/JEILD4BfAyfG6XeXu/sTQH5sJSIiIiIiAqhLi4iIdJ1bgUuBKfH1RGBdyvvrgMnAOKDS3eualO8xT+z6Ugnkt7Ks19tbuRUrVqSzLSLSzy1YsKCnqyAiIhmmgIeIiGScmZ0LrHX3R8zsnFicBTSmTJYAGpopJ5Ynp0nV0jyJlHnaZd68eeTk5KQzi4iIiIj0IerSIgNabV09r5Vs6elqiPRHpwHvNLPlwFXA+4FzgQkp0xQCpUAZMMrMsmP5hFgO8EacDjMbBOQBm4GSFpYlIj2ovr6Bl1+v6OlqiIhImrZW7aR4fWVPVyPjFPCQAe2Bp4r40g1PsGXbzp6uiki/4u7vcPd57n4w8A3gz+7+CWCHmR0VJzsLeNDda4EnCUESgI8DD8b/PxBfE99/Mk6/u9zMjgZ2uHu7u7OISNd46oV1/M8NT/DKWgU9RET6kjv+spIvXP8Yy18u6+mqZJQCHjKgvbp2Cw0Njby+of9FM0V6qTOA75vZaiAXuDGWXwicb2argGOAy2L55cARZrYyTvPZWH4TkBPLbyQET0Skh5VsrAJgyYr1PVwTERFJx0tryqmrb+Rbi5f2q6C1cnjIgLamdCsAazdUcdDM/B6ujUj/5O6LicPGuvvzwMJmpikGjmumvJzQHaZp+Q72HO5WRHqBjRXVACxZuZ4zTzygh2sjIiLtsbVqJ+s2b+f9x+7LMy+u44qfPsN3PncMk/Jze7pqnaYWHjJg1dbVU1IWnkSVlG3r4dqIiIj0fWUx4FG0rpIN5dU9XBsREWkPj7mXjjxwIld9+kgSCfjGrU+xeWtND9es8xTwkAFr7YYq6hvCIA8lG6p6uDYiIiJ9X1lFDftNHgXA0pXq1iIi0hd4cQXZWQn2mzyKSfm5XHHuW9hWvYtv/uRpqqp39XT1OkUBDxmwitaF7iwzp4xmrVp4iIiIdEpDQyMbK2o4eP98JuXnKuAhItJHrC4qZ8bEkQwdEjJezJwymkvPWcQbG7dz1e1L2LGrrodr2HEKeMiAtaa0ksGDsjhibiGbt+6gekdtT1dJRESkz6rYtoO6+gbyxwxn0dxCXnxtE9tr9NsqItKb1Tc08sraCmza2D3K58/K53/OOJTVxeVcd+ez1NU39FANO0cBDxmwikormVaYx9TCkQC783mIiIhI+jZWhL7eBWOGsXBuIfUNjfzH+9fwhiIi/c3aDduo2VmPTRuz13tHz5/EBScfxLMvbeCm3y6nIaYD6EsU8JABqbGxkTXrtjJ9wiimjA/Zh5W4VEREpOOSCUsLxg5n9vSx5A0fom4tIiK93OqicoBmAx4A7zlyBqe/azaPPruWxfev6s6qZYSGpZUBacu2nWyt2sWMiSMp3GcE2VkJ1ipxqYiISIclR2UpGDOc7KwEh88Zz5KV66mrb2BQtp6xiYj0Rl5cwcgRQ5iwz4gWp/noO2axtWon9z72KqNzh3Dy2/bvxhp2jn59ZEBaU1oJwIyJoxiUncXE/BGs3aAWHiIiIh21saKGvOGDGZYTnqctnFvI9ppaXlpT3sM1ExGRlvjr5di0MSQSiRanSSQSnPfBAzl6/kR+dt8qHl76ejfWsHMU8JABKTlCy/SJIX/H5II8dWkRERHphLKKavLHDN/9+pBZ+QzKzmKJurWIiPRKVdW7WLuhqsXuLKmysxJ86fRDOXj/fG763fI+02VRAQ8ZkNaUVjJu1FDyhg8BYMr4PNZtrqa2rm9mHxYREelpZRU1jB/7ZsBj+NDBHLT/OJauXE9jY99LdCci0t+9/PoWAGY3GaGlJYMHZfO1cw5n30mjuO7Of7Pyv5u7snoZoYCHDEhF6yqZPnHU7tdTCnJpaGhk3Sbl8RAREUlXY2NjbOExbI/yRXMLWbd5u0ZCExHphby4nEQC9p8yut3zDB86mCvOPYL8McO4+o4lFK2r7MIadp4CHjLg1NbVs3bDNmbE7iwQurQArNUFmYiISNoqt+9i5656ClK6tAAsnFMIoG4tIiK90OrXK5hWOJLhQwenNd+o3ByuOv9IcgZn882fPLU7aXVvpICHDDglZVXUNzQyfUJqwCMOTavEpSIiImnbWFEDsFfAY9zoYew3eVSf6estIjJQNDQ04sUV7crf0ZyCscO56vy3sLO2gW/c+hRbtu3McA0zQwEPGXDWlIaEpTNSurQMzRlE/phhGppWRESkA8oqkkPSDtvrvYVzClldXN5rL4ZFRAaiNzZWsb2mltkdDHgATJswkm98ahGbtu7gytuepnpHbQZrmBkKeMiAs6a0ksGDspg4bs+xpqcU5FGyUS08RERE0rU74DF2+F7vLZxbSGMjPPvShu6uloiItMCLKwCwdiYsbcmcGftwyccP47+llXxr8VJq6+ozUb2MUcBDBpyi0kqmFeaRnb3n4T+5IJeSsioaGpRJXkREJB1lFTUMy8kmd9je/cD3mzSKfUYNZekqdWsREektVheXM2LYYCbl53Z6WYfPKeTi0w7m+Vc28b1f/of6XnQ/pYCHDCiNjY2sWbeV6RNG7fXe5PF57NxVz6YtNT1QMxERkb6rrLyagjHDSSQSe72XSCRYOLeQ/3gZu2p715M/EZGByosrsKljyMra+7zdEW8/bCqffN9c/vVCKbf+4YVeMxy5Ah4yoGzZtpOtVbv2GKElaUpMXLq2TN1aRERE0rGxoob8MXt3Z0laNLeQnbvqeeHVTd1YKxERaU71jlpeX1/Z4YSlLfnQcTP58Ntm8uDTRfz6Ic/osjtqUE9XQKQ7rSkN40RPby7gMT4MTVtSVsWC2eO7tV4iIiJ92YaKamZPb/nC+cD9xjF0SDZLVq7nsAP0G9vbmdmZwNfiywfd/ctmdjBwGzASeAK4wN3rzGwqcBdQADhwhrtXmdlo4JfAvsBG4CPuvt7MhgC3A4cBNcDp7r66O7dPZKB7Ze0WGhrJeMAD4OyT5rC1ahe/fsgZlZvDSUfNyPg60qEWHjKgFK0LI7Q016VlVG4OecOHsFZD04qIiLRb9Y5attfU7jUkbaohg7M5xApYunJ9r2nmLM0zs+HAjcBbgfnAMWZ2AiGocZG7zwISwHlxlluAW9x9NvAscHksvwZ40t0PAH4K3BDLPw9sj+VfABZ3+UaJyB52JyydmvmARyKR4KJT57NwTiG33vsCTy5/I+PrSIcCHjKgrCmtZJ9RQxk5Ykiz7ycTl4qIiEj7lFWE3FfNjdCSatHcQsord/BaydbuqJZ0XDbhHmEEMDj+1QLD3P2ZOM1i4FQzGwwcC/w+tTz+/yRCCw+AXwMnxul3l7v7E0B+bCUiIt3EiyuYXJBL7vDm74k6Kzs7i6+ctYADpo/l+l8tY/nLZV2ynvZQlxYZUIrWVTJj4t6tO5KmjM/jmRXrurFGIiIifdvuIWnHDGt1usMOGE9WApasXM/MKaO7o2rSAe6+zcwuB1YD1cDjwC4g9QJpHTAZGAdUuntdk3KAicl5YteXSiA/tbzJPK+3t44rVqxIc6tEJKmxsZEVr5Uxa9JQli1b1qXret+CofysYhBX3f4M5xyfz6R9uibAsmDBghbfU8BDBozaunrWbtjWat/hKeNzeWjJLrZW7WRUbk431k5ERKRvKitPBjxab+ExKjeH2dPHsnTles549+zuqJp0gJkdBHwSmAZsJXRleSeQ2hcpATQQWoI07aPUkDJNqpbmSaTM0y7z5s0jJ0fXaSIdsW7Tdqp3vsGRh+7PggXTu3x9B8yp4as//Cd3/3ML1110NJML8rp8nanUpUUGjJKyKuobGpsdoSUp+QVUtxYREZH2KauoYfCgrHY9KFg4p5D/lm7d3SpEeqV3AY+4e5m77yR0UzkOmJAyTSFQCpQBo8wsO5ZPiOUAb8TpMLNBQB6wGShpYVki0g28uByA2V2QsLQ5+4waxtXnv4VEAr75k6fZvLWmW9abpICHDBhrSpMJS1sLeIShaUs0NK2IiEi7lFVUUzBmGFlZTR/o723h3EIA/r1qQ1dXSzrueeAEMxthZgngfYRuLTvM7Kg4zVmE0VtqgSeB02L5x4EH4/8fiK+J7z8Zp99dbmZHAzvcvd3dWUSkc7y4gqFDspla2PI9UaZNzM/linPfwrbqXXzjJ0+zrXpXt61bAQ8ZMNaUVjJ4UBaT8nNbnKZgzHCGDM5m7Qa18BAREWmPjRXV5LfRnSVpckEuE8eNYOnK9V1cK+kod3+IkGR0GfACIWnptcAZwPfNbDWQSxjJBeBC4HwzWwUcA1wWyy8HjjCzlXGaz8bym4CcWH4jIXgiIt1kdXE5s6aOIbsdQepMmjllNJd+YhGlG7dz9e1L2LGrru2ZMkA5PGTAKCqtZGphHtnZLcf5srISTM7PZa1aeIiIiLRLWXkNC+e2nBA8VSKRYOHcQu7753+p3lHL8KGDu7h20hHufh1wXZPi54GFzUxbTOjy0rS8HHh/M+U7gLMzUlERScuOXXWsKa3k5LfN7JH1z98/ny+fsYDrfvFvrrvzWS79xEIGtXJvlgkKeMiAUbSustWEpUmTx+eyOo5NLSIdZ2ZXAacQktPd7u7Xm9nPgKOB7XGyK939XjM7AbgeGAbc7e6XxWUcDNwGjASeAC6I2f6nEhLpFQAOnOHuapol0s121tazpWpnmyO0pFo0t5A/Pv4az/lGjpo/sQtrJyIiqV4r2Up9QyOzp43tsTocNX8in9l+ELfc8wI3/XY5F592SLu6RHaUurTIgFBRuYMtVTuZ3krC0qQp4/PYWFHdbc2sRPojM3sr8HbgIOAw4HNmZvH/x7r7wfHvXjMbBtwBfAA4ADjczE6Mi7oLuMjdZxEy+Z8Xy28BbnH32cCzhKbTItLNNiaHpB3bvi4tAAdMH0ve8MEsWalh4EVEulMyYemsqd2TsLQlJx45g9PfNZtHn13L4vtXdem6FPCQAWHNukqAVkdoSZpckEtjI7yhkVpEOszdHwfe5u51hFYYg4AaYCpwh5m9YGZXmlkWoYn0K+6+Jk5/F3CqmU0Dhrn7M3Gxi2P5YOBY4Pep5d20aSKSoqw8ZNtva0jaVNnZWSw4YDzPvlRGfX1ao5GKiEgnrC6uoHCf4YzO6/lhnT/6jlmcdNQM7n3sVf7wj1e6bD0KeMiAULR7hJa2+xhPiUPTrlXAQ6RT3L3WzK4EVgGPEBLfPQp8EjiCkNzuU8BEIPVR7zpgcivl44DKGBxJLReRbpYcXjY/jS4tELq1bKvepS6kIiLdpLGxES8u79HuLKkSiQTnf/BAjjl4Ej+7bxUPL+2awZqUw0MGhDXrKtln1FBGjhjS5rQT80eQlYCSDUpcKtJZ7v5NM7sO+AtwvLt/KPmemd1EGJrw94Q8H0kJoIEQlG9PObE8LStWrEh3FhFp4oWXtpKVgKJXV7E2jT7YidoGsrLgz48uZ0fF6C6sYfstWLCgp6sgItJlNm3ZQXnlTmxaz3ZnSZWVleCLHzuUbdW7uOl3yxk5Ysju4cszRQEPGRCKSiuZPqF9Y00PHpRN4T4jKFELD5EOM7PZwFB3X+7u1Wb2B+A0M9vs7vfEyRJALVACTEiZvRAobaW8DBhlZtnuXh+nKU23jvPmzSMnp+ebdIr0ZY+tXsa4MfUsPPywtOed//xTFG+qVqBBRKQbrI75O3pTwANg8KAsvnb24Vz646e47s5/c9Wnj2TuvvtkbPnq0iL9Xm1dA2s3bGPGxPYNmQcwuSBPQ9OKdM6+wE/NLMfMhhASkj4O/MDMxsQ8HOcD9wJLADOzmWaWDZwOPBiHOtxhZkfFZZ4Vy2uBJ4HTYvnHgQe7bctEZLcN5dVpjdCSatHcQt7YuJ0S/d6KiHQ5L65gyKCstO6JusvwoYO54twjyB8zjKtvf4Y1MR1BJijgIf1eSdk26hsa293CA2DK+FxKN1YpmZpIB7n7A8D9wHPAMuApd78K+DbwL0Jej+Xu/mt33wGcA9wTy1fzZkLSM4Dvm9lqIBe4MZZfCJxvZqsIuUAu647tEpE9bayoTithaarD54Rmy0tXbshklUREpBleXM7MKaMZlN07QwCjcnO46vwjyRkyiO/84tmMLVddWqTfW1Pa/hFakiYX5FFX38j68mom5ed2VdVE+jV3vwK4oknZLYQhZZtO+wgwv5ny5wmjuDQtLwaOy0xNRaQj6uobKK/c0eGAR8HY4cyYOJKlq9Zz8ttmZrh2IiKSVFtXz6slW3nfMfv2dFVaVTB2ONd+9mhee2NLxpbZO8M7Ihm0pnQrgwdlpRW4mDI+TKvEpSIiIs3btKWGhkY63KUFYOHcQl5as5mtVTszWDMREUn13ze2Ulff0OvydzRnwrgRHD1/UsaWp4CH9HtF6yqZWphHdhrNtyZraFoREZFWJYek7WgLDwh5PBoaYdlqdWsREekqHocAn90HAh6ZpoCH9HtFpZXMmJBecp4RwwYzdmQOa9XCQ0REpFll5TUA5I/teAuP/SaNZuzIoSxZuT5T1RIRkSZWF1cwbvQw9hnV8fN1X6WAh/RrFdt2sKVqJ9PTyN+RNLkgT5njRUREWrCxoppEAvJHd/wCOisrwcK5hTznZdTW1WewdiIikuTF5X2iO0tX6NNJS83sH0ABUBuLPg3sR8jWPxj4gbvfHKc9AbgeGAbc7e6XxfKDgduAkcATwAXuXted2yFdpyMJS5OmjM/j0WfX0tjYSCKRyHTVRERE+rSyihrG5A1l8KDsTi1n4Zzx/PXpIl58dTOHzi7ITOVERASA8sodlFXU8L5j9uvpqvSIPtvCw8wSwCxgvrsf7O4HAyXA/wFHAwcThiycY2bDgDuADwAHAIeb2YlxUXcBF7n7LCABnNfNmyJdqCgGPKan2aUFYEpBLjU76yiv3JHpaomIiPR5ZRXVnUpYmnTQ/vnkDMlmycp1GaiViIikGsj5O6APBzwAi/8+ZGbPm9lFwAnAo+5e7u7bgd8DpxCGNHzF3dfE1ht3Aaea2TRgmLs/E5e1GDi1W7dCutSadVvZZ9RQRo4Ykva8ycSlJRuUuFRERKSpEPDoeMLSpJzB2RwyK5+lK9fT2NiYgZqJiEiSF5czKDvBvpPSfwDcH/TlLi1jgEeAzxG6rzwG3A2kPh5YRwh2TGymfHIr5e22YsWKNKst3eml1zYwZng2y5YtS3veyurQl/hfz66iblv7h7QVWbBgQU9XQUSkSzU0NLJpS03Ghg5cNLeQZ1as579vbGW/yaMzskwREQkJS/edNIohgzvX/bCv6rMBD3d/Gng6+drMbifk6LgmZbIE0EBoydKYRnm7zZs3j5ycnLTqLt2jtq6BzXffxzGHTmfBgjlpz9/Y2MiP//oAiZzRLFgwvwtqKCIi0jdVbNtBXX1jRrq0ABx2QCGJBCxdtUEBDxGRDKmvb+CVtVt49xHTeroqPabPdmkxs6PN7PiUogRQBExIKSsESgm5PdIpl36gpGwbdfWNTJ+QfsJSgEQiwZSCPErK1KVFREQk1YbyagDyM9ClBWB0Xg42dQxLlcdDRCRj1qyrZFdt/YAdoQX6cMADGA38PzMbamZ5wNnAmcDxZpZvZsOBDwN/BZYAZmYzzSwbOB140N2LgR1mdlRc5lnAg92+JdIlOjNCS9Lk8bkamlZERKSJsooagIy18ABYOLeQV0u2smlLTcaWKSIykCUTltq0sT1ck57TZwMe7n4fcD/wHLAMuMPd/wVcCvwDWA78yt2XuvsO4BzgHmAVsJqQ0BTgDOD7ZrYayAVu7M7tkK5TtK6SwYOymJTf8fwbkwvyKK/cyfaa2rYnFhERGSA2VoQWHplIWpq0aG4hAP9etT5jyxQRGci8uJwxeTkZDU73NX02hweAu18OXN6k7FfAr5qZ9hFgr0QM7v48IbGp9DNrSrcytTCP7OyOx/WmFIRgydqybcwewJFRERGRVGUVNYwcMYShOZm7lJwyPo8J+4xgycr1nHjkjIwtV0RkoFpdXIFNG0MikejpqvSYPtvCQ6QtRaWVHc7fkTRlfHJoWnVrERERSSorr874E8NEIsHCuYW88OomanbWZXTZIiIDzdaqnazbtH1Ad2cBBTykn6rYtoMtVTuZMbFz402PHzucQdlZSlwqIiKSoqyiOmMJS1MtnDue2roGlr9clvFli4gMJC+/HvJ3zB7ACUtBAQ/pp5IJSzvbwiM7O4uJ+SNYu0EBDxEREQjDtpdV1DB+bOYDHnNm7MOIYYNZslJ5PEREOsOLK8jKSjBzgA/1rYCH9EtFGQp4AEwpyGOtRmoREREBoHL7LnbV1pPfBUnwBmVncdjs8fx71QbqGxozvnwRkYFidXE50yeMzGiupb5IAQ/pl9as28rYkUMZlZvT6WVNHp/Lhs3b2VVbn4GaiYiI9G0byjM/QkuqRXMLqdy+Cy8u75Lli4j0d/UNjbz8+hZsgHdnAQU8pJ8qKq1kxsTOt+6A0MKjoRFKN23PyPJERET6so0VNQBd0qUF4NDZBWRnJViqbi0iIh1SsmEbNTvrNMokCnhIP1Rb10BJ2baMdGeBlJFa1K1FRESEsorQwqMrkpYCjBg2mAP3G8fSVQp4iIh0xOrYQm6gJywFBTykHyop20ZdfWOnR2hJmpg/gkQCJS4VEREhDEk7fOggcocN7rJ1HD53PGs3VFG6Ub+9IiLp8uIK8oYPYcK4ET1dlR6ngIf0O7tHaMlQl5ahQwaRP2Y4JRvUwkNERKSsoqbL8nckLZxTCKBWHiIiHbC6uAKbNoZEItHTVelxCnhIv1O0rpJB2VlMzs/N2DKnFORqpBYRERFCl5auDngU7jOC6RNGanhaEZE0VdXUsnbDNnVniRTwkH5nTelWphbmkZ2ducN7yvg83iirokFD5ImIyAC3saKagi4YkraphXMLWbWmnG3Vu7p8XSIi/cXLr1cAaISWSAEP6XeK1mVuhJakyQW57Kpr2J2oTUREZCCqqqll+466LktYmmrR3EIaGhpZ9tKGLl+XiEh/4cUVJBIwa6oCHqCAh/QzFdt2sGXbTqZPyEzC0qTJBcmRWpQ8TUREBq6NMfBfMLbrW3jMnDyaMXk56tYiIpIGLy5n6vg8hg/tusTSfYkCHtKvFMWEpZlu4ZEcmnatEpeKiMgAVlYeAx7d0MIjKyvB4XMKWba6jNq6hi5fn4hIX9fQ0IgXV2DTxvZ0VXqNQT1dAZFM2j1Cy4TMBjxGjhjCqNwhCniIpMHMrgJOARqB2939ejM7AbgeGAbc7e6XxWkPBm4DRgJPABe4e52ZTQXuAgoAB85w9yozGw38EtgX2Ah8xN31GFiki5VV1ADdE/CA0K3loSXFrHhtE4dYQbesU0SkryrdVEVVTa3yd6RQCw/pV4rWbWXsyKGMys3J+LInF+SpS4tIO5nZW4G3AwcBhwGfM7P5wB3AB4ADgMPN7MQ4y13ARe4+C0gA58XyW4Bb3H028CxweSy/BnjS3Q8Afgrc0PVbJSJlFdUMGZzNqNwh3bK+g/Yfx5DB2RqeVkSkHbw4JCzVCC1vUsBD+pU1pZVMz3B3lqTJBbmUlG2jsVEjtYi0xd0fB97m7nWE1hmDgNHAK+6+JpbfBZxqZtOAYe7+TJx9cSwfDBwL/D61PP7/JEILD4BfAyfG6UWkC5VVVJM/ehiJRKJb1jd0yCAOmZXP0pXr9fsrItKG1cUVDB86aHf+QVHAQ/qR2roGSsq2MSPD3VmSpozPY1t1LVurNDyeSHu4e62ZXQmsAh4BJgLrUiZZB0xupXwcUBmDI6nlpM4T368E8rtmS0QkqayihvFju6c7S9LCuYWUVdRQtK6yW9crItLXeHE5s6aOISure4LSfYFyeEi/UVK2jbr6RmZMzOwILUlTYqR0bdk2RudlvsuMSH/k7t80s+uAvwCzCPk8khJAAyH43p5yYnlymlSJlPfaZcWKFelMLiJAaVklo6YMY9myZd22ziG19QDc+/f/8NZ5XfNQA2DBggVdtmwRka5Ws7OO4nWVnHrCrJ6uSq+igIf0G8knP13WpWV8LhCGpj1wv3Fdsg6R/sLMZgND3X25u1eb2R8ICUzrUyYrBEqBEmBCM+VlwCgzy3b3+jhNaZzmjThdiZkNAvKAzenUcd68eeTkKHgp0l47dtZR/asS5uw/lQULuveC+r5lT1BS0aighIhIC15ZW0FDI8zWCC17UJcW6TfWlFYyKDuLyfm5XbL8caOGkTMkmxKN1CLSHvsCPzWzHDMbQkhUeitgZjbTzLKB04EH3b0Y2GFmR8V5z4rltfD/2bv3+LjrMu//r8mhSdqkTdPm0DbpAaFXgQKFQkERxF30FnEV1xUVVhfvW1xFPLF6e9+7+FN31V3XFRV38XZBgS9RWAAAIABJREFUVndBwBVdT7CeOHoAoQjYQi+KJJmmOUzaTHNoDk0y8/vj+502lLRNy0y+M5P38/HII5nPfL6da6BNJtdcn+viQeAt4fo7gLvDr+8KbxPe/2C4X0RypHdPZkJL1aw/9qaTm9i+Yw99A6Oz/tgiIoUg07B07Uo1LJ1KCQ8pGm2d/axsqqG0NDd/rUtKYjQ3VGs0rcgMuPtdwI+B3wGbgV+7++3AFcCdBH09tnGgIenlwBfNbBtQDVwfrl8FvNvMngLOA64N1z8OnGNmW8M978v1cxKZ6xLJYQAaZrmHBwTjaQEe0bQWEZFpeXuSFfULWLhgdqZoFQodaZGi0do1wMZ1DTl9jJaGGrY8d1RV8yJzlrt/EvjkQWu/AE6bZu8TwKZp1tuBC6ZZ7wNen51IRWQmEslMhcfsJzxWNtXQWDefh7d28z/OWT3rjy8iks/S6TTenuSMHP8uVIiU8JCikBwcZc/gGKuX5aZhaUZzYzX3PdbByNgEVRX65yMiInNHom+Y0pIYixdWzvpjx2IxNp3cxE9+08bo2ASV+hksRSidTpNOh5/h+V+nMmvhnoP3pyHNgdsAqdTz10piMeoXz95YaZk9PX3D7BkaY90qHWc5mH5aSFFo6wwalq7JUcPSjMyklp2JIY5vqc3pY4mIiOSTRHKY+sVVlEY07vDsk5r44YPP8fj2Xs5Zv+zIF4jkgYG9+/jwF+9jYO++6RMXU5Ibs+HU45dyzWVnsGTR7PfikdzZFvbvMDUsfQElPKQo7J/Qsiy3CY/mhqAh6o7EoBIeIiIyp/QmRyI5zpJx8kuWsKCyjN9u7VbCQwrGM/EkieQIF2xsZnFNJTEgFguqlvZ/5qDbsXAPh9pzmOsOXpvyeH0Do9zx82e4+vP3cvWlGzj31OVR/qeRLPL2PirnlbKqqSbqUPKOEh5SFFo7+6lbWMmi6tyOmFy2tJqSkpgal4qIyJyTSA6zYW19ZI9fVlrCxnWNPPJUD6lUmpKIKk1Ejka8O3jN+O5LTqFmfvTNJF926nL+6dbN/MM3H+FVm1Zy5SWn6Jh2EdjWnuSElsU5G95QyPRfRIpCW9cAq3N8nAWgvKyEZUsW0JEYyvljiYiI5IvxiRR9A6ORVnhAMJ52z9AYz+xIRhqHyEzFewZYXFORF8kOgBX11Xz+/efx5j8+gZ8/EueD193HM3H9eypkY+OTtO7sx9S/Y1pKeEjBG59IsaNnkDU5Ps6S0dJYTUdCFR4iIjJ37NozQjodzYSWqTaua6CkJMZvt2o8rRSGePcgK/PsmEFZaQnveO1JfPa95zI+keKjX3mQO37uTKZmqZGIZNUfOvYwmUor4XEISnhIwdvZO8TEZJrVy3M7oSWjuaGGzt69TEymZuXxREREopZIDgPQUBdto8Pq+fNYf9wSHlbCQwpAKpVmR88gK5tm5025o7X+JUv5ykdeyctPXc4td2/jr2/4JYm+4ajDkqPk+xuWKuExHSU8pOC1dvYDuZ/QktHSWM1kKk3Xrr2z8ngiIiJR680kPCKu8IDgWEu8e5Du3fo5LPmtd88Io/smWdmYXxUeU1VXlfORP9/INZedQWvnAO//wr3c91hH1GHJUdjW3kdj3XwW18z+yPBCoISHFLy2zgHKSktYUV89K4/XHI6m1bEWERGZK3r6RojFyItRlptOagLQsRbJe/HuYIpgvh1pOVgsFuOVG1u4/q8uYFXTQr5w62a+cOtm9o6MRx2azIC3J1XdcRhqySsFr7Wzn5VNNZTNUlfi/aNpe4Z46Smz8pAiIiKRSiSHWbKwkvKy6N8rW7Z0ASubanh4azevP/8lUYdTdMzsXcDVU5bWAP8B/BdwHVAF3OHu14b7NwA3AQuBB4D3uPuEma0EbgEaAAcud/chM6sFbgWOA3qBS929KLNXmQkt+Xqk5WBNSxbw91edy3/es53bfuo81bqbay7byMnHLYk6NDmEXXtG2N0/yrpVdVGHkrei/6kl8iK1dg2wepYalgLMryxn6aJKVXiIiMic0ZscoT4PjrNknH1yE1ue283Q8L6oQyk67n6Tu29w9w3A5UAC+BxwM/AG4ETgLDO7KLzkFuBqd18LxIArw/UbgBvcfR3wKPDxcP3TwIPufiJwI/DlWXhakYj3DFK3sJLqqvKoQ5mx0tIS3voq43NXv5ySkhh/fcMvueXup9W7Lk9ta+8D1L/jcJTwkIKWHBxlz+AYa2apYWlGc0MNOzSaVkRE5oie5HBe9O/I2HRSE6lUms3bElGHUuy+Cvw1QTXGdndvdfcJgiTHm81sFVDl7g+F+78RrpcD5wPfmboefn0xQYUHwG3AReH+ohPvHsj74yyHsm5VHV++5gJeeWYLd/z8GT72zw/SuUuvffONtycpLyuZ9d+FComOtEhBa+sMzkbO1kjajObGan7xSJx0Ok0sFpvVxxYREZlNk6k0u/eM0HB69P07Mk5YuZja6gp++1Q3rzijOepwipKZXUiQzPhPM3sb0DXl7i6gGVh+iPWlwECYHJm6ztRrwqMvA0A90DnT2LZs2XL0T2iWpdJp2rsG2Hj8AjZv3hx1OMfsvBOgrqKOHz6c5OrP38NrN9ay4bj5ev2bJzZvTdBUW8aTT/wu6lAitXHjxkPep4SHFLS2riDhsXqWJrRktDTWMDI2ya49o9Qvzp8XgCIiItnW1z/KZCqdVxUepSUxzjqpkV8/2cnEZGrW+njNMX9J0LMDgqrw9JT7YkDqKNYJ1zN7popNuW9G1q9fT0VFxdFcMuu6d+9lfHInZ556PBs3roo6nBdl40a46IIRvnjbY3z/4V3sGqnifW8+lZr586IObU4bn0jR/e0fc/G5a9i4cX3U4eQt/XSQgtba2U/dwgoWVc/uD70WTWoREZE5IpFHI2mn2nRyE3tHJ9j63O6oQyk6ZjYPeAXwg3CpA1g2ZUsTQUXGodYTwCIzKw3Xl3GggmNnuA8zKwNqgKL7n5hpWLqqQI+0HKx+cRV/956XccXFJ/Hw1i7e/0/38sT23qjDmtNaO/sZn0ipYekRKOEhBa2ta4DVEZxZ2z+pRQkPEREpcpmER75VNG44oZ55ZSUaT5sbpwLPuPve8PbDgJnZ8WES4zLgbndvB0bN7Nxw39vD9XHgQeAt4fo7gLvDr+8KbxPe/2C4v6i0hyNpWxqLI+EBQWXVm/7oBD7/gfOpnFfGx7/2a/7th1sZn1BD0yioYenMKOEhBWt8IsWOnsFZ798BUFtTwYKqcjp61LxJRESKW74mPCoryjj1hHoe3tpNOn3w6Ql5kY4jqN4AwN1HgSuAO4GngG0caEh6OfBFM9sGVAPXh+tXAe82s6eA84Brw/WPA+eY2dZwz/ty+kwiEu8ZZOmiShYU0ISWmTq+uZYvXfMKXnPOar5737N85PoH2NGjNwFnm7cnWbqokqW1+fW9Od/kTQ8PM6siGHP1jLvrt0g5op29Q0xMpiOp8IjFYrQ0VKvCQ0REil5vcoTa6goq5+XNy8b9zj65iUef7iHeM8iqptl/A6RYufu3gW8ftPYL4LRp9j4BbJpmvR24YJr1PuD12Yo1X8W7B1lZxH8nK+eVcdWfncaZJzby5Tt+x4e+eD/vev3JvOalq9XQdJZsa09iOs5yRDmp8DCz48LPF5vZx83sBb+RmtlGM9tiZo+Y2dnAdoKs8bNm9tJcxCXFpbWzH5j9CS0ZLY01qvAQEZGil+gbzrvqjoyzTmoE0LEWySuTqTQdPYMFO5L2aGw6uYl//sgrWX/cEm6480k+ffNv2TM4FnVYRS85MEqib1jHWWYg6wkPM/sa8DEzOxG4kaAk7uZptn6FoLTtK8DPgPe5+xrgDcAXsh2XFJ+2zgHKSktYEfbTmG3NDTXsGRpjcHhfJI8vIiIyGxLJ4bxrWJqxZFEVJ7TU8rASHpJHevr2sm8ixcoi6t9xOIsXVvKJd53DlZes53fPJHj/F+5l87aeqMMqah5PAurfMRO5qPDYCLwXeCPwTXd/JzDdLKYqd/8vd/93oN/dvw/g7g8D+flTVfJKa2c/KxtrIhtF19wYJFpU5SEiIsUqnU7TmxzJ2woPCI61PBNPkhwYjToUEeDAhJa5UOGRUVIS4/XnvYTrPvQKaqsr+OSND/Gv//V7xsYnow6tKG1r66OsNMZLmmujDiXv5eI3xRJ3TwGvAu4J16ZLYEyY2SvM7I3AYjM7HcDMTshRXFJkggkt0Z2NzIymVR8PEREpVnuGxtg3kaKxLn/fi9p0chPpNDzytN5RlvyQSXgU04SWmVq9bCFf+OD5vP784/jhg8/xV1+6n7augajDKjoeT7Jm+SIqykuPvHmOy0Vi4Vkzu4vgKMv9ZnYr8MQ0+z4MfAP4EnAJ8F0zuxf4NfCpHMQlRWTP4BjJwTHWRJjwaKibT3lZibpSi4hI0epNjgDk7ZEWCH7Bql9cpT4ekjfi3YPUL65ifmXxTWiZiXnlpVz5hlP41JUvZWDvPj78xfv5/gN/IJXSNKVsmJxMsX3HHh1nmaFctNt+J8FxlgfdfZ+ZPQj8+8Gb3P2XwJrM7bBx6XnAk+6+PQdxSRFp68o0LJ39CS0ZpSUxVtRX05HQkRYRESlOPX35OZJ2qlgsxtknNfHT38YZG5/UO54SuXjPwJzp33E4Z6xr4CsfeSVf+fbj3PT9LWx+uocPve0M6hZWRh1aQWvrGmBs3yTrNKFlRrJe4eHuewkmrlxhZp8Gnnb34Rlcl3D3O5XskJlo7QxK46I80gLQ3FBNh460iIhIkepNBi/h8rnCA4JjLfvGJ3lie2/UocgcN5lK05EYKuqRtEdjUXUFf/POTbzvz05ja2sfV3/+Xh7a0hV1WAVNDUuPTi6mtLwd+A6wGFgI3GpmV2b7cWRua+saoG5hBYuqKyKNo6Wxhp6+YTVkEhGRopRIjrCgqpwFVfldmr/+JUupqijTsRaJXPfuvYzPoQktMxGLxXjNS1fzpQ+/goa6Kj7zb7/lznv0Hvex8vYktdUVed1bKZ/k4kjLNcAmd+8CMLN/AH5KMKJ2PzPrBKabJxoD0u4+o7Somf0TsNTdrzCzDcBNBImWB4D3uPuEma0EbgEaAAcud/chM6sFbiXoN9ILXOru+klZAFo7+1m9PLrjLBktDTWk09DZO8SaPIhHREQkm4KRtPl7nCWjvKyEjesa+O3WblJvSlNSEos6JJmj4t1BFfJcmtAyUy2NNXz+/efzhW9t5t/vfppTjl/K2pWqUjha3t6HrVpMLKbvczORqykt++uU3L0TmO7t74uAvQTTXE6Z8rE+/HxEZvbHwF9MWboFuNrd1xIkTjKVJTcAN7j7OuBR4OPh+qcJeo2cSJCQ+fJMHleiNTGZYkfPIGuWRV8qmBlNq8alIi9kZp8ws63hxz+Ga/9mZtvN7PHw443h+oVm9mR436en/BkbzOxRM3vGzG4ys7JwfaWZPWBm28zs+2Y2XQJdRF6kRN9w3h9nydh0chPJwTGe7dgTdSgyh83lCS0zUV5WwtVv3kBdTQXXfesxRvdNRB1SQRnYu4+dvXt1nOUo5CLhsdvM3pC5YWaXAMmDN7n7E8A/Ale6e/vBH0d6EDOrAz4DfDa8vQqocveHwi3fAN5sZuXA+QTHbPavh19fTFDhAXAbcFG4X/JYR2KIicl0XlR4rKivJhZDjUtFDmJmFwKvBk4HNgAbw+TGmcD57r4h/PiemVUBNwNvAE4EzjKzi8I/6mgT2SKSJel0mkRyhIYCKZs+88RGSkpiOtYikYp3D9JQN5+qilwU0heH6qpyPvTWM9jZO8Q3f/xU1OEUlGfC/h1qWDpzufiX+H7g+2b2z+HtfQRjZ6dzPXDGMT7O14C/AVrC28uBqR1wuoBmYCkw4O4TB60/75rw6MsAUA90zjSILVu2HGP4cqyebA0aqA0nO9i8uSfiaKB2QSlPbotjS/dGHYrkiY0bN0YdQj7oAv7K3fcBmNnTwMrw42YzWwF8j2AM+SZgu7u3hntvIUhYP8ULE9mfMrObCBLZl0xZvx/42Cw8L5E5Y+/IOCNjEwVxpAWgZv48TlpTx8Nbu/nzi06MOhyZo+I9g+rfMQOnra3n9ecdxw8efI5NJzVxujVEHVJB2NbeR0kMjm+pjTqUgpH1hIe7bzUzA9YCpQRTWqbt6BiuP3K0j2Fm7wJ2uPsvzOyKcLkEmDrcOQakplknXM/smSo25b4ZWb9+PRUV0TbOnGue7NxKWekeXn3BJspKc1GkdHRe8ruH2LVnRL/kikzh7lszX5vZCcClBKPHLwCuAvqBHwH/Cxhi+oT1sSSyRSRLEskRAOoL5EgLwNknN/H1H2ylp29YDf1k1k1OpuhIDLFxnX55n4l3XHwSv3smwZfv+B3//JFXUj1/XtQh5T1vS7J62SJVEB2FrP+XMrN1wMuBrwO3A2ea2bvc/d6D9pUCHwb+nOCF6iTQAfwX8LnMu4KH8BZgmZk9DtQRND9NA8um7GkiqNRIAIvMrDRMsCzjQAXHznBfR3guvAbYfazPXWZHW1cw2zwfkh0QnNF8Ynsvk6k0pWqSJvI8ZnYy8GPgo+7uwBun3PcV4B0ERw5nkrCeSSJ7xlShJ3J4T+8IEh67u9vZPF4YYyTnp8YBuPO/H+Hso2ztozcu5MXq3LWXicmUGpbOUEV5Kde8bSMfuf4BvvrdJ/non58ZdUh5bTKVxuNJLjhD7/EcjVykhr4G/CtBf4wVBO/e/T3w0oP2XU8wuvaDBImOGMG7ee8Or7/iUA/g7q/KfB1WeFzg7u80sy1mdq67/wp4O3C3u4+b2YMESZJvEby4vju8/K7w9mfD+x909/FjfuYyK1o7+/Oq7K2loZrxiRQ9fXtZvlR9E0UyzOxc4E7gQ+5+u5mdAqx19zvDLTFgnOBnwHQJ60OtHy6RPWOq0BM5vJ17/wDs5hUvOyPyMfBH43u//QVdg+VKYMisi4dN7Fc2Rt9Yv1Ac31LL215t3PLf2zjn5GWcd/qKqEPKWx2JQUbGJtSw9Cjl4i3ySne/FfgfwLfd/T5gukagF7r7Ze5+v7v/wd2fdfcHCBIVZx/jY18OfNHMthFUfVwfrl8FvDs8D34ecG24/nHgHDPbGu553zE+rsySPYNjJAfHWLM8f36QNDcEWXw1LhU5wMxaCCr2LnP328PlGPAlM1scNoh+N0Efj4eDS+z4sPrvMoKEdTswGiZOYEoiG8gksuH5iWwRyZJEcoSKeaUsXFBYZeZnn9zElj/sYu+I3sOS2RXvHiQWOzDFT2bmz/7oBGzVYm648wl2949EHU7e2tYWNCxVwuPo5KLCo8LMGgkqPF4Xfj1dt6sJM6tz976D1pcAM55P5O7fIGhYl5n8smmaPe0E58YPXu8DXj/Tx5LotXX1A7BmWfQTWjJawh9qHT2DbDqpKeJoRPLGR4BK4LqgrRMA/4+g4u9XBInwO939NthfrXdneM1dHJisdTlwo5ktBB7j+Ynsb5rZtUAceFuOn4/InJNIDtOwuIpYrLCOa246uYk7732WxzzBeRv0brHMnnj3AI1186mcp/4KR6O0tIRr3nYGH7juPq6/43E+eeU5Bfd9ZzZ4ex/VVeWsqFdC7Wjk6khLO0F1x1NmFgf+bpp9XwAeN7PvAzsIzmMvJ0hA/G0O4pIi0NY1AMDqPKrwqJ4/j9qaCnb0qMJDJMPdP0hwZHE6N0yz/xfAadOsH1UiW0SyJ5EcLqiGpRm2qo6FC+bx263dSnjIrAomtOTPa9RCsry+mv/5Jyfz1Tuf5K5ft3HxuWuiDinveDyJrVqsZNBRyvqRFnf/KjDf3d8RLp3u7jdOs+9m4LUE3fXXAMcDu4BL3P2b2Y5LikNr5wB1Cyvy7ixxS0MNOxKDUYchIiKSNYm+ERoLMOFRWhLjrJMaefTpHiYnj7qfscgxmZhM0dk7pIalL8JFL13NGesauPmHW9nZqzcSp9o7Ms6OnkFsVV3UoRScrCc8zKwauN7MfmFmdcBnw7XptAK3uvt73f0v3f0z7v77sKu/yAu0dQ6wOo+Os2Q0N1bTkRginT54cISIiEjhGRmbYHB4H/WLpzuVnP/OPnkZQyPj+qVJZk1n7xATk2klPF6EWCzGBy7dQEV5Cdd9a7MSllM8E0+STsM69e84arloWno90A80AqPAQoKpK89jZq8i6MD/uJk9ZGZTaw7/IwdxSYGbmEwR7xnMq4alGc0N1ewdGWfP4FjUoYiIiLxoieQwAA0FWOEBcM76Jv7uL1+qs+4yaw5MaFHC48VYsqiK977pNJ6J7+Hbv9gedTh5w+NJYjFYu1IJj6OVi4TH6e7+N8C4uw8TNJzbMM2+vwfOB5YC9wD3mFlteJ8OJskL7EwMMTGZYvWy/Et4tISTWnSsRUREikFvMpiUUKgJj1gsxoa1DZSW5uKlrsgLxbsHKYlBsxIeL9p5G1ZwwRnN3P4zZ/uOZNTh5AVvT9LcUMOCqumGn8rh5OKnwORBt0uB6eqRStz99+4+6e5/DfwE+E8z008mmVZrZzihZXn+HWlpCX+4qXGpiIgUg/0VHnWFeaRFZLbFuwdpXLKAivLSqEMpCn/5p6dSV1PBdd96jLHxg3+9nFvS6TTe3qfjLMcoF8mFB8zsc0CVmf0P4LvAvdPsmzSzdVNuf5igsuP/5SguKXBtXQOUlZawoiH/ylOXLKqkqqKUjh5VeIiISOFL9A1TVlrC4prKqEMRKQjxngEdZ8mi6qpyPvTWM+hIDPHNHz8VdTiR6ty1l8HhcTUsPUa5SCx8DBgi6OPxGeBJ4KPT7LsW+KWZvRnA3SeBPwNOAdbnIC4pcK2dwQ+SsjwsT43FYqxoqKEjoQoPEREpfInkCPW1VZSU6JSxyJGMT6To7N2rhqVZdtraev7kvOP44YPP8fgziajDiYy39wFqWHqscjGWdtzd/w54DfBH7v437j46zb6fAMcR9O/IrO0BziXo+yHyPK2d/azOw4alGS0N1erhISIiRSGRHC7YCS0is62zd4jJVJqVTfn7OrVQ/cXFJ9HcUM2Xb/8dQyPjUYcTiW1tSaoqytQf5hjlYiztOjN7BEgAu83sfjNbOd1edx9w990HraXc/fZsxyWFbc/gGMnBsbyc0JLR0ljD7v5Rhkfn5jdjEREpHr3JYRrrCrNhqchsi3cHb3itUoVH1lWUl3LNZWeQHBzja999MupwIuHtSWzlYkpVcXdMcnE24N+Am4D5QDXwHeDrOXgcmUPauoKGpfk4oSWjOZzUomMtIiJSyMYnJukbGKO+QCe0iMy29p4BSmJoDHKOnNCymLe8yrjvsQ4efHxn1OHMqtGxCdq6+jEdZzlmuUh4zHf3r4VHW8bc/StAYw4eR+aQtq4BID8ntGS0NAY/5Dp0rEVERArYgZG0OtIiMhPx7kGWLV3APE1oyZlL//gE1q6s5YbvPMHu/pGow5k12zv2kEqjhMeLkIuExzYze1nmhpmtB1oPd4GZVZnZKWYWMzO9nSAv0No5wOKaChZVV0QdyiE1LVlAaUlMo2lFRKSgHRhJq5dkIjMR7x5U/44cKy0t4ZrLNrJvIsX1dzxOOp2OOqRZsa0taFiqCS3HLhcJj1XA/Wb2qJk9BGwGNpjZk2b2goNXZnYO8Afgx8AKYMfUhIkIQFvnQF5XdwCUlZawvH4BOzSaVkREClhif4WHEh4iRzI+MUnX7r0aSTsLVtRX8z//5GQe8wR3/6Yt6nBmhbcnWb50AQsXzIs6lIJVloM/82NHuf/zwIXAre7eYWZvB74MnJX1yKQgTUymiPcMsmFtfdShHFFzQw3x7oGowxARETlmieQwJTFYsqgy6lBE8l5HYohUKq2RtLPktS9bzW+3dnPzD7ey4YR6lhdx35R0Oo3Hk5xeAL8D5bOsJzzc/f6jvGS+uz9lZpnr7zKzz2Q7LilcOxNDTEym8npCS0ZLYw0Pb+1mfCJFeVkuCqhERERyK9E3TN2iKspK9XNM5EgyE1p0pGV2xGIxPvCWDVz9+Xu57luP8bmrX05pkX6v6ukbZs/gmI6zvEj58Ldj3MwWA2kAy2Q+REKtneGEljw/0gLQ3FBNKpWma5f6eIiISGFKJEc0klZkhuI9g5SUxFhRvyDqUOaMJYuquOpNp+HxJN+5Z3vU4eSMtycBWKeGpS9KPiQ8Pg3cDzSb2W3Ar8M1ESCY0FJWGqO5If9L1lrC0bQ7NJpWREQKVG9ymHpNaBGZkXj3AMuXLqC8TBNaZtN5p6/g/NNXcNtPnWd37Ik6nJzweJJ55aWsXqbqoRcjZwkPM6udyT53/xHwp8AngF8BL3f3O3MVlxSe1s4BWhprCqK0NpOU6VDjUhERKUCTkyl29Y+qYanIDAUTWtS/Iwrv/dNTqa2p4Avf2szY+GTU4WTdtrY+TmipLdojO7Ml6//1LPAUsNXMVpjZ02a2bpp9KzMfwD6CKS0/APaGayIAtHX15/2ElozKijLqF1dpNK2IiBSk3f2jpFJpGlThIXJE+8Yn6d69l5WNegc+CtXz5/HBt5xOR2KIf//xU1GHk1Vj45M8t7Nfx1myIBfpoq8AHwQS7r4zvP2v0+zbCmwBngJagSeB34VfP5yDuKQA9Q+N0TcwVlClXC0NNexIqMJDREQKTyI5DGgkrchMdCSGSKVRhUeETrcGXvfyNfzgwed44pneqMPJmuc6+plMpdWwNAtykfBY4u4/y9xw9xuAF/y26u417r4QuBW43N1r3X0J8Ebg7hzEJQWorTMY8VoIE1oymhuq2dkbjCgTEREpJInkCAANaloqckTx7uB1qhIe0fqLi09iRX01X7r9MYZGxqMOJys83geAqcLjRctFwiNtZpUcmLrSBByui8+Z7n575oa7/wDYkIO4pAC1dgUTWgrlSAtAc2MNY/sm2bVnJOpQREREjkpvWOFRX6sjLSJHEu8ZpLQkxvKl+d9Yv5hVzivjmss01hspAAAgAElEQVTOoG9wjK9978mow8mKbW1JGhZXUbewMupQCl4uEh43AD8BGszs74GHwrVDxmBmF2RumNlrgFQO4pIC1No5wOKaChZVV0Qdyoy1hI1LdaxFREQKTU/fMLU1Fcwr18QJkSOJdw+yvL6a8jI1lYza2pWLeeuFa7lvcwe/fGJn1OG8aN7exzodZ8mKsmz/ge5+s5n9AXgtUA5cOfWIyzQ+AHzbzPYBsfDjkmzHJYWprXOgoKo7AFoaw9G0PUNsXNcYcTQiIiIz15scoVH9O0RmJN49yHHNhfU6tZi9+cK1PPJ0Dzd85wlOWrOkYKsjdu0ZYVf/qI6zZElO0pHufr+7f8zdP3KEZAfu/iCwkqB3xyXAGnffnIu4pLBMTKaI9wwWVMNSgIUL5lEzv5wOVXiIiEiBSSSHqdeEFpEjGt03QXffXlY1qn9HvigrLeGay85gbDzF9Xf8jnS6MPvpeXsSUP+ObMlahYeZpQj7dkzH3Q9ZG+nu48Bj2YpFisPOxBATk6mCalgKEIvFaG6ooSOh0bQiIlI4Uqk0vXtGOGf9sqhDEcl7HYkh0mlY2VRYr1OLXXNDDe983Ul87Xu/579/08ZFL1sTdUhHbVt7H+VlJRy3ojbqUIpCNis86oFGghG0fwMsBRYDHwa+lMXHkTmitSvofL26wI60QHCsZUePKjxERKRw7BkaY3wiRYMqPESOKN4dvM7ThJb889qXrWHD2nq+/sOtdPYW3huQ3p7kJSsWqTdMlmStwsPddwOY2Znu/t4pd11vZo9m63Fk7mjr7KesNEZzQ+F1vm5prOanD++jf2isoBquimSTmX0CuDS8+WN3/99mdiFwHVAF3OHu14Z7NwA3EYwxfwB4j7tPmNlK4BagAXCCMeZDZlZLMNb8OKAXuNTdu2fx6YkUnUQ4oUUjaUWOLN49QFlpjGVLF0QdihykpCTGh956Ou/7/L1cd9tjfO59L6e0tDCSB+MTKZ7t2MNrC7AyJV/l4v/8AjOzzA0zOwU47G98ZnZc+PliM/u4mRXeW/qSda1dA7Q01lBWIN+gpmpuCLL9OtYic1WY2Hg1cDrBqPGNZvY24GbgDcCJwFlmdlF4yS3A1e6+lqB59ZXh+g3ADe6+DngU+Hi4/mngQXc/EbgR+HLun5VIcevtC8apN6hpqcgRxXsGWVFfXZCvU+eCJYuquOpNp+LtSb5z7/aow5mx1s5+xidS6t+RRbn4F3ot8JCZ3W9mDwD3AR851GYz+xrwMTPLvGg9juAFscxxbZ39BTehJSNTlaLGpTKHdQF/5e77wj5NTwNrge3u3uruEwRJjjeb2Sqgyt0fCq/9RrheDpwPfGfqevj1xQQVHgC3AReF+0XkGPWEFR5qWipyZPHuQfXvyHPnn97M+RtWcNtPnGc79kQdzoxkGpZqJG32ZD3h4e7fBYzg3bYvAebuPznMJRuB9xJMafmmu78TWJXtuKSw9A+N0TcwVnATWjIaFs9nXnkpO3pU4SFzk7tvzSQwzOwEgqMtKYJESEYX0AwsP8T6UmAgTI5MXWfqNeH9AwS9pETkGCWSw9TML2d+pXKHIoczOjZBT9+w+ncUgPe86VQWVVdw3bc2MzY+GXU4R+TtSeoWVrK0tjBH6uajrPXwmMrdE8B3Z7i9xN1TZvYq4LPhmmop57i2zqBhaaFNaMkoKYnRXF/NDlV4yBxnZicDPwY+CkwQVHlkxAiSICU8f8rXodYJ1zN7popNuW9GtmzZcjTbRYres227WFABmzdvjjqUSGzcuDHqEKRAZF7frdRI2rxXM38eH3zr6XziX3/Dv9/1FFe+4ZSoQzqsbe192KrFxGIHv8yRY5WThMdRetbM7iI4ynK/md0KPBFxTBKx/RNalhXmkRaA5sZqtrX1RR2GSGTM7FzgTuBD7n67mb0CmDrvsgnoBDoOsZ4AFplZqbtPhns6wz07w30dZlYG1AC7jya+9evXU1GhpsIiGTffcw+rV9TqF3+RI9CElsJyhjVw8blr+MEDz7HppCZOOyE/C0KTg6P09A2rYWmW5UOXnXcC3wLOd/d9wIPA/4o2JIlaa2c/i2sqqK0p3F9GmhtqSCRHGN03ceTNIkXGzFqA/wIuc/fbw+WHg7vseDMrBS4D7nb3dmA0TJAAvD1cHyf4mfCWcP0dwN3h13eFtwnvfzDcLyLHIJ1Ok+gbVsNSkRmIdw9SVlrCsiWa0FIornjdSayoX8CXbv8dQyP5+XLhmbB/hxqWZldOEh5mVhN+Pt3M3n64RnLuvhfYDlxhZp8Gnnb34VzEJYWjrWugYPt3ZLQ0Bo1Ld2pSi8xNHwEqgevM7HEzexy4Ivy4E3gK2MaBhqSXA180s21ANXB9uH4V8G4zewo4j6AxNgTTWs4xs63hnvfl+gmJFLPB4XFG901qJK3IDMR7BmluqC6YUacClfPKuOayjfQNjPKv33sy6nCmta09SWlJjONbaqMOpahk/UiLmf0tcLyZ/R/gv4GtwCuAdx1i/9sJenfcSZCAudXMPuXuN2Y7NikME5Mp4t2DvP6846IO5UVpCUfT7kgM8ZJmfeOSucXdPwh88BB3nzbN/ieATdOstwMXTLPeB7z+xUUpIhmJcEJLgya0iBxRvHuAdas1RaPQrF25mEv/eC23/8w5e/0yzj11edQhPY+3J1mzYhEV5aVRh1JUctHD47UEYwT/ErjN3T9kZo8cZv81wCZ37wIws38AfkowolbmoJ29Q0xMplhdoA1LM5bXL6AkBh09alwqIiL5rXf/SFpVeAiY2Z8AnwAWAD919w+a2YXAdUAVcIe7Xxvu3QDcBCwEHgDe4+4TZraSYPx4A+DA5e4+ZGa1BGPFjwN6gUvdvXt2n+GxGxmbIJEc4dXnqH9HIXrLq9by6LYe/uU/n+DE1XXULcyPaSiTkym270hy4Vkrow6l6OSkDis8knIhcE+4dLhGDCWZZEd4bSeQ/zODJGda909oKdyGpQDlZaU0LVmgSS0iIpL3evpGANTDQzCz44D/B1wCnAqcYWYXATcDbwBOBM4K1yBIalzt7msJJmZdGa7fANzg7uuARwmOIgJ8mqDv0okEb3B+OffPKnt29GQmtBT2G3NzVVlpCde87QzG9k3wlW8/Tjp98DC4aLR3DzK6b1L9O3IgFwmP3WZ2A3Am8POwYqPzCPvfkLlhZpcAyRzEJQWirbOfstIYK+qrow7lRWtuqKFDPTxERCTP9SaHqaoopWb+IduuydzxRoIKjo6wGfRbgGFgu7u3uvsEQZLjzWa2Cqhy94fCa78RrpcTVHx/Z+p6+PXFBBUeALcBFx2u31++iXcHb8yt0oSWgtXSWMMVrzuZR5/u4fo7Hufnv21nW3tfpM1MvT2Y7GirdFQq23JxpOUdBJndi9192MzSwF8cZv/7ge+b2T+Ht/cRfKOVOaq1a4CWxhrKywq/EVRLYzWPeQ+Tkyk1thIRkbyVSA5Tv3g+sVgs6lAkescD+8zsB8BK4EcEPfm6puzpApqB5YdYXwoMhMmRqetMvSY8+jIA1HP4N0ifZ8uWLUf5lLLnt0/soawUdrZtoyuufy+Fqqkqzamr53Pv5jg/fyS+f726soSlC8tZuqiMpQvLqA+/XlhVmtPvj796rI/5FSXsbHuaznb9vTpahxunnvWEh7v3mNk3gFPDsYNfdfeew+zfamYGrAVKgW1TvjnKHNTWOcBpJyyNOoysaG6oYWIyTXffcFFUrIiISHFKJEd0nEUyygiqMy4AhoAfACPA1Nr/GJAiqBafyTrhembPVLEp983I+vXrqag43In53PnBY79hZWMpZ511ZiSPL9lz1plB74ye5DAdPUN0JAbZEX5+umOIvSN79++tqihlRUMNzQ3VtGQ+N9bQtGRBVt6kvfFnv2D9Sxo480z9vcq2XExpuRj4KkEfjpcBT5nZ5e7+/YP2/W93/0cz+woHfUM0M9z9A9mOTfJf/9AYfQOjBd+/IyMzmnZHz6ASHiIikrcSfcM6Oy4Z3cDP3b0XwMy+R3AcZWqPvSaCiowOYNk06wlgkZmVuvtkuCdTwbEz3NdhZmVADbA7d08nu+Ldg6w/bknUYUiWlJaWsHxpNcuXVrPp5Kb96+l0mj2DY3QkhtiRGAw+9wyy5Q+7uW9zx4HrS2I0LVmwPwEy9fP8ypmd1Boc3sfO3iH+6MyWrD8/yc2Rlv8POBu4y927zOzlwDeB7x+0rz/8vCsHMUiBagsblq5eVhyNoJrD0bTq4yEiIvlqeHScoZFxGlXhIYEfAd8Mp6kMAhcR9OL4P2Z2PNAKXAbc7O7tZjZqZue6+6+AtwN3u/u4mT1I0P/jWwRH3u8O//y7wtufDe9/MOwVkveGR8fZtWeElerfUfRisRiLF1ayeGElpxz//MrzkbEJdh6UCOlIDLF5Ww8Tkwfex69bWPn8REhDDc2N1dQtrHze8RhvD9pXrlutpHMu5CLhURomOgBw98fDPh7P4+5fC7/8LME4qlvNrAl4K3B9DuKSAtDaVRwTWjIWVJVTt7Bif0dvERGRfNOb1IQWOcDdHzazfwR+CZQDPyOo3t4G3AlUEiQtMg1JLwduNLOFwGMceB1/FUHi5FogDrwtXP848A0z2wrsCa8vCPH9E1qU8JjLqirKOL6lluNbap+3PjGZonv33uclQToSg9zz6A5Gxiaed/3UREhr5wAlMTi+ufbgh5IsyEXCYzicu50GMLPzgNHD7P8XglK2WwnO751HMJdbR1rmoNbOfmprKqitieZcZi4Ek1qU8BARkfyUSA4DUF9XFXEkki/c/WaCMbRT/QI4bZq9TwCbpllvJ+gDcvB6H/D6rAQ6y+LdYcKjqTgqkSW7ykpLaG6oobmhhnPWHzjplU6n6RsYDRIgPYPsCBMhjz/Tyz2P7gDg+OZFMz4CI0cnFwmPjwE/BZaZ2W+AE4A3HWb/y9x9PYC7J8zszcATOYhLCkBb1wBriuQ4S0ZLYw33PLqDdDqt7vciIpJ3En1BwkMVHiKHF+8eZF55KY11+rciMxeLxViyqIoli6o47YT65903PDpOR2KIJYsqI4qu+GV9Tqa7/wY4h+BoymeAde5+/2EuKTezeVNu5yIJIwVgYjJFvHuQ1UVynCWjpaGakbEJ+gYOV+gkIiISjURyhPKyEmqri6e6UiQX4t0DtDRWU1KiN7AkO+ZXlrN25WKWLFKFXa7kKrlwGsH5vhhwfjh15buH2Ptj4Cdm9h8Ex2AuC9eOyMz+Fviz8Lqvu/t1ZnYhcB1QBdzh7teGezcANwELgQeA94Szv1cCtwANgAOXu7s6TEZgZ+8QE5Mp1iwvrgqP/Y1Le4b0zUxERPJOIjlMfW2VfokTOYJ4zyCnHtTAUkTyW9YrPMzsRoJ+HB8E3h9+XH2YSz4KfA94A/A64LvAX8/gcV4B/BFwKnAm8H4zO43gvOEbgBOBs8zsovCSW4Cr3X0tQSLmynD9BuAGd18HPErQSEki0FpkE1oymjOjadXHQ0RE8lBvckTHWUSOYGhknN39o+rfIVJgclHh8cfAie4+o9/u3H0yTJLcC2wFKt09NYPr7jezV4ZVGisInkstsN3dWwHM7BbgzWb2FFDl7g+Fl38D+JSZ3QScD1wyZf1+gj4kMsvaOvspK43tr4goFnULK5lfWaZJLSIikpd6ksOcdWJj1GGI5LUd+xuWFtfrVJFil/UKD2DHTJMdAGZ2DvAHgmMsy4EdZvaymVwbzvj+FPAUQefo5UDXlC1dQPNh1pcCA+4+cdC6RKC1a4DmhhrKy3Lx1zI6sViMloYaOhI6KSUiIvll3/gkewbH1IRR5AjiPUElskbSihSWXFR4/MrMbgd+CIxkFg/Tw+PzwIXAre7eYWZvB74MnDWTB3P3T5jZ58LHW0s4DjcUIxh1WzLDdcL1GduyZcvRbJfD2N6+izWNlWzevDnqULKusnSMP+wcLcrnJi+0cePGqEMQEZmR3j3BS7V6HWkROax49yAV80p1/EukwOQi4fHS8PO7pqylCXpzTGe+uz9lZgC4+11m9pkjPYiZrSM4/vK4uw+b2XcJGphOTtnWBHQCHcCyadYTwCIzK3X3yXBP55Eee6r169dTUaGu5i9W/9AYgyMdnHnKGjZuPD7qcLKutX87T7Q+xbqTTmVBlWZsi4hIfjgwklZNtUUOJ949SEtjjZr7ihSYXIylfaW7vxJ4FfDq8PYfHeaScTNbTFhpYZnMx5EdB9xoZhXhWNs3AF8L/4jjzayUYOLL3e7eDoya2bnhtW8P18eBB4G3hOvvAO6e+bOVbGnrKs6GpRktDWpcKiIi+SeRDBMeOtIicljxngEdZxEpQLmY0tJgZncDewmSDPeY2fLDXPIZgkahzWZ2G/Br4NNHehx3v4ug78fvgM3Ar939duAK4E6Cvh7bgO+El1wOfNHMtgHVwPXh+lXAu8PGpucB1x7F05UsyUxoWbN8UcSR5EZLY2Y0rRIeIiKSPxLJEUpKYixZWBl1KCJ5a2h4H30DY6xSw1KRgpOLIy3/DDwEvA0oBT4AfJWgAmM6/w08TVARUgr8rbs/PZMHcvdPAp88aO0XwGnT7H0C2DTNejtwwUweT3Knrauf2poKamuK83hQY918ykpL2NGjxqUiIpI/Eslhli6qpLS0uBqGi2RT+/4JLcVZiSxSzHKR8Fjr7pdOuf0JM9t6mP2PuPsG4NkcxCIForVzgDVFepwFoLS0hOX1CzSpRURE8kpvckQNS0WOIB5W6OpIi0jhyUU6v9zM9tdFmtl8XjgJZaq9ZqZRsHPY5GSKePcgq4v0OEtGS0ONeniIiEhe6ekb1khakSOIdw9QVVFKvZr7ihScXFR43A783Mz+jSDR8T850EdjOguAVjPbAex/+9vdT81BbJKHOnqHmJhMsWZ58VZ4ADQ3VvOb33eyb3ySeeWlUYcjIiJz3MRkir7+Ef0SJ3IEmQktsZgmtIgUmqwnPNz978ysA3gNQU+ObwBfP8wlH8x2DFJY2jqLe0JLRktDDak0dO7aW/TPVURE8t/u/lFSaWjQkRaRw4r3DHLmusaowxCRY5C1hIeZ1U25+f3wI2Mx0Dfdde5+v5mdDLwamCQYF7s9W3FJ/mvt7KesNEZzQ3Gfi2zOjKbtGVTCQ0REIpfoC0fSqsJD5JAG9u5jz+AYKzWhRaQgZbOHxy6gN/yc+bp3ytfTMrP3APcCpxNMUfmlmV16qP1SfNq6BmhuqKG8rLg7xK9oqCYWQ41LRUQkLySSYcJDPTxEDineHVQiK+EhUpiyVuHh7sf62+o1wOnuvhPAzFYCdwHfzlZskt9aOwc47YSlUYeRc5XzyqhfPJ+OHjUuFRGR6CWSIwDU16rCQ+RQDkxoUXWuSCHK5pGWaw53v7tfd4i7+jPJjnBf3MxGsxWX5Lf+oTH6BkZZvay4J7RktDRUa1KLzClmthD4NfA6d28LG1q/HNgbbvmUu3/PzC4ErgOqgDvc/drw+g3ATcBC4AHgPe4+ESbHbwEaAAcud3eVT4kchd7kMHULKygvUyNtkUOJdw8yv7KMpbWVR94sInknm01LTznG635mZl8F/gWYAN4BbDezMwDc/bEsxSd5qK0rKBMs9gktGS2NNfz+2V1MptKUlqjTtxQ3MzsbuBFYO2X5TOB8d++asq8KuBl4BbAD+LGZXeTudxMkNd7l7g+Z2deBK4GvAjcAN7j77Wb2ceDjwMdm43mJFIuevmHq1bBU5LA0oUWksGXzSMs7j/HSt4WfX3PQ+p0EY22PO+agJO9lEh6r50jCo7mhmn0TKXqTwzQtWRB1OCK5diXwPuA/AMxsPrASuNnMVgDfAz5F0L9pu7u3hvtuAd5sZk8BVe7+UPjnfQP4lJndBJwPXDJl/X6U8BA5Kr3JEU5oqY06DJG8Fu8ZYNNJTVGHISLHKJtHWr7t7pea2e8JEhXP4+6nTnedu6/JVgxSeFo7+6mtqWBxzdwoE8xMoulIDCnhIUXP3d8FYGaZpSbgHuAqoB/4EfC/gCGga8qlXUAzsPwQ60uBAXefOGhdRGYolUrTu2eEl526LOpQRPJW/9AY/UP7WNk0N96YEylG2TzS8rnw89VZ/DOlyLV1DcypEa0tjUHCY0fPIGeeqHnuMre4+3PAGzO3zewrBMcYv8PzE+UxIEUwSWwm64TrR2XLli1He4lI0RgYnmRiMsXo0C42b94cdTh5YePGjVGHIHkm3h02LNWEFpGClc0jLZvDz/ebWRNQl60/W4rT5GSKePcgr3v53Dm1tHDBPBZVz2OHJrXIHGRmpwBr3f3OcCkGjAMdwNS3mZuAzsOsJ4BFZlbq7pPhns6jjWf9+vVUVFQc9fMQKQZPt/YBXZx52jo2KgEvMq3MSNpVSniIFKxjHSV7SGZ2HdBOcJ4683Ffth9HCt/O3iHGJ1JzqsIDgmMtHQkNk5A5KQZ8ycwWm1k58G6CPh4PA2Zmx5tZKXAZcLe7twOjZnZueP3bw/Vx4EHgLeH6O4C7Z/OJiBS6RHIYgIbFGkkrcijtPYMsqCyjbuHcOHotUoyyeaQl40+B5e6+e6YXmFkdsIDgxXApcLy7/ywHsUkeae2cWxNaMpobqvnVE52k02l1/JY5xd2fNLO/B34FlAN3uvttAGZ2BUGz6krgLoJjLgCXAzeG420fA64P168Cvmlm1wJxDjTAFpEZOJDw0JQWkUOJdw+ysmmhXq+JFLBcJDyeAfbMdLOZ/S3wf8ObE8A84CmOfcytFIi2rgHKSmP7G3nOFS2NNQyNjNM/tI/aGpXTS/Fz99VTvr6BYKTswXt+AZw2zfoTBFNcDl5vBy7IZpwic0lvcoSa+fOorMjFS0GRwpdOp4l3D6qxr0iBy8VPueuB+83sXoKz2QC4+98eYv87CMYUXgd8FHglcHEO4pI809rZT3NDDeVlWT9ZlddawgTPjsSgEh4iIhKJnuQwjXU6ziJyKHuGxhgc3sfKxrn1xpxIscnFb5r/BxgAaoH6KR+HknD3LuBp4DR3/w9U3TEntHUNsHqOHWcBaG6sBqBDjUtFRCQivclh6nWcReSQNKFFpDjkosJjgbu//Cj2j5vZSwAHzjOznxCc4ZYiNrB3H7v7R1mzbFHUocy6pYuqqJhXqsalIiISiXQ6TSI5whmm6Swih3Ig4TH33pwTKSa5qPBwMzv1KPb/PfCvwI8IGp7uAO7JQVySR1o7+wHmZIVHSUmM5oZqjaYVEZFIDOzdx9i+SU1oETmMeM8g1VXlLNbxY5GClosKj5XAo2bWCoxlFt192iSIu/+IINmBmW0ATgCezEFckmPpdJqx8UlGxiYYGZ1gOPN5dJyRsSm3xyZ4pj0JzL0JLRktDTVseW7Gg4xERESyZv+EljodaRE5lHj3ACubajShRaTA5SLh8X+PvGV67j4MPJHFWPLGvvFJOnftJRaDkliM0pIYJSUxSmLh5xd8HVQClE5Zz9U33PGJSYZHJ4KkxP7P4y9cGxt/XiJj/74piYxUKn3Ex4vFYH5FGaevrWdxzdw8vdTcWM19j3UwMjZBlTrki4jILEokRwCNpBU5lMyElpdvWBF1KCLyImX9Ny13vz/bf2Yx+JfvPME9j+540X/O1MRIaQmHSZgc/Jn996VSaYZHDyQyJiZTM3rsqopSqirKmV9ZRlVFGfMry1hUvYD5leXMryijav96+f77M5/3r1WUUTGvdM5nyzOjeDsSg5zQsjjiaEREZC7pzVR46EiLyLSSg2MMjYxrQotIEdBby7PkiotPYtNJTaTSaVKp9IHPB309mU6TSvH89Wn2Tr5gPbgmnZ7uvszXkEqnKYnFgmREZdn+RMX8ivIpyYkXJi4q55VRUjK3kxTZ1NIQTmpJDCnhISIisyqRHKGqoowFVeVRhyKSl+LdA4AmtIgUAyU8ZsnihZWce9ryqMOQPLFsaTUlJTE1LhURkVmX6BumsW7+nK+2FDkUjaQVKR65mNIiIkdQXlbCsiULNJpWRERmXSI5TL2Os4gcUrxnkJr586it1oQWkUKnhIdIRFoaNZpWRERmXyI5ooalIocR7x7UhBaRIqGEh0hEmhtq6Nq1d8ZNY0VERF6svSPj7B0ZV8NSkUMIJrQM6DiLSJFQwkMkIi2N1Uym0nTt2ht1KCIiMkckMhNa6lThITKdvoFR9o5OsEoTWkSKghIeIhGZOppWRERkNvQmRwB0pEXkENr3NyxdGHEkIpINSniIRKQ5HE27o0eNS0VEZHZkKjzUtFRkeprQIlJclPAQicj8ynKWLKpkhyo8RERklvT0DTOvrETTJ0QOId49wKLqeSzSvxGRoqCEh0iEWhpqNJpWRERmTW9yhPrF8zV9QuQQ4j2DrGzUcRaRYqGEh0iEmhur2ZkYJJ1ORx2KiIjMAYnksCa0iBxCOp1mR8+gjrOIFBElPEQi1NJYw8jYJLv2jEYdioiIzAG9yRFNaBE5hF17RhkenVDCQ6SIKOEhEqGWcFKL+niIiEiuje6bYM/QmBqWihxCvGcAgJUaSStSNJTwEIlQZlKLRtOKiEiuZUbSNmokrci04hpJK1J0lPAQiVBtTQULqsrp0GhaERHJsUzCo14JD5FpxbsHqa2pYOGCeVGHIiJZooSHSIRisRgtDdU60iIiIjmXSA4D0KCEh8i04j0DOs4iUmSU8BCJWEtjjSo8REQk5xLJYUpLYtQtqow6FJG8owktIsVJCQ+RiDU3VLNnaIzB4X1RhyIiIkUs0TfC0toqSktiUYciknd6kyOMjE2qf4dIkVHCQyRizWHppKo8REQklxLJYR1nETmEeE/YsFRHWkSKSlnUAYjMdVNH0564pi7iaEREpFj1Joc59YT6qMOQAmBm9wINwHi49JfAS4BrgXLgS+7+L+HeC4HrgCrgDne/NlzfANwELAQeAN7j7hNmthK4JfzzHbjc3SN/1yfeHYykXaUjLSJFRW2PguQAACAASURBVBUeIhFrqJtPeVkJO/5/9u48vqr6zv/462YhCQTCkoQ97HzYQcF9wVattVp3a6u12o5bW0c7Y5eZVrtNt/nN1LZ2XFqXWqvWzri2Lq37Lm4oCMhHQEgIZAMCSUgCWe7vj3MuXkICCSbcm5v38/Hg4b3f8z0nnxPw3HM/5/P9fis0camIiPSMpuZWNtc0MnyoKjxk78wsAkwF5rr7PHefB5QCPwWOBuYBl5nZDDPLAe4ATgemA4eY2cnhoe4GrnT3qUAEuDRsvwm4yd2nAW8B1x2gU9ur4vJahg7KIre/VmgRSSWq8BBJsPS0CKMLcimtTPjDDZFuZ2aDgFeBU919XXc9CTSzwcA9wESgCvicu5cf4NMT6TU2b2sgGoXCITmJDkWSn4X/fdLMhgG3ArXAs+6+BcDM7gfOAV4AVrn72rD9buBcM1sB5Lj7ovBYdwI/MrPbgGOBM+LaXwC+09MntS8lFbUUDdf8HSKpRhUeIklgTGGuKjwk5ZjZYcDLBE8K6eYngT8BXnL36QQ347/p+TMS6b1iS9IWaA4P2bchwDPAmcDxwBVAEVAW16cMGAOM6mJ7PlDj7s1t2hOqtVUrtIikKlV4iCSBscMH8srSjXxQUr1r9vxI5KNZ9CMdTKi/W589Xuz2cre+7R03tj27XzrD8vQEULrFpcDXgT+F7w+l+54EnhJuA/gzcKOZZbp7bLy5iMSp3NIAoElLZZ/c/TXgtdh7M7udoDLvJ3HdIkArwcPT6MdoJ2zvkmXLlnV1l72qrmtmx84Woju28Pbbb3frsUWk582fP7/DbUp4iCSB8SMHEY3CNb95MdGhEInAty5YwDEHjU50KNLLufslAGax6uhufRK4a59w6EsNUABs7Gx83X3DLJLM3l2+DYCSD99nY7GWpW3P3m6Y+xIzOxrIcvdnwqYIsA4YGddtBMH1trSL7ZVAnpmlu3tL2KfT1+2YWbNmkZWV1dXdOvTGinKgnGMOna0J5EVSjBIeIkngsJkj+NFlR9DU1ALs/ugjuutNtJ22No9JdmuP7tG3ve1t+zz8wmp+/8h7HDytkAE5mV05DZF96c4ngW2/sUXo4lPC7r5hFklmL61azLC8Jg47dEGiQ5HkNxj4sZkdSbAiy0XAF4G7zawA2A6cDVwGLAXMzCYDa4HzgTvcvdjMGs3sKHd/BbgQeMLdm8zsJeA84F7gS8ATB/j89lBSHgwrHqshLSIpp9cmPMzsB8DnwrePufu3U2VZLOl70tPTONgKEx0GAKMLcvnX37zAPf9YyWVnzE50OJJauvNJ4IawX6mZZQADgc09G75I71VV3aDhLNIp7v5oOAfTO0A6cKO7v2Jm3wOeA/oBt7n7GwBmdjHwAJANPA7cHx7qAuDWcPLqxcANYfvXgD+a2bVACfCFA3Jie1FSXsOwvGxy9aBHJOX0yoRHmNj4FHAQwdO/v5vZF4D/BBYC64HHzOxkd3+CIKlxibsvCschXgrczEeT4d1nZtcRTIaX8FmiRRJp8tjBnHzEeB57+UNOOKSIiaPzEh2SpI7X6b4ngY+H738Wbn9J83eIdKyyup6pRUMSHYb0Eu4euy+Ob7uX4Frctu8zwNx22pcQzN3Utr0YOK67Yu0OwQotqu4QSUW9dZWWMuAad98Z3uC+T7AKwCp3XxuO945NhjeOPSfDO9fMMgkmvLs/vv0AnoNI0rrw5OkMHNCPmx9YQmtr2xEFIvvH3RuBiwmeBK4AVrL7k8BfmdlKIJfdnwReFk5segxwbdh+HXC4mS0P+3z9QJyDSG/U0hqlqrqB4UNV4SHSVrBCSx1FI7QkrUgq6pUVHu6+PPbazKYQDG35LSmwLJZIMsjt348vnzqTX9/3Ds+8WcKJh41LdEjSi7n7+LjX3fIk0N23AKd1Z5wiqaq6ppGW1qiWpBVpR8WWenY2tWhJWpEU1SsTHjFmNhN4DPgW0ExQ5RHTK5fFEkkWeZEoRQX9uO2RpWS3VNI/q7cWhB14mulfRJJJZXU9AIVDtOS4SFsl5TUASniIpKhem/Aws6MIyqK/Ec7BsZAUWBZLJJnkj67h6uufZ+nGfnz9nD0eyouISC9QWd0AoElLRdpRUhGs0KI5PERSU698ZGtmY4GHgfPd/b6weddkeGaWTjAZ3hNhOXRjmCCBuMnwgNhkeJAky2KJJJPxIwfx2aMn8o9F6/igpDrR4YiIyH6o3BJUeBSowkNkDyXlteQPzqF/tlZoEUlFvTLhAXyTYOmr683sXTN7l2AivIvpnsnwRCR0/knGkIFZ3PzAElo0gamISK9TWV1PXm4/svv12sJekR5TUl6r4SwiKaxXfvK5+9XA1R1s7tXLYokkm/7ZmXzls7P473ve5slF6zj5yAmJDklERLqgqrpBE5aKtKOlNUppZS1zpuQnOhQR6SG9tcJDRA6gYw8azZzJ+dz1+Ptsq9uR6HBERKQLKrbUa8JSkXZUbN7OzuZWxqnCQyRlKeEhIvsUiUS44qw5NO5s5s5HVyQ6HBER6aRoNErV1gZNWCrSjuLycMLSEYMSHImI9BQlPESkU8YOH8jpx07i6TdLWLF2c6LDERGRTthWt5OdTS1KeIi0o6QiWJJ2rFZoEUlZSniISKd9/kQjf3AONz+wlJaW1kSHIyIi+1BZHazQoiEtInsqKa+lcEgOOVm9clpDEekEJTxEpNOyszK49PRZrCur4bFX1iY6HBER2YddCY+hqvAQaStYoUXDWURSmRIeItIlR8weycHTCrn77yvZUtOY6HBERGQvKrc0AGhIi0gbLS2tlFbWUaThLCIpTQkPEemSSCTC5WfOprmllTv+ujzR4YiIyF5UVdczIDuDATmZiQ5FJKmUbd5Oc0srRVqhRSSlKeEhIl02Kj+Xsz8xhRfeKWXp6qpEhyMiIh2orG6gQNUdInso2bVCixIeIqlMCQ8R2S/nHD+F4UP7c8uDS2lq1gSmIiLJqLK6nuGav0NkDyUVQcJjbKESHiKpTAkPEdkvWZnpXH7mbNZX1PHXF9ckOhwREWlHZXU9BVqhRWQPJeW1DB/an2yt0CKS0pTwEJH9dsiMERw2cwR/fsqpqm5IdDgiIhKnrqGJ+sZmTVgq0o6S8hoNZxHpA5TwEJGP5dIzZhONwm1/fS/RoYiISJyq2JK0SniI7Ka5pZUNVVqhRaQvUMJDRD6W4UP787kTpvDq0jIWr6xMdDgiIhKq2BImPIZqSItIvLJN22luiVI0YlCiQxGRHqaEh4h8bGcdN5nRBQO45aGl7GxqSXQ4IiJCMH8HqMJDpC2t0CLSdyjhISIfW2ZGOpefOYeyTdt56PnViQ5HRESAquoG+mWmM2hAv0SHIpJUSspriERgTGFuokMRkR6mhIeIdIuDrJCj5o7if5/+gPLN2xMdjohIn1dZXU/hkBwikUiiQxFJKsUVtYwYOoDsflqhRSTVKeEhIt3mktNmkZYW4daHlyU6FBGRPq9ySz2FQzWcRaStkvJaDWcR6SOU8BCRbpM/OIcvfGoab6wo543l5YkOR0SkT6usbtD8HSJtNDW3srGqTgkPkT5CCQ8R6VanHTuRohED+d3D79G4sznR4YiI9EmNO5qp2b6TwiFaoUUk3sZNdbS0RrUkrUgfoYSHiHSrjPQ0rjhrDpVb6rn/mVWJDkdEpE+q2toAQIEqPER289EKLVqSVqQvUMJDRLrd7En5HDd/DA88t5qNVXWJDkdEpM+p2BIsSTtcCQ+R3ZSU15KmFVpE+gwlPESkR3zl1Jn0y0zjlgeXEo1GEx2OiEifUlUdJDwKh2pIi0i8kooaRgwbQL/M9ESHIiIHgNZiEpEeMWRQNl/89HR+//B7vLq0jKPmjkp0SJIkzOw5oBBoCpsuByYB1wKZwK/d/caw7wnA9UAO8Bd3vzZsnwfcBgwCXgSucHdNGiMSqqxuICM9wpCB2YkORSSpaIUWkb5FFR4i0mM+c+R4Jo7K49ZH3qNhh76LCphZBJgKzHX3ee4+DygFfgocDcwDLjOzGWaWA9wBnA5MBw4xs5PDQ90NXOnuU4EIcOkBPhWRpFZZXU/B4P6kpUUSHYpI0mhqbmHjpu2av0OkD1HCQ0R6THp6Gl89ew6btzVy35Oe6HAkOVj43yfNbImZXQmcADzr7lvcfTtwP3AOcCiwyt3XhtUbdwPnmtk4IMfdF4XHuhM494CehUiSq9xST4FWaBHZzYaq7bRqhRaRPkUJDxHpUdPGD+XEQ4t45MU1FJfXJDocSbwhwDPAmcDxwBVAEVAW16cMGAOM6mK7iIQqqxso1ISlIrspCe9DNKRFpO/QHB4i0uMuOmUGr71Xxi0PLuVnXz2KSEQl1n2Vu78GvBZ7b2a3E8zR8ZO4bhGglSApH+1Ce5csW7asq7uI9ArNLVG21DTS3LiVt99+O9Hh9Brz589PdAjSw0rKa0lLi2iFFpE+RAkPEelxeblZfOmUGdx0/xJeWFzKcfPHJjokSRAzOxrIcvdnwqYIsA4YGddtBLCRYG6PrrR3yaxZs8jKyurqbiJJb+OmOmAD82ZOYv78okSHI5I0SipqGTlsAJkZWqFFpK/QkBYROSA+ddg4powdzO1/W872hqZ97yCpajDwX2aWbWYDgYuALwLHm1mBmfUHzgb+DrwOmJlNNrN04HzgCXcvBhrN7KjwmBcCTxzwMxFJUlVbGgA0pEWkjZLyGg1nEeljlPAQkQMiPS3CV8+ew7a6Hdz7j5WJDkcSxN0fBR4D3gHeBu5w91eA7wHPAe8C97r7G+7eCFwMPACsAFYSTGgKcAHwKzNbCeQCNxzI8xBJZpXV9QCatFQkzs6mFso2bVfCQ6SP0ZAWETlgpowdwqePGM+jL3/ICYcWMWFUXqJDkgRw9+uA69q03Qvc207fZ4C57bQvIVjFRUTaqKxuIC0C+YOV8BCJ2VBVR2sUxg3XkrQifYkqPETkgPrSydMZOKAfNz+wlNbW6L53EBGRLqmsrmdoXg4Z6brNE4kpLq8FtEKLSF+jT0IROaBy+/fj4lNm8v66LTz7VkmiwxERSTmV1fUUajiLyG5KymtIT4swqkArtIj0JUp4iMgB98kFY5k+fih/eHQFtfU7Ex2OiEhKqaxu0ISlIm2UlNcyqmAAmRn6+iPSl+j/eBE54NLCCUzrGpr40+PvJzocEZGU0dLSyuatDZqwVKSNkopaijR/h0ifo4SHiCTEhFF5nHr0BP6+aB0flFQnOhwRkZSwuaaRltYow4eqwkMkZkdTC+WbtUKLSF+khIeIJMwFJ01jyMAsbn5wKS2awFRE5GOrqm4AoEBDWkR2Ka2oJRrVhKUifZESHiKSMP2zM/nKZ2exev1Wnly0LtHhiIj0epXV9QCatFQkTklFuELLcCU8RPoaJTxEJKGOPWg0cybnc9fj77OtbkeiwxER6dViCQ9VeIh8pKS8lox0rdAi0hcp4SEiCRWJRLjirDk07GjmzkdXJDocEZFerXJLA4MHZpGVmZ7oUESSRrBCSy4Z6frqI9LX6P96EUm4scMHcsbCSTz9Zgkr1m5OdDgiIr1WZXW9hrOItFFSUaPhLCJ9lBIeIpIUzjvRyM/L5uYHltLS0procEREeqWq6noNZxGJ07izmYot9RSN0JK0In2REh4ikhRysjK45IzZrCur4bFX1iY6HBGRXicajVJV3UChEh4iu5RW1GmFFpE+TAkPEUkaR84eycFWyN1/X8mWmsZEhyMi0qtsrd3BzuZWhmtIi8guJRU1gFZoEemrlPAQkaQRiUS4/MzZNDW38oe/LU90OCIivcquFVqGqsJDJCZYoSWNUfkDEh2KiCRARqIDEBGJN6ogl7M/OZm/PPUB/TLTOcgKmD0pn7zcrESHJiKS1CqrGwA0pEUkTnF5LWMKc0nXCi0ifZISHiKSdM49fiplm7bz0rsbePL1YiIRmDAyjzlT8pk7pYCZE4eRk6XLlxwY9Y1NbKvbuVtbJLL3fSJxHfboGmn7dveGtseOfx+Nhn+Ihq+jALQGjUSB1tZo2DfsQ1y/1ihRgGi4T3y/NseNxm2L9Y/tSwTSIpCWFiESiZAWiZCeFiES15aeFrTH2tLC90FbhLQ0PmrbdZz22yL7+oULEExYCmiVFpE4JRW1TCsakugwRCRB9I1BRJJOVmY63/riAppbWlm9fitLVlWxZNUmHn15LQ+/sIaM9AhTi4Ywd0oBc6cUMLVoCJkZenIjPeOqXz5PxZb6RIfRp8WSHh8lUyAtEmFQbhZTxgxmStFgpowdwqTReWT34WRoxZZ6cnMy6Z+dmehQJAWY2X8D+e5+sZnNA24DBgEvAle4e7OZFQF3A4WAAxe4e52ZDQbuASYCVcDn3L3czPoBtwMLgAbgfHdf2VPn0LCjmcot9Xzq0KKe+hEikuT67l2BiCS9jPQ0po0fyrTxQznvRKNxZzPvr90SJEBWb+K+p5w/P+lk90tnxsRhzJ1cwNwp+UwYlUdamp4IS/f49oULKK2si2uJ7rY9uvvbNu/30bfNz2q7Pb5HNBqr9ohVPYSv04L/RsKkQAQ+eh0JK0jCioxYv7RgQ9j3o36R8LgRIkTS4vcN/n/adTyCio/WaJTW1uBPNKwCaW39qD0aDapKWqJRorvaorS0hhUjcfu3hn2j8cfdS1trNMqmrQ2sWLeFF9/dAATnOHb4QKaMHRImQQYzfmRen0mIVmqFFukmZnY8cBHwWNh0N3CJuy8ys9uBS4GbgZuAm9z9PjO7DrgO+A7wE+Aldz/FzC4EfgOcB1wFbHf36WZ2LHAncHhPncf6ilpAK7SI9GW9OuFhZoOAV4FT3X2dmZ0AXA/kAH9x92vDfl3KSifgVESkE7L7ZXCQFXKQFQJQV7+T99ZsYsmqTSxZVcUfHg0mOh3Yvx9zJuczNxwCMzJ/gEriZb9NLRrCVJVDJ7XqmkZWlW7lg5JqVq3fyuvLy3n6zRIgSJxOHD0oSIKMDZIgowsHkp6CSdGq6npGDNPEjPLxmNlQ4KfAz4C5ZjYOyHH3RWGXO4EfmdltwLHAGXHtLxAkPE4JtwH8GbjRzDLD9u8DuPuLZlZgZkXuXtIT51JSHkt4DOqJw4tIL9BrEx5mdhhwKzA1fJ8D3AEsBNYDj5nZye7+BF3PSotIL5Dbvx9HzB7FEbNHAbB5W8Ou5MfSVVW8snQjAPmDc3YlP+ZOKWDooOxEhi0i3WzIoGwOnTGCQ2eMAIK5Ryq21LNq/dbwTzXPvlXCY6+sBSAnK51JYwbvlgQZPrR/r06MRqNRKqsbmDulINGhSO/3O+B7wNjw/SigLG57GTAGyAdq3L25Tftu+4QPGWuAgr0cq2cSHhW1ZGakKREo0of12oQHQdLi68CfwveHAqvcfS2Amd0NnGtmK+h6VlpEeqFheTl8csFYPrlgLNFolI2btofzf1TxxvJynnlzPQBjh+cyd3IBc6YUMHtyPrk5Gu8ukkoikQgjhg1gxLABHDNvNAAtrVE2VNbulgT520sf0tzSCsCgAf2YHCY/poaJkCG9KDla19BEw45mCjSkRT4GM7sEWO/uz5jZxWFzGruPwIsAre20E7bH+sTraJ9I3D6dtmzZsk71e883MTQ3nXffWdzVHyEivcj8+fM73NZrEx7ufgmAmcWaOsoY709WWkR6uUgkwuiCXEYX5PKZIyfQ2hrlw43bWBpOgPrUmyU8+spa0iIwaczgsPojn+kThpGVmZ7o8EWkm6WnRSgaMYiiEYM4/pBgAsOm5laKy2pYtb56VyLk//wDwoVuyB+cs6sCZOrYIUweO5gBSZogrdyiFVqkW5wHjDSzd4GhQC5BgmJkXJ8RwEagEsgzs3R3bwn7bAz7bAj7lZpZBjAQ2AyUhv3WtDlWl8yaNYusrH0vV3/jE08yY8LwvX4ZEpHU1msTHu3obPa5M1npTutshllEksO4QTBufj8+M28EpZt3sra8kQ8r6nnwuVXc/+wq0tNgbEEWE4dnMWFEFqOG9uvyWH/dWIn0DpkZaUweO5jJYwdzctjWuKOZNRu2BUmQkiAJ8tp7Hz03GV0wIG4ozBAmjslLiiRpZXUDgCYtlY/F3U+MvQ4rPI5z9y+b2TIzO8rdXwEuBJ5w9yYze4kgSXIv8CXgiXD3x8P3Pwu3vxT2j7W/bGZHA409NX9HfWMTVdUNFB2uCUtF+rJUSnjEMsYxsYxxR+17y0p3WmczzCKSfA6Le13f2MSK2Aowq6p4dmkNLIX+2Rl89+JDNS5epI/Izspg5sRhzJw4bFdbbf3OXcNgVpVsZenqTTy/uBSAtLQI+YNziBA+RYkGK8kQjRL+BwhWrAlfEo29j9/WQf9oR8fare0jhUOV8JAecQFwa7hgwGLghrD9a8Afzexagnk4vhC2XwfcaWbLga3h/gC/BX4Xtu8gSJ70iI1V2wGt0CLS16VSwuN1wMxsMrAWOB+4w92Lzayxi1lpEelj+mdnsmD6cBZMHw7AtrodLF29iQ9KqjXJqUgfN7B/Pw62Qg4OV4iCYJLk2DCYyi317S7fG5sDNbb0767XsKt/7HV8+x77xo7ZwXFi/YcP7c+gAf16+LchfYW730kwxx3uvoRgvry2fYqB49pp3wKc1k57I8Fytz1uzPBczjtx6q6V3USkb0qZhIe7N4aldw8A2QSldPeHm7ualRaRPi4vN4tj5o3eNeGhiEi8YXk5DMvL4fBZI/fdWUQOuOx+GXzx09MTHYaIJFivT3i4+/i4188Ac9vp06WstIiIiIiIiIj0br0+4SEiIn2XmZ0PXAtkAr929xsTHJKIiIiIJIm0RAcgIiKyP8xsNPBT4GhgHnCZmc1IbFQiIiIikiyU8BARkd7qBOBZd9/i7tsJ5m06J8ExiYiIiEiSUMJDRER6q1FAWdz7MmBMgmIRERERkSSjOTxERKS3SgOice8jQGtnd162bFm3ByQivdf8+fMTHYKIiHQzJTxERKS3KgWOiXs/AtjY2Z1nzZpFVlZWtwclIiIiIslBCQ8REemtngZ+aGYFwHbgbOCyxIYkIiIiIslCc3iIiEiv5O4bgO8BzwHvAve6+xuJjUpEREREkoUqPEREpNdy93uBexMdh4iIiIgkH1V4iIiIiIiIiEjKUYXH/ksH2LlzZ6LjEJEks2zZsvFA6fz585sTHYu0S9dvEdmDrt29gq7fIrKHvV2/lfDYfyMBPvjgg0THISLJZy0wAViX4Dikfbp+i0h7dO1Ofrp+i0h7Orx+K+Gx/94kWA6xDGhJcCwiknxKEx2AdEjXbxHpiK7dyU3XbxHpSLvX70g0Gj3QgYiIiIiIiIiI9ChNWioiIiIiIiIiKUcJDxERERERERFJOUp4iIiIiIiIiEjKUcJDRERERERERFKOEh4iIiIiIiIiknKU8BARERERERGRlKOEh4iIiIiIiIikHCU8RERERERERCTlKOEhIiIiIiIiIilHCQ8RERERERERSTlKeIiIiIiIiIhIylHCQ0RERERERERSjhIeIiIiIiIiIpJylPAQERERERERkZSjhIeIiIiIiIiIpBwlPEREREREREQk5SjhISIiIiIiIiIpRwkPEREREREREUk5SniIiIiIiIiISMpRwkNEREREREREUo4SHiIiIiIiIiKScpTwEBEREREREZGUo4SHiIiIiIiIiKQcJTxEREREREREJOUo4SEiIiIiIiIiKUcJDxERERERERFJOUp4iIiIiIiIiEjKyUh0ACLxzGw8sAZ4L645AvzG3e/o4rFOAQ5z9+93X4RgZj8GVrv7XXFt3wNOAo5z99b9iPNaoD/B/5PLgX9199L9jO824D53f3ovfX4I5Lv7lfvzM0REko2ZHQ78HBhG8EBnPfBNd1++l33uBJa5+3934eecA1zp7sd9rIBFpFczs+eAf7j7L9q0XwMcCzwBDG67vU3fxwmuUyu6KaY6YJa7r+uO48UddyBwPXA40Br+udHdb+um448C7nf3I/fS5wr28fvsbma2DjjH3d/qwj7pwNXA+QT39f2AvwHfd/cdPRBmZ+Pa4/tL2J4PVLl7pIvHW0bwWfh890XZM5TwkGTU4O7zYm/MbDSwzMzecvelXTjOIcDQ7g6ugwTKkcCX9iPZMQr4IzDf3YvDtu8B/xsec3/iu2R/9hMR6a3MLAt4FPiUuy8O274IPGFmE9y9JaEBikgqugn4KdD2C/ilwFXu/uS+DuDun+mJwHrAL4A6YI67R8P710VmVtKZ89wXd9/IPu573f2Wj/tzDpCbgSHA8e6+zcwGAPcAtwEXJiqo7n4A3Jso4SFJz903mNkqYKqZHQz8EzAA2ObunzCz64AvAM3AB8CVwDjgCiDdzLa5+/fM7J+ArxE8+dtMkJVcaWa5wG+Bo8JjPAx8L/wZ7bX/gfCJoJkdA/wXQXXG/WZ2rbv/3cwuBs4kyIBPAeqBi9z9/Tanl0+Q+c2Na/s1sCT2pr3zc/dyMxsB3AJMC3/OLe5+g5k9D/yPu99vZt8FTgdywvP5prs/1NW/AxGRJNcfGMzu19J7gBqCz4HYk8mBBFWDl7j7K/EHMLMoUODum9q+D5+MXUDw2bGqp09GRHqFh4Bfm9kx7v4SgJktJLjGPBWrpgX+CvzS3WeHfQYDa4GJwDuEFQRm9lmCit9+BPeN33T318LjjAdGEtzfbgC+6O5l4X3ob4Eo8CbhdAVmlgb8in1f924FKt39e+H7LwJnu/uZbc51JFABZAI73X2jmZ0FbAn3Gw38D1AU9rnP3X8WVm6/BLwfnsMrQJ27/3O438nAD4HzCO6tc80sA/h/wKkE976vEty/f5ewOtnMZoY/b1h47r9097vCe/o/ENx7twJvA5e3fSBpZqeGx+sHFAJ/dPfr6EAXfp/jCT4rRrp7DYC7bw+rU44K++QBNwLzwtifAL7r7s1m1khQSXMCwefZD4FzgdnARuCz4fHa/bwCZhEk4T4MHHUZ7AAAIABJREFUX2eG5/9KfEVj+Hf3U4J/Z2/GxT+AIGEzJfzd1gLnu7ub2QzgDoLP25UE3yt6Bc3hIUnPzI4AJgOvh00zCYaOfMLMvgycDBzi7nOAZcCd7v46QTLgL2GyYyFwEXCMux9EcCGNffH/MZANTCe4+BwFLNxLeyyuYcD9wNXhz74IuNvMJoRdFgL/7O6zwtj/re25hRUrtwLvmNmK8IPns8Dfw5/R7vmFu98EfODu04AjgMvMbHJcfOMILpjHhft+LzwnEZGU4u7VwLeBv5vZh2b2J+DLwNPAfGAUcIS7zyCoqtvjetwRMzsdOJvgc+BIIK+bwxeRXsjdmwnu4f4prvky4CZ3j8a1PQXkmtmC8P0XgMfC6xYAZjYF+BnwmfA+9TLgwfALKMAxwLnhPd924Aoz6wf8H3BNuM9zBA+4AA6jc9e9G4Evh0mGWPztVVL8EDge2GRmfw8fxtW4+4fh9j8Bd7j7fOBQ4AQz+1y4bQzwH+4+FfgP4PNh7AAXh7/DeF8juG7PJfjSPpAgIRL7XWUQJJF+G97fngz8LPy+cCYwMKwUPyTcZWL8wc0sAlxD8CByAUES49/DoR0d6ezvcz6wPJbsiHH3cnd/IHx7A0HyfDawIDzPb4bbsoBydz80/Bm3Ad8AZhB89py+lxjjY/1l+G/iDwT/rnYxs+EEiYuzw7+v4rjNJwNb3f2I8O/rTYIHyRA8RLg1/J3/hiD51iso4SHJKMfM3g3/LCMYk32Bu68Pty+Nu5CcDPzB3beH738DHB93IY05hSBp8qqZvUuQ8BhiZkMJkgK3u3uLu+9094XheLSO2mMOIxgL9zpAOE78FeC4cPvb/tE8HIvpYHiNu19DkDm/DmggqBh5IRwDuLfzOwH4fXiMbe4+y91Xxx23GPgScIGZ/YKg4iX+6aeISMpw9+uB4cBVQBnwHYKnpysInppebmb/DZxD166FJwAPuntt+AWnS/NJiUhK+z1whpkNDO8pT+KjB1MAhMmPOwi+3EOQjG37Jf9EgnvBZ8L71HsIKhRiD7Kej7v3fYfgnnI20OTuz4Q/588ET+Rx99foxHXP3d8lqDY5xcymE3yp32OISviAzoBPhNuPBJaa2WfDpMxC4D/C2BcRVHrEhqc3A6+Fx/kQWAqcZmZDgE8C97X5cScAf3L3Bndvdffz3P1PcdunAtnu/mB4zI3AA8CngZeBmWG1878Bv46/Nw77RwkeLs43sx8QVFRE2EvFQmd/nwR/Z/v6fn0yQSV21IM5PW4J22JiiZE1wHvuviGsUFlL54bqF4d/r9D+94+jw+PG5o35XWyDu98P3Glm/2xmvyH4TpMbPuSdA9wV9nuF4CFsr6AhLZKMdpvDox11ca/TCcrBYtII/l23nXgnneDi+R3YVZo2CqgmuBDvOoaZjSUo8eqovaOfHfv5mcBOguRFTLSdmDCz04Bh7v4HggvcA+EwlFLgoH2cX9v4JgKb4t4fDDxCUIL3JPACQZmaiEhKMbOjgCPd/b8I5vJ4NLyWLgPOIEgo/5LgmrgS+GIHh4qEx2ubNI+/fjd3Y+gi0ouFQzueAj5P8IX5fnff1k7XO4DFFkwsP9jdX2izPR14xt3jKxnGEgxjOJOO7ynb3ls2h/ueQvCQrDPXvRuBrxAMm/59m+qUWEXFjcC/u/vbBMNErjeza4HLCe4vIwTX4Ppwn3ygkWBIz44wWRxzK8EDueHAw+5e16a6ou397XB2TyJ0eP/t7mvDaufjCJIpT5vZZe7+t7jjDSBIGj1EMNzmDoLPiQ4n7ezC7/N1YLqZDXT32rj9RxMkx84JY217b58Z9z5+YtOmjmKi48+rfX7/oIPPNDP7KkGVz/8A9xIMWZqwr/2SnSo8pLf7O/CVuJK/q4AXw4xpMx9dQP4BfMHMRobvrwCeCV8/DVxkZmkWTHx3P0GmuqP2mNeAaWZ2KEA4nvBY4PkuxF8L/DwcFxczMYx9zT7O72mCpwSx8YDPEIy5izkWeCt86vkCwcU8vQuxiYj0FlXAtWZ2dFzbSIIS4M8Df3P3m4G36PhaWEVQXgzB7PoxTwDnmtngMFmesEnnRCQp3Ugwb8NF4es9uPsG4A2Cp+ntrWzyDPApM5sGYGafIaiEyGmnb8xSIBL2jT1EGxJuO5HOXfcguL89iODL+B4VbGGywoDrzCwz/FkZBEO+F4eVJ4uAfw23DSaoeO5o+MVDBEM/LmXPShcI7m/PN7Os8Jp7M8EwoJiVQFM4D0VsAYCzCeZN+SrBMI4nw4ec/wAObnP8KcAg4NowEXIcwVCSvd0jd+r3GVab3APcYWaDwvgGEQxD3+zuDWFMV5pZJPx+cRnBsKeu6OjzqjNeJKiCmRu+vzhu20kEUwPcDjhBJUy6u28mSHRdEp7TwQQVRr2CEh7S291OcGF8w8zeJ7ioXRBuexY4ycx+68EM0v9JcDFcSnBxOCvMYv+IoCJjCUHG9/GwTK6jdgA8mCjoXOC3ZvYeQSb0y+7+QWeDd/fnCMbG/dHMVoXn8GuCMZzV+zi/KwmyyEsJPlh+HmbeY/4M5If7rSCojBlqwdJiIiIpI7zunkEwjvtDM1tBsNrVl4F/AY4Lr9OLCZLJE8Ib6XhXATea2WKCG/my8NiPE3wJeIvg6V17T29FpI8KhzsPI5jT4r29dL2VILHwx3aOsYLgi+99ZraEYK6L09y9rm3fuH2aCK57saEkZwGV4eZb6Nx1D3ffSZD0eDW8t23POQQJ5A/MbDnwHsHcD7G54c4HDg9/3uvAn939ng7i3gH8BUhz9zfa6fI7gi/Xb4c/p4xg3ou25311eA/8NPDj8J76LoJExAozezuM+YbdD89SgkrAleE98mcJ7pMn07FO/z4J5iBZwUfD6F8P38dWUbyKYKLU98I/TjCBaFe0+3nVGe5eRfD3dU+4f3wFx38TDNtZSlD9spiPfi9fIJh/5T2Cqsm2CzEkrUg02rYiSERERERERFJdWEX8IvB1d1+U6HhEupsqPERERERERPoYMzsJWA88oWSHpCpVeIiIiIiIiIhIytEqLSIiIiIisku4XOfnwrePufu3zewygrkDogRz2lzu7jvNbB7BRJyDCIZGXOHuzWZWBNxNMF+BAxeEK3IMJpjYcSLB5Iufc/fyA3l+ItJ3aEiLiIiIiIgAYGYnAJ8imGBzHjDfzL4DfAs4EphD8B3i6+EudwNXuvtUgmUrLw3bbwJucvdpBAmS68L2nwAvuft0gok8f9PjJyUifZYqPPbT22+/nQGMAUrnz5/fa9YhFhHp63T9FhHZqzLgmnD1DsKVLLKBr4VLkBKu1FBkZuOAnLj5H+4EfmRmtwHHEqymEWt/AfgOcEq4DYIV5W40s8xw9Y290vVbRLpKCY/9NwZYO2vWrETHISLJJ5LoAGSvdP0Wkfbo2g24+/LYazObQjC05Sh3XxW2FQBXAhcDo9h9ScwygmtsPsEyrc1t2onfJxz6UgMUABs7EZ6u3yLSng6v30p4iIiIiIjIbsxsJvAY8K24ZMdo4Angdnd/3syOIpjTIyYCtBIMeWm7MkJrXJ94kbhtnbJs2bKudBeRFDd//vwOtynhISIiIiIiu4SJjAeAb7j7fWHbNOAfwA3u/suwaykwMm7XEQSVGpVAnpmlu3tL2CdWwbEh7FdqZhnAQGBzV+KbNWsWWVlZ+3VuItK3aNJSEREREREBwMzGAg8D58clOwYCTwLXxiU7cPdioDFMkABcCDwRzsfxEnBe2P4lgsoQgMfD94TbX+rM/B0iIvtDFR4iIiIiIhLzTYJJSq83s1jbX4DhwDVmdk3Y9ld3/z5wAXCrmQ0CFgM3hNu/BvzRzK4FSoAvhO3XAXea2XJga7i/iEiPUMJDREREREQAcPergavb2fTzDvovAQ5tp70YOK6d9i3AaR8vShGRztGQFhERERERERFJOUp4iIiIiIiIiEjKUcJDRERERERERFKOEh4iIiIiIiIiknKU8BARERERERGRlKOEh4iIiIiIiIikHCU8RERERERERCTlKOEhItKOuoYmFi0r467HV1BaWZvocESSQm39Th5+YTVPv1FMS2s00eGIiEgv9OTrxawp3ZroMKSPyEh0ACIiyWBHUwvvr93MklWbWLKqijWlW2mNQla/dGZPymdM4cBEhyiSMBVb6nnkxTU89XoxjTtbAHjslbV89ey5TC0akuDoRESkt2hqbuHG+5dw9JxRfOvCBYkOR/oAJTxEpE9qaWll1fqtLFlVxdLVm3h/3RaamltJT4swtWgInzvBmDslHxs3lMwMFcNJ37SmdCsPPr+al5dsJAIsPHgMZx43mZLyGm7/6zK+ecOLfOqwcVx0ygwG9u+X6HBFRCTJra+oo7U1ypoN2xIdivQRSniISJ/Q2hqluLyGpauDCo5lazbTsKMZgImj8jjlqAnMnVLAzInDyMnSpVH6rmg0yjsfVPHQc6t5d1UVOVkZnHbMRE47ZhIFQ3IAGD9yEAumD+fefzh/e/lDXnuvjItPmcHxhxSRlhZJ8BmIiEiyWldWA8DGTXU07GjWPZf0OP0LE5GUVb55O0tWVbFk1SaWrq5iW91OAEblD+C4g8cwZ0o+syflk5ebleBIRRKvuaWVl97dwEPPr2btxhqGDsri4lNmcNIR48nNydyjf//sTC45fRbHHzKWmx9Yyg3/+y5PvVHCFWfNYeLovAScgYiIJLviMOERjcLajduYMWFYgiOSVKeEh4ikjOqaRpas3sTSVVUsWb2Jyi31AAwdlMVBVsjcyQXMmZJP4ZD+CY5UJHnUNzbx5OslPPLiGjZtbWDs8IFcfd48Fh48hsyM9H3uP2FUHr/4+tE8+9Z67nxsOf/yq+c55eiJXHDSNAa0kygREZG+q7i8hsEDs9hau4MPNyjhIT1PCQ8R6bW2NzTx3ppNu4aplJQHq6kMyMlkzuR8zlo4iTlTChhTmEskojJ7kXjVNY387eUPefzVdWxvaGLmxGF87ew5zJ82vMvDUtLSIpxwaBGHzxrBXU+8z6Mvf8jL727gK6fNYuFBo/X/n4iIAEGFx7ypBSxeWcmaUs3jIT1PCQ8R6TV2NLWwcu0WlqyuYsmqKlavD1ZS6ZeZzswJQ/nE/LHMnZLPxNGDSdc8AiLtWl9Ry0PPr+a5t0tpaW3liNkjOeu4ydi4oR/72Ln9+/G1s+dy4qFF3PzAUn55z9s89Xoxl585m6IRg7ohehER6a3q6neyaVsj40cMYltY4SHS05TwEJGk1dLSyqrScCWVVXuupHLuCVOZO6WAaeOGdKr0XqSvikajrFi7hYeeX83ry8vpl5HGiYcVccbCSYzKz+32nzdl7BD+66pjeXLROu56/H2u+uXznLFwEuedaJqgTkSkjyoOK3HHjRxEbf1OHn5hDU3NLbqHkx6luw4RSTotLa1cf+9i3lpZQX1jsJLKhFGDdq2kMmPCUPpna24AkX1paY3yxvIyHnhuNV5czcD+/fj8icapR0/o8cl609MinHzkBI6cM4o7H13BA8+t5oV3NnDp6bM4YvZIDXMREeljYiu0jBsxiIYdzbS0Rikur2XymMEJjkxSmRIeIpJ0SipqefHdDRw2cwQLDx7DnMlaSUWkK3Y0tfDsW+t5+PnVbNy0neFD+3P5mbM54ZAisg9whUVebhZXf/4gTjwsGOby8z++ycHTCrn8zNk9Ul0iIiLJqbishgHZGeQPzmZSc7Ca14cbtinhIT1KCQ8RSTrrK4KSxws+PY0Jo7S8pUhn1dbv5PFX1vLoy2vZWreDyWPy+PaFCzhy9kjS09MSGtuMCcP49b8s5LFX1nL331dy5X89x9mfmMI5x08hK1PlzCIiqW5dWQ3jRg4iEokwYtgAcrIyWFO6FQ4bl+jQJIUp4SEiSWd9RR1pERhdoKe/Ip1RsaWeR15cw5OvF7NjZwvzpxVy1icmM3tSflINHUlPT+O0Yydx1NxR3PG35dz3lPP84vVcfuYcFkwfnujwRESkh0SjUUrKazj24DFAsLrXxNF5mrhUepwSHiKSdNZX1jJ82AD66amvyF6tLt3KQ8+t5uWlG4kACw8ew5nHTWb8yOReEWVYXg7f+uICPnXYOG55cCk/um0Rh88awaWnz6ZwaP9EhyciIt1s09ZGtjc27/b5NHF0Hk++XkxLa1Sr60mPUcJDRJLO+opaxhYOTHQYIkkpGo3yjlfx4POrWLJqEzlZGZx+7CROO2Yi+YNzEh1el8ydUsAN13yCR15cw31POV/9f8/y+ROncsbCyWRmJHYIjoiIdJ/i8o8mLI2ZNDqPHTtb2FhVx9jhuu+TnqGEh4gklZaWVjZW1XGIyttFdtPc0spL727gwedWs66shqGDsrn4lBl8+ojxDMjpvasWZWakcc4np3DsQaO57ZFl3PX4+zzz5nq+etYc5k4tSHR4IiLSDXat0NKmwgNgzYZtSnhIj1HCQ0SSSvmWeppbovrgE4mzrW4H3735FUrKaxk7fCBXnzePhQePITMjdYZ9FQ7pz3cvPpS33q/gdw8t5drfvcqx80bzldNmMiyvd1WuiIjI7orLasjPyyY3LkE/dvhAMjPSWFO6lePCuT1EultSJTzMbBDwKnCqu68zs8uAq4Ao8BZwubvvNLN5wG3AIOBF4Ap3bzazIuBuoBBw4AJ3rzOzwcA9wESgCvicu5ebWT/gdmAB0ACc7+4rD+Q5i8juYiu0KOEhEmjc0cyPb19E+abt/NtFh3DErJGkpfBY5wXThzN78id54NlV3P/sKt58v4LzT5rGZ4+ekPCVZkREZP/EVmiJl5GexriRgzRxqfSopLlzMLPDgJeBqeH7qcC3gCOBOQSxfj3sfjdwpbtPBSLApWH7TcBN7j6NIEFyXdj+E+Ald58O3Ar8Jmy/Ctgetn8DuLOnzk9EOieW8BhTqBVaRJpbWvnFXW+yev1WvnXhAo6aMyqlkx0xWZnpnH/SNG781ieZMWEot/91Gd/41Qss/3BzokMTEZEuam5ppbSytt0JtSeNzmPNhm1Eo9EERCZ9QTJVeFxKkND4U/h+B/A1d68BMLP3gCIzGwfkuPuisN+dwI/M7DbgWOCMuPYXgO8Ap4TbAP4M3GhmmWH79wHc/UUzKzCzIncv6bGzFJG9Wl9Ry7C8bPpn9945CUS6QzQa5bf/+y5vr6zkynPncfiskYkO6YAbmT+AH1xyOIuWlfH7h5fxbze+zCcXjOXLp85k8MCsRIcnkrLM7AfA58K3j7n7t83sBOB6IAf4i7tfG/btlsrrA3h6coBtqKqjuSW6R4UHBAmPfywqprK6geFapUt6QNJUeLj7Je7+Utz7Ynd/CsDMCoArgUeAUUBZ3K5lwBggH6hx9+Y27cTvE26vAQr2ciwRSZD1lZqpWwTgj4+t4Nm31nPBp6dx0uHjEh1OwkQiEY6YPYqbv/1Jzv7EZF5YXMoV//kMj7+6lpZWPREU6W5hYuNTwEHAPGC+mX0BuAM4HZgOHGJmJ4e7dFfltaSokrKgere9Co9dE5eWbj2gMUnfkUwVHu0ys9HAE8Dt7v68mR1FMKdHTARoJUjetL3zaY3rE6+jfSJx+3TKsmXLutJdRPYiGo1SXLaNgycO4O233050OPtt/vz5iQ5BermHX1jDA8+t5jNHjue8E6YmOpykkJ2VwcWnzuT4Q4q45cGl3PzAUpav2cy3LlyQ6NBEUk0ZcI277wQws/cJhpyvcve1YdvdwLlmtoJuqrx296aePjFJjHXlNaSlRdodrjx+VB5paRE+3LCNI+eMSkB0kuqSOuFhZtOAfwA3uPsvw+ZSIL6udwSwEagE8sws3d1bwj4bwz4bwn6lZpYBDAQ2xx1rTZtjddqsWbPIylJZrUh3qKyup6l5A/NnT2T+/AmJDkckIZ5fXMrtf13GkXNGctmZc4hEUn/Ojq4YO3wgP7niSG68fwnPvLmenU0t9MtMndVqRBLN3ZfHXpvZFIKhLb+l/aroj115bWaxyusu3YNL71FcVsPogtx2VxbLykxnTGEuazRxqfSQpE14mNlA4Enge+4em9cDdy82s0YzO8rdXwEuBJ5w9yYzewk4D7gX+BJBZQjA4+H7n4XbXwr7x9pfNrOjgUbN3yGSOKUVdQCM0ZAW6aPe8Up+c99iZk0axjXnzye9D0xQuj8ikQgLpg/nH4uKWbV+KzMnDkt0SCIpx8xmAo8RLCLQTLiwQGhf1dL7U3ndaaqw7l18XRWjh/XrsHp3cHYLK9dV9erqXkmsvVVXJ23CA7gEGA5cY2bXhG1/dffvAxcAt4bL2C4Gbgi3fw34o5ldC5QAXwjbrwPuNLPlwNZwfwiy1b8L23cQJE9EJEHWVwZjPIuU8JA+aPX6rfz8j28wpnAg1375MFUt7MP08UMBWLF2sxIeIt0sHEL+APANd7/PzBbSfoV1d1Zed5oqrHuP+sYmtt5byqnHjGP+fGu3z/q6NSz96zImTpnJkEHZBzhCSXVJl/Bw9/Hhy1+Ff9rrswQ4tJ32YuC4dtq3AKe1094IXLT/0YpId1pfUcvA/v3Iy9VNjPQtG6vq+OFtrzGwfz9+eOnhDMjRKkX7kpebxZjCXFas3ZLoUERSipmNBR4GznP3Z8Pm14NNNhlYC5wP3NGdldcH6vzkwCqpCB5mtbdCS8yk2MSlG7axQAkP6WZJl/AQkb5rfUUtY4fvOaGVSCqrrmnk+79/jWgUfnz5kQzLy0l0SL3GjAnDeGXpRlpbo6Rp+I9Id/kmkA1cb7brifwtwMUEVR/ZBEmL+8Nt3VV5LSmouKwGaH+FlpgJYcLjww3bWDB9+AGJS/oOJTxEJGmsr6jjyDkj991RJEXUNzbxw1sXsbVuBz/76lGMLlDCrytmTBjKk68Xs76idq9PD0Wk89z9auDqDjbPbad/t1ReS2paV1ZDdr90Cof077BPbk4mI4b150NNXCo9IC3RAYiIAGyr20Ft/U7Gav4O6SOamlv46R/eoLi8hn+/6BCmFg1JdEi9zowJwdwdK9Z2afi/iIgcICXltYwbMWifVXiTRg9mzYatBygq6UuU8BCRpLA+HOM5tlAJD0l9ra1Rrr93MUtXb+Kq8w5i/jSV8O6PEcP6M2RglubxEBFJQtFolHVlNZ2qwJs4Oo/yzfXUNWg6F+leSniISFKIJTzGaA4PSXHRaJRbH3mPl5ds5MunzuSTC8YmOqReKxKJMGPCMFasU8JDRCTZbK3dQc32nYwbse+HWRPDeTzWaliLdDMlPEQkKayvrCO7XzoFgzVho6S2+59dxaMvr+WMhZM46xOTEx1OrzdjwlAqt9SzaWtDokMREZE468IJSztT4TFpzEcrtYh0JyU8RCQprK+oZczwgUQiWmlBUtfTbxRz1+Pvc9zBY/jyqTMTHU5KmD5hKADva1iLiEhSKS7f9wotMUMGZjN0UJbm8ZBup4SHiCSF0opaxhZqOIukrjdWlPPb/1vCQVMLuOq8g7SMajeZOCqP7H7pmrhURCTJrCurYfDALPJyszrVf+LowVqpRbqdEh4iknD1jU1s2taoFVokZa1ct4X/vOstJo7O498vPpTMDH38dpf09DRs3BBNXCoikmSKy2oYP6LzS4ZPGp1HaUUtjTubezAq6Wt0xyUiCVdaWQfAGK3QIilofUUtP759EcPysvnBPx1OTlZGokNKOTMmDGNd2Ta2a3Z/EZGk0NIapaSirlPzd8RMGpNHazRIlIh0FyU8RCThYiu0FHViFm+R3mTT1ga+//vXSE9P48eXHcHggZ0r65WumTFhKK1R8OLqRIciIiJAxebt7GxqYfzIzt/bTRw9GEDDWqRb6TGTiCTc+opaMtLTGDG0f6JDkf1kZoOAV4FT3X2dmZ0AXA/kAH9x92vDfj8AvgLEvpne6u43mtk84DZgEPAicIW7N5tZEXA3UAg4cIG715nZYOAeYCJQBXzO3csP1Pl2Rl39Tn5w62tsb2jiF18/mhHDBiQ6pJQ1tWgIaWkRVqzdzMHTChMdjohInxdboaWoC0NaCofkkJuTqZVapFupwkNEEm59RR2j/j97dx4f11kdfPw3M1qt1VptSV4kOT624sRJnA2yAklDMJAACRTSsCZAA6WUvhTeNqEvFGgLpWkDJE0DNIGkQElCA01SloQkzkrsLI5j+8SLdmuxLdsjyVpn5v3j3rEnQrJG0mjujOZ8Px99rPvMMzNn2iDL5z7nnMoCAgH7kZSOROQc4ElgtXudD/wAuAJYC5wlIpe7288E/lhVT3O/vuuu3w18WlVXAz7genf9VuBWVV0DbAZucte/CmxS1bXAHcC/zudnnKmRsRB/94Pn2Ld/kBs/ejYNtSVeh7SgLcrLpqGm2Pp4GGNMimjtCuLzzez0rs/no6G2xBIeJqHsXxfGGM+19/azzPp3pLPrgU8B+9zrs4FdqtqsquM4yYyr3cfOBP5aRLaKyHdEJE9EVgD5qvqsu+dO4GoRyQYuBO6NXXe/34hzwgPgx8Dl7n7PhUJhvvmjzexo6eMvrzmDU1dVeh1SRmiqL0fbDjE2HvY6FGOMyXgt3UGWlBeQlzOzgoKG2hJau4KMh+xnuUkMS3gYYzw1Ohai5+CgTWhJY6p6napuilmqAbpirruAOhEpBF4EPg+cAZTinNiYdD9QAQTdpEns+uvew308CHieWYhEItx2/1aee7Wbj195Cuevr/U6pIzRVF/O6FiIvZ2HvQ7FGGMyXmtXkJUzaFga1VhXyth4+Fh/N2Pmynp4GGM8te/AIOEILKsu9DoUkzh+IBJz7QPCqjoAvC26KCLfwil9eWiy/ZO8Du56dE8sX8xjcdm2bdtMtsfl0a1HeGJbPxecXMTS/ENs2bIl4e9hJjc2FALg15u2MnDAEqhm5jZs2OB1CMYsCCNjIboODHLBaXXTb56g0S0B3dt5hPoaKwc1c2cJD2OMp9q7nQy+nfBYUDqoTAMlAAAgAElEQVSApTHXS4B9bgPSS1T1B+66Dxibaj/QC5SISEBVQ+6eaNlMp7uvQ0SygCLg4EyCXLduHbm5iZua8tDTzTyxrYNLz17On733NHy+iTkZM9/+84nfEhzLt3+4GmOMh9p7+glHmNUJj5rKQnJzAuzpPMJbzpqH4EzGsZIWY4yn2nv78fmcv+DMgvEcICKySkQCwAeAh4Eh4BsiUi8iPpy+Hz9X1VZgWETOc59/LfCwqo4Bm4D3uesfdF8HnFMhH3S/fx9OA9Ox+f5gU3nq5X382/1bObtpCZ+6ar0lOzyytr6M7c19RCITDwYZY4xJllZ3QsuKGYykjQr4fdQvLbbRtCZhLOFhjPFUe08/1WWLyM0OeB2KSRBVHQY+DNwHbAd2Aveq6n7gE8AvcUbM+oBvuU+7BrhZRHYChcAt7voNwMdFZDtwAXCju34TcK6IvOru+dQ8f6wpvbL7AP90zxbWrCjj89dusGlDHmqqLyc4OErn/gGvQzHGmIzV0hUkO8vP0orZ3cxqqC1hb+cRwmFLXpu5s5IWY4ynOnoHrJxlgVDVlTHfPwKsn2TPfTiJkInrL+NMd5m43gpcPMl6H/DOOQWcAM37jvDV/3iOpRUF3PSxc2bcjd4kVlN9GQDbm/uos8lPxhjjidauIMuqiwj4Z3fasbGulIeebqH74KCdADZzZrehjDGeCYXCTsLD/mFi0lBP31H+9t+fYVFuFl++/g0ULcrxOqSMV1dVSNGiHLY3z6idizHGmARq7Z7dhJaoBrdx6R4razEJYAkPY4xnevqOMh4K24QWk3aODIzwt//+NKPjYf7fx99A5eJ8r0MygM/no8nt42GMMSb5goOj9AVHWLFk9gmPFUuKyAr42NNhY8bN3FnCwxjjmeiM9ToraTFpZGhknC9/71n2HxriSx87Z06/1JnEa6ovp+vAIIeCw16HYowxGSfasHQuJzyyswIsr7bGpSYxLOFhjPFMe6/TWNBKWky6GA+F+Ye7nmdPx2H+6tozaaov9zokM0FTg9vHo8VOeRhjTLK1zGFCS6yG2hL2dB6xqVtmzizhYYzxTHtPP2XFeRTkZ3sdijHTCocj3PLTF3lBe7nhqtM4Z91Sr0Myk2isLSUny299PIwxxgOt3UGKFmVTVpw3p9dprCshODjKwSN2Ws/MTcq1kxeRYuBp4O2q2uKu/RB4VFXvdK8/BPwD0OM+7UFV/RsRWQ7cDVThjDy8RlUHRKQUuAdoAPYD71XVbhHJAb4PnAkMAR9Q1Z3J+aTGmPaefuvfYdLGXQ9u53dbOviTt67hsnNXeB2OmUJ2lp/VKxZbHw9jjPFAa1eQFUuL8flmN6ElKtq4dG/nESpKrU+Wmb2UOuEhIucATwKr3esaEfklcNWErWcCn1PV09yvv3HXbwVuVdU1wGbgJnf9q8AmVV0L3AH8q7v+GWDQXf8scOf8fDJjzESRSMQmtJi08d+P7+b+x3az8bx63nvJaq/DMdNoqi9nb+cRhkbGvQ7FGGMyRiQSobW7PyG9reprSvD5sMalZs5SKuEBXA98CtjnXl8DPAD814R9ZwEfEpFXRORuEVksItnAhcC97p47gavd7zfinPAA+DFwubv/2LqqPgFUuqdEjDHz7OCRYYZGxlm2xBIeJrU9tqWd7//iVc47tYbrrzxlznetzPxrqi8jHI7wWtshr0MxxpiM0XtoiKGRcVbMoWFpVH5uFjUVhTaa1sxZSpW0qOp1ACISvf6me33+hK1dwD/hlL58HfgO8H+AoKqOx+ypc7+vca9R1XERCQKVsesTntOWyM9ljPlDbe6EFjvhYVLdXQ9u55TGCj73gTMI+C3ZkQ7WrCjD54PtzX2sP6nS63CMSTsTS8xF5I+AbwIB4AXgOlUdtXJyE+vYhJYETS9rrC2xBtRmzlIq4REvVX1X9HsR+QawB/grYGIb37D758TfUH3uY/4Jz/HFPCcu27Ztm8l2Y4zr2Z1OwqOvey9bjrR6HE1ibdiwwesQTAL946cvYHFxHtlZqXYo0kylID+blUuLrXGpMbPglpjfgVti7vo+8EequkNE7gU+CHyP4+XkPxGRm3DKyb/A8XLyjSJyLU45+fuIKScXkQtxTmSfm6SPZuZZoia0RDXWlfDES50EB0cpLshJyGuazJN2CQ8RKQE+qqo3u0s+YBzoBUpEJKCqIWApx0tjOoElQIeIZAFFwEGgw923x923JOY5cVm3bh25ublz+ETGZKZnm1+mMP8oF553lpUImJRWVbbI6xDMLDTVl/Po5jZCoTCBgCWrjJmBaIn5j2LWAkCxiASAPGAoppz8SnfPncDjOAmPje5j4JSTfzemnPxL4JSTi0iliCxXVTtdvQC0dgWpWpzPorzETN873rj0MKetrkrIa5rMk46/AQwAf+VmnwE+DfxcVceATTjZY3Ayzw+73z/kXuM+vsndf2zdLZsZth+4xiSHM6GlyJIdxph5sXZlGUMjIZrdO47GmPio6nWqumnC8g3AYzg3BitweuZVEGc5OTBdOblZAFq7gwnp3xHVUFsKwJ4O6+NhZi/tTnioakhE3gvcJiL5wGscT2bcANwlIjfi9OF4v7t+E3CniLwKHMZphgrwbeB2d30EuDZJH8OYjNfe08+565Z6HYYxZoFqqi8HYHvzQVbVlXocjTHpS0SWAP8ArAOagX92v76OB+XkYCXlqWg8FHFuZpXBli1bEva6JYsCbN7WzMoSS16bqZ2onDwlEx6qunLC9YcnXG8Czpjkea3AxZOs9wHvnGR9GPjQnII1xszYkYERgoOjLKsu9DoUY8wCVbk4n8rF+Wxv7uOdFzR6HY4x6ewCYJuq7gEQkTtwJih+Fg/KycFKylNRS1eQcKSTc05fzYYzEndoZ+3W52jv6bf+aGbW0rGkxRiT5jp6BwCoswktxph51LSynB3NB4lEJt6ENsbMwDbgbBGpdq+vAJ63cnITK9qwdGUCS1rAKWvZd2CQo8NjCX1dkzks4WGMSbp2dyTt8mpLeBhj5k9TQxl9wRF6+o56HYoxaUtVd+CUh/9ORLbijJT9P+7DNwAfF5HtOCdBbnTXbwLOdcvGb8BpggpOOXmuu34LVk6+YLR2BQn4fdRWJvb0bmNtCZEINO+zkhYzOylZ0mKMWdjae/rJzQlQUZrvdSjGmAUsto/HkvICj6MxJr3Elpir6l3AXZPssXJyAzgnPOqqChM+wr2xLjqp5QgnN5Qn9LVNZrATHsaYpGvv6aeuqhC/3ya0GGPmz/LqIgrystje3Od1KMYYs6AlekJLVFlxHiWFOezttEktZnYs4WGMSbr23gGWWf8OY8w88/t9rK0vZ3vzQa9DMcaYBWtwaIz9h4YS3r8DwOfz0Vhbyp7Owwl/bZMZLOFhjEmqo8NjHDg8xDLr32GMSYKm+jLaewY4MjDidSjGGLMgtXU7vdnm44QHQENtCW3d/YyNh+bl9c3CZgkPY0xSRSe02EhaY0wyRPt47GyxshZjjJkPLd3uhJYl85PwaKwrIRSO0NrVPy+vbxY2S3gYY5Kqo9f5y8pG0hpjkuGkZaVkBfzWx8MYY+ZJa1eQ/NwsKhfPTzP6hlqnceke6+NhZsESHsaYpGrvGSDg97G0wiYmGGPmX052gJOWlVofD2OMmSctXUFWLCnC55ufZvRLygrIz81ir/XxMLNgCQ9jTFK19/RTU1lIVsB+/BhjkqOpvozdHYcZGbP6b2OMSaRIJEJr1/xMaIny+3001JbYCQ8zK/YvDmNMUrX39Fv/DmNMUjXVlzMeirCr7ZDXoRhjzILSFxxmYGhsXia0xGqsLaF5X5BQODKv72MWHkt4GGOSZmw8RPfBQRtJa4xJqjUrywCsj4cxxiRYS5fTsHQ+T3iA07h0dCxEZ681LjUzYwkPY0zS7Ns/SDgCdTaS1hiTRMUFOSyrLrI+HsYYk2DRySnzfcKjobYUgL1W1mJmyBIexpikaXez8sst4WGMSbKm+jJ2tvTZcWhjjEmg1u4gZcV5FC3Kmdf3qasqJDvLb308zIxZwsMYkzTtPQP4fFBbZT08jDHJ1VRfzuDwOG3dQa9DMcaYBSM6oWW+ZQX8rFxabCc8zIxZwsMYkzTtPf1ULV5EbnbA61CMMRmmqd76eBhjTCKFQmHae/rnvX9HVHRSSyRiJ/VM/CzhYYxJGmdCi5WzGGOSr7psEWXFeeywhIcxxiTEvgODjI2H571/R1RjXSmDQ2P09B1NyvuZhcESHsaYpAiFI3TuH7CEhzHGEz6fj6b6Mra3WONSY4xJhNbu5ExoiWqsLQGscamZGUt4GGOSorfvKGPjYZZZ/w5jjEea6svZf2iI3kN2d9AYY+aqpSuI30fSbmatWFqM3++zxqVmRizhYYxJivYeZ0KLnfAwxngl2sfDylqMMWbuWruCLK0oTFpvttzsAMuqCu2Eh5kRS3gYY5IimvCos4SHMcYjK5cWk5+bxfZmK2sxxpi5au3uT1r/jqiG2hL2dh5O6nua9GYJD2NMUrT39lNWnEthfrbXoRhjMlQg4EdWLLZJLcYYM0fDI+N0HxxMykjaWI11pfQFRzgUHE7q+5r0ZQkPY0xSdPQMUFdlpzuMMd5qqi+ntTvIwNCY16EYY0zaauvpJxJJXsPSqAa3can18TDxsoSHMWbeRSIR2mwkrTEmBTTVlxGJwM4WO+VhjDGz1drlTGhJeklLTTThYWUtJj6W8DDGzLu+4DBDI+M2ocUY4zlZvhi/32d9PIwxZg5auoPkZAeoLi9I6vsW5GeztLzAGpeauFnCwxgz745NaElynacxxkyUl5tFY22J9fEwxpg5aO0KsnxJEQG/L+nv7TQutYSHiU+W1wFMJCLFwNPA21W1xV37IfCoqt7pXi8H7gaqAAWuUdUBESkF7gEagP3Ae1W1W0RygO8DZwJDwAdUdaeI+IBvAm8HwsD1qvpU0j6sMRmivWcAgGXWw8MYkwKa6st5+OlmxsZDZGclZ5yiMcYsJK1d/Zy5ttqT926sK+GprfsYGBqzZvhmWil1wkNEzgGeBFa71zUi8kvgqglbbwVuVdU1wGbgJnf9q8AmVV0L3AH8q7v+GWDQXf8scKe7/h5gLdAEXAncKSIplwQyJt219/RTkJ9NaVGu16EYYwxN9WWMjofZ02F3CI0xZqYO949weGAk6Q1Lo6KNS5vtlIeJQ0olPIDrgU8B+9zra4AHgP+KbhCRbOBC4F536U7gavf7jTgnPAB+DFzu7j+2rqpPAJXuKZGNwE9UNayqrwFtwBvn5ZMZk8Hae/tZVlWIz5f8Y4/GGDPR2voyAOvjYYwxs9DaHW1Y6s3J3eOTWqxxqZleSp1mUNXrAEQkev1N9/r8mG0VQFBVx93rLqDO/b7GvUZVx0UkCFTGrk94zlTrcdu2bdtMthuTkZo7D7G6No8tW7Z4HUpSbNiwwesQjDEnsLgoj5qKArY39/HuN3kdjTGpaWKZuYi8AbgZKAK2Ah9S1VEROQ34HlAMPAF80v09fEYl6Mn+fGb2ohNaVizx5oTH4qI8yorzbDStiUtKJTzi5AciE9bC7p8Tbx/73McmPme69bitW7eO3Fw7pm/MVIKDowwOd3B6Uz0bNqzyOhxjjAGcPh7PvdpNOBzB70HTPWNSmVtmfgfHy8yLgfuBy1R1q4j8GPgYcBtOUuM6VX1WRL6Pc2L7No6XoP9ERG7CKUH/AsdL0DeKyLU4JejvS+4nNHPR0hWkuCDH01LlxroSK0s0cUm1kpZ49AIlIhLtMraU4yUwncASALcXRxFwEOhw90UtcZ8z1boxJkGOTWiptoalxpjU0VRfRv/RUTr3D3gdijGpaGKZ+aXAM6q61b3+M+DnIrICyFfVZ931O4GrZ1mCbtJEa3eQlUuLPS1VbqgtobO3n+HR8ek3m4w2byc8RCQfpyHoa6qasN8mVHVMRDbhZIL/E/gg8LD78EPu9dfdxze5+6PrT7rlMcOq2uauf9TNUtfjZLGfT1Ssxhjo6HUSHnVVhR5HYubTJEefLwH+GcgHfqqqN7r7EnL0earpW0n8yCbNNTWUA04fD0vIGvN6E8vMgVXAgIj8BFgDPAX8JXA6k5eHz6YE3W46poFwOEJbdz+XnrPC0zgaa0sIR5zyGllR5mksJrUlLOEhIhuAu3B+8fw0cB8wBuSLyLtU9ZlEvRdwA3CXiNyI02j0/e76TTiTVl4FDuM0PQX4NnC7uz4CXOuu3wucg1OHCPAxVR1KYJzGZLz2ngFysgNULV7kdShmnkxy9Dkf+AFwEdAOPCgil6vqwyTu6POx6VsiciHO3cNzk/ahTdqrqSigpDCH7c19XHbuSq/DMSbVZQGX4fycbcNJOH8R+A3xlY3D9CXocbMeet7p6x9neDQEI4c87c12dNDJpf3umVcYOGA31TLdifrnxZXwEJEGVd0rIhuBM4BbVHVi0dS3gRtx7tr9BrhWVR9wfxG+mRlMP1HVlROuPzzhuhW4eJLn9QHvnGR9GPjQJOsR4P+4X8aYedDe209dVaHVyC9s0aPPP3KvzwZ2qWozgIjcjXPEeTt/ePT5yyLyPZyjz1fGrD+Ok/DY6D4GztHn78ZM3/oSONO3RKRSRJaratu8fUqzoPh8Pprqy21SizHx6Qaejfm5/l84Nzj/g8nLw4+VoKtqiMlL0DsmlKDHzXroeefZbV1ANxedu87TkxWRSITv/fphxgMlbNhwmmdxmNQ3bQ8PEbkd+IKIrMW5g9eAc+duonxV/W9V/SFwRFUfAFDV5wC7tWtMhmrv6WdZlR0XX8hU9TpV3RSzNNPJWHEffQamm75lTNya6svoPniUg0fscKcx0/g1sEFElrnXbwe2uDchh0XkPHf9WuBhVR0DoiXoMHkJOsSUoM/3BzCJEZ3QstyjCS1RPp/PbVxqo2nNicVzwmMDzt26LwJ3qer/FZHNk+wbF5GLgDJgsYicrqovishJpGdzVGPMHA2NjLP/0BDLzrGjhhlmppOxEjl9K252JNr4hkcBePDRzZy83O7NZDobKT41VW0XkU8AvxSRPOAljp+Qvga4w+3l9AJwi7s+0xJ0kwZauoJUly0iP9f7YZ8NtaX8ctNexkNhsgL2z00zuXj+S/WralhELsVpBgqTn9j4C5zjzH6cY8n3i0gLsA745NxDNcakm85ep19xnTUEzDQznYw1m6PP0dfaM+G14mZHos36UJgf/u4hhn2lbNhwitfhGJNyYsvMVfVB4MFJ9ryMc3N04vqMStBNeohOaEkFDbUljIfCtPf0U19T4nU4JkXFkwrb7U4zaQAeF5F7gJcnblLVJ1W1XlVXqOpvcZqBfgd4o6rel9CojTFpod2d0LLcEh6Z5jlARGSVO0L8AzhHnBN59PnYeuz0rXn+XGaByQr4WbNisfXxMMaYOIyNh+jcP8iKFEl4NNY6SY49HRNbSxpzXDwJj4/gjH+9UFVHcX4p/dh0T1LVXlW9T1V3zTFGY0yaau/pJ+D3sbSiwOtQTBK5jaI/jDOtazuwE2cqFjhHl28WkZ1AIa8/+vxxt7HpBThNsME5+nyue/T5BpzmqOA0ys5112/h+PQtY2ZkbX0ZzZ1HODpsLQSMMeZE2nsGCIcjrPS4f0dUTWUhuTkB9u6zhIeZ2rQlLao6KCK7gA+7nfF/o6pH5z80Y0y6a+/pZ2lFgdVVZogJR58fAdZPsichR5+nmr5lzEw11ZcTjsBrbYc4bXWV1+EYY0zKanEblq5YmhondwN+Hw011rjUnNi0CQ8RuRand8d9OCdC7hGRL6vqHRP27cO5WzeRD4ioamqkAo0xSdPeM8DyJanxl6IxxkxmzYrF+H2wvbnPEh7GGHMCrV1BsgJ+aipTpxl9Q20Jj25uIxyO4PdP7HNuTHwlLZ8DzlbVz6rqZ3DuzP35JPsuBwaBS4FTYr7WuX8aYzLI2HiYroODLLP+HcaYFLYoL5uVNSXWx8MYY6bR2h1kWXVhSp3cbawtYWgkRPfBQa9DMSkq3iktXdELVd0nIqGJm1T1ZRH5BnC9ql6XyCCNMeln3wGnznNZVercBTDGmMk01Zfx29+32WhDY4w5gdauIOsaK7wO43UaYhqXptLJE5M64vlb/aCIXBG9EJErgUNT7L0FuD0RgRlj0ltHj42kNcakh6b6coZHQzRb4ztjjJnUwNFRDhwZTpkJLVHLlxSTFfCxp9P6eJjJxXPC48+AB0TkO+71KHDlZBtVNQQ8n6DYjDFpLDqSts6y7caYFNdUXwY4fTxOWrbY42iMMSb1tHY7v9etTLGER3aWn+VLitnTaQlrM7l4prS8KiICrAYCwA43sfE6IhIA/gL4E6AOCAEdwH8D/+iOtDXGZIj2nn6qyhaRlxtPXtUYY7xTXpJPVdkitjcf5IoLG70OxxhjUs6xCS0pMpI2VmNtCc+92k0kEsHns8al5vWmLWkRkTXAR4CdwE3AayLypkm23gKcgdPQ9BzgPJwEiAD/nqiAjTHpob2n3/p3GGPSRlN9Gdub+4hEIl6HYowxKae1K0hBXhYVpXleh/IHGmtLCA6OcuDwsNehmBQUz63X23ESFhuBWuBjwN8Db5iw7xJVlQlru0VkE7B9roEaY9JHKByhs3eA9SdVeh2KMcbEpam+nMe2dNB1cJCaCkvWGmNMrJauICuWFqfkCYqG2lIA9nYepnJxvsfRmFQTT9PSPFW9B7gM+C9VfQzInmTfuIiUTbJeDozPPkRjTLrZf+goo+Nh6qqsYakxJj0c6+Oxt8/jSIwxJrVEIhHauoMp17A0amVNMT4f7LU+HmYS8ZzwyBWRapwTHm93v58sdfYt4CUReQBoByJADfBO4CsJitcYkwbae5zGVsttQosxJk0sqyqiMD+b7c0HueTs5V6HY4wxKePA4WEGh8dTsn8HQH5uFrWVhda41EwqnhMetwOtwJOquh1nCsu/TNykqj8A3gZ0AfXAKuAAcKWq3pWwiI0xKS+a8FhWbcfCjTHpwe/3sdbt42GMMea41m6nYWmqTWiJ1VBbYgkPM6l4prTcJiK3q2rYXTpdVQ9Osb0ZuEdVW2MXReRkVX11jrEaY9JEe88ApUW5FC7K8ToUY4yJW1N9Oc9v7+HIwAglhbleh2OMMSnh+ISW1D2521hbyhMvdtrPb/MH4pnSUgjcIiKPuD06vu6uTdx3Kc4Y2pdE5FkRqY15+EcJi9gYk/Lae/tZZv07jDFp5lgfDzvlYYwxx7R2BakoyUvpG1mNtSWA9fEwfyiekpZbgCNANTAMFDP5mNm/By4EKoBHgUdFpNR9LPXa+Rpj5kUkEqGjp9/KWYwxaeekZaVkZ/nZ3jzVQVZjjMk80QktqayhzhIeZnLxJDxOV9W/AcZU9ShwDXDaZK+lqq+oakhV/xr4FfAzEYnnPYwxC0Rf0Glstcwalhpj0kx2VoCTlpWyw054GGMMAOOhMB29/SndvwOgaFEOVYvzrY+H+QPxJCNCE64DQHiyfSKyJub6L3BOdvxbnO9jjFkAOnoGAKykxRiTlprqy9ndcZjh0XGvQzHGGM917h9gPBRJ+RMe4DQu3dt52OswTIqJJxHxhIj8I5AvIpcB9wO/m2TfjcCTInI1gKqGgKuAU4B1CYrXGJPi2nudCS11VtJijElDTfVlhMIRdrXZL83GGNPW5fxel+onPAAa60rp3D/I0eExr0MxKSSehMcXgAGcPh5fA7YCn5+4SVV/BTTg9O+Irh0GzsMpgzHGZID2nn4K8rIoK87zOhRjjJmxtSujjUutj4cxxrR0B/H7fdRVpf6NrAa3cWnzvqDHkZhUEs9Y2jHg70TkO0BIVaf8L2iyx9xxtj+ZU5TGmLTR3jNAXXURPp/1KjbGpJ/CRTmsWFJkk1qMMQZnQkttZQHZWQGvQ5lW7KSWkxvKPY7GpIppEx5uX44f4TYqFZGngWtVtS3RwYhIMfA08HZVbRGRS4B/BvKBn6rqje6+vwU+Chxyn3qHqn5XRE4DvoczSeYJ4JOqOi4iy4G7gSpAgWtUdcCdInMPzsmU/cB7VbU70Z/LmEzS3tvPmWuqvQ7DGGNmram+nMde6CAUjhDwW/LWGJO5WrqCnLSsdPqNKaCsOI/Swlz2WB8PEyOekpb/wEkiLAIKgXuB7yc6EBE5B3gSWO1e5wM/AK4A1gJnicjl7vYzgT9W1dPcr++663cDn1bV1TgNU693128FblXVNcBm4CZ3/avAJlVdC9wB/GuiP5cxmWTg6CiH+0dsJK0xJq011ZcxNDJOa5cdizbGZK6jw2P09B1Ni/4dAD6fz21capNazHHxJDwWqertqjqmqiOq+m3ghLdvRSRfRE4REZ+ILIozluuBTwH73OuzgV2q2qyq4zjJjKvdx84E/lpEtorId0QkT0RWAPmq+qy7507gahHJBi7ESdQcW3e/34hzwgPgx8Dl7n5jzCy0Rye02EhaY0waa6p3jkJbHw9jTCLs6ThMOBzxOowZa+txGpamw4SWqMa6Etq6+xkbnzho1GSqeBIeO0XkjdELEVkHNE+1WUTOBfYADwK1QHvs86eiqtep6qaYpRqgK+a6C6gTkULgRZzGqWcApTgnNibdD1QAQTdpErv+uvdwHw8CldPFaoyZXPQvRkt4GGPSWeXifCpK8thhfTyMMXO0t/MIn735cX6xaY/XocxY9JRbupzwAKdxaSgcodWdLmPMtD08gBXA4yLyMjAOnA50i8hWAFU9dcL+bwKXAPeoaoeIXItTKnLWDGPzA7GpUB8QVtUB4G3RRRH5Fk7py0OT7Z/kdXDXo3ti+WIei8u2bdtmst2YBW3LK4fJCkD73h10tmRu3fuGDRu8DsEYMwc+n4+m+nJebT5IJBKxJswm40zsqxez/mngKlW92L2eUZ88EcnBKY0/ExgCPqCqO5P2wTzw++1Oe8CfP7aHjefVp0Xzz6jW7n7ycpQ1aSwAACAASURBVAJULY73wL73GmudfiN7Og+zKk16j5j5FU/C4wszfM1FqrpdRABQ1YdE5Gszjgw6gKUx10uAfe4P1ktU9Qfuug8Ym2o/0AuUiEhAVUPunmjZTKe7r0NEsoAiYEbnV9etW0dubu6MPpgxC9UvX3iGZdV+zjrrTK9DMcaYOWmqL+OJlzrZf2iIqrL0+WXfmLly++rdgdtXL2a9CfgisDtmOdon7ycichPOqesvcLxP3saYm5/vAz4DDKrqWhG5EKfU/Nx5/kie2ryjh4L8bPqCwzy6uYPLzl3hdUhxa+0KsnxJEf40at5cXbaIRXlZ7LE+HsY1bUmLqj5+oq9JnjImIotxT1VINPMxc8+5T18lIgHgA8DDONngb4hIvYj4cPp+/FxVW4FhETnPff61wMPuWN1NOD9kAT7ovg44p0I+6H7/PpwfzGOzjNeYjNfeO2DlLMaYBaGpwfp4mIw1sa8eIpIL3A58KWZtNn3yjq2r6hNApXszc0EKDo7yWtsh3nlBA411Jdz/u12E0qSXRyQSoaUryIol6VPOAuD3W+NS83rxnPCYqa8CjwNLROTHwB8BH5/pi6jqsIh8GLgPyMNJTtyrqhER+QTwSyAHZ7LLt9ynXQPc4R7DewG4xV2/AbhLRG4E2oD3u+s3AXeKyKvAYff5xphZGB4Zp7fvKJeevWB/bzHGZJDlS4pZlJfF9uY+Lt6wzOtwjEkaVb0OYMI9y7/HKSGP7eMXd588EYn2yZuq517bTGJMl5LyV1qOEolAAYc4Y2WAnz15hLv/+0nWrUj9U2P9QyGCg6MExo+wZcsWr8OZkcKsETa3DPL885vT6nSKmb0TlZMnPOGhqv8jIjuBS4EA8BVV3TGD56+M+f4RYP0ke+7DSYRMXH8ZZ7rLxPVW4OJJ1vuAd8YbmzFmah373QktVXbCwxiT/gJ+H2tWltkJD5PxRORSYLmqfk5ELo55aDZ98ibt0TfTmNKlpPwx3UJxwQDvuPRcIsDT+ggvtIT44LvOSPneQC9qL9DF+WefzPqT0mumw5FIG8/qi1QvW83yNDuhYhIvniktALjNh070+PLoFzCKM6XlF8DgQj6qZoxxdLgTWuqqCz2OxBhjEqOpvozW7n4Gjo56HYoxXno/cLKIvAR8DzhTRH5KTJ88d99kffKY0Cdvqp57C044HOGFnb2csaYKv99HwO/jPW86ib2dR3hR93sd3rRau9NvQkvU8calVtZi4kh4iGM78KqI1IrIDhFZM8nWV4FtwHac425bccbHNuP04zDGLGDtvQP4/T5qKizhYYxZGJpWOn08drTYeFqTuVT1o6q6VlVPA64DNqvq+2bZJ+/YuoicDwyr6ozKWdLF7o7DBAdH2bCm+tjaxRuWUV6Sx88efc3DyOLT0hWktCiXksLUP0kzUV1VITlZfuvjYYD4Tnh8G/hzoFdVO93rf5+4SVWLVLUYpxHRNapaqqrlwLs4/sPPGLNAtff0s7S8gOysuA+OGWNMSjtpeSkBv4/tzZbwMGYKNwAfd2+OXgDc6K7fBJzr9sm7AacJKjj/jsh112/BGTKwIG3Z0YPPB2dI1bG17Cw/V160im17DrIzxROprV1BVqZpOUgg4GdlTbElPAwQXw+PclX9TcyY2VtF5ERNSM9U1U9EL1T1FyLy/+YWpjEm1bX39LPMylmMMQtIXk4Wq+pKrY+HyUixffVi1h4jpi/eTPvkqeow8KHERZm6tuzsZfXyxRQX5Lxu/bJzV/Bfv1XufXQXN370HI+iO7FQOEJbzwBvfUP6jNCdqKG2lE0vdRKJRFK+X4qZX/Hcio2ISB7Hx8wuwWlGOuVrxjY0EpG3MotmRMaY9DEeCtN1YNBG0hpjFpy19WW81naY0bGQ16EYY9LEkYERXms/9Lpylqj83CzecX4Dz73aTWtX0IPoptdzcJDRsVDanvAAaKwtYXBojJ6+o16HYjwWT8LjVuBXQJWI/D3wrLs2lc8APxaRVhFpA+4APnGC/caYNNd1YJBQOGIJD2PMgtNUX854KMzujsNeh2KMSRMvai+RCJy5tmrSxzee30BeToB7f7cryZHFp8VNxKxIw4alUQ21JYA1LjVxJDxU9QfAl3B6c2QD16vqbSfYvwlYjtO740qgXlXTa3izMWZG2twJLTaS1hiz0DTVlwFYHw9jTNw27+iltDD32LSQiYoLcrjs3JU88WJnSp5AaO0K4vPB8iXp+3vdyqXF+P0+6+Nh4urhgao+Djwe74u6XZhfmG1Qxpj0cmwkbZX18DDGLCwlhbnUVha6fTxO8jocY0yKC4UjvKC9nNVUjd8/de+IKy9q5MGn9vLzx3bzyXefmsQIp9fSHWRJeQF5OXH9UzEl5WQHWF5dxB47nZfxpvyvWETCuH07JqOqJ+rjYYzJIO09A1QuzicvN33/YjTGmKk01ZfxzCtdhMORE/4DxhhjdrUfov/oKBvWTF7OElVRms+bNizjN8+18r5LV7O4KC9JEU6vtSvIyjQuZ4lqqC3hRe31OgzjsROVtFQC1TgjaP8GqAAWA38B/Mv8h2aMSRftvf1WzmKMWbCa6ssZGBqjvbff61CMMSluy45e/D44XU6c8AB495tWMRYK88tNe5MQWXxGxkJ0HRhkRRo3LI1qrC3hUP8IfcFhr0MxHpoy4aGqB1X1AM6Y2X9Q1UOqGlTVW4CLTvSiItLg/rlRRG4SkZLEhm2MSRXhcISO3gFrWGqMWbCaGqyPhzEmPlt29iAryihalDPt3rqqIt54Sg0PPtXM4NBYEqKbXntPP+EIC+aEB2B9PDJcPFNaCkREohcicgqQO9VmEbkd+IKIrMWZ0NIA/GCugRpjUlPvoaOMjoVYVm39O4wxC9PS8gJKi3LdPh7GGDO5w/0j7Go/PG05S6yr3nwSR4fHefiZlnmLayaio3LTuWFp1PFJLdbHI5PFU3B/I/CsiGwFfMDJwAdOsH8DcDbwReAuVf2/IrJ5zpEakwBHh8fYt3+Qzv0D7DswyL79A4QjET7zvtPJzba2NLPR0TsAOHcpjDFmIfL5fDTVl9kJD2PMCb3g9ovYsLY67uesWlbKaasreeCJPbzjggbPfx9t6QqSneWnpqLA0zgSYVFeNksrCtjTYSc8Mtm0CQ9VvV9EngTOd5eecEtdpuJX1bCIXAp83V1bNMc4jYnb6FiIroNOMmNicuNQ/8ixfT4flJfkc+DwEEvLC/iTy9d6GHX6ao+OpLWSFmPMAtZUX87TW7s4cHiIitJ8r8MxxqSgLTt6KC3KpaFmZtX8V7/lJP7mtqd55Pk23vbG+nmKLj6tXUGWVRcRCMRTCJD6GmpL2N1uJzwyWbxjaXuB++N8zd0i8hBOKcvjInIP8PIs4zNmUqFQmN5DQ24yIyaxsX+A/YeHiMTMFyotckYKnrm2mprKQmorC6ipKGRJRQG52QG+dc8W7vvdLi46o87+0T4L7T39lBbmUlwwfa2qMcakq6Z6p4/HjuY+Lji91uNojDGpJhSO8OJrvZzVtGTG05xOaaxAli/m/t/t5rJzVniabGjtDnLa6vhLclJdY20JT728j4GjoxTG0VfFLDzzMUPyI8C7gE2qOioim4AfzsP7mAUuEonQFxymc/8Anftff2Kjp2+Q8dDxrEZBXhY1lYU01ZdTU1HgJjYKqaksYFFe9gnf56PvPJnnt3fzb/dv5auffCM+n40cnIn2nn7qrH+HMWaBa6gpIS8nwPbmg5bwMMb8gV1th+g/OsaZMyhnifL5fFz1lpP42n/8nk0v7+PiM+rmIcLpBQdH6QuOLIgJLVGNtaUA7N13hFNXVXocjfFCwhMeqjooIruAD4tINvAbVT2a6PcxC0dwcJR9+weOlZ5ET2rsOzDIyGjo2L6cLD81lYWsWFrEG05Z6pzUcBMbxQU5s05ULC7K44Mbm7jtvq08/kIHF29YlqiPtuBFIhHaewe48DT75d8Ys7AFAn5kxWLr42GMmdTmHT3OONrVs/tH9dlNS1hWXcR9j+7iotNrPbkBF21YuhAmtETFTmqxhEdmiivhISJFqtovIqcD64CfqOqks5NE5Fqc3h334UyBuUdEvqyqdyQqaDN7wyPjtHYHCYUjhMIRwqGI+33YuQ5Hjj8WDhMKHb8OhcPO4+5aOBL9Pvy654VCr3+tcMzzjz03HGFgaJR9+wcZiBnDFfD7qC5bRE1lIaeuqqSmsoDaikJqKgspL8mb8RHBeF127koeeb6N7//iVc5cW21H3uJ0uH+EwaExO+FhjMkITfXl/PQ3ytHhsWlPDxpjMsuWnT2sWVk2698h/X4fV715FTf/+EWe39HD2U1LEhzh9Fq7nYTHiqULp8S7tCiX8pI8a1yawaZNeIjIV4BVIvJF4H+BV4GLgOumeMrngLNVtct9/j8Av8YZUWs89t17X+axFzoS+ppZAR9+v5+A30fA78Pv/hnw+/AHjq87X378Aef7RbnZXHB6rVN6UlFAbWUhVWWLyPKgbjHg93HDe9bzuX95nB8+vIMb3rM+6TGko/Zep2Hpcut9Yibh/r3xEWAE+Kmqfk1E/hb4KHDI3XaHqn5XRE4DvgcUA08An1TVcRFZDtwNVAEKXKOqAyJSCtyD0y9qP/BeVe1O5uczmaepvoxwBHa2HuIMWTg17saYuTkUHGZ3xxGunWMD/AtPr+Oe/93JvY/s8iTh0dIVpDA/m7LivKS/93xqqC1hT6clPDJVPCc83gZcCHwC+LGqflZEnj/Bfn802QGgqvtEJHSC/SZJwuEIL2gvZ66t5ooLG5zkw8QkRWBi4sJPIPD6PcfW3e8Xisa6Ut5+fgO/fHIvl5y1nNXLF3sdUspr77YJLWZyInIJzgjzs4BB4Oci8m7gTOCPVfWZCU+5G7hOVZ8Vke8D1wO3AbcCt6rqT0TkJuAm4AvAV3F6RW10Txb+K/C+ZHw2k7lWL1+M3+9je/NBS3gYY46JjqOdTf+OWFkBP++6eBW3//wVXt17kJMbyhMRXtxau4KsWFq84PrZNdaWsmVHD8Oj4+TlzEcLS5PK4rqV7vbguAR41F3KPcH2gyJyRfRCRK7k+J0846G2nn6Cg6Ocv76G01ZXccqqCk5uKGfNyjJWL19MY10pK5cWs6y6iJrKQpaUF1C5OJ+y4jxKCnMpWpTDorxs8nKyyM7yL6hkR9Q1b13D4qI8vnvvy4RCYa/DSXntvQPk52YtuDsBJiFOB36lqkFVDeGcELwSJ+Hx1yKyVUS+IyJ5IrICyFfVZ93n3glc7faBuhC4N3bd/X4jzgkPgB8Dl7v7jZk3i/KyaagpZof18TDGxNi8o4ey4lzqa+be++KSs5dTUpjDzx55LQGRxS8SidDa3b+g+ndENdSWEI44J1hM5oknxXVQRG7F+SX1ardEZd8J9v8Z8ICIfMe9HsWZ2mI8tnXXfgBOWVXhcSSpa1FeNtdfuY5//OFmHny6mXde0Oh1SCmtvaefZdWFC+5OgEmIF4CbReTvgaPAO4Ec4EXg88BunATGTcD/AF0xz+0C6oAKIKiq4xPWAWqiz3FLX4JAJSf+++l1tm3bNpvPZTJceUGILbuD/P75zQQWYOI/k23YsMHrEEwaCoXCvPjaft6wbmlCfh/Ky8niHRc0cPfDO2ned4T6mpIERDm93kNDDI2Ms2IBJjwa6443Ll2zoszjaEyyxZPw+CDO0eKNqnpURCLAh6barKqviogAq4EAsDPml1Xjoa27D7C0ooCqxYu8DiWlnXdqDWdIFXc/vJPzTq2hvCTf65BSVkdvP6fbsW4zCVV9RETuBB4D+oDfAueq6tuje0TkW8APgIeASMzTfUAY5xRi7DruenRPLF/MY3FZt24dubknOrBozB8aztrHc/o8pdWNVvpojEHbDjE4NLtxtFPZeF4D9z26m3sf2cXnrz0zYa97IscmtCygkbRRlaX5FC3KtsalGWrakhZV7cG5C1clIgHgNnftdUTkr9w/vw3cDPwp8HHgn0XklkQGbWYuFI6wbc8BTrXTHdPy+Xx88t2nMh4K870H7A7wVAaGxugLjrCsyvp3mD8kIkXAfap6qqpejNO4dL+IfDRmmw8YAzqApTHrS3BOavQCJe7fPbh7oic4Ot19iEgWUAQcnJ9PY8xxa+udu4Pbm+0/N2OMO47W72P9LMfRTqYwP5vL37CSJ1/uZN+BgYS97olEyz0W0oSWKJ/PR0NtCXs7D3sdivHAtAkPEdkIPA18F6dL/vbYHh0xoimzAzi/dE78Mh7a23mYweFxS3jEaWlFAe+9ZDVPvryPF3b2eh1OSurosYal5oTqccobs0SkBPgYTvL8GyJSLyI+4FPAz1W1FRgWkfPc514LPOyOP9/E8WakHwQedr9/yL3GfXzTVOPSjUmksuI8lpYXsN36eBhjgC07e1m7sozC/MS2kbriokYCAT/3/253Ql93Kq1dQaoW5y/YkduNtaW0dPUzbj36Mk48JS1fAs4BHlLVLhE5H7gLeCB2k6re7n77dZzxgPeIyBLgj4G4TniISDFOcuXtqtridvn/ZyAfZ6Thje6+hIwvFJEc4Ps4/UmGgA+o6s54Yk03W3cdAOCURkt4xOs9b1rFY1va+bf7t/Ltz7+J3OzA9E/KIO1uwqOuutDjSEwqUtWtInIfsBWnvPFmVX1cRD4B/BKnn8eTwLfcp1wD3OH+PfACx//euAG4S0RuBNqA97vrNwF3isirwGH3+cYkxdr6Mrbs7CESiVgPI2MyWF9wmL2dR/jg2+Y2jnYyZcV5vOWs5fz292184LI1894gvrU7yPIFWM4S1VBbwngoTHtPf9L6opjUEE/CI+AmOgBQ1ZfcPh5T+S7O0eJ7cOqpL8BJNHzmRG8iIucAd+D0/kBE8nFquy8C2oEHReRyVX2YxI0v/AwwqKprReRCnLuP58bxf5O0s3XPAZZVF7HYpmnELTsrwJ++ez033v409z6yi2veusbrkFJKe+8A2Vl+qssKvA7FpChV/Tvg7yas3QfcN8nel4GzJ1lvBS6eZL0PpxGqMUnXVF/Go5vb2XdgkNpKS/oak6le2OlU+Seyf0esd1+8il8/28IDj+/hI+84eV7eA2BsPExH7wBnNS2Zt/fwWrRx6Z6O5DWCNakhnrG0R92TExEAEbkAGD7B/jeq6vsBVLUXZ4Tgm+J4n+txjjdH67PPBnaparPb9PRunCkxiRxfeGxdVZ8AKt3PuqCMh8Js33uQ9VbOMmPrV1dy0el13PvoLjr3J6eGMl209/RTW1loUwqMMRmnqb4cgO17rWLXmEy2eWcvZcV58zbKdWlFAeevr+XhZ5oZODo6L+8B0Ll/gFA4siAntETVVBSSlxNgj/XxyDjxJDy+APwaaBSRZ4Cfu2tTyXZLRaLiOUWCql6nqptilo6NHHRFxxFOtR73+EIgOr5wqtdaUHa1HWZ4NGTjaGfpY+88mdxsP7fd9zKRyIkON2UWZySt9e8wxmSeuqpCihblWB8PYzJYKBTmJe1lw5qqeS1tu+otJzE0EuLBp5rn7T2iDUvnK3GTCvx+H/U1JezttEktmWbaZISqPiMi5wJvwKnDflZVD5zgKQ8CvxKRH+GcCvmAuzZTE8cRTjWmcC7jC6d6rbht25b6Uzwe3+b8EAsNdLBlS9c0u81kLlpXyEObD3Dn/U9y6kob6zs2HqGn7yhra7PYsmWL1+GknA0bNngdgjFmHvl8Pprqy2xSi1nQJumt93GccvAIsBn4hKqOJqq3XrI/31ztbD3E4PD4vJWzRNXXlHDm2mp+sWkvV1zUSF5OXPeSZ6S1K0jA71vwJXqNtSU8srmNcDiC304oZ4x4/xezHsjDSQhcKCKo6v1T7P08TmnKFcA4cD9w+xR7T2SqMYXTji9U1RCTjy/smDC+MPpaeya8VtzWrVtHbm7uTJ6SdPf//ikaaku44I1/UB5v4nTa6RF29TzBo68McvXbzk14J+5042THOznn9NVsWF/rdTjGGJN0TfVlPPdqN4f6h1lcZP2xzMIySW+91Ti/428A+nFKxz8F3Ezieuullc07egj4fZyWwHG0U7nqzSfxxe8+yW+ea+MdFzQk/PVbuoLUVRWSnRXP4f/01VBbwv88FaLroPVfyiTxjKW9AycL++fAn7lfn55qv5tsuAO4EaeHxl2qOpv5P885by+rRCSAc1Lk4QSPLzy27k6fGVbVtlnEmrJGx0LsaOmzcbRzFPD7uOGq9QQHRvjRQ9u9DsdzbdGRtFVW0mKMyUzRPh47rKzFLEwTe+uNADeoalBVI8ArwPIE99ZLK1t29rC2viwpY1xPbihn7coyfv747nkZq9raHVzQ/TuiGutKAdjbYWUtmSSeNN5bgLWqerGqvsn9evNUm93ylz04ZSw1QLuIvHGmganqMPBhnG7+24GdHP+heQ1ws4jsBAp5/fjCj4vIdpzpMDe66zcB57rjC2/A+QEO8G0g112/BSd5sqDsbO1jbDxsCY8EWFVXysbzG3j4mRZeazvkdTie6ujpx++Dmkqb0GKMyUyNdSXkZPmtj4dZkCb21lPVVlX9DYCIVOLc/HyAxPbWSxsHjwzRvC/ImWvmt5wl1tVvOYn9h4Z4/IWOhL7u0eEx9h8aWtD9O6KWVReRFfBZ49IME09JS7uq9s/gNb8JXALco6odMUfVzornyaq6Mub7R3DKaSbuScj4Qjep8qF44kpXW3cdwO/3cXJDudehLAh/8tY1PPVyJ7fe9zLf+vOLMnZCSXtvP0vKC8jOCngdijHGeCI7K8BJyxdbHw+TUUSkFucE9fdV9TH3xHWieuvFzeseei/sGQQgP3KQLVuCSXlPXyRCdWk2dz/0CsW+XvwJapTatn8EgLGBXrZsmck/+dJTZXEWL+5o55SlJxo6atLNifrnxZPweEpEfgL8EhiKLp6gh8ciVd0uItF9D4nI1+IP1yTS1t0HOKmuNCnH7TLBorxsrrviFL7xo8089FTzvNRRpoP2ngGb0GKMyXhN9WXc97vdDI+Mk5eb+EaCxqQSEVkD/Aq4RVW/5S4nsrde3Lzuoffrbb+noiSPy998zrxOaJnoWn8H/3TPFsZza3nDKUunf0Icep9pAfbzlgvOoLps4TfmX7f7RZ7d1s0ZZ5yR1P/fGe/EU9LyBqAauI44engAYyKyGDerK9HMh0m6oZFxXms7xKknWTlLIp2/vobTV1fyo4d3cPDI0PRPWGDGQ2H27beEhzHGNNWXEw5H0AwvczQLn4gUAb8GboxJdkRPVyeqt15aGA+Feem1/WxYW530fzCfv76GJeWLuPfR14hEJh6gmZ3WriD5uVlULc5PyOulusbaEvqPjnLgsJ3wyBTTJjyifTuAS4E/mq6HB/A14HGgTkR+jDPO6qsJidbMyI7mPkLhCKc0WsIjkXw+H598z6mMh8J8/xeveh1O0nUdGCQUjrCs2rpbG2My25qVZfh8WB8Pkwmuw7kB+pci8pL79RX3sUT11ksLO1r6ODo8zoYk9u+ICgT8vPviVbzWdphX9hxIyGu2dAVZsaQoY047RBuXWh+PzDHt+UsRqQLuAt4MZInI48CfqOpU41v/F9iBkyAJAF9R1R0JitfMwNbd+8kK+FhbX+Z1KAtOTUUhV79lNf/5q51ccvZyzpAqr0NKmo5ep76zzia0GGMyXGF+NiuWFFsfD7NgxfTWu9n9mmxPQnrrpYstO3rICvhY79EJ6rectZz//LXys0d2ceqqufV6jUQitHYFOW99TYKiS30rlxbj88HeziOcuy4xZUEmtcVT0vId4FmcrG4VzvG0206w/3lV3a2qt6nqdyzZ4Z2Xdx9AVpSRl2N1xfPhqjevoqaigH+7fyujYyGvw0ma9p4BAOqq7ISHMcacuqqCV3YfYPOOHq9DMcYkwZadvTTVl3vWHy8nO8AVFzby0mv72d0+t1MKfcFhBobGMmJCS1RebhZ1VYXs7bTRtJkinoTHalX9sqoeVtWDqvq3wKoT7B8UkboTPG6SYGBojL0dh20c7TzKzgrwp+85la4Dg9z76C6vw0ma9p5+KkrzrRGuMcYA779sDStrivn6nb/n5df2ex2OMWYeHTg8REtX0JNyllhve+NKCvKy+Nmjr83pdVq6nAkzKzIo4QHQUFPKng4rackU8SQ8skUkL3ohIov4wzFTsQqAZhHZKyJbo19zDdTMzKt7DhCOYAmPeXba6iouPL2Wnz2yi879A16HkxTtvf0ss9MdxhgDOGUtX/n4G6mpKODv/uM5K28xZgHbstM5ybVhrbelzIvysnnbefU880rXsVLj2Wjtcp67YklmJTwa60o4cGSYIwMjXodikiCehMdPgN+KyMdE5KM4HZrvPcH+PwcuAT7y/9m78/ioyrP/45/JvpFASFhCWLLgDQphCZvs1K24gGCtrWut1lq39le1j63SRe1iH7VVW6tVW9vaxT4ibpW2LuwISlTCekNC2EMWgiQBQrb5/TEnGjBAEiY5M5Pv+/XKi8w955y5ZkhOzlxz39fFZ11dbj/dQKVt8gvKiYoIwwzs4XYoIe/GWcOIjgzjqfn5fquYHagaG73sLlWHFhGR5hLjo3jgmxNJSYrhx8+sYou6toiEpLzNpaT2iGVAAFwHzZqSRWR4GC8vKmj3MXbsqyQ5MZrE+Cg/Rhb4MvslAVCoZS1dQmu6tDwAPAecD1wIPA/85CTbLwHKgdHACGCvMyadKL+gnDMzehIZEe52KCGvR2IM18wcysdby1j60R63w+lQ5Z8c4WhtgxIeIiLH6ZEYw4M3TyIxPoof/f49ivbqQloklNTVN/LxllJyh3R+O9qWdO8WzXnjB7Iobxflnxxp1zF8HVq61uwO+CzhoToeXcMJEx7GmOSmL+BV4FvATcDLwAmnDRhjbgYWAaPwVWxeboz5sl+jlpM6WH2U7cWV5LhUPbor+uLEDLL7d+e519ZTr4kJPQAAIABJREFUfSRoWsm32c4S39RHJTxERD4vpXssD948keiocOY9vZJdJe2fai4igWXT9v0cOdpA7pDA6cw3Z3o2jV5YsKTtszwaGhrZVVLV5ep3AHSLi6JXcpwSHl3EyWZ4lANlzr9N35c1+/5EvguMstZea629GhgL/NA/4UprNPXlHq76HZ0mPMzDrZeN4GD1UV5YGLqNiT5rSasaHiIiLenTM56ffmsSHo+H+55aSXH5IbdDEhE/WLOp1GlHe3qtYP2pd3Ic00b14z+rdlB5qLZN++4tP0RdfWOX6tDSXFa/JBUu7SJOmPCw1oZZa8Odf5u+b7p9snUSB621e5odZydQ48+g5eTyC8qJjY5gcHp3t0PpUrL7d+fCiRm8ubKIrbtCc/32rpJqEuOjSEqIdjsUEZGA1S81gQe/OZG6+gbue2oFZQfaN91cRAJH3uYSzsrsSWx0hNuhHOOyLwzmaG0Dbyzf1qb9duzrmh1ammT1S2Jv+SEO14TuzGzxOeFvrDHmuyfb0Vr76AnuessY8zvgt0A9cC2w1Rgz2tnvw3bGKq2Uv7WcszJ7Eh7empq04k9XzxzKivy9PPnSWh7+9jTCw9xf4+lPu0qqtJxFRKQVBvZN5P6bJnLvUyu496kV/OLWySQnxpx6RxEJOKUHDrNzXxXnjRvgdiifM7BPIuPP6sPry7YxZ3p2qxMy24srCfN03WXKTXU8ivZWclZmT5ejkY50snfEw0/xdSJfBb4IvA4sdG5PAOZz8u4u4gf7Dx5hT1m12tG6JD42khtnD6Ng90EWrixyOxy/8nq9SniIiLRBdv/u/PjGszlQWcN9T61UC0SRIJW3uRSA3CG9XY6kZV86ZzDVR+r4z6rtrd5n574q+qbEEx3ZNRscfNapRctaQt0JU4DW2uvbc0BrbUb7w5HTta7AV79DCQ/3TBnZj7fe38lfFm5iYk5ayHyi90n1UaqP1NFf9TtERFptaEYy824Yz0+eWcUPn36Pn35rIglxXasFpEiwy9tUQq/kuICtYTZkYDLDs1JYsLiQiyZltKpL4/biSjLSuuZyFoDkxBi6d4vmL29uYv67W51RD00NeD6do+05wdhn3zbt+ekGx97nOXa7zw5yzHGHDErmxtnDiIkKrCVToeBkS1r+aa39sjFmHeA9/n5rbU6HRibtkl9QTkJsJBlpSW6H0mV5PB6+NTeH2x5exHOvrufua8a4HZJf7C6pBiBdMzxERNokJzuVH1w/jgf/sJofP7OK+795NnExkW6HJSKtUFffwNqtZcwY0z8g2tGeyJfOGcyPfv8ei/J2c/74gSfdtuZoPfv2H2LG6PROii7weDwebpw1jHWF5Xidd7pe77Fveb1e8Dpvg4+7C6/X+9kbZC/HbPPpPd7P3kQ3Hbv5Pk3b1dU38t/VOyjcc5D7rh9Hz6TY035+8pmTpZAecv69rTMCEf/ILyhneHYKYSFWOyLYpKUmcPkXBvO3/1rOHTeAUSZwWpi11y6nQ8sAJTxERNosd0hvvnfNWH7x5w+4/7nV/PgbE/RJnkgQ2LitgpraBsYE6HKWJqPOSCWzXxLz393KOWMHnLSO3M6SKrzerluwtMm00elMC5Ckz+r1xTz81zzufGwp9319PNlqPuE3J+vSkuf8uwSwfNaWtulLAsy+/YcoqTis5SwB4rIvDKZvSjy/ezmf2roGt8M5bbv2VREbHUHPpNBYoiMi0tnOHt6XO68czcai/fz0j++HxN8GkVC3ZnMJEeFhAX997fF4uPycwewtP8SqdcUn3XZHsa9DS1dtSRuIxg/ryy9vn0JYmIf/+c1yVuTvdTukkHHKNh7GmEeBHcCSZl+LT7FPsjGmvzFmgDEmwxhznj+ClZNrqt8xPMBPyF1FVGQ435qbQ3H5oWZrA4PXrtIq0nslBPR0ThGRQDd1VDp3fHkkH28p46E/r6G+odHtkETkJPI2lzAsqycxAdaOtiVnD08jLSWe/3t3y+eWZzS3fV8lUZHh9O4Z34nRyalkpCXxyLenkpmWyC/+9AEvvm1P+v8ordOavqVzgTRrbWqzrxPOzzfG3A+UANvwzQwpAE7Uwlb8KL+wnO4J0VpyEEBGmV5MHdmPf76zlb1l1W6Hc1p2lVSrQ4uIiB+cO24gN8/N4f2N+3jkr3k0NOqCViQQlVQcZldJNWOGBvZylibhYR7mzhhM4e6DfLTlxBPydxRXMqBPt5MuexF39OgWw0+/NYnpo9N5YeFmHv3bh5oNeJpak/DYArSlX8+1wAB8LWgHA18DNrQ5MmkTr9dL/lZf/Q59Ah9Ybpg9jKjIMH73cn7QZmkPHamjorJGCQ8RET+5aFIGX7/kLJav3cvjL35Eo5IeIgEnb3MJALlDgqcW2xfGpJOcGMNL75x4dvGO4ioG9tE1XaCKigznu1eO5uqZQ1j84W7u/d0KDlTVuB1W0GpNwuNxYIkx5gFjzA+bvk6yfam1thjYBIyw1v4FGO6PYOXE9pYfoqKyJuDXF3ZFyYkxXDNzKB9vKWP5x8G5Hq+pYKla0oqI+M+c6dlcecEQ3l2zi6eCOCkuEqryNpXSOzmOfqnBc/0TGRHOnOlZrCssZ/OOis/d/0nVUT6pPqr6HQHO4/FwxbmGe64by7a9ldz52FKK9h50O6yg1JqExz1AJdAdSG32dSJ1xpgsfMtZphhjIgBVOexg+Vt909ZyBivhEYhmTswgOz2JZ15dx6EjdW6H02a7S5yEh2Z4iIj41VfOO4PLZmSz8L3tPPfaBiU9RAJEbV0DawvKGDO0d9DNnr5gwiASYiNbnOWxY5+vYOnAPkp4BINJOWk8dNtkGhq8/M9vlvH+hn1uhxR0WpPwiLfWXmitvb3510m2/znwe+ANfPU/dgHv+iFWOYm1BeWkJMXQV8WHAlJ4mIdbvjSCT6qP8sK/N7kdTpvtKqkmIjyM3slxbociIhJSPB4P1110JhdPzuDVpYX89d+b3Q5JRIAN2/ZztLYhqJazNImNjuDiyZms3rDv0wRHE3VoCT7Z6d159DtT6derGw/+cTUvLypQcrwNWpPwsMaYnNYe0Fr7hrX2HGvtIWAk8EXgpvYGKKfW2OhlfWE5OYNTgy4D3ZUM7t+DCydm8OaKIgp2taUsjvt2lVbRLzWe8PDWnDJERKQtPB4P35g9nPPHD+TFt7fwz7e3uB2SSJeXt7mUyIiwoO1+eMmUTKKjwj/XKXB7cSWJ8VF07xbtUmTSHj2TYvn5LZOYmJPGH9/YwOMvfkxdvbp8tUZr+isNANYYY4qAo02D1tpTJkGstYeBte0PT1pjZ0kVB6trVb8jCFwzcygr8/fy2/lrefiOqUFTHXtXSRXZ6d3dDkNEJGSFOTMBa+sa+MvCTURHhTN7apbbYYl0WWs2lTA8K4WYqMBvR9uSxPgoLpgwkDeWF3H1F4fSy5mlu2NfJYP6JupD0iAUExXB964ew997Wf7xlqV4/yG+f91YkhKUvDqZ1vwGf7/DozgJY8w9wPX4ki0vWmt/aoz5EfB14ICz2TPW2t8aY0YCzwKJwFLgZmttvTFmAPAC0AtfbZGrrLXVxpjuwF+BTKAM+LK1NugWRjXV7wjWDHRXEh8byQ2zhvHwX/P498oiLpqc6XZIp3S0roGSisPMyO3vdigiIiEtPMzDd74yitr6Bp59dT3RkeF88exBbocl0uXs23+IPWXVXDhxkNuhnJY507J5c0URCxYX8M25OTQ2etm5r4rzxg90OzRpp7AwD1d9cQjpvRJ47MWPuOvxpcz7+ngGqCbLCZ1yfrq1dklLX50RnDHmXOBKYCwwChhvjJkLjAG+Yq0d6Xz91tnlBeA2a+0ZgAf4hjP+JPCktXYIsAaY54w/CCyz1g4FngEe64zn5W/5BeX07RlPrx6qrxAMpo7qx8jBqfx54SYOVAZ+i6m9ZdV4vdC/lwqWioh0tPDwMO66agxjhvbmyflreXfNLrdDEuly8jb52tGOGdrb5UhOT0r3WKaP7s9/V+/gk6qjlFQcpqa2QQVLQ8C00en8/JZJ1NQ2cPcTyz5toSyfF+gL8kcB/7HWVlprG4B/A5fiS3j8wBiTb4z5jTEmxhgzEIi11q5y9n0euNwYEwlMBV5qPu58fxG+GR4AfwdmOtsHjQanfodmdwQPj8fDzZflUFvXyLOvrXc7nFPa5XRoSe8dPC3ZRESCWWREGN+/biw52Sk89o8PWb52j9shiXQpazaX0rdnPGlB1I72RC77QjZ1DY28tqzwsw4tffUhVigwA5N59NvT6J0cx/3PruL1ZdtUzLQFgb4o7UPgV8aYnwOHgVlAFPARcDdQgC+BMQ9fV5jiZvsWA+lAClBpra0/bhwgrWkfZ+lLJb6Wu3tbG+D69e6+Yd1bUcuhmnq6hVeRl5fnaizSNpOGxrPkoz0M7HGUrD6B27l5df5BPB4o2b2VimKt92yN3Nxct0MQkSAXFRnOfdeP50fPvMfDL+QRFRnOuDP7uB2WSMirrWsgv6Cc88cPcDsUv0jv1Y2zh/flzRVFNDT43gwP6K2ER6hI7RHLQ7dN4ZG/5vH7V9axq6SKm+YMJ0KNBj4V0AkPa+07xpjngcVABfA2MMFae3HTNsaYR4A/AG8CzVNaHqAR3yyW41Ndjc22ac7T7L5WGTZsGNHR7hWK2bFoK1DK7PPG0iMxcN80y+cNz2lgy8OLeCf/CJeeP4GoyHC3Q2rRW+s/oE/PRiaMG+N2KCIiXUpMdAQ/unEC9z61kp8//wE/vGE8o0zwtciU4GSMSQRWAhdba7c7S80fBWLx1dW7z9kupGrorS/cT21dA7lDgns5S3Nf+sJgVuYX8/rybfROjiMuJqgmtMspxEZH8IOvjeMvCzfx0rtb2VtezT3XjiUhLsrt0AJCQKd+jDHdgPnW2hxr7XR8hUvLjDFfb7aZB6gDdgN9m433wTdToxRIMsY0vZvsy2czOPY422GMiQC6Afs75tl0jLUF5fTvnaBkRxCKigzn5rk57C0/xPxFBW6Hc0K7SqtUv0NExCVxMZHcf9PZpPdK4ME/vs/6wnK3Q5IuwBgzHlgOnOHcjsX3AeNsYCgw1hgz09k8pGro5W0uISqI29G2ZHD/HowcnEpdfSOD+qp+RygKC/Nw3UVn8p2vjGLDtv3c9fhS9pRVux1WQAjohAeQAbxqjIkwxiQBN+BbwvJLY0yGMcYD3AossNbuAGqMMZOcfa8BFlpr64BlwBXO+LXAQuf7N53bOPcvc7YPCvUNjWzctp+c7FS3Q5F2Gm16MWVkP/7vnS3sLQ+8k1JDQyN7y6rpr/odIiKu6RYXxQPfnEivHrHc/9wq7I4Kt0OS0PcNfNfYTR8SjgO2WmuLnGXiL+CrlRdyNfTWbCpheHYK0QE687a9vnTOYAAGKuER0s4ZO4AHb55E1eE67nxsKWu3lLkdkusCOuFhrc0H5gP5wPvAr50OMd8EXsc3Pc4DPOLschW+mh+bgQTgcWf8FuAmY8xGYApwnzM+D5hgjNngbHNrhz8pP9q68xNqahvICaEMdFd0w6yziAgP46n5+QFXaKh4/yHqG7z011pPERFXde8WzYM3TyQpIZofPbOKbXsOuh2ShDBr7Y3W2mXNhj6te+doqol3ovFW19ADmmrouW5veTV7yw+F1HKWJjnZKXz7ilFB32pXTu2szJ488u2p9EyK4YfPvMfC97a7HZKrArqGB4C19gHggePG5uNLhBy/7Vp8Gejjx3cA01sYr8BXCDUo5ReU4fHAsCwlPIJZz6RYrr1wKE8vWMf9z63m21eMons39+rCNLerxDfrRAkPERH39UyK5cGbJ3HPb5cz7+mV/PyWSQxQe0npHMfXxDtRrbxOqaHXUU0DVlvfdU90Qxl5eQc65DHc1CMctheUsd3tQKRTXDmlG/NX1PHkS2vJW1fI+aOSCA8LzQYEJ2sYEPAJDzmx/IJyMvomkRivgjTB7qJJGTR6vTz/xkZuf2QR3/nKqID4dGF3qdOStpeWtIiIBILeyXH89OaJnyU9bp1MWorO0dLhTlQr75Q19Ky1DbRcQ293e2vodVTTgNc/fI+0lHjOnz7e78cWccOEcV7++PoGXl1aSJ0nju9dPYb42IBZQdYpAnpJi5xYbV0Dm7ZXhFRBpa7M4/Ewa0oWj35nGknxUfz4mVX8/pV11NY1uBrXrpIqeibFqJq3iEgASUtN4MGbJ1Lf4OW+p1ZSWnHY7ZAk9K0GjDEm22kEcCW+WnkhU0PvaF0D6wrKGTPU/Q+cRPwlPMzDjbOHcdvlI1i7pYy7n1jKvv2H3A6rUynhEaQ276igrr6RnMFKeISSQX0TeeQ707hkSiavL9vGd3+9hO3Fla7Fs6ukSstZREQC0IA+idx/09kcrqnnvqdWsv/gEbdDkhBmra0BvoZvSflGYDOfFSQNiRp66wrKqa1vDIgZtiL+dsGEQdz/zbM5UHmU7/56aZfq+OUJtCKJwSIvL28QUNRRU+pO5YV/b+L/3tnK3x+YqU/fQ9SaTSU89uJHHDpSx9cuPpNLJmfi8XTeurvGRi9X3Psvzhs/kJsuHd5pjxsiQnOBZBsZY+4BrsfXUvxFa+1PjTEjgWeBRGApcLO1tt4YMwBf1f9e+ApSX2WtrTbGdMdXzT8TKAO+bK3dZ4yJAp4DxgBHgCuttZtbE5fb528Rf7I7Kpj39Ep6JsXy81smB0wNqCClc3eA68jz99ML8vnv6p38/YGZRIVYhxaRJnvLqrn/udWUVBzi1i+N4NxxA90OyV9OeP7WDI8glb+1nOz0JCU7QtiYob154s4ZjDwjlWdeWc+Pn13FgcqaTnv88oNHqKltoL/qd0g7GGPOxTfleSwwChhvjJmLL6lxm7X2DHx/nL7h7PIk8KS1dgiwBt8ngAAP4pvuPBR4BnjMGb8DOOSMfwdfy0ORLscMTOaHN0yg9MAR/t+vl/CjZ97jl39Zw29fWsvzb2zgn29v4V/Lt7Eobxfvb9jH+sJyivYepLTiMNVH6mho1AdfIgB5m0rJyU5RskNCWlpqAg9/eyrDslJ47MWP+cPrG0L+74CKlgahmqP1bNl5gDnTs90ORTpY927RzPv6eN5cuZ0/vLae2x9ZxB1XjGLcmX06/LF3Ox1a0rWkRdpnFPAfa20lgDHm38DtQKy1dpWzzfPAT4wxzwJTgUubjS8B/ge4yLkP4O/Ab40xkc74DwGstUuNManGmAHW2p0d/cREAs2wrBR+dON45r9bQNWhWkr2H+JQTT2Hj9RRW3/q5hex0RHEx0QQFxtJfEwk8bGRxMVEEB/j/BsbSZwzHh8T8en3TdvERkcQFqKV/6Vr2FtWTfH+Q8yemul2KCIdLiE2kh/fOIHfv7KOBYsL2FtWzXevHB2yH6Qr4RGENhZV0NDoJUcFS7sEj8fDRZMyGJ7Vk4f/mscDz63mwomDuP6Ss4iJ6rhf4Z0lvg4tA5TwkPb5EN+a7p8Dh/G1AK8HipttUwykAylApbW2/rhxgLSmfZylL5VAavPx4/ZRwkO6pJzsVHKyUz83XlffwKEj9RyuqeNQTR2Hj9T7/q2po/oE459U1bCnzLnvSD31DSdPmng8TtLESZikdI/l7qtzQ/biWULPms0lAOSqYKl0EeHhYXzrshEM6N2N37+6nv/5zXLmfX08vZLj3A7N75TwCEL5BWVEhHsYmpHsdijSiQb0SeSRb0/lz29u4pUlhawrLOeuq8aQ2S+pQx5vd2kV3eKiSErQenBpO2vtO8aY54HFQAXwNnAO0HzepAdoxLe88vj5lI3NtmnuRPt4mu3TKuvXr2/L5iIhIxqIDoceCfhKTH4q3PmKOWb7ugYvR2sbqalrpKbWy9E63/dH67zU1DY6t33fH6mtZc2mSp59aQWThgZXwjw3N9ftEMQleZtK6ZeaQJ+e8W6HItKpLpqcSd/UBH755w+487Gl3Hv9OIYMCq33mEp4BKH8gnLMwOQO/XRfAlNkRDg3zBrGaNOLX//jQ+58bCnXXTSUWVOy/D6d2NehRfU7pH2MMd2A+dbaR53bdwPb8VXqb9IH2AuUAknGmHBrbQPQ1xkH2ONst9sYEwF0A/YDu53tCo87VqupaKlIx7j3dyv4aFs1t3x1KhHhKhcnga2mtp51heXMnDjI7VBEXDHa9OJ/75jKA8+t5v7nVvHsveeF1Aw9/RUKMtVH6ijc/QnDs7ScpSsbZXrx+J0zyB3Si+de28CPnnnP7y0Jd5VUqyWtnI4M4FVjTIQxJgm4AV93lhpjzCRnm2uAhdbaOmAZcIUzfi2w0Pn+Tec2zv3LnO0/HTfGTAZqVL9DJDDMmZ5N+cEaln+8x+1QRE5pXUE5dfWNjFE7WunC+vfuxp1XjabqcB1vvR9al1NKeASZDYXlNHohZ7ASHl1dUkI0914/jlu/NIKNRRXc/vBi3ltXfOodW+Fg9VGqDtcq4SHtZq3NB+YD+cD7wK+ttSuAq/DV9tiMbzL9484utwA3GWM24psFcp8zPg+YYIzZ4GxzqzP+BBDtjD+OL3kiIgFgtOlF/97dWLC4EK83tKv/S/DL21xKdFQ4w7J6uh2KiKvMwGTOyuzJK0sKT1m7KZhoTUSQyS8sJyoijCEDe7gdigQAj8fDF88exFmZPXnkb3n87Pn3uWDCQG6cNYyY6Pb/ejcVLO3fSwkPaT9r7QPAA8eNrQXGtbDtDmB6C+MV+AqeHj9eA1znr1hFxH/CwjxcOi2LJ/75MfkF5YwY/PliqiKBwOv1smZTCSOyU4mMUDtakctmZHP/c6tZ/vEepuf2dzscv9AMjyCTv7WcoRnJOinLMfr37sb/3j6Vy2Zk89/VO/jOr5ZQsPuTdh9vt5PwSFcNDxERaYfpo9Pp3i2aBYsL3A5F5IT2lFVTUnGY3KG93A5FJCDkDulN/97dmL+oIGRm6CnhEUQOVh9le3Fli23nRCIjwvjaxWfxwDcnUlNbz92PL2X+u1tpbGz7yWpXaTUxUeGkdo/tgEhFRCTURUWGc/GkDPI2l7JjX6Xb4Yi0KG9zKeB7kycivhl6c6dns724ko9smdvh+IUSHkFkfeF+QPU75ORGDE7libtmMO6sPjz/r43Me3ol5Z+0raDprpIq0nt3w+Pxb+cXERHpOmZOzCAqMpxXlxSeemMRF6zZVEL/3gn0To5zOxSRgDFtdDrJiTHMX7TV7VD8QgmPILK2oIzY6HCy07u7HYoEuG5xUdxz7Vju+PJItuw8wO0PL2JFfus7du4qqaJ/Ly1nERGR9kuMj+Lcsf1ZlLebA5U1bocjcoyao/WsL9yv2R0ix4mMCGP21CzyC8op2NX+JfKBQgmPILKuoJyzMlPU015axePxcN74gTz23en0TYnnF3/6gMdf/IgjR+tPut/hmjr2H6xRhxYRETlts6dl0dDYyBsritwOReQY+QXl1DeoHa1IS7549kDiYiJ4OQTqMOmdc5DYf/AIu0urGZ6l5SzSNmmpCfzy9ilcfs5g3v5gJ99+dDFbdh444fa7S6sBSFeHFhEROU1pKQlMGNaXhSuLqDlFwl2kM63ZXEJMVDhnZia7HYpIwImLiWTm2YNYsXYP+/Yfcjuc06KER5BYV1AOqH6HtE9EeBjXXngmP/vWJOrqG/neE8v459tbaGihoOkup0PLgD5KeIiIyOm7dFoWVYfreOeDnW6HIgL42tHmbS5lxGC1oxU5kUumZBIW5uGVIK/DpIRHkMgvKCchNpKMtCS3Q5EgNiwrhSfumsHEnDT+snAT9/5uBaUHDh+zza6SKiLCw+ijAl4iIuIHQwclYwb24NWl21pMtIt0tt2l1ZRWHCZ3qJaziJxIz6RYZuT25633d3Kw+qjb4bSbEh5BIr+gnGFZPQkPU9cMOT0JsZHcfXUu/++ro9m25yB3PLyIZR/t+fT+XSXVpKXGE65aMSIi4gcej4c507Ip3n+I1euL3Q5HhLzNJQDkDunlciQigW3O9Gxq6xr4VxDXYdI7miBQUnGYkorD5GSnuh2KhAiPx8MXxvTn8Tunk967G798YQ2/+vuHHK6pY1dpFf1Vv0NERPxowvC+9E6OC/qp0RIa1mwqYUCfbvTqodmsIifTv3c3xp/VhzeWF1FTG5x1mJTwCALrCsoAyMlW/Q7xrz4943no1sl89XzD4rxd3PHIYkr2H1KHFhER8avwMA+zp2axaXsFm7dXuB2OdGFHjtazYZva0Yq01twZ2VQdruWd94OzDpMSHkFgbUE5SQlRKiIpHSI8PIwrLxjCz2+djBdo9MIAJTxERMTPzh03gITYSBYsCf42hxK81m4to77By5ihWs4i0hpnZvRkyMAeLFhSSENDo9vhtJkSHgHO6/WyrqCcnOxUPB7V75COc2ZGTx7/7nTu+PJIJgzv63Y4IiISYmKjI5g5cRCr1hVTXB7cbQ4leOVtLiU2Opyhg3q6HYpI0Jg7YzAlFYdZmR98dZgi3A7gVIwx9wDXA0eBF621PzXGjASeBRKBpcDN1tp6Y8wA4AWgF2CBq6y11caY7sBfgUygDPiytXafMSYKeA4YAxwBrrTWbu7kp3hSe8sPsf9gDcO1nEU6QXxsJOeNH+h2GCIiEqIunpzJgsUFvLa0kG/OzXE7HOlifO1oS5x2tPrcV6S1xp/Vh36p8cxfvJXJI9OC6oP4gP5NN8acC1wJjAVGAeONMXPxJTVus9aeAXiAbzi7PAk8aa0dAqwB5jnjDwLLrLVDgWeAx5zxO4BDzvh3gOc7/Em1Uf5WX/2OEUp4iIiISJBLToxh2uh03vpgJ1WHa90OR7qYnSVVlB04whi1oxVpk7AwD3OmD6Zw90Hyt5a7HU6bBHTCA1+S4z/W2kprbQPwb+B2INZau8rZ5nngcmNMJDAVeKn5uPP9RfhmeAD8HZjpbP/puLV2KZDqzBIJGPkF5aQkxdA3Jd7tUERERERO25xp2RytbWCtgRD9AAAgAElEQVThyu1uhyJdTN6mUgAVLBVphxm56fToFs3Li4OrDlOgJzw+BC4wxiQbY2KAWUA90HzxUDGQDqQAldba+uPGAdKa9nHurwRSm4+3sI/rvF4v6wrLGZ6dElTThkREREROZGDfREabXryxfBt19Q1uhyNdSN7mEgb1TSSle6zboYgEnajIcC6ZksmHtpSivQfdDqfVArqGh7X2HWPM88BioAJ4GzgH8DbbzAM04kveeI87RGOzbZo70T6eZvu0yvr169uyeZuUfFLHwepaEiMPkZeX12GPIyL+lZub63YIIiIB7dJpWfzw9++x5MPdnDtOtaOk4x2uqWNj0X5mT81yOxSRoDXz7EH83ztbeHlRAXdeFRzXuwGd8DDGdAPmW2sfdW7fDWwHpjTbrA+wFygFkowx4c7yl77OOMAeZ7vdxpgIoBuwH9jtbFd43LFabdiwYURHR7f9ybXCa8sKgRJmnTOGXslxHfIYIiIiIp1t5BmpDOqbyIIlhZwzdoBmsgYJY8zVwPedmwuttXf5q5lAR8e+dms59Q1eclW/Q6TdEuKiuGDCIF5bto1rZg4Niveogb6kJQN41RgTYYxJAm7Ad0KtMcZMcra5Bt8Jtw5YBlzhjF8LLHS+f9O5jXP/Mmf7T8eNMZOBGmvtzg5+Tq2Wv7WcPj3jguIHSURERKS1PB4Pc6ZnsXNfFR/aUrfDkVYwxsQBjwPTgBHAFKfBgL+aCXSovM0lxMVEMHRQcmc8nEjImjUlCw/w6tLCU24bCAI64WGtzQfmA/nA+8CvrbUrgKuAXxljNgMJ+E6+ALcANxljNuKbBXKfMz4PmGCM2eBsc6sz/gQQ7Yw/ji95EhAaGr2s37afnOxUt0MRERER8bspI9NJTozhlcXBcdEshON77xAPRDpfdfivmUCH8Xq95G3ytaONCA/otz8iAS+1RyzTRqfzn9U7gqLbVkAvaQGw1j4APHDc2FpgXAvb7gCmtzBega/g6fHjNcB1/orVn4r2HOTQkTqGqx2tiIiIhKDIiDAumZLJn/61kW17DpLZL8ntkOQkrLVVxph5wGbgMLAEqOU0mwkYY5qaCbRpWXlb7NhXRfnBGr6q5SwifjFnejbvrtnFmyuLuOJc43Y4JxXwCY+uKr+gDIAcJTxEREQkRH3x7EH8823LK0sK+O6VwVEAr6syxuQAXwcGAgfxLWU5H/81E2i1tjYNWL6xCoDI2hLy8srbtK+ItCy7bwwLFm1hYLcqIiPcrcN0soYBSngEqPyCcvr3TiA5McbtUEREREQ6REJsJOeNG8i/VhRx7YVnql1oYLsAeMdaX9EVp5PiXfgaADQ5nWYCrdbWpgEvrV5ORloiM6Z8boK4iLRTVFI5P/jdCg40pjAzd5Db4ZyQFrEFoPqGRjZs28/wLM3uEBERkdA2a2oWXq+XN5ZvczsUObm1wLnGmHhjjAe4BN+yFn81E+gQh2vq2FRUQe4QLWcR8adhWT0Z3L87CxYX0NB4/ISuwKGERwDauvMTamobyBmsgqUiIiIS2nonxzExJ41/v7edwzUd9r5XTpO19r/4iozm4WsoEAn8Av81E+gQH28po6HRS+6QXh35MCJdjsfj4bIZgykuP8Sq9cWn3sElWtISgPILffU7hmX2dDkSERERkY43Z3o2y9fu5a33dzJ7apbb4cgJWGsfAh46btgvzQQ6yppNJcTHRDBE7WhF/G7C8L707RnPy4u2MnF4Xzwed2t5tEQzPAJQ/tZyMtISSUpo/dpEERERkWB1xoAenJXZk9eWFtLQ0Kb6lSIn5PV6ydtcysgzeqkdrUgHCA/zcOn0LLbs/IQN29pUiqfT6Dc/wNTWNbB5ewU52VrOIiIiIl3HnGlZlB44wsr8wJ0aLcFle3ElFZU1jBmq5SwiHeWcsQNISohi/qICt0NpkRIeAcbuOEBtfaPa0YqIiEiXMvbMPvRLjWfBkgK83sAtgCfBY82mEgBGq2CpSIeJjgzn4smZrNlUwo7iSrfD+RwlPALM2oIywjxwlup3iIiISBcSFuZh9tQstu4K3KnRElzyNpeSmZZEcmKM26GIhLQLJ2YQHRXOy4sDb5aHEh4BZl1BOdn9uxMfG+l2KCIiIiKdasaY/iTGR/HKkkK3Q5EgV32kjk3bK8jVchaRDpcYH8X54wey5MPdlH9yxO1wjqGERwCpOVqP3XGA4VlaziIiIiJdT0xUBBdOzGD1hn3sLq1yOxwJYpXVRwkP8zAxJ83tUES6hNlTs/ACry3b5nYox1DCI4BsLKqgodFLzmAVLBUREZGu6aJJGURGhPHq0sC6aJbgkpaawD8evJDs9O5uhyLSJfROjmPyiDT+/d52qo/UuR3Op5TwCCD5BWVEhHs4U33CRUREpIvq3i2aL4zpz7sf7ORg9VG3w5EgFhUZ7nYIIl3K3OnZHDlaz7/f2+52KJ9SwiOA5BeUc8aAHsRER7gdioiIiIhrZk/Nora+kTdXFLkdioiItFJWendGnpHKa0sLqatvcDscQAmPgHHoSB2Fuz8hJ1vLWURERKRr69+7G2PP7M0bK4o4WhcYF80iInJql83I5kDVURbl7XY7FEAJj4CxYdt+Gr2Qk62CpSIiIiJzpmdTeaiWRWt2uR2KiIi00ojBqWT2S2LB4gIaG71uh6OER6BYW1BGVEQYZmAPt0MRERERcd2wzJ5kpyfxypLAuGgWEZFT83g8zJ2eze7Saj7YuM/tcJTwCBTrCsoZmpGs4koiIiIi+C6a50zPZk/ZIdZsKnE7HBERaaXJI9Lo1SOW+YsK3A5FCY9AcLD6KEV7Kxmu5SwiIiIin5qUk0Zqj1heXuz+RbOIiLROeHgYl07LZtP2CjYW7Xc1FiU8AsD6Qt8PwQgVLBURERH5VHh4GLOmZLFh23627DzgdjgiItJK540bQLe4SF52eZaHEh4BIL+gjJiocLL7d3c7FBEREZGAcv74AcTFRPDKkkK3QxERkVaKiY7gokmZrN6wj10lVa7FoYRHAMgvKOeszJ5EhOu/Q0RERKS5uJhILpgwiBX5eympOOx2OCIi0koXT84gKiLM1YS13mG7rKKyht2l1eRoOYuIiIhIiy6ZnIkHeG2ZZnmIiASLpIRozhk3gHfX7KKissaVGJTwcFl+QTkAOSpYKiIiItKi1B6xTBnZj7dW76D6SJ3b4YiISCtdOi2LxsZGXl+2zZXHj3DlUeVT+VvLiI+NJKNfktuhiIj4lTHmauD7zs2F1tq7jDE/Ar4ONFUffMZa+1tjzEjgWSARWArcbK2tN8YMAF4AegEWuMpaW22M6Q78FcgEyoAvW2vdb/YuIh3m0mlZLP5wN/9dtZ25Mwa7HY6IiLRCWkoCZ+eksXBlEZefM5i4mMhOffyAT3iE+gXzusJyhmf1JDzM05kPKyLSoYwxccDjwBnAJ8AKY8y5wBjgK9ba947b5QXgRmvtKmPMc8A3gN8BTwJPWmv/YYyZB8wD/gd4EFhmrb3IGHMN8BhwRWc8NxFxR1Z6d3KyU3ht2TYumZJFZIQmKouIBIO507NZsXYv/1m1gznTszv1sQP6L0WzC+ZpwAhgynEXzCOdr986u7wA3GatPQPw4Ltghs8umIcAa/BdMMNnF8xDgWfwXTB3mpKKw+zbf5jhWs4iIqEnHN/fmHgg0vk6gu/8/QNjTL4x5jfGmBhjzEAg1lq7ytn3eeByY0wkMBV4qfm48/1F+BLWAH8HZjrbi0gImzM9m/0Ha1i+do/boYiISCudMaCHL2G9tJC6+sZOfeyATngQ4hfM6wrKABihgqUiEmKstVX4ksubgd3AdiAf+Ai4GxgNdHe2SQOKm+1eDKQDKUCltbb+uHGa7+PcXwnoZCoS4nKH9KJ/724sWFyA1+t1OxwREWmluTOyKT9Yw7KPd3fq4wb0khZrbZUzhXkzcBhYwrEXzAX4EhjzgDc4zQtmY0zTBfPejntWn8kvKCcpIYoBfbp1xsOJiHQaY0wOvqWHA4GD+Gbg3WytvbDZNo8AfwDeBJq/c/EAjfgS3se/o2lstk1znmb3tcr69evbsrmIBIhRgyJ4bfUBXnpzJZl9Yvx23NzcXL8dS0REjjXa9GJQ30TmLypgRm5/PJ7OKekQ0AmPUL5g9nq9rNm4jwGpUXz44YftOoaIBCZdNANwAfCOtbYUwBjzPHCXMWa/tfYPzjYeoA7fDJC+zfbtgy/xXAokGWPCrbUNzjZNCek9zna7jTERQDdgf1sCHDZsGNHR0e15biLiopwRDSzd+Bbr94Zx+UU634qIBAOPx8Oc6dn86u8fkre5lDFDe3fK4wZ0woMQvmDeW1ZN1ZE9TBt3Brm5g9q8v4hIgFsL/NIYE49vht4lwEZnbBG+JS63AgustTuMMTXGmEnW2hXANfiKVNcZY5bhK0b6N+BaYKFz/Ded2z9z7l9mrVWvSpEuIDIinIsnZ/DCws3sKK5kYN9Et0MSEZFWmDqqH39ZuIn5i7Z2WsIj0Gt4rAXONcbEG2M8HHvBnOGMfXrBDNQYYyY5+356wQw0XTBDyxfM0MkXzGsLygHIUcFSEQlB1tr/4quNlIdvKWIkcCfwTeB1fB2zPMAjzi5XAb8yxmwGEvAVrAa4BbjJGLMRmALc54zPAyYYYzY429za0c9JRALHzLMziIoM55UlhW6H0qUYYy4xxqwxxmwyxjzmjJ3r1NXbaox5sNm2I51ttxhjnnU+XMQYM8AYs9QYs9kY86oxJsGt5yMinSsiPIzZU7NYX7ifLTsPnHoHfzxmpzxKO1lr/2uMGYXvgrkOeB/4DvAuvgvmKGA5x14wP2OMSQQ+5NgL5j8ZY+4DdgJfdcbnAc87F8yfOPt3ivytZfRMiiEtJb6zHlJEpFNZax8CHjpueL7zdfy2a4FxLYzvAKa3MF4BzPJLoCISdBLjozhv3AD+s2oH11w4lORE/9XykJYZYzKBp4DxQAnwrjFmJvA0vo6Ku4B/GWNmWmsX0vZ24yLSBZw/fgD/eMvy8qIC7rlubIc/XkAnPCA0L5i9Xi/rCssZZXp1WrEWERERkVAya2omb64s4o3l27j2wjPdDqcrmAO8aK3dDWCMuQIYDGy11hY5Yy/g65K4kc93T/yJMeZZfN0TL202vgQlPES6jLiYSC6cOIiX3t3K3vJq0lI6dpJXoC9pCUk791VxsLqWEVrOIiIiItIuaSkJTBjWl4Urt1NztP7UO8jpygbCjTGvGWM+xjeD+kRtxdvTblxEuohLJmcSHhbGK4s7flliwM/wCEVrC8oAyMlOdTkSERERkeA1Z1o2760r5u0PdnLx5Ey3wwl1EfhmZ0wHqoHXgCO0rktia7ontpraiosEv5xBsfx39XbO6nOUhNjw0zrWyTokKuHhgnUF5fROjqNXcpzboYiIiIgEraEZyZiBPXh1aSEzJ2YQHqalwh1oH/C2tbYMwBizALgcaGi2TVOXxPZ0T2w1tRUXCX69+1dxyy/fZVdVN66ePLTDHkdLWjpZQ6OXdYX71Z1FRERExA/mTM9m3/7DrFpffOqN5XS8AVxgjOlujAkHZgIvAcYYk+2MXYmvS2J7uieKSBeS3qsbE4b15V8rijjSgcsSlfDoZEV7DnLoSB05g7WcRUREROR0TRjWlz4943hlcYHboYQ0a+1q4Jf4OiRuBHbg67ryNXzNBDYCm/ElQaDt7cZFpIuZOyOb6iN1vPX+jg57DC1p6WT5BeUAmuEhIiIi4gfhYR5mT83i6QXr2FRUwdCMZLdDClnW2j8Afzhu+B1gRAvbtql7ooh0PUMGJnNmRjKvLCnkwokZRIT7fz6GZnh0svyCMtJ7JahfvIiIiIifnDt2AAmxkSxYolkeIiLB5LIZgyk7cITla9tczqdVlPDoRPUNjWws2s9wze4QERER8ZuY6AhmThzEqvXFFJcfcjscERFppTFDe9O/dwIvL9qK13t8E6fTp4RHJyrY9QlHjjYwQu1oRURERPzq4smZhIeF8erSQrdDERGRVgoL8zB3ejZFeyv5aEuZ/4/v9yPKCa0t8P0HDsvq6XIkIiIiIqElOTGG6aPTefuDnVQeqnU7HBERaaVpo9NJToxhwSL/L0tUwqMTrSsoZ1DfRJIS1DdcRERExN8unZbF0doGFr5X5HYoIiLSSpER4cyaksnHW8so2P2JX4+thEcnqa1rYFNRBTmDVb9DREREpCMM7JvI6CG9eGN5EXX1DW6HIyIirfTFswcRGx3h91keSnh0ErvjALX1jarfISIiItKB5kzL4pOqoyzO2+12KCIi0krxsZHMPHsQy9fuYd9+/xWfVsKjk+QXlBPmgbMyVb9DREREpKOMGJxKRloiC5YUdkjFfxER6RizpmYSFubh1SX+Kz6thEcn2VlSyeABPYiPjXQ7FBEREZGQ5fF4mDM9m10lVewpq3Y7HBERaaWeSbFMH92flev2+u2YEX47kpzUDbOG4cHjdhgiIiIiIW/66HTSUuLpm5LgdigiItIGN1+Ww+6SKr8dTwmPTtKrR5zbIYiIiIh0CR6PBzMw2e0wRESkjaIjw8lK7+6342lJi4iIiIiIiIiEHCU8RERERERERCTkKOEhIiIiIiIiIiFHCQ8RERERERERCTlKeIiIiIiIiIhIyFHCQ0RERERERERCjhIeIiIiIiIiIhJylPAQERERERERkZCjhIeIiIiIiIiIhBwlPEREREREREQk5CjhISIiIiIiIiIhJ8LtAIJYOEBtba3bcYhIgFm/fv0gYHdubm6927FIi3T+FpHP0bk7KOj8LSKfc7LztxIe7dcXYMuWLW7HISKBpwjIALa7HIe0TOdvEWmJzt2BT+dvEWnJCc/fSni03wfAFKAYaHA5FhEJPLvdDkBOSOdvETkRnbsDm87fInIiLZ6/PV6vt7MDERERERERERHpUCpaKiIiIiIiIiIhRwkPEREREREREQk5SniIiIiIiIiISMhRwkNEREREREREQo4SHiIiIiIiIiIScpTwEBEREREREZGQE+F2ACIiIl2ZMeZHwJedm/+y1n7PGHMu8CgQC7xorb3vuH3+DLxrrX3+uPFRwCprbXTHR94x/PF6GGP6As8CacBh4Cpr7fbOeQb+5afXYxDwZyAR+AS4zlq7o3Oegf+15TUxxswGfgJ4gCLgemvtAWPMAOAFoBdg8f2MVHfyU5Egp/P3sXT+PpbO38dy69ytGR4iIiIucf7Qnw+MAkYCucaYrwJ/AGYDQ4GxxpiZzvZpxpjXgS+1cKw44AkgqpPC9zs/vh5/AV631o5yvn+ok56CX/nx9XgA+Lu1diQwH/hpJz0Fv2vLa2KMSQR+B1xkrR0B5AM/dg71JPCktXYIsAaY16lPRIKezt/H0vn7WDp/H8vNc7cSHiIiIu4pBu601tZaa+uATcAZwFZrbZG1th7fJxmXO9tfBbwK/LOFYz0C/LoTYu5Ip/16GGNSgBHA087QH4FjPkELIv76+QjH9+kgQDxwpMMj7zhteU0igVuttXucffOBAcaYSGAq8JIz/jyfvYYiraXz97F0/j6Wzt/Hcu3crSUtIiIiLrHWbmj63hgzGN9UzyfwXRg0KQbSne3/19l2cvPjGGNmAXHW2peMMR0ddofx0+uRBewEHjHGTAH2Abd1bOQdw18/H/g+AVtpjLkD3yfIZ3dg2B2qLa+JtXY/sMDZNha4x9k2Bah0LrA/3b7jo5dQovP3sXT+PpbO38dy89ytGR4iIiIuM8acBbwF3A1sA7zN7vYAjSfZtw++T8Bu78gYO9PpvB74PswZhW8N9Fh8n5j9qYNC7RSn+XqA7/nfZK3tB9wMLDDGeDoi1s7SltfEGJME/AtYa639E77r3+bbw6lfQ5EW6fx9LJ2/j6Xz97HcOHcr4SEiIuIiY8wk4B3gHucP+m6gb7NN+gB7T3KIi4GewFJjzMfOMT82xnTroJA7lB9ej31AlbX2Def234BxHRFrZzjd18MYkwoMsda+CmCtne/sk9JhQXewtrwmTgHEZfimRN/o3F8KJBljwp3bfTn5z5RIi3T+PpbO38fS+ftYbp27taRFRETEJcaY/sArwBXW2ned4dW+u0w2vsrkV+Ir6tUia+2z+CraNx3T6xQ3Czp+ej0KjTG7jTEzrbULgUuAvA4OvUP44/UAyoEaY8wUa+0y54Kzylpb1pGxd5S2vCbORfHrwD+ttQ82HcNaW2eMWQZcge8N1bXAwk58GhICdP4+ls7fx9L5+1hunruV8BAREXHPXUAM8GiztdtPAV/DV409BniTzwp0hTp/vR5zgaeNMf8LVALXdUSwneC0Xw9rrdcYMxd4wlkLXQVc1oExd7S2vCaXAqOBCGNMU+eDNdbaG4FbgD8ZY+7DVzPgq531BCRk6Px9LJ2/j6Xz97FcO3d7vN7jl8GIiIiIiIiIiAQ31fAQERERERERkZCjhIeIiIiIiIiIhBwlPEREREREREQk5CjhISIiIiIiIiIhRwkPEREREREREQk5SniIiIiIiIiISMhRwkNEREREREREQo4SHiIiIiIiIiIScpTwEBEREREREZGQo4SHiIiIiIiIiIQcJTxEREREREREJOQo4SEiIiIiIiIiISfC7QACjTHGC6wHGgAvEAdUAt+y1q5xM7aWGGNmAedaa+9oNjYJeBUYbq0tPs3j9wN+CozG93rUAD+z1r56iv2mA7+x1g4zxowFbrDW3nw6sfiDMeZy4C6gO1ALFAA/tNauc+6/CBhvrf1hBzz2dGAR8Gdr7XXH3bcYGGOtTWjnsdOAl6y1E40xicBCfM9xnrX25TYeKwlYYK39Qjtj+dzPZGdz/h/vw/f7GwFsAL5rrd3dzuM9C/zDWvv2Sbb5MZBirb2tPY8hIiIiIiL+pYRHy2ZYa8ubbhhj7gKeAM52L6SWWWtfA147bvhC4EY/JDtSgZX43jheb631GmNGAG8ZYw5ba99q5aHOAtJPJxZ/MMbcBnwduNpau9EZuxDf8/mitfZjYCyQ3IFhFAOXGGPirLWHnRgGAmeczkGttXuBic7NkUBva212Ow/XAxh3GrG09DPZaZzkz5+AXGvtDmfsXuCffPYatYm19kb/RSgiIiIiIp1BCY9TMMZEAAOAimZj9wKX4VsStB24xVq71xjTB3gKGAI0Ak9Zax93Pr2vcMZ/B/wZeAwYDkQC7wB3W2vrjTFfB74JROF74/0La+3vnMf9PnAdUA9sBb4GzAG+ZK292BiT7hx/EDDbGDPYWvu/xphBzmO8CYzH94b2e9baBad4+rcAy621f2kasNauNcZ8CTjgxOQFUpsSRE23m71W/YH7gSRjzB/xvRH9jbV2mHP/dD6bCfJjfEmlNGAtcCfwNNAb6APsAL5srS1tdnwPsBm4rSkB43wav85a+1iz7aLxzVSZYK3d1Oz5vGmMeQj4qTHmfuBmINwYc9B5jW8A4oGDwMXO6zsY6AlUAVdaa60xZi6+xFAjvtlBd1trl7bwmlYAhcClwN+csWud7292Yo0/yeMsBt4DJuH7uXwbuMn5fj2QC/wB6GeM+dh5PUcBDznPowH4ibX2Defn9c9AihPHv6y184A/ArHO/rn4fub88TPpAf7Ump/Jk/yOteZ1TnFibT5b5tf4fqZwjj8P+KoT9xZ8Pz/7TvE7/Btr7UvGmB8As4FY5zW96/jfJWdm1G+c/5dIfLNDfuacT55w/v/qgG34konViIiIiIiIX6mGR8sWGWPyjTF78b0ZArgewBhzLb5ExThr7Uh8b9iedbZ5EthirR2C743mTcaYpk/ZD1hrz7TWPgH8Csiz1ubiezOaAnzXGJMAfAO40Fo7CrgC+KXzuLPwvZk820kWFAHHT53/K7DIWjsc3xuqq40xX3HuywT+Y60dB9yD7w3gqYwBVhw/aK1d2rQE5FSstbuAHwLLrLXXt2KXgcAoa+3VwFeA96y1ZzvxHwauOe743v/P3p2H11nW+R9/n6RpmrRN6EoToCQs/YKUlqGsRR0V1FFRRwUdx3FBQWfEZcb5jaPjuOGMjLO6oYO4juPgBuiouI6I2FKQIg1luRFsypKU0lK6p22a8/vjOcEQ0jQtOXlOTt6v6+JqzpP7Oc/nnJxwXc839/29yW6oLwKIiOnAS8gKKwMtBHYPLHYM8DPg6Smlm8hudr+RUnpf6XsnAM9KKT0beAHwWErpzJTSAuDX/P5n8C9kN+WnAO8HnjXMa/yvQa/jVfy++MF+rgNwdOn5F5XG/uGA9yMBFwL3lT6fU8gKGK9NKZ1MdqP+2YiYT/ae/a50/BnAsaXlLBcAO0vnNzDGn8n9/I7t931OKXUAVwC/iYg7I+IK4MXAj0rPf0HpfTs1pbSIrFD05dLpw/0O98/GOYfsM7EIeB9ZQW+wrwJfLP2OnwacExGvLD3ns4DFpe/9juznKEmSJGmUOcNjaM9OKW2IiJPJbrauGzCr4FyyG5hbIgKglqxPAGQ3Qu8GSCltJrvJpjTuhgHPfy5wWkS8qfS4oXTOtog4F3hRRBxLtjSh/6/U5wDfSiltKo19V+m531D6dyrZDeXz+q8fEV8mu7FbQfbX5GtLz3UrI1u20cfYF8VWpJR6AVJKn4iIZ0TEu8hmOywEbhrinC8DHywtwTkP+H5K6bEhxtXt45r1ZP1JhtKRUtpSyvPtiPhdRLwdOIbsxvXG0rivA9dExA+An1IqCuzD98iKDoeWnuduBswg2s91AL6XUuoDtkTEvWQ/yzX7uNaZQAvwndLnkNJrXURWALi2VPz4GfCe0udmxoAseXwmh/sdG9H7nFL664j4aOm9+0OyQsnbI+KZpet/KaW0vTT8E8D7ImIyw/8Ok1JaWyrIvKZUCDmDJ84k6X/dfwjMjIiPlA5PK713PyGbmXJTRPwYuCqldPNQr0GSJEnSU+MMj2GklG4F/gr4cmkKPmQ3Xx9LKZ1U+uvzKWQ3dZBNj+YgSdgAACAASURBVH/8xjkijio1kAQYOGW9Fjh/wHOcDrytNP3/NrJZDr8im7rfb/BzHzIgE2Q/y8Kgl1DD72/yd5dukik9z+CxQ1lBdkP3BBHxllIRol+hdHzyCJ5z8LUHn/P4+1RaanIJ8AjwObKbxSflLhU3vgX8GVmPjv8c4rp3lJ7zpCG+92yyXiVDGZjnL4AvkM00+R/gyv48pRkhTwduIZv1MNRylv68u4GryGawvJ7fzy7Y73VKdg74en8/y1rgrv7PWunzdgbZzIpfA+1k720bcHNELBmUJY/P5D5/x0byPkfESyLigpTSxpTSVSlrnno82WydPyg9/8ACVw1Z8bcwxGsa+DtMqQh6I9BE9nn82BCvsbZ0bOmg9/yjpc/qYrLGuXuBb0TEWwe/BkmSJElPnQWP/UgpXQncTLYMBeDHwIUDboIuIZu+DtlfyfuXvjST9Sg4doin/THwVxFRKPWW+F+ypQCnkN3c/wPZzdS5peeqLT33ywdc90PA40WHlNJWsgLFxQOu/zqyv4IfrMuBZ0XEa0q9MijdEF8C9C9peaSUG+BP9/E8vfz+JvcRYH5EzC0955/s4xyA5wMfL/UQWQ88l+xmciiXAe8Aaob6i3lKqQf4W+C/IuK4/uOR7ebxN2TLIwZnHSrPl1NKXwAS2TKJ2oiYFBGdQGNK6T/Jep8sKv1s9+W/yG7Yn0lpqcX+rjPMcw1nBdlSlWfC4wWf35L1+Pgnsl1cvgO8k6wotJDsPagt/Xzy+EwO+Tt2AO/zVuDSiHjagGNHlV7XfWTv9xtLMzEg+9z8MqW0i/3/Dj8TuCWl9O/A9WS9WJ7wsynNCFrR/15ExCFkS8NeWpot83/A8pTSh8g+B6fu5/2QJEmSdBAseIzM24AXRsTzyXoJfB9YERF3kC0NeMOAccdHRAfZDc6lKaWVQzzfO8iaHd4OdJT+/WeyG8oHyW5y7yJrePgIcExK6VqyXgzLIuJ2siae7xv0vK8Bzi59/2bgagbNHhgsIloj4rbIdrZ4gpTSo2RLAl4BrC4972VkW8z237S+A7gsIm4l+yv6UDvDrACOioirU7Y7yuVkf6Ffwb6XYkB2o/uvpffzf8lmGAy580hKaRVZI9WhZnf0j7mcrJ/I5yPijoi4h6wZ5/MG/Jx+Djw/Ij41xFP8K/CWUp4byJZhHFNagvOXwP+U3odvAW8s3UDvK8uNZJ+B7/cv4dnfdfb1XMNJKT1C9vP7l4hYRVace21KqZOsZ8ZJEbGa7OexhmzJSDfZ5+cOsv4hY/qZZB+/YyN9n1NK15H9Ln4lIn4bEXeVXusLS8tvvkBW2Li59L2TSzlh/7/DVwKzS+fdSTYDaGZkvWMG+lPgjNLrvgm4MqX0NbLtgu8g+326hWzXmA/v5/2QJEmSdBAKxeK+Whdooij1VXh76S/y41JEHA38AohU2u5VkiRJkjRxOcNjgouIRuBn47zYcQnZX+PfbrFDkiRJkgRVNMOjtN5/OXBuSqkzIs4k67sxnWzZyOtLzSIHnvN64J+Ah0uHfjBgO1JJkiRJkjROVcW2tBFxOnAFsKD0uImsV8DzU0odEXEl8Cbgs4NOPQV4V6kxqSRJkiRJqhJVUfAALiLbCaJ/t5TnAjemlDpKj9/O0K/1VLIdLP4OWEW2JGJTucNKkiRJkqTyqoqCR0rpQoCI6D90DLAtIr4OHEfW3+Gvhzi1m2xHjOXAR4FP8/vdGoa1cuXKScDhwINLliwZvMuGJEmSJEnKUVUUPIYwCXg+cAZwP9k2lO8BPjRwUErpZf1fR8Q/A/cdwDUOp7Sl6sqVQ+08K2miWrJkSSHvDJIkSdJEV60Fj3XAipTSGoCI+CbwtoEDIqIZeGNK6T9KhwrAAc/UWLhwIfX19U8xriRJkiRJGk3Vui3tT4AlEXFE6fG5wOBpGNuAd5cankJWELlmjPJJkiRJkqQyqsqCR0rpAeAtwPci4m5gJnApQER8PiJeklLaC7wS+GxE3AUsAd6dV2ZJkiRJkjR6CsViMe8M49LKlSvbgDUuaZE0BHt4SJIkSTmryhkekiRJkiRpYrPgIUmSJEmSqo4FD0mSJEmSVHUseEiSJEmSpKpjwUOSJEmSJFUdCx6SJEmSJKnqWPCQJEmSJElVx4KHJEmSJEmqOhY8Jpif3LSWf/7qLfTs7s07iiRJkiRJZWPBY4KZ2TSFX616iI/91y307u3LO44kSZIkSWVhwWOCOeX4Q/mLVyzmlrse5hPf+A19fcW8I0mSJEmSNOom5R1AY+8FZ7axdftuvvrDu5jeOJmLXrqQQqGQdyxJkiRJkkaNBY8J6vyzj2Xrjt185/r7mN44mVc/L/KOJEmSJEnSqLHgMUEVCgUuOPcEtmzfzf/8+G6mN9Zx7tOPyjuWJEmSJEmjwoLHBFZTU+AdrzyJ7Tv3cPk1tzOtcTLPOvnwvGNJkiRJkvSU2bR0gqutreHdrz2FhUfP4uNX3sotdz2cdyRJkiRJkp4yCx5icl0t73/j6bS1NnHpV37NHb/bmHckSZIkSZKeEgseAqBxSh0fuvBM5hwyhY98YQVrujbnHUmSJEmSpINmwUOPO2R6PZe8ZSkN9ZP4wOdupHvD9rwjSZIkSZJ0UCx46AnmzmjkkrcsZe/eIu+/fDkbN+/MO5IkSZIkSQfMgoee5IhDp/Ohi85gy/ZdfPBzN7J1x+68I0mSJEmSdEAseGhIC+bP4H1vOJ2HHtnOJZ9fQc+u3rwjSZIkSZI0YhY8tE+LF8zhb/5sCffcv4lLv/Jr9vT25R1JkiRJkqQRseChYS1d1MrF55/ErWk9/3HlreztK+YdSZIkSZKk/ZqUdwBVvuedfiTbduzmS9+/k2kNdfzFKxZRKBTyjiVJkiRJ0j5Z8NCIvPzZx7Jl+26uuu5emqZO5s9ecHzekSRJkiRJ2icLHhqx17/oaWzdsYdv/Owepk+dzEufeXTekSRJkiRJGpIFD41YoVDgrectZtvO3Xz+u6uZ3ljHc06Zn3csSZIkSZKexKalOiC1NQX+32uWsPjY2XziG7dx0+ruvCNJkiRJkvQkFjx0wOom1fJ3bziNow9r5mNfvYXb79uQdyRJkiRJkp7AgocOSuOUOj500ZnMm9XIR75wE/c++FjekSRJkiRJepwFDx20pqmTueTNS5nWWMeHrriRhx7ZlnckSZIkSZIACx56imYf0sBH3rIUgPdfvpwNj+3MOZEkSZIkSRY8NAoOmzOND110Jtt27OEDn1vO5m278o4kSZIkSZrgLHhoVBxz+CG8/02n8/DGHXz48yvY0bMn70iSJEmSpAnMgodGzYlHz+bdrz2F+x7azEe/fDN7evfmHUmSJEmSNEFZ8NCoOn1hC+981Ums+u0G/vVrK9nbV8w7kiRJkiRpArLgoVH3nFPmc+FLF7K8o5vLvnUbxaJFD0mSJEnS2JqUdwBVp5c+82i2bt/NN352D01TJ/OGc0/IO5IkSZIkaQKx4KGyec0fHceW7bu56rp7md44mVc859i8I0mSJEmSJggLHiqbQqHAW16+iG079/DlH9zJ9KmTed7pR+YdS5IkSZI0AVjwUFnV1hT4q1efzPaePVz2rduY1lDH0kWteceSJEmSJFU5m5aq7Oom1fDe153Kgvkz+Jf/Xslt96zPO5IkSZIkqcpZ8NCYmFI/iQ9ceAaHzZnKP37pZu65f1PekSRJkiRJVcyCh8bM9MbJXPKWpTRPq+dDV6zggYe35h1JkiRJklSlCsViMe8MoyIimoDlwLkppc6IOBP4D2A60AG8PqW0e9A584H/BuYCCXhNSmnbSK63cuXKNmDNwoULqa+vH70XMgF0b9jOuz99Aw2TJ3H5e8+mUCjkHUkabX6oJUmSpJxVxQyPiDgd+BWwoPS4CbgaeHNK6YTSsDcNcepngM+klI4DbgHePwZxJ7yW2VN51TkL6N64nY2be/KOI0mSJEmqQlVR8AAuAi4GukqPnwvcmFLqKD1+O3DNwBMiog54JvDt0qEvA+eXPakAaG9tBmBN1+ack0iSJEmSqlFVbEubUroQICL6Dx0DbIuIrwPHAcuAvx502mxgS0qpt/S4Gzi8/GkF0NbSBEBn9xZOfdq8nNNIkiRJkqpNVRQ8hjAJeD5wBnA/8AXgPcCHBoypAQY3MOk70AutXr364BKKQ6bWsnJ1J0cdYvNSVZclS5bkHUGSJEma8Kq14LEOWJFSWgMQEd8E3jZozHqgOSJqU0p7gRZ+vyRmxGxaevBi1U089Mg2bw4lSZIkSaOuWnp4DPYTYElEHFF6fC6wcuCAlNIe4AbgVaVDrwN+OGYJRVtrE12PbGPXnr15R5EkSZIkVZmqLHiklB4A3gJ8LyLuBmYClwJExOcj4iWloW8F3hwRdwLPAP4+j7wTVXtrM31FuH/dlryjSJIkSZKqTFUtaUkptQ34+gfAD4YYc+GAr9cCzxqLbHqy9v7GpV1bOPaIGTmnkSRJkiRVk6qc4aHxYd6sqdRPrmVNtzM8JEmSJEmjy4KHclNTU6BtXhNrujbnHUWSJEmSVGUseChXba1NdHZtoVgcvEOwJEmSJEkHz4KHctXe2sy2nXvY8FhP3lEkSZIkSVXEgody1dbfuLTbZS2SJEmSpNFjwUO56i94rOmycakkSZIkafRY8FCupjbUMXdmI53u1CJJkiRJGkUWPJS79hZ3apEkSZIkjS4LHspdW2sTXY9sY9eevXlHkSRJkiRVCQseyl17azN9Rbh/nctaJEmSJEmjw4KHctfeauNSSZIkSdLosuCh3M2bOZUpk2ttXCpJkiRJGjUWPJS7mpoCR9q4VJIkSZI0iix4qCK0tTSxpmsLxWIx7yiSJEmSpCpgwUMVob21me0797DhsZ68o0iSJEmSqoAFD1WEtpZS49Jul7VIkiRJkp46Cx6qCP07tXS6U4skSZIkaRRY8FBFaJxSx6EzG21cKkmSJEkaFRY8VDHaWprcmlaSJEmSNCoseKhitLc20/XINnbt2Zt3FEmSJEnSOGfBQxWjrbWJviKsdZaHJEmSJOkpsuChivF441ILHpIkSZKkp8iChyrGvJlTmTK51salkiRJkqSnzIKHKkZNTYEjbVwqSZIkSRoFFjxUUdpbm1nTtYVisZh3FEmSJEnSOGbBQxWlraWJ7Tv3sOGxnryjSJIkSZLGMQseqij9jUvXdNvHQ5IkSZJ08Cx4qKK0tZQKHjYulSRJkiQ9BRY8VFEap9Rx6MxGOrtsXCpJkiRJOngWPFRx2lubWGPBQ5IkSZL0FFjwUMVpa2mme8M2enb35h1FkiRJkjROWfBQxWlvbaKvCPev25p3FEmSJEnSOGXBQxWnrX+nFpe1SJIkSZIOkgUPVZx5M6cyZXItnW5NK0mSJEk6SBY8VHFqagoc2WLjUkmSJEnSwbPgoYrU3tpMZ/cWisVi3lEkSZIkSeOQBQ9VpPbWJrbv3MMjj+3MO4okSZIkaRyy4KGK1NaSNS7t7HZZiyRJkiTpwFnwUEXqL3is6bJxqSRJkiTpwFnwUEVqnFLHoTMbbVwqSZIkSTooFjxUsdpbm+i04CFJkiRJOggWPFSx2lub6d6wjZ7dvXlHkSRJkiSNMxY8VLHaWproK8L967bmHUWSJEmSNM5Y8FDFam9tBrCPhyRJkiTpgFnwUMU6dGYjDfW1dLpTiyRJkiTpAE3KO8BoiYgmYDlwbkqpMyK+BDwd2F4a8uGU0jWDzvkg8EZgU+nQFSmly8Yqs4ZXU1PgyHlNrOl2hockSZIk6cBUZMEjIhqA44F7UkrbRjD+dOAKYMGAw6cAz0wpdQ9z6inAn6SUbnwqeVU+ba3N3PCbBykWixQKhbzjSJIkSZLGiYooeETEEuArwE7gbcBVwB6gISJeNoKCxEXAxcBXS8/XCMwHvhgRhwHXkM3w6Bt03inA30XEkcAvgf+XUuoZpZelUdDe2sSPbuzlkcd2MndGY95xJEmSJEnjRNl7eETEUaV/XxQR74+I5iGGfQr4+9K/PwUuTim1Ay8F/m1/10gpXZhSumHAoXnAz8mWq5wBPAN406Bc04DfAH8DnAwcArz/wF6dyq29Jfu4dNq4VJIkSZJ0AMo6wyMiLi/9+3GyJSc/Br4IvGLQ0IaU0ndKY/8xpfRdgJTSTaXZGgckpfQ74GUDcnwKeF0pQ/+YbcALB4z5t1K29x3ItVavXn2g8XQAdu3JJuUsu+UuanseyjmNNDJLlizJO4IkSZI04ZV7ScsS4DTgPcBXUkrvjYhbhhjXGxF/CMwEZkTEH6SUfhMRx3IQs1Ai4kRgQUrpqtKhAtkSmYFj5gPnpJS+uK8xI7Fw4ULq6+sP9DQdgHk//ym7CtO8iZQkSZIkjVi5Cx41KaW+iHgu8NHSsaFmbPwVWf+NGuCPgasjohNYCPz5QVy3AHw8In4ObAPeTNYjZKCdwD9HxHVAJ1kPkGtQxWlraXJrWkmSJEnSASl3wePeiLgWOAq4PiK+BqwaPCil9Cugvf9xadeVZwAdKaXfHuhFU0odEXEpsAyoA65KKV1Zeu5rgQ+klG6JiLcA3wMmA79iBP1CNPbaW5u56Y519OzuZcrkiuizK0mSJEmqcIVisVi2J4+IqWS9NG5IKa2NiD8H/iultKNsFx0jK1eubAPWuKSl/JZ3dHHpV37Nv73zmSyYPyPvONJIuIeyJEmSlLOy7tKSUtoO/BZ4Q0T8A3BXNRQ7NLbaW7OdWta4U4skSZIkaYTKvUvLa8l6d1xFVlz5WkR8OKV0xaBxXcC0IZ6iABRTSk3lzKnKdujMRhrqa+3jIUmSJEkasXI3RHgXcFpKqRsgIv4J+AkDtocteQHwI7KGpevKnEnjTE1NgSPnNbGm2xkekiRJkqSRGYtdWrr7H6SUuiJi7+BBKaVVEfHPwEUppQvLnEnjUHtrM7/8zYMUi0UKBdsjSJIkSZKGV9YeHsDGiHhp/4OI+GNg0z7GfhK4vMx5NE61tTaxvaeXRzbtzDuKJEmSJGkcKPcMj7cD342IT5ce7yZbtvIkKaW9wK/LnEfjVHtL1ri0s3sLc2c25pxGkiRJklTpylrwSCndEREBLABqyXZpedKSloioBf4K+DPgcGAv8CDwHeBjKaXd5cypyndky3QA1nRt5rQT5uWcRpIkSZJU6cq6pCUijgMuAO4G3g/cExHPHmLoJ4GTgXcCpwNnkRVAAvhcOTNqfGicUse8WY02LpUkSZIkjUi5l7RcTlaweBFwGPAm4FLgzEHjzkkpxaBj90bEDcCdZc6ocaK9tdmtaSVJkiRJI1LupqVTUkpfA54PfDOl9AugbohxvRExc4jjs4DeMubTONLW0kTXhu307PIjIUmSJEkaXrlneNRHxKFkMzzOLX3dMMS4fwNui4jvAg8ARaAVeAlwSZkzapxob22iWIT7H97Kgvkz8o4jSZIkSapg5Z7hcTmwFvhVSulOsl1YPj54UErpi8ALgW6gHTgG2AD8cUrpK2XOqHGirbRTyxqXtUiSJEmS9qPcu7R8NiIuTyn1lQ79QUpp4z6GrwG+llJaO/BgRJyQUrqjnDk1Phw6s5GG+lo6u2xcKkmSJEkaXrl3aZkGfDIi/q/Uo+OjpWODxz2XbBva2yJiRUQcNuDbXy1nRo0fNTUF2lqa3alFkiRJkrRf5V7S8klgM3Ao0AM0MfQ2s5cCzwRmAz8Hfh4Rh5S+VyhzRo0jbS1NdHZtplgs5h1FkiRJklTByl3w+IOU0vuAPSmlHcBrgJOGypFSuj2ltDel9HfAj4FvRUS582mcaW9tYntPL49s2pl3FEmSJElSBSt3QWHvoMe1QN9Q4yLiuAGP/4psZsd/Uv6MGkdsXCpJkiRJGolyFxN+GREfAxoi4vnA1cB1Q4z7e+BXEXE+QEppL3AecCKwsMwZNY4c2TIdgE77eEiSJEmShlHugsffAtvI+nj8I9AB/M3gQSmlHwNHkfXv6D/2GHAW2TIYCYDGKXXMm9XIGndqkSRJkiQNo9zb0u4BPhIRnwb2ppT2eZc61PdK29l+vYwRNQ61tzbT2e2SFkmSJEnSvpV7W9rjIuLXwHpgY0RcHxHzy3lNVb/2lia6NmynZ1dv3lEkSZIkSRWq3EtavgR8HmgEpgHfBr5Q5muqyrW1NlEswtp1LmuRJEmSJA2trEtagMaU0uUDHn8qIi4a7oSIaACOAVYDDaXtbKXHtbdmO7V0dm8hjpyZcxpJkiRJUiUq9wyPuyNiaf+DiFgIrNnX4Ig4A7gP+AFwGPDAwPMlgLkzGmmor7VxqSRJkiRpn8pd8DgSuD4ibomIFcBK4KSI6IiIjiHG/wtwDrAxpfQg8FrgE2XOqHGmpqZAW0uzW9NKkiRJkvap3Eta/vYAxzemlO6MCABSStdGxD+OfiyNd22tTfzy1gcpFosUCoW840iSJEmSKky5t6W9/gBP2RMRM4AiQPRXPqRB2lua+GFPL+s37eTQmY15x5EkSZIkVZhyL2k5UP8AXA8cHhFXAstLx6QneLxxadfmnJNIkiRJkipRRRU8UkrfB14OfBBYBjw9pXRVvqlUiebPmw7AGvt4SJIkSZKGUO4eHgBExCEppceG+f78AQ93k+3S8vj3Ukr3lzOfxp/GKXW0zJpKpzu1SJIkSZKGUNaCR6kHxzVAc0ScBvwMeFlK6e5BQ+8g69tRAzQAW4G9wCHAeqClnDk1PrW1NrHGJS2SJEmSpCGUe0nLp4B3AutTSg+VHn9u8KCU0vSUUhPwNeA1KaVDUkqzgJcBPyxzRo1T7S1NdG/cTs+u3ryjSJIkSZIqTLkLHrNSSj/tf5BS+gzQNMz4U1JKXx8w/n+Bk8qYT+NYW2szxSKsXeeyFkmSJEnSE5W74FGMiCn8fpvZeUDtcHki4ln9DyLij4C+sibUuNXemtXO1tjHQ5IkSZI0SLmbln4G+DEwNyIuBV4NfGyY8e8AvhkRu4FC6b8/LnNGjVNzZzTSUD+JTndqkSRJkiQNUtaCR0rpixFxH/BCoA64aOASlyHG31DaseXE0qGOlJINGjSkmpoCbS02LpUkSZIkPVnZt6VNKV0PXH8A4/cAt5YvkapJW2sT19/6IMVikUKhkHccSZIkSVKFKEvBIyL6KPXtGEpKabg+HtKItbc08cOeXtZv2smhMxvzjiNJkiRJqhDlmuExh6z/xkeAtcDlwF7gDcCRZbqmJqD21mYA1nRttuAhSZIkSXpcWQoeKaWNABFxSkrpLwZ865MRcctw50bEUSml30XEi4CTgU+mlGzSoCEd2ZLt1NLZvYUzFrbknEaSJEmSVCnKvS3t1IiI/gcRcSJQv6/BEXE58LcRcTxwBXAU8MUyZ9Q41lA/iZZZU21cKkmSJEl6gnI3Lf17YEVEdJAtcTkB+NNhxi8BTgPeA3wlpfTe/c0Ikdpam+jscmtaSZIkSdLvlXWGR0rpaiCATwAfByKl9OPh8qSU+oDnAj8vHbMxg4bV3tJE98bt9OxyB2NJkiRJUmYstqVdD1w9wuH3RsS1ZEtZro+IrwGryhZOVaGttZliEdau20IcOTPvOJIkSZKkClDuHh4H6gLgf4BnppR2AzcAb8o3kipde2vWuHSNy1okSZIkSSVln+FxIFJK2yPit8AbIqIO+GlKacdIzo2IJmA5cG5KqTMivgQ8HdheGvLhlNI1g845Cfg80AT8EvjzlJLrIsaZuTMaaaifZONSSZIkSdLjyj7DIyKml/79g4h4bamQsa+xrwW+DcwgK0J8LSIuGsE1Tgd+BSwYcPgUspkiJ5X+u2aIU/8beFtKaQFZU9X9XkuVp6amQFtLE53dzvCQJEmSJGXKWvCIiEuAyyNiPvAjsiUrnx3mlHcBp6WU/jKl9A6yHVveOYJLXQRcDHSVrtsIzAe+GBEdEfHhiHjCa42II4GGlNKK0qEvA+eP+MWporS1ZgWPYrGYdxRJkiRJUgUo9wyPFwIXAq8ArkwpPQdYPFyelFJ3/4OUUhewd38XSSldmFK6YcCheWS7vLwROAN4Bk/uBdIKdA943A0cvr9rqTK1tzazo6eX9Zt25h1FkiRJklQBxmKXlh0RcQ5weelQ/TDDN0bES1NK3wWIiD8GNh3ENX8HvKz/cUR8CngdcMWAYTXAwOkABaDvQK+1evXqAz1FZbBr8y4AfnbDrRx3eEPOaTTRLVmyJO8IkiRJ0oRX7oLHxoj4DFk/jfMj4p8oLTvZh7cD342IT5ce72ZA4WKkIuJEYEFK6arSoQKwZ9CwB4GWAY/n7SfbkBYuXEh9/XA1HI2Fp+3q5Ys/+wE1DXNYsiTyjiNJkiRJylm5l7S8jqyI8KLSbitF4PX7GpxSugMI4HnAC4BIKXUcxHULwMcjYkapSeqbgSc0LU0prQV6IuKs0qHXAj88iGupAjTUT2LerKl0drtTiyRJkiSpzAWPlNLDZM1A50ZELfDZ0rEniIh3l/79FPAfwF+QFSn+PSI+eRDX7QAuBZYBdwK3pZSuLF3j2og4pTT0NcB/RMTdwDTggK+lytHW0sSaLndqkSRJkiSVeUlLRLyIbFeWvcBS4M6IeE1/j44B+v8sv+GpXC+l1Dbg688AnxlizAsHfL2KbCcYVYH21mZWrO5m565eGurL3p5GkiRJklTByr2k5QPA6cBjpd1Xng5cMnhQSqm/oelHgXtTSh8ma3K6GfhImTOqSrS1NFEswtp1zvKQJEmSpImu3AWP2kHbzN7GE3dGGewy4NzS131k28l+vHzxVE3aW5sA6HRZiyRJkiRNeOUueOyIiPmUihwR8QygZ5jxS1NKrwZIKa0HzgeeXeaMqhKHzmykoX4Sa7psXCpJkiRJE125Cx5/C/wEODoibiTbKeVvhxlfFxGTBzy2EYNGrFAo2LhUkiRJkgSUuaCQUroxIs4AzgRqgRUppeEak/4A+HFEfJVsVsiflo5JI9Le2sR1Kx+kWCxS77Q51QAAHFhJREFUKBTyjiNJkiRJykm5Z3gALAamAJOBZ0bEy4cZ+zdks0BeStbL42rg78qeUFWjrbWZnbt6efjRHXlHkSRJkiTlqNzb0l4BvAC4l983Ky2SFTKeJKW0t3TOdcAdwJSUUl85M6q6PN64tHsL82ZNzTmNJEmSJCkv5e6RcTZwfEpp60gGl5a/XA30AkuBVRHx4pTS8jJmVBU5cl4ThQKs6drCGQtb8o4jSZIkScpJuZe0PDDSYkfJvwDnABtTSg8CrwU+UZZkqkoN9ZOYN2sqnd3u1CJJkiRJE1m5Z3gsi4ivA98DdvYfTCkNuaQFaEwp3RkR/eOujYh/LHNGVZn2VndqkSRJkqSJrtwFjzNL/1444Ng+e3gAeyJiRmkM0V/5kA5AW0szN97ezc5dvTTUu7OxJEmSJE1E5d6W9tkAETEJKKSU9uznlH8ErgfmRcSVwPOAN5czo6pPe2sTxSKsXbeF446cmXccSZIkSVIOytrDIyLmRsQPge1AT0T8PCJahznlR8DLgQ8Cy4Cnp5SuKmdGVZ+2lmynFpe1SJIkSdLEVe75/p8GVgCvBmqBdwCfBV66j/G/TimdRLaNrXRQDp3ZSEP9JDq7bFwqSZIkSRNVuQseC1JKrxzw+IMRcccw47dHxOGlHVqkg1IoFGhrsXGpJEmSJE1k5S541EXElJRSD0BENFJqSLoPU4E1EfEAsK3/YEppUXljqtq0tzZx3coH6esrUlNTyDuOJEmSJGmMlbvg8XXgZxHxJbJCxxuBbw8z/p1lzqMJor21mWuXd7J+0w7mzZqadxxJkiRJ0hgra9PSlNJHgC+Q7bbyQuDLwIeHGX89sAE4GVgMdJWOSQekrdXGpZIkSZI0kZVlhkdEDNwL9Lul//rNAB7dx3l/DlxCtltLDfC+iHh7Sumb5cip6nXkvCYKBejs3sKZJ7bkHUeSJEmSNMbKtaRlA9kSlv7mCf19Owqlr2v3cd67gD9IKT0EEBHzgWsBCx46IA31k5g3aypr3KlFkiRJkiakshQ8UkoHu1Rmc3+xo/Q890dEzyjF0gTT3upOLZIkSZI0UZVrScu7hvt+Sunf9/Gtn0bEZ4HLgF7gdcBvI+Lk0nm3jmpQVbX21mZuvL2bnbt6aagvd39ejaa9e/v41s9/y9mnzGfOjIa840iSJEkah8p1F3jiQZ736tK/fzTo+FVkS2GOOuhEmnDaWpooFmFt9xaOa5u5/xNUMTru3cDXfnQ3xx5xiAUPSZIkSQelXEtaLjjI89pHO4smrvbWZgDWWPAYd5Z1dNFQX8vCo2fnHUWSJEnSOFWuJS3fTCm9MiJu5/cNSx+XUlpUjutKA82d0UDjlEk2Lh1n9vYVWbG6m1OOn0d93b76G0uSJEnS8Mq1pOVjpX/fVqbnl/arUCjQ1tJEp41Lx5U7f7eRzdt2c9ai1ryjSJIkSRrHDnY3lWGllFaW/r0eSMAjg/6TxkRbSxOd3Vvo63vSRCNVqGUdXUyuq2XJcXPzjiJJkiRpHCvr1hUR8e/AxcDAP7EXgX3eyUTETGAqUABqgWNSSj8tZ05Vr/bWZq5d3sn6TTuYN2tq3nG0H319RZZ3dHHK8XOZ4s46kiRJkp6Cct9RvBxoTSltHMngiLgEeG/pYS8wGbiTg9/1RRNce2sTAGu6tljwGAfu6nyUTVt3sfREl7NIkiRJemrKsqRlgHuAxw5g/OuA+cC3gWOBNwB3jH4sTRRHzmuiUIBOG5eOC8tv76JuUg2nPu3QvKNIkiRJGufKPcPjk8D1EXEdsKf/YErpkn2MX59S6o6Iu4DFKaWvRsR7ypxRVWxK/SRaZk1lTbeNSytdX1+R5au6ODnm0jilLu84kiRJksa5cs/weA9Z/45DgDkD/tuXPRFxNFmj02dExCRgSpkzqsq1tbpTy3jw2wc2sWFzD0vdnUWSJEnSKCj3DI+pKaWnH8D4S4HPAS8BPgK8Hvh+OYJp4mhvbWZ5Rzc7d/XSYCPMirWso5tJtQVOO2Fe3lEkSZIkVYFyz/BIEbFoxINT+n5K6eyU0nbgJOCPgDeXLZ0mhLaWrHHpWpe1VKxisciyji4WHzuHaQ0uZ5EkSZL01JX7z93zgVsiYg2wq/9gSmm/RZCU0g5gVRmzaYJob20GYE3XZo5rm5lzGg3lvoc2s/7RHfzJOQvyjiJJkiSpSpS74PHe/Q+RymvujAYap0yycWkFW97RRU1NgdMXtuQdRZIkSVKVKGvBI6V0fTmfXxqJQqFAW4uNSytVsVjkV6u6WHTMbJqmTs47jiRJkqQqUe4eHlJFaG9tprN7C319xbyjaJDO7i10b9ju7iySJEmSRpUFD00IbS1N7NzVy/pNO/KOokGWd3RTU4AzFro7iyRJkqTRY8FDE0J7a7ZTy5quzTkn0WDLOro44ajZzJg+Je8okiRJkqqIBQ9NCEfOa6JQwD4eFeb+dVt44OGtnLXIZqWSJEmSRpcFD00IU+on0TJrqju1VJjlt3dTKMAZJ1rwkCRJkjS6LHhowmhvbXaGR4VZtqqL446cyazmhryjSJIkSaoyFjw0YbS1NtG9cTs7evbkHUVA1yPb6OzewlmL3Z1FkiRJ0uiz4KEJo70la1x6/7qtOScRZM1KAc50OYskSZKkMpiUd4DREhFNwHLg3JRS54DjbwPOSyk9a4hz/hC4GnigdOg3KaULyp9WeWhrbQaynVqOa5uZcxot7+gi5s9g7ozGvKNIkiRJqkJVUfCIiNOBK4AFg44/DXgPcO8+Tj0F+NeU0qXlTahKMHdGA1OnTGKNfTxyt27jdu59cDMXnPu0vKNIkiRJqlLVsqTlIuBioKv/QETUA5cDHxjmvFOB50VER0T8b0QcUd6YylOhUKCttZlOd2rJ3Y23dwOwdJH9OyRJkiSVR1UUPFJKF6aUbhh0+FLgi8Dvhjn1MeBTKaVFwLXA18sUURWiraWJzu7N9PUV844yoS3r6OLow5uZN2tq3lEkSZIkVamqWNIyWEQ8F5ifUnpXRDxrX+NSSn8+4Ov/jIh/iojmlNLmkV5r9erVTy2sxlTNnm3s3LWX/7vhZmZOq8qPf8XbvL2XtHYTZy9uYuXKlXnHKYslS5bkHUGSJEma8Kr1ju/VwAkRcRswDZgXEd9IKb2qf0BE1ADvBf4ppbR3wLm9B3KhhQsXUl9fPxqZNQamzX6U7918A9NmHsGSE11OkYf//eV9wDrOf8GpHDZnWt5xJEmSJFWpqljSMlhK6Y0ppeNTSicBFwK3DCx2lMb0AS8DXgEQEa8DbkopbR/zwBozR85rolDAxqU5WtbRRVtLk8UOSZIkSWVVlQWP4UTEJRHRv5Tl9cBfRsQdwAVkxRFVsSn1k2iZNdXGpTl5dEsPd3U+arNSSZIkSWVXVUtaUkptQxz7BfCsAY8/MODrO4ClYxBNFaS9tZn7Hnos7xgT0o23d1MswlmLWvKOIkmSJKnKTbgZHlJ7axPrNu5gR8+evKNMOMs7ujji0GnMn9eUdxRJkiRJVc6ChyactpbsZntt99ack0wsm7ftYvV9G1hqs1hJkiRJY8CChyac9tZmADq7R7z7sEbBitXd9BXhrMUWPCRJkiSVnwUPTThzZjQwdcokd2oZY8tWddEye+rjM2wkSZIkqZwseGjCKRQKtLU2s6bLGR5jZcv23ay6dwNnLWqlUCjkHUeSJEnSBGDBQxNSe0sTa9dtoa+vmHeUCeHmO7rp6yuy1N1ZJEmSJI0RCx6akNpam9i5ay8PP7oj7ygTwrKObubOaOCYww/JO4okSZKkCcKChyYkG5eOne0793DbPetZ6nIWSZIkSWPIgocmpPmHTqdQwMalY+DmO9fRu7fo7iySJEmSxpQFD01IU+on0Tp7qo1Lx8CyVV3Mbp7CgiNm5B1FkiRJ0gRiwUMTVltLM53dzvAopx09e7g1refMRa3U1LicRZIkSdLYseChCau9tYl1G3ewo2dP3lGq1sq71rOnt4+zFrmcRZIkSdLYsuChCau/cena7q05J6leyzq6mDG9nuPaZuYdRZIkSdIEY8FDE1ZbSxMAa9yppSx6dvVyy90Pc+aJLdS6nEWSJEnSGLPgoQlrzowGpk6ZRKc7tZTFyrSeXbv3stTlLJIkSZJyYMFDE1ahUKCttdmdWspk+aoumqZOZuFRs/KOIkmSJGkCsuChCa29pYnO7i309RXzjlJVdu/Zy6/vWpctZ6n1fzOSJEmSxp53IprQFh49m57de/nZr+/PO0pV+U1az85dLmeRJEmSlB8LHprQli5q4YSjZvGl793BY1t35R2naizr6GJaQx2LjpmddxRJkiRJE5QFD01ohUKBi89bTM/uXr7wv6vzjlMV9vT2cfMd6zh94TwmuZxFkiRJUk68G9GEd8Sh0znvOQv4xa0P8pu0Pu84496q3z7C9p5eznI5iyRJkqQcWfCQgPPPPpbW2VP57FUd7NqzN+8449ryji4ap0zipAVz8o4iSZIkaQKz4CEBk+tqeet5i+neuJ1v/uyevOOMW717+1ixupvTTphH3aTavONIkiRJmsAseEgli4+dw3NOOYKrr/sta9dtyTvOuHT7vRvYumMPS090OYskSZKkfFnwkAZ444tPoKG+js98exV9fcW844w7yzq6mDK5lpOPm5t3FEmSJEkTnAUPaYDmafW88cUncOeaR/npzffnHWdc2dtXZMXqbk592jzq61zOIkmSJClfFjykQc4+9QgWHj2LL33/DjZt7ck7zrhx5+82snnbbndnkSRJklQRLHhIgxQKBd76isXs2r2XL3z3jrzjjBvLOrqYXFfLEpezSJIkSaoAFjykIRxx6HTOP/tYrv/Ng9ya1ucdp+L19RW58fYulhw3lyn1k/KOI0mSJEkWPKR9Oe85x3LYnKl89qpV7NqzN+84Fe3utY/y6JZdLmeRJEmSVDEseEj7MLmulreet5h1G3fwjZ+mvONUtGUdXdRNquHUpx2adxRJkiRJAix4SMNadMwcnnPKEVx93b2sXbcl7zgVqa+vyPJVXZwcc2mcUpd3HEmSJEkCLHhI+/XGF59A45Q6LvvWKvr6innHqTi/fWATGzb3sHRRS95RJEmSJOlxFjyk/WieVs+bXnICd3U+yk9vXpt3nIqzvKObSbUFTnvavLyjSJIkSdLjLHhII/CcU47gxKNn86Xv38mmrT15x6kYxWKRZR1dLD52DtMaJ+cdR5IkSZIeZ8FDGoFCocBbz1vErt17+fx3V+cdp2Lc99BmHn50h7uzSJIkSao4FjykETp87nReefax/PI3D3Hr3evzjlMRlnd0UVNT4PSF9u+QJEmSVFkseEgH4Lyzj+WwOVP5zFWr6Nndm3ecXBWLRZat6mLR0bNpmupyFkmSJEmVxYKHdADqJtVy8Xkn8fCjO/jmz+7JO06u1q7bSteG7Sxd7HIWSZIkSZXHgod0gE48ZjZnn3oEV193L2u7t+QdJzfLVnVRU4AzFro7iyRJkqTKY8FDOggXnHsCjVPquOzbq+jrK+YdJxfLOro44ajZzJg+Je8okiRJkvQkFjykg9A8rZ4LX3oCd3U+yk9uWpt3nDH3wMNbeeDhrSxdZLNSSZIkSZXJgod0kJ695AgWHTObL3//DjZt6ck7zpha3tEFwJknWvCQJEmSVJkseEgHqVAo8NbzFrNrTx+f/+7qvOOMqWUdXRzfNpNZzQ15R5EkSZKkIVnwkJ6Cw+ZM45XnLOCXtz3EyrsfzjvOmOh6ZBtrurZwlruzSJIkSapgVVPwiIimiFgdEW2Djr8tIn6xj3MOiYgfRMRdEfHLiHC7CR2w855zDIfNmcZnr+qgZ3dv3nHKbpnLWSRJkiSNA1VR8IiI04FfAQsGHX8a8J5hTv0H4IaU0vHAFcAnyhZSVatuUi0Xn7+Yhx/dwTd+ek/eccpueUcXC+YfwtwZjXlHkSRJkqR9qoqCB3ARcDHQ1X8gIuqBy4EPDHPei4Cvlb6+EnhBRNSVK6Sq14lHz+acU+dzzS/upbN7S95xyubhR3dw74ObOWuRy1kkSZIkVbaqKHiklC5MKd0w6PClwBeB3w1zaivQXXqOXmALMKcsIVX1LnjxCUxtqOOyb91GX18x7zhl0b87y1ILHpIkSZIq3KS8A5RDRDwXmJ9SeldEPGuYoYUhHvcdyLVWr55Yu3NoeGcvmso1N27iim/+klOOnZZ3nFH3k+XraZlRx0Odd/NQZ95pKteSJUvyjiBJkiRNeFVZ8ABeDZwQEbcB04B5EfGNlNKrBo17CJgHPBgRk4DpwMYDudDChQupr68fjcyqAiefXOS+R5Zz3e2Pcf4LT2dm05S8I42aDY/t5MGND/LaFxzPkiUL9n+CJEmSJOWoKpa0DJZSemNK6fiU0knAhcAtQxQ7AK4FXlf6+lVkDUz3jFVOVZ9CocBbz1vM7t4+Pv/d6pr9s/z2bDmL29FKkiRJGg+qsuAxnIi4JCL+vPTw/cAZEXEH8FayxqfSU3LYnGm88pwF3HDbQ9xy18N5xxk1yzu6aWtp4rA51bdUR5IkSVL1KRSL1dlcsdxWrlzZBqxxSYuGsqd3L+/4t1+wu7ePy/7m2UyZPL5Xjz26pYc3XPJjXv2843j18yLvOOPB4P5AkiRJksbYhJvhIY2Fukm1XHzeYtY/uoOv/yTlHecpu/H2bopFOGtRS95RJEmSJGlELHhIZbLw6Nk897T5fOf6++js3pJ3nKdkeUcXh8+dxvx5TXlHkSRJkqQRseAhldEFLz6BaY11fPpbt9HXNz6Xj23etovV923grEU2K5UkSZI0fljwkMpoeuNk3vSShaS1m/jxis684xyUFau76Su6O4skSZKk8cWCh1Rmzzr5cBYfO5uv/OBOHt3Sk3ecA7ZsVRcts6fS1uJyFkmSJEnjhwUPqcwKhQJvfcVidvf2ccV3bs87zgHZumM3HfduYOmJLRQKbjwiSZIkafyw4CGNgdY503jVOQv41aoubrnr4bzjjNhNq9ext6/ochZJkiRJ444FD2mMvPzZx3DEodP47FWr6NnVm3ecEVnW0cXcGQ0cc/gheUeRJEmSpANiwUMaI3WTannrKxazftNOvv7TlHec/dq+cw+33bOepYtaXc4iSZIkadyx4CGNoYVHz+a5p83nmuvvY03X5rzjDOvmO9fRu7fodrSSJEmSxiULHtIYu+DFJzC9sY7LvrWKvr5i3nH2admqLmY1T2HB/Bl5R5EkSZKkA2bBQxpj0xsnc+FLFpLu38SPVnTmHWdIO3r2cGvKlrPU1LicRZIkSdL4Y8FDysEfnnw4Jx07h6/84E42bt6Zd5wnWXnXevb09rmcRZIkSdK4ZcFDykGhUOAvzlvEnt4+rvju6rzjPMmyji5mTK/nuLaZeUeRJEmSpINiwUPKSevsabzquQtYtqqLX9+5Lu84j+vZ3cstdz/MGSe2UOtyFkmSJEn/v727i7GjLuM4/j0vhbZguWgVii0iLz4YSOjSoDFa5MKQEF9KCkqQRDRpjBH1xpdwgVGjXhgCMWmCkBClaDASsJKCJBoJsdFoQINNfXkqWjSVNlWDocSW7Z5zvJhZu27q6rYzZ3Znv5+bnTPnP7PPPDnZ5Pz2P/9ZpAw8pAZtufpi1p99Jvd8dzdHX5lquhwAfvm7Q7wyOfB2FkmSJEmLmoGH1KBl/S633rCBQy8e4cEfJKNR809t+cnuF1h1xmlcdsHqpkuRJEmSpJPWb7oAaam79ILVXPPm17HjqefY8dRz9Hsdut0uvW6Hfq9Dr9ul1+vQ687a7nXLfce3+70u3XJff/r92eeYdVy/26Hb69Avxzz9m4NcNbGOXs88VJIkSdLiZeAhLQBbN1/G+rPP5OUjxxgMRgyGIwaDYfFzxvZU+XM4Y3v6vWNTQ45OTpX7RgyGQwaDEVPDEcPBkKly/3B4fHswHDJ7UkmnA1dfsa6ZRkiSJElSRQw8pAVgxel9rnv7RY387uGsUKXTgZXLlzVSiyRJkiRVxcBDWuK63Q7dbodlfW9hkSRJktQefsORJEmSJEmtY+AhSZIkSZJax8BDkiRJkiS1joGHJEmSJElqHQMPSZIkSZLUOgYekiRJkiSpdQw8JEmSJElS6xh4SJIkSZKk1jHwkCRJkiRJrWPgIUmSJEmSWqffdAGLWA9gcnKy6TokLTB79uw5H9i/cePGqaZrkSRJkpYqA4+TtxZg7969TdchaeHZB7weeL7hOiRJkqQly8Dj5D0NbAIOAIOGa5G08OxvugBJkiRpKeuMRqOma5AkSZIkSaqUi5ZKkiRJkqTWMfCQJEmSJEmtY+AhSZIkSZJax8BDkiRJkiS1joGHJEmSJElqHQMPSZIkSZLUOgYekiRJkiSpdfpNF6BqRMTngPeVLx/PzM9ExDuAu4AVwHcy8/ZZxzwAPJmZ98/aPwH8LDNPr7/yelTRj4hYC9wHnAv8E7g5M58fzxVUr6KenA88AKwC/gHckpl/Gs8VVGs+/YiIzcAXgA6wD/hQZr4YEecB3wJeAyTFZ+TlMV+KJEmSpBNwhkcLlF/SrgEmgA3Axoi4Cfg6sBl4I3BlRFxbjj83InYCN5zgXCuBbcBpYyq/chX245vAzsycKLe/MqZLqFyFPfki8O3M3AA8Anx5TJdQqfn0IyJWAV8D3pmZlwO7gc+Xp7obuDszLwGeAT471guRJEmS9F8ZeLTDAeCTmTmZmceA3wJvAH6fmfsyc4riv9DvLcffDDwKPHSCc90JfHUMNdfplPsREWuAy4F7y13fAP5j9sMiU9VnpEcxuwPgDOBI7ZXXYz79WAbcmpl/KY/dDZwXEcuAq4CHy/33c7x/kiRJkhrmLS0tkJm/nt6OiIsppulvo/hSN+0AsK4cf0c59m0zzxMR7wFWZubDEVF32bWpqB8XAn8G7oyITcBB4GP1Vl6fqj4jFDMYfhoRn6CYBfSWGsuuzXz6kZl/B3aUY1cAt5Vj1wAvleHIv8fXX70kSZKk/4czPFokIi4Ffgh8GvgjMJrxdgcYznHsORQzGD5eZ43jdCr9oAgDJyjWr7iSYrbD9ppKHZtT7AkUPfhwZr4W+AiwIyI6ddQ6DvPpR0ScBTwO/Cozt1P8/Zw5Hv53/yRJkiSNiYFHS0TEW4EfAbeVX8b2A2tnDDkHeGGOU7wLWA38OCKeLc/5bES8qqaSa1VBPw4ChzPzsfL1g8Cb6qh1XE61JxHxauCSzHwUIDMfKY9ZU1vRNZpPP8oFbHdR3M6ytXz/EHBWRPTK12uZ+zMlSZIkaYy8paUFImI98D3gxsx8stz98+KtuIjiqRLvp1iQ8YQy8z6KJ5JMn3NULky56FTUjz9ExP6IuDYznwDeDfyi5tJrU0VPgL8BRyNiU2buKgODw5n51zprr8N8+lEGGjuBhzLzS9PnyMxjEbELuJEiEPsA8MQYL0OSJEnSHAw82uFTwHLgrhlrb9wDfJDiSRrLge9zfHHFtquqH1uAeyPiDuAl4JY6ih2TU+5JZo4iYguwrVzL4jBwfY0112k+/bgOuALoR8T0U2ueycytwEeB7RFxO8WaLzeN6wIkSZIkza0zGs2+BV2SJEmSJGlxcw0PSZIkSZLUOgYekiRJkiSpdQw8JEmSJElS6xh4SJIkSZKk1jHwkCRJkiRJrWPgIUmSJEmSWsfAQ5IkSZIktY6BhyRJkiRJap1/Ae96ve+NmHvuAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 1080x1080 with 7 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"df_pob_funcion = df_pob.groupby(['CICLO', 'DESC_FUNCION'], as_index=False)[['aprobado']].sum()\\\n", | |
" .query('DESC_FUNCION!=\"Otras Industrias y Otros Asuntos Económicos\"')\n", | |
"\n", | |
"g = sns.relplot(x='CICLO', y='aprobado', data=df_pob_funcion, col='DESC_FUNCION', kind='line', facet_kws={'sharey': False}, col_wrap=3)\n", | |
"g.set_ylabels('millones de pesos\\n a precios de 2018')\n", | |
"g.set_xlabels('')\n", | |
"g.set_titles('{col_name}')\n", | |
"g.fig.suptitle('Presupuesto aprobado, según Función', fontsize=15, y=1.02)\n", | |
"for ax in g.axes:\n", | |
" ax.xaxis.grid(False)\n", | |
" \n", | |
"g.fig.savefig('graficas/presupuesto_aprobado_funcion.png', bbox_inches='tight')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true" | |
}, | |
"source": [ | |
"## Por Modalidad" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 182, | |
"metadata": { | |
"Collapsed": "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>DESC_MODALIDAD</th>\n", | |
" <th>Prestación de Servicios Públicos</th>\n", | |
" <th>Otros Subsidios</th>\n", | |
" <th>Sujetos a Reglas de Operación</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>CICLO</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2013</th>\n", | |
" <td>2557.864059</td>\n", | |
" <td>82135.705851</td>\n", | |
" <td>152518.117303</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2014</th>\n", | |
" <td>8059.248849</td>\n", | |
" <td>85459.297832</td>\n", | |
" <td>205643.147647</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2015</th>\n", | |
" <td>8708.759537</td>\n", | |
" <td>86521.971047</td>\n", | |
" <td>201366.427608</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2016</th>\n", | |
" <td>8709.136375</td>\n", | |
" <td>84434.587399</td>\n", | |
" <td>212821.127814</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2017</th>\n", | |
" <td>7270.940733</td>\n", | |
" <td>72020.825301</td>\n", | |
" <td>182608.506876</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
"DESC_MODALIDAD Prestación de Servicios Públicos Otros Subsidios \\\n", | |
"CICLO \n", | |
"2013 2557.864059 82135.705851 \n", | |
"2014 8059.248849 85459.297832 \n", | |
"2015 8708.759537 86521.971047 \n", | |
"2016 8709.136375 84434.587399 \n", | |
"2017 7270.940733 72020.825301 \n", | |
"\n", | |
"DESC_MODALIDAD Sujetos a Reglas de Operación \n", | |
"CICLO \n", | |
"2013 152518.117303 \n", | |
"2014 205643.147647 \n", | |
"2015 201366.427608 \n", | |
"2016 212821.127814 \n", | |
"2017 182608.506876 " | |
] | |
}, | |
"execution_count": 182, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"df_pob_modalidad = df_pob.groupby(['CICLO', 'DESC_MODALIDAD'])['aprobado'].sum().unstack('DESC_MODALIDAD')\\\n", | |
" .filter(['Prestación de Servicios Públicos', 'Otros Subsidios', 'Sujetos a Reglas de Operación'])\n", | |
"ax = df_pob_modalidad.plot.bar()\n", | |
"\n", | |
"ax.legend(title='', loc='center', bbox_to_anchor=(0.5, -0.3), ncol=2)\n", | |
"ax.set_title('Presupuesto aprobado, por modalidad', fontsize=14)\n", | |
"ax.xaxis.grid(False)\n", | |
"ax.set(ylabel='millones de pesos\\n a precios de 2018', xlabel='')\n", | |
"sns.despine(left=True)\n", | |
"ax.figure.savefig('graficas/presupuesto_aprobado_modalidad.png', bbox_inches='tight')\n", | |
"df_pob_modalidad.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true" | |
}, | |
"source": [ | |
"## Por Tipo de gasto" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 207, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1080x720 with 6 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"df_pob_tipogasto = df_pob.groupby(['CICLO', 'DESC_TIPOGASTO'], as_index=False)[['aprobado']].sum()\\\n", | |
" .assign(DESC_TIPOGASTO=lambda x: x['DESC_TIPOGASTO'].pipe(\n", | |
" lambda y: y.str.split().str[0:7].str.join(' ')\n", | |
" .add('\\n')\n", | |
" .add(y.str.split().str[7:14].str.join(' '))) \n", | |
" )\n", | |
"\n", | |
"g = sns.relplot(x='CICLO', y='aprobado', data=df_pob_tipogasto, col='DESC_TIPOGASTO', kind='line', facet_kws={'sharey': False}, col_wrap=3)\n", | |
"g.set_ylabels('millones de pesos\\n a precios de 2018')\n", | |
"g.set_xlabels('')\n", | |
"g.set_titles('{col_name}')\n", | |
"g.fig.suptitle('Presupuesto aprobado, según tipo de gasto', fontsize=15, y=1.02)\n", | |
"for ax in g.axes:\n", | |
" ax.xaxis.grid(False)\n", | |
" \n", | |
"g.fig.savefig('graficas/presupuesto_aprobado_tipogasto.png', bbox_inches='tight')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true" | |
}, | |
"source": [ | |
"## Por ramo" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 224, | |
"metadata": { | |
"Collapsed": "false", | |
"scrolled": true | |
}, | |
"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>CICLO</th>\n", | |
" <th>DESC_RAMO</th>\n", | |
" <th>aprobado</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>2013</td>\n", | |
" <td>Aportaciones a Seguridad Social</td>\n", | |
" <td>10821.578565</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2013</td>\n", | |
" <td>Desarrollo Agrario, Territorial y Urbano</td>\n", | |
" <td>0.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>2013</td>\n", | |
" <td>Bienestar</td>\n", | |
" <td>80576.774961</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>2013</td>\n", | |
" <td>Educación Pública</td>\n", | |
" <td>39415.406615</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>2013</td>\n", | |
" <td>Medio Ambiente y Recursos Naturales</td>\n", | |
" <td>2528.220806</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" CICLO DESC_RAMO aprobado\n", | |
"0 2013 Aportaciones a Seguridad Social 10821.578565\n", | |
"1 2013 Desarrollo Agrario, Territorial y Urbano 0.000000\n", | |
"2 2013 Bienestar 80576.774961\n", | |
"3 2013 Educación Pública 39415.406615\n", | |
"5 2013 Medio Ambiente y Recursos Naturales 2528.220806" | |
] | |
}, | |
"execution_count": 224, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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7w8Cbu1yqEe5+YBbr0pLuBf7h7qcDmNl+wH/M7PAsn8+M3P0TLb2PKKvH6e5PAE9kuY4irWlT6nXKzIYDz5pZvbv/IYf1yiozGwIcCbwMnA38b0vuz93P24N1/wEcCGBm3wP6u/sle1ifaUDyAWB/YOhubOM7e1IHEZEsSv/uOg2Y4u5j2X6tay3DAWvlfUoboYCHNNVXgEcI0d7LgC/Htz7/AywESglv8s919zlm1gv4OeGGMgE8A3zL3evMbAvwODAJ+A0wGfixmdUDs+N6PYDBhCDL6e6+2cwOBe4AugFbCa0Vnkt9E2lm1wFnAHXAW4SWC8viG62XgA8Aw4B/ABe4e4OZHR6PoxtQD1zv7n82s0HAA0D/eA6ecvfr0k+MmX0RuBDoBPQFbnL3uzOcw8FAFzMrdPcGd38ztl5YHbczHrgd6EeIpN/h7r+M864BvgSsA54HTnb3EalvZONy26bNbAHwX2Ai8C3gNsJbwWnxLeKZwEqgIuVYxu3k/H8a+AEhwv9qhuNr6nF+EPgx0JXwe7zW3f8S530TOIfw+6sAzgU+Fet9gpkdBtwMFMf9/N3dv7STuojkHXdfGFu2XQ38wcw6Ea5BRxE++68Dl7r7WjP7CvBlwmdlM3Bh/EydQPhcdwIGAve7+3Xxunw7sAHoHvdxc8r0IYTP2KWE691ywnXyrcbq29h1NcOiFwDPAo8CN5jZL9w9EbfxiXiM9YTryjHAEcDRhGtbN2ANcAJwNzCWcC1cB3zO3T1ex1cRvm/uBk4htlQws5OB7xJa0KwDvubur+zk19Coxq7FTTi3VwM/AY4Dvg/0MrNfufsXzOwCMpzzeM3uC4wG/gyUsP0a3tTvlmS9/w78zt3vidPXAv3c/YpmHn+m4+xuZo8CY4AawvfnW7v4ztgM3AR8LM67OVn/ZvxNiUj+6AcsTW31tYvvrwXAFOAjhHvvB5L30Wb2SeBawvVtI+Ge/iUzKwXuAzoDBYSXaL+I/+9jZn9192PN7FvASUAXwvfHVe7+WAxgvx8YQmg9/vmWPSWyN1AOD9ml+Ib+/cDvgfuBs82sX5w9GbjT3ScCvwJ+HcvvIDxMHxCXmQRcFed1Ap50d3P364FpwNXu/hhwPuHG/TDCjdVI4PjYpeZPwPdjs9rzgdvNbNvfsJl9gXCjeUiszyzChTZpNOHmemJc7igz6xPrfZa7H0y4eN5tZsPiPubF8g8CY2MgJ/XcdI/LfcLdDwJOJ9wAZ3IVcAmwwsweN7Or4/aXmVkHwkPCNe5eRvjiuMrMDjOzYwkP/ocAZYQby6aa5e7j47lN1vkkwoPCgcDhQOoxNXb+S4BfAqfE+i3cyT53dpz94nFeFn9H5wAPmtnIGBQ5F3h//B3Pj9tJdRnwHXc/lNBl5kQzK2vG+RDJF+WE6yPANYQHvzJ3nwQsAW4ysyJC97CPu/shwP8BR5hZAXAlcI67TwYOA74ZuyUATADOiJ+xLWnTHwC+Dnwo7us3wJ/iNt+jCdfV5HIdCNePB4EnCQ/uH4/z+hG+Gz4f3xb+E9gnZfX9Cd0SPxT3VePu73f3cYTgaup1YLW77+fud6bsu5TQmuSUeEzfAR43s56ZjmlndnYtjovs7NxuAXD3RbEOU2Ow48Ps/Jx3dff93f0bKfVozndL0s/jOsTvxi+x+61s0o9rX+DW+Pv7Ddu/6zN+Z8R5xUC1ux9OeBt8m5l1burflIjkXBczeyP+W0gIhP4obZmM318p87u7+wcJ95tXxfu9scAP2X59uwD4o5l1IwRYn4zX308QWg0mgPOAt2OwYzghaH50vIZ8mxBkThoOHKRghyQp4CFN8RXgz+6+0t1fJTyIXhDnlbv71PjzL4GD4s3tcYTob8LdtxBuulJzf0wls28AVWb2dcIbvCGEN0wHAPXu/hSAu0939wPcvSFl3eOAX7n7hjh9O/CRGH2GcAFtcPe1QCXhjdn7CW+e/mQhF8jThAvrROAvwCkWcl9cSLgBXpNaWXdfT3gjebyZ3UC46GbMI+HuzxEi3CcTWl58Ephroa/3OEJA5pexHv8mRK0PIlzwf+/uNfFt6c8bOXeZZDrPxwB/dPd17l5H+L0lNXb+jwBm+vb8H79obIe7OM5DCf3T/xuXnQ38hxCIOiYe5+o472vu/oO0zZ8D9I6R/bsI50h5O2RvlCC81YJwDTkJeD1+/k8G9nP3ekKg+UUz+xnhzfp98TrwSaDMzL4L3Ep4E9Ytbm+Ru6cGJVOnPw781t2rANx9CiH4MKKReu7qupp0EuHt3l/iNf8R4PI470jgTXcvj/u8H1ibsu6MeF3GQ16JKWb2VTO7nXBtSP2MZ7qmfRh41t3nxW08B6wgBIiba2fXYtj5uW3Mrs75C+krNOe7JcWTQImZTQKOBea7u2dYriFDWWFaefpxzXD3F+PPUwjdW3vR+HdGUjJ302uEAEg3mv43JSK5tcndD4z/hhPvRwmBzaSM318p8x8HcPd3CdflvsBHCffez8Z1HiJcf8YAjwFfN7M/ErrTX5p2r0+8Np0NnGlmNxFaQaZed16O97cigLq0yC7EaOtZwJbYNA2gJ+GN2zRCVDcp+baqnnDzlEiZVwh0TJle38guHyb8Xf4OeIrw4FwQ95O6PcxsAjA3pagowz47pNRrU8q8RCwvAubEFgPJ7Q4hJG+rtZAk6RjCDfUrZnacu09PWXYooavM/xFuWh8lXPx3YGYDge8BX3X3F+KyP7SQdO8cQgBhje/YV7KE0MT7BynHAOH8ph9HUvoNY2PnOXWd1N9hY+d/Z+ts04Tj/Ctpv0e2/23s8Ds2s95A77RlnwdmEIJRvyMEUDK+mRbJc4ewYzK4y9z9Gdj2dr8zgLt/Pl7rjiG8STsrviF/nXBjOJUQtDyZ7Z+F9M996nQRoXtMqgJ2vD6n2tV1NekiQmCg0swgXIsGm9n+hM92+vKpN7Db6he78FwA/IzQkmAVO95cZ7qmpdcxWc/Gjmlnimj8WnxYhv03do1N3+bOzvl7ttHU75ZU7l5vZr8AvkgIPDTWuqOa0DQ9VQmhVWZSep3q06YTQC07/86A+L3r7on4d5H83m3K35SI5BF3/4eZVbI9WA87+f6KGrv3ftZjrre43r7AEncvjy1APkroCvPd9Ja8ZnYwIZByG/A3QmA6tbtfU67L0o6ohYfsSjLPwxB3H+HuI4BRhEjqAOBAM5sYl70AeNHDaCl/BS4xswIzK47z/t7IPurYfuN3LKHbSjJD/qGEC6MDCTP7KGy72D3Hjn/DfwG+GIM0EPpLPx/fNjbmZUJXlSPjdg8k5I7YJ0aNr3P3PxG6UswmNPNNNRmoAm4kXHRPiNspSltuFeHifVmyGbOZdSW8SXwtHt8mM/t8nLcvoZlvGeEm8pSU7jRfYvvNYlWsQzJQc9ROjjXpGeBUM+sdmz2flTKvsfP/PLB/fHMIoetJJrs6zpeAUjN7X5y3P+Ht778IeVU+ndIM/XuEbODEZXsTHhK/4e5/JCQEHBPrJ7LXsJD34DpCvgfYfr3sFD+T9wA/MrP+ZrYIWOnuPyX0dz6EkN+iJyH/zZOEVhDFNO2z8Bfgs2Y2INblC4RrfOVOlt/pdTUez1GEJs0j4r8hhOvGZYRWXOOS3xVmdgohmJkepIBwDZri7vcRroufbMJxPQsca2aj4vY/TOiC8d9drJfJzq7FzZH6vdbccw5N/25Jdy8h71EZISCWyTPAF5LfKbEbzyWEFo6NmRS/HyG0eHzBwyg8jX1n7MzufFeLSI7Fa/0IduwKnfH7axebehb4WOyOmMzxNIPQheY3hDxAjxAC6WsJ95Cp19QjgWnufish2HEyuheUnVDAQ3blK4R+u9ve7sSAxh3AFcAy4AdmNpNwwUk+PF9KSKQ3M/5zQkuFTJ4g3NyfQ0jC91jc3i8IF7Ix8Ubo04RI7xuEN1efdvfUt2b3ER6aXzGzOcDBhIBNo2IT41MISVPLCf2Sz3L3BYS+8wea2SxCa5b5hGbaqf4GLI7HN4fwdquK8CCeup86QuK29wPz4zb/S+gq9Mt4HCcB55nZjLjd69z9P7F59j3AS2Y2jfBFk4yu30l4i+qEXCTP7ex4Y12eJrwRnhbrkNpNp7HzXwV8DnjIzF5jxzeuzTnOauBU4M64j98AX3D3t2K9fkUY0WUmYajIb6dsu4bwJfpa3O41hAepHc61SB5K7Qf9GqFLwDeTXfSAG4AFhFYbbxLegF0ZPy83Epr9Tif0iz6fcGP4Z0JXsTmEoMCbNOGz4O5/J7wVe87MZhNaXp2Q3mQ4RVOuq18BHnP39Af47xO+EwoJCSofiMd/LOHmNdOwtbcAF8br4FRCoHSnxxW72l1E6AM+i3CePunua8xsSDzvQ3a2jZRtNXotbsr6KV4GRpnZH3fjnEMTv1sy1H8F4dr+sLvXNrLYFEL3l//E79PZhOBTo0N/xzp8N35PnhiPARr5zthZHdmN72oRyYnU7643CC3NLiAkGk7K+P21s43Ga/YFwCPxmnIDcGLsyncDoatKOeH+8TFC8PxNYLOZvUJoWdY/Xj/eJLTo6GtmzclxJ+1IQSKR6QWLyK5ZSpbmXNelLTOzycDh7n5HnP4acGhqU0ARkXwVW21dC3zP3TfGFnpPEVoOtvhNiIWRUL7q7utael+5ZiFx7avAkR6Sp4qIiLRryuEhkv/eAr5hYVjDBPAO25PGiojkNQ/DE24FXjWzWkLuh9NaKdjRFfhHOwl2nE8Y+eC7CnaIiIgEauEhIiIiIiIiIm2OcniIiIiIiIiISJujLi27MH369A6E0SAWl5WVaUxnEZFWpuuwiEhu6TosInsrBTx2bSgwf8IE5eUUkbxVkOsKtDBdh0Ukn7X1azDoOiwi+a3R67C6tIiIiIiIiIhIm6OAh4iIiIiIiIi0OQp4iIiIiIiIiEibo4CHiIiIiIiIiLQ5eZW01Mx6Ai8CJ7j7AjO7ALgUSADTgAvdfWvK8scDP3P3kXG6N/AQMAqoAk5z92Vm1gm4D5gMbAI+5+5zW/HQRERERERERKQV5U0LDzM7FHgBGBenxwFXA4cDEwl1vThl+RLgFnbMyHojMNXdxwP3ALfH8kuBDbH8cmBKSx6LiIiIiIiIiORW3gQ8gPMJAY0lcXoLcJG7r3X3BDATGJay/L3A9WnbOJ7QwgPgYeA4M+uYWu7uzwMDzGwYIiIiIiIiItIm5U2XFnc/D8DMktMLgYWxbABwCXBunL4UeA14OW0zQ4Clcf06M1sLDEgtj5YSxhN/p0UORkRERERERERyKm8CHo0xs32AZ4D73P1fZjYBOAX4CCFokaogw3QDoSVLIkN5k82aNas5i4uItJqysrJcV0FEREREJO/kdcDDzEqBvwJ3uPtPYvGpwGBCEtNOwBAzm+ruHwTeBQYBi82sA9ADWAksjuu8HbcxiO1dZ5pkwoQJFBcX7+ERiYiIiIiIiEhryKccHjswsx7A34BrU4IduPt33X2cux8IfAJYEoMdAE8DZ8efTyckMK1NLTezI4DN7q7uLCIiIiIiIiJtVD638DgPKAGuNLMrY9kT7v6dnaxzHTDFzGYDNcCZsfxO4BexfAtwVgvVWURERERERETyQN4FPNx9RPzxtvhvZ8suAEakTK8CTsyw3GbgnGzVUUQk2+rrG1i7YSt9enbOdVVE8s7qdZvp0qkDnYvz7rZFREREsmTlmk307l5MUVH2OqLkbZcWEZH25PfPVXD5bf/OdTVE8k5DQ4Kv/fR5/u9PM3NdFREREWkBDQ0JHvm784Ub/sbLs5dlddt6VSIikgdemb2MQf265roaInnnneXrqK7ZxH9nL6OhIUFhYfqAbCIiIrK3Wr+pltt+8xqvvLmMow8eyuTxJVndvgIeIiI5tn5TLW8vruH0j1quqyKSd8orqgBYu2ErlYtrGDesT45rJCIiItmwcOlafjDlFVas2sgFJx/ACUeMpKAguy821KVFRCTHZlZW05CASWMH5LoqInlnRkU1fXsWU1AA0+csz3V1REREJAumvv4uV97xPJu31PGDr3yAT35wVNaDHaCAh4hIzs2oqKK4U5HeXIukqa9vYNa8ag7ZbxDj9u3D9Lkrcl0lERER2QP19Q3c98QsbqUidroAACAASURBVH5wGqOG9OK2K45i/1H9Wmx/6tIiIpJj5ZVV7D+qHx07KAYtkqpicQ0bN9cxaewA+vXszMN/d9as30Kv7sW5rpqIiIg0U826Ldz862nMfLua4z8wki+dOKHF738V8BARyaGVazaxaPl6jjlkeK6rIpJ3ZlRUAzBxTH9K+nblN39zXvcVHF22b45rJrJnzKwn8CJwgrsvMLMLgEuBBDANuNDdt5rZgcC9QE/geeDL7l5nZsOAB4GBgANnuvt6M+sNPASMAqqA09x9mZl1Au4DJgObgM+5+9zWPGYRad984Sp+dP+rrNuwlSvOOIgPTx7WKvvV60QRkRwqjw90k8b2z3FNRPJPeUUVIwb3pFf3YsYM7U2v7p2YNkfdWmTvZmaHAi8A4+L0OOBq4HBgIuH+/OK4+IPAJe4+DigAzo/ldwF3uXspIUByXSy/EZjq7uOBe4DbY/mlwIZYfjkwpaWOT0QkVSKR4C8vLeCan/+HoqJCbv7qB1st2AEKeIiI5FR5RRU9unZi5JBeua6KSF7ZUlvPnAWrtiXzLSws4CAbyGu+gvqGRI5rJ7JHzicENJbE6S3ARe6+1t0TwExgmJkNB7q4+8txuSnAqWbWETgSeDS1PP58PKGFB8DDwHFx+W3l7v48MCC2EhERaTFba+u583dv8PNHy5k4pj+3XX4Uo4f2btU6qEuLiEiOJBIJZlRUMXFsfwoLs5+VWmRvNnfBKmrrGpiY0vppcmkJ/5q+mMpFq7HhfXNYO5Hd5+7nAZhZcnohsDCWDQAuAc4FhgBLU1ZdCgwF+gNr3b0urZzUdWLXl7XAgJ1s652sHpyISLRi9UZ+dP+rVC6q4bRjxvG5Y0spysH9rgIeIiI5sqR6A9VrNnOahqMVeY/yiioKCwuYkJK5/SAbSGEBTJuzQgEPaXPMbB/gGeA+d/+XmX2AkNMjqQBoILTQTm/m1JCyTKrG1ilIWafJZs2a1dxVRKQdmrdsM4/+ZxV19Qk+e2Q/Sgdu5I3XX2ux/ZWVlTU6TwEPEZEcKa+oApS/QySTGZXVjNu3N107d9xW1rNbJ8YN68P0ucs58+OlOaydSHaZWSnwV+AOd/9JLF4MDE5ZbBChG8wKoJeZFbl7fVwm2T3m3bjcYjPrAPQAVqZs6+20bTXLhAkTKC7WKEkiklkikeCP/6zkwX8uZp+BPfjWuYcwdGCPnNZJOTxERHKkvKKKAX26MLhft1xXRSSvbNxcS8WiGiZmaP1UNr6EikU11KzbkoOaiWSfmfUA/gZcmxLsSHZ12RxbegCcBTzj7rXAVOD0WH42oWUIwNNxmjh/alx+W7mZHQFsdnd1ZxGRrNm4uZabHniVKU+9yfsPGMItl34w58EOUAsPEZGcqG9IMKOimsMmDKagID/yd5jZd4HT4uRT7v51MzsGuBXoAvzW3a+Ny2ZlqMRWPDzZi8x6eyUNDYmMrZ/KSgfy0F/m8pqv4MOTNTyttAnnASXAlWZ2ZSx7wt2/A5wJ3BOHsX0NuCPOvwi438yuJeThOCOWXwdMMbPZQE1cH+BO4BexfAsheCIikhWLlq/jR/e/wrsr1vOFE/bnU0ePzpv7WwU8RERyYP67a1i/qTZvurPEwMbHgIMI/bz/YmZnAP8DHAUsAp4ys+Pc/RlCUOM8d3/ZzO4jjDpwN9uHSnzEzK4j3Hx/g+1DJR5vZmcRhko8HZEMyiur6NShkNIMeTpG79Ob3t2LmT53uQIesldz9xHxx9viv0zLlAPvy1C+EDg6Q/kq4MQM5ZuBc3a/tiIimb00cym3PfwaHTsU8v0LD982ulq+UJcWEZEc2J6/I2++FJYCV7r71tj8eQ4wDqhw9/lxNIAHCUMiZnOoRJH3mFFRzfiRfenUseg98woLCzi4dCCva3haERGRnKlvSPDA02/ywymvMHRgd2674qh8uq/dRgEPEZEcKK+oYtigHvTp2TnXVQHA3WcnAxhmNpbQtaWBzMMY7vFQiUByqESRHdSs28KCpWt3etM0ubSEdRtrqXhndSvWTERERADWbtjK9fe8xO+freDYw4Zz08VHMLBP11xXKyN1aRERaWW1dfXMnr+KYw8bnuuqvIeZ7Q88BVwN1BFaeSTtanjD3Rkqsck0HGL7MGvhRgA61VUzffq6zAttaaCgAJ785xtsmNirFWsn8l47Gw5RRKStqVxcw4/uf5VVazZzyakH5uX9bCoFPEREWtnchavZWlvPpDH5kb8jKY4E8Afg8piD4ygyD4mYzaESm0zDIbYPL817g66d13LCMYdRVNR4Q9Qnp09lSU29HjZFRERaybOvvsNdj5bTs1sn/ueSIxg3rE+uq7RL6tIiItLKyiuqKCyACaPzJ+BhZvsCfwI+5+6PxOL/hlk2xsyKgM8RhkTM5lCJIjuYUVHNAaP77zTYAVA2fiCVi9ewet3mVqqZiIhI+1Rb18Ddfyjnp4+8TumIvtx2xdF7RbAD1MJDRKTVlb9Vxdh9+9CtS17l7LwK6AzcambJsv8FziW0+uhMCFokE5Jma6hEkW1WrNrI0pUbOOGIkbtctqy0hAefmctrc1fwkUOGtULtRERE2p+VazZx0/2vMnfhaj599BjO/sT4Xb6UyCcKeIiItKKNm2t5a1ENp3xoTK6rsgN3vwy4rJHZkzIsn5WhEkVSNWf0olFDetG7RzHTFfAQERFpEbPnreSmB15l85Y6vnH2ZI6YtE+uq9RsCniIiLSiWfNW0tCQ4MBxGqBEJN2Mymp6dy9m2KAeu1y2sLCAstKB/HfWMurrG/aqt00iIiL5LJFI8OQL8/jlE7MZ1K8rN375cIYP6pnrau0W3R2IiLSi8ooqOnUopHR431xXRSSvJBIJyiuqmDimPwUF6YP6ZFZWWsL6TbW4hqcVERHJis1b6/jJQ69xz59mMXl8CT+57Ki9NtgBauEhItKqZlRUs9/IfnTqWJTrqojklUXL17F63RYmNqE7S9JB4wZQWFjA9Lkr2G9kvxasnYiISNu3tHoDP5zyCguXreXzx5Vy6ofHUVjYtJcQ+UotPEREWknNui0sWLqWiWPzZ3QWkXwxo7IagEnN+Hx079qJ0uF9mDZneUtVS0REpF2YNmc5V/z031TXbOJ7572f04+xvT7YAQp4iIi0mhmVTU/IKNLelFdUMbBvVwb169as9cpKS5j37hpWr9XwtCIiIs3V0JDg4b8537/vZUr6dOW2K47i4NKBua5W1uRVl5Y4vOGLwAnuvsDMLgAuBRLANOBCd99qZicB1wMFwHzgC+6+2syGAQ8CAwEHznT39WbWG3gIGAVUAae5+7LWPj4Rad/eeKuKbl06Mnpo71xXRSSv1DckmPn2Sg4/YHCz1508voRfPzOH6XNXcMz7NFqLiIhIU63fVMutv5nOq28u50NlQ7noM5Po3CmvQgR7LG9aeJjZocALwLg4PQ64GjgcmEio68UxKHI3cLy7TwJmAN+Lm7kLuMvdSwkBkuti+Y3AVHcfD9wD3N4axyQikqq8spoDRvejqA00DxTJpnnv1rBhU22z8nckjRzSk749i5k2V91aREREmmrB0rV87af/5rW5K/jypw7gijMObnPBDsijgAdwPnAxsCRObwEucve17p4AZgLDgI7Axe7+blxuBjDMzDoCRwKPxvIpwKnx5+MJLTwAHgaOi8uLiLSKZSs3sGLVRg5UdxaR9yiviPk7xjQ/v01BQQFlpSW84Suor2/IdtVERETanOdfX8xVdzzPlq11/PCiD3D8EaOaPELa3iZvAh7ufp67T02ZXujufwcwswHAJcDj7r7S3R+L5V2Aa4A/Af2Bte5eFzexFBgafx4Sp4nz1wJ66hCRVlNeEfJ37M4bbJG2bkZFFcMG9aBPz867tX5ZaQkbNtcxd6GGpxUREdmZf7yykB8/OJ3R+/TitiuObvOjnOV9mxUz2wd4BrjP3f+VUt4LeAwod/f743KJtNWTr3rSw1UFKfOaZNasWc1ZXERkB//870p6dClk+SJnxeLsRtDLysqyuj2R1lRbV8/s+av42KG7n39j0rbhaZez/6i2feMmIiKyJ14oX8I+A7pz45c/QMcOedP+ocXkdcDDzEqBvwJ3uPtPUsoHx/LngCti8Qqgl5kVuXs9MJjt3WPeBQYBi82sA9ADWNmcukyYMIHi4uI9ORwRaacaGhLc9sRfmLzfECZPVnBCJNXchavZWlu/R6MXde/SkfEj+jJ9zgrO/sR+WaydiIhI25FIJKhcXMMh4we1i2AH5FGXlnRm1gP4G3BtWrCjCHgS+J27Xx7ze+DutcBU4PS46NmEliEAT8dp4vypcXkRkRa3cNla1qzfquFoRTKYUVFNYQFMGN38/B2pykoHMm/JGlau2ZSlmomIiLQtVTWbWLN+K2P2bT8jBuZzC4/zgBLgSjO7MpY9AbwOHAx0MLPPxPJp7n4ecBFwv5ldC7wDnBHnXwdMMbPZQA1wZisdg4jItvwdCniIvFd5RRWjh/ame5c9yyU+eXwJDzw9h9fmruCjhw7PUu1ERETajspFNQCMVcAjd9x9RPzxtvgvk4wtU9x9IXB0hvJVwIlZqJ6ISLOVV1Szz4Bu9O/dJddVEckrm7bU8dY7q/nU0WP2eFsjBvekb8/OTFfAQ0REJKPKxTUUFRYwYnDPXFel1eRtlxYRkbagrr6B2fOq1bpDJIPZ81ZS35Bg4m4MR5suDE87kNffWkGdhqcVERF5j8pFNQwf1JNOHYtyXZVWo4CHiEgLeuud1WzasmcJGUXaqvKKKjoUFTJ+ZN+sbG/y+BI2bq5j7oJVWdmeiIhIW5FMWNqe8neAAh4iIi2qvKKaggI4IAtvsEXamhmV1Ywf0ZfOnbLTw/bAcQMoKixg2pzlWdmeiIhIW7F81UbWbaxVwENERLKnvKKK0fv0okfXTrmuikheWbthK/OXrGHi2OwFA7t27sj4kX2ZPndF1rYpIiLSFlQujglLhyrgISIiWbB5Sx2+cJW6s4hkMLOymkQCJo3J7udjcmkJC5au1fC0IiIiKSoX1dChqJDhg3vkuiqtKu9GaRERaStmz19JXX2CiQp4iLxHeWUVXYqLGDssu2+aysaXMOWpN5k2ZwXHHqbRWiR/mVlP4EXgBHdfEMseAJ5z9ylx+hzgJiDZT+spd/+2mQ0DHgQGAg6c6e7rzaw38BAwCqgCTnP3ZWbWCbgPmAxsAj7n7nNb50hFJB9ULq5hxOAedOzQfhKWglp4iIi0mPKKajoUFbJflhIyirQlMyqq2H9UfzoUZfdWZPigHvTv1Znpc5XHQ/KXmR0KvACMi9NDzOxJ4DNpi04GvubuB8Z/347ldwF3uXspMA24LpbfCEx19/HAPcDtsfxSYEMsvxyY0jJHJiL5KJFIULmohjH79sl1VVqdAh4iIi2kvKIqqwkZRdqK6ppNvFu1gUlZzN+RVFBQQNn4Et54q4raOg1PK3nrfOBiYEmcPhN4HPhd2nKHAOeY2Uwze9DM+phZR+BI4NG4zBTg1Pjz8YQWHgAPA8fF5beVu/vzwIDYSkRE2oGlKzewYXMdY9pZ/g5QlxYRkRaRTMh45rGlua6KSN6ZUVkFwMQs5+9IKisdyF9fXsjcBas0QpLkJXc/D8DMktM/jtNHpC26FLiF0PXlh8DPgKuAte5el7LM0PjzkDiNu9eZ2VpgQGp52jrvNKfes2bNas7iIpInZi7YCEDt+iVMn16d49pkX1lZWaPzFPAQEWkB2xIyKn+HyHuUV1TTs1snRgzu2SLbnzR2AB2KCpg+d7kCHrJXc/dPJX82s5uBt4GvA4m0RZPNmQrSygvivMK0dQpS1mmyCRMmUFxc3NzVRCTHypfMpmOHGj7+oUOz3pU037WvoxURaSXlFVV0Ke7A2HY21rnIriQSCWZUVHHAmP4UFqY/m2VH184d2W9kP6bNUR4P2XuZWS8zuyKlqACoA1YAvcwsmXlwMNu7xrwLDIrrdwB6ACuBxXG5pEEp64hIG1e5qIaRQ3q2u2AHKOAhItIiyiuqmDC6H0Xt8ItFZGeWVG+ges1mJrVwy4uy0oEsXLaOqtUanlb2WuuBr8cEpwCXAI+5ey0wFTg9lp8NPBN/fjpOE+dPjctvK4/dZja7e7O6s4jI3qmhIUHl4pp2mb8DFPAQEcm6Fas3sqR6g7qziGRQXhHyd7T056NsfAkAr7laecjeyd3rgdOAu81sDlBG6M4CcBFwgZm9CXwQuDaWXwccZmaz4zIXx/I7geJYfgdwVuschYjk2pLq9WzaUtduWx0rh4eISJbNaKUHOpG90YyKavr36szg/t1adD/DSnrQv3cXps1ZzrGHjWjRfYnsLncfkTZ9btr0VODgDOstBI7OUL4KODFD+WbgnD2qrIjslSoXrwFol0PSglp4iIhkXXlFNb27FzN8UI9cV0UkrzQ0JJhRWc3EsQMoKGiZ/B1JBQUFTB5fQnmFhqcVEZH2q3JRDZ06FrHvwO65rkpOKOAhIpJFiUSC8ooqJo7t3+IPdCJ7mwVL17Ju49ZWa/1UVjqQTVvqeXP+ylbZn4iISL6pXFzDqCE9221eufZ51CIiLWTR8nWsXrdF3VlEMtiev6N1hoqdOKZ/HJ52RavsT0REJJ/UNyR4e3ENY9pp/g5QwENEJKvKK6oB5e8QyaS8oop9BnSnX68urbK/rp07sv+ofkyfq8SlIiLS/ry7Yh2bt9a324SloICHiEhWlVdUMahfV0r6ds11VUTySl19A7PnrWy11h1JZaUlvLNsHStWb2zV/YqIiOTatoSl7XRIWlDAQ0Qka+rrG5j1drVad4hk8NY7q9m8tZ6Jrfz5mByHp1W3FhERaW8qF9fQuVMR+wxsv4n0FfAQEcmSysU1bNhcx6QxCniIpCuvqKagIOTVaE1DB3ZnYJ8uTJ+jbi0iItK+VC6qYdQ+vSgqbL+J9BXwEBHJkmT+jomt3GRfZG8wo7KKUfv0okfXTq2634KCAspKk8PT1rfqvkVERHKlvr6Bt99d064TloICHiIiWVNeUcXIIT3p1b0411URySubt9Yxd8FqJuao9dPk8SVs3lrPm/NW5WT/IiIirW3RivVsra1nbDvO3wEKeIiIZMWW2nrmLFil/B0iGbw5fxV19Q2tnrA0KQxPW8g0jdYiIiLtROWiGgC18Mh1BURE2oK581dRW9eggIdIBjMqqigqLGC/kf1ysv/OxR2YoOFpRUSkHalcXEOX4g4M6d8911XJKQU8RESyoLwyPNDtPyo3D3Qi+ay8shob3ocuxR1yVoey8SUsWr6e5as0PK2IiLR9lYtqGD20F4XtOGEpKOAhIpIV5RVVjBuW2wc6kXy0fuNW5i2uyXnrp7LSgQBq5SEiIm1eXX0D85asYUw7z98BCniIiOyx9ZtqqVyU+wc6kXw08+2VNCRafzjadEMHdqekb1emz1mR03qIiIi0tEXL11Fb18DYdp6/AyCvXkWaWU/gReAEd19gZhcAlwIJYBpwobtvNbMDgXuBnsDzwJfdvc7MhgEPAgMBB8509/Vm1ht4CBgFVAGnufuy1j4+EWmbZlZW05CAA8cp4CGSbkZFFcWdirDhfXNajzA87UCenbaIrbX1dOpYlNP6iIiItJSKZMJStfDInxYeZnYo8AIwLk6PA64GDgcmEup6cVz8QeASdx8HFADnx/K7gLvcvZQQILkult8ITHX38cA9wO0tfkAi0m4kH+jGDeuT66qI5J3yymr2H9mPjh1yf8tRNr6ELVvrmT1vZa6rIiIi0mIqF9XQrXMHBvXrluuq5Fzu7z62O58Q0FgSp7cAF7n7WndPADOBYWY2HOji7i/H5aYAp5pZR+BI4NHU8vjz8YQWHgAPA8fF5UVE9lh5ZRX7j8qPBzqRfLJq7WYWLV+X8+4sSRNH96djh0Kmz1W3FhERabsqFtcwemjvdp+wFPKoS4u7nwdgZsnphcDCWDYAuAQ4FxgCLE1ZdSkwFOgPrHX3urRyUteJXV/WAgPYHlzZpVmzZu3GUYlIW7d2Yz2Llq+ndEgR06dPz0kdysrKcrJfkV2ZUVEFkDf5bZLD006bs5zzTpqQ6+qIiIhkXW1dAwuWrOWkI0fluip5IW8CHo0xs32AZ4D73P1fZvYBQk6PpAKggdBaJZG2ekPKMqkKUuY1yYQJEyguLm7OKiLSDvxz+iJgKccffSCj1U9SZAczKqvp1qUjI/fpleuqbDN5fAn3PD6LZSs3qKmviIi0OQuXraWuvoExSlgK5FeXlvcws1JCEtP73f2GWLwYGJyy2CBCS40VQC8zS2YhG8z2FhzvxuUwsw5AD0AdeEVkj5VXVNGjaydGDsmfBzqRfJBIJCivqGLimP4U5VGT2rLxJQBMn6PhaUVEpO2pVMLSHeRtwMPMegB/A651958ky2NXl82xpQfAWcAz7l4LTAVOj+VnE1qGADwdp4nzp8blRUR2WyKRoPyt8ECnPpIiO1q+aiMrVm9iUp7k70ga0r8bg/p1ZZryeIiISBtUubiG7l06UtK3a66rkhfyNuABnAeUAFea2Rvx3/fjvDOB28xsLtAduCOWXwRcYGZvAh8Ero3l1wGHmdnsuExytBcRkd22pHoD1Ws2M0nD0Yq8R3nM3zExT/J3JBUUFDC5tIQZldVsra3PdXVERESyqmJRDWP27U1BgV7GQR7m8HD3EfHH2+K/TMuUA+/LUL4QODpD+SrgxKxVUkSE7Q90k8bm1xtskXxQXlFN357FDB3YPddVeY+y8SX8+T/zmfX2Sg4uHZjr6oiIiGTF1tp6Fi5dy6c/NCbXVckb+dzCQ0Qkr5VXVDGgTxcGK/GhyA4SiQQzKquYOHZAXr5hmjC6H506FDJ9rvJ4iIhI27Fg6VrqGxLK35FCAQ8Rkd3Q0JBgZmU1k8bk5wOdSC4tXLaONeu35l3+jqTOnTowYUx/pilxqYiItCGVi5WwNF3edWkREdkbzFuyhnUba9WdRSSDbfk7xuRX/o5UZaUDuedPs1havYHB/dVKS1qfmfUkjEZ4grsviGUPAM+5+5Q4PQx4EBgIOHCmu683s97AQ8AooAo4zd2XmVkn4D5gMrAJ+Jy7zzWzAuDHwAlAA3C+u/+n1Q5WRFpF5aIaenbrxIA+XXJdlbyhFh4iIrthRp4mZBTJBzMqqhncrxsD8zhD/OTk8LTq1iI5YGaHAi8A4+L0EDN7EvhM2qJ3AXe5eykwjZCIH+BGwqiD44F7gNtj+aXAhlh+OTAllp8CjAf2A04GppiZXnyKtDFKWPpeCniIiOyGN96qYt+SHvTt2TnXVRHJK/X1DcyaV83EPG/9NKR/dwb376ZuLZIr5xNGDVwSp88EHgd+l1zAzDoCRwKPxqIpwKnx5+MJLTwAHgaOi8tvK3f354EBsZXI8cAj7t7g7m8B7wCHt8iRiUhObKmt553l6xir7iw7UMBDRKSZauvqmT1/FQdqOFqR96hcXMPGzXVM2gtaP5WVDmRmZTVbNDyttDJ3P8/dp6ZM/9jd701brD+w1t3r4vRSYGj8eUicJs5fCwxILU9bp7FyEWkj5i9ZQ0NDgtEKeOxATdlERJpp7sLVbK2tz9uEjCK5VF5RDcDEveDzMXl8CX9+YT4zK6u3dXERySOFQCKtrCH+n95evSDOS19nV+XNMmvWrOauIiKt5L++HoBNNe8wffqSXSzdtpSVlTU6TwEPEZFmKq+oorAAJozO/we65kpPomdmvwKOADbERa5398fM7BjgVqAL8Ft3vzaufyBwL9ATeB74srvXNZZ4rzWPTVpHeUUVIwb3pFf34lxXZZcmjO6/bXhaBTwkD60AeplZkbvXA4PZ3gXmXWAQsDjm4ugBrAQWx+XejssNiusky0krb5YJEyZQXJz/n22R9uj5t16jd49NfOiI9ymHRwp1aRERaaYZFdWM3bcP3bp0zHVVsio9iV40GTjS3Q+M/x4zsy7AL4GTCEnwDjGz4+LyDwKXuPs4whvE82N5Y4n3pA3ZWlvPnAWr9oruLADFHYuYOHYA0+euyHVVRN7D3WuBqcDpsehs4Jn489Nxmjh/alx+W7mZHQFsdvd3/p+9O4+Pqr4X//+ameyEBLKQsAcSeCcQCBAEFUGs+4pLtS7V2qrd1Fbt7e393mvbX297b28XrVVra12qte5Lxb1uCKKiEiAhQD5MEpaEJftGyDozvz9mggGzTMgkZyZ5Px+PeWTOZz7nzHuiE875nM/n/fa1XyMiDhHJwPt3/vNh+SBKqWFRXF5PxhRNWHosHfBQSqkBONzawc69dUGfkPE4HZVET0RigGnAoyJSICK/EBE7sARwGmN2+daO/wO4XESmA9HGmA2+4z3ma+8r8Z4aQXbsrqWj0x1S34/czAkcqG5mf5VOOFJB6fvAt0VkO7AcuNPX/lPgRBHZ5utzs6/9PiDS134vcK2v/QVgG1CANznqDcaYluH5CEqpodba1kl5RROzpmr+jmPpkhallBqAbaU1uNyekLmDPRDGmBsBRKSrKRV4H+/JdAPwGnADcIiBJcXrK/Ge33TtePB7L78Bmw06GsvIy9tndTh+iez0/m/5z3c2cqKMtTgaFYr6WjveH2NM2jHb1x+zvQdY2cN+tcBFPbS3At/ood0D/JvvoZQaYUr3N+D2QIYmLP0SHfBQSqkB2OKsIiLMTlZagtWhDDljTClwSde2iNyHd6r0CwwsKV5fiff8pmvHg9/TH61Dpo1n2YknWB3KgLy44V0qmyMHdeGqlFJKWaW4rB6A9CnxFkcSfHTAQ6kQ1dbh4q4n82hsbifcYcfhsBHmsBMWZifMbicszLd95PHF6w67jfAwOw67dzvcYcPRS9+ejuVw2Ajv4Vh2+8hfM1jgrGbOjEQiwh1WhzLkRGQeMNsY86KvyQZ00Hvyu97a+0q8p0aIw60dOMvq+epXZlkdyoDlZqbw5ie7aW3vJCpCjxooHgAAIABJREFUT42UUkqFFmd5PQlxUSTGR1sdStDRf9WVClFrNpbxydYDZKUl0OZ20dnqptPlptPl8f1043K56ej0fPHc5cZz7H32ALLbbUcGTGZPHc/PblxKeNjIGRiob2pj94FGrjsvy+pQhosNuEdE3se7jOXbwOPAp4D4Et/tAq4GHjXG7BGRVhFZZoz5CO/a8TeNMR0i0pV47ymOTrynRojC0hrcbg85IZS/o0tuVgqvfFhKYUmNVmtRSikVcorL6jV/Ry90wEOpEOTxeHjlwxJmTo7nN7ecMqBszC63B5dvQKSj043L7aGz031kkKT7gEmny01np4dOt7tbnx5e7zag4nJ5ONTSwduf7uG5d51cc07mEP4mhldBcRXAiMzf0RNjTIGI/Br4CAgHXjTGPA0gItcDLwJReLP/dyUkvQZ4yFfedhPepHngzQPyuIjcCewFrhquz6GGR75vuVfm9NBb7pU9M5HICAcbd2h5WqWUUqHlcGsH+6oOceqiAadHGxV0wEOpELTJVFJWcYjbr1o04NJTDrsNh90x5Esy2tpdvPD+Tk5ZMInpqXFD+l7DJd9ZzZjocNJHeEKo7kn0jDEP4C0pe2yf94CcHtrz8VZxOba9x8R7auQocFaTNSMhJJd7RYQ7mJeeRF5RBR6PR0v6KaWUChml+xrwaMLSXmlZWqVC0Oq1JSTERbJ8wWSrQ+nVjauyiY4M40/P5+N2D+E6mmGU76xiXnoijlGQq0Spgeha7hXKs58WZ6VwsOYw+6ubrQ5FKaWU8ltxuSYs7YsOeCgVYvYcbGTzzirOWzaD8LDg/QqPGxvJDRdls2N3LW9t2G11OIN2sKaZitrDIX1Bp9RQ2VpcDcD8jNDL39ElN3MCABt3VFgciVJKKeU/Z1k9SeOiGT82yupQglLwXi0ppXr06oelRITZOefENKtD6ddXFk9lwaxkHnttOzUNLVaHMyj5ztGVv0OpgcgvriImKiykp9OmJo5hcnIseTrgoZRSKoSUlGvC0r7ogIdSIaThUBtrNpZx2uKpxMdGWh1Ov2w2G9//ag4ul5u/vFRgdTiDku+sJiEuiikTYq0ORYW4uqZWOl1uq8MIqAJnNfPSk3A4Qvu0YnFWCltLamht67Q6FKWUUqpfzS0d7KtqDukbDkNtyM5MRCRaRBaJiF4dKBUgb32ym/ZONxctn2l1KH6bmDSGq87OZEPhQT7Zut/qcI6L2+2hoLiKnFlJmsxQDYrL7eHW36/ht09sxDOUNaKHUWXtYQ7UNIf0cpYuuZkT6HS5KSiptjoUpZRSql8l+7z5O3TAo3cBG/AQkVwRKRSRz0VkKeDEW7KwWEROCtT7KDVadXS6eP2jXSySCUwLsaonF5+azoxJcfzlpQKaWzqsDmfA9hxspOFQuy5nUYO2r7KJhkPtfLL1AO9+ttfqcAJiJJVrzk73lqfVZS1KKaVCQXGZJiztj18DHiIy0/fzfBH5qYj09Bu9D7jT9/Md4GZjzAxgFXBXgOJVatT6cMs+6praWLUi3epQBizMYefWKxZQ39TG469vtzqcAct3eu/2joQLOmWtrkzqUybE8teXt3JgBFQEyXdWMy42kmmpY60OZdDCwxzkZCSzsahyxMzAUUopNXI5y+qZkBATEkvdrdLvgIeIPAj8RESygIeAmcCjPXSNNsa8bIz5O9BgjFkNYIz5FIgJYMxKjToej4fVa0uZmjKWhRKaF92zpo7nwuXpvPnJbraV1lgdzoDkO6uYnDyGpHHRVoeiQpyzrJ7oSAf/300n4bDbuPupPFwhnM/D4/GQ76xifsbIWe6VmzWBytrDlFcesjoUpZRSqk8l5Q3M0uUsffJnhkcu8D3gEuBxY8w3gek99OsUkVNF5BJgvIgsBBCRWX6+j1KqF4UlNZTub2DVipkhfVFxzTmZTBgfzf3Pb6Gj02V1OH7pdLnZVlrNfJ3doQLAWVbPzMnjSEmI4buX5VC0p44X3ndaHdZxK688RF1T24j6fuRmpgCQV6TLWpRSSgWvQ4fbOVDTrMtZ+uHPQITdGOMGzgTe97X1NGPjduAx4B7gYuAlEVkDfAz8YvChKjV6rV5XQtyYCFbmTrU6lEGJjgzje5flUF55iBfeC42LvJ1762hpc+lyFjVonS43u/Y1HCkdt3LRFFYsnMxTbxt27q2zOLrj80W55tBPWNolJSGGqSmx5O2otDoUpZRSqlddy2S1JG3f/BnwKBaRN/AuZVkrIk8C+cd2MsasN8bMMMZMN8a8CywF7gdONsa8GNColRpF9lcf4rPtBzn3pDQiwx1WhzNoi7NSWLFwMs+956SsosnqcPqV76zGZmNEVKBQ1iqraKK9033Uicn3Lp1PwthI7n4qLyRLoeY7q5iQEENq4hirQwmo3MwUCktraAnB/yZKKaVGB2eZVmjxhz8DHt8EngJWGGPagQ+BG/rbyRhTaYx50RgzoNu4IhLnq/aS1q3t7yJyfbftNBFZJyJbROQDEZnua48QkSdEZIeIbBKRTF+7TUR+LyJFIrJdRJYNJCalrPTqh6U47DbOWzbD6lAC5qZV84iOdHDfc1twu4M7MWC+s4r0yfGMjYmwOhQV4nbu9Z2YdBvwiI2J4LarFrGvqplHX9tmVWjHxeX2sLWkhpwROBi4ODPFW57WN4NFKaWUCjbF5fVMTBxDrJ6j9qnfAQ9jTDPeErPXi8ivgB3GmMNDEYyvnO16YLZve5KIvAp89ZiuvwSeNsYswFv69n987T8Amo0xWcBteJfYAFwGZAFz8C63eUxEwobiMygVSIdaOnj3s72sWDiFhLgoq8MJmHFjI/nWhdns2F3LvzbstjqcXrW2dWL21OpyFhUQxeX1jIkOZ+IxsyFyZiVz8anpvPnxbj7fftCi6AaudF89zS0dIyp/R5c5MxOIinCQV6TLWpRSSgWn4vKGo26iqJ75U6XlWuAFYDwQBzwpIjf10G+/iDT28GgSkUY/47kJuBnY79u+BlgNPHdMP4cvFoAxQIvv+fnAkwDGmHVAsohM87U/Y4xxG2N2AnuBk/2MSSnLvL1hD63tLi5aPtPqUALu9BOmMj8jicde305NQ0v/O1hg+65aOl2eEXlBp4afs6yOWVPG9Zh4+LrzskibGMe9z22h4VCbBdENXEFXueYROMMjPMxBzqxk8ooqtDytUkqpoNNwqI3K2sNkaMLSfvmzpOUOYIkx5jZjzA+AJcAPe+h3LtCMN7npvG6PbN/PfhljbjTGfNht+3fGmId76PpT4A4R2Qf8CPiNr30ScKBbvwPAlD7alQpaLpeb1z4qJTs9kfQRuDbPZrNx8+U5dHa6efCfW60Op0f5zirCHHbmzEiwOhQV4to7XOw50NjrnZjwMAc/uiaXQ4c7uO+5LSFxkZ3vrGJqyljGj6DZZ93lZqVQWdcSErmGlFJKjS4l5Q0AOsPDD/4s67AbY44MFhhj9ovIl+pJGmPyReS3wE3GmBsDGWQPHge+bYxZLSKXAf8Ukfl4B3C6nyXaAHcf7X4rLCwcXMRKDVDhnsNU1bVw+rwY8vLyrA5nyCyfG8t7+Qf4x8vryZoabXU4R/kkv4LJiWFs2/qlPM1BJTc31+oQVD92H2ik0+XpM5N62sQ4rjsvi0df3cY7n+3lrKU9VYAPDh2dLrbtquWspdOsDmXI5GZOACCvqJJpqXH99FZKKaWGj7PcW90tfbIOePTHnwGPGhFZZYxZDSAiFwO91c+7F1gUqOB6IiLJQGZXPMaYF0XkL0ASUA5MBEp83VPxLo/paueYdr9lZ2cTGRk5yOiV8t/TH61jYuIYrrxwGQ77l6fAjxQ5C9yUVq3lnfxmLjl7KWOiw60OCYDG5nYOPl3O1WdnkpsrVoejQtyRTOr93IlZtSKdjTsqeOjlrWSnJzIpKXY4whsws6eO9o6RXa55wvgYpqWOZeOOCi5ZmWF1OEoppdQRxWX1TE4eEzTnzcHMnyUttwJ3iUiZiJQBd/navsQY4zLGfB7IAHtQDbSKyHIAX8WVJmNMFfAGcJ2v/RSg1Riz19d+jYg4RCQDb1LUoY5TqeNWtKcWs6eOC5fPHNGDHQBhDju3XL6A+qZWHn9ju9XhHLG1uBqPBxaM4As6NXyKy+oZFxtJ8ri+ZzHZ7TZuu3IRDoedu5/ahMs1oMmIwybfWY3dBtnpIy9/R3e5mSls31XD4dYOq0NRSimljigubyBjynirwwgJ/lRp2QYIcBbePB2zjTFfWnDvG0z4N1+p2GoRqRCRPBH5qYgErFaOMcYDXAr8XkQKgN/ircICcB8QKSLb8M42udbX/gKwDSjAmwT1BmNMcGZJVApYvbaEMVFhnLFk5E4X7272tPFcsHwmb368m+27aqwOB/DmJ4iODOtzCYJS/nKW1ZExteeEpcdKHh/N9y6dj9lTx/PvD6iy+7DJd1aRPmUcsSP8ztLirAl0ujwUFFdbHYpSSikFQF1TK9X1LWRM1YSl/uh3SYuIZAKnAI8AzwCLReRGY8yaY7rei7eSyw/xLiGx4U0W+m3gr8D1/gZljEk7Zvv6Y7Y/A5b2sF8r8I0e2j3Av/keSgW1yrrDfLz1AKtWpBMdOXqqJ3/9nCw+2XqA+5/fwh/vWEl4mMPSePKdVWSnJ+Jw+DMRTqnetbZ1UlbRxEnzJvm9z6mLpvD59gqeftuwSCYwe1rw3MVpaetk5966UbHMIystkehIBxt3VHBi9sT+d1BKKaWG2JGEpSOwqMFQ8OdM/kG8ZV/PByYDNwD/20O/M4wxVxtj1hpjSowxxb7SsNfSw+CEUqpnr63fBcAFp8ywOJLhFR0Zxvcvy6Gs4hAvvF9saSxVdS3sr24e0fkJ1PAp3d+A2wOzpg3sxOS7l80nIS6Ku57Mo7Wtc4iiG7htpTW43B7mj8BytMcKD7P7ytNWhkTlHKWUUiOfs6wemw1mTtYZHv7w5/ZxlDHmSRG5D3jOGPOBiPQ0h7VTRBKMMbXHtCcCwXOmplQQa2nr5O0Nuzl53kQmjI+xOpxhtzgrhRULJvPcuzs5JWcSU1PGWhJHvrMKQAc8VEAcSVg6wDsxsdHh3H7VQu78y8c8+uo2vv/VnKEIb8AKiqsJc9jJGiXlmhdnpbCh8CB7DzYxfaJWa1GBIyJxwMfABcaY3SJyBnA3EA08a4y509fv58C3+KJowEPGmD+JyALgYSAOWAd81xjTKSLTgH8AEwADXGOMOSQi44AngZlAFXCFMebgcH1epVRglJTXM2VCLDFRI3tZaaD4M8MjUkRS8M7weNf3vKesa3cBW0TkPhH5dxH5sYj8AfgU+H3gQlZq5Hrv8700t3ayakW61aFY5saLs4mKcHD/81twu625o5pfXMW42Eimp1oz4KJGluKyehLjo0iIixrwvvMzkrn41Aze/GQ3n28PjuuSfGcVWWkJREWMjiV3uZkpAOQVVVgciRpJRGQpsB5vIn1EJBp4FFgFZAEniMi5vu6LgSuNMQt8jz/52v8B3GKMmY13KflNvvYHgAeMMZnARuCnvvZfAR8aY7KAh4A/DuVnVEoNDWdZPem6nMVv/i5p2QOsN8Zsx1vd5J5jOxljHgXOAw4AM4AMvBVVLjbGPB6wiJUaodxuD698WIpMG09m2ui4c9qT8WOjuOGiuWzfVcvbn+4Z9vf3eDzk76xifkaSXwkmleqPs6x+UMlvrz03k7SJcdz77Bbqm9oCGNnANTa3s2t/A/NnjfzlLF2SxkWTNjGOvKJKq0NRI8tNwM3Aft/2EsBpjNlljOnEO5hxue+1xcB/ikiBiNwvIlEiMh2INsZs8PV5DLjcNwt7Bd6E/Ufafc/PxzvDA+Bp4NxeZm0rpYJUTUMLtY2tzNIBD7/1e3vGGPNnEXnQGNNVG2+hMaa3Mgq7gCeNMUddpYjIXF+1F6VULz7ffpAD1c1c+/Usq0Ox3OknTGNNXjmPvbaNJXNTj+vO+PEqq2iirqmNnNm6nEUNXnNLB/uqDnHa4inHfYzwMAc/uiaX2/+wlvuf38J/fXOJZYNxW0u85ZpzMkbX9yM3cwIvry3hcGuHTiFWAWGMuRFARLqaJuG9adjlADBFRGKBzcCPgWK8Axg/BV7rqT+QBDT6Bk26tx/1Hr6lL41AMl8MuvSrsLDQ365KqSFgyr2FRl2HK8jLq7c4muCRm5vb62v+VGmJBf5PRLLwjhD/r4j8yBhz6Jh+ZwLP+Z4b4DJjzD7fy08Ai44vfKVGh9XrSkkaF83J87USgM1m4+av5nDL79fw4D8L+H/fWDJs753v9Jaf1PwdKhBK9nlPRmZNHVyVlbSJcXzj/Dk88kohb3+6l7NPnB6I8AbMW67ZMeAErKEuNzOFF9cUk++sGlC1HaUGwA50X8dpA9y+8+3zuhpF5C68S1/e6Kl/D8fB197Vpztbt9f8kp2dTWRk5EB2UUoFUFFVEXZbDeeetoSoUVTNcTD8WdJyL9AApACteBMj/bWHfr/GO4UuCXgfeN+XHAm+/AdWKdVN6b4GtpZUc+EpM7QMqs+k5FiuOkv4uOAAGwoP9L9DgOQ7q0hNjCElYfQljVWB59x7fAlLe3LR8pnkzEri4dVb2V99qP8dhkCBs4q5M5MIG2V/p7JmJBAdGcbGHbqsRQ2ZcqD7HY9UYL+ITBORb3VrtwEdvfUHKoF4Eemq7T6RL2Zw7PP1Q0TCgLFAb7O2lVJBqLi8nqkpY3WwYwD8OWNZaIz5L6DDGHMYuAZY0NOxjDFbjTEuY8x/Av8CnheR0XVWpNRxWL2uhKgIB2edmGZ1KEHlkpUZpE2M4y8vFXC4tWPI38/lclNYUq2zO1TAOMvrSUmIIW5MxKCPZbfbuO3KRTgcdu5+chMu14BuzA5adX0L+6qayRlF+Tu6hDnsLJidTF5RhZanVUPlU0BEJMM3WHE18CbQAvxWRGaIiA1v3o9/+paPt4rIMt/+1wJvGmM6gA+Br/nar/MdB7yzQq7zPf8a3gSmQ/+Pq1IqIDweD8XlmrB0oPwZjHAds+2g5+lvLhHJ7LZ9O95R6L/4+T5KjUq1ja2s21zOGSdMIzZa14Z3F+awc8vlOdQ2tvL3N3YM+fuV7GugubVz1OUnUEOneJAJS4+VNC6amy/Lweyt47n3nAE7rj8Kir3lmueP0u9HbmYKNQ2t7DnYZHUoagQyxrQC1wMvAtuBIuAFY0wV8B3gVbwlZm14KyOC9ybkH0SkCIjFOysb4PvAt0VkO7AcuNPX/lPgRBHZ5utz8xB/LKVUANU0tFLf1BbQ84rRwJ+5MOtE5DdAtIicDdwCrOmh353AehH5njHmeWOMS0S+indUOTtwISs1srzx0S5cbg8XrphpdShBSaYncMEpM3ltfSkrF00Z0go2+U7fBd0ovIOtAq/hUBsVtYc57+S0gB53+cLJfLb9IM+8Y8jNnMDsaYPLD+KvfGc1cWMiSJsYNyzvF2wWZ00AYOOOilH7O1CBZ4xJ6/b8PSCnhz4v4h0IObY9H291l2Pb9wAre2ivBS4aVMBKKcs4y3zLZHXAY0D8mXnxE+AQ3jwe/wMU4M0UfRRjzL+AmXjzd3S11QPL8I5AK6WO0dbh4s1PdrNkTiqTkmKtDidoff2cTBLjo7nv+S10dA7dNP4tO6tImxhHfKwmZFODV1LeAAzNicl3Lp1PQlwUdz2ZR2tbZ/87DJLH46HAWcW8jCTs9tGZlisxvqs8bYXVoSillBqFisvrsdttzJgUb3UoIaXfAQ9jTIcx5pfAOcBXjDH/5Zt211PfxmNL1hpj3MaYZwITrlIjywd55TQ2t7NqRbrVoQS1mKhwvn/ZfPYebOLFNUMzjb+tw8WO3bUs0HK0KkCc5XVAYBKWHis2Opw7rlrEgZpmHnl16Ku+769uprqhlZyM0T37aXFWCjt21dLcomkPlFJKDa/i8nqmp44lMtzRf2d1RL8DHiKSKSKf4836XCMia0Vk2tCHptTI5vF4eOXDEmZMiiM7PdHqcILeCXNSWb5gMs++s5OyisCvoS/aVUtHp1sTlqqAce6tZ3JyLDFRQ5ObZ15GEpecmsFbn+zms+0Hh+Q9uhT4lnuN9u9HbuYEXG4PW3y/D6WUUmo4eDweisvqh+Qmykjnz5KWvwEPAzF4EyK9ADwylEEpNRps3lnF3oNNrFqRjs02OqeID9RNq7KJjHDwpxfycbsDWykhv7gKh93G3Jk6+KQCo7i8nlnThvbE5OvnZjJjUhz3PbuF+qa2IXuffGc1SfFRTEwaM2TvEQoy0xKIiQojb4cua1FKKTV8qupaaGxu1/wdx8GfAY8YY8yDvqUtbcaY+4CUvnYQkWgRmSciNhGJCUyoSo0sq9eVMG5sJCsWTrY6lJAxPi6Kb104l22lNbzz2Z6AHjvfWcXsaeOJ1rrmKgBqG1upaWhl1hDfiQkPc/Cjq3Npbu3gvue2DEnJVLfbQ0FxNfNnJY/6wdkwh52FsyeQV1Sp5WmVUkoNG2e5L2GpzvAYMH8GPIpE5OSuDRHJBnb11llETgRKgNeByUBZ9/2VUlBW0cSmokrOXzaD8DBdhzcQZy6Zxrz0JP726jZqG3tMJzRgh1o6KC6rH/XT9VXgFA9jJvXpE+P4xvlz+Gz7Qd7+NLADgQC7DzTSdLhdvx8+uZkTqG1sZfeBRqtDUUopNUqUlNcT5rAxY5JWCRsofwY8pgNrRWSjiGwA8oAFIlIgIgU99P8dcAZQY4wpB64F/hiwiJUaAVavKyE8zM65J6VZHUrIsdls3HJ5Du2dbv76z60BOWZhSTVuD+RoOVoVIM6yeuw2mDl5eDKpX3jKTHJmJfHQ6kL2Vx0K6LHzj+Tv0O8HwKLML8rTKqWUUsPBWVbPtNQ4vVF6HPwtS3sG8CPf87OA64BbfY9jxRhjtndtGGPeAHSOuFI+DYfaWLOxjNNyp2r50+M0KTmWK88UPirYz6eFBwZ9vPydVURGOJDpCQGITilwltUxLTWOqIjh+efPbrdx25WLCHPYufupTbhcgSvfXFBczeTkWBLjowN2zFCWGB/NzEnx5BVVWh2KUkqpUaArYekszd9xXPo9EzPGrB3gMTtEZDzgARAROZ7AlBqp3tqwm/ZONxetmGl1KCHtkpUZrNtczl9eKmBeRtKgKmHkF1cxd2Yi4WH+jAEr1TePx0NxeT0nZKUO6/smjYvm5q/m8NsnNvLcuzu56uzMQR+z0+VmW2k1p+VODUCEI0du1gReXFPMoZYOYqOHpgqPUkopBVBRe5hDLR2av+M4DcXZ/a+AtcAUEXka+NjXptSo19Hp5o2PdrFwdjLTU3UN3mCEh9m59YoF1DS28sQbO477ODUNLZRVHCInQ/MTqMCoqm+h4VD7kFdo6cnyBZNZmTuFZ97didlTO+jj7dxbR0ubi/mav+MouZkpuN0etuzUWR5KKaWGlnMY84KNRAEf8DDGvAZcCvwc+Ag4xRjzYqDfR6lQtD5/H7WNbaw6Nd3qUEYEmZ7A+ctm8PrHuyjafXwXdwXF1YDmJ1CBc+TExKI7Md+9ZD6J8VHc9dQmWto6B3WsguJqbDaYl67fj+4yp49nTHQ4eTt0wEMppdTQ8iYstevN0uPk94CHiPR55iYi07oeQDveKi2vAM2+NqVGNY/Hw+p1JUyZEMvC2ROsDmfEuPbcLBLjo7nv+S10dA48b0G+s4qxMRHMmDQ8ySXVyFdcZm0m9THR4dx+1SIO1jTzyCuFgzpWvrOKGZPiiRsTEaDoRgaHw86C2cnkFVVoeVqllFJDyllWT9qkOF16fZz6/a2J13Zgm4hMFpEdItLTwuBtQCGwHW/Z2gJgs+/5pwGMWamQtK20hpLyBi5akY7dbrM6nBEjJiqc7106n70Hm3jpA+eA9vV4POQ7q5mfkaT/TVTAOMvqSJtobSb1eelJXLoyg39t2MNn2w4e1zFa2zsp2l2n5Wh7sTgzhbqmNkr3NVgdilJKqRHK7fZQUl7PLM3fcdz8GSa6D/ghUGmM2efb/uuxnYwxY40xccCTwDXGmHHGmETgEuDNAMasVEhava6EsTHhnJY7xepQRpwlc1NZljOJZ9/Zyb4BlOQ8UN1MdX2LLmdRAdOVST1j6nirQ+GaczKZMSmOe5/bTF1T64D337Grlk6XW78fvcj1lafVai1KKaWGysGaZppbOzV/xyD4M+CRaIx5p2vDGPMA0Nc83cXGmGe69X8FWHD8ISoV+g5UN/PptoOcc1LasJWpHG2+c/E8IsId3P/8Ftxu/6aYb3FWAegdbBUwB3wnJsFQOi48zMGPrsnlcGsn9z23ZcBLL/KdVTjsNubMSByiCEPb+Lgo0qfEk1dUYXUoSimlRqiuvGDBcF4Rqvy58vKISBRflJlNBfqap2sXkZXGmA98/c8BBr6wXqkR5NX1pTjsNs5fNsPqUEas8XFRfPOCudz//Bbe+WwvZ584vd998p1VJI+PZmLSmGGIUI0Gzr3BdWIyPTWO68+fw0OrC/nXhj2cc1Ka3/vmF1cj08cTHamDtL3JzUzhhfd2cvPv3j/S1n1xnM325aVyXU227j1tR7921HG6Ndq+3PTFcXrYN2tGIlecPovYGM3BopRSoai4vJ6IMDtTU8ZaHUrI8ucs5gHgX8AEEfk1cBXwmz76/wB4TkTa8f6bawMuHmygSoWq5pYO3v1sD6csmExifLTV4YxoZy2dxgebyvjba9tYMieF8XFRvfZ1uz1sLa5m6dyJPV6UKHU8gvHE5IJTZvL59goefqWQ+RlJTEqO7XefQ4fbKS2v52tnyjBEGLrOWjqdgzXNdLrc9DaBpmtmTU+vd2/z0Fc/T7d+3V/o/fWOTjcvry3m3c/2cOVZwnknzyDMoQnvlFIqlBSX1zNjUrz+/R6Efgc8jDGPikgJcB4QDtzUfYlLD/0/9FVlmedrKjDGDK4unlIh7O1P99DS5mLVCi1FO9RsNhu3XL6AW3+/hr++vJXEBIb1AAAgAElEQVSfXHdCr31L9zfQdLhD8xOogHKW1TNzcnCdmNjtNm67aiG3/G4Ndz2Vx29uWd5vfFtLanB7YH6Gfj/6kpIQw4+/vtjqMHq1a38Dj7xSyEMvF/LGR7v41oXZnDAnRQd5lVIqBHQlLP3KYi14Ohh+zVM1xqwF1vp7UGNMB7DpeAISkTjgY+ACY8xuX9vfgfeNMY/5ticCDwOTgMN4k6Tu9pXOfRKYCVQBVxhjDopIBPAIsBhoAa42xhQdT3xKDYTL5ea19aXMnZlIhmZXHhaTk2P52hmz+cdbRZy2/SBL5qT22K/Al79jvubvUAHi8p2YnLEk+E5MEuOjufnyHH7z94089+5Orj67p2JrXygoriIi3IFMTximCNVQmDEpnl9+52Q+31HBo69s45ePfkrOrCRuuChbS3ErpVSQ21d1iJY2l15DDFKvt3hExC0irt4eQxGMiCwF1gOzfduTRORV4KvHdH0CeNUYs9D3vGuJza+AD40xWcBDwB997T8Amn3ttwGPDUX8Sh1rQ+FBKutadHbHMLv0tFlMTx3Ln1/I53BrR4998p3VTE0ZS0Ify16UGoh9lU20truYFQQVWnpySs5kTsudwrPv7qRoT22fffOd1cydkUB4WPDMVFHHx2azsWROKvf/+DS+ffE8Svc18MO7P+DeZzdT1zjw6j1KKaWGR0l5cOUFC1V9nckkAyl4S9D+F5AEjAduB+4ZonhuAm4G9vu2rwFWA891dRCRJCAHeNDX9DfgTt/z8/HO8AB4GjhXRMK7txtj1gHJvmU3Sg2p1etKSE2MYcncnmcZqKERHmbnlisWUNPYyhNv7vjS6x2dLrbtqtHlLCqgQiGT+ncumU9SfBR3P7mJlraeV5vWNrZSVtGk1YtGmDCHnQuXz+Sv/+8MVq1IZ01eGd/+9bs8+66hrWNI7mMppZQaBGd5PRHhDqZM6D/3lupdr0tajDE1ACKy2BjzvW4v3SsiG/s6qIjMNMaUisj5wCLgXmNMQ3/BGGNu9O3ftf073/Yp3bqlA3uBu0RkOXAQuMX32iTggG/fThFpxDtwc6Td5wAwxXccvxQWFvrbVSkAyqvb2bG7lnMWxbNl83Gt8FKDdMKsMby2fhcpMYeYmhR5pH13RRtt7S5i7Y3k5eVZGGFg5ObmWh2CAorL6omOdPiVFNQqY6LDuf2qRfznnz/ikVcKueXyL1eNLyiuBrRc80gVGxPBDRdlc+5JaTz2+nb+8WYRb32yh2+cP4cVCyZjt2t+D6XUFzweDw2H2qlraiVtYpzmABpGxWX1pE+OxxFEecFCkT85PMaIiBhjDICIzAMie+ssIg/6ft6Dd1nJv4BHgcsGHy7gjXkh8HNjzB0iciPwOLCSo6vB4dt2453J4umh3W/Z2dlERvb6sZX6kvef2EhMVBjfvGwZMVHhVoczKmXN7eDm377PuwWt3HPHiUcSNe54awd2WxUXn7WUMdH630YFhrO8nvQp43AE+QVjdnoSl67M4MU1xZyQlcLS7IlHvV7grGJMdDgzJmuOh5FsUnIs/3n9ErYWV/PwK4Xc9WQer35Ywg0XZTNnRqLV4SmlhlFreyeVtYc5WHuYiprDHKxt9v6saaai9jCt7d5ZYF8/J1Ordw0Tl9tDyb4Gzlo63epQQp4/Ax53AhtEpADvQMFc4Oo++ucCS4D/AB43xvy//maEDNBBoMkY85pv+yngXt/zfUAqUC4iYcBYoAYoByYCJb5+qXyxbEapgKuqa2F9wX4uWj5TBzssFBMVzncvnc+v/vYZL60p5oozZgNQ4Kxm1tTxOtihAqbT5WbXvgbOWzbD6lD8cs05WWw2Vdz3/BZmTx/P+LHeXDYej4d8ZxXzM5KCfuBGBca8jCT+cNupvL+xjCfe3M5P7l/PKTmT+Mb5c0hNHGN1eEqpAHC7PdQ2tnKwppmDNYepqD16UKOuqe2o/lERDlISYkhNHEPO7GRSEmIocFbz9NuGRZkTgjZX1UhSXtlEW7smLA0Ef8rSviQi64GuZSXrjDHVfexiN8a4ReRM4H99bTGDjLN7PCUiUi4i5xpj3gQuBLrmpL8BXOd736/hTWDaISJd7et9y2NajTF+L2dRaqBe/6gUPB4uOGWm1aGMekuzJ7Js/iSeecewLGcS48dGsnNvHZeelmF1aGoE2XuwifZOd1Dn7+guPMzOj65ZxO1/WMu9z27hZzcsxWazUVF7mMq6Fi5dqd+P0cRut3HGkmmckjOJlz4o5sU1xWwoPMiqFTO5/PTZOjisVAg43NrBwW6zMg7WNPtmbDRTUdtCp+uLye12GySNiyYlYQyLs1JISYwhNWHMkZ/xsRFfWrryldyp3Pr7Ndz91Cb+cPupREX4VexTHSdNWBo4/palrQRe8vOYxb4BhpnAWhF5Esg/zvh6cynwoIj8DmgEvuFr/ynwmIhsA+rxJj0FuM/XfxvQBlwb4HiUOqKlrZO3NuzhpHmTSEkI2FifGoRvXzKPLTsr+dPz+Vy8Mh2X26P5CVRAfZGwNHTuek1LjeMbF8zhoZcLeWvDHs49KY18Ldc8qkVFhnH12ZmctXQ6T7y5gxfXFPPu53u5xtem68gDR0TigI+BC4wxu0XkDOBuIBp41hhzp6/fAuBhIA5YB3zXl6duGvAPYAJggGuMMYdEZBzeRP0zgSrgCmPMQRGJAB4BFgMtwNXGmKJh/MhqkDpdbqrrW46epXFkUOMwTYfbj+ofGx1OamIMaRPjOTF7IimJY3yzNmJIHhcz4CpcsTER3HblIu588GMef30737lkfiA/njqGs6yeqIjgzgsWKoZiaO6bwCV4Z1e0i8iHwN8HcgBjTNox29cfs23w5uw4dr9a4KIe2lv5YlBEqSH1/ud7aW7p0FK0QSQhLopvXjiX+5/Pp7qhhYgwO1lpCVaHpUYQZ1ndkZPLUHLBspl8vr2CR14pZH5GEgXOahLiIjUj/CiXNC6a269axAWnzOCRV7bxwIsFvPbRLm64MJtFmROsDi/kichSvHnuZvu2o/HmuzsVKANe7zaT+R/AjcaYDSLyCN6Khn8GHgAeMMY8IyI/xXvT7yfAr/Ceg58vItcCf8Q76/kHQLMxJktEVgCPAScO24cOIs0tHfzlnwW0tbuw2204fA/vc3sPbd6fX7wODrv9S687juprx2GzYXf0/LrDbsdus+FwHPMeNhstbZ3dZml8MahRXd+C2/1FSsIwh40J473LTmZNGUdqYswXgxoJMcTGRAT8d5czO5mLVszklXWlnDAnlUWifw+GSnFZaOQFCwUBH/AwxjSLiBO43lcS9h1jzOFAv49Swcjt9vDKh6XMnjaOzLTQudM7Gpy5ZDpr8srZVuotRxsR7rA6pKA03Hcdh/njDZni8noypo4Luez1druN265cyK2/X8NdT+ZRVdfCAkkOuc+hhsasqeP59feX8cnWA/zttW38/KFPWJQ5gRsunMu01DirwwtlNwE3A0/4tpcATmPMLgAR+QdwuYhsB6KNMRt8/R4DfiEiDwMrgIu7ta/FO+Bxvu81gKeBP/nOx88HfgZgjFknIskiMm00LvHeUHiAD/LKjwzsut0eXL6H2/fwPncfaet6fbiNGxtJakIMWdMTSF0Uc9SgRmJ8tCUXw9edN4fNpoo/PrOZ+398GmOHYGBltHO53JTua+Dck0MjL1iw82vAQ0TGGmOaRGQhkA08Y4zp6KXvtXhzaLyItzrKkyLyC2PMQ4EKWqlgtbGogv3Vzfz467l6wRBk7HYbt1yeww/vXssJc1KtDicoWXTXMeS1d7jYvb8xZPPCJMZHc/NXF/B/f/8cgJyMJIsjUsHEZrNx8vxJnDAnhdfW7+LZdwy33vUBZ584nWvOziQ+VivYDZQx5kYAkSPVLiYBB7p1OQBM6aM9CWg0xnQe037UsXyD0I1Ach/HGnUDHnlFlYwfG8kD//6VAZ+rHRkM8XhwudzdBke62o553eO9eHV1e93t8eD+Uj/foIrLQ1SEg9SkMaSMjyEqMvjyZESGO/jR1Yv4t3vX8cAL+fz7tYv1nDfA9lZ484JlaP6OgOj3WyQi/w1kiMh/AG8B2/Ce/N7Yyy53AEuMMQd8+/8f8Dbek2ilRrTVa0tIio/i5PmTrA5F9WDKhLE89rOztHJO74b9rmNvg+ehZPeBRlxuT0hnUl+WM4mvLJ7KB3llmr9D9Sg8zMElKzP4yuKpPPO24Y1PdrN2UzlfO2M2Fy6fSXiYzpobBDvQffqADXAPoB1fe1ef7vo71oAUFhYOdJeg4nJ7+Hz7fjKnRLNp0yarw8FGDxdjbVC9z/sIZqdmj+W9/P1MiFnP/BmhtZwz2G0uaQagraGcvLwKi6MJDbm5ub2+5s+w4Xl4T1K/AzxtjLlNRD7vo7+9a7ADwBizX0Rc/garVKjatb+BguJqvnH+HMI0sVvQ0qmXvbPorqPfJcKD9UT7s52HAGitLyMv70A/vYPXyekeZiVPoKx0B2VWB6OC2uLpMH3cBN7e3MDfXtvOP9cYzlwYz5yp0aPyTm9fJ9p+KgcmdttOxfu3sbf2SiBeRBzGGJevT9ff0n2+fuUiEgaMBWq6HavkmGMNSHZ2NpGRoTurp2h3La3t+zhr2RxyF0y2OpyQtmChh/0N6/nX5kbOPz2XCeN10CNQPtudT3RkE2eeuhS75vAYNH+rtBz2reN+0NfU11+6GhFZZYxZDSAiFwN1gwtTqeC3el0JkREOzjlxutWhKBUow3HX0W/BeqL9oXMT42JbOG35klF5sadGr3O+AptNJY++uo3n19eSlZbAjauymT1Nc1gN0KeAiEgGsAu4GnjUGLNHRFpFZJkx5iO8VQbfNMZ0+IoCfA14CrgOeNN3rDd82//re/1DX/+u9vUicgrQOhrzd2wsqsBugwWzdSbbYDnsNu64ehE/uGsNf3xmM7/8zsl6cR4gxeX1ZEwZp7/PAPHnNnSNiDyAt4zVu74lKn2NCN8K3CUiZSJSBtyFNzO0UiNWXWMrazft4/TFU4ckK7ZSFjnuu46+9p7uOnLMXceQV1wWmglLlQqEhTKBe+5YyS2X53Cgupkf/XHdkQS4yj++aoLX481/tx0oAl7wvXwN8AcRKQJigXt97d8Hvu1bYrgcuNPX/lPgRBHZ5utzs6/9PiDS134v3sGTUSevqBKZnqCzPQMkNXEMN62aR0FxNa98WGp1OCNCR6ebXfsbNX9HAPkzw+M6vOu6z/fN9PDQR4lXY8w28c6Hng04gKJu05uVGpHe+Hg3nS43F2kpWjWyDPldx2H+PAHX2tZJWUWT5u1Ro5rDbuPsE9NYvmAyL7zv5OW1JXxcsJ9LVmZw2VdmER2EiReDgTEmrdvz94CcHvrk482ndGz7HmBlD+21wEU9tLfSx/n7aFDf1EZxWT1fPyfT6lBGlDOWTOPTbQf5+xvbWTg7mekTtYLTYOw92EhHp5tZIZwXLNj0O8PDGFOBN/HcBN9duz/72o4iIv/u+3kf8Afge8C3gbtF5N5j+ys1UrR3uHjzk12cMCeFycmxVoejVMAM013HkFayrwG3B70ToxQQExXOdefN4S8/OZ0Tsyfy7Ls7+c6v3+WdT/dYUtJTqe4276wEYFHmBIsjGVlsNhu3XL6AMVHh3PVUHh2dmrpxMIrLGwA9rwgkf6q0nI+31KALOBnYLiLXdOXo6KbB97M6sCEqFdw+2FROw6F2VunsDjVCDOddx1BXXF4PoHdilOpmQkIMP752MRcun8nDrxRy73NbeHV9KTdclE2OVgFSFtlUVMm42EjSJ+vf60AbNzaSW69YwC8f/ZQn3yri+gvmWh1SyCour2dMdDipiZoENlD8yeHxM2ApUO+rvnIK8N/HdjLGdCU0/V+g2BjzC7xJThuAXwYmXKWCi8fjYfW6EtImxjE/I8nqcJRSw8y5t56k+CjGx0VZHYpSQSczLYHf3bqcH389l0MtHdz5l4/51aOfsq/qkNWhqVHG7fawyVSyUJI1EeQQWTI3lbNPnM5LHxSzrXREpOiyRHFZHRlT4jUvWAD5M+DhOKbM7Ba+nIW/uz8BF/ieu/FOab7nuCNUKojlO6vYe7CJVSvS9Q+TUqNQcXmdTjtVqg82m40VC6fw55+cznXnZVFQXM0tv3uf7bv0gkgNn+Lyehqb21mUmWJ1KCPaDRdlk5owhruf3sTh1pBP0zXsOjpd7D7QSIbOGg0ofwY8DovINHyDHCKyHGjto//JxpirAIwxlcDlwGmDDVSpYLR6XSnjYiM5dZHWcldqtGlu6WBfVTOzpmoJTqX6Exnu4PLTZ/Pgf5xOQnw09zy9mZY2zWmvhkdeUSU2GyzUcrRDKjoyjDuuXkR13WEeernQ6nBCzp4DTXS6PHpeEWD+DHj8BHgbSBeRT4B/+tp6Ey4i3Ws9aWpuNSKVVTSxcUcF552cRniYo/8dlFIjSlf+Dp3hoZT/xsdFcduVCzlY28zfXttmdThqlMgrqmD21PHEx0ZaHcqIl5mWwOWnz+bdz/fyydb9/e+gjnD6zivSp8RbHMnI4k+Vlk+AE4Ergf8BMo0xa/vY5XXgXyLyLRH5pm/79UAEq1QwefXDUsLD7Jx78gyrQ1FKWaC4zDfgoVNPlRqQeelJXLQ8nTc/3s0mU2l1OGqEa2xuZ+feOq3OMoyuPEvImBLP/c/nU9fY18IA1V1xWT1jY8JJSdCEpYHkzwwP8GbojwIigBUicmkffX+MdxbIKry5PF4C/nMwQSoVbBqb23lvYxkrF01h3Fi9W6DUaOQsqyc1MYa4MRH9d1ZKHeXa87KYmhLLvc9u5tDhdqvDUSPYlp2VeDyQqwMewybMYeeOq3Npbevk3ue24PFoWWp/FJfVkzFlnOYFDLB+BzxE5CHgSeCHwK2+xy299TfGuICHgDvx5u943BjjDki0SgWJf23YTXuHi4u0FK1So5azvF5ndyh1nCLDHdx+1SLqmtp48OWtVoejRrC8okrGxkSQoXkRhtXUlLFcf8FcNu6o4K0Ne6wOJ+i1d7jYc7BRl8kOAX9meJwOZBljVhpjTvM9vtJbZxE5ESjBu4xlElAmIicHJlylrNfR6ea19btYMCuZtIlxVoejlLJAw6E2KmsPa2IxpQZh1tTxXHH6bD7IK+fjAl3rrwKvezlah5ajHXbnL5vBgtnJPPJKIfu1HHWfdh9oxOX2MEsHPALOnwGPMmNM0wCO+TvgDKDGGFMOXAv88XiCUyoYfZS/j9rGVladqrM7lBqtuhKW6omJUoPztTNnkz4lngdezKe+qc3qcNQIU7q/gfqmNnK1HK0l7HYbt125kHCHnbuf2oTLpZP+e+Ms60pYqucVgebPgMdHIvKMiFwjIpd2PfroH2OM2d61YYx5A63UokYIj8fD6nUlTE6OZZHoWlClRqvisnpsNs2krtRghTns3H7VIg63dvKnF3StvwqsvKIKABaKlqO1SmJ8NN//ag5mbx3Pv++0OpygVVxWT3xsBMnjoq0OZcTxZ8DjJCAFuBE/cngAHSIyHvAAiIgMNkilgsX2XbUUlzewasVM7Do1UqlRy1lWz+TkWGKiwq0ORamQNz01jq+fk8WGwoOsySuzOhw1gmwqqiRjSjzjx0ZZHcqotnzBZFYumsLTbxt27q2zOpygVFyuCUuHij9laU8zxpwGnAmc1V8OD7yla9cCU0TkaeBj4FcBiVYpi61eV0JsdDinLZ5qdShKKQs5y+o1sZhSAbTq1HTmzkzkwX9upaquxepw1AhwqKWDoj11upwlSHzn0vkkjI3k7qc20dreaXU4QaW1vZO9mrB0yPhTpWWCiLwJNAOtIvK+iEzqY5e3gEuBnwMfAacYY14MSLRKWehgTTOfFh7gnJPSiIrQVVpKjVY1DS3UNrYyS9fZKhUwDt9af7fbw73Pbsbt1qUtanC27KzE7fawSMvRBoXY6HBuu2oR+6oO8dhr2/vfYRTZvb8Rtwc9rxgi/ixpuR/YgHdZywTgQ+DPffT/3BhTbIz5szHmfmPMjgDEqZTlXl1fis1m44JTZlgdilLKQsVlXQlLtUKLUoGUmjiGb12UzRZnFW9+vMvqcFSI21RUyZjocGSa/q0OFjmzklm1Ip3XP9p1JL+K+iJhqc7wGBr+DHjMNsb8whhTb4ypMcb8HMjoo3+ziEwJUHxKBYXDrR288+leTsmZTGK8JhNSajRzltdjt9uYMVnLUisVaOecOJ1FmRN49LXtWsZSHTePx0NeUSULZyfjcPhzuaOGy3XnZTEtdSz3PruZxuZ2q8MJCsXl9YwfG0lCnOaaGQr+/AUIF5Ejv30RicGXkLQXY4BdIlIqIgVdj8EGqpSV3v50Ly1tnaw6dabVoSilLFZcVs+0lLG6tE2pIWCz2fjBFQsID7Pzh6c34dKlLeo47D7QSG1jK7m6nCXoRIQ7+NHVuTQ2t/PAC/lamYkv8oJpwtKh4c/Z2jPAuyLyN7wDHd8CXuij/w8DEZhSwcLl9vDq+lLmzEjQKexKjXIejwdnWT1L56ZaHYpSI1ZifDTfvXQ+dz2Zx0trnFx++myrQ1IhJq+oEoBFmrA0KM2cHM8152Tx+Ovb+WBTOafljt5iAC1tneyrbGJ5Tl8pMtVg+FOl5ZfAI8BZwHnAY8Av+ui/FqgGFgE5wH5fm1IhacPWA1TWHmbVinSrQ1FKWayqroXG5nZdZ6vUEDt14WSWzZ/EU/8qYtf+BqvDUSEmr6iCGZPidIlAELtkZQZzZiTwl5cKqKw9bHU4lind14DbA+l6XjFkeh3wEJGErgewGvge8G3gJaDX29wi8l1gDbAQWAKsF5Er/A1IROJEpFBE0rq1/V1Eru+h70IRaeu2HSEiT4jIDhHZJCKZvnabiPxeRIpEZLuILPM3HjW6fbbtIH98djOTk8ewNHui1eEopSzmLO9KWKonJkoNJZvNxvcum09sTAR/eHoTHZ1uq0NSIeJwawc7dtVqOdog57DbuP2qRXg8Hv7wzKZRW5mp2HdekaEVWoZMXzM8qoEq38+u51XdnvfmDmChMeY6Y8zXgROAn/kTjIgsBdYDs33bk0TkVeCrPfSNAe4DIro1/wBoNsZkAbfhnY0CcBmQBcwBLgYeExFdfK165fF4eP69nfzqb58yOXkMv/ruMhx2XVen1Gjn3FtHmMNG2kRNWKrUUIuPjeTWyxewa38jT79dZHU4KkTkO6twuT2avyMEpCaO4dsXz6OwpIbV60qsDscSxWX1JMZH6WykIdTrRb8x5nhTGjcYY/Z1O85eEWn1c9+bgJuBJ3zb1+CdXVLTQ9+7gHuA7rM1zsc3uGKMWSciySIyzdf+jDHGDewUkb3AycA6/z+WGi3aOlzc9+wW1m4uZ8WCydz6tQWanFApBXjvxKRNjCM8zGF1KEqNCkvmpnLGCdN48X0nS+amkjk9weqQVJDLK6okJiqMzDT9fyUUnH7CND7ddpC/v7GDhTJh1N1QcJbV6+yOIdbrVZyI3NHXjsaYu3t56R0R+TPwJ6ATuA5wisgi336b+jjmjb737tr+nW/7lGNiuwiIMca80NXXZxJwoNv2AWBKH+1KHaWmoYVf/e0zisvqufbcLC4/fZZmTFZKAeB2eyguq2fFQv3nQ6nhdNPF2eQXV3HP05u4546VehNC9aqrHG3OrGTCtBxtSLDZbNxy+QJu+f0a7noyj7tvWzFqbiocbu1gf/UhTsvV84qh1Ne/GPOO85hX+X6ec0z7i3irvAyqrqeIpAJ3Amf08LKdo0vm2gB3H+1+KywsHFigKuSUV7fxzIc1tHd4uHJFIunjm9i0qdfxOaWCRm5urtUhjAoHa5ppbu3UhKVKDbOYqHBuu3Ih//Xnj3n89e1855L5VoekgtTeiiaq61u48kzpv7MKGvGxkfzgigX89yOf8uRbRVx/wVyrQxoWJfsa8HggXWd4DKm+lrR883gOaIyZcfzh+OUCIBFY1zW7Q0S2AMuBcmAi0LUILBXY362dY9r9lp2dTWRk5KACV8Hr/Y1lPP7+FhLiovi/m5cyfZRNp1NK9c9ZpglLlbLK/IxkLlw+k1c/LOXEuRPJmZ1sdUgqCOXt8Jaj1fwdoeeEOamcc1IaL31QTG5WCvPSk6wOacgVl2nC0uHQ15KW54wxV4jIVo6eHQGAMcaS4XVjzMPAw13bIuIxxizwPX8D7xKa9b5lMK2+HCJvAN8SkaeBGXiTon4+/NGrYONye/j769t56YNi5qUn8R/fOIG4MRH976iUGnWcZfVEhNmZljLW6lCUGpWuOy+LTUUV3PPsZu7/t9MYEx1udUgBJyL/AXwTaAOeNcb8j4j8HPgWUOfr9pAx5k8isgDvOXEc/z979x1eVZX1cfwbkhB6k96VskCRFkQQC7axl3F0VNRRxzK+9nEcnWIZyxRn7L2LXcc2jgUdu4hgCUoRskhoJlJCCzVAyn3/OCd6jQESSHJubn6f58nDvTvnnLtOSM7dd5291w7q0p3n7iVh/bqngI6AA6e4+zozawM8TTDaehnwS3dfUpfnV9um+lJ6dW5J+zZNow5FtsOvj9qNaTnLuO3Zqdz1u+T8G4+Xm1dIh7ZNadNSN9Vr09Ymt90U/nshcFElX4noLiDDzL4B7gROC9tfBL4BphMUQT3L3YuiCVESxfqiYm589DNe/jCXw/fqzfW/Ga1kh4hsUW5+Ibt0a02q5oWLRKJJ4zR+e/JwVq4u4qFXZ0QdTo0zs4OAcQQrHA4D9jSz44ARwEnuPjT8uifc5SngQnfvTzBd+5yw/V7gXncfAHwJXB223whMDFczfAi4oy7Oq64UbSrhm3lajrY+a5qRxmXjhrOisIgH/5N8f+MV5eSrYGld2NqUlqzw34/Cuhl1VurY3XtXeH7GVrZNiXu8ETi9km1iwOXhlwiLlq3jhkc/Y/Hy9Zz/i8Ectldtz8QSkfqstCzG3PxCDt6zV9ShiLmqGF8AACAASURBVDRo1qsdxx/Yn3+/O4fRg7qw56Au296p/hgGvO3uawDM7C3gWIKEx5/MrBfBSI7LgU5AU3efEu47HrjOzB4G9g33K2//CLiSYNXCfcP2Z4F7zCzd3Ytr+bzqxPScZZSUljFc01nqtQG92nHCQf15/p05jNytM2MGd406pFqxrqiYxcvXc/DInlGHkvS2WebazG4lWCp2TVxzjGCY3Jb2aQc0J8g2pwJ93f2dHQtVpGZ85QXc9OSXNEpJ4Ybf7MXufZN/jqCI7Jj8grVs3FyqOzEiCeCkg40vZy3l7hemMaB3O1q3SJrh4FOB28zs78AG4GigMfAV8HsglyCBcTXwOpWvQNgeWOPuJRXaIW7VwnDqyxqgA9Woa5fIRfzf+mIV6WkpbFy1kKysb6MOR3ZA/51idG2Xzh3PZVG8Jp+WTZNv1ZZ5SzYCUFa0jKystRFHU/9trYB/Vdb1Og7o6u4rqvJiZnY98MfwaQnBhXoW27/qi0iNiMVivPbJPB757zf06NiCq369J513ah51WCJSD+SqYKlIwkhPa8Rvxw3nt7d9xL0vTeMPv9ojKZaQd/f3zGw88CGwEngXGOXuR5ZvY2a3AI8Cb1K1lQnhh5UJK/6Qqr1qYaIW8Y/FYtz71rsMt07sOXJE1OFIDejaay2X3PoRH84u5dqzk+NvPN6C93OA5Ry2v+oH1raqTESeAxRW45i/AnoS1M3oB5xBUD9DJDLFJaXc9e+veeg/M9ljYCf+edE+SnaISJXl5BXSNCOVbh1aRB2KiAC9u7TilEMH8On0xXw0NT/qcGqEmbUEXnL3we4+lqBw6TIz+3XcZilAMVtegbAAaG1m5bfEu/DDCI7vwu0wszSgJVClG5qJ7rtl6yhYuUGrsySR7h1b8usjdyUru4C3Ji+IOpwal5NfSKd2zZTsqANVSXjcCXxkZjeY2TXlX1vZvsDdFwOzgSHu/iQa3SERKly7iT/f9ynvfP4tJx7Unz+dMZJmTZK76rOI1KzcvEL6dG9Do0bJdYdJpD77+di+DOzdjvtfmcGK1UlRi35n4FUzSzOz1sBZBFNY/mlmO5tZCsE081fcfSGw0czGhPueBkwI63FMBE4M238FTAgfl69mSPj9iclSvyMrO1iOdrgKliaVw8fszHDryCOvfcN3y9ZFHU6NmptfSF+NGq0TVUl4/IGgfkcbgnl+5V9bUmxmfQiWwdonzCA32dFARbbHvO9W89vbP2Lud6u54tQRnHrYQH1gEZFqKSktY96i1fTr0TbqUEQkTmqjFC49eRglpWXc+fzXxGIVZ3LUL+4+HXiJYFXBz4Hb3f0j4DfAawR96xTglnCXUwhqfmQDLQhuUgKcD5xrZrOAfYCrwvargVHhaobnEyRPkkLW7KV079iCTu2aRR2K1KCUlBQuPnEo6amNuOXpLEpKqzUDK2Gt3bCZJSs2qC5YHalKDY/m7r53NY75d+BBgkJLNxCsmvL6dsQmskMmTVvEbc9NpWXTdG66cG9dVERkuyxcvIbikjL66RoiknC6tm/BmUfuxv0vT+etyQvq/apr7n4DQf85vu0lgkRIxW2nASMraV8IjK2kfSVB/zypbNxcwsx5Kzi8nv/fS+V2at2UC04Ywk1PfMkL787h5EMGRB3SDvu+Lpj6FXWiKiM83MwGV/WA7v66ux/o7uuBocChwLnbG6BIdZWVxXj6rWz+8cQX7NylFbdeup+SHSKy3XLzg46Jhp6KJKbD9+rN0P4dePS1b1i8fH3U4Ugdmzl3BcUlZarfkcT2HtKNsZndee7dOcz5dlXU4eyw8n5Fn+6tI46kYahKwqMn8KWZuZlNL/+qysHdfYO7T3P3+j3GUOqNok0l/OOJL3juHefAPXrwt/PH0LaVZlSJyPbLySukRdN0Ou+kodIiiSglJYVLThxGaqMUbnt2KqVl6nY2JFmzl5LROJXddtkp6lCkFp3388Hs1LoJtzydxcZNJdveIYHl5BXSpX1zWjRTwdK6UJWExx+BgwlGaVwU9yWSUJau3MAVd03ks5mLOevoQVxy4jDS05Jv3W4RqVs5eUFhsWRbEk8kmbRv05Rzfz6Y2QtW8upHuVGHI3UoywvYvU97Gqerz5fMmjdN57cnDWfxivU89nr9XgB0bn6hprPUoW3W8AiLJYkktG/mreBv4z+ntLSMa88ezXANaxSRGrC5uJSFi9dw3P59ow5FRLZh/8zuTJm5mCcnZJM5oBO9urSKOiSpZYuWr2Px8vUcs88uUYcidWD3vu05Zt8+/Oejueyxa2dGDKx/q/KsXreJglVFHDFGCY+6UpURHiIJ7e0pC/jzfZNo2SydWy7dT8kOEakx8xetprQsRj/V7xBJeCkpKVxw/BCaN03j1menUlySHCs6yJZN1XK0Dc5phw2kV+eW3Pn8V6xetynqcKqtvH6H+hV1RwkPqbdKSst44OXp3P3CNIb068DNl+xHtw4tog5LRJJIeSX1vt21JK1IfdC6RQYXHD+Ued+t5vl3PepwpJZlZRfQtX1zurRvHnUoUkcap6fyu1MyWbthM/e8OK3eLUdd3q9QwdK6o4SH1Etr1m/m2gcn8/qk+Ry7Xx+uOXsULZqmRx2WiCSZnPxC2rTMoH0bFT8WqS9G796FA0b04IX3cpJiRQep3ObiUqbnLtfI3gZo566tOfXQgUyesZgPsvKiDqdacvIK6dahBc2a6HNLXVHCQ+qdb5es4fI7PmbW/JVcetIwzjp6EKmNVExQRGpeTl4hfburYKlIfXPOsbvTrmUGtz07lU3FpVGHI7Vg5rwVbC4uJVPTWRqkY8f2ZbddduL+l2ewdOWGqMOpsrn5hZrOUseU8JB65fNZS7j8zokUbS7h7+eP4cA9ekYdkogkqaJNJeQvXauOiUg91KJpOpecNIz8gnU88easqMORWpCVvZTGaY3YvW/7qEORCKQ2SuG3Jw8H4G/jPye/YG3EEW3bqjUbWb56I320QkudUsJD6oVYLMaL7+dw46Of0a1Dc267dD8G9G4XdVgiksTmfbeaspgKi4nUV0P7d+SIMTvz34/nMSN3edThSA3Lml3AoD7tydBytA1Wp3bNuPyUTJau3MBFN3/Ic+94QhcrVsHSaCjhIQlvU3Eptzw9lcffmMU+Q7rx9wv2pn2bplGHJSJJLuf7gqXqmIjUV2ccsStd2jfn9uemsmFjcdThSA1ZsmI93y1bR6bqdzR4I3frzH1XHMDo3bvw9FvZXHLrh8yevzLqsCqVm1dISgrs0k0FS+uSEh6S0FasLuIP93zCR1/lc9phA7n81EyaNE6LOiwRaQBy8wpp37oJbVupYKlIfdUkI43LTh7O8sIiHn51ZtThSA2Z6sFytJkDVb9DoG2rJlxx2giuOWtPNm4u4cp7JnLvS9NYX5RYSc6c/EK6d2xJ0wx9lqlL+mlLwprz7Sr++thnFG0q4c9njmTUoC5RhyQiDUhO3ir69dRytCL13YDe7Thu/368+H4Oo3fvwh67do46JNlBWbML6NSuGV21HK3E2WPXzgzq056n38rmtYlz+WzmEs47bndG79416tCAoGDpkH4dog6jwdEID0lIH2Tl8Yd7PiE9LZV/XbSvkh0iUqfWFRWzaPl6TWcRSRLjDjF6d2nFXf/+mjXrN0cdjuyA4pJSpucuI3NAR62gJT/RNCONs48ZxL8u3pfWLRrzt/Ff8NfHPmPF6qJI41qxuoiVazbRV/U76pwSHpJQSstiPPbaN9z6zFQG9GrHLZfsS68uraIOS0QamLkqLCaSVNLTUrls3HDWbtjMfS9Nizoc2QGz5q1k4+ZSTWeRrerfsy23XrofZx65K1N9Gf930/u8MWk+ZWWxSOLJDeuC9euukaN1TQkPSRjri4q58dHPePnDXA7bqzfX/2Y0rVtkRB2WiDRA3xcsVcJDJGns3LU1J/9sAJ9MW8THX+VHHY5spywvIC21EYP7aDla2bq01EYct38/7r58f6xXW+5/eTpX3j2RhYvX1HksOfmFNEqBnbvpRm5dU8JDEsLKNRv5/V0f85UX8H+/GMz5vxhCWqp+PUUkGrl5hXTeqRktmzWOOhQRqUG/2L8v1qst9700PfIh7rJ9srKXMmiXnWiiwo9SRV3aN+f6c0dz2bjhLFq+nktv+5CnJsxmc3FpncUwN381PTu30uILEdAnSonc+qJirn1wMstWFXH9b0Zz+F47Rx2SiDRwOXmr6NdDw05Fkk1qaiN+e/JwNpeUcde/vyYWi2Z4u2yfZauK+HbJWoZrOVqpppSUFPbP7MG9VxzAvsO68/y7c7jo5g+Ykbu81l87FouRm1dIn+5ajjYKSnhIpDYXl3LjY5+RX7CWP50xksF9VblYRKK1et0mClYVqWCpSJLq1qEFZxyxK1nZBfzvs4VRhyPVMNWXApCphIdsp9YtMvjtycO54TejKYvF+NN9k7jz+a9Yu6H2ihkvL9xI4bpN9FO/IhJKeEhkSsti3Px0FjPnruDSk4YzzPTmJSLRy1XBUpGkd8SYnRnctz2P/HcmS1asjzocqaKs7AI6tG1Kj04tow5F6rmh/Tty1+X784v9+/Lel3mcf9P7fPxVfq2M+srNXwWoLlhUlPCQSMRiMe57aRqTZyzmnGMHsd/w7lGHJCICBAVLU1LQ0FORJNaoUQqXnDSMlJQUbn/uq8hWbpCqKy4p4+s5yxhuWo5WakaTxmmcceRu3P7b/ejQtin/eiqL6x6ewtKVG2r0dXLyCkltlELvrupXRCHhqqaYWSvgU+BId18Qtj0BvO/u48PnY4DbgMbACuDX7r7QzNoATwO7AMuAX7r7EjNrDDwCjACKgHHunl2nJyY/8vTb2bw9ZSEnHNiPo/fpE3U4IiLfy80rpFuHFjRrkh51KCJSizq2bcY5x+zOHc9/xX8nzuXY/fpGHZJsRfbClRRtKiFzgJajlZq1c9fW/OvifXnjk3k8OWE2F/zrfU49dCBH7b0zqTWwiMLc/NX06tyKjPTUGohWqiuhRniY2Z7AJ0D/8HlXM3sNOL7Cpk8DZ7v70PDxnWH7jcBEdx8IPATcEbZfDKwP2y8FxtfmecjWvfHJPJ5/Zw4Hj+zJaYcNjDocEZEfyckr1HQWkQbiwD16sOdunXnizdl8u6Tul6qUqsuavZTURikM6aflaKXmpTZK4eh9+3DPFQewe59gutvld37M3HCa6/aKxWLkqGBppBIq4QGcA1wALAqfnwK8Cvy7fAMzywCucvfpYdN0oGf4+AiCBAjAs8BhZpYe3+7uHwMdzKx8H6lDE7/+jgf+M4M9d+vMBccP0ZBEEUkoK1YXsXLNRs2zFWkgUlJSuOCEITTNSOO2Z6dSUloWdUiyBVnZBey6804afSe1qmPbZlxz1p5ccdoIlq/eyGV3fMxjr33Dxs0l23W8glVFrN2wWTdSIpRQU1rc/WwAMyt//q/w+d5x22wCngrbGwF/Af4TfrsrsDjcrsTM1gAd4ttDi4HuwLe1djLyE9PmLOPWZ7IY2Lsdvz9tRI0MEROR2mdmHwAdgeKw6TdAH+AqIB243d3vCbc9CLgVaAo87+5Xhe1DgYeBVsDHwHnuvn29h1qUmxcWLO2uJWlFGoq2LZtw/vFD+MfjX/DqR3P5xQH9og5JKlixuogFi9dwxhG7Rh2KNAApKSnsM7Qbw/p3YPwbs3j5w1wmTV/E+ccPYXg1F1ko71foRkp0EirhUR1hXY7HCc7hb2FzxeECKUAZwUiWWCXtVTZz5sztC1QAWLRyM+PfXUa7FqkcldmEmdO/jjokkaSRmZlZa8c2sxSCaYa9yhMUZtYNeA7IBDYBn4ZJkfnAo8B+QB7whpkd5u4TCBLVZ7v7FDN7hGBE3321Fvh2yskrpFGjFHbu1irqUESkDo0Z3JWTDjaaNYm2a2xmfwDOJLi2Pu/uf91SwjgcrfwUQULagVPcfV0y1rSbml0AQOZA1e+QutOiWWMuPGEoY4d35+4XpnHtg5MZm9mds48eROsWGVU6Rk7eKtJSU+jdRf2KqNTLhIeZtQD+S1Cw9Bh3L7/r+B3QGcg3szSgZbhNPtAFmBtu15kfps1UyaBBg8jIqNovtvzYouXruP2/n9CmZRP+edE+7NS6adQhiUjVWfjv/8xsJ4L6SGsJCkmvBDCzFwlqLX0E5Lj7/LD9KeAEM5sFNHX3KeGxxgPXkYgJj/xCenZqSZPG9fLtUUR2wCmHDoj09cMRcuOAPYD1wCtmdhxwPZUnjO8F7nX358zsauBq4Ep+qGl3hJmdRlDT7kTiatqZ2b4E1+JRdXqS2ynLC9ipdRN6ddZytFL3BvVpz52/G8sL7+Xw4vtzyJq9lLOOHsQBI3psc3r+3PzV9O7SivQ0FSyNSn2dU/AUkAucGE5xKfcm8Kvw8YkEF/vi+PZwesxGd9d0ljqwas1Grn1wMqVlMa47d7SSHSL1T1vgPeDnwIHAeQR1kyqbJril6YNbak8osViMXBUsFZHoDAPedvc17l4KvAVcxE8TxieENer2BV6Mbw8fJ1VNu9JSLUcr0Wucnsophw7g9svG0r1jS25/7iuuuv9TFi1ft8V9YrEYOfmF9OmufkWU6t0tLDMbBhwDzAKmhvU+Frn74QSZ7fFm9g1QSFD0FOAu4IGwfRNwWp0H3gCtLyrm2ocmU7h2E3/9vzF076isvEh94+6Tgcnlz8O7i7cS3EEst63pgzs8rRBqf2rhqnUlrFm/mcaxNWRlZdXqa4lI8qjBaYVTgdvM7O/ABuBooITKE8btgTVxtZDiE8lJVdMue+Eq1hcVazlaSQi9OrfiHxfszdtTFjD+jVlc9K8POOlnxs/H9iWtQn3CJSs2sL6oWDdSIpaQCQ93713h+Rlxj7/ip7U6yr+3kuDNoWL7RuD0Gg1StmpzcSl/fexzvl2ylmvOGkX/nioAKFIfhaPiMtz9vbApBVhAME2wXPk0wfxqtldLbU8tnDRtEbCEA8cMpl8PXbNEpG65+3tmNh74EFgJvEswsq4qiWT4IZGcVDXt3pu2mpQUiG34jqysxdveQaQOdMyA8w7twISsQp54czZvf5rLUSPb0r194++3mblwAwDFaxeTlbUiqlAbhK0lnhMy4SH1W2lZjJufzmLG3OX8btxwhg+oXjVjEUkobYDrzWwvghVZTgdOBZ4ysw4E88x/AZxLsEy4mVlfggKm44BH3X2hmW00szHuPolglN2ECM5lq4LCYo1UWExEImFmLYGX3P3W8PnvCRLM+8RtVp4wLgBam1lqOP2lCz8kkpOqpt2TH3/IrjvvxN6j96jT1xWpiv33gckzFvPAK9N55J0Cjtx7F049dADNmqQzfdE3pKcVcsj+e5KeVl8rSdR/+slLjYrFYtz/8nQmz1jM2ccMYmxmj6hDEpEd4O6vA28AXwFZBAmMScCfgQ+Ar4Fn3P3zcDTdGcBLBNMOs/lhfvkpBEO1s4EWwJ11eR5VkZNXSO+uKiwmIpHZGXjVzNLMrDVwFsHqLBvNbEy4zWnAhLBG3USCmnUQ1KorTyQnTU27VWs2Mjd/dbWXAhWpS6N378K9VxzA4XvtzOufzOOCf77P598sITe/MCxYqo/cUdIID6lRz/7PeWvyAn6xf1+O2bdP1OGISA1w9/Lq//FtzwDPVLLte8CQStqnASNrK8YdVVYWY25+IfsOS7haqiLSQLj7dDN7iWC0XCpwm7tPMrNTgIfMrBVBnY/yhPH5wONmdhVBHY6Tw/akqWn31ZxwOVqNFpYE16xJOucdN5ixw7tz1wtfc8Ojn5GSAoeO7h11aA2eEh5SY978dD7P/s85aI+enH7ErlGHIyJSZYtXrGf9xhIVFhORSLn7DcANFdoqTRi7+0JgbCXtSVPTLmt2AW1bZrBLt9ZRhyJSJQN6t+P2347llQ9z+fd7cxihYruRU8JDasSkaYu4/+Xp7LFrJy48YYiWDROReiUnrxCAvkp4iIgkhNKyGF/NKWCPXTurXyn1SnpaI355UH9OOLCffncTgCYUyQ6blrOMm5/OYkCvdlxx2ghSU/VrJSL1S25eIY3TU+nZSctni4gkgpy8VazdUKw75FJvKdmRGPTJVHbI3PxC/vrY53Tt0Jyrz9qTJo01aEhE6p+cvFX06dZaCVsRkQSRNbuARikw1DpEHYqI1GPq2cl2W7x8PX95eArNm6Zz3Tmjadms8bZ3EhFJMKVlMeZ+t1rTWUREEshUX0r/nm3VvxSRHaKEh2yXVWs3cs2Dn1JaWsb1546mfZumUYckIrJd8gvWsmlzKX27K+EhIpIIVq/bRE5eIZkDNZ1FRHaMEh5SbRs2FvOXh6awau0mrj17FD00511E6rGcb4OCpVqhRUQkMXzlBcRiMNy0HK2I7BglPKRaiktK+etjn7Nw8Rr+ePoeWK92UYckIrJDcvMLaZqRRrcOLaIORUREgCwvoHWLxhp5JyI7TAkPqbLSshi3PD2V6bnLueSkYWSqaraIJIGcvFX07d6GRo1UTV1EJGplZTG+8gKGWUddl0VkhynhIVUSi8V44JXpTJq+iLOO3o39M3tEHZKIyA4rLilj/qI1KlgqIpIgcvMLWb1uM5maziIiNUAJD6mS596Zw4RPF3Dc2L4cu1/fqMMREakR3y5ZQ3FJGf00bFpEJCFM9QJSUmCYEh4iUgOU8JBtmvDpfJ55O5sDRvTgjCN3jTocEZEak5MXFiztqYSHiEgiyJq9lH492tC6RUbUoYhIElDCQ7Zq0vRF3PfydEYM7MRFvxxKSormUopI8sjNL6RF03Q6tWsWdSgiIg3e2g2bmfPtKoab6sSJSM1QwkO2aEbucm5+Kgvr2ZYrfzWCtFT9uohIcsnJK6RvjzZK5oqIJICvfRllMcgcqOksIlIz9AlWKjXvu9Xc+NhndGnfjGvOHkWTxmlRhyQiUqM2F5eycPEa+qlgqYhIQvgyeyktm6XTr0fbqEMRkSShhIf8xJIV67n2ock0y0jjunP2omWzxlGHJCJS4+YvWk1pWUwJDxGRBFBWFmOqFzCsf0dStRytiNQQJTzkR1at3cg1D0ymtLSM63+zFx3aNo06JBGRWvF9wVLdSRQRidz8RaspXLtJ01lEpEYp4SHf27CxmL88NIUVazZyzVmj6NGpZdQhiYjUmpy8Qtq0zGCn1k2iDkVEpMHLyi4AtBytiNQsJTwEgOKSUv762OcsWLyGP56+BwN6t4s6JBGRWpWbX0jf7ipYKiKSCKZ6AX26t6ZtSyWhRaTmKOEhlJbFuOWZqUzPXc4lJw5lxEAtBSYiya1oUwn5S9fSX/U7REQit66omNkLVpI5QH1QEalZSng0cLFYjIf+M4NJ0xZx5pG7ccCInlGHJCJS6+Z9t5qyGPRVwkNEJHLT5iyjrCzGcE1nEZEapoRHA/fvd+fwxqT5HLtfH47bv2/U4YiI1InygqVKeIiIRC8reynNm6YzoJeKSItIzVLCowF7a/ICnnorm/0zu3PmkbtFHY6ISJ3JyVtF+zZNNVdcRCRisViwHO3Q/h1ITdVHExGpWbqqNFCfTl/EfS9NI3NARy4+cRiNtN65iDQguXmF9NPoDhGRyC1cspYVqzeSqeksIlILlPBogGbMXc7NT2fRr2db/vCrPUhTNl1EGpB1RcUsWr5eCQ8RkQSQNXspAMMHKOEhIjUvLeoAKjKzVsCnwJHuviBsewJ4393Hh897Ak8BHQEHTnH3dWbWBnga2AVYBvzS3ZeYWWPgEWAEUASMc/fsOj2xBDF/0WpufPQzOrVrxjVnjaJJRsL9CoiI1Kq55fU7uivhISIStazsAnbu2oqdWjeNOhQRSUIJdWvfzPYEPgH6h8+7mtlrwPEVNr0XuNfdBwBfAleH7TcCE919IPAQcEfYfjGwPmy/FBhfm+eRqGbNX8Gf7p1E04w0rjt3NK2aN446JBGROpeTr4KlIiKJYMPGYmbNX6HVWUSk1iTa7f1zgAuAJ8PnpwCvAivKNzCzdGBf4NiwaTzwEXAlcET4PYBngXvC7Y8ArgFw94/NrIOZ9XT3b2v1bBLI5BmLufmpL2nfpinXnTuajm2bRR2SiEgkcvJW0WWn5rRspqSviCQWMzsV+GP4dIK7X25m1wK/BlaF7Q+5+z1mNhR4GGgFfAyc5+4l1R0JXWcnV4lpOcspLYuRObBTlGGISBJLqISHu58NYGblz/8VPt87brP2wBp3LwmfLwa6h4+7hs8JL/hrgA7x7RX2qXLCY+bMmdU8m8TxRc463vyykK7tGjNu31Z8tyCb7xZEHZWI1JTMzMyoQ6hXcvMKsV7tog5DRORHzKwZcCfBSOdCYJKZHUQwJfskd59cYZengLPdfYqZPUJw4/A+fhgJ/ZyZXU0wEvpKfhgJfYSZnUYwEvrEuji3LcnKXkrTjDQG9tY1WURqR0IlPKqoERCr0FYW/ltxqZGU8HsV90mJ26dKBg0aREZGRnV2iVwsFuOpt7J544t8RgzsxJWnjVDNDhFp0Fav20TBqiKOGKPpLCKScFIJ+qzNgfVAOkHtuRHAn8ysF8FIjsuBTkBTd58S7jseuM7MHqaaI6Hdvbh2T6ty8cvRqoC+iNSW+vjptwBobWap7l4KdAEWhd/7DugM5JtZGtCSYDpMfrjd3HC7znH7JKWS0jLueWEa737xLQeP7MkFxw/R2uYi0uDlhAVL+/VUwkNEEou7rw1HZGQDGwgSFdOBr4DfA7kECYyrgdepfPTy9oyErnKfuCZHPBesLmbZqiJG9csgKyurxo4rIg3P1kY717uEh7sXm9lEgiF4zwC/AiaE334zfP638PsTw+3L2z8Jp8dsTOb6HRs3lfCPJ74gK7uAkw42xh1ipKRUHPwiItLw5OYXkpICfbq1jjoUEZEfMbPBBLU6egGrCaasnOfuh8dtcwvwKEGft7LRy9szErrKanLE8ysf5gJL+fnPRtKhkmthpwAAIABJREFUrVZoEZHaUV9v+Z8PnGtms4B9gKvC9quBUWb2TbjNBWH7XUBG2H4ncFodx1tnVq/bxJ/um8RXXsD5xw/hlEMHKNkhIhLK+baQ7h1b0KxJetShiIhUdAjwnrsXuPsmgtEch5vZr+O2SQGK+WH0crny0cvfj4QO2ysbCU2FkdCRmJpdQM/OLZXsEJFalZAjPNy9d4XnZ1R4vhAYW8l+K4GjK2nfCJxekzEmoiUr1nPNg5NZUVjEH88YyahBXba9k4hIA5Kbv4oh/TpEHYaISGWmAf80s+YEU1qOAmaFbR8ACwhu5r3i7gvNbKOZjXH3SQQ38yZsz0jouju9HxRtKmHmvBUctc8uUby8iDQgCZnwkOrLzSvkuoenUFpWxo3njWHgzqp2LSISb8XqIlau2UTfHqrfISKJx93/Z2bDgCyCURyfA5cC7wOvAY2BT4Bbwl1OAR4ys1bAVIJRzBCMcn7czK4iWJHw5LD9amB8OOK5MNw/EjPmLqektIxM6xhVCCLSQCjhkQSmZhfw98c/p2XzxvztnDH06NQy6pBERBJOecHS/j3aRhyJiEjl3P0m4KYKzS+FXxW3nQaMrKS9WiOho5A1eylNGqey6y66QScitUsJj3ru/S/zuPP5r+jZuSXXnj2KnVprHqSISGVy8wpp1CiF3l1bRR2KiEiDFYvFyMouYHDfDqSnpW57BxGRHaCERz0Vi8V46YNcHn9jFoP7tudPZ4ykeVMV4RMR2ZKcvEJ6dmpJk8Z66xMRicqi5etZunIDx+3fN+pQRKQBUK+vHioti/Hwf2bw+qT57Du0G5eePEwZchGRrYjFYuTkFTJqUOeoQxERadCyZi8FYLjqd4hIHVDCo57ZXFzKrc9MZdL0RRy7Xx/OPHI3GjXSsrMiIltTsKqItRs2008FS0VEIpWVXUC3Di3ovFPzqEMRkQZACY96ZN2Gzdz42Od8M28FZx29G8fup6GAIiJVkZO3CoB+KlgqIhKZTcWlzJy7nEP36h11KCLSQCjhUU8sLyzi2ocms2jZOi4/JZP9hnePOiQRkXojN6+QtNRG9OqiVaxERKIyI3c5m0vKyBzQKepQRKSBUMKjHli4ZA1/eXAy6zeW8JdzRjOkX4eoQxIRqVdy8grp3bWV6h2JiERoqhfQOD2VQbvsFHUoItJANIo6ANm6b+at4Mq7P6EsFuOmC/dWskNEpJrKymLk5heqfoeISMSyZi9lcN/2NE5X8llE6oYSHgls0vRFXP3Ap7RpkcE/L9qXnbu2jjokEZF6Z/GK9WzYWEK/7kp4iIhEZfHy9Sxavp7MAVqdRUTqjqa0JKjXP5nHg/+ZgfVsy9VnjaJV88ZRhyQiUi/lfBsULO2rER4iIpGZmh0uR6uEh4jUISU8EkwsFuPJCbN54b0c9tytM5efmkmTxvpvEhHZXjn5hTROT6VnJxUsFRGJypfZBXRp35yu7VtEHYqINCD6JJ1ASkrLuOvfX/P+l3kcMqoX/3fcYFJTNetIRGRH5OYV0qdba11PRUQisrm4lOm5y/nZyJ5RhyIiDYwSHgmiaFMJ/3j8C6Z6AaccOoATD+pPSkpK1GGJiNRrpaVlzP1uNYfs2SvqUEREGqxv5q1gc3EpmQO1HK2I1C0lPBLAqrUbuf7hKcxbtIYLTxjKIaPUMRcRqQn5BevYtLlU9TtERCKUlV1AelojBvXRcrQiUreU8IjYouXr+MuDU1ixZiN/PnMkI3ftHHVIIiJJIyevEIC+WqFFRCQyWdlLGbTLTqpLJyJ1TledCM35dhXXPzKFsjL42//thfVqF3VIIiJJJSdvFU0z0ujWQUXyRESisHTlBvIL1nHo6N5RhyIiDZASHhH5cvZS/vHEF7RukcH1545WZ1xEpBbk5hfSt3sbGjVSTSQRkSiUL0ebqeVoRSQCKlkfgXc//5YbHv2Mbh1acPNF+yjZISJSC4pLypj33RrV7xARiVBWdgEd2zVTf1dEIqERHnUoFovxwns5PDlhNkP7deCPZ+xBsybpUYclIpKUFi5ZQ0lpGf2U8BARiURxSRnTc5cxNrOHVh8UkUgo4VFHSstiPPjKdN78dAFjh3fn4hOHkZ6mATYiIrUlNyxYqoSHiEg0Zs1fQdGmUkYM0HK0IhINJTzqwKbiUm55OovJMxZz3Ni+nH7ErppPLiJSy3LyCmnZLJ1O7ZpFHYqISIM0NbuAtNRG7N63fdShiEgDpYRHLVu7YTM3PvoZsxes5JxjBnH0vn2iDklEJDJmNg64CkgHbnf3e2rrtXLzgoKlGkYtIhKNrOyl7LZLO5pm6COHiERDcypqUcGqDVx590TmfFvI708doWSHiDRoZtYN+CuwNzAUONfMdq2N19pUXMrCJSpYKiISlWWrili4ZC3DTdNZRCQ6SnjUkgWL13DFXRNZsXoj1587mn2Gdos6JBGRqB0EvO/uK919PfAicHxtvND8RaspLYvRr0fb2ji8iIhsw1QvACBzoJajFZHoKOFRC9YXFfOHuycSi8FNF+6jeYsiIoGuwOK454uB7rXxQvMXrQFUsFREJCozcpfTvk1TenZqGXUoItKAJdSEOjNrBXwKHOnuC8zsIOBWoCnwvLtfFW43HHgAaAzkAae6e6GZtQGeBnYBlgG/dPclZtYYeAQYARQB49w9u7bOo3F6I47bvx9jM7vTsa2K5YmIhBoBsbjnKUBZVXeeOXNmlV8obVMJh49ow4Lcb1ioGh4iUosyMzNr7Fhmdirwx/DpBHe/3MyGAg8DrYCPgfPcvcTMegJPAR0BB05x93WJ0h8+cI8ejM3srjpKIhKphEl4mNmewENA//B5U+BRYD+CpMYbZnaYu08A7gCucfcJZnYLcDlBEbwbgYnufoSZnRZudyJwMbDe3Qea2b7AeGBUbZ1Leloqvzyof20dXkSkvsoH9ol73hlYVNWdBw0aREZGRpVf7OCqxyUiEjkzawbcSdAXLgQmhTf/bgfOdvcpZvYIcA5wH3AvcK+7P2dmVwNXA1eSIP3hYaapLCISvUSa0nIOcAE/dH5HAjnuPt/dSwgy2CeE30slyHIDNCPIUgMcQZDRBngWOMzM0uPb3f1joEOYFRcRkbrzLnCgmXUIO/a/AN6KOCYRkUSRStA3b06wklU6UAw0dfcp4TbjgRPC/u2+BLWQvm8PH6s/LCISSpiEh7uf7e4T45q2Ntf7MuAhM1tMcBPv/or7hEmSNUCHbRxLRETqgLt/B/wZ+AD4GnjG3T+PNioRkcTg7msJRmlkE4yIWwBspvI+bHtgTdjfjW8H9YdFRL6XMFNaKlHpXO9wqssjwEHu/rmZXQY8QZC1rjhJsHx++A7NG4fqzR0XEalLNTl/vLa5+zPAM1HHISKSaMxsMPBroBewmmB088+ovA9bsW8LP/Rt1R8WkQZla33hRE545ANd4p6Xz/UeBBTF3RV8ALghfPxduF2+maUBLYEVcceaW+FYVVbdueMiIiIiItVwCPCee7Ceq5mNJ6hTV1l/uABobWap7l4ablPet1V/WEQklDBTWirxGWBm1tfMUoFxwAQgF+hhZhZudwzwRfj4TeBX4eMTCQo2Fce3m9newEZ3/7ZuTkNEREREZJumAQeZWXMzSwGOAj4CNprZmHCb0whWbykGJhL0dyHo504IH6s/LCISStiEh7tvBM4AXgJmEcxnfNHdV4Xt/zaz6QRD/84Md7saGGVm3wDnExRBBbgLyAjb7yR4sxARERERSQju/j+CIqNZwHSCoqX/AE4BbjOzbKAFQV8Wgr7uuWY2i2AFrKvCdvWHRURCKbFYxel/Ei8rK6s3MF9D+EQkgVWcr51UdB0WkQSX1Ndg0HVYRBLeFq/DCTvCQ0RERERERERkeynhISIiIiIiIiJJRwkPEREREREREUk6SniIiIiIiIiISNJJizqAeiAVYPPmzVHHISJSqZkzZ/YG8jMzM0uijqWW6DosIgmrAVyDQddhEUlgW7sOK+GxbV0A5syZE3UcIiJbMh/YGVgQcRy1RddhEUlkyX4NBl2HRSSxbfE6rITHtn1BsLb5YqA04lhERLYkP+oAapGuwyKS6JL5Ggy6DotI4qv0OpwSi8XqOhARERERERERkVqloqUiIiIiIiIiknSU8BARERERERGRpKOEh4iIiIiIiIgkHSU8RERERERERCTpKOEhIiIiIiIiIklHCQ8RERERERERSTpKeIiIiIiIiIhI0lHCQ0RERERERESSjhIeIiIiIiIiIpJ0lPAQERERERERkaSjhIeIiIiIiIiIJB0lPEREREREREQk6SjhISIiIiIiIiJJRwkPEREREREREUk6SniIiIiIiIiISNJRwkNEREREREREko4SHiIiIiIiIiKSdJTwEBEREREREZGko4SHiIiIiIiIiCQdJTxEREREREREJOko4SEiIiIiIiIiSUcJDxERERERERFJOkp4iIiIiIiIiEjSUcJDRERERERERJKOEh4iIiIiIiIiknSU8BARERERERGRpKOEh4iIiIiIiIgkHSU8RERERERERCTppEUdgEh1mVkMmAmUVvjWse6+oMK2xwMXuvvYOoptBPAHdz8+rq0HMBsY7e4zqnm8BcAmoAiIAY2B/wG/c/eyuO2eBVa5+/nh8zOA4939yEqO+SFwN/Ap8KK771WdmESk6sysNzAf+Njd96vwvfHA6UAHd19ejWPeDSx397+Y2ZvA5e4+q5px3QJcBOzi7vnV2TfcfwHBNebLCu0/uQZux7H/B4yrzs+kisftDcwF4q/DLYB84NfuPq8mX68uhe+LN7r71XFtVXr/M7Ozgcbufm8NxdIbmOnuLWrieCKS2MxsFPB3YCeCm+l5BO9L32xln/EE14mbq/E6ddqnl+ShhIfUV/vXdGe4JoSd/4od/aOAK6ub7IhzSvmHCjNrDHwEnE+QtMDMWgEdgLOqGesiQMkOkdq3ETAz6+XuCwmeNAfG7OiB3f3w6u5jZk2AXwEvAhcCf9jROOLiqewaWF0H10QsW1Dk7kPLn5hZCnAn8Ffg5Fp83brwOzN7x90/ruZ+exPcRBARqRYzywBeB37m7lPDtlOBCWa2s7tXvDkpUueU8JCkY2bXA6cAK4CcuPbxxGWT45+bWX/gAaAjUEZwp+x5MzsS+BPByIqOwOPld9DM7NfA7whGmiwnuFPbB7jb3QeZWWvgHmAoEDOzXsCf3L3EzDYC/wB+BnQB/unu923r3Nx9s5lNBAZUuIt2kJn1NrP4u2pdzOwtoCuwEDjH3ZfE/Ty+39/M0oB/AkcCJQSjP84H2oY/l05A5/A4v3T3gm3FKiLfKwWeJ7gu/S1sOw54leAaAoCZHQVcRXC92UBwh2xymNR8GBgCLCb4G/0k3GcB4UgLMzsXuDh8vaUEd8LmVBLPSQQjHW4F/mdm17v7hrjjPQMcQPD3/0+CxEwmUAwcHSZLAS4wsyFABnCLuz9qZmP54RrYGLgJ2A9IBb4CLnb3NeHrjAcOBHoCT7j71Wb2WHjsD8zscILr8d3hNunAc+5e/jMs/7n1JPjA3sPdV4dJDAdOcPdplZx/vCYE18gl4bG2FvOW3ie+/z+I+xkeT/C+MJFghF/v8Fz/FP48i4F5wJnuvs7MjgWuJbg7uha4zN0/N7MBwCNhnCnAw1sZifFn4CkzG+Luqyr8jDpRybU8jOVo4GAzKyJInrd39wvD/f5S/jwcHbgSGADcB3xB8PuRQfA+9o67/yTxbmZ/Bn4RntsC4Hx3X2RmxxH8vpcR/M7+fjuSNSISrWZAG4LRcuWeBtYAqWZ2KzAKaElwDTvb3SfFHyAcofb9SMf451vq04tUh2p4SH31gZl9Hff1CoCZHUPQsRpKMHqhdRWP9xzwgrvvBhwO/C1MWPwOON3dRxBcsP9oZu3DTv5NwKHuPhj4L0FnM96dBBfo3YERBB9WLg+/l0EwJH0vgo7xbeFd160ys64EI0Y+qMI59Sf4wDOYYAj3HVvZ9nyCDzRDgEEEb0wnEnwwmuzuo4FdCD6EnVaF1xaRH3uCH//tnE7wgR8AM+tHkAw53N2HAecCL4cjQa4jmNY2ADgBsIoHN7MDgCsIRr8NIUha/Cf88F/R+cBT4Qf0xWEs8Zq4+yjgGuBB4I7wmHnAGXHbFbn7cIIRGX83s90qHOcPBMmZzHD/RQSJ3nIt3H0fgmv15eHdwDPD7+3v7nnAk8Cj7p4JjCRI7v4y/kXc/VvgfYJOMcD+wIotJDuahu8ZM8xsKTAVyAaurELMlb1PtKrkNeJ1B25w9/4ESY+xwJDwfOYBg8Okxv3AL8LXvAZ4NTz274HXwu0PB/Y1sy313Z4EPib4P6uo0mu5u79C8P51m7vfs41zgWDq5K7ufhdwCXCNu+8J7AocbWaZ8Rub2a8I3gNHhiNr3iRI3gH8iyD5MQK4OvzZiEg9EiZXrwDeMrN5ZvYkcCbwLkG/sivBlO5dgcepxojCHejTi/yIRnhIfbWlKS0HAS+7+1oAM3uU4I7nFplZO4IP+g8DhJ3sPuH3jgKONLNxwECC7HRzgjt1b4fb4u63h9uPjTv0YcAYd48Bm8zsfuBSfug8vxr+O5UgAdKcYOh7RU+Hd94aEdwVfNjdXwpHaGzNu+6eGz5+hOBu3JYcBDzp7kXh8xPLv2Fm+5jZZUA/gmTIZ9t4XRGpwN2zzKw0/EBYALR095lm3+cuDia4S/5eXFsZ0Jfg7/PS8FqyrDzBW8GhwPPuvix8vfFmdgfBh+z55RuZ2XCC692zYdPjwCVmdn94fICXwn/nAkviEgdzgXZxr/lA+FqLwrobBwLT475/JMGdv4PDc2ocnnu5V8P9vzOzgvDY8bE2Jxhp0c7MbgibWxB0fv9d4fzvIRhtcC/wG4IRCJX5fkqLmR0CPEWQUFi3tZi38T6xhZcCguTJ5PDxDIKRDJ+Z2dvAS+EojvOB98priLj7++HPIxN4BXjCzEYSfIC42OPqN1XifODrsC5HYXmju99RQ9fyiXGPTwcON7M/ESTjmhL8/6yI2+ZIgkTVl+HPKZXgjjAECaRXzOwN4B2C/z8RqWfc/VYze4jger0vQQL5SoK//auA35hZH4Kk5tpqHLrafXqRyijhIcko/o5mSdzjWIXvNa6wTXlnHwt6ZvkEw5lfIejkPQocGx6jpML2TYFeFeJoFL9N+Dw97nkRgLvHwo5gZXdiIa6GRwVbOp9y8fMmy5MlW1LxfDqF+1xK8Ib1KMGokvStxCkiW/ckcCqwLHwcL5XgQ298srEHwQgD2PJ1LX7/zRXaUvjxNQfggnD/rPC6k0ZwB+4wgrvvEBRKLre168a2rjGpwCXuPgHAzFoQTM0oVxT3uOL1rHz/FGCvuCk37ak8Mfwu0MzMDiTocFcctfIT7v52ONz6BTPbzd3XbCXmLb1PfFtJ7PHX4k3uXhK+XmE4OnAMwZSh583sX+Frxr9XQPh+4e6vh6N/DiZIKF1rZpm+hUKz4dSbccBbBCMoymO9iapdy7f1vrIu7vHHBAmutwgSUHtWcsxU4KbyKZsWzPdvG8b65/ADzMEEI4d+F8YoIvWEmY0huEb/i6CWx+thEnQmQZ/5auAWggR3NsF7YGVSwuNVvOZs671PZJs0pUWSzQTgBDNrEw77jR9Cvoxgakn51JD9IOggAlmEHeTwQ8YkgmG4rYCr3P01gsx0BkEH7gOCodVdwmP/hp/enXobuNDMUsJO3rkEd7FqSiHQ2Mx2DZ9XLLi3fzi3HeA8gp/NlrwLjDOzjPDndl94vEOA2939SYI7swcTnL+IVN9TBFNSTiSYchLvPeBn4fQGLKhfMZ3grvkE4Cwza2RmbYFjKjn2W8BJZtYh3P9Mgjvt5aO8MLM2BFMbjnT33uFX9zCuS7fjfM4Ij9uT4E7cexW+X34NbBxeVx4iqOS/LaUEH/bXAFOAy+Lin0Ql5x+OTrmXYATGM+5eWVKkMjcT3HG8bmsxb+V9ojU/fm8ZSzBS5ycsqAn1HvCpu/+FYJrTHmHbIWa2S7jdAUAPgpEgzwAnuvtzBKM31hCOLNkSd59C8AHj6rjmrV3LS/ghMbYMyAzft1oSjNCo7FzahLFf6e4vE0zd6ctP3x/eBs6Om/pzPfCkmaVZUOukmbvfH57b4PC9UkTqj2XAVWa2d1xbF4Jr40kEI+juA74kSIBU1of8/hoKjItr31qfXqTKlPCQ+qpiDY+vzexwd3+T4A7WlwTDdVfH7XMXQSFPBx4jmPNdbhzwSzObBrwGnA18TpCtzjaz2QS1M2YBfT1YceX3BHMWpxEMJz+vQowXExS3mxF+OcFKADXC3VcTzJucYGZf8OO7pRB8WHrUzGYSFPy7bCuHe4CgM58VxrqYoAbJ9cDNZjadYJ73JwSdWhGpJnf/jqCAZY67r6zwvVkESdHnwmvKDQQFQtcBfyEYPZFNcH36yYpP7v4OcBvwvpl9Q/DB/MgK0x9OB2a5e8UaQDcCB5jZoGqeUhMzm0owMuQi/2mB1BsIilR+RXDtTCGuSOtWvAB8FMYzDhhlZjMIrunPuvvTW9jvcYJEwQNVPQF3LyZYqebC8PW2FvNP3ic8KAR9JcG0oK8JOuRZW3i5CcA3wEwz+5JgTvp14f/9+QQ1W2YSTHs8KrzG3wCcEr7mZwQjDqtS2POv/HjKytau5ROA88zsjwTFBpcRFAd8nWBVsJ9w90KC5NXUMOY/ECSAKr4/PBweZ0r4ezkYOCMc9XIp8Ez4O/QCwdLAmxCReiO87h9LUNNonpnNIhjxdSbwW2BseP2eSjAtcmf7aR2ii4F7wmvBQII+KNvo04tUWUosVnEUpYiIiEj9YmYnERSZPizqWERERCQxqIaHiIiI1GsWLJnagcqn+4iIiEgDpREeIiIiIiIiIpJ0VMNDRERERERERJKOprRsQ1ZWVhpB9fH8zMxMLYckIg2OmR0FXAs0B/7n7peY2UHArQSriDzv7leF2w4lKFTYiqC44nnuXhKu5PEUQSFfJ1hued1PX+2ndB0WEYmWrsMiUl8p4bFt3YH5gwZVt3i9iEidSdn2JtsnXCrzfmBPYCnBKiCHEayEsR+QB7xhZoe5+wSCpMbZ7j7FzB4BziFY5vhe4F53f87MriZYMvPKKoah67CIJLJauwYnEF2HRSSRbfE6rCktIiKyNT8nGMGRHy7heSKwgWBp1fnh8pJPASeYWS+gqbtPCfcdH7anA/sCL8a31+E5iIiIiEgDpBEeIiKyNX2BzWb2X6An8DrwDbA4bpvFBHf/um6hvT2wJkyOxLdXy8yZM6sdvIhIbcvMzIw6BBER2QIlPEREZGvSCEZnjAXWAf8FioD4Jb5SgDKCUYNVaSdsr5ZBgwaRkZFR3d1EREREpIHSlBYREdmaJcC77r7M3YuAV4CDgC5x23QGFgH5W2gvAFqbWWrY3iVsFxERERGpNUp4iIjI1rwOHGJmbcKExWEEtTjMzPqGbeOACe6+ENhoZmPCfU8L24uBiQT1PwB+BUyo07MQERERkQZHCQ8REdkid/8M+CfwCTALWEiw6soZwEthWzY/FCQ9BbjNzLKBFsCdYfv5wLlmNgvYB7iqjk5BRERERBoo1fAQEZGtcvdHgUcrNL8HDKlk22nAyEraFxLUARERERERqRMa4SEiIiIiIiIiSUcJDxERERERERFJOkp4iIiIiIiIiEjSUcJDRERERERERJKOEh4iIiIiIiIiknSU8BCRBmXanGWsWrMx6jBEpBpmz1/J0pUbog5DRKTWbC4u5fNvlvCVFxCLxaIORyRpaFlaEWkwlhcWcdUDn9KxXTP+9n9j6NSuWdQhicg2lJXFuO7hyWQO7MTvTx0RdTgiIjVm4+YSsrL/n707D4+7qts//p6Z7E0mS5M2SdNsbXJamjaBlhZaNllEFlEfxQ1BkEd29w1F9KesbigoILKICipq9REFXNihUKCFLulymr3Z2mZp1maf+f0xE4wl0KRN8p1J7td19WrmzPnOfOaCJpPPnHOffby0uYHXduyhp28IgKULUrn0vCUsyEpyuEKR8KeGh4jMGKUVzQC0dfRy7Z0vctOVq8lMjXe4KhF5Jw3NXXT3DlLV0OF0KSIiR+xA7wAbduzlpS2NbNi5l77+Ibyzojjp6CxWL81kT2s3D/9jJ1/4yXOcumI+F561mNmJsU6XLRK21PAQkRmjtLKFWTER3HjFGr71i5f5+p3ruOnK1WTNSXC6NBF5G+W1bQDUN3XRPzBEVKTH4YpERManq2eAV7ft4aUtDbxu9zEw6CM5IZrTVsxnTXEmS/Jm4/H8J2ngpKOz+OOTu3j0hUpe3NzAB99VwAdOWUBMlH51Exkv/asRkRmjtKKZxXmzWTg/iVuuWsM3f/4SX79rHTddsZrsdK/T5YnIKMrqAg0Pn89P7d5OLfEWkbDQeaCfV0obWbelkU279jE45Cc1MYazjs9l9bJMFuWm4HG7Rr02PjaSS967hPccn8uvHtvOb/+5k3+tr+aic47i5KOzcL/NdSLyVmp4iMiM0NrRS31TN+9elQtAToaXm69awzd/vo5v3L2OGy5fTV5morNFishblO1uIykhmrbOPqobO9TwEJGQ1dbZx/rSRtZtaWBreTNDPj9zUuJ474kLWL0sg8L5yeNqVmSkzuLaTx7LtsoW7nu0lNt++zp/e6GSS88rYkn+7El8JSLThxoeIjIjbKtoAaBowX/eIMyfm8AtV53AdXev47q71/Hdy1ezUL9MiYSMoSEflQ3tnH5sNv9+pYbqRuV4iEhoae3o5eUtDby0tZHSimZ8/kCj4gOnLGTNskwWZCXich3Ziowl+bP50WdP4tnX6/j149u59s4XWbMsk4vPPYr02bMm6JWITE9qeIjIjLC1opnY6AgWzPvvVRyZafHccvUJfOPudXzz5y/x3cuOpzA72aEqRWSkun1d9PUPYXKSsTWtaniZnCF8AAAgAElEQVSISEho2t/Dy1sbWLelgR3Vrfj9MH9uPOefXsiaZZnkZniPuMlxMLfbxakr5rN6aQZ/ea6Ctc+U8cq2PZx3Yj4fPr2QWbGRE/p8ItOFGh4iMiOUVjazOC/lv0LBhqXPnsWtV/2n6fGdTx/P4rwUB6oUkZHKgoGlC7OSyM1IZMPOvQ5XJCIz1Z6Wbl7a0shLWxqwu/cDkJvh5eNnLmL10owpywKLiY7gY+82vHtVNr95Ygd/ea6cpzbs5oIzF/HuVTmjvs8RmcnU8BCRaa+ts4/avV28a/n8t50zJyWOW68ObG/59r0v8a1Lj6NoQeoUVikiByuvayM22sO8tHhyM708+dpu2jr7SEqIdro0EZkBGpq6WLclsJKjoq4dgIVZiVx09mJWL8tkXppzR9vPTozl8x89hnNPyOf+R0u5a+0W/r6uikvfW8Qxi+Y4VpdIqFHDQ0SmvW2VgfyOpYdoYKQmxXJLsOnx/+5bz/WXrKK4MG0qShSRUZTXtrEgKwm320VuRuDT05rGDpIS9O9SRCbH7j0drAuu5BjeRmeyk7nk3CWsXpYRcpkZC7OSuPnKNawvbeSXf9vOt+99mWMWzeHS9y7RCXQiqOEhIjNAaUUz0VEeFs4/dCBpijeGm69aw/U/f4nv3r+e6y5ZpU9KRBwwMBgILD1nTR7Amw2PqsYONSJFZML4/X6qGztYt6WBl7Y0ULu3C5cLFuem8On3FXH80kzSkmOdLvMduVwujl+ayYrF6Ty2rpLf/8vymR89y5nH5XDBmYtIjNeqOJm51PAQkWmvtLKFxbkpRIxxX2tyQgw3XbmGb93zMjc88Apfv/hYVh6VPslVishIu/d0MDDoo3B+IEQ4MT6a5IRoqhvbHa5MRMKd3++noq79ze0qjc3duF1QtCCVc1bncdzSDGYnhnaTYzSREW7ef/JC3rV8Pr//l+Xxl6t57vU6PnJ6Ie89MZ/ICI/TJYpMOTU8RGRaa+/qo7qxg0+ULBrXdYnx0dx45Wq+9YuXueXBV/nqhSs4fmnmJFUpIgcrrwsGlo5YmZWb4dVJLSJyREormrnjkU00tnTjdrtYtjCV/zllIccVZUybfKDE+Ggu/59lnL0mjwf+to1f/n07T7xczcXnLmH10owJP0FGJJSp4SEi09r2qkB+R1H++ANIE+KiuPHy1Xz73pe59dcb+PIFyzmxZN5ElygioyirbWNWbCTps+PeHMvNTOSxFysZGvLpJAIRGbcnXqrinr9sJX12HJ/7SAkrl2TgnRXldFmTZv7cBL79v8fxht3HA3/bxq2/eo0l+bO59LwlFARXz4lMd3q3ICLTWmlFC1ERbgqzD53fMZpZsZF897LjWZSTzA8f2sCzG2snuEIRGU15XRsFWUn/9UlkbkYC/YM+Gpq7HaxMRMLNwKCPu/60mbvWbqGkMI0ffe5kTl+ZM62bHSMdbebwky+ewtUfKqZ+Xxdf/Mnz3PbbjTS39ThdmsikU8NDRKa10ooWFuWmHNG+1biYSP7fp49nSX4qt/3udZ56bfcEVigiB+sfGKK6oeMtQcO5GYkA2tYiImPW3tXH9fe8xBMvV/PBdy3k+kuPY1ZspNNlTTmP28V7js/lnq+fxvmnFfDi5gYuv/UpHv7HTnr7Bp0uT2TSqOEhItNW14F+qhrbKTrEcbRjERsdwbf+dxXFBWnc/sgb/HN99ZEXKCKjqm7sYMjnp+Cghsf8ufG43S41PERkTKoa2vniT56jbPd+vvTxY7j43CV43DM7vyIuJpKLzj6Ku792GquWpPP7f1suv/VJnnx1Nz6f3+nyRCacGh4iMm1tr2rF74eiBbMn5PFioiK4/lOrWL5oLj/742Yee7FyQh5XRP5bWe1bA0sBIiM8ZM2Jp7pBDQ8ReWfrNjfwlZ++wJDPz63XnMApy+c7XVJImZsSx1cvXMEPPnMiaUlx3P7IG3zx9ufYWtHsdGkiE0oNDxGZtrZWNBMZ4cZkT1wwV1Skh29cfCyrlqTz879s5f+eq5iwxxaRgPLaNhLjo0hLeuuxkLnpXqr3qOEhIqPz+fw89I8d3Prr18jN8HLb509WQOc7WJSbwvc/cyJfvmA57V39fOOuddz84Ks0NHc5XZrIhFDDQ0SmrdKKZgqzk4mKnNhz5yMjPHztomNZvSyD+x8tZe3TZRP6+CIzXXldGwsPCiwdlpvpZV/rAbp7BhyoTERC2YHeAW751as88u9dnH5sNrdctYYUb4zTZYU8t9vFycdk8fNrT+PCsxazadc+rv7+09z/aCld+l4rYU4NDxGZlrp7Bqisb5+w7SwHi4xw89VPrOCkknk8+Nh2fv9vOynPIzLT9PYNsnvPWwNLh+VmeAGo0SoPERlhT0s3X/npC7y6bQ+ffl8Rn/1IyREFls9E0ZEePnx6Ifdcezqnrsjmr89XcNnNT/L3FysZHPI5XZ7IYYlwuoBhxphPAF8P3nzCWvtlY0wJcB/gBZ4HrrDWDhpjsoGHgDmABS6w1nYZY5KAh4F8oAn4sLV2jzEmCrgfWAH0AB+31u6cytcnIlNrR3UrPj8szT/ywNK34/G4+eIFy/F4XDz8j50MDvq44D2LRv1UWkTGprKhHZ8fCt9mCfrIk1qOypuchqaIhJfNZU1879ev4ffDdy47npLCOU6XFNaSvTF85sMlnHtCHvf9tZR7/rKVx9ZV8d3LVpOW/NathiKhLCRWeBhj4oA7gJOBYuBEY8zpBJoa11hrCwEX8OngJXcBd1lrFwEbgOuD4zcCL1hrFwP3ArcHxz8LdAfHPw88OOkvSkQcVVrRTITHhcmd3H27HreLz330GM5Ymc0jT+7iV49tx+9XyrnI4SoPBpYuyEoc9f7UpBhmxUTopBYRwe/38/cXK/nWL14mKSGGH33+JDU7JlBeZiI3XrGa6y5ZSX1TF09v2O10SSLjFiorPDwEmi+zgG4gEhgAYq2164NzHgS+Y4y5DzgJeP+I8eeArwHnBO8D+B1wpzEmMjj+LQBr7fPGmDRjTLa1Vv9qRaap0ooWCuYnExM1+d/mPG4X15xfQoTHzdpnyhkY8vG/5xVppYfIYSirayPFG8PsxNE/RXS5XORmJuqkFpmWjDHXApcAfcAj1tqbjDHfBj4F7A9Ou9dae+dErYSeytc3kQYGffz8z1v41ys1rDwqnS9dcAxxMZFOlzXtuFwujivKIH9eIpvLmvnIGcbpkkTGJSRWeFhrOwms0tgJ1AHVQD/QOGJaI5AFpAId1trBg8YBMoevCd7fAaSNHB/lGhGZZg70DlBW1zZp+R2jcbtdXPnBZbz3xHwefb6Sn/95i86zFzkM5bVtFLxNfsew3Awv1Y0dWk0l00pwdfPHgWOBo4FVxpj/IbAl+6PW2pLgnzuDl0zUSuiws7+zl+vuXse/Xqnhw6cXct0lK9XsmGTFC9PYUd1Kb9/goSeLhJCQWOFhjFlGoHOdA7QT+Ab+bmDkOxkX4CPQpDn4HY5vxJyR3u4a14hrxqS0tHQ800XEQeUNvfh8fqJ9+9m4ceOUPvcxWX5aFsfz+EvV7NnbxLkrk3BP8kqP5cuXT+rji0yVA70D1Dd1cfIx7/yZRG6Gl56+Qfbt72FuStwUVScy6Y4G/mmt7QAwxvyDwIrmFcA3jDE5BFZyfBmYywSthLbWhtUxHOV1bdz0wCt0HBjgq59YwYlHz3O6pBmhuDCNPz9bzvaqVo5ZpG1DEj5CouEBnAk8Za3dB2CMeZDAN/OMEXPSgQZgH5BojPFYa4eCcxqCc+qD8+qMMRFAAtBCYNVIBlBx0GONWVFREdHR0eN/ZSIy5bbt3Y7b3cJ5Z6wiNnrqv80tX+7nN0/s4I9PlZGcksJnPnw0Hre2t4gcSkVdO34/LMw69AoPgJrGDjU8ZDp5HfixMeYW4ABwHhAFvAF8BSgn0MC4Hvg7R7gS2hgzvBJ6zO+Jnf4AcGv1Af76yn7iot1cctps4nx72LgxbHflhJX+QR8eN/zzxa34u9/5e7TIVHunD/9CpeGxGfi+MWYWgW/w7yXQjf6QMWaNtXYdcCGB01sGjDEvAB8BfgtcBDwRfJzHg7dvDt7/QnD+8PiLxpgTgF7ld4hMX6UVLRRkJTnS7IDAftcLz1pMpMfNb/9lGRz084WPHY3HExK7CEVCVlkwsPRQW1qy0xMAqGpsZ+WS9EmvS2QqWGufCn7o9yzQCjwJHGetPXd4jjHmR8ADBN7zTtRK6DFz6gNAn8/PQ//YwdqX6jgqL4VrP3ksyQkxU17HTLfk9XXsaR/QylIJKyHx7tta+y8CS+s2AlsIhJbeClxAoNO9E4gncJILwFXAZcaY7cCJwDeD49cDxxljtgXnXB0c/ykQHRy/g0DzRESmod7+Qcpq909pfsdoXC4XHztzERedvZjn3qjjBw9v1Bn2IodQXtfGnORYEuPf+RequJhI0mfHKbhUphVjTAKw1lq7zFp7CoHg0iZjzKdGTHMRCPYfXr087C0roYPjo62E5qCV0CHtQO8AN/7yFf74VBlnHpfDjVesUbPDIcUFaVQ2tNPe1ed0KSJjFiorPLDWfg/43kHDm4GVo8ytAU4ZZbyVwPK/g8d7gU9OSKEiEtJs9X4Gh/wULUh1uhQAzj+tkAiPmwf+to2hIR9fvfBYIiNCotcsEnLKa9tYeIjVHcOGg0tFppE84NfGmBUETi68FLgcWGuMeYZAqP/VwF+stTXGmN6JWAk9dS9v/Bqaurjxl69Q39TNFR9Yytlr8nQCmoNKCtP4zRM72FLezIklyk6R8KB33SIyrWytaMbtgqPyUpwu5U0fOGUhl71/KetL93Dzg6/SPzDkdEkiIafrQD+NLd2HzO8YlpPhpaGpS/+eZNqw1m4B1hJY7fwq8BNr7XMEmh5/I3DErAv4UfCSiVoJHZLesPv44u3P09bZzw2XH885J+Sr2eGwBVlJzIqJYHNZk9OliIxZyKzwEBGZCKWVLeRnJYXc8XTvPTGfCI+Lu9Zu4cYHXuG6T60iOtJz6AtFZoix5ncMy8tIxOeH3Xs7x9wkEQl11tobgBsOGltLoBFy8NwJWQkdavx+P399vpJf/q2U7HQv112ykvTZs5wuSwCP28XShals2qWGh4QPrfAQkWmjb2AIW7Ofonxn8zvezlmr8/jsh0vYVNbEd+9br7PsRUYorws0PMbavMjNDJzUohwPkeljYHCI2x95g/sfLWVVUQbf/8yJanaEmJKCNPa2HmBPS7fTpYiMiRoeIjJt7KrZz+CQj6Uhkt8xmjNW5fD5jx5DaUUz/+++9RzoDent0yJTpqy2jYzUWcTHRY1pfvrsWURFepTjITJNtHb08vW71vHUa7V87N2Gay861rHT1uTtFRemAWiVh4QNNTxEZNoorWjG5YKjQnSFx7BTV8znSxcsZ0d1K9/+xct096jpIVJe10bBOLameNwustMTqFHDQyTs7dq9ny/8+DmqGzu49pPH8vEzF+F2K68jFM1Liyc1MYZNyvGQMKGGh4hMG6WVLeRlJhIfG1r5HaM56egsvnrhCspq27j+npfoOtDvdEkijmnr7KNpf8+YT2gZlqeTWkTC3jMba7n2zheJiHDzg8+cyJplmU6XJO/A5XJRXJjGlrJmfD6/0+WIHJIaHiIyLQwMDrGzupWiBaG9umOkNcsy+fonj6WqoZ3rfv4SHd1qesjM9GZ+xzgbHrkZXtq6+tjf2TsZZYnIJBry+fnl37Zx229fx+Qkc9vnTiIvM9HpsmQMigvS6DzQT1VDu9OliBySGh4iMi3s2t1G/6CPovzQze8YzaqiDK67ZBW1ezu5+cFXnS5HxBFltW24XLBg3vh+2VFwqUh46uoZ4Ib71/PnZ8s5e3UuN1y+msT4aKfLkjEqLgjkeOh4WgkHaniIyLRQWtEMwJIQz+8YzYrFc7nh8tWsWpLudCkijiivbSNrTvy4j5POSQ80PGr2qOEhEi7q9nXy5dufY9OuJq7+UDFXfrCYCI9+JQknKd4YstMTFFwqYUHRxyIyLZRWtJCb4cU7a2wnPISaJfmzw7JZIzIRyuv2v/mJ4XgkxkeT4o2mSis8RMLChh17+eFDG4iIcHPTlWv0cy+MlRSk8Y/1NfQPDBEV6XG6HJG3pXaqiIS9wSEfO2rCK79DRAJa2nto7egbd37HsNyMRAWXioQ4v9/Pn58p47v3r2duyixu+9zJanaEueLCNPoHhthZ0+p0KSLvSA0PEQl75bVt9PUPUbQgvPI7RCSQ3wFQkJV8WNfnZnip3dvJ0JBvIssSkQnSNzDEbb97nV/+fTurl2XyvWtOYE5KnNNlyREqyp+N2+1ic1mz06WIvCM1PEQk7G0N5ncU6dMikbBTXtuG2+0ib573sK7PzfQyMOijobl7gisTkSPV0t7D1+98kWc31vGJsxbxtQtXEBOtHfXTQVxMJCY7mc3K8ZAQp+84IhL2SitamD83QQnvk8QY8wwwBxgIDl0OLAC+CUQCP7HW3hmcezpwGxALPGKt/WZwvAS4D/ACzwNXWGsHp/J1SGgqq2sje24CMVGH95YkN+M/J7XMn5swkaWJyBEor23ju/evp7d/kOsuWclxRRlOlyQTrLggjT88aenqGSA+dnyh0yJTRSs8RCSsDQ352FHdovyOSWKMcQGFQLG1tsRaWwLUATcBJwAlwGXGmKOMMbHAA8D7gMXAscaYs4IP9RBwjbW2EHABn57ilyIhyO/3U17bRsFh5ncAZM2Jx+N2UdXYPoGViciR+tcrNcRERfCDz56kZsc0VVKYhs8PW8u1rUVCl1Z4iEhYq6hvp6dviKX5yu+YJCb497+MMbOBe4FO4GlrbSuAMeZPwIeA54Aya21VcPwh4HxjzHYg1lq7PvhYDwLfAe6eslchIalpfw8d3f2HHVgKEBnhIWtOvIJLRULM5R9YitvtwuVyOV2KTJLC7GRiojxsLmvi+KVqaklo0goPEQlrpcP5HVrhMVmSgaeADwCnAVcA2UDjiDmNQBaQOc5xmeGGA0sXZh1+wwMCJ7XUqOEhElI8HreaHdNcZISbogWpbFKOh4QwrfAQkbC2taKFeWnxJHtjnC5lWrLWvgy8PHzbGHM/gYyOG0dMcwE+Ak10/zjGx6W0tHS8l0iIe2FTO2437N9Twcamw//FKMLXwb79Pax7+TViovRZjkyt5cuXO12CiGOKC1LZsGMvzW09pCbFOl2OyFuo4SEiYWvI52d7VQsnlsxzupRpyxhzAhBtrX0qOOQCqoGRa1fTgQYC2R7jGR+XoqIioqMVTDud/OW1deRnulm1csURPY4/bi9PbV5P0tx8lui0JhGRKVNckAbA5rImTjs22+FqRN5KH4OISNiqqm/nQO8gRQuU3zGJkoAfGGNijDEJwCeBTwCnGWPSjDFxwAeBfwCvAMYYs9AY4wE+Djxhra0Beo0xa4KPeSHwxJS/Egkpw4GlC+cnH/FjvXlSi7a1iIhMqZx0L0nx0Wwq07YWCU1qeIhI2CqtDOR3LFV+x6Sx1v4deAx4A9gIPGCtXQdcBzwDbAJ+a6191VrbC1wMrAW2AzuBPwUf6gLgx8aYnUA8cMdUvg4JPY0t3XT3Dh5xfgfA7MQY4mMjleMhIjLF3G4XywpS2byrCb/ff+gLRKaYtrSISNgqrWghY/YsZidqz+hkstZeD1x/0Nhvgd+OMvcpoHiU8c3AysmqUcJP2e5AYOmRHEk7zOVykZPh1QoPEREHlBSk8fwb9eze20lOutfpckT+i1Z4iEhY8vn8bKts0eksImGqvK6NqAg32ekJE/J4ecGGh8+nTxhFRKZScWEwx0OntUgIUsNDRMJSzZ4OunoGlN8hEqbKatvIm5dIhGdi3orkZnrp6Rtk3/4DE/J4IiIyNnOS48hIncXmsmanSxF5CzU8RCQsba0I/FDVCg+R8DPk81NZ30bBBOR3DFNwqYiIc0oK0tha0czg0LhPnReZVGp4iEhYKq1oYU5KHHOS45wuRUTGqaGpi56+IRZOQH7HsOzgvnEFl4qITL3iwjR6+gbfzGcSCRVqeIhI2PH5/JRWtFCUr9UdIuGorDbwhngiGx6x0RFkzJ5FlRoeIiJTbtnCVFwudDythBw1PEQk7NTu7aTzQL+OoxUJU2W1+4mJ8pA1Z2ICS4flZnqpblDDQ0RkqiXERbEgK4nNanhIiFHDQ0TCTumb+R0KLBUJR+W1bSzISsLjdk3o4+ZmeGls7qJvYGhCH1dERA6tpCCNndWt9PQNOl2KyJvU8BCRsLO1soXUpFjmpii/QyTcDA35qKxvZ+EEBpYOy8nw4vND7Z7OCX9sERF5Z8UFqQz5/GyrbHG6FJE3qeEhImHF7/ezraKFogWzcbkm9tNhEZl8u/d20j/om9D8jmF5b57U0j7hjy0iIu9scd5sIiPc2tYiIUUNDxEJK3X7umjr6qMoX9tZRMJReTCwtGASGh5zZ88iOsqj4FIREQdER3o4Ki+FTbvU8JDQoYaHiISV4fwOBZaKhKey2jZmxQROVJloHreLnPQEBZeKiDikuCCN6sYO9nf2Ol2KCKCGh4iEmdKKFlK80WSkTvwvSyIy+crqAoGl7gkOLB2Wk+6lurEDv98/KY8vIiJvr6QwDYAtZc0OVyISoIaHiIQNv99PaWUzRQtSld8hEoYGBoeobmiflO0sw3IzvXR099PW2TdpzyEiIqPLn5dEfGykcjwkZKjhISJho7G5m9aOPh1HKxKmaho7GRzyT0pg6bC8jEQA5XiIiDjA43axdGEqm8qatNJOQoIaHiISNrZWBI45K8pXfodIOCqrCwSWTsaRtMNyhk9qUY6HiIgjSgrTaNrfQ2NLt9OliKjhISLho7SimaSEaLLmxDtdiogchrLd+0mIi2JuStykPYd3VhQp3hhq9qjhISLihJKCQI7HZp3WIiFADQ8RCQt+v5/SimaW5M9WfodImCqva6NgftKk/xvOzfRqhYeIiEMyUmeRlhzLJuV4SAhQw0NEwsLe1gM0t/eyVNtZRMJS38AQNXs6JzW/Y1hehpfdezsZHPJN+nOJiMh/c7lclBSksaWsmSGfcjzEWWp4iEhYKK0IHG9WtFCBpSLhqKqhHZ/PP6n5HcNyM7wMDvmob+qa9OcSEZG3Ki5Io6tngMr6NqdLkRlODQ8RCQtbK1rwzooie26C06WIyGEorw286Z3MI2mHDQeX1uikFhERRywrCHxAtbms2eFKZKZTw0NEwkJpZYvyO0TCWFltG0kJ0cxOjJn058qak4DH7aJaDQ8REUckJ8SQm+FVcKk4Tg0PEQl5+1oPsK/1AEULlN8hEq7KaqcmsBQgMsLN/LkJVCm4VETEMcUFaWyraqFvYMjpUmQGU8NDREJeaWVgOeTSBcrvEAlHPX2D1O3rpGAK8juG5WZ4tcJDRMRBJYVpDAz62FnV6nQpMoNFOF2AiMihlFa0EB8bSU661+lSROQwVNa34/czJSe0DMvJ8PLs63V09QwQHxs5Zc8rciSMMdcClwB9wCPW2puMMSXAfYAXeB64wlo7aIzJBh4C5gAWuMBa22WMSQIeBvKBJuDD1to9xpgo4H5gBdADfNxau3OKX6LMIEvyZ+Nxu9hU1kRxYZrT5cgMpYbHDPPq9j08u7EOn98PfvDjx+8Hvz/wN4DfT+B+guOA3xf4+7+vebvr/f9934ixtzxn8Pn8fj8RHjdnr87lzONycbuV0yD/UVoRyO/Q/xci4aksGFg6FSe0DMsdEVy6RMdZSxgwxpwOfBw4FugG/mKM+R/gu8D/WmvXG2PuBz4N3A3cBdxlrf29MeZ64Hrga8CNwAvW2nOMMRcCtwMfAT4LdFtrFxtjTgIeBI6b0hcpM0psdASLclPYVNbEJ50uRmYsNTxmmD88uYvdezqYnRiLyxU4J9sFb+6pdrtc4ILgX4H7XeAiMOAOznvz2uCYy33Q9SOvHXHNaNcPP3bz/h7uWruFZzbWcc35xWTr03wBWtp7aGzp5uw1eU6XIiKHqby2jdTEGJK9kx9YOiwvM/AzpLqhXQ0PCRdHA/+01nYAGGP+AXwGiLXWrg/OeRD4jjHmPuAk4P0jxp8j0PA4J3gfwO+AO40xkcHxbwFYa583xqQZY7Kttbsn+4XJzFW8MJXf/dvSdaCf+Lgop8uRGUgNjxlkyOenurGDM1fl8On3L3W6nLfw+/08vaGW+x8t5XO3PcuHTi3k/NMKiIr0OF2aOGhrRQuAAktFwlhZ7X4KspOn9DlTvDEkxEVSpRwPCR+vAz82xtwCHADOAwaBxhFzGoEsIBXosNYOHjQOkDl8TXDrSweQNnL8oGvU8JBJU1yYxm//ZdlS3szqZZlOlyMzkBoeM0hjcxd9/UPkZSY6XcqoXC4Xpx2bzYrFc7nv0VJ+/2/LC5vqufr8YoVVzmClFc3MiokI2f9vReSddfUM0NDczWnHZk/p87pcLnIyvNSo4SFhwlr7lDHmQeBZoBV4EjiNwO7gYS7AR+DgAf9BD+EbMWekt7vGNeKaMSktLR3PdBGGfH6iIlz8+6XtRA80HvoCkcOwfPnyt71PDY8ZpKo+8KYvf15o/+KYGB/Nlz6+nHctn89df9rMN+5ax7tX5XDJuUdpKdwMVFrRzOK8QOiViISfirpgfscUBpYOy83w8tRru/H5/MoAkpBnjEkA1lprbwve/gpQDZw4Ylo60ADsAxKNMR5r7RCQERwHqA/OqzPGRAAJQAtQF5xXcdBjjVlRURHR0dHjf3EyoxVvWU/9vq53/KVUZLLoWNoZpLKhnQiPi/lzE5wuZUyOMXP42VfexQfftZAnX9vNld9/mhfeqMfvP/gDDZmuWjt6qW/qZqm2s4iErXIHAkuH5WYk0tM3xL79B6b8uUUOQx7wV2NMhDEmEbiUwOksvcaYNcE5FwJPWGsHgBcIhJECXAQ8Efz68eBtgve/EJz/5rgx5uGSuJcAACAASURBVASgV/kdMhVKCtJoaO5mX6u+F8vUU8NjBqmsbyd7rpfIiPD5zx4TFcHF5y7hx58/mdSkWL7/0Aa+e/8r+oY5Q2x7M79DW5pEwlVZXRtzU+Lwzpr6FXrDwaVVDdrWIqHPWrsFWAtsAV4FfmKtXQdcQCDbYycQD9wRvOQq4DJjzHYCq0C+GRy/HjjOGLMtOOfq4PhPgejg+B0Emicik274SNrNZU0OVyIzkba0zCCVDe0sXzTH6TIOS/68RH742ZN47MVKfvPEDq76wdN84j2Lee8JeXg84dPAkfHZWtlMbHQEC0J8G5aIvL2y2jYKHdjOApA9NwGXC2r2dHD80gxHahAZD2vtDcANB41tBlaOMrcGOGWU8VYCgacHj/eCTgeVqZc9N4HkhGg2lzVzxqocp8uRGSYkGh7GmP8FrhkxlAf8Bvg/4DYgFnjEWvvN4PwSAkv8vMDzwBXBFOps4CFgDmCBC6y1XcaYJOBhIB9oAj5srd0zJS8uROzv6KWts4/8MA5+9LhdnHfSAo5bmsHda7dw/6OlPPd6LdecX8ICB5ZKy+QrrWhhcV6KmloiYaq9q499rQc4Z3WuI88fEx1B+uxZVGuFh4iIY1wuF8UFaWza1YTf78flUqaSTJ2Q+C3CWnuftbbEWltCYNnePuB7wAPA+4DFwLHGmLOClzwEXGOtLSSQMP3p4PhdwF3W2kXABgJL+gBuJLB/cTFwL3D7FLyskFLZ0A6EfmDpWMxJjuNbl67iqxeuoLm9ly/e/jwP/G0bvX2Dh75YwkZbZx+1ezspyld+h0i4qqgL/OxxIrB0WG6Gl+rGdseeX0REoLggjbauPmr2dDpdiswwIdHwOMjdwDcIrMYos9ZWBc8Yfwg43xiTA8Raa9cH5z8YHI8ETgL+NHI8+PU5BFZ4APwOOCs4f8aorA+82ZsuR3u6XC5OLJnH3V89lTNWZvOXZ8u55ofP8PrOfU6XJhNkW2Ugv0NHEouEr7K6/QAsmOdcwyMvw0tDcze9/WqKi4g4pbggkOOxaZdyPGRqhVTDwxhzOoFmxh+BTGDkYc2NQNY7jKcCHcHmyMhxRl4TvL8DSJuklxGSKuvbmZsSx6zY6dXniY+L4przS7jlqjVEeNx8+96X+dHDG2nr7HO6NDlCpRXNREd5HP1kWESOTHltG/PSZjn6sycnw4vfD7v1qaKIiGPSkmOZlxav4FKZciGR4THC5QQyOyDQjBl5/qgL8I1jnOD48JyRXCPuG5PS0tLxTA85Oyr3kZYYwcaNG50uZdJccmoiL2xz8fymOl4pbeDdxyRSkhenfYJh6tVte5mXEsHmTW84XUrI07n2EqrKatscX6WVGzyppaaxg8LsZEdrERGZyUoK03jqtd0MDPrC6tRICW8h0/AwxkQBJwMXB4fqgJGR6ulAwzuM7wMSjTEea+1QcE5DcE59cF6dMSYCSABaxlNfUVER0dHR47kkZPT0DdL6uzrOXL2Q5cuN0+VMqlUr4SN7O/nZHzfx1/WtVDV7uPpDxWSmxTtdmoxDR3c/+35bx7vPWjTt/58Vma5aO3ppae91fJVWesosoqM8VDcquFRExEnFBak8tq6KXbv3s0QZbTJFQqm1tgzYZa3tDt5+BTDGmIXGGA/wceCJ4BFcvcaYNcF5FwbHB4AXgI8Exy8Cngh+/XjwNsH7XwjOnxFqGjvw+5kxR3vOn5vALVedwNUfKqairo1rfvgMf3hyFwOD41rUIw4azu8oyld+h0i4Kq9rA2Chw6doud0uctO9aniIiDhs6YJU3C60rUWmVCg1PPIJrN4A3jwr/GJgLbAd2Ml/AkkvAH5sjNkJxAN3BMevAi4zxmwHTgS+GRy/HjjOGLMtOOfqSX0lIaZimgWWjoXb7eI9x+dy19dOY+WSdH7zxA6+8ONn2VnT6nRpMgalFc1ERbgpzFZ+h0i4Kq9tw+0KjdPBcjK8VDV04PcfvPNVRESmSnxcFAvnJym4VKZUyGxpsdb+AfjDQWNPAcWjzN0MrBxlvAY4ZZTxVuC8iao13FQ1tJMQF0lqUozTpUy5FG8M1150LK9u28Pdazfz1Z++wNmr87jo7MXExUyvANfppLSihUW5KURGeJwuRUQOU1ltG1lzE4iNdv6tRm6Gl3+9UsP+zj5SvDPvZ6GISKgoLkhj7TPlHOgd0HtxmRKTtsLDGBNrjDnGGKPwBIdV1reTl5k4o8M7Vy5J586vnsq5J+Tz+EtVXPX9p3l5a+OhL5Qp13Wgn6rGdoq0t1MkbPn9fspr2ygIkVOWhoNLqxu0rUVExEklhWn4fH5KK8cVpyhy2MbU8DDG5Af/PscYc70x5i3rU40xy40xpcaY14wxq4AyAttRyo0xx09o1TJmQ0M+aho7QmJJsdPiYiK57P1L+eFnTyIhLoqbH3yVmx98lZb2HqdLkxG2V7Xi90PRQuV3iISr5rZe2rr6KHA4v2NYbkaw4dHY7nAlIiIz26KcFKIiPWzWthaZIodseBhj7gG+ZoxZDNxLIGvjgVGm/pRAZsZPgX8DV1tr84D3AT+asIplXOqauugf9KnhMUJhdjI//sLJfPKco9i4Yy9Xff9pHn+pCp9Pe7tDwdaKZiIj3BgdHykStsrr9gM4fkLLsIS4KGYnxlCl4FIREUdFRXo4Ki9FwaUyZcaywmM5cCXwAeBX1tpLgJxR5sVaa//PWvtroN1a+1cAa+0rQNxEFSzjUxUMLM2fQYGlYxHhcfOhUwv42VdOpXB+Mnev3cK1d75IzR69GXZaaWULhdnJREUqv0MkXJXVtuFxu8gNoZ89uRleatTwEBFxXElBGjV7Otnf0et0KTIDjKXh4bbW+oAzgKeDY6M1MAaNMScbYz4AJBtjjgYwxhSM8XlkElQ2dBAZ4WbeHEWpjCYjdRbfvfx4vvCxY6jb18Xnb3uWh57YQf/AkNOlzUjdPQNU1rVRtED5HSLhrLy2jZx0L9Eh1LjMzfBSu7eTwSEdUS4i4qTiwjRAx9PK1BhLI6LcGPM4ga0szxljHgY2jzLvC8CDwE+A9wN/NsY8A7wEfGdiypXxqqpvJyc9gQiPek5vx+VyceqK+dz9tVM56egsHnlyF5/54TNsLW92urQZZ0d1Kz4/LM1XfodIuPL7/ZTXtVEQYsdK52YmMjjkp35fl9OliIjMaPmZiSTERbJJDQ+ZAmP5LfgS4LfASdbafuAF4NKDJ1lrX7TW5llrc6y1TwKrgJ8Bq621ayeyaBkbv99PZUM7+fNC601nqEqMj+YLHzuGGy4/Hp/fzzfuXscdj7xB54F+p0ubMUormonwuDC5yu8QCVd7Ww/QeWCAhSESWDpsOLhUOR4iIs5yu10sK0hj864m/H5l6MnkOmTDw1rbTeDElYuNMTcCO6y1B8Zw3T5r7VprbdkE1CmHoaW9l47ufvKDx/HJ2JQUzuGnX34XHzq1gKc21HLV957mpS0NTpc1I5RWtFAwP5mYqAinSxGRw1RW2waETmDpsHlp8UR4XMrxEBEJASUFaTS391LfpFV3MrkO+VuFMeZC4GYCR8y6gYeNMd+x1t472cXJkalsCASW5umElnGLiYrgk+ccxUlHz+OOP2zie7/ZwE1XrKZogbZaTJaevkHK6tr44LsWOl2KvA1jzA+BVGvtxcaYEuA+wAs8D1xhrR00xmQDDwFzAAtcYK3tMsYkAQ8T2B7ZBHzYWrvHkRcik6q8to0Ij5uc9NBqtkdGuMmak0C1Gh4iIo4rLhjO8Wgma06Cw9XIdDaWLS1fBFZaaz9vrf0ssBL43MGTjDENxpiOUf50GmP07sIBwye0DC/jlfHLy0zkpitWkzE7ju/9ZgOtSpOeNDuqW/H5/GoqhShjzGnAJ0cMPQRcY60tBFzAp4PjdwF3WWsXARuA64PjNwIvWGuHjzi/fUoKlylXXtdGXqaXyIjQy47KzfRSHfwwQEREnJM+O445KXEKLpVJN9ZTWhqHb1hrG4DRjrA4C+gmcJrL0hF/ioJ/yxSrbGgnI3UWcTGRTpcS1uJiIvn6xSvp6Rvke79+TQn/k6S0ohm328Xi3BSnS5GDGGNSgJsIrPbDGJND4Cjy9cEpDwLnG2MigZOAP40cD359DoEVHgC/A84KzpdpxOcLBJaG2naWYXkZXprbe+lSNpOIiKNcLhclBWlsKWtiyKccD5k8Y2l4tBhj3jd8wxjzfmD/wZOstZuB7wOfttbWHPxn4kqWsaqsbydf21kmRE66l2vOL2F7VSu/emy70+VMS6UVLRRkJREbrfyOEHQPcB3/+d6fCTSOuL8RyAJSgQ5r7eBB4/91TfD+DiBtcsuWqdbQ3MWB3kEKQ7ThkRNc8ahtLSIizispSKO7d5CKujanS5FpbCy/WXwG+Ksx5mfB2/0Ejp0dzR3AMRNRmByZ7p4B9rQc4IyVOU6XMm2cckwWtrqV/3uugkU5KawpznS6pGmjt3+Qstr9vO+kBU6XIgcxxvwvUGutfcoYc3Fw2A2M/DjGBfhGGSc4PjxnJNeI+8aktLR0PNPFAVuqApnm/Z2NbNwYekd7dxwILFB9/pVt9LXFO1yNTBfLly93ugSRsLSsILCNedOuJgqzdUKfTI5DNjystduMMQYoBDwETmkZbUsLwfHXJrZEORzDn15phcfE+tR5RZTVtXH7I6+TnZ7A/LkKWZoItno/g0PK7whRHwEyjDGbgBQgnkBTI2PEnHSgAdgHJBpjPMGfBxnBcYD64Lw6Y0wEkAC0jKeQoqIioqOjj+S1yCR7vW4rUZHtnHnKSjye0Mvw8Pv93Puvf+CLTGT58hKnyxERmdES46PJz0xkc1kTHz690OlyZJo65LsRY8wi4BJgJ4HwuV3GmHeNMs9jjPmyMWaTMabZGLPXGLPRGHO9MSZq4kuXd1IZDCzN05G0Eyoyws21Fx1LZISHW371Gj19g4e+SA5pa2Uzbhcclaf8jlBjrT3DWltkrS0BvgU8aq29BOg1xqwJTrsQeMJaOwC8QKBJAnAR8ETw68eDtwne/0Jwvkwj5bVtLJiXGJLNDgjsGc/L9FLdoC0tIiKhYFlBKturWunt13tqmRxjeUdyD9BDIHBuHnApweC6gwxvZ/kcsApYA3wBMMAvJqJYGbuqhnaS4qNJ8cY4Xcq0k5oUy1c/sYL6fZ387A+b8PsVtHSkSitayM9KUsBueLkA+LExZieBVR93BMevAi4zxmwHTgS+GRy/HjjOGLMtOOfqKa5XJtmQz09FfXvIBpYOy8nwUrOnA59C8kREHFdSmMbgkI8dVa1OlyLT1FgyPGKstQ8bY34K/MFa++zbJOufbq01B42VG2NeAJTyOMUq6tvJy/Tich28bV4mQnFhGhe8ZzG/eWIHi3JTeO+J+U6XFLb6B4bYtXs/56zJc7oUOQRr7YMETl4ZDqpeOcqcGuCUUcZbgfMmtUBxVN3eTvr6hygI8YZHboaX3v4h9rYeICN1ltPliIjMaEvyZhPhcbG5rImjzRyny5FpaCwrPKKNMXMJrPB4Mvh17CjzBoNHFx5sNqA1SlNoYNDH7j2dyu+YZB86tYCVR6Vz/6Ol7KxWV/pw2Zr9DAz6WKr8DpGwVlYbSNlfmBX6DQ+A6sZ2hysREZGY6AgW5aawqazJ6VJkmhrrlpYa4EVr7XYCoaQ/GWXej4BNxpifGmO+aoz5ijHmx8ArwA8nrGI5pLp9nQwO+cjLVMNjMrndLr7w8WNIS47l1l+/Rltnn9MlhaXSimZcLjgqf7bTpYjIESivayM22sO8tNA+/SQ7PQGXC+V4iIiEiJKCNCrr22nv0ntpmXiHbHhYa+8G4qy1w2FzR1tr7x1l3gPA2UAjkAcsBJqB91trfzVxJcuhVDUEPrXSCo/JFx8bydc/uZLO7n5+8NAGhobGdcqmAKWVLeRlJhIfq/wOkXBWXtvGgqwk3O7Q3koZExVBxuxZVO9Rw0NEJBQUF6bh98PWitA7zlzC31hOaYkH7jDGPBXcsnJzcGw0VcDD1torrbWXW2tvstZuNcYsmcii5Z1V1LcTFekhM8Q/ZZsu8uclcuUHi9lS3szD/9zpdDlhZWBwiJ3VrRQt0OoOkXA2OOSjsqE95LezDMvVSS0iIiGjICuJuJgINpep4SETbyxbWu4A2oG5QC/gZZRTV4wxZwB1BLa1rDfGzBtx928moFYZo6r6DvIyvHhC/FO26eT0ldmceVwOf3yqjPWljU6XEzZ27W6jf9BHUb7yO0TCWU1jBwODPgrnJztdypjkZiTS2NJNr44WFxFxnMfjZumCVDbvUo6HTLyxNDyOttZeBwxYaw8QOIqwZJR5twAnAanA08DTxpjhj3r0m/cU8fv9VDa0k6ftLFPusvcvZWFWIj/53es0NHc5XU5YKK0MdPKXKL9DJKyV1wUDS0P8hJZhuRle/H7YvbfT6VJERAQoLkijsaWbPS3dTpci08xYGh5DB932AKMFFbittVuttUPW2m8A/wT+aIwZy3PIBGna30N3zwD5mV6nS5lxoiI9XPvJlbjdLm558DV6+/XJ4aGUlreQm+HFOyvK6VJE5AiU1bYxKzaS9NlxTpcyJv85qUXbWkREQkFJYRqAtrXIhBtLM+J5Y8z3gFhjzJnAn4FnRpk3ZIxZNOL2Fwis7Pj5GJ9HJkClAksdNTclji9dsJyaPR3cvXYLfr/f6ZJC1uCQjx01rRRpdYdI2Cuva6MgKwmXKzwWdM5NiSMmyqOGh4hIiMiaE0+KN4bNOp5WJthYGhFfA7oI5HjcBGwBvjLKvG8CLxpjzgew1g4BHwKWAkUTUq0cUmV9O24X5GRohYdTli+ay0fPMDy9oZZ/rq9xupyQVV7bRl//EEULld8hEs76B4aoaewIm+0sEDhWPCdDwaUiIqHC5XJRUpjG5rImfD59YCgTZyzH0g5Ya28A3gOcaq29zlrbO8q8fwL5BPI7hsfagDUEcj9kClTWt5OZFk9MVITTpcxoHznDcIyZwz1/2cqu3fudLickDR89phUeIuGturGDwSE/BWHU8IDAtpbqxnatxBMRCRHFBal0dPdTo2PDZQKN5VjaRcaY14B9QIsx5jljTPZoc621HdbaloPGfNba309MuXIoVQ3t5GdqO4vTPG4XX7pgOcneaG799Wt0dPc7XVLIKa1sYf7cBBLjo50uRUSOQFlteAWWDsvN8NJ5YIDWjrd8hiMiIg4oLgjkeGzSaS0ygcaypeWXwH1AHBAP/Am4fzKLksPTdaCffft7dEJLiPDOiuLai45lf0cfP3p4I0NanvemoSEfO6paKFqg1R0i4a68to3E+CjSkmKdLmVcFFwqIhJaZifGMn9uPJuU4yETaCwNjzhr7T3BrS191tqfAnMnuzAZPwWWhp7C7GQu+8BSXrf7eOTf1ulyQkZFfTs9fUMszVd+h0i4K69rY2EYBZYOe7PhoRwPEZGQUVyQxrbKFgYGDz4oVOTwjKXhsdMYs3r4hjGmCKh6pwuMMbHGmKXGGJcxJjzOqJsGKusDb9rydCRtSHnPcTmcumI+v/+3ZcOOvU6XExJKh/M7tMJDJKz19g+ye094BZYOi4+LIjUpVis8RERCSElBGn39Q+ysUQaeTIyxNDxygOeMMRuMMeuBjUCJMWaLMWbLwZONMccBFcBjwDygdmTDRCZPVUM7Kd5okhNinC5FRnC5XFz5wWXkpHv50cMb2dt6wOmSHLe1ooV5afEke/X/qkg4q6rvwOeHwvnJTpdyWALBpWp4iIiEiqIFqbjdLjYrx0MmyFiPpT0d+FLw63cDFwGfCf452A+C81ustXXAhcDtE1KtvKPK+nbyFFgakmKiIvj6xcfi9/u59Vev0j8wc5fpDfn8bFd+h8i0UFYb+ARuQVZ4/uzJzfBSt6+TgUGf06WIiAgwKzaSgvlJbFaOh0yQQ55daq19bpyPGWet3W6MGb7+cWPMTYdTnIzdwOAQtXs7OfYoxauEqszUeD7/sWO46Zev8ov/28o155c4XZIjqhraOdA7SNEC5XeIhLuyujZSvDHMTgyvwNJhuRleBof81Dd1vZnpISIiziopSOOPT5fR3TPArNhIp8uRMDeWFR7jNWCMSQb8AGa48yGTqmZPJ0M+vwJLQ9xxRRl86NQC/rm+hidf3e10OY4orQicXL1UKzxEwl55bRsFYZjfMSw3czi4tN3hSkREZFhxYRo+n//NzDeRI3HIFR6H4UbgOSDdGPM7AltgLpuE55ERquqDJ7RoS0vI+8R7FrFr937uXruZ/HmJM65JVVrRTMbsWWH7ibCIBBzoHaC+qYuTj8lyupTDNi8tngiPSzkeEjKMMZ8Avh68+YS19svGmG8DnwKGUxzvtdbeaYwpAe4DvMDzwBXW2kFjTDbwEDAHsMAF1touY0wS8DCQDzQBH7bW7pmyFycyRotykomO8rCprIlVRRlOlyNhbswrPILfJA/JWvt34H+AbwPrgBOstWsPrzwZq8qGdmKiPKTPnuV0KXIIHo+br3xiBfFxUdzyq1fpOtDvdElTxufzs61S+R0i00FFfTt+P2G9wiPC42b+3AQ1PCQkBE82vAM4GSgGTjTGnA6sAD5qrS0J/rkzeMlDwDXW2kLABXw6OH4XcJe1dhGwAbg+OH4j8IK1djFwL8rYkxAVGeFhSf5s5XjIhDhkw8MEbAe2GWPmGWN2GGMWjTIve/gP0E/glJZHge7gmEyiqoYO8jITcbtdTpciY5CUEM21Fx1L0/4efvy7N/D5/E6XNCVq9nTQ1TOg/A6RaaBsdxsAC7PCt+EBOqlFQoqHwHvzWUBk8E8PgYbHN4InJP7MGBNjjMkBYq2164PXPgicb4yJBE4C/jRyPPj1OQRWeAD8DjgrOF8k5JQUpFG7t4uW9h6nS5EwN5YVHj8FPgfss9bWB2//YpR524BSYDtQBWwB3gh+/cqEVCuj8vn8VNa3z7itEeFucV4Kl55XxKvb97D2mTKny5kSW4N7MbXCQyT8lde1MSc5lsT4aKdLOSK5GYm0tPfS0T1zVttJaLLWdhJYjbETqAOq+c/76a8AxwBJwTmZQOOIyxuBLCAV6LDWDh40zshrgvd3AGmT9oJEjkBxQeB/zc1lyvGQIzOWDI/Z1tp/jzh15S5jzFsyOay1CQDGmHuAZ6y1vw/ePg94/8SVLAfb23qAnr5BHUkbhs49IY+dNa089MQOCucnU1w4vd93lFa0MCcljjnJcU6XIiJHqLy2jYVhvJ1l2PDpLDWNHSxdqNVn4hxjzDICWR05QDuBLStXWGvPHjHnR8ADwOMEDwgIcgE+Ah9mHrxs1DdizkiuEfeNSWlp6Ximixw2n99PXLSbp9fvJNG1z+lyJMQtX778be8bS8PDb4yJ4T+nrqQTWHL3dlZYay8fvmGtfdQY8//GVqocjspgunz+PB2pF25cLhfXnF9CVUMH339oA7d/8RRSk6ZnmOdwfseKxTo6WSTcdR3op7GlmzNWhf+O1TdPalHDQ5x3JvCUtXYfgDHmQeDLxpgWa+0DwTkuYIDACpCRaY7pQAOwD0g0xnistUPBOQ3BOfXBeXXGmAggAWgZT4FFRUVER4f3qi4JH8t3bGBb5f9n787jo6rv/Y+/JpN9hZAEErYkED6CyOouuGEXa11qXWqt1i623la73dtfl6u3y2172957bautXq9L7a2tWrdqq7RuVXDBFVBAvgQSQjZ2kpCQPfP745xAQBISIDmTyfv5eOQxM9/5nnM+A8pMPvP9fj47mDdvHqGQtu3L4enPlpbbgL8DeWb2H8Ayf6zXc5rZmd0PzOzDDDB7LANTXl1PXFyISeOU8BiOUpLi+c6nT6C9o5Of/t8btHfE5v8ulVt209DUpna0IjFgfZVXv2PaxNEBR3LkRmckkZmWqDoeEg1WAueYWZqZhYDz8baK/9zMivyxLwOPOecqgBYzO80/9iq8ri7twFLgcn/8amCxf/8p/zH+80v9+SJRaXZJLjsbWqja2hh0KDKMHTLh4WeU/w2vyFECcK1z7vY+DvkKcL+ZVZjZJrwq0F/sY74cobKaeibkpZOU0NfCG4lmE8dm8NXL5+EqdnHPE7G5XHTV3vod+gZVZLgrrfQSHlMmDP+tlKFQyC9cWh90KDLCOeeexism+hZe7Y4E4J/xPkf/Ba/FbAj4b/+QK4FfmNlaIB2vwwvAl4Av+E0HFgI3+uM3ASeb2Wp/zpcH+zWJHIk5/lbvFevUrUUOX3+2tOCcexF4sZ9zl/pdWY7zh97pUThJBkFZdb2W4caA02YXcNEZU/jzixuwwmzOnDfh0AcNI++W7SBnVApjs1W/Q2S4K62sIz8njfTUxKBDOSoK8zP5+2sVdHVF1O1MAuWc+xnwswOGH/F/Dpy7EjjxIOMVwJkHGd8JXHBUAhUZAmOzU8kfk8bK0m2cv7A46HBkmOo14WFmXby/6NFezrlelxP4y+PePrLQpD/qG1vZUd9CsQqWxoRPnzeDdZt28euHVlCUn8nk/NjYphSJRFi9YQdzLFd7MEViwPqqOqZPzg46jKOmMD+T1rZONu9soiAnPehwRETEN6skh6Urquns7CIc7k81BpH99fVfTS4wFq8F7b/itbkaDXwd+OXghyb9Ud5dsFQJj5gQH47jW1efQEpSPP/xu9fZ0xIbW2urtjZS19jKzGKtRBIZ7up2t7JtV3NMdGjptrdwaY3qeIiIRJM503LZ09JBqV87SmSgek14OOd2OOe243Vd+alzbpdzrsE5dwtwxtCFKH0pq/Y+nBWNV8IjVmRnJvOtq46ndscefvXgciKRXhdaDRuryrwi8CpYKjL8dRcsLYmhhMfEsRnEhVDhUhGRKHPclBxCIVipOh5ymPqzLijNzKz7gZkdB/TZj8rMiv3b88zsJjPTb+ODpKy6npxRKWSmxcY+avHMnJLDpz8yg1feqeXPL24IOpwjtmr9drIzk8jPCwqQ+QAAIABJREFUSQs6FBE5QqWVdYRCUBxDifbkxHjyc9KU8BARiTJZ6UkUj89iRakSHnJ4+lO09EZgmZm9g1cZ+ljgk71NNrM7/Ntf4nVo+TtwD/DxI45W3qespl7bWWLUx86cwtqKndz75BpKJo4att1NIpEIq8q2M7M4R/U7RGLA+so6JuSlk5qcEHQoR1VhfhZlNerUIiISbeaU5PL4kg20tHaQnNSvnhsie/WnLe2jgAG/wqvdYc65v/dxyHzgn4CPAb9zzn0GmHwUYpUDtLZ3Ur11N0XjY6OwpewvFArxtU/MZVx2Kj///ZvsbGgJOqTDUru9iZ0NrcxUJyGRmLC+ahdTJ8TOdpZuhQWZbN7RRHOrGsuJiESTWSW5dHRGWF2+I+hQZBjqV6lb59xW59yj/s/2Q53TOdcFfAB43h9TH8pBUFHbQFdEBUtjWWpyAt+95kT2tHbws/97g47OrqBDGrB3N3hvTjOLVb9DZLjbUd/MzobWmCpY2q0wP5NIBDZt1rYWEZFoMqMom/hwHCtLD/VrqMj7DUZvn/Vm9hRQDLxoZn8AVg7CdUa8vR1aYmgftbzf5PxMrr9kNmvKd/K7J9cEHc6ArSrbzqiMJCbkqdWjyHC3vtIvWDphdMCRHH2Ffhtw1fEQEYkuyYnxzCjKVuFSOSyDkfD4DPBH4HTnXBuwFPjcIFxnxNtQXU9qcjxjs7WAJtadOX8i551WxJ9f3MDLK2uCDqffIpEIqzbs4NjiMarfIRIDSqvqiIsLxeRWyrzRqaQkhZXwEBGJQrNLcimrqae+sTXoUGSY6VfCw8wy/Nu5ZnaVmfVaqcw51wSUAteY2Y+A95xze45KtLKf8up6igqy9IvkCPG5C2Zik0bzqwffpmrr7qDD6ZctO/ewva6Z47SdRSQmlFbWMWlsBsmJsVc0Li4uxORxmUp4iIhEoTnTcgF4R9taZIAOmfAwsx8Cd5jZJOBveCs4bu9j/lXAw8BoIBP4g5lde3TClW6dXRE21jZoO8sIkhAfx7euPoGE+DA/ufeNYVFYb9UG701puHaYEZF9IpEI6yvrKInB+h3dCguy2FjTQCQSCToUERHpYcqEUaQlx6s9rQxYf76i+QhwOvBF4H7n3NfM7I0+5n8DONE5VwtgZj8FnsZrUdsrMzsf+B6QBjztnPuqmZ0D3AykAA865270584B7sJLqCwBrnPOdfhJmfuAPMABVzrnGs1sFPAHvLoi24DLnHOb+/Hao9bmHU20tHVSXBB7y4qld7mjU/jmp+bzvf99lV8/tIJ/uXJ+VK/weXfDDjLTEpk4NiPoUETkCG3b1UxDU1tMFiztVjgug781t7OjvoWcUSlBhyMiIr5wXIjjpuawYt1WIpFIVH/+lejS3y4te4Bz2Nd1Jamvc3YnO/xja4DOvs5vZsXA/wAXAbOAeWZ2LnAPcCEwHTjBHwMvqXG9c24aEAK6V5DcBtzmnDsGeBO4yR//EbDUOTcdL/Hyq0O+6ChXVtVdsDR2P3jKwc2ZlseVH57OkuXVPPlyedDh9GlVmVe/Iy5Ob0oiw11plVewNBZb0nYr9LueaVuLiEj0mVOSy9ZdzWzeoWoJ0n/9SXjsMLPbgOOBZ/0VG31VTdxhZhd2PzCzi4Bdh7jGx/BWcFQ559qBy4E9QKlzrtw514GX5LjUzCYDKc65Zf6x9/rjCXgrUR7uOe7fPw9vhQfA/cC5fdUhGQ7KauqJD4f0zfkIdcnZJZwwYyx3Pb6KXz7wNn96dh0vraxmQ1Ude1ragw4PgK279rB15x5mTlH9DpFYsL6yjvhwiKIYXlk4WZ1aRESi1my/jsdKbWuRAejPlpar8VZQnOec22NmEeDTfcy/AXjczH7tP27DS2j0ZSrQZmZPAJOAvwKrgdoec2qBCUBBL+M5QIOfHOk5Ts9j/K0vDUAufSdu9rNq1ar+Th0SK97bxpiMeN5ZuTzoUCQgZ88IU1+fxGvvVtPY0rXfc2nJcWSnx5OdEb/v1v9JSRyM5kzvt7K8CYBw61beeqtuSK45Us2fPz/oEGQEKK3cRWF+Jgnx4aBDGTTpKQnkjk5hY40SHiIi0WZ8bjo5WcmsKN3Gh08pDDocGSYOmfBwzm0xs3uBWWYWBm53zm3pY/5qMzNgGhAG1vZIQvQVx+nAmUAj8ATQDPSsGhYCuvBWpfRnHH+8e05PoR7P9cvMmTNJSuprJ8/Q+tVf/sZcG8f8+fOCDkUCtOAU77a5tYPNO5qo2d5E7fYmarY1UrujiartTaws3/+De0ZqIgU5aeT3+PEep5ORmnDU9kS+vH456SmNnHv2ydrSIjLMdRcsXTh3wqEnD3Nep5b6oMMQEZEDhEIhZk/L5fXVm+nqiujzpfTLIRMeZnYeXleWTuBUYI2ZXemce/yAef/POfdzM7uVAxIPZoZz7it9XGYz8Kxzbps//zG87Sg9a3+Mw1uRUQXkH2R8K5BlZmHnXKc/p3sFR7U/r8rM4oEMYMehXnu02tXQwq7drerQInulJMVTVJBFUcH7/5toaetgy449e5MhtTu8hMjq8h28uLyKns0I0lISvATImAMTIulkpScOKBmyaoPqd4jEitodTTS1dMR0/Y5uRQWZLHdbae/oIiF+aFbEiYhI/8wpyeW5Nyopq6kfEe9JcuT6s6Xl34CTgKecc7VmtgD4HfD4AfO6vw45nObIfwV+53dT2Q2ci1eL49tmNhUoBz4J3OOcqzCzFjM7zTn3MnAVsNg5125mS/Hqf/wRbyvOYv/8T/mPf+I/v9SvFTIsldV0FyxVwkMOLTkxnsn5mXv3pvfU1t7Jlp17vFUh25uo3d5I7fYm3KZdvLSymq4eyZCUpPj9V4T0SIpkZybvlwzZUd9M7Y4mPnJa0VC8RBEZZOsrvW1psdyStlthfiadXRGqtu4+aBJZRESCM6vEr+OxbpsSHtIv/Ul4hP1EBwDOuRV+HY/9OOfu8O/+BK/t6x/MbBzwCeCWvi7gnHvNzH4OvAQkAM/grSpZCzwCJOMlLboLkl4J3GlmmcDbPc7/JbzEyY3AJuAKf/wm4F4zWw3U+ccPW2XVXsJDH8TkSCUmhJk4NuOgxW/bO7rYuqs7GeIlQmq3N1FeXc+yd2vp7JENSUoM702AFOSk0dTi7WJTwVKR2FBaWUdifByTxsV+oezCHoVL9T4rIhJdsjOTmTQugxWl2/j42SVBhyPDQH8SHnvMbBL+NhUzWwi09DH/N3hbRv6AVydjIVAM9LWlBefcPXhtaHt6Dph9kLkrgRMPMl6BVwfkwPGdwAV9XX84Ka9pIC87lfSUYd1oRqJcQnwc43PTGZ+bDozd77mOzi627Wr2kyCN1OzwkiGVW3bzxpotdHR2MSo9Sb8siMSI0so6isZnER+O/S0eBbnpxIfjvMKlqgcsIhJ15pTk8rdlFbS1d5KYELuFtOXo6E/C41vA00C+mb0KlAAf72P+qc65mQDOua1mdimw8ogjlb3KquspjuG2gBL94sNxe7ezQN5+z3V2Rdhe10xCfBxh1e8QGfY6uyKUVdex6PhJQYcyJOLDcUwam6HWtCIiUWr2tFyeWFrG2oqdzJqaG3Q4EuUO+VWNc+5V4GS8rSk/Bo5xzr3YxyEJZpbY43F/kirST82tHdRsb6RY35xLlArHhRibnUp2ZnLQoYjIUVCzrZHm1k6mjoD6Hd0KCzKV8BARiVIz/aL4K9ZtCzoUGQb6uzZ1Nl4djUTgdDO7uI+5TwJ/N7PPmtln/MdPHlmY0q2itoFIRAVLRURkaJT6BUtHVMIjP5OdDS3UN7YGHYqIiBwgNTkBmzSalaVKeMih9act7Z14XVPWs6/dbAR4tJdDvgl8GbgQ6PDn3dHLXBmg7g4tRUp4iMgQMbMfApfg/dt/t3PuZjM7B7gZSAEedM7d6M+dA9wFZAJLgOuccx1+Laj78PZAOeBK51zj0L8aGaj1VXUkJ4aZkBf7BUu7dXe1qtjcoOXSIiJRaHZJLn961tG4p4301MRDHyAjVn9WeCwCpjvnznTOneX/nN3bZOdcJ3AncCNwKfA751zX0QlXyqrrSU9JIHdUStChiMgIYGZnAGcDs4DjgRvMbDZekekLgenACWZ2rn/IfcD1zrlpQAi41h+/DbjNOXcM8CZe9ywZBko37WLKhFEjqiZPUXenlhptaxERiUZzpuXSFYF3N2wPOhSJcv1JeFQ653b394RmdjKwAW8bSwFQaWanHmZ8coDymnqKx2cRCo2cD54iEhy/ZtNZzrkOvNUZ8cAooNQ5V+6P3wdcamaTgRTn3DL/8Hv98QTgdPa1Fr8XLyEuUa6zs4uy6nqmThg521kARmUkkZWeqDoeIiJRatqk0SQnhllZqoSH9K0/BUVfNrMHgL8Azd2DzrnetrT8J3AO8AfnXJWZXQX8CjjhSIMd6To7u9hY08BHTisKOhQRGUGcc+1m9gPgX4CH8JLZtT2m1AIT+hjPARr85EjP8QFZtWrVwIOXI7J5VxttHV2EO3bx1ltvBR3OkMpOC7F6fS1vvaVFqtK3+fPVv1hkqCXExzFzSo4Kl8oh9SfhcYp/+/keY33V8Eh1zq0xMwCcc0+Z2Y8PP0TpVr2tkbaOLorUoUVEhphz7ntm9jO85Pc09tV0Am/rShfeqsH+jOOPD8jMmTNJSkoa6GFyBJ55rQLYygdPn8v43PSgwxlSy6tWsfjVjcyZO29EbecRERkuZpfk8uZ7W9i2q5nc0druLwfXn7a0ZznnzgI+AHzwUDU8gHYzG43/4da6Mx9yxMr8vcTq0CIiQ8XMjvELkeKc24OX7D4TyO8xbRxQA1T1Mr4VyDKzsD+e749LlCutqiMtOZ78MWlBhzLkCvMzaGvvZPOOpqBDERGRg5gzzSsqrW4t0pdDJjzMLM/MFgNNQIuZPW9mBX0c8mPgRWCCmd0PvAL86KhEO8KVV9cTH45jQt7I+pZNRAJVDNxpZklmlohXqPQOvHz2VD+J8UlgsXOuAu994jT/2Kv88XZgKXC5P341sHhIX4UcltLKOqZMGEXcCFzhUJjvfbmgOh4iItFp8rgMRqUnKeEhfepP0dJfA8uAsXgF65YCt/cx/2/AxcD3gJeBBc65R44wTsHr0DI5P4P4cH/+2kREjpxz7im8ItTLgbeAV5xzDwDXAI8Aa4C17CtIeiXwCzNbC6QDt/jjXwK+YGZrgIV4nbwkirV3dLKxpp6SiSOrYGm3ieMyiAupU4uISLQKhULMOyaPl9+p4ZV3tHBUDq4/NTymOecu6/H4e2a2uo/5bzjn5gDrjyw06SkSiVBWU89Jx44LOhQRGWGcc98Hvn/A2HPA7IPMXQmceJDxCrytMDJMVNTupqMzwtQRmvBISghTkJvOxtr6oEMREZFefPb8Y6nZ1shP/+8Nrr3wOM5fWBx0SBJl+rNUIMHMkrsfmFkq7y8+11OTmQ24+r70bWdDCw1NbarfISIiQ6K0qg5gxLWk7Wlyfqa2tIiIRLGs9CT+/bpTOenYcfzvn9/lt39ZTVdXX7+qykjTnxUeDwDPmtlv8RIdn2Xf0uWDSQPKzawSaOwedM7NOpJAR7qyau8bJnVoERGRobC+so6M1ETGZqcGHUpgivIzeXllDc2tHaQk9ecjk4iIDLXkxHi+/ekT+d/H3uHRF9azvb6Zr31iLgnx4UMfLDHvkO/ezrl/N7Mq4MNAGLgXuLuPQ756dEKTnspquhMemQFHIiIiI8H6yjpKJo4iFBp5BUu7FeZ777kVmxs4ZnJ2wNGIiEhvwnEhrrt4FjmjUvi/p96jbncr373mRNJSEoIOTQLW65YWM8vu/gEeB/4J+AJeS8LRvR3nnHsR2A7Mw9vfXeOPyREoq64nPyeN1GT9TysiIoOrtb2TjZsbRmz9jm6F/qpKFS4VEYl+oVCISxdN4+tXzGN12Q6+/ZuX2F7XHHRYErC+anhsB7b5t933t/W4f1Bmdh3wD2AuXuG6l8zsst7mS/+UVzdQrO0sIiIyBMpr6unqiozo+h0AeaNTSEmKVx0PEZFh5OzjJ/L9a09my849fPOWJVRs1r/hI1mvW1qcc4fb+/QbwFznXDWAmU0CngL+dJjnG/H2tLRTu6OJRSdODDoUEREZAdZXegVLR2pL2m6hUIhCFS4VERl25kzL46dfXsAP7nqVb926lH/97EkcNyUn6LAkAL0mPMzsG30d6Jy7uZen6ruTHf68TWbWcpjxCVDuL6XVCg8RERkKpZV1jM5IYkxW8qEnx7jC/EyWrKgmEomM6HomIiLDTfH4LP7zhtP5/l2v8m93vMo3rpjHwrnjgw5LhlhfRUuPO8xzPmNmtwO/ATqAq4FSM5sH4Jx7+zDPO2J1d2hRS1oRERkK66vqmDrCC5Z2KyzIZPGrG9le10Lu6JSgwxERkQHIy07lZ9cv5Me/fZ2f3/cmOxqaueiMqUGHJUOory0tnznMc17h3374gPFH8NraFh/meUes8pp6stITyc7UN20iIjK4mls7qNqymwWzCoIOJSpMHud1atlYW6+Eh4jIMJSRmsgPv3AKN//xbe5+YjXb6pr53PkziYtTUn8k6GtLy5+cc5eZ2bt4iYr9OOdmHew451zRUYxP8FrSFhVk6Zs2EREZdGXV9XRFGPEdWrp1t6bdWNvACTPGBRyNiIgcjsSEMN+86niyn1jFE0vK2FHfwjeumEdiQjjo0GSQ9bWl5Wf+7fVDEYgcXEdnFxW1u7lgoRbGiIjI4Cv1C5Yq4eFJS0kgb3SKCpeKiAxz4bgQ1144k9xRKdzzl9XU7W7lxs+cSHpqYtChySDqtROLc+4t//ZFwLGvLW33jwyBqq2NdHR2UaT6HSIiMgTWV9aRMyqF0RnaRtmtMD9LCQ8RkRgQCoX42JlT+ean5uMqdvL/fv0SW3ftCTosGUR9rfAAwMxuBr4M9HynjwB5gxWU7FNW7X3TVlyQGXAkIiIyEqyv2jXi29EeaHJ+Bm+u3UJ7RycJ8Vr+LIPHzD4FfMd/uNg59y9mNge4C8gElgDXOec6zGwScB/eZ3IHXOmcazSzUcAf8OrmbQMuc85tNrNE4G7geKAZ+KRzbu1Qvj6RaHH63AmMykjiJ799nW/espTvX3syReqIGZN6XeHRw8VAgXMut8dPn8kOM8s2s4lmNsnMiszsA0cn3JGnrLqBxIQw4/Mygg5FRERiXGNzO9Xbmpg6QQmPnorys+jqilC1tTHoUCSGmVkqcAtwBjAbWGhm5+AlNa53zk0DQsC1/iG3Abc5544B3gRu8sd/BCx1zk0H7gR+5Y9/BWjyx78G3DvoL0okis2amstPr19IKATf+vVLrFynTQyxqD8Jj3VAXX9PaGY/BLYAZXjZ5vXAzYcVnVBeU09hfgZhVREWEZFBtqFK9TsOptBfZVleo20tMqjCeJ/N04AE/6cdSHHOLfPn3AtcamYJwOnAwz3H/fvn4a3wALgfONefv3fcObcEyPVXiYiMWIX5mfzXV04nb3QK37/rVV54uyrokOQoO+SWFrxM84tm9g+8f3QBcM79sJf5VwOT8JIc3wTOwvsHVgYoEolQVl3PabPVGlBERAbf+u6CpVrhsZ+CnDQS4uNUx0MGlXNut5ndBKwF9gAvAm1AbY9ptcAEIAdocM51HDAOUNB9jL/1pQHI7Tl+wDGb+hvjqlWrBviqRIaHTyzI4MElbfz3H95i5epSTpueoQ6Zw8j8+fN7fa4/CY9v49Xv6O+nn63OuVozew+Y7Zz7vZl9u5/HSg/bdjXT2NxOsQqWiojIECitqmNsdiqZaapY31M4HMfEsRlsrKkPOhSJYWY2C/gsMBmox9vK8kG82nndQkAX3kqQyAGn6Ooxp6fejgn1OKZfZs6cSVJS0kAOERk2Tjqhk1/ev5xnV1STnDaGz190nFbZx4D+JDzSnHMLBnDOdjObgredZaGZ/R1QqffDUOZ/sFLCQ0REhsL6yjoVLO1FYX4mK9ZtDToMiW0fAp5zzm0FMLN7gX8B8nvMGQfUAFuBLDMLO+c6/Tk1/pxqf16VmcUDGcAOoMqft+GAc4kIkBAf5p+vnM+YUSk89sJ6djS08M9XzicpQcWqh7P+1PBwfsa5v/4D+F/gr3gFTyuB5w8jthGvvLqeUAgKx6lDi4iIDK76xla27NyjhEcvigoy2dnQSn1ja9ChSOxaCZxjZmlmFgLOx9vW0mJmp/lzrsLr3tIOLAUu98evBhb795/yH+M/v9Sfv3fczBYALc65fm9nERkJ4uJCfPb8Y7n2wpksW1XLTf/zCg1NbUGHJUegPys8JgFvmlk5sPdd3jl30CSIc+6veMkO/DZaJcA7Rx7qyFNWU09BTjrJSf35axIRETm4SCRCa3snLa2dtLR10NzaQUtrJ82tHTS3ddDS2rG3PoUKlh5cYb735cPG2gZml+QGHI3EIufc02Y2F3gLr27e68BPgceAO80sE3gbr74ewJeA35nZjXh1OK7wx28C7jWz1XiNB670x28F7vDHW/GSJyJyEBecPoUxWSn89x/f4v/dupQffOEUxmanBh2WHIb+/Cb9nUNPOTjn3B68bLUchrKaBmzS6KDDEBEZljo6uwjhfVsznAqPRSIRWts6aT4gMdHStv/95lb/+bZOWnrc3ze3e46X5IgcuNv/IDJSE1SwtBeTlfCQIeCc+xnwswOGVwInHmRuBXDmQcZ3AhccZLwF+PRRCVRkBDhtdgGjMpL40T2v8c1blvC9z5/MFL1HDjuHTHg4514cikBkf4172ti6cw8fPnly0KGIiAw7b763hX+/exld/i/5oRCEQiHiQiHi4kLEhfYlQuJCIcJxIUI9x+JChEP7xrxjvJ9QHD3Os+9279yDjR1wfHtHFy3dCYqWfassWtq8sf4kJ8A7d0pimJSkeJL9n5TEeLIzk0lJ9B8nxZOcFO7xOEyyfz+1+zj/HKnJCSTE92e368gzOiOZUelJVKhTi4jIiHFs8Rh+fsNCvnfnq3zntpf49tUnMu+YvKDDkgHQXokoVV7jfaCaMl5ZRBGRgSqZOIqrPzKD9s4uuroidEUi3m1XhEgE7/HBxnrMjUSgqytCZyRCpMdYpz8nsneuf2ynP2/vedh7vsgBY4kJcSQnesmInFEpXkKiOzmR6Cclet5PjCclOX5v0qI7QZEQHzesVq8Md4X5mZQr4SEiMqJMHJvBf96wkB/ctYwf3r2MGy6bw6ITJgUdlvSTEh5RqrtDS9F4FSwVERmorPQkPn52SdBhSIwpLMjkqZfL6eyKqFWhiMgIMiYrhZ9+eQH/ce8b/PKB5Wyvb+ayRdP0pcMwoHWrUaqsup7RGUmMzlBHXxERkWgweVwmbR1d1G5vDDoUEREZYqnJCfzb50/mzPkTuG/xWm575B06O7uCDksOQSs8olRZdT1F47OCDkNERER8hQX7CpdOyMsIOBoRERlqCfFxfOOKeeRkpfDw86XsrG/hm1fNJzlRv1ZHK63wiELtHZ1UbtnNFCU8REREosaksRnEhdjbwldEREaeUCjEp8+bwXUXz+LN9zZz4+2vUN/YGnRY0gslPKLQps276eyKUFSghIeIiEi0SEwIMz4vnY01SniIiIx0551WxHeuOZHymnq+eetSarc3BR2SHIQSHlGo3C9YWqwVHiIiIlFl8rhMrfAQEREATp6Zz4//6TQa97TzzVuXsG7TrqBDkgMo4RGFymoaSE4MM25MWtChiIiISA+FBZls2bmHPS3tQYciIiJR4JjCbH5+wwKSE+P57u0v8+Z7W4IOSXpQdZUoVFZdT2F+plreiYiIRJmifG/15abNuzmmMDvgaEREJBpMyMvgP29YyA/vXsa/3/MaX75kNh88afKgXzcSidDR2UVrexdt7Z20tXfS6t+2tXf1uN/9nDevICeNk2bmD3p80UAJjyjT1RWhrLqes+ZPCDoUEREROUBhvteppby2QQkPERHZa3RmMj/50gJ++n9vcOufVrBtVzNnzZ/QawKiZ5Jib6Kiwxtrbds/cbF/IsM/tsO7H4kMPNa4ENzxnXNGxI4CJTyizNZde2hu7VD9DhERkSiUOzqF1OR4Nvr1tkRERLqlJMVz02dP4jcPreSBZxwPPOP6fWxCfByJCWGSErzb7p+khDCpyfGMykgiae943N7n9s2L2++YxPc99saaWzv48s//waP/WM+XLpk9iH8a0UEJjyhTVu19gFKHFhERkegTCoVUuFRERHoVH47jK5fP4ZRZ+TQ1t78vAZF0QKIiMSGOxPgwcUNUzmB0Biw6YSLPvL6JT3zQyM5MHpLrBkUJjyhTVl1PXAgm+0tmRUREJLoUFmSy5O0qIpEIoZDqbYmIyP5CoRAnzhgXdBi9+vhZJTzzWgWPv7iBz5x/bNDhDCp1aYkyZTX1jM/LICkhHHQoIiIichBF+Zk0tXSwra456FBEREQGLD8njQVzxrP41XIa97QFHc6gUsIjypRX1zNF9TtERESiVvcqTG1rERGR4eqSs0tobu3kyZfLgw5lUCnhEUXqG1vZXt+i+h0iIiJRbPI4P+FRo4SHiIgMT0UFWRw/fSxPLC2jpbUj6HAGjRIeUaT7g1PxeNXvEBERiVZpKQnkZadSoRUeIiIyjF26qISGpjaefq0i6FAGjRIeUWSDOrSIiIgMC0X5mZQr4SEiIsPYjKIxHFs8hsdeWE97R1fQ4QwKJTyiSHlNPTlZyWSlJwUdioiIiPRhcn4m1dsaaWvvDDoUERGRw3bpohK217fw4tuVQYcyKJTwiCJlNfUUqWCpiIhI1CvMz6SrK0Lllt1BhyIiInLY5lkexeOzePj59XR2RYIO56iLDzqAbmb2DyAPaPeHvghMAW4EEoBfOud+4889B7gZSAEedM7d6I/PAe4CMoElwHXOuQ4zmwTc55/fAVc65xqH6rX1R2t7J1VbGzllZn7QoYiIiMghFPqdWio2NzAWN7EMAAAgAElEQVRlwqiAoxERETk8oVCIS84u4ee/f5Nlq2o5bVZB0CEdVVGxwsPMQsA0YLZzbo5zbg5QBfwYWADMAb5gZjPMLAW4B7gQmA6cYGbn+qe6D7jeOTcNCAHX+uO3Abc5544B3gRuGqKX1m8VtQ10dUW0wkNERGQYKMhJIzE+jnJ1ahERkWHu1FkFFOSk8dBz64hEYmuVR1QkPADzb582s5Vmdj1wDvC8c26nc64JeBi4BDgRKHXOlTvnOvCSHJea2WQgxTm3zD/Xvf54AnC6f/ze8aF4UQNRXuMVLC1WwVIREZGoFw7HMXFcBhtVuFRERIa5cFyIi88qYUNVPcvXbQs6nKMqWhIeo4HngI8Bi4DrgElAbY85tcAEoGCA4zlAg58c6TkeVcqq60lNjmdsdmrQoYiIiEg/FOZnKuEhIiIx4ezjJzAmK5mHnysNOpSjKipqeDjnXgVe7X5sZnfj1ej4UY9pIaALL0kTOYJx/PEBWbVq1UAPGZB3120lJyOO5cvfHtTriEjsmT9/ftAhiIxIhflZPPdGJZ/78TOEeoyHejwIsd+Dg93db/7+zxxwrl7mhXo574dOLuT8hcW9xi8iItItIT7MRWdM5e4nVrF2406OKcwOOqSjIioSHma2AEhyzj3nD4WAjUDPCp7jgBq82h4DGd8KZJlZ2DnX6c+pGWiMM2fOJClpcNrFdnVF2Pbwk5xz4iTmz581KNcQERGRo2vhnAIqt+ymvcNrTbvftys9Hhy4HTqy35MHvbvfHureznvguXpeZ+uuPdz1+LtMnTCK6UWx8aFVREQG14dOnsyfnnU89FwpN33upKDDOSqiIuEBjAJ+aGan4nVk+TTwKeA+M8sFmoCPA18A3gHMzKYC5cAngXuccxVm1mJmpznnXgauAhY759rNbClwOfBH4Gpg8RC/vj7V7miipa1T9TtERESGkTFZKdxw2ZygwzioPS3t3PDfL/CLB97mlm+cSXJStHzkExGRaJWSFM/5C4r549OOitoGJvsdyYazqKjh4Zz7K/AksBx4Cy+B8TLwr8A/gBXAH51zrzvnWoBrgEeANcBa9hUkvRL4hZmtBdKBW/zxL+F1eVkDLMRrdRs1yqr9gqXq0CIiUcjMvmdmq/2fn/tj55jZO2ZWamY/6jF3jpm9aWbrzOwuM4v3xyeZ2RIzW2tmj5tZelCvR2QkSE1O4GuXz6V2exO/e2pN0OGIiMgw8dGFxSQnhnn4+dio5RE16X7n3E0c0C7WOfdHvFUZB859Dph9kPGVeF1cDhyvAM48WrEebeU19YTjQkwalxF0KCIi+zGzc4APAnPxFtP/zcyuAH4GnAFUAk+a2bnOucV4nbM+75xb5tdjuha4nX3twR8ws+5/77819K9IZOQ4bmoOFyws5omlZZw8M5/ZJblBhyQiIlEuIzWRD59SyBNLy7jyw8cwbkxa0CEdkahY4THSlVXXM3FsBgnx4aBDERE5UC3wz865NudcO/AeMI0YbA8uEouu+sh0xuemccuDy9nT0h50OCIiMgxcdMYU4kIhHn1hfdChHDElPKJAWXW9trOISFRyzq3uTmCYWQlwGV6nq5hrDy4Si5IT4/naFfPYXtfM3U+sDjocEREZBsZkpbDohIk8+/omdjW0BB3OEYmaLS0j1a6GFnbtbqVIBUtFJIqZ2bF4tZa+CXTgrfLoFhPtwUVi2anTM3j6tQpykhuZNj4l6HBiilqDi0gsuvisqTzzWgWPL9nANR89NuhwDpsSHgErr2kAYIpWeIhIlDKz0/AKRX/Nr8FxBjHWHlwk1s2a3UnlL17kb8sb+eg5J5KRmhh0SCIiEsUKctJZMHs8T72ykUsWTSM9JSHokA6LtrQErKzG69BSVDD8W/6ISOwxs4nAn4FPOuce8Idfw28PbmZhvPbgi/0C0S1+ggR6tAcHutuDQxS2BxeJdQnxYb5+xTzqG9u449F3gw5HRESGgUsWldDc2sGTL5cFHcphU8IjYOXV9eSNTiFd37SISHT6FyAZuNnMVpjZCrzW4NcQQ+3BRUaCKRNG8YkPGi8ur+LllQNeZCUiIiNMUUEWx08fyxNLymhp6zj0AVFIW1oCtqG6XvU7RCRqOee+Cny1l6djpj24yEhxydklvLZ6M7c9spJji8cwKkPbxEREpHeXnF3Ct3/zEk+/VsEFC6cEHc6AaYVHgFpaO6jZ3qgOLSIiIjIk4sNxfP0Tc2lu7eA3D68gEjmwnrCIiMg+xxaPYUZRNo+9sIH2jgHXnA+cEh4B2ri5gUgEJTxERERkyEwal8mnPjydZas288LbVUGHIyIiUe7SRdPYXtfMi8PwPUMJjwCVV3sFS4u1pUVERESG0IVnTGF6YTZ3PPoO2+uagw5HRESi2Pxj8iguyOKRf5TS1TW8VgYq4RGgDdX1pKUkkDs6JehQREREZAQJx4X42hVz6eiKcOuftLVFRER6FwqFuOTsEqq2NrJsVW3Q4QyIEh4BKq+pp7ggi1AoFHQoIiIiMsIU5KTzmY8ey9tuK39fVhF0OCIiEsVOnV1Afk4aDz23blglyZXwCEhnZxcbaxpUv0NEREQCc+4phcwpyeXuJ1axeUdT0OGIiEiUCseF+PhZU1lfVc+KdduCDqff1JY2IDXbm2jr6KJ4fGbQoYiIiMgIFRcX4obL53DDf/2DXz24nB9fdxpxcVp5GgQz+zxwfY+hIuD3QBqwAOjOSP3AOfeYmZ0D3AykAA865270zzMHuAvIBJYA1znnOsxsEnAfkAc44ErnXOPgvzIRiRVnHz+RP/7d8fDzpcy1vKDD6Ret8AhImV+wtEgFS0VERCRAeaNTufbC41i1YQd/faks6HBGLOfcXc65Oc65OcCVwFbg+8DxwOndz/nJjhTgHuBCYDpwgpmd65/qPuB659w0IARc64/fBtzmnDsGeBO4aahem4jEhoT4MB87cwrvrN+Oq9gZdDj9ooRHQMqq64kPxzEhLyPoUERERGSEW3TCRE6YMZbfPbmGqq27gw5H4Hbgu8AeYBJwj5m9Y2Y/MLM44ESg1DlX7pzrwEtyXGpmk4EU59wy/zz3+uMJwOnAwz3Hh+zViEjM+NDJhWSkJvDQc6VBh9IvSngEpKymnknjMkiI11+BiIiIBCsUCnH9pXNISgzzy/uX09nZFXRII5a/VSXFOfcQMA54HvgscDKwEPgcUAD0bJVQC0zoYzwHaPCTIz3HRUQGJCUpno8uKOa11ZupqG0IOpxDUg2PAEQiEcpr6jlxxrigQxEREREBIDszmX+6eDY/v+9NHn1hPZcumhZ0SCPVF/Fqc+CcKwM+1v2Emd0KXI23UqNnm4QQ0IX3ZWZ/xvHHB2TVqlUDPUREYtDEjE4S4kP878OvcfGp2UGHw/z583t9TgmPAOxsaKG+sU31O0RERCSqLJw7nlfereGPf1/L8dPH6rPKEDOzROAM4Br/8XHANOfcI/6UENAOVAH5PQ4dB9T0Mb4VyDKzsHOu059TM9D4Zs6cSVJS0kAPE5EYtG77Kp5YWsYNnzyGcWPSgg6nV9pPEYDugqVqSSsiIiLR5rqLZ5Gemsgv7n+b9g5tbRlis4B1zrnujiwh4JdmNtqvw/EF4DHgNcDMbKqZhYFPAoudcxVAi5md5h9/lT/eDiwFLvfHrwYWD81LEpFYdNEZU4gLwWMvrA86lD4p4RGAspruDi1qSSsiIiLRJSs9iesvmU15TQMPPuOCDmekKcZbpQGAc+4d4D+Al4E1wArn3P3OuRa8VSCP+ONr2VeQ9ErgF2a2FkgHbvHHvwR8wczW4NUCuXHQX42IxKwxWSmcffwknnl9E7saWoIOp1fa0hKA8uoG8sekkZqcEHQoIiIiIu9z0sx8zj5+Ig89X8qJx45j2qTRQYc0Ijjn/gT86YCx2/Bayh449zlg9kHGV+J1cTlwvAI482jFKiLy8bOm8uzrFTy+ZAPXfPTYoMM5KK3wCEBZTT1F47W6Q0RERKLXtRcdR3ZGEr984G1a2zuDDkdERKJMQW46p84q4KlXNtLY3B50OAelhMcQ29PSTu32JopVBExERESiWHpKAjdcPpfKLY3ct/i9oMMREZEodOmiaTS3dvDUy+VBh3JQSngMsfIar1dxkQqWioiISJSbZ3mce2ohjy/ZwOqyHUGHIyIiUaZ4fBbzj8njiaUbaGnrCDqc91HCY4iV+wVLtcJDREREhoPPfPRYxman8ssH3qa5Nfo+zIqISLAuXTSN+sY2nn19U9ChvI8SHkOsrLqezLRExmQlBx2KiIiIyCGlJMXztU/MY8vOPfz2r6uDDkdERKLMscVjmF6YzaMvrKejM7ramSvhMcTKa+opLsgiFAoFHYqIiIhIvxxbPIYLT5/C4lc2stxtDTocERGJMpcuKmHbrmZefLvq0JOHkBIeQ6ijs4uNtbtVv0NERESGnU+dO50Jeenc8uBymqK0Gr+IiATj+OljKczP5JF/lNLVFQk6nL2U8BhCVVsb6ejsorhALWlFRERkeElKCPP1K+axc3crdz7+btDhiIhIFAmFQly6qITKLY28tro26HD2UsJjCJVV+wVLtcJDREREhqFpk0Zz6dklPPdGJa+tip4PtCIiErzTZhWQPyaNh54rJRKJjlUeSngMofKaehLj4xifmx50KCIiIiKH5fIPGEUFmfz64ZXUN7YGHY6IiESJcDiOi8+aSmllHStLtwUdDqCEx5Aqq65ncn4m4bD+2EVERGR4SoiP4+tXzKNxTxv/8+g7QYcjIiJRZNEJE8nOTOKh50qDDgVQwmPIRCIRyqrrtZ1FREREhr2igiw++aFjeGllDUuXVwcdjoiIRImE+DAXnTGVd9ZvZ92mXUGHo4THUNlW10xjcztFBUp4iIiIyPB38ZlTsUmjuf3RlexqaAk6HBERiRIfOnky6SkJPPTcuqBDUcJjqJT7BUunaIWHiIiIxIBwOI6vXTGX1rZObn1oRdQUqBMRkWClJifw0QXFLFu1mU2bGwKNRQmPIVJW00AoBJPz1ZJWREREYsOEvAyuPm8Gb6zZwnNvVAYdjoiIRInzFxaTlBjm4eeDreWhhMcQKauuoyAnjZSk+KBDERERETlqzl9QzMwpY7jz8XfZumtP0OGIiEgUyExL5EMnT+bF5dVs2Rnce4MSHkOkrKZB9TtEREQk5sTFhfjq5XPp6opw64Mr6OrS1hYREYGPnTGVuBA89sL6wGJQwmMINDa3s3XnHnVoERERkZg0bkwan7tgJitKt7H41Y1BhyMiIlEgZ1QKZ82fyDOvVbBrdzDFrZXwGALlNV7BUiU8REREJFZ96OTJzLM8fvvX1dRsbww6HBERiQIfP7uE9s4u/rK0LJDrK+ExBLo7tBRrS4uIiIjEqFAoxFcun0N8OI5fPbCcTm1tEREZ8cbnpnPqrAKefLmcpub2Ib++Eh5DYEN1PaMykhidmRx0KCIiIiKDZkxWCl+46DjWlO/kiSUbgg5HRESiwKVnl7CnpYOnXikf8msr4TEEymvqtbpDRERERoSz5k/g5Jnj+P3i99i0uSHocEREJGBTJoxi3jF5PLGkjNb2ziG9thIeg6y9o4vKLbtVv0NERERGhFAoxJcumU1KUjy/eGA5HZ1dQYckIiIBu/TsEuoaW3n2tYohva4SHoOscstuOjojWuEhIiIiI8bojGS+9PHZrK+s4+HnS4MOR0REAnZs8RimF2bzyAvrhzQRroTHICurrgOgaHxmwJGIiIiIDJ3TZhdwxtwJPPC0Y0NVXdDhiIhIgEKhEJcsKmHbrmaWLK8asusq4THIymoaSEoMk5+THnQoIiIiIkPqixcfR1Z6Ir+4/23aO4Z237aIiESXE6aPpTA/k4efL6VriDp5KeExyMqq6ynMzyQcFwo6FBEREZEhlZGayA2XzaVi827uf9oFHY6IiAQoFApxydklVG5p5LXVm4fkmkp4DKJIJOJ1aFHBUhERERmhjp8+lg+cOIlHni9lbcXOoMMREZEALZhdwLgxqTz8/DoikcFf5aGExyDasnMPe1o6VLBURERERrTPXziTMaNS+OX9b9PS1hF0OCIiEpBwOI6Lzyph3aY63indPujXU8JjEJVV1wNohYeIiIiMaKnJCXz18rlUb2vi90+9F3Q4IiISoEXHT2R0RhIPPb9u0K8VP+hXGMHKauqJC8GkcRlBhyIiIiISqNkluXx0QRFPLC3jjTVbmF6UzYyibGYUjWFCXjqhkOqdiYiMBIkJYS46Yyq//etq1m3axbRJowftWkp4DKLy6gbG52WQnKg/ZhEREZHPfPRY8seksapsB2+t3cLzb1YCXnHT6YX7EiBTJ2aREB8OOFoRERksHz5lMg89t46Hny/lu9ecOGjXibrfxM3sv4Ac59w1ZjYHuAvIBJYA1znnOsxsEnAfkAc44ErnXKOZjQL+ABQD24DLnHObzSwRuBs4HmgGPumcWzvYr6Wspp5ji8YM9mVEREREhoXEhDAXnD6FC06fQiQSoWZ7E2vKdvDexp2sKd/B62u8qv0J8XGUTBzFjKIxzCjKZnphNumpiQFHLyIiR0tqcgLnLSjiwWfWsWlzA5PGZQ7KdaIq4WFmi4BPA0/6Q/cBn3fOLTOzu4FrgduB24DbnHMPmNlNwE3At4AfAUudc+eZ2VXAr4DLga8ATc656WZ2OnAvcPJgvpaGpja21zVTPH5w/uJEREREhrNQKMT43HTG56bzgZMmA1C3u5X3Nu5gTflO3ivfyWMvrOfh570q/pPGZeyXABmbnaptMCIiw9j5C4r584sbeOQf6/n6FfMG5RpRk/Aws2zgx8BPgNlmNhlIcc4t86fcC/zAzO4CTgcu6jH+Il7C4zz/OYD7gd+YWYI//m8AzrklZpZrZpOcc5sG6/WU+wVLi9ShRURigJllAq8AH3XObTSzc4CbgRTgQefcjf68Aa3MC+CliEgUG5WRxCnHFXDKcQUAtLR1UFpZx5pyLwmyZHkVf3t1IwDZmcl7t8BML8qmKD+TcFj1+EVEhous9CQ+dNJknny5nCs/dAx52alH/RpRk/AA7gD+FZjoPy4Aans8XwtMAHKABudcxwHj+x3jf8BuAHL7ONegJTzKatShRURig5mdBNwJTPMfpwD3AGcAlcCTZnauc24xA1+ZJyLSq+TEeI6bksNxU3IA6OyKsGlzA2vKd+5Ngry0sgaAlKQwNjmbGYVeEmTa5NGkJEXTR10RETnQRWdM5alXynnshfV88eJZR/38UfEuYGafByqdc8+Z2TX+cBwQ6TEtBHQdZBx/vHtOT70dE+pxTL+sWrVqINN5892dZKSEWe8GdpyIyEDNnz9/sC9xLfBl4Pf+4xOBUudcOYCZ3QdcamZrGPjKPBGRfgvHhSgqyKKoIIvzTisCYOuuPbznJ0De27iT+59xRCIQFxeieHzW3gTI9KJssjOTA34FIiLSU+7oFM6aP5GnX6vg8g8YozKSjur5oyLhgVdnI9/MVgDZQDpegiK/x5xxQA2wFcgys7BzrtOfU+PPqfbnVZlZPJAB7ACq/HkbDjhXv82cOZOkpP7/4f/2+eexwpyh+EVERGRQOec+D2Bm3UO9rZo7nJV5IiJHJG90KnmjUzljnvfPSlNzO2srdvpJkJ38bVkFTywtA2DcmNS9dUBmFI1hfG46cXGqAyIiEqSLz5rKs29s4omlG7j6IzOO6rmjIuHhnPtA931/hceZzrnPmNkqMzvNOfcycBWw2DnXbmZL8ZIkfwSuBhb7hz/lP/6J//xSf373+EtmtgBoGcz6Ha3tnVRubeSkmfmHniwiMvz0dwVef1bm9dtAV9qJyMg2PQ+m5yXTcfw4Nu9qY9O2NjZta2XZu9V72+GmJMYxMTeRSblJTMpNZPyYRMIDTIDoyy0RkSMzIS+DU48r4MmXy/n4WSWkpSQctXNHRcKjD1cCd/rF8t4GbvHHvwT8zsxuxKvDcYU/fhNwr5mtBur84wFuBe7wx1vxkieDZkd9M11dEaZOUP0OEYlJ3avmunWvmuttvK+Vef020JV2IiIHE4lEqN3etLcGyJryHTy7wqu9dsHCYq696LiAIxQRGXkuWVTCy+/U8OZ7W/au2Dsaoi7h4Zy7F29/N865lXh7xQ+cUwGceZDxncAFBxlvwWt3OyTyx6Txg2tPYc603KG6pIjIUHoNMDObCpQDnwTucc5VmFnLAFfmiYgMqVAoREFuOgW56Zxz4r52uK5iJ5PGZQYcnYjIyDR1wih+dv0CCvOP7r/D6t01CEKhEPOOydOeUBGJSX4S+RrgEWANsBZ42H/6SuAXZrYWrx5Tz5V5X/ALmy4EbhzKmEVE+jIqI4mTZuaTn5MWdCgiIiPWjKIxpCYfve0sEIUrPEREJDo55wp73H8OmH2QOQNamSciIiIiMli0wkNEREREREREYo5WeIiIiIiIBMzMPg9c32OoCPg98GfgZiAFeNA5d6M/fw5wF5AJLAGuc851mNkk4D4gD3DAlc65RjMbBfwBKAa2AZc55zYPyYsTEQmIVniIiIiIiATMOXeXc26Oc24OXj2krcDPgHuAC4HpwAlmdq5/yH3A9c65aXhtwK/1x28DbnPOHQO8idfFEOBHwFLn3HTgTuBXQ/CyREQCpYSHiIiIiEh0uR34Lt5qjFLnXLlzrgMvyXGpmU0GUpxzy/z59/rjCcDp7CskfS9wqX//PLwVHgD3A+f680VEYpYSHiIiIiIiUcLMzsFLZjwEFAC1PZ6uBSb0MZ4DNPjJkZ7j9DzGf74ByB2klyEiEhVUw0NEREREJHp8Ea9mB3hfTkZ6PBcCugYwjj/ePaenUI/n+mXVqlUDmS4iMiTmz5/f63NKeIiIiIiIRAEzSwTOAK7xh6qA/B5TxgE1fYxvBbLMLOyc6/Tn1Phzqv15VWYWD2QAOwYS38yZM0lKShrIISIigdKWFhERERGR6DALWOeca/If/3/27jxOrqrM//inupN0urMvJN1plsBAHggBGsMiQhBHHEUZgRmVQQQBgR8/wHHGcZsRVJwZ0XEHfyADRFRAUZZxVHADhQQEZemEEHjYEUhVQlf26nR6q98f51aoNNXp6qSrq+rW9/165WXXqXNvnSpenrr13Oc55yHAzGxfM6sHPgjc5e4vAV1mdnTU74yovQdYApwatZ8J3BX9fWf0mOj5JVF/EZHYUsBDRERERKQy7EPI3gDA3bsI2R63ASuBp3h9QdLTgW+a2VPAROCKqP1C4HwzWwksAi6J2i8F3mxmT0R9LirpOxERqQCJbHZgmZ/ke+SRR+YCLyiFT0Qq2MC67FjRPCwiFS7WczBoHhaRijfoPKw1PIZWD9Dd3V3ucYiIFLRixYq5wCsLFy7sHapvldI8LCIVqwbmYNA8LCIVbEfzsAIeQ2sBePrpp8s9DhGRwbwA7A28WOZxlIrmYRGpZHGfg0HzsIhUtkHnYQU8hvZnQv1jEugr81hERAbzytBdqpbmYRGpdHGeg0HzsIhUvoLzsNbwEBEREREREZHY0S4tIiIiIiIiIhI7CniIiIiIiIiISOwo4CEiIiIiIiIisaOAh4iIiIiIiIjEjgIeIiIiIiIiIhI7CniIiIiIiIiISOwo4CEiIiIiIiIisaOAh4iIiIiIiIjEjgIeIiIiIiIiIhI7CniIiIiIiIiISOwo4CEiIiIiIiIisaOAh4iIiIiIiIjEjgIeIiIiIiIiIhI7CniIiIiIiIiISOwo4CEiIiIiIiIisaOAh4iIiIiIiIjEjgIeIiIiIiIiIhI7CniIiIiIiIiISOwo4CEiIiIiIiIisaOAh4iIiIiIiIjEjgIeIiIiIiIiIhI7CniIiIiIiIiISOwo4CEiIiIiIiIisaOAh4iIiIiIiIjEjgIeIiIiIiIiIhI7CniIiIiIiIiISOwo4CEiIiIiIiIisTOm3AOQ+DOzK4Bjo4fzgReALdHjo9x9S8ED33ieF4H3ufvDw3jtLwLPuvsPih5wcef9AnAR8CqQBeqBNcCF7v70CL1GO3Ccu68f5Pn3Ase7+z/mtR0N/Aw4yN2Tw3y9/YGvA3tETeuAz7r70p0c/wXAVHf/8g76HAd8x90X7MxriMiOmVkWWAH0DXjqZHd/cQfHHQ58xN0vMLPDgM+4+/sK9PsFcKu73zCMMX0CWODuZxV7TCmZWQvwLcL3U5bw/fQld//ZLpzzN8AH3b1jGMcM+jnvxOvPBF5z98SunktEJJ+Z1QMfAz5I+C05Dvg58Dl337qD414kuo7fmTlSZGcp4CElN+AH+YvA6cMJWuzia3+uhKe/xd0vzj0ws48CNwOHjcTJ3b1tiOf/F/jfAc3vBs4dbrAjchtwibvfAWBmxwK/NLO93X3tcE/m7t/diTGIyMh7205cVB4I7A4Qzde7/CO8gl0H/M7dTwUws/nA/Wb2Fnd/cifP+Y7hHlADn7OIxMPVwDTg7e6+wcwmADcR5tIzijzHsOdIkZ2lgIeUVZQpcRQwB1gG/AtwDTAbaAZeAj7g7muiQy4ys0OABuDr7r7YzOqAbwJvBiYBCcKP/vvN7AZghbt/zcwWAV8FmoBuwo/7Xw0Yz+mELI2jo8d7Ag8Cc929e4i3czdweXTcH4C1wP6EL4YfAN8GDgLGRn0/CZwD/K27/2103P7Rc3sCvcBuhP+f/gCYGb3OL939UjM7ixApP9HMdo9eZy5wkpnt5+5fNbO50fnuBI4kfEF9KhfUGKAFmJB74O73mdkHiO4Mm9nJwOcJpXCbgI+7+5/MbAzwX8CJ0ZgfAC4E/g2Y6e4Xm9mJ0eNxwCzg++5+6RCfp4iUUJRh9Z/A88ACwtz0f4C/AF8EppjZ94DvE2Vimdmc6PEcwvw8K+9850THjwOmA19296vNbCxwBeECdw2wGtgQHTOFAnOju/ea2WXAKYT5Og2cNTCYG83xG6Pj9wCWA2e6++Zi5vxIC6ssnOYAACAASURBVNBoZnXu3u/uK6MMunXRaxwQjXEGIZvvCndfnPee/4UwT3YAH44+O4Dfm9m7gcnAd6Ljs4Tvrh9En/+3gQwwkfCd8PXoc/414XuQ6Ll9ACN8v/0/wnddC9AOnOruXWb2d9F/z07gz3mf0QTC98N+0Rg2Ee6senTMJUB/9B4+6e73FfiMRESIritPB1rcfSOAu2eirN6j86+7o/7bPY7avhf9mZsjl5CXwZ3LBCHMqUuAJwnXt28FzgZOAhoJ16yfGOSaVmQbreEhlWAv4FB3/xDwD8Af3f0owgVeJ9tHi7e4+5sIF86Xm9mBhB/ycwjlMfMJF+OfyX8BM5sB3Ap8zN0PJlyU3mhmew8Yy0+BfaPzApxL+HG+w2BH9KP/I8Dv85rXuft8d7+SEJB5xN0XAocSghcfB34EHGNmzdExZwPfc/f89PPzgOej970I2C/6kZDvJuD37n4QcDTwITP7h+i5fYBfu/sR0efyrUHexkXAlWa2ysx+YmYXA3+Oovf7A98F/t7dDwE+B/zMzCYTghsLgUMIP5omAafmfTYJwg+CD7v7YYTA1L9GKdciUnq/N7P2vH/5F4dHEn5kHwp8j1DK8TLh/+NL3P3sAef6f8CD7n4g8I+EoC5mNpEwV707OtephEAohDliHqFk5B2EgG5OwbnRzPYA/gk4PJo3fhONtZCFwLuAAwgXxe8fxpwP8AngYmCNmf3MzD5JmHNT0dx+K6HUZCHhgvsTZvbmKPj+FeBd0Wv8L6EMMPeZvQ1IRu1XRn1OAL5kZkdFfRYAp0XPbUsFd/d3Rll+RxJKJ//V3Z+JPuPvu/ubgX2BvYH3mNlsYDFhjl5ICEblnACsd/ej3H0eIRiSy078KiHIfxhwKXDcIJ+xiAiE+faJXLAjx91T7n5bMSfInyOj75sd2R3492juGgccTyj3Phj4LK8HmEUGpYCHVIIH3b0XwN2/DTxgZh8HriJcDE7M63tN1G8V4QL47e7+R8Idqv9jZl8jRIXzj4Fw0fisuz8UHf8EcD8DLu6iwMZ1wLlRjeJZwH8PMu5Tcz8gCHcVZxEuRnOW5P19YjS+duAR4AjCOhubgNsJAYp6QtT8+gGv8yvg783sTsLd08+4+4bck9Hdu6MJP0SInruBcJEL0EPI8AB4lHDn9Q3c/UeEO4ZnAk8Rsk9WRtH8vwbudvfno773EO7ULiR8+fzQ3bdEd0dPdfcf5p03C/wtsNDMPg98g3CXcls2iYiU1NvcvS3v3yl5z73k7u3R34POD3mOJ8wvuPuzwD3R35sJ89x7zOzfCReiE/OOudndu909QwjQ5hScGwk/8pcBj0bzeru7/88gY/qVu2919x7g8eg9FDXnR8/dQwjCnAw8RJivnorWMZkH/BWwOBrjvYQ7i4cCbycEk1+OzvMtd79gwOnnAePd/faozypC+eC7oudfdveXKCDKXrwReNLdvxI1fxp4zcw+RcjamEP4nI8BHnf3lVG/a/Le363ADWb2UTP7dvQZ5P7b/Bi4w8yuI2QA5oJUIiKF9DO6vx97gT8CRHPlmcDpZvZl4ALeeL0v8gYqaZFKsDn3h5l9hXDBu5iQLTGW8OM4Jz/zoQ7oMbP3ENKCv05YsPMp4EMDXqOekEqcry46/0DfJdwBu5eQhvfCIOPebg2PAjbn/V0PvN+jenAzm5o3nmsJQZUnCRe2272eu/85uit5PCHw8CczOyGvSx3bf0YD31u3u/dHf2cL9M2V0pzl7p8Bfhf9+5yZ/Y4QQNrK4J9fb/5z0Z3GurzHE4DHgDsIQaDFhB8WWkxPpPzyF40uOD8MMLBPL0BUVvdHwly2lJAVcWJevzccEyk4N7p7v5m9lbAm0vHAN83sV+7+qSLfQ1FzvpnNAr4AfNTDAs1LCRkY1xGyQq4BNnjemkrRHLcBOJ/t575GYC93f2rA+9vRODYzuG8TAsP/kNf2I8K120+AXxICNbnPtuBnbGb/NxrrdwjrTK0lZIbg7p81s8WEzJuzCNl4R+xgTCJS2x4CDjCzSdFNOwDMrJUw/69h+7loXBHnHPi9kn/M1txNUTN7E+E6/5uEm573EgK/IjukDA+pNO8EvhVlCKwhXITV5z1/FmxbW+N4Qr33O4Cfu/vVwMOEH9P5x0C4EN/fzI6Ijj+QsHPMHwYOILpb90fChDpSE+mvgX82s4SZNRBSnC+OXu9BwkT/OULwYztRFPvS6O7mx4AnCJkvufFuIqwzclHUfwohAv7bYYxvNXC+mW1bMM/MpgOthLu+dwPvNLN9ouf+mlAv/xAhOPJBM2uI7kheDZyWd+79CDXsl7j7zwl3Fxt4438jEakcvRQOCP+K8OM5Nw+/LWo/DHgN+A/CheiJUZ964C7gTDMbb2bjySt5Y5C5MSoXWUEIAl9OmI8PH8b4i53z1xK+Qz4Wld9hZk2ErI5HAQe2mNmHouf2iMa1kBCUP97CLi8QMvByGRJ9hM/vKUJg/u+i4+cAf88Q87OZfYawvtUHBpQ4vhP4orvfEj0+kjCX3gccGH1uEH1X5h1zg7tfH72fvwXqzWxMVCvf5GGR6QuBg6P/DiIibxBlqd1EyHqbDBD971WEtZZeI1q8P5rv3jrIqXJzJAOOOY6QbVzIscDD7v4NQrCj0PW+yBso4CGV5ovA18xsOeHCdymhTjlnvJk9SijR+KiHLWC/CxxnZo8TLlCfA/aOfnwD4GGHgvcT1qh4nHCX62wffAvZ7xEm0TsHeX64/pFwp+5xQvnL42yfOnwtYa2NQinb3wLazGwFIaDzAiENOd/pwNuj9/YnQpnMDcUOzt3XEbJHPmJmL5rZE4RAxpfc/Z4oTfpC4PZoHF8mLLa6gXAH9JHo3+OEmvUr8k6/HPgFIUX8ScLF9kq2/+8qIqUzcA2PdgsLxe3Ig8A+Znb7gPaLgPnR/5evJyyaCSHI8QrhB/WThMyD1wj/P7+GMHetIFyk5mexFZwb3X0ZIYvhYTN7mFBi9/Fi33Cxc3505/BvCMGFF6L57SHgF+6+OCpzPIlQ5rg8ep+Xuvv97v44YaHRX5nZMkKZSq6k5afRezXCRfnHouN/RwhY5K/3tJ3oR8KXos/lvrz/Zu8lLP58R/SeroleY193f42wReRN0Xdk/lolXyOUDS0nZNk9Gh3TS1gn5ebomJ8C5/gOtpUUESFcD64klKC3E+bMlYR1764EWszMCdfS9wxyjp8C95rZAkKp3seic51BuJ4s5EfAzOj7ZyUhQ266mU0ambclcZXIZgdmWorER3Sx/tso+6PYY+oIqb8v5dVNi4iIiIiISBVRhofElpndSyj9uGsYx0wipOTtyfZZCiIiIiIiIlJFlOEhIiIiIiIiIrGjDA8RERERERERiR0FPEREREREREQkdsaUewCV7pFHHhkD7A68snDhwt6h+ouIyMjSPCwiUl6ah0WkWingMbTdgRcWLFhQ7nGIiAwmUe4BlJjmYRGpZHGfg0HzsIhUtkHnYZW0iIiIiIiIiEjsKOAhIiIiIiIiIrGjgIeIiIiIiIiIxI4CHiIiIiIiIiISOwp4iIiIiIiIiEjsKOAhIiIiIiIiIrFTcdvSmtnXgJnufpaZtQHXAZOB+4AL3L3XzPYEbgRmAQ6c7u6bzWwqcBOwD/Aa8AF3T5nZOOB64DBgC/BBd39q1N+ciIiIiIiIiIyKisrwMLO3Ax/Oa7oRuNjd5xH21j0var8KuMrd9wceBi6N2v8DWOLuBwDXAt+O2v8RyETt/wTcUMr3ISIiIiIiIiLlVTEBDzObDvwn8KXo8V5Ao7s/GHW5AXi/mY0FjgVuzW+P/n4PIcMD4EfACVH/be3ufh+wW5QlIiIiIiIiIiIxVEklLdcAnwX2iB7PAZJ5zyeB3YGZwEZ37x3Qvt0xUenLRmC3HZzrLyP/NkRE4sfMJgMPACe6+4tm9j3gGCATdbnM3e8ws+OBbwCNwC3ufkl0fMESxdF+HyIiIiJSOyoi4GFm5wIvu/vdZnZW1FwHZPO6JYD+Au1E7bk++QY7JpF3TFFWrFgxnO4iIqNm4cKFJT2/mR1JKBOcl9d8GHCsuyfz+jUCi4G3Ai8DvzSzE9z9LkKJ4rnu/qCZXU8oUby6pAMXERERkZpWEQEP4FSgxczagenAREKAoiWvTzOwClgDTDGzenfvi/qsivq8GvV7xczGAJOANPBK1O+5Aecq2oIFC2hoaNiJtyYiUvXOAy4CfghgZk3AnsBiM2sF7gAuA44AnnH3F6J+NxJKEVfyxhLFy1DAQ0RERERKqCICHu7+jtzfUYbHce5+tpmtMLOj3f1+4AzgLnfvMbMlhCDJzcCZwF3R4XdGj78UPb8k6p9rX2pmxwBd7q5yFpEak81m+fFvn+bog1vYs3lyuYdTNdz9XAAzyzU1A/cAFwIbgF8AHwE2U7h8cLCywmFRpp2IlNLKl7cwpg7mtTYO67hSZ9mJiIykZ15ex7OvbOCEo+aWeyijoiICHjtwOnBtVDv+KHBF1H4h8H0zu4SwDsdpUfulwA1m9gSwPjoe4Ergmqh9KyF4IiI1Zu3GLm7+9VO8smYTn/zQYeUeTtVy9+eBU3KPzexKQlD5VoorRRx2WSEo005ESuv6u+9mj9mTOO29CmCISHz9fMnzPPF8WgGPcnH3G4i2jXX3ZYQU6YF9XgKOK9C+FnhvgfYutt/uVkRqUCrdCcCfnkjR1d3L+HEVNwVWBTM7CJjn7rdFTQmgh9fLB3Ny5YODtYuIVIT+/iypdCeHHdBc7qGIiJRUKt3J7OkTyj2MUVMx29KKiJRasiNsKNLV3ccjT64p82iqWgL4lplNi7b+Pp+wjsdDgJnZvmZWD3yQUIr4EtBlZkdHx5/B66WIIiJlt3ZjFz29/bTMaCr3UERESiqZztBcQ3OdAh4iUjNS6Qx1CZg6sYH72l8p93CqlrsvBy4H7gdWAu3u/qMom+4s4Lao/SlCmQuEEsNvmtlThIWprxh4XhGRckmmQ0C8eUbt3PUUkdqzZWsv6zdtpWVm7cx1yucWkZqRTGeYOa2JIw6YzW8eeonOrh6axo8t97CqhrvPzfv7KuCqAn3uBg4p0F6wRFFEpBKkogzAWvoRICK1J1WDwV1leIhIzUilM7TMaOKYtla6e/v508rV5R6SiIhUgGQ6Q31dgt2mDm+HFhGRapILeLQo4CEiEj/Jjk6aZ0zggLnTmTllPEsee7XcQxIRkQqQSncya1oT9fW6NBaR+Ep2hAX8m2som02zuojUhM1betjU2U3LjAnU1SU4pq2VR301m7f0lHtoIiJSZrW2iJ+I1KZUOsOkprFMbKydkm4FPESkJuTqs3MR7UVtrfT2ZXnw8WQ5hyUiIhUg1ZGpqTueIlKbQnC3tuY6BTxEpCYkB9Qs7rfHVGZPb2LJMpW1iIjUsk2d3Wze0lNTNe0iUpvCena1Ndcp4CEiNeH1ValDynIikWBRWyvtT7/Ghs1byzk0EREpo2RH7e1aICK1p7evnzXrttRcNpsCHiJSE5IdGaZObNhuG9pFba3092f5o8paRERq1rZdC2rsR4CI1JY16zrp78/SUmPrFSngISI1IZXufMOCdHvPmUzrbhNY0q6yFhGRWpUreWyeXls/AkSktqSiHVpaZk4s80hGlwIeIlITkuk3LkgXylp2Z8VzHazb2FWmkYmISDmlOjqZPrmB8Q1jyj0UEZGSSQ4o764VCniISOz19PaR3rCl4CJNi9rm0J+F+5evKsPIRESk3Gpx1wIRqT2pdIZxY+uZPnl8uYcyqhTwEJHYS6U7yWYLL0i3Z/Nk9mqepLIWEZEalVLAQ0RqQLIjQ/OMJhKJRLmHMqoU8BCR2EsN2JJ2oEWHtrLyhbW8tm7LaA5LRETKbGtPH+kNXVqwVERirxa3pAUFPESkBmyrWZxZuGZxUVsrAPcvV5aHiEgtWZ3WlrQiEn/ZbJbU2s6anOsU8BCR2EulOxk/rp6pExsKPj9n5kT+avcpKmsREakxqXS0a0GNLeInIrVl3aatbO3uq8m5TgEPEYm9ULM4YYc1i8e2tfL0X9ZvK38REZH4SyrDQ0RqQLIjl+1ce3OdAh4iEnupdGbI+uxjDgllLcryEBGpHamODE3jxzB5wrhyD0VEpGSGWs8uzhTwEJFY6+vPkkoPXbM4a3oTttc0lrZre1oRkVqR25K21nYtEJHakkxnqEvAbtNU0iIiEivpDVvo7esvqmZxUVsrz6/awCtrNo3CyEREpNxqddcCEaktqY5OZk5rYuyY2vv5X3vvWERqSmoY9dnHHDKHRAKWKMtDRCT2+vqzrF7bSXMNLuInIrUlBHdrc65TwENEYi3ZEa3AX8QiTTOmNDJ/7xlax0NEpAak12+hty9b1PeDiEg1y5Xv1SIFPEQk1lLpDPV1CXab2lhU/0Vtrby8ehMvJTeWeGQiIlJO2qFFRGpBZ1cPGzPdNVu+p4CHiMRaMp1h1vQm6uuLm+6OPngOdQm4T1keIiKxVsu7FohI7ajlLWlBAQ8RibnhLkg3dVIDB++7G0vaXyWbzZZwZCIiUk7Jjgxj6hPMKDIDUESkGqXSUXl3jQZ3FfAQkdjKZrOkOjLDXpDumLZWkh0Znnt1Q4lGJiIi5ZZMZ5g9vYn6Om1JKyLxtapjM0DNLtCsgIeIxNamzh4yXb3DXpDuLQe3UF+XYKnKWkREYivV0an1O0Qk9lLpTqZMHEfT+LHlHkpZjCn3APKZ2ReB9wFZ4Hp3/4aZfQ84BshE3S5z9zvM7HjgG0AjcIu7XxKdow24DpgM3Adc4O69ZrYncCMwC3DgdHffPIpvT0RG2XC2pM03qWkch9oslrS/yoffM59EQnf/RETiJJvNkkxnmL/P9HIPRUSkpIZb3h03FZPhYWZvBf4aOBg4DPiomVn097Hu3hb9u8PMGoHFwEnAAcDhZnZCdKobgYvdfR6QAM6L2q8CrnL3/YGHgUtH672JSHnkFmnamUl+Udsc1qzbgv9l3UgPS0REymxjppstW3tr+keAiNSGZDpTswuWQgVleLj7vWb2tigbo5Uwti3AnsDiqO0O4DLgCOAZd38BwMxuBN5vZiuBRnd/MDrtDcBlZnYdcCxwcl77vcCnR+XNiUhZ5DI8Zu9EzeKRB7Ywpn4ZS9pfZf+9dAfQzCYDDwAnuvuLee0XA+9z9+PMbBbwm7zDpgC7ufvEKKh9O/By9Nxj7n726IxeRGR727akreEfASISfz29fXSs31LTwd2KCXgAuHuPmV0GfAL4KTAWuAe4ENgA/AL4CLAZSOYdmgR2B+YM0j4T2OjuvQPai7ZixYrhvh0RKbMVT69lYmMdTzy+bKeO37dlHL//84u0tW6lroLLWhYuXFjS85vZkcC1wLwB7fOBzwDPArj7GqAteq4OuBv4bNT9MOBr7n55SQcrIlKE1C5kAIqIVIvVazvJZodf3h0nFRXwAHD3z5vZV4CfA29391Nyz5nZlcCZwK2EdT5yEkA/oUSnmHai9qItWLCAhoaG4RwiImX20weXsmfz+J0OCGTqXuGrNz5C47S5LPirmSM8uqpyHnAR8MNcg5k1ANcAnyPMywOdDXS6+83R48OB2WZ2GvAicJG7v1zgOBGRkkumO0kkYPb02ty1QERqQ61vSQuVtYbH/tGCo7h7JyH1+VQz+/u8bgmgB3gFaMlrbwZW7aB9DTDFzOqj9paoXURiLNmxeZci2ofPb2bc2HqW1PhuLe5+rrsvGdB8OWEtpecH9o/m2s8Ssj9y1gNXuvvBwJ3Aj0s0XBGRIaXSGWZMHs+4sfVDdxYRqVK59eyaZ9ZucLeSMjz2Iay3cQwhG+Mkwjob3zKzewhlLOcD3wceAszM9gVeAD4ILHb3l8ysy8yOdvf7gTOAu6JSmSXAqcDNhLuRd43y+xORUdTV3cvajVuZswv12Y0NYzhi/mzuX76K808+iPr6iokRl5WZvQPY090/bmbHFejyLsI6S4/nGtz9gry/v2tmXzazKe6+odjXVWmhiIyUZ15aw4QGeOSRR3b5XKUuKxQR2VmpdIbx4+qZOrF2KxUqJuDh7nea2RHAY0AfcJu7f9HMOoD7Cet53ObuPwIws7OA24DxhLuFt0anOh24Nlpg71Hgiqj9QuD7ZnYJ8BfgtFF5YyJSFqujFL5drVlc1NbK0mWrePy5DtrmzRqJocXBacCBZtYOTASazewWdz81ev5k8jI4ovU8/hX4srv35Z2nl2FQaaGIjJRv//xXHHbAbBYuPLTcQxERKZlkOkPzjAkkKngtulKrmIAHgLt/AfjCgLarCFvKDux7N3BIgfZlhF1cBra/BBw3MiMVkUqXW4G/ZRdX4F94wGwaG+pZ0r5KAY+Iu5+T+zvK8PhCXrAD4CjgK3n9+83sFOAZ4CdmdibwkLtnRmnIIiLbdG3tZd2mrTW9iJ+I1IZUOsPusyaVexhlpfxsEYml3Ja0u3pB2zC2niMXtPDHx1fR0zustY5r2T6ENZXyfRj4JzN7grCg6bmjPioRESC1Vov4iUj89fdnSaU7az64W1EZHiIiIyXZkWHC+DFMahq7y+da1NbKHx55hWXPvMZhB8wegdFVJ3efW6DtDwzInnP3N6yM5e5PAG8p0dBERIoWh0X8otLtB4AT3f3FvPaLgfe5+3GDHHM1MD9q+oi7P1r60YpIOazd2EVPbz8tM6p3rhsJyvAQkVhKpTtpnjkyNYuHzpvFhMaxNb9bi4hIHOQyAKs1w8PMjgSWAvMGtM9n+92xBvoG8LK7H0pYV+nqkg1SRMouOULZztVOAQ8RiaXcIk0jYeyYOo5a0MKDK5J09/QNfYCIiFSsZDrDxMaxTGwaV+6h7KzzgIuAVbkGM2sArgE+V+gAM0sAfw98GcDdfwWcU6iviMRDqmNk1rOrdgp4iEjs9PX1s2Zt54jevVt0aCudXb088tSaETuniIiMvlRHhuYq/gHg7ue6+5IBzZcDi4HnBzlsFrAVuNDM/mhm96DSdpFYS6Yz1Ncl2G1qY7mHUlaa6EQkdl5bv4W+/uyIpvAdsu9MJk8Yx9L2VznqoJYRO6+IiIyuZDrDfntMK/cwRoyZvQPY090/Hu2cVcgYYDawwd2Pio65g7DIdNFWrFixS2MVkdGz8pk0k5vqaG9/rNxDKbmFCxcO+pwCHiISO9vqs0dwQbr6+jrecvAcfv/Iy3Rt7WV8g6ZPEZFq09vXz5p1W1jU1lruoYyk04ADzawdmAg0m9ktA7YL7wB6gZsB3P23ZjbRzGa5e9GpiwsWLKChoWEkxy4iJXLjfX9g7pyJOwwG1AKVtIhI7CTTYcvBkV6k6di2VrZ29/HnJ1eP6HlFRGR0vLZuC/392apdsLQQdz/H3Q9w9zbClt8PDwh24O5bgd8C/wBgZm8GMoRAiIjEUDJawL/WKeAhIrGT6sgwpr6OGVNGtmZx/j4zmDapQbu1iIhUqW27FtTIjwAz+6KZXRA9/AhwgpmtIOzQ8g/u3l++0YlIqWzq7CazpSdWwd2dpZxsEYmdZDrD7OlN1Nft+pa0+errEhx9yBx+8+BLdHb10DR+7IieX0RESqvat6TN5+5zC7T9ATgu7/Hn8v5OAu8dhaGJSJklO7QlbY4yPEQkdpIdmZJtwbWorZXu3n7+9ESqJOcXEZHSSXZkGDemjumTx5d7KCIiJZML7s6pkWy2HVHAQ0RiJZvNkkqXLuCx/17TmTm1kftU1iIiUnVS6QyzZ0ygboQzAEVEKkmufG/2jJFbwL9aKeAhIrGyfvNWurr7aC7RBF9Xl+CYQ+bwmK9hc2d3SV5DRERKI5XujEU5i4jIjqQ6Opk+uYHx47SChQIeIhIrqY6wQ0spL2gXtbXS25flwRXJkr2GiIiMrFwGYPMIblkuIlKJkumM1u+IKOAhIrGybQX+Ek7y++0xleYZTdz3mMpaRESqxfpNIQNQGR4iEncpBTy2UcBDRGIllc6QSFCykhaARCLBorZWlj3bwYbNW0v2OiIiMnJGIyAuIlJuW3v6SG/oKtl6dtVGAQ8RiZVkOsOMKY2MHVNf0tdZ1NZKf3+WBx5XWYuISDXYtiWtfgSISIytVnB3Owp4iEispDoyo5KuPLdlMrvPmshS7dYiIlIVkh2d1CVg1jSt4SEi8ZVK59az01wHCniISMyk0p0lLWfJyZW1PP5cB2s3dpX89UREZNek0hlmTm1k7Bhd/opIfKl8b3ua8UUkNjq7eli/eeuopSsvamslm4X7l60aldcTEZGdp10LRKQWpDoyNI0fw+QJ48o9lIqggIeIxMbqtSGFb7QuaPeYPYm5LZNZorIWEZGKl0pntH6HiMReLribSCTKPZSKoICHiMRGsiNakG4U7+AtamvlyRfX8tq6LaP2miIiMjydXT1s2NytDA8Rib1UenTWs6sWCniISGzkAh7No3gHb1FbKwBLlynLQ0SkUpUjIC4iMtr6+rOsXjs669lVCwU8RCQ2kukMk5rGMbFx7Ki9ZsvMCey7+xSVtYiIVLDcrgX6ESAicZZev4XevqzK9/Io4CEisRHqs0f/YnZR2+488/L6bXcQRUSksuR2LdCPABGJs23Zzspm20YBDxGJjWS6sywT/DFtcwCVtYiIVKpUOsPkCeNoGj96GYAiIqNtW3BXAY9tFPAQkVjo6e2nY11nWSb4WdOa2H+vaSprERGpUMkOLeInIvGXSmcYU59gxtTGcg+lYowp9wByzOyLwPuALHC9u3/DzI4HvgE0Are4+yVR3zbgOmAycB9wgbv3mtmewI3ALMCB0919s5lNBW4C9gFeAz7g7qnRfYciUkqvreukP1u+FL5Fh7Zy7f+s4OXVm9hj9qSyjEFERApLpTMcMHdGuYchIlJSyXSG2dObqK/TlrQ5FZHhYWZvBf4aOBg4DPiomR0CLAZOAg4ADjezE6JDbgQudvd5QAI4L2q/CrjK3fcHHgYuZ+gmnQAAIABJREFUjdr/A1ji7gcA1wLfLv27EpHRVO767KMPnkMiAUuV5SEiUlF6evvpWL9F63eISOylOjppmTmx3MOoKBUR8HD3e4G3uXsvITtjDDAVeMbdX4jabwTeb2Z7AY3u/mB0+A1R+1jgWODW/Pbo7/cQMjwAfgScEPUXkZhIbVukqTwr8M+Y0siB+8xgybJXyWazZRlDKZnZZDNbYWZzB7RfbGZ/yHv8YTNLmll79O8/o/Y9zew+M3vKzH5mZvo2FpFRsSbKACzHotYiIqMlm82STGe0G9UAFRHwAHD3HjO7DFgJ3A3MAZJ5XZLA7jtonwlsjIIj+e3kHxM9vxHYrTTvRETKIZnuZNzYeqZPHl+2MSxqa+Xl1Zt5KbWpbGMoBTM7ElgKzBvQPh/4zIDuhwEfd/e26N9no/bBMvBEREpKuxaISC3YmOlmy9ZerVc0QMWs4QHg7p83s68APydcWOffJk0A/YQgTTHtRO25PvkSec8VZcWKFcPpLiKj7KnnOpjSlODRRx8t2xgmZPtIJOAndz3M2w+ZMmqvu3DhwlK/xHnARcAPcw1m1gBcA3wOODOv7+HAfmb2b8Ay4KPAZkIG3slRnxuAe4FPl3rgIiIp7VogIjUgV97drPK97VREwMPM9gfGu3u7u3ea2e2EBUz78ro1A6uAV4CWAu1rgClmVu/ufVGfVVGfV6N+r5jZGGASkB7OGBcsWEBDQ8Pw35yIjIrF99zDPrtPHY0f/zv0uxUP8Gyqk0+e/SYSiXgsGOXu5wKYWX7z5YR1ll4Y0D0JfA14APgS8B3gEwyegSciUlLJdIbx4+qZOknXcSISX7nybgV3t1cRAQ/C7imXmdkxhCyNkwh3Dr9qZvsSLqg/CCx295fMrMvMjnb3+4EzgLuikpglwKnAzYQ7jndF578zevyl6Pkl7t4ziu9PREoom82SSndy6LxZ5R4Ki9paufIn7Tz3ygb23WNquYdTEmb2DmBPd/+4mR2X/5y7n5LX77+A54BPMXgGXtGUaSciO+Op5zqY3FRXsgzAcgfaRUQglHcnEjB7utbwyFcRAQ93v9PMjgAeI2R13ObuPzaz14DbgPGEoEVuQdLTgWvNbDLwKHBF1H4h8H0zuwT4C3Ba1H4pcIOZPQGsj44XkZhYu7GL7p4+WipgkaajDmrh6tuWcV/7q7ENeBDm1gPNrB2YCDSb2S3A+cA57v7NqF8C6GXHGXhFU6adiOyM6++ujAxAEZFSSqUzzJg8nnFj68s9lIpSEQEPAHf/AvCFAW13A4cU6LsMOKJA+0vAcQXa1wLvHZmRikil2bYgXQXULE5qGkfbvFksXfYqZ584PzZlLfnc/Zzc31GGxxfc/VQzqwc+ZWYPuPtDwMXAHUNk4ImIlEx/f5bV6QwL9y9/BqCISCklOzIVcS1caSpmlxYRkZ21bUG6CpnkF7W18tq6LfhL68o9lFEVZW98ALjazJ4EFhLKWSBk4J1vZiuBRcAl5RmliNSSdZu66O7tr5jvBxGRUkmlM1q/o4CKyfAQEdlZyXQndXUJZk0rf0kLwJsXNDN2TB1L2l9l/7nTyz2cEePucwu0/YG8zDp3XwK8qUC/ghl4IiKlpC1pRaQWdG3tZd2mrZrrClCGh4hUvVRHht2mNjKmvjKmtKbxYznsgNksXfYqff0D1+oUEZHRktSuBSJSA1JrOwHNdYVUxq8DEZFdkKzAFL5Fh7SyduNWVr4wrB2wRURkBCXTGerqEuw2rbHcQxERKZnX17OrjGznSqKAh4hUvVS68hZpOnz+bBrG1bOk/dVyD0VEpGal0p3MmlY5GYAiIqWwbT27CrsBWAk0+4tIVdu8pYdNnT0VsSVtvvENYzhifjMPLF9FX19/uYcjIlKTkumMatpFJPaSHRkmNo5lYtO4cg+l4ijgISJVLVXBC9ItapvDhs3dLH+2o9xDERGpSamOyit5FBEZackKzHauFAp4iEhVS1bYlrT5Fu4/m8aGMSprEREpg82d3Wze0lORAXERkZGkLWkHp4CHiFS1XM3i7OmVVdICMG5sPW9e0MwDjyfp6VVZi4jIaHo9IF553w8iIiOlt6+fNeu20Fxh5d2VQgEPEalqyY4MUyc20DR+bLmHUtCitlYyW3pof3pNuYciIlJTUh1hm0ZleIhInL22bgv9/VlleAxCAQ8RqWqpdGdFR7Tb5s1iYuNYlbWIiIyypHYtEJEaUMnl3ZVAAQ8RqWqVvkjT2DF1HHVQCw+uSNHd01fu4YiI1IxUOsO0SQ2MbxhT7qGIiJRMSgGPHVLAQ0SqVndPH+kNWyr+7t2itla2bO3lkadWl3soIiI1Q1vSikgtSHZkGDemjmmTxpd7KBVJAQ8RqVqr13aSzVZ+RPvgfWcyZeI4lrSvKvdQRERqRqojU/HfDyIiuyqVzjB7xgTq6hLlHkpFUsBDRKpWtdRn19fX8ZaD5vCnlSm6tvaWezgiIrHX3dNHemOXMjxEJPZS6c6KvxYuJwU8RKRqpTpCwKMaLmgXHdrK1u4+/rxSZS0iIqW2LQOwghe1FhHZVdlsllQ6Q7O23x6UAh4iUrWS6QyNDfVMmTiu3EMZ0vy9ZzB9cgNLlmm3FhGRUstlAFbyotYiIrtq/aatdHX3KcNjBxTwEJGqFbaknUAiUfk1i/V1CY4+pJWHn1xNZ1dPuYcjIhJruQxA/QgQkTjbFtzVXDeokgU8zKzRzN5kZhNL9RoiUtuSHdW1Av+xba309Pbz4IpUuYciIhJrIQNwDJMnVH4GoIjIztKWtEMrKuBhZvtE//seM7vUzKYU6LPQzFaY2Z/N7EjgGeA24FkzO2pERy0iNa+vP8vqtdW1SJPtNY3dpjWypF1lLSIipZTsyNBSJRmAIiI7K9nRSV0CZk3TGh6DGTLgYWbXAJ82swOAa4F9gMUFul4JXBL972+Bi9x9b+Ak4OsjNmIRESC9YQu9ff1VVZ+dSCQ45pBW2p9ew+bO7nIPR0QktrSIn4jUglQ6w8ypjYwdo5UqBlPMJ7MQ+L/AKcD33f1sYK8C/Rrd/X/c/QfABnf/GYC7PwToG0dERtS2FL4qW4F/Udscevuy/PHxZLmHIiISS9WYASgisjOS6eoq7y6HYgIede7eD7wDuCdqK/QLo9fM3mpmpwDTzOxQADPbr8jXEREpWrKjE6i+RZr23X0qLTMmcJ/KWkRESiK9fgu9fdmq+34QERmuZEdG63cMYUwRfZ41szsJpSz3mtlNwLIC/f4Z+CEhuHEycLuZvQgsAC4YkdGKiERS6Qz1dQl2m9pY7qEMSyKR4Ji2Odz2+2fZsHkrUyY2lHtIIiKxkkzHe4cWM5sMPACc6O4v5rVfDLzP3Y/bwbG7A8uBN+UfKyLVp7Orh42ZbgV3h1BM5sXZwM3Ase7eDSwBPjKwk7svdfe93X0vd/8dcCTwHeAt7n7bSA5aRCSZzjBrehP19dWXQLaorZX+/iwPLF9V7qGIiMROruSxmtZ4Kla0McBSYN6A9vnAZ4Y4tg64DtDWNSIxkNT220UZ8peCu2cIO66cZWb/ATzp7p1FHLfG3W9z92dGYJwiItvJrcBfjea2TGaP2RNV1iIiUgLJjgxj6hPMrLIMwCKdB1wEbIuYm1kDcA3wuSGO/RTwO6CjZKMTkVGTSufKu6trPbvRVswuLWcAtwLTgMnATWZ2XqkHJiIymGw2SypdvTWLiUSCRYe08sTzadIbtpR7OCIisZJKdzJrWhP1dfHbktbdz3X3JQOaLyfsoPj8YMeZ2ULgr4FvlHB4IjKKtpXvVen18GgpZg2PjwNHuHsSwMy+DPyGsEXtNma2CphY4PgEkHX3ybs4VhERADZmuuns6q3qmsVj2lq5+TfO/ctX8d5Ff1Xu4YiIxEYynYllOUshZvYOYE93/7iZHTdInybgKuD97t5vZjv9eitWrNjpY0VkZD3+1DqaGup48onl5R5K2S1cuHDQ54oJeNTlgh0A7r7KzPoK9DsB+BVhwdLUcAdpZp8HPhA9/KW7f8rMvgccA2Si9svc/Q4zO54QoW4EbnH3S6JztBFqEycD9wEXuHuvme0J3AjMAhw43d03D3eMIlIZqnVL2nx7zJ7E3nMms+SxVxXwEBEZIbkMwPlzp5d7KKPlNOBAM2sn3HhsNrNb3P3UvD6LgNnA/0bBjjnAnWZ2irv7cF5swYIFNDRosW2RSnD7n+5nj+ZxO/yxL8UFPNJmdpK7/wzAzE4G1g3s5O7LzOy/gPPc/dzhDCIKYPwNcCiQBX4VbW97GGGx1GRe30ZC2t5bgZeBX5rZCe5+FyGoca67P2hm1xPqHK8mRLWvcvcfm9mlwKXAp4czRhGpHMlczWKV38Fb1NbKD+58kjXrQvq1iIjsmm0ZgFX+/VAsdz8n93eU4fGFAcEO3P3XwNy8fi8C79YuLSLVLZXOMH/vGeUeRsUrJuDxUeBnZvad6HE3IYujkCuAN+3EOJLAv0S7wGBmTwJ7Rv8Wm1krcAdwGXAE8Iy7vxD1vRF4v5mtBBrd/cHonDcAl5nZdcCxeWO+AbgXBTxEqta2FfiruKQFXg94LG1fxd+9bd9yD2eHit0G0cyOBr5J2AUgDZzj7i+Z2VuB2wmBaoDH3P3s0XsHIlILUjHfknY4zOyLwCp3/265xyIiI6unt5+O9Vuq/lp4NAwZ8HD3Jyzkv80D6gm7tBQqaSFq//NwB+HuT+T+NrP9CKUti4DjgAuBDcAvCNvhbiYESHKSwO6E9LxC7TOBje7eO6B9WFSzKFI5VvhaJjXWsWJ5e7mHssvmTB/Lrx94mr0mb9jpc5Q6lTHaBvFaBt8G8dm85puA97r7cjM7hxAIP4mQsfc1d7+8pIMVkZqWrJFdC9x9boG2PxCunXOPC+7aUuhYEakua9Z10p+FlpnxnutGwpABDzPbn7COxvXAj4HDzOxcd//9gH71wD8DHyIEFPqAV4D/Ab6Sy94Y4rUOBH4JfDKqKTwl77krgTMJO8Zk8w5LAP2EHWeKaSdqHxbVLIpUjp/8cQl7tjTGombxXZueZfHPn6BlL2POzELrPleE3DaIP8w1DNgG8cy8tkvcPbd61nJCliDA4cBsMzsNeBG4yN1z2R4iIiMil+ExW3c9RSTGkh3xyHYeDcWUtFwD/DfwHqCVkGVxOXDUgH5XELau/Rgh0JEgZF2cHx1/1o5eJEqDvg34p2itjYOAee5+W9QlAfRE527JO7SZsBf5YO1rgClmVh9loLSQt3e5iFSfVDrDoTar3MMYEccc0srinz/B0vZVfOD4eUMfUAa5dZkGrOyf2wbxhbx+WwlrKWFmdcAXCEFvgPXAT9z9djO7gBBAP3o441CmnYgMJWQA1o9qBmAcgu8iUl1Uvle8YgIe4939pijD4ifu/gczG1ug3/HuPnCfq2fNbAmwckcvYGZ7EC6KT3X3e6LmBPAtM7uHUMZyPvB94KFwiO1LuND+ILA4qhHvMrOj3f1+4AzgLnfvicZwKnAz4U7kXUW8bxGpQF3dvazduDU2E/xu0xo5YO50lrS/WrEBj4GG2gbRzMYR5usxwJcA3P2C3PPu/l0z+7KZTXH3omt5lGknIkOJUwagiMhgkukM48fVM3WSrouGUldEnwYzm03I8Phd9HdjgX69ZlZoD7AZQG+B9nyfAMYD3zCz9mhrrbcQ7iDeTwiYtLv7j9y9i5AtclvU/hShzAXgdOCbZvYUYWuuK6L2C4Hzo4VNFwGXDP22RaQSrd5Wnx2PgAeExUtfTG7k5dWbyj2UYuVvg3gdodTxFgAzm0jYonwMcFIUdK4zs89GpY/5hvpuEBEZllQ6E5uAuIjIYFIdnTTPmEAikSj3UCpesSUtLxGyO1aa2V+Afy/Q7+tAu5n9jLAKf5ZQ0vJe4Is7egF3/xihFKaQqwr0vxs4pED7MsIuLgPbXyJvEScRqV7JXApfjLYcPPqQOVz7s8dZ0v4qH3zn/uUezpCG2AbxRsIiphe4e3/Uvz/aavwZ4CdmdibwkLtnRnfkIhJnXVtDBmCzFvETkZhLpjO07hafa+FSGjLDw92vBprc/cyo6VB3v7ZAv8XAuwm7oOwN7At0ACe7+/dHbsgiUsvisiVtvumTx7Ngn5ksXfZquYeyS8zsUMKOLEcDj0YZe3dGT38Y+CczewI4Gzi3TMMUkZhKrQ0ZgMrwEJE46+/PsjqdidW1cCkVs0vLRODLZnYA8H7gS2b2L+6+uUD3F4CbooyK/HMcmL/1rIjIzkp2ZJjQOJZJTYWWEqpepx4/j/vaKzvgMdQ2iO7+GGH9pULHPkEoVRQRKQntWiAitWDdpi66e/tjle1cSsWs4XEFsAGYDXQBkwm7rmwnWsTuFUJZy4Nm1pr39A8H9hcR2RnJjgwtM5piV7N4yLzd+OgH2so9DBGRqpWKYcmjiMhACu4OTzEBj0Pd/bNAj7t3EhYGLXRVfjlwLDATuAe4x8ymRs/F65eJiJRNKt2pCV5ERN4gmc5lAI4r91BEREomF/BQ+V5xilm0tG/A43qgv0C/Ond/PPr736JSmJ+a2Tt3ZYAiIjl9ff2sWdfJMW1zyj0UERGpMKkoA1BEJM6S6Qx1dQl2m1Zo41QZqJgMj/vM7CtAYxS8uB34fYF+fWaWv73APxMyO75b5OuIiOzQa+u30NefVYaHiIi8gTIARaQWpNKdzJrWyJh6/cQuRjGf0qeBzYR1PP4TWA58skC/S4ClZvZ+AHfvA94HHAQsGJHRikhNUwqfiIgUkssA1PodIhJ3Se3QMixDlrS4ew/w72b2HaDP3TcO0u/XZrYPMDavbb2ZHQ18YKQGLCK1K45b0oqIyK5TBqCI1IpUR4ZFba1DdxSguG1p9yfsstIWPX4AOMPd/zKwb6FgiLv3Az/e9aGKSK1LpjsZO6aOGVPGl3soIiJSQZQBKCK1YHNnN5u39Ci4OwzFlLR8D7gOaAImArcC15dyUCIihaTSGWZPb6KuThs/iYjI67QlrYjUgqTmumErZpeWJne/Ju/xlWZ2XqkGJCIymGSHahZFROSNchmA0ycrA1BE4ivV0Qko4DEcxWR4PGVmb8k9MLMFwAs7OsDMGs3sIDNLmJn2BxORXZbNZkmlM5rgRUTkDVLpDM0zlAEoIvGWy/Bonq6f2MUqJuCxF3CvmT1sZg8CjwBtZrbczJYP7GxmbwaeA34JtAIv5wdMRER2xvrNW+nq7qN5hiZ4ERHZnjIARaQWpNIZpk1qYHxDMYUaAsWVtHx6mOf8KnA8cJO7v2JmZwDfBg4f7uBERHK2pfDpglZERPLkMgAP3ndmuYciIlJS2pJ2+IrZlvbeYZ6zyd1Xmlnu+DvN7D93ZnAiIjlapElERAp5PQNQ3w8iEm+pjgwH77dbuYdRVYopaRmuHjObBmQBLBf5EBHZBcmODIkEzFbNooiI5Nm2Ja0C4iISY909faQ3dim4O0ylKP75D+BeoNnMfgT8DXB+CV5HRGpIKp1h5tRGxo6pL/dQRESkguS2pNUaTyISZ6vXdpLNQovmumEpOsPDzKYW08/dfwH8HfB54H7gGHe/beeGJyISJNMZrd8hIiJvkOzoVAagiMTeth1alM02LENmeEQlKXcAU8zsCOB3wCnu/tSAfnvmPewm7NKy7Tl3/8vIDFlEalEqneHIA1vKPQwREakwygAUkVqQypXv6QbgsBST4XEl8DFgjbu/Gj3+7wL9ngBWACuBF4DlwGPR3w+NyGhFpCZ1dvWwYXO30pVFROQNlAEoIrUgmc7Q2DCGyRPGlXsoVaWYgMcMd/9t7oG7XwVMHtjJ3Se5+2TgJuB0d5/q7jOAU4C7RmrAIlJ7UuloS1ql8ImIyAApbdMoIjUg2RGCu4lEotxDqSrFBDyyZjae13ddaQZ2lDN4mLv/OPfA3f8XaNulUYpITdtWs6gLWhERyaMMQBGpFal0huaZmuuGq5iAx1XAr4FZZnY58GDUNug5zey43AMzexfQvyuDFJHapppFEREpRBmAIlIL+vqzrF7bqWvhnTDkoqXuvtjMngPeDYwFzssvcSngH4GfmFk3kIj+nTwSgxWR2pRMZ5jUNI4JjWPLPRQREakgygAUkVqQXr+F3r6s5rqdMGTAA8Dd7wXuLbLvkmjHloOipuXu3ruT4xMRIZXO0KIUPhERGUAZgCJSC3LBXc11wzdowMPM+onW7SjE3Qddx8Pde4BHd21oIiJBMt3J/ntNK/cwRESkwigDUERqQSqXzabyvWHbUYbHboRylH8HXgKuAfrg/7N353FylVX+xz9V3Z3uztbZ0wkhJCHkJBAgkAAii8mI/mBckEUcRFzBYVNn+CnjT8FtRplRcRwVGAZkkUVQIjKyuEGAQARESDCAhwTCmiqSruzV6fRWvz/urU6l6e70VnWrq77v14tX133quVWnQW9Vn3ue8/BJYL+8RyYiArS0ttOwuZEph0+LOhQRESkyqgAUkXKQaEhTWRFjwpjaqEMZcrpNeLh7CsDMFrn7+TlP/cjMnhrsQMzs68AZ4eG97n6JmZ0A/ACoBe5w90vDuQuA6wi2x30EOM/dW8OlNLcAkwAn2B53h5mNIdgudxawETjD3ZOD/TuIyODbuLmR9owa0omIyNslUo3M229c1GGIiORVMtXI5HHDqYhrS9q+6s0uLSPMzLIHZnYwUN3TCWY2K/z5PjO7zMzq9jL/BOC9wGEEW9guNLMzgeuBk4F5wBFmdlJ4yi3ARe4+h6AK5dxw/CrgKnefCzwFXBaO/xuw3N3nAdcC/9WL31tEisD6BjWkExGRt8tWAGqbRhEpdYlUWt+F+6k3TUsvBR43s2cJkgsHAR/tbrKZXRP+/CFBcuF3BImL03p4jwTwf929OTz3BWAOsMbd14VjtwAfNrPngVp3fzw890bgm2Z2HXA8u3eEuZGg0eq/AO8LnwP4OXClmVWFvUZEpIhl1yyqwiNaZjYaWAG8391fyRm/CDjd3ReHx6q0E5GC6KgA1B8BIlLCMpkMyVSaA2eomq0/9lrh4e6/AoygKuKHgLn773o4ZSFwPnAKcJO7f4q99Pxw9+eyCQwzO4BgaUs7QSIkKwFMA6Z2Mz4B2JazI0x2nNxzwue3EfQoEZEil0ilqR5WwdhRPRaWSR6Z2VHAowSJ6NzxA4Evd5quSjsRKQhtSSsi5WBbupnGplY1LO2n3m5LuwH4VS9fM+7u7Wb2HuA74Vivag3N7CDgXuBLQCt7frmOESRB4uy5e0x344Tj2Tm5YjnP9crq1av7Ml1EBsnfXmqgrjbG009r46fuLFy4MN9vcS5wIXBzdsDMqgmaWX8N+Hg4VoUq7USkQDq2pNUfASJSwpLaknZAepXw6KO1ZnYfQdnyw2Z2K7BqbyeZ2THAUuCf3P12M3sXMCVnSj2wHnijm/ENQJ2ZVbh7WzhnfTjnzXDeG2ZWCYwCUn35pebPn091te4wixTaTx94kJnTxhTij3rphrufA5DTzgngcoLliutyxnpdaWdm2Uq79fSSEs8ikmvl81uoqojx8ourWReLrpGfPp9EJJ8SqUYA6serX1F/5CPh8SmC5SzL3b3ZzJYDP+vpBDPbF/g18BF3fzAcfiJ4ymYTfKH+KHC9u79qZk1mdoy7PwacDdzv7i3he30EuI3gjuP94WvdFx5/J3x+ue4qihS/9vYMb6XSLJw7KepQJEdYwTfd3S82s8U5T+W10k6JZxHJdd/KJ5g6McaiRYuiDkVEJG+yFR6TVeHRL71KeJjZKHffbmaHAfOB27tLGLh72szWAJ8My5v/4O6Ne3mLLwI1wA9y7iD+N/BJgqqPGoKkxZ3hc2cB14ZN9J4GfhSOXwDcZGaXAq8BZ4bjlwE3mtlzwJbwfBEpcpu3N9Hc2q712cXnTOAgM1sJjATqzewO4GPksdJORCRXIpVmqpaziEiJSzSkGV9XQ3VVRdShDEl7TXiY2beA2Wb2ZeC3wHPAu4Bzupl/NkElxVKCu323mtk33f3a7t7D3b8AfKGbpw/tYv4q4Mguxl8FFncxvgn4YHfvLyLFKdGgNYvFyN0/nX0cVnh8w90/Eh6r0k5E8k4VgCJSLpLaknZA9rpLC/D3BMmN04Cfu/vf0UUSIsfFwJHu/k/u/nmCxER3yQwRkW5lS/jqJ2jN4hByAfDZcAvx4wi2Noeg0u4dYaXdBQRNUEVE+kUVgCJSLpKptG7+DUBvd2lpNLMTCDryA/S0iDru7h3bxrr7ejNrG0CMIlKmEqlG4vEYk8Yq4VEM3H1GF2MPkVNZp0o7ESkEVQCKSDlo2tXKpm27dPNvAHpT4ZEys6uARcAfzezf6bmrfsrMTs4emNmHgM0DC1NEylGyIc3EMbVUVvTmUiUiIuVCFYAiUg6Sm4JWmEru9l9vKjw+DpwLvC+s9MgAn+hh/ueAu83sJ+FxM8GuLSIifZJQCZ+IiHRBFYAiUg6y1Wxavtd/e71t6u5vATcCk8ysArg6HOtu/nOAAe8FTgLM3Z8dnHBFpJwkU2mmqAO/iIh0ogpAESkH2Wo2fR/uv71+SpjZ+4AVwJXAJOD53CUrOfMuCX/+GPhP4HzgswRbzf6o83wRkZ7saGxme2OLMtoiIvI2qgAUkXKQSKUZUVvFqOHDog5lyOpNWvxrwFHAlrAZ6bHAt7qYtzX82QCkuvhHRKTXEh0ZbZUri4jInpKpNPW64ykiJS7ZkGbKeH0XHojeJDwqOu26shLIdJ7k7tkdXL4DrHX3bxLs6rIV+NdBiFVEykiyIWjSpAoPERHJtWNnC9sbW/RHgIiUvGSqUd+FB6g3CY9GM5tOmOQws+OAph7mXwm8P3zcDhwH/HAgQYpI+clWeOgiLyIiuZJq4iciZaCtrZ0NmxvVv2OAerNLy78AvwemmNmfgAOA03qY/053nw/g7hvM7MPAqgFHKiJlJZlKM2ZUNbXVvblMiYhIuUioiR9mNpqgx9773f3x/eq9AAAgAElEQVSVnPGLgNPdfXEX58wjqL4eDewEzg8rt0WkCG3cspO29oz6FQ1Qb3Zp+RPwDuAfgG8Dc9394R5OqTKz3K4q+mtFRPpMDelERKQryTKvADSzo4BHgTmdxg8EvtzDqdcC/+HuC4CvAjflLUgRGbCOLWnLOLk7GHq7l9ehQA0wDDjezE7tYe69wO/M7NNm9qnw+N6BhSki5SbZkKZe67NFRKSTREPZVwCeC1wIrM8OmFk1QfXG13o47zrgt+HjZ4Hp+QpQRAauY0vaMk3uDpa9flKY2bXAScBadjcrzQC/6uaULxFchE8GWsN513QzV0TkbZpb2khta9IFXkRE3iaZaizrzwd3PwfAzHKHLweuB9b1cN6NOYffAn7d1/devXp1X08RkX5a+fwWKuKwbu1zvBqLRR1OUVu4cGG3z/UmNf5uYJ67b+/Nm7l7W5gkWQY8B9S4e3tvzhURAXhrUyOZjEr4RETk7RINOzh49oSowygaZvYeYLq7X2xmi/cyNwZ8j2C5+pK+vtf8+fOprq7uV5wi0je/++uTTJ0IRyxaFHUoQ1pvlrS83ttkB4CZvQN4iWAZy1TgdTN7Zz/jE5EylFAJn4iIdEEVgF06EzjIzFYSLFtZZGZ3dJ5kZpXArcARwBJ331rYMEWkLxIN6bLtVTSYelPh8ZiZ3Q78hqCjMwDu3t2Slu8BJwC3uvsbZnY28F8EF1cRkb3SloMiItIVVQC+nbt/Ovs4rPD4hrt/pIup3yfYoeW97r6rQOGJSD9kMhmSqTSHqJptwHqT8Dg6/HlOzlhPPTyGu/vz2XWF7n6fmX27/yGKSLlJpNLUVldQN3LY3ieLiEjZUAVg35jZtwiamy4FLiLo8fFEzvf0BdFFJyLd2bJjF03Nbbr5Nwj2mvBw9yXQUQYXc/eWvZzSYmZjCRucWqeOSiIiexM0pBtJTA2aREQkhyoAd3P3GV2MPQQszjnO3bWlbLe1ERlqkg2NAExRNduA7bWHh5lNMrP7gTTQZGYPmtnUHk75NvAwMM3Mfg6sAP5tUKIVkbKQaNhB/QRtSSsiIntSBaCIlINsNVv9eH0fHqjeNC39CfA4MBmYBCwHru5h/m+BU4GvA48Bx7r70gHGKSJloq09w1ubynvLQRER6Voy1Uj9+BGqABSRkpZoSBOLweRxSngMVG9K2+a4+xk5x183s+d6mP/ncD3g2oGFJiLlKLVlJ61tGZUri4jI2yQa0kyvHxV1GCIieZVMpZkwppaqyoqoQxnyelPhUWVmNdkDMxtO2J+jG2kzmzbgyESkLKkhnYiIdEUVgCJSLhKptK51g6Q3FR63A380sxsIEh2fBu7sYf4IYJ2ZvQ7syA66+yEDCVREykMyu2ZRTZpERCRHautOWtva9fkgIiUvmUpz1EFTog6jJPRml5Z/NbM3gBOBCuBG4Kc9nPKFwQlNRMpRoiFNZUWMCWNqow5FRESKSLKjAlBr2kWkdDU2tbB1R7Malg6SbhMeZjYu5/Du8J+sscCmrs5z94fN7CDgvUAbcL+7rxmEWEWkDCRTjUwaO5yKuBrSiUhg5YsbmDRuOFMnjIw6FIlQItymUT2eRKSUJVPaknYw9dTDowHYGP7MPt6Y87hLZnYesAw4DDgSeNTMzuhuvohIrkQqrXJlEdnDbb9zvnfzU2QyPbUQk1KXTKWpiMeYqApAESlhu7ek1ffhwdBthYe796ahaVcuBg5z9zcBzGw6cB/wi36+noiUiUwmQzKVZt6McXufLCJl491HTOcnv1zJs2sbOPSAiVGHIxFJpNJMGjecior+fkUVESl+yQY18B9MPS1pubinE939B908tTWb7AjnvWZmTf2MT0TKyLZ0M41Nrcpoi8geliycxq2/fYGlD65RwqOMJVNplXiLSMlLpNKMHjGMEbVVUYdSEnpqWnpwP1/zD2Z2NXAl0Ap8HFhjZocDuPvT3Z1oZqOBFcD73f2VcGeYY4F0OOWb7n6XmZ0A/ACoBe5w90vD8xcA1wGjgUeA89y9NawyuQWYBDhwlrvvQESKihrSiUhXhlVV8IHjZvGz+17g5Te3MmufuqhDkgLLZDIkG9LM3U8VgCJS2pLaknZQ9bSk5VP9fM0zw58ndhpfSrCt7ayuTjKzo4BrgTk5w4uA4909kTOvFrgeeBfwOnCvmZ3k7vcTJDXOcffHzeynwLnA1cBVwFXufruZXQZcBvxLP38/EcmTRNikST08ik8XCenzgYuAGHAvcAlwKMFOXlkTgc3uPt/MPgH8O/BW+Ny97v7VQsUvQ99J75zJLx9Yw6+WreWLH1sYdThSYNsbW0irAlBEykAi1cg8JXcHTU9LWn7h7meY2V8JEhV7cPdDujrP3Wf2M5ZzgQuBm8P3Hw5MB643s32Au4BvEjRCXePu68J5twAfNrPngVp3fzx8vRuBb5rZdcDxwIdyxh9GCQ+RopNUk6ai1DkhbWYzCfo1LQCaCCrq3uPuvw/HstfwJ4HzwpdZBFzs7j8vbPRSKkbWVnHi0TO4+5GXOPvv5zF5nCrBykmiISjMVQWgiJSyltZ2GjY3Ur9wWtShlIyelrT8R/jzokIE4u7nAJhZdqgeeBC4ANgK3AN8BtgBJHJOTQDTgKndjE8Atrl7a6fxPlm9enVfTxGRPlrtmxhVW8HqZ1dGHcqQsnBh3u9275GQdvd1Znagu7eY2XigDtjS6Zz/Bzzs7o+Gx0cAB5jZV4BVwOfcfXO+A5fS8sHjZvGb5S9x9yMv8dkP9XflrQxFqgAUkXKwcXMj7Rk1LB1MPS1p+Uv482EzqwcKWlfj7i8Dp2SPzezHBP1A7mTPipMY0E6wxW5vxgnH+2T+/PlUV1f39TQR6YM7Vixn+pTaQvwBL33QRUKaMNlxLvB9gkqOjiyVmdUBn2XPXlCJcO4K4DvAT4Cz8h27lJYJY2p51+HT+P0Tr/IP7zFGjxgWdUhSIKoAFJFyoC1pB19PFR4AmNkPCO7sbcsZzhA0AM0bMzsYmOPuS8OhGNACvAFMyZlaD6zvYXwDUGdmFe7eFs5Zn8/YRaR/kqk0C+dOjjoM6SV3vzZsLn0D8A3gK+FTHwN+7e4bcubmJrC/C7zU1/dTpZ0A2MQWHmhu49pfPsbig0dHHY4USFABGC/KCkAl6UVksHRsSatqtkGz14QHcCow1d1TvX1RMxsHjCBIUlQAs939D32MLQb80MweJFjG8lngJuCJ4C1sNrAO+Chwvbu/amZNZnaMuz8GnA3cH96FXA58BLiNoErk/j7GIiJ51rSrlc3bd1E/Qeuzi52Z7QtMd/fHwp2wbgfOz5nyIYIqjuz8OuDT7v6f4VCMYBevPlGlnWT9+ZXHefrlzVz40eOoGdabrzIy1P3iT6oAFJHSl0g1Uj2sgrGj9H1nsMR7MedF3r42u1tm9i2CLvwvE2wBu5ZgC9k+cfdngcuBx4DngZXu/nN3bwI+SbDry/PA3wiWuUBQHv2fZvY3YCTwo3D8AuCzYWPT44BL+xqPiORXclOwPltrFoeEOuBWMxtjZjHgdOBRgPB4IfCnnPk7gEvC5qcQ9Ia6q4DxSok5bckBbEs388CfX486FCmQZCpNvRqWikiJS6bS1I8bTiwWizqUktGb2yI/Ah42s2UES0oAcPdvdTP/4wS7q/wA+BKwBHhfbwNy9xk5j68i2FK285wHCLY/7Dy+imAXl87jrwKLexuDiBReokFrFocKd19tZpcT9ONoBZYDV4RPTwSaw+R0dn6bmZ0BXB1uLf4iwWeFSL8cOHMcc/cby68fXsuJ79iPiore3L+RoaqpuZVN23YpIS4iJW99Q5qpWs4yqHqT8PgyQf+OMb18zQ3unjCzF4BD3f1mM/tyvyMUkbKQbUinNYvFq1NC+hrgmi7mbCDoodR5fDlweD7jk/IRi8U4dckBfOfGJ1nxbILjDtsn6pAkj97K7tCihIeIlLD29gxvpdIsnJvXVpllpzcJjxHufmwfXrPFzPYnWM5ynJn9DqjpV3QiUjYSqTQjaqsYNVy7LojI3h11UD37TBzB0ofWcOyCqSr/LWEJJcRFpAxs3t5Ec2u7kruDrDc1oG5mh/ThNS8H/ge4h6Dh6evAg/2ITUTKSLIhzRStzxaRXorHY5yy+ABeemMrz65piDocySNtSSsi5SC7vFvL9wZXbyo8pgNPmdk6YFd20N27TIK4+z0EyQ7MbAFwAPDswEMVkVKWTDWy/7S6qMMQkSHk7xZN49bfvsDSZWs4dM7EqMORPEk0pBlRU8mo4VVRhyIikjcdyV3tWDioepPw+H/9fXF3bwRW9fd8ESkPbW3tbNjcyLELpkYdiogMIVWVFXzw+P256d7nefnNrczaR0nTUpRMNVI/YYSWLYlISUukGonHY0waq4THYNprwsPdHy5EICJSvjZu2Ulbe0YlfCLSZycePYNf/PFFli5bw5c+tijqcCQPEqm0klkiUvKSDWkmjqmlUjuPDSr92xSRyHVsSauGdCLSRyNrqzjx6Bk8ump9RzmwlI62tnY2bGpUQlxESl4ilda1Lg+U8BCRyHVsSauLvIj0w8nHzyIeg7sfeSnqUGSQZSsA1bBUREpdMpXWzb88UMJDRCK3viFNVWWccaO1g7WI9N34uloWH74vv3/iNbbu2LX3E2TIyCbEp+qPABEpYTt2trC9sUU3//JACQ8RiVwylaZ+/HDicTWkE5H+OWXx/jS3tHHfileiDkUGUceSR/0RICIlLJndklY7tAw6JTxEJHLJVKO+zIrIgEyvH82RB9Zzz6Mv09TcGnU4MkgSqUaqKuOMr1MFoIiUrkRKyd18UcJDRCKVyWRIqkmTiAyCU5fMZlu6mQeefC3qUGSQJFNpJo9TBaCIlLakEh55o4SHiERqy/ZdNDW36QIvIgN24MxxzN1vLHc9/BJtbe1RhyODINGQ1ueDiJS8REOaMaOqqa2ujDqUkqOEh4hEKlvCN0UN6URkgGKxGKf93QG8tamRFc8mog5HBqijAlCfDyJS4pIpbb+dL0p4iEikdpfwqUmTiAzckQfWs8/EkSx9aA2ZTCbqcGQAtuzIVgDq80FESlsibOAvg08JDxGJVKKhkVgMJo/TRV5EBi4ej3Hqktm89MZWVq3ZGHU4MgDJhkYA3fUUkZLW3NJGautOXevyRAkPEYlUMpVmwphaqiorog5FRErEkoXTGDuqmqXL1kYdigyAdi0QkXLw1qZGMhmo1/K9vFDCQ0QildAOLSIyyKoqK/jg8fuz8sWNvPTGlqjDkX5KptLEYlryKCKlraOfnb4P54USHiISKTWkE5F8OOnoGdRWV/Krh1TlMVQlUmnG16kCUERKW7JB1Wz5pISHiESmsamFrTuadYEXkUE3oraKk46ewaMr3+xojixDS7JBFYAiUvoSqTS11RXUjRwWdSglSQkPEYlMMqWGdCKSPx88fhbxeIy7H34p6lCkH5KpRi1nEZGSF1zrRhCLxaIOpSQp4SEikUk0aEtaEcmf8XW1LD58X37/5Gts3bEr6nCkDxqbWtiyY5eWPIpIyUs0pFXtnEdKeIhIZDqaNOkLrYjkyalLZtPc0sZ9j62LOhTpg7c2BRWA+iNAREpZW3uGtzY1qto5j5TwEJHIJFNpRo8YxvCaqqhDEZESte/kURx1UD2/eXQdTc2tUYcjvZStANQfASJSylJbd9La1q4tafNICQ8RiUxCDelEpABOXTKb7Y3N/PHJ16IORXop22hWfwSISClLdmxJq+Xd+aKEh4hEJpnSmkURyb8DZ45n3oxx3PXwS7S1tUcdjvRCItXIqOFVjKxVBaCIlK5Eg5bv5ZsSHiISiZbWdhq27KR+gjLaIpJ/py6ZzYZNjTz27PqoQ5FeSDTsUH8nESl5yVSayooYE8fURh1KyaqMOoBcZjYaWAG8391fMbMTgB8AtcAd7n5pOG8BcB0wGngEOM/dW81sOnALMAlw4Cx332FmY4BbgVnARuAMd08W+NcTkRwbNjfSntH6bBEpjCMPrGfapJEsXbaW4xbso+3/ilwi1cjc/cZGHYaISF4lUmkmjR1ORYXqEPKlaP7NmtlRwKPAnPC4FrgeOBmYBxxhZieF028BLnL3OUAMODccvwq4yt3nAk8Bl4Xj/wYsd/d5wLXAf+X/NxKRnuzeklYJj6HAzEab2WozmxEen29mz5nZ82b2PTOLheNfN7NXzWxl+M+F4fgCM3vKzF40s+vMrKgS7lL64vEYpy6ezctvbmXVmo1RhyM9aGltp2Gzdi0QkdKXTKXVqyjPiibhQZC0uBDI1poeCaxx93Xu3kqQ5Piwme0H1Lr74+G8G8PxKuB44M7c8fDx+wgqPAB+DpwUzheRiCS1Je2Q0UVCeiZwMcF1+mDgncB7wumLgH9w9wXhP1eG490lqkUKZvHCaYwbXc3SB9dGHYr0YGNYAaiEuIiUskwmQ1IN/POuaBIe7n6Ouy/PGZoKJHKOE8C0HsYnANvC5Eju+B6vFT6/DZg42L+DiPReIpWmelgFY0dVRx2K7N0eCWl3Xwcc6O5pYAxQB2wJ5y4CvmJmz5rZT8ysprtEdSF/ARGAqsoKPnjc/qxcs5G1b2zZ+wkSiYQS4nvVueouZ/wiM3uom3PGmNm9ZvaCmT1iZvWFiFVEura9sYV0U6uSu3lWzCXFcSCTcxwD2vswTjienZMrlvNcr6xevbov00VkL/72UgN1w+M8/fTTUYcy5C1cuDCvr+/u5wCYWe5Yi5mdC3wfeBJYaWYjgWeALwFrCRIblwH30HWiWqTgTjx6Br944EXuWraWL529KOpwpAvJjiWPamrdlbDq7lrCqruc8QOBLxNcf7uSXeL9PjM7m2CJ90fyGauIdE9b0hZGMSc83gCm5BzXE9xd7G58A1BnZhXu3hbOyS6PeTOc90a4bnwUkOpLMPPnz6e6WneiRQbLTx94kFnTxuT9j3XJH3e/1sxuAG4AvuHuXwH+Pvu8mV1B0IvpPrpOVPeJEs8yWA6bWcPyVW9y2PQ2xo4s5q9C5Wnl81uorIixbs1zvDIEmstG8DmWrbq7OTtgZtXANcDXgI93c977CJZ/Q7DE+0ozq3L3ljzGKiLd6Ohnp2q2vCrmT/knADOz2cA64KPA9e7+qpk1mdkx7v4YcDZwf3i3cTlBpvo2gov9/eFr3Rcefyd8frku7iLRaW/P8FYqzcK5k6IORfrBzPYFprv7Y+EOWbcD54c7ZZ3g7teHU2NAC90nqvtEiWcZLDNm7+SJb/+Bl1K1/OO7Dok6HOnk/lVPMHVijEWLVIHTla6q7oDLCRLM63o4dY8l3maWXeKtvZpFIpBdvqclLflVtAkPd28ys08CS4EagqRFtiHpWcC14Ta2TwM/CscvAG4ys0uB14Azw/HLgBvN7DmCdeZnFeSXEJEubdrWRHNru9ZnD111wK3hFuFbgdMJmpruBL5rZsuAVwjuQN7VXaI6mtBFYHxdLUsW7svvn3yNf3ivUTdSibRikkipiV9fmNl7CJLQF5vZ4h6maom3SBFZ7ZsYVRtn9bMrow5lyOup0q7oEh7uPiPn8QPAoV3MWUWwO0Dn8VeBxV2MbwI+OJhxikj/KaM9tLn7ajO7HFgBtALLgSvCSrt/BH4DDCNIglwRntZdolokEqcsns0fnnyNex9bx0f/z9yow5FQJpMhmWrksDmqAOyDM4GDzGwlMBKoN7M73L1zfw4t8RYpIr/403KmT6nV8u48K7qEh4iUvmxDOt3BG1o6JaSvIVgv3nnOUoLKvM7jXSaqRaKy7+RRHHVQPfc8uo5TF8+mplpfiYrBpm1NNLe0qYlfH7j7p7OPwwqPb3SR7AAt8RYpKslUmsNMyd18K5ptaUWkfCRSaeLxGBPH1kYdioiUsdOWHMD2xmb++OfXog5FQslUI6AmfoPFzL5lZueFh5cB7wiXeF9AsOxQRCLQ1NzKpm27dPOvAHQ7Q0QKLplqZNLYWiorlHMVkejMmzmOeTPGcdfDL3HS0TOo0DUpcglVAPZabtVdzthD5Czvdvev5TzWEm+RIvFWNrmra13e6ZNdRAoukUrrAi8iReG0JbPZsKmRR1dpo4pikEylicdg4lgtaRGR0pXtZ6cG/vmnhIeIFFyyQR34RaQ4HHFgPdMmjeRXy9aSyWSiDqfsJVJpJowdTlWlvqKKSOlKqoF/wejTREQKakdjMzt2tugCLyJFIR6Pceri2by8fisrX9wYdThlL5lKq2GpiJS8REOaETWVjBpeFXUoJU8JDxEpqN0lfPpCKyLFYfHCaYwbXcOvlq2NOpSyl2hoVEJcREpeMtVI/YQRxGKxqEMpeUp4iEhBJRvUpElEiktVZQUnHz+LlWs2svb1LVGHU7Z27Gxhe2OzljyKSMlTP7vCUcJDRAqqo8JDF3kRKSL/5x0zGF5Tya8eUpVHVJINauInIqWvra2dDZsamaprXUEo4SEiBZVMpRk7qpqaau2KLSLFY0RtFScdPYPHVr3Z0UxOCku7FohIOdi4ZSdt7RlVeBSIEh4iUlAq4RORYvWB42YRj8f59cMvRR1KWcommiaPU48nESldSVU7F5QSHiJSUImGtO7eiUhRGl9Xy5KF0/jDk6+xdceuqMMpO4mGNGNGVjO8RrsWiEjpSqTUz66QlPAQkYLZ1dJGamuTLvAiUrROWTyb5pY27nl0XdShlJ1kqpF6bUkrIiUu2ZCmqjLO+LqaqEMpC0p4iEjBvNVRwqcvtCJSnPadPIqjDqrn3sdepmlXa9ThlJVEKk29KgBFpMQlUmkmjxtOPK4taQtBCQ8RKZhktoRPX2hFpIidtuQAtje28IcnX4s6lLLR0tpGautOrWkXkZKXVD+7glLCQ0QKRlvSishQMG/mOObNGMevH15LW1t71OGUhWSqkUxGa9pFpLRlMhn1syswJTxEpGCSDWlqqysZPWJY1KGIiPTo9L87gA2bd/LoqvVRh1IWtGuBiJSDLTt20dTcpn5FBaSEh4gUTCKVZsr4EcRiWrMoIsVt0bzJ7Dt5JEuXrSGTyUQdTsnLVgDWT9AfASJSupINwfJuJXcLRwkPESmYZCqtL7MiMiTE4zFOXTybdeu38cyLG6MOp+QlU43UDKtgzMjqqEMREcmbjuSuEh4Fo4SHiBREW3uGtzY1KqMtIkPGuw6fxrjRNfxq2ZqoQyl5iYagiZ8qAEWklCVTaWIxtKSlgJTwEJGCSG3ZSWtbRhltERkyqiorOPn4Waxa08Da17dEHU5JS6bUxE9ESl8ilWZ8XS1VlRVRh1I2lPAQkYLo2KFFX2hFZAg58egZDK+p5FcPrY06lJLVHlYAKiEuIqUu2ZBWtXOBKeEhIgWhDvwiMhQNr6nipKNn8NiqN0k0pKMOpySltjbR0trOFJV4i0iJS6YatZylwJTwEJGCSDSkqayIMX5MbdShiIj0yQeOm0U8HufXD6vKIx+SauInImWgsamFLTt2qdq5wJTwEJGCSKTSTB43nIq4GtKJyNAyvq6WJQun8ccnX2Prjl1Rh1Ny1jdoyaOIlL63NgVb0iq5W1hKeIhIQSQbtD5bRIauUxbPpqWtnXseXRd1KCUnmUpTEY8xURWAIlLCsssitby7sJTwEJG8y2QyJFJq0iQiQ9e+k0dx1EH13PvYyzTtao06nJKSSKWZNG44FRX6Wioipatj+Z6q2QqqMuoAesPMlgGTgJZw6B+B/YFLgSrgh+5+ZTj3BOAHQC1wh7tfGo4vAK4DRgOPAOe5u76xiBTAtnQzO3e16gIvIkPaaUsO4PHVSX7/5Kt88Lj9ow6nZCSVEBeRMpBINTJq+DBG1lZFHUpZKfpUupnFgDnAoe6+wN0XAG8A3waOBRYAnzWzA82sFrgeOBmYBxxhZieFL3ULcJG7zwFiwLkF/lVEylZCO7SISAmYO2McB84cx68ffonWtvaowykJmUyGZENauxaISMlLNqSZMkHXukIbChUeFv78vZmNB64FtgMPuvsmADO7EzgdeBhY4+7rwvFbgA+b2fNArbs/Hr7WjcA3gasL9luIlLFkQ7YDvy7yQ5WZjQZWAO9391fM7HzgIoIE8r3AJe6eMbOTCa6vMWAd8Cl332xmnwD+HXgrfMl73f2rBf9FRAbotCUH8K/XP8Gjq9az+PBpUYcz5G1vbCHd1KqGpSJS8hKpNLbf2KjDKDtFX+EBjAUeAE4B3g2cB0wHEjlzEsA0YGofx0WkABKpoCv1ZFV4DElmdhTwKEG1HWY2E7gYOBI4GHgn8J4wKXI18D53PxR4FvhG+DKLgIuzlXpKdshQtWjeZPadPIpfLVtDJpOJOpwhT1vSikg5aG1rZ+OWnap2jkDRV3i4+5+AP2WPzeynBD06/i1nWgxoJ0jgZPow3murV6/uU9wisttzL25iVG0Fq59dGXUoJWnhwoX5fotzgQuBmwHcfZ2ZHejuLWHlXR2whaCn0oXu/mZ43rPAWeHjI4ADzOwrwCrgc+6+Od+Biwy2eDzGqYtn8193PMMzL27kcJsUdUhDmnYtEJFysGFzI+3tGSV3I1D0CQ8zOxaodvcHwqEY8AowJWdaPbCeoLdHX8Z7bf78+VRXV/cpdhEJ3LFiOdOn1BbiD3PJA3c/B8DMcsdazOxc4PvAk8BKd28G7grn1gJfBn4cnpII564AvgP8hN3JkF5R4lmKxSgyjKqNc+PdT5N598SowxnS/rJ6GwDrX3Ma1g+FwuO302ebiOxNR3JXy/cKrugTHsAY4Ftm9k6Cu4efAD4G3GJmE4E0cBrwWYK7iWZmswnWjn8UuN7dXzWzJjM7xt0fA84G7o/gdxEpS8lUmoVzJ0cdhgwyd7/WzG4AbiBYuvIVADOrI0h8rHL3m8K5p2TPM7PvAi/19f2UeJZicnp6LTfc8xyjJ83igH21Jru/lq95mnGjd3H0UUdEHYqISN6on110ij6V7u73EDTEewb4C4VpHToAACAASURBVEEC4zHgq8AyYCVwm7s/6e5NwCeBpcDzwN+AO8OXOgv4TzP7GzAS+FEhfw+RctW0q5XN23cpo11CzGxfMzsGINze+3bgkPC5KcByggR0tjKkzsz+OeclYoC2BZch7cSj92N4TSVLH1xLc0sbbe3q59EfyVSjSrxFpOQlUo0Mq6pg3OiaqEMpO0OhwgN3vwy4rNPYbcBtXcx9ADi0i/FVBA32RKSAkpuChqVan11S6oBbzWwBsJVgl6xHzawC+A3wC3fP7bO0A7jEzFa4+xMEu7vcVeigRQbT8JoqTjp6BkuXreWxZ4NVsrEYVMTjVFbEqKgIf/Z4HKciHgt+VsR2H1fGqYznjFXEujnOea147G3HB0wfW/RfrhMNaRbM0bIgESltyVSw/XYsFos6lLIzJBIeIjJ0Zdcs1mvf8ZLh7qvN7HKCfhytBBUdVwAfBA4HKs3s9HD6U+5+jpmdAVwd9vZ4Efh4BKGLDKozTpjD2NE17Gpuo62tndb2TPCzLdPpuJ22tgyt7eHPnOOW1nZ27mrNeb6r83cft/ehkqRmWAVnnTiXDxw7i4qK4ivq3dXSxqZtTaoAFJGSl0ildfMvIkp4iEheqQN/6XD3GTmPrwGu6TTlLrpZKunuywmSISIlY3hNFScfv39B37O9PUNb+94TKk272vjFAy/y0/99jmVPvcGFHz6UOdOLq9eItqQVkXKQyWRIpho5bI529YqCEh4iklfJVJqRtVWMHD4s6lBERIa8eDxGPB6jqnLvFRtf+8xRrPhrgv+566988UeP8PfvnMnZJ81jRG1VASLdu2RHQlwVgCJSujZta6K5pU3Xuogo4SEieZVIpalXubKISMHFYjGOOWQqh82ZyM33v8C9j63jT39dz7kfOphjDpka+VryRCro8aQKDxEpZcnstU7fhyNRfAs6RaSkJLVmUUQkUsNrqvjHUw7hii8cz9jRNfzHz57iWz99grfCptJRSTTsYHhNJaNHqAJQREqXlndHSwkPEcmb1rZ2NmzeqT3HRUSKwAH7juWKzx/POSfP57mXG7jguw9y54NraG1rjySe7Ja0UVeaiIjkUzKVJh6DiWP1fTgKSniISN5s3LyT9vaMMtoiIkWioiLOycfvz5VfejeH20Ruuvd5/ukHD/HCuk0Fj0W7FohIOUik0kwYO7xXvZdk8OnfuojkTSLbgV9rFkVEisrEsbV89VNH8dVPHUm6qZVLfrKcn/xyJTsamwvy/m1t7WzY1KgKQBEpecHybl3roqKmpSKSN9ktB3UHT0SkOL1j/hQOPWAit/3ub/zv8pd5YnWSz5w8n3cdtk9el5ps3LKTtvYMU5QQF5ESl2ho5J2HTIk6jLKlCg8RyZtEQ5qqyjjjRtdEHYqIiHSjtrqSz3xwPv/5T+9i0rharrj1L3ztf/7E+oYdeXvPjoS4Eh4iUsLSO1vY3tjMVF3rIqOEh4jkTTKVpn78COJxNaQTESl2s/ap47ufO57zTjmYF1/bzEXfW8Ydf3BaWtsG/b20Ja2IlIOO5d261kVGCQ8RyZtkqlHLWUREhpCKeIz3HTuLqy75O448qJ5bfvs3Pn/FQ6x+qWFQ3yfZkKayIs74utpBfV0RkWKiarboKeEhInmRyWSCCo8JatIkIjLUjK+r5csfP4Kvn/MOmlvb+X9XPcZ/3f4M29KD09Q0kUozedxwKlQBKCIlLNEQJDwmj9P34ago4SEiebFl+y6amttU4SEiMoQtmjeZK7+0hNOWzGbZX17n/P94gAf+/BqZTGZAr5tMpXXHU0RKXqIhzZiR1QyvqYo6lLKlhIeI5IXWLIqIlIaaYZV88v0H8cOLF7PPxJH88PZn+OrVK3j9re39er2OCkBt0ygiJS6Z0vbbUVPCQ0TyIlvCpzt4IiKlYcaU0fz7hcdy4emH8vL6rXz+ioe49bd/o7mlb01Nt+5oZucuVQCKSOlLpNLU67twpCqjDqAU7Wpp4+b7XmBbetce43vbzz736Rixbp/r+ty+zc9k6ChHzWQgQ6ZjLAOQYY/j3PH2jvOCc7Kvscd47tyc14dgbPd5mT1iicVixOMxYjGIx2LEY8HjWDy2x3E8nvM455xYLEZFPEasq3kdj2PEw+PsvIpYjNjb3jcWngMjh1cxc2od0yaNoqpSecLeSKTSxGMwaayy2iIipSIej3Hi0TM4an49P737OW7/g/PIM29wwWmHcuicib16jWwTP/0R0H9mNhpYAbzf3V8xs/OBi4AYcC9wibtnOp0zA/gZMBrYAnzC3V8taOAiZaSltY3U1p1K7kZMCY88aGlt54VXUmzdsbux19tWunZa+5rp/qke53Y5v9OMzs9ngKBHWJgkIEgoBEPBz2zyIPu4Y24s55wwq9J5PPsa8XAgd252e9Lgqd1Jhlg4MZsAac9kaG1r73jc3p4hk8nQnqHLxx3zMhky7eFzmXBe++7HmUyGtnY6HreHc3ursiLGtEmjmLVPHTOnjmbmlDpmTB1N3cjq3r9ImUg2NDJhTK0SRCIiJWjsqBq++LGFvPuIfbl66bNces0KFi+cxmc+MJ8xo3r+TMwuedQfAf1jZkcB1wJzwuOZwMXAAqAJeAR4D/D7Tqf+K/Bzd7/azD4HfBv4WKHiFik3yVQjmYyWd0dNCY88GFlbxRVfeFfUYUgfvD2Zkk2yBM9t3r6LV9Zv4+X1W1m3fisrX9zIg0+93nH++LoaZk4NkyDhzykTRpZ19/lgfbYu8CIipewwm8SPv7SEX/7xRZYuW8NTz7/FJ99/EO85cnrHTY7Okg1pYjHtWjAA5wIXAjcDuPs6MzvQ3VvMbDxQR1DB0VkFQXUHwAhgZyGCFSlXSSV3i4ISHiKES2FidJugGDl8GPtOHsVxh+3TMbZ1xy7Wrd/KuvXbOn4+4xtoC0tGqodVMKN+NDPCJMisqXXsN2VU2XRpTqTSHH3wlKjDEBGRPKuuquBjJ83jXYdP48o7V/GTX67kwade44LTD2W/+tFvm59IpRk/uoZhVRURRDv0ufs5AGaWO9ZiZucC3weeBFZ2ceplwAoz+zwwDDg6/9GKlK+OBv4TlNyNkhIeIv1UN7KaBXMmsWDOpI6xltY2Xn9rBy+/uZV1ia28sn4bK55dz+8e371Edsr4EcyYOjpYFjMlSIZMHFu71x4vQ0ljUwvb0s2q8BARKSP7Th7F5RccwwN/fo3rf/McX7jiIU5dMpszTphDzbDdXzmTqUb178gDd7/WzG4AbgC+AXyl05SbgM+6+91mdhpwl5kd0rnXR09Wr149aPGKlLpnn99CVWWMl3x1SX3PL0YLFy7s9jklPEQGUVVlBbP2qWPWPnUdY5lMhoYtTaxLBMth1r0ZVIQ8vjrR0V9lRG3V7uUwU0Yzc586pk8eNWTvfnXs0KKEh4hIWYnFYpxw5H4ccWA91//mOX75wBoeeeZNzj/tEBbOnQwEnxFHHDg54khLh5ntC0x398fcvdXMbgfO7zRnIjDX3e8GcPelZvbfwARgY2/fa/78+VRXq2+ZSG/c88zj7DMxzqJFi6IOpawp4SGSZ7FYjIlja5k4tpYjD6zvGN+5q5VXk9tY9+buZTF/eOJVmpqD7f3i8RjTJo1kVtgTZEb4c+yomqh+lV5LphoBtO+4iEiZqhtZzT+feTjvPmJfrrpzFd+49nGOW7APHztxLlt27FIF4OCqA241swXAVuB04NFOcxqAJjM7zt2Xm9kxwHZ373WyQ6QYPfT0G9x8/wtUV8WpHlZJdVUFNcMqqB5WQc2wSqqHVYRjleHYnsfVuXNzzq0eVjngXnzJVJp9J48apN9U+ksJD5GI1FZXMne/cczdb1zHWHt7hmQq3ZEAeXn9Vla/nOKhp9/omDN2VHVHY9QZU0ZTPawSstsKw57bAOduOQwdW/ZkOh5mG7Oyx2t0PqZje+I9H2fIbju85znPvZwCYIpKlkVEytohsyfy4y8u4c4H1/LLB17k8dUJQBWAg8ndV5vZ5QTb1LYCy4ErAMzsOuB/3f1/zexU4MdmVgtsB06LKmaRwTJ1wgjmzxpPU3Mru5rbaGpuY2u6mV2bdx/vamljV3hDsS8qK+I5yZMKqqsqcxIkwXFNdZBA6Spx8tamRo7Iudkp0VDCQ6SIxOMxpk4cydSJIznm0Kkd49sbm9/WIPXuR16mta09wmh7tl99+TRoFRGR7lVVVnDme43jD9uHq+5cxeqXGpi5z9ubmUrfuPuMnMfXANd0MeecnMdPAkcVJDiRApkzfSxzpo/d67z29gzNrUHiI0iEtLKrJUyIZP9pae04Dn62huNtOeOt7NzVypbtu972Ou3tb2+HM2OKrnVRU8JDZAgYNXwYh8yeyCGzJ3aMtba1k2hI09zSRiwWI9sLKRaLEQOIQSw8DsY7P9fdObFw7u7nwqe6Pi+WfS4Wvl/wXPUQ7T8iIiL5sc/Ekfzbee9kW7qZupHqAyEihROPx6gZVrlHA+XBlMlkaG3LBEmSMAHS1tbOtEla0hI1JTxEhqjKirjWBYqIyJASi8WU7BCRkhOLxaiqjFFVOYyRUQcje4hHHYCIiIiIiIiIyGArqwoPM/socClQBfzQ3a+MOCQRERERERERyYOySXiY2T7At4GFwC5ghZktc/fno41MRKT4mdlogh0A3u/ur5jZ+cBFBC1c7gUucfdMuC3idcBo4BHgPHdvNbPpwC3AJMCBs9x9RxS/i4iIiIiUh3Ja0nIC8KC7b3L3NHAnwT7lIiLSAzM7CngUmBMezwQuBo4EDgbeCbwnnH4LcJG7zyFIhpwbjl8FXOXuc4GngMsK9guIiIiISFkqmwoPYCqQyDlOEHxZ75XVq1cPekAiIoNh4cKF+X6Lc4ELgZsB3H2dmR3o7i1mNh6oA7aY2X5Arbs/Hp53I/BNM7sOOB74UM74w8C/5DtwERERESlf5ZTwiAO5myPHgPbenjx//nyqq9VVXETKj7ufA2BmuWMtZnYu8H3gSWAlwZLBzonlacAEYJu7t3Ya7xMlnkWkGBUg6SwiIv1UTgmPN4Djco7rgfURxSIiMuS5+7VmdgNwA/ANgl4eXSWWOyecoQ8J5ywlnkVERESkL8qph8cfgXeb2UQzGw6cBvw24phERIYcM9vXzI4BCKs2bgcOIUgsT8mZmk0sbwDqzKwiHJ+CEs4iIiIikmdlk/Bw9zeBrwLLCEqvb3P3J6ONSkRkSKoDbjWzMWYWI2gA/ai7vwo0ZZMhwNnA/e7eAiwHPhKOfxy4v9BBi4iIiEh5KaclLbj7bcBtUcchIjKUuftqM7ucYJvaVoJkxhXh02cB14bb2D4N/CgcvwC4ycwuBV4Dzixs1CIiIiJSbsoq4SEiIv3n7jNyHl8DXNPFnFV0sQNWWP2xOI/hiYiIiIjsQQmPvasAaG5ujjoOEZEurV69egbwxsKFC1v3NneI0nVYRIpWGVyDQddhESliPV2HlfDYuykAL774YtRxiIh0Zx0wE3gl4jjyRddhESlmpX4NBl2HRaS4dXsdVsJj7/5MsJ1tAmiLOBYRke68EXUAeaTrsIgUu1K+BoOuwyJS/Lq8DscymUyhAxERERERERERyauy2ZZWRERERERERMqHEh4iIiIiIiIiUnKU8BARERERERGRkqOEh4iIiIiIiIiUHCU8RERERERERKTkKOEhIiIiIiIiIiWnMuoAREREesvMvg6cER7e6+6XmNkJwA+AWuAOd7+00zk/Ax509xvD4+OAHwLDgHXAJ9x9czHEljN+GPC4u1cXQ1xm9gng34G3cl7nq0US2xTgOmAq0Aic5e6vRBmXmU0Cfp/zdB0w0d1HDiSuwYgtPJ4B/AwYDWwh+P/Aq0UQ15HAlUA18BpwjrsnBxJXX2Mzs5OBbwIxguvDp9x9s5lNB24BJgFO8L+zHQONbSjSdTiauHQd1nW4QHGV3HVYFR4iIjIkhB+M7wUOAxYAC83sTOB64GRgHnCEmZ0Uzp9qZr8BTu/0UjcAZ7v7wcDzwJeKKDbMbDjwY4I/BIolrkXAxe6+IPxnML5kD1ZsNwO/cffDwsf/EXVc7r4h++8KOBx4BfjsQOIarNhC/wr8PIxvKfDtqOMysxhwJ3CJux9C8IfA/wwkrr7GZmajgauB97n7ocCzwDfCl7oKuMrd5wJPAZcNNLahSNfhSOPSdVjX4bzGVarXYSU8RERkqEgA/9fdm929BXgBmAOscfd17t5KkPn/cDj/LOBu4BedXmeeuz9vZlXAPsCA7yoOYmwAVxDc+RwMgxXXEcAnzOyvZnaLmY0thtjMbAJwKHBNOHQDsMfdqyji6uRTQKO73zbAuAYztgqCu4oAI4CdRRDXBKDW3ZeFx/cAJ5rZQO+u9yW2KuBCd38zPPdZYHp4rTie4A8BgBtzfpdyo+twdHHpOqzrcL7jKsnrsJa0iIjIkODuz2Ufm9kBBKWRPyb4IM1KANPC+d8L5x7b6XVazOxg4I9AC/CVYonNzD4IDHf3O81soGENWlzhnO8DK4DvAD8h+LIUdWz7E5TcXmFBiXwSuKgI4sqeXwF8leAO1oANYmyXASvM7PMEd7CPLoK4GoC0mb3X3X8P/APBF9/xwPpCxObuKeCucG4t8OVw7gRgW/ilfI/fpdzoOhxdXOg6rOtw/uMqyeuwKjxERGRIMbODgD8QlEC/DGRyno4B7Xt7DXf/q7tPJigpvaMYYjOzeoK7Yp8brHgGIy4Adz/F3R9z9wzwXeCkIomtkqBE9kF3P4LgbtVNRRBX1okEd7D+OhgxDWJsNwGfdfd9gPOAu8JS5sjiCv+3dRrwFTN7BhgDpIDmgcbV19jMrA64F1jl7jcRfF/OnQ+9++9fsnQdLmxcoOtwP+LK0nW4l3GV6nVYCQ8RERkyzOwY4AHgy+EH4BvAlJwp9fRwF8LMaszsQzlDtwCHFENswPsJ7qI8YmYrw9dcaWajoozLzOrM7J9zhmJAa3fzCxkbwZ3E7e5+T3h8G3BkEcSV9SHg9oHGM5ixmdlEYK673w3g7kvDcyZEGVeoxd0Xe9AH4BaCku9NA4mrr7FZ0HxxOUEZ9Tnh8xuAuvBOMeG5/b7bOdTpOlz4uHQd1nW4EHGFSu46rISHiIgMCWa2L/Br4KPunv3y8kTwlM0OPwQ/Ctzfw8u0AFea2cLw+Azg0WKIzd2vc/f9fXeTNcLH26OMC9gBXGJmR4XHFxGWmw7EIP07ewl4w8ImbMAHgL9EHVeOowm+tA2KQYqtAWgKS8+zX0K3u/vGiOMCuMHMjggfXwz80t0HVEnRl9jCx78BfuHu/xTe7SRcc74c+Eh4/sd78buUJF2Ho4kLXYf7HFcOXYfL/DqsHh4iIjJUfBGoAX5gu9dV/zfwSYIO5zXAfexuaPU27t5mZh8B/if8UH2T3XcPIo0tTwbr39kZwNUWrKd9keCLRuSxhU4FrjGz7wHbgE8USVwAswjuYg2WwfjvmTGzU4Efh/89txOUMEcaV+h8gv+Wwwnu7H1mgHH1NbYPEezmUGlm2Z0LnnL3c4ALgJvM7FKCfgVnDkJsQ5GuwxHEpetwv+MCXYd7HVeo5K7DsUym81IYEREREREREZGhTUtaRERERERERKTkKOEhIiIiIiIiIiVHCQ8RERERERERKTlKeIiIiIiIiIhIyVHCQ0RERERERERKjhIeIiIiIiIiIlJylPAQERERERERkZKjhIeIiIiIiIiIlBwlPERERERERESk5CjhISIiIiIiIiIlRwkPERERERERESk5SniIiIiIiIj8f/buPcyuur73+Hsyuc6GJGRPkr0BUSn1i20ENBSt9QbVU5W2qPXSFm9UoRXBnqJWW1Fu9sJpRUVFEWlBa7Vaab2h4hGJtIgSFDGgXy9FLjIDZCCEZBIymZnzx16Dc8bJJDN7ZtaePe/X8+SZWWt+a/++K1yeJ5/8fr+vpLazsOwC1B4iYhFwB3BTZj5vCs+fC/wkMz86hWefBbw/M9dFxG8Ar8nMP5vs50yniBgGNgGDQAewG7g0My8qs66xIuJsoDszT4uInwEvzsyNk3h+9HsOA13AVuB1k/mcvczxGGBTZu43HZ8nSZIkaX4w8NB0eRFwE3B0RDw+M38wmYcz8x3TVMevAwdP02c169jM3AwQEd3AFyJiWWa+q+S6ptsj7wkQEW8C3gf8ZnklSZIkSZrvDDw0XV4HfBL4KfDnwJ8BRMRbgdcADwHfAF6QmY+JiMuAVcCvAF8A1tL4W/x/jIgnAxcCFWAX8KbMvLpYTbB6VIgwDKweKSAiHgWcC6yIiH8GLqdY+VH8/Fn8YiXI2TT+QH4g8D3gjcDFRR014HbgpZl576jP7wB+CJyWmV8t7n0E+H5mvnei35zM3BwRZwCfiYgLMnM4It4G/AGNrWU/A07NzLsj4kXAmcAQjZUTb87Mb0TEU4D/AywB6sBXM/M1xQqIa4EfAI8BXgV8atT1M4EnA2cVcz0EnJGZ395TvRFxCvCGYv57inf+0UTvWDy3EDgEuL+4PptiBcnY64i4phh3OPBB4Ibx3m9vc0qSJEnSeDzDQ02LiF+jER58mkbI8MqIqEbE7wCvBn4DWA/sP+bRrsz89cx8y6jPWgT8J3BuEVScDLw3Ivb672pm3gm8A7g2M0/ah9IfDTwxM18O/CHwzcz8TeBQoB94xZjPH6bxB/OTi1r3B36/eOd98T0aYUp3RLwSeAJwTGYeBVwJfKQY9w80wo+jgbcDzyru/znwjsx8MvBrwO9HxPriZwcD52Xm44CeMdcrgA8Bf5CZR9L4PfpsRCwfr8iIOA74SxorN44E/hX4zyLwGc/XI+LmiLgbGAlF9uX3H+CBzPy1zHzfXt5PkiRJkibFwEPT4XXAFzKzLzNvAG4DTgGeD3w6M7cUYcEHxjz3X+N81hOAwcz8IkBm3piZT8jMoRmo+/rM3F3M817gumIVxkXAOmC8MyMuA54TEauBl9N47y37ON9w8XUH8LvAU4CNEXETcDoQxc8/CfxHsXrkABqrHqCxcmNlRPx1UeOyUTXuBr45aq7R18cBX8vM/yne9WrgXhoh1HieC/xbZt5XjL8MOIjGapHxHJuZRxTv1AV8ffTKmL24dtT3E72fJEmSJE2KgYeaEhEVGishnhYRPysOvqwDp9H4Q/foVQGDYx7fNs5H7uYXwcDIHOuKrRKMfF5ELN6H8obHzD/2mUfmj4jzaWyHuQ/4MHDVmGcBKMKNT9MIO/6ExsqJffUbwG2ZuQ3oBM7PzKOKFR5HA79VzPE24GnARhorZL5RPP8NGiHSD4tafz6qxodHwptxrjsZ83tK47/9RXuoc7zxHROMp6j7O8BfAJcV22xgEv8MmPj9JEmSJGlSDDzUrBOBPuDAzHxMZj6GxpaQ/YAbgT+IiBXF2Nfwy3+QHiuB4Yh4DkBEPAm4msa/q/fRCAYA/ngPz+/mF38wvw84JCLWFNsx/nCCeX8HeE9mfozG6ofn0PiD/3g+QON8iwUTnYMxWkQcCJwP/GNx6yvAa0dtKzkX+FhELCxCo67M/BBwKnBERKylEZi8JTOvoLFl5bAJahzta8DvRMShRS3HAY8CvrWH8V8G/rBYxUJEnETjn/FP9jZRZn4C+Dbw7uLWfcD6iOgotgD97njPRcTKJt5PkiRJkn6JgYea9Trggsx8ZPVGsQriQhp/238J8M2I2EjjLIn+iT4sMx+m0fHlrGKrx4eAF2XmLhohwwci4jvA42mcVTHW9cChEXFFZt5K4yDSjcX92yaY+lzgHyPiZuBzNLbbHLaHGr8HPMDeV3d8PSJuiogbi8/86Ki2tB+hcVjr9RFxC3AE8OpiVcb/Bv61eM9PA3+SmfcAfwd8JyI2AW8F/ntPNY6p91YawckVxbN/D/xeZj64h/FfpRFYXF3U9irgdyexreg04PnFGS4fpxF6/Lh43w17mHPLVN9PkiRJksbTMTy8t79wl6YmIo4GnpqZFxbXZwBPzsyXlVtZcyLiV4BrgMjMCQMcSZIkSVI5bEurmfQj4C1Fi9Nh4A4ah5nOWRFxLo13+DPDDkmSJElqXa7wkCRJkiRJbcczPCRJkiRJUtsx8JAkSZIkSW3HMzz24sYbb1xIo0XmXevXr99ddj2SJEmSJGnvDDz27mDgtnXr1pVdhyTtSUfZBUiSJEmtxi0tkiRJkiSp7Rh4SJIkSZKktmPgIUmSJEmS2o6BhyRJkiRJajsGHpIkSZIkqe0YeEiSJEmSpLZj4CFJkiRJktqOgYckSZIkSWo7Bh6SJEmSJKntGHhIkiRJkqS2Y+AhSZIkSZLajoGHJEmSJElqOwYekuaN4eFh/vayb/P9n24uuxRJkiRJM8zAQ9K88p28l+s39ZRdhiRJkqQZZuAhad7o6OigtqqL3s39ZZciSZIkaYYZeEiaV2rVCj1928suQ5IkSdIMM/CQNK/Uuyvc07edoaHhskuRJEmSNIMMPCTNK7VqhV27h7h/686yS5EkSZI0gww8JM0r9e4KgNtaJEmSpDZn4CFpXqlXG4FH72YDD0mSJKmdGXhImldWH7CMBQs6XOEhSZIktTkDD0nzysLOBaw5YBm9fbamlSRJktqZgYekecfWtJIkSVL7M/CQNO/UqxXP8JAkSZLanIGHpHmnVq2wbccA2/p3lV2KJEmSpBli4CFp3ql3dwG2ppUkSZLamYGHpHmn9khrWg8ulSRJktqVgYekeWck8HCFhyRJktS+DDwkzTvLlixk5f5L6DXwkCRJktqWgYekealua1pJkiSprRl4SJqXatUuW9NKkiRJbczAQ9K8VK9W6Nu6k10Dg2WXIkmSJGkGGHhImpdq3RWGh+Ge++3UIkmSJLUjAw9J81LdTi2SJElSWzPwkDQvPdKa1nM8JEmSpLZk4CFpXlqx32KWLVnowaWSJElSmzLwkDQvdXR02JpWkiRJamMGHpLmrVp3F70GHpIkZHZmCAAAIABJREFUSVJbMvCQNG/VqxXuub+fwaHhskuRJEmSNM0MPCTNW7Vqhd2Dw/Rt2VF2KZIkSZKmmYGHpHnL1rSSJElS+1pYdgF7ExHnAi8GhoFLM/OCiDgFeENxbyPwp5m5KyKeBFwMLAbuBF6emVsiYiXwceBQ4D7gpZnZW8LrSGohte5G4NHbt50jf3V1ydVIkiRJmk4tvcIjIp4JHAccARwNnB4RAbwZeGpxfwHw+uKR9wLvyMwjgQTeVNx/J3BtZj4euKQYJ2me6165jIWdHfTYmlaSJElqOy0deGTmBuDYzNwNrKGxImUncGpmbs3MYeD7wCHFI53A8uL7LmBkY/7xNFZ4AHwCeF5ELJqFV5DUwjoXdLDmgC56+/rLLkWSJEnSNGvpwAMgMwci4hzgVuBrwB2Z+VWAiFgNnAZ8thh+BnBJRPQAzwE+VNw/EOgpPm83sBVw/bokat0Vz/CQJEmS2lDLn+EBkJlnRcT5wOeBk4EPR8RBwJdonOtxTUQsAy4Fnp2Z346IM4CP0ljd0THmIzuAocnUsGnTpmZfQ1IL6hzczs/v7Wfjxo10dIz9X8XcsH79+rJLkCRJklpOSwceEXE4sDQzb8rM/oi4AjiiuP8V4MLMfFcxfB2wIzO/XVxfDJxXfP9zoAbcFRELgf2BvsnUsm7dOpYsWdLkG0lqNXdu+yk3/HgTv3r4E1ixn/+NS5IkSe2i1be0HEpji8qSiFgMnAB8C7gKOHNU2AHwE+BRxaGmFGNvKL6/Enhl8f3LaBxgOjDj1UtqefVqF9Do1CJJkiSpfbT0Co/MvDIijgG+CwwCnwG6gbXAGyPijcXQz2XmOyLi1cCnIqIDuBc4qfj524HLIuIWYAtw4iy+hqQWNtKatqevn3j0qpKrkSRJkjRdOoaHh8uuoaXdeOONjwFuc0uL1J4eHhjkxW/9Aic+93D+8Dmx9wda09w8fESSJEmaQa2+pUWSZtSSRZ2sWr6Uns1uaZEkSZLaiYGHpHmv3l0x8JAkSZLajIGHpHmvXq14aKkkSZLUZgw8JM17te4uHnjoYXY+vLvsUiRJkiRNEwMPSfNevdro1NJ7f3/JlUiSJEmaLgYekua9WhF4eI6HJEmS1D4MPCTNe/XuYoWH53hIkiRJbcPAQ9K8t3/XYirLFtFj4CFJkiS1DQMPSQLq1S563dIiSZIktQ0DD0micY5Hb5+HlkqSJEntwsBDkmic43HvA/0MDg6VXYokSZKkaWDgIUk0VngMDg1z35YdZZciSZIkaRoYeEgSULc1rSRJktRWDDwkicYKD7A1rSRJktQuDDwkCaiuWMqihQvo8eBSSZIkqS0YeEgSsGBBB2tXdbnCQ5IkSWoTBh6SVKhVK57hIUmSJLUJAw9JKtS7K/T2bWd4eLjsUiRJkiQ1ycBDkgq1ahc7dw2y5aGHyy5FkiRJUpMMPCSpcGD3fgD0eI6HJEmSNOcZeEhSoVbtAmxNK0mSJLUDAw9JKqxd1UVHB/RstjWtJEmSNNcZeEhSYdHCTrpXLnOFhyRJktQGDDwkaZR6teIZHpIkSVIbMPCQpFFq1YorPCRJkqQ2YOAhSaPUql08uG0X/TsHyi5FkiRJUhMMPCRplHp3BYDePg8ulSRJkuYyAw9JGqVWbQQenuMhSZIkzW0GHpI0Sr0IPHo3G3hIkiRJc5mBhySNUlm2iP27FrvCQ5IkSZrjDDwkaYx6d5edWiRJkqQ5zsBDksaoVSv0eGipJEmSNKcZeEjSGPVqhc0P9DOwe6jsUiRJkiRNkYGHJI1Rq1YYGob7HnCVhyRJkjRXGXhI0hj17kanlrvt1CJJkiTNWQYekjRGrdoF4MGlkiRJ0hxm4CFJY6xavpTFizptTStJkiTNYQYekjRGR0cH9WoXvZs9w0OSJEmaqww8JGkcjda0rvCQJEmS5ioDD0kaR727wj192xkaGi67FEmSJElTsLDsAvZFRJwLvBgYBi7NzAsi4hTgDcW9jcCfZuauiAjgYuAAoBf4w8x8ICIOAf4FWAMkcGJmbivhdSTNAbVqhV27h3jgoZ1UVywruxxJkiRJk9TyKzwi4pnAccARwNHA6UWo8WbgqcX9BcDrI6ID+Bzw95l5JPBd4K3FR10EXJSZh9MISN4+qy8iaU6pVxutaXtsTStJkiTNSS0feGTmBuDYzNxNY3XGQmAncGpmbs3MYeD7wCHAk4Dtmfnl4vG/BT4QEYuAZwD/Xty/DHjJ7L2FpLmm1m1rWkmSJGkumxNbWjJzICLOAd4EfBq4IzNvB4iI1cBpwKuBw4DeiLgUeCLwA+B0oBvYWoQmAD3AwZOpYdOmTdPwJpLmisGhYTo64DubfsoBnZvLLmdC69evL7sESZIkqeXMicADIDPPiojzgc8DJwMfjoiDgC/RONfjmog4EXgW8IzM3BgR5wEXAG+jcdbHaEOTmX/dunUsWbKk2deQNIesueoBOhYtN1CQJEmS5qCW39ISEYdHxFEAmdkPXAEcERGHA9cBl2fmecXwXuDHmbmxuP4EcAxwL7AiIjqL+3Xg7tl6B0lzU93WtJIkSdKc1fKBB3AocElELImIxcAJwLeAq4AzM/Ndo8ZeB6yOiCOL698DbszMAeBa4GXF/VfSWBkiSXtU6654hockSZI0R7X8lpbMvDIijqHRcWUQ+AyNMznWAm+MiDcWQz+Xme+IiBfSCEgqwF3AK4qfnwpcHhFnAncAfzSb7yFp7qlXu3iof4BtOwbYb9missuRJEmSNAktH3gAZObZwNljbr97D2O/RWMby9j7t9M430OS9kmtaE3bu3k7hz1qZcnVSJIkSZqMubClRZJKUe9uBB6e4yFJkiTNPQYekrQHa1d1AXiOhyRJkjQHGXhI0h50LV3Eyv2W0LPZwEOSJEmaaww8JGkCtWqXW1okSZKkOcjAQ5ImUO+u0OsKD0mSJGnOMfCQpAnUqxX6tu5k18Bg2aVIkiRJmoRZb0sbEcuAxwM/ysxtsz2/JE1GrbvC8DDcc38/j1q7f9nlSJIkSdpHMx54RMR64HJgB3Aa8BlgAFgWES/MzG/OdA2SNFX16i9a0xp4SJIkSXNHU1taIuLQ4uvxEfH2iFgxzrD3AWcWX78KvD4zHwucALyrmfklaabVisDDczwkSZKkuWXKgUdEXAy8JSIeD1wCHAr80zhDl2Xmf2bmR4EHM/OzAJn5LaBrqvNL0mxYsd9ili3ptFOLJEmSNMc0s8JjPfA64IXA5Zl5EvDoccbtjohnRsQLgQMi4okAEfGrTc4vSTOuo6ODWrVCb19/2aVIkiRJmoRmAocFmTkEPAe4urg33oqNvwAuA94DvAC4IiK+DlwHnNPE/JI0K2rVCj1uaZEkSZLmlGYOLf1JRFxJYyvLhoj4OPC9sYMy87+Ax45cR8STgacDN2fmj5uYX5JmRb1a4YZb72FwaJjOBR1llyNJkiRpHzQTeJxEYzvLtZm5KyKuBT66t4cy814anVokaU6odVfYPThE34M7WHOARw9JkiRJc8GUt7Rk5nbgx8CrI+KdwA8y003uktpOvdoIOXo9uFSSJEmaM6a8wiMiXgH8LY3VGguAj0fEOZl5yZhxdwP7jfMRHcBwZi6fag2SNBtGWtP2bO7niMNKLkaSJEnSPmlmS8sZwDGZ2QMQEX8PXEWjRe1ozwO+TOPA0t4m5pOkUqxeuYzOBR2u8JAkSZLmkGYCjwUjYQdAZt4dEYNjB2Xm9yLi/wAnZ+Zrm5hPkkrR2bmANau66DHwkCRJkuaMZtrS9kXECSMXEfEC4IE9jL0QuLiJuSSpVPVqxRUekiRJ0hzSzAqP04HPRsT7i+tdNLat/JLMHARuaGIuSSpVrdrFD2+/n+HhYTo6bE0rSZIktbopBx6ZeUtEBPA4oJNGl5Zf2tISEZ3AXwAvBw4GBoG7gP8Ezs/MXVOtQZJmS727Qv/O3WzdvosV+y0puxxJkiRJezHlLS0RcThwEvBD4O3AjyLi2HGGXgg8Cfhz4MnAb9EIQAL48FTnl6TZVC86tbitRZIkSZobmtnScjGNwOJ44CDgNcDfAb85ZtyzMzPG3PtJRFwL3NrE/JI0a2rdRWvavn7i0atKrkaSJEnS3jRzaOnSzPw48DvApzLzGmDROON2R8R4fzqoArubmF+SZk3NFR6SJEnSnNLMCo8lEbGWxgqP3y2+XzbOuHcBN0XEZ4E7gWHgQOD3gXObmF+SZs2SRZ2sWr6Uns0GHpIkSdJc0MwKj4uB24H/ysxbaXRhec/YQZn5T8DzgR7gscBhwGbgBZl5eRPzS9KsqnfbmlaSJEmaK5rp0vLBiLg4M4eKW0/MzL49DL8N+Hhm3j76ZkT8embeMtUaJGk21apdfDfvLbsMSZIkSfugmS4t+wEXRsTXijM6/ra4N3bcc2i0ob0pIq6PiING/fhjU51fkmZbvVrh/q0Ps3OXxw9JkiRJra6ZLS0XAg8Ca4GdwHLGbzP7d8AzgG7gauDqiFhZ/KyjifklaVaNHFx6T19/yZVIkiRJ2ptmAo8nZubbgIHM7AdOBI4ab47M/H5mDmbmXwNfAT4dEc3MLUmzrv5Ia1rP8ZAkSZJaXTOhw+CY605gaLxxEXH4qOu/oLGy40NNzi9Js8rWtJIkSdLc0Uzg8I2IOB9YFhG/A1wBfH2ccWcC/xURLwHIzEHgxcATgHVNzC9Js2r/rkVUli60Na0kSZI0BzQTeLwF2EbjHI+/AW4G3jx2UGZ+BTiUxvkdI/e2AL9FYxuMJM0JHR0d1Lor9HqGhyRJktTymmlLOwCcFxHvBwYzc+sEY3/pZ0U7209OdX5JKkOtWuF/fv5g2WVIkiRJ2otm2tIeHhE3APcCfRGxISIOmb7SJKn11KsV7r2/n8HB8Y4skiRJktQqmtnS8s/AR4AuYD/g34FLp6MoSWpVtWqFwaFh7tuyo+xSJEmSJE1gyltagK7MvHjU9fsi4uSJHoiIZcBhwCZgWdHOVpLmjHp3FwA9m7c/0rVFkiRJUutpZoXHDyPiqSMXEbEOuG1PgyPiKcBPgS8CBwF3jn5ekuYCW9NKkiRJc0MzgcejgQ0RsTEirgduBI6KiJsj4uZxxv8D8GygLzPvAl4BvLeJ+SVp1nWvWMaihQvosVOLJEmS1NKa2dLylkmO78rMWyMCgMy8MiL+pon5JWnWLVjQwdpVXa7wkCRJklpcM21pN0zykYGIOAAYBoiR5GMvIuJc4MXFc5dm5gURcQrwhuLeRuBPM3PXqGeOB96fmY8trlcCHwcOBe4DXpqZvZOsX5KAxraWns0GHpIkSVIra2ZLy2S9E9gAHBwRnwCuK+7tUUQ8EzgOOAI4Gji9CEreDDy1uL8AeP2oZ9YC/wh0jJn72sx8PHAJbqWR1IR6d4Xevu0MDw+XXYokSZKkPZi1wCMzvwC8CDgL+G/gaZn5mb08swE4NjN3A2torEjZCZyamVszcxj4PnDIqMc+Apwz5qOOp7HCA+ATwPMiYlGTryRpnqpVu9i5a5At2x4uuxRJkiRJe9DMGR5AY7tIZm6Z4Oejw4hdNLq0PPKzzLxjos/PzIGIOAd4E/Bp4I7MvL14fjVwGvDq4voNwHeA68d8zIFAT/F5uyNiK7AauHtf3hFg06ZN+zpUUpvb/sAOAK757+9wyOolJVcD69evL7sESZIkqeVMOfAotpb8B7AiIo4B/i/wwsz84Ziht9A4a2MBsAx4CBgEVgL3AvW9zZWZZ0XE+cDngZOBD0fEQcCXaJzrcU3RFvcPgN8GDh7zER3jXA/t67sCrFu3jiVLyv+DjaTyrTn4If51w9Ws6H4U69c/quxyJEmSJI2jmS0t7wP+HLg3M39eXH947KDM3D8zl9PYUnJiZq7MzCrwQhqBxR5FxOERcVTxOf3AFcAREXE4jTNALs/M84rhL6ERnmwErgQOjIhri5/9HKgVn7kQ2B/om/KbS5rXatUuOjqwU4skSZLUwpoJPKqZ+dWRi8y8CFg+wfijM/OTo8Z/DjhqL3McClwSEUsiYjFwAvAt4CrgzMx816jPOyszH5eZRwHPB+7OzKcXP74SeGXx/ctoHGA6sE9vKUljLFrYSXXFMnoMPCRJkqSW1UzgMRwRS/lFm9ka0DnRXBHxrJGLiHgue9lWkplX0jjz47vAjTRWdXQDa4E3RsRNxa9z91Lr24GnRMQtwKmM6uoiSVNRr1botTWtJEmS1LKaObT0IuArwJqI+Dvgj4DzJxj/BuBTEbGLxhkaHcAL9jZJZp4NnD3m9rv38szPgMeMur4f+P29zSVJ+6pW7eKGW+8puwxJkiRJezDlwCMz/ykifkpj+8gi4OTRW1zGGX9t0bHlCcWtm4t2s5I059S7K2zZ9jD9OwfoWmqXa0mSJKnVNNWWNjM3ABsmMX6ARttYSZrTatUKAPfc389jD1xRcjWSJEmSxpp04BERQxTndownMyc6x0OS2kK9CDx6Nm838JAkSZJa0FRWeKymcf7GecDtwMXAIPBq4NHTVpkktbBadyPwsDWtJEmS1JomHXhkZh9ARBydma8b9aMLI2LjRM9GxKGZ+T8RcTzwJODCzHxwsjVIUtn2W7aI/bsWcbedWiRJkqSW1Exb2kpExMhFRDwBWLKnwRFxMfCWiHg8cAlwKPBPTcwvSaWqVSuu8JAkSZJaVDOHlp4JXB8RN9PY4vLrwB9PMH49cAzwVuDyzPyrva0IkaRWVu+u8MPbHyi7DEmSJEnjmPIKj8y8AgjgvcB7gMjMr0w0V2YOAc8Bri7udU11fkkqW71aYfMD/QzsHiq7FEmSJEljNNuW9l7gin0c/pOIuJLGVpYNEfFx4HvNzC9JZapVKwwNw30P9HPg6v3KLkeSJEnSKM2c4TFZJwH/CjwjM3cB1wKvmcX5JWla1YtOLT2e4yFJkiS1nFkLPDJzO/Bj4NUR8U7gB5nZP1vzS9J0q1Ubu/J67dQiSZIktZymAo+I2L/4+sSIeEVELJpg7CuAfwcOAJYDH4+Ik5uZX5LKtGr5UhYv6qSnz+xWkiRJajVTPsMjIs4FDouItwJfBm4Bngm8dg+PnAEck5k9xfN/D1xFo0WtJM05HR0d1KpdtqaVJEmSWlAzKzyeTyPc+APgE5l5HHDkRHONhB0AmXk3MNjE/JJUunq14hkekiRJUgtqaktLcQbHs/lFm9klEwzvi4gTRi4i4gXAA83ML0llq1Ur9Pb1Mzw8XHYpkiRJkkZppi1tX0RcBBwNvKTYonL3BONPBz4bEe8vrncBL2xifkkqXb3axa6BQe7fupPqimVllyNJkiSp0MwKj1fSCDiOL1Z6DAOv2tPgzLwFCOB/Ac8DIjNvbmJ+SSpdrWhN2+vBpZIkSVJLmXLgkZn3AJcBayKiE/hgce//ExF/WXx9H/Bu4HXAKcAFEXHhVOeXpFZQrzYCjx5b00qSJEktZcqBR0QcD1wHfABYA9w6+oyOUR4svm4G+sb5JUlz1uoDuljQgZ1aJEmSpBbTzJaWdwBPBrYU3VeeBpw7dlBmXlx8+7fATzLzHOBiGkHIeU3ML0mlW7RwAd0HdNmpRZIkSWoxzQQenWPazN5E4xyPPfkA8LvF90PA04H3NDG/JLWEerXLLS2SJElSi2km8OiPiEMoQo6IeDqwc4LxT83MPwLIzHuBlwDHNjG/JLWERmtaAw9JkiSplTQTeLwFuAr4lYj4JvAfxb09WRQRi0ddN9MSV5JaRr1a4aH+AbbtGCi7FEmSJEmFKYcOmfnNiHgK8JtAJ3B9Zm6e4JEvAl+JiI/RWBXyx8U9SZrT6iOtaTdv57BHrSy5GkmSJEnQ3AoPgCOBpcBi4BkR8aIJxr6ZxiqQE2ic5XEF8NdNzi9JpRsJPDy4VJIkSWodU17hERGXAM8DfsIvDisdphFk/JLMHCye+TpwC7A0M4emOr8ktYq1q7oAW9NKkiRJraSZczR+G3h8Zj60L4OL7S9XALuBpwLfi4jfy8zrmqhBkkrXtXQRK/dbYqcWSZIkqYU0s6Xlzn0NOwr/ADwb6MvMu4BXAO9tYn5Jahm1ahe9ff1llyFJkiSp0MwKj/+OiE8Cnwd2jNzMzHG3tABdmXlrRIyMuzIi/qaJ+SWpZdS6K2z6aV/ZZUiSJEkqNBN4/Gbx9bWj7u3xDA9gICIOKMYQI8mHJLWBerXChu/cxcDuQRYt7Cy7HEmSJGnea6Yt7bEAEbEQ6MjMgb088jfABqAWEZ8A/hdwylTnl6RWUqtWGB6G3r5+HrV2/7LLkSRJkua9Zrq0rAEuB44DFkbEBuDlmXn3Hh75MvAD4DlAJ3BuZv5gqvNLUiupVxutaXv7tht4SJIkSS2gmS0t7weuB/6IRoDxBuCDwAl7GH9DZh5Fo42tJLWVWnejNW2PrWklSZKkltBM4PG4zHzpqOuzIuKWCcZvj4iDiw4tktRWVu63hKWLO+3UIkmSJLWIZgKPRRGxNDN3AkREF8WBpHtQAW6LiDuBbSM3M/OIJmqQpJbQ0dFBrVqhZ7MrPCRJkqRW0Ezg8Ung/0bEP9MIOv4E+PcJxv95E3NJUsurd1e4856Hyi5DkiRJErBgqg9m5nnApTS6rTwfuAw4Z4LxG4DNwJOAI4G7i3uS1BZq1Qq9ff0MDk202E2SJEnSbJj0Co+IWDXq8rPFrxEHAPfv4bk/A86l0a1lAfC2iDg9Mz812RokqRXVq13sHhyi78EdrDmgq+xyJEmSpHltKltaNtPYwtJRXI/8VWZH8X3nHp47A3hiZv4cICIOAa4EDDwktYXaqNa0Bh6SJElSuSYdeGTmVLfBPDgSdhSfc0dE7JziZ0lSy6l3NwKPns39HHFYycVIkiRJ89xUtrScMdHPM/OCPfzoqxHxQeADwG7glcCPI+JJxXPfmWDOc4EX01hBcmlmXhARpwBvKO5tBP40M3dFxAk0zhLpAG4DTsrMB4oVJf8CrAESODEzt40znSRNyeqVy+hc0EFvn51aJEmSpLJNZbXGE/bya0/+CHgu8HngS8X1U4DPMEF3l4h4JnAccARwNHB6RATwZuCpxf0FwOsjYjnwQeD4zDwSuBk4u/ioi4CLMvNwGgHJ2yf53pI0oc7OBaxZ1UWPgYckSZJUuqlsaTlpKhNl5mOn+NyGiDg2M3dHxEE0at4JnJqZWwEi4vvAIcAi4PWjts7cDJwYEYuAZwAvKO5fBmwA3jKVmiRpT+rViis8JEmSpBYwlS0tn8rMlxYhwy/1XszMI6alsv//Mwci4hzgTcCngTsy8/aintXAacCrM7MP+I/i/jLgrcD7gG5ga2buLj6yBzh4MjVs2rRpOl5FUpvrHNrOXff0s3HjRjo6Ovb+wDRYv379rMwjSZIkzSVT6dJyfvH1tOksZG8y86yIOJ/GlpiTgQ8XKz6+RONcj2tGxkbEChrBx/cy8/Ji3NhwZmgy869bt44lS5Y08wqS5oE7t/2EG358C497/BEsrywuuxxJkiRp3pr0GR6ZeWPxdQONwz/vG/NrWkXE4RFxVDFnP3AFcEREHA5cB1yemeeNGl8HrqWxneW1xe17gRURMdIytw7cPd21StLo1rSSJEmSyjOVFR4ARMQFwOuBraNuD9PogrKnZ1YBFRodVDqBwzLzq3uZ6lDgnIh4WvH5JwAfA64C3paZHxv1+Z00VoB8KjPfOXK/2BJzLfAy4F9pdIj50j6+qiTts3p1pDXtdh53yAElVyNJkiTNX1MOPIAXAQcW52bsVdFa9q+Ky93AYuBWJu7sQmZeGRHHAN8FBml0dekG1gJvjIg3FkM/V4x5ErAwIl5c3N+Yma8FTgUuj4gzgTtodImRpGm1ttoFuMJDkiRJKlszgcePgC2TGP9KGp1ULqDRUvZY4Ph9eTAzz+YX7WVHvHsPw8fdplMccvqsfZlPkqZq6eKFrFq+xNa0kiRJUsmaCTwuBDZExNeBgZGbmXnuHsbfm5k9EfED4MjM/FhEvLWJ+SWpJdWqFXr7+ssuQ5IkSZrXJn1o6ShvpXF+x0pg9ahfezIQEb9C46DTp0fEQmBpE/NLUkuqVSv0bHaFhyRJklSmZlZ4VDLzaZMY/3fAh4HfB84DXgV8oYn5Jakl1bsrXL3xTh4eGGTJos69PyBJkiRp2jWzwiMj4oh9Hpz5hcz87czcDhwFPBc4pYn5Jakl2ZpWkiRJKl8zKzwOATZGxG3AwyM3M3OvIUhm9gPfa2JuSWpZ9ZFOLZu38+ja8pKrkSRJkuanZgKPv9r7EEmaf0ZWeNipRZIkSSrPlAOPzNwwnYVIUrtYXllM19KFHlwqSZIklaiZMzwkSePo6OiwNa0kSZJUMgMPSZoB9e6KW1okSZKkEhl4SNIMqFcr3Ht/P4ODQ2WXIkmSJM1LBh6SNANq1QqDQ8Pct2VH2aVIkiRJ85KBhyTNgHp30ZrWbS2SJElSKQw8JGkG/KI1rQeXSpIkSWUw8JCkGVBdsYyFnQvotTWtJEmSVAoDD0maAZ0LOli7qstOLZIkSVJJDDwkaYbUuyue4SFJkiSVxMBDkmZIrdpFb992hoeHyy5FkiRJmncMPCRphtSrFXY8PMiD23aVXYokSZI07xh4SNIMqXU3OrW4rUWSJEmafQYekjRD6o+0pjXwkCRJkmabgYckzZC1q7ro6MDWtJIkSVIJDDwkaYYsXtRJdflSV3hIkiRJJTDwkKQZVOuu0OMKD0mSJGnWGXhI0gyqVyv09vWXXYYkSZI07xh4SNIMqlUrbNn2MP07B8ouRZIkSZpXDDwkaQbVi9a099zvKg9JkiRpNhl4SNIMeqQ1red4SJIkSbPKwEOSZlCtWOHRa6cWSZIkaVYZeEjSDNpv2SL271pEjweXSpIkSbPKwEOSZlitWqHXLS2SJEnSrDLwkKQZVq9W6HFLiyRJkjSrDDwkaYbVuivct2UHuweHyi5FkiRJmjcMPCRphtWrXQwNDXOKMhSXAAAPGElEQVTvA57jIUmSJM0WAw9JmmG1ojVt72YDD0mSJGm2GHhI0gyrF61pPcdDkiRJmj0GHpI0ww7YfymLFy6g18BDkiRJmjUGHpI0wxYs6GBttUKPrWklSZKkWWPgIUmzoF6tuMJDkiRJmkUGHpI0C2rdXfT09TM8PFx2KZIkSdK8sLDsAvZFRJwLvBgYBi7NzAsi4hTgDcW9jcCfZuauiDgK+AiwHPgG8GeZuTsiDgH+BVgDJHBiZm4r4XUkzUP1aoVdA4Pcv3Un1RXLyi5HkiRJanstv8IjIp4JHAccARwNnB4RAbwZeGpxfwHw+uKRfwFOy8zHAR3AycX9i4CLMvNwGgHJ22ftJSTNe4+0pu2zNa0kSZI0G1o+8MjMDcCxmbmbxuqMhcBO4NTM3JqZw8D3gUMi4tHAssy8vnj8MuAlEbEIeAbw76Pvz95bSJrvHmlN68GlkiRJ0qxo+cADIDMHIuIc4Fbga8AdmflVgIhYDZwGfBY4EOgZ9WgPcDDQDWwtQpPR9yVpVqw5oIsFHXhwqSRJkjRL5sQZHgCZeVZEnA98nsY2lQ9HxEHAl2ic63FNRPwWjTM9RnQAQzSCnbEnBQ5NZv5NmzZNuXZJAlje1cktP76TG9dM77aW9evXT+vnSZIkSe2g5QOPiDgcWJqZN2Vmf0RcARxR3P8KcGFmvqsYfhdQH/V4DbgbuBdYERGdmTlYjLl7MnWsW7eOJUuWNPs6kuaxR9/w3+x4eLcBhSRJkjQL5sKWlkOBSyJiSUQsBk4AvgVcBZw5KuwgM28HdhYrPQBeAXwpMweAa4GXFfdfSWNliCTNmlq1Qs9mDy2VJEmSZkPLBx6ZeSXwReC7wI3AdTTO5FgLvDEibip+nVs8ciLw7oj4IbAfcGFx/1TglIi4FXg6cOYsvoYkUa9WeKh/F9t3DJRdiiRJktT2Wn5LC0Bmng2cPeb2u/cw9nvAMePcvx141jSXJkn7rDbSqaVvO4cdvLLkaiRJkqT21vIrPCSpXdSrjcDDTi2SJEnSzDPwkKRZUqt2AdCz2cBDkiRJmmkGHpI0S7qWLmLFfovp7fPgUkmSJGmmGXhI0iyqVStuaZEkSZJmgYGHJM2ierVCj4GHJEmSNOMMPCRpFtWqFTZv2cHA7sGyS5EkSZLamoGHJM2iencXw8Nwz/2e4yFJkiTNJAMPSZpFtUda0xp4SJIkSTPJwEOSZlG9CDzu3ryt5EokSZKk9mbgIUmzaOX+S1i6uNMVHpIkSdIMM/CQpFnU0dFBrVqhZ7OdWiRJkqSZZOAhSbOs3l2h19a0kiRJ0owy8JCkWVarVrjn/n6GhobLLkWSJElqWwYekjTL6tUuBnYP0ffgzrJLkSRJktqWgYckzbJftKZ1W4skSZI0Uww8JGmW1bsbgUePgYckSZI0Yww8JGmWrV65jM4FHa7wkCRJkmaQgYckzbLOzgWsOaDL1rSSJEnSDDLwkKQS1KpdrvCQJEmSZpCBhySVoNZdoaevv+wyJEmSpLZl4CFJJahXK2zfMcBD/bvKLkWSJElqSwYeklSCkda0nuMhSZIkzQwDD0kqwUhrWs/xkCRJkmaGgYcklaC2qguAHgMPSZIkaUYYeEhSCZYuWcgB+y+hd7MHl0qSJEkzwcBDkkpSq1Zc4SFJkiTNEAMPSSpJvbvioaWSJEnSDDHwkKSS1KoV7t+6k4cHBssuRZIkSWo7Bh6SVBI7tUiSJEkzx8BDkkpSrzY6tfS6rUWSJEmadgYeklSSWrWxwqOnz04tkiRJ0nQz8JCkkiyvLKZr6UK3tEiSJEkzwMBDkkrS0dFha1pJkiRphhh4SFKJ6tWKZ3hIkiRJM8DAQ5JKVKt2ce8D/QwODZddiiRJktRWDDwkqUT17gq7B4fZvGVH2aVIkiRJbcXAQ5JKNNKpxW0tkiRJ0vQy8JCkEtUfaU1r4CFJkiRNJwMPSSpRdeUyFnZ22JpWkiRJmmYGHpJUos4FHaxd1eUKD0mSJGmaLSy7gL2JiHOBFwPDwKWZeUFxfxHwZeC8zLymuPck4GJgMXAn8PLM3BIRK4GPA4cC9wEvzcze2X4XSRpPrVqhd3N/2WVIkiRJbaWlV3hExDOB44AjgKOB06MAXAM8dcwj7wXekZlHAgm8qbj/TuDazHw8cEkxTpJaQr1aoadvG8PDtqaVJEmSpktLBx6ZuQE4NjN3A2torEjZDrwG+AfgW2Me6QSWF993ASN9Ho+nscID4BPA84oVIpJUulp3hR0PD/Lgtl1llyJJkiS1jZYOPAAycyAizgFuBb4G/Dwz/zIz/3Oc4WcAl0RED/Ac4EPF/QOBnuLzdgNbgdUzXrwk7YORTi0eXCpJkiRNn5Y/wwMgM8+KiPOBzwMnAx8eOyYilgGXAs/OzG9HxBnAR2ms7ugYM7wDGJpMDZs2bZpK6ZK0V30PDgBw3cZNbO+rTPr59evXT3dJkiRJ0pzX0oFHRBwOLM3MmzKzPyKuoHGex3jWATsy89vF9cXAecX3PwdqwF0RsRDYH+ibTC3r1q1jyZIlk34HSdqbXQODfPDKL7Bs/zWsX3942eVIkiRJbaHVt7QcSmOLypKIWAycAPzXHsb+BHhUcaApxdgbiu+vBF5ZfP8yGgeYDsxQzZI0KYsXdVJdvtTWtJIkSdI0aunAIzOvBL4IfBe4EbguMz+5h7EPAK8GPhURNwN/ApxU/PjtwFMi4hbgVOD1M1y6JE1KrbtCb5+taSVJkqTp0mEbxIndeOONjwFuc0uLpJl04b99lxt+cA8fO/u5U3l87DlFkiRJ0rzX0md4SNJ88aTD13D3Zre0SJIkSdPFwEOSWsDTjjyIpx15UNllSJIkSW2jpc/wkCRJkiRJmgoDD0mSJEmS1HYMPCRJkiRJUtsx8JAkSZIkSW3HwEOSJEmSJLUdAw9JkiRJktR2DDwkSZIkSVLbMfCQJEmSJEltx8BDkiRJkiS1HQMPSZIkSZLUdgw8JEmSJElS21lYdgFzQCfArl27yq5Dksa1adOmxwB3rV+/fnfZtUiSJEmtwsBj7+oAP/rRj8quQ5L25DbgscDPSq5DkiRJahkGHnt3A/B0oAcYLLkWSdqTu8ouQJIkSWolHcPDw2XXIEmSJEmSNK08tFSSJEmSJLUdAw9JkiRJktR2DDwkSZIkSVLbMfCQJEmSJEltx8BDkiRJkiS1HQMPSZIkSZLUdgw8JEmSJElS21lYdgFzTUScBby0uPxiZv5lRDwbuABYBvxbZp455pmPAldn5mXF9dOB9wCLgduAV2XmA2XXNer+E4HrM3NJMzVNZ20R8Srg74F7Rn3O21qgrjrwEeBAoB84MTN/1kxd01FbRKwBrhr14xXA6szcr8y6iuvHAB8FlgNbaPz7f3szdU1jbccAHwCWAHcAr83M3tmqKyJOAM4BOmj8v+GkzHwg/l979xYiZRnHcfy7qKBGWbSVZXmR1V8JT9kWUkRXonQyK02jLBLpYFFWIpYQREGZ3ViaEtnSYmWKiVbQEbKEwMiUjF/R4UIzTLtw7YBrbRfPMzhuaM3O6840/j6w8M7M87785sDC85//80zEYKANOBUQ6XO2r5pcZmZmZmaNzh0eFciTlHHAaGAUMCYipgIvAtcAw4CWiJiQx58REeuA67tcajlws6ThwDbgoTrJRUT0BxaRijFVKzDbhcBsSaPyX7XFjqJyvQyskzQ6Hz9ZTa6isknaVXqtgAuAH4CZtc6VPQa8krOtBh6vJldR2SKiCVgFzJE0glSUWdZTuSLiBGAJcIWkkcAW4NF8qcXAYklDgU3A/GpymZmZmZkdC1zwqMxO4AFJ+yV1AF8B5wHfSPpe0gHSt7A35PE3AWuBlV2uM0zStojoAwwCquruKDAXwEJS90lRisrWAkyPiK0R0RYRJ9U6V0Q0AyOBpfmu5cAhHQS1ytbFbcBvklbUSa5epO4OgOOA36vMVVS2ZqCfpA/z7fXA+IioptOpklx9gLsl7cjnbgEG5/8Tl5GKMQAvlT0PMzMzMzM7DC9pqYCkL0vHEXEuqU19EWlSU7ITODOPX5DHXtrlOh0RMRx4D+gA5tVDroi4GugvaVVEVBOp8Gx5zNPARuAJ4FnSpLWWuYaQlj0szMuUfgJmdTdTwdlK5/cCHiZ1E9RLrvnAxoi4l9RJNLZOsu0Gfo2IcZLeAW4kFSFOBn482rkk7QHW5LH9gLl5bDOwNxdHDnkeZmZmZmZ2eO7w6IaIOB94l7QU5Tugs+zhJuCvf7uGpK2STiO1979W61wRMZDUnXBPEVmKzAYg6VpJn0jqBJ4CJtRBrt6kpQofSGohdQy0FpGrgGwl40ndBFvrKFcrMFPSIOAOYE1eTlLTbPmzdR0wLyI+B04E9gD7ezJXRAwA3gS+kNRK+j9dPp4jPQ8zMzMzM0tc8KhQRFwCvA/MzZOR7cDpZUMGcoRvgyOib0RMLLurDRhR61zAlaRvsj+KiM35mpsj4vhaZ4uIARFxf9ldTcCBw43vqVykjo52Sevz7RXARdXmKihbyUTg1SIyFZErIk4BhkpaCyBpdT6nudbZsg5Jl+c9WdpIy29+6alceRPcDaTlLDPy47uAAblbh3xutzpOzMzMzMyOJS54VCAizgLeAKZJKk0iP00PxTl5QjINePsIl+kAnouIMfn2ZODjWueS9IKkIWUbXZKP22udDdgHzImIi/PtWeTW/1rmkvQtsL20ESZwFfBZNbmKylZmLGkCXbWCcu0G/shLgErFgHZJP9dBNoDlEdGSj2cDr0vqdjdFJbny8TpgpaT7cscJee+PDcCUfP4t/+F5mJmZmZkd87yHR2UeBPoCz5TtcfE8cCvp1yb6Am9xcHPBf5D0Z0RMAZblCc4ODn6TW7NcR1FRr9lkYEne2+Br0qSvprmyScDSiFgA7AWmV5mryGwAZ5M6CopQxHvZGRGTgEX5vWwnLSOpebbsTtL72Z/UZXF7D+aaSPpFnd4RUfr1mE2SZgB3Aa0R8Qhp35ipVeYyMzMzM2t4TZ2dXZeGm5mZmZmZmZn9v3lJi5mZmZmZmZk1HBc8zMzMzMzMzKzhuOBhZmZmZmZmZg3HBQ8zMzMzMzMzazgueJiZmZmZmZlZw3HBw8zMzMzMzMwajgseZmZmZmZmZtZwXPAwMzMzMzMzs4bzN9ow+Xn2IM8UAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 1080x1440 with 10 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ramos_drop = [\"Previsiones y Aportaciones para los Sistemas de Educación Básica, Normal, Tecnológica y de Adultos\",\n", | |
" 'Hacienda y Crédito Público']\n", | |
"df_pob_ramo = df_pob.groupby(['CICLO', 'DESC_RAMO'], as_index=False)[['aprobado']].sum()\\\n", | |
" .assign(DESC_RAMO=lambda x: x['DESC_RAMO'].replace({'Desarrollo Social': 'Bienestar'}))\\\n", | |
" .query('DESC_RAMO!=@ramos_drop')\n", | |
"\n", | |
"g = sns.relplot(x='CICLO', y='aprobado', data=df_pob_ramo, col='DESC_RAMO', kind='line', facet_kws={'sharey': False}, col_wrap=3)\n", | |
"g.set_ylabels('millones de pesos\\n a precios de 2018')\n", | |
"g.set_xlabels('')\n", | |
"g.set_titles('{col_name}')\n", | |
"g.fig.suptitle('Presupuesto aprobado, según Ramo', fontsize=15, y=1.02)\n", | |
"for ax in g.axes:\n", | |
" ax.xaxis.grid(False)\n", | |
"\n", | |
"g.fig.savefig('graficas/presupuesto_aprobado_ramo.png', bbox_inches='tight')\n", | |
"df_pob_ramo.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true" | |
}, | |
"source": [ | |
"## Gasto por entidad" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 240, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 360x864 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"entidades_drop = ['Ciudad de México', 'En El Extranjero', 'No Distribuible Geográficamente','No distribuible geográficamente', 'Distrito Federal']\n", | |
"ax = df_pob.groupby(['ENTIDAD_FEDERATIVA'])['pagado'].sum().drop(entidades_drop).sort_values().plot.barh(figsize=(5, 12))\n", | |
"\n", | |
"ax.set_title('Presupuesto pagado, por entidad federativa\\n total de 2013 a 2019', fontsize=14)\n", | |
"ax.yaxis.grid(False)\n", | |
"ax.set(xlabel='millones de pesos\\n a precios de 2018', ylabel='')\n", | |
"sns.despine(left=True)\n", | |
"ax.figure.savefig('graficas/presupuesto_aprobado_entidad.png', bbox_inches='tight')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true" | |
}, | |
"source": [ | |
"## Según forma de entrega del apoyo" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = df_pob.groupby(['id_pp', 'CICLO'])[['aprobado']].sum()\\\n", | |
" .join(programas[['¿Cómo se entregaron los apoyos?']])\\\n", | |
" .groupby(['CICLO', '¿Cómo se entregaron los apoyos?'])[['aprobado']].sum()\\\n", | |
" .unstack('¿Cómo se entregaron los apoyos?')['aprobado']\\\n", | |
" .filter(['ND', 'Monetario', 'No monetario', 'Ambos'])\\\n", | |
" .plot.bar()\n", | |
"\n", | |
"ax.set_title('Presupuesto aprobado, según forma de entrega del apoyo', fontsize=14)\n", | |
"ax.xaxis.grid(False)\n", | |
"ax.set(ylabel='millones de pesos\\n a precios de 2018', xlabel='')\n", | |
"sns.despine(left=True)\n", | |
"ax.legend(title='', loc='center', bbox_to_anchor=(0.5, -0.31), ncol=2)\n", | |
"ax.figure.savefig('graficas/presupuesto_aprobado_forma_entrega_apoyo.png', bbox_inches='tight')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"source": [ | |
"## Según tipo de apoyo" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x22abd079ba8>" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"df_tipo = df_pob.groupby(['id_pp', 'CICLO'])[['aprobado']].sum()\\\n", | |
" .join(programas[['Apoyo']])\\\n", | |
"\n", | |
"idx = pd.IndexSlice\n", | |
"df_tipo.loc[idx['S072', 2013:2018], 'Apoyo'] = 'Transferencia económica'\n", | |
"ax = df_tipo.groupby(['CICLO', 'Apoyo'])[['aprobado']].sum()\\\n", | |
".unstack('Apoyo')['aprobado']\\\n", | |
".filter(['Transferencia económica', 'Servicio', 'Otros', 'Subsidio', 'Beca'])\\\n", | |
".plot() \n", | |
"\n", | |
"ax.set_title('Presupuesto aprobado, según tipo de apoyo', fontsize=14)\n", | |
"ax.xaxis.grid(False)\n", | |
"ax.set(ylabel='millones de pesos\\n a precios de 2018', xlabel='')\n", | |
"sns.despine(left=True, bottom=True)\n", | |
"ax.legend(title='', loc='center', bbox_to_anchor=(0.5, -0.31), ncol=2)\n", | |
"ax.figure.savefig('graficas/presupuesto_aprobado_tipo_apoyo.png', bbox_inches='tight')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "true" | |
}, | |
"source": [ | |
"## Según población específica de etapa de vida" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 57, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = df_pob.groupby(['id_pp', 'CICLO'])[['aprobado']].sum()\\\n", | |
" .join(programas[['Población específica de etapa de vdia']].fillna('No aplica'))\\\n", | |
" .groupby(['CICLO', 'Población específica de etapa de vdia'])[['aprobado']].sum()\\\n", | |
" .unstack('Población específica de etapa de vdia')['aprobado']\\\n", | |
" .filter(['No aplica', 'Adultos mayores', 'Jóvenes', 'Infancia'])\\\n", | |
" .plot.bar(stacked=True)\n", | |
"\n", | |
"\n", | |
"ax.set_title('Presupuesto aprobado, según Población específica\\n de etapa de vida', fontsize=14)\n", | |
"ax.xaxis.grid(False)\n", | |
"ax.set(ylabel='millones de pesos\\n a precios de 2018', xlabel='')\n", | |
"sns.despine(left=True)\n", | |
"ax.legend(title='', loc='center', bbox_to_anchor=(0.5, -0.31), ncol=2)\n", | |
"ax.figure.savefig('graficas/presupuesto_aprobado_poblacion_especifica.png', bbox_inches='tight')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"source": [ | |
"## Según ODS" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 82, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [], | |
"source": [ | |
"ods = pd.read_excel('datos/Vinculacion_ODS-Pp_PEF2019.xlsx', sheet_name='Hoja 1')\\\n", | |
" .assign(id_pp=lambda x: x['ID_MODALIDAD'].add(x['ID_PP'].astype(str).str.zfill(3)))\\\n", | |
" .groupby(['id_pp'])['ID_ODS'].unique()\\\n", | |
" .to_frame()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 85, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"ID_ODS [11, 3]\n", | |
"Name: U005, dtype: object" | |
] | |
}, | |
"execution_count": 85, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ods.loc['U005']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 146, | |
"metadata": { | |
"Collapsed": "false", | |
"scrolled": true | |
}, | |
"outputs": [], | |
"source": [ | |
"ax = df_pob.groupby(['id_pp', 'CICLO'])[['aprobado']].sum()\\\n", | |
" .join(ods)\\\n", | |
" .assign(ID_ODS=lambda x: x['ID_ODS'].apply(lambda x: map(str, x)).str.join(', '))\\\n", | |
" .set_index('ID_ODS', append=True)\n", | |
" #.groupby(['CICLO', 'ID_ODS'])[['aprobado']].sum()\\\n", | |
" #.unstack('ID_ODS')['aprobado']\\\n", | |
" #.plot.bar()\n", | |
"idx = pd.IndexSlice\n", | |
"ax.loc[idx[:, 2019:],].unstack('CICLO')['aprobado']\\\n", | |
" .reset_index()\\\n", | |
" .assign(id_pp=lambda x: x['id_pp'].map(dicc_id_nombre_programa))\\\n", | |
" .set_index(['id_pp', 'ID_ODS'])\\\n", | |
" .sort_values(2020, ascending=False)\\\n", | |
" .to_excel('presupuesto_pobreza_ods.xlsx')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"Collapsed": "false" | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"hide_input": false, | |
"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": "3.6.10" | |
}, | |
"toc": { | |
"base_numbering": 1, | |
"nav_menu": {}, | |
"number_sections": true, | |
"sideBar": true, | |
"skip_h1_title": false, | |
"title_cell": "Table of Contents", | |
"title_sidebar": "Contents", | |
"toc_cell": false, | |
"toc_position": {}, | |
"toc_section_display": true, | |
"toc_window_display": true | |
}, | |
"toc-autonumbering": true, | |
"varInspector": { | |
"cols": { | |
"lenName": 16, | |
"lenType": 16, | |
"lenVar": 40 | |
}, | |
"kernels_config": { | |
"python": { | |
"delete_cmd_postfix": "", | |
"delete_cmd_prefix": "del ", | |
"library": "var_list.py", | |
"varRefreshCmd": "print(var_dic_list())" | |
}, | |
"r": { | |
"delete_cmd_postfix": ") ", | |
"delete_cmd_prefix": "rm(", | |
"library": "var_list.r", | |
"varRefreshCmd": "cat(var_dic_list()) " | |
} | |
}, | |
"types_to_exclude": [ | |
"module", | |
"function", | |
"builtin_function_or_method", | |
"instance", | |
"_Feature" | |
], | |
"window_display": false | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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