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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualización de datos de la pandemia de SARS-CoV-2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"En esta entrada vamos a mostrar el código para descargar los datos sobre la evolución del Sars-Covid-2, del repositorio de open data http://data.world, en esta [url](https://data.world/covid-19-data-resource-hub/covid-19-case-counts/workspace/file?filename=COVID-19+Cases.csv) puedes ver la homepage del proyecto. En la documentación del mismo se indica que los datos se descargan diariamanete de este [github](https://github.com/CSSEGISandData/COVID-19) de la [Johns Hopkins](https://github.com/CSSEGISandData)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Importamos las librerías estándares para ejercicios de visualización de datos."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.ticker import FuncFormatter\n",
"from matplotlib import cm\n",
"import numpy as np\n",
"from datetime import datetime\n",
"import seaborn as sns\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Actualizamos el número máximo de filas que podemos ver al mostrar un objeto $pandas$"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"pd.options.display.max_rows = 999"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Descargamos, desde su url, los datos de interés:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"path='https://query.data.world/s/h3zljre2aq4tk6nnb4pce56pcwfh4x'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(path,low_memory=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"veamos una rápida descripción de la información:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Cases</th>\n",
" <th>Difference</th>\n",
" <th>FIPS</th>\n",
" <th>Lat</th>\n",
" <th>Long</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>568620.000000</td>\n",
" <td>568620.000000</td>\n",
" <td>509814.000000</td>\n",
" <td>568458.000000</td>\n",
" <td>568458.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>47.016598</td>\n",
" <td>3.305988</td>\n",
" <td>30335.484906</td>\n",
" <td>36.053549</td>\n",
" <td>-80.938426</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>1505.771924</td>\n",
" <td>96.809806</td>\n",
" <td>15196.103242</td>\n",
" <td>11.404614</td>\n",
" <td>40.635205</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>-1314.000000</td>\n",
" <td>60.000000</td>\n",
" <td>-51.796300</td>\n",
" <td>-170.132000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>18169.000000</td>\n",
" <td>33.616408</td>\n",
" <td>-97.478503</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>29171.000000</td>\n",
" <td>37.946365</td>\n",
" <td>-88.688962</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>45079.000000</td>\n",
" <td>41.683301</td>\n",
" <td>-81.167718</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>163027.000000</td>\n",
" <td>25615.000000</td>\n",
" <td>56045.000000</td>\n",
" <td>71.706900</td>\n",
" <td>178.065000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Cases Difference FIPS Lat \\\n",
"count 568620.000000 568620.000000 509814.000000 568458.000000 \n",
"mean 47.016598 3.305988 30335.484906 36.053549 \n",
"std 1505.771924 96.809806 15196.103242 11.404614 \n",
"min 0.000000 -1314.000000 60.000000 -51.796300 \n",
"25% 0.000000 0.000000 18169.000000 33.616408 \n",
"50% 0.000000 0.000000 29171.000000 37.946365 \n",
"75% 0.000000 0.000000 45079.000000 41.683301 \n",
"max 163027.000000 25615.000000 56045.000000 71.706900 \n",
"\n",
" Long \n",
"count 568458.000000 \n",
"mean -80.938426 \n",
"std 40.635205 \n",
"min -170.132000 \n",
"25% -97.478503 \n",
"50% -88.688962 \n",
"75% -81.167718 \n",
"max 178.065000 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Case_Type</th>\n",
" <th>Cases</th>\n",
" <th>Difference</th>\n",
" <th>Date</th>\n",
" <th>Country_Region</th>\n",
" <th>Province_State</th>\n",
" <th>Admin2</th>\n",
" <th>Combined_Key</th>\n",
" <th>FIPS</th>\n",
" <th>Lat</th>\n",
" <th>Long</th>\n",
" <th>Table_Names</th>\n",
" <th>Prep_Flow_Runtime</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Confirmed</td>\n",
" <td>319</td>\n",
" <td>1</td>\n",
" <td>4/11/2020</td>\n",
" <td>Mauritius</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-20.2000</td>\n",
" <td>57.5000</td>\n",
" <td>Time Series</td>\n",
" <td>4/11/2020 8:05:53 PM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Deaths</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2/27/2020</td>\n",
" <td>Bahamas</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>25.0343</td>\n",
" <td>-77.3963</td>\n",
" <td>Time Series</td>\n",
" <td>4/11/2020 8:05:53 PM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Confirmed</td>\n",
" <td>16</td>\n",
" <td>0</td>\n",
" <td>2/16/2020</td>\n",
" <td>Germany</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>51.0000</td>\n",
" <td>9.0000</td>\n",
" <td>Time Series</td>\n",
" <td>4/11/2020 8:05:53 PM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Deaths</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1/31/2020</td>\n",
" <td>Canada</td>\n",
" <td>Alberta</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>53.9333</td>\n",
" <td>-116.5765</td>\n",
" <td>Time Series</td>\n",
" <td>4/11/2020 8:05:53 PM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Deaths</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3/4/2020</td>\n",
" <td>Australia</td>\n",
" <td>Queensland</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-28.0167</td>\n",
" <td>153.4000</td>\n",
" <td>Time Series</td>\n",
" <td>4/11/2020 8:05:53 PM</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Case_Type Cases Difference Date Country_Region Province_State \\\n",
"0 Confirmed 319 1 4/11/2020 Mauritius NaN \n",
"1 Deaths 0 0 2/27/2020 Bahamas NaN \n",
"2 Confirmed 16 0 2/16/2020 Germany NaN \n",
"3 Deaths 0 0 1/31/2020 Canada Alberta \n",
"4 Deaths 0 0 3/4/2020 Australia Queensland \n",
"\n",
" Admin2 Combined_Key FIPS Lat Long Table_Names \\\n",
"0 NaN NaN NaN -20.2000 57.5000 Time Series \n",
"1 NaN NaN NaN 25.0343 -77.3963 Time Series \n",
"2 NaN NaN NaN 51.0000 9.0000 Time Series \n",
"3 NaN NaN NaN 53.9333 -116.5765 Time Series \n",
"4 NaN NaN NaN -28.0167 153.4000 Time Series \n",
"\n",
" Prep_Flow_Runtime \n",
"0 4/11/2020 8:05:53 PM \n",
"1 4/11/2020 8:05:53 PM \n",
"2 4/11/2020 8:05:53 PM \n",
"3 4/11/2020 8:05:53 PM \n",
"4 4/11/2020 8:05:53 PM "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"En la [url](https://data.world/covid-19-data-resource-hub/covid-19-case-counts/workspace/file?filename=COVID-19+Cases.csv) del proyecto vemos la descripción de cada uno de los campos."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Vamos a formatear correctamente la columna $Date$, para posteriormente ordenar el $pandas$ por fecha creciente:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"df['Date']=pd.to_datetime(df['Date'])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"df.sort_values(['Date'],inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Con el objetivo de centrarnos en una lista de países de interés, vamos a crear una variable $lista$ que los contenga. Obviamente puedes libremente actualizar esa lista, siempre asegurándose de que la el país está corerctamente escrito y está incluído en :"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Afghanistan',\n",
" 'Albania',\n",
" 'Algeria',\n",
" 'Andorra',\n",
" 'Angola',\n",
" 'Antigua and Barbuda',\n",
" 'Argentina',\n",
" 'Armenia',\n",
" 'Australia',\n",
" 'Austria',\n",
" 'Azerbaijan',\n",
" 'Bahamas',\n",
" 'Bahrain',\n",
" 'Bangladesh',\n",
" 'Barbados',\n",
" 'Belarus',\n",
" 'Belgium',\n",
" 'Belize',\n",
" 'Benin',\n",
" 'Bhutan',\n",
" 'Bolivia',\n",
" 'Bosnia and Herzegovina',\n",
" 'Botswana',\n",
" 'Brazil',\n",
" 'Brunei',\n",
" 'Bulgaria',\n",
" 'Burkina Faso',\n",
" 'Burma',\n",
" 'Burundi',\n",
" 'Cabo Verde',\n",
" 'Cambodia',\n",
" 'Cameroon',\n",
" 'Canada',\n",
" 'Central African Republic',\n",
" 'Chad',\n",
" 'Chile',\n",
" 'China',\n",
" 'Colombia',\n",
" 'Congo (Brazzaville)',\n",
" 'Congo (Kinshasa)',\n",
" 'Costa Rica',\n",
" \"Cote d'Ivoire\",\n",
" 'Croatia',\n",
" 'Cruise Ship',\n",
" 'Cuba',\n",
" 'Cyprus',\n",
" 'Czechia',\n",
" 'Denmark',\n",
" 'Djibouti',\n",
" 'Dominica',\n",
" 'Dominican Republic',\n",
" 'Ecuador',\n",
" 'Egypt',\n",
" 'El Salvador',\n",
" 'Equatorial Guinea',\n",
" 'Eritrea',\n",
" 'Estonia',\n",
" 'Eswatini',\n",
" 'Ethiopia',\n",
" 'Fiji',\n",
" 'Finland',\n",
" 'France',\n",
" 'Gabon',\n",
" 'Gambia',\n",
" 'Georgia',\n",
" 'Germany',\n",
" 'Ghana',\n",
" 'Greece',\n",
" 'Grenada',\n",
" 'Guatemala',\n",
" 'Guinea',\n",
" 'Guinea-Bissau',\n",
" 'Guyana',\n",
" 'Haiti',\n",
" 'Holy See',\n",
" 'Honduras',\n",
" 'Hungary',\n",
" 'Iceland',\n",
" 'India',\n",
" 'Indonesia',\n",
" 'Iran',\n",
" 'Iraq',\n",
" 'Ireland',\n",
" 'Israel',\n",
" 'Italy',\n",
" 'Jamaica',\n",
" 'Japan',\n",
" 'Jordan',\n",
" 'Kazakhstan',\n",
" 'Kenya',\n",
" 'Korea, South',\n",
" 'Kosovo',\n",
" 'Kuwait',\n",
" 'Kyrgyzstan',\n",
" 'Laos',\n",
" 'Latvia',\n",
" 'Lebanon',\n",
" 'Liberia',\n",
" 'Libya',\n",
" 'Liechtenstein',\n",
" 'Lithuania',\n",
" 'Luxembourg',\n",
" 'Madagascar',\n",
" 'Malawi',\n",
" 'Malaysia',\n",
" 'Maldives',\n",
" 'Mali',\n",
" 'Malta',\n",
" 'Mauritania',\n",
" 'Mauritius',\n",
" 'Mexico',\n",
" 'Moldova',\n",
" 'Monaco',\n",
" 'Mongolia',\n",
" 'Montenegro',\n",
" 'Morocco',\n",
" 'Mozambique',\n",
" 'Namibia',\n",
" 'Nepal',\n",
" 'Netherlands',\n",
" 'New Zealand',\n",
" 'Nicaragua',\n",
" 'Niger',\n",
" 'Nigeria',\n",
" 'North Macedonia',\n",
" 'Norway',\n",
" 'Oman',\n",
" 'Pakistan',\n",
" 'Panama',\n",
" 'Papua New Guinea',\n",
" 'Paraguay',\n",
" 'Peru',\n",
" 'Philippines',\n",
" 'Poland',\n",
" 'Portugal',\n",
" 'Qatar',\n",
" 'Romania',\n",
" 'Russia',\n",
" 'Rwanda',\n",
" 'Saint Kitts and Nevis',\n",
" 'Saint Lucia',\n",
" 'Saint Vincent and the Grenadines',\n",
" 'San Marino',\n",
" 'Sao Tome and Principe',\n",
" 'Saudi Arabia',\n",
" 'Senegal',\n",
" 'Serbia',\n",
" 'Seychelles',\n",
" 'Sierra Leone',\n",
" 'Singapore',\n",
" 'Slovakia',\n",
" 'Slovenia',\n",
" 'Somalia',\n",
" 'South Africa',\n",
" 'South Sudan',\n",
" 'Spain',\n",
" 'Sri Lanka',\n",
" 'Sudan',\n",
" 'Suriname',\n",
" 'Sweden',\n",
" 'Switzerland',\n",
" 'Syria',\n",
" 'Taiwan*',\n",
" 'Tanzania',\n",
" 'Thailand',\n",
" 'Timor-Leste',\n",
" 'Togo',\n",
" 'Trinidad and Tobago',\n",
" 'Tunisia',\n",
" 'Turkey',\n",
" 'US',\n",
" 'Uganda',\n",
" 'Ukraine',\n",
" 'United Arab Emirates',\n",
" 'United Kingdom',\n",
" 'Uruguay',\n",
" 'Uzbekistan',\n",
" 'Venezuela',\n",
" 'Vietnam',\n",
" 'West Bank and Gaza',\n",
" 'Western Sahara',\n",
" 'Yemen',\n",
" 'Zambia',\n",
" 'Zimbabwe'}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"set(df['Country_Region'])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"paises_interes=['China','Spain','US','Iran','Italy','Portugal','Korea, South','Germany','France','United Kingdom','Brazil','Netherlands']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Filtramos el $pandas$ original quedándonos con 4 columnas de con los datos que nos interesan, creando un $df2$ con los países de interés incluídos en la lista. Indexamos el $pandas$ con un multiindex ['Date','Country_Region']:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"df2=df[['Date','Country_Region','Case_Type','Cases']].pivot_table(index=['Date','Country_Region'],aggfunc=np.sum,columns='Case_Type',values='Cases')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Case_Type</th>\n",
" <th>Confirmed</th>\n",
" <th>Deaths</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th>Country_Region</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">2020-01-22</th>\n",
" <th>Afghanistan</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Albania</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Algeria</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Andorra</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Angola</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Case_Type Confirmed Deaths\n",
"Date Country_Region \n",
"2020-01-22 Afghanistan 0 0\n",
" Albania 0 0\n",
" Algeria 0 0\n",
" Andorra 0 0\n",
" Angola 0 0"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Añadimos una columna con el ratio Fallecimientos vs Casos Confirmados (Death to Confirmed):"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"df2['D2C']=df2['Deaths']/df2['Confirmed']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Y con el objetivo de facilitar la creación de gráficos vamos a crear un diccionario, con los países como clave, que y que nos devuelva un `pandas` por cada país. A ese `pandas`\n",
" le hemos añadido unas columnas adicionales:\n",
"\n",
"1. `Inc_Confirmed` : Confirmados diarios incrementales, que calculamos por medio de la función `diff()`.\n",
"\n",
"2. `Inc_Deaths` : Fallecimiento diarios, que calculamos de igual manera con la función `diff()`.\n",
"3. `Ratio_Confirmed`: Equivalente al ratio entre los `Inc_Confirmed` y los `Confirmed`\n",
"4. Y finalmente `inc`: equivalente a la variación diaria en porcentual de `Inc_Confirmed`, "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"pd.options.mode.chained_assignment = None # default='warn'\n",
"resultados={}\n",
"for pais in paises_interes:\n",
" df_aux=df2.xs(pais,level=1,drop_level=True)\n",
" df_aux['Inc_Confirmed']=df_aux['Confirmed'].diff()\n",
" df_aux['Inc_Deaths']=df_aux['Deaths'].diff()\n",
" df_aux['Ratio_Confirmed']=df_aux['Inc_Confirmed']/df_aux['Confirmed']\n",
" df_aux['inc']=df_aux['Inc_Confirmed'].pct_change()\n",
" resultados[pais]=df_aux\n",
"pd.options.mode.chained_assignment = 'warn'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Empezamos con lo gráficos:\n",
"### Casos confirmados, fallecimiento y su ratio en la lista de países de interés"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def format_func(value, tick_number):\n",
" #función para formateo de la etiqueta de los valores Date en el eje x\n",
" # devuelve un formato tal que : dia-mes\n",
" return datetime.fromordinal(int(value)).strftime('%d-%b')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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8HNq1jyOHSihOy6Y4PYfSlFwq9qdQmtKdkmMG+AMQ6RxJzaQ4LYfitGwqkmNbWbrn4T2MzMiOaR/agHrHDACH0XwOMBMIvQ39R+Ani9s5w2E0Xw7cB9wa7guXl5cnxMVHNCml6Ny5M/v2hR0/EkChcwWuex6gbNt2AHZndWF5rxGB5088xRSrriU8GR9aLnR8KN+xM7D/wDffSQCjmb5bFxxru+TK6hj1sbid7zuM5v51PJULHArZPgzk1W6klJoCTAGYM2fOUSdJpPFB8/mCj6vquSPXDHL9EFkbdh9m7ndbA9sn9O8Yw95ET7QCGKcBiwAsbucSh9E8JuS5k4DFFrezAqhwGM0bgJEOo/kn4AX0gcLpbxuRCKlofRUeLwePVFJc5uFIuYeySi8VHi+VVT4qq3x4vD48Xo3KKi9VXg2fT8OnaXh94NO0YJsqH1VeH5VeH54qjYqSUg5vK+Dwnv1UeKEyKZWKZDOlHfRZElrv1puOmpEEmcmK9NQk0lKTyUxLISMtiazUJDKSFemal9SqCjI1D1lV5WR5K0n3VpBeWUZKWQnpPg+ZykuvU4bT55dntFq/26iGxgwAHzCR4NhQfcxj/scfAX9p7osnwsVHtMnvMHwVe/ex4Zl/snPeB6AFl2T/7ITz0fy/z9OHdeXEsfF396Q9kf+3W66u32FlYVEMetL+VXi8LN90MLA9dlCXGPam3SoGckK2c4Cj/ofUNG0WMAtg3rx5Wu3nIYHGh5D3qWl1/ipacOoE+R22gifta/D69P8+Ywd34XRjtxj3KDqiFcCoHdn0OozmZIvbWVXHc9VRz+eAJyxu5w6H0VzfeZoVIRWR5fNp7CoqY3dRGfuKK9h7qJy9xeXsKixjx8FSdhaWceBwRRR7kAV5kcvnSk5SdMlJo1N2Gp2yU+mam07n7DTyMlPIyUghNzOF3Az/v8wUctJTyEpPJiWpbeTummz2FOA1oD96osoN6ClXswENWA3c5Mq3+kw2+3TgPP/zt7nyrUtNNvugpraN4ttoaMzA4nY6AELGhtrH1Dk2QPsZH9avX8/jjz9OWVkZpaWlnHnmmUydOjWsP+xvvfUWc+fOZfLkyaxatYoZM2ZEvJ//+9//WLhwITNnzoz4uRPJrgUf4Z7+MN7SssC+5OwsUm62sezHJP3TCNx8rgQvRHyOD56iQ422EUdbuaWQiir9bni/rln07JgR4x61S25gsMNo7gQcAc4Anohtl5qvNcaHGudqZgBDrh+i69u1+/ifey+gx5vuuGB43AaHohXAqB3ZNFR/EanjuRygEn1mxSCH0Twd6OQwmucAf6ujbbMipKJlyiqrmPf9dj5YVsCG3cWUe3yNHxQDacmKzLQUOmWn0j0vnbysVLLSksnNSKFjVio5GXpQIi8zha656XTJ0QMV7fwDPglIduVbTzHZ7BbgYfQ0rPtc+dYvTTb7C8CFJpt9K3AmMBboC7yPnp6VH0bbaGlozGjKMXWODdA+xofi4mJsNhvPPvss/fv3x+v1cuuttzJnzhyuuOKKJp/H4XDw2GOPMXToUH71q19FsceiuTRNY8vLr7Eh/9ka+7uceRrG6Xdzn2MHmqZPsx9v6s5xfTvEopuiDYnX8cFTJDMwmmPJ+v2Bx+MGy+yLcDiM5iuBbIvbOcthNNuAjwEDeo29HbHtXfO02vigQm7aRXgGhmg5TdP4+4fuwPbFJx2DsXed9/XiQrQCGIsBKzDXn8/+U8hzS4GHHUZzOnoJRCOw1OJ2Dq1u4DCad1vczsv9NTDiJkLa3miaxurth1i4Ygf2ZQUUllQ2+dgkg6Jzdhq5mSlkpyeTkZpEWkoSackGUpMNJCcZSEnSH6ckGTAYFAZF4Kd31y5KVq6ifMN6DJ4qkn1VJGk+knxecgf0pc85v6Dr8ceRlZlGRmoSeZmp5GWmtJlZEa1sHZBsstkN6LMSPMA44Cv/8x8BZwNrgU9c+VYN2Gay2ZNNNntXwNzUtq58a7SSFBsaMxo6ZhL6mHIu8HVLOzH7y4384+O1lFZELr8zMy2Jm84ZyuTxx9bb5rPPPmPs2LH0798fgKSkJB599FFSUlKYOXMmTqeeOXP++edz7bXXctddd5GamsqOHTvYu3cvM2fOZPXq1axevZp7772Xp556ittvv525c+dy/vnn079/f1JTUxkwYABbt26lsLCQQ4cOceWVV/LJJ5+wefNmHn30UY4//njeeOMNFixYgFKKSZMmcc0117Bx40buueceMjIyyMjIIC8vfv8oRpOmaWx48lm2vPJaYF9m/34Mu+8OOp96Mlv2HmHRqmCNgBvPHhKLbop6yPgQ2fHBIykkzbJ0QzCAMTYCAQyTzb6C4GzGzcCLwNPosy8/ceVbH/BfX9QotO3Kt24w2ezjWtK2xZ1vAovbuQX9mgiL2/l2yH47YI/U68T7+NCvTx82ud0UFR/mcGkJV113nVw/tCGOH3fhKtA/xmnJBm46J76vH6IVwJgPWBxG87eAAq7zRzo3WNzODxxG8zPoXzYMwL0Wt7PO9YcsbqcnXiKk7UWFx8tXa/bw+erdfLduP/vrSQXpnJ1K706ZdM1Np1teOl1z0+jRIYPenTLp1TGDbnnpJIcZTPCWlrH/68Vsfe1tDq1YddTzuccNZ9BtN9HplLHtfcZEWIYOHRpIgfCbtXbt2lkh20fQ00d+BroA5wNn+IMPEEyvyAUOhBxXvV+F0TZaAYwGx4x6jvkn8Jq/Nk4lcGVLOzH7y40RvfgAKK3wMvvLjQ1egOzdu5e+ffvW2JeVlcUXX3xBQUEBc+fOpaqqiiuvvJJx48YB0KtXLx588EHmzp3LO++8w4MPPsiCBQuYMWNGjc9HaWkpN954I8OHD+fZZ58lPT2dV155hVmzZvHVV1/xwgsv8P777/Phhx+SnZ3NwoULefvtt1FKMXnyZE477TSefvppbrnlFk499VRmzZrFpk2bIvo7ShSbnn+pRvCi44lmRj33JCm5+kSiVz7fELixddqwrphk9kWbIuNDy8cHQ0Y6vjL9kk/zRvZ3mQiOlHv4aZse+FGq5fUvTDZ7OoAr3zo+ZN9K4NfAJuBDk80+Gv0aI92Vbz3ZH4ioLrT9QkvauvKty1v0BtqQeB8fns7PJy01lWf/cj+vffCBXD+0IVVeH89+tDawfeVpA+jeIb5Ty6ISwLC4nT7gD7V2/xzy/EtAvcuhWtzOHiGPIxohFUerrPKxZN0+Fq3ayWc/7eZIed0z93t1zGDy+GM594RedMqOXNXropU/se31t9n3+Vf4Ko4OmOSNPI5jJv8f3X9pSajARTV/sGJWA02mAR+78q13m2z2vsDnQGrI89XpFfUVrfKF0TYqGhszQtr1D3lcClwayX5MHn9sVO6gNHTxAfrFxJo1a2rs2759Oy6XizFjxqCUIiUlhVGjRrFx40YAjEYjAD169GD58oavAUOXJhs+fDgAOTk5DBqkL72Xl5dHRUUF69atY+fOnUyePBmAQ4cOsW3bNtavX8/IkSMBGD16tFyAhEnTNLa89C82PfdiYF/Xs85kZP5MDKn6R3VnYSkfLCsIPD9l4uBW76domIwPLR8fUjvkUV4WvGelaVpC/l1vrmUbDwYK9A3rlUuHrNQG2zfhBsgoINNks3+C/p1gBpDmyrduBDDZ7B8DZwE98RfaduVbl5hs9jEmmz03Am3jJoAR9+ODUgwboPclJytTrh/akHnfb2PT3iMAZKUlJ8SyytGagSHauMoqLxv3HMHx4y7eW7Kt3qKbuRkpjDd157zRvRk3uEvYsyoa7MOBg/z0p3s5uOTo2pAqJZleF1/IMVddTvaggRF7zThViJ42AnAQvf7FCpPNPt6Vb/0SPb3iC2AD8JjJZn8C6AMYXPnW/SabvcltW/NNxcLk8cc2erEQDRMmTODFF1/kiiuu4JhjjsHj8TBz5kzGjh3LDz/8wOTJk/F4PKxYsSKQmxrORb/BEPzcNnTcwIEDGTRoEC+//DJKKWbPns2QIUMYOHAgK1as4IwzzmD16tXNf6MJSPN6Wfu3J9j+9tzAvs6njqsRvACY/cUmqvxfTMwDO2Ee2LnV+yoaJuNDBMYHQ1KNzZINm9j47Ask5+ZgvP+uGp8JcbRlG4MTI5uSPtKEGyCl6KnZLwOD0dNIQ29WHAYGUkehbf++4ha2jRuJMT7oP+uqgCHXD7Gxr7ic/AXB2heTxx/baGAzHkgAI0GUVFTxlzkrcW46iMfr40h5VSCKX1vfzpmcN7o3E47rgbF3HkmGyN8dKdm8hRW/v4Wy7TUzgrIHH0vXiRPoc+mvSO/Zo56jRS1PAa+abPav0Wde3AMsA14y2eyp6NW233PlW73+Nt+hp2Td5D/+9jDaiijIzs5m5syZ3HfffWiaRklJCRMmTODqq69m165dXHbZZXg8Hn75y19iMpmi1o9hw4Zx8sknc8UVV1BZWcnIkSPp3r0706dPZ9q0abzyyit06tSJtLTIzcCKV5qmse+zL9n0/EscdgendnY8ycyoZ5+o8UVt/+EK3lsSXLf9hrMiO/vCZLOPBR515VvH+6d424H1/qf/6cq3vtPSFYrqaxvRN5Kg4ml80KpqzvBcedO0wHVAR/Px9PrVBVHrfzxYuTW4fOroAZ0iccp1wAZ/Guk6k81+CAg9cfXsy0xqFdqm/pma4bQVLdRa44Me9PB/b9A09GzfILl+iI2Z/3Fx2D9zvm/nTH47ofWDaLGgIr2Wb6zNmzdPu/jii2PdjTbF69O4bfYPfL56T71tuuWmc565N+eM6sVxffOiNqVT8/nY8f5/Wf/E01QVH9Z3Ggz0vGAS/a79P3KGxXfRmWaS+bURUtf44Ha7A9MpRcvI71Ln83j46fZ72Ov4vMb+7pPO4bhHZhx1l/lJ+xpe/UKf2mvqk8c7004PZwxusKHJZv8zcDVQ4sq3jjPZ7NcDea5865MhbUaj34U9C/+qQ65864kmm/0DID9khaKPga1NbevKt85v6ptoC2R8iC63282e66fiOVhY5/Odxp2I+V8vtHKv2o/KKh/j7vkosITqVw+cTZecRr8MNjY+/BEY4cq33miy2Xuhp6BWodes2AR8CDyAPhPT6sq3TvbXtZjuyreeW7teRrhtXfnW78P/TcRGoo8PPo+HI2v1uLdKTo749Xoi/S4j5Wv3Hv7wUnAW+yt/GMe4IV3DOUW7/X4hMzDiXGWVlyft7jqDF307ZzK0Vy7nje7NL47rEdH0kDr7cuAgP067i8IfnIF9hox0Rj75CF0nnBHV1xZCiNag+Xy47plRI3hhSE+j//WTGfjH61GGmuNsUUklc77dEtieMnFwpAPIG4GLgTf822ZgqMlmvxB9FsZtwGm0cIWietq2qwCGiL7aMzBCpffq2Yo9aX/W7iwOBC/6dMpsSvCiKV4BZpts9m/Qb6//Fr0u1ltAEvpn/XuTzf4DYDHZ7IFC2/7j/9CStpF4A6KVhPxdireb3+2Rz6fVSB256MS+4QYv2jUJYMQhTdNw7zjEf5YWsGB5AYdKPYHnrjlzIFPOGkR6ahIZqa33n790ewHLr7+Zsm3bA/sy+vZmxJOPkDcielNehRCiNa2d+SS7FywKbPf69YUMuu0m0rrUXdPi7W+2BIq+DeqRwy+OCy91rrEifa586/smm71/yPNLgZdd+VanyWa/F5iOPpW7pSsU1dVWiBoaCmCk5OW2Yk/an1Vbgukjo/p3jMg5XfnW+lbwGlerXV2FtnHlW5e0pK1oP2oE1iWAEXMfrdzJul36TPaM1CRs5yfW7BUJYMSRrftK+HB5AR+v2sWG3YePen6CqTt/sg6PSk2LhpRs3sKya6ZQud9/zWsw0P931zDwj9eTlBHfy/wIIRLH3s+/YvsbcwLbfS6/hGH331XvjAqvT+P970NrXwzCEOb43IQifbXNd+Vbq3PP5wPPAv+l5SsU1dVWiBp8Hk+9z3lLy1qxJ+3Pyq3B1JtR/SITwBCiySSA0WZUeX384+Ngba2rzxhA58jMyGo36g1gOIzmY+p7zuJ2botOd0Rzfb56N7bXnHi8R9dM690pg0vG9WPy+IGtHrwo372H5b+7MRC8MKSmMuLJv9Ft4oRW7YcQQkRT5YGDrPnLXyuZ+YYAACAASURBVAPb3Sy/YNhf7mwwHeS7dfvYXaQvKdkxK5WzR/WKej+Bj002+1RXvnUpeh0LJ7CYFq5QVE/biHAYzQbgefQlHyuA6y1u54ZabboC3wIjLG5nucNozgDeBLqhzwi51uJ27otUn0TzaJ76Z2BIAKNhq7aEBDAiNANDiCarFcCQJZBj54NlBWzdVwJATnpyTFa/ibWGZmC84//ZGf1uympgOLAHGB3lfokw7D1Uzr3/XlkjeJGRmoRlZE8uHNOHkwZ1CfuuXiRUFhax/PqbKd+l199IyszghBeeoeOJ8r+PECJ+aJrGmvsfChQnTOvWleEP3ndUvYva5i8NptRZx/QhNTm6dYj8/gg8Z7LZK4HdwBRXvrU4AisUHdU2gn2+CEi3uJ0nO4zmccCT6EUGAXAYzecAM4Hutd7nTxa3c4bDaL4cuA+4NYJ9EmFqLG++qrS0lXrS/uwrLmdnoR7gSU8xMLSXpNuI1qWU0oMYWshKJBLAaHUer48XHOsC29dNOJa8zPhfNrW2egMYFrfzZACH0TwfuMbidh52GM1ZwL9bq3OicZqmcd+clRSX6dMye3RI50/W4ZwxvDtZabHLEKo6coQVU6ZSsnETAColmVHPPC7BCyFE3Nny8mvs+/yrwPbwh+8npUPDJSCKSir57Kfdge2LT+obtf658q1b8Oeeu/Kty4FT6mgzA5hRa9864MyWtI2Q04BFABa3c4nDaB5T63kfMBF9NknoMY/5H38E/CVKfRMRIjMw6rcyZPaFqW8HUqJcdF2IOtUOYIhWZ19WwI6D+liZl5nCVacPjHGPYqMpI2Afi9t5GMDidpYArTLHVTTNu0u2sXitPitWKZh55Qmce0LvmAYvvGVlrPjDbRSvXkN1x0yPPEDnU0+OWZ+EaMu+//57Tj75ZK6++mquuuoqLr/8chYuXBj2ed555x08Hg/ff/8906ZNi0JPRShN09j35dds+Ps/Avv6XnUZXU47Kj5wlAXOgsCsueP6dmBwT7mj2oBc4FDIttdhNAf+yFncTofF7TzQwDH1FhVVSk1RSi1TSi3zNFCfIZbiZnxo5AuPV2Zg1GtlaAFPqX8hQrTm+KBkJZKY8nh9zPp0fWD7uvHHkpWemOUsm/KuP3EYzV8By4CTCC7FJmJsT1EZT9rXBLavPXMgJw7qEsMe6XdQVtx4G0XOFYF9xhn30PO8X8awV0K0fePGjeOpp54CoKSkhKuvvpoBAwaEtS76iy++yEUXXRStLooQex2fs+Hp5ynZuDmwL++EUQy5o/Evhl6fxr8Xbwls/3ps9GZfxInahUMNFrez/mIKRx9Tb1FRTdMCRVDnzZvXZq/IE2F8kABG/ZybggGMEwZ0imFPRFvUauODFPKMqQXOHWw/oI+TeZkpXHnagKi/pslmvxu4AEhFr0X1FTAbfdnl1cBNrnyrz2SzTwfOA6qA21z51qUmm31QU9uG269GAxgWt/Neh9FsAkzA6xa3c1W4LyIiT9M0Hpr3E0fK9Wu4/l2zuOXcYTHtU1VJCSt+f2uN4MWQO6fR5zcXx7BXQjRdQVEZ2wpL8Ubw73KSgmM6ZtKnQ9NX3MnKyuKyyy5j0aJFLFy4kB9++AFN05g8eTLnnnsuS5cu5bnnngOgvLycRx99lGXLlrFv3z6mTZvGtddey9atW7n++us5ePAgEyZMYOrUqbz11lv85z//wWAwMHr0aO68887IvdEEcugnF6tuuaPGvtQunRn590cxpKY0evwXq3ezJaQA16TRvaPSzziyGLACc/01MH5q4jGT0JeNPRf4uqWdkPGhhRqtgSEpJHUpqajCXRCcgDRaAhhtUiKMD+/PmYMBGDXMyL0PPxS5Nyoa5fNpvPp5sHb15FaYfWGy2cejp5yeCmQCfwLygftc+dYvTTb7C8CFJpt9K3oK6VigL/A+cGKYbcPSaAqJw2juDdwN/A44yWE0jw33RUTkOX7cxeer9wS2H/jNKNJSkmLWH1+lh1VT76gRvBh8+y30m3xVzPokRLh2HCqL6MUHgFfTzxuuzp07s2jRIgoKCpgzZw6vv/46L7zwAsXFxaxfv57HH3+c119/nV/84hcsWrSISy+9lK5duwbuwlRUVPD888/z1ltv8eabbwIwb9487r33Xt555x369u1LVVVjN7FFbZqmsSH/2cC2ISOd7r+0cOKbr5DerWuTjn/1i42B7ctO6U92euNBjwQ3Hyh3GM3fAk8B0xxGs81hNF/QwDH/BEwOo/kbYArwQEs7IeNDCzXyu5MZGHX7cWshVT79lze4Rw4dshKvYF97kAjjw59u+D2vPvIovbv3oK2m3MWrr9x72LT3CABZaclccWr/Fp9z6NChU4YOHbos5N+UWk3OQb9hMB+wAwsAM/osDNDrS01Erzn1iSvfqrnyrduAZJPN3jXMtmFpSuhmFnrF778A/wNew18MTMRGWWUVj/7XFdi+dNwxjDm2c8z6o/l8uO6dwcHvvg/sG3LnNAleiHand15GVO6g9M5r+t2Tajt37sRqtfLBBx9w9dVXA1BVVcXOnTvp3r07Dz/8MJmZmezZs4fRo48ujjt48GBSU/UL3eRkfah/5JFHePXVV3niiSc4/vjjJYe1GQ5+u4SDS34AQCUlMe69N8ka2PRpnMs3H2TVVr0gX0qSgavOiP4U0PbO4nb6gD/U2v1zHe36hzwuBS6NZD9kfGgZrZEIhhTxrFto+og5htd6omGJMD68+PeneWbXTkYMGYrm8x11nIief4Xc+PjNyf3IyWj5jY+1a9cGUijr0QXoB5wPDAA+QF86vfr/8ur6UrlAaB2q6v0qjLZhLXPelABGusXt/NxhNN9ncTvXOozm8nBeQETeK59vZHeR/p+hU3YqNuvwmPZn43MvsnvBosD2sbf8UYIXol3q0yEjrKma0XLkyBHeffddLrnkEsaOHctf//pXfD4fzz//PH369GHy5Ml8+umnZGdnc+eddwa+aCil8PkvKupan33u3Lk88MADpKWl8bvf/Y4VK1Zw0kkntep7a880n4/1TwZnX/S65KKwghegj9/VLhjTh6656RHrn4guGR9aqI4vdoaMdHxl+vWMr6ICX1UVhuTELEpXn2Ubg9f6YwZK+khblQjjwz03TyXF52Pqgw+wcuVKxp1+equ+t0T149bCQCAz2aBa88bHAeBnV761ElhrstnL0dM+qlXXl6pdp6p6vy+MtmFpyl+JCv8a60n+3FMJYMRQwYFSXgnJgbptkpHcCEThmmv/N9+y+YVXAtt9Lvs1A/7wu5j1R4j2asmSJVx99dUYDAa8Xi9Tp07FYrEwc+ZMrrzySkpLS5k4cSLZ2dlceOGF/OY3vyE3N5cuXbqwd+9eAMaMGcOUKVO46aab6nyNoUOHcskll9CxY0e6d+/OqFGjWvMttnv7Pv+Kw+61gP7F69gbbwjr+J93HOKrNcHUv2vHJ+byZyJ88TE+BCMY2UMHM/Lvj5HaIY+vJ1rxlug1YbxlZRhycuo7QcKprPLy49bgEqrmgTIDQxyttcaHa267lQ452XTt1JkRxx3Xmm8xob321abA40mje9Oj9QJl3wC3mmz2fKAnkAV8ZrLZx7vyrV+i15f6AtgAPGay2Z8A+qDP0thvstlXNLVtuB1TjU0RdBjNfYAngBGAG7jD4nZubvCgGJo3b5528cXxWzTy1n/9wKc/7QbA1DePObeejsFwdKS0NZTv2cuSX12Bp1APnHU6eSyjX3oWlRS7WhxxKjb/geNQXeOD2+0Oq1K3qF88/y41TeOHK67j0Cq9fmS/317DkDtuDescf3rdyUcrdwIwcUQPnr4u7LpVdZHxIUJkfIgu16of2Xn5dQDkmIyMe0/Prf/qjHOo3Kdfv57+5Uekd+8Wsz62NSs2H+SqZxcD0LdzJovuPSvcU8j4ECEyPkDJpi2BWjWZA/qRnJUVsXMn2u+yqfYeKsfy108DdXDev/0MhvWuc1Xw5mh0fDDZ7I8BE9DrZt4DbAZeQl+VxA3c4Mq3ek02+wz0IIUBmObKt35jstmHNLVtuB1vyiokBQ6jeQog81xj7Gv33kDwAuCeXx0Xs+CFt6KCH2/9cyB4kdq1CyMef0iCF0KIuFS0bEUgeKFSUuh37ZVhHb9l7xEWrdoZ2J4ycXBE+ydE2xe8YRaaJpKcmUml/7EU8qxp2aaQ9BGpfyFiTZZRbXXvfrc1ELwwD+wUyeBFk7jyrX+uY/eZdbSbAcyotW9dU9uGq9EAhsNofh19+ZRD6JEaDTi64ouIqsoqL3+bvzqwfdGJfTm+f2xyITVNwz394cDFPAYDI554mNTOkpsphIhPm1+aHXjc66LzSWvCiiOhXvl8Q+B677RhXTH17RDB3gnRDoR84VEpwdTXpMzgdGgp5FnT8tACnlL/IiwOo9kAPA+MAiqA6y1u54aQ5/8EXIGep/83i9s5PyYdbU9CAhhSBDz6PF4f7y7ZGtiOxMoj8aIpNTCGWtzOY6PeE9GgN/63mW379RzRnPRkbOfHbprVttfeYtd/PwxsD/nzNDqdNCZm/RHtXxMuNG4Afg9UAQ9Z3M4FDqP5GOAN9MDqQeBK/8oDQkTUkXUbOPC1Po0bpeh33dVhHb+vuBy7c0dgW2ZfiEQU+nUndAZGUmZm4LEEMIK8Po0Vm4MBjNEDZAZGmC5CX4jgZH8NvyeBCwEcRnMH4BZgEHpe/0r0pSJFA5RBZmC0ps9+2s2+4goAuuSkcdaInjHuUdthaEKbpQ6jeWjUeyIa9OHy4MXv1HOH0TknLSb9OLxuPevzQ6rw//pCjrnmipj0RcSVwIUGcBf6hQYADqO5B/qFxqnoa1I/4jCa04BpwDsWt/MMwAU0u3qs3ElouXj+HW5749+Bx90mTiBrQL+wjn/n2614vHox7lH9OkohvnYmnv/fbi2aptWagREawAjOwKiSFJKA9buKOVxeBehfXo7pktnIEaKW04BFABa3cwkQeqetBNiKHrzIouZqCWFJqPEhSikkCfU7DMOcxVsCjy89uR+pyU352p4YmvKbOAT84DCadzqM5l0Oo3lno0eIiKqs8rJx9+HA9oUn9olJP3yVHlx3TUfz6H9Qc0eYMN5/d53LLQkRpoYuNE4CFlvczgqL23kIvYLxSPQ7Jh39bXIBT3NeOD09nQMHDsgf0BbQNI0DBw6Qnh5/pZIqC4vYZf8osH1MmLUvKjxe3vl2S2D7mjNl5ZH2RMaHlqseH5L91w4AhnpTSCSAUW355prpI3KtFbZc9O8w1bwOozl05vl2YA2wHHimrhMopaYopZYppZZ5PEdfYiTa+KCikEISz9cPLbFpz2F+8C+hnGRQXDrumBj3qG1pSgrJBKCTxe2sarSliIoNuw8HCrj07ZxJdnrrL5vqKT7M2oceCy4hmJbGcTMfwJAauyVcRVyp80LDP+7Ufu4wkAcUADMdRvOVQBr1FARSSk0BpgDMmTPnqOf79OlDQUEB+/bti8DbSFzp6en06ROb4Go07XhvPr4KfQpnzvBhdBh9fFjHL3Du4OARvURhz44ZTBzRI+J9FNEj40NkpKenk1sYHMZVrSKe1SSFJKhm/QuZtdUMxUDomryGkO8y56IvCznAv/2xw2hebHE7l4aeQNO0WcAs0Fchqf0CiTY+eIqKqPJ/RlMqymp8dlsiXq8fWmLud8HaFxNM3eneekuntgtNCWBsALoDOxprKKLj5x3FgcfGPq1bfRbgwOLvWH3XdCr3B6thD7rtJrIGDmjgKCHC0tCFRu3ncoAi9IuKyRa382OH0Xwe8DpwXu0TN3YBkpKSwoAB8v+yOJqvqortb78b2D7m6svDvgv69uLgquP/d9oAkpNkCmh7IuND5Oxa7Q48NqTUVwNDZmCAflfauSm0/kX0CniabPZugBOwoNeZmo1esmQ1cJMr3+oz2ezT0f++VgG3ufKtS002+6CWto3am9ItBqzAXH8NjJ9CnisEyoAKi9upOYzmIiDsysqJNj64Z/yNPe+8D8Cw+++i7xWXxrhH8am80st/fygIbP/mlPDSVhNBU66kTgG2+NNHJIUkBtw7gncthvXKbdXXLtm8lVW33FEjeNH93LOl7oWItMXAJIA6LjSWAqc7jOZ0h9GcBxjRL4AKCc7M2EkwnUSIiNj13w+p2L0HgNTOnegx6Zywjt+w+3AgAJ2WbODisX0j3kch2gutKjiRVyXXXQNDZmDoCg6Wsre4HIDs9GSGROnaz2SzpwAvon+ZB8gH7nPlW09HL5B9oclmH42+FOJY4HLgH5FoG5U3VNN8oNxhNH8LPAVMcxjNNofRfIHF7fwa+AFY4jCavwPWAY5W6FO7pkJmXfsqm5W1K5rg41U7KS7Tf799O2dy8uDwVj1LBE2ZgfF7i9v5edR7IuoVGsAwtuL6v77KSn66/e7ABUVql84Mu+/PdDv7LMnFFJE2H7D4LzQUcJ3DaLYBGyxu5wcOo/kZ4Gv0oOu9Frez3GE0TwWecxjNSf5jbopV50X8qSopYcPf/xHY7nPFpRhSU8M6x8IVwYmLZ5q6k5cZ3vFCxBOfp74ARnAGhhTx1IXOvji+f0eSDFG75noCeAG4279tBr7yP/4IOBtYC3ziyrdqwDaTzZ5sstm7RqBtVFf9sLidPuAPtXb/HPL8dGB6NPsQb0Jr12h11AQRkRGaPnLJuH4Yovf5b7eaEsCYAUgAI0Z8Po21O2OTQrL+iWcCNS9USgqjZz1LjlEWpBGR14QLjZeAl2odswb4RfR7JxLRlpdmB2aepXXrSr/JV4V1vKZpfLQiOGHx3ON7RbR/QrQ3Wj1FPJOliOdRIlX/YujQoYEaUH6z1q5dOwvAZLNPBva58q0fm2z26gCG8gcfIFhvKhc4EHKO6v0tbSvaGUNKMAjvkwBGVGzac5iVWwoBSDYofnWSzNysS1MCGJrDaJ6PHlX1AVjcznsaOsBhNBuA54FRQAVwvcXt3BDy/A3A79Hz4x6yuJ0L/EslvgWkArvQc9tL/XdhfwdUV8j5vcXtXBvGe2zXth8oobTCC0Dn7FS6tNLyqfv/t7jG0oFD7rhVghdCiIRQsmUbW//1ZmB70LSbSc4Kr1iZq+AQ2/aXAJCVlswZxu4R7aMQ7Y0vNIWk3hoYkkICsGR9sCikeWDz61/4gxWz6nn6t4BmstknAsej15HqFvJ8db2p+upQ+VrYVrQzoZ9bCWBEx/yl2wOPx5u607mVvve1N00JYLzajPNeBKRb3M6T/fnsT+LPd/MHKm5BXyYxHfjGYTQ7gLuA1yxu5+sOo3kGeoDjKWA0cI3F7XQ2ox/tnjukgOew3nmtkrpReeAgrnsfCGx3GX86fa+6POqvK5rPf/fkAvQA4PPoUzVnE+FCXK37roRofVUlJaya+id8lfrKIbkjTPS8YFLY51m4PJg+ctaIHqSnJkWsj0K0R6E1MAz1pJDIDAz9xtWOg3ogJzMtiZH9olPeyZVvPaP6sclm/xJ9FuTjJpt9vCvf+iX6Sh1foBfzf8xksz8B9AEMrnzrfpPNvqKFbUU7E7ryoKSQRF6V18cHy4LFOy8eK0un1qfeIp4Oo3mM/+GuOv415jRgEYDF7VyCHqyodhKw2OJ2VljczkPog91IYBrwpn/2Rl9gj7+9GbjbYTR/4zCa7ybBuAtat/5FyeYtrLz59sDU6dQunTE9PF1qXrRhJpt9PHqx3VPRi2f1JXqFuISIW5qm4brnAUo2bATAkJqKcfrdKEN4K4f4fBofrwqmj0w6QdJHhAi9Y6tCUkhCi3hWlcgMjO/W7Q88HjOwMymtu3LR7cADJpv9O/QbIu+58q1O9BpU3wHvE6w31aK2rfR+RASFpn6F1rQRkfHNz/vYf1hftr1rbhqnDpXinfVpaAbGL4BlQO3lJjTgk0bOm0twdQAAr8NoTvYvi1j7ucNAnn8Zo2RgFfrMjAf9z89B//JUDMx3GM3nW9zOBaEvppQK5PjNmTOnka61Lz/vDFmBpHd0VyDZOvst1uc/UyNP1fTIDFI7yeIObdw56Kt2zEf/fN0B3EAUCnG58q2Jsdi5SEi7PljI3k8+C2wbH7iHXJMx7POs2HKQ3UX6CgIdslIYN0QuQlqimWmpxwBvoAdlDwJXWtxOub0fQzIDo2m+Xx8MYIwb0qVVXtOVbx0fsnlmHc/PQK+JF7pvXUvbivYlNPBYPUtRRM78pdsCjy8c01eWXW9AYwGMx4AtFrfzgQba1aV2DpzBH7yo67lALpzF7fQAwx1G80TgdYfRPB74u3+mBg6j+UPgBKBGAEPTtECO37x58zTiyPYDwT/mg3tGL4BRuGwF6x7ND+4wGBh02010Oe2UqL2maJqGinD5dQH6AecDA4AP0KdtRqMQlwQwRFzSfD62vPSvwHbfK39Dr4uszTrXxyuDExUnjujZ2ndQ41Fz0lKnAe9Y3M7nHUbzw+i1tJ6NSe8FUP8MjND6MokewPD5tBr1L8bJ8omiDZFVSKKnqKSSL9fsCWxfJMU7G9RQACPXYTS/C5zuMJprVG+0uJ1XNnLexYAVmOu/2Pgp5LmlwMMOozkdSAOMwGqH0fw88K7F7fwC/cuSD/1L1GqH0WwEStCDKs2pydFuFR4JRjijVcDT5/Hw84OPBLZzhg/D9ND9UrSzjWikCBfogYafXfnWSmCtyWYvR08jqRbJQlxCxKX9X31DycbNACRlZXHsrTc26zzeWukjsvpIRNRISw1JcYWQtFSgwmE0V6elrkTPwQf9WmI7Iqbqn4ERugpJYqeQrN1VTFGJ/sWwc3Yqg3vkNHKEEK0ntAaGFPGMrEUrd1Ll1e8ljurXkQHdsmPco7atodtC5wJPo9e8eLHWv8bMB8odRvO36IU4pzmMZpvDaL7A4nbuBp5Bz5H7HLjX4naW+/dNdxjNXwB/A270z7y4B73Yz9eAy+J2LmzG+2yXPF4fxWX6AGFQkJuR0sgRzbP9rbkcWa/nfCdlZnD8c09K8KJ9+Qb4pclmVyabvReQBXzmr40B+mf5a/TA4jkmm91gstmPwV9cC1gRRlsh4tKWl2cHHve57GJScpv3xcG56UAgh7Vzdipjjm3+EogioM601Hqeq54tVgDc7DCaXejj2rt1nVgpNUUptUwptcwjF+RRFZqequpJIalK8BkYS0LqX5w0uAsGg9QfE22HkhoYUWN3Bot3nm/uHcOetA/1zsDwBw++cRjNJwEd0admNonF7fShVzMO9XPI8y8BL9U65mdgfB3negM9jzXhFJUEZ190yEqNyh8yT9EhNj4XjEkN/OMNpPfsEfHXEdHjyrcuMNnsZ6DPbjKgF83aDLxkstlTATd6cS2vyWavLq5V3Q704lpNbStE3ClasYqi5asAfZm4Y65pbJJh/RatDM6+mDiyp+SwRkZz0lJnoS/H/rHDaD4PfYnI82qfOJ5TUNua0Du2hnqKeCb6DIzQ9JGTJX1EtDGSQhId2/aXsHJLIQDJBiUzN5ugKcuo/h39j/5O9GJYGvqKByLKDoakj3TMSo3KaxS8Ox9vSQkAWQP7t+jCXcSOK9/65zp2R7wQlxDxaOe8DwKPe1onkd69W7PO4/VpOH4M1r+Qi5CICTstFSgkODNjJ/qNGBFDoSkkKiVkBkZGSACjrAxN0xJy5bPKKh/OTQcD261VwFOIpqq5CokEMCJlgTO47Pppxm50zI5OyYB40pQAxlhgoH9WhWhFhSEzMDpF4X9mX1UVBf+eG9juf/21NfLbhBAi3vmqqtj76ReB7d6XXNTsc63aWhgIPHfOSWP0QEkfiZD5gMWflqqA6xxGsw3YYHE7P3AYzdVpqQb8aakOo3kq8JzDaE7yHyOzyGLMV1V3CokhORlDaqq+qoHPh6+igqT0Jk/6jRs/bi2krNILQN/OmfTulNnIEUK0rtDAo6xCEhmaprFgeTB9xGru00BrUa0pAYwN6OkjiZ2YGAOFRyoCjztEYQbGvs++pHyXXvE2pVNHuk86J+KvIYQQbVnRsuV4ivQb9WndupI3akSzz/WlK1hBfPzw7iRJ/npENDMtdQ164W/RRmg1UkhqXn4mZWYEvhB5S8sSMoDx3brQ1Udk9oVoe2qmkEgNjEhwFRxi6z7/TPi0ZMYP7x7jHrUPTQlgHANs9Vf2BtAsbqekkLSC0BSSTtmRD2Bse+Pfgcd9Lvs1SWkyZUkIkVj2fPxZ4HE3yy9QhubXrPjCtTvweMJxchEiRKj6ZmCAXsizOpDoLS2FTomX8bNkfbCA58lDpP6FaHsMqcHvIpJCEhkLlwfTR84a0YP01KQY9qb9aEoA44qo90LUKTSFJNI1MEq3bqfIuRIAlZxEn8sviej5hRCirdO83hrpI93Obv4N+637jrBpzxEA0lMMcgdViFpC79iG3skFWYnkSLmHn7YFVyo/aZCkn4m2R0kNjIjy+bQahb8nnSCrjzRVU241eYEngIXoBT1lTmwrORiSQhLpGhiHf14bPPfYE0nvJtF+IURiKVrxI5X7DwB6Gl1H8wnNPtcXIekjJw/pSkZqU+4PCJE4fPUsowqQHLoSSUnirUSybONBvD59ERxj71wp4ifaJFmFJLKWbz7InkPlgH6jWgr3Nl1TAhgvoS9jeirwGvBKVHskAgprLaMaSSWbtgQeZw06NqLnFkKI9mDPIkfgcbeJE1BJzZ+6GVr/YoJJlqIWorbQVUiOroERnIHhTcAZGKHLp46T5VNFGxX6uZUZGC23cEUwfeTsUT1JkWXXm6wpt4jSLW5n9Rpz//FX/hatoDCKNTBKNm0OPM4a2D+i5xZCiLbO5/Gwe+HHge3uv7Q0+1xFJZUs36wvf6gUnGmS+hdC1Bb6hUfVTiHJCpmBkYABjO/WBetfjJX0M9FG1UghqZQARktUeX18siq47Lqkj4SnKQGMZIfRPMLidv7kMJpHAFq0OyV00ayBUbIxNIAxIKLnFkKItu7AXJrASwAAIABJREFU4iV4CvWc87Tu3eh0krnZ51q8dl9g+vdxfTvQJadtTf822exjgUdd+dbxJpt9EDAb/W/5auAmV77VZ7LZpwPnAVXAba5869JItG3N9ynathozMOoo4lmtqjSxUkh2F5WxYfdhAFKSDIw5tlOMeyRE3SSFJHKWbjgQ+J7XPS+d0QPkcx+OpsxVmQq86jCaC9DTR26NbpdEtcIo1cDQfD5KtmwNbGcd2z9i5xZCiPZg1wcLA497nPfLFqWP/G9NMH3kzDa2BJrJZv8z8DL6cugA+cB9rnzr6eg1rS402eyjgTOBscDlwD8i0Tba7020Lw3OwEjgFJJv1wbTR8wDO0n9HNFmySokkRNavNMysicGWXY9LA0GMBxGc5LF7VxpcTtPBIzAKRa3f+kKEVU+n0ZRaXBw6JCV0kDr8JTv2oOvTC8ak9KxA6kdE2+5MiFE4qo6coR9n38V2O554aRmn8vr0/j6572B7TOHd2tR36JgI3BxyLYZqH7zHwETgdOAT1z5Vs2Vb90GJJts9q4RaCtEQEMzMEKLeFbPjEoUoQGMU4dK/QvRdqmQGhgyA6P5PF4fn60Opo/88vheMexN+1RvmNdhNB+HXvPiRIvbWQicBTzpMJqtFrdzTav1MEEVl3kCU5Kz05NJTY7cusAlmyNf/8Lj8VBQUEB5eXlEzpeI0tPT6dOnDykpkQtWCSGOttfxOb4KfYZb9tDB5AwZ3OxzrdpayCF/sLlrbhrG3nkR6WNTDR06dAowJWTXrLVr186q3nDlW9832ez9Q55XrnxrdSroYSAPyAUOhLSp3t/StkIEhAYwaq9CknXswMDjA98uYeCNN7Rav2LJ69P4dl1IAGNYmwuAChFgqLGMalUDLUVDlm7YT1GJft3QPS+dUf3kRnK4Gpqn9jRwuT94gcXt/I/DaN4LPIPcWYm66Na/2BJ4HKn6FwUFBeTk5NC/f3+UkmlQ4dI0jQMHDlBQUMCAAYlXk8RhNBuA54FRQAVwvcXt3BDy/A3A79Fz7h+yuJ0LHEZzFvBPYACQCky1uJ1LW73zot3Z/79vA497Wps/+wJqpo+cYeze6uOfP1gxq9GGQaF1KXKAIqDY/7j2/pa2FSKgoRSSrhPOAIMBfD6Klq+iYt9+0rrGfzFL1/aiQAC0S04aQ3rmNHKEaKomXFecC0z3by4HbrK4nVLnrwE1AxgyA6O5Pl4ZnH0h6SPN01AKicHidi4L3WFxO79F/6IgouxglOpfQHRWICkvL6dz584SvGgmpRSdO3dO5BksF6GveHQycBfwZPUTDqO5B3AL+lLO5wCPOIzmNOAOYLXF7TwduAEY2uq9Fu1SsSs4ibDTuBNbdK6v1rTp9JG6rDDZ7OP9j88FvgYWA+eYbHaDyWY/BjC48q37I9BWiADNU/8yqqmdOtLRfIK/oVYjxSuehc6+OGVoV7mGiqyGritygMeB8y1u5zhgCxD/EbMWUklJeqARwOfDVyWzMMIl6SOR0dAMjPpyFmR+eysIXUK1Y8SXUN0SeBzJFUjkD2/LJPjv7zRgEYDF7VziMJrHhDx3ErDY4nZWABUOo3kDMBI9mPGOw2j+GP2u8E2t3GfRDnmKDlG2XV97XaWkkD14ULPPtbOwlHW7igF99YBxQ9pF/vrtwEsmmz0VcAPvufKtXpPN/jXwHfqNjZsi0bbV3pFoF3wNpJAAdLNMoPAHJ6CnefW57Net1rdYiXX9C5PNngS8hH4DwAtch16Edzbtf6Wihq4rTgF+Qk+NHwi8bHE799U+gVIqkKI3Z86cKHa1/TCkpARSMDWPB+r4LIv6Ldt4oF2lj5hs9m6AE7Cgf55nE+GxoTn9auj/uo8cRvMTwF8tbuchh9GcDcwAPm/OC4nwHIxmCknoDIxjEy9dQbRJucChkG2vw2hOtridVXU8V51f3wXoaHE7z3EYzdcATwDX1D6xXICIUKGzL3KGDcGQ2vyY/JeuYPrIiYM6k5XWNi/kXPnWLcA4/+N16KuI1G4zA/1vfOi+FrcVolpo0T9DHbWeuk2cwNq/PQHAwe9/wFN8mJTc+E2pqPB4+XFrMNMqRgFQK4Ar33qqfwZVPnoA4z5XvvVLk83+AvrqQ1sJrj7UF3gfOJHg6kPNagvMj+J7a+i6ogswATgeOAJ87TCav7O4netCT6BpWiBFb968eZJeAvw/e2ceHlV1/vHPTDLZVwKEJUDCIgzDPmyKIljGPeKuWFFscamK1bGtWrXSWitaG39i64JorVsR9wbXUUABZRsWyTCEnQABQkL2dZb7++NO7tyBLJPJTNbzeR6e5y7nnnMmOnfufc/7fr/aCG8Aw+1wEhbdzAUCHyw/d57yEYM5Wwe8CtR7W7fq+95E2xbTVAnJIuAksMWiN+YDG4AC4PFABhK0DLWFarACGAWWldge/TOOU8UAaKMiierbJyh9dwT27NnDHXfcwdy5c7nmmmtYvHgxktSy35t3332X2bNn88knn7Bw4cKQzPOHH37g4YcfDknfnZjT6+q1noeMhs7V19cXAf/zHMsG1KsrCpIkLZEkaaIkSROFQKqgLMeubCcY9K3qSx3AmGnoWPapAkFHoykRT4Covn1IGDXS09ZF4equXYWUc7gEh0tOQEjvFUvP+OCWC/uDLSvzU7wiwIOAE3Qdp6KmniuKgE0mu/W4yW6tAH5ADmYImkGtXyOcSFqGyy3x7WkBjA7Oc8ArQL3na6juDS2m0eUij5DNM55/gjbmlKqEJBgaGOW5e9h+3+99jsVmpKPRNumk22koKyvDbDbz4osvkp6ejsvl4re//S3Lli1jzpw5fvdjsVh49tlnGT58OFdddVUIZyw4jXXIK0HLLXrjVOTUzno2Ak9Z9MYoIBLZ0jkHWAtcipzaNh2wtemMBZ2SshxvBkb9y1IgVNQ42LC3UNmfIQIYAkGTuJvQwKin54zzlO9oaY6Nvle0TmS3I7PlwClle0JGj5CM0ZxLEYAtK9NpMGf/B7gKuBa4vIs4FTX1XGEFRln0xp7ICyJTkUtpBM0ghDwDZ+uBUxR53u9S4iMZH6Lvvb80dX8wmLPnASdtWZlfG8zZj3jOh8rF7IzyrebomPmuAkoqg6uBUbJl2xnHUi+5sNX9NsSbq/fxr69zqap1Ba3PmMgw7rloOPNmDGnw/HfffceUKVNIT08HICwsjGeeeQadTseiRYuwWuW62ssvv5xbb72Vhx9+mIiICI4ePUpBQQGLFi0iJyeHnJwcHn30UZ5//nkefPBBli9fzuWXX056ejoRERFkZGRw6NAhiouLKS0t5aabbuKbb77hwIEDPPPMM4wbN463336bFStWoNFouPTSS7nlllvYt28ff/zjH4mOjiY6OprEROEweBqfACaL3vgjcvrqbRa90QzsNdmt/7PojYuRRQG1wKMmu7XGojf+DVhq0Rt/Ahw0UD4iEJyOuoSkNQGMdbkncbrk3+bh/RLolxzT6rkJBF2Z5jIwwFdYvCb/WINtugpb1QGMwaF5kfHXpciWlXmrwZz9EHK2tboooDM7FTX3XPEI8LWn7XKT3ZoT4vl0CUQAI3DU5SOzRvchrJ3LR5q5P/wKkAzm7FnI2UlvAWql8mDeG1qMCGB0UIKtgVGVd1jZ7nvFZQy8ZQ7xI0e0ut+GeHP1vqAGLwCqal28uXpfowGMgoICBgwY4HMsNjaWVatWceTIEZYvX47T6eSmm25i6tSpAPTr14+//OUvLF++nPfff5+//OUvrFixgoULF/oIalZVVXH33XczcuRIXnzxRaKionj99ddZsmQJ33//Pa+88gofffQRn3/+OXFxcXzxxRe89957aDQa5s2bx7nnnssLL7zAfffdx7Rp01iyZAn79+8P6t+ns2OyW93AXacd3qU6/xqnrY6Y7NZTwNWhn52gq1BbWETNMbnsQxsZ2SoNIFE+IhD4j+R2I7m8zwWNBTCi+npTqmvyj4d8Xu2F2y2x9UCxsh+qDIzmMJiz5wJptqzMp4Eq5JeOzQZz9gxbVuZqZEehVcBe4FmDOfs5IA2P+5DBnL21lW1Dhh/PFcsAIYzVQjSq7ClRQuI/brd0hv5FR8aWlTm9fttgzl6N/F36eyjuDYHMz68AhsdLWYOs2rvBZLfWNXOJIEDqnG6yNx8hN79MORaMAEZ13hFlu+f557a69rsp5s0YEpIMjMaCFyAHI3bu3Olz7PDhw9hsNiZOnIhGo0Gn0zF27Fj27dsHgF4v/w369OnDli1bmhw/I8P7ojNypLxqGx8fz9ChsoNBYmIitbW17N69m/z8fObNmwdAaWkpeXl57NmzhzFjxgAwYcIEEcAQCNqBMptX/yJePxxtgOrpLrfED3ZVAGNU19ES6oh4nkFeAsYCtcB8k926V3X+duBOZFXzv5rs1hUWvTEWeBnIQLZ/X2CyWwNSOxe0Hp/sC114o65b0f2836WuHMDYd6Kcsmr55S8lLoKBPWPbayofA/82mLN/QHYZvB/ZRUg4FQkaxCcDo04EMPxl68FTnCitASAxRsfEISntPKOACJWLWYtp9unNojc+A+xHFveZgCzwc2ugA7YnJVu3c+Kb7+h/9WzihjX+MtxeuN0Sv3ltA+v3+AajeiVEtbrvKlUAI2bQgCZatp55M4Y0GWwIBTNnzuTVV19lzpw5DBw4EIfDwaJFi5gyZQqbNm1i3rx5OBwOtm7dqmhbtMS2VKvSCmnqusGDBzN06FCWLl2KRqPhzTff5KyzzmLw4MFs3bqV6dOnk5MjshQFgvbAR/9idODlI9sOnlJs0HolRDKyvygJCzFXAlEmu/VsTy37P5AdDLDojX2A+5BFfKOAtRa90QL8Hsgx2a23WPTGMcjBDxHAaCfU+heNZV8ARPRMQaPTITkcOEpLcVZWER7b9cqz1PoX4zN6tJuNui0rsxK4voFTwqlI0CDaCO+iqigh8Z8V1qPK9kVj+6EL6zwahLaszBmq3aDfGwLBn+Wnc01260MWvXGVyW6dadEbv2vtoO2B5HKxfcHvqCs6RfGmLUz98J32ntIZfLgh74zgxRUT0+ib3DqPIsntpvqwN4ARPSCtVf11ROLi4li0aBGPPfYYkiRRWVnJzJkzmTt3LseOHeOGG27A4XBw8cUXYzAYQjaPESNGcPbZZzNnzhzq6uoYM2YMqampPPHEEzzwwAO8/vrr9OjRg8jItlcbFwi6M5LbTcHX3yr7CYbAAxgrc7wrwzNGpnZoG7QuwrnAVwAmu3W9RW9UOw5NBtaZ7NZaoNaiN+4FxgAXAe9b9MavketuA17pEbQedQZGU5lPGq2WqL59qPaUvdbkH+uQC06tZcv+0OtfCAShQLiQtJw6p5uvtuUr+5cb+7fjbLoG/gQwwix642TgoEVvjADaxai6tUguN3VF8g9GuT0XyeVCExbWzrPyUlxRy/997k1vvnryAOb/YhiDerU+rbC24KTi2axLSuyyvuqjRo3irbfeOuP4Qw89dMaxRYsWKdvTp09n+nS51Ovtt99Wji9fvhyAlStXKscWLFigbKvdTWbNmsWsWbIj2Pz585k/f77PeL179+bdd99t0ecRCATBo+Db1VTskcvHwmJi6HX+uQH1I0kSK3O85SMXiPKRtiABKFXtuyx6Y7jHEvH0c/Wq5j2BZJPdepFFb7wF2Q7uDKFfjUajqLAvWybK4UOFeqVW04yddXS/vkoAo7qrBjB8HEg6ZSq5oJuidhASGRj+sXZXgVIy1i85mvHpImjZWvzJX/kP8CLyj/+zwAshnVGI0Ebo0CV50nzd3mBGR+H5z3dRWiX/z53WI4ZHrx4dlOAF+Ap4xgwMbfmIQCAQdDQkSeLAK0uV/QE3Xef9PWgh+05UkFdYCUB0RBhThvUMyhwFTXK6crnWE7xo6Fy9qnkR8D/PsWzkEpMzkCRpiSRJEyVJmqhr5sVaEDj+ZmAARPnoYHQ9J5L8U1XkF1cD8j1kRP+Edp6RQOA/woWk5WRbvVnwl03oL7I2g4A/GRj5wNkeNd/7QzyfkBLRsyeOEnmhprawiMjeHSOZ5GBBBZ9szFP2H7lqFFERwcsOqTrkDWBEh1j/QiAQCDoahavXUG7PBUAbFcmgeTcH3Ncqm7d85NwRvYnUdZxMvi7MOiATWO7RwNihOrcReMqiN0YBkYAeyAHWApcCVmA6YGvTGQt8aEkGRlQ/tRNJ1wtgbNpXpGyPT0/uVLXwAoFvCYmziZYCgPJqh49r2eXGrlfG3x74c9c0AdsteuNTFr1xcKgnFEoie3lXympPBuTaEhJe+24vbknePmd4L2YE2ZJPrX8R0wX1LwQCgaAp8t7xlgak3XAtESmBp2+uyhH2qe3AJ0CNRW/8EXgeeMCiN5oteuMVJrv1OLAYWAOsBB412a01wN+A8Ra98SdkNfTft9PcBbQsA8PHieRY13Mi2awKYHRSJwJBN8bXhUSYUjbHypzj1DndAIzon8DQPl2zjL+taTYDw2S33uvRvpgN/NOiN0aY7NZZTV0ToOVZH+BdZLuzY8A8k91aZdEbM4E/edq+YbJbXwvkg4JvAKOugwQwjhRV+aQW3X3hWUEfQ11CEi1KSLokBnN2b+SVRhPyd+VNQEJeibzHlpXpNpiznwAu85y/35aVudFgzh7qb9s2/kgCQVBwlJVTvHGzsj/wljlNtG6ak2U1/JxXDECYVsP5I0UAoy3wZIDeddrhXarzrwGvnXbNKeDq0M9O4A+Sny4k4JuBUd0FrVQ3qwQ8RQBD0NnQRogSkpbw9XaveOcl44R4Z7DwN29tMrKidyrgjwuJYnkGPIxseQb4WJ5N8/T5tEVvjPS0+4/Jbj0P2AncadEbdcirLRciW7Hc4bk+IDpiBsbS7/bg8qRfTB6awviM4Au7VKstVEUAo8thMGfrgFeBas+hLOAxW1bmeYAGmG0wZ09A/g5NAW4E/hVAW4Gg01G4Zh2S0wVAvEFPtOrlqKV8vS0fyZMtNyGjB0mxEU1fIBAIAN8XHfULUEN05RKSgtIaRUMnMlzL6IFJ7TwjgaBlCBcS/ymtqmNd7kll/6JxgT9/CHxpNgPDojfuBLYDS0126/zm2nsIxPLsAUDjyd4YAOxGrmXda7Jbiz1zWQucB3zg5zx8iGgkgFGVd5j8T1fQc/q5JI0bHUjXAVFUXsunm7zBhbtMwc2+cFVXI7ndPhoYMUIDo9MxfPhwRSXfw5Lc3Nwlqv3ngFeARzz7RuB7z/aXyAHAXOAbW1amBOQZzNnhBnN2r5a0tWVleu/CAkEn4eR33yvbvS84w5K8RXy+xevjfun4fq3qSyDoTqhLSJrNwEhNBY0GJEl2UatzNBv06Cyo9S/GDEomIlxo6Ag6F74inkIDoylW5hzH6ZJXPUYNSGJASnDMGQT+ZWCcZ7Jb55jsVn8yL+pp0PKskXPlQKLJbpWAMOQ09pnIol2N2aP5oNFo7tBoNJs1Gs1mRxPRQJ8SkkLvj0jOHx7nwMtL2XbXb3HV1Pj1AYPBJxsP43DJdVGjByYxeWjwUgmrj+bzw8xLWTVxOq6qKgDCYmPRJXfdaP+GDRs4++yzmTt3LjfffDM33ngjX3zxRYv7ef/993E4HGzYsIEHHnggBDNtGbm5uUtyc3Mnqv4pwQuDOXsecNKWlfm16hKNJ/gA3u9MY9+llrQVCDoV7joHRWvWKfu9fjEj4L7yCiv5Oa8EgHCthgvHigCGQOAvbrUGhq7pAIY2Qud9XpMkak6caLJ9Z0KtfzFJlI8IOiHChcR/vtrmLR+5eJx4ZggmzQYwTHZrUXNtGiAQyzNMdqvDZLeORF5tfquptmr8tUFrqITEWVlJ6XZZ0NxRWkr1kfwGrw02brfEBz8dUvbnTEtHowmerU7+pytwlpb5HIsZmBbUMToiU6dO5e233+add97h9ddfZ+nSpdjt9hb18eqrr+J2u0M0w6DzK8BkMGevBsYhf296q87Xf2ca+y65W9BWIOhUFG/ajLNCTteO6t+PuLOGBtzXl1u92RfTRvQW5SMCQQtQp5o3l4EBXbeMZPN+IeAp6NyIEhL/KKmsY/1ub7b/RWNF+Ugw8cdGNRBabHlm0RtfAj4w2a2rkFd83YAdGGbRG3sAFchWaM8FOqmInt4fi/oARsXufT5tagtOEjc09GYr63JPcuSUnBmREK3joiCv5pXv3HXGsbYqHzlSUk1ecRUuqfm2/hKmgYHJMaQlRft9TWxsLDfccANfffUVX3zxBZs2bUKSJObNm8cll1zCxo0b+ec//wlATU0NzzzzDJs3b+bkyZM88MAD3HrrrRw6dIj58+dz6tQpZs6cyYIFC3j33Xf59NNP0Wq1TJgwgYceeih4H7SF2LIyp9dve4IYdwF/N5izZ9iyMlcDlwCrgL3AswZz9nNAGqC1ZWUWGszZW/1t24YfSyBoNZIkkf/pCmW/9wXnBxzAlSSJFarykcsmCCEugaAluFtQQgJyAKN0289A13EiOVlWw/4TFQDowrSMHZTczjMSCFqOOoNKuJA0zjfb83F6NA7HDkqmX4+Ydp5R18IfDYwwYDyg/OVNdusPzVz2CWDyWJ5pgNsseqMZWc/ifxa9sd7yTIvH8sxz7BWL3vgn5ODF3Sa71eG57mtP2zdMduvRBkf0g8jevi4kkiRRnrvbp01tQduU+S//6aCyfdXkAURFBLcOsixnp8++NjqK/te1jSD70dLqoAYvAFyS3G9LAhgAKSkpvPHGG4wcOZJly5ZRW1vL9ddfz7Rp09izZw9///vfSU1N5ZVXXuGrr77iN7/5DS+//DLPP/8827Zto7a2lpdeegmXy8WMGTNYsGABH3/8MY8//jjjxo3jvffew+l0Eu7HA1kb8iDwmsGcHYEcBPzQlpXpMpiz1wA/IX+X7gmgrUDQocn/7HP2vfAvYocMRpecxPEVXynnes2aEXC/ufllyotHdESYsE8VCFqI2oVE20SmbD1qK9Xqo10jA2PjXm/2xbj05KA/9wkEbYE2wpt9KDQwGmeF0MwKKf68dX0IJAH1IXAJaDKAEaDl2S5gRgN9ZQPZfsyzWcJjYwmLicZVVY27rg5nWTkVu04PYBQEY6gmOXqqitU2b03ndWcPCmr/NQUnlUCMNjqKmetX43bUER7bNuIx/ROjQ5KB0T+xZcELgPz8fDIzM/nf//7H3LlzAXA6neTn55OamspTTz1FTEwMJ06cYMKECWdcP2zYMCI8N+v6IMXTTz/NG2+8wXPPPce4ceOQpCBHawLElpU5Q7V7hlqhLStzIbDwtGO7/W0rEHR09j7/T2pPFFBzzLdmvtcvZpA8yRhwv5afvS9QMwypxER2qIClQNDhcbfARhV8Ld8Lf1jLkHvuaKJ152DjXm8iYzA1zwSCtkSUkDRP/qkqrB675DCthovHi6zNYOPPU1hPj7VplyCiZ0+q82RXjtqThZTv3utzvrYg9Jnyb32/H09WEWef1ZOM3nFB7b/c5tV8SBg5Am2Erk0VvNOSolucKREKKioq+OCDD7j22muZMmUKTz75JG63m5deeom0tDTmzZvHt99+S1xcHA899JASiNBoNIoGRkMp58uXL+fPf/4zkZGR/PrXv2br1q1Mnjy5TT+bQCDwxVlZSe2JMwPQqZdexKhFf26V/s+3O7wp7BeOEXWsAkFLkVog4glyydeuJ59Bcjgo+9lG6fYdJI5tO5e4ULBhj/f5csqwnk20FAg6LkLEs3k+V2lmTR3Wk57xke04m66JPwGMQxa9cYDJbj3cfNOOT2QvVQCj4CQVuXt8zoe6hKS0qo6PNuQp+/NmDAn6GOrykQTDyKD335FZv349c+fORavV4nK5WLBgASaTiUWLFnHTTTdRVVXFrFmziIuLY/bs2Vx//fUkJCTQs2dPCjzZNxMnTuSOO+7gnnsarpwYPnw41157LcnJyaSmpjJ27Ni2/IgCgaABqg/7VhcmTRhLj6mTGXz37WjCAk/VPlBQwd7j5QBE6bScO6J3M1cIBILTUb/oaPwoIYlI6UGfyy7imEfHJu/d9xndiQMY+cVVHC6Sdc+idFpGD+y6jnCCro2PBoYIYDTIF6rykcuNIvsiFDQawLDojceQy0WigOstemN98Z5ksls7bTGP2omkdNvPisVoPaEOYCz/8RDVdS4AhvWJZ9rwXkEfo0ydgWHQB73/jsqUKVP46aefGjz3yCOPNHisoePPPPOMsj116lRle9062Y7xuuuu47rrrmvtdAUCQRCpyjuibKecN40JSxYHpd9vVeUj547oLcpHBIIA8MnA8FMzauDNNyoBjBNfWTjr9/f7PMN1JtT6FxMyehARLvQvBJ0TnxKSOhHAOJ1dR0vZfcy76PGLUSJrMxQ0aqNqslv7egIVY012a4Rnvy9wQdtNL/iof/wK1575slsfwAiFrkGd0807aw4o+/NmDgm6rakkSb4BjFHdJ4AhEAi6L/WZdSBbRgcLyw5vAGPWaPEgIhAEQkszMEBegEkcNwaQRUCPLP84JHNrC9TlI5NF+YigEyNKSJrmvbUHle2Zo/oQGyUWPUJBUxkYo4B+wLMWvfH3yG4iWmARMK5tphd8ItQZGFu3n3G+trCQgu9WY1/4N5InT2T0c08FLciwdlcBheW1APROiOLSEIi61J4ooK5QjvSHxcQQkx5cgVCBIBRY9EYt8BIwFqgF5pvs1r2q87cDdwJO4K8mu3WF6tx04F2T3do2PsGCDknVYW8GRrACGPnFVdgOlwIQrtVwvnAfEQgCIpAMDJCzMHZ47FSPLPuQjNvn+bggdAYkSfIR8JwyVAQwBJ0XXxcSEcBQU1xRywqr91lkzrT09ptMF6epX5FkYA6QCtzkOeZGfsnotET2alr5WXI42X7vgwCc+OJrBt58I0njxwRlbHVN1OxJaUSEN5oAEzC++hd6NNrgj9EYkiQFPaOkO9FR3EzaiSuBKJPderZFb5wK/AO01fxLAAAgAElEQVSYDWDRG/sA9wETkUva1lr0RovJbq216I0DkK1g206lVtAhqVaVkEQPCE4AY1WO181kyrCeJESL/80EgkBQBzD8cSGpp/eFFxDZuxe1BSepKyzi+JcW+s2+LBRTDBm7j5VzvKQGgLiocEamJbbzjLoHzS2MqNp8DnxmsltfaftZdj40Kg0M4ULiywfr86h1yiYAhrREJmT0aOcZdV0a/RUx2a1rgDUWvXGCyW7d0oZzCimN1U9qdOE+PuX11J4MjiZGZa2TVTavkn0osi/AN4ARbxgRkjEaIioqiqKiIlJSUkQQIwAkSaKoqIioqKj2nkp7cS7wFYDJbl1v0Rsnqs5NBtaZ7NZaoNaiN+4Fxlj0xh3AK8AdgLWtJyzoWKgzMNQWjK1Bfc/+xeg+QelTIOiOqFdqtX6WkNS3TZtzHftekNfO8t7+L32vuLRTPWd8p3IxOk/fm/CwtltYag6DOVsHvAGkA5HAX4GdwJvIOng5wD22rEy3wZz9BHAZcibk/baszI0Gc/bQ1rYN4cdrdGFExV8B8ZbZAkQJScM4XG6WrTuo7N88PaNT3ac6G/6EwdMseuPTyCucGmRb1U4rBR3RQABDl5hI7NDBlFi3nnFOcrmCMu6qnOPUOOT79NA+8ZzVLyEo/Z5O6fYcZTtx9KiQjNEQaWlpHDlyhJNBCvh0R6KiokhLC17tficjAShV7bssemO4yW51NnCuHEgE/gk8Z7Jbj1r0xkY71mg0dyAHOVi2bFmw5y3oALjrHNQc87wkaDREp7VeZ7q82sEmlfDe+SNF+YhAECjqBaKWZGAApF1/NQdeXoq7ro5ym53SrdtJmtB5Kpl9AqGjOlwg9GagyJaVOddgzk4BtgLbgMdsWZmrDebsV4DZBnP2IeB8YAowAPgImARktaYt8EkIP1tTCyNY9MZrkTPLvwzhHLocag0btxDxVPh6Wz4nSuVMq5T4SC4e12n9LjoF/vyK/AlYANwFrAJmhXRGIeb0DAyNLpyRTz5GwXerGwxgOMsrgjLuFypP4MsmhCb7QnK7KcuxKfuJY9sugKHT6cjIyGiz8QRdjjIgXrWv9QQvGjoXD9QB5wFDLXrjE0APi964zGS33nh6x5IkLQGWAHz88cfduk6nq1J9NB/ccoA4qk9vwiJb77m+dlcBTrf8v4shLZE+SdGt7lMg6I5U5x/DVVur7KtT0P0hokcyfS6/hPyPPwPg4BtvMa6TBDCOFVez84hHRydMw3n6DmfD/AHwoWrfCRiB7z37XwIXArnAN7asTAnIM5izww3m7F5BaBvKAEajCyMenb+bgGuR33MaRCyAnEl4TIyy7ayobMeZdBwkSWLpd97qpBvPSRdOQyHGn1+RIpPd+pNFb7zLZLe+adEbbwv5rEKILimJmIxBVB04RFhMDGNffI6Uc6ZQusPWYHtnWXmrxyyuqGXdLm9mwiXjQxOVq9x/ULmZRKT0IKqfUMwXdBrWAZnAck+q5w7VuY3AUxa9MQo5xVUPbDTZrcPrG1j0xuMNBS8EXZvSHTaOr/gKXXKScixo+hc2r/7FDEOHWzXtVgiR387LwaX/Yc8/fC2NtS0MYAAMvHWOEsA4+d33lObsJHHUyKDMMZSszPFmX0we2pO4qLbV0Rk+fLjyAu5hSW5u7pL6HVtWZgWAwZwdjxzIeAx4zhN8AG/GYwJQpOqn/rimlW1DSVMLI7cA/YGVyOUzdRa98aDJbv1K3YFYADkTXY9kZdtxqrgdZ9Jx+MFewJ7j8vtidEQYN52b3r4T6gb48ytS63kA0Fn0xouATv1WrNFoGP/yC5xc9T29LjifGE+tdGTvXg22d5S3PoCxYstRZSVvzMAkBqTEtrrPhij92Vs+kjBmlKi9EnQmPgFMFr3xR+RStdsseqMZ2GuyW/9n0RsXA2uQnZAeNdmtNe04V0EHwO10su3uBxTXpXqCEcBwuNyssRco+zNHifKRdkaI/HZSTg9eQMtLSADizxpG6sWzOPHVtwDsW/wyE5a82Or5hRp1+cgF7VA+4glWLGmqjcGcPQD5N/glW1bmewZz9rOq0/FACQ1nQpYgl2C0pm0oaXRhxGS3/qF+26I3LgSOnx68EDRMRA/vgkFdsQhgAD7ZF9efPYik2M7llNQZ8edX5DfACGShmydpItWqsxAzaACD5t3sc6yxAEZrMzAkSeKj9XnK/lVTBraqv6ZQBzCSxnZamRJBN8Rkt7qRy9TU7FKdfw14rYnrxRJ5N6Mid88ZwQsIjoXqlv2nKKuWa3v7JEUxIkSaRQK/ESK/XYiWiHiqGXzvXZz4ZiW43RSt+ZGSLds6tBbG6To6MzugDbPBnJ0KfAPca8vK/M5zeKvBnD3DlpW5GrgEuXx8L/CswZz9HJAGaG1ZmYUGc3Zr24aSJhdGQjx2l0WXmAhaLbjdOMvKcTscAX+nuwIb9xay5cApQC4Tu+X8we08o+5BswEMj0DeCGAa8Gdgd8hn1Q5E9m64LtHZygyMHXklPmlFl4aofASgdLs36z5hTNvpXwgEAkFbU7JlW4PHY4LgQPL9Tt/yEZHN1u4Ikd8uRCAZGABxQzLom3kJxz77HIBDb77boQMYP+aeVLJvRwZZR8dRUsr+l5firKhk2IMLiFCl9beQPwLJwOMGc/bjnmO/BRYbzNkRgB340JaV6TKYs9cAPyFnQt7jafsg8FqgbQOdtD80tzCiarcwlPPoami0WnRJiUr5iKO4pNFF4K6Oyy2x6FOvBMEVxjShl9VGNPsrYtEb/4YcQdUjC+c9AswJ8bzanMjeDdurOspaJ+L5oSr74uJx/UJW/+iqqqZityeFSaMhcXTHrw0VCASCQCnZsr3B48EoIVGXj8wY2eFE97ojQuS3CxFoAANg0K2/VAIY5fbcYE0pJKxWB0KD6GJUdegwW+/6LVUHDwEQOySd9F/dElBftqzM3yIHLE7n/AbaLgQWnnZsd2vbCjofEclJSgCjrhsHMJb/dIjc/DIAonRa7r5oeDNXCIKFP2bU55rs1luACpPd+h+gS1pNRPZsOIDRmgyMylonX27zuo9cOzV05SNlNruiwh87OIPwuLiQjSUQCATtiSRJlGxtIICh1RLdyhKSw0WV7C+QA9dROi2ThjT82yBoU9YBlwI0IvJ7nkVvjLLojYmoRH5NdusMk906AzglRH7bHklqOB7UmnTz2CEZaMJkdf/qo/m4ajqmHJLLLfkEQs8PUvlImc3OxjnzlOAFQNK4MUHpWyDwF12ySsizm+pgFFfUsvgLb0LP7bOG0TdZZF+0Ff4EMMI96v+SRW8MA1whnlO7oI3Q+Sjr1tOaAMaqnONU1cp/riGpcYwdFHCKX7Oo9S/a0j5VIBAI2pqa/OPUnpBfDsJiYhhqvhddchIZd9yGLj6+maub5oed3peOKcN6EhUhrNA6AJ8ANZ5a9ueBByx6o9miN15hsluPA/UivysRIr8dBsnhaPB4S21U1WgjIohO81jRSxJVBw41fUE7kZNXQnFlHQAp8ZGM7N96w43y3D1s+fU9OIpl7UttRARjnl/UoctoBF0TdclS3alQa7F2PCRJ4onlPytaWQNSYrhtxpB2nlX3wp9fkeeRBbB6ARuArJDOqB1JHDOKwtVrfI45WiHi+c32Y8r25ca0kNZRq1cjE4WAp0Ag6MKUbPXqXySOHU3G7beRcXtwHL5/sHvTvqfrO57oXiAYzNlb8epEHABeBV5Ath39xpaV+WeDOfsMq1JbVuZegzl7qr9tQzV/IfLbOXFVNxxH0raihATkLIyqQ3J5buX+g8TrO17atrp85Hx9b7Ta1j3/ldtzsf76bhyl8tc4PCGe8a8sJmm8yL4QtD0Ryd3bieS/6w7yncoi+Y9XjSJSJxY72pJmMzBMdusHyArglwEXm+zW90I+q3ZCv/CPDLnvN4x/zWvNFWgGRmWNkzW7vCt5F40NnfusJEk+gnYiGi8QCLoyav2LpAljg9ZvVa2TjSrXgOn6zq9/YTBnRwHYsjJneP7dhuzOcRPyb/sUgzl7Ah6rUltW5tnAw8hWpbSwrUCg4KqubvC4ppWOBbEZ6cp25f4DreorVKiFgKe3Uv+i8Id1bLp5vpJ5ER4fx4TXXxLBC0G7oVMFMOq1MLoL2w6e4tnPdir7N5+X0ervuKDlNBkGt+iN9wI3ACnAEeC/wL/bYF7tQlRqbwb/Zj6SJKEJC0NyuXDX1OKuc6CNaNkP7vf2E9Q5ZU2K4f0SGNQrdJoUVQcPKT9susREYgenh2wsgUAgaG/UGWdJ44MXwNiwt1C5bw/tE0+/HjFB67sdGQvEGMzZ3yD/5i8EIm1ZmfsADObsr4FfAH3xWJXasjLXG8zZEw3m7AR/27btRxJ0BkKXgZGubFfuP9iqvkLB4aJKRdgvPEzDOWcFLnBY8O0qfr7/ISSXXI4cHh/HhNf+SeIoIdQuaD98S0i6TwBj28FT3PHqBhwu+TlB3z+BBzP17Tyr7kmjvyIWvXEh0Af4FXACGAT8zqI39jfZrX9tm+m1DxqNhvD4OBwlcqqes6KixRZV6vKRC0OYfQFQYlWlU08Yi0brj7SJQCAQdD4cpWVexyWtlsRxwSuZW7+7UNk+r5NkXwwfPlyxAfWwJDc3d4lqvwp4DlgKDAO+BNRFy+XAYBqwKvUcK/OnrcGcHW7LynQiEHhwNyKw6aysbFW/MRleLfmOmIHxv01HlO1pw3sRGxVYwKZy/wFyHvqTEryI6teX8a8uJm7o4KDMUyAIFLVmoKOke2hgWPcXcddrGxRtwx5xEfzjFiMR4V23dMRgztYBbwDpQCTwV2An8CYgATnAPbasTLfBnP0EcrWGE7jflpW50WDOHupv25bOram76kUmu/Vs1f4Oi954G7DK8wG6NOEJ8UoAw1FW3qIARlWtkzWqOuoLx4Q4gBGi1UiBQCDoaBSt/UlxXEoYpSc8NjZofW/a5y0fmTqsc7iPeIIVS5poshvYa8vKlIDdBnN2KdBDdT4eOaARw2lWpTRsUdpgWxG8EJxOYyUkjbm++Ys6y7TqYB6Sy6U4k7Q3brfEZ5sPK/uzJw4IqB9nZSXbF/wOV1UVANED+jPpnde7rV2loGMRkdy9MjB+2HmC+9/cTK0nQzMlLoI37j4npNn1HYSbgSJbVuZcgzk7BdgKbAMes2VlrjaYs18BZhvM2YeQLZKnAAOAj4BJyLqZ/rZtEU0t1Z8ROvcIaXWLh5RwlZJ9S3Uw1u4qoMYh/08+rE88g1Nbp4rfHOoMjGSj0L8QCARdl5Pfe4WWe51/XtD6LamsU9K+w7Qaxmf0aOaKTsOv8GhUGMzZ/ZCDD5UGc/YQgzlbA1yE7OChWJV6hDt32LIyy4A6f9q27UcSdAZOLyGJ6ptK74t+QdLE8a3qV5cQT0TPFADcdXVUH81vVX/BxLq/iKOn5MBNQrSOGS2wT1XbzuY+/Q+lPEYbFcnYxc+J4IWgw9CdXEhW5hxnwRublOBFz/hI3rj7HIb2Ce27XQfhA+Bx1b4TMALfe/a/BGYha2R9Y8vKlGxZmXlAuMGc3auFbVtEUxkYDRt4Q+isNDoQais+ZwudSFaqlGlnhTj7orawSFHj1kZEkCDqIgUCQRdFcrko+uFHZb/njOAFMDarsi9GDUgiNrJ1dfodiNeBNw3m7LXIv+u/AtzAu0AY8oPEBoM5exNgMpizf0T+na+3dbmrBW0FAgWXqoSk58zpjH/p+aD1HTskg7pC+Ttbuf8gMQMDy3QINp+qykcuGd/PL2cCSZLIe+u/HHz9PyQY9PS7KpP8jz5TzusXPkr8iLNCMl+BIBB8RDy7sAuJ/Ugpf3hnC063/Eqc1iOG1+6aysCewcv8bE+aK0G1ZWVWABjM2fHAh8BjwHOejE6Qy0oTkctKi1T91B/XtKDtyZbMvakntHMteuPpYW0N0DIxiE5KeEJgGRgOl5vvd3rdRy4YFVplWrUaf8LokWgjIkI6nkAgELQXpdt3KDaCkb17BdU+UV0+MmlIStD6bW9sWZl1yC4ipzP1tHYNWZViy8pc729bgUCNuoQkLDo6qH3HZqRTvGEzIGtF9ApiMDNQKmudfPOz97H5yknNB1WclVXsfOwvnPjKAkDh6jUUrvZmmfWeNZN+sy8L/mQFglagtlF1lJQiud1dTn/vZFkN976xkeo6WfNiQEoMb907jd6JUe08s+DhRwkqBnP2AOAT4CVbVuZ7BnP2s6rT9WWljZWbulvQtkU0GsAw2a3d+k04PM5b1+RoQQbGlv2nKKt2ANAnKQp9/8Sgz03NqR/XK9vCPlUgEHRWHKVlHH73feqKixl89+0+Nbb1nFQ92PeccR4aTfASAtX2qZOHdZ0AhkDQXqhLSMKigvvQr9bBqNx3MKh9B8pXW/MVgb/BveMYPTCpyfY1BSfZdtdvKbfnNng+LCaG4Y/+PujzFAhaizYigvC4WJwVlUguF86ycnRJoX3faUuKymuZ/8p6jpfI97C4qHD+NX9ylwpe+IPBnJ0KfAPca8vK/M5zeKvBnD3DlpW5GrgEWRtzL/CswZz9HJCGrItVaDBn+922pXPrMjmywSY8wRvAcJZX+H2dunxkpqFPUB+wT8dZUcGx7C+V/ZRpU5toLeiKdGSFYIHAX44s/5g9WS/iLJU1KCSnC/0Tj/i0kSSJk6tUAYzzzw3a+MUVtew+5rE91GoYl95l9C8EgnZD7UISFh3sAIbXiaR0+w4kSQrp85Y/LP/pkLJ9zdSBTc6nYs8+tt65gJpjXsH33qYLKFyzDndNLQBD7vsNUX1Cm8UrEASKrkcyzgrZUaiuuLjLBDBOVdTy65d/Yu9xefFaq4F/3GJkSIj1DDsof0SuvHjcYM6u18L4LbDYYM6OAOzAh7asTJfBnL0G+AlZX/MeT9sHgdf8bNsiRACjEXQBiHhKksQqmzeAccGoPkGfl5r8T1coCtWxQzJInjwxpOMJOiQdViFYIPCHonU/YX/iKZ9jJ1d+z4g/Pay8ALhqarA9+hcq9+4D5NWflKmTgzYHdfnIqIFdSv9CIGg3fEtIghvASBg1Em1UJO6aWir37afAsorUCy8I6hgtwX6klJzDcha0LkzL7IlpjbZ1lJax9c77lOCFJiyMEU88Qtp1V1G6w8b+f75K7NAhDLz5hjaZu0AQCBFJSVTnyZovdaeKic1Ib9f5BIOqWid3vbaBPargxaJfTuDcEZ3DVj3Y2LIyf4scsDid8xtouxBYeNqx3f62bSl+P6VZ9MZeQJHHiaS5tlrgJWAsUAvMN9mte1XnbwfuRF7d/avJbl1h0RsHIq8khyNrbdxhsltzLXqjGfg1XnGPO012a8P5dkFErYHhbwnJ7mPlivp0XFQ4E0NYRy253Rx+531lf8Avb2j31QdBu/ABsrBOPQ0pBF8I5OJR/QXyDObsxhSCG21ry8pskcCOQOAP6iyyemoLTlK5Zx9uh4P8j//HyVXf+6xU9rtmNmExwaup/0C1ctqV9C8EgvZEXUKiDXIJiS4xgQE33cChN94CYN+Lr9D7F+e3m53qB+u995ALx/YlOS6ywXaSJLHz8SepOSYvdoXFxDB28bOkTDsbgMTRBsa/ujj0ExYIWolO5UTi6AJWqi63xB/e2YLtsKyzpdXA0zeN57IJ/dt5ZoKGaDaAYdEbZyKrmJcBSRa98XaT3Wpp5rIrgSiT3Xq2RW+cimzhNtvTXx/gPmAiEAWsteiNFuBJ4J8mu/VTi954EfA0cDUwAbjFZLdaA/qEARKIjWq21as+fd6I3kSEt1zQ5viX33DwtTeJHTqY1At/Qc/p56KN0J3RrmjdesV9JDw+jr5XCJGnrkpTKsEdWSFYIGgOye2mcI3XVSSqfz9qPJaIee++z7FPV+Cuq/O5Ju3Gaxn+yINBm4N1fxE/7pbLL7UauGpyx3AzEAg6O64QlpAApM+/hSPLPsRVVUXl3n0c/8pC38suDvo4zVFZ62SF9aiyf93UgY22Pbr8YwosK5X9Uc/8RQleCASdCR8r1eLObaUqSRLPfGpjlc27UPLo1aO53Nh4JpWgffHnDftJ4FyT3ToOmIZcY98c5wJfAZjs1vXIwYp6JgPrTHZrrcluLUUW8xiDXCfzuadNOFD/y2cEHrHojWsteqNvUXQI0SW0zEa1zunms02Hlf3MJtIHG8PtdGL/89OU23M5nv0l2xf8js233oHkPjPp5fB/P1C2+111BeGxMS0eT9A5yM3NXZKbmztR9c9HMdijELwKeNuWlfkeLVP9DZlCsEDQHGU7dykrN7oeyWTc4XXjPLr8Y5/gRXh8HCMef4gRf3oYre7MoG6gvPilN6HviokDGNQrronWAoHAX9xqEc8gu5AARCQnM/CWOcr+/n8uwe10Bn2c5vhy61Eqa+VxM3rHNpp9W3ngILmL/qHsp825jt6zZrbJHAWCYKMW2nZ08gDGm6v38+7aA8r+bTOHcOO09PabkKBZ/AlguEx2az6AyW49ijew0BQJQKm6D4veGN7IuXIg0WS3FprsVodFbxwOPAf82XN+GbJd2wXI1q6Xnz6YRqO5Q6PRbNZoNJsdDocf02sedQaGww8Rz1U5xzlVIT9s90mKCqheqtyeq4jY1VO67WcqDxzyOVZz/ASF369V9tPmXNfisQRdA5VC8EO2rMw3PIe3GszZMzzblwBrgHXARQZzttZgzh6IV/W3JW0FgqCivo/1PPccep53ToPtRj33FOev/ZYBN10f1FK5DXsKFf2LcK2Guy4cFrS+BYLujo8LSQgyMAAG3TaX8Hg56Fh18BDHP/86JOM0xYfr85Tta6cOavAe5XY4yHnoT4pAZ+zQIZz1h/vbbI4CQbDR9fC67NR14hKSz7cc5bnsncr+xeP6Yb5M344zEviDPxoYZRa9cQHwAzAdOOXPNfiu4GpNdquzkXPK6q6nXOUlYK5H/0ID/J8nUwOL3vg5MB5YoR5MkiTFx/bjjz+WCAI+LiR+ZGCo6x+vmTKQMG3LH7LrPc1PpzrvMHFDvIrbRz/6DDxZGT2mTiI2vfF0RUGXp8MqBLeEYOrmhHquguBRpCof6Tl9GlF9+xA7JIPKfd6VkB5nTwlZWvi7a7zjXDl5AANSYkMyjkDQHfEpIQmyBkY9uoR4Bt76S/b/81UA9r/0Gn0uuwhteNsI8ebml7Ejr3nxzv0vL6Vshw0AjS6c0X//a8j+JgJBWxCRrApgFHfOAMY32/N55L2tyv7EwT3425xxaAN4hxO0Lf7c4W9Grqt/Ctme8Vd+XLMOyASWezQwdqjObQSesuiNUci2j3ogxxO8eAG42GS31kcDEjzn9EAlchbGG7QBLXEhySus5CefGurAAgqnNnoDGBpdOJJDjvlU5Xm1NSSXi/yPPlX2+193dUBjCboGHVkhuIUEUzdH0AmoKy6m9OcceUerVWygU6ad7RPAGHz37SEZv6i8lu93eutdbz1/cEjGEQi6K6EU8VQz8JY55L31Hs6ycqrzDnN8xVf0u/KMZN2Q8KFq8WrW6D4Ninee+PpbDry8VNkfet/dxI84q03m5w8Gc/YU4BlbVuaMllirB6NtW35OQXDRJXduEc+VOcf5/dtbcLnlde8hqXG8cNskInXtIwQsaBmNlpBY9IpySSrwGmAGlgK9/Oj3E6DGojf+CDwPPGDRG80WvfEKk916HFiMnKq+EnjUZLfWAP8HRAD/seiNqy1646uezIs/Itf3rwFsJrv1i0A+aEvxcSFpJoDx9bZ8Zfs8fSp9k1te6+l2OCixeqOA/a+9StmuzvNqaxSu/UlR49f1SBb1k4KuQjB1cwSdgKJ160GSHxwSx45WPOR7zTxPaZM82UjyxPEhGX/FliM4PQ8u49KTGdw9Pd4FgpDhY6MaRNeg09HFxzPo1l8q+wdefQNJCkoybpPU1Ll8xDuvbUC8s2TbDnIe+pOynzxlIoNuuznkc/MXgzn7D8jP9vURpnpr9fOQMxtnG8zZE/Baq98I/CsYbUP92QShJapPqrJdtnNXu+jPBMrPh4r53VtW5Rkgo3csr//mbJJiI9p5ZgJ/aSoDw+z59ypyxLQ+n0ZCzoRoFI/V6l2nHd6lOv8aclBEfc3YRvp6G3i7qfFCQVhMDGi14Hbjrq7BXedo0A0EYP0erzzARWP7BjReWY4dV5X8Yx/Vtw8p50zhiEeos0oVwDj22efKdr8rMxudk0DQyWhQN8dTetaobg6ASjfnyoY61mg0iovLsmXLQjB1QSCUbv1Z2U45Z4qynTxlEsMevI+K3XsZar43JGNLksSnG7331SsnCeeRjowoMeucuNughKSeAXNv5NCb7+Asr6Dq4CGKN2wiyTie0u05xJ011EeYPVh8sfUoZdWy7tqAlBgmD+3pc772ZCHbFzyIu1bWvYhJH8TY/3u23axeG2EfcuZi/XN2SGzYG2n7SSg/mB/3jQeQgywAX5js1j+f2YugMeLOGkpkam9qTxTgKC6heNMWUs6e3N7TapYjRVXc+/pGap1yAtCAlBje+M059EoQJV2diUYzMEx2q9mzmWWyWy8w2a0zTXbrTOCVtpla+6LRaBRhKABnRcNCnrUOF1sPeGVBpgzr2WC75ihWlY8kT5lIzCBvJF8dwCjdtl3Z7nPZRQGNJRB0QFqjm/MpHt2chjqWJGmJJEkTJUmaqAuie4WgdZTZ7Mp24phRyrZGoyF9/q2MevZJnxWeYLLzSCm7j8mZdVE6LZeM7xeScQRBQykxAx5GLjEDfErMpgEXAU9b9MZIvCVmM4C/IZeYCdoQHxHPEAcwdPHxPnbyee8sY/Otd7J57nzWmjLJe+s93EESeQc5CPr2D/uV/evPHuRTNy+53eQ8/CfqCmWRYF1yEuNffUHJNGsrhg8ffsfw4cM3q/6pLdmxZWV+BKj/MI1Zq5+xiBCEtqGmqfvGYOCXwDnA2cCFFr1xTBvMqcug0WrpfQYKca8AACAASURBVKF3PfvE198q2yXbdrB38ctUHjjYDjNrnOo6J/e+vpEij+lCUqyOV++YSu9EEbzobDSageFx+5gGzLHojfUm1VrktK/lbTC3dkcXH6+4gjjLK3w8j+vZdrBYieKl94qlT1JgaZKnVAKePaZMJHpAf2W/5ugx3A4HjuISpXxEGx1F3FlDAxpLIOiABEs3R9AJcDudlO/arewnGNpO8VuSJF7+xju2aUxf4qJEYKuD41NiZtEbGywxA2oteqO6xKz+RUqUmLUDbVVCUk/a9Vdz+N33ATj53ffKcWdZOblP/4PjX3zDhNf/RXhs68V6N+wtUoKg0RFhXKMqH5Ekif0vL+XUjxvkAxoNo5/7GzED2z7Ty2O7vqTZhl5CZcPeUNtQ09R94zDys4MLwKI36mjgHiEyOJsm9cJZHH5b/rsUWFYy4o+/Y/8rr3PglddBkjj2aTbnfPkJYZFnasO0NZIk8eRHO9hzXP7e6sK0LL5tEoN6CfHuzkhTNqrbkcs+qpFTwnIBGzCniWu6FOoMjMZ0MDbs9ZaPBJp94a5zULJ1m7KfPHkiYVFRRKbKVqySy0VN/nFKc7w2Pwkj9W2msi0QtAFB0c1pr8kLWkblvgNKWnVU31QiUnq02dgfrM9jlc0r3nn9OeltNrYgYIJpze5DKGzYBTJqF5JQinjWE3fWUBLHN1iNDEDp9h1sv/d3uOvqWj2WOvviykkDiI/QUm7P5fjnX7P55l8rrigA6bfP8ymT6+CEyoa9obahptH7hsludZjs1kKL3qix6I3PAVtNduvu0zsQGZxNkzRhLBG95Hcfx6lifsy8Thas9WjQ1Bw7wdH3P2rPKSp8svEwn23ymiI8fs1ojINT2nFGgtbQ6BuwyW49jPxi8LZH0wIAi94YmMhDJ0SXmKBsN6awu2FP6wMYZTk2xRs8Oq0/0f3kP3HMwAHUnigA5DKSsnrFfiBxjCGgsQSCjkgwdXMEHR91+Uj8yLbLvjhQUMEzn3rvo3OmpTMho+2CJ4KACYo1e0Mdh8KGXSDjo4ER3TYp2mnXX03pVm+pbcq5Z5M0fiz7XpSrn0+t38iOPzzG6GefClhD7NDJSh8HoxvH92L9lTf6uCfVkzRhLEPuvTOgcdqJllirt6ptG3yWpu4beLI630AOet7dBvPpcmi0WlIv/IWS+VStck2s58Brb9L/uqsIiw59FlZj5Bwu4cmPvIm9syelcfUUoX3VmfFnCf8Ji954N/JKZwywG+gWb89R/b110VWH8pArarxU1jgV/2+AyUMCi+Sd2mhVtpMnezPcogemUbxJPledd4TSn23KuYTR3eI/gUAg6IKUqbPJRo1ss3Gf/cxGjUOOxw9JjeN3mW03tqBViBKzToYkSW2qgVFP6sWz2Pv8P6ktOImuRzKGvy0ksldP0GrZ98JLABR8/R3bKioZ88KzAZWTvLf2QP0CM9P1val+afEZwQuNLpyBc+cw+O7b0XbwlXtbVuZBYKpn229r9WC0DTGN3jcseqMG+AxYabJbn2njeXUpeqsCGADaiAjS77iNox9+Su3xE9QVFnH4vx+Q/qtb2mV+heW1/Pbfm6jzlPsP7RPPY1ePRqPRNHOloCPjTwDjEiANOa07C3k1o1sQm5GubFceOPP5Z/P+IsU/eET/hAb9v/2h+DT9i3piBnmjg5WHDlGW4w1gqEXvBAKBoDNRrsrAaCv9C9vhEn6wyxltGg0888sJREV0KDcAQeN8Apg8JWYa4DaL3mgG9prs1v9Z9Mb6EjMtnhIzi96oLjEDyDXZrZ1qKbwz466tVdLItRERbea8ERYVhfHfL1Pw3Wr6XHqRHLwAMu78FY7iEvLeeg+QbZw333IH417+P6J69/K7/4oaB5+oHIwuiyrm+OdfK/sp551D/PBh9LvmSmLTz7RVFbQpjd43gDDkgEqkRW+8xNP+EZPd+lP7TLXzkjxpAn1nX0bh6rWkXjyLjN/MJyq1NxEpPdj1Z1k7+eDrbzHgpuvbLJBZT3Wdk9/+exPHS+RgakK0jsW3TSImUpTgd3b8+S9YZLJbay16Y7zJbt1r0RtjQj6rDkJMxiBlu+q0AIYkSbz1vbcGcsrQQPUv6ihROYskT5rgHX9AmrJd9MOPOMtlJxRdj2Si+nWbSh6BQNCFcDsc7SLg+aplj7J90dh+6NPa1g1AEDiixKzzoc6+0LZR+Ug9sYMzyBic4XNMo9Fw1sNmwhPiFX2K8p272Hj9LYx76XkSRo7wq+/PNh2hslauQhgUqyHmxadxec71uyoTw98WButjCFpJc/cNQFhPBAGNRsOoRX8543j/q2dzcMm/qTl2HMepYvI/XcGAG69ts3nVOlwseGMT2w7KEgBaDfx97gQh2tlFaErEs54jFr3xV0ClRW98GlkUp1sQqwpgVB70DWBYfj7Geo/+RZhWw9VTAou0l+5Q6V8MTCOqbx/lXLRKsVouYZFJHG0QqU8CgaBTUrnvgCKiF9W3T4PuTsFmd34Z3+UcV/bvnDUs5GMKBN0ZHweSNl51bQyNRsOQe+5A/+dHlYyQ2hMFbLr51xSu/bHZ6x0VVby5wiu4PmljNi7PwlJUv74M/+PvQjNxgaAToo3QMfDWXyr7h/79DpLL1cQVwaOmzsX9b27mp91encLfX2Hg3BG922R8QejxJ4BxJ/Ad8HsgH7ghpDPqQESn9UcT7vmRO34CV5X8g1xd5+TZ/3lruG88J52hfeIb7KM5itX6F5OMPudiBqad3hwQ+hcCgaBz4qqu9qmVbQv9i/JqB4+9733p+MWoPpzVr9vE4QWCdsFXwLP9xPsaIu36qxn/6mLFac5dXcO2ux/g2IovG72m9Occ/vWrx8l3yInLUY4aJh2Vs2cjU3szdvHfCY+La/R6gaA70v/aKwlPkN+PqvMOc3Ll981c0XrKqx3csWS9UjIKsOCS4dxy/uCQjy1oOxotIfFYDV0BFJvs1lWeYx8gi2J1iyCGVqcjOi2NKk/2ReXBQySMHMGLX+ZyrFgOZiTHRnDPxWcFPIY6gNFj8kSfc+FxcUSk9KCu6JTP8cSxQv9CIBB0LioP5rH19nupPnJUORbqYGxFjYM7l2zAdlh20tNo4K4LRfaFQBBqfAQ827iExB9Spk1l8rI32TL/XmqOHUdyOMn5/WMcX/EVKedMoXzXbpyVVWh14ZTbcyk4fIJl592jXH/OYSuRLgf9r72SYX+4H118YItYAkFXJjw2hrQbr+Xgkn8DcPCNt+ltuiBk450oqebu1zey62iZcuxO0zDuMgX+nibomDSlgfEu4AT6WvRGA3AAeB05gNFtiMkYpAQwqg4cYouUzH9U2hf3XzaCxJiIgPp21dQ0qn9RT9KEcRRYVqraGOkxdXJA4wkEAkF7IEkSOx9d6BO8SBw/lv7XXhnScR/97za2H/JaYP/pmtGMTEsK6ZjBQpIkqhwudGFaIsL8SZYUCDoOLlUGhraDlJCcTuzgDCa99wZb5t9L5T75ua7w+7UUfr/2jLafjZ5NeaScYZGic/P7h66j92AzUakiJV0gaIqBv7xBLh9xOCjd9jPFm7eSPHF80MfZeaSEe5ZuoqDMe+/5XeZIbps5JOhjCdqfpgIYQ0x260SL3hgBWIFaYKbJbrU3cU2XIzZjEIWr5O1Dew/zx5+8NvHnj0zlmgC1LwAKf1in6F/EZAzy0b+oZ+Rf/0TyxPGEJyaSNG4M0QPThP6FQCDoVBz//CtKtsjBWo0unBGPP0z/a2aj0YbuxXyN/QTf7vDqXjx2zWiuPyc9ZOO1FkmSKK91UlLtoKTaQXmtE4/JFeP6JRAf1bGtGAUCNT4aGB0wA6OeqD6pTHpnKbv//n/kf5KtOKeosfU6i41p3heuhXOnMHDUmc9rAoHgTCJ796Lf7Ms4+uGnABxY8u+gBjDKqx28atnD22v243TJ399wrYaF14/hqsnCCair0lQAowzAZLfWWfRGLXChyW491UT7LklMulfI81+HdJTiACA1MYqnbhzbqmCC2nqrzyUXNthGlxDPwFtuCngMgUAgaE+clVXs+bs3cW/g3JtIu+6qkI5Z53Txt0+8ttNXTR7AnGnpIR0zEBwuN6eq6iiqkoMW9bbcp1NZ5xIBDEGnwt3BS0jU6JISMTz1BAPnzuHI+x/hqq4mwaAnsldPjpTU8t+tgEP+bl4yrh8XiOCFQNAiBv3qFo5+9BlIEkVr1lFuzyVeP7zV/a6xF/Dosm0Uldcqx+Kjwvm/eROZepb/9siCzoe/RrgnumPwAiA2Ix0AW69hWOmhHH/25gkkx0UG3K+zosInTTG1kQCGQCAQdGYOLn2T2oKTAET0TGHwb34d8jFf/mY3eYWVgPww88BlbWPV2hySJFFZ56K4ysGpqjrKPHaMjRERpqVnbAS9WvFbIxC0B+oSko7iQtIc8SPOQv/EI8p+rcPFPYvXUuGQ6+n7JEXx6NVCg0wgaCmxGYNIvegXnPjqWwAOvPYmY7KeDrg/l1viH9k7fUr6AcalJ/PXG8eR0VsI6nZ1mgpgGCx643uARrUNgMlu7TYpAbEZg3Bow/l45CXKsWumDGTikJRW9Xty5Q+4a+WIYdzwYcQNFeq4AoGga1FXXEzeW/9V9oc9uCCkSv1ut8Rzpz3ULLhkBCnx7RcAcLolSqrrOFXloLjKQZ3L3WjbiDAtSdE6kqN1JEaHE+lxwRIIOhtqEc+OqoHRHH/9aAd2jxhgeJiG52+d2KqFK4GgO5N++21KAOPEVxYKr7ycntOntbgft1viT+9v59NNh5VjKfGRPHylgUvG9RNl9t2EpgIY16u2Xwn1RDoikiSx8nA1L0y7g6IYOfsiPjKM+y8b0eq+j3+hKh+5VGRfCASCrsfBpW/hqqoCIG7YEPpecVnIxiqrdvD4sm0+uheThqRwwzmDmrgqNDjdbooq6zhZUUdJjaOhsnqF+MhwUmIj6BGjI0YXJh6+BF0CHxeSmI5lo+oPH64/xMcbvS9ID185ijGDkttxRgJB5yZh5Ah6XXC+bKUqSez4w2NM+eBtYgak+d2HJEn89eMdPsGL80f25skbxrXrQoWg7Wk0gGGyW0Nv1tvBWfLtHhZ/mQtxXpXp+fpoEnWw719LKLFuo3LffjQ6HckTxpFy7tmkXmxCG9F0rXJdcQlF635S9kX5iEAg6GrUnizk8HvvK/uD770rZKKdO4+U8MCbVo6cqlKOzRrdh2d+OYHwNnLwkCSJ0honx8trKKysazRoEa7VkBytIzkmguQYnXAYEXRJ3J2whKSebQdP8dTHOcp+prE/N7ZDIFQg6GqM/MtjrN+5i9rjJ3CWlrH9vt8z6e3X/M7MfMWyh/d/PKTsXzNlIAuvG4NW230D/5IkUedyU+v0/qtxuql1uogI05LeIwZdF3zO8FcDo9tRUlnHa9/tVfZ1LgczD/zIOSmpHHh1FwdeXurT/tjRfI5lf8HexS8zZMFd9Jvd+Erjia+/RXK6AEgYY2hR9FEgEAg6A3n/eU9xWYrXD6e3aWZIxvl+5wkefMtKdZ1LOXbzeRn8YbaBsDZ4qKlxuDhZUceJihqqHQ2Xh8RGhNHDE7BIiAwXWRaCLo+PC0knCmDsyCvhziUbqHP+P3vnHR9Hcf7h571TteSOccG4YVhkgSmiV5sgWhAthQ4mARJISED8EhIgQAgkBoKAhGpKHDpOMAQBARTAgOkI22Ah1hWDe5WLunTz+2P2TqfzSVa5ovI+H+9nb2dnd2bP2u/NvPPOO/Zd3mN4X2780UR9ZxUlBqQNHsQ+d9/Gp+dfjKlvYNvXC5jz81+z/7R7d+ip9drcldz7mhs6Pnn/XbgxQcYLYwx169azbeEiti1aSuXiJdRt2EhDZSUYgz8zk5TsLFIHDCC1fz9S+vYlbfBAssaNJWvcGPyZHfdCM8ZQ32iorm+kpqGRmnproKhpaAwZLFojLcXH6IF9Olx+V0UNGC3w9OyloQbx2H5+fvrC7WTXVbFu0+Coy2wFqVmxkrLf3YCpr2eXH54WNc/q4ldDn+PpUq0oipIs1s16N/R53OWXxLwD0NAY4Mn3llL0cnlo9Y7sjBRuPnMfjt9nREzLiqS2oZE1W2tZX1lHZZjhJJysND9DstMZkpVGRqrGslB6F91xCsmcpRu5/JFP2FZjg+sOzErj7ikHkJmmTWVFiRX999mbnBuv5avrbwagonQuc6+4mv0euCeqB3tdQ4CnZy/lb69+HUo7ZPeduOXsfeM2SGGMYdvCRax/530q5sxjyxfzqdvQwbUsRMjcdReyx+9GnzGjyRo3hqzdxpE9fmzI8yRgTJPnRH1jyEBRXddIdX2AxtbmobZWNHaaak+kZz5VJ6mqbeDJ95aGji87eW+y38ykbn0Vdes3hNLTh+5M3j8etCuKvPs+3z35LPUVmwFYNv0pRvzg1O0a7VXfLafi83kAiN/f4vKp3QVjDAFjX76AaTo2GIyXHtpjbT/Bc+HH3j/vnuClhtKbPjdPD+UMe7eb3yc8rbkARNMDE5Et4oqmYxPtfAv320HGvhkp7NI/A5+O8Cg9hNr1G6hcbDVUUlMZfMShMbu3MYbZX6/lzuJyFq7eGkrfZVAmD116SNyij9c3enEtKuuoqK6Pmscvws590xjWN4PsHtpoUJS2EL4KSXcI4vnvj5bxp+e/pKHR/lgPyErl0csOZfSQrreagTGGqrpGttQ2kOITdspKUw8RpVuxyw9OpWHrNhbcVgTAxg8+5utbbiPnj9eF/paNMbxdtoY7XvoqtKoYwJghWRRdmBfzaRGNtbVs+rSU9bNms27We9SsWBmbGxtD9crV1NQHkPWbkW9XwfzFyJAh+HbdFd/wETBgIHRiiq2vvo6Uulr8tTWk1NWQUluDv6aKAQP7MnBMXmyeo4uhLawIAgHDtP8tZHOVbaCOHNSH4/fbhUUnHMt3Tz7XLO8uPzyNrLF2XmT/vXMZdd5ZvDv5RALVNVQuXsK2BYvo6+ze7JrVL78W+jz4iENJG5S4oFB1jQHqPVejRmOoaQhQ1xCgMWBoCBjPCNFkiGgMGiYCzY0U4fmUzrOhqo6MFJ8ulaj0GCo++zz0uf/EvWLmQv7JovX89aWvKFu+uVn6hJH9uf/igxjSL7YdpYbGABur6llXWcumqvqodkgBBmSmsnN2OoOz0hIybUVRujrdZQrJ5qo6/vLCfIpLV4TSBmal8fDPD8EZ0S+JNWvCGENVfSNbahqoqK6norqehrAG2B5Dshjat+t+x4oSjdFTzqWhspIl9z4EwIp/vUDWuLGMnnIuKzZWcf2zc/lk0YZm14zdOYv7fnow/fukxaQO9Vu3su7NWax5/U02fvwpgTDPsUj8ffqQvftuZO++G1m7jSNjxHBSsrNAhMbqauq2VVJTU09NwFCXmk6dP5X69EzMwIEweCfE33FPTFNZiVm5ArNyJWbNarutXo1Zuwazfh3U1UW9bjkQ+NMfWpwR0J1RA0YYS9Zs5eZ/f8mni5temCmTdyPF72PYSSc0N2D4fNv9QaT278eQyUezxlthZPUrrzUzYBhjWBU+faTgpE7VN+DNi6pvDIQCuNQ1WqOETTMh1+q6xkCzHzyla5GpLuZKD2LjJ6WhzwMPio31/7PFG7jkwY+a6Vhmmp+f5e/OBUeNIz1G71BNfSMbq+rYUFXP5uroRguwRouh2ekMykojRY0WitKM8I6AP7Nrdq7fK1/LjTPmsWZzU12dEf34+08OZJdByZszboyhsq6RzTVWgzbXNOyg/ab6o3RPxl1+CdXLvgv1jRbcVkTpmlru3DqCiqomT8d+malcdtwenHX4GNJSOu6p0LBtG1u/XsjmeV+y4YOP2PTp55j66B6VKdlZDD7iMAYfcSj9951IxuhR1AaapnpUeVM9gnEoWloivS1vpwkEYMMGa5hYtxazZg1mzWoCK1ZgVnwHFRWdeObKHWfqhqgBA1i+oYpH3lzIzE++C3X4AfbadQCnH7grAP333ZuMXUaEXIqGTDqSjGFDt7vXsO8f32TAePUNxl/1y5A71NIHH6VqqY2e6+/ThyHHHNVqvYJW9221NnBLbX2A2kYbWTbcOJFsfAI+EcTb+wSEpmOBps+Cdyyha6EpPYh49wh+trmargtP8+7Q7AYSliccicgUTVgk4oNEnIk8H/GxRbbL4yVkp6eQkaIGDKXnsCncgHFgxw0YxhgqaxtYt6WWK6d/FmrEp6f4+OEho7n4e+PZuX/nOkeNAcO2uga21jSwvrKOrbUNLebtm57CkOw0dspKI13fWUVpkfApJJ0JYBcPVm2q5oE3FvD8x982Sz/lgJH84Qd70ycB07+C7bvKukaq6hqpqmugqj5AQ8B6xe6oeZfqF/pnpDI4K40hWbEZjVaURCMi5Pzpeqq+W843Xy+jZLcj+WjVYAI+a1Tw+4SzDhvDZcftzsB2eik3VlezZX45FXPnseWLMrYuWEj1t8tbvSYzJ4cBxx9Ln4MOwrerNVisqw/wbX0jDd923IgAkOb3kZHiI93b0vxCam0NsmkjbNxAw6ZN1G+poK5yE42+ehr7Z2L6joM9x4XNozfW2CHSbKqN+PxISvNl2MXvJ2u3sYw445RO1bur0usMGPWNASoq61i1qZp5yzbxzldr+HDB+mZ5/D7hokm7cfnxe4RG9USEkWeewaKiewEYdeE5Ue+/0xGHktKvLw1btlKzYiUVc7+k7z57s/rt2Sx58VUkdy8kO5vBJ53Iqlqor6q0XhQBa72rbzQ0NJpmcSJihU+wHWWxn9P9ftJTfKT4BL+3bW+MEPwi+HxNxolguk/QeZdKTCjJyfMB9wP7ALXAxfnlpYvCzl8C/AxoAG7JLy99uSQnbyfgaSATWAlclF9eWrXdzZWEUrdhI5WLlwAgqSkM2HfvNl9rjGHR6q18vHA9ny7eQOmSjWyqbO4aOSg7jWd+fSQjB7dvhNSEBcmqqmuksq6BbbUNbGshCGeQ7HQ/g/ukMSQ7vVt6SuUWFm/3bpUVFSxq/aquhepD9yN8CkmyY2Bs3FbL1yu2MPebTXy8cB2lSzc2i4E1KDuNG344kfyJw2NarjGGem/ENhiYr9IzVlTWN7YWD347Uv1Cv/RU+mekMKBPKn1S/TFpf/UEfVC6Lxu31fL5ko38Z9IlvDNsHY3S5F3Rv76SP08eyiGH7kRaWuteF8YYqr75ls1z57F53nw2fzGfbQsWYRrDft+zspARu8DAgcjAQchOQ5AhQ0jdbTdSxowh0LcfjQibgE0AW2rb/TwZKT4yUv1kpvrITPWTmeonI8VPRqqvhTh3fWDoIGB8u8tKBF1ZH3qVAeNv//2a5z78xvMOaPIM2HlABn4RxCfsO3og5x81jjE7Z1HVEGBbXWMoAGTWj89kVM5e+Pv2pXrMaL7bVE2jsZ4Q9d4UjYaAIf2+afgbGqBPH+b3yYJvNsLYCaQ/8HCoLluALRs735ZK9QupPh9pKT7S/Xaf5hdSvc9B12a/COkpPjU49EC6ssC0g9OAjPzy0kNLcvIOAe4ETgUoyckbBvwKOADIAGaX5OSVADcAT+eXl04vycn7HbYDc1dnKrFuSw1V9S2PwLebhgB1mzbF7n4JxoQHq40SFDcATcF7Aza2TsX8r1m+20QC4iN97Bg+WLaVhsBmGhttPJ3q+kYqaxqorm+ktr6RytpGtlbXs6aimm83VFFT1xjyjkpP8zM8zY7eik/ISPXxhx9OJKtPKhur6kIjlcHgwfWBAA2NhkYvdk99oGmKXX1j23sLAzNTGZSVxqA+qT3BO+o0IKOsqODQ3MLiZu9WN6JL6MOq5evYti02NpAOBpXvNiyvMjTsuhsAqwJpbF2/rVnwbkL7psGaxoA3woidItsYsO9xQ9h73hgwNDRag0BVXYDqugYqaxuorGlgS3U9m6vq2FRZx9aqBhqNde3eWt3QzHPSem3ZQZjD9xzCz/J3p19mGttqGzytCw86bssN1ilgaBYXLBhDrCFgNaYxLK2+MdDhWGFBD4sBman0z0glMzVu7beeoA9dgg3batlWG306Qo8gInh9wBhMgNDvcMCLpdcQMDR6faK6hgB1ngd5TV0jGyvr2LCtljUV1ayqqGFTZV1owHTU8H6hAdJdt64i/5sPaJxZy/sv+sHvx5eZQdqQIfSdsCd9xo8jpW8/aisq2LL4G6rXrLX6kZGBjHYgZz9Ss7MgKxvp2w/69kVSond5DdCW/zWBkPdERqodAM5ICe5tn6sHBuPvsvrQawwYjQFDTcAwdcqBO8y7uaGReSu3RD85Ypzdb2ilETNocMxmJKb5fWSn++mT5g+9KNb1yBon1CCh0IUFph0cAbwGkF9e+lFJTt4BYecOAt7PLy+tBWpLcvIWARO9a/7s5fmv97nDHZRnP/6WXYZkdfTylknrelHs40nqoQcz/tCDm6Wl4A/92GQCgzpx/1pg/qoW9LmD9En1k52eQr+MFHbKSot5dPMkE3q3yooKPsotLD5gB/m7IknXh8df/JjRe+2Gr5e9zx1lp7/eEfq8EdjYgdHMZjTNRUVSfGSkpxArv47FG6uB6h3mizVpfh9ZaX5vSyEzzU+a32c9YhPn4doT9CHpPP/ZdwwekKlBnMPxCaT5SUvzkwb0BYa0uY21F5C/XWoA2OxtAOyUBTvtghCbDm3QUz3oQZHheVFkptp+Vy/sc3VZfeg1BgyfwEHOkKSUbWpqoLISX6CRPjvvRHpmOik+a4BIDXpL+H2hzyk+CVnxVAwVx3EuBS4NS5rmuu60sOMuKzDtoB9hv0lAY0lOXkp+eWlDlHNbgf4R6cG07RCR0Pf37LPPRi08EAjQP1vnEfd0Uv1CZoptlAQ7Dn0zUkjpxPJlyaYN+rDdu5VbWJxSVlQQQ1ejuJNUfQDoP2oEPv09VtpJ0Ps1I9UOPvVJTaGPpz2JMJT2En1IOuJNw1a6Ln6BVL/P63MJmEhuogAAIABJREFUaWGDwhmeN0Wqv3cNDHdnfYiLAaOD81VHAY95dRLg0vzyUrckJ68A6wraADyWX176MB1ARHB2zmbF5moCwUCxYUEcQ0EjBXxe/qZ4D033ELE/SKF4ED4hRTzDg9+LJSFCik9oWL+eJffcR/Xipex63lkMP+WkXvViKLHBE5NprWTpsgLTDrZgDfRBfF7nJNq5vkBFWHp1WNp2GGNC39/MmTOjOvT6fD5oDLB+S01MG5UmEOj5vuIeXjippmPx4UvxI00nQ8F9xRtdFGimpane6KO9PuxC71O0GD3B+DyC1zjxCb6gDocMxHbfA90726IP271b3UwbIMn6AMDKlaxtGEpaWq8Z94kNIkg7DYTbB9JuHrw7+FloisUlghfHy77/vnCN8TUL3x12H2lWVmR7MDzoeLj+hOuOX2y7L9UvpPisfqUENy8tmfQSfYhKR/oiHS1rYGYq6yqqSeuGcZLaQ7hAinccvo8k+DPuCwb2D70bdsqF/V3Ge/8klD/8vQP7TpqGBho2VVC7Zi2NW7YSqKpCTIDMnXcie/Qo+gzdCb/f36wfFnwHg+0CpTndWR/i9UvckfmqfwLuzS8vfbEkJ+944C8lOXlnYl0+DwQqgfdLcvKK88tLV3ekUsP7ZTC8XwKDSQ0fysSpNyeuPKW30mUFph28DxQAMzzN+DLs3CfArSU5eRlAOpADzPeuOQmYDpwIvNeZCpw4cURnLleUrkro3fKmmH25g/xdkaTrw6knH7zjTIrS/egJ+tAS7e6LeFPR2s3knO1XJVTiwMhBsPe4ZNeiN9Fl9SFepuFm81WxAhEkNF81v7x0MxCcr3o18IqXJwWowTZEFuWXl27KLy+tA2YDR8apzorSXQk21OlqAtMOXgBqSnLyPsAaLa8qyckrLMnJO8UzWP4N2wF5C7guv7y0BrgFOKskJ+994FDg3iTVXVG6Mi8ANbmFxaF3K8n16QiqD4oSH3qCPrRER/oiiqI00WX1IV4eGO2er5pfXroeoCQnzwH+irWcDomWN7Kwts5hVZQeygtAvicwAlyU5Pq0m/zy0gDw84jkr8POPww8HHHNGuCE+NdOUbovZUUF0d6tboXqg6LEh56gD63Qkdg5zdD+hdKb6cr6EC8DRkfmq1KSkzcZO1/tfC/+RXpLecNp8xxWRemBdGWBURRFURRFSQId6ouEo/0LRemaxMuA0e75qp7x4h7ghPzy0mVe3nJg95KcvEHANuAorHeGoiiKoiiKoihKNDoSO0dRlG6AmDhEyA+L/DuRJpf2k7DxLF7yIv9eio3B8ef88tLnS3Ly5mFFJBig080vL/1Z2CokPuwqJPe1VvZbb70VWL9+feIX9FaUOFFVVVU1ZcqU5KwB3MNQfVB6GqoPsUP1Qelp9GZ96EhfpLX7qT4oPY3urA9xMWAoiqIoiqIoiqIoiqLEkuQuUK0oiqIoiqIoiqIoitIG1IChKIqiKIqiKIqiKEqXRw0YiqIoiqIoiqIoiqJ0edSAoSiKoiiKoiiKoihKl0cNGIqiKIqiKIqiKIqidHnUgKEoiqIoiqIoiqIoSpdHDRiKoiiKoiiKoiiKonR51IChKDvAcRxJdh0URemaqD4oitISqg+KorSE6kPHUQNGJ3AcZ7DjOHmO4wxIdl3ijeM4TyW7Dknk9WQUqsLWvVF96DWoPijtRvWh16D6oLQb1Ydeg+pDB0lJdgW6K47j/AS4BvgK2NNxnBtd152RgHIHA2OAxa7rVsS7vDAyHMeZCCwAAgCu69bFs0DHcZ5yXffceJbRRiocxzkVcGl69gUJKPd14LgElKPEGNUH1YcElKv60E1Jlj54ZSdDI1QfVB+UNqL6oPqQgHK7vT6oAaPj/BzYx3XdGsdxsoC3gLgKTDJFDdgD+E/YsQHGxbnMhItaCwwBrgw7NsAxCSg3WcKmdB7VB9WHeKP60H1JuD5AUjVC9aEJ1QdlR6g+qD7Em26vD2rA6DgbgHrvczWQCEtlUkQNwHXdvRNRTgTJELXtcF13suM4Q4DdgAWu625MUNHJEjal86g+xB/VB9WH7koy9AGSpBGqD6oPSrtQfYg/qg/dXB/UgNFOHMd5BvsfPQQodRznI2B/rMjEm2SJGo7jnAL8AkgFBBjsuu7EeJaZJFHbDsdxLgOuAsqACY7j/Ml13SfjXW4ShU3pIKoPqg+qD0pLJFkfIEkaofqg+qDsGNUH1QfVh7ajBoz282CUtGfiWWAXEDWAG4ArsBbat4H8eBeYDFFrgUuBiZ5Vug/wDhB3gUmWsCmdQvVB9UH1QWmJhOsDdAmNUH1QfVB2jOqD6oPqQxtRA0Y7cV33HQDHcfpi54oNB14BvohjsUkRtQg2uK77oeM4P3ddd7rjOBcloMyEi1oLrAEavM/VWCt1IkiKsCkdR/VB9QHVB6UFkqQPkHyNUH2wqD4oLaL6oPqA6kOb0WVUO85jwBLsPKrVwKPxKsh13Xc8Yfsc+5JdAAwGVsSrzCjUOo5zFJDqOM7xWGGNNxtc1/0QwHXd6cDIBJQZDR8w13GcacAnwDDHcZ52HOfpOJebLGFTOo/qQ/xRfVB96K4kTB+gS2iE6oPqg9J2VB/ij+pDN9cH9cDoOINd133McZzzXNf9wEnMmrqPAf8FjsYK2qPe50RwGbAncAvwJ6z1Mt4kQ9SicWvY56eATBLjWhcUtg+A/bDfw9MAruuek4DylY6j+hB/VB9UH7orydAHSJ5GqD5YVB+UtqD6EH9UH7q5PqgBoxM4jrOntx8JNCagyISLmuM4o8IOF3r7q+JdrkcyRG07wtz6xmHnzJ3nuu7QBBSdLGFTYoDqQ9xRfWhC9aGbkQR9gARrhOqD6oPSMVQf4o7qQxPdUh/UgNFxfgX8A8gB/g1cnohCkyBq33jbau84KGgGOCweBSZZ1LbDcZyTgF8ChwNTgX0TUW4ShU3pPKoPqg9xRfWhW5MUfYCEa8Q3qD6oPijtRfVB9SGu9AR9UANGO3EcZ6Trustd150PHJrg4pMhaj8EzgQygH8BM13XrYpzmd+QYFGLhuM4VwNTgHnAnYDPdd2/JLD8pAib0nFUH1QfEli+6kM3I8n6AInXCNUH1Qeljag+qD4ksPxurw9ijEl2HboVjuO85bruMd7n3yfiDy4oavEuZwd16I8Vm9OAjcDTruu+HqeyziDxohatHquwkZj/4brul47jvOq67kkJKDdc2P4B/MZ13RPiXa7SeVQfVB8SUK7qQzclGfrglZVUjVB9UH1Qdozqg+pDAsrtMfqgq5C0n/A5YYladufx4AfHcX6foDKb4bruZtd1HwX+DPQBpsexrJmu656JjYScDjznOM4/vUA7iWQM8Blwj2PXxd7VE9p4839ACXCb67pvAoEElKnEBtUH1Yd4o/rQfUmGPkCSNUL1QfVBaROqD6oP8abH6IMaMNpPMlxWkiVqADiOM9FxnKmO48wDfgY8AuwS73ITKWotlF/ruu7TnkX8POBVYJ7jOP+Oc9FjSI6wKZ1H9UH1QfVBaYlkubwmTSNUH1QflDaj+qD6oPrQRjQGRvsZ7DhOPtb4M8hxnOOCJ1zXfSNOZSZtno/jOGXex2ewFstglNrxwII4ljsROAc4EZiDFbUz41XejnBdd5HjOHcD1wKnxLmsWuBp4GnHccYDl2CF7TPXdX8Yz7KVTqP6YFF9iF9Zqg/dl2ToAyRJI1QfLKoPShtRfbCoPsSvrB6jD2rAaD+fY//wwf7hn+19NkC8BCZZogawDvts3wOO8dLESzumpYs6Q7JErQ085VlLX0hUgYkUNiUmqD6oPqg+KC2RDH2A5GmE6kMTqg/KjlB9UH1QfWgjasBoJ67rXhR+7DjOcNd1V8W52GSJGq7rTgo/dhxnhOu6K+NZJkkQtTYS1zWxWyHhwqZ0DNUH1YckoPrQTUiSPkCSNEL1oRmqD0qrqD6oPiSBbqsPasDoPE8R5z/6JIpaNJ4k/s87Kfw4QaLWFuI9N60lkiVsSudRfYgxqg/bofrQfYm7PkCX0gjVh8Sj+tB9UX2IMaoP29Ft9UGDeHaeZPznP5WEMoMk43mfTEKZ2+G67n1JKvpfSSpX6TyqD/FH9UHpriRt1C1J5ao+JB7Vh+6L6kP8UX3opqgHRudJhtUsmRazXvO84fMAI4nnvEDHcX7kuu6/HMfJAm4C9nMcZxRwi+u62+JVrhIXes374tFrnlf1QYkBvW3UTfUB1Qelzag+xB/Vh26qD2rA6CRJspolzWLWy573EuAA4G2ai1y8Ywtchn3me4AlwBXY+XrTaJqnqHQDetn70tueV/VB6RS9bdRN9QFQfVDaiOpDQlB96Kb6oAaMdpIMq1kyLWa97XkjOAuYBdzmuq6bwHKD7O667sXe53LHcc5IQh2UdtDb3pfe9rwRqD4o7aK3jbqpPqg+KG1H9aEJ1Ye40+31QWNgtJ9LgIewf3xnh21nxbHMy7z9PcAmrMVsOdZiFm962/OGcF23EbgQSHMcJ5Hvyh6O41wF1DuOsx+A4zgHAOkJrIPSMXrb+9LbnjeE6oPSAZLxvkDy3hnVB9UHpe2oPqg+xJseow/qgdF+kmk1S4bFrLc9bwjHccYBRVg3rwZPZL4ErnJdN57rRRcA+2PXpJ7oOM4S4F6ahFfpuvS296W3PW8I1QelA/S2UTfVB9UHpe2oPiQO1Ydurg9ijEl2Hbod3h9eFlDmum4gAeUtB+4Evg/8xnXdOZ7F7B7XdQ9PQPm96nnD6vEW8HvXdT8OSzsEuDOR9VC6F73tfeltzxtWD9UHpd0k+n3xykzaO6P6oPqgtB3Vh/ii+tBzUA+MdpIkq1nSLGa97XkjyAgXFwDXdT9yHCeuhTqO8zYtuHO5rntYXAtXOkVve1962/NGoPqgtIveNuqm+qD6oLQd1QfVB9WHtqMGjPbzCNGtZv8A4mI1c113DjAHeDQs+ZB4lBWF3va84cxzHOcx4DVgM9AXOAn4Is7l/g54GDgdaIhzWUps6W3vS2973nBUH5T2kvD3BZL6zqg+qD4obUf1QfVB9aGNqAGj/STcapZki1lve95wLgdOA44A+gFbgJeBF+JZqOu6HzuO8wQw0XXduJalxJze9r70tucNR/VBaS+9bdRN9UH1QWk7qg+qD6oPbUQNGO0nGVazZFrMetvzhnBd12DFJOEvueu6dyS6TCUm9Lb3pbc9bwjVB6UD9LZRN9UH1Qel7ag+qD4kouweoQ8axLOdOI4jbG81ex94wfuDjFe5vwEWJdpi1tueV1E6Q297X3rb8ypKZ0jW++KVnfB3RvVBUdqO6oPqg9J21IChKIqiKIqiKIqiKEqXx5fsCiiKoiiKoiiKoiiKouwINWAoiqIoiqIoiqIoitLl0SCeynY4jjMJmAF8BQiQCtztuu6MFvKPAvZxXbc4YZVUFCUpqD4oitISqg+KorSE6oMSK9QDQ2mJt1zXneS67tHAccA1juPs20LeY4jjGtWKonQ5VB8URWkJ1QdFUVpC9UHpNBrEU9kOz0L6c9d1zwpLuxQYCwwBdgUGA/8FbgLKgD7AL4GlwN+wltUNwE9c192cwOorihJHVB8URWkJ1QdFUVpC9UGJFeqBobSVNcB+wEeu6x6PXfboMtd1G4GpwNOu676EXV/5F67rTgJeBX6bpPoqipI4VB8URWkJ1QdFUVpC9UFpNxoDQ2kro4EPgAMdx5mMXa85PUq+HOB+x3HAzm1bkLAaKoqSLFQfFEVpCdUHRVFaQvVBaTfqgaHsEMdx+gKXAJuBCtd1zwXuBPo4jiNAgKa/JRe4wLOQ/hZ4JfE1VhQlUag+KIrSEqoPiqK0hOqD0lE0BoayHRFRghuxnjr3YMXjWWArUImdq/Y9YGcv/UZgIVZ8/N7tfuq6rlpJFaWHoPqgKEpLqD4oitISqg9KrFADhqIoiqIoiqIoiqIoXR6dQqIoiqIoiqIoiqIoSpdHDRiKoiiKoiiKoiiKonR51IChKIqiKIqiKIqiKEqXRw0YiqIoiqIoiqIoiqJ0edSAoSiKoiiKoiiKoihKl0cNGIqiKIqiKIqiKIqidHnUgKEoiqIoiqIoiqIoSpdHDRiKoiiKoiiKoiiKonR51IChKIqiKIqiKIqiKEqXRw0YiqIoiqIoiqIoiqJ0edSAoSiKoiiKoiiKoihKl0cNGIqiKIqiKIqiKIqidHnUgNFLEZExImJEZFZYWoaIXN2Je0737rlvTCqpKEqbEZGbvPcvcqsXkQ0iMktEzotT2XuIyI/ice/O4D2zEZEBya6LoiiKonQ1RGSEiFwrIp+IyBoRqRWR70TkORE5Ltn1U5RoqAFDCecd4A/JroSiKJ3iP8Afw7bbgOeBfYEnROSWWBYmIvsAXwKHx/K+itIbCTNETmnh/K4i8o2X584EVy9heIMs94nIIhGpEZEKEflURK4TkewE1+U4ETkw7HiS9/3fnch6KEqsEZEfAl8DtwIpwL+AImA2cALwuog8JiLaX1S6FCnJroDSpRia7AooitJpXjTGTI9MFJE7gDnA70TkYWPMshiVNxBIi9G9FEVpAREZBrwJjAbuMcZ02GOyKyMiRwKvAX6gGJgJZAOHALcAF4vIkcaY5Qmoy2XA/cDpwKfxLk9REoWIHAvMADYAZxhj/hdxfjDwLHARtu3w94RXUlFaQC1qiqIovQBjzELgRWyn4PgkV0dRlHbgdSb+B+wO3GuMuTLJVYoL3kjvdKAG2MsY8yNjzG+NMZcbY/bHeomOIXGdKR3YUXocIpIGPAIIcE6k8QLAGLMBOAvYAvxWRCSxtVSUllEDhhKKh4Ed1envuUZODzu/l4g84c2JqxORLSLyvoj8YAf3XSQiVSLSN8q5G7xyjo35AymK0hIrvP1gsJ0FEblMROaISLWIbBaREhHJD78ozGX6MhF5xsu7SkRKgLe9bL/28kwKi7HzYmQFwlzkT4tIP8aLWbFZRNaJyEOe9hgRuSki7+EiMtOrQ52IbPLqPTlWX5SidBVEpD/wBpALPGCMuSLJVYonE4BxQLExZlGU87didaxARFITWjNF6TmciG3zv2KMKWkpk2fEmAo8CmQG00VkfxF50YuvVS0ic0Xk55FGjmB/wouxUeFtV4W1Kc4TkUtEpNybKva1eLG6ROQUESn1+hELROQXkfUTkdEi8oCILPau3+Zd8/OIfFO88r4nIv8nIgu9/Iu9aWn+sPsFRGR2tO9DRN7y6tOvzd+0EhfUgKEAVGDnym8Gar3PLwKIyEHAJ8DJwOvAnd7+IODfInJyK/d9Ait4p0c5dy6wEngrNo+gKEobGO/tV3gjnc9i3aP7AY9h3/sDsfNeL49y/Y3e+b8DnwN3Af/0zn2M1Y5v2lspETkD20HbBxuv4zngh9h4HpF5T8XG6zkEeMGrwwfA94A3RIMIKz0IEckCXgX2B6YB2zXivXydNUYe7p1PE5Hfi8hXXgN/rYg8JSLjopS5k4jc4XU+qrytzOusdHSKctAoMUGizLs3xhjgPKAgSn3yvWfe4j3X5yJyeeR9vOefG+X6YCfnSu94FlbzAF4QO9ATec2FIjLP+65WiEiRiPRp70MrSoIJDiDM3FFGY8xfjDE3GWOqAETkROxv7jHYKV5/x/YnHwAeinKLE4BrsG2F14GPws5dTVPMjUeBXbGxuv4K/Bsbn+Mh7FTVe73ff7x6jAE+Ay4EPsS2BWYCOcADIvLLKHW5DbgJeA/b9umDnZb2e+9Zl2HbF4eJyOjwC0VkF+Bo4D/GmC0tf2NKQjDG6NYLN6wLpgFmhaV9A1RE5HsNqAdyItJ/7F3/dFjadC9tX+94LBAA/htx7YFevtuT/T3opltP2bA/ygaY0sL5A7x3uQoYApzv5X8NyArLNw5rXKwHxnlpk7y8lcCwiPsGz90dlhbUlxdbqedp3nEfYDWwCdg9LN8oYL2X96aw9K+99KER9/2tl/fPYWmzvLQByf7/0U23tmzh7zGQgY15YfDcvVu4xoedy26AxcB92M5ChfcbfHlY3uD7uhpYBNwOvOK9h6lh5X0M/BV4HDudYwN2SkfwPv29suqxRse/eHXc6F3/1w4+f6qnPwZ4FzizLe8vcIV3TYX37Pd59TNYQ62E5TXA3Cj3mOKduzLseFbYPW6K+A7XYAd9nsYO7nztpc9M9t+Rbrq1tmE78AY4qJ3X9QHWetuYsHQfNgCoAU4KSzfeVhBxn+A71ADkhaVfGnbN98PSj/bSngtLe9BLOzbi3gd56R+EpQXf7QpgfFj6GKAO+DYs7SIv7zUR9/1N5PPplrxNg3gqO+Iu4DFjTHlE+ixvv3NLFxpjlnpuWMeKyBBjzDrvVHApxydiWlNFUQBO80YmgqQCe2C9qFKAXxtj1knTKgeXG2Mqg5mNMUtE5FbgXuACbIcqyGxjzOoY1/cE7DzzPxkbpyNYj29FpAjrMg6E5sf/Hqg1xqyJuM8sb9+iJilKNyIVaxg4xjv+n/Fa0VE4F/gRdnTzB8H32fOamA3cIyKvGWOWhF3TFzvYEHqfReQ3Xnm3A78Llicif8OOuD6G7RwAXIY1dl5ijHkk7B5/BBYC5wD/196HNsbUi8j5WG+wI70t4HlMvI01ijZz7/aeswj4FpgcfE7Pe+UlrBHkFdrZ5jDGTPe09GjgWWNM5JS4wV5573nl/QH77KeJyGBj3e8VpSsS/J3cFHnC84icGOWaF4E9sQMgvzHGfBM8YYwJiMjvsZ6TF2G9xoJURxyH854xpjTs+H1v7xpjXglL/9jbjwlLexL4xETE7zDGfCIi1URvCzxvwqamGWO+EZGvgH1EJMMYU4P1/LgXq2G3hV17HtZw80YLz6IkEDVgKK1ijHkdQtHP9wF2wwrYEV4W/w5u8Ti2AfJj4D5vntmZwDxjzJdxqbSi9G5O9bYg9ViPhTeA+4wxwR/ffYEVEZ2aIMEOwj4R6d/EsJ5BgssTfhLl3PvhB8aYAHbaCJ57515YTZoABONf7EiTFKU78CesYe814DjgfhGZbaKvvDHF23fWGPlT7FTS68ONJcaYz0RkBnCuiOQaY8qwxpJNNE0hC+b9TkSWYI2mHcIY86aI7IUd8fwRtiOyv7ddLSLvARcaY5Z6l5yLbc/+MVzPjDGVIvIrYL73bLEeNHknaLzwyqsSkbewHZ0xWK8VRemKbPT2A6OcOwP7TkXyDTYOD0CeRMSm8mjEti3C+c4Y09hCPSLj3AT1a2l4ojGmRmx4jfSwtNnAbBEZ5JU5HnCw00sziN4WWBAlbbO3TwdqjDFbReQFwvTO06OJ2NWfGlp4FiWBqAFDaRUR2RU7v+0UbLTiAFYAZgP7eWmtMQP4G3A21qUzH9souyNOVVaU3s5FJsoyqlHoh3Ujj8ZKbx85l7u6o5VqhZ28fbS6rIxMEJG9sZoyyUuqB77CzoXdgx1rkqJ0B4ZiO9xTsL+XhcA/ReTYKJ4YnTZGikg2tvG/GrhOtl9wYFhYWWXGmDnAHBHJFpFDsJ2HPbAGyd3ppCHR2LnovxSRK7wyj8F6a03GDoq8KSJ7GTsvP9hhejfKfcpEpILtnz8WLIySFjRaZMehPEWJFUuxHf3xRAweGGPOo8lTGi8mzF3e4QBvf1Yr9x4Ucdxau6GyhfTaVq4J1mugV69zsB5rBqtrb2GNndHaAtHuG9TT8PyPY404ZwPXo57jXQ4N4qm0iNgWzKvYYFl/xjZMso0xOdgXeocYG+jmP9iAOLtgPTEasXNGFUVJHluBES2cC47KdHQEMVqDIEikUSQYDCtaVO9maWJXNCrBNrz+D9spyTbG7Is1aihKT+F5rDEyAFwHuNhOfGGUvP1oGkWMpK3GyP7efhg2cGXk9j3v/CAAEcnwpnitwRoOHsPG1VkLrCNGGMscY8ydxph8YG/sqO1YrDcnNOlEa99BPAJr1rRyTg2pSlcmGCD7jHZet83bf88YIy1sg2NYz9Z4EhvA81HgcKC/MWacMebiGNz7f9jVjn7sHf8Y+CpiuouSRNSAoYQTOaozEeuiPdMYc70x5jNjTLDRk+Pt2/Ij/biX7xTgJOxc3lWxqLCiKB1mLjDAc42M5ChvX9aG+0Sbl1/n7aONQu4WcRxsEBwUmRE4OOL4GOzI9L1eh+YLY0ywrPZokqJ0dV4Oul1787KnYI3/t3peSOHEwhgZ7Ji810rHRIwxf/fy3QlchR3kmAwMNsaMNMacQ8uGhB0iIvd6K5+Mjnbei8d1g3e4u7ff6u1b+w4in78txlVF6am8hO2gny4iR+0gb3hf8Qtvf0BkJhEZJCJ3i7cMajwRkQHY/sRnxpjLjDEfGGO2eufGYKeQdLgt4BmOnwJ292KCjEW9L7oUasBQwqmnaQkzaBpdGBqeyZtvFpwC0pZ12N/AuqVeQ5NbrKIoyWW6t7/HC3YHgIiMxXYQ6rGR93dEvbdPC0tbi50ff5CIhAJpich+wPcjrv8Pdj7ur7yyg3lHYlcWCaclTRpF03KHbdEkRelWGGM+whoN0oGnRCQ97HSnjZHGmM3YIJi5IpIZeV5ELhCRm8ICBJ+Dfc9/bIyZZYzZ6OXLBEZ7nzvSgQiuknTajjLS5F0SXBL1yCj1Hg8Mp/nz19E24ypEN9AqSrfGG4w83zt80eukN0NEUkTkJzR5XAdjUG0BrhGRyDg3twO/pmm59nhS59VnoIiE2h6e/tzrHXa2LRCM71OE1YGnOnk/JYaoAUMJZwXQR0SeFJELsPM7PwGOFJH3RGSqiDyCjYGRg21o7NBVzBtFegrbqNmGF4RPUZSk8gRNqxx84Y18Tgc+B0ZilxJc3Ib7rPD2PxaR272gV41Yl/Js4BMR+auI/BMblDNyvm0l8Aus63qpiDwiIg8Bc4CgYSUYAGw2do7r+SLyqoj8RUSexHZOsrGNjES5rypKorkBKMdOo/hLWPp0b99ZY+R07BSRqd6KP8H7TMB2CgqdyyWVAAAgAElEQVRpCv5Xgx3lHBCWzw/cAwQNIB3pQEzDdk5uEZETIk+KyFDslJpqbIwtsK7kDcC1EUbQLGzsLbCeoEG+BsaKSG5Y3tHYQKeRRDPQKkq3xxjzNtaLoQF4XkQWiMg073f1cexv+6NYo+kfgGeMMRXAxdhpW3O8/sLtIvIJNlDup9jll+Nd9ypgJtbo+IlXh/ux/ZPjsQMoA8J1rANlfIX1EB0NzDLGfNf5miuxQg0YSjjXYDsCPwLO91yoTsU2asYCv8KO5vwXyMN6VuwhItFGLSIJNjRmesKjKEoS8QIB/hj7Xm/FNj4KgA+x81vvb+N9lmFHaAzwS5qmgvweuNn7fAVWM36JHc2IvMezWK1ZgB3Z/QHwHNawAdZYGjR25GMbLnnefffHdmAmAvOwBlcNoKf0OIwxtdg5343AlSISjEsRK2PkVOxyhb8CPhORIhF5zEvLBn7uxbUC+8718/LdKSL3YNsPl9AUAyNkTBSRKz0PjpDBo4VnXIQ1JKQC/xWRT0TkHhH5s4g8h41/sTu2jbLWu2YJcDXW02KOiEwXkXux7u7HYZdADff8fBjrXj7Lu/dDWC+OyOXioclAe73Xsctorf6K0p3wVhrcE+s5sRrrIXk11ghQhu0XjDLG3GKMqfeu+Re2L/AmcCL2d7gvduWkY40x2yLLiRM/Be7GGlGvwAb5/RQ4DOs9kUnT6mQdJdh3Uc/xLoZsH8xaUWKPiFwKPIQVtzeTXR9FUboGItIP2/hZGbm6gohchPXkONMYMyPa9YrSk/CWJryRVlYTEpE/Yw2EK4C9jTGbvJHGX2Ab9Q7W6PcxcIc30hq8dhLwNnY5wCuj3DsTu3zpWcA4bDyLOcBfjDHvhOVLA36HdUMfiTVafIU1UOZgOxYXG2Me9fJ/gx3JHGuM+aYN38NuWEPK97z7ZwKrsMH17vRiYURec4JX9wOxA3RfYT06Ho2iLb8GLscud/odtn3yJnbE9SpjzN1evgxsZ+hk7Ej1QVhDSdTvUETuxnYGJxtjZu3oORVF6bqIyNPYwZVhwRgbStdADRhK3BGR/thR3TRg9yhLwCmK0ksRkQOwoybTjTEXhaVnAu9hVxoZbYzZbklVRVG6DyKyCZigQbwVRenqeMGSPwWeNsb8JNn1UZqTkuwKKD0XETkaOwozFrtE2wVqvFAUJYLPsXExpngBAj/BrgZwMnZ09Do1XihK98bzjqjBLruqKIrSJRGR3wDnYj3JAjSPN6R0ETQGhhJPVmID8zUCN0TMQVUURQkuV3YcNl7GUGycjPOwKyL8yBjz5yRWT1GU2HA+cK73viuKonRVVmIHXpdjp68uTHJ9lCjoFBJFURRFURRFURRFUbo8Pc4D45lnnjHYaPi66dZTNiVGqD7o1gM3JUaoPujWAzclRqg+6NYDt25Lj4uBkZ6enuwqKIrSCiU5eT7gfmxwxlrg4vzy0kVh5y8BfoaN+H5LfnnpyyU5ecOAp7CBYFcBU/LLS6tKcvIKgBu8vI/ll5c+3FrZqg+KorSE6oOiKC2h+qAoXYce54GhKEqX5zQgI7+89FDsMnx3Bk94hopfAYdj1yH/S0lOXrqX75/55aVHYpfG+1lJTl4qcBc2fsLRwKXe9YqiKIqiKIqi9EDUgKEoSqI5AngNIL+89CPggLBzBwHv55eX1uaXl24GFgETgauAJz3vjV2xkexzgEX55aWb8stL64DZwJGJewxFURRFURRFURKJGjAURUk0/YDNYceNJTl5KS2c2wr0zy8vNYAfmA9MBt5vKW9kYSJyqYh8JiKf1dfXx+4pFEVRFEVRFEVJKD0uBkY06uvrWb58OTU1NcmuSrcmIyODkSNHkpqamuyqdFuMMdSsXEXF53OpXrWW/60JkD1iGGf/5EREJNnVSxRbgL5hx7788tKGFs71BSoA8stL64EJJTl5xwKPA1e0lDccY8w0YBrAzJkztwtapPoQG1QfOk9jdTW+tDTE7wfg6Udfpb4hwPmXnITP1zvGGzoYI2cU8Bi2TSPApfnlpW57Y+REQ/UhNqg+xAZjDOu31lL+3SZK35lDP+q54OKTSE3T7zUZqD7EBtWH2LH6v2/QsK2ShXsewrptdZx+0K6k+nte+6FXGDCWL19O3759GTNmTG/qJMYUYwwbNmxg+fLljB07NtnV6VbUrl1Hxdwv2DD7QzbM/pCaVasBeGvsYby053GwqZG+/5pFwY8nd7iM3MLig4HbyooKJuUWFu8PFAPBtasfKCsqeC63sPhG4PvYxvyVZUUFn+QWFo8HpmOjEc8HflFWVBBoT94OVPd9oACYUZKTdwjwZdi5T4BbS3LyMoB07DSR+SU5efcD/8ovL30b62kRAMqB3Uty8gYB24CjgL+2tzKqD51H9aHzrHzhJb6+9a+kZPXhoGen8+RLn3GXa+1tqdNf55yfnJjcCiaOUIwcTx/uBE6FZjFyDgAygNklOXklwJ+Ae/PLS18syckLxs45Exsj50CgEni/JCevOL+8dHV7KqP60HlUHzpOIGCYt2wTHy9az2eLN1C+YjMVleGehD7Mw69y8S9OTVodezOqD51H9SF2LJ8xk/Ibb+XDkfvz3N62i19d18CFR++W5JrFnrgYMHY0guLlGQJ8AOydX15aU5KT1x94EusWngYU5peXfliSk3cGcAfwnXfpjfnlpe+0pz41NTUqLp1ERBg8eDDr1q1LdlW6DevefpcFt91F1bJvtztX60/jzXFHhI59aR2Pbp1bWPxb4HxsIx1gf6CorKjgzrA8+2MDXR6MjSHxPLZhXwRcX1ZUMCu3sPhB4NTcwuJlbc0LvNCBKr8A5Jfk5H2AHS29qCQnrxAbz+Klkpy8vwHvYae4Xefpw9+AB0ty8m7AGi8uzy8vrfeue93L+1h+eemK9lZG9aHzqD50HGMMSx98lMV/ewCAxspKlj7+DI+vHAH+PjatrldNfWoWI6ckJy9qjBygtiQnLxgj52qappOlADWExcgBKMnJC8bI+Vd7KqP60HlUH9pHQ2OAz5du5O2yNbw+dyVrNrc+ut8nQ0etk4XqQ+dRfYgN9Vu2suiue9mQOYAXc44Ppael+JNYq/gRLw+MFkdQALwRkqnA0LBrCoE388tL7y7JyXOAZ7Adsf2B3+aXlz7fmQqpuHQe/Q7bzrdPPYd76x1gtl9m2d8nk3kHn0plmu2cDM/yc1zBIZ0pbjFwBvCEd5wHOLmFxadivTCuxHYK3igrKjDAt7mFxSm5hcVDvLxBg+B/sSt6uO3I224DRn55aQD4eUTy12HnHwYejrjma2BSlHsVY71NOoX+bXce/Q47xvLnng8ZL4K88t4CNuwxHoCsuioKTu24d1Y3JGqMHG+aWUsxctYDeG2Hv2LbIEOi5Y0sTEQuBS4FePbZZ6NWSP+2O49+h61T1xDg7fmreWv+at4tX8uW6paNlukNtQzfupaRW1Yx+cBxnPmTKYmrqLId+rfdefQ77DxLHniY2ootPHvQBdSm2EHRkRkBTj9w1yTXLD7Ey4DR2ggK2BHUY4HSsLS7sN4awXoFTc55wH4lOXlXYt3LrwmbL68oXYpAXT0Lbr+L7556LpTmy0inX+4EBh6wH4OPPIyMnBxuvv1d2GL/3C85cUKr89Mcxwk1sD2mua47LXhQVlTwfG5h8Ziw858Aj5QVFZTmFhZfB9yIjQ2xISxPsDEvnqEiPK1fO/IqitJBjDF8O/2p5mnAG8P2Cx0f17icAcN3TnDNkkqHYuSU5ORNxnp+nu/Fv0hvKW84O4qRoyjxpDFgKC5dzv2vu6zYWB01z8CsNI7eYxA7vfZvhpd/xqDqClL6ZDLxrtvY6ajDE1xjRVG6GlXLvuO7p57j8xF7s3CwnYYjJsB5X71Muv/kTt07Yor6vsDfgUZsn/2CsqKCNbmFxc1iU5UVFbycW1i8E/A0kAmsBC4qKyqoak/e1uoVLwNGayMo5JeXlgCU5OSFMuSXlwYbIcOwU0mu9E6VAC8CS4EHsSO394YX1pYRlK7AwoULueOOO6iurqaqqoqjjz6aK664ol2Wx6eeeooZM2YwZcoU5s2bx0033RTzer777ru8+uqrTJ06Neb37mmYQICNH33Khvc/wgQaqSidy5Yvy0Ln+++zN/vefxdpgwaG0p55/xvWecaLIf3SOW0H1lHPWDGt1UzNeaGsqCDYUH8BKzb/IXpjPhAlraVOQrS8SoxQfeh9bPlifmiKmT8ri+Enn8Cb/5vDin7DAUhtrOfsI3rdnOCOxMiZDNwDnJBfXrrMyxuTGDldBdWHnscXyzbxp+e/5Kvlm7c7N2xABkdPGMoxew0jb0QfvvzZFWye+wUAkuJn4j23s9MRh8WkHhEdlE7HxYqWNyYVVVpE9aF3s2LmfwjUN/C/sKnpk5d+wDD3c9a99Q475x/ToftGmaJ+D3BFWVHB3NzC4p8B1+QWFt9ORGyq3MLiEmwA7afLigqm5xYW/w74WW5h8TNtzYt1bGiReIUlbW0EpUVKcvL2Bt4Erg2Lc/FYfnnpEm8Zxf8A+0VeZ4yZZow5wBhzQFeNYLtlyxYKCwu59tpreeKJJ5gxYwYLFixot8GlpKSE22+/ndNPPz0u4qK0ndWvvsH7x5/G5z+9nGWPPc63059qZrzY+fjvkfePB5oZL7ZW13Pfa27oeMqk3UhPjfn8tNdzC4sP8j5/D+vp9D5wfG5hsS+3sHgU4CsrKlgPzMktLJ7k5T0RG3uiPXmVGKD60DtZ+Z9XQp+HHn8sI8/6IWU77xFKO3jFXHY/qVdNHwFrdK3xYuTcBVxVkpNXWJKTd4oXgDMYI+ctvBg5wN3Y2Fn/LMnJm1WSk/eQt2pRMEbOh3QwRk5XQPWhZ7Gmoprrn53LOX+b3cx4MSArlcuO24N/Fx7F//5wLDf8cCKHjulH2a+uDhkvACbccmMsjRe/BR7BdiagKdbVkdgYVadGxNA6C7ivA3mVOKH6oGz66FO+GrI7q/tab80MCXDs4tkAbCl3W7t0RwSnqAc5q6yoYK73OThb4iDg/bKigtqyooLNQDA2VWg2Bnba+bHtzNsq8fLAaG0EJSolOXkTsMG1zswvL53npQnwRUlO3mH55aXLaeqMdZjpsxZz3+suVbWNnblNM/qk+/nF8Q5TJrUc5fXNN9/k4IMPZsyYMQD4/X5uu+02UlNTmTp1KqWl9rFOPvlkLrzwQn73u9+RlpbGihUrWLt2LVOnTmX+/PnMnz+f6667jrvuuourr76aGTNmcPLJJzNmzBjS0tIYO3Ysy5YtY9OmTWzevJlzzjmHN954g6VLl3Lbbbex77778sQTT/Dyyy8jIpx00klccMEFLF68mGuvvZbMzEwyMzPp319nB7TGsn8+zYKpd0Y9Jyl+dr/614y68JztrN8PlSxkU2UdAMMHZnLWYWPiUb3LgHtzC4vrgNXApWVFBVtyC4vfwzbkfcAvvLxXAw/nFhanYUcs/11WVNDY1rzxqHwyUX1QfUgUgbo61rz6Ruh4+Knfp++ee7Bh51GhtLwhKaQNHBjt8h5LB2Pk7NPCvWISIyeI6oPqQ2eoqm3gsbcX84+3F1FT3+TQmJ7i4yfHjGfKpHFkRwTkXPrgo2z6+LPQsXP9bxlx6vdjWa1oMbQ6Excrat6yooIeH6FR9UH1IRk0VFaypaycNw+4IJT2o0NGscv6XGrXrmfYice1eG17p6iXFRWsAsgtLD4M+CXWs/F4osebCp+NES1tR3lbJV4GjFZXGWjhmr9gLcD3eFNLNueXl55akpN3MTCzJCevGviKiIZLe5k+a3FMxQWgqraR6bMWtyowa9euZdddm08VyMrK4u2332b58uXMmDGDhoYGzjnnHA45xAZ0HDFiBDfffDMzZszgueee4+abb+bll1/mpptuatYxrqqq4vLLL2fChAn8/e9/JyMjg0cffZRp06bxzjvv8OCDD/L888/zyiuvkJ2dzauvvsrTTz+NiDBlyhSOOOII7rnnHn71q19x+OGHM23aNJYsWRLT76inYIxhyX3TWHJf04yOlP79GH7yiWQMHwbATkcdTvbu2/8tLFtXyRPvNX2vV5+cQ0ZabLwvyooKvgEO8T5/Dmw3PFNWVHATcFNE2gLsaEmH8/YkVB9UHxLF+ndmU7/Z/l5njBjOwAOsc+G6AcPB2jjZ79iDY1JWIpZZjklFuziqD6oPHcEYw+vzVnH7f8q2W1FkUu5Qfn/aXowc3Ge76xoqq/jumaZFc8Zf9QtGnXtmu8ruQAytzsbFailvrzBgqD6oPiSaitK5LOk7nCWDRgOQ4hMuPHZPhv9oxzPPOzBFndzC4jOB64DvlxUVrMstLG5p2nkwvTpKWlvytkpcDBg7GkEJyzcm7HPURazzy0vfAN6Idq4jTJm0W1wspK2JC1ix+Oqrr5qlfffdd5SVlXHAAQcgIqSmprLPPvuwePFiAHJycgAYNmwYn3/+eav3D187ecKECQD07duX8eNtJPv+/ftTW1vLggULWLlyJVOmTAFg8+bNfPvttyxcuJCJEycCsP/++6vARMEEAiyYWsS3TzwTShuw/z7s+8A9pPbr28qVlrteKaeh0f7W7ztmICfsOyJudVU6huqD6kOiWPXSq6HPw085CfH5qKptYG2dbTz6BfY5dYdelDskgcss93hUH1Qf2svazTXc/O8veLtsTbP0PXfpx28KJnDIHkNavHbViy/TsGUrAJmjdmXMxVPaXX4HOiidjYvVYqDdno7qg+pDMtj48Wd8sGvTWhnfz9uF4QMz41JWbmHxedj4FJPKigo2esmfALfmFhY3i02FnY1xEnYQJDjtvD15WyVeHhhdlimTdtuhGMSDyZMn89BDD3H22WczatQo6uvrmTp1KgcffDCffvopU6ZMob6+njlz5nD66acD7VtWyOdrCmfS2nXjxo1j/PjxPPLII4gI06dPZ4899mDcuHHMmTOHo446ivnz53f8QXsojbW1lN9wK6teapqzPviIQ9nnb3fgz9yxUHyxbBMlX6wKHV9zaq4uG9UFUX1QfUgE9RWbWffO7NDx8FNOAqyXVpBRQ7JitX57QpZZ7g0u4qoPqg/t4dNF6yl8vJSN2+pCaYP7pnPlSXty2oG74vO1/F2bQKDZYMmoC85GfPEKW9eMObmFxZPKigpmYTsSb2Pnqd+eW1j8V2AkXlys3MLiNudNRMWTjeqD6kMyWPnpXOYNa1pp5Jw4Bf7OLSz2Y2NQfQvMzC0sBninrKjgxtzC4mBsKh9wXVlRQU1uYfEtwD+9VUfWA+eUFRVUtjXvjurT6wwYySI7O5upU6dy/fXXY4yhsrKSyZMnc/7557Nq1SrOPPNM6uvrOeGEE8jNzY1bPfbcc08OPfRQzj77bOrq6pg4cSJDhw7lxhtv5KqrruLRRx9l0KBBpKenx60O3Y3qlav44te/Zcv8Jgv30BOOZa/bbsGXtuOgscYYil4uDx2fsO8IJo7uXfPaldZRfehdrHnjTUx9PQD99s4la+wYAJas3RbKM3bn7Dbdqwsts9zjDRjJQvWhe1Fd18CT7y3l3v+6NASaVuY987DRFJ6cs12ci2isf2d2aIWilH59GXFaQdzqG0Gn4mK1kleJE6oPvZf6rVt5ryKFupFpAIzfOYvckbGNMRI+RR0Y1EKe7WJTlRUVrAFO6Eze1hBjetay5zNnzjRnnHFGs7Ty8vKQu5TSOXrbd1m/dSsfnXomNaua3D93+dHp5Nz4e8TfttHR98rX8vOHPwbs3LSXrpnE6CFt65x4qKtGjFB9iC/6XbaNT8+/hIrPrNuuc+3/Mer8swG49zWXB95YAMBPjxlP4clt+i53qA+eAePZsqKCQ3ILiwcEl1nOLSyeQNMyyxllRQW3e+lzgHxgbllRwUgv7VQvbUG0vD1hlFX1Ib709O8yEDDM+HAZ97+xgA1ba0Ppg7PTuOP8PA7efae23aehgY9/cC7bFiwCYPRPLmCP3/y6o9XS9kOMUH2IL/pdtp91b7/LRf/8kqWDbPDv35wyob1eQN1WHxLij6Yo3ZVljz0RMl5Iip89r7+GnD9e12bjRX3j/7N33vFRVOv/f++mE0gICYSSUKSEYaUuvSgqY1+xXTt2QX9evbr3Xtu1ftVrX+u1gGJXbKAsKroCSm9DEZYhGHon9PSymd8fs5ndhJRNstm083698nLOzDlnnsXsycxznufzlPDSbF9p1StGdq2p80IgEDQj8vbuN5wXprAwkv0UwrfXIgKjFtRXmWWBoMWy92gut76zjKe/21DGeWFJjeer+88I2HkBsOeLrw3nhTkmmq43Xht0ewUCQdPHvWKj4bwIQ8NmTWlgi0KHSCERCCqhIPMwOz/+3Gj3+79H6XzZJTWa48vFO9h6UH8paRUVxl3n9gmqjQKBoGmx95uZxnG70SOISko02tsO+hwYp9WfA6O+yiwLBC2SdTuOcte0lZzMKzLOJcdHc8eE3lwxoiuR4YHvFRZkHmbrm+8a7dPuup3o5A5BtVcgEDQPft1TBHr2CCPah5HYpuWk51TqwHBJ1q6VXZNVZVf9mCMQNB62v/sBJXl6ybPWab3pNPHiakaU5XBWAf/7Jd1o3yX3oX1cdFBtFAgETQPN4+Evx5vsnP6pca6T7QLj2FOisTPT58Do3iE2aPcORZllgaAlsmxLJvdMX0VeoV55wmzS07/uOrcPURE1E+E9uWkzGx94lOJsXcy3VY9udLvphqDb3JRxSVYz8DYwECgAbpdVJcPv+h3oVRKKgWdkVZnjfZ+Zjv7OYwImy6qS7pKsNuBxb9/psqpMQyBoImiaxvISn57eJUNaVmXDqiIwvvL+NxG9DNJGoB9wEL0Mm0DQbMndvYc9X39ntHvdd3eNFMA1TeP57zeSnV8MQPf2sdxwxmlBt1MgEDQN0p9/hd2ffWW020hpdDj3HKO9/1geBcV6VcLENlHEt4oMuY0CgSAwjucU8ubcdL5euoNSnc52rSN589ZhDOpeoc5dlRz46Vc2PvQYWlGxca7vfx4ISCi8hXEpEC2ryiiXZB0JvAJMBHBJ1o7AvcBQIBpY7JKsLuBp4C1ZVb53SdbzgOdckvVq4FX0EtA5wBKXZHXKqnIg9B9JIKg5m7dncjBad2BEFhdyztiWpR9S6RuZrCqjZFUZBbiBPrKqyEAfYE+ojBMIGoqtb76LVqzvqLS1DibpzLE1Gj9r5W5+XrvPaD90qaVGYaQCgaD5kLtrN3u+/NZoJ511BkM/mUqYnxr79kNZxnE9po8IBII6MnfdPi5+fgEzlvicFx3bRvPJ38fUynmRt3c/mx572nBemGOisfz3CRLHjKxmZItkLDAXQFaV5ejOilKGA0tkVSmQVeUEeknXAeipcD96+4QD+YAEZMiqckxWlUJgMTAuNB9BIKg7Py32RXgPyNtLq9iWFeEdyBtViqwqWQCyquQALStGRdDiyNryFwfmzDXave1/r1HN7IwDWTw7c4PRvmx4KuOk5KDaKBAImg7b3/sQzaM7RBOGWxn01iuEty7rpKhNCVWBQBA6DmcVcP/Hq/nnJwrHcgqN86P7JPHpPWNq9b3VNI1Njz2NJzcXgJiuqYyc+WWN9bZaEHHACb+2xyVZwyu5lgXEy6pyWFaVIpdkTQNeBp6qrG/5m5lMpskmk2m1yWRaXVRUVP6yQNBgzN9yzDgeE5vfgJY0DIE4MH51SdY/XJL1FZdkXQR8Wu0IwSmsWLGCUaNGMWnSJG644QauueYafvrppxrP89VXX1FUVMSKFSu4//7768FSQcZrb4O3vHDSmWNpO2RQwGOLPSU89Pka8ov0UPCeya155LLT68VOQfNBrA/Nl7w9e9k/e47R7vn3OytMR1P3+J6lhQND4I9YHxoWT4nGzBW7sD2/gF/X7zfOd2wbzRu3DGXqlJF0TmhV43kLMg+T/uxLHF2ml1nHbOb0F54mtnulEnQCOIme1l6KWVaV4kqutQGOA7gk61nA98AkWVXSq+rrj6ZpUzVNG6pp2tCIiMaZziPWh5bH1oNZ7MjVN1YjPEWMOa1tA1sUeqqtQiKryn9cktUCWIBPZFVZX/9mNU9GjhzJq6++CkBOTg6TJk2iR48eNap7/N5773HppZfWl4ktnt2ff83hBQuNdq/7aiaw/9mi7ah7TwIQFW7mlRuttIoSxX78CbIIlx24Dcj0Dp/ifThpcoj1ofmheTxsefl1Ix0tYZiVhGGnSkiVlGgs3pxptIecVvMwdEHzRqwPoaOkRGP+xgPsP55HQVEJ36/axfZDOWX6XDGiK/++pB9tYmr3Urv7869Jf8GB5rer3+3mG2g7qH+dbG8BLAFswNdeDYwNftdWAs+6JGs0EIWeJrLR67x4HThfVpWd3r4q0NslWdsB2cAZ6NEZTRKxPrQsflnnS1Hvl/kXiecPbkBrGoZq36xckrUL8DDQHvjWJVmjZVVZUe+W1RN7juex61guHi14c4aZoGtCK1LaxgQ8JjY2lquvvpq5c+fy008/sWrVKjRN4+abb+aCCy5g5cqVvPXWWwDk5+fzwgsvsHr1ajIzM7n//vu56aab2LlzJ7fffjtHjx7lrLPO4p577uHzzz/n+++/x2w2M2TIEB588MHgfdBmzp6vZ7L5mReMdifbhbTpG3jZ031Hc3lrrl/VkXP70LtTXFBtbCYERYQLuBxdUPhGWVWUYBgm1gdBsPDk57PhX/8hc97vxrnT7r6jwr4bdx83QtIT20TRr8spkcyCRoBYH5o/mqbx1Ld/8u3yiovtdWkXw5N/G8jotPa1vsfBua4yzxoAba2D6HnPlFrP2YKYBcguyboUfTPjFu9GRoasKrNdkvUNYBF6hPl/ZFXJd0nW19CLTX7skqwA6bKqTPGO+8Xbd7qsKnvrYphYHwShoMhTUmZ9GrjfTeteVzagRQ1DIFvDU9FfMB4DFgIf4y3H1kV/ZyYAACAASURBVBTZeyIvqIsLgEfT563JAgOQmJjI9OnT6devHzNmzKCgoICrrrqKMWPG8Ndff/HSSy+RnJzMu+++y9y5c7nrrrt45513ePXVV1m3bh0FBQW8/fbbeDwexo8fzz333MPMmTN57LHHGDRoEF988QXFxcWEh4sIgOo4umIV6pP/NdrxA/vT94mHajTH89+7jVJqvTu24eazegbVxmZEGREul2StUIQLKHBJVn8RrtIY+1IRLgAr8LDX8fGjrCrP1cUwsT4IgoX6+LNlnBedL59IwvChFfZdqB4yjsf17YDZHLjmjiB0iPWheaNXD3NX6LxoEx3O9eN6cNvZveoUVXniz41sfOgJo906rTen/b/JdDjnTExhNSu72hKRVaUEuLPc6c1+16cB08qNGVjJXE7AGSzbxPogCAW//bmfgyf0R+A2BdkMPPIXrbq1vLSzQH7zomVVme+SrI96Q7abtFJIl/iYevGQdomv2eICsG/fPmw2G7Nnz2bSpEkAFBcXs2/fPpKTk3n22Wdp1aoVBw8eZMiQU8OOe/fuTWSkXmqvdBF57rnnmD59Oi+//DKDBg1C04K8mjZDirOzcT/ylKF70cYiMXjqm4THxgY8x/odx5i30Vd964m/DSAiTFQdqYQKRbi8eayVinAB+IlwlcY5zgD+h57POsslWS+WVWWO33hMJtNkYDLAjBkzqjRMrA+CYFCcnc3+H31CwN1uuYHe//pHpWLAC9WDxvEZUod6t09QO8T60HzRNI2XZm/is0XbjXOj+yRxWnIbUhJbMXFYKnG1TBcp5fCipfx5/0OUFBQA0Kp7N4Z+PJWIeBGp2RwQ64MgFPivUWN2rSKua0qLLLcciAOjwBuyHeYN927SDoyUtjE19mTWB9nZ2XzzzTdceeWVjBgxgqeffpqSkhLefvttUlJSuPnmm/ntt99o3bo1Dz74oLFQmEwmSkpKjOPyfP311zz11FNERUVx2223sXbtWoYPHx7Sz9bU2PLia+Tv04W5IuLjGfz2q0TEtalmVFle/9nYAOCiIV0Y3CO0OewWu3ME8ILbYRtvsTsHAW8CHnSNiRvdDttBi935BjAG3SkAetpGBPAFEAPsA25xO2y5FruzjA6F22GbY7E7kyrqWwtz6yLC9TZeES6XZDUBr3nLpeGSrD8Cg4EyDgxN06aiR5Ixc+bMKv/iivVBEAyOKevA+/+hdd8+9HmgckG0zJP5uHfrPrsws6lOoemC+kWsD80TT4nGU9/8yXcrfJEX5w7sxEs3DCE8CBsRhUePseuTL9k+7UNjXQiPj2PQO68J50UzQqwPgvpmw67jrNuhVx8JK/EwepdC67ObbFJEnQjEgTEZfcczCfgXcFe9WtSMWb58OZMmTcJsNuPxeLjnnnuQZZnnn3+e6667jtzcXCZMmEDr1q2ZOHEiV111FXFxcSQlJXHokB5iPHToUCZPnszdd1csLpmWlsaVV15JQkICycnJDBxYYeScwMvRlavZ+80so933sQeJ6lCzF4jlWzJZ8ddhQH8Bufu8tKDaWB0Wu/MBYBJQqjL2OnCP22FbZ7E7pwAPAnZ0vYjz3A7bYb+xbwBfuB22jyx250PAFIvd+SXldCgsdqcLeLx8X+DVWpgcLBGuOO81yfvZz0YX+mySiPWh+XB81RrjuF0laSOllBHv7NGu1qKAguaNWB/qh2VbMnnxh01s2X/SODehf0deuL7uzgtPfj5b33yP3Z9/ZURdAER3SmbQ26+JaiOCoCHWh5bB+/P+Mo4H799IXGE2sT1Pa0CLGg5TICFALskah/4iA4CsKoeq6N6gzJw5U7v88svLnFNVtUZKvILKaU7/lpqmseq6Wzmx7k8AOpx3DgNefaHSMO/K5rj+jSWs36l7RK8c2ZWnrgr6ol6lQRa78wrgT+BTt8M20mJ3dnI7bPu91+4GugCPAvvRnQfJwAduh226xe5cA1zodtgOWOzOgcB/gfe85+70zjGr3Hmjr9thu6imH8avCskA72e7BbgQnwjXHeiOUzPwX1lVvnNJ1vXoDo3SPJ1SEa5J6M6WAmCerCpPUAVifahfxL+lzoqrb+Tkn24ABr71Ch3OGV9p3398uIrfNui/1vaLJW47u1dNbycEM4KEWB/ql8b0b6lpGq84VT78fWuZ85cMTeHpqwfW2XlxYuMmNv77UXJ37CxzPn7A6Qx86xWi2ifVaf4aINaHICHWh/pF/FtWzcqMw9zy9jKj/c8l75F6cn+1zxjV0GTXh0CqkHyCHnZ+Av2Daug7uQJBk+bwH4sN54UpIoI+D9xfI+cFwKqtRwznRUSYmTvlwKuWBEpaWpqh4eBlanp6+tTShtth+85id3b3a5c6L0YDf0cvDxaLnlbiAMKABRa7czVlNSeygHgq0aGopG+NCbII16fAp7WxQyCoD4qzs8lye3+dTSYSrJWXN8vOLyoj4Hn26R3r2zyBoMWjaRr/nbWRLxbvMM7FRIZxxzm9uOOc3nUW0c0/cJA1t9xJcbav9Gqbfn3pfuuNdDjvHMxC+FAgENQAT4nGCz+4jbZ175+kntyPKTyMdiOqjvKsK+VS1HsBH6H7AjYCd7sdthKL3fkEcBF62vl9bodtZTD6VmVXIKtomqwqopyCoFmhlZSw9Y13jHbK1ZcT07lTjed5f16GcXzZ8FQ6JQQ//9HrrJhabUc/LHbn1cB/gIvcDlumxe4MA14v1ayw2J3zgYH4NCfy8OlNVKZDUVFfgUDgx/E169E8ejWi1mm9iWhbuZ9vwcaDFBbrf6PTOsfRo0PrkNgoELRUdh3O4blZG8s4Ds/sl8wTV/YnOUj6BVtecBjOi7DYWPo8cB9d/nZZjTdIBAKBAOCHVbvZvFdPc4syw8VbfgMgfuAAwlvX33NDBSnqDuBRt8P2u8XufBeYaLE7dwJnAiOAVOA7YFhd+6KXTK6UQBwYK12SNU1WlfRAP7BfiPhA9NDu22VVySjXpz2wFOjvrdMcA3wGdEDf3b1JVpVMl2S1oefeF6PXaS6zMxsomqaJPx51pLkoDp90q6Q/9wpZqv4rbY6OosfkW2s8j7rnBEvS9fx1swluHt84/HwWu/MGdH2K8W6H7aj3dB9ghsXuHIKemjEWvSTyEvT0jY+AC9Drp68EnrXYnWV0KCrp2ywQ60PdaS7rQ105tkoxjtsNs1bZd+76fcbxBYM615tNgroh1oe609Drw8m8Ij6Yl8EnC7cZTkOA8wd15vnrBwetatiRJcs4OPc3oz3o7VdpN7zqdUDQtBHrQ91p6PWhMVPsKWHqbz7tCxt7ScjXnRmJY+pdwHMrcDm+SGcr8If3+GfgXCAd+NXtsGnALovdGW6xO9sHoW+VDoxAVuwTwCqXZN3nkqz7XZJ1X7Uj9BKH0bKqjAIeAl7xv+itavIrei5+KXcBG2RVGQd8AjzqkqwR6CKB56J7bCa7JGuNY2yjo6M5cuSI+ILUAU3TOHLkCNHR0dV3bsQc/HUeK6++iePKWuNc10nX1iof9f35Pp/ceQM706194GVX6wtvpMUb6BESMy125+8Wu/Mpt8OmAp8Dy9EXiU/cDpsbeAa4xmJ3LgFGAW+5HbYD3jkWAfOB/7gdtvyK+ob449ULYn2oO81lfagrmqZxZNlKo51QxYvLybwiFm/27QKfJxwYjRKxPtSdhlwfsvKKmPbbX5z/7Dzen59hOC9MJrhubHdeCKLzoqSoiM1Pv2i0O11ykXBeNHPE+lB3xPND1fy24QC7j+gF/+JbRTB6ldO4ljh2VJ3mTktLm5yWlrba78c/XR23w/YdUOR3yuR1PkD1aed17VslgURgnAW08ytzGAhjgbkAsqosd0nW8gk6JcAEQCk3pnTl/xl4DH3nN0NWlWMALsm6GBgHfFMDW0hJSWHPnj1kZmZW31lQKdHR0aSkpDS0GbXmpFtl44OPGeHdpvAwUm+4hp73lJdjqJ5tB7P4xW/3tBbCe0HF7bDtAEpdsRXWcHU7bC/i+46VnjsInF9B31N0KCrr29QR60NwaOrrQzDY+sY7ZLlVvWEy0bYK/Yt5Gw5Q7NH/XltS4uma1PAOUMGpiPUhOIR6fTieU8gnC7fxxaLtZOWXfXw9PbUtj17Rn/5d2wb1ngfnusjdqZdiDW/Tmt7//kdQ5xc0PsT6EBzE80PFaJrGdL/N0iv6xmH+Thf9joiPJ65f3zrNX4sUdX9diurSzuvat0oCcWBkoEdK7A2gbynlPSwel2QNL3WCyKriAnBJ1srGVOepKYPJZDJEDmfMmHGKMREREfTo0aMG5guaGwWZh1l3t52SfL2UWatuXRn0zmvE9uhWq/mmzcug1OE+rm8HpJRa6VkKGgFifRAEg12fzWD7ux8Y7S5/u4zIhMpfkH5Z53OAni+iLxotYn1oWhR5SvhgfgYfzM8gt8BT5lpqYivuvbAv5w/sXGehzvJomsbOjz432t1uvoGopMSg3qM+sNidEejppN0BD3AHesr2R9ST+F5zQqwPgvpkZcYR3Hv01+CocDPn5Gyl1FXWbvQITGFhoTZprcXuHO922H5HTyVfgO4neNFid74MpABmt8N22GJ31rVvlQQSNzca2OFNHwk0haS8h8UcQASH/5jqPDVl0DRtqqZpQzVNGxoRERGAeYKWxl8vvU7BQT1cOzyuTZ2cFzszs5mj7DHad50b/MojAoGg6VB47BhbXnzNaCeOG0PfRx+otP+J3EKW/eXbsRPpIwJB3dlxKJtJby7hzZ/TyzgvureP5ZlrBjL7wbO4cHCXoDsvAI6tWkPWJr36kDk6ipRrrwz6PeqJC4Fwt8M2Gvg/4Fl8gnrj0KsPTvTqZ5WK710D/M87/pS+IbZfIGi2fLJwm3F86fBUtLWrjXYI9C8q4p/AUxa7cxkQCXzrdtgU9JTzZeiinHcHo291hgQSgTFFVpX5gX4yL0sAG/C1S7KOBDYEOOZCdAHBUoFAFejtkqztgGz0cpAv19AWQQsna/MW9s/52Wj3f/m/tXZeAEz9LYMSb/TF6LT2DOyeUFcTBQJBE+bAnLloRXqaaOvePRn4+guYq3Cmz9940EgfOT21LV3atQqJnU2B6kTAXZL1DnSR4mLgGVlV5vhduw/oKKvKQ962HbgNjE2rKTURJBc0DTRN45tlO3nhBzf5Rb7N/14d23Cn3JtzB3YmrB6cFv7s/Ogz47jzxIuJTGgyzwVbgHCL3WlGj3ouQk9HrTfxPYFAUD2ZJ/NZ5Fct6cYzTmPn66rRjh80ICR2+Keoux22LeiOzPJ9ngSeLHeuzn2rIhAHxpPoQn41YRYguyTrUnSP7C3eB4kMWVVmVzLmHeBjr85FIXCdrCpF3nG/oEeLTJdVpSapLAIBfzneojTfI+msM0gaN7rWc+05kotTRF8IBAI/9n1vvEOTev3VhMVUXY5RpI9UiSEC7t0AeQXvrq5XxPteYCgQDSx2SVYX+vPBNPTd4e/85hoC3Cirir/elqAZcTynkMe+Wsf8jQeNc+FhJu45vy+3nNWz3h0XAPt/nMvhBQuNdtebrqv3ewaKV5TPX5hvqjfvvZRs9PSRzUAScDFwRiXie0f8xtVafE8gEFTPHGUvHu9u6bCeiXQkj78O61/BsFYxxHbv2pDmNTiBODA0l2Sdhe59LQGQVeWRqgbIqlIClFdG3FxBv+5+x7nA3yro4wSc5c8LBIFwdPlKjixaojfMZnrfd3fVA6ph+oKMMgvKkB4V6mUKBIJmztY33yXz90UknTnWFzoeGUnyBedWOa58+si5AzvVq51NkKpEwIcDS2RVKQAKXJI1AxiAnlf7CfAb4K9qZgUe9jo+fpRV5blQfABBaFC2HeGBz9Zw4Hi+ca5Xxza8cP1g+nYJzXv0/h/nsvGBx4x2+3POJLZH95DcOxACEOm7H/jF7bA9bLE7U9E3LCP9rgddfE8gEFSNpml8v2q30Z44LMUnEA60kdIaQv+iURGIBsZ04Hv0dI50749A0OgpPHqMjQ8/abQ7T7yI1n1qXy3k4PE8Zq7wLSh3iugLgaBFkp2xjW1vTyNr02a2v/O+cb79OeOJiGtTxUiRPhIAFYqAV3ItC4iXVeWYrCq/VjDXDPTNlLOBsS7JenH5DiaTabLJZFptMplWFxUVnTKBoHGy/VA2k99bXsZ5cf3YHnx137iQOS+yt27H/dDjUKK/w8f26km/px4Nyb2DyDF836mjQAReoT7vudKU7iXAeRa702yxO7viFd+rpK9AIKgD7j0nyDiQBUBMZBjnDujMST8HRlw/qaFMazRU6sDw2/XYX8GPQNCo0TweNj7wKAUH9LDS8Pg4et57V53m/PD3rRR59AeVQd0TGNGr8SuMCwSC4HNsVcUZCZ0vPeX9+BR+8NtVEekjFVKVCHhAwt4ALslqAl6TVeWwrCqFwI/AKXVthQh406OkROPxr9YbehdtYyN467ZhPHL56URHhm5XcvdnM9CKdbHQ2F49GfrRu0QmNrmozFeBIRa7cxF69MUj6MJ69Sa+JxAIqub7lb7nBHlAJ2Kjw8s4MNpYhAOjqhSSs4HVwLXlzmtARTsdAkGjYdu7H3BkyXKjffrz/0d0x+Raz3c0u4Bvlu002pMn9MZkqv/cWoFA0Pg4vnb9KeeikjvQbvSIKsct25LJqq3eHFazifMGifSRCqhKBHwl8KxLskYDUYCEXrqxIuKAjS7JKgE56M800+vNakFI0DSNGUt3sGb7UQDCzSam3zWatM5xIbWjODub/bN/Mtp9H3ugKTovcDts2cBVFVyqN/E9gUBQOSUlGr/+6YsVmDgsFaBcBEbfU8a1NKpzYLwI7JBV5akQ2SMQ1JmjK1ax7X++lM8eU26j/fhxdZrzs0Xbjd2evl3iOEPqUKf5BAJB0+X4Gp8Do/PlEynOyqLbLTdgDq/8T6qmabz2o08K6vLhqXROEOkjFVClCLhLsr6BvhNsBv4jq0p+RZPIqnLCJVkfQa8nXwDMk1Xlp4r6Cho/RZ4S3vhpM3OUvRw66ftffts5vULuvADYP/snPLm5AMT27EHCMGvIbRAIBM2PTXtPcCSrAICE2EiG9Uyk4FAmhZmHATDHRBN7WvcGtLBxUJUDI84lWb8Bxrkka5r/BVlVGo/EskDgR+GRo2z413+MqiMJw630vGdKnebMzi/iy8U7jPYd54joC4GgpZJ/KJP8vXoVEXN0FNKTD1dZMrWUeRsOsHG3nu0QGW4WGjqVUJ0IuKwq09ArjlQ09qNy7U+BT4NsoiDEeEo0Hv58LT/7Ve8B6NEhlikTeofcHk3T2P2lL1Mi5dq/iWcCgUAQFBZu8pVOHdu3PWFmE0c3+TY/2vQVAp5QtQPjAqA/0At4LzTmCAR1Y8sLr1LoLTMU0S6B0196ts5f9K+X7uRkni7u1jUpFnmACPsWCFoqJ9asM47j+58ekPMC4IP5GcbxtWO607Ft1aVWBQKB7ix46ps/yzgvYqPCGd4rkYcvO52oiNA/yB/82UVOxlZAL2fYeeJFIbdBIBA0TxapvpLQZ/TTU9/LpI9YRPoIVOHAkFXlBHqN9eFAAnrNdYGg0ZJ/4CAHfv7FaJ/+/P8R3aF93eYs9PDJwm1G+9YQ1ZVvzrgkqxl4GxiIHtp9u6wqGX7X7wCmAMXAM7KqzHFJ1q7o+evh6GHlk2VVSXdJVhvwuLfvdO/urEBQb/inj7QdMjCgMQeO5/HnLj36Itxs4raza18NSSBoScxevYfvVuwy2teP7cGDl1oa7O9wzrbtbHrsaaPd+VIb4a1bN4gtAoGgeXE0u4AN3khNswlG99HfYY6vXmP0iRMCnkBgZVRfQxfOmgF85f2vQNDo2P3F14YieNuhQ0gaN7rOc366cBuZJ/VctA5x0UwcllLnOQVcCkTLqjIKeAh4pfSCS7J2BO4FxgDnAc+5JGsU8DTwlqwq44H/es9HoCuon4suIjbZO14gqDeO+UdgDA7MgbHA7dtRGdYrkcQ2UUG3SyBobuQWFJfRjblkaAoPNaDzwpObx/p/PGhoX8R0TaHnP/5fg9giEAiaH4s3HyrNgGdQ93a0jY0kZ/sOji5fpZ80mUgYPrTyCVoQVaWQlDICOM2blyoQNEo8eXns+Xqm0e52U91lWo5kFTBtni/se4rcm8hwkXcWBMYCcwFkVVnuV7IZYDiwRFaVAqDAJVkzgAHopdpKa9WHA/noFQgyZFU5BuCSrIuBccA3IfkUghZHcU4u2Zu3GO22gwYENG7eBp+i+NmnCx+bQBAI0xdsNQQ7k9pE8egV/TE3YATktvc+MFJHzFFRDHz9JSLi2lQzSiAQCAJjoerTvygtFrD7i6+Nc+3POoOYziKNHQJzYGSgp4/k1rMtAkGt2ffDjxSfOAlATGoX2p91Rp3nfPvXLeQUFANwWnJrrhzZtc5zCgC9vOEJv7bHJVnDZVUpruBaFhAvq8phAK+g8MvoURztK+pb/mYmk2kyMBlgxgwRQCaoPdvenorm0aO8Ynv1JCK++uoHJ3ILWZVxxGgLB4ZAUD0Hjufx4QLfBsJ9F/UlNiqQR9b6IXfXbnZ++JnRTnvkX7TpK4R4Q01tUlD9rt0HdJRV5SFv2w7cBmR6u0yRVSU9JB9EICiHp0RjaXqm0R4ndaA4J4d9s4xfYVKvv7ohTGuUBPLXoCuw07sTCqDJqlL32HyBIEgUHj3Gtrd8OrNdb7imzsKd2w5m8c2ynUb7X7Z+hIcFknHVMFjszhHAC26HbbzF7uwFfARowEbgbrfDVmKxO58ALkL/w36f22FbGYy+tTD3JOC/bWX2Oi8qutYGOA7gkqxnoT+4TPLqX0RV1tcfTdOmAlMBZs6cqdXCXoGAo8tXlnmBSb3ubwGNW6QeorhE/7U7PbWtEO8UCALg2+W7jNLlUpc4Jg5NbVB7trzwKlqRLuYdP+B0ulx5aYPa04IxUlBdknUkegrqRCiTgjoUfeN1sUuyutDT5aehR5R/5zfXEOBGWVWUENovEFSIuvcEJ3L1NSapTRRpnePY8+U3eHJyAGjVoxvtRg1vSBMbFYG8kV2Lvhhc4/25tl4tEggCoKS4mCw1nbx9+1Gfeo7CI0cBiGyfROcrJtZ5/pedKh7vS8eI3klGKFdjxGJ3PgC8j09o1wE86nbYxqELXk602J1D0HUiRqB/j/8XjL61NHkJcCGA9wFkg9+1leilm6NdkjUePU1ko9d58Tpwvqwqq719VaC3S7K2c0nWSOAMYFktbRIIKqU4J5eNDz9plGdOHDuKlGuuDGjsbxsOGMcT+ovoC4GgOjRN46e1e432HRN6N2jqyNGVq8mc/4fRTnv0AUzmxruh0cwpk4KK/n5SipGC6i1EUJqCGg18Ajxbbi4r8LBLsi52SdaH691ygaAKlm3xRV+M6pOEyWRi73c/GOdSr79alGv2I5AIDA+6UF4/YAtwf71aJBAEgPr4M+yb5TzlvOWZxwmPja3T3Mv/Oswfm3TRPZMJ/n1Jv8a+aGwFLgc+9batQOnT1s/oIpfpwK9uh00DdlnsznCL3dk+CH1n1cLeWYDskqxL0R0ht3hDOTNkVZntkqxvAIvQHaz/kVUl3yVZXwMigY9dkhUgXVaVKd5xv3j7TpdVZW9FNxQI6kLmgj8oOKCvCRFt47E8+0RAa0JWXhELN/kEPM8WDgyBoFo27TnBzkx91zE2KpwzpeQGtWffzNnGcefLbMT3tzSgNS2e2qSgHgN+dUnWm8vNNQN9g+YkMMslWS/2TzkBkYIqCB3Lthw2jkf1aU/enr1kbdJFjE0R4XSyXRhymyx2ZwTwMdAd3R9wB3pk9kcEOcq7prYF4sCYBrwDLATGAx8A59T0RgJBsDi5aXOFzosuV11O0hlj6jR3SYnGS7PdRvuSoSlIXU6RVQgpaWlpxh9QL1PT09OnljbcDtt3Fruzu991k9f5AD5diDjgiF+f0vN17VtjvILAd5Y7vdnv+jT0dcd/TIXlHmRVcQKn/jIIBEHkyMKlxnHXSdcSFWB55l/W76OgWA+D79sljp7JQvBPIKiOn9fuM47P6d+R6MiGE88uKSwkc97vRlvkoDc4tUpBLY9LspqA17yRGrgk64/AYKCMA0OkoApCQV5hMWu2HTXaI3snceh7X7ZT4qgRDSUYfCEQ7nbYRlvsThk9iikCPRr7d4vd+S565PZOfJHbqeipWsPwRW4H0rdGBOLAiJZVpdT9/L13x1MgaDC2T51+yrk2Uhp9HrivznPP33iAzXt1MdDoCDP3XtC3znPWFa+zYmq1HX3461KU/gGv7A97XfsKBM0araSEw0t8mUlJZ44NeOwPq/YYxw2Zwx8KjZyQfyhBs6SkROPndb5AugsHd25Aa+DIkuUUZ+vRIDGpXWjTr+GfCVo4SwAb8HUlKajPuiRrNBCFNwW1knni0NNTJSAHOBs49eFSIAgBa7cfo8ijP2L3TG5NctsYVv4637jeQT67oUzbAoRb7E4z+nemCBhJPUR5ux02Xw5NAASSxBfukqz9Abz/FR5IQYORvXU7h/y+1CO+/YxxC35i+Fcf1zl1BOCzRduN42vH9miqgntrLXbneO/xBejpGEuA8yx2p9lid3YFzG6H7XAQ+goEzZqTmzZTdPQYAJGJ7WgjpQU0btfhHNZs13dUws0mLhrSpd5srIoQauQIBHVm7Y6jHDiul05tGxvByD6BRTvVFwfn/mYcJ583obGnk7YEZgH53hTUV4H7XZLV7pKsl8iqcgAoTUGdjzcFtaJJvJEXjwALvP3dsqr8FJJPIBCUY2kZ/Yv2FBzK5MTa9foJs5n255xZL/dNS0ubnJaWttrvZ3K5Ltno6SOb0SOj36DyyO2KqgLWpG+NCCQC4x5gukuydgL2UTaUXSAIKdvffd8Q0ks6cyxxFiloc6fvO8mqrXrmRJjZxPVjewRt7hDzT2Caxe6MRBe6/NbtsHksducidJFLM3B3OJN27AAAIABJREFUMPqG7BMJBA3EkYVLjOPEMaMCFu+bvdoXfTFW6kBim6ig2xYgIdHIqenuiUBQEb+u328cnzugMxENVP3Lk5dH/oFDZM7/3TiXfL7cILYIfNQmBdXv2kfl2p/iWxcFggZjWTkHxiG/tLWEYUOITEiol/sGEOF9P/CL22F72GJ3pqI7BiP9rgczyrtGVOnAcEnWMFlV1gHDXJK1DZDnl2smEISUvd/9wIE5c412jym3BXX+zxZuM47lAZ3olNB0oi/cDtsO9LAu3A7bFvQd0vJ9ngSeLHeuzn0FgubM4cW+9JHEMwKrIK5pGnMUnwPjkqEpQberlEakkSMcGII6oWkaC9y+qj3ygE4NYsfxtetRbr2LkvwC41xM1xSRPiIQCILOweN5Rup6uNnE0J7tSH95nnE9WW5Q2clj6GkjAEfR9S/WWuzO8W6H7Xf0aOwF6BV/XrTYnS8DKXgjty12Z8B9a2pYpa5tl2Q9HUh3SdZSt8853na/mt5EIKgrx9euR33qv0Y7+XyZtoMHBG3+Y9kFzFnjy7u9flyTjb4QCARBouj4CU6s96ZYm0wkjh4R0LgdmTnsPpIL6FUUzrLUXxWF9PT0qenp6UP9fqrTy6kvjRyBoE5s2Z/F3qN5ALSODmdoz8QGsWPb29PKOC9Af+YQ6SMCgSDY/OFXqWxYr0TCTxzj6IrV+gmTifYTxjeMYTqvAkO8Udnz0dOu7gaestidy9CjMb51O2wKeirWMnRRTv/I7UD71oiqIjBeB67xlh9CVpXvXZL1EHr+y4SqJnVJVjPwNjAQKABul1Ulw+/6HcAUdAGwZ2RVmeMtkzjI26UjcFxWlZHekopj0Hd5ACaWqgYLWgYlhYVs+OfDaEV68E/rtN70e+bxoN5jtrKHQm+1AEtKPIO710+4lkAgaDoc+OkXKNHXhfj+loDDOJdsPmQcj+idSGR4w1VRqIBGsXsiEJTHP/pinNSByPDQp4/kHzzEkaUrjHZMahda9+5F99tvCrktAoGg+TN/o8+BcZalIwd+nGukyrcbMZTo5A4NZRpuhy0buKqCS0GP8q4pVTkwzLKqrPY/IavKUpdkjaxsgB+XolcvGeVVCX4FmAjgkqwdgXuBoeiiYotdktUlq8p93usRwGL0WrMAQ4DzZFURD0gtlP2zfyJ/v/4Fj4iPZ9BbrxAe2ypo82uaxvcrdxvtq0Z3EzstAkELp6SwkO3TPjLayReeF/DYJem+bIoxaQ338FEJ9aWRIxDUifkbfQ6MsywdG8SG/bN/NJyW7UYOx/rhOw1ih0AgaP7kFBSz/C/f6+14SzK7HD8b7Y62CxvCrCZBVQ6MyraMIgKYdywwF0BWleUuyTrU79pwYImsKgVAgUuyZgADgFXe6/cAv8qqssEbydEbmOqSrMnAB7KqiDJHLQjN42HH+x8b7e533ExMSnDV/NW9J9iyXw/wiY4wc/6ghi3bJhAIGp693/1AwQHdcRqZlEjKVZcFNK6gyGOIAQOM6duwVRQgNBo5AkFdOHg8D/duPbg23GxinBR6x5+maeyb5TTanS+zhdyGhsBidz4MXIIe4v02unDvR9Sh1HLIP4RA0ARZmp5plE/t0ymOuMN7yd68BQBzVBTJ5zZY+dRGT1XxeT+7JOvLLskaD+CSrK1dkvVl9ByY6ihfIsXjkqzhlVwzyqd4ozumAC97r8UCbwI3AOcD/88lWU8RPjCZTJNNJtNqk8m0uqioqPxlQRPm0G8LyN25C4DwuDakXH150O8xyy/64tyBnWkdHYiPTiAQNFdKCgvZMe1Do93t1kmExQQm6rtm+1HyCj0AdE2KJTWx7uWdBYLmzgJ32TzwuJjQ/x0+sX4judt3AhAWG0uHCWeF3IZQ4y2NPho9VftMIJU6lloO6QcQCJow/mlzZ52ezIHZvuiL9mefSXjr1g1hVpOgKgfG8+iq4mtcknUfsAI4BDwWwLzlRb7MftVLqhIAmwAs9NO4yAVel1UlV1aVLHTnycDyN9M0baqmaUM1TRsaESFePpsLmqaVCeFOvfaqoH+ZC4s9/Ogn3jlxWGpQ5xcIBE2PzAULjbS1yMR2pF59ZcBjl2z2Tx9p+OgLgaAp4PrTVz61odJH9s38wThOPn8CYa2aTiWyOnAesAGYBTiBOZxaPnkCemT1r26HTXM7bLuAykotV6mRJxAIdIo8JWUEPMf3S+bAz78a7U62CxrCrCZDpSkksqpowAven5qyBLABX3s1MDb4XVsJPOuSrNFAFCChh52BvvD97Ne3DzDDJVmHoDtbxgIfI2i2HF/7J8fXrqPLlZeRu3MXWW4V0EOpuk66Juj3W+A+yIlcPWqnc0IMwxtI9VwgEDQeTnrXHYDOl9pq9CKzJN0n4NkY0kcEgsbOkawCVmboeeAmU8OUTy3KymL/HN/jZ5fLLwm5DfVBdWWWgSSgG3Ax0AOYjS7MW5dSywKBoBoWqYc4nqO/fyTHR9PDc4Ll+3RHblhsLIljRzWkeY2eqjQw6sIsQHZJ1qXoIWW3uCSrHciQVWW2t7LIInSnxH9kVcn3jksDPimdRFYV1SVZPweWo9eh/URWFXc92SxoYPL27WfN7f8PT24eh1wLaJPW27iWfIFMZGK7oN9z1gpf+sjEYamYzUK8UyBo6WRnbDOOW/ftXUXPsuw7lmvo6YSHmRjeKynotgkEzY15G/ZT4n0FHty9HR3io0Nuw/7ZP1GSpz+Ktu7dk/jBpwT7Nkm8zoqqSisfATa7HbZCIN1id+ajp5GUUptSywKBoBr8iwdcMjSF48tWGu12I4ZiFhkFVVIvDgxZVUqAO8ud3ux3fRowrYJxF1Vw7kXgxWDbKGh8HJjzM55cvQb8iXV/cnKDz1fV+bLg74YcOJ5XZrf0suEifUQgEEBOxlbjuHXvXgGP+2OTbz0Z3iuJ2Kj62iMQCJoPv6z3pY+cNzD00ReaprHny2+Ndso1V7akSmSLgX9Y7E4H0Alde25eHUstCwSCKjiaXVAmfeTSYakc+T/fa3G70SMawqwmRUBPV95qICZ0oZ8VsqoU1qtVghaHpmnsd84te86jC+HFpHYhYdiQoN9z9uo9xq7PiN5JdGkXvNKsAoGgaeLJzSNvt66LYwoLI7ZHt4DHLvArAzm+X3LQbRMImhtHs33pI9Aw6SPHV68lZ6sedRXWKoZOl7Sc0oVuh22Oxe48Az29u7Qs8nbqUGo51J9BIGhqzFH2Uux9ARnUPYGuCVFsW77auJ4oHBjVUq0DwyVZXwC2oefIDQEOAjfVs12CFkZ2+l9ldj396XypLei7IZqmlak+crmIvhAIBED2tu3GcUzXFMyRkQGNy8kvZmWGL0X8LItwYAgE1fHbhgO+9JEeCSS3Da1w5vG16/nT/pDR7mi7sMUp/7sdtgcqOF2nUssCgaByvl/le/+4dFgqJze48eTkABDdKZlW3QPfOGmpVFWFpJSxsqq8B4ySVeV89NAxgSCo7Hf6xLPCYv3KDppMdLr04qDfb832o+w6rC8WbaLDmdA/9Ls+AoGg8VHb9JGlW8rWc+8sIroEgmr5ya8K2HkDO4f03pm/L2L1TZMpPKw7Hs2RkXSddG1IbRAIBC2LTXuOk77vJABR4WbOH9SZI0tXGNfbjR7ZklLYak0gKSRhLsk6HNjhkqyRgJBVFwQFTdPY+ua7HF26guy/fC8N/Z5+lG3/m0rO1u10vsxGTOfgOxd+WLXHOL5gcBeiI8OCfg9BxXhT0t5GL4lcANwuq0qG3/U7gClAMfCMrCpz/K7dB3SUVeUhb9sO3IZe8hlgiqwq6SH5IIJmSfZffgKevU4LeFz5eu4CgaBq9h/LY9VWr/PABOcPCp0Do6S4mM3PvIhWVAxARNt4Brz6PK179giZDQKBoOXxnV/xAHlAJ9rERKD6OTASR49sCLOaHIE4MD4G3gRuRRfTfL1eLRK0GA7+7GL7O++XOReR0JYOE84icewocnfuLlOJJFjkF3r4Zf0+oz1xmAgqCjGXAtGyqozylll+BZgI4JKsHYF7gaFANLDYJVld6NFi04ARwHd+cw0BbpRVRQmh/YJmjL8zNTZAB4anRGOhn4Cn0L8QtBQ8eXnkbN9J616nBZxuVcpPa33RFyN7J9E+LnTVRw7OdZG/V38OiGgbz4hvPyOmS2gjQAQCQcsiv9DDj4pvA/XyEV0pPHKUE+s36CdMJtqNGtZA1jUtAnFg7ENPHykB7qtnewQtBE3T2Pnhp6ec7377TZgjIjBHRBB/er96uffvmw6Sna/vunRNimVgt4R6uU+osNidNwM3e5vRwCDgOuAloNTV+wR66eIykQ9uhy3DYneORHdMFgO/uh22pyx25ylREm6HzYiSqCNjgbkAsqosd0nWoX7XhgNLZFUpAApckjUDGICugP4J8BvQ16+/FXjY6/j4UVaV54Jko6CFUpsUkg27jnEsR9e2TmoTxempbevFtpZAkCO0bMDj3r7TvRXQBEGipLiYNbffzfE16+kw4SwGvvlyjcbPUXwOjIusodtI0DSNHR98YrRTb7hGOC8EAkG989uG/WR53z9SE1sxrGci+76ZCSV6+mnbIYOITGja7yShIhANDBlY75Ksz7oka+DxtAJBFRxfvZaTGzcBet6p9cN3GPPL93S/9cZ6v/fs1T7vp83apcnnmrkdto/cDtt4t8M2HlDQIxiGAA+Unnc7bH/gjXxwO2yjgIfQIx8A3kV3eIwFRljsziFV9A0GccAJv7bHJVnDK7mWBcTLqnJMVpVfK5hrBnrJ5rOBsS7JeopgislkmmwymVabTKbVRUVFwfkEgmZJcU4O+fv1VBBTRDitugUm7utfPvUMqQNmc9NeUxoYI0KLcmuPX4TWGOA84DmXZI1ySdYYl2T9DF9lBFySNQJ4FTgXXWRwsne8oA7kbN/Jvu/n4MnN49Av8zi+Zj0Ah35bwAm/0ufVsWXfSbbs9+WBT+gfuv81RxYvI3vzFgDMMdGkXndVyO4tEAhaLt+t2GUcXzY8FbPZxMFf5hnnks87pyHMapJUG4Ehq8rfvdoXE4G3XJI1UlaVCfVvmqA5s8Mv+qLTpRfTbuTwkNz3aHYBSzb7XjYuDuGuT31jsTuHAha3w3a3xe78GRhssTvvQy+P9iB+kQ9uh225xe4carE744Aot8O21TvHL8A56PXgy/QNoqkngTZ+bbOsKsWVXGsDHK9oEpdkNQGvyapywtv+ERgMzPHvp2naVGAqwMyZM7VgfABB8yQnw6d/0apbN8wREQGNW6j66rmfIdJH6kqwIrQkIENWlWMALsm6GBgHfBOST9FMKDiUSf6Bg8T1t1CSn8/Ka26i+GQWuz6bgVZcXKbvni+/Ib6/JaB5f17ni744+/SOtI4O7LtWV46v24D7kSeNdsqVlxGZICKmBAJB/bIzM9uoVGY26dVHCo8d49hKX/nUDvLZDWVepVjszoeBS4BI9OjIP4CPAA3YCNztdthKLHbnE8BF6BGP97kdtpUWu7NXoH1ralcgERigPzScByQD86rpKxBUSc6OXRxesNBod7v5+pDd+5Tay0mx1YxoeNLS0ianpaWt9vuZXEnXR4CnvMcu4B7gDKA1epTCKZEP3nMn/c5lAfEV9bXYnYGknAXCEuBCAK8Gxga/ayuBcS7JGu2SrPHoLyEbK5knDtjokqytvc6Ms9EjUASCGlNSWMjOjz4z2q179wxo3MHjeWzeq3+FwsNMjO4jdK7rSLAitCrsW/5mIkKrYjwFBWS88Q6LJlzMyqtvYucHn5C7czfFJ7MAyHKrZKf/VWbMgZ9+pfBYhf7mU1i7/ZhxLA8MTRWwzAULUfyrjsRE0zWEzx8CgaDl8uWSHcbxOCmZ5LYxZM77A83jASB+8ECiOzauDRCL3TkeGI0e9XgmkAo4gEfdDts4wARM9EZun4muU3cN8D/vFDXpWyOqfSFxSdZNwHrgfVlVbq/NTQQCf44u9znaks4YQ2yP7iG5r6dE44vF2432xGGBhYc3NOnp6UYEQWVY7M62QF+3w7bAe2q622E77r32A3AF+sN8mcgHKo94aFW+r9thK7vdVntmAbJLsi5FX9Bu8VYTyZBVZbZLsr6BrtdhBv4jq0p+RZPIqnLCJVkfARag58rPk1XlpyDZKGhBlBQWsnbKvRxdvso4lzRuVEBjF6q+iK6hpyUSGx0sP1+LJSgRWoH2FRFap1Kcnc2qG24v46DI/GMx8YMGVDmupKCAfd876X7LpCr7aZpmlBEEQqIZ48nPZ9Pjz1BSqGvVRMTHM+CNl+qlyplAIBD4k1tQzPcrfdVHrhvbHYCDv/qlj5zbKNNHzkPfZJyFvinwb+AO9CgMgJ/R0zTT0TX0NGCXxe4Mt9id7dF16gLq63bYSqsJBkQgT1rjZFU5UpNJBYKqyNnmcyK0tQ4K2X0XqYfYfSQXgLiYCC4e0iVk9w4BZ6CHT2OxO03Anxa7c7TbYduDnhKiAAcBG/C1V7hzg9thO2mxOwstdmdPYBv6YvUUkFK+b7AM9QoC31nu9Ga/69PQK45UNPajcu1PgVPVYAWCGrD3ux/KOC9Srr6CTpdcFNBY//SRcVKHoNvWAlmCd+2pJELrWZdkjQaiqDpCSwV6uyRrOyAbfY2smcpkC+XoSuWU6Iri7GyKs7JO6WuKCKfHlNvY9tZ7AOyZ8R3dbr6hSm2pA8fzOZmnR7u0iQ6nc0JMEK2vmH0zZxuRF5Htkxj22fu06to0NjEEAkHTZs6avYZ4Z9ekWEb3aU9xdnaZDd0O54Y+fcQb0e0f1T3Vu2laShLQDbgY6AHMRt/QLHX2+0dt+/sKSs+batA3uA4M4bwQBJucDJ8DI7Zn6HRhP1vky2+/YmRXWkU1q53SNHQHBG6HTbPYnbcDMy12Zx6wCd0h4AFki91pRD54x94JfA6EoXtFV1jszlWV9BUImh1GCTMgddI1pD38r4DEfQuLPSzbcthonyn0L4JBsCK0irzjfvH2nS6rfmUvBJXiyc6p8FxxTtnz5qgoev7jLlKvuZId739ESX4Bebt2U3T8RJW6EqXinQB9OsfVq5C2p6AAk9lcpupIj9tvEs4LgUAQEjRN48vFO4z2tWO6YzabyFy6Aq1Id2q0kdIaJBosgAjvI8Bmt8NWCKRb7M589DSSUkojGyuLeCypQd8a0aze4ARNA/8IjNjTeoTknhkHsowXDbMJrhvTPST3DRVuh+2lcu1fgYqqdpSPfMDtsC0HRpY7V1GUhEDQLMndvtM47nDO+IBfqNy7T5BXqOevprRrRff2jV9Tp7ET5AgtJ+AMsonNHk9BwSnnirOyKfZzbHS56nKkJx8xviutunU1ojbydu2u0oHhnz6S1jkuWGaXoaSoCPXJ/7Jv5mwiEtpS5NXmiEhoS5crL6uXewoEAkF5NvtVXIqJDOPS4fr7/+E/Fht9ks4c2yC2BcBi4B8Wu9OBLu4fC8yz2J3j3Q7b78AF6GncGcCLFrvzZfQIbrPbYTtssTvXBtq3poYFooERhq7s36r0nKwqCysfIRBUTlFWFgUH9ZxxU0QEMamhSeP4fJHPaXL26R3p3K5VFb0FAkFLQdM0crbvMNo10eRZt8MnRDjktHZNviSzQAAYOhH+6Ckk2UY7vHVsmd/3VqkphgMjd/ce4gf2r3R+fwdGn07Bd2B4Cgr48/6HDLHwIj9h0a6TriWsVf2nrAjqB5dkNaNXQhiIrn11u6wqGX7X7wCmoFc3eEZWlTl+1+4DOsqq8pC3bQMe9/ad7nWOCgRBZWm6LzNifL9k4mIi0EpKOLxwiXE+6cxxDWFatbgdtjkWu/MM9PRNM3qp8u3ANIvdGYmeqvmt22HzWOzORcAyv34A/6xB3xoRSATGt0Bb4IC3rQHCgSGoFbnbdhjHsd27Yg6v/yCgE7mFzF7tE8+5YVxooj4EAkHjp/DwEePFLLx1LJHtkwIeu3b7UeN4cI92QbdNIGgISiqIwNA8HkNDAiA8tmy0UYxfSkberj1Vzr+lniMwNvzzkTKVzkqJTGxH6nVXBf1+gpByKRAtq8oor0bOK8BEAJdk7QjcCwwFooHFLsnqQn9JmoZe9eA7b98I4FVgGJADLHFJVqesKgcQCILIsi0+B8aYvnqVspObNhvraURCW+L792sQ2wLB7bA9UMHpMyvo9yTwZLlzWwLtW1MCeXtMklWlcbqGBE2O7K3++hehcSR8t3wX+UV6GlZa5ziG9kwMyX0FAkHjxz/6otVp3QOOotA0jbU7fA6MIcKBIWgmlBScGoEBkH/AJ1gb3qZ1mWutuqYYx7m7dlMZ+YUedmTqDkOzCXp3alNp39pwbPVaMuf9brS7334TSWeOI2frNtqNHE5EfP2krAhCxlhgLoCsKstdknWo37XhwBJZVQqAApdkzQAGoIesf4IudN7X21dC19U5BuCSrIuBccA3/jczmUyGyOGMGTPq6zMJmin5hR6Ubb7nhFHeMutl0kfGjcEUFhZy25o65gD67HRJVqF2JAgKOVtDK+BZ7CnhC7/ayzeM6yHCvAUCgYG//kVs9+4Bj9t1OJej2fqLXlxMBKd1aF3NCIGgaVC5A8O3OR3euooIjN2VR2D8dSCLEq8mfbf2scREBjcKc/vUD43jTpdcRO9/3kvC0MGkXH0FrbqJR9lmQBx6SfhSPC7JGl7JtSwgXlaVY7KqlNcEq7Bv+ZtpmjZV07ShmqYNjYiIqLv1ghaFsv0IhcX6Buppya3p2FZPXzu80M+BccaYBrGtqVPpXw6XZN2Pni4SDVzlkqylsYOarCqdQ2GcoPmRs9VXCSQUAp6/uw+y/1geAG1jI7hwcLMqnSoQCOpIjn9a22ndAx7nH30xsFsCZrNwjAqaByWFp6aQAOTv90VghMVWFYFRuQMjfZ/vnTFY+hcn3SpHV6wisl0CRxZ588pNJnrceWtQ5hc0KspXMDDLqlJcybWqqhsEpRKCQFAV/voXo73RFwWZhzm5YRMAprAwEseOahDbmjqVOjBkVekE4JKsqbKqGPGALsnat7IxAkF1lKlA0qt+HRiapvHh71uN9t9GdiM6UoRpCQQCH2VSSHp0D3jcOj/9i0E9EoJnkEDQwFQWgVFGA6NcBEZ0x2RMEeFoRcW6rkxOLuGxp4plb9mXZRwHQ/8i/+AhVt84GU9ubpnzHc49u0aCvIImwxLABnzt1cDY4HdtJfCsS7JGA1HoaSIbK5lHBXq7JGs7IBs4A3i53qwWtEiWpvuKa5Smj2TO/wM0PQyt7ZBBIq2tllQVgXE60Bl40SVZ/41ej90MPA8MCo15guaEJz+fvD379IbZTGz3bvV6P2XbUaNKQHiYiWubWelUgUBQd2ofgeGrQDK4u9C/EDQfKiqjChgP3XCqBoYpLIyYLl3I3aGnZOXt3kObvn1OmWL9Tt/3pm+XUyL2a8yuT748xXkB0OOOW+o8t6BRMguQXZJ1Kfp7yS0uyWpH17OY7ZKsbwCL0N9X/iOrSn5Fk8iqUuQd94u373RZVfaG5iMIWgKZJ/ON8qnhYSaG9dL19w79tsDo02HC+IYwrVlQVfJhAnAtkAxc5z1Xgl6+qEpqU+bI6wXdgs9bOktWlderKokkCBxN0xpc+yFn2w7jAahVagrmyMh6vd+0eX8ZxxOHppLcVpROEwgEPjz5+eTv2683zOYyYfBVcTirgIwD+k5ymNlE/65t68tEgSDk+JdRNYWFoXk8p/QpH4EBEJOaYjgwcned6sA4mVfEpj16lL7ZVPfKPUVZWez56jujbY6MpKSwkM6XTyTOItVpbkHjRFaVEuDOcqc3+12fhl5xpKKxH5VrOwFnkE0UCABY8Zcv+mJQtwRio8Ipysri6IpVxvn255zVEKY1C6pKIVkELHJJ1iGyqqyp4by1KXM0BPhSVpV7SieprK9XYVgQAJ68PNbc8XcKDmYy8I2XaCOlhdyGkuJidkz7iF0ff2Gcq+8KJOreEyzerOeemUxw29k96/V+AoGg6ZG7c7fhVI1J6RKwU/WD+YY/nv5d29Iqqv7LQQsEocI/hSQysR0FhzJP6VO+jCpAq24pHFmkH+dVUIlk9dYjhoCnlBJPXEzdRBH3fj0LT04OoEdPDf/6EwqPHCUmRWhd1QSL3dkBUAAZfbPwI3QNvI3A3W6HrcRidz4BXOS9fp/bYVtpsTt7VdQ39J9AIGh8LPUrnzoqzVd9RCvSJVva9OtLTJdODWJbcyCQKiQpLsn6i0uyzndJ1gUuybqh+iFlyxyhOyBKMcocyapyAr280QDACgxxSdY/XJL1G5dk7VRF3zKYTKbJJpNptclkWl1UVBSAeS2H3Z9/zXFlHXl79rJmyr0NYsOBH39h6xvvUHTCJ96VMMxar/f82E/74twBnejWXlQIEAgEZSmjyRNg+si+Y7l8uXiH0b7t7F5BtkogaFj8IzAiEyuOkiifQgJ6ZGUpuRVUIvHfkRzZu31dTKSksJBdn/g2RbrdMonw2FhadU3FZA7k0VYAYLE7I4D3gDzvKQfwqNthG4eeojHRYncOAc4ERgDXAP+rrG8obRcIGiuaprF8i5/+hXe9K5s+IqIv6kIgq/zjwJPAbuBjYH0AY2pc5gg9BOwJWVXOBL4H3qyibxlEmaPKObHe528qzDxcRc/64/hqXwBPdJfO9H3sQbreeG293e9YdgFz1+032reKFwyBQFABtdG/ePuXLRR59E3Ggd0SOMuS/P/Zu/P4OOr68eOvzx650/S+72u6BErplvsqRzgNIsopIqAcCorGr/7EExWvrxLBrwJWEBAoCAhoQITlKJS2UAh3CNMWepfeae5zd35/zOyRZDfZJLs7u9n382HtzuzszmdK5p2Z93w+708SWiaEfXr2wOhJOZ048vJ6re82lWqUHhivRSQwjpw3Zkht3PrQY6GeITljxzDpnLOG9H1Z7PfAnYBVoAwv8LL1+hngVMywI1OEAAAgAElEQVSHks/VVJYbNZXlWwBXaUXVuBjbCpH1Nu5uYle9WX6lOM9F6bQS/O3t7Fu5OrSNJDCGJp4Exr6y2uo1EBo/Fs9E2oOZ5uhFIJiaegI4rI9tRZxcaVDdtvGjdaHXB/3ix0y75IKkPiH515vbQjcYB08bycHTZHy6EKK35g3hnlrxzFiwY38L/3ojfGP2rbMX2F5bSIhEi5xGNVoCw1lUGPXnvq+pVCPrxricakiFbzsbG9l4512h5ZlfvTzpNbUylaZpV2ua9mbEn6uD75VWVF0O7KmpLH824iOqprI8WK01+NAw1sPEaNsKkfXWRPS+OGLuWFxOB/vXrMXfYnZ0KpgxncK5s+1q3rAQz8Dddp/HewLg9nm8pwPxDNgZzDRH9wH/BB4BTsEcjzeQKZFEFD2n50l1Mc9AVxdN68LjxYsXzEvu/gIGj6zZHFq+8JjkznQihMhcjXq40G9RlBkTenrhg52hMfxHzB3DEXPHJqtpQtimvx4Y0epfgFlHBqXAMGjbuYtAR0cosbB2Q/eCdkOpG7PprvvoPGDeT+dNmcy0i78w6O8a7nRdXwYsi/H2lYBRWlF1Kubsgn8Hxke8H3xoGOthYiDKOiGy3pqI+hdHzTevE/a8sCK0btwpS+XhxxDF8xj8a4AbuBm4GnNISX+eANqsaY7+AHzb5/FW+Dzec8pqq3cCwWmOXiQ8zdH3ga/5PN4VmBWGb+hjWxEn5XR2W+6qb0jp/ls+2RQaT5s7cQI5o0YldX9rN+xl8x6zqFdxnoszFk1O6v6EEJnJ39pqFvEEcDgoiqOw8Msf7gq9PlNiiximAu1998CIVv8CzFlA8iZbz7gCAVo2bQm9Fzke/Mh5A0/8GYbB9sf/zdqLLmfTsntC6+d+6+vS+2KQairLT6ipLD+xprJ8KfAOcBnwTGlF1VJrkzMxr79XAaeXVlQ5SiuqpgOOmsryvcDbUbYVIqt1+QOs3bAvtHzM/HEYfj97XnoltE6mTx26flPgZbXV230e7wLgWOBnmFOd9veZAU9zVFZbvRHoNSCorymRRP8Cbd0nbGnbvRv3yNT18oscPpKKGVAeey18wXTOkmkyO0AaGsw0yxHvfQuYWFZb/X1ruRwzqdqFOY+7xAoRl6aPN0LAfIBYMGMazvy+p1luauvkjY/DFyUnHCS1L8Tw5O/WA6N3rYpoU6gGFc2ZRdt2s5xC08efUDTfrEH1+vrBJzACHR18+JOb+fRfT3dbX+zRmHjW6QP6LtGv7wB/La2oygFqgcdqKsv9pRVVK4E1mA8+r4u1rR0NFiKdvL/lAM3tZtWEiSPzmDGukPp33qNj337ArNlTsvBgO5s4LPR7d+fzeH8FTMUcvtEB3AgkrwKjSCh/W/cOK+279lA8P7nDOCI1fqSHXvecEz7Rmtu7eKlmZ2j5C0dNT+r+0klpRdXbhMeobsSsKn4b5o39czWV5T8rrajqlTioqSzfUFpRdVS82yaouYOZZtmBmcg8EnOoGT6P143Zw+twoBlY5fN4q6yeW0L0qSli+Eix1n9MXPXRHrr85vgRz5QRTBzZd8JDiEwVOQtJ7tj4h5AAFM6dw95XVgHQvOETALbua2bb/hYA8nOcHDI9/p6Y/rY23rrqG92KgSuXkzHHHYPnZz+UGUcSxOqFEXRilPdvwizoH7luXbRthchmq/SI6VPnj0Mpxe7nV4TWjVt6fK/e8WLg4nk8fVxZbfUJPo/3pbLa6vt8Hu/Xkt4qkTC9emDs3BVjy8Rp37OXD3/8C1zFRTRvDNejGJHkHhgranbR1mk+UZ03sZj5k+0vYJoKpRVVedD9AqS0ouod4PPAJ8DT1jRoM4G8msryo62kRTBxcOcAtk2EbtMs+zzeqNMsY9bfCU6dvAFzfO7zwAJrWw+woay2ug7A5/G+ChwPPJqgdophrFEP9w4riiOpuyJi+MjS0olJaZMQ6aDbEJLR8Q8hASiaGx6K1fSxmcCILGh3+Jwx5LjiTzps+fvybsmLyed9lnn/801yRklxbiFE+nn1o92h18ctGI9hGL3qX2SS0oqq8Zh1KcswH3TeCxiYNSmvq6ksD5RWVP0UONt6/1s1leVrSyuq5sa77WDaFU8Cw2UV0TR8Hq8T8A9mR8IevXpg7N4TY8vE0X/1O/a+/Gqv9ckeQvLM29tDr888LKvGpx8KFJRWVD2HeU7fBOTWVJZ/DFBaUfUsZmHcSViJg5rK8tdKK6qWlFZUjYh32wS2N+o0y9ZMRVGrnVtJiud8Hu/lfXxP1CroSqmrMev38PDDDyfkAETmi+yBUdRPDwx/wGBlbfii5MQMGz6S6B5aKT8AkVL9FfF0FsVOYBTOnRN6HeyBETl85Kj5Y2netIXcsaNx9fE9AF1NTWz62/2h5dlfv4rZ118jxe+EEGnpQHMHH2w1a9k6FBw1byyNtTotm83h7c6CfEYffYSdTRyQ0ooqN+b1Qqu1qhL4UU1l+YrSiqo7gc+WVlRtxuyJdSTmTKX/xOwZPZBtByyeNPgfMDMvBwOvA38ezI6EPXoPIdkdY8vEaNmylV3Pvdhrvau4iLwpyUsq1Ld0sDIi63nGoilJ21eq9TUNmqUFcy730zFrz9xjrQuKNRWa31rXEM+2pRVViSooMphpluP5nqjbGoaxzDCMJYZhLHG73YNvtch4B95+l5WnfIY3L7+GujfCT3X7G0Ly/pY66prNm7qxxbmUTs2c2QIje2hZf67A7HV1CWZvqCOtXlfnYvW6wiyqfYv1FdG2FcNY5DSq7pEje3V37nMIyexwD4yWzVvoauvgtfXhByezN77L6jM/x6unfTY0JjySEQiw+b7lbPjjHay/5f9Chcfzp09l1rVfkeSFECJtrV63B8OaqWzhjFGMLMxh64P/CL0/7uQTcebm2tS6Qfk95jXADmvZC7xsvX4GOBXz2uC5mspyo6ayfAvgKq2oGjfAbQcsniKej/o83ueBucDGstrqvf19RqSP3kNIkpvA2Hzvg6HCeJHyp01N6oXHix/sDI1PP3jaSGaMi32BlWn6mQYNzMK6G6z52NeVVlTVA5GPzYI39gX0SBwQOwnQa9uayvIuEmMw0yxHUwvM83m8o4Em4ATMYCtEVJvve5C2HZ/StuPT0DpXUWF45oQYVuvhX3vHLRiPw5FRN1HJ6KH1Vq+9iGEh0NWF0WV1tHU4UG4XzqLCbjOY9TWExFVYQN7kSbTt+BSjy8+7b63jQHMnAGOKcsh9/knagM66A+x85jmmXnAeG/96L+6RJUy7+Hw23/MA639/W6/vnf21q3BIAloIkcZWfRRO1h6rjaNjfx07n/pvaN20L15kR7Nish6IRj4UXWbdc1BaUXU5sKemsvzZ0oqqG633lXWvAd0feO6L+I7g+oFsO+DhAX0mMHwe7/XAhcAYYBvwEObTXZEheg8hSV4Co6Oujh1P/Dvqe6OWJPeh3dNvZe3wETDncj8E+HppRdVkzORDc2lF1RzMuhanY84gNBUrcWB1C3+/prK8obSiqiOebRPY3ieAMmuaZQVc4fN4KzDrWfzb5/EGp0520MfUyWW11Z3W5561tv1bWW319mjbCgGw79XXeq0r0ub1m1x9fX1kUa6BTwGZTH1dgFiCPbTuAuZhPgmJ7KnUCMwm/h5asxPWeJF2jI7O0GtHbg5KKVyFPRIYfcxCAlA4Z3YoSfjqu1tD64+aP46W5zeFlve+spr2XbvZdNd9AHTur2Prw70nsiiYOYOJnzljUMcjhBCpYBgGq/Tu9S+2P/pEqCjyiENKKTk0vWYf6ecB6ZWAUVpRdSqwCLMO3fiI94MPPGM9CA0MYNsBi5nA8Hm8NwETrQPYBcwA/sfn8U4pq62+eTA7E6nnb03dEJKtD/wj1OOj2KMx+7qree9b3wNgwhllSdvvjroWXrPG2CoFZyzKugTG3cC9pRVVr2IWy7kSM3A8CDgxu2u9XlpR9QZQVlpRFUocWJ+/dgDbDtlgplmOeO/eHstVQFWi2iaGN+XsPWoycsx+NC3tXbyzuS60PNApIJPNph5aYpjyRxTwdOTkAL17XPSXwCiaO4t9K82ZSN7Y1oQ5oRQsmZJPZ134x6du7Zs0flgbWv7k9nDYdxYUEOhoRzldLPjR93C4ZEp0IUT60nc0sKfBjJ8lBW48EwtZE5GQnfbFCzNqCFxNZfkJwdelFVUrMK/bf1daUbW0prJ8BXAm8BJmkf3/La2o+j3mw09HTWX53tKKqrfj3XYw7evrN8LpZbXVR0csv+/zeK+wGiAJjAwR6NEDo/NAPf729oSPweo8UM+Wvy8PLc/4ymWMP2Upx/73SUCRP6XvLtpDUfXmttCYs6Pnj8u66Q1rKss7MMeo93RUj+2iJQ6oqSx/Ld5thchUnQ2NdDU09lpfcvBBfX7urY37Q8PT5k4sZtyIvKS0L4mS0UNLDFORU6iGEhg9im32VQMDwklBA1jX4jRT4ECpozk0kBrM2U462tt7fR5gbsX1TD63HCPgx11cHHUbIYRIF0+sDfc2O2b+OHZX/Yd2a+bHnDGjmXhm8h7kptB3gL+WVlTlYA7jfqymstxfWlG1EliD+eDjukFsO2B9JTB6ddsuq60O+DzeRI2DFynQcwgJmL0wCqZPS+h+Nt/7IF1NzQAUzJrBRKvHRX4SC3eC2WXryTe2hZbPPTyxxyWEGB4i614AFJd6yB03lknnnNXn516LnEEhzXpfxCnhPbRSfQAidSKnUA0+6OjVA6OPGhgARXPMQp51eSU0K7NuxYh8NyW7t3VLYMSSM3YMUz7/WZx5GZcsFEJkoea2rm4JjHMXT+KTb/4ktDz9SxeHEsKZqKayfGnE4olR3r8Js75W5Lp18W47GH0lMIwY6zOn/4vo1QMDoH3XnoQmMDrq6thy/0Oh5TnXXdOranmyvLVxP1v2momT4jwXpxw8MSX7FUJkltbt4VunMccfw+Jl/xfX53pOAZlpktFDSwxfkVOoOnKDPTC697joaxpVgMK5ZpmUbSPCPS+1ySNo2fRRrI8w+pgj2b/azI3NuPJLkrwQQmSMf725leZ28/n+rPGFTH37FdZ/uhMA9+hRTLs0vYp3Dgd9JTCO83m8PZPlChiVxPaIBIvWA6MtwYU8N/7lHvwt5qydhXPnMCGF3aSejMh4nnnYFPJyUpM4EUJklraIBEZ+P7OOBB1o7qB2u1nX0ulQHD5nTFLaJkS6SMQQEldhIXlTJrM9P/xAwTO1hOb/boq6feHcORx2521s+ftDONwuudgXQmQMwzB46NVNoeWLj5jK5p/+JrQ866orcBUW2NCy4S1mAqOstjpz+7oIAAKdneHp0CK0J3Aq1UZ9PVsfeDi0POf6q1GO3oXykqG+pYNn3gnflMjwESFELK07doZe58VZkydyTveDp42kKE+mcUw2n8frAG7HnP61HfhqWW31hoj3rwKuAbqAm8tqq5/yebxjgeVAPuZ89VeU1Va3WDMaHYs5ewrAZ8tqqyNnWhE9RA4hcQxyCAnA1AvPY9uK8Gx5c4ug+ZNNoeW8SRNo+9QcHz7pnDNxuN3M/MplQ2m6EEKk3Cp9D5/sbgKgMNfFIW/72LXXjH25E8Yz9eIv2Nm8YSs1d5rCFoEYxbESNROJEQhQe9OvMPxmkmTU4V7Gn3ZKQr47Hk+s3Uprh7lvbfIIFs4YmbJ9CyEyS/ceGPHV5vG9F66bcdyC8X1sKRLoXCDPKiL+feCW4Bs+j3ci8E3MpMTpwK99Hm8u8BNgeVlt9fHA25gJDoDFmAXJl1p/JHnRD3+0ISQDnIUEYMaXL+XT0VNCy+5/Lqd1mzXLtVIcdPNPcY8sodijMfWCzyeg5UIIkXp3vxjKr/OZBSXsvu/voeU53/xawidNECZJYAxjPadQDWqLSGD4W1vZt2oNO59+lq7mlgF9/47H/039O+8BoNwuFvz0xpRNEeQPGDy8alNo+ZLjZmbU9ERCiNSKrIGRF0dx4daOLlbWhmPlaYcmbyYl0c1xwH8BymqrXwOWRLx3BLCqrLa63UpGbAAWRn4GeAY41erJMQ9Y5vN4V/k83itTdQCZrPsQEqsHRsSQEeVyhnpm9KWh02C/20x8uPxd5Kx4DgIBAPImT2LMMUdy4qs+jnp8Oe6SEQk8AiGESI33NtexdoPZ28LpUByx8p8YnWYtjJJFC5l87mfsbN6wFncCw+fxjrMuCESGiNUDo2XLVgzD4KNf/JaXjlzKW1+9nvf/5wd88L0fDej7Iwt3zrzyy6HK46mwsnY3W/eZCZcR+W7OXjyln08IIbJZa8QsJPFM6/zqR3tCPbxmTyhi7kSZyjFFRgCRPSX8Po/XFeO9RqCkx/rgukLg/4BLgTOAr/s83oU9d6aUulop9aZS6s3Ozs6EHkgmiizi6YzSA8NVWBTXw4Jg7RiASY27cBqB0HLh7JkAKSv2LYQQyXDXC+HeF6dMceNctcJccDhY8OP/l7Ih9dmoryKeAPg83pMwp2FrAEb6PN6rymqrfUlvmRiyyB4YOWNG07FvPwAtm7fQWKuzdfkj3bbf8+LLNK3/mKJ5c/r97pYtW2laZ564jpwcZl715QS2vH8PrPwk9PrzR04nP6ffH2UhRJbqbGykq74BMMf154ztvxjnc++GEx6nLZTeFynUAERmixxltdVdMd4rBg5ErG+NWNcC3FZWW90C4PN4X8Ssq/Fe5M4Mw1gGLAN4/PHHY82+ljUCHZE1MHoX8Yyn/gVA7bZwAmNay55u7xXOmjn4BoqsJjVyRLr4eFcjL3wQrq21tOaF0Oup53+OEQctsKNZWSOe1NAvgOPKaqsXYZ7oNye3SSJRImcgyZ04AXdJCQCB1jb2vrIq6me2PvRoXN+9+4UVodejjzmy36rkibR2w17WrDOnNlQKLjp2Zsr2LYTIPG2RBTwnT+z3CXJ7p5+XP9wVWi6TBEYqrQLOAvB5vEcB70e8txY43ufx5vk83hLAA3wQ+RngTGAlMB941efxOn0erxtzmMlbqTmEzNV9GtVgEc9wzsgZR/0LgNrtDaHXCxd2751ZMGvGUJoospvUyBFp4b4V4Qepx88somCVlcBwOJh51eX2NCqLxJPA8JfVVu8AKKut3g5EL6wg0k5kDwxnXh4FM8KzdOx+/qXQ65FLFodef/qvp+lqbu73u/dEJDDGn3rSEFsaP8MwqHyqNrR8zpKpTB0j0xMJIWKLrH+RH0f9i5W1u0Nzuk8fW4g2Wcbop9ATQJvP410N/AH4ts/jrfB5vOeU1VbvBP6ImaB4EfhhWW11G+aDlYt8Hu8q4GjgT2W11bXAg8BrwMvA38tqq2tsOJ6M0m0WEmsa1WLP/FDPi9GHe+P6ng+3HQi9Pvbzp3arm1GszUtEU0V2kho5wnb7m9qpqt4WWi7bEc6Njz/1pLiuM8TQxNPvvsHn8X4DeAU4Adif3CaJRIm8EHHm5ZIzZTL1730AQGNNOAkw7ZLz6ayro/njjfhbWthy/8PM/MplONzRpwzs2LefA2+9ay44HIw76YTkHUQPz7+/k/e3mBdGbqeD60/XUrZvIURmahtgAc+HIgoEn7FokhQITqGy2uoAcG2P1R9FvP9X4K89PrMLs85Fz+/6X+B/k9DMYatbEc/ccBHPo554iMZanbEnHNvvd3xa18qmPeaDkByXg4NmjaP17j+j//J3jDiklJJFvUqRCBGvqDVyrGFmg6mRUwk4gZd8Hu+bZbXV3YaYKaWuBq4GePjhhxN/NCIjPbxqMx1dZl2fgyYVUvLAYwTHH864/Iv2NSyLxJPAuBT4EfBL4EOg3yzlIMeoTQf+ZrVJAVeX1VbrPo+3AvgKEBxEeU1ZbbUe5/FltcgeGI4ePTAiFc2by9SLz0e/2bzO+/i229n8t78z99vXM+3i82na8Ak7Hv8X405eyqglh7HnpVfAME/VkYcdSs7oUUk/FjC7df/h6XDi5ZLjZjJ5tPS+EEL0rXV7/AU813/awGvrzSFqDgXnHy3d3UX2CESZRhXMnkvxPlVcsy5c82LJ7NHk5TjJ8x7GUY8vT1xDRUKUVlS5Ma+9ZwK5mL2ZPgTuBQzMIVrX1VSWB0orqn4KnI157f6tmsrytaUVVXOjbZvEJkuNHGGrji4/D6/eFFo+de8HGFbid8RCSdCmSswhJD6Pd6r1cgLm044K4C5gXBzfO5gxar/A7Pa5FPgV8GvrI4uByyLGqEnyIk6BiBoYzvw8Cmb2vhBXbhcFM6Yx6ZyzcEVMZdbV2MRHP/8NH/95GW9ccgWb73mAt6+9gc4D9d2Gn6Ry+MidvvVstp7qFOW5uPpU6YYqhOhfZA+M/Ml934Q9sHJj6PUph0xi8ihJkors4Y8yhGSgVuvhBMbR8+O5ZBQ2uhTYV1NZfjxm/Zg/YfZK+JG1TgGfLa2oWgycCBwJXAT82fp8r22T3F6pkSNs9eiaLexrNOPkuHwHM6ruD703+9qvSo/NFOmrBkaF9fdfgDutv4Ov+zOYMWrfAZ62tnERrrXhBW70ebyv+jzeG+PYt7BEFvF05OZSMHN6r20KZ87A4XbjLi5myX3LmHL+58idMD70/id/+gtdjU3m9zU3s/2Jf7Nv9Wuh98efujR5BxBh3Y4G/vZieLqib5/tYWTh4C6uhBDZpfGjdaHX0eJg0IHmDp6KGNf6pRNSNzW0EOmg+zSquX1sGePzAYM168MJjGM0SWCkuUeBH0csd2Fed79sLT8DnIp5Xf9cTWW5UVNZvgVwlVZUjYuxbTJJjRxhm817mrr1BD9u0+uhKaLHn35KSofUZ7uYQ0jKaquDCYzKstrqquB6n8d7QRzfO+AxamW11Xut79eA32P24gB4GDPT2wA84fN4P1NWW/1U5M5kjFp0vXpgRBlCUjg3PGVqsTaPg37+IzobGll74Zdp2bS51/Yf//EOjE6zt96IhaXkT52ShJZ31+UP8ON/vEtXwOy9d9isUVwg3bozlkyDJlKpY38drdu2A+YT5aJ5c2Nu++QbW2nrNC9GFkwZweJZo1PSRiHSRbdpVHOi18HqS+32eg40dwIwpiiH+ZOkAK6dNE0LXR9blum6viy4UFNZ3gRQWlFVDDyGOWT89zWV5cHhEpF1JPZFfE9wvYqybdJIjRxhly5/gO8/+DatHX4ApjraOPqdZwFzeukFP/iunc3LOjETGD6P9zOYNwYX+zzeo63VDszuYY/0872DGaOGz+M9CfPG5ktW/QsF3Bq8IfF5vE8DhwHdEhgyRi26yB4Yzrw8XIWF5IwbS8eevaH1RfPm9Pqce0Qxi26vZO2FX6arsQlHbm6oIGigLXxxM/GsXr8PkmLZ8+v5YGu4cOfPLjgUh0O6aEHM8avbgCpgvbXZHTWV5f8YyPjVaNsmsNmhIWZWF9BbsLqdRgwxWwLkYXbx9BGeBu1en8f7fcwExx8IT4O2N8p+hKD+/fBDtWKPFvOmzDAMnly7NbR88bEzpSuoyDrRplEdiNXrug8fkd/V9rKSFcv62qa0omoaZs+G22sqy5eXVlRF3tT3rCPRc30gyjohhp0/P7uO96xJBFwKLlp5LzkB89Z23v/cQO546W2WSn0V8XwXGINZ9CZYdyKA2SOiP6uAcuCRGGPUfunzePMwb7g8wAdW8uI24Iyy2urgo/8R1nseoBk4GfNmTcShZxFPgIIZ07snMObOjvrZwlkzOfyBu9nxr6eZcGYZ+s3/S/27Ef8ZlWLCmWVJaXek9zbXcadvfWj5ujPmM2dCcR+fyDrB8atfKq2oGoM5x/nPgcqayvJQ7Zke41enAf8EDic8fnVFaUXVnZhjXTfH2DZRug0x83m8UYeYAe0+jzdyGrRfWds8A/zK5/HeRngatAnA3WW11RIfRDcNEQmMEQtLY25Xu72e9TvNjjx5bgdnLJJp0ET2iVXEM17d6l/I8JG0V1pRNQF4Dri+prL8BWv126UVVUtrKstXYNaMeAlzuPf/llZU/R6YCjhqKsv3llZURdtWiGHlxQ92suz58L3I6etfYmrDTgDGl53MlPM/Z1fTkipZRX4T8ZA0Zg2MstrqrWW11fcBpWW11fdZf+4HdsXxvYMZo3YrkAPc5/N4V/g83r9YPS9+gBkQVwI1ZbXV/xnoQWar7tOomgmMwh7jvyOHkPRUNH8u8797AyUHH8SEM7onK0Ydvpi8JGcb2zv93Lj8bfzW0BHv7NFceVLs7t9ZKtb41bNLK6peKa2outvqGjqQ8auxtk2UqEPMYrwXzzRol2J2D/26z+PtVf5ZKXW1UupNpdSbnZ2dCTwMkQnq3wsnMEoOiZ3AeHJtxJzuCydRlDfw7vNCZLruQ0gG1gOjsbWTtzbuDy0fIwU8M8EPgFHAj0srqlaUVlStwBxG8rPSiqo1mNflj9VUlldjXoevwXyocZ31+e/03DbF7RciqbbsbebGB8P1XbU9Gzhl/SsA5E2exEE3/2Q499ZMeJHfPrYdkHimUf2pz+P9OmZgKgDWAbGvAhn0GLVDY3zX/cD90d4TfYvsgRFMYETOROLIyaFg+tRen4tmwumnsO63laHliWcnf/jIX55fH5pLvjDXxa8vOQxnFnZH7WsMa4zxq7nAXTWV5dWlFVU/BH6K2a0z3vGrsca67iExZBo0kVQNNbV8csddjDnuaBre/yC0vmThIVG37+gK8PTb4QTGuYdHn3JaiOHOP4QeGCs/2k2X3wyxB00tYXxJXkLbJhKvprL8BuCGKG+dGGXbm4CbeqxbF21bIYaLW5/6kKZ2s+7FqJYDXPbuP3Fg4BpRzMI//Ab3iGHdK/xRuicloxX5PQ1zpMZz1v3EltKKqlgPSWNuW1NZPqB7jHgSGGdidhf7A2Ym5faB7EDYp9ssJPnBISThC/PCObNQTmdc35U3aSJjjj+WfStX4SoZwfiykxPb2B427Gzk7ohZR75T7mHK6OyczrC/MaxRxq+OrKksD587OIMAACAASURBVI5DfQKzl8K/iH/8asw6NQky4CFmhKdBu5fu06A97PN4F2P2JjsOuC+B7RQZqvamX9HwwYfseWFFaJ2rZAT5MRK2/31ne6jw4MSReRwxd2wqmilE2onsuTnQBMZLH4Q76J5UOjFhbRJCCDvsaWjj+fc+xew8AJe9+xhH/vpHjFq8iJwxowc91XS6sKnIb0IekvY1jWrQPms8erE1U0B23kVmoMiCm8Hp0EYffQQ548yL80mf/cyAvu/g3/4cz00/4PD77yJn1MjENbSHQMDgZ4++F3qSs2jmKM4/SmYdiSZi/Or/q6ksD9Z/eLa0ouoI6/UpQDVmAuD00ooqR2lF1XSs8atYY12tbYOJgVjbJopMgyaSxt/SSsMHH/ZaX3JIadRunpt2N/HLx8O9NM5ZMk0KD4qs1a0GxgCGkHT6A6ysjUhgHDwhoe0SQohUW/7kG/it5MWs/Vs49cvnMOnsM8ibNDHjkxdgPiDVdX1JxJ9eD0uth6QvAffXVJYvZ2APPpP2kDSeHhjbfB7vlUCzz+P9NWbmRGSAaD0wXIWFHPffJ2nbtZvCWQNLCuSMGsnUCz+f0DZG88iazaFxtC6H4qbzFw7LG4q2Tj8NbV3kuByMzB/0ePvI8avBWhgVwK2lFVUdwE7g6prK8obSiqrg+FUH3cev/rW0oioHqMUc6+qPsW1CyDRoIpka9fVR14+IUv+iub2LG+59k6Y2cwTTlNH5XL40emFjIbJBoCOcwHAOoAfGmx/vo9E6jyaPymfBZLlUFEJkro6WVh57Yxu4iwA4PbeOWdf80OZWpVaSivxG3XagbYsngXEN5kwEjwKXAxcOdCfCHoG23jUwAJwF+QNOXqTKzgOtVD5VG1q+8uS5zBsm88h3+APUt3ZyoLWT+rZOWjvDiclDJo0YVBKjj/Grx0TZ9ibiHL8abVshMkHjhx9FXR+tgOcdz65jgzXzSK7LwW2XH05JQeY/VRFisLoPIYm/B8aLH+wMvT6pdOJwLmonhMgC/7xtOfvd4wEo7GzhSz+4IhvjWrSHpDcAf4zzwWfSHpLGTGBYswKcA9SV1Va/ZK17FHOqU0liZAB/5BCSvIHP555qhmHw88fep7ndfIoza3wh15bNs7lVg9fpD1Df1kl9axf1bZ00d/hjbhswpLakEInQEJHAcBbk429ppWDWDEYffUS37fY0tLH81Y2h5R+edwieqSUpa6cQ6Wgw06h2dAV44f1wAuNkGT4ihMgwLVu3seOJKkYuWkjerFn8fUOXWZkBOHNaDiNnTLG3gTZIVpHfRDwk7asHxoOY1UYn+TzeUmAjcDdmAkNkgG5DSPLSvxr4Wxv38/KH4TG0P7vgUHLd8RUZTQcBw6CxvYu6lk7qWjtCVYtjcSgoyXMzvjiX0fLUV4iEaKwNJzAW3XEr+VOmkDtuLI6c7j2clj2/nvYusxfUQVNLOO9ImXlEiMghJPHWwHh0zWZ21ZvXGyML3XjnjElK24QQIhl2Pfs8NT/8Of5mc+bDtYtOY8sksyOzy/Bz1ZVldjZPRNFXAmNOWW31Ep/Hm4NZBLAdOMkqnCcyQCByGtX89E9gPLAy/DT03MOn4Z2d3hdBhmHQ0ulnf0sndS0dNLZ3EeinI8WIXBcj892U5LsZkesalrU9hLBLoKODpvXh2YuKF2hRpzjbUdfCo2u2hJa/eaaWjV1DheilWwIjjh4Yja2d3PHcutDyVafMw+2Mpz68EELYb+Oyv7HhD38OLTfkFPH42MWh5csWjmLq2CI7mib60FcCowGgrLa6w+fxOoDTymqr96emWSIRuvXAGMBYVjvsqGvp1gX1yyembyG95o4u9jZ1sKe5vVsdi2iKc12U5LnMhEWeC5dDLuyESJam9R9jdJk9n/KnT42avDAMg189/gGdfvPcXTRzFMctGJ/SdgqRrgY6jerdL26grtlMekwZnc8lx81MVtOEECKh9rz8arfkhXI5+deC02hzmw99JxotXH/pWXY1T/QhniKeALskeZF5uk2jmqY9MAzDoL6lk/tf2Yjf6r5w5LyxzE+jCubBnhZ7mzrY29xBS2fsoSF5Lgcl+W5G5bsZme+WJ1FCpFBDTbiD4IiDFkTd5oGVG3mpJjxU7YazFkjvCyEs/vbIWUj6fvDx6JrN3P1iuMfTN89cQI4rc4Z9CiGyR1dzC5/++2ka9fW0bd9B3uRJ7H72hdD7o47w0n7996h+KHwd8aPzDsmooezZpK8ERqnP410OqIjXAJTVVl+S9JaJIfPHmIUkXezY38I1f32dT3Y1dVv/pRNm2dSi7tq7/Oxu6mBXYzutMZIWDgWjC3IYXZDDyHw3uS5JWAhhl8gZSIqjJDDe21zH76s+DC1/6YRZHDF3bEraJkS6MwIBjM7O0LJyx54Z694VH/O7f4fPpUNnjOKsw7KvyJ0QIj0YhoG/uRlXUe/hHp31Dbx+wZdo3bIt6mdzJ4zH8/tfc/Hf3gutO00bzUnHH5S09oqh6SuBcUHE6zuT3RCRWEYgMOjp0FJh54FWrrxjDVv3tXRbP21MASd67Ktg3ukPsK+5g91N7dRbc9r3FExajCvMYVRBDk6pYyFEWmiIKODZswfG5j1NXHf3Wrr8Zk+v0mklVHxGLk6ECOpe/yI3Zs+ktRv2dktelE4t4c9fOVxqOgkhbOFvb2ftRZfT/PEnzLrmK8z++lW0795D44cfMXLxIj78yc0xkxfK5WThH37DA+/s42PrgWpBrpPvX7g46vYiPcRMYJTVVr+cyoaIxOqZvFBpUnuhtaOLp6q389cX1rN9fytgJgRGFLgZVZjDjz+/MOUXQQHDYH9LJ7sa26hr6SRaHU6HgjEFOYwpNHtbSNJCiPQS6Oyk6aP1oeViTziBsaehjav+8hr7m8wbtBH5bn7/JS850mNKiJBuU6jmRO990dzexY8efie0vHjWaO646giK8mL31hBCiGTat3I1TR+ZxYQ/+dNfqH/3ferWVhNob0e5XRid4QeSs665kuKDPLRs3kLb9h2MLzuZV/yj+eMz4bh23ekaE0bmp/w4RPzirYEhMkw6Dh95Y8NevvvAW+xpCCdXXA7FrVcs4aTSiSlvT1unn52N7exqbKPDH336kJH5bsYX5TK2UJIWQqSz5o2bQk+Q8yZNIGf0KMBMXlx5+5pQwjTP7eD2rx7B9LGFtrVViHQUT6/NW6o+DJ1LI/Ld3HKZV5IXQghbNUQMHwUzoREUmbyYeuHnmfut67pt++w7O/jRA2+FlhfNHMUXj0+PoewiNklgDFP+iClUHTYX8DQMgwdWbuR3//4wVKgToDDXxa8vWZSy5EWwGOe+5g72tXTQ1B69rkVxrouxhTmMK8ohVwqSCZERotW/2NPQxhW3r2bjbnNud6dDUfnlJRw2a7QtbRQinXUbQpLTewaSh1Zt4h+rN4eWf/C5gxlfkh4PSIQQ2asxooB3JPeokXTWHQCgSJvH/O9XhN4LBAz+9KzOX3zhnpvzJ43g9q8eIQX4M4AkMIapQGQPDBvrX+yoa+Gnj7zHan1PaN3oohy+cvJczjtyOiPyk/vkxjAMGtu72NdsziDS1hV92lO3UzGxOI8JxbnkS8VhITJO5BOYYs8CuvwBbrjnzW7Ji99dupgTD7Kvxo4Q6SxyBpKeU6j+5+3t/PLx90PLpx4ykc94pWinEMJ+kb//x550Ap11B5h87meY8oVzaVq3gaZPNjJu6fGhHulb9zXzk3+8y9oN+0KfmzGukGXXHElJQf/TRwv7SQJjmPJHTKFqRw+M1o4u7n9lI399YT0tET0dDpk+klsvX8LEJI4ta+8KUNfSwf6WTurbOukKRB8eojCHiEwszmV0YQ4OmUpRiIwV2QNjxEELWPb8et7dXAdYyYsvLeb0Qyfb1Twh0l6sISQfba/nB8vfwbB+lS6cPpJfXXKYTD8shLBd2+49dOw1ExHOggIW/emWbnX/ij0axR4NgMbWTh58dSN3vbCB1o7wvckx2jh+d+liRhZK8iJTSAJjmArYUAPDMAxqt9fzn7d28NRb27rVulAKLjthNt86OznzxLd3+dnX0smepnYaYsweAuBUilEFbsYU5DCqwC3dxIQYBoxAgMZanY9HTeediaW8sCmH/9SEu4V+40wtrZMXhmHQ4Q/Q1hWgvStAR1eA1k4/bV0B8lwOZo8plBo8Iukii3g6rSEkHV0Bblz+Dp1+s/fi7AlF3HHVkRTmyuWjEMJ+kcNHij3zo05aYBgGD6/ezB//8xENreGpoh0KvnrKXK4/Y4H8js0w8htomIqsgeHMS94Qko4uP+9uqmP1uj38951P2bK3udc2cyYU8bMLDk3YuHN/wKCpo4umti6aOrpobO+itTP60BCAHKdiVH4OY4tyGJnvlp4WQgwjHV0BfCveZ9nBF7BhjFV46/3wkDXv7NFcedJcm1pnCgQMKznhpytg0Ok3aOvy09rpp7UzQFunP+rsR0FFuS4mjZBaAyK5Ah29e2Dc8dw61n3aAECuy8EfrzhcnlImgGEYGIBhmK8DBvgNw1xvmLOj+Q3zesdvGAQCBgHC2wa3K8hxMrYwR3rDiKzVEKX+VaQuf4BfP1nDw6s2dVs/b2Ixv7hoEYdMH5nsJiZNR1eA5o6u0LVEh9/8EzAMFIrCHCczRhUMyxnXJIExTPkju4ImqAdGc3sXH2w5wCe7m9i4q4mabQeo3VZPe4y6EmOLc7nuDI3zjpiGa4A9HQzDoCtg0NLhp6XTvNBv6fCHnkr2pyTPxWirl0WB2ym/3IUYRto6/Lzx8V587+3k+fc/pb6lE8b0rho+It/Nry85LKlPVvwBg06/2XOi3W/2nujwB2jp8NPW5aejy7wBGSynUhTL026RApE9MNpyC/jZo+/xyJpw0c5vne1h1vgiO5qWEoZhnqv+gHn9ETxtA9b1iD9gJg8ChmEmGELJhWDCwVrXYzszIQEG4eREjJGtgzJ/XCETiiXBKbJTg9UDwwACcxdQ/ck+arfV88bH+9B3NLC3sb3bcJHpYwu5pmweZy+ekra9sIPXFR3+AJ1+83VnwKC9y29ea1h/Yg2RD2ps7yLH5WDGqIIUtTx1knJV5PN4HcDtwKFAO/DVstrqDRHvXwVcA3QBN5fVVj/l83jHAsuBfGAHcEVZbXVLtG2T0ebhJtA6sCEkHV0Bmto6aWjpZF9TO3sb29ld3xb6s2VvMx9uq+/3ZCnMdXHKIRM5c9FkjtbGhYJD5C97v/UEstM6MYMzk3QGAjRZvSk6AwEGcs2vFJTkuRlT4GZsYe6wzDbGUlpR1et8q6ks39D3p+wj8UH0xTAMWjv8NLV1UdfcQXO7OSSsrqmddzbV8fam/XywpT7UpT2SIxDgpOIWTjj7GJwOxZFzxzJ5dHy/uINPNEMxKmDQ5Q+Eekx0hC4mwhcU5pOOxBy326HIdTvIdTrJdTnIcznIz3FSnOsa0kWWxIfMjw+B0A11+KY6eDMc/JkNBIy4bowN6wuCN9LBHgAGsLeulT0Fo3l34kG8UnQ8DRHJi8PnjOHSBEwtGHw4EZkc8BsGmP8LH0+wbYQTBAGr4cHtgsfrt4499O9l9V6I/PcKrg9EHHfwuiSYXEhkUiGVFINP0Ep8yPz4MNwZhsH+pg4+PdDKrgOt7G5op66pnfqWTnY3tFEbOJj6kw6nOacA/2vAa6tjfteZh03mlxctIjfJxfqDMTUYm4KJza6Iv8N/ul9TDPWhR09DeQCSzvEhWY91zgXyymqrj/Z5vEcBtwCfBfB5vBOBbwJLgDzgVZ/H6wN+Aiwvq62+1+fxfh+4xufxPhRt27La6vbeu+zfSn032w+0MYRYbzIMAm1tBKJcQKcLwzUJbr0HgF05OdS8viXU9TD4VCAQCF+wB88VFfo/04gRuYwoyWPe9JGcsngKSplvK6VwOBQOBbluJ0V5LgpzXRRYJ0rAgOptB3p9f6IUuJ0U5booyrX+znFl8/i1c4G8msryo0srqrqdb2kqLePDaxv2snFfC9JZZ2iMQMAsIhww42Pw1DcAwwouBgpDQQBlPjVBRbwXW2FRDscdPJHjDu4+9bI70EVJeyMl7Y2MnncoOWNGYRgGe9s62buj3vxOAwIRN33mTVD4CWoiLxiiyXU5yHU5yHE6cDmUmaRwO8l3O8l3O3BFGbebIBIfEhAfXn75XTa3KRzu8MxZsX5i+vpJMlDmz7sixs+86nXOpOy+esRM+P0dzFIwB/OXvVKKUYU5zB5fxAc7G8LDFwifRwTPK6vR4fb22M5I/nmWaRzKTEA4HOBQqteyUymcDvNvpSK2UWbaojDXxZiCIc3mJvEhAfHhnc111O5s6L+3r2Hgb2vDSOP7h2QwYr42/72ixUQj4vqgJ0eOk1E5TkaNzEObfmK/+3c5HUwZnc/U0QWsizLU3egRl4yIF2ZbjG6xLRzrwtcUweuLRPew6otDQWGOi4Ic81oieI3hUGYb813OoT7QTdv4kKwExnHAfwHKaqtf83m8SyLeOwJYZQWJdp/HuwFYaH3mV9Y2z1ivP46x7RsDbVBnl59mv8GUcYWDPaYehm83yqGIZ3hHvBwK8t1OCnKcFFgX+gU5TvJczmxOVkQTOt9qKstfK62oWtLP9nZLu/gQCATY29rJ1ITFh2xXbMM+xwHQArREFOlKNgW4nY5uCYocp4M8t4MCt3nx4HIoO4exSXwYYnwA2FcwklnTsvf3fnOnH1J3WtnGocDlUDgd5k2AuS6cRHCGEg1mIsHpMN8LrnM6CCUduiUbFDjonYRIAxIfEhAfNuxtZuq4eOND9sYRux3oo8h/OgleV+S4FDlOB26HA5fTfJ3ncpDrMpMVbmfSry3SNj4kK4ExAqiPWPb7PF5XWW11V5T3GoGSHuujrYtc341S6mrgaoCHH344aoPcLicNzR0U5slYYru4HCp0IeB2KtwOhdt6Gon1S70wx0lhjiuUQUyTX/C20jQt9PNtWabr+rKI5V7nW2lFlaumsjxdI3XaxQeHw0FTayclUpwuqykI3ai4nAqXQ+FyOnA7FDlWcsKMXQ7z4sJpxjM745TEh+THB4CmfQcYN0ZuPBLBafXeBPOm3uFQoZ5vDuv9YA8Dh8Ls7Wnd/CsVHjIR/B6zd4LVY4RwgsChVLcedT3XB3s4BK81huM1h8SH1MSHzi5/zPdEdgpeT4QSndb9TzBBal5fmMvuHtcZqXrokcnxIVl38w10fwTnsIJLtPeKgQMR61ujrOu5bTeGYSwDlgE8/vjjMTvufO6wyby1qY6OBPQS6GxqpGN/3ZC/J9lyRo0it2QEyrogd1pdl93Bk8TpINfqvhzzXFHdR1iq8Grrb2UNKzEvLMwLg8jXw/PCIFWsYLKsj016nW/pEFz6kJbx4Qveqby1uY72DrkQGQrlgI59+/E3NpnL1s2CEzNGOJXCqcDpAJf1tDPXaa5DmTcwg+lgpdw5FM2ZhSNymuaI2KWs71YRNzWhp6bBm6QMjFESH1ITH754ailrVtfQ0mZ2Qwj+fgsKDr+0foxjjlR1KnNmLFfwZtw6Jxw9vit4o+1U5mdS+aOZO2E8eePGWo3p/vs/cvhCcEgpweSC1fju1wvhf6fgBb1cC6SOxIfUxIcLD5/GO1sO0BzHE/6O+nq66uv73W6oZ0k6nWXBc96husfHyDjncpixrvs6hdvR/zVBzqhR5E2Z1Hcb+m9kXPc6EZuH4lvwdbDtmXLPk8nxIVkJjFVAOfCINUbt/Yj31gK/9Hm8eUAu4AE+sD5zFnAvcCawso9tB8XtcnLk3LGD/XgP4xP0PUIMWeh8s8aovd/P9nZLy/jgcjo4YvaYwX5cdCPxMY1IfEhAfHC6XBx3wqGD/bgQ6UriQwLig8PhYPHM0XFuLb8fRcZI2/iQrKphTwBtPo93NfAH4Ns+j7fC5/GeU1ZbvRP4I2YAeRH4YVltdRtwM3CRz+NdBRwN/KmPbYUQYU8AbaUVVaHzzeb29EfigxCpI/FB4oMQsUh8kPggRCxpGx9Uz8qrme7xxx83zjvvPLubIUQipX8/tAwh8UEMQxIfEkTigxiGJD4kiMQHMQxlbHxI2rxtQgghhBBCCCGEEIkiCQwhhBBCCCGEEEKkvWE3hOTFF18M7N27t9XudgiRKC0tLS2XX375OLvbMRxIfBDDjcSHxJH4IIYbiQ+JI/FBDDeZHB+GXQJDCCGEEEIIIYQQw48MIRFCCCGEEEIIIUTakwSGEEIIIYQQQggh0p4kMIQQQgghhBBCCJH2JIEhhBBCCCGEEEKItCcJDCGEEEIIIYQQQqQ9SWAIIYQQQgghhBAi7UkCQ4h+aJqm7G6DECI9SXwQQsQi8UEIEYvEh8GTBMYQaJo2RtM0r6ZpI+1uS7Jpmvag3W2w0bN27FQCW2aT+JA1JD6IAZP4kDUkPogBk/iQNSQ+DJLL7gZkKk3TrgT+H/AhsEDTtJ/quv5ICvY7BpgJfKzr+oFk7y9CnqZpC4F1QABA1/WOZO5Q07QHdV3/YjL3EacDmqZ9FtAJH/u6FOz3WeC0FOxHJJjEB4kPKdivxIcMZVd8sPZtR4yQ+CDxQcRJ4oPEhxTsN+PjgyQwBu9a4FBd19s0TSsEXgSSGmDsDGrAfOBfEcsGMDvJ+0x5UIthHPCtiGUDODkF+7UrsImhk/gg8SHZJD5krpTHB7A1Rkh8CJP4IPoj8UHiQ7JlfHyQBMbg7QM6rdetQCoylbYENQBd1w9JxX56sCOo9aLr+kmapo0D5gDrdF3fn6Jd2xXYxNBJfEg+iQ8SHzKVHfEBbIoREh8kPogBkfiQfBIfMjw+SAJjgDRNewjzP/Q4oFrTtNeAxZhBJtnsCmpomnYOcB3gBhQwRtf1hcncp01BrRdN074GfBuoAQ7SNO0Xuq4/kOz92hjYxCBJfJD4IPFBxGJzfACbYoTEB4kPon8SHyQ+SHyInyQwBu7OKOseSuYO0yCoAfwE+AZmhvYloCzZO7QjqMVwNbDQykoXAC8DSQ8wdgU2MSQSHyQ+SHwQsaQ8PkBaxAiJDxIfRP8kPkh8kPgQJ0lgDJCu6y8DaJpWjDlWbBLwNPBeEndrS1DrYZ+u62s0TbtW1/V7NU27IgX7THlQi2EX0GW9bsXMUqeCLYFNDJ7EB4kPSHwQMdgUH8D+GCHxwSTxQcQk8UHiAxIf4ibTqA7e34BPMMdR7QTuTtaOdF1/2Qpsb2GeZJcBY4DtydpnFO2app0AuDVNOx0zsCbbPl3X1wDoun4vMDUF+4zGAbyjadoyYC0wUdO05ZqmLU/yfu0KbGLoJD4kn8QHiQ+ZKmXxAdIiRkh8kPgg4ifxIfkkPmR4fJAeGIM3Rtf1v2madqmu66u11Myp+zfgGeBEzIB2t/U6Fb4GLABuBn6Bmb1MNjuCWjS/jHj9IJBParrWBQPbauAwzH+H5QC6rl+Sgv2LwZP4kHwSHyQ+ZCo74gPYFyMkPpgkPoh4SHxIPokPGR4fJIExBJqmLbD+ngr4U7DLlAc1TdOmRyyut/7+drL3a7EjqPUS0a1vNuaYuUt1XZ+Qgl3bFdhEAkh8SDqJD2ESHzKMDfEBUhwjJD5IfBCDI/Eh6SQ+hGVkfJAExuB9E7gH8ACPAV9PxU5tCGqbrD87reVgQDOAY5KxQ5uDWi+app0FXA8cC/wGWJSK/doY2MTQSXyQ+JBUEh8ymi3xAVIeIzYh8UHigxgoiQ8SH5JqOMQHSWAMkKZpU3Vd36br+gfA0SnevR1B7QvAhUAe8CjwuK7rLUne5yZSHNSi0TTtO8DlwLvALYBD1/Vfp3D/tgQ2MXgSHyQ+pHD/Eh8yjM3xAVIfIyQ+SHwQcZL4IPEhhfvP+PigDMOwuw0ZRdO0F3VdP9l6fWMqfuCCQS3Z++mnDSWYweZcYD+wXNf1Z5O0r/NIfVCL1o5PMSsx36Pr+vuapv1H1/WzUrDfyMB2D/BdXdfPSPZ+xdBJfJD4kIL9SnzIUHbEB2tftsYIiQ8SH0T/JD5IfEjBfodNfJBZSAYuckxYqqbd+XvwhaZpN6Zon93oul6v6/rdwK+AAuDeJO7rcV3XL8SshJwL/EPTtPusQjupNBN4E7hNM+fFnmYF2mT7H8AH/FbX9ReAQAr2KRJD4oPEh2ST+JC57IgPYHOMkPgg8UHEReKDxIdkGzbxQRIYA2dHlxW7ghoAmqYt1DTtN5qmvQtcA9wFTEn2flMZ1GLsv13X9eVWRvxS4D/Au5qmPZbkXc/EnsAmhk7ig8QHiQ8iFru6vNoWIyQ+SHwQcZP4IPFB4kOcpAbGwI3RNK0MM/kzWtO004Jv6Lr+XJL2ads4H03TaqyXD2FmLINVaucC65K434XAJcCZwNuYQe3CZO2vP7qub9A07VbgB8A5Sd5XO7AcWK5p2lzgKszA9qau619I5r7FkEl8MEl8SN6+JD5kLjviA9gUIyQ+mCQ+iDhJfDBJfEjevoZNfJAExsC9hfmDD+YP/sXWawNIVoCxK6gB7ME8tlOAk611ylp3cqwPDYVdQS0OD1rZ0idStcNUBjaREBIfJD5IfBCx2BEfwL4YIfEhTOKD6I/EB4kPEh/iJAmMAdJ1/YrIZU3TJum6/mmSd2tXUEPX9aWRy5qmTdZ1fUcy94kNQS1OSZ0Tuw8pD2xicCQ+SHywgcSHDGFTfACbYoTEh24kPog+SXyQ+GCDjI0PksAYugdJ8g+9jUEtmgdI/vEujVxOUVCLR7LHpsViV2ATQyfxIcEkPvQi8SFzJT0+QFrFCIkPqSfxIXNJfEgwiQ+9ZGx8kCKeQ2fHf/wHbdhnkB3H+4AN++xF1/U/27TrR23arxg6iQ/JJ/FBZCrbnrrZtF+JD6kn8SFzSXxIPokPGUp6YAydHVkzOzNmWXO8keMAe0rmuEBN087Xdf1RTdMKgZuAwzRNmw7crOt6U7L2K5Iia84XS9Ycr8QHkQDZ9tRNq+xxGwAAIABJREFU4gMSH0TcJD4kn8SHDI0PksAYIpuyZrZlzLLseK8ClgAv0T3IJbu2wNcwj/k24BPgG5jj9ZYRHqcoMkCWnS/ZdrwSH8SQZNtTN4kPgMQHESeJDykh8SFD44MkMAbIjqyZnRmzbDveHi4CVgC/1XVdT+F+g+bpuv5V63Wtpmnn2dAGMQDZdr5k2/H2IPFBDEi2PXWT+CDxQcRP4kOYxIeky/j4IDUwBu4q4C+YP3wXR/y5KIn7/Jr1921AHWbGbBtmxizZsu14Q3Rd9wNfBnI0TUvluTJf07RvA52aph0GoGnaEiA3hW0Qg5Nt50u2HW+IxAcxCHacL2DfOSPxQeKDiJ/EB4kPyTZs4oP0wBg4O7NmdmTMsu14QzRNmw1UYnbz6rKCzPvAt3VdT+Z80eXAYsw5qRdqmvYJ8CfCgVekr2w7X7LteEMkPohByLanbhIfJD6I+El8SB2JDxkeH5RhGHa3IeNYP3iFQI2u64EU7G8bcAtwNvBdXdfftjJmt+m6fmwK9p9VxxvRjheBG3Vdfz1i3VHALalsh8gs2Xa+ZNvxRrRD4oMYsFSfL9Y+bTtnJD5IfBDxk/iQXBIfhg/pgTFANmXNbMuYZdvx9pAXGVwAdF1/TdO0pO5U07SXiNGdS9f1Y5K6czEk2Xa+ZNvx9iDxQQxItj11k/gg8UHET+KDxAeJD/GTBMbA3UX0rNk9QFKyZrquvw28DdwdsfqoZOwrimw73kjvapr2N+C/QD1QDJwFvJfk/X4f+CvwOaAryfsSiZVt50u2HW8kiQ9ioFJ+voCt54zEB4kPIn4SHyQ+SHyIkyQwBi7lWTObM2bZdryRvg6cCxwHjAAagKeAJ5K5U13XX9c07X5goa7rSd2XSLhsO1+y7XgjSXwQA5VtT90kPkh8EPGT+CDxQeJDnCSBMXB2ZM3szJhl2/GG6LpuYAaTlJ/kuq7/LtX7FAmRbedLth1viMQHMQjZ9tRN4oPEBxE/iQ8SH1Kx72ERH6SI5wBpmqbonTVbBTxh/UAma7/fBTakOmOWbccrxFBk2/mSbccrxFDYdb5Y+075OSPxQYj4SXyQ+CDiJwkMIYQQQgghhBBCpD2H3Q0QQgghhBBCCCGE6I8kMIQQQgghhBBCCJH2pIin6EXTtKXAI8CHgALcwK26rj8SY/vpwKG6rlelrJFCCFtIfBBCxCLxQQgRi8QHkSjSA0PE8qKu60t1XT8ROA34f5qmLYqx7ckkcY5qIUTakfgghIhF4oMQIhaJD2LIpIin6MXKkF6r6/pFEeuuBmYB44BpwBjgGeAmoAYoAK4HNgJ/xMys7gOu1HW9PoXNF0IkkcQHIUQsEh+EELFIfBCJIj0wRLx2AYcBr+m6fjrmtEdf03XdD/wGWK7r+r8x51e+Ttf1pcB/gO/Z1F4hROpIfBBCxCLxQQgRi8QHMWBSA0PEawawGjhc07STMOdrzo2ynQe4XdM0MMe2rUtZC4UQdpH4IISIReKDECIWiQ9iwKQHhuiXpmnFwFVAPXBA1/UvArcABZqmKSBA+GdJBy6zMqTfA55OfYuFEKki8UEIEYvEByFELBIfxGBJDQzRS48qwX7Mnjq3YQaPh4FGoBlzrNopwHhr/U+B9ZjBx2l93Vd0XZcsqRDDhMQHIUQsEh+EELFIfBCJIgkMIYQQQgghhBBCpD0ZQiKEEEIIIYQQQoi0JwkMIYQQQgghhBBCpD1JYAghhBBCCCGEECLtSQJDCCGEEEIIIYQQaU8SGEIIIYQQQgghhEh7ksAQQgghhBBCCCFE2pMEhhBCCCGEEEIIIdKeJDCEEEIIIYQQQgiR9iSBIYQQQgghhBBCiLQnCQwhhBBCCCGEEEKkPUlgCCGEEEIIIYQQIu1JAkMIIYQQQgghhBBpTxIYw4BS6nKllBHHn3PtbqsQw03E+XdTP9sZSqlNQ9iPoZR6p8e6+Uqp8wf7nX3s61vW/i7vZ7uZ1nYrYryvlFJ3W9t8qJQab63fpJQ6kOh2D4RS6kmrXTPtbIcQ6UgpdVOM64gGpdTbSqnvKaXcadC+c63lYCx60q42CWGHiHPhJaWUirHNyL5+V8exjzyl1Hd6rLvX+s5Fg/nOQbZjhbXPkanaZ5Q2xHV9JJLLZXcDREK9DKzo4/2PUtQOIUTi/QzYGVxQSh0KrAXuAB61q1H9uA24EtCBkw3D2G2tvxXIs61VQoh4/QsIJk6dQAlwPPBb4CjgPJvatcL6W65rhDAtxfx9e3cSvvtlQANuScJ3CzFgksAYXlYYhnGT3Y0QQiRelHN7FJBjQ1PiopT6NfANYD1m8iKUfDEM41bbGiaEGIgnDcO4N3KF9ZT338DnlFInG4bxYqobZRjGCvp+YCNENvqdUuopwzB2Jfh7JyT4+4QYEhlCIoQQIqGUUj8Gvg98DJxkGMYOm5skhEgQwzAM4B5r8UQ72yKECHkb88HGH+1uiBDJJgmMLBMxVu4UpdTrSql2pZSulCqy3j9WKfW4UupTpVSHUqpOKeVTSp3U43uCY99GKaXuUErtVEq1KaXeVEp9Psp+C5RSP1NKfaSUalFKbVRK/VkpNa7HdjlKqRut8fJtSqndSqkHlVKzk/svI0RqRYzZvkkpdY5Saq1SqtX6mf+rUmpsj+1DNTCsehsvWW/dYL23NGLbxVaNh33Wd76jlLo22vhYpdRnlVJrlFLNSqmtSqkfYnYVH+xxfRv4OfAJZvJie5RtutXAUOE6Iqcopf5HKbXeOv8/Vkr9UCnl7PF5lxUn1lnH96FS6kql1I961rVQSjmVUt+14lyrUuo9pVTMbu9KqTIr5jVY27+llPq6UsrRY7tNSqnnlVKHKKX+q5RqUkrtVUr9xYp3U5RS/1BK1Vv/TR/o+d9UiAzWZf3dDqCUWmqde19TSj1knTufKqWOtd6fYV0rfGyd201KqWql1LWRX6r6r+V1k7VdtxoYQgh+izlc8wKl1Gfi+YBS6nyl1GrrfGxQSr2gIq73g9cpwAygxDrn7u3xNSOVUv9nne/B35m9anMp07XW+63KvL/4t1LqsB7bBa8HzldKPWvFi80qxn2AUsqtlLpBKfWa9fu2w9r+TtX7HsNQ5v3LMcqsp9FkteMfKko9LBXn9ZFSqkgp9Qdl3uME710eV0otjvmPL4ZEhpBkrwcxx47+H1BsGEaTUuqzwD+B3cATQCNwMHAmsFQpdbhhGO/0+B4fMBZ4BCgEvgg8qpQ60TCMlWAmL4BVwCLgDeBOYA7wdeAEpdQxhmE0KrMg2DPAyZhj+/8EjAcuAM6wvvOD5PxzCGGbcuDHwFOYSYnTgK8Cs4BTY3xmBTAT+DLwOvBfYBOAUupMzPO3A3gc83w+A7NWxmLg6uCXKKW+AtxlbXM/5jn8Q6B+MAeilLoaqLTacpJhGFsH+BW/BRb8f/bOO7yt6nz8n+udOMPODmQTSBSRqSz2FNuFLy2l8GsgLTQdlAJqy26BzkCpKJQChULDDjMtYgtCSMMKEQkkiuLsPZ3ETmLHU+f3x7mSrmXJtizJduz38zx6dM+57706urbee+573oHWJ6XAFcAfAMN8D/Ey8H/AN8AjaH3yJNpoEs0c4PvASuCfwHHAq+jvHD3+69GrV2Xoa3gIfe3+gdZVV5irzyGGo3Xb5+jrez76+vYCpqBzljwOnITWjfnmuAXhiMUwDAOYCdQB0Ukz70L/bv4O2IGl5oPBl+j//9eBLcDRwHeARw3DyFJKPWwef0+Mj8wCfgnkon9rgiA0pAr4ETpfxSOGYXyslDoYT9gwjN+h5x4b0fdJBVwGfGAYxtVKqefQ9+F7gBvReatmE8mJE+IloBKYC3RH3+teNgzjYqXUGxa5p4EZgB/9HJCPnt9/ahjGhTFC0f4ObEffk0copdYbsXOUvgh8G1iEvt/moedRPwYc6HuxlUnoudYi9PxhmjmOiYZhjFZKBc3rk8j86GX0/f9NtE4cAFwOnGsYxiSlVHGsgQtJoJSS1xH+Qk8kFPqh5u44r2Gm7N2m7GIgI+o8q4ASoH9U/83mMX+y9M0x+74A8i39V5r9z1j6fmf2PQAYlv7bzH6X2f612b43Sm4y+mFscVtfa3nJK/pl+f3d3YScAjZa2sPMPgVcZunPBlaY/cdEHb/M0j7d7Pubpa8r+ma7O/SbN/sz0Ik+FXCB2VeAnpxsAQZZZCcDFabszCa+U+g7LEAbCerM9rtNHLcRKI1xDUuBkVHnrwY2W/q+bcrOA7It/ddZrucws++M0HiA3CZkRwA1wCb0ZCkkmw98aMrOiPoO0de/ACg3+18O6TH0is0as79rW//PykteTb2IzBX+Q2QecQ/aQPmV+bv8iUU+pI/KgQFR53rM3Hd2VP9Us//TJsbyD1Punhjju8Rsh3TRf9r62slLXq35ivFb+KfZfsgiUxC6V5vtqUAQ/SDf1SLX27xXlQN9Lf317tlm3xzznD6gm6X/ErP/v5a+y8y+54EsS/9wYC+wFcgx+2aaslui75fouYYCCsz2dLP9XJRcFnqBQwHHWfpD9/1fW/oM4D2z/0zL9WrW/Ai90KuAp6PG8B2z/y9t/T/SEV8SQtKxOA29+hHrNSxKdp4yrYwAhnaPvg24SjVM/rPAfO8X4zMfVkqVW9pvm+/HWfquAA4AtynzV23yd+A+tDUW4Bq0ZfNOq5xSagn6YWCKYRj2GGMQhCOZ9UqpcBURpVQN8IHZPDbBc30L6Avcp5TaaDlnEP37BviB+X4BuqLAg0qprRbZJeiVkkQ4Hj2Z2YL+PZ9rGMZ1CZ4D4DWl1FrLWDaiPScGG4YRqlpytfn+K/NahXgU7T5r5Qrz/U6lVJXlvP+gYfWC/4ee9NyjlFpvkS0HfmE2r4kx5gcssqXmeAHcIT2mlKpDT/JAu+IKwpHCxUTmEb8FbgImor0sCo2o8C5gkbIk7DV5DrhGKfWBtVMptRg4TOy5BRD26voZemXz7pZ/DUHoNNwM7ACuMwxjehyZH6If3H+tlKoIdSql9qIXEbuivRKaw9+UUocs7bfQxhFryEfo3nmjUioUfoZSagP63n004Iw679vWscVhK9rg8Vtrp/kZi8xmtH45jK6QFpJVaO9viDy7JDI/Cj1LjzEMo5el/z/oa3BrE99BaAESQtKxuEc1vwrJRmvDfMCZBzpWFf1AcgwwBr2KCbHj4ldHtUOuVbnmuboAI4GFSqnKqM88BNxiynVDl2jaCdwRw01sgPk+gYjBQxDaA8GmRRqVjf4NQdTvKAEcofdQrHgUdejfEMB4831JDLlPgZ/E6I9Hb/RE4kz0TX8xOhv6h0qpRMocNnUtKtHuoHuVUuusQkqpoGEYn6H1SIjx6O8c7fIK+juOtrRD12VhtKBSym/onB3jo3bVKKU2RfWFDLobovpD+i/Rv6kgtCU/UJYqJIZh5KN/N78D/oSe8P/AIr8x+gRKqUXAInNyPwE9JxiFXj3NI07OHcMwTkaHkq4Gvh+1ACIIQgyUUmVmOOSrwBNx8jCE5grfjpEvY5D5PoHmsSbq82sMwzgIdIv6vEq0USX6+NB9eALa+BFiY1MfbBoXnjZ0XqxJaL1yDNrIGgrBjdYvm5RS1VF90XOuROZHy4HPgBOArYZhLEAbRDymgUZIA2LA6Lwcju4wDGMsOtbsdLOrBr2auAQ9SYkVfFZlbSillKmcQrIha+SBJsbT03wfgF7piUevRvYJQlsQ+t/OjidgGvKsslaqYvSFJuoxAz4bocB8/14jMqHfUKH5HitGdl+Cn7sHnfNiPYBhGH9Cr4g8bxjG9ChPicZozrXoQ0NPixDR1U4KgcPWFR8L0d+xh/keL//HdvSDl5XGVodifRdBOKIxPZJ8hmH8HzrnzEzDMGZbRGLNLQrRnkpXovWkQj+czEfHo8dKLjwEnZOrCvg/pVSL8vIIQmdEKfWaYRj/RXtQ3YwOw7ISmis05h3Q3Pl2ZZx+6++6AP3Mmcj8voEuifkhhvFj9HzjKLOrFJ0rJ4DObxGtX5ozz2j2/Mh87jkHfZ2/j86FcT7wkGEYHwA/snrECqlBQkgEAAzD6I5OyDkd+BXa+thNKTWB5EoyhdzKusf53Pwouf8ppYxGXn9PYiyCkA5KzPfG6qQfHSWbLkK/o7Ma+Q31NmX2m+89Y5ynW4y+xlhpDf1AJ9xchn44iZWULxkOEDE2RBPdvx/oaiYIjib6O4YmKkdFC5oUomN1BaHTY65gfmo2xzUh/hw69OtJdELbnkqpEUqpa2MJm4m//4MOh7taKbUylpwgCI1yHfp++Rvqh3WDnivUofNOxJsrNKgomASHgC1NzO9/mehJzWonj6HnVpcAQ5RShUqp89FlZVtKQvMjpdQhpdRvlVIj0F4g16ONKGejk5wKKUYMGEKIM9EPYA8rpf6qlPrG4mJlM98TXQ3GXDXZAkwwDCPHus9s7zIM431TbjNgt6xWW2WvMnTZtGGJjkEQ0kwood3JRlSpTQsnm+9fpPBzY7lTf2O+T47eYRhGL8Mw/mYYxvfNrlBOhpNinKfB8QkNTHtczER7cd1iuoKnCh8wyDCMgTH2TYshm4E2zEYT/R1DYSanRAsahjESGIiErwmCldAqZVzvCMMwCtDx5EuUUj9VSn2qzMoI5v08j4Zzi3+jXcD/rJR6PdWDFoTOgNIlzG9Dh0U8FrX7G3RoxcTo4wzDOMEwjNmGYVjvhcmGb32Dvm8PiN5hGMZFhmH8wTCM6BDN5nBl6F0p9V9Vv/JZi59dSGB+ZBjGeMMw/hLKN6KUWq10VaWT0eE1U6Off4TkEQOGECLkAlZvFdl04wy5fMV1kW+C59BWzN9G9d+AzvAfSuw1B+1CNtv6IGgYxhh0HKyLxF3bBSGtmEmmXkdb3aP/xzEftO9EP8w/m8KPDoVlWG+M89ArLrcYhhG94nIf+jcXCoN4Gx368QurrGEYo9FlXJNCKfU12hMjA3jWMIx4XhOJ8m/0hOQv1gSCpmEmulza0+iJ12zTyywk+z0aGjCeA2qB2w3DGG6RzSfifvtMir6DIBzRGIYxDR1uuh/4XyOi1ejcP4XWSby5UBEqnZpt6b8DnTzwTfTKsSAILedRtKdUtKFijvn+gPXebN4nH0Xnp7Pmjqih5c8Aoc8zgIej9MBA8/NuI+JBmgjxnl2uQhc2gJaNO5H5US7ac/03Rv0EHz3QRt6dMXJuCEkiOTCEEIvQMakzDMPoA3wNDEbHz1WiHwJ6xz26cf4EXIhOznkaehV6tNn3JfA3U242cC464/8pZiKcAnT5pXx0Eq+mcmkIQlvgQk8Q7jJjwxegkzkOBy5CZ/T+eYIJLZtim/n+XcMwDqFLePkNw7gWeAFYahjGPHTuhtPRD/dfAveDdnk0DONH6ERfiw3DeNU832XoG3cByfMntA6ZhH5YuSoF55yLriX//9AeWx+hjTIXod1I+6BdY1FKfWEYxv3oEs3LDMN4E63XLgHWoZN9YcquNwzjl+js5EsNw/gPekJ1PjqT+FylVCoNUIJwJHBJlOdjJmBH/94ygRuUUodjJOYDtIHXMIzX0SUFFxuG8T7aBbsInfNqP1BgLlqcCPwebfT4HLg1xsrlRmtSUUEQ4mPmZ/gROpwix9L/kWEYD6Hn237DMN7CzDeDvkc+ppRaYDnVNuBYwzCeA95XSiVqzJ+DrpL2bWC5YRjvoZ9Bv4t+trg1OjF3M3kOnfNrnmEYL6IXcKaijRe70RVIEn52SWR+pJRabBjGa+Z3+8owjPloo8kl6PlIrOplQpKIB4YAhBNzOdEryQ50/NYktHIYhzZonGJWC0n03IfQbtl/QWc3voHIA40zZJlUSh1GVzy5C+1W+jO0keMTdILAF5L4ioKQNpRSO9A3zTvQq/jfRxs1pgMe4CSl1KMp/sxNaM8OBfzc/HyULsl6KvAh+uH7enQOmt8DZ1vLnSml/guchQ6DuRz9UPE4cHuKxliLjn2vRhtHL0vBORV6ovAntMfWdWhDxAx0UkCwJNdUSt2MXjEpB2YBY832mzHO/RD6mvmAS9FhMHuBHxFxVRWEzoS1jOpd6JXZqWi9dkYzjXrXoBcqCtD66Dy0MfVEtJdUF/S9fyR6lTYH7b31RxqWhJ+Zmq8lCJ0DM4fM7Bj9N6Dvm1vM95noSoA/RN9XrdyCDqG8zJRNdAwKbcS8AX1/vhY951iJTtJ7b6LnNM/7FtqAsQ4975qJfn64Dq1nQIewteTcicyPZqC9SLLQ84yZ5pi+pZR6qiWfLzSOIVWpBEEQhCMFwzAGA2WxvLEMw/gYHRrSTUouCoIgCIIgdDzEA0MQBEE4krgFKDPD0cKYCbROBhaI8UIQBEEQBKFjIh4YgiAIwhGDYRiTgM/QScVeQ8fmDkfHm1YBJyilAm03QkEQBEEQBCFdiAFDEARBOKIwDGMiOt70BHSSrj3oaka/b2EiMEEQBEEQBOEIQAwYgiAIgiAIgiAIgiC0ezpcGdUXX3xRXXHFFW09DEFIJbHr0wkJI/pB6ICIfkgRoh+EDojohxSxcOFC1bdv37YehiCkjIqKihKHw3FE/lN3OANGbm5uWw9BEIR2iugHQRDiIfpBEIR4lJSUcOqpp7b1MAQhZfh8vk1tPYaW0uEMGIIgCIIgCIIgCIIgtAy7y5MNPAUMA3KBPwBbAQ+wxhR71O8uesnu8twFXAjUAjf63UWL7S7PSGAOoIAVwHV+d1EwlmyiYxMDhiAIgiAIgiAIgiAIIb4P7PW7i2bYXZ7ewFLgd4Db7y76a0jI7vJMAk4DpgGD0RXipgBu4E6/u2iB3eV5DLjY7vJsiiObEGLAEARBEIQOirmC8jR6BaUO+BF61WMOzVgVSecKiiAIgiAI7ZZXgFct7VrAAYyyuzwXo70wbgROBt73u4sUsNnu8mTZXZ6+puzH5rHvAOcAxbFk/e6iPYkMrFMYMGpqati6dSuVlZVtPZR2jwoGMTIyYu7Ly8tj0KBBZGdnt/KoOi7VtXUoBbnZmW09lE6L6IfUIPoh9VRXHKYag25d85I5zQVAlt9ddKLd5XECfwSyaf6qSNpWUI4ERD+kBtEPqaemuobKw1V079mtrYfSaRH9kBpEPyRPbXk5KEVWN60PgkHF4Zo68nPjP+qXlpb2GTVq1BJL1+PFxcWPhxp+d9EhALvL0x1tyLgTHUryL7+7yGd3ee4A7gJKgb2W8xwEegKGaaiw9vWIIysGjGi2bt1K9+7dGTZsGIYhCZnjUbFlK7VlB8jp3Ye8fvWT0iql2Lt3L1u3bmX48OFtNMKORWBrGTMf+ZTszAyeu/4khvWTSUhbIPoheUQ/pJ7AYj8znguQoep47IoxTDpxbEtPtRrIsrs8GeiJQw0wnWauipDGFZQjAdEPySP6IbVUlezF98QL3LStL7UZWTxYNJSTnR3SftjuEf2QPKIfkqN06TdsfuYFdn8wHyM7m9F33EzeOefx3QcWUlZRwyPXTmXqyD4xjy0oKCgpLi6e3Nj57S7PYGAe8IjfXfSC3eUp8LuLSs3d84C/A/8FulsO6442agRj9B2II5sQsZfaOxiVlZX07t1blEsjBGtrqS07AEDNvv0N9huGQe/evcXKnEIefHsVhypr2V9ezfLNCf92hRQh+iF5RD+kFqUUT/zby+GsXMqzu/LJl+viyo4aNWrWqFGjllhes6JEDqHDR1YBTwAPEX9VpMxyXFMrKLFkOxyiH5JH9EPqOLByFZ9e+G1e/GIrh3LyqczK5VPfhrYeVqdF9EPyiH5oOVtffp0vr/wBu971omrrCB6uZOWdv+PRPz3LztJKDlfX8cmqlq8r2F2e/sD7wC1+d9FTZvd7dpdnqrl9FuADPgHOtbs8GXaXZwiQ4XcXlQBL7S7P6abs+cD/GpFNiE7hgQGIcmkCVRcxkqlgMKaMXMPUsW1fBYuKdwNgGDBxeK82HlHnRv63k0euYXIopShbtpys/K5U7d3Hqsoc6KL3HTd+ZNzjTHfPx+MKwE3Ae3530W3mSsp8IMeyv6lVkbStoBwpyP928sg1TJ5gbS0r7/wdtQcOsmpsRCdMOrPRBVQhzcj/dvLINUyc0mXLWfWHe2PuW7zjMJiPFYMykjIM3Q4UAr+xuzy/MftcwN/sLk81sBOY5XcXHbC7PP8DPkM7R1xnyv4SeMLu8uQAAeBVv7uoLo5sQnQaA4bQBMoyR1UqvpyQEl79fFP4Mp94XF8G9e7atgNqY7w2RwbwCDAeqAKudQZ8a6Nk+gKfAmOdAV+l1+boCTyHXg3OAVzOgO+z1h25IKSGHf99E/9tdwOgehawdfr14X1TJx+bzKn3o8NGAPah818stbs8p/vdRQvQqyIfAWuB++wuz/3AIMxVEbvL02zZZAYpCELjbH3xFQ4GiinL7c72HgMAyMo0OGH8kBafM06ZxJVIkl9BaLdU793HNzfejKqpBaDb6OMYc/ftbPz3s2z+cBEbCgaHZYev+gIumNiiz/G7i24Aboix68QYsncDd0f1rUbny2pSNlE6RQhJe2HNmjXMmjWLGTNm8O1vf5uHHnoIlaCx4Pnnn+fiiy9m3rx53H333Skbm9Xr4tOvfNxyyy0pO7dQn5q6IK99sSXcvvzEoW04mnbDJUCeM+A7AbgV+Kt1p9fmOBftxtbf0u0CPnQGfKcBM4F/tM5Q00N71g9WFi5cyK233pqWc3dmtrz4Snh7o9Gdugyd2HdoYR6F3XKTOfUDwCRzxWM+ekXlOuAeu8vzGdr496rfXeRDu3d+hk7KaV1Baa6skCZEP3RuqnbvYe2DjwKwqs8x4X7HiN6NJulrBqEyiaegDZQPE0ncewpgoBP3Wsskfo/I/TYRWSFNiH7oXGz693NU7dJe3Fk9ezDh7/fTc/xYxj1wL9WuOwia84fBFSWMuuisthxq2hAPjFbiwIEDuFwu/v73vzNs2DDq6uq44YYbmDt3LldccUWzz+PsukD6AAAgAElEQVT1ernvvvsYNWoU//d//5e6AQbF66K1mL9iJ3sPVgHQr0cep43p38QRTWN3eaYB9/rdRafbXZ4J6KQ6dWhvhqv87qJddpfnIeAkdLw6wMXo1dgX0M7q24Ef+N1FFXaX50fAj9GrJ3/wu4vetLs8fWLJJj14zcnAuwDOgO9zr80R7RMbBM5Gx9qFeMD8fqB12REbQNnu9YOQVip37OTAN/5we0NhZPVkQpzkW83FzCL+3Ri7mrUqks4VFKF5iH4QNjz+b+rKywFYM2x8uP/kUX3jHdJc4pVJlCS/RwiiHzof+5d8Fd4efcev6TLoaECH4qzsMQTYCIDzwml0Py4pD852S6czYMxZsI5/vFdMRVVdys7ZNTeT684dxczTj4kr8+GHHzJt2jSGDRsGQGZmJvfeey/Z2dnMnj0bn08/l1100UVcffXV3HrrreTk5LBt2zZ2797N7NmzWbFiBStWrOCOO+7ggQce4Je//CUvv/wyF110EcOGDSMnJ4fhw4ezadMm9u/fT1lZGVdeeSXvv/8+GzZs4N5772XChAk8++yzvPnmmxiGwQUXXMBVV13F2nXruPPOO8jLzaNLXi69jj46ZddHqI/36x3h7dODO9j06BMMn/VDMnJaVj7K7vLcDMwAys2uB4Hr/e6iZXaX58fALWhvhUnAuVZXb9Oo8YLfXTTH7vLcCvzY7vK8CPwCmAzkAYvsLo8X+G20LNqIkAqikwLWeW2OLGfAVwvgDPi8AF6bIyzgDPhKzb4B6FCSG2Od2DCMWcAsgLlz5zY6CNEPsfXDunXruP322+nSpQtdunShZ88Oma+xzdjtnR/ezszPZ8exE8LtCUML22JIQgxEP4h+aAtqDh5k+zwPAHVGBqt6j4Aaveh08uh+jR5rJvW1JvZtTpnE+xMofZi2MolHGqIfRD+0BsGaGg6uWh1u9z5xer39nxZHfmYnNaEfjmQ6XQjJnAXrUqpcACqq6pizIH6WeIDdu3czePDgen35+fl88sknbN26lZdffpkXXniBN998k+LiYgCOOuoonnzySWbMmMFLL73E5Zdfjs1m4957762X8KaiooKf/exnuN1uQNdTfvLJJznnnHP4+OOPeeyxx5g1axZvvfUWa9eu5e233+aFF17ghRde4IMPPmD9+vU8/Oij/Ph7V/DI3fcwbtRoyYORJoJBxWerI8pl2LtzWf+Px9kzf0HcY5pRZWAdcKml/T2/u2iZuZ0FVJolFI8FHre7PJ/YXZ4fmvvDng/o1ZOzganAJ353UZXfXVSGjncfF0c2VUQnBcwIGS8aw2tzjAU+BG53Bnwfx5JRSj2ulJqslJrcVI1x0Q+x9cODDz7IL37xC+bMmcPEiS2LpRTis+v9iAHj2F/dUC9+dcIwSfDbXhD9IPqhLdj+uoe6Cu3suHvMFA6Zxot+PfI4dmD3xg6luLj48eLi4smWV4OEv2Zy34+AZ/3uohdILHFvp0/yG0L0g+iH1qB83QaCVdr5OG/gAHJ6R+YIW/aWs7lEr2V2yclk0vCOuwDS6QwYM08/hq65mSk9Z9fczEato6CVxc6dO+v1bdmyBb/fz+TJkzEMg+zsbMaPH8+6dVpZ2Ww2AAYMGEB1dXWj57fWTh4zZgwA3bt3Z+RInam6Z8+eVFVVsXr1arZv387MmTO5+uqrKS0tZfPmzaxdvw77SO1mNH60GDDSRWBbGaUVOp9e96pDDDy4CyM7i65D4yfhamoC4ncXvUYkSR9+d9EOALvLcyLwc7SXRD46rOT7wHnAz+wuzzjqez40VSIxlmyq+AS4AMBrc0wHljd1gNfmGIN2f73SGfC9k4pBiH6IrR/WrFnDuHHjAJg0aVIC315oiqqSvZR+ZdobDYPaydMpMUPM8nOzOGZA4w8oQush+kH0Q2uj6urY8nzEc3DHic7w9kmj+yZdvSFOmcRESh+mrUzikYboB9EPrUHZ8ki4aY+x9nr7rN4XU47pTU5Wav8f2xOdLoRk5unHNKkM0sEZZ5zBP//5T6644gqGDBlCTU0Ns2fPZtq0aXz55ZfMnDmTmpoali5dGo49S+TGlJERsUU1dtyIESMYOXIk//rXvzAMgzlz5nDccccxfOhQvlldzIkTJ7Fy7dq4xwvJ8c4rHxH62R1Xsp7uxx6D7e7b6W4bldLPsbs8lwN3ABf63UV77C5PJvBgKGeF3eWZj674EVopOUzTqyexZFPFPMDptTk+RScC+4HX5nABa50B3xtxjvkzOsTlQTO0pMwZ8F2czCBEP8TWDyNGjGDp0qWceuqprFixouVfVGjAng8XhA3GBY6J+MsixuPxQwvIzJDyck1VKfLaHPVy9jgDvje9NkcvYDW6MgLAPGfA92Ay4xD9IPqhtSlZ+AmHt2wDdLK+zd0GANoW4BjROxUfEatM4g3AQ80sfZi2MolHGqIfRD+0Bgf8gfB2j+Nt9fZZDRgnJp8fp13T6QwYbUW3bt2YPXs2d955J0opysvLOeOMM5gxYwY7duzg8ssvp6amhvPOOw+73d70CVvI6NGjOeGEE7jiiiuorq5m3Lhx9O/fnztcv+RXt93Gs//9D4U9epLfW9yWU03psuUs+mYL9NLW7CkDc5n2l+fJaCKsIVHsLs/30ZP50/3uon1m93HAXDM7eAY6HORpIp4Pc4isniwG/mh3efLQZdVs6IeAWLIpwRnwBYGfRHWviiE3zLKdlLGiPdHe9cNdd93FTTfdxJNPPkmvXr3IzU2qKoZgYde7H4S3+zvPYMG2iPPTOMl/ESJcpcj00PorOglxKAdOvZw9XpvDi87586Iz4Ls+zjmPGEQ/dF42zXkuvH30ty8hsONQuG0flLwTZCNlEiXJ7xGC6IfOxQGrB4Z9THi7ti7IF2sijk4nHNexDRhGomV22juvv/66uvTSS+v1BQKBsLuUEJvKXbup3hP5x88/ZjiZXbo0kJNr2XIW33Qb16qp1GVou+EHt5zCwP4FzTm0SVO53eUZBsxFVxnZA2wm4iHxsd9ddJeZ7PMydLjJM3530WOm++jTaI+KEuBKv7uo3KxCMgtt7PiT3130WjzZ5n379oHoh/Qi1zIxqkr2svC08yAYBMPglI/e5tdvbWT+il0A/GXGJC6Y2GRC5Q7vouG1OdzAYmfAN9dsb3MGfEeb298CLnAGfD8x2/OAPwFnAt9Ce2XsBn7hDPh2xDp/CNEP6UWuZWKUrVjJ4stmAGBkZjJ63quc++jXAORlZ/DFn84nK7PJSPDOoB8a9dAyZfoCnwJjnQFfpdfm6IJO/t0PHRJ7tTPgazTJqOiH9CLXsmnqqqr4aMqpqBqdIu70zz8iu2cPAL7euJ8rH1oEQP+eeXz427Ob9LTx+Xw+h6NB1b8jglbzwGgtBSO0kGCwXlNJWdWUopRiydq91B2rf3IjCnKaa7xoFn530UYglIo4pvuM3110H3BfVN8udE6MaNkngCeaIysIQsvY/d6HYd1bMGkCef37sXXvyvD+Qb26ttXQ2huNVSmKl7NnFeBzBnwfeG2O/4fOAfSd6BMnUqVIEFqTTf+OeF/0v+AcNtRGVq5HHdWzOcaLzkJcDy0Ar81xLjAbsNas/ymw3Bnw3e21Ob6Hrr4SyxNFENoNh4rXhI0XXYYMDhsvAD61FAg44bjk8+O0d1pT+4UVDHArWsGEMRXM+8RWMKcAz6AVjJAGGnjidDDPnHSg6uo4WLwGVdd01unKHTv5JjtSzuiksUelc2iCIBwB7Hzn/fD2gAvOQSnFlr0V4b4hffLbYljtkcaqFMXL2TMfXVkBdI6dmOnvE6lSJAitxeFt29n9XiS8bOjM7+PfGrHT2VIQPtKBCFdIcwZ8n6PDyawE0VXT9sU6htRXVROElFC9fz/r/vE4Gx5/ir2ffsGON94O7+s5dkw92c/qGTD6tNoY24rWNGCIgmnPRHtgiAGjSb656VY+v+R7LPvZTU3K7vnqG746amy4feqYAekcmiAI7ZzKnbso9S3VjYwM+p1zFiUHqzhcrQ2i3fOy6NlVHqhNGqtStBg4xWtz5Hltjp5Ecvb8C/i2KXMW4Gu94QpCcmx54eXw4kiv6VPpMWY0K7dEDBipyH/RgYjpoRVqOAM+rzPg29vIMXGrqhmGMcswjCWGYSypqamJJSIIaWPlb/7A+of/ydoH/sFX1/yMLc+/FN7X4/iIAaO8spavN+4Ptzt6/gtoQQiJ1+aIW+/RGfBtbuTQxlxAcQZ8XvP88Y5pVMEgLqBJoaIMGKhgbEEBgNpDh9jtnQ/oLOG1hw6R1a1bXPn3vtxEec5AAPpl1jLt2I5vHRUEIT7W5J29pk0ht09vtm6I2O8H98nv8C6gCdBolSKvzfEQOqlwBnCHGYJ6K/CU1+b4GVAOXNtWgxeERFBKsesdb7g95OorAfBvjRT+GiMGDCuNeWg155i4VdWUUo8Dj4POgZHkOAWh2VTv20/Jgti58o3MTPqcdkq4vXhdCbVm6P+oo3rQu3vHT5TakhwYIfNPb/SPfgUwBtiFzvodD1Ew7ZgGOS8kB0ajlK/bUK9dtaekUQPGOyVZup4HcNHIfCmNKAidnD0ffRze7n++E4AteyM5cQf1lvwXIZqqUuQM+Brk7HEGfBuAM9I/OkFILQf8ASp37AQgq0d3ep80nX2HqthZWglATlYGxwzo3tgpOhufAEXAyzE8tBo75gK0B1dKq6oJQirY7Z0f9sLK7d+P3H59ye7RnZ4Tx9P/3LPJHz40LLtolaV8aifwvoAWGDDMHBahTN9XOQO+g16bIx94sYlDRcG0ZySEJCEOrV1fr121p4T84cNiyq7ZspfiXK1QMoJBLj9/XJpHJwhCe6auqoqyZZFbYN/TTgZgS0kk/8Xg3pL/QhA6IyHvToC+Z5xKRnY2/rW7w32jjupBtiTwtNKoh1acYx4FnvbaHIuAauDK1hmqIDSPXe9GvLCGXXMVQ2ZcEVNOKcXHK3eF26eO6RdTrqORTBWSQc6A7yCAM+Ar99ocTWUl7NQK5osvvuDGG29k5MiRKKWora3lqquu4oILLkjoPC+99BKXXnopX331FXPnzuWBBx5IyfgahpCIAaMxytc1NGDE4/l3vglvjz+0mUFDLo4rK3RO2rt+EFJL2dfLCVZXA9B1+FBy+2kD59Z9VgOGeGAIGtEPnQelFLvfjxgw+p1zFgCBbZEIbAkfqU9THloWuWGW7Qp0WfkjHtEPHY+qkr3sW2ymbTIM+p0bPwXk6h0H2bH/MKBzZ00cHrMQYYcjGQPG+16b42NgCTAVeLYx4c6uYACmT58eVgjl5eXMmDGD4cOHJ1T3+J///CeXXHJJ6genxAMjEQ6tjQoh2R27um/JwSreKD5IqBT7eb2q0j004QilXesHIaXsXxzJJ1k4NZLPenNJJIREDBiCFdEPnYPydRuo2LgJgMyuXeh94jQA1uw4GJYZfVSPmMcKnRfRDx2L3d75kRLrjonk9YsfFmL1vjh5dL9O453VYgOGM+C7w2tz2AE78Iwz4Ps6dcNKH1tLD7N5fwV1KXw+zzRgSGFXBhV0afYx+fn5XH755bz77ru8/fbbfPnllyilmDlzJueffz6LFy/m4YcfBqCyspJ7772XJUuWsGfPHm666SauvvpqNm3axLXXXsu+ffs444wzuP7663n++ef5z3/+Q0ZGBpMmTeKWW25p1nga5MCQJJ6NUr52Xb12dRwPjH++7qNKaePFoLIdnHr2sHQPTUgC0Q9Ca7DviyXh7V4WA4a1hOpgKaHa7hD9IKQba/hIn1NPIjMvD4ANuyMGDMl/0T4R/SCkih2ed8LbA85zNiprNWCcbu+ftjG1N1pspvHaHEcDtwHXAFO9Nse0lI0qjWwrO5xS5QJQp/R5E6V37968++67bN26lblz5/LMM8/w2GOPceDAAdasWcNf/vIXnnnmGc4880zeffddLrvsMvr27Ru2slZVVfHII4/w/PPP89xzzwHw+uuvc8cdd/DSSy8xePBgamubypNqEh1CIkk841JbXh5OsBUiVgjJpq8DvPJVRO78LZ/S76zT0j4+oeWIfhDSTV1lJWVfR/JfFE7Rua8rqmrZe1B7aGVlGgxIYMIqtA6iH4R0s2d+JLlv37N1DtpgULFh96Fw/4h+8ROGC22H6AchFZQu/YaypdonwMjOot85Z8aV3Xeoiq836fKpGYb2wOgsJBNC8jjwV+A3wELgaWB6KgaVTo7u2SUtFtKjeyY+2dy+fTtFRUW88cYbzJgxA4Da2lq2b99O//79+eMf/0jXrl3ZtWsXkyY1LPBy7LHHkpOTA0BWlv5T/vnPf+app57i/vvvZ8KECc0OBYnOgSEhJPGJrkACsUNIHn74LWq6jwJg0MFdzPj9dY26gQltj+gHId2Ufb0cVVMDQP4xw8ntq0sqb7V4Xxzdq6tUKmqHiH4Q0knV7j0cWLESACMrkz6nnATAjtLDVNboOVphfg6F3Tp+icQjEdEPQirY+OSc8PbAi84PzxFisTCwO5yycOLwXhTk56R5dO2HZAwYec6Ab77X5rjTGfAVe22OypSNKo0MKuiSkCtWujh06BCvvPIK3/nOd5g2bRq///3vCQaDPPLIIwwaNIiZM2fywQcf0K1bN2655ZawojAMg6BpbDCMhhPcl19+mXvuuYfc3FyuueYali5dytSpUxsdi1KqYdJOUUxxiU7gCQ09MEqXLWeZiiTa+slFx9N72pS0j01IDtEPQjpRwSC73v0g3C6c4ghv1yuh2kvyX7RHRD8I6aRk4Sfh7QLHRLJ76FCR9bsi4SMj+ov3RXtF9IOQLIfWbWDPhxEvrKE/vKpR+be/2hbePm1M5wkfgeQMGFVem+NcINMsi3pEGDDaks8//5wZM2aQkZFBXV0d119/PU6nk9mzZ3PllVdSUVHB2WefTbdu3bj44ov57ne/S48ePejTpw+7d+sSWpMnT2bWrFlcd911MT9j1KhRfOc736GwsJD+/fszfvz4pgcWHT6CeGA0RnQJVWiYA2P9M3PZ1S1isDjrHEf0IYJQj3arH4SkCNbUsOejhRz4xk/JwkUcWhPJn9NrmuS/EJqH6IeOz54F/wtv9zFLKwOs2xUJHxku4SNCDEQ/dAw2PRWph9HnjFPpNnJEXNldpYf5bLX2/jYMOH9iU8VAE8fu8mQDTwHDgFzgD8BKYA6ggBXAdX53UdDu8twFXAjUAjf63UWL7S7PyObKJjo2o6UPql6bYxBwPzAWCAC/dgZ8DX3rW5nXX39dXXrppfX6AoFAQpl4OxvBmloOFa+u15ddWEiXowc2kJVrCUt//It6KyUhzvQtIrNrFyp37uLVi3/An0/6KQD987OY//vzk/nIDu9L7rU5MoBHgPFAFXCtM+BbGyXTF/gUGOsM+Cq9NkcX4DmgH3AQuNoZ8MUuB2Mi+iG9yLVsyPKb72SnJSFXiLyB/TnhjZfJ6qYfSH770te89sVmAH79rTHMPP2Y5n5Eh9cPrYXoh/Qi1zI+dVVVfHziWdRV6HwHJ779GvnDhwH1dcPNF4/h6tOarRtA9EPKEP2QXjr7tayrOMyCk84iWKlzYU15/kkKJk2IK//Eh2v421u6mOf0Y/vw5E9PSPgzfT6fz+FwTI633+7y/AAY73cX3Wh3eXoDS4FlgNvvLlpgd3keA94DNqFtAmcBg4HX/O6iKXaX543myiY69hYn8XQGfFuBWcAZwM+A8saPENorKlbFEalCEpd6HhgZkZ9QKIxky4uvsK1rJGZt1JDOUZM5SS5Bh6WdANyKzq8TxvT2eh+w+sj9FFjuDPhOAZ4B7mylsQpCswhW17D7/fn1+jK7dmH4j3/I9Hlzw8YLgC/WRLy4jh9c0GpjFASh7dn/pS9svOgyZDBdhw0N71tvqUAyop9UIBGEjkjJwkVh40X+MSMaNV4opXjjy63h9sVTBqVrWK+gc12GqAUcQCjO5R3gbOBk4H2/u0j53UWbgSy7y9M3QdmEaHEIidfmeAY4CShDW3gV0DATjND+kRCSZlNXVUXl9h0AGJmZdBt1LAdXagto1Z4Scvv3ZdvLr7OjbyRkZKSUPGsOJwPvAjgDvs+9tgYW4SBa8fmijrnP3H6H+kpWENqcg8WrCVbpCUlOn96Muv1X9Jo+lZzC+gaKzSXlbN2nQ0i65GQybmhhq49VEIS2QQWDbH/dE273Pf2UcA4CpRTrLSEkx0gODEHokOx6L5Ifq/95Zzcqu3xzKevNykRdczM5e2xDj/nmUFpa2mfUqFFLLF2PFxcXPx5q+N1FhwDsLk934FX0QuH9fndR6CHxINAT6AHstZwn1G8kINuoB3U0yeTAGOUM+BLyY2tLlFIxk9IIDSuQ6M6GBgwxakD13n3h7exehXQ5amDEgLF7D7ve2UJNaRk7RkRKGR03sEerj/MIpAfaGBqizmtzZDkDvloAZ8DnBfDaHPGOCSnABhiGMQvtLcbcuXNjfrjoh+QR/dAQa7nUXtMmM+D8c2LKheJYAaYc05ucrBY7RwppQPRD8oh+iE2wugb/nfew6533w319zzglvL3vUDVlFbpqUZecTCmv3A4R/ZA8nV0/1B0+zJ6PF4Xb/c9t3IDx8mebwtvnjT+Krrkte5wvKCgoKS4ujhtCAmB3eQYD84BH/O6iF+wuz32W3d2BUuCAuR3dH0xANiGSmSUt9toco5I4vtXIy8tj7969nf4HEpdgjOsSda2UUuzdu5e8vLxWGlT7pGZ/5DeW06uQHEt5o6o9JWx+7iUAdnSPGDCOHSgeGM0gWqFlhIwXzTwmrgJUSj2ulJqslJqcnZ3dYL/oh+QR/RAbqwGj5/ixceU+LY4YME44TkottydEPySP6If4rL7/b/Vy5PQ75ywKLRXLNuyun8AzQ8ortytEPySP6AddgSh4WNfCyD9mON2Oje8fsLP0MB5fJHzk0mlD0jYuu8vTHx2+fYvfXfSU2b3U7vKcbm6fD/wP+AQ41+7yZNhdniFAht9dVJKgbEIk44FRBnzptTkOYYaQOAO+1KdATQGDBg1i69at7NmTkHdKp6GuspLqffvr9WXuzyGnon5ak7y8PAYNSluc1RGB9TrlFBaS2y/ysLHbO5+DK1dRlZnD3q4670VmhiFlz5rHJ0AR8LJZ1Wh5E/KhYy4AFhNRjAkj+iE1iH5oSHMMGHVBxeK1EW/KE0eJAaM9IfohNYh+aIiqq2PHf98Kt4++/NuMvvPmeqv59UqoSgWSdofoh9TQ2fWDtbx6U94Xzy5cT22dNphNHF7IxOFpzbN3O1AI/Mbu8oTCtG8AHrK7PDnoIh6v+t1FdXaX53/AZ2jniFApm18CTzRTNiGSMWCcAfRqxippm5Odnc3w4cPbehjtlp1vv8/yX95Wr69g0njGP/9UnCM6L1YDRnavQnItHhilvqUA7OgWeQAZ2jefnKzMtI/L7vJMA+71u4tOT6RsUSpkU/QV5gFOr83xKdog+gOvzeEC1joDvjfiHPMo8LTX5lgEVANXtuSDRT8I6aB67z4Ob9E12jNycug+OrbDon9LKQcOaxfxfj3yJMa9nSH6QUgXh9aso/aANlDk9OmN7a7bGoQiWEuoymJI+0P0g5As1fv3s+ejheF2YwaMsorqeuEj15w5Mq1j87uLbkAbLKI5LYbs3cDdUX2rmyubKMkYMNaiKwJsS2YAQttTd/hwg75gdU0bjKT9U7Pf4oHRu74BI8TO7q2b/8Lu8twMzCBSCcgN3GkpW3Sx3eXZhFYi0zDLFgFTkpVFGx6SxhnwBYGfRHWviiE3zLJdAVyWis8XhFRT9s2K8HZ3u42MnIbhS1A//8X04/pILLUgdBL2L/kqvF04eWLM3/7mkogn7DDxwBCEDsfWl14PJ/vuPmY0+Y2Ej7z82SYqquoAndD3NFv/uLIdnWQMGCcCG702Ryhupd2GkAiNU1dZ2aAvWF3dBiNp/zQWQhJi/+iJ4e1WqkCyDrgUeNZsR5ctOgcoxixbBGy2uzzxShwlKpsSA4YgdDTqh48cH1duyfpIYuATjmtoEE0FdpfnNuBbQA7wCPp3PIcUe2mlZfCC0EGpb8BwxJTZZDFgDO2Tn/YxCYLQegSra9jywsvh9tCr/1/cRQylFK99vjnc/sEZIzt1TpxkDBg/dgZ885sWE1JJsKaGPR8t5PC27Sk5X27v3tRE5b8A8cCIRz0DRq+GHhhGZiYlw2ywTU86jktBAs9Ro0aFq2iYRJc5es3u8gyzDiNNJY5iyQqCEAOrAaMgTv6LYFCxYnMk9+yEYamPZTUTaJ2ILnveFfgV6fPSEgShGSilKF2yNNwumDKxgUxtXZBteyvC7SFiwBCEDsWud71U79F+ADl9+9D/PGdc2a827GOLqQ+652VxwcTO7TOQjAHjbkAMGK3Mxn89zbqHHk3754TcmYT6WKuQZBcWkl1YUG9/10suZdmOyIRjzKD6+1uCaax4vEnBCImULUpWVhCEKIK1tZR94w+3e4yL7YGxqaQ8nP+iMD+Hwb27pmM456KT4s5DGyd/DfyINHhp+d1Faclk57U5MtCeI+OBKuBaZ8C31rL/R8CP0d4gf3AGfG9a9p0KPO8M+AanY2yCkAg1pWWULPqUnN69w2XZs3r2oNvIhm7j2/YdptasEtevR16LSyUKgtA+2fzsi+HtwVd+N26oKcB/v4xUHjl/4tHkZqc/v157JhltqLw2xzz0RCYI4Az4bk/JqIS4lH61rFU+J1gjHhixiPbAMDIyKJg0ntKvvia7oCeBEy+i7oMNADhG9GJgYZvUbF9qd3lO97uLFqCrc3yEzllzn93luR8YhFm2yO7yJCsrCEIUB1etpq5CGzLzBvany1EDY8ot3xzRJ2OHFLQo/0VTHlpAH2AocBEwHHgD/ZtOh5dWulLxXwLkOQO+E8wqRX9F5+DBa3MMAH4BTAbygEVem8PrDPiqvDbHYBRI4MkAACAASURBVHQW9PizQkFoRb656Rb2ff5lvb5Cx0SMjIwGsptLIgk8h/RJi3GzQ9ASA6fX5hiCDrs1gH3AlWZeLUFoFWpKyziwYiUARnYWgy6/NK5sRVUt7y6LeN5fMkXs8ckYMBIqUSEKJjWo2kjRl26jj6PX9BZ67SrY/MwLEKd2teTAiE19A4b2rhj34F/Y9a6XXidO48HXItmBL57cZgomkbJFScm22jcShCOIeq7hjoau4SG+2RRxYho7pLBFn9UMD629wCq/u6gaKLa7PJXosI8QqfTSShcnA+8COAO+z702x2TLvqnAJ86Arwqo8toca4FxXptjOfAY2rjjS+PYBKFZ1B0+zL4vljToL5gcW0dsLolMd4f2TV8Cz6gqZpMAD7DG3P2o3130UjvPj5OwgRO4CXjJGfA94rU5/ghcA/w9zeMUhDAHV68Jb3c7diQ5hfHnAB8u30l5lX7+G94vn3FDk/fuPtJJ2IDhtTkmOwO+JcCOBA8VBZMCrJ4Ro2//NYVTJrX4XLu986ncHvvPKAaM2FirkGSbyia3T2+GfP97BLaWsXqHrjyQl53BuRNir7qmA7+7aCMw3dxudtmiVMgKglCfUEllaMKAYfHASOOEZBFwg93lcQMDgXzgw3R4aaXrC6A9Psos7TqvzZFllnGP3hfyBnkYuN8Z8G3z2mInSAQwDCPswTJ37txUj1sQwlRs2hJz0ahwSpwEnnsiCTzTlf8iRhWzSYDb7y76q0VmEu07P07CBk5gGVp3gdYhW9I8RkGox6FVq8Pb3Ucf16jsW19FCn5ePGWwVCtDr64mypnm+xVRr+81cVw9BYM2VoQIKxhnwFeGnhyFFEzIJNUD6PRxDaom4oFhZCUXD9l1yKC4+4JV1ag43hmdlWB1DbUHtUunkZlJds/6JVL/82Xk/nf22IF0yxOvZUHobCil2G8J9SucNCGmXFVNHcXbD4Tbxw9OjwHD7y56E1gKLEavrF6H9qa6x+7yfIauTPKq313kA0KeV69R3/OqubLpItrjI8M0XsTa1x2oBk4B7vLaHAuAXl6bI6Z1Qin1uFJqslJqcna26GwhfZSv39igr2DyJHqMGR1TfpMlhGRo37Ql8AxVMQvhAC60uzwL7S7Pk3aXpzt6/v6+312k/O6izUC8/DhnNyKbTmIaOOPsCxk4twI/99ocfrRh9pVYJzYMY5ZhGEsMw1hSI6HVQgo5WBzxwOg+6ti4cuVVtXy+JrI+cOHEo9M6riOFljwBnwncB2x0Bnz3JHBcS1ZQtgKzvTbHlUAuUSvCITrTCkrQEkJiZCdnwOgyZDBExWKGUQpVW4shE7ow1aWWBJ4FPevFrG7cfYhXPouEj1wyVeLTBKEzUrFhY7iyU1bPHuSPHBFTLrCtjNo6bSQe2jefgvyctI3J7y66OUZ3yr200sgnQBHwsunBudyybzHwR6/NkYeeJ9iAxc6Ab1RIwGtz7HQGfE0tsghCWinfsDG8PfSHMxh69f8jp0/vmPkvoL4HRktLqLagitli4F9+d5HP7vLcAdyFDg9rr/lxIHEDZyk67G6mM+B7z2tzXAg8gw57qYdSKhyi9/rrr8uqnpAyDlo8MLo14oHxxZoSaup0JOdxA7tzVC/JhwMtM2D08NocrwCneG2OUdYdzoDvykaOEwWTAqw5MDKS9cAYHN8DA7THQYYYMMJYy81mW2LV6oKKO19aRlWtVjCjj+7B1JF9GhwvCELHZ781/8WkCXEfTqz5L8YNkXjWJpgHOL02x6fonFg/8NocLmCtM+B7w2tzPIT2CMkA7nAGfJVtOFZBiInVAyN/+DBy+8V3TKipC7J9/+Fwe3ALk3i2oIrZPL+7KKSc5qHDtv9L+82PA4kbOFcA+4ksnG4n4u0tCGknWFtL+dr14Xb34+J7YCzw7wpvnzamf1rHdSTRkifg84GxwEjgnwkcJwomBVgNGMmGkHRpJIQEzDwY+WLpCxErgSfAC4s2sHSDueKaYfCH700gM0Pi0wShM1Lqs4SPNJL/4utN1goknf7W1ijOgC8I/CSqe5Vl/xPAE40cPyBNQxOEZlNh8cDoOnxoo7Lb91VQZ5ZQ7d8zjy45rVZC9T27y3O9mXjzLHQC3E9ov/lxoAUGTq/NcT3wsNfmyDSPSXcYnCCEqdi4OZxrMHdAf7ILesaUU0qxMCAGjFgkrBHNHBWLvDbHVLRBIa+Zh4qCSQHBFBowug5pPMxBSqnWp3q/1YAReeB45uOIFfVHZx+L7ejYikgQhI7P/mYk8KyurWPRqt3htmNEr7SPSxCEtkMFg5RvjISZ5o8Y1qh8ayTwjMNPgYftLk81sBOY5XcXHUhBFbO00RIDpzPgW0kkp58gtCoHiy0JPBvJfxHYVsaeA1UAFORnM26oLHaESOYJ+G/ocI7taOOCAk6MJywKJjVYk3gmG97RZXCMRDCGEc6SHayqSur8HY1YISTBoGJnacTN89ozR7b6uARBaB9UbNlK5TZdqz2jS17c5Hyfry7hUKXW5YN7d2XUUT1iygmC0DGo3LmL4GEd2ZRd0LPRkokAm0os+S/Sl8ATaFDF7CtizOXbcX4cQTjiOGRJ4NmtEQPGAn9koeNUW3/x7raQjAFjGjDCNEwIrUQqk3hm5eeT06c31SWRfEtZPbpTW6Yz4werxQPDSvXehh4YBw7XYHp5kp+bRV5OZlsMTRCEdsC+T78Ib/ea4iAjJ7aR2ftNpHz12WMHSkk0QejgWMNHmvK+ANhcknwCT0EQ2icHV1krkMRO4KmU4r2vt4fbp9r6pX1cRxItKaMaYi3NDx8RUkQqk3gCdIlK5GktDarM+CxBUy+ExFw9KauIXKPCNFYREASh/bN30Wfh7d4nTY8pU1sXZL5/Z7jtHDcw7eMSBKFtKd8QCR/pOmxYk/IbdrdKCVVBENqAQ9YQktGxPTCWbtzP2p0HAeiSk8kpYsCoRzJPwEOATV6bY63ZVs6AL24IiZAaUpnEE6DroKMpW/p1uJ3VPZI8OigGjHrUCyExk3juL49co575UrFFEDorwdpa9n2+ONzuddIJMeWWrN9Habn2buvXI4+xUoFEEDo89SqQNMMDY93OiAFj5IDujUgKgnAksfvDBVTt1lWFM/Jy6RInH+Ern0WMnhdOOppuefKMYSWZJ+ArUjYKodkEU+yBEV3GKzMvN7xdVyUGDCuxkniGHkQACrqKB0ZL8docGcAjwHigCrjWGfCttez/EfBjoBb4gzPge9NrcwwBnkXn4NkHXOkM+CpaffCCABxY7qf2kHb7zh3QP+5DygfW8JFxA8iQmFZB6LDUlJZRuuwbyr6OFN5ryoBx4HANuw+Y+TIyMzi6l1SDE4SOQO2hQ6z6/b3h9sBvXRjzWa60vJp3l0XCRy47ofGqRZ2RZEJI6oD7gbfRCT1lFtYKpNoDI6dP73rtjJyIAUPViAHDSr0yqmYISamEkKSKS4A8Z8B3AnAr8NfQDq/NMQD4BXAScC7wZ6/NkQvcBLzkDPhOBfzANa0+akEw2fvJ5+Ht3idOj5nXQinF/BWR8JGzx0r4iCB0ROoqDrP+kSf431kXseynN3JwZThnPV2HD2v02PW7Doa3h/fLJyszmam6IAjthbUPPkLVLp2YM6d3L4696ecx5Ty+rVTX6hSTYwb15PjB4qkZTTJa8Qn06udJwNPAkykZkRAXpVS9KiTJJvEEyDtqQL22NemcJPGsT82+0vB2dtgDI2LAKBADRjKcDLwL4Az4PgcmW/ZNBT5xBnxVZhnntcA4YBm6lDNADyDmP6xhGLMMw1hiGMaSGikNLKSJegaMOPkvVm4tY1eZXlnt2TVbyqcKQgckWFvLl9+/hnV/f4y6ivpOgVk9e9Bl0FGNHm8NHzmmv4SPCEJHoGr3Hra88Eq4Peq2X5Fd0DOm7Gufbw5vi/dFbJIxYOQ5A743nAFfqTPg+w8gwTlpRtXVhbeNzMyUZK7vc+pJ5A7oD8DAogvIyIk8hEsOjAjB2lpqysrC7ZDSsRowekoISTL0AMos7TqvzZEVZ99BoCewFfi51+bwA+cDrxADpdTjSqnJSqnJ2UmWHhaEWNSWl1P2zQrdMAx6nTAlppzV++K0Mf1lZVUQOiBly5ZzMFAcbncdNpRe06fSa/pUjv/zPU2G/67fHfHAGCEGDEHoEOxZ8D8Iaq+KnhPH0/+Cc2LKrd5+gDVm8s687AwunHh0q43xSCKZJfwsr80x1hnwLffaHGMBlapBCbFJdfgIQGZeHlNfeIqy5X76nHoSK+/8XXifGDAiHFwVyRicXdAzPAGxGjAKu4kBIwkOANaZWoYz4KuNs687UAo8Dsx0BnzveW2OC4FngAtbY7CCYOXAipXhiUm3Y48Jh5hFM3/FrvD2Gfb+rTI2QRBal5KFi8Lb/c9zcvxf/pBQzrJ6HhgDuqV0bIIgtA0lH1v0wjlnxV2EfuurbeHtM44fQH5eap73OhrJXJXrgae8NsdAYDswKzVDEuKRDgMGQN7AAeQN1KEk9TwwJIlnmPV/fyy83Wv61PB2aYU1iaes7ifBJ0AR8LLX5pgOLLfsWwz80Wtz5AG5gA1YAewn4pmxnUg4iSC0KmHvC6DnuONjymzdW8HqHQcAyMnK4KTRUhJNEDoiJQs/CW8PuOi8hBOur7PkwJAQEkE48qmrrGTvZ1+E233PODWmXDCoeGtpxIBx4aS2976wuzzTgHv97qLT7S7PJMADrDF3P+p3F71kd3nuQi8g1gI3+t1Fi+0uz0hgDtrBYQVwnd9dFIwl25Jxtegp2GtzZDoDvmXAFK/N0R04bFktFdJEsCa1FUhiISEkEVQwSPW+/ZSv3xiZkBgGI372o7CM5MBIGfMAp9fm+BSdEPgHXpvDBax1BnxveG2Oh4D/ocPe7nAGfJVem+N64GGvzZFpHnNdWw1e6NyUfR0xYPSIY8BY4I+Ej0w/tg/5ubKqIggdjcqduzhUrOf2RnZ2vQWP5lBeVcv2/YcByMowGNInP+VjFAShddm/2EfwsM5/1XX4ULoOjV06denGfewwf/89u2Zz0qi2Xeiwuzw3AzOAcrNrEuD2u4v+apGZBJwGTAMGA68BUwA3cKffXbTA7vI8Blxsd3k2xZFNmIRnUF6b43jgP16bY4oz4NsPnAX81WtzFDkDvpUtGYTQPJQlAWEqEnjGor4Bo/MmPKwtr2DJjGvrxbGCzhPS7dhjwm0xYKQGZ8AXBH4S1b3Ksv8JdOJg6zErgTPTPzpBiI9Sqr4Hxvg4BoyVlvCR4wfElBEE4cjG6n1ROGUSWfmJlUDdsDsSPjKkbz45WZInRxCOdPZ8tDC83ff0U+LKWcNHzh1/VNp//6WlpX1GjRq1xNL1eHFx8eOW9jrgUnTRDgAHMMru8lyM9sK4EZ2E/32/u0gBm+0uT5bd5elryn5sHvcOcA5QHEvW7y7ak+jYW3JlHgS+ZxovMBN4zgAeasG5hAQIpimExEo9A0YnLqO68V9zGhgvjKxMRvy8fqSUtYxqgSTxFIROR9XOXVTvKQEgs2tXuh0zooFMMKj4ZlOkitHJo/u22vgEQWg9rPkv+px6csLHr9sp4SOC0JFQSlHy8f/C7T5xDBi1dUHe/3pHuN0a4SMFBQUlxcXFky0vq/ECv7voNepX+FsM/NrvLjoVWA/cRfxE+4ZpqLD2xZNNmJYYMDKcAZ/VWoMz4PsUkKe3NGPNgZGuEBJDyqhSuXMXm+Y816B/xM9m0XXwoHBbKcX+eh4YkgNDEDobVu+LHsfbMDIzG8hsKimnvErr797dchhY0KXVxicIQusQrK5m32eRcO4+p7XAgLHLWkJVEngKwpHOxif+TeUO7YGZ1aM7BRPHx5T7ct3e8DNFvx55TBreLsusz/O7i3yhbWAi8RPtB2P0xZNNmJY8BTecnWnk6S3NpCuJp5XM3NzwdrCqKi2f0d5Z+7d/EKzU3727bRSTn30CVRcku0f91ZCKqjpq67RxMS87gy45bRPTbnd5ZgIzzWYeMAG4EvgLsMXsvwudQ+IRYDxQBVzrdxettbs809GeVbVo16577C5PRizZVvlCgnAE0ZwEnv4tkfvzmEEFKSmBLQhC+6JsuZ+6Ch2/3mXIIPKHDUn4HIFtkcVJKaEqCEc2u977gLUP/CPcPvo7l5CRHftx+b1l28Pb54wfSEZGu5wnvGd3ea43E2+eBfjQSfjvs7s89wODgAy/u6jE7vIstbs8p/vdRQuA84GPgLWxZFsykJY8cb3jtTnuB37vDPjKvDZHN+BuYH5LBiA0n9YIIensHhgHi9ew4423w+3jbrmJrPzYSbTqhY+0Yf4Lv7toDjrTL3aX5x/AU+hEOzeb7l+Y+y4F8vzuohNMo8VfgYuBx4Bvo93B3jIT8gyLIysIggVrAs94BgzrQ8mYwS3ylhQEoZ1T+tXX4e3CyY6Ej6+oqmXJur3h9oRhUlhLEI5UqvaUsOK2u8LtwmmTGXlD7FzztXVBPlgeSfR9zviBaR9fC/kp8LDd5akGdgKz/O6iA3aX53/AZ+jIjtCX/CXwhN3lyQECwKt+d1FdHNmEaclT8GzgZuArr83RBV3K8Gng/pYOQmgeylqFpFWSeHa+HBjrH3kClPaq6PP/2Tvv8Laq849/JO+97Th7O4pCQqKETCAMsVVo+THaUtrSEqCUlqqlmwJltRREobRlbyhQtqAMAQlkEiIyFcUZTpzteG/LGvf3x5WvJG/JkmzZ5/M8eZ5zzj336Mjg43Pe877fd/mp5C7sWRzXP3wkawjoX2iN5vmA1mYy3Kg1mj8A5mqN5puRY9Z+gyy08yGAzWTYoDWa52uN5kwgyWYy7POO8RGyVbW4c9/ofyOBYGjjcblo2GlX6plzTuq2n+2QnwFjjDBgBItFo+viEaa3W/f6Pb8WuA7Zi+wuvd36nkWjGwW8hBzeegz4gd5ubYn65AUjhvot25Ry9rzu3cR7Y8OeKtpdstf1tFEZjMkNTgBUIBAMHSo+tCiZR1LGj2PO3+9Dndi990Xn8JG5E4dO+IjNZDgALPKWvwaWdNPndmRnBv+23cgZR/rsGwpBn4L1dqsE/NX7TxBFohFC4u/aNNIMGE2793Li40+V+tSf3dBrf/8MJDkR9MAoKSlZAfirh3ZWCe7g98Ad3rIFeBvYj+xhcT1dxXPc3rYGv7ZGYHJ3fbVGc7zNZBDpkgUCL02le5QNStKoIpILu4pzejyS8MAYOJcAyXq7dbFFowvwCPMaKn4GzEcOoVtj0egswG+B5/R26/MWje52ZAPHg4MxecHwR5Ik6jb7PDCy584OeoxVNl+mouXaorDMayQQooEzDfg3MAnZyHmT3m7d2GVwgSBEKj72BSZMvOZ7JGT3/Lc/RsJHhhRRC9oXC8zAiXoWkhFmwCh79CmlXHDm6WRoSnrtH60Uql5jRXcGCwWt0ZwNzLCZDCu9TU/bTIY677N3kENE6gkUz1HTs6BOaue+wnghEARS+5VVKefoTu62z6HqZpra5F+dnDQh4BkiiveY3m7dYNHo/D3CTgHW6u1WB+CwaHR7gdnALwCVd+8xDtgd5TkLRhAtBw7irJW1bhKyskidOCGo9z0eiS/sPgPG6TOFASMIQjFw3gLs0NutV1s0utnIZ5MRe74QhBdHZRV11s1yRaWi4KzlPfZ1xk74yJAimgmmlQUG+WbkgY4HfgvMUuBc4F6LRpeEb4E5FbgW6P1EOcwJyEISqRCSpJFnwHC3trLH9A8qPrQobZN/cm2f79W3+DRCslIHXcP2NOATAK3RrAK2aY3mjpQp/kI7F3j7LAK220yGBqBdazRP8b53LrLYZ5e+UfwuAkFMULvpa6Wcs6D7mHfbYT/vi7FZQsAzNLp4hFk0uvgenjUCWV5v0ThgB3AG8prWBZVKtUKlUm1SqVSbnM6Rp/skCA/1W3zeF1lzZ6NSB7e93nmknsoGWTw8Jy2R2ROE/kUQBBg4kY0VHSgGTr3dWo8sIjgbea/TbtHoPgJuBT6K7pQFw5kTn65SwtGzdXNJys/rse/60kolfGRU9tAKHxnKDMiAYdHo1BaNLs6i0Z1q0ej6uoIWC8wAiUoISYAHxvDfzLWdqGTDN7/DgSee9WlfnL6MTK2mz3droxRC0k9KkEU48eZd/jHwptZo/hzZm+IJ5JRHbVqjeR2yK/UvvO9ejxwrvhHYbDMZvuylr0AgACSPh7pNW5R69vx53fbbeSjQgCEIic6eYmq93erq4ZmSlk1vtzr1dutM5BC857sbWJKkxyVJmi9J0vyEHtThBYK+8BfwDCV85HO/8JFTNYXECRfyYAjawAnkAzl6u/VcwEwPOn7CwCkIhRN+4SNF55zZa9/3vz6ilM+fO0aEj/STkE/BFo3ur8gHpgnIGQ8qgO/38kq3C4x3E9LnAmPR6K5GXmCu7jywSqVSNAJeeeWVUL/SkMfjL+IZBQOGNMw9MCSPB9tv/kRL+UGlLVt3MjPv+lO/3o9WCEl/sJkMf+tU/xj4uJuu13fz7ga8Aj1+bZ7u+goEApnmvWU46+U/Wwm5OaRNnthtP9th/xSqwoARImsBA/Ca10Xc3yNsI3C3RaNLBpIADbDDotH9C/iv3m5dibyn8CAQRIi6zX4CnnO7DyfrCUmS+HCrLwZ+uQgfCZZQDJzVwLveNjOyZ3gXJElSQnjffPNNKYxzFgxT2mvrqN24SakX6ns2YLQ4XHy6wxc+cuG8MRGd23BiIB4Yy/R262PAYr3deh5yPtfeCMcC020mhJFygxLggRGxLCQjJ43qwedfpmaDN+RRpUJzxx+Y//wTvbp6+ROQRnUIZCERCATRo/Yrv/CR+fO6DQ1pbXexrbxWqc8alx2VuQ1D3gLaLBqd4hFm0eiMFo3uG3q79TjwMHLo22fAH/R2a5u37TaLRrcSuAf4ySDNXTDMcdbV07yvDABVfByZs/r24PTn6/01lFU0AZCaFMeyGYVhn+MwRwl57cHAeapFo0u2aHRZeA2cwJqOd5BDcG3Rm65gOHPgyWeR3G5ATq2ePKpng+RKWwWt7XLfKUXpzBidGZU5DgcGcgqOs2h0pwAHvOEjXeXXAwn6BgXfAmNFLDBRCiFJUsoehyMinzEUaC7bzx7TI0p94rU/YOzl3wpqjKHkgSEQCKJLoP5F9+Ej63dX0eaUL/4nF6UzWqRFDAm93dqdR9guv+dPIIfJ+b+zC1ge8ckJRjyH/vNfpZwxcwZxKcEJ9b6+wecFeuHcMaQlR01ff7jwFqD3GjhVwA8tGp0R2Ku3W9+1aHQdBk41XgOnRaO7B3jSotGtB5x0490tEARL8/5yDr7wH6U+7upv99r//a8PK+UL540RGllBMJBV8jngH8A1wH3AQ330FwvMAPHPQhK5EBI/D4xhHO935I13kLzfL0OrYcqN1wU9hjBgCAQjD8ntpu7rrdT4uYjm9KB/8amfsvhZs0ZFfG49oTWaC5EvAvTImb6eBSTki4IbbSaDR2s03wZc6H1+s81k2Kg1mqf2t2+Uv5JAMCRor63lwFM+eZWxlwV/EfKhXwrFyxYHl71EELKBswYI7j+WQNAHu//yAJI33D973hxGXXBuj32P17WyZlelUr9wXl+BDAJ/BnIKPoocPuIBbu6rs1hgBk70RTyHrwZG5WdfKOUpN10fYLjpL3V+WUiy04Zv6JJAIJBxt7ay+Yabqf3SZ7yIz8wgffrULn1dbg+rdvoMGGcOkgFDazQnAI8Brd4mE/BHm8mwSms0PwpcrDWay4HTgYXIKUffABYE2VcgGHHsf/wZ3M3NAKRNnkjxJRcF9f571sO0u2QvrZljs9CKMDOBICap+3oLVV94k12pVJT8/pZePSpeXVeO2yPLqiyYksfYPOGhGQwDOQXrgbssGt27wFN6u7UsTHMS9IC/iKcwYIRO8/4DtBwoByAuNYXcRcHvvV1uD7VNvhCbIZCFJKaxaHRq4F/IudgdwI/1dutev+fXAtch3/jepbdb37NodGnAv4FJQCJwk95uFTfBgohR/syLAcYLgDGXXtxtysTN+2uoa5aNnIWZyYOpf3E/8CjwO29dB3zuLX8AnAOUAh97Mxgd1BrN8VqjuSCYvjaTwXeVJBCMAFrKD3H4ZV/4yNSbbwzaO/Zdq8+F/LJF48M2t2DQGs0Lgb/aTIblwXhdCQ8tgcDHiU9XKeViwwW9ZjN0ON38d325Ur/q1EmRnNqwJGQRT73d+lPkzc0W4BGLRvdJ2GYl6BbJL6QjKiEkjuFpwKj89HOlnLd0MXFJSb307p51pZVKbHthZjJpSSJmdYBcAiTr7dbFyGrgD3Q8sGh0o4CfAUuRUyvfa9HokoBbgB16u/VU4FrkVLICQURoO1HJ/iefVeqjLjoP3bOPMu2W7h0Q/ZXFz5hVFLHUaCUlJStKSko2+f1b0fFMazT/AKi0mQz+KchVXuMD+DJ+9ZQJLJi+AsGIweN0sv3Xf1AuejJnayk4+4ygxmhqc2I/LP8qqVRw3tzoZyDQGs2/Bp4Ekr1NHV5XpyKHe1+sNZrn4fO6uhL4Zwh9BYJhTfWa9Uq56Lyze+37v81HqfWGoY/OSWG5VmQeCpaBnrpOQT5QFAGvD3w6gt6IShYSv8P8cPXAqFzpM2AUnHlaSGO8u8lPeEcnhHfCwDLgQwC93brBotH5Zxw6BVirt1sdgMOi0e0FZiOvPa9aNLqPkDMZ3RjlOQtGEPse+jee1jYA0kumMesvf0YVF9dtX0mSWLmjQqmfdVLkwkdKS0uVNH/dcA0gaY3ms4GTgecB/xQHHRm/esoE5gmir0AwYij71xM0bJN15VUJ8Wj+9Lug9wFby2vxepAzvTiTzJRBCUXdhxyq/YK3Ljy0BIIgaas4QdNu2WlYlZBAzindJs0E5P3BS6t9QQtXLp1IfNxAkoKOTEL+iVk0up3IB4b/6O1Wnd5uvTd80xJ0hycqGhjDajOEKwAAIABJREFUO41qe02tL1+7Wk3+acuCHqOh1Rlwu3rxfCG8EwY63+q6LRpdfA/POm5884Ecvd16LnKa5fu7G1ilUq1QqVSbVCrVJucwFqYVRI7mAwc5+ta7Sn36r3/Ro/EC4FB1C4drWgBISYxjwZT8iM+xO2wmw2k2k+F0m8mwHNlb8mrgA63RvNzb5Xxk8ey1wLlao1mtNZrHA2qbyVAFbA6ir0AwImjas4/9jz+j1Kf+/MZe3cV74uuyGqWsm5wblrl1pjcPLQCbyfAGskh+B8JDSyAIkuq1G5Ryju5k4tN61rPYWl6L/UgDAEnxai5dODihY7HOQE7Bp+rt1uqwzUTQJ1I0spD4eWC429qQPJ5u47tjlROfrARJ/nubPXc2ibk5QY/x8dajiuiWZkwm04pF3uYw0PlWV623W109POu48a0GOk6VZuTQky5IkqTcUL/55ptSd30Egt6oXrNOWTdylywkb8nCXvtv2OM7z8+fnEdi/JBaQ38JPKE1mhMBO/C6zWRwa43m1cB65IuNG0PoKxCMCI7/7yPwyHuAnAU6JvzwqpDG+Xq/z4Axb1JkDBh9eGh1RzBeV8JDSyAAqlevU8p5y5b02vfVdT7tiwvnjRFZDEMk5FOwMF5En6iIeCYkEJ+ZgauhETwenHX1IR3yhyKS2035My8q9YKzlgc/hiTx1sZDSv0b88eFY2oC+VbXALxm0egWAdv9nm0E7rZodMlAEqBBFgxbA1yAnB7yNMAW1RkLRgy1G61KubAf68aXfgaMRdMHx/uiM14vjA5O7+b57cDtndp297evQDBSqPp8jVIed9UVIV3ytLs8bCuvVeqRMmCEwGat0bzcZjKsQva6WgnsBe7TGs33A2Pxel1pjeZ+9x2MLyIQRAPJ7aZ6/ZdKPe/UxT327Zw2+YqlEyM5tWHNkLoWEvRONNKoAiTl5yllR9Xw+btT8eEnSvaR+PQ0xlx6SdBjPPxBKVsOyJuOOLWKC+ZFX3RrmPIW0GbR6NYBDwK/sGh0RotG9w293XoceBjZff0z4A96u7UNuAeYa9Ho1iPfFN8ySHMXDGMkj4far3wGjN5iWwE8HinQgDFtaBgwBALBwGk7XkGjvRSQtS/yli4KaZxdR+oVIfCxuakUZaeEbY4D5JfAHVqjeT1ydq/XbSaDFfnv73rktMk3htBXIBiW1G/fiaveGxJSWED6tK5p1Tt4a+MhxYNbOy5rMLOTxTwhn4ItGl0cMBdQAn30dusX4ZiUoHsCQkgiJOIJkJifR3PZAQDaK6th+rSIfVa0kDweyv79pFIf971vk5CZ0csbXXl13QEe/2SPUr9yyUTyM4LPYCLoit5u9QDXd2re5ff8CeCJTu/UIIuPCQQRo2nvPpx1ckh3Qm4OaVN6T3e2+1iDoi6ek5bIdBFiJhAMGypXrVbKOQt0xKelhTROQPhIhPQv+ovNZDgALPKW++11JTy0BAKo/GSlUs5btrhHMV+PR+I1v9SpVy6ZGOmpDWsGcgp+HcgGOtQMJUAYMCJINEQ8ARLzfTeGjqrhESl04pNVNO+TVX/jUlOZcPV3gnq/sqGNe9/yRSicpink1xfPDOscBQLB0MM/fCT3FF2fmQb89S8WTsuPWPpUgUAQfar8DBgFy08NeRxrmW9vNXfohI8IBIIgkCRJ1sTxUqg/s8e+2w7WcrCqGYCM5HjOnzs64vMbzgzkFJyvt1tDX70FQRMNEU8IDCFpHyYGjIoPfAvMuO9cRkJ2cKLYb391CKdbdvuaNiqD+6/WibRHAsEIwN+AkTNf12f/LzsZMAQCwfDA3dpKzYavlHp+iAYMp9vDpn2RF/AUCASRpX7LdtqOyff48VmZ5C3pOaTs463HlPI5c0aTkhi5c9xIYCAnsHKLRicUDKOIFAURT5BDSDoYDhoYHpeL6nU+gZ1iwwVBvS9JEm9sOKjUf3jGFNKSxMIjEAwnaq2bqft6S0BbV/2L3g0Y7S4Pm/xuVoX+hUAwfKjZ8BUehwOAtCmTSR0XWgr1zftraGiVM5eOyk5mSlF62OYoEAiix3G/y9Gic85CnZjQbT9JkrBs8xkw9LOLIz634U7QpzCLRncMOVwkGbjcotF17NYkvd0q/GEiSLRCSJIKhpcHRsN2m5xVBUgqKiRt2pSg3t+4t5pD1S2A7PZ1zhyx8AgEsULj7j2kjC4mPr37Q4IkSex76F/sf+xpAGbdfzfFF54nv2sv9elf5GSTNnVyr5+1rbyWFocbgDG5KYzL6zkXvEAgiC0qP/tcKQ8kfGSlrUIpL9eO6jMsTSAQDD0kt5uKDyxKfdQF5/TY13a4nqO1rQBkpiTElHem1mheCPzVZjIs1xrNU4Fnke0AO4AbbSaDR2s03wZcCLiAm20mw8Zg+oYyr6A9MPR2a7HXUDFHb7cmeuvFQM+BP4KwEBBC0oOVLxwkDrMQkuo165VybwI7PfHGlz7vi4t0Y4Xbl0AQI5T9+0k2XHwl6y++EldTU5fnkiSx7x+PKsYLgL0PPIzb4cDT7mTnbXcr7bkLF/S5dqwtPaGUl5YUioOJQDBMkDyeAAHPgrO6aFf2bxxJYuWO40p9+cyiAc9NIBBEn+p1XypnpMT8PHIW9Oyh6R8+csasIhLjYyMEXWs0/xp4EtlpAcAE/NFmMpwKqICLtUbzPGQx34XAlcA/Q+gbNKF4YMwCRgP3WTS6W7yTUgN/AU4OdSKCvoleGlU/Ec/K2DdgVK1Zp5Tzl/Wcn7k7GludAW5fly4aH7Z5CQSCyLLv4X8D0Hb0GIdeeo1J112jPDth+Yyyx56m0WYPeKftWAWH//O6nC7R+0yVEM/Ea3/Q5+etLa1UyktKCsLwDQQCwVCgYbtNOawk5OaQNXtWSOOUnWhSPDpTk+JYOC2vjzcEAsFQw9nQiP32e5R60Xlno4qL67avJEl8vPWoUj9ndkwFK+xDzvb3greuAzpc0T4AzgFKgY9tJoMEHNQazfFao7kgmL42k8G3eeonoZyCc4BvA0VARyoHD/CvEMYSBIEnWiKeBT4DRqx7YLTX1tKwfadcUavJXbwwqPe/2let5GyeMSYTzZjgxD+jhdZo3gzUe6v7gceAh5BdtD62mQx3aI1mNfLv6RzAAfzYZjLs1RrNi/rbN6pfSiAII1Vr1isGjAPPvMCe+/4e8Dy5uIi2Y7Jr9+77HgRJUp5N++XPyZw5o9fxa5sc7Dws/wrGqVUx5SIqEAh6p3KlL8lewfJTezys9MUqv/CRJdMLSIwPbRyBQDA4SJKE/fZ7aDsqX27GZ2Yw4Yff67F/6dEGxWiZlhTPkpKhszeoq6vLLykp2eTX9HhpaenjHRWbyfCG1mie6Pdc5TU+ADQCWUAm4H9Y7GgPpm/kDRh6u3U1sNqi0c3T261fB/u+IHSi5YGRkJ2FKi4Oye3GWV+Pp70ddWJixD4vklStWq0cRLLmnERCVmZQ7/tnFFgyfWjeqGqN5mQAm8mw3K9tC3ApUAa873Xbmggk20yGxV6jxQPAxcCjQfQVCGICyc8AAdC4047k8dBy8DD7/u6zt6uTkhh7xaVMuek61l98pbwp8Xs3f/mpjL/6231+3vo9VcprJ43PJjMlcmF+AoEgugToX5xxWsjjrLT5wkfOmDVqQHMSCATR54RlJRUffKzUZ955Kymje9bG+8wvZOy0mYVDymiZnZ1dVVpaOj+IVzx+5QygDmjwlju3B9M3aAZyCh5r0ejuBRKQw0jy9XbrSQMYT9AH0cpCooqLIyE3h/ZK+fDeXl1DcnFs/aGVJImDz73MHtPDSlve0p7TG/XExr0+Q+EpU4eO1bQTc4BUrdH8MfLv9O1Aks1k2AegNZo/As4CioEPAWwmwwat0TxfazRn9rdvdL+SQDAw3C2tXeoNNjt7Tf/A094OQMbMGcx97GEldfRU40/Z8as/AKBOSWb0JQam/fKmfmlZrPMLH1kqwkfCikWj6+IRprdb9/o9vxa4DtmL7C693fqeRaMbDzyNvCaqgBV6u7U06pMXxDwthw7TtGcfIBs8e0uV2BtNbU62lct7dZUKTtMUhm2OAoEgOhx9612lPOayb1J0zlm99vc3YJwV+0bLzVqjebnNZFgFnA+sBPYC92mN5vuBsYDaZjJUaY3mfvcNZSIDOQX/CbgJuN47qbN76xzKBsTv2WnAS3q7dUSnbQ0IIUmIrJBkUn6eYsBwVFXHnAFj/6NPKfHvAAlZWYz5v0uCGqOuuZ3dxxoA2SV83uTBydVeUlKyAljh1xTg4gW0APcjC+1MQ44187doNgKTkV236v3a3d62hv701RrN8TaTwYVAEAM467oa9bfccDPt1TWAbKideeetivECoPjC80jMzqK9to7805eRkJHRZYzukCQpwIAh9C/CziVAst5uXWzR6AI8wiwa3SjgZ8B8ZKGxNRaNzgLcCTyit1vftmh05wL3IsfyCgRBUeUXPpK7+BTiUlNCGsdaVoPbI7tpzRidSW56UljmN9IR5wtBtHA1NVG9doNS70sb62hNC/Yj8hY7Pk7FqbFvtPwl8ITWaE4E7MDrNpPBrTWaVwPrkTUxbwyhb9AM5BRcrbdb11s0uuv1duuzFo3uh330D3oDordbHRaNbhzyD2HE++NGywMDIDE/H1lrJfZ0MJr3l1P27yeVeuZJWk564B6Si4JbOL7a5/ves8Zlk5Y0ONlHvMaKx3vpshvY64012601musBf2tLh4tWKoGuW2p6dufq0lcYLwSxRHttVwNGh/ECYPzV3+5W1yJvaXBCvwD7KpqoqG8D5FTLs8ZlBz2GoFeW4fUI09utGywanb9H2CnAWr3d6gAcFo1uLzAbed/QYYSNB9qiOF/BMKLqi7VKeSDpUzfu9V00DmGPzlhEnC8EUaHq87VITicAGZoSUseN7bW/f8rkhVPzSU+Ovf/VbCbDAWCRt7wbOYtI5z63I3t/+7f1u28oDCSPi8NruUzw3m70HAAkE7ABQV5MOlA2IHq7tR7ZxWS2RaNLRo7P/8kA5jls8ERJAwMgqcB3K+moDMm7Z1CQJIldf/6LssBkzZ7Fghef6nOR6Y7AzcaQVgq/BvkPNlqjeTSy8aFZazRP0RrNKuBcYDWwFrjA228RsN1mMjQA7f3pG92vJBAMDGc3BowOMrQapvz0+rB91vrdPu+LhdPyiY+LjRRpMUQXjzCLRhffw7NGIEtvt1bp7VanRaMrQfZQu6O7gVUq1QqVSrVJpVJtcnr/bggEHbhbWqn9yif3ln/a0pDHipGQ1FhEnC8EUaHC8qlSLtSf2Wf/T/3DR06KLU/2oc5Adlk3IFst70J2b/9TH/2D3oAAjwD36+3WI70NPFI2IFKUspCAnNO4g1jywKj438fUbNgoV9RqZtz2O9SJoVk8Y2iz8RSQrTWa1wCvIhs0fgy8BGwENttMhi+Bt4A2rdG8DngQ+IX3/euD6CsQxAQ9GTAyZs5A99S/QnYD7w5/A4YIH4kInT3F1Hq71dXDM0UUzKLRnQG8DXyvJ/0LSZIelyRpviRJ8xMSYu92TBBZar78StHMSZ82JeRw2rrmduxHfFmK5k8ZnJDUYYo4XwgijrutLcAbqy8DRn1LO5v8PLnP0AoDRjgJ+RSst1uPWDS6GcBS5JuN3X28EuwGpB04FZhq0ehuA3ItGt0rerv1ys4DS5KkuNi/+eabUufnw4VoZSEBAuLCHTFiwJDcbvY98phSH//dK/pMfdgTVY0O9h5vBOS4tZMn5oRljpHAZjK040tp7M+iTv08yMaKzu9v6G9fgSBW8A8hydCU4G5pJX36VGbeeWvQ2Yh6/RyXJ8DYuXiIZiuKcdYCBuA1r4u4v0fYRuBu741qEqABdniNFw8B5+nt1vJoT1gwPKhavU4p550auveFtaxayVI0c2xWTLqSD2HE+UIQcaq+WIenVY5ETJs8kfSpk3vt/8XOE4rmzUnjsynMSo74HEcSIZ+CLRrdPcgKohrkxeB3QG+55oLdgGzU260lfp93vLvFZSTh8dfAiLCIZyx6YFR+9jktB+R9anxGOpNvui7ksd768qBSnjMhh9RB0r8YKQgRLkG48ffAKDhrOVNuXNFL79DZVl5La7sbgLG5qYzPT4vI54xw3gL0Fo1uHXJGkR9aNDojsFdvt75r0egeRg59UwN/0NutbRaN7u9AIvCcRaMDKNXbraH/URCMOCRJCrhxzT9dhI8MUcT5QhBR2qtr2P2X+5V6f8JHPvNLmXxm7GcfGXIM5FS2TG+3nmbR6Fbq7dbnLBrdDX30D3oDMoC5DUuiGUKSlO/7AxsLHhiSJHHgqeeV+tgr/6/fGQQ643R7+M/aA0r90oXjBzo9Qd8IES5BWGn3y0KSmB05Uc11fuEji6eLg0kk0Nut3XmE7fJ7/gTwRKd35kRhaoJhTHPZAdqOHAUgLi2N7Lmh/y8VQ5pasYg4XwgihsfpZOvNv6HtmCzIGZ+expjLek9o1e5ys2bXCaUuDBjhZyCn4HivRVOyaHRxyCkZeySUDUin90f8f/1ohpAEemAMfRHPuq+3UL9VNrqrEhIYf1XoxnTLtmNKRoG8jCTOnzs6LHMU9ErQWQYsGt12ZBGuFYA12hMWDG3806gm5ETOgLHeL33qYqF/IRAMGyo+tCjlvCULUYeokVLV6GD3MW9IqlrF3ElC/yKciPOFIJKUP/0CdZu8Qr4qFbPuv4eUMb3nrfhyTxUtDvlYPC4vlSlF6ZGe5ohjICKeDyIfGmYBXwL/DMuMBD0yaFlIqqqRpKEd+nfoxVeVcvE3LiCpMPSDxItf7FfKVy6ZQGJ83IDmJugXQoRLEFb8Q0giZcCobnSw45D8OSqVnCZNIBDEPu21dRx89kWlXnj2GSGP5W/kPHlizqClZBcIBMEheTwcfu1NpT7lZzdQcPqyPt/7bIcvfeqZs0ahUqkiMr+RTMgGDL3d+l/kW9MLkUWyXg7brATdEs0Qkri0NNTJSQB4WttwNTVF9PMGSqPdJzA/9opLQx7n0+3H2FpeC0BCnJrLl0wc6NQE/SNUEa7bLBrdKrwiXN0NLLIMjEz8DRiJETJgmK2H8Wp0MXdiLtlpiRH5HIFAEF0OPPEMrqZmAFInTaDognNCHss/zGzpjMIBz00gEESH2k2baTt6DID4rEwmXvO9Pt/xeCRWCv2LiBPSKdii0f0UuALIAw4D/wGeCeO8BN0gRVHEU6VSkVxUREu5LGbpqKgMWVMi0kgeD63eBQZkdeBQOFrTwh9f2arUDbox5GckDXR6gv4hRLgEYaU9wh4YkiTxxgaf2O+3hFaOQDAsaD16jEMvvabUp958Y8iXRpIksbZUpFkWCGKRY++8r5RHnX8O6sS+Lyl2HKqjssEBQHZawpDOYhjLBO2BYdHobkcOG7kGOfXiL4HlFo3uj+GdmqAz0QwhAUga5bspcFRU9NJzcHFUViF5QwMSsrOITws+C4DL7eFXL3xNQ6s8TnFOCr80zAzrPAW98hbQ5hXhehD4hUWjM1o0um/o7dbjQIcI12cIES5BJ6rWrGPzdT9TYtYlSQrUwMjOCvtnfr2/hrITsmdaWlI8587pPSZWIBDEBmWPPIanvR2AzNnafmUc6IndxxqpbvQdZjRjwr8WCQSC8ONubaXio0+U+uhLLurXe+9/7YtqPkM7ivi4gag1CHoilFPwuXq7dbFffbtFo/shsBK4KzzTEnRHNENIAJILfQaMtuMneuk5uHSohAMkjwlNcPODzUeV0JE4tYr7vzdPuINHESHCJRgI9j/dRduxCqq+WMvypYsAkFyygFZcagpxSeH3pHrDL9XyhfPGiFTLAsEwoHH3Ho6+rWTpZprxpgHFr6/1y0SweFoBcWoRCy8QxAInPvscd7M3jGziBDJnz+rzHZfbwwdbfGeSC+eNidj8RjqhmIW63Hx6Dx+ubvoKwkg0s5BAoAdG2/Gh64HR6mfASBkbmgHjlXUHlPKPz5rKyROFSrhAEAu4mluU9GYA9Zu3BQp4RiCFakOrk4/8NikifEQgGB7sfeAf4BUtzzt1KbkLFwxoPH/9CxE+IhDEBpIkcfA5n7Rj8cUX9suQuXFvteJxlZ+RxClC2DtihHIK7ikdhTArRxBJkpDcvky10TBgJBcVKWVHxdD1wGg94tO/SAnBA8N+pJ4tB2Tvi/g4Fd9dNilscxMIBJHFcaIyoF676WsSsjKVeiT0L97YcJA2pweA6cWZzBon3MIFglinas06qr5YK1dUKqb98qYBjdfa7sJaVqPUhQFDIIgNTnz8KQ3bbQCoExMZ/U1Dv97zDx85f+5o4XEVQUI5BS+zaHRHO7WpAKFSEkE6C3hGIyVPoAfG0DVg+IeQpIwO3oDx6toDSvmc2aPJE8KdAkHM4DgRuDbVbtpM9ryTlXq4M5C43B5eXF2m1K86dZJIkSYQxDh1W7az7ebfKvXiiy8ko2TagMa0ltXQ7pINnZOL0hmVnTKg8QQCQeTxuFzs/fu/lPq4q64guajv7EFt7W4s23wXqhfOGxuR+QlkgjZg6O1WIQwwCEQ7fAQgeZS/B8ZQDiHxLRjJY4IT0mtqc/Ken8X0yqUTwjYvgUAQeTp7YDTssNF2zJfCLNweGJZtxzheJ0dS5qYncpFuaMe4ao3mBOBpYCJyFp+7gJ3As8gelTuAG20mg0drNN+GnBrdBdxsMxk2ao3mqf3tG83vJRCEi6Y9+9i84qdKvHtiXi5Tb75xwOOu9w8fmS68LwSCWODom+/ScqAcgPiMdCZd+8N+vffpjuM0O+Sz2oSCNOGZGWGE6liM4PFm2YDoCHgCJPlZHNuGdAiJnwdGkCEkr60rp7VdDs2ZOiqDeZOE9oVAEEs4KgINGJLTRdWq1Uo9MYwaGJIk8dznPu+LK5dMJCkhLmzjR4irgGqbyfA9rdGcB2wGtgB/tJkMq7RG86PAxVqjuRw4HVgIjAPeABYApiD6CgQxR9mjT+FqlDMKJeRko3vm0X7duPbFutIqpbx4CBswtEbzZqDeW90PPAY8hGyc/NhmMtyhNZrVwL+AOYAD+LHNZNirNZoXde4b9S8gEIQJd2sr+x55TKlPvPYH/c5i9vKa/UrZoBsrPDMjjDBgxAiD4YGRmJuDKiEeyenCVd+Au7WVuJSh5QIpud20HQtNA6PZ4eLplfuU+neFK7hAEHN09sAAfHHshNcD4+v9NWw/KAuEJsSpuWLpxLCNHSolJSUrgBV+TY+XlpY+7lf/L/C6X90F6IDPvfUPgHOAUuQDiAQc1BrN8VqjuSCYvjaToet/DIFgiNOwbYdSnv3gX0ifNmXAY1Y1Oth9rAGAeLWKBVPyBjxmJNAazckANpNhuV/bFuBSoAx4X2s0z0P24Eq2mQyLvUaLB4CLgUc797WZDF9H9UsIBGHi4Iuv0l4pGx4TC/IZf9WV/Xpv5+G6AC29/1skhL0jzYBPwhaNrgCo9mYiEUQIzyAYMFRqNUmFhYrGRFtFJWkTh9YvpaOyStEHScjNIS61/waW/6w5QG2znOt9dE4KlywYF5E5CgSCyNF2onfvsHAaMB6z7FHKBt0Y8oeAXo7XWPF4T89tJkMTgNZozkA2ZPwRuN9rfABoBLKATKDa79WOdlUQfYUBQxBTOBsaaT0sh5GqEuLJnntyH2/0jw1+4SNzJuaQljxk7wvnAKlao/lj5DPB7UCSzWTYB6A1mj8CzgKKgQ8BbCbDBq3RPF9rNGf20FcYMAQxh7O+gQNPPqvUp/z0un5f2r60+oBSPm/OaAoyk8M8O0FnQkmjCoBFozvDotGVARagzKLR6cM3LUFn/D0wohVCApBc5HN7HIo6GKGGjzS3uXhm1V6lvuLsaSTGh/zrIBAIBgnHiapen4dLxNN2qI61pfKhRK2S0y3HClqjeRywEnjBZjK8DPhfOGQAdUCDt9y5PZi+AkFM0birVCmnT52COjEhLOOu3z00wkdKSkpWlJSUbPL7t6JTlxbgfuBc4HrgGW9bB/5Gy3q/dre3raGbvgJBzHHg6edxNTQCkDphfL8zj9Q0OfjfZp+W3ndEJsOoMJAT253AMr3dejKwFFkYTBAhPJ2ykESLJL9UqkMxE0lbQArV/gt4/mftAeqaZV2RMbkpXHKK8L4QCGIR/xCS7jywwuWB8fgnPu+Lc+eMZkJBeljGjTRao7kI+Bj4jc1keNrbvFlrNC/3ls8HVgNrgXO1RrNaazSPB9Q2k6EqyL4CQUzRuNNnwMjQlIRlTKfbM2QEPEtLSx8vLS2d7/evs7fWbuBFm8kg2UyG3chGCn8xsJ6Mlupu2oQhUxCzVHz4iVKe8rMbUCf0z5j5+oaDSrYh7bgsZk8If+p2QVcGchJ26+3WowB6u/WIRaNrC9OcBN0waB4YfqlUh7oHRnI/U6i2OFw8u8qnfbHi7GkkxAnvC4Eg1pAkKcCAMe+pf7P9V78PSK2cmDtwYd59FY18st2X2eTasweWXjHK/B45zfmtWqP5Vm/bz4GHtUZzImAHXreZDG6t0bwaWI98OOlIw/BL4Il+9hUIYgp/D4xwGDDcHonfvrSZinp5S5yRHI92aGcjuAY4CfiJ1mgeDaQCzVqjeQqyrsW5wB3AWMAAvObVwNhuMxkatEZzezd9BYKYwtnYSOvBQwCo4uMoOOv0fr3X7nLz0mqfeOd3lw0/Lb2hKvI7kJNwg0Wjuwn4AjgNqAnPlATdMRginjB0PDAkSaK9sorE/DxUap+xISCEZGz/DBivrS9XtC+Kc1L4xnzhfSEQxCLOujokb4am+Ix0sk8+iUVvvUzpnfdx7P0PyV20gLQpA3fnfNZP7Pf0mUWUjM4c8JjRwmYy/BzZYNGZLjs0m8lwO3IMvH/b7v72FQhijUZ7+AwYkiRx+2tb+XCLb19y7dnTiB/aFyRPAc9qjeY1yKmSr0EOG3sJiEM+dHypNZq/AvRao3kdoAI6ckte37lvtL/4ib+CAAAgAElEQVSAQDBQGnfuUsrp06YSl9Q/fasPNh+lqtEBQEFmEufPHdpp1YNlKIv8DuQkfBWyGNjdyDnlrwnHhATdMxgintDZAyPyBgyPy4W7qTkgbZHH5WLbzb+h8tNVFJ1/Dic9cI9i4QwMIenbgNHW7uYZv8PIj8+cGtPaF1qjOQF4GnnxSEIO5ToMmIEOn/d/20yGV7VG823AhciW0JttJsNGrdE8FXgWeeOyA7jRZjJ4uusbvW8lEPQP/xSqSYWym3ZCRgaz7ruTGbf9jrjUlAHfhpyob+Nd62GlHkvaFwKBoGfcDgfN+3y3pxklA/OseuTDUt7ceEipX3XqJK45Y+AZTSKJzWRoB77TzaNFnfp5kI0Vnd/f0LmvQBBrNPgZMDJmzujXO53Tqn932aSYPk/0wJAV+Q36JGzR6Mbq7dbDQBHwhN+jAqC2l/e6uJfo7da9fs+vBa5DPjDdpbdb37NodOORD2fxyBbfFXq7tbTL4CMAyTk4ISSBHhjhDyGp27yV2k1fgyTRvL+cypVf4KpvoPiSi5jxx98Qn5bK/n8/SeWnqwCo+OBjRl10HoVnno7k8dBYulsZqz8eGC+sLlOspUVZyXxrYcx7X1wFVNtMhu9pjeY8YDPwZ8BkMxke6OjktZCeDiwExgFvAAsAE/BHm8mwSms0PwpcrDWay3voKxAMKfzDR5IKCwOexaelhuUzXviiDJdbTsJx8sQc5k0aeEiKIDhC2T/4PbsZGKW3W38b3VkLhjpNe/Yhud0ApIwfR3x66Lo2b355kEf9shRdsmAcv7lYO+zcyYci4nwhGCiNNrtSztRq+vXOml2VlB6VNWxTEuO4bPGEiMwtktTV1eWXlJRs8mvqnIa9Q+T3SWAacip1f52bRmAy/Rf5nRyuuYdyEjZ6/z2GfGvbsTpLwJm9vHcJkKy3WxdbNDp/9xIsGt0o4GfAfCAZWGPR6CzIQqGP6O3Wty0a3bnAvcC3QphzzBMQQhJFEc9IemDUfvU1m35wHXi6ZuA99vZ71G/ZTv5pSzn4wn8Cnu25/yHyT11CY+kenLXy71FiXi6pE3tfPA6caOJfH/kMHj86cyqJ8XFh+CaDyn+RUyN24AJ0QInWaL4Y2QvjZmAZsnunBBzUGs3xWqO5wNv3c++7HwDnAKXd9bWZDCJFomBI0ea3JiUV5od9/MZWJ6+tL1fqPzpTeF8MEqHsH9TIlywLkY2wAkEA/m7jmTNDDx/ZdaSeO/67Takvm1HA7ZfPRq0WxosoIc4XggHRYPNfC/r2wGh2uLjzDd/v/MULxpGdlhiRuUWS7OzsqtLS0vm9dNkN7PWeB3ZrjeaeRH5TibLIb9AnYb3davQWTXq71dzRbtHoLu/j1WV43Uv0dusGi0bn/wM7BVirt1sdgMOi0e0FZiOLh3VYdOKBESsUOlghJIn5eaBWg8dDe3UNbodDiQ1r2r2X3fc9SOYsLVN+fkNQNw3utjZ23npnt8aLDloOlHPwQHnX9v3lHHn9bZz1PsNe3tLFAdoYnfF4JG59dauiFDxzbBZXLIkNa6k37Zl/6jPFQmozGZoAtEZzBrIh44/IoSRP2kwGq9Zo/gNwG/KiUe03Rke6M5V3YfJvy+yhrzBgCIYUAR4YRYW99AyNd746RFObvPZOLkxn+cyiPt4QRIhQ9g97geeBT4D++QQLRhTh0L9weyRue20bLo/8Z7RkdCamq+cLYfDoIs4XgpBxNTXR4j1rqOLiSO9HKJnpPTtHaloByExJ4Hp9TAl7B8OQFfkNJYTkIuS0qd+2aHSLvc1qZGvna7282sW9xKLRxevtVlc3zxqBLL3dWuX9zBJkF5ZLuhtYpVIpB7xXXnkl2K8UEwxWFhJ1fDwpY4ppPSTnOK7Z8BUFpy9DkiR2/P52Gm12qtduIHfxAnIX9j/KoOyfj9NSfhCA+PQ0xl75f8SlpZG3bDHNe8vYdedfcLe0Kv0T83IZdeF5HHz+ZQD2PfIYyaN8h4m8Zb2HYD7/RRlf75d1ZuPVKv58xZyhLqyl4DVWdE59pqA1mscBbwH/spkML2uN5mybydBh5XwL+AfwDt1bQj3dtEU9NZpwARWEQmAISXhTFUqSFOB9cdVpk8SN6uARyv6hFvjYotH9oLeBR8L+QdAVd2srJz5ZqdT7G/femVfWHmDHIfnPY0Kcmgeu1pGWHL09mgAQ5wvBAGi0+zyz06ZOJi45udf+G/dW8craA0r9D9+aRUFm7+/EMENW5DeUVXYrkAe0Iruag/xl+vrN7pJD2ru4dPdMOTBZNLozkA823+vpcCJJknLAe/PNN6Xu+sQ6g5WFBKBQfyblT78AwPH3PqDg9GXUb90REDNWuXJ1vw0YjfZSyp95UalPu+Vmxl7u89zLmjWT3EULqPp8DW0VJ/A4HIz+1sWkjCnmhOVT2o5V4KypxVnjk1zJW9KzAcNaVo3pPd9crzlzKpoxQzqtWb/RGs1FwMfAT20mw6fe5o+0RvNNXuHNswArsBa4T2s0349sKVXbTIYqrdG8WWs0L7eZDKuA84GVyDeXXfpG+KsIF1BB0PgbMJLDbMD4en8N+yqaAEhNiuOieWPDOr4gKELaP/SHkbB/EHTl8Ktv0F4lOxomjSoi95TevKi752hNC3//n29vseLsqUwqDF1HQxAy4nwhCJrWI0c5+vZ71Gz4SmnrS//C4XRzu1+42BnaIi6cN7wyj/gzlEV+QwkhOQQ8Z9HoXtDbrcrtrUWjK+7j1bV43Uu8B5Ttfs82AndbNLpkZPd3DbDDu7g8BJynt1u7xhKMIDzOwTNgFF90vmLAOPHpKlzNLRx6+dWAPtWr18Jvjd29DoCzvgHJ7SYhJ5tdd9+nCGflLJzPmMu+2aV/8qgixl5xaZf2KT+/Edtv/xTQljFzBol53QvrVTa0YXzOitvr3jl7fDY3nDOsXL1+D+QAt2qN5lu9bUbg71qjuR04DqzwunKtBtYje0zd6O37S+AJrdGcCNiB120mg7uHvpFEuIAKgsYRoIERXgPGa+t8f3IunDtG3KoOLkHvH6I/RUGs4G5p5cCTzyn1SSt+iDoxuPh1t0fiNy9tpsUh72UmF6aLDEWDhzhfCIJCkiS23vSrgDAygMyZvRswHvtkD+WVzQCkJ8fzp/+bLYR6B4mB7Mhus2h0PwESkWNidgPaXvq/BegtGp3iXmLR6IzAXr3d+q5Fo3sYWI18YPqD3m5ts2h0f/eO/5xFowMo1dut1w1gzjFLQAhJFEU8AdJnTCdt6hSa9+7D09rGkf++ScWHloA+zWUHaD18hJSxXS2RjaV72HjF9/E4neSfuoQ66xZAFiPV3Pa7oH75iw3nc/C5lwIWnbxli3vsb3rPrmQdyUlLxPT9+cNBuFPBZjL8HPh5N4+WdNP3duQUSP5tu5EzjvTZN8IIF1BBvyl/7mUOvfQKrX5plMNpwKhtcvDxNt/Yl8eIXs4wJuj9wyDOVTDEOfTq67RXyyGlycVFjLn04qDHePLTPUpYapxaxZ1XzhlWe4sYQ5wvBEHRvG9/F+MF9B5Ktvd4I099pkQ2Y7xIQ2HWsA0dGfIM5CR8PrJ7+YPIqRj/1Vtnr7dGZ/eSXX7PnyAwLSt6u3XOAOY3rBjMEBKVSkWx4Tz2PvhPAPaY/hGQ1rWDXXf/jfot20gqLGDuow+RXDwKgEMvvYrHIRsRqj5fo/Qf/73vkDZpYnBzUauZ/uubsf7wBqUtf1mXszoA5ZVNvGc9rNT/8t25FOekBPV5gqghXEAFAXja29n38KOc+GwVkttDYk420275OWkTJ7D7vgcDBIBVcXGy4HCYeP6L/Yrg76xx2cwcmx22sQXBE8r+we/Zs5GbmSAWOf7eh0p54oprgva+2FZeyz/9Mppdr5/OyRNFeuXBQpwvBMFywvKZr6JSgSSRPn0qmbO698CQJIl739oRkFL9skXiYmMwGYiKYbXXpTvDK7aXGqY5CbrB43Qq5WgbMABGXXi+UvY3XmTrTlbKVatW46yrp2n3Xrb+7BbcDgeS203lZ5/TmcT8PCbf8KOQ5pK76BRGf+sbAGTNnkXWySd12+9Ryx68kSMsmZ7Pshnhz1IgCBtrgQsAenABPdWi0SVbNLosuncB3dR5QEHs4nY42HrTrzjw1HO07C+n9eAh6rduZ9dd91G3dXtg9iKVivFXfxt1QkJYPruirpXnP9+n1L932qSwjCsQCAYfye2med9+pV507tlBvd/c5uLXL36thKWePDGHFWeL0BGBIJbwF/Cd9Zc/s9j8X0557fke9xErbRVs2CNLwcWpVdx+mUiTPNgMxIBx2KLRXQM0WzS6e5HdvAURIjCEJDwb9WBIGVNMwVmBkQa5i05h5p//2G3/hh072XXHvdRv3a64agLyTYdazYxbf0t8euhiVzPv+hOL330N3TOPdvvz6Ox9ccO5oed4F0SFt4A2rwvog8AvLBqd0aLRfUNvtx4HOlxAP8PnIu7vArrKotE9NliTF4QPj9PJ1pt+RdUXa7s8a9q1m6pVq5X6mCsu5fS1Fqb/+hdh+/x/frSbNqdsINGMyeSCuYMj0CVJEtXN7VQ1O5Ak4TgkEISD1qPHFI/QxLxcEnOC86669+0dHKpuASAtKZ6/fndezGQ0EwgEsnhn407ZQUeVkEDBmaeRPnUycUlJ3fZvd7m57x2bUr988QSmFYsj72AzkKv864BxwH+BHwBXhGNCgu7xDGIISQfae++gauVq4lKSyZg5g+TRxahUKlInTaBlf1cNpKNvmanf5tNSG3PZN5l2y8/xtLYNOF5dpVKRPm1Kt88qG9q4+dlNAd4X8yYJ986hjHABFXRw+JXXqV69TqlPuu4aqtd9ScN2eQNx7J33lWd5ixaQmJMTts/edaSetzYeVOrGi2YOyi2L0+1h14km6lplzztNYTr56d1vrgQCQf9p3lumlNOmBOdd9eyqfby18ZBSv/XSkxibJ5yPBYJYweN0UvGBT8Mvd9EpfV6mPvd5mWK0zExJ4KfniQvRoUDQJ2GLRhcPfAOo1dutK71t/0V25RZGjAjhH7ahHiQDRkJGBsXfuKBL+7jvXE7p3X9DnZLMvMf+wZE33+HY2+8BBLhqFpy1nISMDMjI6DJGuCivbGbFYxs4XCMvNioV/PS80PK7CwSC6NJeW8e+fz6u1Cf++PtMvflGJI9HMWB42tuV51lzug8fC4X6lvYuhs8lJeHNbNIfmhwudlY04nAFhskIBIKB01x2QCmnTZnc7/eeXbWPv727U6lfOG8MhvkitbJAEAtIkkTpPX/j8H9eV7IgAhTqz+j1vT3HGvjnhz69m5+cO53stOA0cwaLlnb5e6YmDk9x4VBOwi8BLqDYotFpgf3AU8gGDEGECBDxjHIWkr4Y990ryJ47h6SCfJIKC8icpaFhh53mvb448rjUVHIXLYjoPLaV1/KTJzdS2ywfcOLUKu66cg5zJobvhjYcSJJEbauTyqZ2alvbSYxTM2tUJonxwg1VMLIpe+QxXPUNAKSMH8eUm2Sx3pwFOg488WxA36TCApJGFYXlc90eiVte+Fq5ZUlJjOO335wVlrGDobLJwe7KJsWIAjAuO4W81OiHDQoEw5HmfcF7YLy0en+A8WLepFxuu2x22OcmEAiC55j5fzSXHWD81d/pMSSs4kMLh158NaBNFRdH4ZldkvApON0efv+fLTjd8mWCdlwWVy6dGLZ5R4JWp5vq5nZONDlo9howhqsHZygn4Sl6u3W+RaNLBKyAAzhDb7fawzs1gT9DIYSkJ1QqFZlan3JvXEoKsx+4hy8vv1qJNc0/bUmP8WXhYJWtgl8+v0mJXU+KV2P6/nyWa8NzwAkHkiRR0+KkvLZFWVgAnG43ta1OijKG3wIjEHSm5dBhtv7sFlRxccx+8C+kjpNvMY+9/yGHX31D6Tf91zejTpQP7tnz5qCKiwu4Ocmac1LY8q8/+L6dtaWVSv3e78xlSlHkPMU645EkymtaOFzvy/4Zp1ZRUpBOXozc9ggEsYC/V2h6PwwYb208yD1v+UJh503K5dEVC0lLGlr7MIFgJFK3eSs7fn0rAFVfrGXBi09S8+Um6rduJ+eU+eQsmIeroZFdd/5VeScuNYWE7GwmXnM1iXk9h5c/9P4udh6uByAxXs09355LwhDUu3F5JCqbHBxvaKPJ72zRQYuza9twIJQVuAFAb7e2WzQ6NXCO3m6t6eMdwQAJEPEcYgaM7kifPpUZt/6GnbfeCSoVY799ecQ+652vDnHrq1sVVfDstAT++aNThlRas3aXhz1VTdS0OLs8S0+KIydF3LAKRgald/+Npl2yS+a2m3/DgheeZN8jj1L+zItKn9xFCyjwuxmJT0sjY+YMJYwEwhc+8s5Xh3hmpc9bbMXZ09DPLg7L2P3B4XJjr2ii0eFb41MS1Mwsyhy2rp8CwWAgSRJNfgaMtMm9GzBW2o7zp1e3KvWTJ+YI44VAMITwzybSuHMX6y66jLajxwDY/+hTxKWloVKrcDU2AZA0qojF774qh7P3wkur9/PMKt++4Gfnz2DqqOhdavSHJoeLYw1tVDY5cHej861WQUFaEmOyUqI/uSgw0FW4QhgvooM0hD0wemLMpReTedJMVOo40qf2P9Y0GF78oox73/YdasblpfLYioVMKAg9w0m46AgVqWlxUtnkwOXnF65WQXFmMgXpSaQnxoXtJlkgGMrUbd5G1edrlHrjzl2sPutCnHX1SlvqpAnMvOu2Lr8TOQvmhd2Asdp+gtte26bUl2uLuCmKAl11rU52VTTi9FsbclISKClMH5I3PQJBLOM4UYm7uRmA+MwMEgvye+y793gjv3lxsxLONWNMJv++VhgvBIKhRPW6LwPqHcaLDjp+3zuYeccf+jRe/G/zEe592+d1dYa2iKtPj8wZJhScbg/7q1uoaHJ0eaYCclITyEtLJD8tkXj18N1HhLISay0a3cvIP6eOMgB6u/U7YZuZIACPM/YMGAAZ06dFbOzHLLt5+INSpT69OJPHr1tIQWZyxD6zvzhcbkpPNFHf5urybFRGEhNyUoXmhWDEse8fj3Zp8zde5J9xGrP++uduNxg58+dR/vQLAKji48jUhi7OK0kSL67ez33v2JQDytRRGdz33XlRyTrikSQO17VSXtsa0D4xN5WxWcnCoCkQRICADCSTJ/X4e1bf0s5NT39Fs9crakxuCk9ct4hM4SkpEAw6nvZ2XM3NSG6P4s3ZmdwlC2neW4bjhC80dPwPvkv+aUt7HfutjQf506tb6chcPmdCDn/73jziBiEbmT9uj0Rdq5OalnaqmtsDLkQBUhLiKM5MojA9acRcfoRyEvaPBei6GxVEhIAQkiEm4hlt2l1u/vbuTl5ec0BpO3liDv++duGgbzBcHokTjW2U17Z2WWAS49RML0gjJ1XEtAtGHjUbrdSsl29LVHFxZJ6kpX6L7P2gSkhg6s0/YcIPrkLVw41Bzik6EnKycdbWkbt4EXEpoblFlh5t4C9v72Dj3mqlbVR2Mo/8aAFpyZFdWz2SRE1LOwdrWwN0cBLiVGgKM8gSBySBIGI0l/mFj/Sif3H/uzs5WCXf3KYkxvGPa04hdxiK4AkEsUbr0WNsuORKPC4XhWf7MohkzTmJnPnzaLDZGffdyyk8+wwkj4f26hokSSIuKYmErMwex5UkiWdXlXG/2SfWO7konX/+aAEpiYNz5pIk2WhxrMFBbWs7nm7CRPJSExiTlUJmcvyIu/gI+r+K3m79PBITEfROLIaQRII9xxr43cubsR9pUNoWT8/n4R8uIHWQXDtdbg+Vze3UtTqpbXHilgJXmeLMJPLSkshKjkc9whYYgaCDY+++r5SLL76Qab/6ObvvfQB3u4PJ1/+YjBnTe30/Pi2N+c8/Qe1XVorOPTvoz5ckiec+L+MB886AjcCcCTk89MP5EfXccnskjtS3cqS+rYthMyMpHk1ROknxQu9CIIgkAfoXPRgwtpXX8ubGQ0r97itPpmR0zwcfgUAQPY6++a6iZ3Hc/IHSnn/aUib/5NqAviq1mqRewsQ6aGt3c8fr23h302GlbcaYTJ64bhE5g2C4dHtFOY82tAVcdPiTGKdman7aiBb5Hrkn4RhjKGchiQYn6tt46H+7eHfToYDDx9knjeK+q+aRlBD9zb9HkjhW38bBuq7eFiAvMCWF6WSLW1WBgIZtvpjS4osvIjEnm1n33RnUGOlTJ4ekp+PxSPz1HRsvrvYdYOLUKr69dCLGizQRWz8kSeJ4o4Py2hacnVS21CqYkJPKGBEyIhBEhcAMJF3XEY9H4l6/jCPLtUWce/LoqMytv3gkidoWJ/VtTpocLuLj1EzLTxsxbuOCkU2ddUu37XlLF4U03qHqZozPWZVsIyB7dP/rx6eQFWVvaYfLzZH6NioaHd2eKVIS4shLTSAnNZFMcSEqDBixQqxlIQknx2pbueofazhe50sxmBCn5pZvzOQ7yyZGffPfkQ61rLqZNpeny/OUBDWjM1Moykga9Lg5gWAo4Gpupqkj/lytDki7HGkkSeL2/27jjS8PKm0nT8zhjsvnRFRVvKHNyb6q5i5pzZLi1RSmJzEqI4nkQTC8CgQjEU+7k8addqWePm1KwHOX28ND/9vFtoN1gLzH+PU3tFGdY290ZBzoLv49IymecdnDM9OAQNCBJEk07t7TpT0+M4PMWTODGqvd5eGdrw7xgHknjX5adZcuHM8fL51FYpQ8IjvOEyeaHFQ3t9PZbKFWQVFGMqMzk0gdpFCWoYr4acQIUoyKeIaKJEnUNLXT2Orkpme+CjBeLJtRwK8MM5lWHH23znaXh92VTdS2BqZDTY5XU5yZTE5qAqkJIquIQOBPg81OhypW+tTJxKelRu2z//7+rgDjxTlzivnLd+ZGzOvC4XJzoKaFE03tAe1J8WrG56RQlJ4k1geBIMo07LDhbpFFc1PGjiG5eJTy7GBVM396dStf7fPp4nz/9MlMKEiL+jz9kSSJquZ2jta30eDoKggOEK9WkRVh7R6BYCjQdvQYzpraLu25i05BFde/v+cNrU7e/PIgL3xRFnCuiI9T8dtLZnHlkglR+fvs9kicaHJwuK6124vQjjNFUcbIEeUMFrHqxQgBISTDWMSzqc3J2xsP8Z+1BzhQGZj+KD5OxYPfn8+Zs0b18HZkkCSJFqebulYnBzuJc8arVYzPSaE4M3nEu3MJBD1Rv9Xnlp15UmRvNR1ON899XsYbGw5S2dCGw29zcMmCcdx5xZyIZBppdbo5XNdKRaMj4BZFrYKx2SmMy0qJSoYTgUDQlZoNXynlnIXzAWhuc/HPj0p5ac1+XH4hXoun53P9OZHLoNYXDpeb440Ojjc4aHd3f7jJS0skMzmBrOR4ccARjAj806hnaDUkjyqk7fgJpv7ip32+6/FIPPbJHp76bC+tnbwiR+ekYPr+fE4anx32OfvjcLmpbGqnuqWdxjZXF28LgMzkeMZmpZCbmiAuOvpg+J6EhxkjIYRkbekJfv/yFqoau+Y2Brjn23OjYrzwSBIt7W4aHS7q25zUtzppd3ddaooz5XSoYvMgEPSO/8Yja/asiHxGZUMbH245ygtflHGkprXL8+XaIu64fHZYjQiSJNHocHG0vo3K5vYuz/NSE5mUl0qKCBURCAaVmi99BozcRQsor2zip09/RVlFk9KuVsEN55RwnX5a1MI/XR6JhjYnbU43LU4P9W1OWroR7lMB+emJFGcmk5k08jIOCAT1230ZQvKWLGSa8aZe+7e7PBypacHtkfjHB7v4ZPvxgOd56Yn8YPkUrlg6kbQIJAGQJImGNhe1rU7qWp009uJFNSojicKMJNJEmEi/ET+pGGG4iXhWNrSxfnfl/7d33vF2FGUf/z63ppBQQq+hLhFFIAGCiAQRlCYIKoqoFEERKypgeTUqYntFRUFfQAgqCIKgAgpGiogUIVJDXGqUDgFCCGm3zPvHM5szd+/u6e3mPt/P53zOOTszO7O7M7+dfXbmGf75yIs8seA1+gcd98wfOjRsTHcHa4zvYVxPF0fvtSUH7LRRXcvQP+hYumKAJX0DLO0bYMmKfpb0DbCsbzDTMppgzjkNozJeCRx41sOA8dzCpfz76UU6DPOVZVx379Pc+eiLuIyG29PVwQE7bcSXD309XTUYG5ORWK+tGGDJCtWMRcuyjZsTe7vYbK1xphGG0QYMLFvGwrvvY8G4NblvvSn89fk1uPlHt7AomAq6w+Q1OeXg7dh+szUbVo5B/0CzaFkfy/sHWdI3kPsmNqG7U9hgwhg2mDiGni57WWKMXoa8CMkYyblkeT+PP7+YR559lTseWcCNDzw3pI0nbL3+BI58y+YcuNPGjOmp38uFwUHH4hX9LFrWz6vL+1m4tC/TGWfCuO5O1pvQywYTx5i/vCpo2pPw7ClTO4CzgTcCy4GP7DNvziNB+HHAR4F+4LR95s25evaUqWsDFwNjgaeBo/eZN2dJs8rcTri+QiMcCQaMwUHHswuX8tjzi3l24VIWvLqcV5f2sWT5AHOfWMjcwONvmkkTejnx7dtw4NSNa7KKDjpH38AgK/odywfUMLG8f5Dl/foQkjXvLA+dZ9rNGmO7WXdCD10d7dOR2O6kq4a1rblnHPRI8VTthenDqsuy555n+XPPA9Axdgzjy1xFZGDQ8erSvpXDPZ9ZuJSbH3yOm+c9T/z0oqJp1xjfzSfesS3vnLYx43rK80kz6BwDg45B5+gfcKwYGGRZ/yBLVgzw2grtkBTpi2i+Y7vZZI2xrN5Ga7KbPpg+jBaeeXkpc59YyIBzOIeOaljez2NzH+OuHd7Pw2t77Xlgwco0PV0dfPXdb+CQnTepqc0OOkf/oPY5+gYc/QODrBhwLOsfYFmf9jeW9g2U1BDQ0Rarj+1m/Qm9TBrf09DpqaYPpg8jATcwoL60gEGERZtsydy5zzLvyaROKj8AACAASURBVEU88MTLxE8vGuLTIo8P7bkFnz/odVUZDJzvIywf0GeJFf2DrBjQdp282CjVvFcf08V6E3pZc1wPPSNg9HY760Mzn4QPAcbsM2/ObrOnTJ0O/AA4GGD2lKnrA58CpgFjgFtmT5k6G/gqcPE+8+bMmj1l6qmoAP2w2gIs6+vnzkdfom9A37A751j+zLMMrhhuoUso417TFJ6fsCnstykAy5aNY+zcZ0ukKBM35AvnnJ6bQccgaogYHNQbc9LB7x909PcPMugodPb7B1jRP8iyvgEWvraCBa8uHzKnNLz/jhnTxbSt16ZDGNJh6BDYdqPVOXjnTRjf28Ury/p5ZVk/4FbmlWbAl2lFvz5w9A8O0j+YPIhUf1p6uzpYrbeLib1drD62m9XKfAhqEYcAY+aecdBu25101ZC2NYJouT4s7x/gzsdeZEVf+YatNEmV61+8mBULXqp6P1n7bLYWZeY3TC8KQYOJdgRhDlj68iu8csixDEgHnZMm8fgt81nRP0if/yzvG2RZ/wDLV2hnoK9fjY0rcgyMq43rXqkfoBrS2SF0d3Ww2drj2W6TNZiy8UR6uzpZsGQFA4tVuwYHC3ox4BI9w+vbIBkDKcqiq0OYNL6HDSaMYUJ7OtMzfaiDPvT1D3Dn4y+xLGN4/2hH+wyDLH3m2SEOx5OwUmlDXRl0jgHHyvu3czDgfNsFBgdhkGQb9A9C3yC8sGyQp5bk5TaG8btMY0cBQYVDBNZarZcP7rk5G681bqXvGue0H5T0OQb97wGnfaGVGuL7QgOu9v7G+J5OJvR2Maark/G9naw+pruZb2RNH+qgD/0Dg9z1+EssyZkmYFB47nrueQaW6VTxQbTNDXqjY9LGB1AN6B909DlYtKSP5w/7DIt7x7OkZzwD1z8JaHsWgY3WHs9Gaxec7ibd9YljuxnT3cmYnk52j9Zlh83X5IXFy1eWJ8kXWNk3GEi18z5vmOwfcBX3w3o6hbXG9bDm2G5WH9s9Eqect60+NLO39WbgWoB95s25ffaUqdOCsF2Af+wzb85yYPnsKVMfAbb3aU73cf7sf1ctMFfd+wzrrzWObgpDhnq33LTa3TWVNadsWTrSKsKzi5fD4mw/GPVmXHcnY7s7GdfjP/7/CBvOtbJtzT3joNu3O+mqaSXityMt14ff/+spNlx7PN11WD6rZ+yajFuncUORRxxvmdrU7J5e1Bj96OnsYLVe1YlxPaoVE9p/PrrpQx304XdznmKjdcbTPXbEdUCbRu9Wm7W6CBWzZMDxUMpheCMZ09XhVyvrorergwm9Xa2eGmL6UAd9uOyuJ9h4ndXotmmDJendfOMqU1a2VGoWDze4rY/t7mBCbzcTeruYOKaL8e398rMc2lYfmmnAmAiE8wYGZk+Z2rXPvDn9GWGvAquntifbhiEixwPHA1xyySWZmff1D7DaOBOW0UZ3p9DT2UFvl37GdHXqd3cn47s7R8SqAFEUrazfnnPiOD4n+D+sbW130lVdc884aCS9CmipPgwODjLOOh6jnq4OoUOgs6ODnk6ht6tjpYFzQm8XvU1aG74STB8arw8AvXWcK22smnR1CN2dQndnB90dQldnB2N8fyP5bvawcdOH5uhDLf6VjJFDp+i0s94ubcs9XUJvZyfj/UvQkTbCYuHChWtHUXRXsGnE6EMzDRiLgAnB/w4vLllhE4CFwfalwbZhOOfOAc4BuOKKKzJH+HR3dbJmTxePv/AaySPrYH8/A0uXkun5rQ0RoKO3l44xvXXfb3pDMiwLoEP0t6Cd+44O/Z/My+zoEDpF6OzUody9XR2M6+1aKehZJoJk21DDZJLP8LAO0YGfaUumPmyokaKns4NuX4aujo5hU1RGKl5MzikSZVjbagdxqZCW6kNHRwcbjO/h4RcWrxxiXD2OgSVLhzjerQfS7EkkJbLLb9duSHgHDgG6xvTSs8ZEOkVUMzr0u8t39Dv9VJDODqHLt+Ni7VeCTDoS7ZBCqMDK/XWKrNSKzg6hQ4ROKWhXV0fp/NoV04fG6wPA5muNY96zi+qgD6smg/19DC5dhsvoTxXVrlSQ+PiS8b/wXfjdgaMD6GSQCfTRlZeXdDB2w/XpmTTJ93GC/Wf0eTp8H6ejo/BbtQuvGR0FfelQPWlH/TB9aI4+vG79idz31ELThxK4gQEGlixZqRPiSrV1bd9dDNLDIOPG9rLm5hvTFfgCLLfZdfhOQ9J3SJ4pEg0I+yAr+wui/ZPuTqHbt/lViTXWWGNBHMfFRlW0rT4004DxD+Ag4Ld+jtr9Qdg/gW/NnjJ1DNALTAEe8Gn2B2YB+wF/r6UA07dam+lb1bIHw2hLVrYtP0ft/hLx25GW68O0LSYxbYtJtezCMNoR04c66MMOm63JDg1cocIwWoTpQx30YbuNV2e7jTMHcRjGSKZt9aGZBowrgX1mT5l6K2r4Onr2lKknAY/sM2/OH2dPmXomKiAdwJf3mTdn2ewpU08DLvQehBcARzSxvIYxUrgS2Ge7k65a2bZaXJ5qMH0wjMZg+mD6YBh5mD6YPhhGHm2rD5I13G8kc8UVV7hDDz201cUwjHqyao1ZayGmD8YqiOlDnTB9MFZBTB/qhOmDsaoxZ86cOVOnTm0bx5yVMLK8jRiGYRiGYRiGYRiGMSoxA4ZhGIZhGIZhGIZhGG3PKjeF5IYbbhhcsGDB0laXwzDqxZIlS5YcddRR67S6HKsCpg/GqobpQ/0wfTBWNUwf6ofpg7Gqsd5663XvueeePa0uRzWscgYMwzAMwzAMwzAMwzBWPWwKiWEYhmEYhmEYhmEYbY8ZMAzDMAzDMAzDMAzDaHvMgGEYhmEYhmEYhmEYRttjBgzDMAzDMAzDMAzDMNoeM2AYhmEYhmEYhmEYhtH2mAHDMAzDMAzDMAzDMIy2xwwYhmEYhmEYhmEYhmG0PWbAqIEoiiZFUTQ1iqI1Wl0Wo3FEUSStLoMx8jB9GB2YPhjVYPowOjB9MKrB9GF0YPpQPWbAqJIoio4BbgW+AtwWRdF7m5RvS0QtiqKLmplfm3FdKzI1YRu5mD6MKkwfjIpolT74vJuuEaYPzcf0YeRi+jCqMH2oEjNgVM/HgDfGcfwuYBrwuUZn2EpRA8ZEUbR9FEVjoijqiaKop9EZtpGoLYyi6OAoiraNomibKIq2aVK+LRE2oy6YPjQY0wfThxFM0/UBWqoRpg+mD0b5mD40GNOHka8PXa0uwAjmRaDP/14KLGxCnomoLYuiaDxwA/DbJuQLsA3wh+C/A7ZocJ5joijaHngIGASI43hFg/PMYh3gM8F/B7y1CfkujKLoYCCmcPwPNSFfo3ZMH0wfGo3pw8ilFfoArdMI04cCpg9GKUwfTB8azYjXBzNgVEgURb9BK9g6wJwoim4HdkJFptG0StSI4/gNzcoroBWiNow4jveKomgdYEvgoTiOX2pS1q0SNqNKTB+aiumD6cOIosX6AC3SCNMH0wejNKYPTcX0YYTrgzjnWl2GEUUURXvmhcVx/LcG5ZmI2jao0WmlqMVxnFueOpfhncCJQDcgwKQ4jrdvRt6tJoqiE4DPAnOB1wHfjOP4103KuxXCZlSJ6YPpA6YPRg6t0Aefb0s1wvTB9MEojemD6QOmD2VjIzAqJBGRKIomAKcAGwDXAPc1MNufZ2z7TQPzy+KrwCfRIWY3Avs0OsM2ErXjge39sLpxwN+AhgtMWtiiKGqasBnVYfpg+oDpg5FDi/QBWq8Rpg+mD0YJTB9MHzB9KBtz4lk95wOPoRbLZ4FfNCqjOI7/5oXtX2jD/hAwCXiqUXlm8GIcx7f58swCNm5Cnl8FZgJPABcC9zchzyyeA/r976XoMLtmkAjbu4AdgU83KV+jdkwfGo/pg+nDSKVp+gBtoRGmD4rpg1EOpg+Nx/RhhOuDGTCqZ1Icx+cDfXEc34pa8BpNU0UtxfIoit4CdEdR9HbUMtxoWiFqWXQA90RRdA7wT2D9KIoujqLo4gbn2yphM2rH9KHxmD6YPoxUWqEP0DqNMH0wfTDKx/Sh8Zg+jHB9sCkkNRBF0bb+e2NgoAlZTorj+Pwoio6M4/jWqLnr+J4AbAucBnwTtV42mlaIWhbfCn5fBIylOU6VEmG7FbWQdieiFsfxEU3I36gB04eGY/pg+jBiaYE+QOs0wvRBMX0wysL0oeGYPoxwfTADRvV8CrgAmAJcDny8GZk2W9SiKNo0+Puw//5so/P1tELUhhHMS9wCnTN3ZBzH6zUh61YJm1E7pg+Nx/ShgOnDyKIl+gDN1QjTB9MHoypMHxqP6UOBEakPZsCokCiKNo7j+Mk4jh8Admty9q0Qtfn+86z/n1hkHfCmRmTYYlEbRhRF+wOfAHYHvgPs0Ix8WyhsRpWYPpg+YPpg5NBifYDma8R8TB9MH4yyMH0wfcD0oWzMgFE5v8SvlRtF0RfjOP52ozNssai9GzgcGANcBlwRx/GSBuc5nyaLWhZRFH0OOAq4F/gB0NGM6x3k3xJhM2rC9MH0oVn5mz6MPJquDz6vVmmE6YPpg1E+pg+mD83Kf8TrgznxrJxwTljDl/rx/DL5EUXRF5uUJwBxHF8Rx/HhqFfiXuDSKIou9HPGGsW7gTuBF4Czgb3jON4tjuOmiYvn88Bs4LtxHF8PDDYj0yiKPhdF0f3AEaiw3RbH8bfjOH6mGfkbNWH6YPrQUEwfRjSt0AdokUaYPpg+GBVh+mD60FBWJX0wA0bluBbk2SpRW0kcx6/EcfwL4HRgHDCrgXm1QtSymAzcBfw4iqLbgU2iKFq9Cfm2RNiMumD6YPrQaEwfRi6t0AdosUaYPpg+GGVh+mD60GhWGX2wKSSVMymKon1Q489aURTtmwTEcfyXBuXZKlEDIIqi7VFr3X7A3cB56LCvhhLH8SvAL6IoehA4CRW1pnkKjuN4OXAxcHEURVsBxwH3RlF0VxzH725g1pOBw1BhGweMj6JodX8+jPbG9MH0wfTByKMV+gAt1AjTB9MHo2xMH0wfTB/KRJxrad93xBFF0QU5QS6O42MalOe9qNWsA/gucHIS1mBRI4qiuf7nb4CrCLzUxnH8UAPzTYvab4DZcRy3zFoYRdEGwPPAO+M4vrJJeSbCdjjQaGEzasT0wfQB0wcjh1bog8+3JRph+jCkTKYPRlFMH0wfMH0oGzNg1EgURRs0eu5Qq0TN530TBets8i0+77c2KM+WiFopoii6oVHHXCLfpgubUR9MHxqSp+nD0HxNH0YozdAHn0+rHoxuwvQBMH0wKsf0oSF5mj4MzXfE6oNNIamdi/BegxtFHMdHh/+bJWo+7xmpvDeM4/jpBmf7Aipme1M4t+K3Nb2BB0jpKA3hIi9sI0pcDMD0oRGYPgzF9GHk0nB9gNZphOnDEEwfjEoxfag/pg9DGbH6YAaM2mlFpWuKqOXw60bn3SJRK4fLW5Rvq4TNqB3Thzpj+jAM04eRS8s6rbRGI0wfmo/pw8jF9KHOmD4MY8Tqg61CUjutqHStrHCtyPvXLchzGHEcn9WirC9rUb5G7Zg+NB7TB2OkMto6raYPzcf0YeRi+tB4TB9GKDYCo0ZaVOlaWeFGzQNZ6AE6TYMdG70njuPLoigaD8wEdoyiaFPgtDiOFzcqX6P+mD40BdMH04cRySjstJo+YPpglIfpQ1MwfRih+mAGjAppRaVrpwo3yh7IjgOmATcyVOQc0MjVHU5Aj/nHwGPAJ9H5euegnpONNsX0wfQB0wcjh9HeaTV9AEwfjBxMH0wfMH0oGzNgVE4rKl3LKtwofyB7H3AT8N04juMm5puwdRzHH/G/50VRdGgLymBUhumDx/Sh4Zg+jDxGVafV9MH0wagI0weP6UPDGfH6YAaMymllpWtFhRtVD2QhcRwPRFH0YWB8FEUdTVwjepsoij4L9EVRtGMcx3dHUTQN6G1S/kb1mD4opg+Nw/Rh5DLaOq2mD6YPRvmYPiimD41jldEHM2BUSIsqXSsr3Gh7IFtJFEVbAGegAtsfRVEHcD/w2QavF30QsBPwELB9FEWPAT9FhddoY0wfmorpg+nDiGIUdlpNH0wfjDIxfWgqpg8jXB/EOdfqMowo0pUOXcmloZUuiqId0Qo3FbgD+D1wHXBCHMd3NyLPVP5bAOOBuc0Q1CiKngR+ABwAfCEQ0x/Hcbx7o/MPynED8MU4ju8Itk0HftDMchgjB9MH0wdMH4wcWqEPPt+WaYTpg+mDUR6mD6YPmD6UjY3AqJzzyK50FwANqXReQO4GfhFsnt6IvNK0yErYLhbCMeF1Bojj+PYoihqaaRRFN5Jj+Y7j+E0NzdyoFdMH04eGZmr6MKJpuj5A6zTC9MH0wagI0wfTh4ZmuirpgxkwKqfpla7FFW5UPZCluDeKovOBa4FXgAnA/sB9Dc73VOBc4F2oFd4YOZg+mD6YPhh5jLZOq+mD6YNRPqYPpg+mD2ViBozKaUWla2WFG20PZCEfBw4B3gxMBBYBVwNXNjLTOI7viKLoV8D2cRw3NC+j7pg+mD6YPhh5jLZOq+mD6YNRPqYPpg+mD2ViPjAqJIoiYXil+wdwZRzHDTuZURR9AXik2RUuiqKfoY09LajL4zhuyJCrKIp2JUdM4zj+TyPyNIx6YPpg+mAYebRKH3zeTdcI0wfDKB/TB9MHo3zMgGEUZbQ9kBmGUT6mD4Zh5GH6YBhGHqYPRi2YAcMwDMMwDMMwDMMwjLano9UFMAzDMAzDMAzDMAzDKIUZMAzDMAzDMAzDMAzDaHtsFRJjGFEUzQB+CzwICNAN/CiO49/mxN8UeGMcx1c1rZCGYbQE0wfDMPIwfTAMIw/TB6Ne2AgMI48b4jieEcfxnsC+wClRFO2QE/etNGjNZsMw2hLTB8Mw8jB9MAwjD9MHo2bMiacxDG8h/Vgcx+8Lth0PbA6sA2wCTAL+DMwE5gLjgE8AjwNnopbVF4Fj4jh+pYnFNwyjgZg+GIaRh+mDYRh5mD4Y9cJGYBjl8hywI3B7HMdvR5c9OiGO4wHgO8DFcRz/EV1f+cQ4jmcAfwJOblF5DcNoHqYPhmHkYfpgGEYepg9GxZgPDKNcNgNuBXaOomgvdL3m3ox4U4CzoygCndv2UNNKaBhGqzB9MAwjD9MHwzDyMH0wKsZGYBgliaJoAnAc8AqwMI7jDwA/AMZFUSTAIIW6FAMf8hbSk4Frml9iwzCahemDYRh5mD4YhpGH6YNRLeYDwxhGykvwADpS58eoeFwCvAq8hs5V2xtY12//GvAwKj6dfnfHxnFsVlLDWEUwfTAMIw/TB8Mw8jB9MOqFGTAMwzAMwzAMwzAMw2h7bAqJYRiGYRiGYRiGYRhtjxkwDMMwDMMwDMMwDMNoe8yAYRiGYRiGYRiGYRhG22MGDMMwDMMwDMMwDMMw2h4zYBiGYRiGYRiGYRiG0faYAcMwDMMwDMMwDMMwjLbHDBiGYRiGYRiGYRiGYbQ9ZsAwDMMwDMMwDMMwDKPtMQOGYRiGYRiGYRiGYRhtjxkwDMMwDMMwDMMwDMNoe8yAYRiGYRiGYRiGYRhG22MGjDZBRMaJyCIRcf5zcqvLtKogIvP9Of13g/PZvpH7LyP/GUH9OapO+9xLRM4WkbtFZKGI9InISyJyl4j8UETeWI98moGIdIvIl0XkQRF5TUReEZF/i8huIjIrOHfrt7qsrUZEJgfnY2ary9NIwmtfRdrwPGV9BkVkuYg8LyJzROQHI6nNJORpW7O0tVZE5HARuVVEXhaRJSLymIh8UkSOCq7V+1pdTsMYiXgdnNDqcjQCEfmK14eflxl/TRE5VURuEZEXfZ9pgYjc6DVnbJn7mSAiK/w9ZJ2M8P1F5Cp/b1kuIk+KyBUisk+lxxjs88BAD2eUmWY/H//+jLANReQ0EbnTa+8KEXlWRP4sIh8Wka4y9r+2iJwuIg947V4kIveKyFdFZK0y0neLyAdF5BoRedqX4RXfp/22iGxQxj5ERD4gItf7/u8yf+/7pYjsUiq90RjMgNE+HAaEN4DjRERaVRijfERkKxH5M3Bmq8tSL0RkVxGZA9wAnADsAKwOdAFrAlOBzwD3iMivRGRiywpbPr8GTgOmAOOAiUAEPN3KQhmrNAL0AOsAOwEnoW3mfBFZvaUlK4NVQdtE5ATgEmA3YA1gLLA5sKiV5TKMkY6I9IrI/wAPApNaXZ56IyLTgK9UEH8G8G/g28DuwFpon2kSMAPV0ftE5HVl7O5tQDcwxzn3QpBHh4icC1wDHIjeW3qAjYB3AX8RkbMqfX4QkTWA/6skjecd/vva1P7eC8TAl4FpqPZ2A+v5NLOAW0VkoyJlmgbMBb4IbIdq9wRge+DrwL0islOR9JsAtwG/BPYHNvBlmIj2aU8FHhKRQ4vsYyxwFdp/fCva/+0FNgM+CNwmIl/MS280DjNgtA9H+e/5/nsrtLEY7c91FER8xCMixwH/QB+4AK4HTgT2AnZGbwTfARb48COBv/sbYFsiItsC7/V//wO8H5gO7Oec+0/LCmasSswBdkx9dkI7socBpwPP+bhHA9eIyJgWlLMSVgVt+5r/XoEaXd+EPhxc07ISGcaqwcnAN9AHy1UKEXk9+lDeW2b87dAH3XWBAeA84ABgF+BQ4Pc+6laokWG9Ervcz3//ObX9G8BH/O85FPoyR6PGE4CPU4HhxfNDYMMK00BGOUVkb+BiYDVgGXAGsC+wqy/vzT7qzsCfRGRceqd+ZMSf0PPZB3wX2BN9LjoLGAQ2Bq7KOpfe8HAt+rIN4K8+7119WX6M3hNWAy4tMuLkXPQ6gvaF34Uaw08EnkKfo08XkQ/mpDcahXPOPi3+AJuigudQ4Vnof/+21WVbFT6oUcgB/27w/m9q8XHO8OVwwFFV7uPd6I3B+Xq4T5G4awE3Bnle3eprXaSshwXlPK7V5Wn3DzA5OF8zW12eBh/rrORYazxPN5URf3XgL0GaX7X6+EuUt6i2NVpb61D+ScG5vqjV5bGPfValDzAzaF+TW12eOh7XQUE/PPn8vESaa328QeBdOXG+GOzvnBL7+4+P96Zg2zbow7wDbgF6UmnGA//04cuATco83nekjtUBM8pIt4WPuzgpCzrqcJ7fvhSYnpFOgJ8FeX0pI86FQfgBGeGHB33VszPCTw3Sn5FT/hnAch9nHtCRCt8r2MelgKTC1wMe8+HPA6u1uu6Opo+NwGgPPkxhNMxfKbwZOkRE1m1NkYzRhq9r56I3l8XA251zs/PiO+deAg6mMGroABE5IC9+ixkf/H68ZaUwRjXOuVfQNzjz/KYj/TBZozFYuzcMoyy8/4ofA39Ajc0DZabbCH2rD3CZc+7KnKjfAe7zv98nIj05+9sOfbH5MnBHEPRJdEoKwKeccyvCdM6519DRGQ4dOfKpMso+ETjH/11QLG4GyeiLG4Ky7AZs63+f6Zy7PZ3I6dP/Z9GHfoAPpcq0HnCE//tH59yw0XLOuUuB5DwfKyJrpqIc47+fAk7JKrxz7iYK02a2RUfLhJzkv5cBn/XlDtM/B3za/10HfZYzmoQZMNqDpPHOc849BPzG/++mMLXEMBrNyeg8RYDvO+fuKBYZwDm3CPifYNMnGlGwOhBqXX/LSmGMenwnM2wn/5MX16gZa/eGYZRERN4EPII+9AvwDIWH6FK82acB+GNeJP8A/Ff/dwLqiyeLZNrebOdcaER5l/+e65z7V04e9wF3+b/vLlFugP8FNkGPvVJfR0k5w2kuewS/i52LZegoEoBIRMKpOu+kYKj5VZH8f+G/e9CXacBKA8jWSdmcc31F9hG+pFvpYFtExlMwSl3vnMv0leacu4qCIeY9RfIx6owZMFqMiOyBzokDuMJ/Xwe86H+X5cxTRNYRkc+LyG0i8pz3SvyEiPxWRPbKiB96z8/1riwi0yRnNQIZ6sF9Ne8t+NuiKzss8eW4VkTeFqTpFpHPiK5i8aqILBb1UHxC1nGKyMwgj+lFyvnTIN7kUucrI/32oqtqzBGRF0Q9FS/0x3KeiOyckeYm0ZULNvOb9sw7V8GxHycifxH1xLxC1IP0bBH5aJ41PrWPPUTkMlEv+okn5J+ISDVzF8P9dlGwWC9G5weWy2XoTeZTqBEkL493iMilIvIfX/aFUvAEnVv+5DyLyO/9/6kicmGwn+dFPUy/Ky8tcEGw+UZJedqWIquQSGGlhR+JyHq+TS3y9fd+ETkiVc7L/f/dReRyUc/XS/01O1MCr9cisqWI/ExEHpfCahVXSIm38qIcLiJ/EJGnfNoFIvJ3UR1YrVh6v483+uOOffmeFJELRCQqlbZcqmlXPl24os4OItIjIp8VkdulsJLEgyLyPSkxl1hExorqy62+DK+Kas7HRKQl90Dn3A0U5ivvKzm+MOp0nRuubUG6PXz7eEYK96DLpYRHe9H7zLki8pCvi6/5NvEbETlEpGKHdDN9+cNRF19LH4OUsQqJ6GoAXxKRf/lyLRbVrVNEnRi+T3LuPcH2a7P27eOsHcSblQpLt4P9fd7L/LW8XlLaKSJricjXROSfUvCY/19/XfajBCJyqKgGPRnUlQdFV6PasVT6IvtNjuNUX6+P82Vc5Nvzv0Tki6IPDqX2tYlv+/eKriiQ6OuFIrJbkXRJf2KhL8PnRfU9qau/rOK4Kup7pdKu66/VHaK6Fq4mcVhevS+n3vp4n5fUvS4IS+559/j/W4s6f3zEn88XRVfOOFpSOpnkT8G/DMDjfn/zg3glz7eIXB2UcYsS5+uUIO7rM46llhXYtkGnxTrU6ePr0ekY5fAw8E3gfODeEnHDa5rnAylppyt1Q1RbEoeXN5XII/ExMbnYORX1VXEcfmotOuWjLEQNDkn9DvXtn6gT0wtRo0jR3QS/w3Oxe/D7piLp/46WHYb6DBxEXwz8jKEGikrKsDNqGClVhqQcAG+SoYYYo5G0eg7LaP+gFsRkjtWUYPvZwfa9S+xjf+ClbbVp9gAAIABJREFUIH7W5ycE87cYOnc7d24f6j04cy48OjokCdsDtVhn5T2ADq2aBNxZpIwXZuQ/MwgfNpcuiPfTIN7kVNh8cuZpA53+3AwWKVfyOSWV9qYicdPnaivUU3ex/c8Dopzj60AdF+WlfQk1HiT/j6qwHu4RpL2mznV8LXRaVLFjXwJ8OCd9cp5/jw6h7Cuyn18ytJ4Xu0YOP8+TwA8CsH5O/TkffehM72PPVF6XA18qUqf+i3ZEDkRXQsiKsxydwpN1PtZF31wUO66ngN2KXJNTi6RdihqjMutymde86nbl088IwvdFh93mpX8ZmJpTjs0ozMfN+vwVXaHCAa6K45wc7OumCtP+OEj71npf51quAWVqG4G2At8rkmYQ+HJOOU8uo4yzgfEVnNuZJfY308c7Ktj2voz9bI52wvP2cz86hDj5PzmVPtl+bZGyrh3Em1WkHXyJgq+s5PMoQ/Vuf7Q9FDv2PwATMsrRjQ7JLlVXvl1pO0mdiy+hRu+8/f8b2LTIfo5FNapYGf8P6C5SLxaiw/nT6S6o8Jgq7nsFad/LcD8L6c/fgHUy0hatt0G8zwfxZqTCZvnt96A+ol4rUo7ZQG9O/unP/ErONzpKIPn/lRLn+34f766cY3FU7//rQ2g/Zedg2+Rgv0V9YFSQz78oaOJaGeHj0SkLDtgg2L5fUJZPl8jjhCDuMP8RPs5qqIF35bEVqy8Z6d/m48VVnodu1Km1Axamwu7w218uYz/JPu6sshxnBMd8SM45PLjEPr4bxN2uHvXEPmVcu1YXYDR/0KUcF2U1PtSrcNIgLi2yj7dS6PwtR2+Wb0ctmJ8Angz284UgXVnCTPkGjBfQztXP0QeOvRn6wP0SupyRAy5CvfpOR+fBvZInmjTegPH1IN2/Uc/Cb0U91R/B0AfvAeB1Qdqt0KWYnvbhd/n/OxA8BAPrUzDu9KHzDQ9ELbwHokasfh/+NMFNK9jH/wbleBz4qD9/B6DOhZLyVXUTZ+gD66l1rONjgVuDfd+HWvqnozfA/0WNF0n40Rn7uMmHPYvW9RdRD9t7AG8BvkXBEZMDDs+4Rl8Nwj8SXKfVfLxZQXieASM5v+f5fA9C53imy/mC/34SfbjZHe2k3R3kcaM/7pfQDv3uaJu5KIjzKMOdSo1HlxVL4lyCejjfGW13PwzO56tk3ExRXQjb7efQeav7oO13IFWXZlZx3atuVz79jCA8aTt/9udxF9SB1z+DOHMZ7mBrfHDtHGoAOwj1Qn4susTbkHZTxXFODvZ/U4VpPxak/WwDrnMztC08v0kbPRVtH/ujD5LJ/WmQlIb7eEn4Peg9ZTe0PRybOgc/qODcru/Lun+Q/ufpY6DIgyA6B/6JIPxyVK+nA8dTMGyE2pO+9yTb62HAGED14kR/DT9KoPOofiT3kQX++r8Vre9HoA+hyb7+CnSm8vqfIPxKdLj6NL+PL/p9JuEHVdFW0u05mT++Gzpk/E9BnMeBcRn7CK/Xf1Hj11v8NTmGoS9IZmWknxmcSwc8gGrKHuhogl0qOJ6q+l4+7aFBGVagfaW3+2v1YQoPcEkZVytyHmo1YLyEPjC/hj6IvdUfwykM7ZudEqRdC21HPw/C9/fbXlfJ+Ubfcid1a16RY9khyOuTOcfiqN6A0ZGxbXKw35oNGP4aJ/u7IyfOQT78ntT2jwRpM52EBnEPDOIenxMn6Z8/AUwsVV8y0v/Ax/tRlefio0Fel6bCkrZzbxn7ucvHfbqKMqxLwYi4Alg9CDstKN+OJfYT9qn2rbWe2KfM69fqAozmD7qGcFLpP5URHgcNa92M8F70IcehbyR2z4izIfqWzqE3o+SBrSxhpnwDRuaNA/htKs4XMuKEYvvDVNjMIKyuBgx0DmLyJucxMqzhPl5oPBj2hoDSnvp/78NfA/bIifMOCjf5S1JhUyiMOrgfWDMj/UmlrkWJuhhaoY+oYx3/crDfy8l+K7YDhbdYS4GNUuE3Bft4moy3c+jbrCTOnzPCw7o6IyN8VhCeZ8BwFFnJIFXOpzKOYxJDjTUvA9tk7OfyIM4bU2E/otAhfE9OOXZEpwE54PZU2DoU3tA+BWyWkf4whr4Rn5l3zDn519yuGPrg5oDTMtL3oA+9SZxdU+HfKpF+PEONa66K+j05SJ/Z/oukfWeQ9lt1vs7N0rawbcRkG1/D0T5npcIu8NsXEHQeg/CJFAwFC0k9dFd4fYbVY4obMH4YhGWNEpqQrj801oDhyFkVCjUUJ4aBGNgwJ17YJj6WCnvcb5+dk3Z7Cvehq6poK+FxPA5snBHnzCDO11NhG1IYJXAL/qErFacTHYWX7OMdqfCZQdhCMkY3lHkstfS9JlJ4YH8NeHNG2g7UUJ6U9cxUeG69TcUrx4DhUB3ZISP9dAr3gmHGBUqsQlLu+UaNP0m8vNF0yQPzCmDtaq5bFdd5clCumgwYaDufH+zvvTnxEsPCd1LbwxG2byuRV7h6xskZ4XsG1/XAcupLxj4S4/I7isXLSbsVQ0eKpe/dST/pljL29Tcfd0mFZRDUR0dShrNT4eEo+K1K7OvoUtfVPvX/mA+M1nKU/+5H37ClSZzX5Dnz3Btdxgjge865f6QjOHU8813/dzX0zU0jmOOcm5Wx/fLg9+PoTSjNtegbDCj4A2kGr0fLtAS1Ir+UE+/Xwe+NcuJkIiLboA8qoG8Q/54Vzzl3LTpFAeA9qXnNx1JwaPQx59zLGenPoDDvsRomBL8r9USdiYh0UvDi/BxqVBnmTMk5dw86Egd0DmIxz9mnOef+m7H9MvSGCIEjpgbwszLjfcc591S4wTn3IkPnUv7YqdPeNH8Ifq9sDyKyBjp6BdSQcllWxs65u9E5qAC7isiuQfDhFBy1nuyc+09G+t9R3HFWKerdrp5BO8JDcOr1fFawKXTA1UHhXMUMnaudpH8NHTY8WCTvRvJa8HtS8qNO17nh2pbB55xzz2RsT5bLS8oVkvibed7pCi1DcOok+CuogfXL5M8ZryuiPkmO939vdc59Nx3HOfcqOrKhWc5BH3X5q0IdSeFcnuByHM6hI9Fi//vTqbAk/cNZCZ06BzwNOB0dKVYLxzjnnszY/jnU4AZwfMoHxInoqFWHTjdclFHGAR8vuRekjzHkcufcCxWXXKml73UMhfb+NefcLRlpB4GPA8n94TgRWavKspbD2f4+nC7H7RRWzdi2xvn9xc73BcHvD6QDfV/i/f7vNc65uvRRmoX36/J7Cj6F/oL2WbLIcowJajRLWFYiy9CXxZBrJiLj0FG/AlzsnLu6xL6GISKbAq/z+fytwrTrAldT6Iec54Y7jE/KXOo4oXCsldbNM9DRLqAvxtJ9hLqcb6NxmAGjRXgBmOH/Xuucez4j2q8odPyynHkeFPwu5nzqfLTjOM4595cqilsO1+dsDx/ibvQ35iE45/opdDhKOqWrF86525xzr3POjUdHcOTxbPC7UnHan4KToFLOhP7kvzso1I1kHwD/zeooBZxfJKwUoafregnwNHSoKeiD2OIicS9G31JBwYFVFpn11zmXvNWDocaYetJPwbt3Kf6asz1sD3ltJtSCsD3MQDvwUH5dAu1sJyR1aTnwuyLpq65LDWhXN3iNyOLR4Hd43aeho01Ah6dmLofnnHuE2gx/tRAec6iLM6jxOjdJ20L6yKnz3jCR1On0UneJI9Mpok48N0uF45y7xDn3OefcWd7o1Az2pnANZuVFcs7NJ0eTGsCw5QgDkuWr+yjicM63g+v8321ThvLkWhwr6jB39Yz0X3fOfdk5l/XCpVzmOeduzClfHwWj2vrolKmE5Bgfd849Sg7esJS8KHiLiHTnRC12PktRS9/r7f57AB1lkYk30CbhYxjaJ6g3xepweK5r6Z/lnm+nK2qEy4t2pqK8DUicX8+qoQxNR9TR8tUUHFP+FzjS91nScSPUMPYqOrorJLyHDUub3lXwO93nPh3YEp0+WszAV4ykj/Y351wljj/XR/s9iaPwu8l+YZUca6njhMKxlv0iQkS+D3zG/12BjmJKG9fqdb6NBmEGjNbxYQrnP/Ntp387mlg3t2Kol11Qr8kAi0rc0Bc75+Y655bnxakD83O2h3lmvZ1Lx6vI23y9SAwrIjJJRHYW9Sz/DRG5mkLHDipvM6HX9psDT9nDPhRWoQH/dse/SU6u87A3JCnK9ZidRfiGdlJurMoI37YW7Sz6jusc/3e7PO/r5Ncz0GGwUBitUm8WOF36qxzm52wvpz2EccLzENalX5aoS+ESa6EX8mR99rjEsSTzSmuiTu3q8SJhoVEsvO7bBr8b2W5qIXxAXBj8rsd1XkkDtS2kVNtIwtIPk2ehnXXQOd7zReQB0VVTDpAyVqRoEDsEv0sZLUsuN10nnigSltSZbmCgRJ0JHxjCOpOM5ulB304uEJGbReSrIrJbxkNltRQzwsPQOr0trFwl6w1+2xbFjs8fYzLqcRyQt0pRsfNZilr6Xsl9MXbOLcxKFxDeN9Ojl+pJNRpbKaXO9yz/vQHD+7of9N8LGGq0bWtEZB3gBgrGp+dQ59x5I1GS0RfXZ4xWDa9DqZFoYfjKuiciu6OO0EGnrVc7kiUpZ+7qSmlEZEt06tfK+g/sl2MASY61nBF3SZySzzci0iUi56JTZUBfSn0gZ2R0zefbaCyN6ugbpflQ8PtSEbm0jDTHM/StbXJjfjEjbrN5tXSUpg21rQg/9PrTqJV/nYwotVhU164yXfKmchI6rxdKX+fnqswLhi53VetQ8oTQEJI1wihNUv4OdHhheqrM8iJv4qHwwN0oI9iwIcs5DJT5VqLS9lBrXYIyNcM595qILKaG0Sx1bFfF3rqHRpbwuocPLY1sN7UQvv0OR+bU4zoDDde2kHL0H1Jt0zn3iIi8HX1TnRidtvOfzwDLRWQ2Ov/8mjqVtRzC+lOqk1+OttWDYvpTc51xzv3Wvy3+X7+9C3W2uAfqEPQl0aWsf+Scu7/K/ECHaxcjfLhLprWsSfUGtjVRp4BpytXzLGrpeyX3xUruiWG6RlCNxlZKqfP9a3TKTTc6jWQ2rBzBcIiPc3HWNNR2xI+m+BMFI+FTqO+Kf+enWjmyIT19BIZqbCnDbhj+ki/PGFRnO1AfNlWNovIjmpLRflnlzEqzGzo1NrkHzUX9+eTde19F2205BuwkTt40yaQME1CffInxZQVqvLg8J0lN59toPGbAaAEisgfV+Xo4RETWCay3zbh+5XYaWm2cqKpzIyL/A3wjtfk5dOnF+9E3IHejS6BWQ3iNdkVFsxySa1zJW/BabuzhW8QZqLO3shGRT6Fvu25ClzjrZ+g1Kec4wjd87TgMr9xr0ai2ENalQ4Bh/ityCH0LNKU+NaFdlaJZ7aYWpgW/w7f89bjOzb4GVY/Wcc7dJiLbobpzKNrB3NIH96JOng8UkV+jvg+aoQ09we9Gj1Qtd//FznFSZ+5DR3eWy5A3786580XkEnQEw8HoykTJg/NaqP+GD4vIJ51z5foDSlNKH8P7QHK/DNvEteiqKOXySM72WkaY1dL3SowAzbgnttMo66LH65x7QUT+hNa7Q0XkBP8i4FAKD4gXNriMdUFE3oKu5JNMoX0YHXmRO9JFRMaiK+pA9siG8D6wSYkihOGJwXAmOnKoH/g/EdkhnYihRvWtRCQZIfSgn9IEOhVmAjqVK8uH1xBE5D3oNKtklMId6NKuxYx//wE2pfRxEsTJNYyKyEboqluJn6zXgMOcc9flpWH4+b4vLyLZ59toMGbAaA1HBb9PZegcw7z4B6CdqqOB7/ntiaWvGst8uVb1YfNgm0zDyiki+1Ho4D+LLiN3TdoRnYhMrnTfAaE19mXnXKaDtCK8iD5gdaNLPhWjaidfzrm5IjIf9br9ZhEZ55xbUk5aP83l8xREfGu00xjeoPKG8YYkcfoo/43uaCKsS0uynK6VwTOo8bRoXfLDxSdWsf9mtatShHk1rN1Uiz+/SWd1EUOnudR8ndvkGpSNN0rc4D9JufZGfQ0cgPZVjkTn6tfiYLZcwlEX61DciFTO/bfR99iX0NEKa1epCyvxun8JcImfyvdG1JBxGGqE7wTOFJFriz2QFaFUewtHCiX1NWwTE2s9xjpQS9/rJfRBsZJ7YpgnjJz+W6XMQg0YE9DRCFegjqcBHvC+MtoaETkYXdo+8Sn0T3Slj1IOY2egqwnNc9mOyucGv7fMCCcnPDFQT/ffXahPjlKcG/zenMK02GSUSMnpIyJyAuqDKTGkXYOu0lGqbzkXHfm1tois7jIcPPv9T6CgF5mGeFFH+rNRgwjoyKcDnXN3llGGhHLP9wryDaZGnWkn6+yoQNQD8Hv832eA7zvnLi/2QYd0JoTOPJMGO7FYR1RE1hSR50XkTi8oMPQtyLisdJ5Ni4Q1g0aW88Tg9+HOufPSHfwa9p3wQPB7r2IRRWSqiJwqIoeLyMaw0jllcp2nFvENAUPnbVdD8nZjDIVVEMrhEArGi7u8Y0QYarHelSKISA+FedwPN+kt60ijkrq0hYh8RUQ+ICJbB0HJTTnyN/88Xk/1Bu5mtKtShJ2PnXNjKbW2m2o4iMLbrstTc+TrcZ3b4RqUREQmeL8cQ/x3OOfmO+d+4Zw7BH1wTjiwSUULH5B3KhF3apGw5P7V6HtsUmc29B32XETk3SLyaRE5OPQxIiLricieEjjvdMo9zrnvO+emo0vLgmrDO6iOUu0tbK/3+nIsp/BgMK2EdiEiHxGRE70flUa8qKul75XcFyPRFYeKMT34HU49GCn9t0q5hsLo04P99JFkusKslpSoAkTkIHR1kcR4cTWwVxnGC8hffQQAP91ivv+7R4l9Jcbx/+YYQ2qhaDkTfH0/m8Jz5rnAwWW+GAt9v7y5SLw9KBjwhvmx8PeVGym0g0eA3cowXoC206Sspc53En57iWnORh0xA0bzOYzCvPJLy3xQ+xuFoZ6hM8/Q6/sRRdK/HbVSTqMwJDN0HjW5SNr9i4Q1g5LlFJG1gV2q2Hc4jWdObix985eQ1Rkqdg3DIWqfKNGZOh11pHYJQ52rJatFrE/BE3sWHyoSVg5nUhiG/g0/h7Mooku7nRFsOj34/S8KozA+IMUd8n2Awhv/UisvjFaup9BxPaZEJ/4U4JvovOLdgu1JXeqi+FDzWupSvdpV1fg3tMnItiP8/N9heCdr1T6IVYVvB8koukHgx6ko9bjOzdC2mvBG2kXoG8qZRaJeG5SjKcuoovfWxI/NsGUdE0SXBCy2alJy/xq2ukpAPe6x4X3mM3mRfN37P+BH6FKozm8/Eh2pcxNDDUZpQgeK1V6LPSRjtRlfjl4KfZl5KX8ByTH2ACeQg4hsgi7d+1PgJw16oKil75Ws+NGJLpGeiTfqH+P/9jN0dZly+kW9DF2BqhHUVR+8f4tkid4D0bbRi64IUevSvQ3FT4O7lIKj4guBQ8odyUp5IxsSfw1TReQNWRFEZHsK0xOvTLY752Y456TYB/hCsKu9grD5ft8bAtujdfmGvEKKyNsYuvrVt5xzx7uc1cAy+AOFqZ1HF4mXtJ8+1PgVlmGc35a8KLgbeJNz7jHKwE9fSvRuf6/1w/BGqyTsyqw4RmMwA0bzOSr4XZYg+7fw4VJdyfr0V1CYb/XFrDlt/gEz6Swvwq897XQ5uqQh7y4iO2akPQSdf9hKwrf4H5XUkmjeIPAzhs5ZLpdwmHBmJ1REjkW94ydkLTWYvD0dtsSYc+4uCss0vgH4UdYoChH5GLCv/3sPQ63J51NwgHWW6BK86fRHUOO1cs69RGFZrYnADSIyIy++iGyOduSSzugfnHPhDbMP+In/uz5wfpYBR0TeCPzA/12KrkxgpHDOPYsuNws6tPiXvpM7BBE5gMKN/VmGrjd/BbqMG8Bp/tyn0+9JwVN5NdSrXdXKj/z3xsDZ6XbnteQCmvdQjIisiRqRktESZznnhsytrdN1bri21Ypz7kn8G3bgvaKO3rJ4P4W+SjlvzmrGrw6RjEh7i4gMaw/+msyieP1Jru0m/n6a3sd04OO1lRbQ5TaTe8THROTwdARf/8+lMIXjvODh6i8UHrC/IiJ5UyPCh/Vqr0UnMEt0zn+6fD+h8Lb0jFS6Myksbfh1UT8DQ/AP7b+mYIw7s8oylqLqvhd6P08MEF/Pqvei0zLPoqATF6be4oea8UHJWPIW+A6FpUcbRThyrF4acYH/Xgs4zf++zutiWyI6JfBidAoIqMYfXe4Dux8psDX6xr/Yst7noO1UgPPSL4X8//N8eB/Fl9CuhsTYf4vLWdLa18ULKWj2D51zX6kkE6+/yfPRoSLy3ox8Dgfe5f9e5JxLO8X9PgXH0I8Ce5c5EiYkOX/jgHPT/VcRWY/CC4iXGQGjhFYpnHP2adIHvTEPoG89Hqow7eaotduhN411/PZ3BNsXo2/w90KHkH0avck6/zk2tc+vBWHPo29u3oRavX/hy/o06vDGATNT6Y8K0r8vp9zTgjgzixzffB/nptT2TnTYV7KPm9EH9d1Qy2yy3GMYZ3LOvv+d2v6pIM0ifz72Rp0UHYU+nLvU5y8ZZb/Bh/WhDwTTgC2D8K3RkQ3JPv6BvvncFZ3v+evUtd05I4/jg/QvoD4ndkPnJp/rr9XiIM5RNdTT01LHPBv4KDqUbxd//s9Bb7ZJnNuANTL21Yt2dJN496IPXbuiI4m+l9rP8Rn7uMmHLStR7tx4qbo6IyN8VhC+fjn1p5pyojfEzHoaxJmRdx3ROdf/CcIfQKf7TEfb7U/RDo7zdergjP3vR0GHFqO+Et4M7Ine9Jf5Tz8l2m1O+WtuV6lzcGqRvHLjoR2oW4Lwv6PT93ZB36rPCc6Bw9uKKzzWycH+70KHx4efnXwZj0AfSBYG8f8KdOfst6brXI9rUKa2zae8tpEZD51Kk+T/GvrQ+k5UH96JGqeXU7hHrVXD9RlWjylyD0MfoJ4Kwn+DjoDbBR29dE/GOdwstY8PB2GLUV8ke6C6fQZqsH0VNUA5YFY17cDHPTyIO4g+ABzk68wHgFuD8MdI6TU6VTUJfwp9G7svep85HH0bmYRfX0VbSZ+r+9GRXrugoz5uDML+BkjGPk4O4qxA29Tb0X7LsWg7ScLvINW+0JE+Sfj0So8hta9a+l6HBWHLUcPNvmi9/yA6hD4Jj4HVMvIPz9e9qMZMB96HjuJyDO0XzUilnxWErV/kOHPj+euXhF3qr+X0ILyq842O3gzryntLxA/LeFQt17WIfvy8SLwjg3gv+zqQvhdkfVbz6U/0aa8uo0zfDPJ60F+D6f77wSDsG1Uc7+fz6osPv8yHfb7IPr4S7ONx9J5RzrnoSe1nXdQQ79D+ypmoHs6gYMx0qGPqDTKuW19QjmPKLMOwdoD6XEr2cxvah5gOfAxd3WhlHvWqd/Yps762ugCj6YN2XpLK/rUq0t8UpD852P4ehj68pj/9wBcy9jeOoTfB9Ocp36gTEZmZSn9UELchBgwfNp2hHf/05/foQ3Xyf3LOvtOd58SZUd5+E+H8LtoZcsBTGeX7REa6C1NxdkDFvFheLwHvKHKOPklBtNOfJQztwB5VY139EGooKVZeh3bgzgbGF9nXWugbvmL7WQx8sES9H/UGDB8+meyHp3R9+HCRchyGPjzl6cUHKWhKbrvN2XfN7Yo6GDB8+ETUAJdXjjkEnewq2snkEseZd35/QqrDVs/rXI9r4PdTVNuo0YDhw75AwViW93kC2KnG6zOsHlPiHga8zuedV65b0aX58rSjAzV85KVfiD64Job4WdW0gyD+Byi8cMj7PABsnpG2h8IDSrHP34E1q7gWYfq/F9n/NWQ8sKfqS1+JMt4MTMpIOzOIU5MBw++vqr6XT/u+Emkdet9cLyf91gx9gMqqm28O/s9IpZ+VV2/LjYeO8FiUyncFXtuqPd9oXydJ9zLQWyJ+WMajar2uOfpRzIBxcxntJuszw6e/yv//RBll6kBfWhXb7zlARxXHm2vAQF8mvuzDXl9kH/+t8lxMztjXNNRwnZfmOWBqRrpvVFmGmRn7GoNqUl6aQeCr9apz9in/Y1NImks4r/zi3Fj5zAp+r3Tm6Zy7DJ3z/G3UEr8IvYnMR4fj7eSc+356Z06Hj74NfbN2M9qZWoous3c68AbXem/fOOduR4eC/QB9G7EMfdi/ETjSqaO3cpcnDffbj77l+yjaoXoF7dQvQt8O/QzY0Tl3CoV5qxuKyO6pXZ2FCv+/fdleITWc0p/HKailfTYqvMlqG3NQwd3WOZc7/9E59xPUueJ56LJcy1BHsBehjuSur/QcFMnrl6gfjuPQeX2Poh3jAfQm9k909MS2zrmPu5zhhH5fLznn9kXP9eVop2sFahi7E7XYb+2ca8bqAiMep/NRp6JGhj+ib/pWoA+z96NvdrdzzuUuOeec+x0QodMsHkTb/Qvo3NM9arkWdWxXNeOcW4S+oX0POurgWfRYHwS+io5IWFzvfFMsQev8bNSIvY1z7pOusCxdJrVc52ZqW634e9NU4Oeo89VX0Qe/51CN/wwQuRasQOCcexA1YnwNNSa9ip7/f/lyvYWCozdI1SXn3KBz7v3Au9G57S+ib9wfRY1Y2zvn/kKdcM5dhOr2N1FtfRk9ly+io2k+hvYHHs9Iu8I59x501MZlqMF9mS/vE+iw+PcCb3HOvVxDMV9DR999Hq2LS9G6fS06IvFA51xum/T1JULr/31onUzqy5/QkQgzXPFlGutCtX0vn/YSdPWC09A+wEL0fD+Cnv/90aU3n8tJ/zCwHWokSBwOvoKO3jgRHemzMCttvXDqGHgftO/xClpXnqZ256G/DX5f4oY6OW5HSjn6zcVPe0qcNZdc2cNrynFo/fgDek/rR/tT16Dt53hXf0fouwFrAE865x7IiuD90ZWz9GlZOJ2CvS36PPIAqh3L0Pv3d1BDSpaPp6qvR0YZljnnDkCNw7PR89xHYdpPCqPtAAABv0lEQVTmHs659HLlRhMQpxYmwzAMwzAMowJE5I/oQ/+rzrmqlh4eDYhI0tm8zjnXVMe5xshCdBnoxIHibv4llmEYxkpsBIZhGIZhGIbHL395nYicleUsMog3lsLqL/fmxTMMoyKSlSceNOOFYRhZNGJ9bMMwDMMwjJHKItQh4b7AdBHZLWfKz2nA2v737zLCDcOoAL8EZ7K6xM9aWRbDMNoXM2AYhmEYhmF4nHMDInI+cBI6n/o2EfkZ8BDqtG1z1KfV23ySu7Hlnw2jKkTkx8AE1MfC/uizyZPokrOGYRjDMAOGYRiGYRjGUL6COmh8J2rEODcn3t/RFUz6mlUww1jFWA9dRS2hD12WcklOfMMwRjnmA8MwDMMwDCPAObfUOXcwcCC6KsJ8dJWFJegqIleiyxHv5Zx7ulXlNIxVgJvRlXKWALcA+zrnZre2SIZhtDO2ColhGIZhGIZhGIZhGG2PjcAwDMMwDMMwDMMwDKPtMQOGYRiGYRiGYRiGYRhtjxkwDMMwDMMwDMMwDMNoe8yAYRiGYRiGYRiGYRhG22MGDMMwDMMwDMMwDMMw2h4zYBiGYRiGYRiGYRiG0fb8P32l4ZiIATugAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x720 with 24 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f = plt.figure(figsize=(15,10))\n",
"f.subplots_adjust(hspace=.5, wspace=.5)\n",
"f.suptitle('Acumulated Confirmed and Deaths figures per country: '+datetime.today().strftime('%d/%m/%Y')\n",
" ,fontsize=30,y=0)\n",
"ax1 = f.add_subplot(341)\n",
"ax2 = f.add_subplot(342)\n",
"ax3 = f.add_subplot(343)\n",
"ax4 = f.add_subplot(344)\n",
"ax5 = f.add_subplot(345)\n",
"ax6 = f.add_subplot(346)\n",
"ax7= f.add_subplot(347)\n",
"ax8= f.add_subplot(348)\n",
"ax9= f.add_subplot(349)\n",
"ax10= f.add_subplot(3,4,10)\n",
"ax11= f.add_subplot(3,4,11)\n",
"ax12 = f.add_subplot (3,4,12)\n",
"#f.subplots_adjust(hspace=.5, wspace=0.5)\n",
"lista_axes=f.get_axes()\n",
"#sns.set(palette='deep')\n",
"sns.set_style(\"whitegrid\")\n",
"sns.set_palette(sns.color_palette(\"RdBu_r\",7))\n",
"#sns.color_palette(\"husl\")\n",
"#sns.palplot(\"BrBG\")\n",
"for i in range(12): \n",
" t=resultados[paises_interes[i]].index\n",
" data1=resultados[paises_interes[i]]['D2C']\n",
" data2=resultados[paises_interes[i]]['Confirmed']\n",
" data3=resultados[paises_interes[i]]['Deaths']\n",
" lista_axes[i].set_title(paises_interes[i],size=20)\n",
" sns.lineplot(t, data1, ax=lista_axes[i],color=sns.color_palette('RdBu_r',7)[6],linewidth=3)\n",
" lista_axes[i].tick_params(axis='y', labelcolor=sns.color_palette('RdBu_r',7)[6])\n",
" if i % 4 == 0 :\n",
" lista_axes[i].set_ylabel('Ratio Death vs Confirmed', color=sns.color_palette('RdBu_r',7)[6])\n",
" else:\n",
" lista_axes[i].set_ylabel('', color='blue',size=15)\n",
" \n",
" lista_axes[i].get_xaxis().set_ticks([])\n",
" lista_axes[i].get_xaxis().set_visible(False)\n",
" sns.despine(f)\n",
"\n",
" ax2 = lista_axes[i].twinx() # instantiate a second axes that shares the same x-axis\n",
" \n",
" ax2.grid(False)\n",
" ax2.xaxis.set_major_formatter(plt.FuncFormatter(format_func))\n",
" \n",
" sns.lineplot(t, data2, label='Confirmed',ax=ax2,color=sns.color_palette('RdBu_r',7)[0],linewidth=3)\n",
" sns.lineplot(t,data3,label='Deaths',ax=ax2,color=sns.color_palette('RdBu_r',7)[2],linewidth=3)\n",
" \n",
" \n",
" ax2.set_ylabel('', color=sns.color_palette('RdBu_r',7)[0])\n",
" ax2.get_xaxis().set_visible(True) \n",
" ax2.xaxis.set_major_formatter(plt.FuncFormatter(format_func))\n",
" ax2.tick_params(axis='y', labelcolor=sns.color_palette('RdBu_r',7)[0])\n",
" ax2.tick_params(axis='x',labelrotation=90)\n",
" ax2.legend()\n",
" #ax2.set_yscale('log')\n",
" \n",
"f.tight_layout() # otherwise the right y-label is slightly clipped\n",
"f.savefig('graficos/grafico1.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Casos confirmados diarios, junto con su porcentaje frente al total acumulado de confirmados."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 24 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = plt.figure(figsize=(15,10))\n",
"f.subplots_adjust(hspace=.5, wspace=.5)\n",
"f.suptitle('Evolution Confirmed daily vs total: '+datetime.today().strftime('%d/%m/%Y')\n",
" ,fontsize=30,y=0)\n",
"ax1 = f.add_subplot(341)\n",
"ax2 = f.add_subplot(342)\n",
"ax3 = f.add_subplot(343)\n",
"ax4 = f.add_subplot(344)\n",
"ax5 = f.add_subplot(345)\n",
"ax6 = f.add_subplot(346)\n",
"ax7= f.add_subplot(347)\n",
"ax8= f.add_subplot(348)\n",
"ax9= f.add_subplot(349)\n",
"ax10= f.add_subplot(3,4,10)\n",
"ax11= f.add_subplot(3,4,11)\n",
"ax12 = f.add_subplot (3,4,12)\n",
"lista_axes=f.get_axes()\n",
"sns.set_style(\"whitegrid\")\n",
"for i in range(12):\n",
" t=resultados[paises_interes[i]].index\n",
" data1=resultados[paises_interes[i]]['inc']\n",
" \n",
" data2=resultados[paises_interes[i]]['Inc_Confirmed']\n",
" lista_axes[i].set_title(paises_interes[i],size=20)\n",
" sns.lineplot(t, data1, ax=lista_axes[i],color='blue',linewidth=3)\n",
" lista_axes[i].tick_params(axis='y', labelcolor='blue')\n",
" if i % 4 == 0 :\n",
" lista_axes[i].set_ylabel('Ratio Daily Confirmed vs Total ', color='blue',size=15)\n",
" else:\n",
" lista_axes[i].set_ylabel('', color='blue',size=15)\n",
" \n",
" lista_axes[i].get_xaxis().set_ticks([])\n",
" lista_axes[i].get_xaxis().set_visible(False)\n",
"\n",
" ax2 = lista_axes[i].twinx() # instantiate a second axes that shares the same x-axis\n",
" \n",
" ax2.grid(False)\n",
" ax2.xaxis.set_major_formatter(plt.FuncFormatter(format_func))\n",
" sns.lineplot(t, data2, label='Confirmed',ax=ax2,color='green',linewidth=3)\n",
" \n",
" if i % 4 == 3:\n",
" ax2.set_ylabel('Daily Confirmed', color='green',size=15)\n",
" else:\n",
" ax2.set_ylabel('', color='green',size=15)\n",
" ax2.get_xaxis().set_visible(True) \n",
" ax2.xaxis.set_major_formatter(plt.FuncFormatter(format_func))\n",
" ax2.tick_params(axis='y', labelcolor='green')\n",
" ax2.tick_params(axis='x',labelrotation=90)\n",
" ax2.legend()\n",
" ax2.set_yscale('linear')\n",
" f.tight_layout() # otherwise the right y-label is slightly clipped\n",
" f.savefig('graficos/inc_confirmed.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Vamos a generar curvas cuyo `t=0` depende de un determinado threshold: fallecimientos o confirmados equivalentes a un determinado nivel.."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Definimos un par de funciones auxiliares que de un `pandas`de entrada, y un determinado threshold, nos devuelve el `pandas`debidamente filtrado:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"def deaths_threshold(res_pandas,threshold):\n",
" dia_zero=res_pandas[res_pandas.Deaths>threshold].index[0]\n",
" return res_pandas[res_pandas.index>=dia_zero]\n",
"\n",
"def confirmed_threshold(res_pandas,threshold):\n",
" dia_zero=res_pandas[res_pandas.Confirmed>threshold].index[0]\n",
" return res_pandas[res_pandas.index>=dia_zero]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Definimos ahora una función que convierte el eje X que tiene Date, a números ordinales. Esto es necesario puesto que cada país tiene una fecha 'threshold' diferente con lo que no se puede utilizar un eje X de fechas."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"def re_index(res_pandas):\n",
" aux={}\n",
" for i in res_pandas:\n",
" new_index=np.arange(len(res_pandas[i]))\n",
" aux[i]=res_pandas[i].rename(index=dict(zip(res_pandas[i].index,new_index)))\n",
" return aux"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Y como nos pueden interesar diferentes tipos de gráficos en función de la categoría a presentar y los threshold a usar, definiremos entonces una función a la que se le pueden pasar como argumentos esos valores. He añadido adicionalmente la posibilidad de eliminar China:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"def grafico_threshold (datos,category_threshold,threshold,China=True,scale='linear'):\n",
" res_aux={}\n",
" color_pais={}\n",
" current_palette = sns.color_palette('Paired')\n",
" \n",
" for i,pais in enumerate(datos):\n",
" color_pais[pais]=current_palette[i]\n",
" if category_threshold=='Confirmed':\n",
" res_aux[pais]=confirmed_threshold(datos[pais],threshold)\n",
" else:\n",
" res_aux[pais]=deaths_threshold(datos[pais],threshold)\n",
" if not China:\n",
" # por si acaso datos no incluye de antemano el valor China \n",
" try: \n",
" del res_aux['China']\n",
" except:\n",
" pass\n",
" \n",
" res_aux=re_index(res_aux)\n",
" f = plt.figure(figsize=(10,5))\n",
" ax1 = f.add_subplot(111)\n",
" ax1.set_title('Acumulated '+category_threshold+' from threshold = '+str(threshold),size=20)\n",
" #f.subplots_adjust(hspace=.5, wspace=0.5)\n",
" #sns.set(palette='deep')\n",
" sns.set_style(\"whitegrid\")\n",
" #current_palette = sns.color_palette('husl',12)\n",
" \n",
" sns.set_palette(current_palette)\n",
" for i in res_aux:\n",
" t=res_aux[i].index\n",
" sns.lineplot(t, res_aux[i][category_threshold], label=i,ax=ax1,linewidth=4,color=color_pais[i])\n",
" ax1.get_xaxis().set_visible(True) \n",
" ax1.set_xlabel('Days after threshold in every country', color='black',size=20)\n",
" ax1.set_ylabel('Acumulated number of '+category_threshold, color='black',size=15)\n",
" ax1.legend(prop={'size':10})\n",
" ax1.set_yscale(scale)\n",
" path=\"graficos/\"\n",
" nombre_fichero=path+category_threshold+'_'+str(threshold)+str('_China='+str(China))+'_'+str(scale)+'.png'\n",
" f.savefig(nombre_fichero)\n",
" return \n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Veamos unos ejemplos, con Fallecimientos y Confirmados, threshold de 10 para los primeros y 100 para los segundos, e incluyendo y excluyendo China:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"grafico_threshold(resultados,'Deaths',10,China=True)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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erWnTpjrHsL0IMzMznWNL4fHkG3Nzc71cSyh9IokTDEpaWpp6MsCIESN01rly5QqnT5/G19eXlJQUTE1NtX6o6kNBP9gK+qtWn6Kjo5k7dy7Hjx8HHv3Sd3FxwcvLi+vXrz9zlm5qaipAoZMTkpOTAdTJp6WlpVadgsZ8vaj8FpH8VpD8ax85cqTQZDE9PR0rK6ti35d8+QmNLvnnMDc3Z+PGjQQFBbFr1y727NnDnj171Mnk7NmzX/j+6Eqi0tLSMDU11fn1ZW1tjbm5udYg/dL+Gi3KfSusbmpqKnl5eVrj556U/3XZpk0bfvnlF3766SdCQ0MJDg4mODgYW1tbxo4dq54o8jyx5bcAP92Kl69KlSoFTlrJj0vX9wlAhQoVePDgQYEx5Cvss+cbO3as3pI4GxsbsrOzycnJ0fq6eNb9EAyfSOIEg7J7926ysrJo0KABHh4eWsdjYmI4fvw4mzZtwtfXFwsLC7Kzs8nLy9PongHIzMxU/5IrrKvjWTP2XkT+9XQlFc+6XlpaGkOHDiU1NZXAwEBatGiBs7MzJiYmnD17lj///POZ189v6dq7d6/OAc1Pyu9CTUtL01oOI7/lTF/yu8byJzXkxzlv3jz69OlT6Hv1cV+el52dHdOnT2fatGlER0dz5MgRtm/fzt9//41cLtfr4sWWlpZkZmaSmpqq9Us1OzubrKyscr9ciYWFBZaWlhw8eLBI9Zs2bUrTpk3JyMjg5MmTHDx4kG3btjF37lxq1apFmzZtnuv6+QlYfHy8zkk7ycnJBSbmFSpUAB7/gfS0p1siC/I8M1n1oU6dOpw6dYqbN29qTVTJn7Ht5ORUqjEJ+iPGxAkGJb8rderUqcyePVvrv0WLFiGXy9m1axdpaWm4urqiVCp1Lk/w/vvv06RJEzIzM9UtdU8nJZIkqcdA6VNB10tJSeHhw4eFvvfYsWMkJiby9ttvM3ToUNzd3dV/QV+9elUddz5dCWr+0hDnz5/XOnb9+nUWLVrE/v37AdS7CDw59ihffresPpw5c4aIiAicnJzUXbf5ceq6Tm5uLgsXLiQ4OBjQz315HidOnGDu3LnExcUhk8lwd3dnxIgRbNq0CQsLC06ePFms8z8tf/yYrvOGh4cjSRJ169bV6zV1KcmxXW5ubty9e5eEhAStYwcOHGDp0qXq7sw1a9aok2QLCwsCAgKYMWMGM2fOBHR/vT5LYfc4NjaWhIQE6tWrp/O9ZmZmuLi4aI2RhEff13Fxcc8dT2nI74rPX2rkSfljC11cXEo7LEFPRBInGIxbt25x4sQJHB0ddY4LAnBwcMDf35+MjAz++usvevbsCTxaIuPJH6ynT5/m+PHj+Pr6Ym5urv4L9MiRIxoLW/7666/PTKpeRP71nm5x+OGHH545bia/W+jpQfq3b99Wd8U8uSZdfgvkk+NeevbsiUKh4KuvvtL4hZmXl8ecOXP4+eef1Z87f/mGoKAgjbonT55UJ3rFdevWLfWq8BMnTlSX+/n5UaNGDTZv3szp06c13rNixQpWrVqlHjenj/vyPBISEggODubnn3/WKE9MTCQ7O1tjyRB9ePPNNwFYsmSJxnp1SUlJfP755wBF3sezOPLvW0FrsRVH7969kSSJOXPmaJw/Pj6eWbNmsWLFCnXrbEhICD/88ANnzpzROEd+l7yDg8NzX79Xr14YGRnxww8/aPzxlpGRwezZs9V1Cos/IyODxYsXq/9gkCSJJUuWaHztGZL8pXh+/PFHjZ91mzdv5vr16/Tt2xe5XKQC5ZXoThUMxvbt25EkiR49ehTaGvDmm28SGhrKpk2b2LRpE//3f//Hli1b6NWrF61btyY9PZ2dO3diaWnJjBkzAPDw8MDT05PTp08zcOBA/Pz8uHTpEv/++y8NGzbk7Nmzev0sbdq0oUqVKuzatYvU1FTc3d05ffo0ly9fxtXVlTt37hT43saNG+Po6Mj27dt58OAB7u7u3Llzh3379mFqaopMJtP4YVy1alUA1q9fT3JyMoMHD6ZOnTpMmTKFhQsX0r17d9q3b0+FChU4fPgwV69epV27duoE2NHRkcDAQGbPnk3v3r3p2LEjqamp7N69m+rVqz9XC0NkZKTGwO2MjAxiY2M5cuQIOTk5jBkzRmNWpkKhYNGiRYwYMYJBgwbx2muvUbNmTS5cuMCxY8eoUaMGkyZN0tt9eR4dOnTA19eX9evXc+nSJXx8fEhLS+Pvv/8G0Lm9WHHkL1q8atUqevbsqZ5ZfeDAARISEhgxYoTOAfn6ln/fgoKCiIyMLNK6ZkX15ptvsn//fv7++2+io6Np3bo1eXl57Nq1i4cPH/Lhhx9Sq1Yt4NH9DQsLY8iQIXTp0oWqVaty5coVDhw4gIuLi/rr93nUrFmTwMBA5s2bR+/evenQoQMWFhYcPnyYGzdu0K1bN954440C3//OO++wf/9+goODuXDhAg0bNuTMmTNcunSJSpUqvfB9KUm2trZMmTKFWbNm8cYbb/D6669z7949du3aRZ06dQpdKFgwfCL9FgxG/tIhz/rh3KlTJ2xsbDh37hzR0dHMmzePmTNnYmZmxoYNG/jnn38ICAhg/fr1GuPBli9fTu/evbl+/Tpr164lIyODNWvW0LBhQ71/FhMTE4KDg+nYsSNnzpxh/fr1WFlZacWki4WFBatWraJTp05ERESwdu1aLl68SM+ePdmxYwfu7u6cPHlS3VXr5+fH22+/TXJyMuvWrVN3Lb777rusWLECd3d39uzZw4YNGzAyMmLq1Kl88803GmMI3377bb777juqV6/O1q1bOXnyJOPHj+ftt99+rs8dFRXFt99+q/4vODiYqKgoOnTowC+//ML48eO13tOkSRM2bdpEly5dOHnyJL/88gu3b99m8ODBbNiwQT2LU1/3pahMTExYvnw5I0aMICkpiXXr1rF7924aNmxIcHCw3pdfgUfDCL744gscHR35448/2LVrF05OTixbtozJkyfr/Xq6dO3alddff50bN27w66+/6m3pHHjUVfvNN98wffp0zM3N2bRpE7t27aJu3bp89913GjPKvb29Wbt2LS1btuTYsWOsWrWK6OhohgwZwrp169Qtds9ryJAhrFy5Ek9PT/bs2cO2bduwtbVl7ty5fPnll4W+18TEhJ9//pmRI0dy79491q9fD6BeoNlQDRgwgKVLl2JnZ8e6des4ceIEb7zxhnqiiFB+yaSiTucSBEEQBEEQDIZoiRMEQRAEQSiHRBInCIIgCIJQDokkThAEQRAEoRwSSZwgCIIgCEI5JJI4QRAEQRCEcuiVWyfuzJkzhe6xpw/Z2dklfg1Bf8TzKl/E8ypfxPMqX8TzMjzZ2dn4+PjoPPbKJXGmpqbUr1+/RK8RGRlZ4tcQ9Ec8r/JFPK/yRTyv8kU8L8MTGRlZ4DHRnSoIgiAIglAOiSROEARBEAShHBJJnCAIgiAIQjn0yo2J0yU3N5ebN2+SlZWlt/MV1octvBgzMzNq1KiBsbFxWYciCIIgCGVOJHHAzZs3sba2pk6dOshksmKfLzMzE3Nzcz1EJuSTJIn79+9z8+ZNnJycyjocQRAEQShzojsVyMrKolKlSnpJ4ISSIZPJqFSpkt5aSwVBEAShvBNJ3H9EAmf4xDMSBEEQhMdEd6qBWLFiBaGhocjlcmQyGRMnTsTLy+u53u/v74+3t3cJRikIgiAIgqEQSZwBuHLlCvv372f9+vXIZDIiIyMJDAxkx44dRT7HyJEjSzBCQRAEwVDczbhMYmYc1SxdsTerWdbhCGVIJHFPCL2ayKfbL3A1IV2v53WpbMmcXl60cLHXedzOzo7bt2+zefNmAgICqF+/Pps3b2bw4ME4OTkRExODJEksXboUOzs7ZsyYwd27d3nw4AEBAQFMmDCBqVOn0rVrVxITEzl06BBZWVnExcUxYsQI3nzzTb1+HkEQBKFs3M24zIn43wGIST1NW4f/YW2i+3eL8PITY+KeMH2b/hM4gKsJ6UzfdqHA43Z2dgQFBXHq1Cn69etHly5dOHDgAACNGjUiODiY119/neXLl3Pnzh18fHz46aefWL9+PevXr9c6X1paGsuXLycoKIgVK1bo/fMIgiAIpU+SJCIfHHmyhJSchDKLRyh7oiXOAMTGxmJlZcWCBQsAOH/+PCNHjsTe3h5/f3/gUTK3f/9+bG1tOX/+PMeOHcPKyoqcnByt87m7uwNQvXp1nccFQRCE8uduxhXScu8/USKjoqlDmcUjlD3REveEeb29qFvFSu/nrVvFinm9C56kEB0dzaxZs8jOzgbAyckJa2trFAoFFy48asE7deoUdevWZevWrVhbW/Pll18ydOhQsrKykCRJ43xiFqcgCMLLRZIkriQf0yhztHTHwrhCGUUkGIJSa4nLzc1l2rRp3Lp1i5ycHEaPHk3dunWZOnUqMpmMevXqMXPmTORyOd9++y0HDx7EyMiIadOm4e3tTWxsbJHrvqgWLvbsndim2J/1eRf77dSpE1evXqVv375YWFggSRIfffQRa9asYdu2baxevRpzc3M+//xzEhMTmTRpEuHh4Zibm1O7dm3i4+OLHbMgCIJguBKzYnmYc1ejrG6FZmUUjWAoSi2J27FjB7a2tnzxxRc8ePCA3r174+7uzoQJE2jWrBkzZsxg3759ODg4cPz4cTZt2sSdO3cYN24cW7ZsYcGCBUWuWx6NHj2a0aNHa5StWbOGSZMm4eLioi6rWLEif/zxh9b7Fy5cqFVmamrK/v379R+sIAiCUKquJIdpvK5qXhcbk8plFI1gKEotievSpQudO3dWv1YoFERERNC0aVMAAgICOHr0KE5OTrRq1QqZTIaDgwNKpZKkpKTnqmtnZ1daH0sQBEEQStSDrNskZsVplNWzFa1wQikmcZaWlsCjmZPjx49nwoQJLFq0SD1+y9LSktTUVNLS0rC1tdV4X2pqKpIkFbluYUlcdna21ub0ubm5ZGZm6u2zSpKkl/PlzyzVZ2zlXW5urtbzK66srCy9n1MoOeJ5lS/ieRXfHZMToHj82lxZibvXkrlLst6vJZ5X+VKqs1Pv3LnDmDFjGDhwID169OCLL75QH0tPT8fGxgYrKyvS09M1yq2trZHL5UWuWxhTU1Pq16+vURYZGanXDeufd0ycUHTGxsZaz6+4IiMj9X5OoeSI51W+iOdVPCk5CVy5fU+jrKHDa1Q2r10i1xPPy/AUllSX2uzUxMREhg4dypQpU+jTpw8AHh4ehIU96uc/fPgwTZo0oVGjRoSEhKBSqbh9+zYqlQo7O7vnqisIgiAIL4Onx8LZmlTH3qxWGUUjGJpSa4n74YcfSElJ4fvvv+f7778HYPr06cydO5clS5bg7OxM586dUSgUNGnShH79+qFSqZgxYwYAgYGBfPrpp0WqKwiCIAjlXXruA26lR2mU1bNtJpaREtRk0tOLjL3kdDUV67v5WHSnlpySaOoX3Qfli3he5Yt4Xi/ubOLfxKWdU7+2NranjcP/SjSJe9mel/TwIaqLFwEJuXdDZFb6Xwu2pBX2TMSODQYiLCyM3377jaVLl6rLFi9ejLOzMzKZjG3btqFQKJAkieHDh9OqVasyjFYQBEEoSVl5adxMi9Aoq1tBtMIVlSRJSBEXUB0/DkolAKqkJBTde5RxZPolkjgDl5qaytq1a9m5cycmJibcu3ePvn37cvDgQY3JHoIgCMLL42rKCVQo1a8tjCrgYOlehhGVH1JaGqpDh5Bu39IsT9b/bN6yJpK4JyRmxnE+6R/ScpP0el4rYzsa2HXE3vz5B6NaWFigVCpZv3497dq1o1atWuzdu1ckcIIgCC+pHGUmsalnNcpcbJoil4mf+4WRJAnp6lVUR0NAx77h8gYNyiCqkiW+Ip5w7v4evSdwAGm5SZy7v+eF3mtkZMSqVauIjY1l+PDhtGvXjs2bN+s5QkEQBMFQxKScQinlql+bKiypaVXw/tsCSFlZqPbvQ3Vgv3YCZ2KCvF07ZA1efFtOQyVa4gyEmZkZOU994WVkZCCTycjKylLPvI2JiWH48OE0btwYNze3sghVEARBKCF5qhxiUk9plLnYNEEhF7+uC6K6cQPV4UOQkaF1TObggLxN23I5oaEoREvcE+jcWtAAACAASURBVLwrdcLKuJLez2tlXAnvSp0KrePi4kJkZKR6M/vs7GxOnDiBs7MzkydPJvm/vnxHR0cqVqyIsbGx3uMUBEEQylZs6hlyVVnq18ZyM2pb+5RhRIZLystDeTQE1e5d2gmcQoG8eXPkXbu9tAkciJY4DfbmtWjnOLTY53mRJUasrKyYOnUq7733HmZmZuTm5jJ48GC8vb0ZMmQI77zzDmZmZiiVSvr27Yuzs3Ox4xQEQRAMh1KVx9WUkxplTtaNMJKblFFEhkuKj0d58ADomqxQqRKKdu2RVaxY+oGVMpHEGZBOnTrRqZN2i13fvn3p27dvGUQkCIIglJYbaRfIVj7eSlIhM8bJplEZRmR4pLw8VOHhSOfPwdPL3MpkyBr6IG/UCJlCofsELxmRxAmCIAhCGVNJKq6kHNcoq23dEBOFWDg+n+rWLVQhRyAlRfugjQ2Ktu2QVa1a+oGVIZHECYIgCEIZu50eSWbe465BOQqcbZqUYUSGQ8rKQhV2DOnSJZ3HZe71kfv7I3sFx4qLJE4QBEEQypAkSVxJ1myFq2HlibmRdRlFZBgkSUK6dhXVv/9CZqZ2BUtL5K1aI6/1/GuwvixEEicIgiAIZSg+8xqpuYlPlMioW6FpmcVjCKS0NFQhIUg34nQel3l4IvfzQ2byak/6eOEkLjExEXt7e33GIgiCIAivnJgUzXXhHC3dsTR++WdW6iKpVEgXL6I6eQJyc7Ur2FZEERDwyo19K0iR1ol78OABw4cP5/z586hUKnr06EHVqlVxc3PjypUrJR2jIAiCILyU0nKTSMi6rlH2qo6Fk5KSUP6xA9W/odoJnFyOvHFjFG++KRK4JxQpifvggw8IDQ3FxMSEjRs3sm/fPn777Te8vLyYOHFiScf4Srh58yZvvfVWWYchCIIglKLrKac1XtuaVMfWtFoZRVM2JJUK1enTKLdthf8WvNdQtRqKN/8PeaPGr8zSIUVVpO7Uv/76i127duHm5sbs2bPp3Lkzffv2xcvLC39//5KOURAEQRBeOnmqHG6kXdAoe9XWhZMePkR56KDu5M3YGHnTZsjq10cmk5V6bOVBkZK4rKwsqlV79JfBP//8w2effQaAXC5HLn95du46eec4C8Pmcj05Rq/nrVPBianNPqFJ9WcPVB08eDAVK1YkJSWFZcuW8cknn5CamsqDBw/o27cvAwcOZPDgwbi7u3P58mXS0tL4+uuvcXR01GvMgiAIQsm6kXaBPOnxntmmcgscLF+NPbElSUKKiEB1PAyUSq3jstp1kLdsiczSsgyiKz+KlIH5+Pjw888/88MPP5CYmEi3bt3Iycnh888/x8fn5dnTbf6x2XpP4ACuJ8cw/9jsItfv0aMHq1evJi4ujm7duqnv/erVq9V1vL29Wb16NS1btmTnzp16j1kQBEEoOZIkcT1Vsyu1lnVD5LKXv7tQSktD9dfOR2Pfnk7gzMyQv9YBRadOIoErgiK1xC1evJhevXqRmJjIlClTqFWrFu+//z6///47u3fvLukYXzlOTk4A2Nvbs2bNGvbs2YOVlRV5eXnqOh4eHgBUq1aNxMREnecRBEEQDFNiVixpuUnq1zLk1HnJN7qXJAnp8iVUoTomLgCy2rWRt2qNzMKiDKIrn4qUxPn7+3Pnzh2Sk5Op+N+GspMnT2bhwoXY2NiUaIClaZr/DBaFzSMm+Zpez+tUwZnAZtOLXD+/7//nn3/Gx8eHgQMHcuzYMQ4dOqTXuARBEISyEfPUhIbqFq6YGVmVUTQlT8rIQBVyBCk2VvugsTHyFi2R1asnxr49pyKvE5eTk0NsbCxRUVFI/206e/fuXQBatGhRMtGVsibVm7Lpje3FPk9mZibm5sXf765du3bMmjWLP/74A1tbWxQKBTk5Oc9+oyAIgmCwMnKTuZepuTxXHRvfMoqm5KlirqEKCYGsLK1jMgdH5G3aILN6eRPYklSkJG7nzp0MHDiQtLQ0dQKXTyaTodQxKFF4PjVq1GDjxo0aZf7+/jq7q4ODg9X/HjBgQInHJgiCIOjP02PhbEyqYGf68k1OkzIyUB37F+nqVe2DCgXyZs2QeXiK1rdiKFISN2XKFDp16sT06dPV3akv4uzZsyxevJjg4GAmTpyoHst169YtGjZsyNKlSxk1ahQPHz7E2NgYU1NTfvzxR2JjY5k6dSoymYx69eoxc+ZM5HI53377LQcPHsTIyIhp06bh7e39wrEJgiAIQknLU+USl3Zeo8zJ2velSmQe7boQgerkSd27LlSpgqJNW2S2tqUf3EumSEnctWvX+OOPP3BxcXnhC61cuZIdO3aouxmXLl0KQHJyMkOGDOHjjz8GIC4ujp07d2p8QS9YsIAJEybQrFkzZsyYwb59+3BwcOD48eNs2rSJO3fuMG7cOLZs2fLC8QmCIAhCSbudHkmu6nG3orHcDEfL+mUYkX5J9+6hDAmBpPvaB+Vy5I2bIPP2RvYSLU9Wlop0F728vIiJKd7SG7Vq1WLZsmVa5cuWLWPQoEFUqVKFxMREUlJSGDVqFAMGDODAgQMARERE0LTpozXWAgICCA0NJTw8nFatWiGTyXBwcECpVJKUlKR1fkEQBEEwBJIkae2TWsvKG4XcuIwi0h8pKwvl4UMod2zXncBVqoTijd7IfXxEAqdHBbbEhYaGqv/91ltvMXToUGbNmkW9evVQPLXtRVEmNnTu3JmbN29qlN2/f59///1X3QqXm5vL0KFDGTJkCMnJyQwYMABvb28kSVK3zFlaWpKamkpaWhq2TzTF5pfb2dkVGkd2djaRkZEaZbm5uWRmZj7zMxSVJEl6PZ/wWG5urtbzK66srCy9n1MoOeJ5lS/ieT2WKb9PimnC4wIJ8uKtiLxnOPfnuZ+XJGFz7y7216+jeGIZrHxKhYL7tWuTXN3h0a4MunZmEF5YgUlcfivXkxMZhg8frlWvOBMbdu/eTffu3dVJob29Pf3798fIyIhKlSpRv359YmJiNHaFSE9Px8bGBisrK9LT0zXKra2tn3lNU1NT6tfXbLqOjIzUy2zSfPqanSpoMzY21np+xRUZGan3cwolRzyv8kU8r8fC43dAxuPXVS3q4u3UuOwC0uF5npeUmIjyaEiBiZmsbl1MmvnjYGGBgz6DfMUUllQXmMQVt/u0KP79919Gjx6tfh0aGsq6detYsWIF6enpXL58GWdnZzw8PAgLC6NZs2YcPnwYf39/atWqxRdffMGwYcO4e/cuKpXqma1wgiAIglAWMvNSuZNxSaOsvO6TKmVnozp5EinyIjy1YgUAtrbIW7ZC7iBSt5JWYBJXu3Zt9b+HDh3K119/rdXSlZSUxIgRI154QkFMTAw1a9ZUv27Tpg0hISG89dZbyOVyJk2ahJ2dHYGBgXz66acsWbIEZ2dnOnfujEKhoEmTJvTr1w+VSsWMGTNeKAZDcfPmTSZNmsScOXNISUnBz89PZ72wsDB+++039cQQQRAEwfDFpp5F4nHCY2VcCXuzWmUY0YtR3biB6shheKInTM3ICHmjRsi8GiBTvPzbhxmCApO4qKgo4v9rIl2zZg29evXSWl7k3Llzz7Xt1tNroena83P6dO2dDZycnFi7dq1W+bhx4xg3blyRr18e7NmzB3t7+wKTOEEQBKF8UUp5xKae1Sgrb8uKSDk5qMKOIUVF6Twuq1MHefMWYtHeUlZgEnft2jW6d+8OPBr31rt3b531XqYkSnX7NqqjIfDwYbHOYwxoDO8sYtPyw4cP2bZtG8bGxnh6enL79m3WrVunPv7111+r/x0SEsLGjRv55ptvAOjfvz/ffPMNVapUKVbsgiAIgn7dSY8mR/V4MJyRzIQaVp5lGNHzUd2+jerQIUhL1T5oY4O8RUvkT/SqCaWnwCSua9eu3Lx5E5VKRa1atTh16hSVK1dWH5fJZFhbWxdpMkF5oTpyBFKS9X/ihw9RHTmCvF+/QqvZ2trSunVr7O3t8fb2JjQ0lBUrVmBubs6MGTMICQmhatWqALRs2ZK5c+eSnJxMQkICFStWFAmcIAiCAXp6n9SaVl4YyU3KKJqik3JzUZ04jhQRoX1QJkPWsCFy30bIjIq8g6egZ4XeeYf/Wo5UKlWBdbKysjAzM9NvVAIAlSpVIjAwEEtLS65du4aPj4/6mEwmo2fPnvz555/cvHmTPn36lGGkgiAIgi4Ps+/wMOeORll52CdVuncX5cGDkJKifbBCBRRt2yETDQdlrkjp8/3795k3bx7nz59XLyciSRLZ2dlcvHiRh8XsfjQU8tat9dKdquW/7tSikMlkqFQqUlNT+eabbzh48CAA7777rta+tf/3f//H5MmTyczM5MMPP9RvzIIgCK8QSZJIy87D2ky/C+8+vbhvZXMnrIwNdyUFmUqFMuwY0rlzuo97NUDu5yda3wxEkZ7Ce++9R0hICF26dGHt2rUMGjSIy5cvc+zYMRYtWlTSMZYauYMD8r5vFfs8xVknzsvLi88//xwXFxcaNWpE7969sbCwwMbGhvj4eGrUqKGuW7VqVSwtLfHx8cFIfEMJgiA8tzylivXH4/jmwBXup2UzqFltZvfy0su5s5Xp3E6P1ihzsjbcVjgpIYGaZ04jZWRoH7S2frTfafXqpR+YUKAi/ebft28fv/32G507dyY8PJwJEybg4+PD2LFjOXPmTEnH+Ep4cuZu27ZtAfD399dZt1mzZup/S5IkulIFQRBeQFjMfWbuiCDq7uMB+78ci2VI89rUrVL88d6xqedQ8XgxfAsjW6qYOxf7vPomqVRIp0+jOn0KUx3rvsk8PJA3bYbMuPxvD/ayKVISl5GRgYeHBwDu7u6cPn0aHx8fRo8eTefOnUs0QEG3rKwsBg4cSOvWrTXW9BMEQRAKdyc5k/l/RfHHudtax4zkMr10qaokJbGpmo0cdQxwWREpJQXlgQMQf0/7oKUl8jZtkDvW0D4mGIQiJXG1a9cmKiqKmjVr4ubmpm59MzIy4sGDByUaoKCbmZkZW7duLeswBEEQyo2sXCU/hcTw7YErZOZqbxdpYaJgQe8GVLUp/mS9G2kXyFKmqV8rZMbUstJPN60+SJKEdOXKo3Hgublax2WubsibN0dmYvizaF9lRUrihgwZwqBBg1izZg3du3enY8eOODk58ffff+Pt7V3SMQqCIAjCC5MkiX1R8cz58yKxSTrGewG9fRyZ+rq7XhI4laTk8sNjGmU1rbwwVhjGSg5SdjaqoyFIV69qHcszNsakXXvkooenXChSEjd9+nTMzc1RKpX4+/szdepU5s+fT+XKlQkODi7pGAVBEAThhVxLSGP2nxc5eClB53GP6jbM7ulJkzr6mzF6I+0CmcrHS3PIUVC3QrNC3lF6pDt3UB48AGlpWsdkNWsRV706riKBKzeKlMTJZDKNJSymT5+uc3ssQRAEQTAE2XlKvt53mZVHrpGr1B6sX9HCmMmd3OjvVwuFXH/j1HS1wtWy9sbcqGwXxpdUKlSnwpHOnNHetF6hQO7vj6y+B8oCttUSDFOR16W4cuUKX375JVFRUaxdu5bt27fj4eGhnkkpCIIgCIbg8r1Uxm84Q+Qd7YVq5TIY1Kw2kzq6Ymuh//FehtgKJyUnozywHxJ0tEba2aFo1x6ZneGuXScUrEhJXFhYGO3bt6dly5aEhoaSnZ1NREQEH3zwAdu2bVPvsSq8uLCwMCZMmEDdunUByM7OpkePHgwePPiZ742OjiYlJQU/Pz+9xNKyZUuOHj2ql3MJgiCUFkmSCD4Wy7y/IsnO095pqKmTHbN6eOJR3aZErm9orXCSJCFduoTq31DdkxcaNEDu1xSZQlEG0Qn6UKQkburUqUydOpVPP/1UvVfqd999h62tLbNmzRJJnJ74+/uzdOlSAHJycujSpQu9evXCxqbwHzh79uzB3t5eb0mcIAhCeZOQms1HW85yIFq7tamajRnTutanh3f1El3iw5Ba4aSkJFShoUh3tJdRwdwcedt2yGuIpUPKuyIlcadOnWLlypVa5cOGDeOrr77Se1BlJetoKA+nTSfvyhW9nteobl1s58/DrGWLIr8nLS0NuVzOpUuX+PLLL1EoFJiamjJnzhxUKhWjR4/G1taWZs2asW3bNoyNjfH09GTChAns2rULU1NTFi9ejLOzM7179+azzz7jwoUL2Nvbc+vWLYKCgsjIyGDhwoWoVCpSUlL45JNPaNSokV4/uyAIQknbH3WPKZvPcT89R+tYD28H5r7hRQXzkl2o1lBa4aTsbFThJ5EuXtQe+wbIatdGHtAGmdjz/KVQpCTO0tKS+Ph4dVdfvkuXLlGhQoUSCawsPAycSl5MjN7Pm3flCg8Dp1It5HCh9Y4dO8bgwYORyWQYGxvz6aefMn/+fObNm0f9+vXZu3cvCxcu5KOPPiIhIYEtW7ZgYmKCJEnY29sXuNzLvn37ePjwIZs3byYpKYlOnToBj8Y5BgYG4ubmxh9//MHWrVtFEicIQrmRlatk/l+R/HIsVuuYlakRc3p58oaPY6kssBuXdr5MW+EklQrpUjSqEycgK0u7gkKBvHkLZO7uBrfgsPDiipTEDRgwgIkTJ7J69WpkMhlZWVns37+fsWPHii2f9OjJ7tR806dPp379+gD4+fnx5ZdfAo+26TJ5xiKM0n9/hV27dg0fHx8A7OzscHZ+tO1LlSpV+P777zEzMyM9PR0rKyu9fh5BEISSEnE7mQ82nOFKvPZSGU1qV2TpWz7UtLMolVh0tcLVtm5Yaq1w0r17KEOPQmKizuMyxxrIW7RAZmtbKvEIpUdelEoLFiygTp06eHp6kpaWRoMGDejYsSN+fn4sXLiwpGMsNbaLFmJUr57ez2tUrx62i17sPlWpUoWo/6Z8nzhxgjp16gAglz9+dDKZDJXq0SBeExMT4uPjkSRJ/b569eqpd9lITk7m+vXrAMybN4/x48ezaNEiXF1d1UmfIAiCoVKpJFYeucYb3x/VSuAUchmTOrjy2wj/Ukvg4FErXJby8f6rchS4VGha4teVMjJQHjyAcsd23QmctTXyjp2Qv/66SOBeUkVqiTMxMWHDhg3Mnz+f06dPY2JigqenJy4uLiUdX6kya9mCagf3F/s8mZmZmJub6yEimDt3LnPmzEGSJBQKBfPnz9eq4+Xlxeeff46LiwvDhw9n5MiRODo6qidEtG3blsOHD9O/f3/s7e0xMzPD2NiYnj178v7771OpUiWqVasmtlATBMGgxadmMWnjWUKuaCcste0sWNrPh0a1KpZqTGXRCicplUgRF1CdOqVz1ikKBXIfX2Te3siMirySmFAOyaQiNL/ExcVx/vx5UlJSsLW1xdfXl2rVqpVGfHoXGRmp7p4srKw49JnE6cPVq1eJioqiW7duPHjwgO7du3PgwIFndscaIn0/q5I6p1ByxPMqX/T1vA5dSuDDTWdITNOevNC3cQ1m9vDEyrT0E5brqWc4f/8f9Ws5Cl6rMRIzo5IZniIlJaHctxcePtR5XObsjLyZP7IXHB4jvr8MT2HPpNCv+PDwcMaNG0dYWJhGV5tMJqNdu3Z89dVXeHkZzoa+gm7Vq1dn8eLFrFmzBqVSyeTJk8tlAicIwqsnJ0/Fl/9Es/zwNa1jFcyNmd+7Ad0aVC+DyEAp5elshSupBE516RKqkCOgVGofrFgReYuWyB0cSuTagmEqMIk7deoUAQEBeHh48OOPP9KgQQMqVqxISkoK4eHhLF++nBYtWhAWFiaydgNnYWFBUFBQWYchCILwXOKSMhi3/jRnb2q3OjVzsmPpWz442JZdr8eN1AtaY+FKYkaqlJeHKvQoUnS09kETE+RNmiCr74FMXqRh7sJLpMAkbubMmXTo0IGtW7eieGo1Z19fX4YNG0a3bt1YuHAha9asKdLFzp49y+LFiwkODiYiIoJRo0apB+oPGDCArl278u2333Lw4EGMjIyYNm0a3t7exMbGMnXqVGQyGfXq1WPmzJnI5XKddQVBEITy749zt5m29Typ2Xka5XIZfPCaK2Pb1dXrnqfPSynlcTm55FvhpORklHv3QtJ9rWOyevUedZ0a0PAdoXQVmMT9+++/7Ny5UyuByyeTyZg+fTqDBg0q0oVWrlzJjh071GPFLl68yLvvvsvQoUPVdSIiIjh+/DibNm3izp07jBs3ji1btrBgwQImTJhAs2bNmDFjBvv27cPBwUFnXUEQBKH8ysxR8tmfEfx24obWseoVzPiqnw/NnCqVQWSatFrhZEZ6b4VTxcSgOnRQe/KCQoG8VSvkrm56vZ5Q/hSYxCUnJ1PjGVty1KlThzt37hTpQrVq1WLZsmV89NFHAFy4cIGYmBj27dtH7dq1mTZtGuHh4bRq1QqZTIaDgwNKpZKkpCQiIiJo2vTRdO2AgACOHj2Kk5OTzrp2YhNfQRCEcinqbgrj1p/mso613zrUr8oX/+dNRcuyH8+rsxXOSn+tcJJSiep4GNKFC9oHK1RA0aGj2LBeAApJ4pRKJcbGhW9TYmRkRK6u6c06dO7cmZs3b6pfe3t707dvX7y8vAgKCuK7777D2toa2yfWsrG0tCQ1NRVJktQrTOeXpaWl6az7rCQuOzubyMhIjbLc3FwyMzOL9DmKQpIkvZ5PeCw3N1fr+RVXVlaW3s8plBzxvMqXojwvSZLYdTmV5Sfuk6PUXDDBSA4jmlSih5sFd+Oucrckgy2iZMV1skwet8LJJDlSfEUi44v/dWmUnU21qEjMU1O1jqXa2xNftx6qe/fg3r1iX0sX8f1VvhSYxMlkshLdmqNjx47qdcw6duzInDlzeO2110hPT1fXSU9Px9raWmNh2/T0dGxsbLCystJZ91lMTU11LjGizyVBDG2JkZeJsbGxWGLkFSeeV/nyrOeVlaskcMs5tp/VXvvN2d6SZQN88XQwnO0dlVIe+28egicmiNax8cXLybfY51bduIHqxHHIztY8IJcjb+aPracnFUt4yyzx/WV4CkuqC5zKIkkS/v7+uLq6FvhfixZF39D9acOGDePcuXPAo/F3np6eNGrUiJCQEFQqFbdv30alUmFnZ4eHhwdhYWEAHD58mCZNmhRYtzwKCwtj4sSJ6te7d++me/fu3L59u9RiOHToEO+88w7vvvsuQ4YMYceOHS90nrVr1wKwdetWFi9erM8QBUF4ycSnZNFvxTG2n9X+Wfd/jWrwx9hWBpXAAdxIPa9jLFzxdmeQJAlVeDiq3bu0EzgrKxQ9eiL38hJ7ngpaCp2dWpJmzZrFnDlzMDY2xt7enjlz5mBlZUWTJk3o168fKpWKGTNmABAYGMinn37KkiVLcHZ2pnPnzigUCp11i0N6cBnp8ibIiC/WeUwB1ZMFFlWQ1euLrOKzt/TauXMnP/30E6tXr8be3r5YcTyPWbNmsX37dmxsbEhLS6NXr160bNmSSpWebwBxUFBQkSe7CILw6rpwO5kRv5zkTrLmZu2WJgrmvuFFb9/Cx2SXBZWk5ErycY2y4s5IlfLyUB0+hHT1qtYxWc2ayNu2Q2Zm9sLnF15uRdqx4WVS2I4NqrB5kJlQMhc2r4y82XSdh8LCwvjtt99o06YNa9eu5aeffqJChUd/fV68eJE5c+agUCgwNTVlzpw5qFQqRo8eja2tLQEBAQQEBDB37lwAbG1tmT9/PhYWFsyYMYO7d+/y4MEDAgICmDBhQoHh9enTh7Zt29K5c2fq1q1Lbm4uJiYmpKSkMGXKFNLS0lAqlXzwwQc0b96c9u3bs2vXLkxNTVm8eDHOzs7cu3eP7777jj59+uDt7c22bdswNjYmKSmJAQMG0K9fv2LfRrFjgyCeV/mi63n9HXGXCRvOkJmruWht3SpWrBjUGOfKJbNYbnHdSovkVOKf6tdymRGvOY544SROysxE+c8e7fFtMhnyxk2Q+fiUeuub+P4yPIU9E7EyoIE4efIkGzduJDk5GeUTq3F/8sknzJgxg7Vr1zJgwAAWLlwIQEJCAj/99BMjRozg008/ZebMmQQHBxMQEMCPP/7InTt38PHx4aeffmL9+vWsX7++0OsHBQWRmZnJpEmTaNWqFcuXL0eSJIKCgmjRogXr1q3j66+/Zvr06ahUKp3nGD16NBUqVGDWrFnAo4kvP/30E99++22R1xIUBOHlJUkS3x+8wntrw7USuIB6ldk6uoXBJnCSJHE15YRGWU0rzxdP4B4+RLn9d+0EzswMedduyH19Rfep8ExiZ9wnyFzfQrq8GTL0POvHoiqyen0KrVK5cmVWrVrFpk2bmDJlCitXrkQulxMfH6/OwP38/Pjyyy8BqFGjhnrrrKtXr/LZZ58Bj2ZvOjk5YWtry/nz5zl27BhWVlbk5GjvN5gvOTmZ27dvM2XKFKZMmcK9e/cYN24cnp6eXL16lR49egBQtWpVrKysSEpK0nh/QY25Hh4eyGQyKleuTFZWls46giC8GrLzlHy89TxbT9/SOvZuizpM71ofI4Xhtivcz7pBco7m7wZnmyYvdC7V7duo9v6jPf7N1hZF5y7I/pv0JwjPIpK4J8gq1kPW9ONin+dFZqfWrl0bU1NTBg0aREhICEFBQYwZM4YqVaoQFRWFu7s7J06cUO9w8eSMXScnJxYtWoSDgwPh4eEkJCSwdetWrK2tmT17NrGxsWzcuFFjqZYn5eTkMGHCBH799VeqV69O5cqVsbe3x8TEBBcXF06ePImHhwf37t0jJSUFW1tbTExMiI+Pp0aNGkRFReHi4gKgtceuIAhCYlo2760NJzz2gUa5kVzGZz09ebtZ7TKKrOieboWrZlEXK+Pnn0ynunQJ1ZHD8FSPhszBAXmHjshMTYsVp/BqKTCJ++ijj/j444+pWLEicXFx1KxZU/xSLiXz58/njTfeoHHjxsydO5c5c+YgSRIKhYL58+dr1Z81axaBgYHqbth58+bh4uLCpEmTCA8Px9zcnNq1axMfH090dDRRP4yKNQAAIABJREFUUVGMHDlS/f7KlSvzySefMHbsWIyMjFAqlbRt25ZWrVrh5eXFtGnT+Pvvv8nKymL27NkYGRkxfPhwRo4ciaOjo3qpGAAXFxcmT55crJnLgiC8PGIe5DB8x1FuPdRcO7OCuTFBbzeihUvpTeB6Uak5icRnXtMoc7Hxe65z5M9AlU6f0jomc3VD3qoVsgJ2SBKEghQ4scHc3JzIyEjq1KmDQqHg7t27VK5cubTj07vCJjboiyGvE3f//n02bdrEqFGjyjqUFyImNgjieZUf+yLvMfbXcDLzNH/NONtb8uOQJgY7/u1pZxN3E5d2Xv26oml1WlZ7u8gNG4XNQJX7+SFrWPoTGAoivr8MT2HPpMCWOCcnJ3r37o2Pjw+SJDF+/PgCE5Off/5ZP5EKJU6SJI39agVBEPRNkiSCDl3liz3RPN1M0NKlEt+/3ZgK5oXvCGQosvLSuJl2UaPM2cav6AlcVhbKPX9rT2BQKJC3aYv8v6EogvAiCkzi1q1bx4IFC7h16xYymYzbt2+rB9IL5Vdprj0nCMKrJzUrlymbz7E7QnuDrEHNajGzhyfGBjyB4WnXU0+jemJ7BgujClS3ePaan/DfDNS/d0NKiuYBMzMUnTojq1pVn6EKr6ACkzhfX182btwIPGqV27p163Mv/CoIgiC8Oq7Ep/He2pNcTUjXKJfLYGZ3T95pUadsAntBeaocrqee0SirJfPj2qk7KJUqHF3tsbTV3UMlZqAKpaFIs1NjYmIebVC8axcXLlzA2NgYT09P2rdvj0IMxBQEQXjl7Y64y4cbz5Ceo7n+m7WJnO/ebkKAa/kbU30j7QK5qv+WR5LA+r4bD++agfSoZS0rNRvv1+pqvU8VHf1oBupTfcmy6g7IO4oZqIL+FCmJS0pKomPHjpw+fRp7e3uUSiUPHjzA19eXf/75p9zuWSoIgiAUj1IlsXhPNEGHtAfte1S3YYp/hXKZwEmSimspJwGQ55pR4YYPpumaw1Fys/Oeeo+E6sQJpLOarXcAMldX5K1aixmogl4VaWDCxIkTUSqVXLx4kfj4eO7fv8+FCxeQJInAwMCSjvGVcOPGDcaPH89bb73FkCFDGDlyJJcvXy7rsARBEAqUlJ7D/1Yd15nAvenryJZRLahmXT4mMDztTsZlMvKSMU2ujv3lAK0EDsDRvYr631JeHqp9e3UmcHI/P+QBbUQCJ+hdkVri/vzzT3bs2IG7u7u6zMPDg2+++YY333yTlStXlliAr4LMzExGjx7NnDlz8PX1BeDcuXPMnj2b4ODgMo5OEARB24Vbyby3Nlxr/TcjuYwZ3T0Y7F/bYJbNeF6SJHE1KRybm95YPKildVxhrMCpYTUqVn80rk3KyHg0AzXhqb23FQrkbdshd3YuhaiFV1GRkjhJkqhYsaJWuZ2dHenp6TreUU7FHICd70NiVLFOozXM1d4dun0PTu101j9w4AD+/v7qBA7A29ubX/6fvTuPi6peHzj+mY0Z9kVUQBZBxB33LXFJLU3z1s9Sy8Iyy3LL6nZtsdRues1Sq2td01wjK/VWZqmVaeWOuyKiKIiCCgooO7Oe3x9c0eOADTADAt/363Vfr8v3nDnngeNMz5zv+T7PF19w+fJl3n77bfR6PVqtlnfffRez2cyECRPw8vKiT58+7NixgxYtWnDmzBlcXFzo0qULu3btIjc3lxUrVqBSqZg+fTp5eXlcu3aNESNGMHr0aKKjo2nZsiVnzpwhPz+fjz/+mF27dpGSklJaPPjhhx/m22+/FSuTBUEotf5QKtM3nMBgkncdaOiuZfHoTnRpWrsfsbl85QLqkxGoDa5W2zx8XQnt6I+TruQOo5SdXbICNT9fvqOzc8kK1EaNrI4hCPZi03Rqz549mTdvnqwxu9ls5r333qN79+4OC67a/fh8lRO4MmWeKjl2OdLS0ggOvvltb8KECURHRzN48GBef/11oqOjiYmJYdy4ccyfPx+Aq1evsnz5cp577jmgJOlbvXo1BoMBnU7HypUrCQ8P58CBA5w/f56hQ4eyYsUKPvvsM1atWlV6rsjISFatWkWvXr3YtGkTQ4cOZdu2bZjNZnbu3En37t1FAicIAgAGk4W3NsTxj/8et0rguoR4s2lyVK1O4CRJ4lJiJhf3F1glcAoFBLVuRESPoNIEzpJ6AfPGH6wTOG9vVA89LBI4weFsuhM3b948oqKiCA8Pp1u3bgDs37+fnJwctm7d6tAA6wM/Pz9OnDhR+vPixYsBGDlyJEePHmXJkiUsW7YMSZLQaEo+PAIDA2XJVZs2bQDw8PAgPDy89P/r9Xp8fX1ZvXo1v/76K25ubphMNx/Gbd26dWkMmZmZuLm50bVrV3bt2sV3333HxIkTHfvLC4JQK6TnFDNhzSGOpF632vZ0z6a8OaQVTuraU//tdvpCI8lHLpKfXQTIp4E1rgoiOjfFxVNXOmaJP4Fl717rFaiBQSgHDEAhvvwK1cCmd1zbtm05duwYI0aMID8/H5PJRHR0NKdOnaJz586OjrH6DFsCvg5oN+LbquTY5RgwYAB79+7l6NGbD8SeP3+e9PR0IiMjefXVV4mJieGdd95h0KBBACiVtn9Yrlixgg4dOjB//nwGDx5MOZ3WSo0cOZL169eTlZUlew5SEIT6aW9yFg9+stMqgdNplHw4sj2z/tamVidweVmFxO9I/l8CJ2dqeIW2fZqXJnCSxYJ5z24se/ZYJ3CtW6McNEgkcEK1selOHEBISAjvv/++I2OpeaH3wuSTf73fX6ho71RXV1cWL17MggULmD9/PiaTCbVazbvvvktYWBizZs1Cr9dTXFzM9OnTKxzPvffey6xZs/jxxx/x8vJCpVJhMBjK3b99+/acP3+eJ554osLnEgSh7pAkiWW7zvHez6cwW+QJS6C3M0ue7EybAM8ais4+CnOLOXMgFbNRPj1sUenJCTxGm7BuqNUlq0olvR7L9m1IaWnygygUKHv0RNm2bXWFLQgAKKS/ui1Tx5TVSNbeDX8rmsTdbSwWC48//jjLly/Hze3ualDtiObMouFz7SKuV/Uo0JuY9u1xNsVdttrWN6IhH4/qgJfLX99xupuvl77QSMLuFIzF8npvercr5AQeQ6vT0j/wWZQKFdK1a5h//RVyc+QH0WhQ9h+AMth6FWttdDdfr/rqTtfE5jtxQv2QmprK5MmTGTVq1F2XwAmCUD2Srubz/JeHOHsl32rbi/3DmTogApWydpYPucGoN5G474JVApffMJH8xomggFCPnigVKiznz2P5fTsYjfKDuLqWtNASLSmFGiKSOEEmKCiIH374oabDEAShhvwcn86r64+Rf1s3Anedmo9GdmBAq9rftN1ssnBmfyrFBfLHSgp8UkoTOLXCiWC3dliOHsFy4ID1QRo1QnXf/ShcXKopakGwZtOTqE8//TSJiYmOjkUQBEGoIWaLxLyfT/HCl4esEriWfu78OCmqTiRwFotE0qE0Cq4Xy8aNXpnkBZwoXZja1Lkdyj92lZnAKSIiUD04TCRwQo2zKYnbsGGDqBUmCIJQR2Xl63mqnPZZD7UP4LsJ99DU17rwbW0jSRIpxy6Tc0VepF7rrSCryf7SBM65SEX4ziyk5GT5ARQKlD3vES20hLuGTUncE088wYwZMzh79qysxlhFHTt2jOjoaKDkQb0bXQPGjRtHZmYmALNnz2b48OFER0cTHR1NXl4e2dnZPPPMM4wePZqXXnqJoqKSZeDr1q1j+PDhjBw5kt9//73ScQmCINRXx1Kv87dPd7PrbKZsXK1UMGtYaz4a1QEXp7rx5E1awlWy0uQLE1w8tOQ1PQrKktWp3tdURO33QJF9Tf5irRblA0NQtm1ba9uJCXWPTe/Mbdu2kZiYyJo1a1AoFFY1yu5UruKGzz//nI0bN5au2pwzZw5vv/02rVq14ptvvuHzzz/njTfeID4+nmXLluHjc7Pq9+zZs3nwwQcZPnw4S5cuZe3atQwdOpSYmBi+/fZb9Ho9o0ePplevXuKOoSAIgg0kSeKr/Rd458eTGMzy8hqN3LX8pw60z7pVelIW6UlZsjGti4aGHTQkX0sFICjNidandCgl+d8Db++SFloeHtUVriDYxKYk7o033qjyiYKDg1m0aBHTpk0DYOHChTT6X0sSs9mMVqvFYrFw/vx5ZsyYQWZmJo8++iiPPvoohw4d4vnnS9pW9enTh4ULFxIUFETHjh1xcnLCycmJ4OBgTp06RWRkZJVjrQlpaWn87W9/K+28ANC9e3cmT55cg1EJglAXFRnMvPXDCb49nGa1rVtTHz55vCONPHRlvLJ2ykrLIfXkFdmY2klFRI9g4go2obBA69M6gtO0Vq9VhDRF2a+fKOAr3JVsSuKeeuqpKp9o0KBBpN1SIPFGAnf48GG+/PJL1qxZQ2FhIU8++SRjx47FbDYzZswY2rZtS35+Pu7u7kBJYdy8vDzZ2I3x/Nv715VBr9eTkJAgGzMajaVTtPYgSVKFj1dcXExYWBhLly6VjdszrrrAaDRaXb+qKi4utvsxBccR16tqLuUZmfNHBsnXrGdQHmrlwbOdPcm6eI6si/Y5X01fL1MhFF+6bVABmkZmTqce44r6LJ3iXGiUqbF6bVZQMNmBgZBk/axgXVXT10uoGJsfdNixYwdz587l1KlT/PHHH6xcuZJmzZqVPuNWGZs3b2bx4sUsXboUHx+f0sTtxpRrjx49OHXqFG5ubhQUFKDT6SgoKMDDw6N07IaCggJZUlcerVZbZrFfZ2dncjMLOB+XTnH+X08PV4TOzYmQdn543OHBYJ1Oh1KplBUJjo2NZf78+Wg0GkaOHIlOp2PNmjWl2z/++GPOnDnD559/jkajIS0tjSFDhjBhwgRSUlJ46623MBqN6HQ6PvzwQ/R6PW+//TZ6vR6tVsu7776Lv7+/XX9XR9NoNKLYbz0nrlfl/ZaQwctbjpJ3W200FycV8x6JZFhkgN3PWZPXK/96Eaf3nAdu1rRXKKB59yA8G7oRd3kLXXa70uDabf8pVKtR9utH49Awav963IoR76+7z52SapsWNmzZsoXBgwcTFBREeno6ZrMZhULBM888w8qVKysV1A8//MCXX35JTEwMQUFBAKSkpDB69GjMZjNGo5HDhw/Tpk0bOnXqxJ9//gmUJJOdO3cmMjKSQ4cOodfrycvLIykpiYiIiErFckPKcfsncADF+QZSjqf/5X5nz54tXdARHR1NRkYGer2er776iocffpiUlBSWLl1KTEwMoaGh7Nq1C4BLly6xaNEi1q5dy7JlywCYN28e48ePZ+3atYwaNYqTJ08yb948oqOjiYmJYdy4ccyfP9/uv6sgCHcfs0Vi/q+nefaLg1YJXLOGrvwwsZdDEriapC80ciY2FYtZ3pQotGMAng3dKM7PImBHinUC5+aG6m8PoQwNq8ZoBaFybLoTN2vWLObPn8/EiRP5+uuvAZg5cybe3t7Mnz+fsWPHVuikZrOZOXPm4O/vz5QpUwDo2rUrL774IsOGDWPkyJFoNBoeeughmjdvzoQJE3jttddYt24d3t7eLFiwABcXF6Kjoxk9ejSSJPHyyy+j1Vo/z1CbhIeHExMTU/pzbGwsoaGhpT83aNCA1157DVdXV5KTk+nQoQMAERERqNVq1Go1Ol3Jcyznzp2jY8eOAAwZMgSAf/3rXyxZsoRly5YhSRIajfX0gSAIdUtWvp6pa49arT4FGNLWj/cfbY+btm6sPr3hRikRk8EsGw9q05gGTTyRCgowb/oRz9zbyoR4e6MaMlTUfxNqDZveufHx8QwePNhqfNiwYbz22ms2nywwMJB169YBsH///jL3ee6553juuedkY76+vixfvtxq35EjRzJy5Eibz/9Xmkb6OXQ6tTJurATOy8vj3//+N3/88QcAY8eO5Ubb27KWuzdr1oy4uDjuueceNm7cSE5ODmFhYTzzzDN06tSJpKQkDpRVhVwQhDrjaOp1Jq45xKUceWFblVLBG4NbMi4qtE6Wy7h64Tq5mfJacH7hDfAL80HKzcW0+Se0efLPeb2PKy5Dh6HQ1Z0FHULdZ1MS5+vrS3JyMmFh8tvLBw8epHHjuvPEgIevK+3ubVbl4xQVFcmebbMHNzc3OnXqxP/93//h4uKCh4cHV65cITAwsMz9p02bxowZM1i8eDE6nY4PPviAfv36MWvWLPR6PcXFxUyfPt2uMQqCcPf4av8FZm2Mtyof0tBdy6ePd6JbaN0pH3IrfaGR1Hj5SlR3XxcCWzZEys7GvGUzisJC2fZsHws+Q/9PJHBCrWNTEjd+/HgmTZrERx99hCRJJCUl8ccff/DGG28wYcIER8dYL9x6l/KG7t270717d6DkbtvHH39c5mtv7AOwe/duAEJCQli9erVsPy8vrzLvaAqCUHeYzBZmb0pg1d4Uq211sXzIrW5Mo1puSVyVKgWh7f0h8yrmLVtAr5e9JqOhkYLekTTSiSlUofaxuU5cTk4Ow4cPR6/XM2jQIDQaDa+88gozZsxwdIyCIAiCDXKLjUz+6gg7zly12vZsVCivDW6JRmXTerZaqaxp1KDWjdFcz8T86y9gNMq2XfQ3EN/GyACvztUZpiDYjU1JnEKhYN68ecyYMYOEhAScnJxo3ry53acMBUEQhMo5n1XAuC8OcvaKvF6mi5OKDx5tz9B2taucUEWVN43agBwsP28Ds3yRw/kgPSdbFNPUoyNalbgLJ9RONi9JKioqYu3atZw4cQKtVkvbtm0ZNWoUanXdWtUkCIJQ28Sey+KFLw9xrVB+pynAU8eyp7rS2r9ut4sqbxo1xNOA9NsfIMnLjJwNLeZMMz0oFDTz6FLN0QqC/diUgSUmJtK3b18KCwtp2bIlFouFTz75hH/+859s2bLFasGDIAiCUD3WHUxl+oY4jLfVQ+sQ5MXS6M40cq+bz7/dKrOMadRAbzOa3Tus9j3VvIhzTUtWpga4tsBF41UtMQqCI9j0cMSzzz5LVFQUFy9eJDY2lgMHDnD+/HnCwsKYNGmSo2MUBEEQbmO2SMzdksC0b49bJXB/ax/AN8/1qBcJnL7QyIXb+qK6OZnwObFbNiYBca0KSxM4gGYe3aojREFwGJvuxB04cIDDhw/j5uZWOubj48P7778vWxkpCIIgOF6B3sTUtUf5LSHDatvLAyN4sX94naz/drvSaVTTLdOoSARfPIzst1coSOnsTpp3TumQry4EL23dKZEl1E823YkLCwvj7NmzVuMXL14st06ZYLvY2Fhefvll2dj8+fP57rvvyn3N0qVLOX78OHq9nvXr19t8rpdffpnY2FjZ2KJFi0o7cQDMnTuXiRMnYjAYmDx5ss3HLktSUlKV+usKgiB38XoRj3y2xyqB06qVfPJ4R6YOaF4vEjgoexo1ICcJrfmWMiJqNYYBvTjlnSrbL9xT3IUTar9y78Tt2bOn9P8/+eSTjBs3jjlz5tCzZ09UKhVHjhzhH//4hygxUkPGjx8PQFpaGuvXr2fEiBFVPqYkScyePZucnBz+/e9/o1ar+eSTT6p8XEEQ7ONo6nWe/eIgmfnyWmeN3LV8Ht2F9kH15/muMqdR9dfxLbp8c0CrRTX4Ac4oj8Ati3Y9nBrhqwuppkgFwXHKTeKioqJQKBSlrZ0Ann/+eav9Jk6cWOZ4bZR4+BLfLNxNxoXrdj1u42AvHnulFxGdKt5gOjY2ls8//xyNRkNaWhpDhgxhwoQJvP766wwZMoRff/2Vs2fP8sknn/DUU08xffp0rl27BsBbb71FixYtWLNmDevXr6dhw4ZkZWWVeR5Jkpg5cyYmk4n333+/tN1Xr1692L17N9HR0bRs2ZIzZ86Qn5/Pxx9/TJMmTfj000/57bff8PHxoaioiKlTpxIaGsqrr76KJEk0bNiw9By7d+/mo48+QqvV4uXlxb/+9S8SEhJYunQpGo2G9PR0HnvsMfbt28epU6cYM2YMo0ePrsRfXBDqnj1JmTz7xUEKb+sH2ibAg2VjuuDvWX9KPkmSRMrx26ZRLWaCcxNvTqO6uaF6YAh6NzVpafGy14d7dKs3dyuFuq3cJO7cuXPVGcdd4ev5O7mSlmv342ZcuM7X83cy86tRFXrdjQ+ZS5cusXHjRgwGA71795Z1yXjhhRdITExk8uTJfPDBB/To0YPRo0eTkpLCG2+8wdKlS/niiy/48ccfUSgUDB8+vMxzLVmyhNDQUFQqVbkfbpGRkUyfPp0PP/yQTZs20adPH3bu3Ml///tfjEYjw4YNA2DlypU8+OCDjBw5ks2bN/P1118jSRJvv/02X3/9NY0bN2b16tUsXryYfv36kZ6ezoYNG4iPj2fq1Kls3bqVjIwMJk+eLJI4QQC2n8rghTWHMZjkLbQGtWnMhyM74OJUv0o9ZV64Tu7V26ZR887dnEb19kY1+AEUbm6cu7YTCzcTX2eVB/6uLaozXEFwmHLf+SEh4lZzddHpdBgM8mbMhYWFaLVaACIiIlCr1ajVanR36O2XmJjIvn372LJlCwC5ubkkJycTHh6Ok5MTUJKIlWXAgAHMmDGDF198kcWLFzNx4kSrfVq3bg2An58fmZmZJCUl0a5dO1QqFSqVirZt2wJw5swZHnroIQA6derE119/zbVr13Bzcyvttdu1a1cWLlxIv379aN68ORqNBnd3d4KDg3FycsLT0xP9be1xBKE+2hR3manfHMFkka9AfaFvM6bd3wKlsn7dUfrLadTGjVHdPwiFTofJYuB83hHZvmGeXVAq6m7XCqF+self8rlz53j88cdp164dERERVv+rKx5/tTd+IfZ/psQvxIvHX+1d7vZmzZqRkJDAlSslH0x6vZ4DBw7Qpk0bgDve9lcqlVgsJd/Ow8LCePrpp4mJieGjjz5i2LBhBAUFcfbsWYqLizGbzSQkJJR5nObNmwPw7rvv8t///tdq8UNZwsPDiYuLw2KxYDAYOHnyZGkcR46UfHDGxcUB4O3tTX5+funvuH//fpo2bfqXv58g1GfrD6Uy5evDVgnc9CGteH1wy3qXwBn1Js4duVTGNOoZFIAiOBjVkKGljewv5B3HaLn5ZVCj1BHs1q66wxYEh7HpHvyYMWO4ePEiI0eOrNOttiI6BfB2TNUXCBQVFVXo7+Tm5sbrr7/O888/j06nw2g0Eh0dTUhICOnp6Xd8bYMGDTAajXzwwQe88MILTJ8+nXXr1pGfn8/kyZPx8fFh6tSpPPbYY/j4+PxlXJ6ensybN4+///3vd1wdC9CiRQv69u3LyJEj8fb2RqPRoFarmTp1Ki+//DKbN28uXb2sUCiYPXs2U6ZMQaFQ4Onpydy5czlz5ozNfydBqE++2JvCjI3yZ7kUCnj3obY82b1+zZRIksTV89dJO3UFs1E+pRyQfw6tuRhFRATK3n1Q/O95Xr25gKTcg7J9m7p3RK10qra4BcHRFJJ0Wz+SMri6urJz5046depUHTE5VEJCAq1atfrLsaqoaBJXW2VlZfHzzz/zxBNPYDAYGDp0KKtXryYgoOILOGxl72vlqGMKjlMfrtdnfybx3s+nZGNKBcx/tD3DO9Wusk5VvV7514s4fzydwpxiq21u+uuEX4tD2b49yq4lJUOu6S+RkneESwWnkbjljp1CzcDA8WhVrpWOpT6oD++v2uZO18SmO3HNmzensLDQrkEJtZ+3tzcnTpzgkUceQaFQMGLECIcmcIJQ10mSxIe/JfLv7fK6nBqVgkWPdWRw27rdxP5WJoOZtFNXuHq+7GoBzsZ8muacRtWjB5Y2LbmQf5yUvKPkGq6UuX+QW1uRwAl1jk1J3CeffMLkyZN55ZVXCAsLKy0/ccM999zjkOCEu5tSqWTu3Lk1HYYg1AmSJDF7UwLLd8srA2jVSpY82Zl+LRrVUGTVS5IkstJySD15BdNt5VQAlBYT/vnnaViUjjGqMycbZpKa+hkmqfyFUDqVG809ezgybEGoETYlcadOnSIhIYGnn37aaptCocBstn6jCYIgCLYxWyTe2hDH1wfkXQVcnVQsf6orPcIa1FBk1aswt5gLcRnkZZc98+NVdJUmecmo1RZO93DmnO43yCv/eK5qL0LcOxLs1haNqu73kRXqH5uSuJkzZzJu3DgmT56Mq6u4HS0IgmAvRrOFV9cf44djl2TjHjo1q8d2o2Owdw1FVn3MJguXEq+SkZxNWU9pa01FBOaexcNwnWJXJTvb51DoarHeEQAFjZ2b0dSjAw11TcXqd6FOsymJy8nJYdq0aaUlIQRBEISqM1skXll3jB+PyxO4Bq5OxIzrTmt/jxqKrPpIksSZA6nkZVrffVNIFvzyL9CoIA0lEoW+Ova0vYJRY53pOSldCHZvR4h7e1zUntURuiDUOJuSuEcffZQNGzbw0ksvOToeQRCEekGSJGZsPGGVwPl56FjzbHeaNXSrociq15WUa2UmcB76bAJzk9CaS1al6ps1YUfTk0i3VTf11gbQ1L0D/q4tUCnqV+cKQbDpX3zTpk158803+fbbbwkPD0ej0ci2L1261KaTHTt2jPnz5xMTE8P58+d5/fXXUSgUNG/enJkzZ6JUKvnkk0/4448/UKvVvPnmm0RGRlZo39oqNjaWl156ifDwcCRJwmQyMWfOHJo1a1ap482ZM4exY8fy7bff4uvry+OPP27niAVBqIr5v55mTewF2ViQtzNfPduDIB+XGoqqeumLjKQlXJWNacx6AnOT8NRnlfZBtXTpxJ4GB5BumUF1VnnQpdHDeGkbV1/AgnCXsSmJ+/PPP+nevTsAKSkplTrR559/zsaNG0vrp82dO5eXXnqJ7t27M2PGDLZt20ZAQAD79+9n/fr1XL58mSlTpvDtt99WaN/arEePHnz44YcA7Nq1i/fff58lS5ZU6ljTp0+3Z2iCINjR0h1JfPpHkmzMz0PHV8/1IMi7fiRwABfi0rGYb+2+YKKcS0fyAAAgAElEQVRF1lE0lv+1IVSrUfa7l2NuJyguyJe9tmPDoSKBE+o9m5K433//vconCg4OZtGiRUybNg2A+Ph4unUrKc7Yp08fdu/eTWhoKFFRUSgUCgICAjCbzWRnZ1doXx8fnypEeQnYBZRdl8hW1nV+vYAowPYaarm5uTRp0oTo6Gi8vb3Jzc1l0aJFvPXWW+Tl5XHt2jVGjBjB6NGjmTBhAvn5JR9whw8fZuXKlSxatIhZs2ZV6fcQBMH+1h64wL+2yAv5ertoiHmmW71K4K5dzuV6hjwxC8hLuZnAubigGjSYS7qrXMqU/73CPbrRQFe7ih4LgiPYlMTt2bPnjtttqRM3aNAg0tLSSn+WJKl01ZCrqyt5eXnk5+fj5XWzd+mN8YrsW7UkbieQU4XXl+f6/4496o577du3j+joaAwGA6dPn2bJkiWcOXOGYcOGcd999xEfH8/QoUO5//77ycjIIDo6mtGjR7N48WIAFixYQKdOnUoTXkEQ7i5bTlzmje/jZGOuTipWPd2N5o3dayQmfZGRbz/ZR9zu87TuEcTjf49CrVE59Jwmo5nzJzJkY66G3JtN7Bs0QDVoMMVaM8cvbpXt5+HUiBbeUQ6NTxBqC5uSuBt3vG7t0KVQKFAoFCiVSgwGQ4VPfGvB4IKCAjw8PHBzc6OgoEA27u7uXqF9/4per7dqAm80GikqKkKrtXBbHWO7sVgs6PVFd4yra9euzJs3DyiZth4zZgzBwcH4+/tTVFSEm5sbv/zyC1u2bMHV1RWDwUBRUckxV69ezZUrV5g1axZFRUWYzWb0ej1Go7H096sLjEaj1fWrquLiYrsfU3Cc2nq9jlwqZMb2dG7tZa9Wwlt9G+GUf5mEhMvVHpPJYOanT06Sdrrky+u+zYm4N4YWPexXWLis66W/CsZbu2hJFoL+18Q+36cB6REtsFw4zyWnfZhUN4v4KiQlnrmtOJ2TaLf4BLna+v6qr2xK4s6dk1cQN5lMJCYm8tZbb5UmHRXVunVrYmNj6d69Ozt27KBHjx4EBwfzwQcfMG7cONLT07FYLPj4+FRo37+i1WrL7J1a8qxeX+wxnWrNC6Uy6o79VLVaLSqVqnSfJk2alCbJzs7OODs789VXX9G5c2dGjx7Nvn372L17N87Ozqxfv57jx4+zaNEiVKqSb9AqlQqtVotGo0Gj0dSZXq4ajUb0Tq3nauP1OnLhGrN3xGK65cF8pQI+Hd2ZQW38aiQmo97EkulbSxO4G/z8/GnVKsJu57n9euVfKyLhbIpsn8YFaTibClGEh+PZtx9eSiVJOQcpupYl26+1T1/CPLvYLTbBWm18f9V1d0qqbUriQkJCrMaaNWuGu7s7EyZMIC4uroxX3dlrr73G22+/zcKFCwkLC2PQoEGoVCq6dOnCqFGjsFgszJgxo8L7Vk0AMLLKRykqKqpU0nRjOlWpVFJQUMDrr7/O999/X7r93nvvZdasWfz44494eXmhUqm4ePEiM2fOpFOnTqUdNUaOrPrvIAiCfZxOz+PpVQcovK2F1LxHImssgTMZzSybuY2E/Wmy8aAIXzoPqNyKeFtYLBIph+Xn1JqK8MtPRREejrJvPxRKJbmGq5y6tkO2n68umFCPzg6LTRBqI4UklVUf2zaJiYm0b9++Vk3VlfUtw97fPCqbxAl/zRHfEsU3z9qlNl2v1OxCHvlsD1fy5H093x7amnFRoTUSk9lkYcWsbRzdkSIbDwjzYerHQ3HztG97qluv16W4NC6myPtkhWfH4RHcEGXfviiUSsySiV2XviTXeLP0iEappW/AWJzVNfPcYH1Sm95f9cWdrkmlFzbk5uby4Ycf0rZt26pFJwiCUAddyS3mieWxVgnci/3DayyBs5gtrJ7zh1UC5xfixYsfDrF7AnerovQsLp3LAcXNB499ijLwCGmIsk9JAgdw+tpuWQIH0M7nPpHACUIZKr2wAUqKAH/55ZcOCUwQBKG2yikyMmblfi7c1sh9TI8QXh5ov+fNKsJikfjyvR0c2iavT9co0IMXPxyKu7fjZg8s169zfu9ZJPXNNmIqi5FAXwXKPn1KE7jM4lSScvfLXtvEtRVN3MSdIUEoS6UWNgA4OTnh7+9v94AEQRBqs7xiI2NWxHIqXT5t+FD7AGYNa1MjDdktFomv5+8k9pczsnHfAHde/Ggonr6Oq0+nKSok89c95DnL7z4GuhTi1K93aQJntOg5enWzbB+dyp12PgMdFpsg1HaVXtggCIIgyBXoTYxddYBjafIVn/1bNGL+iPYoldWfwEmSxPqP9rDnp9Oyce/Gbrz40VC8GzmuR6t0/Tp+JxI44ylvieiu0uPbv2tpAgdwImsbReZc2X4dfYegUTluilcQajubkrj09HRmzJjB3r17MRgMVtOqiYmiZo8gCPVbsdHMs18c5OD5a7LxbqE+fDq6ExqVg4pQ3oEkSXz36T52bDgpG/dq6MrUj4bSwM9xz5lJ169j3vQTGdommJQ3+20rkAjp3Qql6mZB4UsFp0kriJe9PsyjC77OwQ6LTxDqApuSuOeff57du3cTHR0t65IgCIIggN5kZnzMIfYmy+uadQzyYsVTXXF2cmwHhLJIksTGpQfYvu6EbNzdx5kXPxxCwyYe5bzSDufOzcW86SfyTBqyPeRlVPxbNMTZXVv6s95cwPEseVcGd40vLb16Oyw+QagrbEridu7cybp16xg4UDyb4CixsbFMmjSJH3/8sfRZw/nz5xMWFsbw4cOt9r906RKnTp2if//+REdHM2vWLJo1q1h9p++++47k5GReffXVSsd9pxgFoT4wmCxM+uowO87IV1S2DfBg1dhuuGlt+pi1u82rDvPrmmOyMTdPHS9+OITGwY77Mi7l5WHe9BOWwiJSfeULEnTuTviH+8rGTmRvx2i5WaZKiYpODYeiUtbM300QahOb7u/rdDqaNGni6FjqPY1GwxtvvGE1XV2Wffv2cfjw4WqIShCE8pjMFl5ae4TfEq7Ixlv6uRPzTHc8nTXlvNKx/vj2BJtXyj8fXNy1TPlwCAGhVekvfWdSfj7mTT8h5edz0SMMvVq+YKJppL/sucCMwiQuFcib20d49cLDyX5tvwShLrPpq87EiROZOXMmq1atwsXFcauYalpmfCzHV/6T/EvJdj2uW0AYkWNn4Num+x3369GjBxaLhTVr1vDkk0+WjsfExPDTTz+hUCgYMmQITzzxBEuXLqW4uJiOHTsC8Omnn5KZmUlRURELFy4kKCiIBQsWcODAASRJ4umnn+aBBx4gOjoab29vcnNzGTp0aOk5FixYwIkTJygoKKBZs2bMnTuXRYsWkZaWRlZWFpcuXeKNN96gd+/e/PLLLyxevBgfHx+MRiNhYWFkZ2fz0ksvIUkSRqORd955hxYtWtj17ygIdxOzReLV/x5j84l02Xizhq58Oa473q5ONRLXwW1J/Pffe2Vjzm5OTFn4AIHhDRx2XqmwEPPmTUh5eVzwaE62i3watWGIF+4+N//7YbToraZRPZwa0cyzq8NiFIS6xqYkbvfu3fz+++94e3vj5+eHVquVba8rCxuOLZ9JQfp5ux83/1Iyx5bPZMDCn/9y31mzZjFixAiioqKAku4Pmzdv5quvvkKhUPD0008TFRXF+PHjSU5OZsCAAaxatYq+ffvy0EMPsWjRIn7++WciIiJIS0vjm2++Qa/XM3LkSHr16gXAsGHDuO+++/juu+9K4svPx8PDg5UrV2KxWBg6dCgZGRlASSmZZcuWsXv3blasWEHv3r354IMPWL9+PV5eXowfPx6A48eP4+7uzoIFCzh79iz5+fl2/zsKwt3CYpF48/s4Nhy9JBsP8XHhq2d74OumLeeVjpVwII0v5vzBrTfznZzVTPpgMMEtGjrsvFJREeZNm7Dk5JLi1YocnXzKVKNTE9hKfnct4doOis03y7AoUNChwWCUiupfACIItZVNSVyPHj3o0aOHo2MRAG9vb958801ef/11OnXqRGFhIZcuXSrti5qTk8OFCxesXnejc4avry+ZmZkkJiYSHx9PdHQ0ACaTiUuXSv6DExoqr9ek1WrJzs7mlVdewcXFhcLCQoxGI0Bpqw8/Pz8MBgOZmZm4ubnh7e0NUHonsE+fPqSkpDBx4kTUajUTJkyw819GEO4OkiQx88d41h5MlY038XLmq+d60NijZkpinE+4ytK3tmI2WUrHlCoF49+9j9A2jR12Xqm4GPPmTZhzcjjn3YY8rbdsu0IFEd2CUGtuLu7IKk7jfN5R2X7NPLriqXVcnIJQF9mUxM2cOdPRcdwV2o97h+Or3iX/YtJf71wBbk2aEfn02zbv379/f7Zu3cr333/PCy+8QHh4OMuWLUOhULBq1SoiIiLYv38/Foul3GOEhYXRvXt33n33XSwWC//5z38IDAwEsCo2umPHDi5fvsxHH31EdnY2W7duLX0u7/Z9vby8yMvLIzs7Gx8fH+Li4vDz8yM2NpZGjRqxYsUKjhw5wsKFC4mJibH5dxaE2kCSJOZsTiBmn/yOvZ+Hjq+f60ETr5rpmZxx4Tr/mfYzhiKTbHzMm/1o1S3QYeeV9HrMWzZjupZLknc7Cp3kK16dnNWoG5pwuaWdl9li4limfFbCVe1NhNc9DotTEOoqsfznFr5tutP/g5+qfJyioiKcnav2YT59+nT27duHu7s7PXv25PHHH8dgMBAZGUnjxo2JiIhg8eLFtGnTpszX9+/fn/379zN69GgKCwsZOHAgbm5lF/WMjIzkP//5DyNHjsTJyYmgoCCuXLlS5r5qtZq5c+cybtw4PD09UatL/gm1bNmSl19+mdWrV6NUKpk0aVKVfn9BuNtIksT8X0+zbJe8g42vm5Y1z3Yn2Kdmnhe+nlnAJ69uIT+nWDb+6JSedL0v3GHnlQwGzD9vwZidw1mfSIo1rrLtOjcnInoEk5xyVjaemLOXApO8ll6k7yBUyppZBCIItZlCsmUpZB2SkJBQOkV4p7GqsEcSJ5TN3tfKUccUHKcmrpfBZGH6hjjWH0qTjfu4OvHNcz2IaFwzzdkL8/R8OPlHLp2TJ0X3P9mBh8Y7boGAZDRi3rIFfeY1znq3w6CWf965eOqI6B6ERquWXa8cwxV2XopB4uYsQrBbJO19BzksVqFixOfh3edO10TciRMEQbiD7AIDL3x5iP0p2bJxD52amGe61VgCZ9Cb+OyNX6wSuHuGtuBvz3Vx2HklkwnLr79QlJlLkk97jCr5Ig53HxeadwtEpZEXOLZIFo5l/ixL4HQqN1r79HNYrIJQ14kkThAEoRxnMvJ4ZvUBUq8VycbddWq+eKY7bQI8ayQus8nCipnbSDqeIRuPjArhsb9HWT3Lai+SyYRl66/kX8klqUEk5tumQD0buRHepQnKMlqMncs9SI5BHm+7BgPRKGtmJa8g1AXlJnE7duyw+SB9+vSxSzCCIAh3iz9OX2HK10fI08sXCzRt4MKyMV0Jd2Dj+DuRJImv5u8kbo98lXqzSD/GzuyPSu2YEh1Sfj7mrb+Sl2sk2acdlts6Kvg08SC0Q4CsmO8NBcZrnLq+Wzbm79ICP5fmDolVEOqLcpO4fv36oVAokCRJ9q2urFWLZrPZgSFWj9t/T+HuU88e3xRqiCRJrNqTwrubTmK57Z9cjzAfFo/uXGOFfAF+WHKAfZvltTkDwnx4Ye79ODmoxZfl0iVM27aTofYlwzsI6bZabg1DvAhp51fmZ6iExPGsX7FIN5NhjVJHuwYDHBKrINQn5X5lS01N5cKFC6SmprJ06VLCwsL46aefyMrKIi8vj23bttG2bVtWrFhRnfE6hE6nIysrSyQJdzFJksjKykKnq5kaXEL9YDRbeOuHE7zzk3UC93jXIL4YW3OdGAB+++Y4W7+S90Nt4OfGpPmDcXG3/7SkJEmYj8eRtS2Wk+5tSHcLsUrg/MMblJvAAeSpUskslt81bON9L1qVa5n7C4Jgu3K/tt3aK3Xu3LksX76cvn37lo7169ePxYsXM2rUKJ566inHRulggYGBpKWlcfXq1b/e2QZGoxGNRiyXtzedTlda604Q7C2nyMjENYfYnZQlG1cqYPqQ1jzTq2mN3q3/7ZvjfP+fWNmYm6eOSQsewMvX/gmRZDKR/8ceUnOcKPBqWeY+ga0b4d+s/FZexaZ8MjUnZWO+uhAC3coujSQIQsXYdO89IyODBg2s36harZbc3Fy7B1XdNBqNVReDqhBLtAWhdkm+ms+zXxwkObNANu6mVfPvxzrQv2XNdhLY+tUxNny2XzamddYw8YPBNA7ysvv5DFnXSdt5kiylLzhZJ65qrYrgNn40aOJRxqtvisv+DYvi5jSqSqGhfYP7xaMrgmAnNiVxffr0YerUqXzxxReld+iSkpKYPHkygwcPdmiAgiAIjrQnKZMJaw6TU2SUjQd6O7N8TFda+NVMCZEbfvnyKBuXHpCNaZxUjP/XfYS0tG8/VItFIuPYOS5fKMCs8rbarlBA4zAfApr7WpUQud3lgkTSC8/Ixlp4ReGisX/SKQj1lU1J3OLFixk0aBAhISH4+voiSRKZmZl07tyZTz/91NExCoIgOMSOxKs8G3MQg0newq5LiDefPdm5xhrZ37Bl9WF+Wn5INqbRqpjw3iBadG5Szqsq5/qVfFIPX6DYqACl9X8aPH20BLdvgs6Gv4nRoudE9jbZmJeTP2EenewWryAINiZxwcHBxMXFsXXrVuLj41EoFHTo0IF7770XpbLyy9m/++47vv/+ewD0ej0JCQksWLCA999/H39/fwCmTJlCly5dmDVrFqdPn8bJyYnZs2cTEhLC0aNHmTNnDiqViqioKCZPnlzpWARBqF/2JGXyXBkJ3PCOTZg7vB1a9Z3vNDnappWH2LzysGzMSadm4vuDad7B327nsZgtJB++yLX0fMB6mlOrMBLcMQivJtZ35spz+vpuis35pT8rUNLedxAKhWPKnwhCfWXzenS1Wk2nTp1wdname/fu5OXlVSmBAxg+fDjDhw8H4J133uGRRx4hPj6ef/zjHwwadLMNy6+//orBYGDt2rUcPXqU9957j8WLFzNz5kwWLVpEUFAQ48ePJz4+vtxeooIgCDfEnsti3OqD6G9L4KYNasGEvs1q9JktSZLYtOIQW1YfkY07OauZ9P5gwtvbL4GTJIlzBy5w7WqR1TalxUSAt0SjXm1RlVG8tzw5+gzO5cqTz2aeXfFwsu/UryAIdygxciu9Xs+4cePw9/dn4MCBXL58meeff54BAwaQk5NT5SDi4uI4e/Yso0aNIj4+nm+//ZbRo0fz3nvvYTKZOHToEL179wagQ4cOnDhxgvz8fAwGA8HBwSgUCqKioti7d2+VYxEEoW47dD6bsasOUGSU17d8Z1gbJvYLr/EE7sdlB60SOK2zhsnzH7BrAgdwMfYM2bcncJKEj/4Kbdt54N8nskIJnCRJHM/aCtysz6K2ONPcs6edIhYE4VY23Yl75513OHDgALt27eL+++8HYNq0aTz11FNMmzaNJUuWVCmIJUuWMGnSJAB69erFwIEDCQwMZObMmXzzzTfk5+fj5nazOrpKpbIac3V1JTU19S/PdWPa1pGKi4sdfg7BfsT1ql2qcr1OZxbzxtbLFBnlReDGd/Ghm3dRjf47kCSJvd+f5/AvabJxjU7Fg1NaYVBfIyHhWjmvriCLBd25TDKlRrJhramQgOLzXG/RlGR9IVTw75GjOs91p8uyMc/CCM6cPlvlkIXqIT4Paxebkrh169axbNky7rnnntJvqT179uTzzz/nscceq1ISl5ubS3JyMj169ADgkUcewcOjZNn6gAED+OWXX3B3d6eg4ObSf4vFgpubm2ysoKCg9HV3otVqHV7+Q5QYqV3E9apdKnu94i7m8Pa6fVYJ3GuDWzKhbzN7hVcpkiTx/eL9VgmczlXD5AVDCG3dqJxXVuJc+fnkbN/NWQJlj8CpLUbC3XJxfnAYvpWoc6k3F/D7xa3c0t8eP5dw3IqCxPurFhGfh3efOyXVNt0nv3TpEiEhIVbjfn5+VZ5OPXDgAPfccw9Q8kH2t7/9jfT0dAD27t1LmzZt6NSpU2kv16NHjxIREYGbmxsajYYLFy4gSRK7du2iS5cuVYpFEIS66eTlXJ5cHktesbwP6isDI+6KBO7bT/ax7ZvjsnFnNydeXDjUrgmcJS2Nwh82cU7yl3VeUEgWmgUqcR7YD0UlC5WfzP4To0Vf+rNKoaGNj2itJQiOZNOduI4dO7JhwwZefvll4Gbf1KVLl9K+ffsqBXDu3LnSKvwKhYLZs2czefJkdDodzZo1Y+TIkahUKnbv3s1jjz2GJEn861//AkqmeV999VXMZjNRUVFVjkUQhLrndHoeTy6PtaoD92L/cF4cULMN2CVJ4rtPY/l9/QnZuIu7likLHyC4hX0WA0gWC5YjhzEdOUayT3tMSnmi1jTcA4/WQZU+fmZxKmkF8bKxCK97cFF7ABcrfVxBEO7MpiTuvffeY/Dgwezbtw+j0ch7771HQkICsbGxbNq0qUoBPPvss7Kfo6KiiIqKstrvn//8p9VYhw4dWLduXZXOLwhC3XX2Sh5PLN9HdoFBNv5C32a8PDCihqK6adPKw2xfFycbc/XQMmXhEIIifO1yDqmoCMvv27FcvMg577YUa+QtuvxDvfBtXfkFExbJTFzWVtmYu8aXMI/OlT6mIAi2sWk6tXfv3uzevRsnJyfCw8M5cOAAISEhHDp0iIEDBzo6RkEQhApLvprP48tiycyXJ3DjeoXy2qAWNd766bevj7NllbwUh6unlhc/Gmq/BC4jHfP332G5eJE0j2bkaeW13rwD3GnSxq9K50jKOUi+Ud5vNrLBfSgVNVtnTxDqA5vuxH3xxReMGjWKmJgY2XhBQQEfffQRL730kkOCEwRBqIzzWQWMXhbL1Ty9bPypniG8NbRVjSdwO384yfeL5c3snd2cmLJwKIHh5TeUt5UkSUjx8Vj27QVJ4qpLAJkuAbJ9XL2dCesQUKW/RaExh8ScPbKxILd2+OgCK31MQRBsZ9OduLFjx5bZ6P7UqVO8/vrrdg9KEAShsk6n5zFiyV7Sc4tl46O7BTNrWJsaT+D2/3qGtQt3y8acnNVM+mAwQc3tkMCZzVh27sCydw9IEjlaby66h912Pg3NuwairEANOKvzSBInsrdhkW4uFtEodbTy7lPpYwqCUDHlvoM//vhjVCoVKpUKSZLw8/Mr/fnG/7p160bPnqKIoyAId4dD57MZsWQPV267AzeySyCzH2pb4wnc0T/PETP3T6RbqpxonFRMmDuI0DaNq3x8qbgY8+bNSKdPA1CkdiHFs2VJ5/r/UaqVNO8WiEZrc8OeMqUXniWjKEk21tq7L1qVS5WOKwiC7cp9F0+ePJmGDRtisVgYM2YMixYtwtPTs3S7QqHA3d2de++9t1oCFQRBuJPfT19hwppDFBvL6IX6f5EolTWbwMXHprLine1YzDczOKVKwbPvDiSiU8AdXmkbKTsb86+/QF4eAEalhiTvNlhua2Yf3rkJLh66Kp3LZDFYNbj31gYQ5NauSscVBKFiyk3iVCoVo0ePBiAoKIhevXqhVlftm5sgCIIj/HD0In9ffwyTRV7Id0yPEGYNa1PjCdyZo5f5fPpWzLf0alUoFYyd0Z+2PYOrfHzLhQtYtm8DY0kZFQsKkr1aY1TJk7Xgto3xbORW1iEqJPH6HorNeaU/K1AQ2eC+Gr/TKQj1jU1ZWd++fdm4cSNxcXGYzSX9BiVJQq/Xc+DAAbZu3foXRxAEQXCMVXvOMevHk1bjLw1oztQBzWs8sTifcJXPXv8Fo0Heq/WJ1/rQ6d6wcl5lG0mSkOLisMTuuzkGpHqEU+gk72DTqKk3jUN9qnQ+gFzDVZJzD8nGQj064+Fkv6LEgiDYxqYkbtq0aSxYsICgoCBSU1MJCQnh8uXLGAwGnnzySUfHKAiCYEWSJD787Qz/3n5GNq5QlDSzH9Ozac0EdouLSdl88uoWigvlhYZHTL2Hng9UrU6dZDZj2bUTKTFRNp7p7E+2i7xsiGdDV4Lt8cydJBGXtRXplt5aOpU7Lbx6VfnYgiBUnE1Lk9asWcOnn35KSkoKTZo0Yfv27WRkZNCvX7/SbguCIAjVxWyRmLEx3iqBUysVfDSyw12RwGWkXmfR3zdTeNsii4fGd6XfI22qdGypqAjzpk1WCVy+kydpnvI2YjpXJ8I6N0FhhynlC/lxZOvlHRja+vRHrXSq8rEFQag4m5K4q1ev8sADDwAQGRnJ/v378fDwYPbs2aJjgiAI1cpolpi69ggx+87Lxp01KpaN6cJDHZrUUGQ3XUnLYdHLm8nLLpKND4ruwP1PdqjSsaXsbMwbNkBGumzcoHXlXKP23NrVXqlSEt41ELWm6oV3C405nMz+XTbWyDkMP5eabV0mCPWZTUmcr68v2dnZAERERBAXV9ImJiAggIsXRV88QRCqR6HBxKzt6fx0/LJs3NNZw5fjutOvRc0/l3Xu5BUWTNjItSsFsvF+j7Rh2LNdqnRsS3Iy5o0/QH6efNzDk5Tg7phM8oUdoR39cXbXVumcUDKNejRzCybpZvcLpUJNO58BNf7MoSDUZzYlcYMHD2bSpEkkJCTQu3dv1qxZw7Fjx/jss89o0qTmv/UKglD3XS80MHpZLIcvy+9uNfbQsv75nnQO8S7nldXn2M4UPp76E/k58kLDPYZE8MiUnpVOeKTiYszbt2HZ9lvpCtQbFP4BXGrei4I8+bh/8wb4+MsXN1RWcu4hsvSpsrE23v1w0XjZ5fiCIFSOTQsbFixYwJgxY/j999954YUX+Oyzz+jYsSMajYaVK1c6OkZBEOq5K7nFRK/Yz+kM+R2o0AaufDGuG0HeNV9gdsf3J1n38R6k28qcdBsUzhP/6F3pMieW8ylYdu6EoiKrbYpWrcgKbA6lM/cAACAASURBVMPVuAzZuGdDV5q0aFip890uz5DJqWs7ZGO+uhBC3Ks2LSwIQtXZlMR5e3vz448/lv78yy+/cPLkSby9vfH393dYcIIgCGnXCnlyeSwpWYWy8bYBHqwa2w1ft6pPF1aFxSKxcekBtn51zGrboOgODHu2S6XuwEl6PZY9e5DOnrHeqFSi7NGDAv8wLuy9INukddEQ1qmJXaY5LZKZI5mbsXCzPIpGqaWD7wNiGlUQ7gLlJnF79uwpb1Op69evc+7cOe655x67BiUIggCQdDWfJ5fHcvn26ckwHz6P7oK7TlNDkZUwGsx8+d6fHPxN3n5KoVTw2Cu9iPpbq0od15J6AcuOHVBYaL2xQQNUffthcvUkaec52Z0/pUpRspDBqeoLGQDOXN9LjkF+l6+tz0Cc1e52Ob4gCFVTbhIXFRWFQqFAkqTydgFK2m/dKAAsCIJgLycv5xK9PJasAoNsvFsTF1Y93Q2dHVZcVkVhnp6lb23lzBH5IgsnnZpx7wyoVCcGyWDAsm9vae9TGYUCRceOKDt2QkLB2b3nMRabZLuEdgiockutG67pL3MmZ59szN+lBU1cK5eYCoJgf+UmcefOnavOOARBEEodOn+Nsav2k3tbkvJgpD/PR+pqPIHLzsjnP9N+5vK5a7Jxd29nJswbREjLij+PZklLw7LjTygosN7o7Y2q370ofH0BuBCXTv5t5Uv8mvngE2CfhQwmi5EjVzcjcfNLvFblSrsGA8U0qiDcRcpN4kJCQqozDkEQBAB2n83kuZiDFN7WpuqxrkHMebgdiadP1VBkJVLPZLH4tZ/JyZRPdTYK8mTSB4PxrWAiJRmNWPbtQzqVYL1RoUDRvj3KTp1RqEoS18zU61xJkSePHr6uBLa0X3mVU9d2UGDKlo21bzAIrarmF5AIgnCTTQsbmje/c//BxNuqhguCIFTGbwkZTPzqMIZbGsUDjOsVyltDW9X4XaD4famsmLXNqo1WWNvGPD/3ftw8KzaVKWVmYt6+DXJyrDd6eaHq1w9Fw5vJWcH1IlKOy4v8OjlraNY5wC4dGQCuFp3nXN5h2ViwWySNXZqV8wpBEGqKTUnc7f1RTSYTiYmJ/Pzzz/zzn/90SGCCINQvPxy9yCvrj2G+rUTH3dDI/uzxdLasOsypg9bFzTv0DeWpt/rhpLXp4xT4X+P6+BNYYmPBIk9YUShQtItE2bkzCvXNY5pNFpIOXZQtZFAobyxksP3cd2K06DmauUU25qL2pI3PvXY5viAI9mXTO3/mzJllji9evJjt27czdepUuwYlCEL98tX+C0zfEMft66jeGtKKZ3uH1UxQwJmjl9m86jCJhy+Vuf3eEW0ZPrE7SpVNddOBkr6nlj//REq9YL3Rw7Pk7ltj62b1aQlX0N92B7Bpe39cK3j3705OZG2j2CyvxdfBd4jojSoId6kqfX0bMmQI//jHP+wViyAI9dDnO5OZs1n+PJhCAf96uB2Pd6v4Cs+qkiSJM0dKkrczRy+XuY9CAcMn9aD/yHYVOrbl4kUsf/xeZukQRcuWKHveI7v7dkNeVqHVc3CNmnrjG+hZofPfyeWCRNIK4mVjzTy60kAXaLdzCIJgX1VK4jZs2ICHR9VWQz388MO4u5fUHAoMDGTUqFHMmTMHlUpFVFQUkydPxmKxMGvWLE6fPo2TkxOzZ88mJCSEo0ePWu0rCELtYLFIvPfzKZbuTJaNq5UKFoxoX+2N7CVJ4vShS2xedZik2547u1XzDv48+GwXwiP9bD+2xYLl0EGko0etNzo5oezdB2VY2XcczSYL547K7wRqXTQEtrLfQga9uYDjWVtlY+4aX1p4RdntHIIg2F+lFzbk5eVx5coV3nnnnUqfXK/XAxATE1M69tBDD7Fo0SKCgoIYP3488fHxXLx4EYPBwNq1azl69CjvvfceixcvZubMmVb7tmnTptLxCIJQPYqNZl5ed5QtJ257SF+t5D+jOzGwlfV0oqNIksSpAxfZvOowyScyyt0volMAQ57uRPMOFetSI+XlYd6+Ha6UcexGjVH174/CvfziuRdPXy1zGlWltn0K947xSRLHMn/FYLl5d1CBko6+Q1Ap7fOsnSAIjlGphQ0ATk5O9OzZk379+lX65KdOnaKoqIhnnnkGk8nElClTMBgMBAeXTKFERUWxd+9erl69Su/evQHo0KEDJ06cID8/v8x9RRInCHe3zHw9z31xkCOp12XjLk4qlo3pwj3NfKstlutXC/hy3g4S9qeVu0/LLk144OlOFbrzdoMlORnLzh1gMFhtU3TogLJzFxTK8pOx/OxCMpLlpT4aNfXGw9e1wrGUJzFnDxlFZ2VjEV734KmtvkRaEITKqdLChqrS6XSMGzeOESNGkJKSwnPPPSebnnV1dSU1NZX8/Hzc3NxKx1UqldXYjX3/il6vJyGhjHpMdlRcXOzwcwj2I65X9UnLMfD2tnTS8+VFfL2dVbzT3w9vw1USEq7e8Rj2ul5nDl7ljzVJ6AtNZW4Pbu1F1weD8W/mgZFrJCRcK3O/sigsFhomJ+GZbj0ta3JyIj2iBUVu7lBWZ4b/kSxQeNtHmkINBcqKxXIn11XJZDqdlI1pLV6YLnuQcNk+7wnx/qpdxPWqXWy+V/7LL79w4sSJ0inQW7355puVOnloaCghISEoFApCQ0Nxd3fn+vWb384LCgrw8PCguLiYgluqmFssFtzc3GRjN/b9K1qtllatHNs2JiEhweHnEOxHXK/qEXsui1fXHyKnSJ40RTR2Y+X/s3fm8XGV9f5/nzP7ZJYkTZM0+9aVUtrSsi9FRBBFRHZZRNCrBQS8UkAQWiyCXvR6vahVUFnlssri/YkiyHIpUMrSQkuaNmn2fZ8ts53z/P6YSZpkJmnaTJqmPO/X63mdc57znOf5njmZM588y/d7xVHkp9smVM9kn1fAG+KpX73N5perk54/7JhCvnjFckoX7d+cMxEKof3zZUgi4JTCIiwnn0yJbe/32ljZgT/SPSJv7opC3LMdY1yxbzR6t1HdPVLAmVQLx+Wfh8OUkZI2QH6/ZhryeR18jCeqJyTirr/+eu677z6ys7OxjXr5KIqy3yLumWeeYefOnaxbt4729nYGBgaw2+00NDRQWFjIW2+9xbXXXktbWxuvvfYaZ555Jlu2bGHevHk4HA5MJlNCWYlEcvDxwpZm1jzzMWFtpE+0Eyqy+O0ly3EdoED2Oz9q4ZGfvE5vR2Joq4ojcvna1cdQvHDfQ2YNInw+tL+/BL2jespUFfXoo1EOWzwhf3e+vgHaqkcKuKyi9JQJuFb/TrZ0/31EnkExcVT2uSkVcBKJZGqZkIh77LHH2LBhA9/5zndS2vh5553HD3/4Qy6++GIUReHuu+9GVVVuvPFGNE3jhBNO4IgjjuDwww9n48aNXHTRRQghuPvuuwG48847E8pKJJKDByEEv36tml/8MzGqywUrCvjJVw/HtA8+1vaXSFjjrw9s5l9PJfqiM5pUzvrWSj534eGok4h6IHp6YgJudOxTlwvDqZ8finu6N3RNp26UaxOT1UjhfvYMjqZzoI4PO/8XhsVFVVBZmf1VMq0HdkWwRCKZHBMScQaDgc997nMpb9xsNvOLX/wiIf+pp54acayqatLIEEuXLk0oK5FIDg4ims6tz33C0x8kLhq48QvzuGZVxQGJwtBc081D61+nZdQCAYC8skyuuH0V+eWzJtWG3tKC/vI/IDJyFSk5ORi+cDqKdeIOeVt3dTPgHTltpWTJHIwmw6RsBOgNtrC543l0hselVVg++8vMtpVMun6JRHJgmZCIu/rqq7n77ru5//77MZkOzLCHRCKZuXiCEa7+84e8Vd01It9sULn3vCUHxAecrgv+9eQn/PUPm4lGRg7jKgp87sIlnHXVkZj2IVxW0nZqqtFffz0hfJZSUoJ6yueSOu8di0B/kNZRn9msAjfpOZMfRvWEO9nU8QyaGCk0j5h1Onlp8yddv0TyWUIIQUSPYDZMbzSTCb1dLrnkEo455hiefPJJ8vLyUEctid+5M3GoRCKRfDap7/bz7UffZ2e7b0S+22bi/suO5OjSyfV6TYTedh8P3/06uz5KjLiQkZ3G5betYt6yvEm1IYRAfPIJ+qZ3E84piw5DPfbYcd2HjEbXBbVbWkYM95osBooOm7yrD3+kl3fbnyaij+zhW5RxCkXOfYs6IZF8VtCFTkeggyZPA43eePI00uRtoMnbSDAa5IjsZfzy1PtwmicX+GB/mZCIu+yyy8jIyOCqq64iLS11/okkEsmhxRs7O/ne/3yIJzhyBWpRpp0Hr1hJeYom5o/Hzg9b+OPaV/H1BxPOrTytggtuOA670zKpNoQQ6O++g9i2LeGcetRRKEuO2Oeh4rbqbgKekSKreMkcjObJDaMORL280/YUIW3kXL157mMpd6+YVN0SyUwnokVo9bfQ5G0cSoNCrdnbRFhP9PE4nC0dH/LCrue49LBvHCCLRzIhEbd161Y2b97M4sWLp9oeiUQyAxFC8Ps3d/Mf/9iBPmrhwLLCdP5w+QpmOSYnnCZiw2tPb+O5DZvQtZFG2J0WLvr34zny1PLJtxONor/+OqJ2ZLgwVBX15JNRK+buc50BT5CWnSP942Xmu8jIHTuSw0QIaQHebX+aAc0zIr/UuZx56cdPqm6JZKbgC/tGiLRmbyNN3iaavI20B9rQhb73SsbBapyYe6SpYEIibv78+SP8t0kkEskggXCUm579mP/9OHHo8qwledx73hKsKZiUPx7hYJQ//8ebvP9KTcK5BSvyueyHJ5M+e/KjCCIUQnv5ZWgbda8mE+ppX0DN3/e5fkIX1G5pHTGMajRPfhg1oofY1P4MvlG+5grSDuOwzM8dkEUlEsmBIKpHaPO10eRrpMXXTLO3aWjb7GumPzQ1+iXNlMYXy77MVyq+OiX1T4QJibi7776bb33rW9x0002Ul5cnLG447rjjpsQ4iURycNPYE+Dbj77PjjbviHxVgVvOWMC3TyybcrHQ1eLh/tv+SXNN4urTL115JGdcvmxSrkMGEd3daP96FUb/Q2u3Yzjjiyiz9n2uXygQoWF7O4FRQ7/Fh+dOasGFpkfY3P4c/eGR8Vpz7RUckXWGFHCSGUd/qJ/meO9Zk7eRZl9TTKR5m1LSmzYWboubAmcRhc5CCpyFFLiKKIwfZ1gzp/27NKG3xJe//GUAvvWtbyWcUxQFTdMS8iUSyaHNxuournn8Q/oGRq52dNtM3HfRMk6at/9OcyfKp+818uCdrxEY5ZLD5jDzjR+t4vDjiifdhtD12AKG9zcnrEAlPT0m4MYJYJ8MLarTWt1FW00PYtT4c8YcJ5l5+z9JWhNRNne+QHdoZMyuLGsRy7POQlWm3i+fRLKv6EKnM9BBg6c+Qaw1eRvxhr17r2Q/mW3LpsBZQIGzkPy4WCtyFVPgLMBlcU9Zu6lgQiKutrZ2qu2QSCQzBCEEf9xYy91/q0yY/zY/x8n9lx1J8aypXQAlhODlP2/lrw9sTnDem1uSznd+8gWyCyf/8hU+H9rrr0Fr4lAxubkYTvvCPvmAE0LQ3dRPU2UnkVBizFaj2UDx4bn7ba8udD7s/F86B0a+s9PNc1iZfQ4GdXLuVCSSydIf6qfBU0e9p56G/joaPPWx5G0gGB2YkjaNqpE8Rz4FzgLyHfEetXjKd+ZP65y2yTKhb3Rx8eT/m5VIJDOfYETjlr98zPNbWhLOfXFxLj8/7wjSJul3bW+Eg1H+cMerbHkj8Z/LZatKufSWk7HaJ+/PUq+uRt/4FoQTV6cp8+ahHn/CPvmA8/YEaNiWOHQ6iN1tpXTpnP0eRhVCZ0vX32gL7BqR7zRlcXTOuRjV6fVnJfnsENbCNHoaqPfUUe+po6E/JtrqPXVTNj8tyzabPEc++c4C8oe2BeQ5C5htm41Bndp5udPFhN4Wc+fOHXfcV/qJk0gOfZr7BvjOo++zrWXkSkdFgRtPm8/Vq8qnfH5Ie2Mfz/z0Y3paAyNtUBXO/reVfP7iJZO2QYRC6BvfQtQkLpLAYkE98UTU0rIJ1xcKRGiq7KBn1Oc2iMliIH9BNlmF7v22XQjBx93/pNk/MlB2mjGTY3MvwGyYuT0NkoMTIQRdA53U99dR56mjvr82Jtr662j1t6R8jppZNZMfH/KM9aDFRFqBs5A5jjysxon3iB9KTEjEXXrppSOOo9EoO3fu5O9//3vScFgSieTQoqrNy2V/2kTHqLlnTquR/75wGacsSE1cz/HY+n91PHL36wT9I+fgpbksfHPt51i4smDSbegtLeivv5YY/xRQ8vNRT16FMkFfmVpUp626m9aa7oR5bxATnrllmcyZOwuDcf97CYQQbO99jQbfxyPybUY3x+ZegMUgfXtK9p9BsVbTV01NbzW7+2vY3VfN7r7d+CO+vVewDzhMTopcxRS64kLNsUe0Zdlny/mcSZiQiFu7dm3S/A0bNvCvf/2L66+/PqVGSSSSg4ctjX1c8eB7CQsYKrId3H/pkZRNsQNfLarzwv2befWJjxPOFcydxbfXf56sSSwEABCahv7+ZsTHiW1gMKAedTTKYYdNqKdsaN7bjk4iwcR5bxBbvFC4KBuLffJDnFV9G6n1fDAiz2pwcGzOBdiMk/MzJ/ls0TPQzXbPNrZWfsjuvhpq+qrZ3Ved0kUFZtVMgauIYlcxRa5iil0lFLlLKHYVk27JmPbVnjONSU1eOfPMM1mzZk2qbJFIJAcZ7+zu5lsPb8YfHrkC/bRFOfzn+UfgtE5tLOX+rgB/XPcqNR+3JZxb+YUKvn7jiZitk5uDJzo70d58A3oSXZSQOQvDKaegZGZOqC5Pl5/GTzvGnvfmslB4WA6urNT0ju3q28Su/ndG5JlVO8fkXECaKT0lbUgOPYLRAXb37aa6dyfVfbti295d9ASTfAf2k5y0XIpdJbHkLqHEVUqRu5gce+4hOz9tOpjU2+/555/H5ZqeeGESiWRqebWyndWPf0g4OnJuy+XHFLPurMNS4nttPHZ+1MKf7vwX3p6RK9ZUVeFr1x7DqnMn1jM2FqK1FX3LR4impqTnlSVHoK5YgWLY+w9O0BemsbKdvrbkw0tGs4GChZOb9zaaWs+H7Oh7c0SeSbVyTO75OM1TH59WcvAT1SM0eZuo7dtNdd9OdvXuorp3F03ehpTMWbMb7RS79wi1Ylcpxe4SipxF2Ez2FNyBZG/s98IGr9dLR0cHd95555QYJpFIpo8XtjTzg6e3Eh01l+uaVeXc+IX5UzrkoeuCVx7fyot/eD9hLln67DRO/WY5p3x5/0IACiEQTU3oH30E7Ym9ewA4HBhWrUKZk7fX+qJhjZadnXTU9Sa4OoHYvLec0kzy5s7CkMKoFQ3eT9jW8+qIPINi4uic83Cbp35+ouTgQQhB90AXdZ66mOuOuNuOek8dzd4mNDF5P642o41Sdznl6eWUZ8ylLL2csvQKcuw5cvhzmpmQiLvkkksSHpTZbObYY49l1apVU2GXRCKZJh5/r4Hbnv8kQZTccsYCvnvy5GOPjkfAG+Lhn7zOtrcbEs4tWJHPFXecQlNr3T7XK4RA1Naib/kIurvHLKdUVKAedzyKZfw4r7ou6KjrpWVnJ1okeY9GZp6LgoWzUzLvbTjNvkq2dv99RJ6qGDk651wyLHNS2pbk4EAIQU+wmyZvE43eBpq9jXv8q3nq8UcSF+LsDxaDhVxLHoflLqYsvZzy9ArKMyrITZsjFxUcpExIxK1btw5N0+ju7iY7O/Zf3ttvv83KlSun1DiJRHJg+f2bNdzz0o4ReYoCd529mEuOnlp/kQ1Vnfzh9lfoHjUkqSjwxW8s54vfWIZqUCGJ392xELqOqK5G37olMVzWcHJyUJctRy0sHL8+Iehr89FY2U5o1CrZQdIybBQtysaRmdrhJCEETb7tiQIOAyuzv8os6/i2Sw5udKHT4W+n0dtAk7cxvm2iyRM7DkQDe69kH8h3FFCRMZe5GfOoyJhLRcZcCpxF7KraxcKFC1PalmTqmJCI27lzJ2eccQbnnnsu9957LwDnnHMOGRkZvPTSS5SWlk6pkRKJZGoRQvDzl6v4zesjfaMZVYVfnH8EZy/d98Du+9L2Wy/u4Jn/fpvoqF6tNJeFb9x+CocdvW8CRWgaomoH+tat4BvbDYJSUIC6dBnKnPF7sIQQ9Hf4aN3Vja83uVd5s81EwcJsMvOcKR9i8oa7+KT7lYRQWgoKR2afRbZNvoNnCoFIgAZPHXX9ddR7amPb/lrqPfWEtOQLYiZDlm02xe4SKtLnDom1svQK0kzS9cyhwIRE3HXXXcfy5cv54Q9/OJS3a9cuvvnNb3LDDTfwwgsvTJmBEolkatF1wbq/bueRd+tH5JuNKhu+vpxTF+ZMWdsBb4infvU2m1+uTjhXvHA23/rx58nMmbgLk6Getw/eH1+8lZTExNvs8eO7Cl3Q0+KhtbqbgVE+8gZRjSp5c2eRU5oZ6ylMIRE9xM6+t6n1fIAgcdLdsqwvkWufm9I2JZNHCEFnoIM6Ty11/XtSvaeOdv8YczEnweACg5jLjlKKXMWUuEsodBVLsXaIMyER9/bbb/PBBx+QOWyZvcvl4ic/+QnHHnvslBknkUimlqimc9OzH/OXj5pH5KeZDfzhGys5tmxqVjkKIdjyRh1P/ddGPD2JPVsnn3sYX7v6aIwTXAwghEDU16Nv3gx9vckLKQpKeQXq0qUoGRnj1qdFdboa+2ir6SE8kHzYFGB2cTr582fvd6issRBC0OLfwfbe1whpifOdVAwsyfoC+Q457DWdxFZ/NlLXX0ttXKjV9u2m3lObsnlqg9iN9pjjW1fRULD2QRces2xZcoHBZ5QJvXnsdjstLS3MnTvyP76uri4ME1h+L5FIDj42Vnfxk79V8mnryHBQ6TYTD33zKJYWTo2fsb5OP0/+ciMfv1WfcM5sM3LJTSex4tSJL6AQrS1o770HHR3JCxgMKPPmoy5ZgrIXl0jRsEZHXS/ttT1Ew2Ov6nNnp1G4KAebc/wFEPuDN9zFJz2v0B1sBCGwBvpx9bbh7G3F1dtKRn8vNmFENT0MRhuYbGNvTXYoPRWKT0i5nZ8VgtEBWnwtNHubaPY10extosXXTL2njkZPI5pI7tB5f3CanRS5SigcDNDuKqLAWUihs5BM6ywp1CQJTEjEnXvuuaxevZrf//73Q4sZ3n//fVavXs3ZZ589pQZKJJLUsqvdyz0v7eBfVYmiZ7bTwmNXHs383NR7+td1wVsvVPLC798jGEjs3ZpTmsG37jyV3JLxe8kGEd1d6O9tRjQ1Ji+gqigLF8V63uzjLzIIByO07+6ho74PPTq2/6zMPBe5FbNIc6c+TmM02EvD7ifwNr1Gbm8L83pios0cTj4Hb8K8vg7OewIWX5hwKuL34Gutw9dWR3TAx6yFK3EVfLaGZ3Wh0xnooMnbOCTUWnzN8f1muge6UtqeqqjkOfIpcZdSEverVuIupdhVQoY1Uwo1yT4xIRH3s5/9jPPPP5+TTz556A9MCMFXv/pVfvnLX+5345FIhFtvvZXm5mbC4TCrV68mNzeX7373u5SUlABw8cUXc+aZZ/LrX/+a119/HaPRyK233sqSJUuor6/nlltuQVEU5s6dy9q1a1FVuQxaIklGpzfEL1/ZyRObG0gSypOCDBt/vupoimelfg5Na10vj//H/7F7W3vCOYNR5QuXHMHply6d0LCkaWAA7V+vJg9QH0eZOw/1yCNRnGOLUS2q0dfuo7fFS1+HL2l8U4j5essqdJNbPgtrWgrdhUTD0LgRsetvRHe+gLGrmrIk894mi6Yr+N9/Bv9AJr7WOvxtdfha6/G11hL2jPTQb7DYOOHO/8FdND/ldkwnES1Cq78ltuozvtqzydtEs7eRZl8TIS35fMfJkGZKo9hVGhNr8VTsKqHQVYTZkFq3M5LPLhMScQ6Hg5deeomqqiq2bduGyWQiNzeXTZs2ccIJJ/BxsniDE+DFF18kPT2de++9l97eXs455xyuueYavvnNb3LllVcOldu+fTvvvfceTz/9NK2trXzve9/j2Wef5Z577uGGG27g6KOP5o477uDVV1/ltNNO2y9bJJJDlYGwxh837mbD6zUJ4bMGOWtJHrd/eSHZztT2MEXCGv94bAsvP7YFLUkPV+lh2Xz9phPJK917WCvR04O+fTvFVTsQyTzrAkpxMeqKlWOGyYpGBoWbh/5O/5jCDWILFrKLM8gpy8CcqvBinhaofgl2/Q1R80+UsBcFmEztQkBYMxCImPBHTAQiZgIR054UNUH1Nnj5ur3WpYUG6N6+aUaKuOFOb+v6a6mPz1Fr8NTR6m9NSYSCZMy2ZY8QaqXpZZS4Spltz5a9apIpZ59m486fP5/u7m7uv/9+nn76aQYGBjjiiCP2u/EzzjiD008/fejYYDCwbds2amtrefXVVykuLubWW2/lgw8+4IQTTkBRFPLy8tA0jZ6eHrZv385RRx0FwEknncTGjRuliJNI4ui64Lktzfz85Spax4jlubIkg1u/uJBlRRMbwtwXqj9u4/H/+D/aGxL9s1ntJr7ybys58auLxg3fJcJhRE01elUVdHYCkLR0bi6Go45CyclNOBWNaPS1eelp9eLZi3CDWIisnLJMsksyJrywYky0KDRvgl1/i6W2LUOnJvzzbkpDZC8m5FqA15CLL2LD7/ER6GrF391GoKcTLRyenJ1DRqnMPvy41NQ1RUS0PYsJRq/+9EfGXpG8vxgUAzlpueQ7Cshz5pPvKCDfWUC+o4ASdykO88RXT0skqWZCIq6/v59HHnmE+++/n08//RSAL3zhC9x0002ccsop+914Wlps2Mbn83Hddddxww03EA6HOf/881m8eDEbNmzgN7/5DU6nk/T09BHXeb1ehBBD/+kM5u2NUChEZWXlfts8EYLB4JS3IUkdZHY2IwAAIABJREFUh+Lz2to2wAPvd1PTk/zHPc9p5MrlsziuyI7ib6OyMnVuD0KBKO88V8e2N5PXWbIkk1VfL8eRoVJVtSOxgBDYPP242tpxdHeh6mP3oITS0ugqLiGQkQE9vbEECA2ifoj6QJugj1TFCOYMMDo1+qOd9Fd3TuzCBPt17O3v4q57EWfr6xjCnr1fAwgUfI5ZeO1l+EUp3qgTX0Aj2NdLuKYJPbhp/+wZD9WIOTMXU2Ye5qx8XEtOockbgRR+H/b3+xXSQrQGm2keaKZloImWYDMtA820h9pSEkpqOHZDGjmWHLKtOcy25JBtySbbksNsSzaZ5lkY1VE/lcFYauwaYz7mDOZQfB8eyowr4jZu3Mj999/PM888w8DAAMuXL+eee+7htttu4xe/+AWLFi2atAGtra1cc801fP3rX+ess87C4/Hgiq8gO+2001i/fj2nnnoqfv+e5dp+vx+n0zli/pvf7x+6bjwsFsuUe6OurKyUHq9nEIfS82rtH+Cu/1fJ//skeViDdJuJ60+dyyVHF2M2pnb+qBCCj96o5en/+iCp2xBnpo0Lrj+OZatKkw4zCb8fsWtnrNfNsxfh43SirliJvbyc4nhduh5zyNvd1E9f+9hz3IZjsZvImOMiI89Jmts6ueGv7l2w5WHY+gh4xv9xFwKCUSPduGmz5tMn3GgDVrSmPqIBD7B1/+0YjaJgmzUHx5wS0nJLcMwpGdq3z85DUafWw8Devl8DkQA1fTXU9FVT21fD7v4a6vprafE1j3nN/pBlmz200jM/vvqzML76021xp7Stmcyh9D48VBhPVI8p4hYvXkxlZSXLli3jtttu44ILLqCiogKA2267LSWGdXV1ceWVV3LHHXcM+Zu76qqruP3221myZAnvvPMOhx12GMuXL+fee+/lqquuoq2tDV3XyczMZNGiRWzatImjjz6aN998k2OOOSYldkkkM42IpvOnjbX86tVdBJLMezMbVK44roRrTqnAbUvR/K5h9LT7ePKXG5PGPAU47svzOWf10dhHueQQuo5oaEDs2BFbZTrGXLdBlPx8WhwOCo4/AcVgQAiBtztAd3M/PS2eMeOYDseSZiJzjouMOU7skxVuA32w/SnY+jA0vp1wWggYiBrxhi14Qxa8YTN9uhN/0IgeHbzXMLCfvX5xDBY79uwC0rILsGcXYJ8d32YXkJZdiMGc+tW0+0pUj9LkbaC6d9ee1LeLZm9TUkfG+4PNaKPYVZJ0MYHVaEtJGxLJwcSYIm7Hjh3MnTuXL3/5y5x00klDAi6V/O53v8Pj8fDb3/6W3/72twDccsst3H333ZhMJrKysli/fj0Oh4MVK1Zw4YUXous6d9xxBwA333wzt99+O//5n/9JWVnZiPl1Eslnhbdrulj74nZ2dSSfD/TlJXO4+fQFFKY4lieArum88ZdPefEPmwkPJPrLyi508/U1JzJ36ciwVqK/H71qB2LnThjYiwuNtDSU+fNR581HcTrxVVYSDETpbuqmu9kzrjPeQaxpZjLynGTOcWFzWSYn3HQNdr8CWx6CHc9DdM98Q11AX9BGZ8BOVyCNvqAVTSTr8dx30WKw2HDkleHML8eRV7ZHsGUXYnZmHDST6DVdo8XXTG3/bmr7d/Nh3Qd0VndQ17ebsJ6auXujFxMMpmx7zkHzOUgkBwJFjLHMq729nUcffZSHH36YTz/9lJycHM477zzOO+88Pv/5z7Nly5aUDKceaA5EV7Hsjp5ZzNTn1eEJctffKnlxa0vS80vy3az7ymEsn4JFCwCNu7p5/N43adiR6EcrmdsQEY0iamvRq3ZA616i2KsqSkkJyvwFKHl5KKpKKBCht9VDc00H+gQ8QljsJmblu8nIc2JzTkK4CQE9NdC4ERo2wq7/B96WoVOesIWuuGjrCtjQxOSGJw0WG878cpwFFTjyy3EVVODIr8CeFfscDhZCWoiG/jpq+2up7d9NXVy0NfTXp0SsDfpTK3WXUZpeFtu6y+KLCVLvx1ASY6a+Dw9lxnsmY/bE5eTkcOONN3LjjTeyefNmHnroIR5//HF+85vfALFetDVr1lBYuG+BqSUSyeSIajoPv1PPL1/ZiS+U2PvltplYc/p8Ll5ZhGGclZ/7S2ggwt8e+pB/PfUJupb4P2DZ4Tl8fc2JzIk77RXd3eg7diCqd8HeVlFmZqLOn49SMRfFaiU0EKG3tpeeVi/+MQLPD8doMpCZ72JWvou0DNv+CbdoGFo/3CPaGt8Gf8y/nRAQiJroCrjpCqTRGbAT1vYv5JbRlhbrVcuviIm2/DKcBXOxzZpz0Ii1YDRIi6857ldtT2rw1NPia06J2w4FhUJXEeXpc6nIqKDEXUaZu4widwkWQ+ojYkgkhxITevusXLmSlStX8l//9V88//zzPPzww2zYsIENGzZw1lln8Ze//GWq7ZRIJMDmuh5uf2EbO9qSr8S+YEUBN5++gFmOqfnx+/S9Rp74+Vt0tyUO3docZs7+zlEcf9YClGgEvfJT9B1V0LWX+V4mUyym6YL5kDWbSDBKT4uX3pY2fBMQboqqkJHrZFaBC9dsx7guS5IS7IeGt6BhI9Hd/8dA41YGghoDURMDERMDUSMDkcLYcdSInnR4dGyMdifOgkGhVo4zvwJnQTnWzNyDYujPF/bS4Gmg0dswJNKa49uOwBihzPaTWdZZlGfMpSJjLhXpc6nImEdZepmcryaR7Cf79C+kyWTi/PPP5/zzz6e9vZ1HHnmERx55ZKpsk0gkcT5t9fC7N2rGHDpdNMfF+rMXc2Rx6odOdV3w6aZGXn92O5XvNSUts+yUUs7/3nG4lAH0jW+hV++C6F5iSubkoC5YgFJaRiQKna1eeqvqJyTcAFxZacwqcJGR68QwQX9u0WCAQPNOApWvEKjZRKC5ikBfL4GIkYGIiYhuAPInVNeYpFkxVBRTsuxMSo74IvbsgmkXa55QP43xaAWN3noaPY1D275Qb8rby7BmUuoupcRdhj2YxvELTqAiYy4Z1r07dZZIJBNn/8YBiA23rlmzhjVr1qTSHolEEkfXBa/v7OAPb9Xydk130jJOq5EbT5vPJUcXYTSkdghuwBfm3Zd28sZfttPZnNzlR0Z2GhdcfyyL50TR3/4nWntiWK0RWK2xkFjz5yPc6fS2eunc3IK3e2LO3NIybEQMAyxcWoF5jFW2WjiIt6kaT0MVvrZ6Am11MeHW3Uo4mGw4d5LOWi0mKM2F8jwon0NpxakszDwJo3pgQysN9qg1eOpp9NbHetfiPWz9oUSHy6lgTloepekxsbZnzloZ6dY9fj0rKytZOEfOsZJIpoL9FnESiWRqGAhr/OWjJv64sZbdnf4xy31tWT4//OJCZjtTO3TaVt/HG3/Zzqa/7yI0xspPRYGTz5rLmUeZsdT9H/qO5BEhhsoXFMQWKRQXEw5pdNb30fneLqJjhAEbTlqGjcw5TjLmuLDYTVRWVg4JuGB/F576KvrrK/HUV+Gp246vrR4xjoPgSWMxQ15mTLRV5EF+FopBxWZ0s3TWGWTZiqasaV/YF4v/OSTS6oeGQnuDPXuvYB9RFZUcey4FzkLynQUUOAsoiPtYK3aVYDOlfsWzRCKZOFLESSQHCR3eII++U89jm+rpDYztNmN+jpMfn30YR5fOSlnbQ0Omz2yjcvP4TlZLK9x87QQLRdpOqBqnoN2OMn8B6vz54HDQ3+Gj4/1m+jvGFqaDpKVbycxzDQk3LRzC11pDZ1M1XR9t5N1nm+lvqCLkm1g0hImiqCq2jGxsswuwZc3BljkH86zZBNIidJq78KWFwGpOGB4tdi5lUcbJk+59E0LQE+ymydtEo7dhaG5aoye2nYqhT5NqIt9ZQKGzaEigDaY8Rz4mQ+r9CkokktQgRZxEMs182urhj2/V8tetLYS1sXuQjirN5KrjS/n8wpyUrDoNh6I01/RQvbWVt17cQdcYQ6YABoPCssUOTiqPUJzWB+N0oCl5eSiLFqEUlxAN67Q39NHZ0JbUj9xw0tKtuGdbMCvdhLq20/tBNQ0NVXgbKvF3d+zVEfBEUBDYTBHsdjP2rDnYCxZirzgOe+Ei7LPzsbizhlaGesPd1Hu3sNO3jagIx68f2etpM7g4Iut0ZttK9smOqB6hwdPA7r5qavpqqO2rocFTT5O3kUB0gnHC9gGTahqKUFDojCdXLOXYczFMcdQGiUQyNUgRJ5FMA55ghL990sqzHzaxuW7s3hWjqvClw+dw1QmlLClIH7Pc3oiENVpqeqiv6qSxqov6qk5aa3uTuggZjssmOH4eHDdX4LKN0+tlNqPMm4e6cBGa3Ul/t5+eD1voa/Mm1V5C6Gj+DnRPPcZoK7q/kdbWaqo7mlIi1uymMC5zCKclRJopgj0zG3v5MVgPOx217HPgnJP0Ol1otPqrqPduoSuYPPrEIEWOJSzKXIVJHXs4O5lY291XQ72nHk3sZeHHPmJUjeQ7CihyFVPoKqLIGd+6ism250ihJpEcgkgRJ5EcIDRdsLG6i2c+bOIf29sIRcfudXNZjVx8VBHfOLaEvPR9c7+gazrNNT3UVXbSuLOLhh2dNO/u2atgG07JbMFJ8+GIIjCO99uflYWYvxBf+hy8vSG8W3sIeEY68hXREJH+RqJ9tUR664j01RHtq0NEJrYKdTxURcdpDuG2hHBZQritYVy5BZhyD4esBZBzOBSfDO6CcesJRn3U+7bS4P2YoJY88kUMhRxbOWXuFWRZ9/jIHC7Wdvftjm9TL9aMqpE8RwGFzsIEsZaTlpsYqF0ikRzSyG+8RDLFVHd4eebDZp7/qJk2z/gLAIoz7Vx5fCnnHVlAmmViX89wMEpdZQc1H7dR80k7tdvaCY4zp24sDKpgeQmctACKxplupxuMBIrn40vPxzMAgd0DCNGKiIaIeltiydMcS711RL3NkAKnsDZjBGe8d82dpuKaU4CjaCFq9iLIWhgTbRllYJzYvDR/pJf2QA3tAzV0BxvHjd9pVu0UO5eQl3YYXYFetrRVsrvvf2NirX83DZ46onpqxJrdaI8vJCik0LVnflqhs0j2qEkkkhFIESeRTAF9gTB/3drCMx82sbWpf6/l92W+m68vSM0nMcG2+5M2Gqq60Mbp1RuPWQ5B4SwoyYIVpeBM0ukn3G6CGXPwWjPojxjp7+wkWlNP1PPOHsHmbUEPJIbf2h+GizWnOYxz9mycxYdjLFwBuUvZ5bVTsPzk2BLZMYkCPiAAhIAguggS0roIad1EdQ+qEiXbrlDgUDCoTvpDGu93Bghpgqiu0TPgIRBWCUZMdAZaqOv7Z0p71rLt2ZSlV1DqLqM8vYKS9DKKnEVkWDOn3a+cRCKZGUgRJ5GkgP6BCO/X9fBeXQ/v1/fycVMfkb0MX+an2zh3eT5fW1ZASVbamOXCoSg7P2xh+7uN7Pywhbb6/fP5lelWKXRrFM6CwkwonAVpw6dzKQqkp6NkZRF2z6ZfsdLZ3EDf7kpC294h0rubSF89aKkJYm5UtfgwaBC3JYTTpuPMr8BYcBzkLoPcpZB7BFhGxsmMVn4KSpCYSPMB3mH7gymxx1NVwGaMpbgFIz8fqxGz6OU/33uDnqA3JSGlICbWSt3llKWXU55eQWl6OWXpZTjNrpTUL5FIPrtIESeR7Adt/UHeq+thczxVtSefwD8au9nAFxfP4dzl+RxTOmvMEFHdrV62v9vItnca2PlhC5EJ+FMbjsNtpezwHIryzBRqHRSofTisY9QxZw6ReQvo6Oqga9c2+rdvJNixi2h/A6RqiDC+0MBtDcbmrrks2AoPR5kzTKzNXgRD7iwEMAD0A83xbSzNn98PvJUSu0bTF/TRNbD3ntNkzLZlU5ZePixVSLEmkUimFCniJJK9IISgptPPB/U9vFfXy+a6Hhp69s0NxLFlszh3eQFfXJybdK6bFtWp+aSNbe80sv3dBtrq9q23LWu2lbJyJxUVLsrKXWTPNiN210BnHbquEwr76ev3EQz7CYZ8+CMh/IpOMDpA6KMeIv+TinlrArspgsMUxmEOk2aOCTdXdg6mgqVxsbY01svmLowPh4aIibM+YAt7xJoHSD6vb6piw7/f2sQDW9/ba7lkYq3UXYrL4p4awyQSiWQMpIiTSEYRimpsa+5nc10v79f38kF9z7jOd8eiLCuNc5blc86yfAoyRnq2Dw1EaKrupmFHFzWftFG5uYmgf2JtKIogPwPKsqE8G0qyBDZTN4GBGvxtvfTs7qVxoJdA0EMo5CMUTq3fMZNB4DAN4DDHxdqgaDNFMKTnQ/5RkLcS8lfCnOVgcxITZYMCbTfwUXx//IUe+0tU12j3++ga8NMXDNIfCtIXim1j+wND+/3BIP3hINFRUR5y0nIpiw+DlqaXU+Yuo1T2rEkkkoMIKeIkn3k8QY1XKtt5v76X9+t6+Li5n/B+LBRYkOtkZUkmK0syOaokk1y3FYjNaavd3k79ji4aqjppqOqirb4PoU/c5UdGms6ivCAVWV5m2XsJh3vxB3rxd/bxXkMv0Whon+2dCCazBbc1TKapk3RLkHRrEIshGutEs6bHxdpRULACChbGJ9l5hqW/E5uzllr8kTBtPi9tfi+tfi+t8f02n5dWv4eugQD6BMa3DYqBfGcBi7JKKHGXxgSbu5wSdykO8yRjqkokEskUI0Wc5JBF1wU9gTAd3hDtniAdniDtnhDt3iAd3tDQccztR/0+1W1UFQ7Pd3NUaUy0rSjOIM2g0tPuo6vVS9WrNby6q3tCTnVVIlgMfqwGH5Z4shl9ZNp9uCw+TIqPaMSPPqDR1ghtk/xcxrwneyZpaRYyzB6ylVoyzP1YjBooKmTPh/wlkDsfcssgaw7YTKAMirWOeEod/kiYBk9fQmry9tMf2rcevFnWWRS5iil2l1LsKonvl1DgLMCoyrBSEolkZiJFnOSQoNcfZmtTH1saY2lnu5cOb4joPvR2jYfDbGBZvpslmWmUW0xk6uDt8NG1uZWtf93Fv1q99HcnH7ZUiZBm9GIz9GM1erAb+7EaPNiMHmwGDxbD2MOdIgKpWAuqWlyotlkY7OkYHRmY7XbsliAOsw+npZeMtH5s6SbIKoaMPHBlgj0NLEZQNVCGL4oIAXUpsArCmkajp48Gbx8N/XGhFt/vDu7bMHCaKeZfrdRZSok5jyJLDnn5iyjOlEOgEonk0ESKOMmMIxTV+LTFM0K01Y0hoEYgBOaIjiWiYw1rWMI6lrCGOapj1AQGTWDUYvs2RcGuKJiFgIhONBhF1xupY1C+CAxKBLMawGIIYFEDFKQFMKsBzPHjQaE2nkhLFYrRhCVzNrbZWaTlZOKYk45jjgtblgNbhgWzDfbdmb9OKiSkLgQdHg8tvX20dffS0dlLZ2cv3R09eDu9GCM65iiYIgKTBiVRwdwomKIC07CtOSqw6ip2zYBDN+HQTKRFDVgjKsawBkEfYuAjCG8aalvNyMD4X7+Ez5866fuQSCSSgw0p4iQHBRFNxxuM4hmI4A1F8QYjeIKxrTcYxRuM0uUL8XFTP5WtHiJRDWM0JrpMUUGmpmOKizFTNLZvCcfFWiQm1iwRHXXcjjmBSQ3GhZl/jyAzBjC7/UOCzawOYDb4MSj75vZjshgsZizpTtJy0nHkuXHmpZM2JwNHbgbWDAfKXpwETyUiqhNq7SfS0Eu0rhe9tgdR20u0todoXQ+ENLKB7Klqf4x8vbeX/vV3YZMiTiKRHIJIESeZUvyhKG2eIO2eIG39QVr7B2jrDtDe5ae7Z4C+viBBfwg9pA/1ghk1HWNUYIrvGzSBKX5uVlTnlKjAuJdhUgUNkxrCpAYxqQOxrS0YPx6ZBkWZWR1AVVLj4HVfUFQFS3oatkwH1ox4ykzbs5/hwJbpwGibWDipqUAEo2jdfvROP1qrh2h9byzVxbZacz/sZ9SIqUZxygUKEonk0ESKOMleEUIQDkbp7hmgszdAT3+Qvv4g/Z4QHm8Iry9EwB8mEIgQDEQIDUQIBSJEAhEIa5jivWMxYRbrDTMhyCNKgaJhUCMYlTAGJYJRjW+VMAY1gkEJY1QiGNQwRkME1RLBoETjKYKqRjEQxaBGUIfyo6gHuJdsPBRVwTbLiW22C3uWC/tsV2x/tht7lgtrpgPVMEXOz0ahB8IIfyzpgQgifqx7QzGB1uVH7/ajdfrRu/zo3QG0Th/Cl5ooDQcERUGx2VBsNkyLFuG+4/bptuiQQggBCBja6nuOh+/Hzxk1PyLYG794UOgPlmFk+aT16MPqS9bGqGvHPBdvK3YTe/KHjkefZ1jeqOsT7B5Vx4j6kt+rSFpeH9WOGLYZr63R9z1Y11g2MazcyPw8jwd92zujPufh9Q27LtlzSvZ3kWDL8Hsb9jcx5r2Nvi7J/SQ8M0Zeb89BmXsuSno5hxIzXsTpus66deuoqqrCbDZz1113UVxcPN1mpQxd0wmHNCKh6LgrHDUhiGo6UV0Qiepomo6uCTRNR4tE0cIRtHAYLarF9qMR9EiEcDBMT4+X/h4PAY+PsM9HNDCACAchEgFNw6DrGFQtnqIYVA2jGsWgRnErUTKVKGpcOKlEUYmiWKMoliiK0FBEFEVEY97/hYaiR0E/eETW/qKaDFjcdiwuOxa3HXN8a3HZsbhsWDMc2LNdWDOdUyLSdH8YvTsutLr9iJ4AWk8AvTuA3hNA7x9ABCKIgXgKRWGsHkyFWLxOhZgT3vjQrGo3YihNj+UNnhuM6zm0Gz83rC4UBQEoZhOKyQQmM4rJhGI2gdGEYjKimMwQ38bOGcFojOUZjfEyJjAawGhEMRpQjEb6fF4ycrLj9cbqwmRGNRkhXn6POQJEK6KhlQQxMPRDOvyHJn7NiOsH80b9MOxVYIz1o6aPOq+PanMvDP5YjagvWbtjiJ2JiJ/h95lUAEycckCkJqyu5ADghNjapUMNfwti55MoR9063ZaklBkv4l555RXC4TBPPvkkW7Zs4ac//SkbNmyYFlsikShv/uL7EO6iRehjvCQZeomLoeM9L0gR3w7/MVEUhl7KQtdBaAhNB11H6BpC1+PHsXyhxfN0gdC1vb53TUDWWCcN8TSIALR4OgQx2sxDoiwxpWF22bC407C4bBht5v0OVC40HcLRWIpEY0ORmh4TWVr8OWsC9JH5aHqsfDgKmkAFVGLah2xzLJGewk/kQBKNp/GZbQdES2zNxRgdhPsuNSQSySHPKIfehwIzXsR98MEHnHjiiQAsXbqUbdu2TZstG//ze/g/fn3a2pcMQ1Ewp1kwOW2Y06yYHFbMDgumNCtmR/x4KN86JNIM5n37SmhRFV0zoEUN6JqK0EBogKajRKOo4QCmqAc1HNwj2sLRmBiTSCQSyYHBOgtl3vnTbUXKmfEizufz4XDsmbhsMBiIRqMYjdNwa+HuA9/mDEY1GVBNRowWIwarGaPVhHHY1mA1jdo3Y7AYMZpNqGYjBosRg9m0Z2s2opqNqAYTimoAoSJ00HUFkSyJwX2VUEBlwGtAjyromooeVePbkcdoOgY9iFEEMOp+zIoPk+rHpPixKAMoiuwDknxWUOPD6yp7xtZHHStq/H1sGnY+vh0ahh++r46sZ8Q1Yx2TeDzCjsE2GNU+I8snHA+fJjD8+mT1Jdkf6/6G2lHiu6M/l9HtDOvtT2qvuqfsiM92+DaZTcPubVhbTc1NFBQUJqkjWb2jn/fo56Qy5vMe9Tkk3v9EPuMk1w1tRl2jGPZ75ORgZsaLOIfDgd/vHzrWdX1cARcKhaisrJwSWyyu2VNSbypQDCqqQUUxqCiqgmIwoBqUeL4BxaiiqCqq0RArYzDE8ge3RkPsvMmEwWRENRhRTAYMRiOq0YhqjJVTDYY9+8Y9dRiMRtR4/apq2DNHTBfDRpv3iCtEfEtcbAkVhIKKhqJrqMEIhkAYgwijigGMojc29y7JvRuS5O0Lw/vMhAIYRr4oRHxXY9jLak+BJCTmi+EvulFJjHpxiVEvJzFUZyxfJPwATRRlz7WD9Sij6x1tvxL7TBIa2/eX5R67R90HI+9J03QMBgODn30ym4Bhdg37HCH+mSXPT6hjzLpHXz/8Wah7bB7dljLqmmF5+/aZxdtS1AnWD6NtHbKRUeeVPW3s+YyT/YhOjGAwiNVq3adrpo3R/4N9Bv8nC5KPr2u8lfDDFxtIppsZL+KWL1/Oa6+9xplnnsmWLVuYN2/euOUtFgsLFy6cGmMW/oYtj93OQGcrxH/alfiPnDLs5ajEX+yDeYPzyBVFoKoKqiJixyqoioKixL8yioKqqCiKgmJQUBQF1RCrQFEHkwFFFaDEBZtiRKigKCpCUcGggmKINagaEKoRzFYwWRAmExiMoMauRTGCakBRjSiqiqKoGFQDKvF9JbZV4jemxG9m8Gj4f2XK4I/JYHklNptLid/X4GcFsfsaPBq8dvCHUVHUeB0x0akM1R8TmbH2DHvKDmfEf2xDmVRVVTF/wYJhNu/ZKorCqFok00xlZeXUfYclKUc+r5mFfF4HH+N1PM14EXfaaaexceNGLrroIoQQ3H333dNqz9JL18svwQxDqCYUw/T5YJNIJBKJZH+Y8SJOVVV+/OMfT7cZEolEIpFIJAcUOVIkkUgkEolEMgORIk4ikUgkEolkBiJFnEQikUgkEskMRIo4iUQikUgkkhmIFHESiUQikUgkMxAp4iQSiUQikUhmIFLESSQSiUQikcxApIiTSCQSiUQimYEoQojPVBC0LVu2YLFYptsMiUQikUgkkr0SCoVYunRp0nOfOREnkUgkEolEciggh1MlEolEIpFIZiBSxEkkEolEIpHMQKSIk0gkEolEIpmBSBEnkUgkEolEMgORIk4ikUgkEolkBmKcbgMOJXRdZ926dVRVVWE2m7nrrrsoLi6ebrMkSdi6dSs///nPefTRR6mvr+eWW25BURTmzp3L2rVrUVX5/83BQCQS4dZbb6W5uZlwOMyH5k/qAAAZ50lEQVTq1aupqKiQz+sgRdM0fvSjH1FbW4vBYOCee+5BCCGf10FOd3c3X/va1/jTn/6E0WiUz2sGIZ9MCnnllVcIh8M8+eST/OAHP+CnP/3pdJskScIDDzzAj370I0KhEAD33HMPN9xwA48//jhCCF599dVptlAyyIsvvkh6ejqPP/44DzzwAOvXr5fP6yDmtddeA+CJJ57guuuu45577pHP6yAnEolwxx13YLVaAfk+nGlIEZdCPvjgA0488UQAli5dyrZt26bZIkkyioqKuO+++4aOt2/fzlFHHQXASSedxNtvvz1dpklGccYZZ3D99dcPHRsMBvm8DmI+//nPs379egBaWlrIysqSz+sg52c/+xkXXXQR2dnZgHwfzjSkiEshPp8Ph8MxdGwwGIhGo9NokSQZp59+OkbjnpkEQggURQEgLS0Nr9c7XaZJRpGWlobD4cDn83Hddddxww03yOd1kGM0Grn55ptZv349p59+unxeBzF/+ctfyMzMHOp8APk+nGlIEZdCHA4Hfr9/6FjX9RFiQXJwMny+h9/vx+VyTaM1ktG0trZy+eWXc/bZZ3PWWWfJ5zUD+NnPfsY//vEPbr/99qFpCyCf18HGs88+y9tvv81ll11GZWUlN998Mz09PUPn5fM6+JEiLoUsX76cN998E4jFaJ03b940WySZCIsWLWLTpk0AvPnmm6xYsWKaLZIM0tXVxZVXXsmaNWs477zzAPm8Dmaef/55fv/73wNgs9lQFIXFixfL53WQ8uc//5nHHnuMRx99lIULF/Kzn/2Mk046ST6vGYSMnZpCBlen7ty5EyEEd999N+Xl5dNtliQJTU1N/Pu//ztPPfUUtbW13H777UQiEcrKyrjrrrswGAzTbaIEuOuuu3jppZcoKysbyrvtttu466675PM6CAkEAvzwhz+kq6uLaDTKt7/9bcrLy+X3awZw2WWXsW7dOlRVlc9rBiFFnEQikUgkEskMRA6nSiQSiUQikcxApIiTSCQSiUQimYFIESeRSCQSiUQyA5EiTiKRSCQSiWQGIkWcRCKRSCQSyQxEijjJjGfdunUoijIiqapKWloac+fO5d/+7d/YsWPHdJs5JWzatIljjjkGm81GRkYGjz76KAAvv/wymzdvPmB2aJrGr3/96xHOrgefy/PPP3/A7JgoU2Xb66+/jqIo3HDDDXstu2XLFhRF4YorrthrWUVRWLp0aQoslBxsBINBfvGLX0y3GZIZigwnIDlkOPvss4d+6HRdx+PxsHXrVh544AEee+wxnn76ab70pS9Ns5WpQ9d1vva1rw1FNMjNzWX58uVs2LCBq6++mueee46VK1ceEFu+/vWv89RTT3HppZcekPY+a6xdu5bc3NzpNkMyBZx88slUVVXxgx/8YLpNkcxApIiTHDJ89atfTdqr8be//Y1zzjmHCy+8kC1btlBRUXHgjZsC2tvbaWlp4fjjj+ehhx4ayn/66aenxRbJ1LFu3brpNkEyRcjvjmQyyOFUySHPmWeeyfr16/H7/axfv366zUkZgzEps7KyptkSiUQikUwHUsRJPhNce+21WK1Wnn32WaLR6FB+JBLhV7/6Fccccwxutxuz2UxxcTHf/e536ezsHCpXUVGB3W7H6/Um1P3jH/8YRVF45ZVXAKiuruaCCy6guLgYi8VCSUkJV199NW1tbROytb6+ntWrV1NeXo7VasXhcHDkkUfyu9/9bqjMFVdcQWlpKQAvvPACiqKwatUqVq1axZ133gnAOeecg6IoI+p++umnOe6443A4HLhcLk499VRee+21EWUG53Vt2LCBiy++GJvNxpw5c9i4cWNSexVF4Y033gAgIyODVatWjTgfDAa5/fbbKSkpwWq1snDhQjZs2DCizEMPPYSiKDz99NOcfvrpWK1WiouL2b17NwAej4dbbrmF8vJyLBYL+fn5rF69mo6OjgR77rvvPlasWIHT6cTlcnHiiSeO2Ts5EdsgNnS9YcMGli1bhs1mw+12c9ppp/HPf/4zab2j+fjjjzn77LPJzMwkIyODK6+8ckSg8b0xek7c4Jy+HTt2cOutt1JUVITFYuGwww4b8XeyN6qrq7n00kvJycnBYrGwcOFC7rnnHiKRyFCZs846C0VRqKqqSrj+iSeeQFEU7r333qG8trY2rr76agoKCrBYLJSWlnLzzTcnfHdWrVpFSUkJL730EiUlJdjtdi644IJ9+q6NRSAQYO3atSxYsAC73U5paSnXXHPNiO80QH9/PzfddBPl5eWYzWZycnK45JJL2Llz54hy482hLCkpIT09feh48Pvz0EMP8ac//YnDDz8cq9VKQUEBN954I4FAAIC6ujoURaG+vp7+/v4R8yOn8rORHGIIiWSGs3btWgGIBx98cNxyxx13nADE5s2bh/LOPfdcAYgTTjhB3HjjjeLaa68V8+bNE4BYsWLFULl169YJQDz88MMJ9c6bN0/k5eUJTdNER0eHKCoqEna7XVx++eXilltuEWeeeaYAxIIFC0Q4HB7XxtraWpGVlSVsNpu45JJLxC233CIuu+wyYbPZBCDuu+8+IYQQzz33nLj++usFIObPny/Wrl0rHnzwQfHggw+Kk08+WQDiwgsvFGvXrh2q+/bbbxeAKCkpEddcc4249tprRU5OjlBVVTz66KND5V577TUBiJycHFFeXi7WrFkjzjzzTOH3+8f8/IuLiwUgbr755qHnMPhcsrOzRVZWlli9erW45pprREZGhgDEr371q6E6HnzwwaE2ly1bJtasWSPOPfdcIYQQfX19YvHixQIQp5566tA5VVVFcXGxaGlpGarnpz/9qQDE8uXLxQ9+8APxve99T+Tm5gpAPPLIIyNsnqhtmqaJ888/XwCirKxMXH311eLyyy8XbrdbKIoifvOb3yR8dtdff/1Q3kcffSScTqcwmUzi4osvFldffbXIz88fsusb3/jGuH8TQggBiCOOOCLB/iOPPFJkZWWJ73znO+Kaa64RbrdbACOe51h88MEHwu12C7PZLC666CJx8803D31HzjjjDBGNRoUQQjzxxBMCED/+8Y8T6jj77LOFoiiisbFRCCFEfX29KCgoEIqiiK985Svi5ptvFqeffroAxLJly4TP5xu69uSTTxYOh0M4HA5xySWXiNWrV4v//u//nvB3bSz8fr9YunSpAMTKlSvF97//ffGVr3xFAGLx4sXC4/EIIYTo6uoS8+fPF4A45phjxPe//31x9tlnC1VVhcvlEu+++27C5/3cc88ltFdcXCzcbvfQ8eDfwJFHHilMJpO46KKLxJo1a8T/b+/Mg5q8vj7+DZEkRggoorINIFKtSJSpSsFIq2UQsEpxLbJYcRw3SrFqtbUtTuoCbbVFrVamUsUNcSnixoyUER0RUFlGqCCiVlyQiiSWigXhvH8wecqTBQLq7x3xfmYYzV3Pc57nPvfk3nNPXFxcCADNnTuXiIjq6uooNjaWLCwsSCwWU2xsLNf+y9INo/vBjDjGK4+xRpxmIk5PTyciogsXLhAACg0N5ZVramoid3d3AkDl5eVERHTjxg0SCATk7+/PK5ufn08AaPny5UREtHnzZgJASUlJvHKLFy8mAHT8+PF2ZZw/fz4BoNOnT/PS8/LyCAB5eXlxaTdv3iQAFBQUpFcfbSecvLw8EggE9O677/KMsYcPH9KgQYNIKpVSTU0NEf03CUmlUrp//3678mrQGI51dXU6cjg4OFB1dTWXXlBQQAKBgORyOZemMeLs7e11jMVFixYRAJ6xRER09OhRAkDTp0/n0qysrMjFxYWampq4tKqqKhKLxTyjvDOyJScnEwCaMGECzwiprKwkGxsb6tGjB1VWVvJ019aI8/HxIaFQSL///juXVlNTQ0OHDn1uI87JyYm7b0RE58+fJwA0duzYdttraWmhYcOGkUQioUuXLvHylixZwtN3Q0MDyWQycnNz45VTqVQkFovp3Xff5dICAwNJIBDQsWPHeGUTEhJ444Tov2fm008/5ZU1dqwZQvNlJSYmhlpaWrj0devWEQDasGEDERFFRkYSAPryyy959U+cOEECgYBcXV05Q7YrRpxQKKScnByevqytrUkikfCeI+36L1M3jO4H205lvDaIxWIArVtzAGBvb4+dO3dCqVTyyvXo0QMKhQIAuO06Z2dnKBQKZGZm8rZk9uzZAwAIDw8H0LrtBgC5ublobm7myq1duxb379/v8HRsWFgYduzYAV9fX1766NGj0bNnT73bh8aQlJQEIsJ3330HqVTKpVtZWWHFihV48uQJUlNTeXUUCsULORE5b9489O/fn/vs4eEBOzs7bqu0LYGBgTz5nj17huTkZLi5uWHRokW8spMnT8aYMWNw5MgR7p62tLTgr7/+4m392dvbo6ysDOfOneuSbJpDI1u3bkWvXr249IEDB2LVqlWcjPq4d+8ezp49C39/f4wfP55Lt7a2xtdff623TmeIjIyEtbU199nb2xuWlpY624Ha5OXloaSkBHPnzsVbb73Fy/vmm28gEonw66+/AgAkEgmmTJmC0tJSlJaWcuXS0tLw77//IjQ0FABw//59nDp1CoGBgXj//fd5bUZFRcHBwYFrsy3Tpk3jfTZ2rBli//79kMlkWL9+Pc+d4OOPP8Znn30GNzc3NDY2Yv/+/XB0dOTcDzQEBgZi6tSpqKio0PvMGMs777wDLy8v7rOFhQW8vb3x9OlTVFVVGdXGi9YNo/vBTqcyXhs0fiRmZmYAWif32bNn49mzZygoKEB5eTkqKytRWFjI+ZW0NcQiIiJw7tw5pKamYvHixWhubsaBAwcwfPhwuLu7A2h96SqVSiQmJuLIkSOYMGECAgICEBgYaJRBpFAooFAo8OjRIxQVFeH69esoLy9Hbm4unj59ypOnM1y+fBkAcPjwYRw/fpyXd+fOHQCtccva4uTk1KW+tHF1ddVJs7Ky4vptr8/y8nLU19ejublZ7wlNjU6uXLmCMWPGYP78+YiLi4NcLseoUaMQEBCAiRMnYuTIkV2WraioCHZ2dhg4cKBOWY2xX1xcrLd9Tbq+/r29vfXW6QxvvPGGTppMJuOMWkNonofKykq9ejU3N0dxcTGICAKBAGFhYdi5cycOHDjAfelJSUmBWCzmDI2CggIQEWpra/W2KRKJUFVVhbt378LOzo5L1/ecGTPW9NHQ0IDr16/Dx8cHEomEl2dmZob4+HgAwJUrV9DQ0ACFQgETE921DIVCgUOHDqG4uFjHx9NY9N0bCwsLAP8dSuqIF6kbRveEGXGM14Zbt24BAG8y3r59O5RKJe7duwcAsLS0xNtvv40333wTeXl5ICKu7IwZMxAdHY39+/dj8eLFOH36NB48eIDly5dzZWxtbXHx4kWsWbMGaWlp2Lt3L/bu3QuRSISPPvoICQkJOpNLW+rq6rBkyRLs27cPTU1NEAgEcHJywvjx47lJsiuoVCoAQFxcnMEy2o72PXv27FJf2rR3vdpo96mRu6ysTGfFpC0a2detWwdXV1f8/PPPyM/PR15eHlavXo3Bgwdj69atvNUwY2V7/PixQQPc1tYWADhndW3q6uoAtBpF2vTp06fDvjtCs7rcFoFA0OFzotFrRkYGMjIyDJarr6+Hubk5xo0bBzs7O86Iq62tRWZmJiZPnsw59WvazM3NRW5ursE2Hz16xDPi9D1nxow1Q20DrYZse2iMXI1RpU1H99UYDN0bAEaP4xepG0b3hG2nMl4L6urqUFpaCktLSwwdOhRA60nNBQsWoG/fvkhLS8Pt27dRV1eHU6dOwcPDQ6cNmUyGoKAg5OTk4O7du0hNTYVQKMSsWbN45ZydnbFjxw7U1NQgNzcXq1evho2NDRITExEbG9uunGFhYdi1axfmzp2L8+fPQ61W48aNG/jll1+e6/rNzMwgFArR2NgIavWF1fk7fPjwc/XxMtCsmoaHhxuUm4gwadIkAK2TZGRkJPLz81FdXY29e/di2rRpuHbtGiZNmoSHDx92WgZzc3POyNdGY6RZWVnpze/duzeA1lOQ2tTX13dalheFRq87duxoV68a49PExAQhISG4du0aiouLuVPemq3Utm1+9dVX7bZpzGqRsWPN0HXpO70JgPtFEc11GXtf2zO+nsfQ6wpd1Q2je8KMOMZrwfbt2/Hs2TPMnDkTQqEQALBv3z7u36CgIDg4OHDlr169CkD3pR0REQEiQnp6Ok6ePAlfX1/Y2Nhw+enp6Vi0aBEeP34MoVAIT09PxMbGcr417fnYqFQqnDx5EiNHjsS2bdvg7e3NTTa3bt3C06dPjfoGrx1WBADkcjmam5tRWFiok3fhwgWsXLnyufx/9PX5Ihg8eDDEYjEuX76s99p//PFHrFmzBrW1tdw23q5duwAA/fr1w6xZs3Dw4EHMmTMHT548QUFBQadlGDFiBFQqFUpKSnTyzp49CwBwc3PTW9fDwwMCgUBveJZLly51WpYXhVwuNyhDU1MTli5dis2bN/PSNf5W6enpOHjwICwtLXk+nu21CbT+6kRcXBwaGxuNkrGjsaYPCwsLODg4oKioSKefxsZG9O/fH35+fhgyZAgkEgny8/P1bm1q31eRSARA1/BWqVSora016noM0ZWx0xXdMLonzIhjdHuysrKgVCphZmaGzz//nEvXbKVpR0xPTk7m4p61jZcFAH5+fhgwYADi4+Px4MEDHUfisrIybNu2TSdWl2Yr19HR0aCcIpEIJiYmqKur401ADQ0NiIqK0iuPPkxNTQGA14Ym/tSSJUt4/lJ///03Fi5ciPj4+C772xnq80UgkUgwc+ZM/PHHH9i4cSMv78yZM1i2bBmSkpLQu3dvmJubIyEhAatWrdLZGv7zzz8BtK9/Q2h098knn/B+G/bmzZtQKpUwNTXFhx9+qLfugAED4O/vj6ysLN5K5+PHj9vdHn7Z+Pj4cCvGFy5c4OXFxcVh48aNnN+cBrlcDnd3d6SkpCA7OxvTpk3jbRk6OzvDx8cHp06dwqFDh3h1d+/eDaVSiYyMDM4g6oiOxpohwsLCoFardQ4sJSQk4J9//oGvry9EIhFCQkJw7949ndXxjIwMHDhwAIMGDeL8FocMGQIAOv6k69at4w4zdRVTU1OjxnVbuqobRveD+cQxug1paWmcsUREUKvVKCgowLlz59CzZ0+kpKTwJvGwsDCkpKQgODgYISEhkMlkyM/PR3Z2Nvr164eamhqdb9lCoRChoaHYsGEDzMzMEBwczMufN28eEhMTsWLFCpw5cwZyuRw1NTVITU1Fr169eEakNlKpFFOmTMGhQ4cwevRo+Pn5ob6+HseOHUN1dTV69+4NlUqFlpYWvc7YGjT+RmvWrEFhYSFiY2Mxbtw4REdHY9OmTXBzc8PEiRMhFovx22+/oaqqCgsWLOiyA3fbPiMjI+Hn54fo6Ogut6XN999/j5ycHCxbtgxHjx6Fp6cn7ty5gyNHjsDU1BRJSUkwMTGBSCSCUqlEdHQ0hg0bhuDgYEilUmRnZ+PixYsIDw/H4MGDO91/eHg40tPTcfjwYcjlcgQEBKC+vh5Hjx6FWq3Gli1b4OLiYrD+li1b4O3tjRkzZuCDDz6Avb09jh071u49fNkIhUIkJyfD398fPj4+CAoKgouLCy5duoSsrCw4Oztj/fr1OvVCQ0OxcuVK7v/aJCYmYuzYsZg+fToCAgIwbNgwlJeX4/jx4+jTpw+2bt3aKRnbG2uG+OKLL3DixAmsXbsW2dnZ8PT0RFlZGU6cOIFRo0YhJiYGAPDtt9/i/PnziI+PR3Z2Nry9vXHjxg2kp6fD3Nwce/bs4VbJJk6cCFtbW6SmpkKlUmHEiBHIyclBSUkJ3N3dcfv2baOvSxs7OztUVFQgLCwMfn5+iIiIeGm6YXRDXlbsEgbjf4UmhpP2n1QqpaFDh1JUVBRdv35db92UlBTy8PCgXr16kbW1NXl6etJPP/1EBQUFBIDCwsJ06mhitkVEROht886dO7Rw4UJycXEhsVhM1tbWNH36dCopKenwWtRqNcXExJCjoyNJJBJydnam4OBgys/Pp5iYGAJAmZmZRGQ4TlxDQwPNmDGDpFIpyWQyKisr4/J2795NXl5eXN6oUaMoKSmJFyBUX6yzjqioqCBPT08SiUTk6upKRO3H1ho+fDi1ff1o4sT98MMPetuvra2lpUuX0sCBA0kkEpGdnR1NnTqVioqKdMqmpKSQt7c3WVlZkUQiIblcThs3buTFjuuMbEStAX83bdpEw4cPJ4lEQn369KGAgADKysrilTOku5s3b9KsWbOob9++ZGZmRlOmTKHS0tLnjhNnTNyy9igtLaWQkBDq168ficVicnFxoejoaF7svLZUVVWRiYkJ2dvbGwwqe/v2bZo3bx7Z2dmRSCQiR0dHmj17NhdLT4O+2ILadDTWDKFWq2n58uXk5OREPXr0IBsbG4qKiiKVSsUr9+jRI1q6dCk5OTlxz9WcOXP0vi+uXbtGwcHBJJPJyNzcnAIDA6m0tJSCgoL0xonTN35mz55NAKiwsJB3jW5ubiQSicjX1/el64bRvRAQdfG4G4PxmpKYmIj58+cjMzMT77333v+3OAxGt4WNNcMw3TAAgBlxDEYnUKvV8PLyQmNjIyoqKl6aQz+D8brDxpphmG4YGtjBBgbDCLKzs+Hh4QFHR0dcvXoVsbGx7MXJYLwE2FgzDNMNQxtmxDEYRmBra4vq6moIhUIolUp2GozBeEmwsWYYphuGNmw7lcFgMBgMBuMVhK3EMRgMBoPBYLyCMCOOwWAwGAwG4xWEGXEMBoPBYDAYryDMiGMwGAwGg8F4BWFGHIPBYDAYDMYrCDPiGAwGg8FgMF5B/g+S4iVwvGoeiQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"grafico_threshold(resultados,'Deaths',10,China=False)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"grafico_threshold(resultados,'Confirmed',100,China=True)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"grafico_threshold(resultados,'Confirmed',100,China=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Ahora generaremos curvas temporales con los valores absolutos por cada país, añadiendo la posibilidad de utilizar escala lineal (por defecto) o logarítmica en el eje `y`\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"def grafico_temporal (datos,category,China=True,scale='linear'):\n",
" res_aux={}\n",
" color_pais={}\n",
" current_palette = sns.color_palette('Paired')\n",
" res_aux=datos\n",
" for i,pais in enumerate(datos):\n",
" color_pais[pais]=current_palette[i]\n",
" if not China:\n",
" try:\n",
" del res_aux['China']\n",
" except:\n",
" pass\n",
"\n",
" f = plt.figure(figsize=(10,5))\n",
" ax1 = f.add_subplot(111)\n",
" ax1.set_title('Acumulated '+category,size=20)\n",
" #f.subplots_adjust(hspace=.5, wspace=0.5)\n",
" #sns.set(palette='deep')\n",
" sns.set_style(\"whitegrid\")\n",
" #current_palette = sns.color_palette('husl',12)\n",
" \n",
" sns.set_palette(current_palette)\n",
" for i in res_aux:\n",
" t=res_aux[i].index\n",
" sns.lineplot(t, res_aux[i][category], label=i,ax=ax1,linewidth=4,color=color_pais[i])\n",
" ax1.get_xaxis().set_visible(True) \n",
" ax1.set_xlabel('Date', color='black',size=20)\n",
" ax1.set_ylabel('Acumulated number of '+category, color='black',size=15)\n",
" ax1.legend(prop={'size':10})\n",
" ax1.set_yscale(scale)\n",
" path='graficos/'\n",
" nombre_fichero=path+category+'_'+str('_China='+str(China))+'_'+str(scale)+'.png'\n",
" f.savefig(nombre_fichero)\n",
" return "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"De igual manera vamos a generar varios gráficos activando cada opción.."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"grafico_temporal(resultados,'Confirmed',China=True)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"grafico_temporal(resultados,'Confirmed',China=True,scale='log')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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