{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

Análisis del usuario @AlanGarciaPeru

Twitter y herramientas de BigData para explorar datos




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Roque Leal
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DataScience

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Resumen\n", "\n", "El presente Jupyter Notebook correponde a una exploración de los datos en la red social Twitter asociados al usuario [@AlanGarciaPeru](https://twitter.com/AlanGarciaPeru), lamentando los hechos de los sucesos que desencadenaron en el fallecimiento del Ciudadano Ex-Presidente del Perú, se realiza el informe como una aproximación científica de diferentes métodos para colectar y analizar datos en Twitter basado en las herramientas disponibles de Python." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import tweepy # Para consumir la API de Twitter\n", "import pandas as pd # Para manejo de datos\n", "import numpy as np # Para operaciones numéricas\n", "\n", "# Para ploteo y visualización:\n", "import seaborn as sns\n", "from IPython.display import display\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## App de Twitter\n", "\n", "Para poder extraer tweets de la cuenta @AlanGarciaPeru para un posterior análisis, creamos una aplicación basados en los servicios de Twitter. El sitio para poder hacer eso es [https://apps.twitter.com/](https://apps.twitter.com/).\n", "\n", "De esta app utilizaremos la siguiente información:\n", "* Consumer Key (API Key)\n", "* Consumer Secret (API Secret)\n", "* Access Token\n", "* Access Token Secret\n", "\n", "Ahora comenzaremos a a consumir el API de Twitter. Para ello, creamos una función que nos permita autenticar nuestras llaves de acceso y consumo." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from credentials import *\n", "def twitter_config():\n", "\n", " # Autenticar y acceder usando llaves:\n", " auth = tweepy.OAuthHandler(CONSUMER_KEY, CONSUMER_SECRET)\n", " auth.set_access_token(ACCESS_TOKEN, ACCESS_SECRET)\n", "\n", " # Regresar acceso al API:\n", " api = tweepy.API(auth)\n", " return api" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extraemos tweets\n", "\n", "Ahora se construye un extractor de datos de Twitter para el usuario de @AlanGarciaPeru, usando el API Rest de Twitter para crear una ventana de búsqueda en el pasado de unos 60 días contados desde hoy 18 de abril del 2019 y utilizando la cuenta de ([@AlanGarciaPeru](https://twitter.com/AlanGarciaPeru)) como usuario a minar. A manera de un ejercicio práctico sólo analizaremos los últimos 200 tweets dentro de la ventana de tiempo que nos permite twitter\n", "\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tweets obtenidos: 196.\n", "\n", "Los primeros 5 tweets:\n", "\n", "RT @josepimentelali: Revisado informe IDL, no se observa elemento fáctico alguno que vincule al ex presidente Alan García, reconocido por s…\n", "\n", "Como en ningún documento se me menciona y ningún indicio ni evidencia me alcanza sólo les queda la ESPECULACIÓN o i… https://t.co/7vEqmBOcLF\n", "\n", "RT @ShiraishiJose: @AlanGarciaPeru Entonces ya dejaron de lado el pago de la conferencia del 2012. No encontraron nada. Ahora otro libreto…\n", "\n", "RT @ereynaabogado: En la fecha he pedido al Fiscal Pérez, para poder ejercer derecho de defensa, precise q hechos amparan su pedido para q…\n", "\n", "RT @diariocorreo: Más de 429 mil personas buscaron empleo en Lima Metropolitana sin conseguirlo\n", "https://t.co/pczyteGbq4 Por @mclaudiamedina\n", "\n" ] } ], "source": [ "extractor = twitter_config()\n", "\n", "# Creamos una lista de tweets:\n", "tweets = extractor.user_timeline(screen_name=\"AlanGarciaPeru\", count=200)\n", "print(\"Tweets obtenidos: {}.\\n\".format(len(tweets)))\n", "\n", "# Imprimimos los primeros 5 tweets:\n", "print(\"Los primeros 5 tweets:\\n\")\n", "for tweet in tweets[:5]:\n", " print(tweet.text)\n", " print()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creamos un Dataframe\n", "\n", "Esto nos permite tener un ploteo más amigable usando el método head para visualizar sólo los primeros 10 tweets de la cuenta @AlanGarciaPeru (o el número que elementos que se le pasen como argumento)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Tweets
0RT @josepimentelali: Revisado informe IDL, no ...
1Como en ningún documento se me menciona y ning...
2RT @ShiraishiJose: @AlanGarciaPeru Entonces ya...
3RT @ereynaabogado: En la fecha he pedido al Fi...
4RT @diariocorreo: Más de 429 mil personas busc...
5Mis compañeros pueden tener confianza. Nunca h...
6Ante las nuevas denuncias contra los Señores N...
7https://t.co/lebEG41eNz
8Como la Fiscalía no encuentra nada ilícito en ...
9RT @primerafuente1: Vizcarra se pregunta: \\n¿Q...
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" ], "text/plain": [ " Tweets\n", "0 RT @josepimentelali: Revisado informe IDL, no ...\n", "1 Como en ningún documento se me menciona y ning...\n", "2 RT @ShiraishiJose: @AlanGarciaPeru Entonces ya...\n", "3 RT @ereynaabogado: En la fecha he pedido al Fi...\n", "4 RT @diariocorreo: Más de 429 mil personas busc...\n", "5 Mis compañeros pueden tener confianza. Nunca h...\n", "6 Ante las nuevas denuncias contra los Señores N...\n", "7 https://t.co/lebEG41eNz\n", "8 Como la Fiscalía no encuentra nada ilícito en ...\n", "9 RT @primerafuente1: Vizcarra se pregunta: \\n¿Q..." ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "datos = pd.DataFrame(data=[tweet.text for tweet in tweets], columns=['Tweets'])\n", "display(datos.head(10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos agregar nuevos elementos de los tweets para explorar las caracteristicas de cada tweet" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Añadimos datos relevantes:\n", "datos['len'] = np.array([len(tweet.text) for tweet in tweets])\n", "datos['ID'] = np.array([tweet.id for tweet in tweets])\n", "datos['Creado'] = np.array([tweet.created_at for tweet in tweets])\n", "datos['Fuente'] = np.array([tweet.source for tweet in tweets])\n", "datos['Likes'] = np.array([tweet.favorite_count for tweet in tweets])\n", "datos['RTs'] = np.array([tweet.retweet_count for tweet in tweets])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TweetslenIDCreadoFuenteLikesRTs
0RT @josepimentelali: Revisado informe IDL, no ...14011182557190468976642019-04-16 20:51:54Twitter for iPhone0224
1Como en ningún documento se me menciona y ning...14011181289499204362242019-04-16 12:28:10Twitter for iPhone32841291
2RT @ShiraishiJose: @AlanGarciaPeru Entonces ya...13911179833756823552012019-04-16 02:49:42Twitter for iPhone074
3RT @ereynaabogado: En la fecha he pedido al Fi...13911178689876755783682019-04-15 19:15:10Twitter for iPhone0197
4RT @diariocorreo: Más de 429 mil personas busc...13911178649668439818252019-04-15 18:59:11Twitter for iPhone058
5Mis compañeros pueden tener confianza. Nunca h...14011178182450657116182019-04-15 15:53:32Twitter for iPhone1691546
6Ante las nuevas denuncias contra los Señores N...14011177946291250503732019-04-15 14:19:41Twitter for iPhone762264
7https://t.co/lebEG41eNz2311175783201478205442019-04-15 00:00:09Twitter for iPhone21373
8Como la Fiscalía no encuentra nada ilícito en ...14011174659929411420182019-04-14 16:33:48Twitter for iPhone512221
9RT @primerafuente1: Vizcarra se pregunta: \\n¿Q...14011174656442057728012019-04-14 16:32:25Twitter for iPhone0138
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" ], "text/plain": [ " Tweets len \\\n", "0 RT @josepimentelali: Revisado informe IDL, no ... 140 \n", "1 Como en ningún documento se me menciona y ning... 140 \n", "2 RT @ShiraishiJose: @AlanGarciaPeru Entonces ya... 139 \n", "3 RT @ereynaabogado: En la fecha he pedido al Fi... 139 \n", "4 RT @diariocorreo: Más de 429 mil personas busc... 139 \n", "5 Mis compañeros pueden tener confianza. Nunca h... 140 \n", "6 Ante las nuevas denuncias contra los Señores N... 140 \n", "7 https://t.co/lebEG41eNz 23 \n", "8 Como la Fiscalía no encuentra nada ilícito en ... 140 \n", "9 RT @primerafuente1: Vizcarra se pregunta: \\n¿Q... 140 \n", "\n", " ID Creado Fuente Likes RTs \n", "0 1118255719046897664 2019-04-16 20:51:54 Twitter for iPhone 0 224 \n", "1 1118128949920436224 2019-04-16 12:28:10 Twitter for iPhone 3284 1291 \n", "2 1117983375682355201 2019-04-16 02:49:42 Twitter for iPhone 0 74 \n", "3 1117868987675578368 2019-04-15 19:15:10 Twitter for iPhone 0 197 \n", "4 1117864966843981825 2019-04-15 18:59:11 Twitter for iPhone 0 58 \n", "5 1117818245065711618 2019-04-15 15:53:32 Twitter for iPhone 1691 546 \n", "6 1117794629125050373 2019-04-15 14:19:41 Twitter for iPhone 762 264 \n", "7 1117578320147820544 2019-04-15 00:00:09 Twitter for iPhone 213 73 \n", "8 1117465992941142018 2019-04-14 16:33:48 Twitter for iPhone 512 221 \n", "9 1117465644205772801 2019-04-14 16:32:25 Twitter for iPhone 0 138 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(datos.head(10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Descripción básica\n", "\n", "En este apartado investigaremos sobre estadísticos básicos de la información minada, como la media de las longitudes de cada tweet, cuál fue el tweet con más favoritos, cuál fue el tweet más retweeteado, etc." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "El promedio de caracteres en tweets: 123.58163265306122\n", "El tweet con más likes es: \n", "Como en ningún documento se me menciona y ningún indicio ni evidencia me alcanza sólo les queda la ESPECULACIÓN o i… https://t.co/7vEqmBOcLF\n", "Número de likes: 3284\n", "140 caracteres.\n", "\n", "El tweet con más retweets es: \n", "Como en ningún documento se me menciona y ningún indicio ni evidencia me alcanza sólo les queda la ESPECULACIÓN o i… https://t.co/7vEqmBOcLF\n", "Número de retweets: 1291\n", "140 caracteres.\n", "\n" ] } ], "source": [ "# Extraemos el promedio:\n", "media = np.mean(datos['len'])\n", "\n", "print(\"El promedio de caracteres en tweets: {}\".format(media))\n", "\n", "# Extraemos el tweet con más FAVs y con más RTs:\n", "fav_max = np.max(datos['Likes'])\n", "rt_max = np.max(datos['RTs'])\n", "\n", "fav = datos[datos.Likes == fav_max].index[0]\n", "rt = datos[datos.RTs == rt_max].index[0]\n", "\n", "# Max FAVs:\n", "print(\"El tweet con más likes es: \\n{}\".format(datos['Tweets'][fav]))\n", "print(\"Número de likes: {}\".format(fav_max))\n", "print(\"{} caracteres.\\n\".format(datos['len'][fav]))\n", "\n", "# Max RTs:\n", "print(\"El tweet con más retweets es: \\n{}\".format(datos['Tweets'][rt]))\n", "print(\"Número de retweets: {}\".format(rt_max))\n", "print(\"{} caracteres.\\n\".format(datos['len'][rt]))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Series de tiempo\n", "\n", "Teniendo los tweets como vectores basado en las fechas de creación, podemos construir una serie de tiempo con respecto a longitudes de tweets, favoritos y retweets." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Creamos series de tiempo para datos:\n", "tlen = pd.Series(data=datos['len'].values, index=datos['Creado'])\n", "tfav = pd.Series(data=datos['Likes'].values, index=datos['Creado'])\n", "tret = pd.Series(data=datos['RTs'].values, index=datos['Creado'])\n", "tlen.plot(figsize=(16,4), color='r');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En este caso observamos que la cuenta @AlanGarciaPeru mantiene un comportamiento constante aunque los días cercanos al 17 de abril su frecuencia disminuyó si comparamos con las semanas de marzo" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualización de likes vs retweets:\n", "tfav.plot(figsize=(16,4), label=\"Likes\", legend=True)\n", "tret.plot(figsize=(16,4), label=\"Retweets\", legend=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Presentando una gráfica de las interacciones causadas por cada tweet de la cuenta @AlanGarciaPeru, observamos los likes y retweets originados, los cuales alcanzaron una audiencia de hasta 4000 cuentas que interactuaron " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pie charts de dispositivos\n", "\n", "Basados en los metadatos de la tweets de @AlanGarciaPeru es propicia la ocasión de conocer desde que dispositivo fue creado, en este caso la totalidad ha tenido por origen el dispositivo Iphone del usuario, como lo vemos en la siguiente gráfica." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fuentes = []\n", "for fuente in datos['Fuente']:\n", " if fuente not in fuentes:\n", " fuentes.append(fuente)\n", "percent = np.zeros(len(fuentes))\n", "\n", "for fuente in datos['Fuente']:\n", " for index in range(len(fuentes)):\n", " if fuente == fuentes[index]:\n", " percent[index] += 1\n", " pass\n", "\n", "percent /= 100\n", "\n", "# Pie chart:\n", "pie_chart = pd.Series(percent, index=fuentes, name='Fuentes')\n", "pie_chart.plot.pie(fontsize=11, autopct='%.2f', figsize=(6, 6));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Análisis de sentimientos\n", "\n", "Utilizando la libreria de TexBlob, se realiza el análisis de sentimientos para el usuario" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TweetslenIDCreadoFuenteLikesRTsAdS
0RT @josepimentelali: Revisado informe IDL, no ...14011182557190468976642019-04-16 20:51:54Twitter for iPhone02240
1Como en ningún documento se me menciona y ning...14011181289499204362242019-04-16 12:28:10Twitter for iPhone328412910
2RT @ShiraishiJose: @AlanGarciaPeru Entonces ya...13911179833756823552012019-04-16 02:49:42Twitter for iPhone0740
3RT @ereynaabogado: En la fecha he pedido al Fi...13911178689876755783682019-04-15 19:15:10Twitter for iPhone01971
4RT @diariocorreo: Más de 429 mil personas busc...13911178649668439818252019-04-15 18:59:11Twitter for iPhone0580
5Mis compañeros pueden tener confianza. Nunca h...14011178182450657116182019-04-15 15:53:32Twitter for iPhone16915460
6Ante las nuevas denuncias contra los Señores N...14011177946291250503732019-04-15 14:19:41Twitter for iPhone7622640
7https://t.co/lebEG41eNz2311175783201478205442019-04-15 00:00:09Twitter for iPhone213730
8Como la Fiscalía no encuentra nada ilícito en ...14011174659929411420182019-04-14 16:33:48Twitter for iPhone5122210
9RT @primerafuente1: Vizcarra se pregunta: \\n¿Q...14011174656442057728012019-04-14 16:32:25Twitter for iPhone01380
\n", "
" ], "text/plain": [ " Tweets len \\\n", "0 RT @josepimentelali: Revisado informe IDL, no ... 140 \n", "1 Como en ningún documento se me menciona y ning... 140 \n", "2 RT @ShiraishiJose: @AlanGarciaPeru Entonces ya... 139 \n", "3 RT @ereynaabogado: En la fecha he pedido al Fi... 139 \n", "4 RT @diariocorreo: Más de 429 mil personas busc... 139 \n", "5 Mis compañeros pueden tener confianza. Nunca h... 140 \n", "6 Ante las nuevas denuncias contra los Señores N... 140 \n", "7 https://t.co/lebEG41eNz 23 \n", "8 Como la Fiscalía no encuentra nada ilícito en ... 140 \n", "9 RT @primerafuente1: Vizcarra se pregunta: \\n¿Q... 140 \n", "\n", " ID Creado Fuente Likes RTs \\\n", "0 1118255719046897664 2019-04-16 20:51:54 Twitter for iPhone 0 224 \n", "1 1118128949920436224 2019-04-16 12:28:10 Twitter for iPhone 3284 1291 \n", "2 1117983375682355201 2019-04-16 02:49:42 Twitter for iPhone 0 74 \n", "3 1117868987675578368 2019-04-15 19:15:10 Twitter for iPhone 0 197 \n", "4 1117864966843981825 2019-04-15 18:59:11 Twitter for iPhone 0 58 \n", "5 1117818245065711618 2019-04-15 15:53:32 Twitter for iPhone 1691 546 \n", "6 1117794629125050373 2019-04-15 14:19:41 Twitter for iPhone 762 264 \n", "7 1117578320147820544 2019-04-15 00:00:09 Twitter for iPhone 213 73 \n", "8 1117465992941142018 2019-04-14 16:33:48 Twitter for iPhone 512 221 \n", "9 1117465644205772801 2019-04-14 16:32:25 Twitter for iPhone 0 138 \n", "\n", " AdS \n", "0 0 \n", "1 0 \n", "2 0 \n", "3 1 \n", "4 0 \n", "5 0 \n", "6 0 \n", "7 0 \n", "8 0 \n", "9 0 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from textblob import TextBlob\n", "import re\n", "\n", "def limpia_tweet(tweet):\n", " \n", " return ' '.join(re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\", \" \", tweet).split())\n", "\n", "def analiza_sentimiento(tweet):\n", " \n", " analysis = TextBlob(limpia_tweet(tweet))\n", " if analysis.sentiment.polarity > 0:\n", " return 1\n", " elif analysis.sentiment.polarity == 0:\n", " return 0\n", " else:\n", " return -1\n", "\n", "datos['AdS'] = np.array([ analiza_sentimiento(tweet) for tweet in datos['Tweets'] ])\n", "display(datos.head(10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clasificamos los tweets y construimos una lista con todos los tweets clasificados, reportando los porcentajes del análisis realizado." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Porcentaje de tweets positivos: 6.63265306122449%\n", "Porcentaje de tweets neutros: 92.34693877551021%\n", "Porcentaje de tweets negativos: 1.0204081632653061%\n" ] } ], "source": [ "tweets_positivos = [ tweet for index, tweet in enumerate(datos['Tweets']) if datos['AdS'][index] > 0]\n", "tweets_neutros = [ tweet for index, tweet in enumerate(datos['Tweets']) if datos['AdS'][index] == 0]\n", "tweets_negativos = [ tweet for index, tweet in enumerate(datos['Tweets']) if datos['AdS'][index] < 0]\n", "print(\"Porcentaje de tweets positivos: {}%\".format(len(tweets_positivos)*100/len(datos['Tweets'])))\n", "print(\"Porcentaje de tweets neutros: {}%\".format(len(tweets_neutros)*100/len(datos['Tweets'])))\n", "print(\"Porcentaje de tweets negativos: {}%\".format(len(tweets_negativos)*100/len(datos['Tweets'])))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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VUa9IjBkM3B10ESIlURiSinZk/dp0OnMkB1f0hYb0pseCiZzdoTX+OCA+wQtFpZhLKLsmzBkLvzb0tlduh2ufgt/WVky1IjHlMjNOC7oIkeLETBgysxwzW2Bmi83sFTNL3f9RvzvHY2bWxX99/T7vfVbO+ur59S0ws1/MbE2B7bBPc29m55pZ43Cft6BQhrUCTr72fHqkVKuctYvatqDFrJc475hD8EMNX+PdNivFwOjs6vDlOfCzPyh77U64+mn4ZVWFFCsSWx4zo1PQRYgUJWbmGTKz7c656v7r54EvnXP37OewUp0v3MzsH8B251yFdS2b2Uzgj865BRVx/lCGJQE3Hncovc8/lWMr4hol2b2HzL/ez6v/fpKlflNNYBRQigAYtwd6PA8t/BBUMxHuGAXN2lRQuSKxYgkwwDl2BF2ISEEx0zO0jxlAewAz+5PfW7TYzK7w29LM7B0zW+i3n+a3TzOzfmZ2O5Di99o877+33f8+wcyOybuQmT1lZiebWbyZ3WVmc8xskZldUNpizex6M7vYf/0fM5vivz7SzJ7yXx9tZrPMbJ5fQ5rf3t/MPjGzL83sPTNr5H+eXsCEvJ4nv7Ylfm13lPO/L8AxKdVoNepYhobhXGVWLZmkO69i1GM3M8hv2or36P13+z86NxkWngXL/fCzNQv+/AIsX1rycSKyH13wnvgUiSgxF4bMLAE4GvjKzPoCY4GBeCsvn2dmvYGjgJ+dcz2dc92A9wuewzl3LbDLOdfLOXfGPpd4CcgLT0l4MyO/C4wDtjjn+gP9/WuVtqdhOux9WqoPUNv/HMOAGWbWELgWGO6c6wMsAi43s2TgfuBk51xf4DngZufcBGABcJpzrhdQBzgG6Oqc6wHlm04/lGFtgBMuO5M2NdKoXZ5zlUdcHDbuFI6c+jQjU6oRhzcp4wS8SRr3wyXC4jPghw7e9s5suOol+GFJBZYsEgtGmXFJ0EWIFBRLYSjFzBYAc/EW+HwcL0xMdM7tcM5tB17HCx1fAYeb2R1mdpBzrizzzrwHZPhB5GhgunNuF96qzmP8GmYD9YD0Up5zDtDfzGrjjX2ZA/T2a50BDMH7F9dn/vnPAFoDnYGuwId++7VAiyLOvxHIBR41sxPhwLuwQxmWAIzt2Ia4QT3DN6dQeRw6gD4LJnJWm+akAA74EHgDyCn5SBcP35wG33X1tjNz4S+vwjdlWA9NRIpwjxkDgy5CJE8shaG8npxezrlLnXOZFLOWlXPue6AvXii6zcz+VtqLOOd24z3SfSReD9FL/lsGXFqghjbOuSmlPOce4GdgDF6vxgy8HqeWfq0GvF/g3F2cc+f77YsKtHd3zh1dxPmzgH54AeFk4J3Sft4iDANaXnomg+PjiS/HecKqQ2taz57A+OGDqOc3LcRb6HXnfg6Ng+9PhiW9vM1sB9e+AQvnVly1IlVeEvCK2d4/jyKBiqUwVJTpwAlmluqPsTkR77ZTU2Cnc+45vPkx+hRxbJaZFTeR2Et4t98OAib7bZOBi/KOMbMOeeN6ylDrVf73GcAlwJf+e58Bh5hZW//caWaWjjdYsZmZDfDbk8zM7+VgG3gTIJpZDaCmc+5t4Eq8XqcyC2VYLeC0k46gRssm3pisSNKgLnXfeojxF40i7/bkSrzxC/ubT8jgx+NhUX9v0wE3vgNzZlVYsSJVXwvg/4IuQgRiPAw55+bhPXb9Bd6tq8ecc/OB7sAX/q2lG4B/FXH4I8CivAHU+5gCHAx86PdAATyGF07mmdli4GEgoQzlzgAaAbOdc2vwxr/M8D/Hr3hjkiaY2UK8cNTB71E6BbjHb58Pe7umnwQe8z9jHeAdf5+PgT+Voa6CTk6tRvIpRzL8AI+vcCnVqPafGzjzP3+ln9+0Ge+W6Q/7P3rFMTB/SP72zVNg5icVUKZIrBhtxsigixCJmUfrpWKFMqw9cOOVZ9P8sIFkBF1PaUyeyeyRFzE5KxuHd0vxSCjNOIYmn0C/afnblw+B4UdUTJUiVd7PQFfn2Bx0IRK7YrpnSMLDHzR9doO67BnaJ5hH6Q/EkcMYOH8io5s2JBnv3tf7eOOlcks+cu0hMHtE/vb9n8E773inEJEyagoc8JxvIuGgMCThMBRocfEouiclkhx0MWXRtT3tv3yNcUN6750CYC7wPLC75CPXDYbPjssPQA/PhdffgFwlIpGyG2vGiP3vJlIxFIakXEIZlgqc2q4FO3t1on/Q9RyIxvVpMOUxzjvnRFr6TT/hjfHaz8r1G/rCpydCrv9U4tML4aVXIWc/PUsiUoRHzCpn2R6RfSkMSXkNB1LG/yGyHqUvq7RUUh+9mTF3XkVPv2kDXiBaXvKRm3rAzD9Ajv9n6aUl8PRLkF2KxWFFpIBWQKmnMREJJ4UhOWChDKsDhLp3YE/ntntDRNRKiCf+6nGc8OYDHB4fjwG7gGeBeSUfuaUzzDgdsvynA99YCo++AFlZFVyySFXzJzO6BV2ExB6FISmPY4C4s09gWFxc0RNYRqNQBkPnvsppDeqQiDeY+i28eaJKGA+0LR1mnAF7krzt95bBA89C5p6Kr1ikykgAHjKrOn+fSHRQGJIDEsqwhsDwLu3Y1b4lXfd7QJTp1YmO8ydybt+u1ASOx5tAcyuQWfxRO1rDB1fBCn/s0YSd0HgbdHOQNz9jNnA4+5/4WiRmDQPOCboIiS0KQ3KgjgOyRx/HoKrUK1RQs0Y0/vgpzhvci9V4i9xm4k3QWMJ8KC4RvjoTtqfCT/2g2Xsw+EW41R9D9BBwFpBa0eWLRLM7tVSHVCaFISmzUIY1Bg5q2YRtXdvTK+h6KlLN6lT/5FmOungUzf2mdXhLeKwq/iiXCJ+eC7nxkJMIC7fC/GWwaqt3x21MxRcuEt3qAzcGXYTEDoUhORAjgOwzQwyI5ifISisxgYSrx3FMw3p7H/vdCTwNLCr+qMx6sLkDLB8Gi4+Dph/BYT/ApVuLWR9YRAq70GzvP0JEKpTCkJRJKMPqAofUrcXGPl2ic16hA9WgDqlfvMwptWqQAOQAE/HWcitGdi3IrgG9JkJiFvyWDBOeh5P2wGnA95VTuEh0Sgb+GnQREhsUhqSsDgMYcwJ9om226XDo352uC9/gnK7tqe43zQB+xAtHRciqBXPGwqKjocvH8FE3WPcW/HE9/LOSqhaJWuea0SboIqTqUxiSUgtlWHVgRFIi6wb1YFDQ9QSlVVOazXye804YTmO/aTbeYpPbij4iu7r3pFlmsjeGaPNuuPV1+HVX5VQsErUS0USMUgkUhqQshgKJJx1Bu9SUvT0jVd6oP8Pg0+G75dD8UHj8VXjpXWoeNpDx155HR2Ap8AvenETFzDztEmD+2VBrDfx4OEw9EXa9CmuWV9LHEIlWZ5nRIegipGoz57SupOxfKMOqAXcD2x/6O6c2a6Sua4DcXNyzk/jonOv41G9KAE4EuhR9hGVBtxeh9TJvOzUB7jgVWqVXQrki0eol5xgVdBFSdalnSEqrN5DWowNpTRsqCOWJi8POPoHDZzzH8WkpxOP1DL0CTC/6CJcIi0fDD/6/dHdmw9UT4MdvKqlkkWh0mhndgy5Cqi6FIdmvUIYZcDSw+YTD6Wt6Mvx3hvWl18I3GNO+1d7ZFKcCr1PkwGqXAN+cBt/5vUe7c+DqV+CbEh7VF4lphp44kAqkMCSl0QpokZrCjm7pVXuSxfJo15KWn7/EeUcOo4Hf9BXwFN6Cr/uKg+9PgSX+ArfZDq6dCIvmVkqxItHnRDP6BF2EVE0KQ1IaBwNZp4ygS7VkUoIuJpLVq03tN/7LuMvH0N5vWg08DGwoYneDH0+Ar/p5mw746zswd1YR+4oI/CvoAqRqUhiSEvmP0x8ErBvah75B1xMNqiWT/O9rGP3wPxnoN20BHgGWF33E8mNh/pD87ZumwKefVGyVIlHpaDOG7H83kbJRGJL96QMkpLcirXF9WgZdTLSIj8POP5WjPnqSY5OTiMNb5PUZYH7RR6w+AuYemr99xzT4+MMKL1Qk+vw56AKk6lEYkmIVGDi98dhD6KaB02WXMYh+CyZyRssmVMO7DzYJ+BBvTqJ9rD0EZh+Rv33fp/Duu95hIuILmdEk6CKkalEYkpK0ARoD23p2olvQxUSrTm1pO+cVxh/cn7p+06fAa8Ce3++9bgjMOjY/AP1vDrzxJuQqEYl4EoBxQRchVYvCkJSkP5DTsyP16tXeu/SEHICG9aj33sOMv+A0WvtNS4Dn8MYT7eO3fvDpCZDr98U9uQAmvAY5RfQmicSk88z0+0vCRz9MUqRQhiXgDZxef+RBmuwsHFJTSPnvjZx133V7Hw9ejTeO6Off772pJ8w8BXL8P6Mvfg3PTICcYhaEFYkpLfFu4YuEhcKQFKcdkArs6Z5edW6Rbd4Kp1wOnY6BzsfCrCKGM0/7AnqdCF2Pg0PO8trWb4RhZ0C3kfBGgWHNx18CP68r/fUT4om7fAwj33mYI+PjMWAj8Dzw7e/33tIFZpwOWQne9sTv4ZHnISur9FcUqbIuDLoAqToUhqQ4A4Hswb1oXKsG9YIuJlwuvxWOGgbfvgsLJ0LndoXf37wVLr4JJj0AX78Nr9zntb/4Dpx9PMx6Ce56wmt7ayr06QJNG5a9jmMOZtD81xnVuD5JwE7gTWA2v5uxels6zBgNexK97feWwQPPQmYR441EYsoxZnrCVcJDYUh+J5RhScBgYP3B/egUdD3hsnU7TJ8L407xtpOSoHbNwvu88DacdDi0bOptN/RjYGIC7NoDezIhLg6ys+G+Z+Dqcw+8nu4dSJ/3OuMG9aQ2sBv4GG8Zjx2F99zRBmaeBbuSve2PV8G9T8Puoma2FokVccD4oIuQqkFhSIrSEUgGsjq2oWPQxYTLT6ugQV0Yez30PgnG/xV27Cy8z/fLYdNWOHQM9D0ZnnnDax99HEyeCUedB/+4BB58EcYcD6nlnI+7SQMafvAE5405nhZ4cxF9gffo/drCe+5sATPPhh3+FT9dC3c+Bbv2CU4iMWWcGQlBFyHRT2FIijIIyGzTnBr161Sdp8iyc2DeErjodJj/OqSlwu2P/n6fL7+Gd/4Hkx+Dmx+C75dBrRrwzsMw91Xv1tjb0+DkI+C8G70xSEWNPSqt6qmkPvYvzr71SnoAWcBivFXvlxTec3cT+HQsbK3ubc9dBzc/Adu3HvjVRaJaUyAUdBES/RSGpJBQhiUCfYHf6tSk2sq1/JCdQ3bQdYVD80be10B/adRTRnjhqNA+jeGog7ygVL8OHNwPFn5XeJ+bHoQbLvDGEfXtCk/cAtffV77aEhOIv+58Tpz4H4abkQ0sBeYB+yzLsacBzBoLm2p524s3wj+egK2byleBSNS6IOgCJPopDMm+2gBJQPa8Jaz/4808P+Ya7njiNV5Y8C1ztu1gc9AFHqjGDaBFE/humbf90efQpX3hfY7PgBlfemOCdu6C2Yugc9v895cu954eO2QA7NztjR8yg91hGs58wuEMm/sqp9arTRywDFgBvEyhGasz68LssbDBn8Tx+y1wwxOwaX14qhCJKkeY0Xb/u4kUz5zTxLaSL5RhJ+PN37G6uH16d6b+QX1J79yO9MYNaBUfFz2hesE3MP5GyMyCti3gyVtgwnveexee7n2/63F4ciLEGYw/Ba44O//4U6+EWy6H9NawbgOc8EfYsg1uugxOHhG+Olf9wtrQxby44Bu2A63xBlWfBVTP3ythO/R5Bhr5IahJKtxyFtSvMrc2RUrpZuf4W9BFSPRSGJJCQhk2BjjM39wObKLIdbQ8dWqSdPgQ2vbuTHqb5qSnpVCjMuqMBVu2s+38G3np5fdZC7QCfgFGQcHHieN3Qq/noKk/4Lp+NbjtDGjUvPIrFgnMIufoGXQREr0UhqQQf3HWBkAHYADQBe92ag6wAe8R8GIN7EGjoX1I79iG9Eb1aBEXh5Z3LYfMLLJv+R8Tb3qQJXghaCVez92A/L3i9kCP56HFKm+7VhLcMQqatq70gkWC08o5VgZdhEQnhSEpUSjDqgFtge54T5n5A3fZhreuVrG9Rg3rUu3wIbTr2ZH01s1on1KNtAovuArKdTDhXaaOvorpeIFoOV5IPS1/L8uCbi9Ca39EVPUEuO00aNWk1kSVAAAgAElEQVT+dycUqZoudY7/Bl2ERCeFISk1v9eoMd48RAPxeo8MyMbrNSp2GLEZDOtD08G9SO/QmvT6dWkaZ+o1KovPF/DViPG8uW0HTYBVeKt33wB5/x0tGzq/DO2WetvV4uG2k6Fd52AqFqlUU5zjyKCLkOikMCQHLJRhqXhrmPXEu22TN7h3C7AVKPaHq2lDUg8fTPseHUlv1ZT2yUlUq/CCq4Dla1h97AW8tORHagHrgB+AB4G86R9zocNr0NGfNCDB4NYToFOPQAoWqTyZQH3n2BZ0IRJ9FIYkLEIZFoc3AVpHvNtpeat+ZeItRppZ3LEJ8djB/Wk+sIfXa1SvdtWZ6LEibNrKljHX8MLb04jDC55TgGfw/vsDOGj3JnRZ6G0acPNx0KNvEPWKVKI/OMerQRch0UdhSCpEKMOqA+2B3kA/8nsuNuONNyr2B691M2oMH0T7bumkt2hC26REkiu84CizJ5PMG/+P1+56nM3ALrww9ATQJ3+v1u9A97n5238/EvoOqtxKRSrVs84xJugiJPooDEmFS4jf3r9m9a+69ekyekNqyvI+5D8avhvv0f2s4o5NSiQuYyAt+3cnvX0r0uvUpEFl1BwNcnNxz7zJh2Ov53u8cVv/Ae4ETsrfq8UU6DUrf/uaw2DowZVbqUil2QA0co6coAuR6KIwJBXOjMeBc/HCzyeJCRs+Tm/9r+/atbivEV5PRiJeT9EWKPl+f4fW1DpsIOld25PevBFtEhJIrOj6I930ucw/cjyz/Fmw7wTOB67P36PJNOhXYFmPK4ZCxuGVWaNIJTrYOWYEXYREF4UhqRBmoTjAOTfJmbESaFHEbksh+736tT/5sk/X0VuTk9b1A5rhBaNdeL1Gxa6LlppCwvBBtOrblfT2LUmvWZ26FfFZosHSFaw44lwmr/gZ8ALREOBRyLvF2OgzGPBB/hEXDYCjjkYP9EnVc7dzXB10ERJdFIakQpiFrgSawmGr4Mr7S3HIDuDj5KRfpnVqc8PSlk2faAn0wHt8PBdvrNGOkk7QLZ26h/QnvUs70ps2pHV8PPHl/RzR5LdNbDrlciZ9Mocs4N9APeBN/ztQfw4Mejc/AI3tBceHvIVHRKqM75yjU9BFSHRRGJKwMwvVAO4HNsC4oXD84AM4zddmWe83rPve/D5dztiVkLB9IOwdL7QTr9eo2HEBNauTePhg2vTpQnrbFqRXT907WWSVtms3u6+4jbcfeZmtwH3ANrD3wPm/HOoshCFvQpz/B390V/jDSRAfNevLiZRCR+f4PugiJHooDEnYmYV6ApcDK+E/o6FVejlPuQXch9WSV0/v2v7Kn5o2fK0d3ozYecuEbMS7rVasvl1pMKwv6Z3bkt6oPi2jaXHZssrJIfeBF/j48ltZjTeoeinEvQa5R3h71FoCQ1+DeH/28JM6wFmnQnxM9aRJlXaJczwYdBESPRSGJOzMQmcCB0G1dfD8NZAYzkHODlhgtmdykwavL+zd+eycuLisgbB3vNB2vFtqxS4TUrcWyUcMoW2vzqS3aUZ6akrBleCrjvdnMG/kRXydncNDwGyI/w/kXOy9W2MpDH0ZEv0xWce0hfGnQ0LMD0iXKuE55zgr6CIkeigMSViZhQy4F9gNB9WFq8+r4EtuADcltdqPM3t0vGBlg7ofdwI64fUaZeP1GhW7uKwZDOpJ4yG9vcVlG9aleVVaXHbxUpYNH8vsdRt42Dk3zSzpUsi6F4iHtGUw9EVI9qc2GN4SLhoNSZrXSaLdj86hdfmk1BSGJKzMQo2BW4GVcF5fGHlcJV4+F5gTF7drSvNGzy7u0fGieLPcgUBN//2teI/vF/tD36geKQUXl62WTGol1F2hflnPb8ddxIwvv+ZhYApUOwoyX4PcFEhdBUOehxR/XblhTeHyMyE5pcSTikS+hs6xPugiJDooDElYmYWGAuOBFfCvY6FHvwDL+RXc+9VTl8zq1Xnsmjo153QD0vEep8rC6zUqdnHZuDhsWF+aDu7pLy5bh6YWpX1GO3aya+wNTH/lfR4A3oYaXWH3x5DVAKqthSHPQpo/7qp/Q7hqDKSkBVq0SPkc7xyTgi5CooPCkISVWWgc0BdYB4+Nh4bNgq7Jlw3Mio/f/kGrpg8v6dr+qjSgP5CG11O0lf0sLtuiMWnDB9O+ewfSWzahXbQtLpudTc5NDzL75oe4F3gdGtaH7TNgZwdIXgeDnoWa2729e9SD68ZAWs0STyoSuW53juuCLkKig8KQhJVZ6A7AIGEXvHw9JCQEXVMxVkPue7Wqz5/du8sZv9ZI+6430MZ/bw9er1Gxy4QkJhB3SH+aD+hBeodWpNetTaPKKDocXnyHJWdfy21Z2bwAXZLg58mw+WBI2ggDnoE6W7w9O9aGG8dAzTrBVixyQKY5x2FBFyHRQWFIwsYslAI8CKyAvg3g7xcHXVMpZQIzEuI3f9Su5T3fdmh9c1283q1kvFtq+11ctl0Lah42MH9x2cQEkiql8gP0+UJWn3oFt6z6hcdgJDD3aVg7ChK3Qv9noN5Gb8/WNeCmMVC7fqAFi5TdFqCOc8X/uRXJozAkYWMWagPcAKyGMT3glBODrukA/QQ579etNWtOny6jNqVUW523uKzDezJtIyUsE1ItifjDBtGyfzdvmZDaNYnIILF8DZvOvpa7ps/lbhiZC9/cCj9dCXF7oO8z0NAffNo0FW45C+o1DrZikTJr5xw/BV2ERD6FIQkbs9BgvEVCV8Dfj4S+g4KuKQx2AdOSEtdP7dD6n9+1af5AU6AX+YvLbsab26hYndpS+9AB3uKyzRrRJiGeiLl1uHkru/9yNw8++grXw8gsWHUZLLkZcuKg97PQ5Bdvz/rV4LYzoFHzYCsWKZNTnOO1oIuQyKcwJGFjFjoLGAr8Av87B5q2CrikivAdZL/XoM7H8/p0HbU9KXFjP6ApXjDa7zIh1VNJyBhE675dSW/XgvSa1Ql8PE5mFjn3P8uEv9zFeBi5GzaNggX3ws5a0OM5aLHa27NWEtwxuor+f5Wq6Rbn+GvQRUjkUxiSsDEL3QSkgm2HV66Ngcn7tgMfJSf9/EnndtcsbdH4udZ4i8vG44WjjXgBqVg9O1Lv4H6kd25HepMGtApycdmJH/LxBX8jtH7TyJ2w5xiYfz9saAFdX4TWy729qifA7adBS01oJ9HgHeeozLnOJEopDElYmIUSgf8Bq6FzbbjjsqBrCsBXZpnvN6r3zoLencdkJiRsHwB7xwvtwLulVmyvUa0aJB0xhLa9O9O+TXPSq6dS6Y+1z13M14+8TMYjL7t1ZqFD4au7YUUP6PwKtFvq7VUtHm4/BdpqZXCJdD87R6RM7yERTGFIwsIs1Bz4J7AKTusCZ/wh6JoCthncBynJK2d063DpT43rv9UB6Ir3dFoO3u20EheX7d+NhkP7kt65DemN6tMirpIWl12xhp8/ns3wsde7b71xYMtvga8HQ/ok6PCNt1diHNx6AnTsXhk1iZRDHefYHHQREtkUhiQszEL9gQuBVXBdBgw+KOiaIogD5pntmdys4ctf9ew0zsXFZQ2AveOFtuE9Blzs4rL1apN8xBDa9epEepvmpKdUo0Jnh968lW0LvuX4Q8e4qWahvrD+b/DlIdDyY+iyyNsrzuDm46B7n4qsRaScejjHV0EXIZFNYUjCwix0KnAEsAbu+QO07xJ0TRHsN3CT01KWftqz07iV9WrP7IK3uKxRysVlh/SiyWB/cdkGdWkWZ+FfXHZPJtk/ruK8Lse6p8xC3WH7dTD7UGg4D7rPzd+zyjw5KFXTsc7xbtBFSGRTGJKwMAv9FagLbIVHx+kR7FLLBWbHxe2c0qLxU19373BpklnuAKCG//5+F5dt0oDUwwfTrmcnOrRqSrvkJMK2yGqug7XruL3ZIe46s1AnyP4LfD4Eqq+AXrPy97z2MBhycLiuKxJGFzrHw0EXIZFNYUjKzSwUDzwE/ArkwPOXQ43aAZcVrdaCe79G2lef9+ly1tqa1Rd1B/Ke3MrE6zXKLO7guDjskP40H9ST9PRWtK9XmybhWFx20xZer1OL0dZ5ZAvgapjfE3J3Qt/p+XtdOQwOG17+q4mElR6vl/1SGJJyMwvVAe4GVnktE/8K8YE9Il6FZAOfJsRv/bB1sweXdG53XU2gH5BCKZcJadmE6gUXl01K5ICnO9ixiy/TUjjaOo9MBf4CS9vBlmrQb1r+XhcPgCOPJvx37UQO1DPOcXbQRUhkUxiScjMLtQT+BqyGxinwyF+CrqmKWgm579WuMfeLPl1Gr09L/TFvcVlHKReXPWwgLQZ0Jz29FR3q1KJBWQvIzGJNUiJHWeeRm4BrYG1j+Lk+9JmeH4DO7Q2hkd4Aa5HATXWOjKCLkMimMCTlZhbqAvwJWA39GsLfLgq6phiwB5iRkLDpo/Yt7v4uvfWt9fAWl81bIDav16hY6a2oddhA0ru2p33zxrRNTCCxNBfOyWFHfDynWueR84CrYWsDWNYAun8Bcf5fKGd0gz+cCHGVMh2ASAl+cI70oIuQyKYwJOVmFhoIXACshOPawflnBl1TDPrRW1x25ty+XUdtrpa8tg/QAq/XaBfevEbFLi6bkkx8xiBa9e9Oh3YtSK9Vg7olXcw5csy42jqPfBa4GjLrwU+1IX0JxPtTBJzcEc78g26ZSsB2Oxe+hwqkalIYknIzC40ATgdWwthecOLxQdcU43YCU5MS103r2Obv37du9r9meIvLJuCFo014M2IXq2t76h4ygPQu7Uhv2oDWCQnFLhPyyNDRQ//62fy6l4NrCKvjofHPkOjPtH1sWxh3OiSUqtdJpII0dI71QRchkUthSMrNLHQmMAz4Bf40DA7VE0WR5Vuz7Pfr1/lgXt+uo7YnJmwZADTy39vv4rI10kgc2oc+A3vQuFcn6sXH02KfXabe/0ybc664rdtYoAVs3go1tuf3EA1vCReNjoG16iRy9XWOeUEXIZFLYUjKzSx0Bd5A3k3wz6Oh94Cga5JibQP3UXLSz590bX/1j80avdgG6A7E4c15tIniF5etBySdGeKdU48ifcNmRtWqQe+EeOKcY+kXX9U+ddBpBx0DtIfcVfnjhwAOagqXnQnJul0hQTjBOd4MugiJXApDUm5moZuBasAOuPdUaNc56Jqk1BaZZb7fuP6khb07n5UVH797AF7oAdiONxC74DIhaUBD4Dngw8wsuvfuzN/HHE/1Tm1p+uuGpL80OejIrkAXYGXhS/VvCFeNgZQKXUpEpAiXOsd/gy5CIpfCkJSbWegBvF+aWZp9OqptAvdBSrXlM7p3uGR5o3rvdcALNXF4t9E24C0Tkog3OPtD4MW3plIbOAf4PnMRS6+8vduKB15oMw7oA6yg0DxIPevBtWMgrWYlfi6R25zj+qCLkMilMCTlYhZKBB7B+6UHvHAFVK8VZE0SFg74Ms52T27a6KWvenY83+LisgYCef9vd/ivFwMPvTWVHKA38Jlzzvk/F+OBQcByCgWijrXhxjFQsw4ileNe5/hT0EVI5FIYknL5/ezTr10PiXpyqOpZD25yWup3n/XqNHZV3VqfdwU6AA2Ab4F7J33s1hY8wCyUAIwBDsELywVut7WpAf8cA7XrV9YHkJj2gHP8MegiJHJpQjQprxoU+le/JtmrohqAnbljZ6cHP5036423prrQu59sX/XV9//3LLCI/KfT9nJuUjbwNDAFaA0FH89ftg2ufRI2/Fop1UusS9r/LhLL1DMk5WIW6gpcCaz2Wt64UYEo5vwMvA+8C3zgHFsLvmkWigNOAkJ4g6oLTP7YsBrceiY0bFZp1Uoseso5xgZdhEQu/dKS8kql8KqcWo8q9jQFzgVeBX4zY6oZV5vRFcC5SbnAa/77LaHgsh/rdsPVz8DPKyq9aokl6hmSEikMSXntE360OGeMSwQOBe4EFpux3IyHYNJx8MyHwPN4T6IV+OW0KROueg5W/hhAvRIbFIakRApDUl7G3kCkICS/0wq4EJgEtTfCpD/BrVugfSe8ual827Phqhfhp28DqlOqNj3UISVKCLoAiXoFAnW8wpCUJBkYAd1GwD3Axm3w0/cw/xv4cDnsyoGrX4FbT4CO3QOuVaoW9QxJiRSGpLwK9AwlKAxJGdStAXX7Qr++cE4WrFkGXy+Fxz+GMVnQrU/QFUqVoTAkJVIYkvIy9j5ar54hOVCJidC6g/d1LLD5N8jOhgT9HSXhoNtkUiL9RSPlVaBnKF5j0CRMNBmjhJV6hqRE+uUl5aUxQyIS6RSGpEQKQ1JeGjMkIpFOt8mkRApDUl4FApAerReRiLQz6AIksikMSXkVGEBtCkMiEok2BV2ARDaFISmvAj9D2zKDK0NEpFgbgy5AIpvCkJRXPHt7hrZnQ05OoNWIiPyeeoakRApDEmZ7dgVdgYjIPtQzJCVSGJLy2k2hn6PM3YFVIiJSNPUMSYkUhqS8dgO5BTbVMyQikUY9Q1IihSEpr13sHTMEsFs9QyISadQzJCVSGJLy2k2hMLRL83mISKRRz5CUSGFIymuf22LbdgRThohIsRSGpEQKQ1Jeuyk0C/WWbYFVIiJSNN0mkxIpDEl57aRQGNq4PbBKRESKpp4hKZHCkJTXLrynyfyfpfXqGRKRSLLLOfYEXYRENoUhKRfnJjlgC3tXhf5VPUMiEknWBl2ARD6FIQmHTUCy93KVwpCIRJKlQRcgkU9hSMJhA5Dkvdy4RxMvikgEURiS/VIYknD4jb1hCGDjusAqEREpTGFI9kthSMJhA3vHDAH8+mtglYiIFKYwJPulMCThsJFCs1CvUc+QiEQKhSHZL4UhCYd1FApDSxWGRCQSZAHLgy5CIp/CkITDeryJF/3JFxcqDIlIJPjeObKDLkIin8KQlJtzk7KAX4AUr2XjHti+JciaRESAr4IuQKKDwpCEyzKgev7mBvUOiUjQFIakVBSGJFx+Aqrlb/6iMCQiQVsUdAESHRSGJFzW4q1R5lulMCQiQVPPkJSKwpCEyzoKrV7/neYaEpEgbXWOFUEXIdFBYUjCZSOQA8R7m4t+g9zckg4QEalAC4IuQKKHwpCEhXOTcoE1QKrXsisHtm4MsiYRiWnTgi5AoofCkITTD0Ba/ubanwOrRERi3dSgC5DooTAk4bScQgu2LvkpqEJEJKbtBmYFXYRED4UhCad9luX4RGFIRIIwyzn2BF2ERA+FIQmntRRalmP5Nti0PsiCRCQmfRx0ARJdFIYkbJybtB1YCdTIb12m3iERqWwaLyRlojAk4TYXqJW/ueDHwCoRkVi0A/gi6CIkuigMSbh9V3hz6grI0XxDIlJZZjpHVtBFSHRRGJJwW4G3LIc/+eKWTFi3OsiCRCSm6BaZlJnCkISVc5MygW8odKtsqW6ViZTJ/UA3oCtwn992NdAJ6AGcCGwu4rjdwACgp3/s3wu8d4Z/7PUF2m4G3gxn4ZFAYUjKTGFIKsKXQPX8zTkaRC1SaouBR/GGvSwE3gaWAkf47y0COgC3FXFsMt6DVAvxVqN4H/ic/MXbFwEzgC14D39+ARxfQZ8jEFvx/v4RKROFIakIPxTe/HQN7NkdTCki0eYbYBDeyjYJwCHARGCEv43/flF3n438f4dk+V8GJAK78O5gZ+Ldxf4bcFOFfIIATXeOnKCLkOijMCQVYS3eEx3+bNTZDtYsD7AekSjSDZgObAB2Au8Cq/bZ5wng6GKOzwF6AQ3xepMGAp2BlkAf4FS8f684oHeYaw/c5KALkOikMCRh5y/augCok9/6rW6ViZRKZ+AavCBzFN74n4QC79/ib59RzPHxeH/8VuPdBlvst9/nt/8ZuBGvV+gWvHD0aFg/QUBygFeCLkKik8KQVJSFeAMYfB98B7mu2L1FpIBxwDy8HqK6QLrf/jTeGKLn2TvRe7FqA4fijRsq6E2gH17n7WLgZeBZvF6oqPahc/wadBESnRSGpKLs0xP041ZYuzyIQkSizzr/+0rgdWAUXqi5A5iEN56oKOvJf8psF/Ah3hNoebLwnlS7Gi/85AWqvLFEUe35oAuQ6KUwJBXCuUkb8f5GT8tv/XxhUPWIRJeTgS7ASOABvDvOfwS24d0+6wVc6O/7M3CM/3otcBjeI/T9/X2PK3DeB4Cz8cJUD7xxQ92BoXg9SVFrF94oc5EDYs7pzoVUDLNQCO+5XX/0Z81EePJqSEwMsi4RqXImOMfpQRch0Us9Q1KR5lLoZ2xrFvywJLBqRKSq0i0yKReFIalIa/EGPRSYjXqabpWJSDht4PejxEXKRGFIKoxzkxzeCM4CYWjycti+NaCSRKTqeVULs0p5KQxJRVuIN0rT/1nLdbB4UUkHiIiUgW6RSbkpDEmFcm7SVmA+UD+/9V3dKhORcFgJzAy6CIl+CkNSGaYD1fI3F/wG69YEVo2IVBUvOoceiZZyUxiSyvAtsJu9a5UBzFXvkIiUl26RSVgoDEmFc25SJl7vUIFbZRMXQ45WlxaRAzXTOb4KugipGhSGpLJ8TqHVJn/dBcu/D6waEYl2dwZdgFQdCkNSWVYAvwHV85ve/jyoYkQkqn2Dt2KtSFgoDEml8Occ+gBvCW7fRyvh19VB1SQiUetuDZyWcFIYkso0z/9e4Ofug88CqUREopT7GXgu6CqkalEYkkrj3KQNwBygYX7rq9/Clo1B1SQi0cbud47MoKuQqkVhSCrbZArNOZTrYMaswKoRkSjitgIPB12FVD0KQ1LZlgHfA/Xym55bALt3BlWQiEQLe8Q5tgRdhVQ9CkNSqfyB1G9R6KmyndnwmcYOiUgJXCZwX9BVSNWkMCRB+Br4FaiZ3/TkHNi9K6iCRCTS2QvOoWV8pEIoDEmlc25SLvAmUCe/dUsmfK6xQyJSBOeAu4OuQqouhSEJypfAZiAtv+nJ2bBnd1AFiUiksned4+ugq5CqS2FIAuGvV/Y6hdYr25QJs9U7JCIFOAf8M+gqpGpTGJIgzQa2Aqn5TeodEpGC7CXnmBN0FVK1KQxJYPzeodeABvmtG/bA1GkBlSQiEcXtAa4Lugqp+hSGJGhF9A498gVsXBdUQSISMe53jhVBFyFVn8KQBMq5SXuANyi0REe2gxfeDaomEYkEuRvBbg26CokNCkMSCT4F1gG18pumrIDvFwdVkIgELe4fmm1aKovCkATOHzv0NFAXsPx3HpgCWVkBlSUigcn5Fngo6CokdigMSaRYAswFGuU3LdsGM6cHVZCIBCX+YufIDroKiR0KQxIR/DXLJgAJQGL+Ow/Ngi0bAipLRCpd9qvOMTXoKiS2KAxJxHBu0jq8ZTqa5LfuzoFX3g+qJhGpTDm7IOGK8pzBzJyZ/bvA9lVm9o8DPFdtM7v4AI9dbmb192mbbWYLzGylma33Xy8ws9YHco39XP8kM+sU7vNWVQpDEmk+ALYANfKbJv0Ay74LqiARqTQ3h2Ex1j3ASfsGkQNUGygyDJlZfFlP5pwb6JzrBfwNmOCc6+V/LS9fmUU6CVAYKiWFIYkozk3aDTxDoWU6AP43GbI1hkCkysr6CeL/vf/99isbeAS4ct83zKyBmb1mZnP8r6F++z/M7KoC+y32e2tuB9r5vTd3mdmhZjbVzF4AvvL3fcPMvjSzr83s/AMp2MxGm9md/us/m9n3/uuOZjbNf93fzD7xr/WemTXy29PNbLLfPt3MOpjZQcAxwL15PU9mdqWZLTGzhWb23IHUWZUlBF2ASBEW4P1F0w741Wv6ZhPM/gyGHhxgXSJSIXJzIPF058gM0wkfABblBYwC7gfudc7NNLOWwGSgcwnnuRbo5vfmYGaHAgP8tmX+Puc65zaaWQowx8xec86VdZzjdOBS//VBwBYzawwMA2aYWbJfe8g595uZnQHcDJyPF/zGO+d+9MPdf51zI8zsXeBV59wbfu1/AVo55zLNrHYZ66vyFIYk4jg3yZmFXgBuwfsZ9XuEHpgBXbtA7XB0f4tIxNh1u3NpYVt/zDm31cyeAS4DdhV463Cgi9neGTxqmlmNfY/fjy8KBCGAy8zsRP91CyAdKFMYcs6tNrN6ZpYGNAZexgtFBwEv4AW2rsD/t3fvwVWXdx7H308CuZBACCDXgDdQAwiW6gKtypZa0VZPq7BFXYWprms7dbrT3brO7HTq7mq1ratFt7Xa1jqi4mVhWI/ioghSkItcREITKQQwAZJwS7gEkpPk5Nk/nl8mJxfuyfmdc36f18yZHH6/3znzBc3JJ8/v+zzPh17t6cAeL9RMAhbE/J1O9nO9GHjVGPM2bqFbiaHbZJKQrA1XAIuAoa1Ha5vguQUQjfpVl4h0tWN/gZxHuuGN5wD3ATkxx9KAyTG9OsOstcdwv3DF/jzMOsX7Hm954o0U3eC953hg02leeyprvXpLgJW4IDQJWI1bf60opu4rrbU3e8cPxhy/ylo79iTvPw14HjeyteFcep5SmcKQJLL3gFrafJitrYJlH/pVkIh0pcYIcJu1dPkvONbaatwIy30xhz8AHmz5gzHmKu/pF8AE79gE4GLv+DHaTOboIA+osdae8GZuTTqPklcAP/G+bsSFl2PW2lpcQBpmjPkbr8YMY8wYa20NUNkyMmWMSTPGjG9fuxd8Cqy1y4CHcJtjx+wHKQpDkrCsDZ8AXsEtxBizMvVv1kJ5qU9liUiXOfyQtb2783v5KdpOxvgRcLUxpsgYUwJ83zu+AOhnjPkM+AGwDcDr/VnlNVQ/2cn7LwZ6GGOKcD08a8+j1pW422wrrLWNwF7vGNbaCDADeNoYsxk3AjXRe90dwPe948XALd7x14F/8/5OI4F5Xp2fAr/0RsTEY6y1ftcgclLGhAzuN7vJwO7WMwU58NQPIDvnJC8VkYRWs8za/K/7XYUIaGRIEpy3MvU8XENifuuZPcfh1YWgMC+SfOoPQ9Z3/a5CpIXCkCQ873bZ74A+tNmq450dsHGNT2WJyKKeRLYAAA1zSURBVDmxQO1sa7O1zY4kDIUhSQrWhnfh9i4raHvmV0vhYKUfNYnIuaiea+2AsN9ViMRSGJJksgT4Cx32LpuzABob/SpKRM5U7W7o/4DfVYi0pzAkScPacBR4EYjSZrp90SF47/98KktEzkhTEzTebi31flci0p7CkCQVa8PVwAvAQNr8//viJigt8aksETklC+x50Nr8DX5XItIZhSFJOtaGN+P2FGrXP/RYGKr3+1GTiJzKtj9Ze9ELflchcjIKQ5KsFgAVtFlQrToCj70GJ7SYmEjC2LYBHrrf7ypETkVhSJKSteEIbp+dbCCz9UzpUZgzDxq7avdrETlne/fAWzdZG272uxKRU1EYkqRlbXgP8CdgGG12al5bBS//DzTrA1jEN4ePwvvTrP2p1hOShKcwJMluNbAQt6dPzP5l4VJY9J5PNYkEXH0DLJ1p7b2a1CBJQWFIkpq3XcfbwMfAiLZn/7ARPlnlQ1kiARa1sPxha6cv9rsSkTOlMCRJz+tHeBnYirtlFuPxD2F7sQ9liQTU6hfguWf8rkLkbCgMSUqwNtwAPAccxK1B1HIG+OlCqCz3pzKRINm8FJ580BuxFUkaCkOSMqwNHwN+jVuhum/rmboo/OwNOKJGTpFus3MrvBjyVooXSSoKQ5JSrA3vB54GcoFerWf21cETr0H9CZ9KE0lhO3bB3K9Z+6y+vyQpKQxJyvF2uP9v3O2yjNYzJTXwzKsQ0d5IIl3mr2Xw9I3W/nuV35WInCuFIUlJ3pYdr+C27EhvPbOqEn49FyJ1PpUmkkJKyuHx6db+ttTvSkTOh8KQpLJlwCLclPuYNYhWV8JTc6FegUjknBWXwaOzrX15o9+ViJwvhSFJWd6Mlvm4hRkvok0gWlsF//WyeohEzkXRLviPu619fbnflYh0BWOtZkBKajMm1AO4F/gq8AVuvr3n6oHw0CzIzvGlOJGks3knPH6PtW+u9rsSka6iMCSB4AWi7wHX0iEQje8PD8+C3D6+FCeSNDbtgJ/fZe38dX5XItKVFIYkMLxANBuYggtEMRu5jsqDn90Def19KU4k4W3cDk/cZe38DX5XItLVFIYkUIwJpQOzgL8FymgTiIb2gsfugQGDfSlOJGGt2wZP3GHtwk1+VyLSHRSGJHC8QHQncCMuEMWsmNsvE564E4Zc6E91Iolm+RZ45m5rFxb5XYlId1EYkkAyJpQGfBu4HSgHGlvP5vaAR2+HSwv9qU4kEUSj8MZqePOH1oa3+F2NSHdSGJLAMiZkgG8AdwN7gUjMWeDH18H1X4M00+kbiKSs+jp4dhl8/LC14WK/qxHpbgpDEnjGhK4F/gHYB7RbiDE0Eu6ZDplZPpQm4oPqGvj5+7D9P60Nf+53NSLxoDAkAhgTmgD8EKgFatqeHZ0P/3oH9BvoQ2kicbRzDzz6v3DoF9aG9/pdjUi8KAyJeIwJXQT8E5ADVLQ9m5cBj3wbRo6Of2Ui8bB8C8x5E5p/Y234iN/ViMSTwpBIDGNCecADwGhgN21mmgH8+FqYMlV9RJI6GhvgpTXw7mvAXGvDkdO+RCTFKAyJtGNMqCcwA7gZN0JU3/aKWy+FWTPURyTJ73AN/GIFlPwReM/acPNpXyKSghSGRDrhzTSbCNwPHAeq215RmA8Pz4R+g+JfnUhX2LYLHvszHJ5jbXiz39WI+ElhSOQUjAldCPwI6E2HPqLePeGREFw21ofSRM5RQwTmf+LWEOJZa8OVflck4jeFIZHTMCbUB9dHNBa3QGO7PqI7x8Bt34SsXvGvTuRslO+CX22E8uXAS9aGT/hdkUgiUBgSOQPeJq+3A7cAlXRYj2hoL/iXb8KoMfGvTuR0Ghvg3Y/hpd3AW8Bi9QeJtFIYEjlDXh/RNcA/4larPtDxqhlXwIxvQa/c+FYncjIVZfDketjxBfAHa8Pb/K5IJNEoDImcJWNCw4D7gEtwfUQNba8YlA3/fBMUjot/dSItmprgg1Xw+zJofh9YaG247rQvEwkghSGRc+DdNpsKzMSFoX0dr/rOKJh5K+T0jm91Ivv2wlNrYetu3GhQid8ViSQyhSGR82BMaAjwPeBy3ChRuwXr+mfCT6bBmC/FvzoJnmgUPloDv90F0Y+At6wNH/e7KpFEpzAkcp6MCaUDU4C7gCagquNVt1wKd90KuXnxrU6Co2w7PF8ExRXAH4Et1ob1AS9yBhSGRLqIMaFBwGxgDG7GWbuVq/My4IGvwMTJ0DMj/hVKajpYBa+vgCURYBUwz9rwMb+rEkkmCkMiXciYUBpwHfD3QDOdjhIV5MD918O4qyE9Lb4VSuqoPQqLl8ErB8E2AC8CmzQaJHL2FIZEuoExoQuAWcA4XHN1J4vbjc6He6fCqLGgfV/lTDVEYNXH8Hwp1GUBq3G9QYf9rkwkWSkMiXQTb5RoEnAnkIsbJepkR/DJg+HuG2D4pXEtUJJMtBmKNsDvNkFVNvBX4A1rwzv9rkwk2SkMiXQzY0LZuAbr24CeuFlnTR2vvOli+Lsb4IKhcS1QksDOrfD7lVCSgRtpnAcU6ZaYSNdQGBKJE2+PsxuBm3H9RJXe19irgJmj4Vtfh7x+8a5REk1FGbz5Z/goirvV+hawxtpwo8+FiaQUhSGRODMmNAAIAdfjZpztA9p9I/ZMg9lXwZSvQF7/uBcpPopGYVsxLPwE1hpcQn4XWKI1g0S6h8KQiE+MCRUA04EvAbXAwU6uAr5zGdw4CYZdHNcCJc7qT8CnG+D19VCWA2QBK4G3rQ0f8rk4kZSmMCTiI2/z15G4bT1GAdXAkc6vnjgIbpsMl4+F9PS4FSndrOYArFwL87bAif5AJlCCmyFW5nNxIoGgMCSSALxQdCVwBzAE1x9ykA63zwCG58B3J8CXv6wVrZOVBcpLYfEaWLQHGIQbBlwHLAF2qjlaJH4UhkQSiDcdvxDXZD0GaMT1FEU7Xp1mIDQSpl4DI0a6P0tia2qEks0w/xP4rB7oj1tuYQmwwtrwAX/rEwkmhSGRBOX1FE3FNVqnAQeAus6vHpUH0yfAleOgd9+4FSlnoNlCxS5YvwXCn8OhXNy6U4eAd4D11oY7WZRTROJFYUgkwRkTygOuBaYBvYHjuB+kJ/nmnTwYphTC6NHQd0C86pT2DlTAp0XwTjGU1+FuhWUAW4FFQIm14U5G/EQk3hSGRJKEMaEewGjgG8BY3BpF++l0VesWVw2AqYUwphAuGBKPOoPLAgf2QvFW+KAEiqtxI0D9cP+tVgFLgd3qBxJJLApDIknImNAgYDIuGGXjVrQ+CDSc/FWX5cG0QhhbCIOGq8eoKzRbqCyDos/hg62w4yhuSvwA3K3N/cAyYJ32DhNJXApDIknMmFAGbmr+NcBE3A/iKO42Wv3JXzkiF266AsZdAUOGQ8+MOJSbAixQsx92l8PWMli6A6rqcLe/BgA9gGPAcmAjGgUSSQoKQyIpwruNdgluEcev4m7RNOPWLjpFg24PA1cPgvEFcMlwGDYc+uTHoeQkEG2GgxVQVgbF5bCqHPa3hMxs3C2wNFxj+1rgE9y0ePUCiSQRhSGRFORN0b8QGA9cB+TjDWvgVrs+jaG9YPJwuGI4jCiAC4ZBjx7dWHKCaGiAfbthVzkUlcHqvVDbsqmuwQXMvt7zI7g+oM+AXQpAIslLYUgkxXkLOhbgFnW8DjerCdwaRkc45ahRi55pMHEwjCuAiwugX383epSZ3U1ld7OmJjhWA4er4eAhqKqG4gpYVwVNLR+KaUAf3Ay+FnuA9UARsMfacLuNdkUkGSkMiQSIF4wGAiOAy3Gz0gbSOk2/FjhKp4s8dqZfJozqCyPyYXA+DOgL/fIhLx9y+/o7mhSNwtFqL/BUw75DsLsaSqtdo3Nz+w+/nrjwk4P797BAKbAZ2Inr/9F6QCIpSGFIJOCMCeXiRo4uwoWjUbhGYIObnXaEky72eMp3xjVqX5IPBX2hby5kZ0JWBmRlQqb3yMiE9B5uv7W09LZfMdAYgcYGaIh4jwaIRCDSAHURqI9Anff8eARqI/DFYSjtLPDEFpeFCz+Z3rEI8Dlu1KcMN/LTePZ/bxFJNgpDItKGMaF0YDAuIBXitgXpj2vGNrjbRxHcbLU6XGBKxA+SlsCTDfTC1d3sfbW4pQi2A8W48FOl214iwaQwJCKnZUyoN27mVL73daj3GIxrKG65rZTmvaQOF5YacGsgdWVzcRpu5Crde7Q8z/KeR3FByOC2MNmL6/WpwM2sqwZq1PAsIi0UhkTkvBgT6gnk4YJSPm69nWG4sJSHG5nJojUwQecjSbGLQNpOjrcEnEZaw9YJ73EcqAIqcWHnEHDY2nATIiKnoTAkIt3Oa9zOwPXntDxiR3diHy29Sg2423GRmOcNGtERka6mMCQiIiKBlnb6S0RERERSl8KQiIiIBJrCkIiIiASawpCIiIgEmsKQiIiIBJrCkIiIiASawpCIiIgEmsKQiIiIBJrCkIiIiASawpCIiIgEmsKQiIiIBJrCkIiIiASawpCIiIgEmsKQiIiIBJrCkIiIiASawpCIiIgEmsKQiIiIBJrCkIiIiASawpCIiIgEmsKQiIiIBJrCkIiIiATa/wMgiqReehmTDAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Data to plot\n", "labels = 'Positive Tweets', 'Neutral Tweets','Negative Tweets'\n", "sizes = [len(tweets_positivos)*100/len(datos['Tweets']), len(tweets_neutros)*100/len(datos['Tweets']), len(tweets_negativos)*100/len(datos['Tweets'])]\n", "colors = ['gold', 'blue', 'black']\n", "explode = (0.07, 0.07, 0.07) # explode 1st slice\n", " \n", "# Plot\n", "plt.figure(figsize=(10,6))\n", "plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n", " autopct='%1.1f%%', shadow=True, startangle=140)\n", "plt.axis('equal')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Basados en la totalidad de tweets publicados los últimos tres meses en la cuenta ([@AlanGarciaPeru](https://twitter.com/AlanGarciaPeru)) el procesador de lenguaje Texblob interpreta mayormente comentarios neutros en un 92%, precedidos en una menor proporción de comentarios positivos en un 6% y finalmente sólo 1% las publicaciones reflejan un sentimiento negativo por parte del autor." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Repercusiones\n", "\n", "Luego del lamentable acontecimiento del usuario ([@AlanGarciaPeru](https://twitter.com/AlanGarciaPeru)) el día de ayer [17 de abril del 2019](https://cnnespanol.cnn.com/2019/04/17/fallecio-el-expresidente-de-peru-alan-garcia-muere-suicidio/), exploremos las repercusiones por parte de otros usuarios en Twitter a manera de conocer las repercuciones en cuanto a los nodos de interacción utilizando un Grafo y por otra parte conociendo el contenido de estas interacciones con una nube de palabras" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "import analisis_twitter as at" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extraemos el contenido de más de 4 Millones de tweets de diferente usuarios en la red social a manera de hacer un grafo de interacciones y una nube de palabras del contenido expresado en estos tweets " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Término de búsqueda: @AlanGarciaPeru\n" ] }, { "data": { "text/plain": [ "'mariellawoodman mlukacs acuerdo miklos hay puntos quiebre sucedido alan muy grave hemos s hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq romancendoya cambió criterio josedomingoperez sobre ppk tras suicidio evidencia arbitrariedad l cómo posible vizcarra use procurador enco empleado villararán procurador humala cat waykaperu apristas algunos periodistas hacen campaña sea mártir pueblo peruano responde sin antoniodurand3 kenjifujimorih jajajaja calla viejo hipócrita carloslinaresh larazon_pe no alegra sino entristece cobardía vergüenza nivel mundial x rdej65t3gx fernandoarmasca pbodigital cuando cambiaste tanto fernando fiscalía no encuentra nada ilícito concesión pto paita rabiosos llaman blindaje archiv mlukacs congresoperu uds representan elegimos defender patria sus interéses qduhumy8sd romancendoya fiscalía política confunden todo independencia poder martinvizcarrac ellos cargaron derribando hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió alfmeta1962 aquí hay responsable político muerte martinvizcarrac persecusion politica psicoló fernandoarmasca pbodigital acá no hay ningún responsable no sean tan irresponsables poner encuesta mlukacs art 45 constitución política perú sistemáticamente violado org criminal caviar anterior justifica fernandoruben29 prensa mierda ahora hacen buenos rinden homenajes falsos sus programas televis pbodigital dije q disparara rkf1xlul16 waykaperu apristas algunos periodistas hacen campaña sea mártir pueblo peruano responde sin waykaperu apristas algunos periodistas hacen campaña sea mártir pueblo peruano responde sin fernandoarmasca pbodigital siempre fueron así medio peor irresponsables héroe héroes serán aquellos logren abrir cajón mostrar realmente está todo esto zqgzjukxcw ante nuevas denuncias señores nava atala esperaré sus descargos interrogatorio respuestas jo abazanc portadas diarios hoy deceso elcomercio_peru w5rfih5xqx hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió caracolradio caracolesmás jamás iba dejar verse esposado sus adversarios erasmo reyna abogado alangarcia pbodigital puede esperar pbodigital encuesta mierda mis compañeros pueden tener confianza nunca he pedido dinero ni vendido obras públicas me acusaron fueron fuerzapopularsi pfuerzapopular acudió honras fúnebres casa pueblo apra_oficial ella llegó mark vit eudmed martinvizcarrac tan rentable q gracias miseranle d olivera hoy traga juanguanilo pbodigital jajajajajaja debe ser gonzales posada perro chacra alguno payasos cukiche solcn camcesar mucha señora gente solcn quería más circo dio gust oh3m90b8ro fernandoarmasca pbodigital bien dicho rmessuti conciliaflores drodriguezven jorgeemarquezm rvaraguayan dpazyvida dpresidencia 79qwx45udu pbodigital mismo alan garcia nadie más solo hurgamemoriape diariokaribena mató risa cuando salió suya pbodigital esto serio no estaria tan seguro quien apretó gatillo habrán realizado prueba absorción atómica cadaver ts6f1thpnv no sé aquellos votaron toledo humana sientan orgullosos sus votos solo podré decir gracias xen1pkvhi8 pbodigital laencuestadeldía quién responsable muerte pbodigital son verdaderos hdp encuesta más estupida hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió pbodigital culpable propio alan julietapelusita imaginate quien gobernó persona trastorno mental pasó ynttovfxmx pbodigital laencuestadeldía quién responsable muerte enrique91554990 velatorio no aceptaron ofrendas florales poder ejecutivo tampoco aceptaron hono caracolradio caracolesmás fue algo muy rápido última llamada hizo fue pareja erasmo reyna abogado hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió waykaperu apristas algunos periodistas hacen campaña sea mártir pueblo peruano responde sin shiraishijose entonces dejaron lado pago conferencia 2012 no encontraron nada ahora otro libreto pbodigital estaba pensando qué chucha pbo ahí me di cuenta phillip butters sa0efocpps pbodigital único responsable señor ag disparó ex presidente constitucional r 8wzcbq1jzv waykaperu pobres periodistas q solo siguen libreto tatibraschi pbodigital entendimiento q gorriti maneja vizcarra equipo lavajato prensa ningún documento me menciona ningún indicio ni evidencia me alcanza sólo queda especulación inven pbodigital mismo alan fue responsable hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq waykaperu apristas algunos periodistas hacen campaña sea mártir pueblo peruano responde sin fernandoruben29 prensa mierda ahora hacen buenos rinden homenajes falsos sus programas televis vponce64 congresoperu debe proceder acusar e inhabilitar toda junta fiscales supremos razón carnaval detenciones sin acusa julianfmartinez plata sobornos odebrecht pagaron quien disparó cabeza hizo trav hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió pbodigital falta opción ag pbodigital solamente él mismo ningún documento me menciona ningún indicio ni evidencia me alcanza sólo queda especulación inven lucianolopez27 buenos días dr luciano lejos decisión personal agp suicidarse exis wsqmriphcb fernandoarmasca pbodigital acá no hay ningún responsable no sean tan irresponsables poner encuesta pbodigital apretó gatillo pbodigital cómo boicotea encuesta gente sus comentarios felipe mantquilla concha tus hijas jajaja waykaperu váyanse csm fernandoarmasca pbodigital calla homunculo enrique91554990 muy extraño todo circo sr escapó hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió pbodigital das cuenta eres parte prensa no dcuevacasanova mlukacs muy bien ahora constitucionalistas serios sustenten cuáles son causales legales romancendoya cambió criterio josedomingoperez sobre ppk tras suicidio evidencia arbitrariedad l pbodigital faltó poner todos julianfmartinez skafoficial mayo 2008 álvaro uribe ofreció rueda prensa brasil dijo od fuerzapopularsi luchogalarreta pfuerzapopular apra_oficial keikofujimori tubinocarlos 9t5ogm7zzz hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq alfonsobaella columna cuando pase conmoción volveremos realidad falta trabajo digno inseguridad creciente l hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq caracolradio caracolesmás esto algo pudo haber evitado erasmo reyna abogado cglmnborr hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió lordfolkken mlukacs hay pregunta siempre twitteo cuando leo esto insurgencia quién pone cas pbodigital faltó alan garcía encuesta nada dirigida noesunmártir pbodigital encuesta falta respeto dolor sus seres queridos momentos x3gcxlugjf pbodigital faltó él mismo único responsable dejar sus compañeros digan cada estu ymgvieccm7 pbodigital faltó poner propio alán victori39804465 pbodigital todos falto poner alternativa todos all_insasa mlukacs dn_mariano asumamos derecho indurgencia pidamos renuncia d vizcarra detención pbodigital faltó poner farenet e iza motors mermelero pbodigital alan garcía ego colosal no quería verse enmarrocado preso pbodigital único responsable arielkuri suicidio otra vez espinoso asunto honor personas mundo moderno no moniquepard no monique nun hizo victo raúl soñó hay abismo entre ag victor raúl 1bahkcs3ut pbodigital él mismo alan pues tarado alguien más puso pistola cabeza jaló gatill 9pvt8gnz20 pbodigital cerebros caca ustedes comprenderán hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq josefina_28 rmapalacios ojalá continúe así abren ojos aquellos creen mártir hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq romancendoya fiscalía política confunden todo independencia poder martinvizcarrac ellos cargaron derribando pbodigital responsable alan garcía vigilfran trágica muerte ex presidente pudo evitar ex fiscal nación pedrochavarryv había separado pbodigital prensa uds son culpables hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió patriciatubilla ereynaabogado denuncia procuradorenco fue distractorio ex funci hurgamemoriape así controlada tenía justicia peruana esto escribe ex pdte tc_peru durante s waykaperu apristas algunos periodistas hacen campaña sea mártir pueblo peruano responde sin edgaranco hurgamemoriape vejete x q hablas huevadas acaso fundos públicos están disposici bchxngavdv chicagopasivo espero sea así continúe labor fiscales antes suicidarse repartió todo sus espero sea así continúe labor fiscales antes suicidarse repartió todo 6dues3svjo romancendoya fiscalía política confunden todo independencia poder martinvizcarrac ellos cargaron derribando yturbe_ qué sirven honores martinvizcarrac policía política diviac deshonra memoria comp alfonsobaella columna cuando pase conmoción volveremos realidad falta trabajo digno inseguridad creciente l pbodigital fue auspiciador siempre tan payasos sus encuestas viene vacas flacas pbodigital no asesinato fue suicidio decisión tomó nadie mas julianfmartinez plata sobornos odebrecht pagaron quien disparó cabeza hizo trav hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq rmessuti conciliaflores drodriguezven jorgeemarquezm rvaraguayan dpazyvida dpresidencia 7a4f9nqohh _carlitarocha gusta inventar sensacionalismo tremendo hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió hurgamemoriape diariokaribena portada merece algún reconocimiento ajmjzzqpnr hurgamemoriape sucios corruptos no respetan ni muerte alan hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió pbodigital qué encuesta más estúpida él responsable propia muerte pbodigital alan pues cojudos único culpable seguro encuesta hizo enfermo butters no juliusgiz era hombre misericordioso bueno ida fue ejemplo virtudes caridad despr bjzcxj38jl hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió julianfmartinez plata sobornos odebrecht pagaron quien disparó cabeza hizo trav jesusdealegre01 cargo conciencia tendrá momentos embajada uruguay haberle negado asilo alangarciaper hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió rmessuti ver roberto messuti estás críticon me puedes decir foto donde vemos asesino d sbobknvygm hurgamemoriape así controlada tenía justicia peruana esto escribe ex pdte tc_peru durante s waykaperu 55555555 sin comentarios hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió pbodigital andate misma mierda así todas sus letras hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió pbodigital más irresponsables siempre apristas alfonsobaella columna cuando pase conmoción volveremos realidad falta trabajo digno inseguridad creciente l miguel957 fernandoarmasca pbodigital pasa recoger cheque lunes pbodigital alan garcía responsable propia muerte pbo responsable muerte periodismo waykaperu apristas algunos periodistas hacen campaña sea mártir pueblo peruano responde sin claudiacisneros enemigos no entienden alan investigado ni siquiera procesa u3gl8dvuvc hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió julianfmartinez plata sobornos odebrecht pagaron quien disparó cabeza hizo trav teoría asesinato toma peso pt2popwzbu pbodigital irresponsables hemos llegado más bajo periodismo pbodigital puta madre fernandoarmasca pbodigital recién das cuenta famosas encuestas phillips butters kikebravoprado no q estamos esperando asesinaron mismo quieren hacer ppk martinvizcarrac cia tdt2w0itkf hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq andresr61939492 fernandoarmasca pbodigital supuesto habido instigacion presion q tome decis fernandoarmasca pbodigital gracias tuit tienes cena comer bien rico palacio wy45su10jd milton4023 idl_r rppnoticias pseudoapristas muerte alan afectado cerebro gwbuzk7by8 tombelfort2 jaime bayly sospechaba hoy confirma más nunca graves problemas mentales alansedis pbodigital conciencia pbodigital ambición humana condujo todo hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq jaimetelesur perú hospital casimiro ulloa informó expresidente murió 10 05 am traumatismo encéfalo waykaperu apristas algunos periodistas hacen campaña sea mártir pueblo peruano responde sin romancendoya cambió criterio josedomingoperez sobre ppk tras suicidio evidencia arbitrariedad l pbodigital responsable suicidio siempre suicida pbodigital son vergüenza vivir escándalo mediático dolor ajeno sumado aprovechamiento político luizwalker9 así página pbodigital pbodigital pasaron creo qie ni seran periodistas nipseudo periodistas pregunta mas ridicula fernandoarmasca pbodigital acá no hay ningún responsable no sean tan irresponsables poner encuesta joseluisxyz fernandoarmasca pbodigital no hay ningun responsable acaso no sabes consecuenci recuerdosperu apristas piden respeto muerte ellos insultan todos informan corrupción hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq patriciagamarra saca tus chelas miserab nunca tus trolls llegarán pta zapatos 2mw2c1stzj ahora quién hablará anemia rip ag hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió mrescobar05 mensajeparaalan cómo va dar pena hombre disparado evadir consecuencias corrupció pbodigital único culpable nadie más hizo cobarde no enfrentar justicia 2xf2dm8pm9 josegreghg verdad derecho buen abogado murió inocente no fue condenado presunción inocenci fernandoruben29 prensa mierda ahora hacen buenos rinden homenajes falsos sus programas televis pbodigital pasa tipo periodismo este cuánto pagaron esto único e gpczwpdbla patricia_ariasc mashirafael lenin jorgeglas iván solano otra cuenta falsa bestia pbodigital único responsable suicidio suicida cada dueño sus decisiones davidpbprz10 bruto pónganle cero pbodigital xq hechas culpa cualquiera menos él mismo romancendoya mvarroc martinvizcarrac ni keiko ni ollanta dispararon justicia davidlevi1954 fernandoarmasca pbodigital claro hay responsables fiscales corruptos presidente dictador patricia_ariasc mashirafael lenin jorgeglas dice soy revolución ciudadana no tuvo red so gskrx9ezsg hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió pbodigital encuesta más estúpida no extrañar sabiendo clase ymtq9uyaen valitocarraz fernandoarmasca pbodigital más bien fernandito puedes ir tomarte cervezas patricia gamarra enrique91554990 dios cría ellos juntan jejejejeje meiermq mientras aquí quieren comenzar cacería brujas decisión personal u0f5zdl2fp dayana2205 fugó país drcesardip fernandoarmasca pbodigital asuuuu comparar cobarde garcia mujer violada 6ln1rb8cqp _carlitarocha q cagada escribes quieres ganarte juicio difamación copié publicación m8gy9hsfvf waykaperu siguen preguntas cojudas ufff cancha julianfmartinez skafoficial mayo 2008 álvaro uribe ofreció rueda prensa brasil dijo od _carlitarocha mayralisset _carlitarocha roche pensaba aprista no fundamentalista freddy93161090 fernandoarmasca pbodigital cuando cambiaste tanto fernando hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq patricia_ariasc mashirafael lenin jorgeglas oportuna cuenta falsa recién sacado twitter harrygordillo hurgamemoriape ocram diariokaribena chiclayo abspqeyfoc brujas119 fernandoarmasca pbodigital también todo grupo solo eres triste cómico quiere quedar bie salvajedigital mensajeparaalan suicidio no glorifica suicidio no vuelve valiente suicidio no convierte inocen alexito2210 hasta da pensar queria mas misma famlia hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió pbodigital increble grado insensibilidad existe dejenlo descansar paz mgtpplduhg hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq pbodigital huevadas posteaan no callense pesssssss hurgamemoriape aumenta500keiko estan desprestigiados pbodigital nefastoooooo ni siquiera ponen opción alan garcía esto denunciable totalmente pbodigital babosos pbodigital único responsable fue mismo alan garcía romancendoya cambió criterio josedomingoperez sobre ppk tras suicidio evidencia arbitrariedad l propio pues imbéciles 3dzroa3ccd hurgamemoriape diariokaribena sea haya tenido portada más clara fidedigna sucedió ppmarino buen día josé consternada deceso ex mandatario contexto q han wfbf21bgfy julianfmartinez skafoficial 4 agosto 2009 uribe visitó alan garcía bautizó encuentro él pbodigital mismo señores qué tipo pregunta noel_enmanuel fernandoarmasca pbodigital ajajjaja honor cobarde garcia busco asilo 2wpuehhqlz pbodigital responsabilizar terceras personas cada dueño destino muy aparte hgotxmoath hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq sigridbazan ahora ministero interior confirma durante intervención casa siguió protocolos estable giselaperu sobre muerte yjtkqdkkcv pbodigital mismo garcia tiró tiró alejandrotoledo tiró bomba canalñ pudo ser quieran puso e frete mafiamermelera pyf6dwk7g1 waykaperu latina_pe dónde sacan periodistas son alumnos milagrosleivag victori39804465 pbodigital mismo acabo escribir alfonsobaella columna cuando pase conmoción volveremos realidad falta trabajo digno inseguridad creciente l jimmybussol pipohuerta mininterperu idl_r elhigadodmarita x miedo así son valiente frente pantalla 8tdjyhygu5 alfonsobaella columna cuando pase conmoción volveremos realidad falta trabajo digno inseguridad creciente l fernandoarmasca pbodigital estúpida encuesta waykaperu apristas algunos periodistas hacen campaña sea mártir pueblo peruano responde sin pbodigital todos ellos hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq lucianolopez27 hoy retomo comentarios análisis sobre temas quedaron sueltos sobre investigación lavajato cómo impacta dilu lucianolopez27 hoy retomo comentarios análisis sobre temas quedaron sueltos sobre investigación lavajato cómo impacta dilu pbodigital afán convertír este momento clara intencionalidad política hacer eu2mumgsjs lamentamos profundamente muerte investigaciones no pueden eclipsar servi xpekt0czpi waykaperu apristas algunos periodistas hacen campaña sea mártir pueblo peruano responde sin waykaperu apristas algunos periodistas hacen campaña sea mártir pueblo peruano responde sin romancendoya fiscalía política confunden todo independencia poder martinvizcarrac ellos cargaron derribando larepublica_pe siempre juan luis cipriani cagándose dios cometiendo sacrilegio colocando suicida par 1f9rgqepbp no hay cuenta ni delación mí ni hallará brasil fiscalía trama especulaciones sin prueba cri pbodigital son más estúpidos clase ignorantes manejan cuenta pbodigital viene psicólogo vendió arma selenitarode meiermq ottmarboris clase basura justicia están manejando hienas hoy gobiernan danaloby conoce huviera parido aldomariategui dijo programa lahoracaviar 15 abril 2 dias antes hurgamemoriape ahora adelante toca defender extraordinario trabajo vienen realizando rafael vela josé domingo perez eq pbodigital idiotas no hay responsables waykaperu apristas algunos periodistas hacen campaña sea mártir pueblo peruano responde sin fernandoarmasca pbodigital no estamos libertad damos lujo insultar quien iivwwpjz2p dgrados abogados pueden bramar quieran hecho nadie dispara sabiéndose inocente menos pbodigital opción alan patriciatubilla mejor pensar bien mal estás equivocada maldad gestado 49b3d9m0fo pbodigital prensa tuya '" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "at.main()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Término de búsqueda: @AlanGarciaPeru\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "texto = at.main()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "at.nube(texto)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Polaridad \n", "\n", "Realizado el análisis de sentimientos con Texblob se procede a utilizar tambien el modelo de vaderSentiment una libreria de análisis de sentimientos basada en reglas y léxicos que está específicamente en sintonía con los sentimientos expresados en las redes sociales y para este caso vamos a extraer los principales 1500 tweets relacionados a reacciones de los usuarios de Twitter con cinco cuentas: [@AlanGarciaPeru](https://twitter.com/AlanGarciaPeru), [@MartinVizcarraC](https://twitter.com/MartinVizcarraC) , [@IDL_R](https://twitter.com/IDL_R), [@KeikoFujimori](https://twitter.com/KeikoFujimori) y [@Ollanta_HumalaT](https://twitter.com/Ollanta_HumalaT) de esta manera calcularemos la polaridad de los sentimientos expresados para cada una de las 5 cuentas." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "import tweepy\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline \n", "import seaborn as sns \n", "sns.set()\n", "import pandas as pd\n", "import numpy as np\n", "from datetime import datetime\n", "import math\n", "import json" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n", "analyzer = SentimentIntensityAnalyzer()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from config import (consumer_key, \n", " consumer_secret, \n", " access_token, \n", " access_token_secret)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n", "auth.set_access_token(access_token, access_token_secret)\n", "api = tweepy.API(auth, parser=tweepy.parsers.JSONParser())" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "target_terms = [\"@AlanGarciaPeru\", \"@MartinVizcarraC\",\"@KeikoFujimori\",\"@IDL_R\",\"@Ollanta_HumalaT\"]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "sentiments = []\n", "desired = 300" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CompoundDateTimeNegNeuPosSourceTextTweets Ago
00.00002019-04-18 23:00:571.0000.0000.000@AlanGarciaPeruRT @jorgevento: @Enrique91554990 @jostipi @Ala...1
10.00002019-04-18 23:00:561.0000.0000.000@AlanGarciaPeruRT @manifiesto_peru: Alan Raúl García Nores, h...2
20.00002019-04-18 23:00:541.0000.0000.000@AlanGarciaPeru@PBODigital @AlanGarciaPeru Esta vivo3
30.00002019-04-18 23:00:531.0000.0000.000@AlanGarciaPeruRT @romancendoya: En la fiscalía política conf...4
40.00002019-04-18 23:00:411.0000.0000.000@AlanGarciaPeruRT @manifiesto_peru: Alan Raúl García Nores, h...5
50.00002019-04-18 23:00:361.0000.0000.000@AlanGarciaPeru@hurgamemoriaPE @AlanGarciaPeru bien dicho...P...6
60.00002019-04-18 23:00:311.0000.0000.000@AlanGarciaPeruRT @ELKAVILLA: Así siempre estarás en mi memor...7
70.00002019-04-18 23:00:271.0000.0000.000@AlanGarciaPeru@PBODigital @AlanGarciaPeru El responsable es ...8
8-0.52672019-04-18 23:00:260.7730.2270.000@AlanGarciaPeruRT @FernandoArmasCa: @PBODigital @AlanGarciaPe...9
90.00002019-04-18 23:00:251.0000.0000.000@AlanGarciaPeru@susana_bozzo @apranorte @AlanGarciaPeru @Mart...10
10-0.52672019-04-18 23:00:120.8040.1960.000@AlanGarciaPeruRT @KevincitoCR: @Enrique91554990 @zicozocialv...11
110.00002019-04-18 23:00:111.0000.0000.000@AlanGarciaPeru@PBODigital @RichardMontoyaR @AlanGarciaPeru T...12
12-0.35952019-04-18 23:00:090.8980.1020.000@AlanGarciaPeruRT @urmiche: @KarlaCalle Bajo ese concepto; la...13
130.00002019-04-18 23:00:081.0000.0000.000@AlanGarciaPeruRT @WaykaPeru: Apristas y algunos periodistas ...14
140.00002019-04-18 23:00:031.0000.0000.000@AlanGarciaPeruRT @WaykaPeru: Apristas y algunos periodistas ...15
150.00002019-04-18 22:59:551.0000.0000.000@AlanGarciaPeruRT @mistiana13: @hurgamemoriaPE @AlanGarciaPer...16
160.00002019-04-18 22:59:531.0000.0000.000@AlanGarciaPeru@DiarioElPeruano Vaya la muerte de @AlanGarcia...17
170.00002019-04-18 22:59:531.0000.0000.000@AlanGarciaPeru@PBODigital @AlanGarciaPeru Alan pues lamehuev...18
18-0.36122019-04-18 22:59:490.8780.1220.000@AlanGarciaPeruRT @carloslinaresh: Celebrar una tragedia, sea...19
190.00002019-04-18 22:59:431.0000.0000.000@AlanGarciaPeruDe acuerdo con la militancia aprista @APRA_Ofi...20
200.00002019-04-18 22:59:421.0000.0000.000@AlanGarciaPeruRT @lacucuchiperu: Amores, el suicidio de @Ala...21
210.00002019-04-18 22:59:411.0000.0000.000@AlanGarciaPeruRT @JoseMartSN: @PBODigital @AlanGarciaPeru #G...22
22-0.52672019-04-18 22:59:370.7610.2390.000@AlanGarciaPeruRT @robertoariasb74: @hurgamemoriaPE @AlanGarc...23
230.00002019-04-18 22:59:261.0000.0000.000@AlanGarciaPeru@FernandoArmasCa @PBODigital @AlanGarciaPeru t...24
240.00002019-04-18 22:59:241.0000.0000.000@AlanGarciaPeruRT @maca3049: @hurgamemoriaPE @AlanGarciaPeru ...25
250.00002019-04-18 22:59:031.0000.0000.000@AlanGarciaPeruRT @manifiesto_peru: Alan Raúl García Nores, h...26
26-0.57752019-04-18 22:59:020.7460.2540.000@AlanGarciaPeru@PBODigital @AlanGarciaPeru Cuán miserable pue...27
27-0.29602019-04-18 22:59:010.8910.1090.000@AlanGarciaPeruRT @Enrique91554990: En el velatorio de @AlanG...28
28-0.55742019-04-18 22:59:000.8060.1940.000@AlanGarciaPeruSin embargo, la realización del allanamiento s...29
290.00002019-04-18 22:58:581.0000.0000.000@AlanGarciaPeruRT @Kike21267341: @hurgamemoriaPE @AlanGarciaP...30
...........................
14700.00002019-04-18 22:54:581.0000.0000.000@Ollanta_HumalaTPensar que cuando a @Ollanta_HumalaT lo metier...271
14710.00002019-04-18 22:54:461.0000.0000.000@Ollanta_HumalaTRendir un homenaje póstumo a un expresidente f...272
1472-0.29602019-04-18 22:54:380.8910.1090.000@Ollanta_HumalaT@canalN_ A lo que se expone @Ollanta_HumalaT j...273
14730.00002019-04-18 22:54:291.0000.0000.000@Ollanta_HumalaTRT @MLunaTevez: @julioarbizu @rgalarreta @Olla...274
14740.45882019-04-18 22:54:060.8570.0000.143@Ollanta_HumalaT@julioarbizu Y eso le alegra? Una pena su come...275
1475-0.29602019-04-18 22:53:140.9090.0910.000@Ollanta_HumalaTRT @OscarAjiTorres: Le haces daño a mi padre. ...276
14760.00002019-04-18 22:51:591.0000.0000.000@Ollanta_HumalaTRT @rgalarreta: Mmm, habla el Procurador Antic...277
14770.00002019-04-18 22:51:481.0000.0000.000@Ollanta_HumalaTRT @MLunaTevez: @julioarbizu @rgalarreta @Olla...278
14780.00002019-04-18 22:51:321.0000.0000.000@Ollanta_HumalaT@canalN_ @Ollanta_HumalaT Tu quedaste como UN...279
14790.00002019-04-18 22:51:281.0000.0000.000@Ollanta_HumalaT@Ollanta_HumalaT @FiorellaRetiz Hipócrita!280
14800.00002019-04-18 22:51:251.0000.0000.000@Ollanta_HumalaTEntre esos “Neoliberales” estuvo @chavezcandan...281
1481-0.29602019-04-18 22:50:580.8910.1090.000@Ollanta_HumalaTRT @Maricarmen_Cix: La militancia aprista deci...282
14820.00002019-04-18 22:50:301.0000.0000.000@Ollanta_HumalaT@exitosape Alan siempre trato de destruir a @O...283
14830.00002019-04-18 22:50:131.0000.0000.000@Ollanta_HumalaTRT @rgalarreta: @nytimeses @disalch Sólo una o...284
14840.00002019-04-18 22:49:571.0000.0000.000@Ollanta_HumalaTIndecente, tú armaste todo esto. Tú comenzaste...285
14850.00002019-04-18 22:49:411.0000.0000.000@Ollanta_HumalaT@JoseMartSN @Ollanta_HumalaT Este vídeo necesi...286
14860.00002019-04-18 22:49:281.0000.0000.000@Ollanta_HumalaT@abelgilvonio @AlanGarciaPeru @Ollanta_HumalaT...287
14870.00002019-04-18 22:49:221.0000.0000.000@Ollanta_HumalaTRT @olopezm67: @canalN_ Muy bien, para qué fue...288
14880.00002019-04-18 22:49:111.0000.0000.000@Ollanta_HumalaTRT @bbravomz: @aaronsalomong Que caradura son ...289
1489-0.29602019-04-18 22:49:080.8910.1090.000@Ollanta_HumalaTRT @Maricarmen_Cix: La militancia aprista deci...290
14900.00002019-04-18 22:48:471.0000.0000.000@Ollanta_HumalaTRT @JoptanElMagno: @olopezm67 @canalN_ @Ollant...291
14910.00002019-04-18 22:48:271.0000.0000.000@Ollanta_HumalaT@RPPNoticias @Ollanta_HumalaT Que pena Ollanta...292
14920.00002019-04-18 22:48:261.0000.0000.000@Ollanta_HumalaT@canalN_ @Ollanta_HumalaT Tu quedaste como UN...293
14930.00002019-04-18 22:48:251.0000.0000.000@Ollanta_HumalaTRT @MLunaTevez: @julioarbizu @rgalarreta @Olla...294
14940.00002019-04-18 22:48:121.0000.0000.000@Ollanta_HumalaTRT @rgalarreta: Mmm, habla el Procurador Antic...295
14950.00002019-04-18 22:48:101.0000.0000.000@Ollanta_HumalaTRT @olopezm67: @canalN_ Muy bien, para qué fue...296
14960.00002019-04-18 22:46:511.0000.0000.000@Ollanta_HumalaTRT @olopezm67: @canalN_ Muy bien, para qué fue...297
14970.00002019-04-18 22:46:431.0000.0000.000@Ollanta_HumalaTRT @jcastrov1: @delurens @Angelpaezs @AlanGarc...298
14980.00002019-04-18 22:46:351.0000.0000.000@Ollanta_HumalaT@abelgilvonio @AlanGarciaPeru @Ollanta_HumalaT...299
14990.00002019-04-18 22:46:221.0000.0000.000@Ollanta_HumalaTRT @delurens: @Angelpaezs Pero a los periodist...300
\n", "

1500 rows × 8 columns

\n", "
" ], "text/plain": [ " Compound DateTime Neg Neu Pos Source \\\n", "0 0.0000 2019-04-18 23:00:57 1.000 0.000 0.000 @AlanGarciaPeru \n", "1 0.0000 2019-04-18 23:00:56 1.000 0.000 0.000 @AlanGarciaPeru \n", "2 0.0000 2019-04-18 23:00:54 1.000 0.000 0.000 @AlanGarciaPeru \n", "3 0.0000 2019-04-18 23:00:53 1.000 0.000 0.000 @AlanGarciaPeru \n", "4 0.0000 2019-04-18 23:00:41 1.000 0.000 0.000 @AlanGarciaPeru \n", "5 0.0000 2019-04-18 23:00:36 1.000 0.000 0.000 @AlanGarciaPeru \n", "6 0.0000 2019-04-18 23:00:31 1.000 0.000 0.000 @AlanGarciaPeru \n", "7 0.0000 2019-04-18 23:00:27 1.000 0.000 0.000 @AlanGarciaPeru \n", "8 -0.5267 2019-04-18 23:00:26 0.773 0.227 0.000 @AlanGarciaPeru \n", "9 0.0000 2019-04-18 23:00:25 1.000 0.000 0.000 @AlanGarciaPeru \n", "10 -0.5267 2019-04-18 23:00:12 0.804 0.196 0.000 @AlanGarciaPeru \n", "11 0.0000 2019-04-18 23:00:11 1.000 0.000 0.000 @AlanGarciaPeru \n", "12 -0.3595 2019-04-18 23:00:09 0.898 0.102 0.000 @AlanGarciaPeru \n", "13 0.0000 2019-04-18 23:00:08 1.000 0.000 0.000 @AlanGarciaPeru \n", "14 0.0000 2019-04-18 23:00:03 1.000 0.000 0.000 @AlanGarciaPeru \n", "15 0.0000 2019-04-18 22:59:55 1.000 0.000 0.000 @AlanGarciaPeru \n", "16 0.0000 2019-04-18 22:59:53 1.000 0.000 0.000 @AlanGarciaPeru \n", "17 0.0000 2019-04-18 22:59:53 1.000 0.000 0.000 @AlanGarciaPeru \n", "18 -0.3612 2019-04-18 22:59:49 0.878 0.122 0.000 @AlanGarciaPeru \n", "19 0.0000 2019-04-18 22:59:43 1.000 0.000 0.000 @AlanGarciaPeru \n", "20 0.0000 2019-04-18 22:59:42 1.000 0.000 0.000 @AlanGarciaPeru \n", "21 0.0000 2019-04-18 22:59:41 1.000 0.000 0.000 @AlanGarciaPeru \n", "22 -0.5267 2019-04-18 22:59:37 0.761 0.239 0.000 @AlanGarciaPeru \n", "23 0.0000 2019-04-18 22:59:26 1.000 0.000 0.000 @AlanGarciaPeru \n", "24 0.0000 2019-04-18 22:59:24 1.000 0.000 0.000 @AlanGarciaPeru \n", "25 0.0000 2019-04-18 22:59:03 1.000 0.000 0.000 @AlanGarciaPeru \n", "26 -0.5775 2019-04-18 22:59:02 0.746 0.254 0.000 @AlanGarciaPeru \n", "27 -0.2960 2019-04-18 22:59:01 0.891 0.109 0.000 @AlanGarciaPeru \n", "28 -0.5574 2019-04-18 22:59:00 0.806 0.194 0.000 @AlanGarciaPeru \n", "29 0.0000 2019-04-18 22:58:58 1.000 0.000 0.000 @AlanGarciaPeru \n", "... ... ... ... ... ... ... \n", "1470 0.0000 2019-04-18 22:54:58 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1471 0.0000 2019-04-18 22:54:46 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1472 -0.2960 2019-04-18 22:54:38 0.891 0.109 0.000 @Ollanta_HumalaT \n", "1473 0.0000 2019-04-18 22:54:29 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1474 0.4588 2019-04-18 22:54:06 0.857 0.000 0.143 @Ollanta_HumalaT \n", "1475 -0.2960 2019-04-18 22:53:14 0.909 0.091 0.000 @Ollanta_HumalaT \n", "1476 0.0000 2019-04-18 22:51:59 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1477 0.0000 2019-04-18 22:51:48 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1478 0.0000 2019-04-18 22:51:32 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1479 0.0000 2019-04-18 22:51:28 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1480 0.0000 2019-04-18 22:51:25 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1481 -0.2960 2019-04-18 22:50:58 0.891 0.109 0.000 @Ollanta_HumalaT \n", "1482 0.0000 2019-04-18 22:50:30 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1483 0.0000 2019-04-18 22:50:13 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1484 0.0000 2019-04-18 22:49:57 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1485 0.0000 2019-04-18 22:49:41 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1486 0.0000 2019-04-18 22:49:28 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1487 0.0000 2019-04-18 22:49:22 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1488 0.0000 2019-04-18 22:49:11 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1489 -0.2960 2019-04-18 22:49:08 0.891 0.109 0.000 @Ollanta_HumalaT \n", "1490 0.0000 2019-04-18 22:48:47 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1491 0.0000 2019-04-18 22:48:27 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1492 0.0000 2019-04-18 22:48:26 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1493 0.0000 2019-04-18 22:48:25 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1494 0.0000 2019-04-18 22:48:12 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1495 0.0000 2019-04-18 22:48:10 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1496 0.0000 2019-04-18 22:46:51 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1497 0.0000 2019-04-18 22:46:43 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1498 0.0000 2019-04-18 22:46:35 1.000 0.000 0.000 @Ollanta_HumalaT \n", "1499 0.0000 2019-04-18 22:46:22 1.000 0.000 0.000 @Ollanta_HumalaT \n", "\n", " Text Tweets Ago \n", "0 RT @jorgevento: @Enrique91554990 @jostipi @Ala... 1 \n", "1 RT @manifiesto_peru: Alan Raúl García Nores, h... 2 \n", "2 @PBODigital @AlanGarciaPeru Esta vivo 3 \n", "3 RT @romancendoya: En la fiscalía política conf... 4 \n", "4 RT @manifiesto_peru: Alan Raúl García Nores, h... 5 \n", "5 @hurgamemoriaPE @AlanGarciaPeru bien dicho...P... 6 \n", "6 RT @ELKAVILLA: Así siempre estarás en mi memor... 7 \n", "7 @PBODigital @AlanGarciaPeru El responsable es ... 8 \n", "8 RT @FernandoArmasCa: @PBODigital @AlanGarciaPe... 9 \n", "9 @susana_bozzo @apranorte @AlanGarciaPeru @Mart... 10 \n", "10 RT @KevincitoCR: @Enrique91554990 @zicozocialv... 11 \n", "11 @PBODigital @RichardMontoyaR @AlanGarciaPeru T... 12 \n", "12 RT @urmiche: @KarlaCalle Bajo ese concepto; la... 13 \n", "13 RT @WaykaPeru: Apristas y algunos periodistas ... 14 \n", "14 RT @WaykaPeru: Apristas y algunos periodistas ... 15 \n", "15 RT @mistiana13: @hurgamemoriaPE @AlanGarciaPer... 16 \n", "16 @DiarioElPeruano Vaya la muerte de @AlanGarcia... 17 \n", "17 @PBODigital @AlanGarciaPeru Alan pues lamehuev... 18 \n", "18 RT @carloslinaresh: Celebrar una tragedia, sea... 19 \n", "19 De acuerdo con la militancia aprista @APRA_Ofi... 20 \n", "20 RT @lacucuchiperu: Amores, el suicidio de @Ala... 21 \n", "21 RT @JoseMartSN: @PBODigital @AlanGarciaPeru #G... 22 \n", "22 RT @robertoariasb74: @hurgamemoriaPE @AlanGarc... 23 \n", "23 @FernandoArmasCa @PBODigital @AlanGarciaPeru t... 24 \n", "24 RT @maca3049: @hurgamemoriaPE @AlanGarciaPeru ... 25 \n", "25 RT @manifiesto_peru: Alan Raúl García Nores, h... 26 \n", "26 @PBODigital @AlanGarciaPeru Cuán miserable pue... 27 \n", "27 RT @Enrique91554990: En el velatorio de @AlanG... 28 \n", "28 Sin embargo, la realización del allanamiento s... 29 \n", "29 RT @Kike21267341: @hurgamemoriaPE @AlanGarciaP... 30 \n", "... ... ... \n", "1470 Pensar que cuando a @Ollanta_HumalaT lo metier... 271 \n", "1471 Rendir un homenaje póstumo a un expresidente f... 272 \n", "1472 @canalN_ A lo que se expone @Ollanta_HumalaT j... 273 \n", "1473 RT @MLunaTevez: @julioarbizu @rgalarreta @Olla... 274 \n", "1474 @julioarbizu Y eso le alegra? Una pena su come... 275 \n", "1475 RT @OscarAjiTorres: Le haces daño a mi padre. ... 276 \n", "1476 RT @rgalarreta: Mmm, habla el Procurador Antic... 277 \n", "1477 RT @MLunaTevez: @julioarbizu @rgalarreta @Olla... 278 \n", "1478 @canalN_ @Ollanta_HumalaT Tu quedaste como UN... 279 \n", "1479 @Ollanta_HumalaT @FiorellaRetiz Hipócrita! 280 \n", "1480 Entre esos “Neoliberales” estuvo @chavezcandan... 281 \n", "1481 RT @Maricarmen_Cix: La militancia aprista deci... 282 \n", "1482 @exitosape Alan siempre trato de destruir a @O... 283 \n", "1483 RT @rgalarreta: @nytimeses @disalch Sólo una o... 284 \n", "1484 Indecente, tú armaste todo esto. Tú comenzaste... 285 \n", "1485 @JoseMartSN @Ollanta_HumalaT Este vídeo necesi... 286 \n", "1486 @abelgilvonio @AlanGarciaPeru @Ollanta_HumalaT... 287 \n", "1487 RT @olopezm67: @canalN_ Muy bien, para qué fue... 288 \n", "1488 RT @bbravomz: @aaronsalomong Que caradura son ... 289 \n", "1489 RT @Maricarmen_Cix: La militancia aprista deci... 290 \n", "1490 RT @JoptanElMagno: @olopezm67 @canalN_ @Ollant... 291 \n", "1491 @RPPNoticias @Ollanta_HumalaT Que pena Ollanta... 292 \n", "1492 @canalN_ @Ollanta_HumalaT Tu quedaste como UN... 293 \n", "1493 RT @MLunaTevez: @julioarbizu @rgalarreta @Olla... 294 \n", "1494 RT @rgalarreta: Mmm, habla el Procurador Antic... 295 \n", "1495 RT @olopezm67: @canalN_ Muy bien, para qué fue... 296 \n", "1496 RT @olopezm67: @canalN_ Muy bien, para qué fue... 297 \n", "1497 RT @jcastrov1: @delurens @Angelpaezs @AlanGarc... 298 \n", "1498 @abelgilvonio @AlanGarciaPeru @Ollanta_HumalaT... 299 \n", "1499 RT @delurens: @Angelpaezs Pero a los periodist... 300 \n", "\n", "[1500 rows x 8 columns]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for target in target_terms:\n", " counter = 0\n", " # Get desired number of tweets (desired = 100 in this case for each target)\n", " while (counter < desired): # if desired number of tweets don't get fetched, get more \n", " public_tweets = api.search(target, count=(desired-counter), result_type=\"recent\")\n", " \n", " for tweet in public_tweets['statuses']: # Loop through all tweets \n", " results = analyzer.polarity_scores(tweet[\"text\"]) # Run Vader Analysis on each tweet\n", " compound = results[\"compound\"]\n", " pos = results[\"pos\"]\n", " neu = results[\"neu\"]\n", " neg = results[\"neg\"]\n", " \n", " # convert datetime object to string and then strip out the 10 chars(date)\n", " Date = str(datetime.strptime(tweet[\"created_at\"], \"%a %b %d %H:%M:%S %z %Y\"))\n", " Date = Date[:19] # extract date and time\n", " \n", " # Add sentiments for each tweet into an array\n", " sentiments.append({\"Source\": target,\n", " \"Text\": tweet[\"text\"],\n", " \"DateTime\": Date, \n", " \"Compound\": compound,\n", " \"Pos\": pos,\n", " \"Neg\": neu,\n", " \"Neu\": neg,\n", " \"Tweets Ago\": counter+1})\n", " # increment counter \n", " counter = counter + 1\n", " \n", "sentiments_df = pd.DataFrame.from_dict(sentiments) # Convert sentiments[] to DataFrame\n", "\n", "sentiments_df" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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9fl988YUCAgLsIzgZMkZ7Mj4oh4SEKCkpSVOmTLFfFhcWFqZNmzapQ4cOOT6Hh4eHxo8fr61bt+rf//63GjZsKC8vL50+fVqzZ89W37597X2yZcsWWa1WtWrVyuHcgoKCVKVKlUzn1rx5c3uIk2R/XdzO3Mp7773XIbiUL19ekuNr0s/PT8WLF8/2+D///LNOnTqlNm3a6NKlS/b6U1JS1LJlSx06dEhnz551eI6cXstZOX/+vH788Ud17drVYYTM29tbjz/+uFJSUuzL6t/O61f66xK/jOCYnddff10rV65UvXr1NGTIEIfHchoVdnPL3X+nTz75pJKTkzVkyBDFxsbq+PHjmjlzpn1Z/4xLOrNjs9mcqmfJkiX66aef9Oqrrzo9qn074uLi1Lt3bx06dEjDhg3Tm2++qWeeeUYHDhzQk08+mSmYmkwmlS5dOt9ucQIA/wSMyAH54Ny5c4qJiVG5cuVkMpnsH1YqV64sk8mk9evXa8yYMfZvurP6Zt3Ly8th3pKnp6e2b9+ubdu26dixYzpx4oR9XlBOc+Ru9vLLL2vEiBEaM2aMJkyYoNq1a6tt27bq0aNHtpdIDh06VD/88IPmzp2ruXPn6v7771erVq3Uq1cv+5yerPzxxx9ZjmxlBIoMJ0+eVEJCgho2bJjlcXIzj+b06dMqW7asPD09HbZ7eXmpbNmy+uOPPyRdH1HatWuXoqKiFBUVpTJlyqhly5bq2bOnQxDJSenSpfX444/bw8aXX36p2bNn68CBA4qKitJTTz2lkydPSpL69OmT5TFurvPm10LGa+TG14Kzihcv7vDvjNG0m5/D3d0929dQRv3Tp0/X9OnTs2xz5swZewBz5rV8s4w+ufl1IUkVK1aU9Nelgrfz+pX+umQxICAgy8dtNpumTJmiqKgoVa1aVW+99ZZD3/j5+WU5SpaSkiJJOYbIrDRo0EBTp07V5MmT7V863H///Zo0aZKGDx+uwoULy2KxZLpFg6enp4oUKSJ/f3/7c2dXz6lTpzRr1iw9+uijKly4sP1YaWlpslqtSkhIkK+vr3x9fTMFeXd391zdfmTp0qWKj4+339dOuj4PLiwsTCNGjNDHH3+sRx991GGfgIAA+1xEAEDuEeSAfLBhwwZZLBYdP37c/qHmRpcuXdLWrVv1wAMPSLr1t/k2m00vvvii1q1bp4iICIWHh+vhhx9WvXr1Mn04upWGDRvaLwf88ssv9fXXX+u1117T+++/r1WrVmX54S0kJESrV6/W7t27tW3bNn311VdatGiRFi9erPfee0+RkZFZPpfJZMryw+/NocFisahcuXJ66aWXsjzOre6Vl9Oxb2S1Wu0fzgMCAhQVFaUffvhBW7du1c6dO7V06VJ9+OGHmj59urp06ZLlMfbs2aPNmzdr8ODBDnOUfHx81LFjR9WpU0etWrXS3r177c8pSfPnz8/y0ryb5XZkJyfZjerkZmQmo/7hw4erdu3aWbapUKGC/e+3U/+t+kz6K/Dezuv3xrqyei6LxaIxY8Zo9erVqlmzpt59991Mr7lSpUo5LE6TIWNbVvPVbqVbt25q166dDh8+LH9/f4WGhtpHHsuWLaszZ85k+v0RGRmppUuXqlSpUvrpp59yrOf7779XcnKyFi1apEWLFmVq27BhQ/3rX//SsGHDMq02Wbp06Vzd9/LIkSPy9/fPVG+HDh3k5+enmJiYTL+rrFZrlnNKAQDOIcgB+SBjtcqpU6dmGgE4fPiw5s6dq+joaHuQu5XY2FitW7dOzz77rIYPH27fnp6ersTERKcXMMhYFj8kJESdOnVSp06dZLVatXjxYk2fPl3r16/PtFqhJPsS7A0bNrSPmu3Zs0ePPvqoli5dmm2QK1OmjGJjY5Wenu4QKjIuc7ux3YEDB9SgQQOHIJCWlqYtW7ZkuSBFdkqXLq0ffvhBaWlpDiMqZrNZp0+fti/McezYMV25ckW1a9dW7dq19cILL+i3336zL+CRXZA7deqU3n//fVWuXDnLOWUlS5ZUYGCgPbRlLPJQqlQpValSxaHtjh07sh0hchUZ9fv5+WVaiXP//v26dOmSUwHVmec4evRopscyVkEMCQm57dev9NfoZGJiYqbQlbHSZr169bRgwYIs+6Rq1ar6/PPPM72Wf/75Z3l7e9sXbXHW7t27FR8fr86dOzusBPn999/L09NTtWrVkqenpxYvXuywX0bArFq1qrZt26b4+HiHFSEzbntRo0YNmUymTPtL0tSpU3XhwgW9/vrr9t8dN7fz9vbO1flkjBxbLBaHcGaz2WSz2bIckU1MTMy0CAoAwHnMkQPy2PHjx3XgwAFFRkaqW7duatOmjcOfIUOGKDg4WF9//bXi4uKcOmbGZWEZK+hl+OSTT5ScnKz09HSnj/Pwww9r4cKF9m1ubm6qUaOG/e9ZGT58uP7973/LYrHYt1WtWlWenp45jsC0a9dOV65c0YoVK+zb0tLS9Mknnzi0a9WqlRITE7Vs2TKH7R9//LFGjhypb7/91qnzyzjW1atXM92+4aOPPlJSUpJatGgh6friGs8++6zDyoEVKlRQoUKFcjynVq1ayd/fX3PnznWYG5Zh8+bNunjxon1komXLlpKkhQsXOowGHTp0SM8888xt3UvLzc3tti61vB3Vq1dXcHCwli5d6vCzunr1qv0Sx9yOqtw8OhYcHKzq1atrzZo1Dj9Ts9lsXwGycePGt/36lf4Kizdfpvvpp5/q008/VXh4uN5+++1sg3X79u117do1h/mtCQkJ+vzzz9W+fftbzmm72Y4dO/Sf//zHoZ4//vhDy5cvV5cuXRQQECBvb281atTI4U/16tUlyb6IUlRUlH3/lJQUrVy5UhERESpZsqRKlCiRaf9GjRqpcOHC9mNnBLmb2+Q09zUrjRs3VlJSkn1ucIbVq1crOTlZ9evXd9husVgUHx+vUqVK5ep5AAB/YUQOyGMZH2R69uyZ5eOenp725etvvqdcdsLDwxUQEKDXXntNf/75pwoVKqTdu3drw4YN8vb2znIZ86yUKFFCXbp00UcffaTk5GSFh4crMTFRUVFRCgoKUseOHbPc7/HHH9f48eP12GOPqUOHDrLZbFq9erVSU1P1yCOPZPt8Xbt21SeffKLJkyfr999/V7ly5bRmzZpM83F69eql6OhoTZ48WQcPHlTNmjV15MgRLV++XNWqVVP37t2dOr8bjzV16lQdOXJE1atX14EDB7Rq1SrVqlXLvtDKoEGD9OSTT6pfv37q1q2bvL29tXXrVp08edJhdc6bFSpUSFOnTtWoUaPUuXNndenSRZUrV5bValVsbKw2btyoNm3aqFOnTpKk0NBQDRgwQEuXLlViYqLatGlj/5n7+/s7jLA6q1ixYvr++++1ePFi1alTR7Vq1cr1MZzl6empCRMmaMSIEerevbt69uwpb29vrVixQn/++admzJiR6xCTcfnjO++8o2bNmql169YaP368Hn30UfXs2VN9+/aVv7+/1qxZo4MHD2r8+PEqVKiQChUqdFuvX+n6nDRJ+vHHH+2XiFosFv3vf/+TdD1wb968OdN+jRs3VlBQkFq0aKH69etr0qRJOnXqlEqWLKmoqCjZbDYNHTo0V+cvXV+Rc/ny5Ro0aJD69esns9mspUuXysfHRyNGjLjl/qGhoerevbsWLlyoy5cvq3Llylq5cqX++OMPvfbaa7mu5+/q0aOHPvvsM40bN0779+9X5cqV9fPPP+uTTz5RlSpVMs0RPXLkiJKTk7OdFwsAuDWCHJDH1q1bp8DAQPs35lnp3bu3Fi1alGn1yuwEBQVp0aJFmjFjht566y15eXmpfPnymjlzpvbv368lS5bo/PnzCgoKuuWxJk+erLJly2r9+vVav369fH191bBhQ40cOTLb+UW9evWSp6enlixZopkzZ8pqtap69ep6++23M33TfiN3d3e98847mjVrljZu3Khr166pWbNmeuyxxzRy5Eh7Oy8vL73//vt68803tWnTJq1Zs0YlSpRQ3759NXToUPn6+jr1c7r5WBs3btSaNWsUEhKiIUOG6JlnnrFfbtmkSRPNnz9fCxcu1FtvvaXU1FRVqlRJM2fOtIew7LRr106rVq3S4sWLtXPnTq1atUpubm66//77NX78ePXp08dhdGjcuHGqUKGCPv74Y02bNk2BgYGqW7euhg8fbl/MIzeeeOIJ/fLLL3rjjTfUvXv3fA1y0vXRqPfee0/z58/XW2+9JTc3N1WqVEnz58+3jzjmRqdOnbR582atWrVKMTExat26tcLDw7Vs2TL973//03vvvSer1arKlSs73LpCur3Xr3T90szQ0FD7JcHS9dHzjFHxmTNnZrnfkiVL7O+rN998UzNmzNDy5cuVlpammjVraubMmSpXrlyufwZly5bVBx98oBkzZmjOnDny9vZW48aNNWLECKfn202aNElBQUGKjo5WdHS0wsLC9M4772R70+785OXlpffee0/z5s3Txo0btXz5cgUFBemRRx7R8OHDM11+u2fPHrm5uWWamwcAcJ7Jlpvl7gAAMKgPPvhAM2fO1Ndff+3ycxPvdn369FFQUJDmzZtX0KUAgGG5/By5iRMnOtxcNCs//fST+vTpo1q1aqldu3YON6eVrt8YdcKECapfv77q1q2r8ePHO30pGgDg7pBxWejGjRsLupR/tBMnTmjfvn0aPHhwQZcCAIbmskHOZrNpzpw5Wr58eY7tEhIS9MQTT6hatWpatWqVBgwYoHHjxmnXrl32NhMnTtSePXu0cOFCLViwQDExMZo4cWJ+nwIAwIX4+/vrmWee0bvvvuuwcA/urEWLFqlly5YFcgkoANxNXDLInTp1SgMHDtSyZct0zz335Nh2xYoVCggI0Lhx41SxYkUNGDBADz74oN577z1JUlxcnNatW6eXXnpJtWvXVt26dTVlyhStX7/e6RUDAQB3h4EDB8rPzy/T6oq4M06ePKktW7Zke89IAIDzXDLI7du3T2XLltXatWtVpkyZHNvGxsaqXr16DgsLREZGau/evbJarfYJ1Td+81enTh25u7trz549+XYOAADX4+7urlWrVqlbt24FXco/0r333quYmBhuOwAAecAlV6188MEH9eCDDzrV9uzZs6patarDthIlSig5OVmJiYmKi4tTsWLFHG4M7OHhoWLFimW6nxAAAAAAGIFLjsjlRkpKiry8vBy2ZfzbbDYrOTlZ3t7emfbz8vJSampqjsdOT2cOBQAAAADX45Ijcrnh4+Mjs9nssC3j376+vlk+ntHGz88vx2NfvHjNqRqCgwMVH3/FyYqR3+gP10FfuA76wrXQH66DvnAtzvZHcHDgHagGcG2GH5ELCQlRfHy8w7Zz587Jz89PgYGBCgkJUUJCgsMKZenp6UpISFCJEiXudLkAAAAA8LcZPshFREQoNjZWN97XfPfu3apTp47c3NwUERGh9PR07du3z/74nj17ZLVaFRERURAlAwAAAMDfYrggZzabFR8fb79csmfPnkpISNBLL72k33//XUuXLtW6dev0xBNPSJJKliypjh07aty4cdqzZ49iY2M1YcIEde3aVSVLlizIUwEAAACA22K4ILdv3z41adLEPsIWFBSkd955Rz///LO6deumqKgoTZs2TQ0bNrTvM2XKFNWpU0dPPfWUhg4dqgYNGujll18uoDMAAAAAgL/HZLvxmkQ4cHbyMxOlXQv94TroC9dBX7gW+sN10BeuhcVOAOcZbkQOAAAAAP7pCHIAAAAAYDAEOQAAAAAwGIIcAAAAABgMQQ4AAAAADIYgBwAAAAAGQ5ADAAAAAIMhyAEAAACAwRDkAAAAAMBgCHIAAAAAYDAEOQAAAAAwGIIcAAAAABgMQQ4AAAAADIYgBwAAAAAGQ5ADAAAAAIMhyAEAAACAwRDkAAAAAMBgCHIAAAAAYDAEOQAAAAAwGIIcAAAAABgMQQ4AAAAADIYgBwAAAAAGQ5ADAAAAAIMhyAEAAACAwRDkAAAAAMBgCHIAAAAAYDAEOQAAAAAwGIIcAAAAABgMQQ4AAAAADIYgBwAAAAAGQ5ADAAAAAIMhyAEAAACAwRDkAAAAAMBgCHIAAAAAYDAEOQAAAAAwGIIcAAAuvrpHAAAgAElEQVQAABgMQQ4AAAAADIYgBwAAAAAGQ5ADAAAAAIMhyAEAAACAwRDkAAAAAMBgCHIAAAAAYDAEOQAAAAAwGIIcAAAAABgMQQ4AAAAADIYgBwAAAAAGQ5ADAAAAAIMhyAEAAACAwRDkAAAAAMBgCHIAAAAAYDAEOQAAAAAwGIIcAAAAABgMQQ4AAAAADIYgBwAAAAAGQ5ADAAAAAIMhyAEAAACAwRDkAAAAAMBgCHIAAAAAYDAEOQAAAAAwGIIcAAAAABgMQQ4AAAAADIYgBwAAAAAGQ5ADAAAAAIMhyAEAAACAwRDkAAAAAMBgCHIAAAAAYDAEOQAAAAAwGIIcAAAAABiMR0EXkBWLxaLZs2crOjpaSUlJatq0qSZOnKigoKBMbQcMGKCYmJgsjxMVFaV69epp+/btGjJkSKbHd+zYoZCQkDyvHwAAAADyk0sGublz5yo6OlrTpk1TkSJFNGnSJA0bNkzLli3Lsm1aWpr931arVU8//bQCAgIUHh4uSTpy5IiqVq2qRYsWOexbvHjx/D0RAAAAAMgHLhfkzGazlixZovHjx6tx48aSpJkzZ6p169bau3ev6tSp49C+SJEiDv9etGiRTp06pY0bN8rD4/rp/frrrwoNDVVwcPCdOQkAAAAAyEcuN0fu8OHDSkpKUmRkpH1bmTJlVLp0acXGxua4b3x8vObPn6+RI0c6hLZff/1VFStWzLeaAQAAAOBOcrkgd/bsWUlSyZIlHbaXKFHC/lh23n77bRUvXlx9+vSxb7NYLDp69KgOHDigBx98UE2aNNEzzzyjo0eP5n3xAAAAAHAHuNyllcnJyXJzc5Onp6fDdi8vL6Wmpma739WrV7Vy5Uq9+OKLcnd3t28/efKkUlNTZTabNWXKFJnNZs2fP1/9+vXTunXrcpwnV7Sonzw83LN9/EbBwYFOtcOdQX+4DvrCddAXroX+cB30hWuhPwDnuFyQ8/HxkdVqVXp6un2Om3R97pyvr2+2+23btk0Wi0VdunRx2F6+fHl99913Kly4sNzcrg9Azps3Ty1atNDq1as1ePDgbI958eI1p2oODg5UfPwVp9oi/9EfroO+cB30hWuhP1wHfeFanO0Pwh7ggpdWlipVStL1+W43OnfuXKbLLW+0bds2tWjRQv7+/pkeK1q0qD3ESZKvr6/Kli2rM2fO5FHVAAAAAHDnuFyQq1y5svz9/R3uDXf69Gn98ccfqlevXrb77d27Vw0aNMi0fevWrQoPD1dCQoJ929WrV3X8+HFVqlQpb4sHAAAAgDvA5S6t9PLy0iOPPKLp06eraNGiKl68uCZNmqTIyEjVrl1bZrNZly5dUuHCheXl5SXp+mhdfHy8QkNDMx2vXr16CggI0IsvvqgXX3xRFotFM2fOVNGiRdW1a9c7fXoAAAAA8Le53IicJI0YMUJdunTRiy++qIEDB+qee+7RnDlzJEn79u1TkyZNtG/fPnv7jMswb76nnCQVLlxY77//vjw9PTVw4EANGDBAfn5++uCDD+Tt7X1nTggAAAAA8pDJZrPZCroIV+Xs5GcmSrsW+sN10Beug75wLfSH66AvXAuLnQDOc8kROQAAAABA9ghyAAAAAGAwBDkAAAAAMBiCHAAAAAAYDEEOAAAAAAyGIAcAAAAABkOQAwAAAACDIcgBAAAAgMEQ5AAAAADAYAhyAAAAAGAwBDkAAAAAMBiCHAAAAAAYDEEOAAAAAAyGIAcAAAAABkOQAwAAAACDIcgBAAAAgMEQ5AAAAADAYAhyAAAAAGAwBDkAAAAAMBiCHAAAAAAYDEEOAAAAAAyGIAcAAAAABkOQAwAAAACDIcgBAAAAgMEQ5AAAAADAYAhyAAAAAGAwBDkAAAAAMBiCHAAAAAAYDEEOAAAAAAyGIAcAAAAABkOQAwAAAACDIcgBAAAAgMEQ5AAAAADAYAhyAAAAAGAwBDkAAAAAMBiCHAAAAAAYDEEOAAAAAAyGIAcAAAAABuNR0AUAwK0cO3ZUcXFxcnNz07333quQkFIFXRKAXDKbzTp8+GclJSXJ19dXlStXlY+PT0GXBQCGRZAD4JKsVqu2btus1RvWKiA4WKXKlZfVatWx6E/k6+6uXt16ql7dyIIuE8AtXLyYoE9WrtB3sbtVKbyOAgoX1rWrVzR7wTzVq11Hvbr3VokSJQq6TAAwHIIcAJdjsVj06vT/yq14cQ2ZOl1Fg4MdHj999KiWvTlPvxz5Rf0fGVBAVQK4lZMnT2jS1MlqN3CgJgz7lzw9Pe2PWSwW7dm5Q/95aYzGPT9a999fqQArBQDjYY4cAJfz1sI3VSwsVANfeDFTiJOkMhUqaPjrM3Tw9Alt/HxDAVQI4FauXLmsSVMn6/FJk9WoXQeHECdJ7u7uimzZSv+aPkOvzpym8+fPF1ClAGBMBDkALuX8+fM6+NsRdXl0UI7t3NzcNHjcBK1YvVJWq/UOVQfAWes3rFOTbg+pbMWKObYrUbq02g8cqNVrP7tDlQHA3YEgB8ClrNu4Vs169JDJZLplWx9fX4XVq6fvdn97ByoD4Cyr1aotO75Q4wc6OdW+XotW2rX7G5nN5nyuDADuHgQ5AC5lz4/7VLdZC6fbhzdvodi9sflXEIBci4s7q+L33CNfPz+n2nt6eem+qlV1/PixfK4MAO4eBDkALiU1JVU+Tn74kyRff38lp6bkY0UAcis5+Zp8/P1ztY+Pv79SUpLzqSIAuPsQ5AC4FH9/f12+eNHp9pcTElTIPzAfKwKQW4GBhXU5ISFX+1y+cEEBAbyXAcBZBDkALqVZoyb65vONTrf/7vONatakWT5WBCC3goODlXb1qi46uRLltatXde7ECZUrVz6fKwOAuwdBDoBLadu6nb7bsF5paWm3bHvx/HnFHz+uqlWr3YHKAORG5/ad9MWqT51qu2PNanVo1VZubnwsAQBn8RsTgEsJCAhQ53Yd9e7kSbJYLNm2S7pyRW+NHa2nBj3p1AqXAO6s1q3a6FhsrPZ+tTPHdof27tG+LZv1QMfOd6gyALg7EOQAuJzu3XqoWpn7NGPYUB34PsbhPnFpaWn6dstmvT70GfV/qJfqhEcUYKUAsuPl5aUpL03RF0uXaPm8/yn+zBmHxxPOndOqtxfqs7lzNWXiFPnlYpEjAIBkstlstoIuwlXFx19xql1wcKDTbZH/6A/X8Xf74vfff1X02tU6+MshFQsJkdViUeK5c2oU2VAPduqikiVD8rDauxvvC9fyT+qPtLQ07dq1U5+tX6NUm1WBRYro2pUrUlqaHuzYWS1btJaXl1eB1fdP6gsjcLY/goNZGAfwKOgCACA7FStW0gsjXpDZbNalS5fk7u6mwoWLyN3dvaBLA+AkT09PtWzZWi1bttbVq1eVlJQkPz9fBQYWKujSAMDQCHIAXJ6Xl5eCg4MLugwAf1NAQIACAgIKugwAuCswRw4AAAAADIYgBwAAAAAGQ5ADAAAAAIMhyAEAAACAwRDkAAAAAMBgCHIAAAAAYDAEOQAAAAAwGIIcAAAAABgMQQ4AAAAADIYgBwAAAAAGQ5ADAAAAAIMhyAEAAACAwRDkAAAAAMBgCHIAAAAAYDAuGeQsFoveeOMNNWnSROHh4Xruued0/vz5bNs/99xzCgsLc/jz2GOP2R9PTk7WhAkTVL9+fdWtW1fjx49XUlLSHTgTAAAAAMh7HgVdQFbmzp2r6OhoTZs2TUWKFNGkSZM0bNgwLVu2LMv2v/76q55//nk99NBD9m1eXl72v0+cOFEHDx7UwoULlZ6errFjx2rixIl644038v1cAAAAACCvudyInNls1pIlSzRq1Cg1btxY1apV08yZM7V3717t3bs3y/YnT55UzZo1FRwcbP9TuHBhSVJcXJzWrVunl156SbVr11bdunU1ZcoUrV+/XnFxcXf69AAAAADgb3O5IHf48GElJSUpMjLSvq1MmTIqXbq0YmNjM7U/evSo0tPTVbFixSyPt2fPHrm5ualOnTr2bXXq1JG7u7v27NmT9ycAAAAAAPnM5S6tPHv2rCSpZMmSDttLlChhf+xGR44ckaenp+bOnaudO3fK29tbHTp00LPPPitvb2/FxcWpWLFi8vT0tO/j4eGhYsWK6cyZM/l7MgAAAACQD1wuyCUnJ8vNzc0heEnX57ylpqZmav/bb79JksqXL69+/frpyJEjmjp1qs6ePatp06YpOTlZ3t7emfbL7ng3KlrUTx4e7k7VHRwc6FQ73Bn0h+ugL1wHfeFa6A/XQV+4FvoDcI7LBTkfHx9ZrValp6fLw+Ov8sxms3x9fTO1HzFihAYPHqwiRYpIksLCwuTu7q6RI0dq9OjR8vHxkdlszrSf2WyWn59fjrVcvHjNqZqDgwMVH3/FqbbIf/SH66AvXAd94VroD9dBX7gWZ/uDsAe44By5UqVKSZLi4+Mdtp87dy7T5ZaS5ObmZg9xGUJDQyVdv0wzJCRECQkJslgs9sfT09OVkJCgEiVK5HX5AAAAAJDvXC7IVa5cWf7+/oqJibFvO336tP744w/Vq1cvU/vhw4dr6NChDtsOHDggLy8v3XvvvYqIiFB6err27dtnf3zPnj2yWq2KiIjIvxMBAAAAgHzickHOy8tLjzzyiKZPn66dO3fq4MGDGjVqlCIjI1W7dm2ZzWbFx8fbL5ds3769tm3bpsWLF+vkyZP6/PPPNW3aNA0ePFj+/v4qWbKkOnbsqHHjxmnPnj2KjY3VhAkT1LVr1yxH+AAAAADA1bncHDnp+ry39PR0vfjii0pPT1fTpk01ceJESdK+ffs0cOBALVmyRPXr19cDDzwgs9msd999V7NmzVLx4sU1cOBADRkyxH68KVOmaMqUKXrqqafk4eGh9u3ba+zYsQV1egAAAADwt5hsNputoItwVc5OfjbyROmEBOmLL6Tz59Pk7m5S+fKeatrUpiwW+jQMI/fH3cbIfXHmjEnbt1uVmJguT083Va7soYYNbXJ3biFbl2PkvrgbGbk/jh416euvrbpyJV0+Pm6qXdtT4eFWmUwFXdntMXJf3I1Y7ARwnkuOyCH/XbwozZ+fpvPnL6lLl72qUydBFoubfvihrIYPr6FGjfzUr5+bYT+0Arfr9GmTFi5MlcVyQV267FFIyFWlprrru+/uV1RUmDp08FXXribDfmgFbtfhw256991kFSoUp44d96l48WRdu+apHTsq6913K6hnT1+1bFnQVQLAPwcjcjm4W0fk4uNNevnla/rXvzaoQYNTmT6QpqebtGRJXR04UF/jxnkYLswZrT/uZkbri6NHTZox47LGj1+tqlXPZ3o8JcVdc+Y0V3p6NT37rLuhwpzR+uJuZ7T+2LvXpA8+OK/Jk1fr3nsvZ3r8yhUvvfJKB4WFlVPPni43/T5HRuuLux0jcoDzjPXbFn+bzSZNm5aqf//7MzVsmDnESZKHh02DB3+vGjV2KyrKkrkBcBcym6UZM65p6tQVWYY4SfLxsejf//5C0iFt2nRn6wMKSkKC9O67lzRr1oosQ5wkBQaaNXXqWv3002nt3WugbzgAwMAIcv8wBw64qUyZ46pVK+6WbQcOjNV33yUrNfUOFAYUsJ07TWrR4sdsP6hmMJmkYcN2av36ZHE9A/4JNmywqU+fb1SsWEqO7dzdbRo+/AtFR+fcDgCQNwhy/zDr16eqR49Yp9q6u9vUqtVP2rmTb1dx99u0KVnduu13qm2hQmZVqnRCP/3Er1Dc3axWadeuZLVt+6tT7StUSJTFclFnz/L/BgDkNz6F/MOcPp2u6tXPOd2+du1TOn48LR8rAlxDSopZJUpcc7p97dpHdewYH1Zxd7t6VSpe/LJ8fJy/zL5mzZM6fpyPFwCQ3/hN+49jy9UCDR4eVqWlcf0Y7n65vUzSw8Oq9HRr/hQDuIj09Ouv9dzw8LAoPT2fCgIA2BHk/mECAtwVF+fvdPuTJ4sqKMgzHysCXIPN5qmUFOeXaD1xIljBwfwKxd0tMFCKjw/I1RcdJ08GKTiYLwABIL/xKeQfpm1bH0VH13S6/Zo1EWrdmsvHcPdr3NhHmzdXcqpterpJO3dWU4MGrOqKu5unp1Spkp9iY+9xqn1ioreOHSuj0FBGqwEgvxHk/mGaNrVp+/YaSkjwuWXbmJjSKlassIoX55tV3P06djTpk08aODUqt25dFdWp4ysvrztQGFDAunTx1PvvN5bViWz20Ud11K6dr6HusQgARkWQ+4fx8pKefNJfL77YPccwt39/Cc2e3VlPP80nVfwzFC0qdelSRKNHP6jkZI9s2+3cWU6rV7dQv37OX4YJGNn999tUufI9+u9/28piyT6hrVxZQ4cPR+iBB+5gcQDwD5b9pxXctSIibDKZSurZZweoZcuf1K3bTypZMkk2m3ToUJA+/bSujh+voJdf9mY0Dv8o7dtL7u736fHHB6pjxx/UpctBFSmSKptNio29R59+Wk9JSWU0ebKn/PwKulrgzunf36QVK6pq0KB71K1brDp0+EV+fumyWEzates+ffpppAIDS2j8eA+58x0HANwRJpuNW9pmJz7+ilPtgoMDnW7rSszm6zdB3ro1RVeuWCSZVLq0uzp39lGNGlbDXhpj1P64Gxm1L65dk7Ztk3bsSFFyslUmk0kVKniqSxcvVapkzLk/Ru2Lu5VR+yMxUdq82aZvvklVWtr190b16l7q3NlDZcoY8+OEUfvibuVsfwQHB96BagDXRpDLwd0e5O5W9IfroC9cB33hWugP10FfuBaCHOA85sgBAAAAgMEQ5AAAAADAYAhyAAAAAGAwrFoJwCXZbNLvv5t09qyb3Nyke++1FshiClarVQcP/qTExER5enopNDRUxYoVv+N1AEaVmiodOOCmpCSTfH1tqlbNWiCrvl6+fEmHDh1SamqKChcurGrVasjDg49BAIyL32AAXIrVKn2+yUNrP/dU0dImlaog2azSis8lk9mqnl3T1KihJd/rSE5O1qrPVuqLr7arXPXqKhYSInNyit7/5EOVKh6sPj0fVlhY5XyvA/g7UlOlrV+6adXGdCUk2uTpKdWt4a6+3U0qWzZ/vxi5cMGkTz71VMwPHqpcTwooIiVfleYvlmpWTVefnmkKCcn/L2eOHTuqZSs+1rHTJ1Ulsr68/Xx16fABzV4wT80aNtbTTw6SZNBlmgH8o7FqZQ5YtdKY6A/Xkdu+sFikKVO95VPKXZ0GSoWLOT4ed1r6ZJ4Udk+aHn8sLY+r/cvly5c0ZuJYhbdrp+Zdu8nH19fh8aOHftaymTP1cOeuatmydb7VkZd4X7iWO9Ef274w6fW3zbJVOKmAWqfkVShVNotJl38LkuWniqoeUkiTx5ryZXTsxAmTXpnmo46DTKrbQg73lrNapf3fSdFvSS8MS1HVKvl3S4+YmN16O2qxeo8YqbBatWW64b46aWazvt70ub5bvUovj5mk4ODgfKsDzmPVSsB5BLkcEOSMif5wHbntiznzvORVxkOdB2bfxmqV3pks1bvfrAe7pOdBlTcf36rnR49SywEDFd64SbbtUpKTNXPEc3pm4GDVrFErz+vIa7wvXEt+98fnm016fVmigrp9L3efrEewE/ffo5LHa2jhLMnLK++e+8oVacR/fPXEKyaVqZB9u/NnpbkvSFNfTlaJEnn/UeTo0d/06pwZen7OPAUUKpRtu98PHtDyGa9rzutz5JWXPwjcFoIc4DwWOwHgEs6fN+nQUQ91GpBzOzc3adAY6bMNnkrP+xynvXtjVaxcuRxDnCT5+Ppq0LgJilr+Ud4XAfwNFy9Kb7yXoqCHsg9xklSk5p/6s8Qvem9p3l5WuGGjhxp3zTnESVJQiNRpsLRqtWeePn+GDz9ZpkdGvZBjiJOksFq1FBpZX7t27cyXOgAgvxDkALiEdRs91LS7ZHLiM6Wnl1S1oUlff+N+68a5FL1utVr26OlU21L33qsUm1WnT5/K8zqA2xW91iT3Wr/K3fvWc0mL1j2hNdvSlJZHVypbrdLm7Z5q8oBz7es0k3bv8VBqat48f4aLFxN08syfur96DafaN+/2kFZvWJu3RQBAPiPIAXAJ+370UERT59uHN5P2/Jj3Qe7MuTjdVynU6fa1mrfQjz/+kOd1ALdr9ZZ0Fa5+xqm2bh42Wcr8qdjYvHkvnTtnUtEQk3z9nWvv4SGVryEdO5a3H0cOHjygGo0bO8yJy0lwqVK6Zk5VWl4lWgC4AwhyAFxCSqqc/vAnST5+Umpq3q80Z3LL3a9FHz9fpaSm5HkdwO1KtqTL3cv5BUSsRRP159m8ee6UFMk3l4un+Phd3y8vpaQkyzuXq7j4+PkplfcyAAMhyAFwCYGBNiWed779pQtSYEDeL5BgTU+X1er8h+DLFy6o8C3m4AB3kim3S+lb3eSRR4PbgYHSpYTc7XPpwvX3f14KDCysyxcu5Gqfq5cuyc8vF98mAUABI8gBcAktGqXrm03Ot/92o9SiSd6vdlK9SlUd/D7GqbY2m017t21TZGSDPK8DuF1F/T2UdtX5BUTczwWrfLm8CVLFi9tkS7Ep4Zxz7a9dlc4etal8+bwNcrVq1dbBb7+VxeLcPSePHvpZ995TRm65HJEHgILEbywALqFVq3TFfC6lmW/d9mK8FH/cpmrV8v7+U906d9XmZR/JmTuzHIz9XhXK3qdChQrneR3A7erX1UOXf7jXqbbpyR7yuxSkGjXy7r304ANmbVnhXNsda6QOrdKU1/nJx8dHkeERivlim1Ptty7/WA916Zq3RQBAPiPIAXAJfn5Sj85mLZioHFfQu3pZenOMNGRwqlMrXOZWxYqVdF9QCUW/syjHMHfm5EmtmDNbgwY8lvdFAH9Dm9ZWefxeXqkXfXJsZ7NJF7dX0cAeHnn6XmrR3KI/f7Jq9y0y1IHvpR+22NTpgXy4j4ikvr37atMH7+v4kV9ybLf5k+XySE5RrVrh+VIHAOQX95dffvnlgi7CVV275sTQgCR/f2+n2yL/0R+uI7d9ERpq1ZXzNi1d6K6AYlLJMn/djiDNLH27RVo6VRrcN1WR9fJ+NC5DZN1Ifb1tq7Zv2qhipUqpaHCwffW7q5cv64tVK7V6wVsa/8JolS17X77VkZd4X7iW/OwPT08popqH1iwKke6Jl6d/5m9GrOkmXfyiqpqGlNFTg5y77Yez3N2lxg3TtXSBu347YlJwaSnwhkHr82el9Uuk3Wts+u/LycqvKaa+vr6qFx6hOVNe0aXLiQq59z75+PraHz/x6xGteHOuzH/+oRdHjZaHh0f+FIJccfa94e/vfQeqAVybyebM9UP/UPHxV5xqFxwc6HRb5D/6w3Xcbl8cP27S6nWe2vuTh4oGX7831ZUEm5o1SlfnjukKDs7/X1s2m00//fSjotet0YnTJ1U4KEjmlBSZk66pY9v2atemvQICAvK9jrzC+8K13In+OHrUpElvWHTGfFnuVY7Js0iyrGnuSjteUm7Hy6hPFw8N7Ju3Ie5GFov07Xfu+my9py4luSmgsJR8VfJ2s+nBB8xq2sQiL6/8ee4bJScn64svtmrtpvVy8/aWt6+vLickqFRwCT3UuavatWuhCxeS8r8QOMXZ90ZwcOAdqAZwbQS5HBDkjIn+cB1/ty8sFunKlevf8Pv7K8/n0TjLbDYrKemqvLy85efn5/S9qVwJ7wvXcif749gxk9ZvsSnuglU+3iZF1nRX82bWOxKiMqSkSMnJko+PdMOg2B1ls9mUnJys1NQU+fsHyOv/fwC8N1wLQQ5wHtcRAHBZ7u5SkSIFXYXk5eUlL69iBV0GcFvKl7fpX09Jf02Lz7/LkrPj43P9T0EymUzy8/OTXy7vLwcArorFTgAAAADAYAhyAAAAAGAwBDkAAAAAMBiCHAAAAAAYDEEOAAAAAAyGIAcAAAAABkOQAwAAAACDIcgBAAAAgMEQ5AAAAADAYAhyAAAAAGAwBDkAAAAAMBiCHAAAAAAYDEEOAAAAAAyGIAcAAAAABkOQAwAAAACDIcgBAAAAgMEQ5AAAAADAYAhyAAAAAGAwBDkAAAAAMBiCHAAAAAAYDEEOAAAAAAyGIAcAAAAABkOQAwAAAACDIcgBAAAAgMEQ5AAAAADAYDwKugAAdw+bTUpKuv53P7+CrQUAAOBuRpAD8LedO2fSug0e2vmthwKKmGQySZcTpDYtpLatTAoJsRV0iQAAAHcVghyAv2XHTnct+cRbbftJE5+WPL2ub09Pl37YJY1/zVc9H0hVh/aWgi0UAADgLkKQA3DbYmLctHydt/4zX/L1d3zMw0Nq0Eaq0UCa9x9v+XinqkULwhwAAEBeYLETALfFapUWvu+tf03NHOJu5O0jPfuq9MHH3kpLu3P1AQAA3M0IcgBuS2ysm8rXNCmwyK3b+vpL1RtLX3/tnv+FAQAA/AMQ5ADclu27PNSoo/PtG3WUvtzF1dwAAAB5gSAH4LZcvuKmIsWdb18kSLp8xZR/BQEAAPyD8PU4gNvi42NTSrLz7VOuST7eeff8p0+b9PkWD8XFu8nDQ6p4n0Xt26UrMDDvngNA/rJapZgYd33zvbuuXTPJz8+mRvUsioy0yI2vmgEgRwQ5ALclvIZF+75yV9mKzrXf95UUXiP9bz/v2bMmzZzrLbObm5p2lared/3D4JEf3DVyrJeqhaZr6BCzvLz+9lMByEdffumuqBVeuj/cpHqdJf9AKemK9OVWD729xKb+vcxq2ZKVbgEgOy4Z5CwWi2bPnq3o6GglJSWpadOmmjhxooKCgrJsv2HDBi1cuFAnTpxQcHCwevXqpccff1zu7tcXVvjwww/1yiuvOOzj7u6un3/+Od/PBbhbtWqZrmdHeanTAMn9FmuY2GzSN+ukWa/+vSD3558mTZjio36jTapU3fGx+ypJbXpKX37moTET3PTa5BTCHOCiVq/10I49XvrPwsyr3obVkpKTTFowwVuXr5rVtcvf/+1RrWsAACAASURBVAIIAO5GLnnhwty5cxUdHa1p06YpKipKZ8+e1bBhw7Jsu2PHDr3wwgvq1auX1qxZo+eff15vv/22Fiz4P/buOzqKqn3g+HdmS3qFUEwooQUIvbcAKSAgSlNAKYIiAkpXKYoIgj8QEHhBfCki4gso0qUIUqS30CGU0AklCSmbvm3m90dkJSaBRUgIcD/n5Jzszt2dZzOZ2Xlm7n3uf21tLly4QEhICHv27LH97Nq1K78+jiA8l5ycIKypiZ//k5moPciq+VCn2uN1e1RVmDDZkV6fZ0/i7pEkCOkAVUJl5n0vsjhBKIjOn5fZskf/wKlLnFzgw0mwebeeCxcK5KmKIAjCU1fgjo4mk4nFixczbNgwGjduTGBgIN988w1Hjx7l6NGj2dr//PPPtGzZku7du1OyZElatWpFr169WLVqla1NZGQklSpVwsfHx/aT2909QRDs91ZXC07pFr6fAPEx2Zcb4mHxFEi7ZqXvu6bHWtfx4zJFy0mUrvDwtiEd4egpLampj7VKQRDywIo1Ojr0A91DrrXo9NChH6xcq8ufwARBEJ4xBa5r5blz50hNTaVevXq25/z8/PD19SU8PJxatWplad+/f3+cnZ2zPCfLMklJSbbHFy9epFu3bnkbuCC8gCQJBn1g4s8/rSwYrcepkESpSpnLoiIh7S60DjPycksr0mMWrFy3UUdwb/vayjLUawU7dmhp21Z0yxKEgiIlBa7e1NCjmn3tA6rD8hkaUlLA1TVvYxMEQXjWFLhE7s6dOwAULVo0y/NFihSxLbtftWpZvw1SUlJYtmwZQUFBAERHR2MwGNi1axezZs0iPT2dunXr8vHHH2dbhyAIj06SIDjYSnBwOpcvS9y8KaOq0LKqSsOGLty9+2SKFdy4KVM6wP72ZQLhwh8FrtOBILzQ7tyR8C2H3Rd2JAl8y0F0tISr60P6cAuCILxgClwil56ejizL6HRZu1Lo9XqMRuNDXztgwACMRiPDhw8HMrtVAmi1WqZPn05CQgLTpk2jV69erF69GkdHx1zfz8vLGa32IVUc/uLjI2qeFyRiezwdPj45PfdktoVOB1qt/SeAOh04OGjw8XmCcx4848R+UbC8iNvj7l3Q6zP3ZXvpdODp6Zrj8eVJeRG3RUEmtocg2KfAJXKOjo4oioLFYkF735HeZDLh5OSU6+vi4+MZMGAAFy9eZOHChfj6+gLQpEkT9u/fj7e3t61tuXLlaNasGTt37uTll1/O9T0TEtLsitnHx43Y2GS72gp5T2yPguNJbgtPD0eirsgUL2lf++sXwNPNRGys6FoJYr8oaF7U7aHRwI2LzlgeYbeMugSynEZsbN7E9KJui4LK3u0hkj1BKIDFTooXLw5A7D+O2DExMbl2hYyKiuLNN98kKiqK//3vf9m6W96fxEFmN01PT09u3779BCMXBCEvtWlpZsdq+9qqKuz5DcJCRRInCAWJlxd4uShcv2hf+2uRUMhNwcsrb+MSBEF4FhW4RK5ixYq4uLhw6NAh23NRUVHcvHmTunXrZmsfFxdHz549URSFZcuWUbFixSzLFy9eTJMmTTCbzbbnbt68SXx8POXLl8+7DyIIwhPVqKGVC4dVYu24/nJkF5R+ySpO/gShAHq9nYm180FRHtxOUWDdAuj46uNVvBUEQXheFbhETq/X89Zbb/H111+za9cuzpw5w7Bhw6hXrx41atTAZDIRGxuLyZR5YB83bpxt3JujoyOxsbHExsZy9+5dAJo3b05qaiqffvoply5d4siRIwwcOJBatWrRqFGjp/lRBUF4BBoNfDzIyLcjIPZW7u1OHYTfF6oMGvDgMbWCIDwdtWoplCliYfGU3JM5RYGfpkCZIhZq1XpIxicIgvCCklT1YVP55j+LxcLUqVNZvXo1FouFoKAgPv/8c7y9vTl48CA9e/Zk8eLFVK9enZo1a6Lk8E2g0WiIiIgA4Pjx40ybNo0zZ86g0+kICQlh5MiReHh4PDAOe/vMi/71BYvYHgVHXmyL8+dlpsx0oHQ1ieYdoHhJsFoh8iTsWAGyUWH0xxl4ej7R1T7zxH5RsLzo20NVYckyLdv36mn0CtRvAS7ukJoEB/+AfRsgtImJt7paHnvqkod50bdFQSPGyAmC/QpkIldQiETu2SS2R8GRV9tCUeDIEZmNf+iIiZXRaKFsKSuvtjFTpow4pOVE7BcFi9gemVJSYPMWLfsOa0lLk3B2Vmlcz0LLFpZ8mzdObIuCRSRygmC/Ale1UhAE4WFkGerWVahbV3SfFIRnmasrdOpooVNHUZhIEAThURW4MXKCIAiCIAiCIAjCg4lEThAEQRAEQRAE4RljVyI3atQobty4keOyy5cv079//ycalCAIgiAIgiAIgpC7XMfI3br1d33vNWvWEBYWhkajydZu165d7N27N2+iEwRBEARBEARBELLJNZEbP348O3futD3+8MMPc2ynqirBwcFPPjJBEARBEARBEAQhR7kmcuPGjePgwYOoqsqIESP48MMPKVmyZJY2Go0GNzc3GjRokOeBCoIgCIIgCIIgCJlyTeSKFi3Ka6+9BoCiKDRr1gxvb+98C0wQBEEQBEEQBEHImV3zyHXo0AGAY8eOsXfvXmJiYujXrx+XLl2icuXKFCpUKE+DFARBEARBEARBEP5mVyJnMpn46KOP2LJlCzqdDovFQpcuXfj++++5ePEiS5cuzdbtUhAEQRAEQRAEQcgbdk0/MGPGDPbu3cucOXMIDw9HVVUAJkyYgJubG9OnT8/TIAVBEARBEARBEIS/2ZXI/fbbbwwbNoyQkBC02r9v4vn5+TFw4EAOHTqUZwEKgiAIgiAIgiAIWdmVyBkMBkqVKpXjMk9PT1JSUp5oUIIgCIIgCIIgCELu7ErkypUrx4YNG3JctmvXLsqWLftEgxIEQRAEQRAEQRByZ1exk/79+zNw4EAMBgPBwcFIksTRo0dZt24dS5Ys4euvv87rOAVBEARBEARBEIS/2JXItWjRgilTpjBt2jS2b98OwMSJE/H29ubzzz+nTZs2eRqkIAiCIAiCIAiC8De7EjmAV199lVdffZXLly+TmJiIm5sbZcuWRZbt6p0pCIIgCIIgCIIgPCGPlIUZjUbi4uK4ffs2RYoUISYmJq/iEgRBEARBEARBEHJh9x25JUuWMHPmTJKSkpAkiRUrVjBz5kxMJhNz5szB2dk5L+MUBEEQBEEQBEEQ/mLXHbkVK1YwYcIEOnTowKJFi2wTgr/++uucOnWKWbNm5WmQgiAIgiAIgiAIwt/sSuS+//57evfuzahRo6hbt67t+ZYtWzJ06FA2b96cZwEKgiAIgiAIgiAIWdmVyEVFRdGkSZMcl5UvX57Y2NgnGpQgCIIgCIIgCIKQO7sSuWLFinHy5Mkcl509e5ZixYo90aAEQRAEQRAEQRCE3NmVyHXq1Ik5c+awaNEioqKiAMjIyGDbtm189913tGvXLk+DFARBEARBEITnRUBAAAEBAdy4cSPbsmXLlhEQEMD06dMf6/337dsHQEhICL/++uu/eh+z2czs2bNp0aIFVapUISgoiDFjxhAXF/evYxOeHLuqVr7//vvcunWLyZMnM3nyZAC6d+8OQJs2bejfv3/eRSgIgiAIgiAIzxmdTse2bdvo1atXlue3bt2KJElPbD0rVqz419Xlp06dyq5duxg7diylS5fmzp07TJkyhT59+rBy5Uoxn/RTZlciJ0kS48ePp3fv3hw4cACDwYCbmxt16tQhICAgr2MUBEEQBEEQhOdKnTp12LFjR5ZELiUlhWPHjlG5cuUnth5vb+9//drVq1czbtw4W60MPz8/pk6dSlhYGCdPnqRGjRpPKkzhX7ArjR41ahRbtmyhSJEivPnmm/Tr149u3bqJJE4QBEEQBEEQ/oXQ0FDCw8NJSkqyPbdz507q1KmDi4tLlrbbtm2jbdu2VK9enQ4dOrBr1y7bMovFwuTJk6lfvz6NGjVi9erVWV57f9fKlJQUPv/8cxo1akSVKlVo3bo1W7duzTVGSZI4ePAgVqvV9lyJEiXYsGEDFStWBEBRFBYsWEBYWBjVqlWjR48enD9/3tb+/m6eAKtWraJp06YAHDx4kKZNmzJ+/Hhq165tm9Lsp59+IjQ0lJo1a9KzZ08uXbpke/2vv/5KWFgYNWvW5M0338xSx+PgwYN07NiRatWq0bx5c+bOnZvrZ3se2JXIXblyhaFDh9KgQQN69+7N4sWLuX79el7HJgiCIAiCIAjPpbJly+Ln55clKdu6dSthYWFZ2p0/f56PPvqIPn368Ntvv9G5c2c+/PBDzp49C8CsWbPYsGEDM2bMYP78+SxdujTXdf7f//0fkZGRLFy4kA0bNlC3bl1Gjx6NyWTKsf3bb7/NsmXLCA4O5rPPPmPDhg0kJSVRrlw5HB0dAfj2229ZuHAho0aNYvXq1fj5+fHuu++Smppq198hOjqalJQUVq9eTYcOHVi5ciXTp09n6NChrFmzhmLFijFgwABUVeXPP/9k+vTpjBw5ktWrV9O0aVPefvttYmJisFqtDBo0iObNm7Nx40Y+//xzvv32W3bv3m1XHM8iuxK5n3/+mQMHDvD1119TvHhxFixYQMuWLWndujWTJ0/m0KFDeR2nIAiCIAiCIDxXQkJC2LFjBwAmk4k9e/YQEhKSpc33339Pp06daN++PSVLluTNN9/klVde4aeffkJVVZYvX87AgQNp2LAhgYGBTJw4Mdf11a5dmy+++IKKFStSqlQpevXqhcFgIDo6Osf2AwYMYObMmfj7+7NmzRqGDRtGkyZNWLBgAQCqqvK///2PDz/8kNDQUMqWLcuXX36JTqdjzZo1dv8d+vTpQ8mSJfHz82PZsmX06NGDtm3bUqpUKcaMGUNISAjJycnMnz+fvn37EhYWRunSpenfvz9VqlTh119/JTk5mcTERHx8fPDz8yMkJIRFixbZ7hw+j+waIwfg5uZG69atad26NZB563LGjBn88MMPLFq0yHZVQBAEQRAEQRCEhwsNDaV///5YLBYOHDhA+fLlKVy4cJY2Fy9e5MKFC6xcudL2nNlsplq1aiQkJBAfH09gYKBtWYUKFXItbtK+fXu2bt3KihUruHz5MqdPnwYyu0fmplWrVrRq1YqUlBQOHDjAsmXLmDJlCqVLl6ZGjRokJiZSvXp1W3utVktgYGCW7pAP4+vrm+Xzvv/++7bHbm5ujBgxwrbs1KlTzJw507bcZDJRrFgxPD096du3L1988QXz5s2jefPmvPbaa/j4+Ngdx7PG7kQuPj6e8PBwDh06xOHDh4mMjESWZWrWrEn9+vXzMkZBEARBEARBeO7UqlULrVZLeHg427Zto0WLFtnaWK1W3n33XTp27Jjleb1eb/tdVdUsyzQaTY7rGzlyJOHh4bRr146uXbvi4+NDly5dcmx77tw5Vq1axejRowFwdXUlLCyM0NBQ3njjDfbt25drDmC1WrOMq/vnsn9ycHCw/a7V5p6eWK1WRowYYSu+cs+9xHX48OF06NCBbdu2sWPHDt566y0mTpyY7W/3vLCra2Xbtm1p3Lgxn3zyCRERETRr1oz58+dz+PBhli1bxpAhQ/I6TkEQBEEQBEF4rsiyTPPmzdm+fTs7duzINj4OwN/fn+vXr1OqVCnbz9q1a9myZQteXl74+Phw4sQJW/sbN26QnJyc7X1SUlJYt24d06ZNY/DgwbRo0QKDwQBkTwQhM2n68ccfs7w3ZBZAcXV1xdvbGzc3t2zrN5vNnDlzBn9/fyBzmoX748lp7rz7lS5dmoiICNvjtLQ0GjZsyIULF/D39+f27dtZ/hYLFy7k4MGDxMbG8sUXX/DSSy/x3nvvsXTpUjp27MjGjRsfuL5nmV135BISElBVFT8/P6pWrUr16tWpWrUqTk5OeR2fIAiCIAiCIDy3QkND+eSTTyhRogQlSpTItrxXr1689dZbLFy4kLCwMA4cOMDcuXOZPXs2kiTRs2dPZs+eja+vL0WLFmXChAk5zu/m4OCAk5MTW7ZswcfHh6tXrzJ+/HiAHIudBAYGEhwczAcffMDw4cOpU6cOiYmJbN26lbNnzzJp0iRbfLNnz6Zo0aKULl2aBQsWYDQaadu2LQBVq1blhx9+ICAggCtXrrBq1aoHzj/Xs2dPxo8fT8WKFQkICGDOnDkULlyYcuXK0bt3b0aNGoW/vz9169Zl/fr1rFy5ki5duuDh4cHWrVtRFIV3330Xg8FAeHg4rVq1+lfb5VlgVyK3d+9eIiMjOXDgAAcOHGD16tWkpKQQEBBAvXr1qFevHqGhoXkda4GiqioREWe4cuUyzs46HBxccXZ24ebNKCxWC0WLFKVOnXrodLqnHarwGKKjJY4dk0lLl3BzValTx4qX19OOSrCHyQSHD2u4fcfK1SsXcHKOomSJFCpUqECFCgFPdLJV4dmkKAonTx7nxo0bKKpC8WIvUbt2nVy7JBVUGRlw6JCG+AQJnRYCAqyUK5f96vqz6t5x+PYdA9F3IvH1u0HxYg7Url0XL69/Pz+WIBQUTZo0QVGUHO/GAdSoUYOpU6cye/ZsvvnmG3x9ffnyyy8JDg4G4L333sNoNDJy5EisVit9+/YlMjIy2/vodDqmTJnC5MmTWbJkCX5+fvTr149Zs2YRERFBhQoVsr1mxowZzJs3j7lz5zJ27Fj0ej1169ZlyZIlFCtWDIDevXuTkpLC2LFjSU5OpkaNGixevNg21m/MmDF89tlntG3blipVqjB48GDbNAM5ee2114iOjmbixIkkJydTu3Zt5syZgyzLtGnThri4OL799ltiY2Px9/dn1qxZtnn3vvvuO7766ivat2+Pg4MDbdq04YMPPni0DfIMkdSc7qU+hKqqnDhxggULFthmn38ei53Exma/La2qKlu3bWHF2lX4lC5N+Zq1MJlMnDt5nFP79lM2MJC6zYOJu3WTiP37CWrYmG5du2fp+yvkLR8ftxy33aOIjJRZtERPYppMjWYSTm4qKYlwdDv4FbXSu7uJEiWenxOlvPIktsWjSkuDn5bq2XdIpkRVA97FzcgaRy6ckLl5KQNP94246LbzRrtOBAe/OBegnsa2KKgURWHtb2vYsGUTJStXplTlQCRJ4tbFSC4cOUJo02C6vNH1geM0HteT2B7JybB4iZ7wE1qqNQUfXzCb4NwhSLur0qWTiSaNcx6j8iy4dxyOTjBTtk4yji5gynAifIeKVnMH2TKHSuUc6NW9F35+2e9i2EvsGwWLvdvDx8ctH6IRhILtkRK5iIgI9u/fz/79+zly5Agmk4nq1avTvHlz+vbtm5dxPhX/PJCoqsp38+ZwJz2VLgMH4+7lRXRMNArg6VMERbGyc+0awrds4aOp36DT69m+aiWntm/j/8ZPyrWCkPBkPe6X8qFDMvOWOPL2KCj9j4tTqgqRp2DJ1zD8wwwCK+de5UnI/xOk5GQYOcaJOq+o+Ne4gWcRL1w9PGx33wzx8PN0cHNLIS1hAuWKFOfdXu/mW3xPkzhZzaQoCpOm/B8an0K079MXZ1fXLMsz0tPZ8ssyrh85ypdjJ2QpJvAkPe72iI+HUWOdaP6mRMMW8M+biPEx8NMUqFXexFtdLY8Zbf67dxzuMiQdR68YChcvjv6vOatUFSJPwJKpKsGvnmXvmvF8Mmg4FStW+lfrEvtGwSISOUGwn12J3KBBgzh48CBJSUl4eHgQFBREs2bNCAoKwsPDIz/ifCr+eSBZs241J29cpdfI0UiSREJCPBkWC4WLFeP+P2L4ju3sX/8bw7+eBsCBP7ZwassWxo8Zn4/Rv7ge50s5Kkrii8lODPsPuD3gXzsuGv4zHKZ8mU6hQuLOXG7y8wRJVWHEp4407iLh4x+FW6FC2U7S77X7fhxUrGYl8ujnNKlSg1Yvt86XGJ8mcbKaaeGPCzHoNbz+fv8Httu2cgUxp07zybBP8iSOx9keigKDP3KibX+JyrUf3O7bUdCmiZHmzZ6dO3M3bmQehwd/Y8SQdoeiJUvm2N01PhpmDof3Rt7hx4lDmDbx63/V1VLsGwWLSOQEwX52Va28ceMGb775JkuXLmX//v1MmTKFtm3bPtdJ3D9ZrVbWbvyNt4YOR5IkVFXFkJSEd5Gi8I+xNnWCQ0Cj4VrkBQAatGhJisXM1atXnkbowiNYsUZH+34PTuIAChWF0Lfgt4151/VKeDTnzsloPWUq1clA1mlzTOIgc3ft9jH8sUpDt+EjWLFu1QPnzxGeH2lpaew5uI+O773/0LahnV7nyq0oYmNj8yGyR3P0qEyRcg9O4gBkGXqOgF9W6Xn0QRRPz4o1Ojr0B5M1Aa8iRXIds+hdFMK6wvF9RQnp3JUNmzbkc6SCIAhPV66J3KhRo2zlQVevXs2QIUOoWbPmC1sgYP+BfVSsVw+Hv7p2pKSk4OTqiiTn/PcI6fQGW1f9PXFj89ffYN2GdfkSq/DvpKXByQgtVe2cFrFBKOzapyWXaVKEfLb6Nx3Br0OiIRG3h1yVd3KBslXgcoQrpQIDOX78aD5FKTxN27ZvpV6rVg+slna/ph07suH39Xkc1aNbs0FPcCf72np4g3cJibNn7fvMT1taGpw6q6VyHSvpxgycHjIkoX4LOPSnRN3QlmzbtUNclBEE4YWS65F99erVJCQk5GcsBdqZsxFUbdjI9jg9Ix1HF5dc21eqW5fL5/4uAFOtQUPOnHv+CsI8T65elSlTJfMqtj30DuBTQiI29sW8uFHQXLkuE1AdjCYjjo4PnxqlSiOIPC0R2KAhpyPO5EOEwtN2+twZqtRvYHf7avUbcvpsxMMb5rPbMTKlytvfvkojiHhGErkrV2TKVgWLxYSDk3O2Hi//pHeAIiUg1eBIoZdeKpB3UAVBEPLKs3FkLwBMZhO6+ypPqqqK9IAzflmWs0yuKMsyVkXcuinIzGbQOT7aa/T6zNLfwtOncu+cTwI7cmu9HkxG0Ds4YMxh/hzh+WMymdE72L+T6xwcMJqMeRhR/tDpIOMZ+Rj3jsOqqjzwO/Z+unv7sqMjZrPYlwVBeHGIRM5OXh6exEXfsT3WaDRYzeZc26cYDDjeN2G6IT4eV5ecx+wIBYOHh0pC9KO9Jj4GPD2focEnzzG9FtJTM3M4e7pXxUWDuxfERUfj9QKN932ReXl4ZDmOP0zcnTt4enjmYUT/joTKo+Qr8dHgVfA+Ro48PVXi74BGo33gd+z9EmIz9+X46OgXauy+IAjCAys1zJ07F2/vh1eAkiTJNjP88yq4WTCTvp1B47+q27m7uRF9NxYXd/cc2+9Z/xsNw1raHu9ev44WzULyJVbh3ylVSiXxtkpyooSbHSc9t6+Dk1bB8xk5QXreNW9sZs9GPbVD3Ug1GHB7yMzt+zfBB5+rzB2zgfEjxuRTlMLTFNo8lGXrf6NK3Xp2td+z4TdaNC94cw02qmfh4HYdTVo9vK2qwuEt0HXCszEFQalSKgm3VEzpDlhMJqxW6wMnaL9zHfQ6laSEK7g7OeHmlvN3siAIwvPogYnciRMn7JpD50UogOLr64eTJHP1wnlKVwhAr3cARcVkNNoKoNxjzMhg/6aNfD5nLgDpaWkc2ryZ3tO/fRqhC3aSJGjb0szWFXo69Hl4+y3L4LXW9l0xFvJe61YWBo/UE9TWgzuxUbh6eOZajOjiKXB1U4mLPoGPhyc+Pj75HK3wNFSuHMjdubOJvXULn5deemDblKQkIvbvZ2i33vkUnf1ebWPh04k6GoTBw+YsP3UQSvtayeWaY4Fz/3G4+evuJCck4Fm4cK7tNy+B0PYqm5ctof0r7fIxUkEQhKfvgV8Bc+bMoVq1avkVS4H34fsf8MX4cQyY9DVF/fwo4lOE2zdvUqRECbQ6HQAmo5H/fjqKVp274OTigjEjgzmfjqJH5zdxcnp4AQbh6WrZ0sLIz7QcKCXToEXu7f74FUyxVpo0FuMeCwo3N+jQ2sT8cXq6DnMn9tZNfHx9s11oun0NfpoMXd6/zpKvJzNRzO/4wpAkiUH9BvLNpyMZNOUbvHJJEFKTk5n1yUe83+s9tA/LlJ4CHx+V4EYmFk7U8+5n2ScDv+daJKyarTJp3LM1buzllzOPw+dKeuJXOYpUvT7H3i9bf4XURJW7t5ahJhpoUL/hU4hWeNapKoSHw/LVcONm5sWE0iWgSyeoXv2h9XaeuJMnT7Js2TLCw8OJjo5Gq9Xi6+tLcHAwXbt25aUcLkKZTCaCgoJQVZXdu3fjcF9NB4CQkBBef/11BgwY8ERj3bBhA8uXL+f8+fOkpqby0ksvERYWRt++ffO0m/OsWbNYt24df/zxh13te/TowaFDh2yPJUnCycmJypUrM2jQIOrXt7NceQGU64TgFStWZPny5S90IpfThJQXL0by1bRJ1AwNpdlr7XFydSU65g4avQPnjoSzY+UKwtp3pFHLlzn4xx9sW/4zndt1pFXL53/C4YLicSd3TUuDcRMdcfCRCX0DylTKfF5V4dxx2LYcXFQrIz8yYscN6xfa05hod806Leu36anfJoWyNeMoVNwbF1d3Eu5K7FoLh7eaCQj8haiI9YwZ8SmlS/vna3xPi5j0+G8nTh5nxpz/0KBtW4JeeRW3v0440tPS2LdpEztXreCdbm8T1KRpnsXwuNtDVeHn5Vr+PKinxZtQu9nfd+dib8Gfq+HsAZUvRmfg6/vsjeNNTYXxXzmiLwxVmsVSurKKm5c3egdHLhyDrcshOT4WD9epeOrgk2Ej7OpBlBOxbxQs+Tkh+OXLMPoLKFoOmneAkuUBFa6cgz9XQWIUTJ4Avr6PvSq7zJ49m/nz59OmTRtat25NiRIlUBSFS5cusWrVKsLDw/nqq69o2bJlltdt2rSJr776ipSUFMaOHUv79u2zLM+LRO6zzz5jw4YNvP/++4SEhODi4sK5c+eYNWsWFouFFStW4Oj45AT+AwAAIABJREFUiBXk7JSamorRaLRr+BdkJnJFihRh5MiRQGbBQoPBwIwZM9i9ezcbN27Ez88vT2LNayKRe4DcDiQZGRns+HM7G7ZsJM1oRKORiYu9i9lkxN3TCwdHRyRVpVmjIF5p3ZZChQrlc+QvtifxpayqcPKkzOrfdFy7qUHWgGKB8mWsdHzNTECAku9X6Z5FT+sEKSZGYv0mLX/uUUlKSSYlNRmLKRk31z8o6Xee9m1b0axp8L8+8XsWiZPVrFJTU9mydTObt/2ByZo5fkwjSYQGNad1qzZ45HGRkye1PW7flli7XsehoxqQJSQJXJ0U2rcx06SJlb86izyT7h2HV/2m4/xFI8mpSaSlZqDVXMTD7Xdq13Sm42vtCQio+FjrEftGwZJfidyVKzBsNLz3Jfjlcj3v8llYPBFmT4OH9MZ+bNOnT2fjxo3MmjWLihVz/p/euHEjo0ePZvHixVnOz/v27YunpydpaWnEx8ezdOnSLK970onchg0bGDZsGAsWLCAoKCjLMoPBQMuWLRk0aBDdunV7Iut7XD169KBkyZJMnDgxy/MxMTEEBQUxevRo3n777acU3ePJtc9I3bp1cXnAPGkvMkdHR1q3akPrVm0AKFzYlbt3U2zLVVV9IcYNPs8kCapXV6hePbNmt6rmf/cK4d8rUkTlnbfNvPM2qKoTkuSEqvogSf2edmhCAeHi4kKHdh3p0K6jbaqYZ/G4Xby4Sr/3TPTj+TtOZT8OuyNJ7n/ty40e8mpByJ2qwpjx8N743JM4yOyR030UfP4lLPgu7+I5f/48S5YsYfny5ZQpU4YdO3Ywffp0rl+/TuvWralfvz7jxo3jyJEjREZGMnnyZJYsWQJAbGwse/bs4auvvkKWZT7++GMuXbpE2bJlc1yXoij897//Zc2aNdy6dQtHR0caNmzIuHHj8Pb25uDBg/Tp04fp06czdepU7ty5Q4UKFfjkk0+oU6cOAD/99BONGjXKlsQBeHh4sGLFCooXL257bvPmzcybN4/IyEgkSaJSpUqMHj3alowGBAQwYMAAVq5cCcDKlStxcnJi2rRpbN68mfT0dGrVqsWnn35KmTJlsnWtPHjwILNmzeLMmTOYzWbKli3L8OHDadr0wb0q7nWdv3dR12Qy8c0337B+/XrS0tKoXLkyH330ETVq1AAyu3QeOnQILy8v9uzZQ48ePdBqtdm6eT5q18/Hkev0Az/99FOu/wRCVv/88n8WTwaEBxOb9Nl1b9uJ/VLIjSRJz8X/x3PwER5I7MvCk3LqFHj4gl+Zh7ctFwgWXWY3zLwyd+5cunXrRpkyZfjjjz8YPHgwb731FqtWrUKSJCZMmEBgYCCyLNOjRw+OHDlCXFwcAGvXrkWWZYKDgwkJCcHBwYFffvkl13X98MMPLF68mM8++4zNmzczbdo0jhw5wnff/Z2pms1mZs+ezYQJE2x390aPHo2qqpjNZk6cOEGDBg1yXUeJEiVsSdLJkycZMmQIHTt2ZOPGjfz0008AjBmTtVr0r7/+yty5c5k9ezY+Pj4MGTKE/fv3M23aNFauXImzszN9+vTB/I9pSW7fvs17771H7dq1WbdunS2JHDFiBKYHzBEbExPDhAkTcHJysiV8n3zyCYcPH2bGjBmsXLmSBg0a0LNnT65cuWJ73aFDhyhRogSrV6/m9ddfz/X980vBG8UtCAWEoihkZGTg6OiIbOfEtILwIrBarRiNRpycnMRJtSDcx2KxYDabcXR0FPtGAbZiDTRt//B29zTrAKvWwkdDn3wsJpOJHTt2sGrVKkwmE+PGjaN379507doVgM8//5y1a9dStWpVALy9vfHy8uLmzZsUKlSINWvW0KhRI1txkWbNmrF27VqGDx+eregJgL+/P5MnT7YlL76+vgQFBXHhwgVbG1VVGTp0qO0OXN++ffnggw9ISEjAYrGgKApe/5jip1+/fhw8eND2uHbt2ixYsACdTsfYsWNtn8fPz4833niDzz77LMvrO3ToQKVKmUUJLl++zO7du1m8eLGtEMn48eOZO3cuiYmJWV5nNpsZPHgw77zzjm2f69WrF2+//TZxcXG2O4Nr1qxh48aNQOZ+ajKZ8Pf3Z/r06fj6+nLt2jU2bdrE+vXrKV++PAAffvghR44c4YcffrBNsyZJEgMHDsyz8X+PSiRygnAfRVE4eHAfGzb8j4SEG7i46EhJMePj40/btj2oXbuuSOqEF5LJZGL37u38/vsyjMZ4HB01GAxGypSpTtu23alcOVCcuAovpLS0NLZt+50//vgFWU5Dp9OQlGSiSpVGvPLKm5QpI3o3FTS3bsPLdtyNu8evDJzclDex3Lx5E6vVir+/Pzt27CA2NjbL2DJHR0ecnJyoUqUKkHmekpaWhqOjIydPniQyMpJ33nnH1r5169Zs2bKF33//nXbtsk/JERISwrFjx5g+fTpXrlzh8uXLXLp0yZa03ePv/3efUze3zPGIZrMZLy8vJEnKllCNGzeOjIwMAL755hvi4+MBqFSpEm5ubsydO5eLFy9y7do1zp49i6IoWV5fokQJ2+/3ksr7xwF6eXnZipXcr2TJkrRv354ff/yR8+fP294fMi863hMWFsawYcMAkGUZDw8P3O+rhhsREQFA586ds7y/yWTKcmfPx8enwCRxIBI5QbBJTk7iyy+HUr68kY8+Kkvp0n8PNo6MjGP58pmsXevF6NFTcHZ2foqRCkL+io6OZsKEQTRq5MSECeUpWtQVyLxqe/JkNEuXfsHvvwcyePCYAlmuXxDyyqVLkUyd+jFt2hRm5swaeHllTjOUeVEwigULhlGhwsu8/XZ/caGjAJE1oCoPb3ePouQ+zcfjSkxMtCUUV65cwcvLiyJFitiWX7p0ieTkZNsduf379+Po6EjZsmWZMGECkFlB8p93uJYvX55jIvfdd98xb948OnbsSFBQEO+//z6LFy/m1q1bWdrlVAxMVVX0ej2BgYEcOXIky7KiRYvafnd1dbUlcgcOHOC9994jNDSUWrVq0alTJ65evcrYsWOzvP7+u4eP8j0SGRnJW2+9RfXq1WnYsCFt2rTBYrHQr1/WMfGurq6UKlUq1/fR/VUZ6ueff86WqN3/t7AnibNYLHbH/7jEN64gAEajkS++GMTbb3vRtGn2Hb18+UJ8+mkhNm26yMSJwxk3bpY4YRVeCAZDIuPHD2DkyApUrVo0yzJJkqhevRjVqhVl0aLTzJz5JcOGfSFOWIUXws2bUUybNpzJk2tRsmTWKqeyLNOwYUnq1/dj8uTdLFmipXv3vk8pUuGfyvlD5CmobecMI5dOZ74mL3h5eREXF4fFYsHDw4OUlBTS0tJsF4xnzpyJu7s7JUuWJC0tjcmTJ/POO+9gtVrZuHEjYWFhDB48OMt7Llq0iJUrV+ZY9OTHH39k0KBB9O7d2/bctWvXHumcpmfPnowcOZIDBw5kGyunqioxMTG2x0uXLqVx48bMmDHD9tzevXttbXP6vrgX8+nTp6lbty4AKSkptGjRglmzZmVpu2rVKooXL86CBQtsz/3888+297fXve6UcXFxNGr0dzGlcePGUbZsWbp3757j63Q6HampqVmeu3btmt3rfVyP1Efszp07rFmzhnnz5hEbG0tERMQDBxIKwrPi99/X0aSJnGMSd7/WrctRoUIKu3Ztz6fIBOHp+uWXhfToUSxbEnc/SZLo1asKJtMZIiLO5GN0gvD0LFz4DSNGVM6WxN1PlmVGjKjLsWPrs5zcCk9X506wa7X97XetgY6PMKbuUZQoUQJ3d3cOHTpEcHDmtDijRo1i165dDB8+nD///BMHBwe2bdtG9+7dKVKkCH369GHbtm0kJibSu3dvKlSokOXn/fffR5Zlli9fnm193t7e7Nmzh0uXLhEZGcn48eM5duzYI53Pt2vXjq5du9K3b19mzZpFREQEUVFRbN26le7du7N7927q1atnW9/58+c5fvw4N27c4KeffuLHH38EyHWd/v7+hIaGMm7cOMLDw7l06RKjRo3Czc0t27Ro3t7e3Lx5k71793Lz5k3Wrl3L9OnTH/j+OSlVqhRt2rRhzJgx7Ny5k+vXrzN9+nR+/vnnBxZ/rFGjBnFxcSxatIioqCiWLl3Krl277F7v47I7kZs8eTJhYWGMHDmS6dOnExMTw7Rp0+jYsaOtco4gPItUVWXr1l/p2LGCXe27dKnApk1L8jgqQXj6jEYjx47tICzs4YNJJEmiW7dybNgg9g3h+Xf37l0SEy9SvXqxh7aVZZnOnUuyceOKfIhMsEfp0uAiw4n9D297cCuULAr39XZ8ojQaDa+++ir//e9/8fDwYObMmURERDB06FBeeuklvvnmGzIyMhg7dixBQUHMmTOHW7dusWrVKgICArKNbYPMpKR58+asWbMmWzIzefJkkpKS6NChA7179yYxMZHhw4dz8eJF0tPT7Y577NixzJgxg9OnT/Pee+/RqlUrvvrqK0qWLMnKlSsZOHAgAIMGDaJSpUq8++67dOrUiS1btjBp0iQATp06lev7T5o0iapVqzJgwAA6d+6M2WxmwYIF2bp89uzZkxYtWjB06FBee+01lixZwrhx43B2dn7g++dkwoQJNGvWjNGjR9O2bVt27drFrFmzaNiwYa6vadCgAQMHDmT+/Pm88sor7N+/n0GDBj3Seh9HrhOC32/evHn85z//4ZNPPiE4OJgWLVqwcuVKTCYTgwYNolmzZrZ+us8TeycIFZOJFiyPuj2uXr3Czz+PYNIk++cl+uCDXQwdOo/ChQv/mxBfGGLfKDj+zbY4ePAA58/PYdCgWna1V1WVN9/8gzlz1ouiQA8h9o2C499si3XrVuLktJk33qhsV3uTyULv3vv49ttV/ybEF0p+TQiekAD9B8PLvXPuYqmqsH8L7PkV5s6GvJxaOTExkU6dOlGvXj3GjBmT6zh8VVX54YcfmDVrFsuWLct14nDhxWFXh9hffvmFgQMH0rNnzywVYGrWrMmQIUOYOXNmngUoCHktKcmAj8+jVSAqXNiRpCSDSOSE51pSUiI+PtkHvOdGkiTc3R3IyMgQBYGE51pSUhylSjnZ3V6v1wL5VwBBeDgvL5g7CyZMgk2LoUk7KFkuM4G7dh72rIOKZWDet5DXhzNPT08WLVrEkCFDaN26Ne3bt6dhw4YUK1YMrVZLfHw8x44dY82aNRgMBn744QeRxAmAnYlcTEyMrVrOP/n6+mYrQSoIzxIHB0cyMh6hfBWQkWEtUOVnBSEvODg4kpJi/2BxAKPRkuPcRYLwPNHrnUlPNz+84V9UVUVVRRGggsbDA6b8H8TGwtrf4NjqzInn/UvCvBng7Z1/sZQoUYLly5ezdetWNm7cyIYNG7h7966tCErFihV544036Nixozj/EGzsSuRKlizJ7t27s1RxuSc8PDzL3A+C8KwpXdqf06cNWK0KGs3Du4NlZJi5di2dokUfPjZCEJ5llSoF8vXXd7mvuNkDxcSkoNN5osmrOt2CUEBUrVqL9et/o1Ur+9qfPh1DiRIBeRuU8K/5+ECfdx7eLq9pNBpefvllXn755acdivCMsGsQw9tvv82iRYuYOHEihw4dQpIkbty4weLFi/n+++9566238jpOQcgzDg4O1KjRjF277CsX+8cfVwgKek2crArPPR8fH9zd/Tl3Ltau9qtXX6R1624PbygIz7iKFStx86ZMXFyaXe1XrLjCq6/2yOOoBEF40diVyHXu3JkhQ4awYsUK3nnnHVRVZciQIUyZMoWePXtmmYFeEJ5F7dp1Y8GCy8TGpj6w3c2bSSxdGkWbNh3zKTJBeLo6d+7H11+fIC3twWWcz5yJYffuNIKCQvIpMkF4eiRJonPn/nz55WEsFusD2+7efY2YGHcCA6vkU3SCILwo7KpaeU9KSgpHjx7FYDDg5uZG9erV8fLyysv4nipRtfLZ9G+3x6lTx/nvfz9j+PDK1KxZPMsklYqicPBgFLNmXWTo0KmUL2/fVAUvOrFvFByPsy12797O6tXf8Mkn1alY0SfLMovFyrZtV1i8+DZjxsymWLHiTyLc557YNwqOx9kWa9Ys4+jRX/jooxrZ5pMzGi2sXXuBTZvSGT/+W9zc3J9EuM+9/KpaKQjPg0dK5F40IpF7Nj3O9rhx4zrLl8/n2rXjBAX54OYmk5hoYc+eu5QvX48uXd4TJ6qPQOwbBcfjbovz58+xfPl/SUq6QqNGhXBykomNNbN3bxy1a4fwxhu98fR8fi/sPWli3yg4HndbHDlyiJUr56PRxFG3rhc6ncTNm0bCww00bvwKr7/eEycn+ytcvuhEIicI9ss1kWvZsmWWOxIPs3nz5icWVEEhErln05PYHklJBk6cOE56ehouLq5Ur14TV1fXJxThi0PsGwXHk9oWsbGxREScxmjMwN3dk5o1a4kqlf+C2DcKjie1LaKibhAZeQGLxYy3dyGqV6+JVmtXTTnhPiKREwT75XqEqVWrli2RUxSFDRs24ObmRrNmzfDx8SExMZG9e/cSHx9Ply5d8i1gQcgP7u4eBAU1e9phCEKB4+PjQ7NmwU87DEEocPz8SuDnJ6p4C4KQf3JN5CZNmmT7ferUqVSrVo3vv/8+S/cAk8lE//79SUuzr2qTIAiCIAiCIBQ0169DVFTm76VKga/v041HEOxh1xi5+vXrM2nSJIKDs1+F3blzJ8OGDePIkSN5EuDT9KBb+yaTicU/fs+J8HCOnyhKvKEcVutLWCyX0GiOYVVKoZFrYlWuo9UcwWItjUaujUW5glY+ilUpi0augUW9jCydRVXKoZGakZZ2C0W5gaNzWUDCYj2NVnMCVamAVlsdqxKJRARWJQCNXBFFOYcsR6AoVdBq2mEyxeEgn8TBuQyy1gU0V7BYYjFllEBRNFiVU0hSJKg1kOVmmIyR6HW7QC6LRk7G0fk8ijWJ1PTymM0WnB2uYFU9UaiJVlsaDaewKtEoSk0kSgEnkNQLpGdURpLv4uwSicXsgarWQ6UokuYYqDFopbog+yBrjqMod5Gpg6oWQqc9htmSjkR1LFYFSTqMoiah0TRFsZZDUY6h1WTg7FyK1LRrwCEslhhUpR6SnI6j43WMxmJIUmNUVQPsAcxAE1RViyTtQVUVZDkIFRmtvA9FtSJrmqJYdWjkA5itzkjUwqoY0Gh+x2yOR7G2RVU9kaWLaLUV0Dv5YrVcA2k3VosTGjkIizUVjWYXitUFjSYYFRNa3SEsJmc02qbIGHFzPUCGUYcs1cdkSsZBfxVZ4ws4k5p+AUnaS1qaHsVSE63+EnpdHEZzOXSaNmQYZXTaxeg0iTjoi2GRLoCqwWQui7Nja2TJgF5/gdSMIljMpTFbrqLV7AQK46hvSmpaLEZjCnrHymg1blgskWg0B1EUXzTyK2QY00A9i96hNJLkgNV6Ho3mMBZrKTRyLazKVZwc14Lsgb9/Z9KNBq5fc0VDaRQlDbPlDLJ8DEUpjyxXQ1EuotMdR6UCGqkKZssF4AxWJQCtphqqEone4RASZXHU10dVI3F0PIuqViA9w530jPNIUgxWKqGRy2G1nEXiCqpaHa0uBFPGFSAeR+dSqIoRi3ISmStYlUCgJKpyEkm6ilWpgUYuhaocR6s7iyxVw9WlNmbLdYxGN2S9HxZzNIr1KBCLqtYCtRjIx0G5DVIDUGtjtRxDJ29G71Aei3obR+c7pKc7Y86ogVYn4e55k9RUNxRLNSwWLZJ8ANSbaDR1sVr1SFI4FsstLJY6yLIRV9erKEphJG1dzEYJSTqMqprRaBtgsUjIUjiKArLcCMWqQ5Z3A6DTNUFVHZE4iEVxRCM3xWLxxGI+hiR5odMXx2S+hkbejNkSi9XSEI32Do4OUVgsJdBqm4FkxclhPxZFi6rWx2hMRWIPFqsrWk0Iqqqg120HVYOsqUmGMRpZcxirxQ2ttjEWSzwazU5MJgmJjlitoKo30eoC0OuLYLZcQa/7E6vVDa2mLmZrNI4OR5Fkb5zdGqCYorGYbpGaURJZqojZciPzuKN6o9MFkZISh8kUj96xEhrZDYv1AlrNejIyXFGsgTg4XUYjp2CxBqDTvIbJlI5euxZF9cRs1aHXnQbJhNUagEZTB4v1Ghr5KFalNFpNXRTlKrLmOFZraWSpFWnpscBFnJzKIks6rNYItNoTKGoFNFIoaem30chHcXXxR5I8MFvOIknnsFgDkGV/LMo59I4HsFrKoii1UU1XUdTCODkHIElWzOZTKEokVqUyslwB1Ai02gsoaiCyVBarGoFGvohVqYJMaRT11F/fA5WRpGJYrGeQJANWpSYarT+qegaN5jqo1ZAohqKeAG6iKnVR1dqYjBHo9TdxdfXHZIrHopxCUYyg1kVVCyHLR0CKQaetB/iCehyzJQ1JboSilMViPYMsg4vjSxhNUcBBVCkJvbYhiuIC0mHMpgxkTTNQK6DXHQXpCiblJczGI7g4RYAUj5NrBRRzPIpFS1p6FSS5MVYrSNJuVBW0miCQZHTanRgzojGa6iJr43F0vIHZ7ItWboRFMSHL+7Fa9chSA6zWdLTa7Wg1FjzdQlFUMFtOkpZeGI1cB6uSjE53GLPFHY3UlAyjiqocQ6MtjlZbCKPpClrtBkwZGTjoX8bdLRVJE09iUglkqRqKNQ4nx12YzM5AICbzDWTpNGZrcfS6UFQ1DUeHcExmH6S//nc1mgOYTUXQaBtjtd7O/F81OiApnbCqKUjE/fW/7ILFeiHzuGv1RadviMUajSQfRrH4/XWcvY5GDkexlkCSa6MoUWg0h7EqpdFpWpORYUAjX0bvVApZ0qAo59E7bCUtrQiqpTIOTpeR1Dgs1krotS0wZsSg0VzHopTCZD6J3uEUiqpisVZBq6mOqlxArz8FagAqFbD89b+tqlXQyM1JS7+Bqsbg7FQWJCuKchqN5jwK1dDJbTCbYkBNQ+9UFIvlGhbrcTSa86hURaOtgKKcQJKOYsmogmKtgaJeQFV9cHQqDyionERSo1HUKoALinoMjRyFLDekcOEeVK/pxv/+pyc5OX+6VqoqbPlD4dtF6dwxG5AKJYAqocZ6UcLNnYHvONO8Wf5O5H7y5EmWLVtGeHg40dHRaLVafH19CQ4OpmvXrrz00ku2tj169ODQoUP06dOHjz/+ONt7ff755/zyyy8MHjyYAQMG/OuYjh07hqIo1K5dG4CAgAC+/vpr2rVr98DXpaam0qRJE7p3787w4cOzLU9LS6Nx48YMGjSIypUr07NnT3bu3EmxYs/WPL1Xr15l/vz5tp6KRYsWpVWrVvTt2xc3t7ztAmx3Ijdq1Cjat2+fbdkvv/zCzJkz2bdvX54E+DTllMhZLBbGjBjEsSPbadCoMrXqFcfV3URMTDybNkXh5FSWpKTBeHhEYTB8i7v7SyQlDcTd/TpJSXPw8CiBwTAQD4/LGAxz8PDw/+txJPHx/8XRMZCEhKGUKxfDyy8f5+bN4mzfXgE3t6MYDHPx9KxMYuIAPDyOk5i4AC+vqiQkvI+n53Hi4r7H0bEBSUkfUKniNULDIrh40Y/du/1xd9+DwbAYD496GAzv4uGxj7i4H9Bqm3D16jsoyga6dNlG6dKFUFUrx49HcepUAtWrlyQoqCinTsVw+HA87u4hGAxd8PD4A4NhBe7uocTHv45ev460tF+pXdufhg29CA+P5sSJJNzc2pCU9Cru7utJTt6Im1tbUlLa4Oq6lpSULbi6vkpKSitcXFaRlrYdF5f2pKaG4uS0kqSkPUA3rNYWNGp0lGrVotm5M4DISFdU9QdgL40alScw0Jk//7zJtWtWHBy6YjLVQa//H0bjcfT6blgsNdBqF2M2n0Gn647ZXAWt9kes1nNoND2xWiuh0SzEar2IJPXCaAwgMXE+cXGxFC3alW7dkvD2TsNq9WDz5soYDGZUdT6yfBur9T00mmJYrfPQaGKwWt9HoymM1ToXjSYei+V9dFovjKZ5SFIqyclD8PIqRGjoYdzcJDZuDCQtLY7k5BkUKpRAWFhFnJwsrF9/jfR0b27fHk5ycjJVqy6jbVsXPDzAYEhk48YoJKkYaWkDcXY2kpb2LS4uDqSmDsTFJZWkpDno9Z4YDB9TvLiVVq2OYjK5snFjFfT6qxgM3+LgUBSD4RN8fdNp3foIKSmebNpUGWfnC3/97xYjMXEIOl0UV69+S0ZGNVq0aEqDBjdwc5OIiirOli0VcXU9jcHwHR4eZTAYPsTD4/xfjyuQmPgBnp5nMBjm4uFRGYNhAB4eJzAY5uPhEYghsR+eXsdISPgeT8/qJCb2xcsrnISEhXh51SYhoQ8eHodJSFiEg0MQSUn9CAy8TEhIBOfOlWLfvtK4u+/EYPgJT88mJCT0xMtrJ4mJS/HwCMJg6I6Hxw7i4n7FweFlUlJ6UrPmWZo0ucLx4/4cOfIS7u6bMRhW4eHRAoPhddzdNxEXt5r/Z+6946K80v7/98wwdBiG3qsg0ruAHRQEK9hFTUxPjBpLdmMSU0w2ebLZZ7O7KZro+mxMssauCIoidiQodkRAei/S+wAz3z8GBgYwybbfb6/X6/7j3Kef87k+51znnPvcAsFcysrmo6FxgISEm1hZSejv7+HatSpKSzuZONGFwEAJGRnVPHzYhb7+fDo6ZqGnd5j29kvo6i6gtXU6AsE++vsvEhbmio+PHpcvV1FUJENbexk9PaFoa/9Id/d1tLSW0dMTgpbWD/T03EZTcyW9vQGIxd/R23sfsTiB3l5fRKLv6OnJQyZ7EU1Nb6ZNu4GjYztnznhSUwM9PV+irf2Q6dPHY2srJDW1gqYmTRSKZxAIHFAo9iAQVKBQPI9QaEV//x5Eohr6+19AKDRHLv8akegx/f0vIBKZ0Ne3Cw2NJmSyl1AoDKit3Ulrqybjxi0iPr4OiaSHri5jTp3yoq+vEZnsK7S0+ujufgUtLRHd3V+io6Ogq+tVdHSPKJQBAAAgAElEQVTkdHV9iY6OaMDdS3v7V4jFurS0vI6lpYCoqCz6+3VJTvZCoSimpeV/sbKSM3v2eHp6OklOLkUud6CsbDOdnSVMmXKMadMkGBjIqa1tICWlEl1dF1paNmJoWEFr6xdIJLa0tCh5uLn5K7S0XGlu3oyTUxOzZ9+mvt6Ms2cnoK9/X8XDzc2bGTeuhtmz71JebjnEw81fYyjxoLHxZTQ1b1FS8i0y2QwWLfLG07MSfX0x+fm2XLrkgkRyjaamvyGVBtHc/CwSSQYtLd8ikYTS0rIWiSR9wD2JlpankEiU2JVKJ9PcvAqJ5CItLT9iZDSN5uaVSCTnaGk5iEQSSUvLMgwNU2lsPIam5lw6O1cQEJBDeHgJWVku3L1riYFBEq2tSUgkSh42MDg5jIfnoKeXSEtLGiLRMmSyGCZOvIu/fy3XrrmSn2+Eru5hOjsvoau7iI6O6ejqHqS19Qo9PQlUV4egp/ctq1eXYGRkRF9fB+fPl9DY2Mvkya64u+tw/nwllZUKFXbF4n309mYjEiXQ0+NBT88utLTuM22aG46OmqSmllNfr4FQ+DQKxTgEgr+iUJQgEKwFHFEo/opAUD6AZTs1HhYKrejr24NC0UhHx0YMDa2IiLiBiYmc5GRP2ttbaWv7E1JpLZGR4zE07OX06QpkMiky2ctoaWkNlKcHmewVtLQ06O7+Ci2tfrq716GjA11dX6GjIxjAbp8Kyx0dGxGJZJSX/4WODhuCgmKIiqrE0FBOQ4MZp097IhaX0tHxBXp6EtrbN2Bg0EBb2xcYGBjT1rYRff062to+x9DQgtbWjRgaVg5g1YGmptdxcmph9uwsGhpMSEnxQCS6S3PzZzg5GTA72oX6+lZSUioRiQIoLn6eHlkWc+ZcJiDAAH39boqLGzh/vhoDA18VDzc370Yq9aKp6SXVHEJHZyLNzeuYMKGUmTNzKCy05fJlFwwMrtHU9C1aWlNpbX0RT89CIiLyyM2149o1RySSizQ1fY+R0SQeP16LWHyJ4uIDKBRzWbXKDmfnWnR0tLhzx5GsLFsMDc/S0nJ4AMtLMTQ8S2PjYYSCORQWbsLMRJ/EZPi5Twz/VUNOLoe3dvRwJr8Coyl5aEt71Py7HuvQcnkCSyZa8cZmTf6BayP+afniiy/YvXs3sbGxxMTEYGdnh1wup7CwkKNHj5KVlcVHH31EVFQUoDTkbt++jZWVFampqWpp9ff3M3nyZJqamtiwYcO/ZMh5enrywQcfEB+v/PVSfX09hoaGv+r76G3btpGZmUlaWtqouzdOnDjBW2+9xaVLlzAwMKClpQUTExOEwl/1d7T/CsnMzOSll15i8uTJPPXUU1hYWFBQUMAnn3yCrq4u3333HXp6ev+x/EXvvffee78UqKioiB9//BF3d3fs7IbOf58/f54PP/yQuXPnMnXq1H9bofr7+/nss8/4zW9+w+eff05OTg7BwcHo6uqOGf7+/fts3LiRDz74gGPHjmFgYIC7u7vKv6urix07drBt2za+/vprysrKmDhxIpqamj9bjpH/Terr62PVkll4ONTzxvY4Zs2xJCSkDw9PTSZONGbFCntMTFooKvqOxYudqax8hfj461RX7yU+3o2ampeIj8+gpub/mD/fk/r6F5g//yp1df/H3LnePH78HAsXnqOt7Ruiopy5eDGE7dvPsmbNTYRCW5qaVjNzZirt7T8QGRlGZ+cqZsw4S3f3fqZNm4xMtoLIyBMoFN8SGOTNrVsevPdeCitW3KWjwx1YRFDQScTiIwQEzERDYxEBAYcxMztCREQcZWVzWbgwm5AQCfPmubBihRMlJbWUlT3m3Xd9WbzYhurqO1hYnMHBIQ4rqwhsbQ9gb5+Gg8MKXFwi0da+QEdHJ9u3exMXZ0VRUQbu7pcxMlqJh0cQBgbf4+V1DV3dVfj5+aKt/R3+/hloaj5FUJAnQuG3BAffRCB4mrAwNzQ1dzF16jVqamIwMelhy5Y05s0r4eHD5URGulFSch4HBy1+8xtPoqONuXnzNFFR+bS0vERMjDnNzXuIjS2koWEdc+dKefx4N/Pnl/L48Trmz9entnY3CxeWUVOznrg4Haqrv2bhwhqam1/jmWcUNDR8wfTpncTEiPD1rSU+/gHh4Y/JzFzLsmX9lJXtYvnyNkpLN7JiRS8lJTtZsaKT4uJNrFzZSXHxLlas7KaoaBOrVzdRUfEnEhJaSUmZT1zcXV5++RoBAT3cvbueVas6OXXqKsuWOfL88+54ePTz8OH/sXGjhIcPN7JqVQ2TJvUSFCRl2TI7XFz6uHv3O1atMqKwcAOrVhVSWPg1y5ebUlKygTVrHlBe/heWLdMlKWkWGzZc4bnnMrG01CQ390USEm5SXf05ixZJOXUqgi1bLvDMM1kYGxtQWPg8ixbdpKJiN4sWudPcvI6XXjpHdvZB1q83IiCgnbCwMlauvIuOjimVlc8wd+5lHj/+ljlz/GlsfIbY2Is0N39HdHQQLS1PEx19jtbW75k5cyIdHauJiEils3M/M2aE092dwPTpKchkB5g8eQp9fcsJD09CLj9EaOh0YAmTJx9FLP4eT09/Hjxw4/33T7Ns2X2am73R1p6Pt/dR9PQS8fSMxdAwFnf3I0gkSbi6zsPUdBYTJvwdS8vjmJlNprbWjHffPcOiRQ8pLw/Dzm4aVlb7cXRMw9x8Cc7Ok7G03Ie//wXGjVuLTBbCnDkFhIaaExfnyuLFdmRkFCEW9/Pmm94sWGDOgweXCA6+gVD4NCEh7ggE3xIefgex+CWmTPGipuY8FhYavPGGJ7Gxpty5c4aIiAd0dr5AZKQt7e17mTUrj9bWl4iOtqC1dQ8xMY9obn6Z2FgTGhp2ExtbTEPDK8yfr09b2+csWJDHrVvz8fevZsOGi0RG1nLnznMsXiwlM/MCU6aY8Npr7kyerM/164dZurSB8vKNLF0KZWU7WbashbKyjSxf3kdJyU5WrmyjpGQTK1d2UVT0NQkJ3QNYbqeoaBcrVsiprn6dDRtqKCjYyZIlAqZPVxAQUM3Spffw9Ozixo0XWb26hoKCXaxerUVh4SZWraqgsHAXq1bpUlj4GgkJZRQW7mLlSkOKijayZk0+5eV/YcUKTZKSZvP889d4/vmfcHbWJC9vA8uXV5KYmMlLL03g6addsbZupaxsLxs2uHDv3gu8+GIRwcEQGmrCihX2GBsP5+F1xMffoKrqryxc6E5t7UssXnyZxsadxMTYcu7cJLZtO8dTT2WhpWVGbe3TLFig5OGZM525cGGQh28hFNrS2LSamTPP0dHxI5GRU4E1LFt2iKKi02zcaIK3dwtTp5awfPl9urrc6O9fTGhoEnCIiRMjEYkWExSUiKbmUQICotDUXIif33F0dE7g4xODnt5cPDyOYGiYhLv7XKTSGFxdD2NqegoXl/mYmc3CyekAlpZnsLePx8ZmGs7O+3B0TEJPbyqtrVLeeecMcXG5FBdPw9U1FCOj73F3v4xEshIvr0D09Yd42N/fCwOD3QQHX6KtbRb6+grefDONuXMfkZ09l7AwN+TyvzFp0m36+p4lPNwFgeBr5s27h1i8HiMjO2bOLCUszJwlS9yIjbUiOTkXNzddXn/dg1mzpNy4cZK5c5U8HBtrTEPDbubPL6e1dQsLF5px69YFQkKM2Lx5AtOnG5KZeZRFi6qpqtrA4sViqqq+YfHieiorN7J0qYDy8q9ZsqSJ8vLXWLasj9LSr1m2rJXS0tdISOikuvpPrFz5mLS0+cTE5LBu3VVCQjq4c+dVEhL6OHPmMkuX2rNunRu+viKuX/+B1atFFBRsYvXqugHsigfc1WrYHcRyQoIBhYUbWbmyZADLUqqrN7Nx4x2ys/+PZ5/VITS0h5CQCpYvv4utrQYPHrzI8uXZlJR8w4oVtpSWvsrSpfcoK9vN8uX2lJe/ytKltygv38Pixc5UVLzC8uUZ1NV9yYIFlpw+PZ3Nm8+xdm0WUqk5tbWvEBOTw9mz99m8xYdVq53R1S2hrf07nnoqjLy8JWzYkIefn5jJk01YscIOobCC5ub9REaG0tm5aoCH/8706ZPo6VmpmkMEB3uTleXFe++lsHz5Xbq6xiOXL2LSpCNoaf0wwMOuKh5uavJBR2ceXl7H0NM7gZfXPKytY5k6dS+trRm8/LIUL69GIiMLWbQoh6qqiVhZzcDO7gA2NqlYW8djZzcdG9vvcXI6iLa2FzveNWPts0KeNKfX0/vXLln67EsZiflFmM9+gFhn9L8Axbp96I2v5sZVbTTaDAnw+88aF5999hlJSUns3buX5cuX4+DggFQqxdjYGBcXF+bOnYutrS1vvPEG4eHhWFhYcOzYMRwcHMjOziYiIgIzs6Hfw/z0009cvnwZAwMDPD09CQ4O/qfL9uWXXxIREcGECRMA0NPT+9UX+RgZGfG3v/2NyZMnY2Wlfuv3p59+yrhx41i8eDEikQg9Pb1/6KLF/7+lp6eHVatWERYWxl/+8hesra2RSCQ4OTkRERHBn//8Z3R0dFQ7mf8J+VWGXEhICOfPn2f37t3s2bOHAwcO8Nlnn3Hy5EmCgoL43e9+92+9mekvf/kLR48e5ZNPPmHlypUkJyeTkpLC4sWLR4UdvGxl8uTJfPjhhxgbG7Njxw58fX2xt7cH4M033+Tu3bv86U9/IjY2ln379pGTk0N0dPTPlmOkIffbTS/gO66Jp56ZhYG5HFPTJjTEoKEhRCAAoRBcXAyxsdHj2LGLPPusAYmJ8axdW0hy8iXWrJFy6tQCEhIKOHfuIsuXm5CWNp8lSx5x+fJlFi0yIz19LvPnPyIz8wqxseZ8/30os2bl4elZjUCgIDs7imnT8sjNTWfSJDsePYokNDSXkpJrBAY6UFExHT+/h9TUZODh4cz58xOYMqWQgIBy6uokdHaGYmeXTXf3dWxtx6NQTMTKKhu4joWFG8XFroSH16KpKUdTE8LDLbh/v4lHj1oIDjYlPNyCmzfrsLa+Q09PMA4OE+jouIWLy12am0Nxd3ejtvYWTU09+PoaM22aNampZQQFPaCoaCoTJzqQn/8TkyY95OHDGUydasf9+z8RGZnL7dsziY62IivrGnPm5PHTT9EsWGBOeno6cXGPSEuLRiqVMX58PbNmPeTbb6eTkGBEYmIG1ta6jBtnyKxZtnzzzR2ee66MY8cW8sILOhw5cpmXXqrg0KE4Xn5Zkx9/vMi6dVXs37+YDRs0+PvfL7JpUzXffbeEzZsFfPfdeX7zmxq+/34Jb7yhYNeudEJCTJBKxQgEAoyMupgxI4///d9FvPlmN7t2pfH22y3s2rWCt9/uYNeuNN55p42dO1fyzjttfPllGu+9186XX67k/febB9xdfPTRYmbPzsXevpmwsGI++2wZ771XzwcfXCMqyhYHBz3Cwiz48ssLvP9+Px9+GMf8+Q8Qi+UIhWBjo4ePjwk7d57nzTdF7N69gm3byvnrX9PYtk3Mnj3L2batjL170/jNb7T43e/mMm/ePZycGnB1reP775eyYUMxBw5c4NVXdfn009nMn38fF5d6bG1bOH48jmefLSI5+TzPPWdASkocTz9dxNdfZxMbazOAeQHjx9diaNjFlStziY8vID39EvPmWZKZGUNMTD5ZWVeIirLizp1oIiLyyM6+ytSptuTlRRIenkth4TVCQhwoKZlBQMBDKioy8PV1pqZmGh4eOTQ2ZjJ+vAstLZNwcXlAZ+d1bG3dyMgYR3h4McHBpRQXmyESBWNkdA9NzZsYGPigpxeAjs4dJJJbiMV+mJr6ALextLyDTBZAaakpgYHlTJpUSEaGK+PGudPUlIW7+30ePw7Dx8eV+vosfHzuU1MTikgkwcurCU3NfrS1hUREWHP8eAkKhQIPDyMiImw4ciSf6Og8rl+PYt48CzIyrrFgQT5Xr8awaJEpqakZSKVauLlJmDnTlr/9LZuEhGJOn57HmjUGJCdfYe3aEhITF/L887ocPXqZF14o58iROF56SYtDhy7xyiuVHDiwiPXrNfjxx4usX1/N3r0L8fGpwcmpkZkzc/nzn+ezdauCL79MJzDQFAcHfSIibPjsswx++9vH7N69gjff7OGbb87z5pvN7Nq1nLff7mTXrvO8/XYrO3eu4J132tm5M4133mnnq69Wsn17K7t2nWPHjnZ27VrJjh3NfPxxBrNnW6OtLUQgEGBh0UZISAmffbacd9+t46uvzvHuu/189dVK3n23lq++Osf27QJ27kxg+/ZKdu1K4623RHzzzQreequC3bvP8cYbYj76aD4LF97H0bEJD48a9u5dytatZXz8cRZz5tgxbpwB48cbsX//eV57TYfPPpvN/PnZCIWjefiZZyScPBnHM88UcPr0RdaskXLmzAISEgpJS7vIsmWmfPPNVKKjc5gwoRZ9fRkZGbHMm/eI69evEBNjwQ8/DPJwFSAc4OGHPHp0halTbSgujiQsLI9Tp0qYNs0CgUC5k+DvX05Tkx6NjZMYN+4BLS2ZODu70tkZhq1tNjLZdays3JHLQzA1vY9IlIWRkRdaWoHo699DX/8WWlq+GBn5IhLdwdT0DgpFAJaWPvT23sbG5g7d3cE4OrrT1naLcePu0dAQQkODAX5+lUyd+ojz5z3w93emtPQGwcEPKCqapuLhKVNyyMmJYMYMW+7d+4mZM3O5cSMSsVjOhAm1zJyZy/79k1iwwIyrV9OJiyvgypUYli835dKlqyxZUsClS1GMG9eLo2MHmpr96OuLiIqy5fPPs3Fw0MfZ2YBZs+z46qtbvPxyBQcPxrNunSYHDlxk/foqfvxxMRs3arBnTzpeXlIcHfWJjLTlT3+6ztat9fztb0t5/fU+9u69wG9/28CePcvYtk3Gnj3n2batkW++WaHi4e3bm9m1awXbt3ewc2ca27e38fvfLyIy8hH29s1MnVrA//7vUt57r5kPP1TyrK2tkmf/+MeLvPeejC++WMm779bzxRfnePfdPjXsvvOOgq++WsH27dXs3HmO7duF7Nq1kjffrGTPnlTeflvA3r0reOutSj7++AYLF9ohEgkQCgXY2zfh5lbLt98uZfPmUvbtS2PjRh1++GEZGzYUs3//Bdat0+fAgSW89FIhR49e4IUXDDhxIp5nny0iKekCTz8tYefOSObMyWH8+DpMTDpJS5vH0qUF7NnzgKgoGzy9pEgkYjIzL7FggRk//BDGrFn5CAQgEoGnpzEKBeTkXGXKFLthPJzOxIn2lJYqebiqKgNvbyfOnvVkypQCAgLKaWgwoK0tHCenB3R1XcfGZjyZmc7DeNgckSgIqfQeOjo3MDLyxNAwEB2d+zx61Ii/vzFCIWhqypk0qZCsLGdsbT3o7LyJo+M92ttDcHaeQHtHFs5OmWiIJ/DVF9asXDX2HO1fMeTa2uD1j1owXXgTwc/YZwIB6LrUk/6DDWuWaP/sDuG/Inl5ebz33nvs27cPV1dXLly4wMaNG/nkk08oLS2lvb2dFStW8OmnnyKTyTh48CCLFi3i2LFj2NjYoKWlRXd3N2FhYao0v/nmGzw8PCgsLMTDw0NlyO3fv59t27bx8ccfs3v3bq5fv46fnx9GRkZUVFQQHByMWCxm/fr1HDlyhF27dtHe3k5aWhrXr18nPj6e8ePHY29vj7u7O2+88Qbnz58nIyOD119/nb1795Kbm0t4eDiamppYW1tz8uRJZDKZ2qZPXV0dH374IVu3bsXJyYnMzEwiIyNZsmQJZ8+eZeHChXzxxRejnvXr1wPKI6hbt25lx44dfP/99zx+/JiJEyciFAqpqKjg7bff5r333uNPf/oTR44cobe3l4CAAADeeOMNkpKS+OGHH/jd736HgYEBP/zww6h3bm5ufPrpp7zzzjv84Q9/YN++fRQWFjJp0iTEYjGpqakcOXKEzz77DBMTE7U+NTAwIDQ0lLCwsCduRP075FctLxgaGnLw4EF27drF6tWrmTJlCk8//TR79+5lz549/9arp2UyGfv27WPz5s1MmjQJT09P/vjHP3Lr1i1u3bo1KvyhQ4fQ19fnrbfewsXFhdWrVzN//nz27t0LQG1tLUlJSbz77rv4+fkRFBTEhx9+SHJyMrW1tb+6XO3t7WTfv8LWp73p1tDCxKQVgUCBhoayCYcWEASEhJgjlWpiYHALQ8NujIz80dERYWqahaZmP5aWvggEYGOTRX+/AEdHX2SyflxcbtDRoYW7uzctLT14el6nsVGPqioJoGDu3PtUVRkRGupNaWkb4eE/UVxsxtSpnuTnNxMRkc7Dh1ZERXmSnd1IbOxV7t61o7VVG4BVqzLJzHRm8WIvfvqplqVLL5Oe7sry5V6kp1eTkHCJjAwPens1EAjkA3US8NJLE0hJKae3Vw4IWLfOk6SkUl5+OY2TJ/1Yt86bxMQS1q8/x7FjgWzY4MPhw0XI5QoEAgGbN/tw6FAhmzad5dCh4AF3AZs3n+XgwRA2b/Zh//5HbN2ayv79E9m61Yf9+wvYuvUsf/97KFu3+vLjj0P+AgGIxf1s2XKW/fvD2LLFh+++ywdAU1PEpk0+HDyYx2uvpXHoUBgbN3px+HAuGzac59ixMDZs8OL48VxeffUCJ06E8vLLHhw/nsvLL1/i5MkwXn55AsnJD3nxxSucOhXG88+7c/hwodqxCiOjTp566hppaaGsWePG+fM5JCRkcvFiGCtWjOPSpWyWLbvB1auhLF3qzLVr2SxZcouffgolPt6JGzfuExd3h+Rk7wEsNDFnTjZ374YSG2tHamoJYrEQBwcDZs60Jj//LjNmPCI1dYIa1lxdJUycaE5V1V2CgkqoqQnB39+E+vrb+PpW0NgYjKenlNbWO4wfX8NPPzkhECjw9a3AyakBuTwQOzs9hMLbWFm1cueOcsc9JKQEI6MuDA39MTQUI5XeRFe3FzMzX8RiAY8eNQ9bNVMQEZFHT48YFxcfOjr6cHe/TkuLDl5e3jQ0dOPnl0ltrYSgIG8qKzsIDf2J0lITJk3yoqiolWnTrvHokQUREZ48fNhEVFQ62dk2xMZ6cefOY+bOvcrNmw4sXOhFZmYtixdfJiPDhc5OMaDg2WevcumSG6tWeXHhQiVr1lzk3LkJPP20F2fPlvPMM+c5fdqb55/3ITm5lBdfTOPkSV/6+wUIBAo2bDjPiRP+rF/vw9GjxWzYcI6jR4NYv96H48cL2bw5lcTEYEQiBQKBYsCIFbJlixKrCoUCoVCgwurrrw9i14e///0RW7eeZf9+JZa///4RAGLxYPw8tmxJ5cCBcDZt8ubgwTw2bTrHgQNhvPaaN4cO5bJx43kOHw5n40Yvjh3LZf368xw7Fs66dZ4kJubyyisXOXBAOUjr63fz4ouXSE4O5YUXJnDgQCEAhoaarF3rzpkzD1m7Np3UVCV209IesGZNBufPh5GQ4MqlSw9YseI6ly+HsmyZC1evPmDJkptkZISyZIkTmZnZxMff5saNMBYudCA5uVRtBdXOrpHZsx/w4MFEZs60JSfnLhEReeTlhTBtmjWFhXeZMuURxcUTmTTJgoqK20ycWEJVVQjBwWbU1d0mIKCcK1dcEQjAw6MaD49qWluDmDDBiBs3atDQEOLnZ4qTkz5y+S3s7Fq4fdsOgUCh0o2QEHOMjDSRSG5iYKDkYW1tJQ9raMixtPQdKG8WfX0iSkpMEAgUzJz5kPZ2bSZMUPKwt/d1Hj/WH+BhmDfvnoqHy8ramDQpg+Jic6ZN8+LRo2aamrrVdGPFiuvcvu3A/Ple3LxZz8KFV1U8nJFRy7Jll7l61ZWVK724eLGKVasucuGCO2vWeHPuXCVr117gzBkvnnvOm9Ony3j++fMkJ3vz4oteJCWV8Mor50hM9OfVV705caKY9evPceRIIHK5EtuvvZbGkSNBbNrkw+HDhWzalKri4QMHCtiy5QwHDkwcwOKjAd4NAUAolA9gV8nLBw7ks3VrKj/+GMaWLb4cOZLHb36TyqFDYWhoyAGFGg8PYl1LS8TGjd4cPpzLxo1pHD0axvr1SiyvWzfEwz/+WDCAYTEvvjiB5OQcnn/+CqdOhfPccxNIScnhmWfSOXMmjKefHk9qag5r1mSo8fCqVZlcuhTKihXjuHLlAStWZHHihB8CAZibt7J48S0yM0OJi3MkMbEEEGBtrcfcuQ7cvn2PmJhs7t2bSHS0HQ8e3CMyMpeHDycSEWFDfv5dpk17RFFRCFOmWFFScpdJkwqpqAghNNScqqo7BAeXUVcXjL+/CVeuVKthwdu7Eje3Wrq6ghg3zpC+vjs4Oip52NZWF6HwNpaWLWhpBWBqqoWu7k2MjLqQSPzQ11fysI5OH/n5FggECqZOfTSAYR/kcgWlpS2IRAJmzbKlo6MXD4/rtLbqUVVlpDZuzJvnQEVFB2FhP1FSYsLkyUM8nJ9vSWSkFzk5jURHp3P/vg1tbdoIBAoSEjLJynIkLk7Jw0uXXubatXEDPAzPPnuVixfHD+PhS5w758HatUoe7utTziEG2+PVVy+QlOTLK68o5xDr1qWRlOTPunW+XLpSyKsvnqSuvoPu7tFzsn9Vjh7vRzC++GeNuEERihQonMo4nSL/9xdkQL7++msSEhJwdnYmNTWVjRs3snLlSo4ePYpAIODDDz/E09MToVDI6tWruXnzJg0NDar4s2fPVvsNWF9fH6mpqcTGxqrlk5KSwscff8wrr7xCSkoKX3/9NZWVlXzyySdq4ZKTk/n+++/5wx/+QGJiIiKRiDfffJPPP/98zPInJibS39/P/v372b59O2fOnGHfvn0q/7i4OE6fPk1//9DOZ1JSEsbGxmOe6IuNjeXq1auq58CBA+jp6amOh5aXl7NmzRocHBw4fPgwn376KYmJiaryvfzyyyp74tSpUyxYsIBPP/2Uhw8fqvI4ffo0s2bN4uDBg8yaNWvMd5988gkXLlzg008/JSUlhXfeeeEKSxQAACAASURBVIfk5GQOHDgAwIMHD9DV1cXNzW3MdgkICBhl4P275VfvEwsEAqZPn86WLVvYsWMHmzZtUrP8/12Sm5tLR0cHISEhqne2trbY2NiQlZU1KnxWVhbBwcFq52lDQkK4desWcrmcmzdvIhQKVVY4KBtWJBL9Qxe0/HX3VyyYaUOTwgRDSScI5IhESkIaaxd4yRJnDh0qZsmSmxw+HMCSJc4cPlw04A5k8eLh7gAWL3biyJFiFi++yZEjASxa5MTRoyUsWnSbo0f9VenGxd3h2DE/4uOdOH68mIULb3PihD8LFjiQmFjK/Pl3OXnSj7lz7UlKKmXOnPskJXkDIBQqiInJJiXFm9mzbTl7toyoqIecO+fNrFk2XLlSQURELhcvuqnVS1NTRHi4BRcvVgGgra1BSIg5N26UExhYyq1b7vj6mnD3bjne3hVkZ7vh6Snlxo3HgHICOW6chOLiChwdGygvH4etrT5VVeVYWrZQV+eCubkOjx+XYWzcQUuLEwYGYjo6ytHVldHT44BYLKS/vwyRSE55ufKnw05OjfT1CdHWtqezs4/q6i4A3N2NaGzswdS0mLo6Ayws7Kip6cTGpoiKCin29naUlLTi7FxIQYE5bm525Oe34O7+iJwcK7y97bh/vxE/vzzu3LEjIMCemzcf092tfvRi+vR80tPHMXmyHVeuVDNt2gMuXXJjxgx7LlyoIjIym3PnJhAVZU9qaiVRUfc5c8aT2bPtOX26nNjY+5w65c3gV6rz5t0lOdmbefMcOXWqTNUHCxc6cuJECXFxtzlxwm8U1uLjnTh6tJj4+NscOeLPokXOA1i6NYAtJdYWL77F0aND2/uLF9/k0KFAFi924tAhJRYPHQpEOdAqVFhdssRJld6RI0PukaL091dheRC7g1iOj1e64+MdOXashLi4O5w44c/ChY5q2J0/34GTJ0uZO/ceSUm+zJljz6lTpcTG3uf0aR9mz7YjJaWM6OgHpKR4ASASKYiMzOX8eS9mzLDm4sUypk3L5/JlL6ZMsSI9vZzw8EIyMiYQGmrB9evlBAeXcOWKKwC6ur34+pZz7954fHyMyckpx8urirw8V9zdjSgursDVtY5792zUdMPERBtLS11ycpoAMDfXQSrVorW1DAODbjo6nNDV1UAmK0dDQ45c7oBQCGVlHQMYNqS3V46OTikdHZoYGNjT2tqLsXEJjY16mJraU1fXhYVFETU1EmxsbCkvb8fBoZCSEhNcXOwoKGhh/PgC8vIsaW9XLqqFhpZw754tfn523LnTQFeXErtTp1py/XodoaG5ZGS4MGmSHenpNUye/JArV1yZPt2OixeriIjI4cKF8URG2nHuXAVRUdmkpk4gOtqBM2cqiIm5z+nTXsTG2nPqVBkjP7WeP/8uiYm+Kl5auPAOx4/7ERfnyLFjSqweO+ZHXJwTR46UsGjRLRU2jh4tZtGiWxw7NsjZChV2Fy1y4sSJYlUfLFnizJEjSuweOTL66IqSh9V5djgPK3m5cFT84TysxPItjh3zV+nGUPkdOXFCWb/ERL+B+paplUEggDlz7nHqlC+xsfacPl3K7NlKHo6KUvLwzJkPOXfOi8hIG86fL2f69HwuXfJg6lRLrlwpZ8qUR6SnTyA83IKMjHJCQ4u4fn0CwcFmZGWVExBQpuLhe/fK8fKqJDPTCQBDw25cXWspKHDF2dmQ4uIKHBwGeVhPxcP19c6YmWnT0FCOkVEX+fnmAFhbt6Cj04tM5oiGhhCFogyhUIFAYI9crkBbu4y+PiE1NYYD9VUqh7u7EQ0N3dTXK2fhnp5SqquVPFxeboyDg5KHXVyUPDx+vB25uc20t/cNYNiCe/eGeDgw0I6srMeEhDzk+nVHwsJsycioZdKkHNLTxzFlipKHp0/P4eJFJXbPn69U8bBcrixXTEw2Z854DvRFuQq7yjGzjPnz75KU5MP8+UPYTUz0Y+FCR44fV/LwsWP+xMc7DfDYbY4fV/Lc8eODWFZi7dixsXlyEIuDc4RDhwJZssSFQ4cKh7mdOXy4WMXT6jwcwHCePnJEyePHj5cMy2dIl5RzCHUdHZxDKHnYb9QcYt48B06eLGHevHucPOkDKOcQsbH3B+YQdqSklBIVpc7DM2c+5MIFLyIirLl8WcnDV696MmWKpWoOMSja2n0EBZVy86Y7gYGm3LpVjr9/GdnZ4/HzNeVR0SPCw/P47W9//jOYf0bOXOnGwP3XL+bruFVz5sp/wKJEuYFx4cIFFi5ciEwm4/3332ft2rUsX74cZ2dn3nnnHbq6uvD2Vs7ljI2NkUqlVFZWqtKIjo6mpKSE/HzlonZGRgb6+vqqOINibGzMRx99RGxsLDY2NoSEhDBnzhxVvEFJSEjAxcUFT09PjI2NAeUOk5GR0Zh1MDIy4u2338bZ2ZnY2FimTJnCnTt3VP5xcXE0NjaSmZmpenfixAkWLFgw5ok+bW1tzMzMMDMzQ0dHh+3btxMeHs6GDRsAOHjwIKamprz//vuMGzeOsLAwPvjgA8zNzenu7iYuLo7333+f8ePH4+DgwKuvvopQKCQvL0+Vh5mZGWvWrMHFxUV1JHXkO19fXz7++GOCgoKwtbUlNjYWHx8fVXu1trb+xy8z+SX5r/uasKamBgALCwu19+bm5iq/keHHCtvV1UVzczO1tbUYGxsjFotV/hoaGhgbG1NdXf2ry5V7L5MpweZ0CTXR0+0BgQKhmiGnTpK+vsYUFrbg51fBo0cWBAaa8uhRC4GBZeTnWxAUZEZ+fgtBQaXk5SndeXlKd26uJUFBZuTmNqvcgzLcfzD8z8cvGRG/ZET8EvLyLAgMNCMvr5nAwBLy89XbUxnPlNzcZjV3Xl7zsPyG3Hl5Q/mPjD88fG7u8PIPj28xRnhleQMD1dsjIKCM/HxzVfsOir+/CQUFLfj5lVNYaI6PjzGFha14e1dSXGyGt7cJxcWteHlVUlpqioeHlPLyNjw8qikvN8Xd3YjKynbGj6+lqkqKq6shlZXqv9kQi+XY2zfS1GSEra0+LS0dWFm10N5uiIWFLp2dHZiZtdHTY4BUqkVvbwcSSScKhT4GBmIEgg50dWV0dSmxKZF0IxQq0NPTQSCA/n7l6p+JiRYymRwTkza6u8WjJs3W1nq0t/dia9tMW5sO9vZ6tLTIcHBopKlJD2dnQx4/7mLcuHpqa4cIx929lqoqIzw8pFRUdODpWUV5ubHK38+vnKIiM/z9TSkoUPbVIHbz8poZKUosDcdCyQhslIyJ7bH6etA9hI2WJ4YfrRvmo7CkritD2FPGV06IxtKd/HzLAV1tVtVv5MLNYHoj3cN1c3h9BnVtCMOmA9gu49EjC/z9TcjPb8Hfv5yCAjP8/EwoKmrFx6eCoiIllktK2vDyqqK42AwvLymlpW14elZRWqpc+RMKFYwfX0NlpTFubhIqKpSGo0gkxNnZkPr6dhwdH9PQYISdnT5NTe3Y2jbR3GyElZUubW3tmJu30dkpwcxMh56edoyNO+nr00ci0USh6EBfvweRSB8dHQ2VoTgoRkZdKBQgkWjT369AKm2nt1cDU1MdZDI5ZmatdHdrYmWlQ2dnL9bWLbS1aQ/okQx7+yYaG4eOojg7P+bxY33GjZOoDAMlho2oquoY0FtjRoqfnwmFha0DbWlOUJAZjx6NxPIgFoZ4b9D9czw8hI3Bvh7kqbF0YzhPDg9vOgwbo3l7tK6Yj+DdkePAL+tGbm7TiPK2jpH/k+KbDowTQ+Hz81sICCgf2CVSr7e//xAvCwQCfHyMVVguKTHFy8uYkpLWAewqebi0tG0AwwLGj1fysKtrLVVVxowbZ0htbQdOTo+pqzPG0dGAhoYO7OwaaW42wsZGT8XDbW0SLCx0Bni4neZm5a+TdHV7MTTsQi43QE9PTGen0nA0NNRELBaio9OBUKjAwEAbhUKBRNJOb68IqVSb3l45pqZKHjYz06Grqw8rq1Y6OrSwttalrU3Jw62tOtjb69PYqH55BjDAw4a4uRlRU9OJu3st1dVDPOzlVUVZmQk+PsYUF7epsDvIw4GBpWpj9HAsFxQ0D7Q1o+YEShEMi/ckrJUMYMlcDatjYeFJWBmuC0+aE4zFu/n5Smw9emRBcIg5JWUNTA7P5/bN3lHt+K9Ke4cCkdbo7+KeJCKtfjo6f/FuwH9KKisr6e/vx8nJifT0dOrr60lISFD5a2tro6Ojg5eX0mCWy+V0dnaira2tCmNlZYWvr69qV+706dOjduNAudHh5ubGF198webNm4mLi+Prr79GLlffbRx+H8avEXt7e0QikcptaGhIb+9Qv1laWhIeHk5SUhIA+fn55Obmqi5PeZLI5XI2b96MQCDg97//vWqhKD8/H09PT7U8Z8yYQUJCAtra2qxatYqMjAx27NjBs88+y5QpU5DL5Wr1tLW1HZXfyHcLFiygq6uL3//+97zyyitERUWRlZWlSkcqldLa2jpqXvb/pfzXGXJdXV0IhUI1wwtAU1OTnp7RpNjd3T3q0pJBt0wmo6ura8yjn09Kb7hIpbqYmRlgZmaAADliDREKBL/q5qJBsAmFChQKBibmCkQiOf39QjQ0hPT1yRGL++nrE6GhIaC3tx+xuJ/eXhFisZDeXjkaGkr3oIz2lyOTaSAWC5HJxoovp69vdHxlfsr8B+MPd48UDQ3hwNHKwXSGwg/mJ5PJR6U/Mv5gfcRiIX19imHxRaPqMzz9wfSeXB9l/X+ufH19Q/kPT2+s8g93K/tHvf5j9cdgfYaXf2R9BvMbao8n12d4fkIhyOWKATz9MgAHSWUkt/wcdkf6CQTK+EKhYOCYrAK5XDDgHh1/sC4/35bCYW2vXteRfTVWW/6Sbgzmr46dofzHwtbw8o/WrdH1GV1v9b4aXZ+xdW1k+LHaY6g9+xmJ9bF0/ee4Yuj9k+IP9s/o9nsyVwz1l1KGACcSyVW609+vQCiUDxz3G8LlvzL2/eM8rMxb+YsHhYqH+/uH2nqoTwb1VDCMp4TD/PuHYWN0W46UsdtSNEZbCgZ4aiRPqKevrlv9Y6b/JGwP6tbIvh9ZnpHx+/qEY/KyUjf6kMlG68YgLw6lM7o+Y3HFUHh1nv55rhjNDT+nG8PrM7x8MpkckUjJ2yKRsvwaGv309wtVPKzEsBJbCoViGJ7H5t1fKwqFQqUfAoFA5QYGsKtQYXesvhnediPHsJEyfA7w87w7NpaUfaFQteXwtlXHhnrfjC7H2HMa5RypHw2NPgQKVHOx4c+/IlIjAb0d4l8OOCC9HWKkkv/MlLm5uRlDQ+WOdnFxMVKpFHNzc5V/YWHhwO3Vyt21jIwMtLW1cXFxUUtn8HhlX18faWlpYxpyJ06cID4+nqqqKoKCgti+fTvPP//8qHD/6CdTY10eONK4iY+PJzU1FZlMxvHjx/H39x9Vh5HyP//zP9y/f5+dO3eqfWf2c/dydHZ2snTpUv76179ibGzM0qVLOXr06KibMIcbwk969/bbb7N161YUCgVRUVF8+eWXapfG+Pn50dXVpbbTN1w++eSTJx5H/XfJf50hp62tjVwup6+vT+29TCZT+xn58PAymWxUWAAdHZ0x/QfD/NLHh01NndTXt1Ff34a+kQUlVW1oyPuR9YpA8fOk3dDQjZ6emLo6AwwNu6it7cLISIvqaglSaQeVlR0YG2tTUSHFxKSDiooOTE11qKiQYmbWTkVFO2ZmOlRWGmFm1q5Kt6LCaMC/A1NT7QF3GxUVHZiZDcZvo7KyQxXf1HR4fOmI+NJh8YfcI2UwvaF0nhzf1LRd5R4e3sxMW1Wf4eVXhm8foz7aw+rTqYo/sj5D+emMyE9HLb6pqTaVlaPTG2ov7RHtN5RfVZWyvCOlutoQE5MOamo6kUo1qa01xNi4g7q6TiQSLerrDZBIOqiv78LQUJOGBn309btobOxBX19MY6Me+vrKBQW5XEBLiw5aWjLa23vR0lIOnv39Cnp65IAGvb2iUTd4yWT9yOUKeno0UCigu7sPgUBAZ6cYoVBBZ2cfIpGAjg5NRKKhgbS1VRtNzT5aWmRoagppatJFW3tIVx4/1kNfv5u6OmXZa2oMMTLqHKjraJJXYrl9RN+1j8LGUNuPjb2xsGVqqvWLWB0LS8OxOBJbg30/aHwMuscqvzI9Y0xN20fp+1i6MYg99fwHy9+uhqUnYU+9/Dpjuofr/lB9BtM1GmhvdexWVSl1oarKCGPjTqqrOzEx0aa2VoJU2kldXRdSqRZ1dQZIJJ0q7CrdHdTXd2NgoElDg54alpUiUGG5o0MLkaiXjo5ehEIRPT1iFIp+envl9PeL6O9XTiTlcpDJRCgUAnp6lIsx3d0aaoaaEsty2tt7EYmUCqBQQGurDE1NEc3NOmhpjV61f/y4Gz09DerqDDAw6KKmpguJRFPFwxUVQzw8nFcGeWqw7QaxMBzr6tgeCj+c99TDj8R2O+o8NYS14fmPjUUpI3l/ODbGwsIQ9tTDj10e9XFnEEs/j+32UfUeib1BXXmSbgxyw1D4QaxKVDxsYqLErolJO1VVnRgbK8fVkTxsZNRBbW0XEskglrtUuFHycDeNjd0YGIgHMKugpaUHbW0xbW3aaGnJ6OjoRSQS0dmpiVDYh0wmR6HQoK9PSH9/P/39Cnp7NVAoBMhk/QP8q5xgdnX1jXn7Xnu7FmJxP21tMsRiIa2t2ojFfTQ396ClJaKpSRcdHRmNjd3o6oqpr1eWtb6+W8XDUunQ6ZCKCiOMjTtUfTn0Xp13laIY4T8ae0/i4ZFYHo7NJ4/Jo8eB0RgxGoX9QR43kuhSXmGKvpFYNRcb/vwrsjhGh44Hv/6P3z0P7VkUM7r8/w6RSqU0NDTQ19eHRCKhvb2dzs6hPv7zn/+MoaEh9vb2dHZ28sknn/DMM8+o7UaB8nhlQUEBP/74I1KpVO329kHZt28fy5cv56OPPmLlypUEBARQVjb6ePxI+XfcJDlz5kwA0tPTSUlJYdGiRT8b/uDBg/z973/n888/x2bE39ldXFzIyclR22E7cOAA8fHxXL9+nYcPH/Ldd9/x6quvEh0dTWdnJ3K5/B/aOWtvb+fIkSPs2LGD3/72tyxcuBAnJyfKy4eOZE+aNAlra2t27tw5Kn5paSn79+8f1U//bvmvM+QGryatr69Xe19XVzfqCCUot2vHCqurq4uBgQGWlpY0NjaqfWDZ19dHY2Oj2orHL8nTz29g39FizDVaaWrSR4D6SuPwIwsAx4+XMmeOPceP+zFnzn2OHy8hNtZumLtY5T937j2OHy9hzpzh/qVq7qF0/YiNVcafO9dBLf0nxZ87955a/EH/mBhbTpzwIyYmmxMnSpg1y5aTJ32ZNSsHUDdQT54sIzraduC9glOnypk1y5ZTp7yJjMwhJaWcyEgbzpzxJDIyh7NnK4iIUPalXK4gLa2SqVNtuHDBncmT87l4sZrwcEsuX3YjNDSfq1drmDjRmowMFwIDH5GZWUdAgCU3bjji61vIzZuP8fa25PZtOwIDSwHl5C4nxxpX12Ly8prx9lZ+O9faKqO4uA1ra0sqKqRYWJQNTAAsBwb0ChoautHXt6K5WQdt7Sra2nrR0LCmu1sMVNHXJ6evT/nTze7uajQ0hKMMuYICMySSbmpqajA21qKiwh5z81ZKS2uxttajqMgee/sG8vPrcHEx5OFDR1xda8nOrsXd3Yjbt53x8qpEKFQ29E8/OREQUMa1azX4+5uqiPPSpWrCwsy5dMmN8PDCUdg8d66SqVOtOHvWg2nT8jlzppIZM6xJSfEiIiKXU6dKiYy0ITnZW9W3AElJ3kRH55CYWMrs2XYkJvoQE/MA5WAv4PhxJTaU2LUfhj0ltkeKOvbsx3TPnTuI1ZG6MZh+9hj+pcydO9x/KL3Y2Gy1/GNisklMLCUmxl6F7ZMnS5k925aTJ32Ijs4hKalMhd2oqEGsC0hJ8SQy8iEpKeXMmGHDmTMeTJv2kLNny5kyxZpz5yYwdWq+mm7098u5cqWGyZOV3NTbKycjo5aAAEsyM50ICCjgxo16fH2tuHXLHi+vAu7ebSQw0GQAw33k5DQxbpwl+fkWODiUUFDQgp2dJcXFZlhbl1JR0Y65udXA5LVswLCyHFgEqKClRYa2tiUdHZrY2iqPLlVVSejrE9LXp/wmxdxcaWgWF7eirS2iudkWff0eGhqqMTLSpKbGdsAIr8HcXIfSUnusrZspKqrF3l6f/HxHXFzqePCgDjc3CffuOTFhQjW3b9fh7W2MUKjOf+npLgQFlZKeXsPEiUrshoYWcfFiFWFhFly4MJ5JkwpJS6tkyhRLzp2bwLRp+Zw9W8H06dacOePJjBm5qvSUPJPL6dNlREQM/Qx3kJcSE32ZPfvBGJgsVmFriCeH827xMCyp8+xIHlVibUg3lLowUjeU7ifrxshxoJTYWDtOnPAlNvY+J04o3YmJviosz55tN4DdB5w8WUJ0tB1JSUpdPnWqjFmzbDh1youZM3M4c2Y4DyvbTy4XkJrqwbRpuQM8bD3Q/nlculRNeLgVV664EhqaT3p6DSEhVmRkuBAaWgQojezhPOzpacmdO7ZMmFDIvXuNuLlZ8eCBNT4+lQN6oVSO1lYZJSVtTJigvCSmqamH6upOjI0tqK83wNCwgsbGHvT0rGlp0UZLq5KOjl5sbfUHMNyBXK4YxcNtbTZoa/fS3FyDvr6Y+no7jIy6qK6uwdRUh/JyBywtlTxsa6tPUZE9Dg4NaGsrF4dv37bD1bWWe/dqmTBBqloYyMysw8/PlMxMFwIDldgNDjYnPd2ViROLuXSpmtBQCy5edCMsrJALF6qYNMmStDR3Jk9+RGpqJdOmKXl4+vQ8zpypYMaMIawOYdmLmTMfDvCQDSdP+jB79gMSE0uIiVFiISbmwYg5gDovKrE6GovR0crjcAoFKmwp499j9BxlNHbVeXdojjFSNwZ5eDD94TysLP/9YeOKL9HRSh4eLJ9SlLvkp055M3PmA5KTy4iMtCUlxYvp03M4fbqM0CAXjh4P5uOPRy/G/6sSHSVEVGJPv+yXp8F9XRpo1VkxefJ/5lp8Ozs7DA0NuX79OjNmzEBTU5Nt27Zx+fJltmzZwsWLF9HS0iItLY1Vq1Zhbm7Oc889Nyoda2trfHx8+OMf/zjmbhwov5G7efMmubm5lJSU8MUXX3Dq1KkxNzyGi56eHgUFBWoXrPyjoqWlxZw5c/j8889pamoiJibmiWEzMzNVBpSzszP19fWqRyaTkZCQwOPHj/nggw8oLCwkPT2dzz//nGnTpqm+6Tt58iSVlZVkZGTw2muvAfxiPUeWV1dXl7S0NMrKysjJyWHLli1UV1er0tHU1OTDDz/kwoULbNiwgZs3b1JeXs6pU6dYu3Ytrq6urF279p9us18j/3WGnLu7O3p6ely/fl31rqKigsrKyjH/gREYGEhWVpaalZ2ZmUlAQABCoZDAwED6+vq4ffu2yv/mzZtqf6j/NeLh4UFnlx73csuR9wjo7tZCoVA/VqEUBW1tMs6dq/h/7N13WFRH28Dh31Y6CAoiivRiVGLFbuyKFWvsvRFN1GgSNa/6aqzRWBPFFqyxoWLD2I3RGA1YYpQOVlCaKALL1u8PkOgXiesbUZLMfV1cunuGc55lZmfPs+fMDPXre3DqlA/+/lc5fTqFOnU8+fFHL2rU+JWffnqAn58HP//sTrVq14iISKdKFU8uXaqMj881rl7NwMPDk99+q0i9ekmAhJQUG2JjHXFyukFCwmMcHDy4dassdnbR3LuXi42NJ/fv22BhEUtamgpTU08ePjTH2zsVgLg4B3JzlWi18Wi1BlQq78JvzhOQSiU8fOiFTKbD0fH5b7ouXUrHzs6k6GTw4sU0HB3NiY19B2fnTKKiknB1tebatWp4eqZy6VISvr62WFkVXGo/ceIefn52nDtXnXffvcOZMwnUrl2O06dr4O+fxMmTiTRoUJ6jR2vSqFE8R44k0qRJBQ4dqk2zZjEcPJhA8+ZOhIXVoVWrqKLEJzS0Fm3bXic0NIGAAOeik8nt2xPo2LEy27f707Hjr2zbFk/nzi5s21afLl2u8N138QQGurJlS326dr3C5s2xdOvmxubN9ena9RIbN8bRtas7GzfWp1u3S2zcWLD92TZmMMDGjfXp3j2CDRti6dGjoHyPHhFs2BBDjx4ebNzYgB49Iti4MZbu3d0K9xfJxo2xdO3qzqZN9enePRKDAfR6KZs21adr10i2bImjSxe3wpMYPVu3xtOpkwdbt/rTtevlZ9qbAbVax44dCXTo4MGuXbVp3z6SXbsSadfOg927a9KmzSX27LlJ69ZezyT1EnJzlRw86Efz5pcJD7/Ne+958P331WjXruADOTvbhGPH3qFevSucOJFM3bqenD7tQ61aVzlzJoVmzZ49QZGQkWFBRIQLVapc49KldHx8PLl61RkPj+v89lsmrq4eREVVoGLFKOLiHlGhggeJieVwcIjm1q0n2Nl5cO9eGWxsYrh/Pxdzc0/S0iwxMYklK0uNTOZVOJFHHCqVFq3WE61WiqtrwYfKjRsVkMv1ZGUloFRKycjwxtIyn/v3E7GxUXL3ri9ly+Zw82YC5cubkZhYhQoVsrCzK/jW89w5D1xdM/j11yQ8PW24dKk6vr73iYhIokoVO376qTpVq95FqXx+TMXhw3fw97cvunp68OAtGjVy5MiRWjRpEsehQwk0a+bEgQO1adEimv37k2jVqmLRyWNoaCJt21YiNLQuAQG/ERqaQPv2ldmxo6Dtbt8eT8eOLmzf7k+XLlf57rt4unRx5bvv6hEYeIUtW+IIDCxoS4GBv7eNgrZ1mU2b4ujRw42nJ9ebNsXRvbsbGzb83jZ79HAv5nFkYVt2Z+PGBnTtGln4XnBn06Z6RY+7d3/+vaHXS9i8uR6BgRFs2RJPYKA7W7f606VLRGH8Hmzb5k/H+kAZgwAAIABJREFUjpHs2JFAx44e7NhRp6jtBgS4s2tXLTp3vlp4hUPBnj01adUqsvALKBcMBgM5OVoOHrxN06YehIdXIyDgGs+erD5+rOb48XvUr+/JyZO++Ptf5YcfUqhd24OzZz2pUeMa588/wM/Pk59/ditM0iWkp1ty+XJlvL1/e0E/XHAVPja2PI6ON0hMzMbe3oObN8tSpkw0d+/mUrWq7XPvjcTEcmRlmSGTxRdO5OGFSiVHo4lHq9WTl+dV+J5LQC6X8vChDyYmWtLTE7GwkHP/vg82NnncvZtI2bKm3LxZhfLlH5OQkIiTkwUxMe/g4pLB9euJuLlZ8+uvVfH0TMXaumAs4alTPlStmsz580n4+dlx9uy71Kx5hx9/TKROnXKcOlWDevWSOH48kQYNHDl6tAaNG8cXtfWwsBo0axbDgQMJtGhRkX37atOqVRT79iXQsmUldu6sTatW14smE3naFJ72w0+/kHraD3/33dN+OK6wH65Ht26X2bw5jm7d/thWN22qT48elwrbpltRv/l7v/ts23Ur6oef9tshIQVtuaCflbBxYwO6d49g06bYoveGXm8oPL47mzfXo1u3yML3lhtbttSja9cItm6Np0sXd777zp/OnSPZti2ejh3d2b69Lh06RLJjRyIBAQX9cEDAJUJDk+jSxeWZ94aEvDwF+/a9S8uWlzhw4DYtWnhy6FB13nvvMocP36FpUy+OHKlKo0aXOXr0Lg0aeHLiRBXq17/CyZPJ1KnjWTihVjQgITPTnJ9+8sDP71cuXEilUSNHDAZIS1Nx+XI6np5eXL36e9t9KiUlt6gfTkr6vR+2tfUgObkM1taxPHiQh7m5JxkZFvj4PAAkJCTYk5OjRK8v6Ic1Gq/n+uHr1wv64YcPEzE1lZOW5oOFRT4pKYnY2Px+DvHUhQtuODllEROThIuLFdevV8XFJYNr1xJwqmDNtahaPHlkiZ8fr51SCZ8EWZK2ryZ6bfEJmk4tJS2sNjMmWBS7nt1fJZPJ6NSpE8HBwdjY2LBs2TJu3LjBhAkTcHJyYvHixahUKmbMmEGTJk1YuXIlycnJL0yq2rVrR05OTrFJ0rRp07CysqJ379706dOHa9euMWvWLDIyMkhOTn7h7wCMGDGCbdu2MWzYsL/0Wrt168b169dp27YtlpaWxZbbu3cvGo2G2bNn06BBAxo3blz0c/nyZcqXL8/atWuJiooiMDCQqVOn0qNHD8aOHYufnx+ffvopa9euJSAggJkzZ9K5c2fq1avHtWvXij3m/6dQKFi6dCnXr1+nY8eOfPDBB9jY2DB06FB+++33Ly8aNWrEtm3bABg/fjwdOnRg2bJldOrUiZCQkBfeTfg6SQzFXGesWrXqK11KffZF/VWLFi1i7969zJs3j7JlyzJz5kxMTEzYvHkzarWaR48eYWNjg1KpJD09nXbt2tG+fXsGDRrETz/9xIIFC1i7dm3RrJoTJkzgxo0bzJ07F4PBwNSpU6lVqxbz58//0zj+/6X769d/Y9KH3flmTlMs3XyoWCkDpYkKpbJgDSWpFLKz85k06QJdurxDWNh4unb9kT17NtGjRzV27hxPr16n2LlzC++/X4Pt2z+ib9/jbN36Hf361WTLlo8YOPAwGzfuYNCgumzYMJaPPz5GjRp3SU21ZtKkHgwbFsb69bsZPrwxa9eOZsSIPaxZs4eRI99j9eoRjBq1k+DgfYwe3Zzg4BHMmrUPT890bt+2ZcqUbgQFbWHlynCCgtryzTeDGDkyhDVrjjJ8eEe+/noAH3+8kVq18lEo5CgUOmJjHzJr1iUWL25QODtfJnPmXGb06K6sWtWTUaNWsWbNWUaN6s7q1V0ZMWIla9f+xIoVjbCzM+HSpTSWLr3G0KF9CAkJYPDg5WzYEMmgQX3ZuLEtAwcuZcuWK/Tv35+tW1vSp89ivvvuGr17D2LHjvfo1esrdu26TvfuQwkNbcjSpd9haann2LEq7NlTi44dF3LoUALLljXExETGoUO3CA+/Q6tWozhxojotWizg9Om7NGkSxNmzvjRq9CU//5yCv/8H/PKLO3XqfMmlS2m8++4Yrl51oVq1L/ntt4f4+HxIbGx5PD0XkJj4hFmz6iKX/74kw5o1TUhNtcTObhFZWfnY2EwgO9sUC4tF5OXpMDGZUHgb5FeFYykmIpVq0WqXoFTKycubiJlZHmPHnsZgkPHll+2ws3tMaupy7O3NGTy4GjpdPvPnX6ZSJVvu3JmIu/t9Bg8+j1RasG6hRqNl2rQI3n3XgStXJlGzZiKRkcHUqVOBixcnUb/+Dc6fX0uDBs6cOzeRli2j6NjxV3JzlUye3J1WrS5x9Oh62rTx5OjRj+na9RKtW0eTnW3KpEk96Nz5J8LCNtKhQ3UOHPiIwMBT7NmzhUGDqtKkiQNSacHfIzPTgkmTetKv3xG2bNnGgAF12bRpLIMGhbNhw3YGD27Ahg1BDBlygG+/3cWwYY1Yty6IESN2s3btXoYPb8ratSMZNWoXq1fvY9SoZqxePZxRo3awatV+goJasWrVUIKCvmPVqoMEBbVh1arBzJu3BxeXTBIT7Zk2rQtBQSGsWnWMoKCOrFrVl9Gjv2XVquOMHt2Z4ODejB69huDg04we3ZXg4J4sXbodB4ccrl1zYv78AEaPXklw8FmGD+/J2rWBhW31AoMG9SM4uAMzZqzFy0uKXC5DodBy4cIDVq2K4ptvGmNlpeDcuRTWrYumb99BbNvWjPffX8KOHdfo1WsIoaGN6N79K/bsiWH58oaYmck5evQOu3cn0bHjCA4dqk1AwEKOHEmiTZuRHDvmR8uWCzl16jbNm4/i9OmqNGnyJefO3aNhwyDOn/fC3/9LfvnlAbVrjyEy0pV583ajUEjYurUe16874uOzkLi4LL74oi5SqYGQkFhu3XpCxYrjSEkpQ/nyC0lLU2FnN56sLHOsrReRk6PFzGw8KpUCpfIrtFoDMtlE9HoDBsNiQI5W+zFKZR4q1TIsLEwYO7YaUqmucAyPlDlz2uPo+JDk5OVUqmTF7duTcHVNJSnpazw8yhAb+wm+vneIilpFlSpluX79E/z8ErlyJZiaNR2JiJiEv38cPXteJj9fyeefd6Vhwxv8+OMamjVzpl07N/Lycpk27ReaN/fixIkJdOgQSfv20c/1wxMnXiAwsKAf7tbtR3bv3kT37tXYtWs8779/ku3bt9K7d0E/PHLkGfz9k3j40IKJE3sW9cMDB/qzceMYJk48yrvv3iM11ZqJEwv64XXr9jBw4Hts2DCcwYN3EhKyjylT/KlWzapoiYo7d+yYPLnbM223NatWDeGDDzazcuVhgoLasWrVQIKCNrJq1RGCgtqzalV/goKett2OBAf3ZfTotQQHnyIoKJBVq3oxevQaVq06zahR3Vi9ukdR2x09ugerV3dl+fJtlC2bx6VLzixZ0prhw5ezfv1Fhgzpw4YNAQwevIKQkAgGDuzH5s1t6N9/KVu2XKZ//4Fs3dqCb775DgsLDWfOeLFhQwN69VpMaOh1unUbQmhoQwIDF7JvXyzt249i167azJ4dgpOTCXK5FLlcx6FDN/n++7ssWdIQpVJCWNhNTp5MpkmTIM6d86Fhw4WcP/97P1y79pdcuZLG/Pn1kMlgy5Y4rl/PwsdnLHFxjri7L+Tmzce4uIzjzh07KlZcyP37uTg4jCM93Qpb20VkZamxth7PkycmmJt/RV6eDoXiYzQaKZMmHQVkLF3aCplMi0azBFNTOR9+WA2DQc/8+VcoU8aUzMxJlCv3iNTU5Tg6WpCcPIlKldK5fXsFrq42JCZ+gqdnMrGx3+DrW5aoqIm8885trl1byTvvOHLt2iT8/GK5ciWYevUq0rOnKxJJwbqfeXlKPvusG82a/cqpU2tp2dKNY8cm0a5dJIcPr6d9ey/CwyfQocNFDhwIoWNHX/bv/5guXc6yb98munZ9h9DQCfTvf5amTRN5/NiciRN70rv3CbZt28qQIe9Qp04FsrKymTz5In371mPr1iDGjDlK3brJSKUF4+xSU3OZNOlnhg9vxNq1QQwfvoe1a/cwYkRT1qwZyejRBecQo0YVnEP897/78fRM5c4du6JziFWrCs4hVq0aVNgPPyQxsRz/+U9BP/zNN8cYObILa9a8z6hRa1m9+hQLFjTG2dmk6L1x44YTc+a0Z9So1QQH/8DIkT1YvbobQ4eu4uuvT9Olw2C+mBPEshVmNGz44nO0vzpODmDTd1qWfZeJsm4UZbwyi5YjMOjhYbQ9mghfpgXZEtipZG+Py8rKonv37vj7+zNt2rRih/4YDAZCQkJYsWIF27Zte+Htk8K/S7GJ3IoVK4oSufz8fEJCQnB1daVt27bY29uTlZXFyZMniY2NJSgoiFGjRr22oLRabVEyp9VqadKkCdOnT8fOzo4LFy4wcOBANm3aRL169QC4cuUKs2fPJiYmBicnJz766CM6dOhQtL+cnBxmz57N0aNHkcvltG3blqlTp75woOOzXnQPdmTkL0ydOIim9SvSrrs/vlVMsbV7TH5+HuHhtzlw4B6enl2Ij++Bl9c24uLC8fLqTmxsV7y9NxEbewRv717ExnbBxyeEmJjj+Pj0ISqqI56eG4iOPoG3d18SEwP4+OOjuLk95sABP44d88LXdxXR0efx9R1EdHQLfH2/ITr6Ir6+w4mOboqn59dER0fg5TWcW7ca8/nnhylTJp+wsHc5e7YyPj5LiI6+ho/PGGJi6uDuvogbN65hZzeSmzfr8+GHYXh6JmNqKuXx43yOHr1HVFQms2bVQq/XExaWRGRkDh4e40lM9MLNbR6JifeoXHk8iYnuuLp+SVraLWbPrs3jxyrCwm5y44YGF5eJ3L7thLPzHO7ceUilSpO4e9eBihXncO9eNhUrTiI5uSwVKswhJSWHChUmk5xsTblyc0hNzcfefiIajS0zZ4aRkFCe0NDa3L+vw9Z2HhJJLjNn1iAuLovdu5NIT7fCxuZTHj3SYW09l+xsMywtPyMnR4W5+Vzy8qwwM/sMlSobE5N55OfbolR+ikbzEJlsARqNPXr9FHJyHvL48RLs7BRMnepMhQommJgoOX++4BtXmSwBjeYrTEzcUKkmYWoah0q1BFNTL1SqCZiaRpObuxxLS1+ys8djYXGdhw+/xtqqKtlPxlK3bhKDBv3EyZNVCQ2tha3tL2RmrqZJk4r07u3BiRN32LkzHnPz2ty8ORp//3g++CAaO7scDAYVJ07cZffuW1Ss2IS7d0dQufIRbt/eSqVKLbh9ewjOzodJStqGs3Mr7t0bQK9ev9CyZQKHD1dj3z4/XFz2kpCwB1fX9ty61YfBg8/RoMFtwsOrc+BAVTw9txEXdxB39+5ERb1PuXKhxMQcpHdvL7p2tcHWVsmTJ5YcOlSd8HBffHy+JSbmJD4+/YiJCcDXdy3R0Wfw9R1AdHQbfH1XEx19Dl/fgURHt8THZxUxMT/j6zuEmJhm+PoWtF0fn2HExjbG23s5MTGX8fEZRXR0Azw8lhMTcwVv71HcvFmPGTMOYW6uZe/emvz8c0W8vRcRGxuDt/dYYmP98PZeSGxsPJ6e44iLq4qb20Li4xPw8PiIlJQqfPHFQVQqJWFhNbl61RYPj/kkJCTj5jaRxERXKlacTXx8CmZm40hP92DSpD1UqJCJiQlkZOQRHn6XBw/y+OKLmqSm5rJnz00SEyVUqPAJKSllqFDhC1JSVJQt+ympqZbY289Do3nEF1/U5ObNx4SGJnH/vhl2dp/x8KGUMmXm8OiRvLDtGrCxmcujRyZYWU3myRMVlpZzycmxxNx8Mjk5uSgU81GpbDAxmYitrYbJkw8TEeFKaGht1OpUZLJFVKig4JNP3iEiIo1du5IwGCqj109CLr+DRrMIhcIFjWYSJiaJqFRfYWrqgUo1EVPTWFSqpZiZ+ZCTMx5Ly+tkZ6/A3PwdMjM/Ri6/wb17q6lSpRzjx5fH3t4EmcyEU6d8CQ2tSbly50lNXYODgz+pqaNxdDzL/fvf4ujYgJSUUVSocJrk5BAqVmzCvXsjcHQ8we3bm6lY8T3u3x9M586RtGkTxZEj1dm7twaVKx/i7t0dvP++N02bViA8PIk9e5Kws2tNfPwAOnS4RN++SdjZ5T7XD3t5dSEurgdeXt8RGxuOt3dPYmK64um5mejoI3h69iQpqTMffngSX990Dh58l8OHffD0/Jbo6FN4e/cjMbFdYT/8iAMH3uXYMU98fVcRFfUzHh5DuH69JeXKbSAh4SxBQT40b25JmTImZGRYs3dvTX780QUfn2XExFzBx2cUMTH18PFZQkzMb/j4fEBMTG28vb8iLi4Kb+8xxMa+W9iW4wrbcjW8vL4kLi4Rb+9xxMVVwdNzPvHxt3B3n0BCgheVK39JUtIdXF3Hk5rqxZw5+8nONmPv3lpcv26Fq+scbt3KeEE//Cm3bzvg6DiX5OTHVKjwMTk5jsyevZ/kZDt2767F7dtSHBzmkpqqxt7+U1JTzbGxmUVKigaDYRJqtTWffbYXa+scTE2l3L6dzcGDt5FIJEyfXp2YmCxCQ5PIyirzTD88h5wcKxSKgn5YqVyAnZ2MqVOrcflyOrt3J5Gf74hU+imQCnwJVMBg+ASJ5B56/SLkcmc0mkkolTdRq7/CxMQdlWoSCkU8ubnLCtvyOKpWTWbEiDP8+KMPu3bVxsLiGk+efEPduvYMHerODz+kEBp6E1vbGmRkjKVs2V9ITw/G3r4Oqakf4ODwE6mp6yhfvh4PHozC0fFHUlJCcHJqyL17I6lY8QT37m3E0fE9bt4cjbX1KRISttCsmQvDhpXFzk6JTmfGkSNVCQurjqvrfpKSQnFza0dSUj88PHaTkBCGu3sH4uN74+W1k7i4/Xh4dCE+vhfu7jsK++GuJCV1Y+TI01Svfo+DB98lPLwqXl4bSUw8xocf+uHpWYYD+5M4FH4Pe/uuxMZ2YvDg87Rvf58yZbJ59CiH/ftvcfx46jPnECuJjr5AlSrDiYpqiqfnN0RH/4Kn5zBu3WrC558fxs5ORVhYTc6cccHTcxnR0Vfx9h7FrVsF/bCZma6wH3bCy2sRsbHRuLqOJyqqJmXKfM2dO9f45BNf6tQxx8ZGye3b5QgLq8mlS+UK+907uLt/TGKiB5UqzSE29i4mii+IiGjCnHnmBAQUv3bb60jkABITYd2WfI6fy0NqkwsGCYZscwLeM2VoPxMq//Fu6RJx584dxo8fT3p6OoGBgTRo0ABHR0fkcjmZmZlcvnyZsLAwHj16xOLFi6lR44/LEQn/PsUmcs+aOnUqjx8/fi65e2rSpEmo1WqWL19eYkG+LcUNptVqtWzcsI4DoevJeqLEILNGqzVFrW6MXF4TrfYicnkEWm39wscXkMsvodU2QC5/t/DxZbTahsjlfmi155HLr6FStcFgCECt1mFtnYaJiQGtNge1+iQKxQ3U6iYolVXIz/8RE5No1OqmKJXeaDQ/olDEkpvbBYmhLTqNmjI295AqQKt7gir/FEplIhpNUxSKyqjVp1AobpOX1wWdrh4PHhxHLt+Jo6MGExMJBkMWeXkqdDoLrKzKoFRK0GjKola3RaGwR6s9gVyeik7bBpmsHCrVMXT6a+j1aqytTZHLQaMpj1bbBpmsDHr9UaTSx+j1bZDJLNHpjiOVPkGva4tUZo5OdxyZLB+9vgVSqQKd7hhSqZ78/N7otL5IpY+wsspAIgWNJhaVajc63U2kUmusrQsuzWs07uj1bZBK1RgMx5FKlej1rZFIVBgMx5BIzDEYWiORPEGvP45UaoVe3xqp5Al6wwmkkjIYaIbB8ACNJpTsbAOPH4+iTBkPbGz0mJlpMRgMaDTXgFOAIwZDcyAFOAlURCJpjsFwF4nkBwyGSkglzQofn0Snc0GrbYdabY2ZqQ4zi3wMeh15qnPodAfIz8/D3LwM5uYK9Ho5KlVjdLpAMjPuo1bNoZz9LSytLFAqbdDpzdCo6yOVNUanjUYmP49WWw25vD467VVksnOo1X7oDW1Qqy2xsFBjaqpHr9eQn38OufwC+fmN0esD0WikWFikY2amQ6tVo1afKWy7/sjltVCpfkCv/560tHfRakdRoYIpZmbqwraZh1r9A3L5FbTaRoVt+Rxy+a9otY2Ry6uh1Z5FLr+OVtsEheIdNOozKJTX0eS/h4mJL/maMygVMag1TVAoPFCrz6FUxpOf3xwTE0/U6tMolQnk5AQC76HV5mNtnYFCoUerfYRafQyF4hYaTUsUCmc0mpMoFHfQalshlzsVtFXZXfJUbTDoa6HVmWBjk4NcbkCrTUejOYpcnoZW2wa53A6t9jgy2UNUql5o1FXISN+EqckWyjlIUJoo0OsN5ObKAEusrKyRSkGrrYRW2xaZTIlefxSZNA+trhVSqY78/D1otfFIpdZYWVkilUrQal3R6VojkxkK3wuSgrYo1RW2TUVhW1VhMBxHIjHFYGiDRJKHwXAKKEd+fg+02vLI5Y+xsnqCwWBArb6GWr0TjSYZpdIaK0sz9AYJGk01oCUSSWph27UHWgD3C/dXAQktMJCCVHIcg8EJiaQpesMdpJIf0esrIZE2QaeLRqs9yMOHZcnNHUvZsg5YWekwNdWh1+tQqyOQSs+g17sjkzVCp4tHJjuHTueNXNYErTa+sK1WQS6vh053HZnsHBp1VfT6NqjyrbG0/L2t5uaexGDYi1qtx8KiDKamcvR6Jbm5rdDrO5CWlohGE4yj42PMzeWFbVKJWt0UubzO/+uHaxQ+voJK1RKDoQNqtR5Ly3RMTXXodCrU6tPI5b+iUrXDYGiHRqPB2ioFExMJWk0+as2Jwn64EQqlJ7m5hzEYLnL/flOgP05OcszM1CgUBjSaJ+TnH8fEJA61ugVKpTsazSnk8kS02hbI5a5otaeRy5PQaFqgUFQubLs30Wiao1BUQqv9Abk8Ga22JXK5ExrNCRSKZDSaNoX98ElkslRUql7odXXRG7KxsU5FLjeg0aSj0Z5ALn9U2LatC/vV7IJ+WGqFTn8KiURNfn4vtFofpNInWFllIZUa0GrvoNUeRSbTFParUvT6Y4AUtbo3+aoKZGRuwcLiPGXLqjFRatFq08jLzUEqU2JlXQEwR6PxLmzLeYVt2Ry9vhXwCLV6O1rtPeRyK6ysLDAYQKN5B2gJZAInkFAOAy2AdOA4Ekk5JLTCQDrwA1ABDE0xcB84g17ngUbbDY3GGhOTLCwt89DrdeTn/4JWuwu1+hFmpmUxtzBDr5eg0dRGImmIwZCEVHIKvd4dibQRen08MtlP6HS+yGSNC9vyWbRaX+Ty+mi1UcjlZ9HpqiGTNUCtjkSvP0Bamitq9RgcHCyxtNSgVBqK+l2Z7Gd0ulrI5f5otZdRKC6i0dRGLq+LVhtR2FbrFD6+iFx+CZXqPQyGzmg0hqK2qtWqCtveYTRqOVaWZTE1Bb3OlLzc9kgM7bh/X4dGf4LyTt9jZvYEpVKPRmNe2NbeQa0+g1L57DnE2cJziI4YDC3QaDTY2KSjUOjR6R6Tn38CpSKR3LxuSAxt0GjlWFvfR6F8hEbzsLAfvl3YD1ckN3c/en0EDx50Qi7vjqOjHjPTfGRy0GofolYfR6FIRattjlxeFq32BDJZJvmqXkgM79G6nSNz5mTzJxMTAq8vkXtKrYasrIIrl2XKgML4SS1fG51Ox/HjxwkPD+f69eukp6cXTYLi6+tLy5Yt6dat20svRAj/HkYlcjVr1mT58uU0adLkD9vOnj3Lhx9++NwYtH8KY2dFsre3+sszKAmvj6iP0kPURekh6qJ0EfVReoi6KF2MrY/XncgJwt+RUUM3LSwsuH379gu3RUdHY2Nj81qDEgRBEARBEARBEIr3kgvXBTp06MDixYtRKpW0aNECOzs70tPT+f777/n6669fOA2qIAiCIAiCIAiCUDKMSuSerpswbdo0pk+fXvS8wWCgV69ejBkzpsQC/DvJz4dTp2UcPKokTyXBAMgkBlo01hDQTkuZMm87QkEQ/ork5HvsP7ifi5cjQCoFgwF7u7IEduxCPf/6SEtqfmpBEF4bvV5PRMQvhB3ax/20VBQKOep8NXVq1KJLxy5UquT88p0IgiCUAkaNkXsqLi6OiIgIHj9+jK2tLfXr16fym5rO5y14lTFyP/2Uw7zFJtRoLqFZF7C1L9iWlwvnj8APu2FAz3yaN9f9+c6Ev0yMdyg9/il1YTAY2LA5hIu/XqVVnz7UatIUeeFI/LuJiZzeu5u7128w8z8zKVeu3FuO9sX+KXXxTyHq4+14+DCTGbP/i4OnBy169MTZwxO5XEZ+vprLZ3/k+PZt+Hn5MmLoCPHFzFsixsgJgvFeKZErTk5ODhYWFq8jnlLF2A/Z7Gwrxn2mY8wCcKj44jJ5ubDiU+jRLp/3mopkriSJE6TS459SF99uXM+9nGwGfjq52JO7qMuXCF2ymK/mLcLKyvoNR/hy/5S6+KcQ9fHmPXnyhElTJ9FlzFiq1fUvel4ul6HVFnwu6/V6ti1bShmdgdEjg95WqP9qIpETBOMZdWulWq1m8+bN/PLLL2g0Gp7mfnq9nry8PGJiYrhy5UqJBlqazV0Iw2cWn8QBmJnD2Pkwb4QJ9evlYmLy5uITBOF/d+fObSKuX+OzlcF/+g19lZq1aN63L5u2bmLM6LFvMEJBEIyxfec2GnXt/lwS9/9JpVL6jBvPV+M+JCEhDg8PrzcYoSAIwqsx6r6BRYsWsXDhQpKTk4mJieHWrVtkZ2dz+fJlrl27xsiRI0s6zlLr1i0JWgU4e7y8rLkl1GpZMI5OEIS/h30H99G2X3+jbrNq0LotEVcvo1Kp3kBkgiAYS61Wc/bCTzQKCHhpWalUStt+/Qk7uO8NRCa8bQYD/PILfD4ik0Et7jO45X2mBz3kypWCbW/ar7/+ypQpU2jdujV+fn7m4xQxAAAgAElEQVTUqlWLTp06sXjxYpKTk58rO2DAAD7//PM/7GP+/PlUqVKFsLAwo465YsUKWrduDcDdu3fx8fEhIiLif4r/6e8X95OTk2PUflq0aMHKlSv/EN+bcuHCBXx8fLh///4bPe6rMuqK3JEjRxgyZAifffYZwcHBREVFsWzZMh48eED//v3R6/UlHWepdeK0nEYdjS//XmfYNFNBu7bi9kpB+DuIvHqZTp98YlRZmUyGX+MmRERcpHHjpiUcmSAIxrpy5TJV6tdHoVQaVb6afz12Ll2CwWBAIpGUcHTC25KYCP8dnopX6lX6GY7jZfoAgwGif3Ai9FxrljtV44v19lT8kzuuXqevv/6atWvX0r59e6ZNm4azszN6vZ6EhAT27NlD586dmTt3Lm3atCl2H1999RWbNm1iwYIFdO7c2ajjDh06lH79+r2ulwHAypUr8fPz+8Pz5ubmRv1+aGho0cLnJRHfy9SsWZOzZ89StmzZN3rcV2VUIpeRkUHTpgUnJd7e3uzcuROA8uXLM3LkSEJCQhg79t95K9HDLCneFYwvb2sP2dniQ0EQ/g70ej0yheKVJj2wc3Li4cOHJRiVIAivKjMzg3JOxp+NS6VSzCwtUavVmIixEP9ISUnwn163mJO/DDfTtN83SMDP/A5+fEvUHSc+6fERi3ZXxMmpZONZsmQJ4eHh7NixA19f3+e2eXh40KZNG8LDw/n0009xdHR8YZK0bNky1q9fz5dffknHjsZfZbCwsHjtc13Y2Nhgb2//P/++nZ1d0f9LIr6XUSqVfyn+N8WosxMrKys0Gg0ALi4upKSk8OTJEwBcXV1JSUkpuQhLOYXcgDrf+PJabcGs5YIglH4SiQS97tWunmvVahQKRQlFJAjC/0KpVKLJf7VbnrUajXgv/0MZDPDF6FRm5y/DzSSt2HJVzJL5/PEKZo9NL9F4YmJi2Lp1K6tXr8bX15dTp07RuXNnatSowZQpUwgLC6NmzZq0a9eOIUOGsGDBgj/sY9WqVaxZs4ZFixb9IYlTq9XMnz+fxo0bU6tWLfr37//c3BZ/dutiVFQU/v7+zJs3r+i50NBQOnbsiJ+fH61bt2bLli2v9HpfdNvi/3+uuFsrn966efr0aTp37kz16tXp0aMHSUlJrFixgvr16+Pv78/s2bOfO+aJEyfo1q0b7777Ls2aNWPFihVotdqiY1evXp2VK1fi7+/PgAED/ja3VhqVUtSuXZstW7agUqlwcXHBzMyM48ePA3D16lUsLS1LNMjSrGoVHTcuGl/+t4tQxVvcVikIfwcSiQQrC0vSX6Ejv/HzeXx9q5RgVIIgvCofH19uXLhgdPmH6emYyOViCYJ/qGvXoGLKDdz/JIl7qqrZPRTxN0lMLLl4Vq9eTb9+/XB3d+fYsWOMGzeOvn37smfPHiQSCbNnz6Zq1apIpVIGDBhAZGQkGRkZRb+/bt06li5dSp8+fWjfvv0f9v/pp5/yyy+/sHTpUnbv3k39+vUZOHAgSUlJfxpXfHw8Q4YMoVu3bkyZMgWAkJAQvvjiCwYNGsT+/fsZNmwYX375Jd9+++3r/aO8xLx58/jPf/7Drl27yMrK4v333+fu3bt89913TJgwgc2bN/PDDz8AcPToUT788EMCAgIICwvj008/ZfPmzc8lp2q1mgsXLrBr1y7+85//vNHX8lcY1UONGTOGyMhIRowYgVwup2/fvkyfPp2ePXuyZMkS2rZtW9JxllpNGuv49QwUXrB8qdOhENjJyMKCILx1ge07cXrvHqPKpiUno8vJxdXVrYSjEgThVVSsWAlTiYSUW7eMKv/Dvr10avcKA+CFv5V967Popj1udPnu6iPs3/ykRGJRq9WcOnWKwMBA1Go1M2fOZMiQIfTu3Rt3d3emT59OXl4e1atXBwpuObS1teXevXsA/PDDDyxdupS6deuye/duEv9fxnnr1i0OHz7M/PnzqVOnDm5ubowdO5batWsTEhJSbFy3b99m8ODBdO3alcmTJwMFa6quW7eOQYMG0bNnT1xdXenduzcDBgxg7dq1PLui2bBhw6hZs+ZzPxde4cuUlxk2bBj+/v74+vrSunVr8vLymDVrFu7u7vTp04eyZcsSFxcHwJo1awgICGDEiBG4ubnRvn17xo8fz/bt28nO/n2pi+HDh+Pi4oKPj89ri7OkGTVGrkqVKoSHhxMbGwvAxIkTsbS05NKlSwQFBf2rZ61UKqFjO9i1EvqO+/OyF46DpVyHi8tbmAZJEIT/SePGTdk2YQw3W7bE1bv4zl2r1bJp4Xz69uj9BqMTBMFYfXr05tuFC5iweOmfTnpyJyGBKydPMXLpN28wOuFNSknKx90k1ejy7soHHErIA17/HWj37t1Dp9Ph5ubGqVOnSEtLe25iD1NTU8zMzKhWrRpQMHY7Nze3aCKQrKwslixZQsOGDenSpQuTJk1i+/btKAvb+I0bNwDo1avXc8dVq9Wo1epi45oxYwYajYaKz8z0kpmZSXp6OrVq1XqubN26dVm3bt1zVwnnzZtH1apVnytXvnx5o/8uL1O5cuWi/5ubm+Pg4PDceFZTU9Oi1xcXF0fXrl3/ELNWq30u8XV2dn5t8b0pRiVyUPDHf1oBEomE0aNHl1hQfzdDB8Fnn2vZtEhO91Fg8f/WqNRo4HQYXDlqYP4XrzCgThCEt06hUPDfqTOYNmsGXUYHUaNR4z/MYpeZmsqGeXNoWrMu/v713lKkgiD8mZo1atHm7l2WTpzA4Kn/wb7C8zOVGQwGrl34mT1fr2DGlGlikpN/MJkM9AbjJ57TI0UmL5mJ6rKysrC2tgYgKSkJW1tbHBwcirYnJCSQnZ1ddEXu/PnzmJqa4uFRsO5Vx44di8aPLViwgP79+7NkyRI+++wzgKJxntu3by9K/p5S/skXGr169aJ8+fJ89dVXNG/enIoVKxb7ntAVjiWXy39PKxwcHHBxcTH676B7xfHozx4L+NPboP//6372eM/u50XlSrtiE7ng4OBX2tG/ObGTSGDSeDUHDupZFKSg8jsS3P1AKoP7iXDtHDT01/LlHDV/wzYiCP96Tk4V+fKLBXy76VvCVgdTu1Ur7MqXR63K5/r5n8jLyKRfr77Ur9/gbYcqCMKf6NSxM+XLl2fjf2egsLKkeuMmmJmbk/HgPpHHj+Pl6s68/8597kRa+Odx8zPnWlRlmlpGG1X+N7ULbn7GTZv/qmxtbcnIyECr1WJjY8OTJ0/Izc0tmqZ/2bJlWFtbU7lyZXJzc1mwYAFDhw5FJitYk/jpv1Awp8XQoUNZv349jRs3plGjRnh5FSxqn5GRQcOGDYvKzpw5Ew8PD/r37//CuAICAqhRowYHDhxg+vTprF+/HktLSxwdHYmMjKRZs2ZFZSMjI7G3ty+K/2WeJpfPlr1586Zxf7D/gYeHB5GRkc9d6YyMjEShUFC5cuWiq5Z/R8UmckuXLn3usUQiwWAwIJPJsLW15dGjR2gKZ3SysbH5VydyUJDMde6kpWMHLVevSrl1W4pWC3VdDYx9X4eRS9cIglBKlS1blk8mfMKTJ9n8/PNPZN67TxkTE0b17o+Hh9fbDk8QBCP5162Hf916JCYm8Nv1ayjUKmzNreg/dyFWVtZvOzzhDeg2xIolYW1pinGJ3B7TtsztWzKJnLOzM9bW1ly8eJHmzZszZ84cpkyZQvfu3dm3bx+nT5/G2tqaEydO8M033+Dg4MDw4cOL3d+4ceM4c+YMn332Gfv378fFxaVoXbrp06fj5ubG7t272b59+0snKJHL5XzxxRf06dOH3bt30717d4KCgpg3bx6VK1fG39+fCxcusGXLFj766COj11z09vbG3Nyc4OBgPvroI27evPmn4/X+qqfDwKpUqULr1q2Jiopi+fLl9OzZEysrq5fvoBQrNpGLjv69cZ8/f56PP/6YadOm0bZt26Ls/8yZM3z++edFgyCFgqUFatbUU7Pmv3eRdEH4J7O0tKJVq3/vBE+C8E/h7u6Bu7sH9vZWpKVlv/wXhH8MV1eQVnPn/GUvGpjH/WnZ47nvUr6pEyV1kVYmk9GpUyeCg4MJCQlh2bJlzJo1i7Nnz9K3b18WL17M5MmTmTFjBt27d2fMmDEkJycXu7C2Uqlk4cKF9OjRg6lTpxIcHMzs2bP56quvmDp1KtnZ2Xh4eLBixQoaNHj5XSQ1atSgd+/ezJ8/nyZNmtC7d29UKhWrV69m5syZODs7M3nyZPr27Wv0a7a0tGThwoUsWrSI9u3b4+vry2effcaYMWOM3seraNKkCQsWLGD16tUsW7YMBwcHBg4cyKhRo0rkeG+SxPDsFDPFCAgIYODAgfTp0+cP23bt2sXq1auLliP4JzG2YxcfAqWLqI/SQ9RF6SHqonQR9VF6iLooXYytD3v7v3Yl5eFDGNc9leEp62hqEfWH7QYDHM2rwQ6XQawILUdJrkedlZVF9+7d8ff3Z9q0acUmaQaDgZCQEFasWMG2bdv+sHD4P0nTpk0ZMGAAI0aMeNuhlGpGTXaSkpLy3Kw1z7K3t39ulhpBEARBEARBKM1sbWHFXgcWfBLEhgv3CVQdxUuejAGI1jmzz7QN7q3L8/U8G4rJq16bMmXKsGHDBsaPH09AQACBgYE0aNAAR0dH5HI5mZmZXL58mbCwMB49ekRISMg/NonLzMwkPj6ejIwMnJyc3nY4pZ5RiZyvry9bt26lUaNGzw2qVKvVrF+/Hj8/vxILUBAEQRAEQRBeNxsbmLvGlrQ0Ww7ucuPX6FwkEqhc1YIlPUyws3tzsTg7O7Nz506OHz9OeHg4hw4dIj09vWgSFF9fX3r27Em3bt3+lrMrGuvIkSMsWLCARo0a0aJFi7cdTqln1K2VFy9eZNiwYdjb29O0aVPs7OxIT0/n9OnT5OTksGXLFqpUqfIm4n2jxK2Vf0+iPkoPURelh6iL0kXUR+kh6qJ0eVO3VgrCP4FRV+T8/f3Zvn170Vi4rKwsbG1tadCgAWPGjHmldSIEQRAEQRAEQRCEv8boBcGrVq3K8uXLSzIWQRAEQRAEQRAEwQjFJnKXLl3C19cXc3NzLl269NId1apV67UGJgiCIAiCIAiCILxYsYlc37592blzJ35+fvTt27dokb9nh9Q9XSRcIpEQFfXHqVsFQRAEQRAEQRCE16/YRG7Tpk14eHgU/V8QBEEQBEEQBEEoHYpN5Pz9/Yv+f+rUKdq3b0/16tXfSFCCIAiCIAiCIAhC8aTGFNq5cyePHz8u6VgEQRAEQRAE4Y27fRt++qng5969tx2NIBjHqFkrq1atyrlz52jUqFFJxyMIgiAIgiAIJc5ggKNH9axYkcfdu1lotVmABLncFldXa8aPN6dZM8kbjenXX39l27ZtRERE8ODBA+RyORUrVqR58+b07t0bJyenorIrVqxg//79HDt2DIDJkyezd+/eou1yuRwbGxvq1avH+PHjn1surEWLFvTo0YMPPvjgf4rzwoULDBw48LnnJBIJlpaWVK1alU8++YRq1ar9T/sWjGd0Irdp0yaOHTuGp6cn5cqVe267RCJh1qxZJRKgIAiCIAiCILxOej1MmZLP/v13USpjUChUyJ85K05MNOODD6rQr58TU6cqkbyBfO7rr79m7dq1tG/fnmnTpuHs7IxerychIYE9e/bQuXNn5s6dS5s2bYrdR506dVi6dCkAarWau3fvsmTJEnr37s3OnTtxdnZ+rTHv3bsXe3t7APR6PUlJScydO5cRI0Zw/PhxLCwsXuvxhOcZlcgdOXIEBwcHdDodMTExxMTEPLdd8iZatyAIgiAIgiC8BkuWqDlwIAFz8+gXJmlKZR4KxSW2btVQvrwbw4cbvfTy/xjPEsLDw9mxYwe+vr7PbfPw8KBNmzaEh4fz6aef4ujoiJ+f3wv3o1AoihIrgIoVK7Ju3To6dOjA4sWLWbJkyWuN287O7rnjlS9fnunTp9OvXz9+/vlnWrZs+VqPJzzPqFZ58uTJko5DEARBEARBEEpcdjZs2fIEM7MXJ3FPSSRgZvYbwcEODBhgg4lJycQTExPD1q1b2blzJ+7u7pw6dYolS5Zw+/ZtAgICqFevHjNnziQyMpK4uDgWLFjA1q1bjd6/paUl3bp1Y/369eTn52NSUi+kkFKpBApu7RRKllGTnbzMrVu3XsduBEEQBEEQBKFE7d6tIy8vyajbJSUSA7m5tzh8WF9i8axevZp+/frh7u7OsWPHGDduHH379mXPnj1IJBJmz55N1apVkUqlDBgwgMjISDIyMl7pGN7e3uTn53Pz5s2SeRGF7t69y8KFC3F0dKROnToleizByCtyjx8/ZunSpfzyyy+o1eqi5/V6PXl5eWRkZIgFwQVBEARBEIRS7/vvVZiY3De6vFSawuHDngQGmr/2WNRqNadOnWLPnj2o1WpmzpzJkCFD6N27NwDTp09n3759RUuA2dnZYWtry71XnFrTxsYGgCdPnrzW+Nu1a1c0xEqj0aBQKGjYsCFbtmwR4+PeAKOuyM2bN4+dO3dSqVIlAMzMzKhSpQoqlYrMzEwx0YkgCIIgCILwt5CdbUAq1RldXirVkZNjKJFY7t27h06nw83NjXPnzpGWlka/fv2KtpuammJmZlY0A6Reryc3NxdTU9NXOs7TBM7a2vr1BQ+sW7eOsLAwNm7cSIMGDShfvjzjxo177ZOqCC9mVCJ35swZPvzwQ1atWsX777+Po6MjS5cu5fvvv8fHx4f4+PiSjlMQBEEQBEEQ/jI7Owk6ncLo8jqdElvb1zIa6Q+ysrKKkqukpCRsbW1xcHAo2p6QkEB2dnbRFbnz589jamqKh4fHKx3n+vXrmJub4+rq+tpiB6hUqRIuLi74+fnxzTffYG5uzvDhw8nMzHytxxFezKhW+ejRI2rWrAmAp6cnv/32GwAWFhYMGTKE06dPl1iAgiAIgiAIgvC69OplhlZbyejyEkllevZ8tStgxrK1tSUjIwOtVouNjQ1PnjwhNze3aPuyZcuwtramcuXK5ObmsmDBAoYOHYpMJjP6GLm5uezbt4927dqhUBifwL4qpVLJ/PnzyczMZPbs2SV2HOF3RiVyZcqUKbok6+LiQkZGBllZWQBUqFCBBw8elFyEgiAIgiAIgvCatG0rxcKiMnr9y0+DdTo51tYVaNy4ZJbacnZ2xtramosXL9K8eXOUSiVTpkzhzJkzTJw4kdOnT2NiYsKJEyfo378/Dg4ODB8+vNj9aTQa0tLSSEtLIzk5mXPnzjF48GA0Gg3jx49/ruytW7c4c+bMcz9Xr179S6/H29ubkSNHcujQIX744Ye/tC/h5YxK5Bo0aMDq1atJSUmhcuXK2NjYEBYWBsDp06extbUt0SAFQRAEQRAE4XVQKmHKFEtUqlro9cUnaHq9FLW6DrNmWSAtmTsrkclkdOrUieDgYGxsbFi2bBk3btxgwoQJODk5sXjxYlQqFTNmzKBJkyasXLmS5OTkYmetjIiIoHHjxjRu3Ji2bdsyY8YM3nnnHXbu3En58uWfKxsWFsaIESOe+5k/f/5ffk2jR4/Gw8OD//73v+Tk5Pzl/QnFkxgMhpeO3rxz5w79+/fH2dmZLVu2EBISwoIFC7Czs+Phw4eMGTOGsWPHvol436i0tGyjytnbWxldVih5oj5KD1EXpYeoi9JF1EfpIeqidDG2Puztrf7ysTZt0rJwYSYaTRQWFhlFyxEYDJCTY49S6cusWXYEBhp/G+P/Iisri+7du+Pv78+0adMwN3/x7JgGg4GQkBBWrFjBtm3b/rBwuPDvY1QiB6BSqUhMTOSdd94B4MCBA1y6dAk/Pz+6du1aokG+LSKR+3sS9VF6iLooPURdlC6iPkoPURely5tM5AASE2Ht2nyOHMnDYCgYmyaVWtCxoynDhplQufJrOcxL3blzh/Hjx5Oenk5gYCANGjTA0dERuVxOZmYmly9fJiwsjEePHrF48WJq1KjxZgITSjWjE7l/I5HI/T2J+ig9RF2UHqIuShdRH6WHqIvS5U0nck+p1ZCVBRIJlCkDJTgnSLF0Oh3Hjx8nPDyc69evk56eXjQJiq+vLy1btqRbt26vvPTAq6pTpw46XfHLM9SsWZNvv/22RGMQjFPsguDTpk0zeicSiUSsJScIgiAIgiD8LSmV8Mys/2+FTCajbdu2tG3b9q3GsWfPHv7sOk9JJ5KC8YpN5M6dO2f0Tp6u6C4IgiAIgiAIwt9X5Td1P6nwlxWbyJ08efJNxiEIgiAIgiAIgiAYqdhE7kXi4+O5ePEiT548wdbWltq1a+Pu7l5SsQmCIAiCIAiCIAgvYFQip9frmT59Ort3737unlmJREJgYCBz584Vt1cKgiAIgiAIgiC8IUYlcmvWrCEsLIyJEyfSqVMnypUrR1paGgcOHGD58uW4u7szYsSIko5VEARBEARBEARBwMhELjQ0lNGjRzN8+PCi5xwdHRkxYgT5+fmEhoaKRE4QBEEQBEEQBOENMSqRS0tLo3bt2i/cVqtWLdasWfNagxIEQRAEQRCENyE5GfbvV3H3bj4SCVSubEqXLiZvfTkCQXgZqTGFnJ2duXz58gu3Xb58GXt7+9calCAIgiAIgvB/7J13fFVF2vi/c86tuTe9hwQINZAQqlgQKSoKUgVZlfVdwV5QWd21Yl8Ve2EtrwUL7q4NQaSDSBMLCAJSE0jv9abces75/XGTm4SbQHTFZd/f+X4+8MmdM2fOM+XMeZ6ZZ2Z0TiVVVfDnP9fx2GPZ9OixlGuu+YDZsxeTlPQF99+fw7331uFw/L4y7dmzh3vvvZcLL7yQzMxMhgwZwqRJk3j++ecpKioKiq9pGp9++ikzZ85k8ODBDBs2jCuvvJLly5e3iffdd9/Rt29fSkpKABg7diyvvvrqbyZ3cXExK1as+M3SgxPLeOGFF/LKK6/8ps/7pfTt25dly5Z1Ou6J/v3avHRqRm7GjBk8//zzhISEMGHCBGJiYqioqGDFihW88cYb3HDDDb/q4To6Ojo6Ojo6Ojq/NxUVcPvtVdx++xcMH17Y5lqPHjVccslhNm3qzty5l/DKKxGEhZ16mRYuXMibb77JhAkTmD9/PikpKaiqSnZ2NkuWLGHy5Mk88cQTjBs3DvAbcXfddRcbN25k7ty5LFiwAFVV2bBhAw888ADbt2/niSeeOPWCA/fddx/x8fFccsklv8vz/tvYunVr4O933nmHNWvW8NFHHwXCQkJCflW6nTLkrrrqKg4cOMBTTz3FggULAuGapjF58mRuuummX/VwHR0dHR0dHR0dnd+bRx6p5c9/XsbQocGzXM2MGpWDECv4298ms2BB6CmV54UXXmDlypV89NFHpKWltbnWs2dPxo0bx8qVK/nrX/9KQkICmZmZfPLJJ6xevZoPP/yQQYMGtYmfkZHBnDlzGD58OFOnTj2lsgNtdrXXCaa192JISAiyLP8mHo2dcq2UZZkFCxawfPlyHnzwQW6//Xbmz5/Pl19+ydNPP40kdSoZHR0dHR0dHR0dnf8o2dlgMBSf0Ihr5rzzcqiurqDJI/GUcOjQIT788EPeeOMN0tLS2LhxI5MnT2bQoEHce++9LF26lMGDB3PxxRcze/bswKTK4sWLGTVqVBsjrplzzjmHESNGsHjx4pM+X1VVXn31VcaNG0dGRgbDhg1j7ty5VFVVAX63zAEDBrB+/XouvvhiBg0axMyZM9mxYwcA99xzD9u3b+fzzz+nb9++ANTU1HDvvfdy7rnnkp6ezrnnnhuYMfytOd5ttL2wsWPH8uGHH3LDDTeQmZnJ+eefz1dffcXatWsZN24cgwcP5rrrrgvkGWDNmjVMnz6dzMxMBg4cyOWXX86ePXvalcHtdvPkk08yZswYMjIyOOuss7j33ntxOp2/eX5bc1ILrKKigj179lBTU0Pv3r254ooruPHGG7nyyivp1avXKRVOR0dHR0dHR0dH57fk888bmTHj+07Hv/TS71m2zHXK5HnjjTeYNWsWPXr0YN26ddx+++1ceeWVLFmyBCEEjz/+OOnp6UiSxFVXXcXOnTspKiri8OHDDB48uMN0zzzzTPbt24fH4znh8xctWsT777/PAw88wJo1a3juuefYuXMnr732WiCO1+tl4cKFPP744/zjH/8A/O6UmqZx//33M2zYMMaPHx9wIbz77rvJzs7mtddeY/Xq1dx0000sWrSIr7766jcosV/Hs88+y/jx4/nyyy/p27cvd911F2+99RbPPfccr732Gj/99BNvv/024F+reMcdd3DppZeycuVKPvjgAwDmz5/fbtoLFixg48aNPPPMM6xevZoHH3yQFStWtHGfPBV06Frpdru57777WLVqVWC6dPz48Tz00EOEh4efUqF0dHR0dHR0dHR0TgU5OW6uuaa80/H79y9j82YXYPnNZfF4PGzcuJElS5bg8Xh45JFHmD17NpdffjkADz74IMuWLWPAgAEAREVFERkZSWFhIZqmERER0WHaERERaJpGTU3NCWVITU1lwYIFnHfeeQB06dKFkSNHcvjw4UAcTdOYN28ew4YNA+D666/nlltuobq6mqioKIxGIxaLJeAuOHLkSM4880x69+4NwKxZs3jrrbc4dOgQF1xwQafL59VXX+XNN98MCv81M11jx44NuJnOnDmTDRs28Oc//zlQtueccw5HjhwBwGg08tBDDwXqITk5mcsuu4wHHnig3bQHDhzIJZdcEtjlPzk5mX/84x9tyvBU0KEh9+KLL7Jq1SqmT59O//79OXbsGB999BGqqvLiiy+eUqF0dHR0dHR0dHR0TgWqCkJ0fk2XEBqnwCMQgMLCQhRFITU1lY0bN1JeXs6sWbMC1y0WC1arlYyMDMDvBtnY2BiYVGloaOgwbYfDgRDihMYe+A2cXbt28cILL3Ds2DGOHj1KdnZ2wGhrJjU1NfB3aKh/zaDX6203zSuuuF3tx7MAACAASURBVIINGzbwySefkJOTw6FDhygpKfnFrpWzZs3iyiuvDAq/+uqrf1E6AN26dQv8bbVaAejatWsgzGKxBIzefv36ERoayhtvvEFWVha5ubkcOHCgQ/mnTJnC1q1befrpp8nJySErK4u8vDySk5N/sZy/hA5dK9etW8ctt9zCY489xhVXXMF9993Hgw8+yPr163G73adUKB0dHR0dHR0dHZ1TQXKykezsyE7Hz86OJinJfEpkqampIaxpS8xjx44RGRlJXKsD7LKzs6mrqwvMGm3fvh2LxRLY0GTnzp0dpr1jxw7S09MxmUwnlOG1115jzpw51NfXM3LkSBYsWMDkyZOD4rWXTnubnGiaxvXXX89TTz2F1WplypQpLF68mC5dupxQjvYIDw+nW7duQf8MhhPv16goSlBYe/d0tM/Ht99+y/jx4zlw4AADBgzgz3/+M/fff3+Hz3vggQe466670DSNcePG8fe//50zzjjjJLn79+mwFEpLSxk+fHibsFGjRuHz+SgoKKBnz56nXDgdHR0dHR0dHR2d35KpU+0sXnwGQ4cuP3lk4LPPzuCuu6ynRJbIyEgqKyvx+XyEh4dTX19PY2NjYDv6l156ibCwMLp27UpjYyMLFixgzpw5yLLM1Vdfzd13382PP/7IkCFD2qS7Y8cONm3a1KnjB9577z1uu+02Zs+eHQjLzc09qbHUGiFE4O+srCy2bt3KkiVLSE9PB6C+vp7y8vJTsrul0WgMPKOZnJycfyvNf/zjH4wYMaKNF+K2bdsAv6HaOr/19fV89tlnvPTSS4GjIXw+H/n5+SQlJf1bcpyMDmfkvF4vZnPb0YfISP/ohT4jp6Ojo6Ojo6Oj899I//5QVtaVw4ejThp39+54IJ5WXnm/KSkpKYSFhfH9998zZswYTCYT9957L5s3b+bOO+/k66+/xmw2s2HDBv74xz8SFxfHtddeC8CkSZOYOXMm1113He+++y45OTnk5OTw7rvvcv311zN16lSmTZt2UhmioqLYunUr2dnZHDlyhEcffZRdu3addJOU1thsNgoKCigsLCQsLAyDwcCqVasoKChg165d3HzzzXg8nl+UZmfp06cPISEhvP766+Tl5bF582YWLVr0b6UZFRXFoUOH2L17N/n5+XzwwQe89957AEF5MJvNhISEsGHDBvLy8ti/fz933nknxcXFpyS/rflV5wboZ0Xo6Ojo6Ojo6Oj8t/LQQxE8/PD0Expze/bE8fTT05g//9Rt8ifLMpMmTeL1118nPDycl156if379zNv3jySkpJ4/vnncblcPPTQQ4wcOZJXX32VoqIiKisrAXj44Yd57LHHWLduHTNmzGDGjBmsW7eORx99lCeffLJTMixYsACHw8G0adOYPXs2NTU13HnnnWRlZXV6U5FZs2Zx7NgxJkyYgCRJPPHEE6xevZrx48fzl7/8hYEDBzJ58mT27t37q8uqI+x2O8888wz79u1jwoQJvPzyy9x9993/Vpq33XYb/fr145prrmH69OmsXbuWp556CiAoD0ajkRdffJGff/6ZiRMncvPNNxMeHs6cOXPYt2/fvyXHyRBaB1ZZWloaH3/8MZmZmYEwRVFIT09nyZIl9O/f/5QKdjpQXl7XqXixsaGdjqtz6tHr4/RBr4vTB70uTi/0+jh90Ovi9KKz9REb++8f0J2fDw89VENiYi7Tp++gT59KNE1w4EAMn346nNraZB57LJxWS9ZOCTU1NUyfPp3hw4czf/78gFvl8WiaxqJFi3jllVf45z//GXRwuM7/f5zQ+fXxxx/HbrcHfjfbfI888gg2my0QLoQInLugo6Ojo6Ojo6Ojc7qTkgJvvx3B3r0RLF3ak8JCL0JodO1qZvZsG/36/T5yRERE8O6773LHHXcwfvx4pk6dytlnn01CQgIGg4Gqqip27drF0qVLqa2tZdGiRboRpwOcwJBr3mnl+G1FOwrX0dHR0dHR0dHR+W9CCMjMhMxM+8kjn0JSUlL4+OOPWb9+PStXrmTFihVUVFQENkFJS0vjsssu49JLL8Vi+e3Ps/s9ufHGG/nuu+9OGGfHjh3Isvw7SfTfS4eulTq6a+V/K3p9nD7odXH6oNfF6YVeH6cPel2cXvyerpU6/xlKS0txuVwnjNPtVO0u83+Mzu8rqqOjo6Ojo6Ojo6Oj828QHx//nxbh/wy/atdKHR0dHR0dHR0dHR0dnf8cp50hV1lZye23386wYcM4++yzeeaZZ/D5fB3G93q9LFy4kAsuuIBBgwYxbdo01q9f3ybObbfdRt++fdv8u/rqq09xTnR0dHR0dHR0dHR0dE4Np51r5dy5cxFCsHjxYkpLS7nnnnswGAzMmzev3fgvvvgiy5Yt49FHH6Vnz56sXr2auXPn8v777wc2Zjly5Ah33nlnm0MRTSbT75IfHR0dHR0dHR0dHR2d35rTakZu165d7Ny5k6eeeoq0tDRGjRrFX//6Vz744IN2T0bXNI1PPvmEm2++mbFjx9KtWzduuOEGhg8fzpIlSwD/6et5eXlkZmYSGxsb+BcefuoOd9TR0dHR0dHR0dHR0TmVnFaG3I4dO+jSpQspKSmBsOHDh9PQ0MCBAweC4iuKwosvvsi4cePahEuShMPhAODo0aP4fD569ux5aoXX0dHR0dHR0dHR0dH5nTitDLnS0lLi4uLahDX/Li4uDopvMBg455xziImJCYTt2bOHb7/9lpEjRwJw+PBhjEYjr7zyCqNHj+aiiy7ihRdewO12n8Kc6Ojo6Ojo6Ojo6OjonDp+1zVyBQUFnH/++e1eM5lMTJ48GbPZ3CbcaDQihOiU4ZWbm8utt95KZmYm06dPByArKwuA1NRUZs2axeHDh3nqqacoKSlhwYIFJ0wvMjIEg6FzhxHq55mcXuj1cfqg18Xpg14Xpxd6fZw+6HVxeqHXh45O5/hdDbn4+HhWrlzZ7jVJkli8eHHQWjiv14umaYSEhJww7X379nHDDTcQFRXF66+/jtFoBOCOO+5gzpw5REREANC3b19kWWbevHncc889REZGdphmdXVjp/KlHyZ6eqHXx+mDXhenD3pdnF7o9XH6oNfF6YV+ILiOTuf5XQ05o9F4wrVqCQkJbNq0qU1YWVkZcOLDA7du3crcuXNJS0vj9ddfb7ORiSRJASOumT59+gBQUlJyQkNOR0dHR0dHR0dHR0fndOS0WiM3dOhQ8vPz26yH++6777DZbKSlpbV7z44dO7jppps488wzWbRoUdBulLfffju33HJLm7B9+/ZhMpno2rXrb58JHR0dHR0dHR0dHR2dU8xpZcgNHjyYQYMGMW/ePH7++Wc2bdrEs88+y+zZswPnvjU0NFBeXg74jxa466676N69Ow899BB1dXWUl5dTXl5ObW0tABdddBEbNmxg0aJF5OXlsXr1ahYsWMCcOXOw2Wz/sbzq6Ojo6Ojo6Ojo6Oj8Wk6rA8GFECxcuJCHH36YWbNmYbPZmDFjRpsZtXfeeYeFCxdy6NAhvv/+e4qLiykuLmb06NFt0jr77LN59913mTBhAh6Ph7fffpsXXniB6Oho/ud//ocbbrjhd86djo6Ojo6Ojo6Ojo7Ob4PQNE37TwtxutLZxc/6QunTC70+Th/0ujh90Ovi9EKvj9MHvS5OL/TNTnR0Os9p5Vqpo6Ojo6Ojo6Ojo6Ojc3JOK9fK/0vU1tawYvVK9h05gqIqpHZJZsqEiVgsSSxfJTh4VEFVITVZYuolAqOxgrVrl1NUdARNg4SEVMaNm0JsbCwA5eXlLF/1JUdycwDo0z2VyRMmER0dDUBpaQnr1n1BSUkOkiQIDY1HdXioKylFkiW6ZqRz4aTJhIf7d/AsLCxg3bplHDtWQGGRkQZnIk6fF0VTsRj6ER2WQmr3rvTta+eCC8Bu//fK4/DhQyxfs4pD2ZUUFpuwWQbSu/eFjBhm4/wxKmYzaBrs3y+xfJ2PI1n7aKxdheqtoazcTK3jLCIjRzP+Ihs336RwktMofld8Ph/btm5m94aNuBsbsYSFYU1KICennOxsNxUVVtweCaPhGEZzGQgjCQlXMWjQNMLtGg6HE49HIyxMZtQoE6mpTr7+ei0//7yDnBw3dXURKOpgEHacThf19eHU1jTi9OYTGr2Z5KRGrr/qT2RmXsCzz8t8+70HrxcS42Vuu1Vi5Ei1jbwlJcUsXPgsOXkHURQfkRHxzL76Fs4448w28WprYd1ylZ+/LWfvj7twOLOxh2+hSy8L1912B5mZgzpVPse33d7dujN5wiRUNZZlK+FovoIQ0DdVZvIEjeM3ki0uLmLdumWUleUhSTKhofE4XApl1VXIksyAPn2ZOH4CoaFh7T4/J+cYGzYsJze3mKJcCcndj57JF9H/rBjGjheUlmaxdsN6KqsrMRlNKG43Bw7vpq6hGoNsZEC/M7j11nmUl8fw9ddeamp8mEyCtDQzY8ZogbZ74IDEF18olJdrWK0wcqSBMWNUTCb/9X37JFZsUKis0bBZYORwA+eNVDEa/dd375ZYtVGh2qERYoWUGBNFVV7qGjTsNsHYs2XOOtPHrl0/8P3362lsdGC12hk2bAxnnnkOkhQ8LqcoCt9+t53vdn6PpikYJCMjzjqHIUOGIUmSv+1u28K6ddvJznZSWRlKUtL59Oo1mMmTDQwYoCJEp6q5DTU18MqLgu2b3HjcGjFxMlffaObiixUAGhth7VqJb75xkJu7FrN5N127eujePZ6xYycRH9+Lr76CrCwPPp9GVJSB8883YLEU8fLCZzh05CD1jlBkqQdpfS+nT58MFIwUVvhQFOiaJDFlvCA5+Zc5nFRVVZ60H163bClH92SRf0xFIZXuPSYS1zMZn9lMcamLgsJcVOUoqan7SYw10OjxUFLlb6vpvXoxcfwl1NdH8t4/vOzPUpElGNBHZuJ4jdCTTDDk5Bzji1UrKSwrwWAwkBIXh+qto76+CqPRRO/egxg79uKg43oOH5bYsNFA1tGDZGetwCSX0b27EbtdJe/wLpwNNRiMJjKGnMcNN8/j66/Def8TjZLyChqdx4iOOMTQITmESG6OHduLy12P0Whm6OBRXHvtzRw5YmfbNjd5eWUUluSAMYsePYu5YMRZjBgxElnu3Hms7eHxwNvvyCxZ5qGivASvJ5eeqfsZMqSKSZPGMmDAUL75RmbdNic/7liGq+ErDDTg1aKJipvC0CGjmHhBcFv2eDxs3PgVW7bsBHzY7XYmT76Yfv36I4TA5XKxfv06tm/fjcvlJiEhhilTxtOnT99flY/6+no2rFzB0V278Xm9RKckc8G0aXTt2q3d+A5HLWvXfkle3gFUVSE0NBYhWSku95BztA8GOYmULl1JTY1g3DgJk6mStWu/IDv7CHl5Gl5vCt26TaRnzy6MGycDZe3qEIoS86v64a5d+zFu3EQcjgjWL/Vw7OcqinKPgimXHj0Okja8LxdcckmH/bKOjs5vg+5aeQJ+jWuly+ViwUvPsW3PT0j9MjAnJyOEhLO0jOJNe/FUR5A0diahvfxKV2OhhHPzErpEHeSG65LJyPAbZllZ1SxbVojZnEyVy8jhkhKk9EzM8QkAuIuLUffvoX+XZOyGRny+IqZO7UK3bmFUlJZw4Kcy1n+cS9cqK3+UUjmqOllmaSR6cCZOcz2qWsHo0V1J6mLD5Slhz94qlixpQCGd628ZQHJSFZrbS/bhvmz/ZiwZGWFce61M0/F8nebQoYM88twCinwGahIyIDQU5Ea8+UdwHzpMWPgYYuXbOXeQhT2HFUrdXyO5niG9l5kJY7oTEWbB5XKybVsRa9aWUVIxBZ/7VqZONfPCsxrt6K6/q5vMl59+yoo33+ScBpnzNBvr6qp4v7qKAt9gGpSBWKw/k5T0IxdfHMHIkfGE2OKodcCKFdn8tEvlnHOnMX1aCImJHhyOEBYv7saOHSojR67m4oudREZ6qK2tYvnyArKyBY2Nt3P06ACKqw4gTBIGcw8MVvA2ZOGt7onB2oDBWgmSguqxI3x9CbNF8b+vGcjMdDD39j9RVZXF5Vf258yzU5ANErnHqnj/3X2UFKs8/uhrpKUN5vUnXGRtLGN47gf09+wnSsiUSCl8LsbgkFzUWp7GGevhmUXvdajY1NU5ePqV5/ju4GGk/gMwJyQC0FhYTNHXe8GdQtKF0whJ8Rua7uJw1P09GdrbwgN3Choby3nllUfw+QqZNi2ZlBQbxaVl7N5bwZIVpdTbu2E/43y8ZSWoB37mvMFD+MvceZjNZgAKCvJZuPARZLma0ecmkRxjwep1sHdPKcuX5GOrzCC77hbMfSu54pE4ivKy+OTvf6NHTwvT/9CbhC7h+Hwa320uYflnNURHnc38+YNITHTidsts396D9esH0LOnjW++gYqKSny+HAwGN6oqo2nxWK0pjBplYle2j4bQSgz9cjDaPShuA57sRKTcLowcYuT7vT6ckeUY0vLwCi/lJTLOo3H4iqJIGFJKZK9qarbmYij6J5dcbGP69C6EhVlwONx89VURO3fWMWPGjYwde3Gg/NeuX8O/PvuYvmecwdAxYwmLiKCmspLv1q4h9+ef6ZXSk40bd1BS0o2qqj5omoSm1SDEz8hyJXFxN5OUNI75840MG6YGV3A7+Hxw87UKX3/lwaIcwkYukvDh0uw4pXSMIXGMvNDC/v0N1NcvIDx8E5MmJTJ0aAImk4WqqgZWrizg0CELM2dOYvx4H0ajQn6+nb//PY7DR+oZP2ktY0cbiIzwUFlRxWefHaOszEKD8iCVam+sZxWCx4CyvwepEaE8erdEfPyJP3P19XW8+uqTlJbuY8qULqSltfTDS5cWYLF0hUof9XuPMLrQSne3iXCtnmNaHZ9oDjxSdxpin8Y+tAsXzQsj95CD9xc+ittYiHlgMrb4eKIio3AWFFL49T4MpJE8YRLmOA+aKnAXRqIeSOW8wRb+MheamnCA/Pw85i94gmK3Gyl9AJqm4vpuJakxHmZOSiQ1NZYwezg7d5azenUJQ4aM4+qrbyE728jLr5nxygc4vP9x6mslvJ4B1DuqCLetYvAgwWXTEkmNDcGkCNZtLeZfy/Mpdw1DOf8yDBEeNMlO484aIos/YthQN5dOCSclJRYkEyu/yOXLL2ro2nUUf5ptJyzajUsJ5evN/fhqUw/c5q2Es5zrr/gjUyZO7lQbas2jj8Oid324fftRPAfwaythCK0rEI7d9jmatA179wQirDu4YEw8I0cmYzFYqal0s2p9Njv21eMz3U5K2ETuvdXA0CEq77//IR98sBSnswdC9MZksuByVWM07iM62sXAgb3ZsuUnnM7eSFJPhDDi89VgNO4lIUHh0Ufvpm/f9nfSPh6v18vbzz/HvjXrucRlYZBsxygk8r2NLDU34u6eyNy//Y0uXZIBvw7xxhtPc/ToD0ycmMiAATFU11SRlVXFJ582UFoaz+xrL2To0Foa62rJy41jyWeDKCsr5/LL1zJwoJGwsEby8ytZujQPtzuO8so7KKxwYhmxF1t3v4XWWFhM0cY94OnaqX5YUQqZOjWZ7t0jUFWNXbvKeed/C1AKe/GnUgs9fSXYNAM/k8ZyaSQh1ixciR/Q/8Jzuf6vdwc2rOsMumuljk7n0Q25E/BLDTmXy8WNd95GWUp3wgcNQTQN/6kK5BaAYnbiq8iiceM60q+ajWy2UPHpa8y7PoWzz05F1IfQLUVgaJonVRSFJUt/4PGFucT98U6M9radlqfOQfni53h4Xg+mTBqKqmoU5RwjXpEIEQY0TWPN5kI+eTGLFy1DqPK5uYmdzH1yKH3ShxEe46O8LA9CIhCNoSQmVrN61RFWrinmzkfOxyDLSN56jF4f334zkS1bRvLww8ZOG3N79/7EvCcfw3TBdMrdkUgRDUhyi0KoqSp1W77C2Oij0fUAZtce0mJe4JGHzsEuIkE0gGiKr0j4vAp/f+1HVq6Pp97xMGcO7cqnH3VcH6eaD157lYoPP+c+czfMkszTpdksrrZT67uMatWK1b6UCZMqmHvbYAxGA6CAVo3BmEREuEA2lPLXv27jyqvOIK1PP2RRgNXqxuVK4L77pnLLLes5Y3geqmpAVTUKCmq5994fGH3BGN568xaOlBxBoRRvVSKadwhyxDa0xqNYIiORW2mCPmc4Wt0IevaYzk23xPCna4cH2mZrftqVx9wb15Eof8Cfyr+jf977xAsDkQYzrYeyf1T78Kz8J2ZEvsQTzm95+fOlpKX1a5OWw1HLNXfcinvoGdh7tRh6ig9y8kELacST/zOe778hY/Z1GKz+GQRNA8f+BCy744mx3sQ99/Rm8OAkvF4vuQX5EBqKbDKhaRrrVuXw+j/KibvsRiSjkZpdO0kqKuC1516iqKiQp5++nfvuyyTMFEGSVoZZeFvkUBTe//gQP/6rknT5L3ye1JXKxut4euH5pPSIRgMUnw/VI2FwhZCUWMW77+whO7uBZ56ejCT5Zxjq6gQPP3w2K1bEYbcfCpq9qqsTFJSmET9So8+VB4Ou11ZJHPm0P1FJbnpMPIKjVlBS5cMQ0YiQNFSvjGPNIMJYTUbsEh569CwsvgiiQw1ER7Wk09joYf787QwY8AemTr2cjz79FzsPH+TaBx/G2jQ7YzDI+Hz+GbF3nn6BD55fiSyuorHRgiQ1tpFL0+rRtM+Jjx9LSMi1PPJIGGPGnPhToaow8UKFvIMH6SJ/gxDB8Y+6U6hVzyI55Xb++Ec3V1zRD0kSrdKwEhXlpqGhmIce2sl9911Anz7RZGcfIjLKRHl5Ko89egmPPLaMHj0rUDVAwMH9VTzy8A9MuWIGC9+ag21CNpYYJ3V54WibhvHmM0YSE9uXv76+jvvvv4E//SmOsWO7B11XFIVln37HB4/s49GiM+it1GKTXKCBxyuQDfC1VsO7plomJ17H+4nXUGCdhzxyOCKmJ3VVYA+vpb7agVdJRLM34DmyC+3gz/S7ajayydxU5lCzK4Wkon689pygWe89duwoN91/N+ZxE7AlJtFQXIR3w7s8+fgQuqZGoGmgNNRj0VRSuiSjqhrvvfczW7ZGUuNayLhZP/HK/AfRtGkYTdE4qvYSH/Exzz55JnGxdtBAE3WECi+xmhkfXh7735/4+FsP0nV34s0+Qveja/nbk2cRZoxCIDDIpVikMCRsREeXseCp75HtoVx1/RmBcvO4ZZ5+ajx7Gk1oNS9z+Vlnc+2f5pywDbXm5rnwxYpSMK7CV+8EEe6v7EBbMYJyFvaIl7h43FbuefRcjKF2RNM3RlMFSo0Np9fBvfM3UpZwCYajc+kT/jr79uRhsVyEEP6PrcEg4fOpgEZ+/iHq6z8lJWUGdnuwsebxVCLE5yxcOJ+MjMwT5sHn8/HI3Fs5Z28Rf7AkILXT7x50OXjUWsU9b/0v8fEJPPDATUyaZGXSpF5omkZhUQEh4ZE01NqJinSQfbSAZ57ZyxPPTiIuPoTinGwiwwWHDvXnlVfG8vLLnxIbWx9If9OmPF559SAXTb+WhW9PIXrGQSSz198P2xrx5O7Ds+NbMq6+9qT9cDNeLxTn+IjzlbJ61QHWvJjFyzVdsQgpcP8SbQwbzCMYEf88m/tH8vDfX+u0Macbcjo6nUd++OGHH/5PC3G60tjo6VQ8m81MY6OHJ194hkOhEUQMHtpGUS4uBY/BiWz1YgiPQIqNo2z1l8glh7nj6hjOHZ2CZFBRZYX6ahMRTUfhFRQVEtcjlv79I1jz4Xbs6cPaPLfi87d45L40MgbH01hbS0N1NfE+QUjTx0kIQa/uYViSDPxr61G+0Ap57Jkz6J0SjhLioq6hCkLDoT6M5C7VWCw++vWLxO30sGljAQPP6IImm1A1H2m9cvB6zGzblsKQISdfWtnY2Mj1f5mHbcpMiusjkSPqkeS2ipQQAlO3HtRmZWGI2UVcxQpeev48rCIcRD20VgQlDSFkzjorkcK8g2QXlZGf2xeDFM6ZZ7ZNt7k+TiXfffsNu597lcctPTBKEhvrSnm6TOBTp1OqhCLEDi665Ah/uWsYQpKaFHgJRBjhYQrx8XVYQ8xcOC6Zxx7eyshRMVjNHuLiQggNdTJ27AEeemgqF1xwBIPBC5pCaJiJESMSWfjyZv56j8I3X59PVVUNqtsJIhe8ZyFHleKtqcQUYgsYX5LRjVl6g/+5Moxb5g1BSO37yiUkhpPeJ5ENi19mTulB4jSJSKOF462PRFFJHzWHxb5ruDfiMPM+eYsrr7u+TZu/68H7KE9LJ6pff1S1pX7yC0GxNiJbfBijY9BCbFRt+ZrYJjdNIcAcW0fJ9ke4789pjDjHP4uXV5CPZvcbcf54gp69Iwk3u/lm/WFsvTOwJiZRXldHwY7vWbPiXR5/PBOrHEEXtRSz8LXJg8/nZcigBMqEm4Z937KnZjkL3riY5N5+NyABCCGBw0pKShUms8qwM+LYv7+SAwcqGDI4BUWBvDyNYcP2U1ERw5EjURiN9a2eAfnFKoaoYzQWx2KNNmFLbAhc93oEhWUKIUOO4tibhKQJqpR6DFENNOlDCFlDhO2iy7EvefbFc7GHSkgWLw21RkLMUmBQxWiUGTs2hXfeWUF9vZnNP/7AbU8/i6mVQS9JEqqq8dP2b3j7qSWYzH+ivERDlp1Bhr0QJiCNhoalhIfb2bKlJ+PHG0/oYj3/Pvh2wxFSDFvadces8NmpVTWslvf4wxWNzJnTr008VTURGekhOrqB8HArI0bEMn/+FjIzrUREyURG2omLreOss47x0INTuGTSnkCfEhNrZcjgGF5/ZT1/vd/K8jfPxTagDHOEG19sBV+9l8z0SaJduZ555n5mzgxhzJju7earpCCfzJgQevUO5/3NPzHV41d2vT6BwQhCqPSQLEQpgo3KbsYUFbPJNofICRZMZhASuBosON0WFFs9JgsY4xLwqSp1u38kql//pjIHa6KD8jovxbtiTGktSAAAIABJREFUOPdsgc/n45o7bsE4YTIh8QmoPi81S1/nxWeHktw1PHCfZDLh8XrRPB5sNhsDB8aza3cOEall/Ou1/0VVZmI0ReL11GHhDV5/eQQx0bZAeQjMuDQvBoMPqywz+owE8nJK2PVdDgkVe3jplRGER1oQFh+qy4iQQ8BtoGtKFbLkY+ToFFZ9eRQFmeRufvd92aBx7nlH2L2hH/U9BrD7+09JT0omKalLx42oiSVLDLz09wpk+xq8tXUgImltxDW1GGAjF4zey/3zRyCUWuQQI6LJTUMIEBYPsjuMCy9JZO0Hq2iIL2DHF4VER07CYGhx95QkgapqVFfXUF2tIUlDqK//nIiIgUhSW+NDlkNQ1Z6sX/8q06dPxHiCkc33Fr5C769+YlZIUruDZwAxBjOD3QYe//oLcqpyGTnSyZQpfRBCUFZWiiUsFLczjIgwB2HhbhITbaSlhfHUE9sZPiyMmGgZm81C165V9OlTxrPPXsAll/wMgMfrIblrGN262Vi+dAtzrgll7T+HURVe4e+HzU39sDWEqq2biB0wMFB2zf3wA3emcc7ZiW1kLspVSFLKMHgbyOgRjhYrs3xnEed6QwP39xc5NPiMFInRpDu2sdlRwtBzRpys6oHOf8NtNvNJ4+jo/F9H3+zkN6KuzsGW3bsIHzSkTbjigwanimxtmQ0wJyXjk41EuvM5d1RKIFw2+/BqPtxu8Ho9uH0+ZIuZQUMT6BregLOsNBC3obiQ3gkeBgyKQ7ZYaHS5MLi9WEXwWoRxI7twOKqehIE2+nSPIFwy4Kt3oAgJFCv2EDdmc4uiO31GDw7uKcbt9qKqIIfYcNTVMXPmj/zwQyMu18nLY/W61Sh9+uEkAiwuhNz+aLiiQMi5I/H9sInZ1ydgIgw0V1sjrgkhqaBK3HBjBrH2b5BDd/H6m952Uj31LHv9f7lVbhlhfbmiBIMYTZkSjoST2MTvufGGDIQQfvWjKTtGg5mYmAb8SoiK3W7milm9+WLpT8TFW1EUMBpVoqIauPTS3Sz/IgOB2uRSJIiLszJpUgoH9u9lxvQ9CFcyQrgQwommFqB5uyEsFjyNLQaDpniIi9rDpCk9qCrrOE+qAilxUYwaZWSXq9o/E9cBA6SjJHhKMVuHke6SWLNmVeBaYWEBh8rLCevd1uXS4xZ4FAW5VVuz9uqDs7EBV1VlIKw+P4/BmR66pcbi84HT2YhPEsimYIXpogmpWKuz8Tn9M0oRg4eyYv0ahgwxExcXiU2px3ScEaeqCpIsI4Rg1oxerJQLuGyKnbjQCFr7JyiNRiIjnciyEgi77vr+rF59GFVVqKkBVXUBGrNnb0GWY9vcX10DIsSFJGsIw37y17aMaANU1WjQdN0+8mfytnVB2FxBxobxwHZuubM7wmMFmhT3UCcVVW3fEaNR5sYb+/PBhwuZfsutHa5L+vDld5Hl86mpkJANHhTV1248Icyo6pnU1GzF7T7Iv/7V8YycqsKSjz3ES992GKdCsYHWSFzCDq64ojdeb+v6FEiSgaioBkBD0zQSEuyMHBnP5i25REaHgAYGWaVbtyrOOCOHLZt7tUm/R68IBg2KpqpsB2cPysNx1D9laUuqoyqkjJ9+Cv7clZWV4XAcYfTo9tcpeTwecLoJwcDwjFjkfgaOqa5APQuhNVkMglFyOLX19aSKb0kslfHU+g0AWxi4XKAZQchemp1gQjIGUltUgK/VuwoQMTiPr37w0NAA33yzFWdiF6wx/jV6NQf2cfGYaBK7BK87km02qmtr0TSNujrBdTdl8MO6RTQ4+mAw+o0+R+Um/nhFVyIjrC0lL/wzKAI7VYqvKUxw97UZROTtYs7/pGIPNTfVEsihTtQGE7FxjaiqByQZWRbcemsGa5YdaCOTJGncfMtGvD8lEjrqfN765+J2y/l4nnrWgxTyI966OiB41qW5/BPjt3LTTX0QmhU0G0p927IUAiSbC7Owc/01fanaugrJNoKa2vaMKo3KymqECEUIO4oyiOrqHe3KZzSG09CQxqpVqzvMg9vt5rsvvuQKa8JJ89vDbCetrJHdu9czZUpvwD8T7PK4sdoi8LkVwsLdgfjp6dEkJ5nZv7cIu92MwF/WgwblExrq4sCBeDTN/x4JSXDG8HgsRpWYmD2k2BporDAH98MN9birqwJh9fl5DBnoIaW7vx9uprERzF4nRs2N0DSEEEy+sCs/J3pxaG37khniK350dGWiuRu7Vq3B6XSetCx0dHR+Gboh9xuxcs0qpLT0oFG3mloB1uCRJYvdyKUT44LCRYibqmqoqqkGa8uC9Sv+0J2GPd8Efjv3bOPymd1bblRVwhTaRQjBhX9IJqyLCUUBWYYwn/9LqDkNREa2dauSJMH4i5PZ9tUxJAlUVYDFQmNjLRdeuJctW06++8E/v1hK2MDBVNVobYzY41EUkKxmYkI8jDwvHk0BRAfxBWgCoiJtpPUVCOko9Y01bNv2+zbj4uIipJwiupr8B8rnehrI84SiEY1XA1UroV8/iIoKaRbbr7xpMlarD1kGTVMADdUHF12Uwo4fSpBk0eSO5vcXGz9hH2vX9fMrLa2KfOLEbnz7TTbjxu0lIS66KVQDkYNa3w05JARvQ4tCo7j3MWlyEgajh6qKDhoJUF+jEaE5uOyyHmyLcwXNxB3PZazni/IhXG1P4YOXXwqEf7Lsc+SM4I1Qqmo0hNUdFG7OHELpju8Dv937tvKHy7qD1U1NLVRWVyOstnZlEEIwfWoyNXv8CpeQJIwhXi66KI7aCoVI6oPuURQlYOQYjRJnjo8nNimEMLUBxdVq/yeXgfBwZ0DRBQixGRk8JJrNm7ObRu79bdVudzNsWCFOp382QtOgxtHS9iXZjcfRQENRaOC6o17DYPUrPoYIJ4rsRW1sazyrHjfhjjwGDItDU0FV/G1dNiq4PFobBQugX78ooIaY+PaVx/KiIvKyqkDE4fEo/raodmygSVJfHI4DWK3FrFjh30ikPT7/3IDwFGCSgusXoEE1o2oKGtmMHhuN2ayg+FrKWlUNhIW5Au6YQmgoCkyenMz27SWgCWRZDbwH0y/9keVfBLexGZf1YsOXh7nssh149sYGwi2Dsvngs2Dh16xZwrRpyR3m31FdRaQmoyhgQGHGlT1Yaq/x91ty85vawlSfna9VB3/wrqVxa0wgXEMFsxtJllFUpSmPAnP6AMp2/djmmUIC0SeHNesl3l/yCbbBQwPXlP1bmTwltV1ZhRBgNlNfX0etQxATb2BguhFFbXl37OYfGHd+9w7ul1Aw4sIvX3SYhWGDI4mLPs4dTtIwSBoh9qbvWlMBJCfbsVslCvJq20RP7lpNvNWFbOzGscpKSktLORHZ2VBS2ohsKUf1KiDan/HStGp69nSTkGgFzQDCgurywHGrRSSzF59L5syzE4kyu5GtRmrrtOOj4XQ6URTZPxMPSNIAqqvb1k1rzOYhfPjh0g6vb920kbFOEwbRue9TlNfL2PPsAR3C4ajFHh5Bfa1GRERDUPxLp3Vl06ZCVEVDltVAP3XZZTtZunQgSnMjbWLGjFTWrzjMZTN2IOfFBqVnHjCYkh3fBX67925p0w83U1upEokDxefD0FT5QggmTe/GSrmmTZqS0LhI2cZ6RybjXBa+Xr+2U2Who6PTeXRD7jfiQFYWpsSkoHCXW0MyBo9424SL3r2CR1WlJgXN5XIjtZqB6J0WBTVFgd9aVTG901oUBaGqmIJcT1ro2Tccl1fxj7xKYNYEQlFBFZjMwfJlZERSmFfjN+Q0EEYjLo+H9PRC8vPbH8EPyKZpOJxOjCE2VE1DSB0rihqA10t0TAgmWQBqYPaqPZoVvUEDw1F9FWhSKT/99Ot3RPs15OXlka60KDc5nnp8WhIe1YCGgkYFgwdHtnOnhM3WbNT760oDzGaZsDATzkYfkqQGDDe7zY0saUHKc3i42b+Lmd2J3a4FFCkh3KDKNFmKgfghplIy0iNBUlE7tuPwOlWseOiZEkq55eSbW/QXx8h1xTAoPI7qwpa2efBoNrbklKD4LjdIpmABTIlJNLSabVYri+ndLwbJ5MPp1nB73EgncF/q1z8SUd3yfKOsEB1rRvFqGEVwW/WXb8u7kp4ZRXW9Bytu8LTUiyT8CtLxLl0ZGVFkZZU3uYy2lPPQofl4mtzuVBWQ1Da3qt5qnOV+pVrxCWi9XlQDQ2IVvoq2sw+Kw0HPnmF+5c7oQ/O16rKNPrzHjXl4vT4yMuMpKypst6yKcnNQlUS8HtA0HwiBEIKOlkoLIaNpYahqPYrSiMPRbjT27AFJKW7/IuBSjWj4MJrKGDw4AoGG1qZcJaxtBrz8inZsrAW3SwFNILXqR1JSqqmuCjbuU3uGU1XhpFuPSqhreUdDkuo4mhfcpvPyDtG/f7BS24zH6cIiSWiqhkAjo1ckOSFeNFX4N1rStDZtKU2zUKy66WPIRcpvbahqIKuIprSaMSZ0adP2mzElVXMgW6GkogJLVHQg3OBtIC7hBP6tBiNujwdV8+vwAzIikSW/cq2pCqGhKnZb++uUNEDTTHia2oIKDB8eS0nhcZWuCowmX5MVK7Xpa9LTIynIbWvIAWRkFOGsCEGKT6SwML9j+YGffjIg5ApUn88/jdkRWiWZmc39rALIgIx2fCcn/N4cMhAfHwZao78vPK45uN1u/7q75tuEGVUVTYNuwciyjdpaV4fvTt7BQ2RonXf9q7f66Nu75f13ezyYrVZ8HhVrO4Oh/fpHUFhYj6bR9G4IQCM9vYhjx6JQNbVN2+yfHkVRfi29+hZjbrAEpefvh1tcNtSqEnqlxSAZ/f1wM163hkX4Z5ZbD1yn94skxx4sZ7o4So4rhnQs5B842Ony0NHR6Ry6IfcboaJBO2uPTmTCtLtUSbT+LrZEkCTht6ha3f9LtgWXRFtZBCBOIJ0kiRaFozmapiFJWtAHsD1+yQ46GhqSLAK/OoPB0JyhYEPnVKOqSpsXR9U0tKaQZunl4w72EK3+D0Jrdm9qx51UaP4Z0aDwDlJsp/gEaofrMzqkE9GlJmVcCNFGOVVUtf37O6ra4w0JrVXbbg4+gTx+99VW9//CrPpnnbVO3yZJgvYmsZo87DrEPyvb8XUhNDTtuAS0tlumn3xrKg1ZEqgdvKR+dyt+2QuKFHDTaq8tgt+F/MRSNaUkte63TtE+Wx2/ZkGoqtpms5Xge44zNyWB0o7bd+A6/jqSUP2W0MlEkyS09upK+AcDgp50gmc339f6XZIk/xq+jgU4EX63vF+yHZosCxQlOD+SpPndKQQdts3AUzXQTpZPAFTk1nV3slu05l2Of0m7E2hax/KeaK84TVF+UXGr0O765Sav+mDJOuhsZFlDUYJVO1kWTcZXB80gqC02vaudzIQkCY7vvsD/LqiaQEag/t4fax2d/w/QDbnfiNTkZDxlwQuQzEaB6gueMXIJCwVFjUHhqlfCbBKYTEY0X8voVn5OLSKsZWRWhEWT32rkU5MkfCf4QBXkNWA1yQH3C7fQUGUZhIbXGyzf0WwHMfGhgQFnzefDZDKRnR1LfPyJjx8UQmCVZRSvG8HJFQFhNFFZ3tjk0HOSJtn0pThwsA5hCEdoUfTq1bmt0X8rEhISOSq3aK5JxhCMohSjUJCQEYRzYH/bHbf8RaDgCrjuaTR/IxVVo7raTUiIEVVr2pBBA49Xxu02YjS2LUCn0+/i5nYbaWiUAnqJphlA0vwaYKsPqtMTzbFjDlDb3+yhGYNZ4NYMFJU7CfOc/Ot9VEsiwVTLkboqQmNa2mb3Ll1wtvMumEyg+oLr11dRjjWyZQtGKTya/JxaVK+MySQwGoxox/sQtiL3mAPV3jI77fUJHLVeJFmgtNeemso3kI8sBxGhJtyYwNgSRdVEu4ZLdpaD5C7hTYpUy/WDB+MwGPyuhZIEmiq1eY5kDMMU4V9gKssatFa2BPjKwzGEt+0TZHsYeXlN7qE+GcnQqq375MAOt80YjUaOHK7s0LUyJiER2VCFweSfbWtej9aRUqhpKkLUIkkhgJWwsPZf5t59ACm63WtA02YzMm5XJEcO17dq/c2ouN3B/YrD4UOW/RWmtaqLykobNluwG2dJcQM2m5HS4jCwtLQZd6WV+JjgPCYkdOPYseoO5TaazLhV/0CIhiC7oI4kl7HF3ba13y1wTHiIlk3k+xJRE1qUVv9AnOT3UGhV1t6KMqzHH9gFeMpDSe0iEWG346lr6Uu8mHHUnmCRclM/LQBNhazsOnxK06Yokkx9Pbg97SvTAhDCh7GpXiQEP++rJib+uJlPScPrNTT7jNO6HrOzHcQnBq9pO5IViznCiVZVSUJCYtD11vTurYIvEkmWoZ0Z9RaBIzl0uHm2UAKhgqbQ3pk0miqBLFFWVg+SFU2VgqIZjUaEaCkbTfMhhBdJan9WUFXdhIQYOnx34lK7c1Tr/KZboW4DeXktLpRGoxGPx43BKOFxB3+jc3LqiI2xIoS/r2p29M3OjiUpqdYvV6u2mZ1VS0ycnYK8KDztuLgH9cOhURTk+vths7EljwYjeDRD0OBjdm4d8Y3BcmZrySRaaslWXcT36NHp8tDR0ekcuiH3GzHxoktQ9+8NCo8IB1zB7hUNjSqffRHsUqM5zURFQGR4JJqzRan7+NMczOnnBH6b+p/Dp5/ltNwoSThO4GG45l/5uCv9a2JUBRxy0/SB1UdtjbVNXE3TWPpFLudekNq0pk4Dl5NQexgrVw5m9OiTj2hOvehiavbuISJMoDg7do+RZdA8CpUNEj/uqGgakezYUNQ0qG9w8eMuJ9ADsxzHRRf9vqN8qak9KIsNpdznV6j6mEOJlssxiFpkIRB04ccfG6mv938sA558QqG+weSf/RESGgJJhi2bi0jPiEGjeQ2U/6O8YX0/zj33SMCwa2bdunyGDOvG5i39KCtvXpMgQOuKZMtHbXQGtpEGEOZMPluSj6qYCI/q+JW3R0rUSOF8/kUOZ5Wc3CXoc8YwIXo37zvymHJty7biMydPw7d3d1D8qAiB5gxO17VnF/FDW7YtN/Q7hyWf54DLTGQ4REVGojYGD3o088nneYQNGA74267XaeLrjRWERsvUqMFuaLIk+9eP4J+J+3ppES6Hjxphb7ue06xQ57D4DZ2mII9bYcuWYs4/vy/h4QJV9bdVt9vAli09CAnxb9oiBITZRGDNnaYaMIREEtrVX19CAptVoDQpaGqDCRx2pMi2a/okq5VKKZqsA1V+98ImQ071SRglKegokPz8eqqrJdwd7EiU3KMHMQkgSbUYDAZUpeORfX955mCzdcPlSmD0aFOHR49ccYUPjyEVRWv/3bXLLmQMCHqzalUJPp8BudVgiCT5qK21BvROTZMwGGD16gKGDosFScOntBjGS5cO4uLxwf3t50uOMuqiXnyxdBByv4pAeMPuVGZNDZbtwgunsWRJx65+YVFRVAsV2QAKMp99dJTJtWH+WQ9f0JgAywx1nCeH8ZHhQiznthiIAgnc/4+9Nw+QojoXvn9V1fsy3bPvMzAb+yqLKJuogICIIAhuURNNot4k75vrksSoUZMYjYlZbmKiBoOKuIFGERQEFZF9GfYZmI2Znn16unt671q+PxpmGGYY8d6875v73f79NXPqVNU5VU+fOs9yzmNAleVem9BEDx8kY3zv3Yg1DbTjg5k3R2PFtYvoKu9ZpyWWTWbDB7X9tlXTgEgYu82O3abh7VT5clcX4jkeuUBoFJ9vP32B8zVEIt0bZgVCMtu2txKRz/cSC8iKQDik79X7DneYuvogxWUpvap3tNmoaXYiGlykSSJ5/YRdn8vo0SoOux1VTo4v8bpAaKMgpHPsmIKnMxJX4oggGHXda9zOokZ0SAaF8vI2OgKghMFu7WvUslisSFK0u0+adgKnc8QF2xkMHmLJkjkXPD7zqqvZYAqjXqRLM4SOj7b0GGcdSUn4Oz3YHAKdnX3DiNe9e5rLp+XEDVay2G10feedcSxceBidpOPc8Jm1a2uZObeUtesmEMnr6HO98KH9vcfh4ZfHx+GQsXsnbYCkVAkPdiSdDuWc9//eGzUsiDp7XVPT4ANxBrPt5XxgCjFr7lwSJEjwzyWhyP2TSE9PZ0R+Pr6Tlb3K9QYNoySiRHs+3nKnG8Hno96fRMWxtu5yVRaRFB1mM5hMJnQaKLEYddWdHKlWseYVdNe1Dypi39EQDae9KNEYRr2esF4k2k8YyP5j7ThcEif3eGh1B/HLCqLFgijLiPoIXp8Z+Ryv4bbPm0jPdpLkMCMKoIbDWM1mtm4dQlGRDftFpG5ZNH8h6qGDJJnDaCFT35CxM+gkCO7bizZ0Ii88Xw+GMNA3fh8ARUQQ4c03KnAHJqB0jWTZDYZ+k4L/n2benXfwcjSuiAuCwLdTM4hoO0nX+dEEM+0t41nzRnw9wJntGwCQYzE8HjMIEiCiqAorV55g4fWj6GgPIUkgyyLhsJ7Vr0/g+sXlaJxNX6ARDMZ4481qJk0axmurJxAVG9A0A5qmRxAGIZpqUUMBDNYeBUaQLDS1FrLjyybSsi48aZd00B4Is+FDNxN1Tvzyha3JDWo6h6QhZLCPL7Quli+/pftYaWkZmaJAoKn3Oi2TSUNSdaixnhcWbW5EF41gPWd9qaOkjG1fBOlo8WMwgM1qRYjFUOW+E7r9e5po19IwOOIzja7KE1x6ySS2bnUjy0G8or2PV06SRFQlvsZn46cNTAql8cY7bfiVUK/JnWSJ0eG2xmX3TPk7b1dx6aX5GI16UlJAEEyAwHvvjScS8fQ6PyUZtKAJNFCjpeROb+HcOWZqsoB6Zq1KYHcZuZOa0fpZuxIZfjkv/qEGnSX+PjRA8ZtIS+n9LjVN48UXj7Hw2m/w3ksvXDDsa9l3byYW/ZzkdOGMQtW/BUjTFAThS1JTL0enG8Itt1xYdgwGuOJKAy3KmH6PC4BTCqEJNlqbh/Lxpnr0+t5r4hRFpavr7M6cAn5/hPXrG7hiZiFdvjAIoKgibreFjzcN56rZvXdIbGsN8ulWF0NGjWXTp0NwnlHkIh4TxuYcLr+s79g4aNBgQqFkjhzpfwMOk8lETC8RReFUQxeN+7sYIVi6l4ZpmnD2D46pQcImAxF5KFUpSZgy4saHSJC4AhyV0FSpW3EO11ZjttkxOnt75Loq0xhTZCYlBa668mrEUxXE/HGvXPLoCax739WvV04JBbFbrIiiiMOh8fbrJxl1+XUYzYdR1bhRyeycxcpVVYTCPUr0WQVAJYjznM0xXlhbQaejmJV/ryIW6/ntqQEjgkmmrdWCJOlAjU/nV71cwcy5pX0MA6tenoI0ohXfl9u4Y+nyfp/z+Xz3biOKfzQ6uw362bDo7B2aWibx2ms1CFIEND86+3kKjwZqwIRgjPDCiyewjpuG6t9PirPPJREEgeRkB6oaQNNiCMJukpMv7bd9qhrBZDrIokUXTnJus9kpnXE5m0JtF6xzlnY5wl6nSG7uWHbsiBsWdDo9OkkkFg2AqCMY7LGiuFx+yss9jBufQzgcQ0NAVaGuLpWTJzOZMOF0947JmqZRU+3jtCuEyTSE47XpmNKCvaIjos2N6GKxPuPw518E6Wj1c276N5sNAqIVRTCgnPHK7TjYSuppjQyh9/rLz7Tx5Fs9HIrVkX/pBByOfh58ggQJ/ksk8sgNwNfNIzd5/CV88NJfiCQ5MJzzcbZaBLztelRJRvV14Ht/LUOW3Ih1+CVs/OuHjBuVhNNpQ/XaKMgVODuvslktHNp3iocePYx9/jfRW3s+UoIgIGaXsOGP65g83MiIYUVY7XaavJ1YNRHpzMf0UIWbZx45yBPSaMYqyTz06T5KZ6RjTiohJcOCv6MNwWrA32HHZouwZ28zf/pzBfc+OB1J0iGqYaRQkLqaKaxcOY8HHjBwMTk9zWYzOcnJbHrrNZKGDsXvMyGa5D5W0ODhg2jVNYjOf8fnSqeu+gMun5GLELOAcM7zV+Mhmu++W8GraxT8XT+gIHsYq17W+ihy/zfyyBWVlLC58jC11dWM09kZakriaKSKxpiPmFpCRM6nqvoQJouXYcPTzuQ20kDrIBJ1Ikk6dLowDz34JZdPL2HE8FFEQl50OplYzMKPfrSYBQsOMP4SF2giGuD3R3nwwV1MunQ0L730bY7XN4KxBSXkAHUSkvM4qr8Ggy0JydjzktSokVDnHVRW/Jlhw0UGFaX126fmRg/3fPtd5MCzTLPqiHkqMCNiEHtP9BvUdB4UvsfNGW9wf8dWHnj+Pygu7r0V/ORxl/De8/+BlpWNdFapFOJeKE+7HgwysbYmAh+vZ+iNN/fyIAZcDtTKxVQcepkpU1JJSjJhMZvxtreCwdidJ+rwwVaefKaClAW3IxmMdFWdwrh3F7994pcUF4/m6adf4crZ2fhiSdiFIOI5C+4EQWTr9npWP1fFLPEmNosL+Wz3C8y8uhCjKT5hUlUFWVUJ+WzYbWE2bKhl/funeeLx+eh0EqIYX6v59tujWblyFFZrVW9FUIp7YnzuYhxlqRQvOdXruE4HmiLRuqUMU9jO4LnVoIoE/GL8t0J8kh06dCntp/24m3cxaUoWWsCCXW/olRBcVVWee24/ojiOu+/6Hof27uHI4XKGT5jYPbE+m0euoKSE2oodHN+/A0ErQ9MMvULKIB5Wpmnvk5o6BIPhNr7znRRmzBjYszDraoHX1mTSFYhiFftOXq1SBK+cjC9yI6dOraWgIEJhYc/EThBU/H4rBoNGNBrg/vt38q1vTWHs2EG46lswmES8Hif3338D99y3lcLCzu7IvtaWIPf/cDvXLpvBs8/djTitAVNKhIjHhO+9yfzmYRMZGf23f9SoSTz55MsMG2YhPb2v58Nis7LzcB2/eGgf9zWMIVNQ0AkqoghyLO5VP64GeFJqZUXWAv6Y8SPcyb9EPzgTRbDQ0QLO1BDRQCtaNA3BKBN11RJU+E2fAAAgAElEQVT+fAtDb7y5OyE4QFdVCsZ943n2ZyImE+h0OoYOLuaDlS+gLypBb7EgWzP47NVNTJuejckU9zIq4TC6cJjc7Hi+sq1ba3h9tY9w7DcsvCOT3VtWIYpl6A0O2tslysu/YPq0HPS6+NabmhDCJARJx4Qoaax6/xTPrXFhuPP7dIYkTm7Zx9Rp2RAxo0X16E3tIAvEog6s1jB/X3mciuowN3+rJ4eqpsGqv13G5mP5CMrfuSw1hTtuvf2i1uteconK5s1JtLbYEKQaNDkKwjnefCGuRGvyNdTVH0CSDjP20hxEk6XHWKKB4rWAGOOJn39GlWEclvDD5Fm+IBxqR6/v2a30bB45s9mM399CLLaWrKzLsVqL+7RNUUJEo2/y059+ixEjRg7Yj5ETJvK7Le+T3hmkQG/pt06bHOZ+tZ67n32a2XMW8atfvUJhoY6cHDsWi4XW5ibsKRY6Wq2YTFFaW308+MAu7n/4agoKM2lytWIyqjQ0ZPKTnyziscc+JDU1eKZfIqdOunn4p/tYtGIhT/7qJuzXVOFMU/C09R6Hhy2/BZ25Jzon4HKgVlzfaxw+i9Eq0uwzYxfD7D3Swh8fKedJd06v9Ee71OH8Vb+Ua9NeYmV2lAeffRaj8eI2f0nkkUuQ4OIRtIFW6/4Pp62t66srAenp9u66bncH9z/2MK5oDGn0WGz5BQiiiL+xjZpN+4k2tFAwbxlpYxwIAnhOhfFvfJVxQ+F79w5i1Kg0BEGgsrKDtWtrOXYsTHOXnnBKCoYx47Fm56BpGsGmRqLl+zF73GTaYowcaWHJkkHk5Vlorm+gvsLDxjdq8R2J8BPdcFrlCG/puqhNtaCmyowalcS0GcUUDDLi97s4cTLEmlfddHj0/OChiZSU+NFCEapOFPLp1vloWi4PPKC/KG/cuXz6+ac8/ec/0pVehD9nDFKKBcEQJFpbSbj8IAYhj0zr42SZU2n1xgiZX8EcWsXVM3KYdVkpToeecDjEvr0NvPFWHdU1I/H7n2TUKCdr3wRTP867c9/H/0lUVeWFZ5+h4sNNLApbmGpK4betdfzDF+V0bBpBdQRJjo2UlNSyfHk2Eyc6sVjT6Ooys3nzKTZucDF95hS+cVs+2VlRwmETq1ZlsX59AVdcsZNbb+0gNdVPV5eH999vYPPmNoym5Rw6vIiGjko0vR9JLEGQMomG3KhdESRTByanF0QFJWJHDZWh0wp4/DEDs66o49vfvZG8fIE77xrDxMmD0OklaqvaeeXlcrZuqee+ex9n2tTrefp/BzBVHGVa3UpGqyfJkCSaxELWMYu9wiBs5t9wXHeYH/3xD1xxxVX9Ph+Xq4Ef/+IxWgQd+nNk13u6ibpN+1HafQy+fjnJQ+IhdYHGJGLlxWRoqfz6MRG/v5Lf/vZHjBhh5PrrB5GTY6He5eJElY8332vmZJsJx9UriHrcyIcOUmA28fSjT5B8Zp3HoUP7+fOfH2f06CSmTS6gOEPCJns5dKyFt1bX0H7CgtfzA8Klhdz71xx2bX2PDa/8hivn5LFgcSnp2UmgCuzd1sSavzcjCEk899sZFBXJRCISO3YU8M47EwkE0jh6VCMSqUevr0eni6CqEuFwOkZjEbl5NlqjMYSyOmwjG9Dbo6hRCd+JTNSjRWRZLDT7ooilddhGuuiKxmhvFQk3pBCrzCO12EvO1DpaPtyNre0Lbrs5hxuXDcbhMOLzRfjkkzref7+RiRPnc8st30YQ4pudrFy1kp3793D5tQuZOOtKkpKddLZ3sOPjjexcvx4tLFBX20Vj4yiCwWFnPDMeNO0wongCh2MhGRnf4t57jSxefHGfCZ8Pll4rU1ftw6weIkWsRRJkQpodjzqcsK6MoiEmQuFmIpEHKSpycdNNhYwalYNOZ6atLcTHH9ewbVsbt946i1tvtaDTqdTWmvnTn1PZvj2P65d8zvWLg6Snh2hrdbNubTVfbu/EmnIfJ1vmYJlZh2RSCB8ajLkti189rGPIkIHX0TY3N/HMMw+SnR1hyZJBDBt2/jgcQW2MUtYuM7PRzlBVh0PzUaP5WKN4qZCMODIfw1M8lZv/kErdiVr+8MSPiaYmYRtfgMGZRGZGJl1nZF8IyJQtX44lX0RTRPz1DuRDJRSYnTz9qMD5y+b2H9jHo8/+imh2LubR44h2dhDZvo4Zk+0snJNJQa6TjLQM9u1r5u23T2MwDOKHP3ySAwftvLjKiC19C/u2P4ssFyEK4/C2HyUlaSPz56Wx4Jp0CtNMJKs6Nu9u4vnXTnGqOQn52tvRZ+sQdEmEPqsmxbWZhQtSuGaulbz8FMxWJ+vXVfHKqnpSU7L5X/+eTUqORkRzsOOLIbz59jja5VpMyl+ZN/Uyvv+d+xC/RviELMNtd8AX24PI8h4U+SRoIggONLUQQctHb9gJ0sskD5YZlN/JshuKmDQlH5NkwdMSY+u2Sv7xUS1e3Q2kif/Gd28yMG9OhJ///Bk+//wokchoTKahGAxGwmEPsVg5JlMlWVl2XC6ZSGQMZnMZoqgnFvOgKOVYLNX85Cf/xowZMy6qH11dPn79wIMIx6tYGrUxzpyMDoGGWIh1Wid77XDPU79g1Oh4Og23u4Onn36IpCQPS5cWMnRoKq3tLTQ0hHjzTS/l5X7u+8HVXHmVQrDLTeVxO+vWjuHIkXRuv30zV14pk5ISoL6+g3feqeHQoQiCdDfHa0ZgvvI4KcPtPePwx/tROvofhzO1VJ55TKSrq5LnnusZh4uKklEUjX37Wnj+9zU0l8f4fqONS7R2bIKR41oZbwlX06KTSMr7C8KwZO5/5pmv5Y272G94evrXnJAkSPD/QxKK3AD8ZxS5s5w8WcnqtW9TUV2FqirkZGVz86LFWCwTef1djZO1KpoqkJ8DK66TMBqP8NFHa3C5alBVlezsQubOvZFRo+KhSkeOHOLVtW9T52oAoCi/gJsXL2X48HgMf3n5AT766A2am+vj+YmMdmItYZQuP6Iokj9kCPNuuYWysiGoqsrevXvYtOlNqqqa6eiUCASTcAcVVHUwqfaJ2CzZ5GVnMGxYEgsW6Bk06D8vJtFolM+3fcZb69dzqsZNR6cBk34M+bnXM31KHssWCWRmakQi8MlWkXc2BKir3owgf4AS8RIMGfF6J4OwmImTsnj4RwJlZRduz/8tRe4snZ1uNqx9h/ItnxEOBdGbTUST02hoDOByxfB6JfQGEZutHUnXiaTTEMW5lA39d5LtRmLRMLIMSUkCM2aYGDKkkY8/fotDh/bR2BgmHE4iGJqK3jCEDrdIyG8kGJZRaMOYtJH0jKMsmzeP8eP+jV//VkflSQVFAYcDvnGLkbvvknt5Ubdt+4yX/vYcbe31KIqC1epk/jUruO22O9Gds3vGyZMiH74a5MB2F67aBmKx06jmj8jMbmDx3d9k6dIVver3R1qaja1bv+S1dW9T2xAPGSrKL+Cm629AUUaz+l2VuoZ4ioriApGbF0sMHdqzU6Oqqhw4sI+PPnqDtrZGRFFEr7fT6lcJRCJIosTQ4hJuXnIDxcWlfe6vKAq7dm1n8+Z3qK5uxdsqoEWGkmVbzJgpZcy9UUd9wzY+3rIJd6cbBIHOtlY6PXXEYmFEUSIvt5Tv3v0gfv9EPvsshMejYTDA0KF65s/XkZUVl90tW0TeeUfG7Y6HkV5+uY5lyyA9XSMUgk+2CLy7ScbbJWA2wtSJEksWQmqqRjAIH20S+WCrjK8LDHqNNLuBji6ZSEzDYta48jIds6b72LNnPbt3byIYDGA2W7jkklnMnbsQu71vOhOv18OGjR+y+8A+ZCWKQW/i8slTmH3VHKxWK52dbtaufY+PPtrJ6dMh/H4byclXMXjw1SxZ4mD2bBWzuc9lv5JDh0SefjLG0cMysixgs2nccJOZb39XxWYDl0tgzRqNbdtq8fnewmg8REaGzODBaVx55WJyc6fz0UdQXR0jFoPUVIFZs0woyuc8/+KvaWluIRa1IQq5OJJuoKzsKgJRC50hGVWDnAyBFdfpmDBBvejQa03TOH78GBs3rqGhoRpN0/odhz9c9SqnjtTR0aigCoUkZy8jM3cMYWcy7e4u3J42NLWW1JRPyUhtxReJ4g8FEUSRIYOLWL5oKT7fMNZ9LFJdF0ESYWixyM1LRIqLLzyuKYrClzu28+YH/6C1vQ1Rkki1mLHoQ0SjIfR6PcXFo1iwYHmvdWixGHzxhcTGTzQqT2yl/vQ/0IntZGaKGHReIv5aYrEIOkmioHAE37j7J2z6ZCz/+CSKx9dBTGnGoj/KoEHbsQguggEXciyKTqenqHg0d33zIerqSvniCz+n6ztwe1uIqsfIzC1nzowxXDf/2m7jyn+G+nr4xVMin28L4u/qQJWbcSbvY8Tw49xww1SmTJnLR5/Y+HCLi7qq1eiFnQhqEFV0oAhzGTp8EUvnJ3PVlb1lubW1lbfeWsv27ftQVRmbzc6SJdcwa9YsjEYjzc1NrFmzll27DhKJREhLS2HZsvlMnz4Dw8WEpZxHbW0N6197jdrDR4jFYqRmZ3HVTSuYfOll/Sq4p06dZP3616mvP4miKBgMVmKqldaODLzuCUhCDqkpGZSWOpk924jJdJQNG9ZQWVlNW5uCqubhcCxl+PAxzJ1rQhDKWf3u+ePwUhRl1NcehyVJIj+/lLlzl+P1DmXTqz6qjrvpbGlE09WSkbeL0ROTmXfzzRQV9fVqfhUJRS5BgosnocgNwH9FkUvw/47E+/jXIfEu/nVIvIt/LRLv41+HxLv41yKhyCVIcPEkNjtJkCBBggQJEiRIkCBBgv9mJBS5BAkSJEiQIEGCBAkSJPhvRkKRS5AgQYIECRIkSJAgQYL/ZiQUuQQJEiRIkCBBggQJEiT4b0ZCkUuQIEGCBAkSJEiQIEGC/2YMvHd4gn8KbW0C9fUCqgpZWRp5eV9vo9DmZoHGxvg+wDk5GllZF3f+nj27qKg4jiRJjBs3gaFDh33lOZoGdXUCbW0COh0UFqqkpMS35q6pqaajox29Xk9h4aCL2lJa06CqSqCjA1pbK7Hb3aSkGCksHERLSwtut4e2NidJSYUkJ1soKopvT34hVBUqK0U8HpWWllqSk9tITjZQUlKGeYB90mOxGJWVFQQCAcxmM0OGDO13C+loNH79YBCsVigrU9Hrv7KbhEIhTp2qJBQKY7fbycvLp7a2mlAoTFJSEnl5+VRXnyIcjuBwOMjJyaWmpqr7/9LSsq+VY+ksXi/U1opEo5CSolFUpCEI8ZQIdXW18W2uU9MYPLjoohLxns9Z2XW7W4nF6khPV8jKyu61vfm5tLQIuFzx5O3Z2Rrp6b2PNzXFZVkQ4rKsqvEyQYDcXI3MzIFlu75eoKVFQBQhP18jPf2rfwuaplFbW0N7e9vXkt1zz6+qOoXb7cZoNFBUVNzvVv9fl2gUNm2SaG8XsNvhiivkPvnDziUWi8um16vQ1lZDWlo7DoeZsrIhA26HHolEqKyswGQSiEYFhgwZ+pVpI/ojGIRTp0TC4Xhqi9LS+Nb+fr+/W7adTidZWVnU1tbgdkfw+1OwWDIJBmvJyAiRkpJCeno6tbU1RCJRUlNTKCoq+U/JptsNdXUishxP8XCxKVJaW1tpaDiNqqoDyvLZcVfT4rIqCPQ7Djc2umhqaqS9XUQU80lNzepXlvvK7sX3VdOgtlagvV1Ar4+PywPJytdFVePv1uOJ5+a80DisqiqVlRV4PD7a2lJwOgfhdBopLlax9J/v+msRjUaprKwgGAxitVopKxuCvp8BOByOp0cJhcBmi4/TA4n0Wdn1eiN4PDWkp3eSnPzV425Xl4+ammrC4QjJycmUlJT2K6sXGoe/Cre7g7q6WmRZJj09A5vNTn19HbIsk5GRicVipb6+DlVVyczMwmQyd//fn+y2tDTjcjWcSZ2RQ05Obr/3PX8cPivLLlcDzc1NCIJAbm4+mZmZADQ0CDQ3X/y4W1sr0NoK7e21GI3NpKZeeNzVNKipEejoEDAYYNAg9Wv9NhIk+J9OIv3AAPxX0w8cOCDywmqZU60hdFluNEFDcyeRJiVxx1Ids65QBxzst38p8tIaGVfAj5jmAUBtSybPZuXO5Touv6xvkltVVfntc8/y0sq3CISS0MQsBFQ05TTpqSL3/+9vs3z5zf2cBx9/CBtf9pHZXku+2oQs6DgklOBPDlEvvYqW0YLgcIKiojQ2MLqomLtuvo3S0jL27t3Dx1s34e7sRK/TUVo8HFjC+5+ItHe+iu70W4yKamRHjcTEKPu0JoLpY+iwfB8xx05M14lRsGDrKuGKSVbuWCFSUNAjmn4/vLlO4O31EToMVXSp7aiKiVhjOnbbSVKMbzFnehnfWH4zo0aVdb8Pj6eT199+k/e3bELLzAaTGSIRtCYXc6fN4JZlK0hLS6OjQ2DdOoW9e4OMHVuHwxHE47FSXl7I5MlmFi0S+504NTc38fc1r7Fl107EnDxkUaDD5cJbVUlyTh72gkK8ba14T50kOTefpIJCOlua6ao+hTMvn9TiEoRwBENnB8vmX8uSRUsGVEjPcuqUwIurVfZXRJBy2kFS0Lps0NJMQeoqLOZjjB2bgl4v0tAQxOWC2bOXc801C5Ek6Suvf/CgyF9fkzlUuQOJF8lwtDByaCoGScTdHkDTrMyffyszZ16JIAjs3i3ywusyp70BxPTOuEx1OBjsTOamhSCI8Lc3ZBqDfoRUD11NFloOJEE0hDPJi8UCkpRMUZGVb39bx6RJPbKtabBps8jLb8t0aD7EFB+CJqA0p1CaaeHuWyRGj+77W1AUhQ83rOeVdW/jMxgRnGdkt8nFqEGDuevm2wY0bkSjUdavfYdPVr/OoK4YOYpERID9YojBl03m+m99i8GDi77yWZ5PczP8/BGVo1u8jBGOki504MfKHnk0mWOcPPAzU6/+eDzw+tsC6z4O0Wmqwq+60WQzcmMa9qSjpBjXsvCqcdyybAWpqand57W1tfHqm6v56IttCNm56Cxm5EAAoaWJhVfOZsUNyy4qSa/LJfD66zL79wcZPrwOsyVCe3sSVVXpGCw7aA68ir4ggyga7tOn8dZUY0gpREotQPY3EnZVY0obhC41H9VfT6yllpT8QpKLihECfiwBPysWLuK6BdddVH6uo0dFXnhN4Vh9CF2OG01Q0Tw2nIqTWxdLXDNH6zd33P79e3n33ZVEoy6GD3ciCBrV1QH8fivz5vXI8o6dIi+9LnO6K4CU3omvyUzrAQdqOEyyw4PFAoLgIClpH1lZr5GU5CE1w4asqhyr7KSpIwVZuJ0RRTO56yYdXh+8/JZMu+pDOCO7cnMKIwuSuG2JxtixF05Wrijw4QaRVWtluoydCE4/KBJKUyqjBpm46+Z4vq//LKEQrH1P4I31MlGHG8EehJgOxZXO5WP13eNwIBDgzXVv8eb7W+jyXYP+9HDGxqpIi7WBOZXatMsYOzeNJXcaL9rQeC5udwfrVq1iz/oNjI3pcagCHlGj3BBj8rULWHTLLSQnp9DaKrBqjcamHTHEnDYwxCBkRGxN47qr9KxYqmE/Z0d6l0vg5TUan+wI4LWeJKh0oUZsKC0OnMm7ybR8yI3XXs1377qdQEDpPq+2toaXVr/CriOHkXLzQaeDri6MPg/Lr13E4uuux2AwcOqUwNq1UVyuLsaOPY3BIONyJVNfn8vs2SbmzqVfQ+DRo0d44bVVHKs/jS4nj1AkQntNFeHWFlIHFWHMyKCjuopoextpg4vRp6fTUXWKaEcHaUVFJOUVQKebdEnk9qXLsVmt/PWvr1Fd7UVR4sqXKLaRn2/irrtWMG3aDEBg+5civ39J5lRHADXZC4DQ4SBTt5uC9FfJzu6ipCSuwR875qWjI4tA5DtkFU0hpwg0FWqOgsOssnRRlHHjemRPVWHDRwKr3onR0PEWuthblA3WKMy1IyLgqveQnV3C9dffwYgRI5Fl+Md6kdfejRGweBCS/CBLyI1pXD7axs2LVUpLB5btRPqBBAkSityA/FcUuZdfE3jlEzf2mUexZAZ6HYt4jHi/LOOyjBwe+xF9Jh2aBr/5I2w41kbS1OOY0kK9jofbzfi2DWP+qHR+cA/dyqAsy8ydv5CKKjOS7WokY2/rlxxyofrXM3d2KS88/+fu8mgUnvr3MAV7P+NW48ek6vzxdqga9Y0NHJUH8UfLN3EvEkm+rPVMGzUCDadxf7yBJDnK5XPmMm3hdaRn5+DrjPHwPX6azQexnfoFt3pUrjVmYBUkYtEYmmIg5rFSoW/nD84mwrfeiH3kKMLBAO7mVkz+oej2T+KJ75uZPEmjrU3gngcVOguO4kvdhWbTIVksCIKApkK4OpPQ9uFkjdmEuXYtf/v1r8jJKcLlauDeH91PeMRonCNHIep6vqiqouA9dhTxwB4e/PavWbMmlTvu2MLMmTXo9eo5z0bkk0+KeeWVK/jxj629vKlHjx7hhz//GcKky3AOGUo4HKGhuRHBakeQJAKHD+Lfv5fU625A53AQOHQA/8F9pF6/FJ09ieDhgyiVJxhxy+2IOj2dB/aR3ljPfzz9G5zOC5vbN30i8KuX/ZinHcZW4O1+/55De7Cf2sL37h7HiNI8CvKEbtlyu4OsWVPB8eN2Hn74WYxG4wWvv2o1/H2zB83xLMXSTu69bwSFRclnnpuI4jcSdEf4cP0xgsFSjLbHeG+/G/v045jTg71lzmvl5NpS5A47JbfvxZQSourtMlr3qQjScdDCqH4TTouejHSIRCwoynBWrEjlvvviE9mf/hz2dLpwTDmJwRHpdf1Akw3/5yO4Y7aTW5b3lEejUX748EOcQMA5eQp6W88HPy679QQ/38r3blzBwvnX9nkGfr+fn93zXS475WaJKZMkSd/r/AOhTn6vd7Ps8Ue4bPqMCz7L8zlxQuS713u4Q3mdq5O2Y5Ji3ccUVWBP12h+G7uTe5/N4rpFKi6XwD0PyQSGlON17AG7Cclsjsu+IhCqzCa8ewjZY97FVvcxf3jyKQYPLqKq6iTfe+QnqOMn4Rg2HFGS0OskYrKCKsfwHD6E6dhh/vTUry9otQc4cAB+9bSPu7+9iWkzXdiS4kq53+enrtbN5m1TeO0fU7DN30dboAHNYkeWIXJ0L6HjR0hdfCOS0Yj/wD5CJ47hXLQMJCOxo/sQ6usYduvtoGl4du+iwO/j90/9GssArp133oU/rfNhnXEEW27vMTfaZcC7s5iRhgKe/lnvCfTq1S9y8uR67rtvFMXFvcfFpqYuXnrpKNHoUETjI7x/yE3S9OOYUoPUrCuheZeIIB1DIITSZcJukkiyrWXSpCZu+8Z4snIdGNOCiLr4uFFf5+X5Px3leGA07ad/hKRIFN96AON5shttS6JzyzBuu8rJN27q29doFH74MJygDufkKvS2HlnRNAg0JBH8fBTfu9HOwvlf/zPu9cK9D2i0ZleSPK4eydSjyGgq+KpTiH05in+/I8qLq++lPXMs2vbF3OnZwFXGXZjEKJqmoUTCqF0B6pOvZKXzTu75XSYjRl58e2pra3j6u/dwu9fAFZYM9ELPBzGqKnwSbOWVZJnlD/2VX/4lEy45gnNYK+dUQ42JdB7KxloxnD/9SiIrS+NgucCDv4ogj9uN13IY0W5DMpni9aMSwSMFKMfyyR7xMrneSn7382dITk5h2/ZtPP6nP2CcOhP7eZEMciiEZ99usjvaWX7t79i82c/3vreZ0aNbehllPR4jb7wxjvLyS/jpT/W9EpG/8+47/GndWqwzrsCWm09nZydtHg+S3Y4WieDb+QWxjnZSr1uKFovi27EN2esl9drFaNEIgV1fYtFUSpcsI+L1UvXSy4Tr9WRmLMNozOz1bGOxDmKxz5g3r5iIdj/rDrRjn1ZByuAQBiNoqkr7h28yIbWV25aPZ1hRMllnLtHcIlBX38mq1w6TOWw+13/rvu7r1lfBm3+EycOjrLhRJhaDBx6FQ6EqFM9PmD0xwvKbhpCcEu+4EpVQ/WbcLR28vPIIl156Oxs/W0yVsQbnpBr01t6yHW5MpmvLCO6/3cacqy4sSwlFLkECkB577LHH/l834l+VYDB6UfWsVmOvuh9sEPjLR21kLNmLwR7rU19nUrCWtnLypEh7RTJTJvU+vup1WHvURfr8cvRWue/5FhnL0CbKd1mg086YUfHyZStuofyYHUPq9Yi6vl4dUZ+EaB5H5dHP8XSe4oqZMwF47tEI43es5VuWjVjEnn64mhoJixIZDoWrpN3sOj6BjmwLpowQgiAg6wx0pWcSa2th8YqbGDZ2HHqDkV89JOEfVoHx8C94oFnjal0yJklPLBZD1OnQEBCtUVLDDuYYrGw9so3Q0DIsqWlYHQ684WocI918tCqXSSMMPPiESnDibjz2vWhJVnRnJrIQV2L1KQEMxc10fDaD9NnpvL/yN0waNYYfPPJjtFmzcZSWIYi9vVCCKGLOzCTmLGHT8xae/9NHTJjQgiT1/mhIkkZpqZsxY6p5/PEypk/XYzTGPXH3PPwQtkVLseXlI8dinG50ITlTEA0GEEW01DR0WVn4Nm3AOmoMZGShy8ik65OPsI0ehzGvAOxJNG94n8yJk7EWFOLTG/hszassnDu/35Cfg+UCj/ypi7SlOzGlhronD76qClKqNvDb311OVoEZWdMI+fQ4zkQAms16Jk7MJhpt5803tzNt2tV9rg3w4Ufw/IZ2DCX/wTBhJ0/8cgrJqT0Ta0HUkEwyOp2RKRMLqThRwasbDpNzi9hronkWb0ghlHuaaFhC81rxViTTvCOGaDiIKMUQJA3RFCMYEEGRsNtj6HSNHDhgw2q1s3ErbO+qIu3KE70mmmcx2KNYhjXy5QYnGUYrJcXx8p88+RjHLDbSpk5HMvRWWgVBwOBwYB42gi1vv0FZdjb554QoaZrG4/fdy7JKH4ut2RjPlx1BIFtv5irsPPvJexRMntPdkAUAACAASURBVEB6eka/z/NcfD645Wofj0vPMC1pPzqxt7VZFCDP1MJMaSc/e38CJZOS+PFTCtoV23EbDyA4k5BMph7ZF0Gf3oWuoA33tqtImWNhw8t/YNLocXz/0Z9gXLAIe+EghDNyJIkiqqohiBLm7Byi6elsePEvLLh6Tr+esJoagUce9fGHP69h8tROTBYQJYjFwrQ0N2LJcjB8bDslBa2sf2ECwlgvqqhDb5IQMzKRHE66Pv0E8+hxiJnZiHY7ge2fYh0zDim7EIw62rZsJnPCZKyDBtMWjbDn/XeZd/WcfsPXPtsm8Os3OklfuhujM9LnuGRUsBa309CiULUrjSumxcs3bnyPU6fW8dRTl5Oa2ldJtNuNTJuWy+49Fbz+8VFybhbQW2M0bMmn8XMQDfvjsirGZVWLbGHhgha+971xmK0CmiYiiCKSMS6fDqeJK67M4+Seck6bTxERhqFT9X0UT5NDxjS0nh0bnaQZLJSW9G7XT56A49bjpF5ehWToLSuCAAZHBPMwF1vfTqM020R+Xp+uXRBVhe/8UKNz5H6SxzQi6nqPe4IAppQQuiIXLz8tob/EAV/M5gnPC0w1laMTlDP1BESdHsFkxOE5yjzTCX6xeTzjrrb18oxdCI+nk8fvuJNfBFO4xJyCdN57lwSRUoOdUV0i97z+FtZvpJNUHOwTySJIGpacLsIpbWz8Wy7jhov8r5+HMS/4lHbtBLqUFES9oVd9Q7YHHH68B+dimeJjy6srGVJUzEO/eYaUpTdhzsjoI4eiXo+lYBCupkxqvxR4eeUG8vK6+rTHZFKYMKEBQfDx6quDmTEj/hv8bNtn/PqN10lfuhyjM5kuXxctns54+yQdmqRDLChEDYcJHT+MeegIpMLBqIEuIpUnsI4Yham4lFBLC4GTJ4h5g7QejBFV5oCsw2btHQ8rSRZ0uqFs336QAw1HKLsPUnJk9Pq4Adm77UPmlLbyvx4YR1KaSJdPRFAkgkEBQScwuMzM7DkFfPLBZ7S5BQYPGwmAIwUmXw3r10rIQZXV72iUixWogSe4ZQ7cevsIzOYeS4p4Zpw3Sg6unVfIb557nwoxStbsSL+ybUmJYRhSz+bX0xk5yER2dv/yY7Ve2CCZIMH/FBKbnfyTURR4/lWZtPkHe1kM+yNl+kk27gzR2dlTFgzC6vejpM0+MmDYpSBA2tzDvPZ+jFAIamqq2b2nGr1z3oD3FEQRvXMFr7z6LtFolIYGAc8Xtdxo/qxXvUgkQigWQ2e1AmAQZB6R/krkvXQ0DVRFpbW9lezBg0m9djEr/+OPABzfDw2xJkTTl0xu9DLVkoYgSsix2JmPoogmaAiSiuQIYvBbeFjLIvLue0B8spmalYU33Iz5yoM88pRKZ0YNWsppFJ0e6QKhV5I9jGXqEVoPDke8dCqPPvVzwqVDsGbnDPg8IrUjufvfjmBLqh2wXklJJ0uWfMGGDfEJz0uvrUK8dCoGhwOAto4OBFvcEwcQk2UEScKQm4+hqATf0fL4//mF6AsGETxxDADToCLIzsF97AgASaVlNFvtfLlje7/t+O1fFRzz9nVPGs8S3vkhjz42EYMxvlBEZ44SVmTC4d7nL1pUhqJUU11d1efaqgp/fkUhZd4+5PJP+NHDE5Ck/oVYsofxBlQWXj+azLStyMG+3mtVgQ6Pit4RImnmYVoPpdO4LRXRcLi3bAugSwrh9sTXzAkCmEyH+MtfYny8J0DK1FP9tuEsoqSROv8Af1olo6pxC//+hnpSJkwa+Dy9nuQF1/G7F//Sq/zgwf1kVbqYZRl4oYZN0vOwls3rz/1uwHpn+cNzAtfKGxhpHbg/6UYPPzS8yKM/DBMurSBiakA1mhEvsFhTnxLAcEklnZVjkEeN47GnnkAdNwFTSmq/9c9izc4lWFTKBxvW93v818/KPPDQRgaX9haijrY2xKQkBFFEAMaMr2b+rDqClTlIepDlGIIkYSwqQUpPJ1B5AkEnYSwZguhwEquvRhDBWDoc2WKhq6YaAOfIMVSFwxw9eqRPWzQNfv83mZQFB/ooHeeTPLmWHSe7aGwUkGWZd999iZ/+dNJXrEEVWHzDaNKTNyOH/CgRCdfWDETDoV6yqmlh8nP3881vjkZVBQRRBSFEtEuPpvVUFASRH/zwEhyubSTN2otrZw6q3HdAF0RIXXCQP7+ioJ4zn62pEdjv8pB8yekB+yrqVZzz9/G7F/saOQZi506RZrOLpNL2AeuFVTemuUdp+XIW17q3M8JY3X87JCk+/vlquC+0irdfCPdb73w+eOMNVnj0DDIMsDAacATsfFOSCR3/ZMB6ttwu/AVVPPJLMEwrxxNpRLAn9THkncVU2AE5rcihS2l3pvDTXzyObc48dF8R3i61TONHj/4DTfMOWG/evAqMxtNUVIhomsbv//YCKQsWxaNDNGjtaEfncCIQlw1ZlhEkHZYJk5G9XsLtbQiShHniFCIdbci++P2sU6birqvl9MYvEAzXoLc78Ab8yHJfw6+mCXj8V6NGNqOjJ7pHDgYwNx7kru+MjivkIhhTQrR2aARDAs4zw58oivz44Ul8tvYlYrEeY50kwTd/Cn9/zcCOSh+m4j3kik1cf0NZv89CEDR0zgAdHokHfnwJ+s5XGCggTDKoOObt57kXvp5sJ0jwP42EIvdPZsdOkVhOU5+Jdn8IAojDq1j3fs8H/uPNIpTWDawEahAOhWhpbabZvpubbv87t915J6ruUgTxq1dYCzojijiUF1/8Kx+sjrA0urFPHXdnJ5gtyGEJuc1ArNmItU1mmKuejkMZ+Lp8WB0OJEnC4HDgFSSqjx/j7VfDmMZUI3+8iWXEw/EknYSiKoiSDkUBzngiBJ2CqkGBYCetoYVIpxsAo8mErCiYMt2U14UwlTTT0dmJZB14Nb1xUBveejvWvOHsPnYU65CBN3dRFQGtxsHMuTV4fb4BPyoA11xTwaefhvD7g3y+bw+O0rIz11EJhEJIxnjYjoaGelYjAUyjxxI6XN7z/5jx+A8d6L6uZcwlNO3e0f2/dex4/v7WG33uX1sr0Bz1YUrpPUnyu+opyxdITe/9fARzhI5O+rBsWSEffLC6T/muXSKxrCa6ao8y/bIUTOYL7/IiAJoxgiqoLFuSj/fgzj51fF0CGOOeE0EE1RQg1uXq30AhxK/XdUYfFEWN1rZ6AtaOi9o0QDIpRDOb2btXZPU7b6EfPf6rTwIM9iQ8egMVFSe6yz54aSVL1f7XjmmaRldXF02nT9NQVY2xsY22HXv7VT7OZ8sbXhZaB56InuUS61EidZ14Le00t/lQdRZkBS4koZYhjbQfT8VeNoqdhw9hLxt6UfdxjBnHmvff7SP7Hk885HDqFc29yhVZJhKJIJ3xbmiahqZpXLe4HFtVLoKgoaF1y7p5zCWEyvcDZ2X/Evz79yJKcaOXeewluHb2GC0MY8ez6q01fdp5+LBIwN7eKwRrIKSRp1izTmPHjm1cdpkTk2ngHYt8PhDMMZYuzsdbvou2A5mo0XoEofdzEWMHWLIkH0EHmqDFuyVooEWRgz33UBTQm0TmzMokUn0UfVET7mP9GwYko0I0s4ldu3oG/dVrNfSjB1b4z2JIitKpc1NRcfGf85VvyVjG13xlvQ5PJ+bBEcynBBYIn/dbR1NBDujQfEl0tdvJa6lg5zoPzc39Vu9GlmW2r3uX2ZaBvdmaCj6/xiybE/WLL9HUgddN2UbWs+9YFHNeO8FwuI9H/nwsY2po2JGNceRojtbWYMm8gPvnDMEWK4VpPjIHx+jo7GeAPY/rr9/NL34pc/tdJzjpd9LusxPwCwSDQVRJ1+0xV1UV7ZzBzjRmPKHDB4G459M8Zjz+A/u6/xccKUS8+QiCDgQQTGY8Xk+f+7d3gGiJockjaN+zt7vcd3A3S67LQzxnziCKIBijCOfpvQaDjulTU9j76ZZe5SYzhEWZWGkVgYNfsOLGQQM+C0HUiCHjSNcxqtSIv35gQ4UxOUyL7KO6+utvhpQgwf8UEorcP5lPdyroS1wXXT9pWAtbdvRY0bbskLEMufAXMBaNcrr+NG6vF2tyMnnTVZylt9DU4gfTcKLRKJp6EesT9KP4x/pPOLItxOWW430Od/llNLcTa7tMbqSdwUoThUoTKwKbEF9Ixv3yUCymHou/UFTMgZ07qaqKYc3tQt/QyGB93MoqELfYxid99JqYC8YYakRiTtRE1zleIrPdRiAQQixuINhmQtG0C1pVu68lgr6wFW+dHWlwMeH2tgHrh1qtjBjWjNGogl5PNNo3XOtcLBaZ/PxWvviiCiG3oPsDHAqH4BxPoab27qRks4MkoYbj1lDJnoSmKKjReBirzplMNBxGPWNNNaWlU9faElcGz2HvPgF1cH3fftRWMueqzD7lolEmFO4rCxMn5nLixL4+5Z/uVNCVuNAajjHriqwBnwUA+hiqBpdPz0OrP9bnsM8fD6c5i+wRUeXWC15ONMXw+XvaGwy6CH31PKkbqcTF1h0Kuw7uJ6mk9KLP04pK2L67RxFtOlHJUFPfXSkDfj+nT54i5momI6RQoIjkRgWu6dB4/LZv8NyjjxCN9h+O3dwMyeE2Ug2+r2yPLIMsa1xm2I/akoLeLKIzxuUpFo0fPx9Bp6LL7MTfYkHKzSfi7riovuvMZsImM62tLb3KN27UccWVlUjn7QQYDgbhnImxqqogCmTleHGKoMQ0zrVCSalpqMFAt6Koz8hE9nkRRVA1MGTlEDznd2rNK+Dwyco+7dy2S0UobrioPgE4h7WybbfCgQPbmDlzYK88QFdAQzTGumW5/WAygq6x73WtJ7lsas4Z5e2cA0IMOdgzPimqhiBqzJyVi7m5AmNJE+5TF173qi918enOHuPf7oMKSSUX9w4BKG5g++6LW5emaVDXLGNOCw5cT9WQVRVNMZAltuGUA33qyH4dSpMRR2eI/Ggrg2khJ9LA1LbP+OF1bv72uygX0rtOn66jJCL0CV0+n3BEAL2MRZIojYqEv0K2ZVGGVB9+t9pLVi+EzhEiGhWISRZkowlVGdgI669xcs1Vx5H0esIDfDNUFRqbBLJyWoloEQonf0nG1BLsadAVEqh3BdDOaZ+iKN3fFABDUQnRhh5Fx1gyhHBtj0dU9sqo0UHd/4tmM11+f592eLygs8QQdMPoOFjRU991jKnT+8bjStYY4XDfl3bFrFyO79nSp9wTjCLmtqM2VjJxyoXX2/Z0JIaqCsy+MpNIbd+5x/mog0+zZ19CkUuQ4EIkFLl/Mv7/j73zDpOqOhv479x7p+/ubGULLEWq9CYKqAgoqICIJdYoRv1i1JgvsRuNpqnpn9GYxJ6osWBBFFSKgDSVJlUQld6WLTM7febee74/ZtndYdtoWFjg/p6H52Fm37lz7pz33vu+57wlJFEdjVhaTaA6dCKRuptUONL05xPxOLv37iW3uJiCkhKcLhc2t0k8riGlxObMQtOSuWgtOXNCdREKR5G6gXrIqnMkDEokm05yL4WiAoeIo2CiYpInfJwvlnLnznfxPdETI6bWnIeLYDCIxERKiVbv+yXJUKPGdryEIpFSkCUV6scBKoqaNIacMfSYQlrbMgD2BHpUIJwujCaM6oOYcZUMT82DWIgGjlNjZGTEqK5OHOK4mSnjk4d6q4CwO5D1wlKEw45MxFP+btb7u2K3E4ulGgnVoWR+2qEoegy3p+GOg6DxHRxFURrsNEDSmFWdOjIRxeVuueeCFEnH3O1JPZeDmGaKTY/UFaRs2kgSImnc134eHSOe/i1Kc+gEwxIDUgyillAdTgKhOiNVbUQPAtXV+HbtobO0UaDYsQsFgUAVggLFxnXk02fe5/z6J7c1Gt7k8ym4RaTB+4ei68nfQLOBVwQwYxooCkKAqoHNkZzTRGO3CLtOIqYgnK7aRYJ0UBwOIpHUse3ZI8jNaxged+iuQX0Nc7njmPGGNeCFZktuUdV+oYI0TWqPUu94QggauwqD4cZ1vymEAropiUbDZGS0XAnTMAFF4vbYkIkYRlRFiIa7f0LGU3J/6pApoZUHfxaX24aix5MLVvGmHRbVqRMI1f2WujRbDM1P+bwj9fPNkUiAsLX8Wx6MKpAxG24RST0/QA/YcPhMurCHPOHHJnQUIdEwKFHKuV28iHPaHP7voTiNBTtEIhE8suUKuqZJ0nEGPCgt6rZpJneVjJiSTDxNA+FIoMcEwuls8fgioeD2NL/oZ5qwa7eC2yso6gRZXgNdD6K5XDgckFcI7kwTw1SadHSFqlL/hxOaloxXP/gdCQNJnS4KoWDKRqr3msncVqE4MKN152bGoo0+NxRFNjqmjAw7iWgjzr8ikYAqZMruXpMICVLg9thQ9OZ/R0heG9Wh716Z1cLieMdy5A4zOV6REmLTEomQncx66QHerCY+L2Hvvn3kl5SkVBxMBO1kZQkcLicyEUwm3dts6HrzIUhmIojXm4HiUImZdcaXlFC2y6CUMjQaGt0+MnErEUZqq7mpbDr+d5Kr3XooiNfrRUEFBHFF1Dpu4uAJ1DuX2v+aAqFIyhUTUS900jB0NFUggy5sbiMZX5MGMuzA5jaRwQBaTYWyplBdOlW+mu80zbT6uFVWesjPdyIOcTrreyBCCA61XGQkjKg3bzISQXHUjc+MhlEd9ZzDWAznIePPyRIY4YZGqWl34/c1ND6khMYeq7puAA0NqFyvgh6yg91DoLrlB6yQyT5Efl8U4WiYU6KqyfmtlbcbCNH0tSFNQf2UPEXY0RzpP8ATITs5WQo2Rand3UwHPRwmrybXESChpi46GLpB1d59dBB2lEYWFKowyNRsXOoqZsCaHbz18osNZAoKTKrN5vOATDP5T7MlfZtymYMtM8GhVpVmS86tcchPI8MO7C4TGQ6iptHCovb8QiEyMlIrU7jdUFHRcLyKqiJSdFvUXs/BgBPFnvq7SymTTn5N7qiUEnQdoSjIg6/rHU+aJmojSpuTJZK6me45xRUcNoHbnYnP13K+llajq9W+GIrDhebRkWbD3RwTVxPXRvI+Vu8lSKj2xTDtLsywo1lHNBFM6u5BbKrSaE5dUxhhO3ne9B7nNhvIRhzuQ1EUBUwT4UzgNzNTzs9MKGh+SYk4gEi5oSdvOlUiiyw1yo+cM3DM+4QFHzU8l8zMTPyi5RQEVQVk8tx86LWVJ5sctwpmyInNZTS4dppCRuzYXRIZCaM2U9EXALuBz+dOnnUTvnN5hSAjG9yZNde11PB6s9FDdTtmmk1FVc26RRlB6rWQSKSUtDbjMUS9PFnFoSGo00VpGsln0SEIkdRtaYbQ3HW/nXC68fsa6rI0G9ejqsoIzgxvg/eFVBCmgoFKPJ5GPpspEELi98cx7S03HzTDqdeGhYVFKtbVcZg59ywVfVOntOUD60uYMKbu5jthtEZkQ8MGtdFoFNVua1A2PvJFKaPHOxl1/iiMUDJcTjloJDWzKyf0lVxz5RSGnethbnhg3XgCkGUGsKuy0VyE98VIhro3IAScbV+G/XMNI6Yiv9rMqWeNpv8gO4FvcjB6dGNDvC6MLGkYSxRB3cquBBm1o9gTvG+PkNW958G3iQQCeNxu+KYUR04Mm6q1aJxLQ6DvKsDb2Ye5Yxv27OabPrvyQ2z+uoBgtQ1hGM2W5AeorHRSWZnPyJHdYM8uzBpn2eVyQSKezA2ixgCq90DWKysQmg2lJoxGryhHdXuSK6xAvGw/7uzc2tDR4O6d9D6pa4OKaSOGS8SWhrqV2b0PM2Y1DAMzYjYyPA0NqAULtjFoUMOS+ePPUjA2dcLWdQDvzUojPDiedGzmzd6BctLABn/2ZgrMSJ3hoXlBtTedf2JG7Xiz6sabmdEJd863MGY3d2L8WQpjR56O/4sNaX9ObPmCUaefWfu6+7ChrIxU1r72+6rIkUqjTpyUko+UIMPd+QBc6SpmwWvTGuzu5uVBxJvH7mjT+UCGkdx1E0BcaizTB5PTpxJFSuQhXpumgVHvcjBjGmZlFp58P3LvHuxpNiyPV/vJURXy8/NT3j/9dJ15c3s2sINdbneyD+NBXVeTur7t6wL8tgSqTUkxno29e1Bz82p1ObF7J7bCImoiMolt30pWvYqh/q+2MGLQkAbjHHumQG5O/77q31DMeaM0RowYz/vvtxyS6c0UyIidubN3ILoMpnBYOdLs2ECuMtSbuXN2gilSV0mkPaXCsKoIpBS8//5OIqV9iH1RSkHvpkMCjU2dOHd03eN47AgV/xcNw6WbQn7ZiVGnp7cjJwT0624juKt5HRGKwG6zIWWUcpHLfrUuNNSo1sjHl+rEAUiJIWysFL3p79yOEHC97T1mPdMwpLi0tCM7MzQCRvOLjk6HRCRU/HqCrR4NRyNNpeujxuyo1Vlk5NighXB5gMSBTFzZCUTIhz0ebzH6I6tnJTNm9cOMxfA0smBimhCOJB05gKWLS+k+yM3IsWMxvqwLJczIyoJYtDZfVFXUlAWk2OaNOLrUlTKNblyPq1vPuvPMVNCcdXmURiRCdiPXvdspMMI2MNaTf1q/uj90GcTcOdsbjj9iw9ZIkasPPtjNwDMaFlPzOu2Y2wtROvVj0fzmc94ARMyOUGDGe7tx9+jfojxbOnP6CKtLloVFU1iO3GGmf38TT3U+iWDLu3KmLpCbu3D++Lqb1Bmnm6g729eGLB7EX+0n85DeYkZMRdlVwimj4Kb770MYnyHN5ENRVTWMJmL9zXgAu7qDSy65nPMusfGmYzxmjXNVXW6SLYLJptGHOIK7ZAFVWgadbHuTDx1T54L4Ig4sUinJ9lLcsSNTrrQT/7wbjrFjeVlJJjglnUoTacpkzk3NLo2Z0FA0k42Gn2D3k7DVlE6OhEI47Q4CW9txxiAHsfWdyM/JxQw3zNGoT2RzCXk9K/FvWsO44SMIrv28WXmhgNqzkllvdSfX66Xx/as6pk/vy7hxLhwOOxNGj8G3fl3NcQTejAyMeuFpak34GEDk85W4Bw6pe71qORmDhtaNe9Vy2g8fWfs6umoF1112RYPvLyyU9Cj0ENqdunvizC9gT8DNzm11ie6S5A5N7iE1O6SUTJu2g4kTv9fg+H37mniCeTjyerF6QxhfVdOhgFIKlJgdqUvenrGb7H5DG8hkZkiI25ESZEJBibixZxYiZSO3HVMg4jYykkVSMQyN4qIi3P52mEbLzlw8YCcznEfv3iaXTr4Ife3qFosiAEQOlNHe7aa0tM5ov2DqVF7V6gzPYJUPr9L49fy5DNHek0WulnTS3YrGoCCsXt0wB3HyDdm8Hj6v0eNImRqKurj6FLL65RDZWEp2bi7GIbovFJKbYTWXaHh9KUWD9lO9bjXjRp6Of92aFs8doHrVCq65uDFdkEiZwYJ5qc6Toqq4PW7MmrBfgUBRBK+9OphQ911IWbOQVDOwyOrleAYOqXu9ajmZQ07B0JNOa2T1CkpOG1nzG0gSn6/kqkbG07WrpEBkE6tqfjcGkpv3xvquTJkkGTRoCBs3xvD5mg9rzcgAPaww4709ZPcbTG6fA2iOIqR5SOsJR19mztyLHjcRsmY3UgqEYkvZcVNVSag6weLlPuxFJ2PszcPbRM5bPGAnI5RH3751+vq9CwX62m5pBSJEytx08GRSWpq+sXvtpSrRVd1alMvPySGy2Uu8b5w35NlAzaZbVOASqU6SNE1UVWWueQojvF9hV5LPnyKbn6y9O9ix45BwcyEYc+UVvBNJzc9sgIDsLMGMoA9t9FmNtqaoT3B1F8acaqP6y0IyPRnokebnPryqK6Uj9hJbs4rh/QcSqJeH1hiO7CgVuo2v12WR24hTGQiCp8afkhJefXU4o6c46dS9B7mqUlvUy+l0okqJgoFh1IS811wn0jSJrl2Nq2//2tex9Wvw9B+UfG0YUFmOI+cA0ozWNF+L4vU2dOTaFUj0kECxbSFvYN2Cm7ffYGZ+sC9lF01KMCJ2Dg0qqa6OsnptiH6nnpZybH8lZNlUtK+6ktl/OK9N247ZzAKyqSvYVZW928NsK7fhbtf8YkVobwbdCtzfqcm8hcWJguXIHWaEgLtv1qh855QGzlh9pAnlswYw9SIHNRX+gWTYy21TbZTPGJwSWpNIJLDXCykxdUHFO0P4wY/caBrktmvHuEvGkqh8FSkNRL3QxpTv1aPovhe4966bURSF/HxJ/0tK+Evkkpq2AhJNGAghUFWldifAJzO4n1u4PGcWkDToTMPgJGMH+uJt/PCnPwOgS08Y2DWf2M4z+bJ3F96I7cfQdVRVTUaOmAaKEJgJFbPahc9TzcP2StyTL0ieZzxOVVkZHkph2UB+eY/gJNEefWt37FKmOEv1ie/PIraiJ9ndPsO1YQ2/uOcBCisP4P9yc6PyB9HyPuWVf3dl69bmK1x+8kkHFi0axtk1zUmv/t4VODesJbQ3uXOVl5uLCIdr89w0TUOYJtEvNmBWVpDR82SEaRLZsBYZ8OM8KWlEhdd9jiMeI6vmddXK5fT1ZtG/f8MdLoDbf6QQmTuEeHVqmJnn9Mk88OAqfFURJGAEnGS51PqpfEgp+dvfVnPSSaMoKmq4MyYE3HuLDd+7w7APncL9931GJNxwtVxK0P0usrPg+Wc+w+f/PkJtGCIjFCgqUEhUZOCbOZTSM3bRaeJuZHxoar6NKdB9bgoLkqGapqmQSAzhnns0rp7koOL9/s0atHpUpeqdU7jnFhUhoLCwiAmnjaDioznNViJNBAME33+Xu2/5Scr73bv3wHH6UF4M70ka6vXzueqxR8b5o3KA69v1THm/a0ywd2/DHdIbbjRY5h3FR/5TGx6sJq1SAF+HO/I3ruW+5zLIq+oK+09C03WMaKrhfNDYiu3MxdjUGXe7ZWTv2MqD9z5A1jdfEdzRcLW9PtWbv6DYV8nZY85u9O/Xfl/h4d+MZ+s3qasBufkFyGCwdod83uxBLFjrxd1pL3oCVE0DwyC80L6KBgAAIABJREFUegVIE1enLsnXKz9D0TSUgvYIILx8KRkZGXhqGpJXLvmYM3r0oEuXkxodzz23qvjfPQU93HRYoDShfE4fLh7jIjc36Sxcc83PuPfeZc32BTUMk6f/8Rm+wLUI1YmiSTpP3olMnJKy8CCwsXvPWB599FOkNJCGCtKDPTuekncaj+n86hef4O80Ef/MU+l89tZGc96MqErVjFO49xZbykZQYaFkwmkZVMw/udH8soMkgjaCHwzl7ltaDpWsT79+Jv1yCqhc3nDXsT5qpABzQS8K+rzJwtJ+LIgORRoCG3rKbpysWYn4RnTmJW0Sl+elVrHtZmxj376GV9G5ky9kTgdXyg54Y2xxVfKmmoutaGyzcv4v2tE+1IkH75Voq/rh0TshwqHa6IlDCa8vxR7zYAbn0Mvl5Jf3PYD+8fxaZ6spEp53+P0jFxIINHTkEgmRzGWV8MxTp5LdsYTimvWQm++4E/9709HDyVyzgsJCDL+vrhiQzYYZjxOcPxvXSd1wZuckX8/9AFf3XqhuN9I0qZ4zi+KBQzjp4nMxE2+R8JWTn5PTaGilw6Hj0KbjzpkK1D0QFLsds+9oHv71Z+i6iZSQqPTgdghysiUVewEJkUiC++5dyqTr70pJP4iE4cn74Jb/iXHxaDeBT0fgy+3Hk39d07jtYQoMvwe3I8rvf7uKuOPWZnU7HrATmT2EO37Uch6lhcWJjNUQvBm+a0PwDu2hg9fJnBeLiWsRnPmh2oe0lBDYlo3/w0FceUY+117Z8E7WrSt4TDcLXy9Cd4Vw5EQIBKpxZ2YiUKj+Ko/Ah4P5/uX5jLmg7sZ61sTz+XLdR2xd+z7SzAY1G1WryU0xTRLVa5Ch17jtlgu59ZYf135uwCkKy6tKeXt9Z3J8e+nKrmRrBEUhbijMNk/hEXEdF+fPoZ/zYGVJiYxG2eFzkjj/Qs6/ri5EYugZKl8vzGFfYhgr4h+zo2oHXRUX2TYnhm5gxmyEfU4WqPt5NKMc28034mxXSMDno3J3Fa69Q7GtPIXHf22jY0fJmDNg2fRCAuX5xNU9GCIAWrJssxmxEfq8C9FlPSnq+W8yvlzAf/7xJF5vHmPPGMWCV16kbO9etNy8lNyKRDBA1afLyPpyLX9++HKeeGIgFRUKnTpV4nbXrayXlbl58cWhzJhxFr/4hZ2MmrQhp9PFmacO5/2n/0F1KIijoABvdg7+8nIM08QMhYh8tozol1+Qc94kZCRC5NOlxL/+iuxzJyIjIYJLF6GV7aPn5VcR8/nwLZxPLyPB7x76LZrWuGGWkwMDe9iY9XR7IjKOPS+EokrsmVlE3cW8+8QcshQ7PTrn06F9nW5s3FjGn/60GikHcNNNdzS5ql1SIinNcbDwvf5UZiT46K2ZtMvTKOmQiVAEZkxD97vY/c0B/v7kSnr0OJ8xp9/I/FcLSTjDOHLrmvVKExJ78gh9OAjN7yW7/x7y+h1Asbvwf9kTMxHBTMQxA27a5WhkZUE4nI8Qg7jzTi/jx0sG9IXwvgyWv5+PmRHC7o3WHt80BL4v2hGeM4Sf/4+HkcPrrqVhQ05hz8b1rF+0AOn1Ys+qy+0w9QS+dWuJzp/Nw7ffTf9+DcN7hp15Ju98tYYlWzeRWxWhs1IXdhuWBu+aPh5TDnBPx0F0c6TukG6MVmOedQrde6Q6eKoK502xce+0AeytyqSTupsMrWZhQoI/4WFG8Bz+LG/k3hnF9OgPI0ZrLHupkFgom4TYgalEEDW6nwjYiazuSmJVF4p7PE3u9lX87Xd/pqCggLNGnM6HLzyNr6oKW14eqt1R2xA85vfhW7aYdrt38fjv/ojb7aExTu4l+WKzm2ee7o7DkaBT5yocDqN2V27zGp1nnxrJyx/2JW/CFmKh/SAksUo/kWWL0PfsJHvcBMxAgPCSj9H37SVjzHnoPh/RpR/hjEXpPuVSwvv34Z8/h2FeLw/cdV+Tuart2kGPDnbef66EmBrFkReqdY6khOBOL/45A5jYp4hbbqyLkOvQoSOKksuf/jSNnBxBaam3tiiDlJJVq/bw8MOr6N17Emeedj0LXy0i4Qwnd+U8dnybTsaMRzD1GGa1mzxvJyor4ixb9ikdS70UFmdh8+gILRl1sHzZbn7zm9XssU9B33QTLsNFVp99DXTXv7kdwdmDue8GDyMbCR0bNgT2rM9m/aJspDeAPateoQpd4FtXTHT+YB6+3UX/ft9ux0IIOGskrJlTwPYv3IjsYEprByOqUrWqFPHpQP75u0y+/uwVqryfszRyORX+dnSK7Ke9SPagk6ZJteFihu1cntEu4Ted3qTIltpf7TOjN/nju9O+feo4bTYbw8aO5Q8fz6S8ooJOigO3UnfvO6BHeSmyl3c6uvjVP//Bwld74PODLS+Y0kg65nPiW9KN4n29+OujyVDm04eqfPBsB1DcRNmGVBLJa0cI9CoPgSUnI7Z7KWj3V/oS4ZFf/Ia8vHyG9RvAzKeeJKwb2PPyUerdi8P79+FbMI+h2Tq33HgJv/1tL+z2CJ06VaHV9DcMRwTfbMvjicdHUx4dyPfvcNamuuUVFtG5tJT5T/2duKriKSrG4XTi33cAVIletp/w/DkoqorntDPQD+wnNO9DhNOBZ9gI9P17CMx5n/z2HSg5czRGJIS5cy1adDNuVzE2W10Ys5Qm4fBXSDmTm28+n93bpnJgQwFkJm0KIcBZ0pEdOyMseuUzijKzKC7IoUunZI5sLGry4fvbefjh1YyYchunnT0+qRsGrFgI/3oErrggxsiRJkMGQcXXXjZ/M4wtB9aydvEqOpa6yc13AQpG1Easws7m9dt47LF1/PB/7seoOotNn3ohK4g9s55uJxR869oTmz+I39/t5OSTm9ZtqyG4hQUI2VLzrBOYAwcaNjlujIKCzEZl9+wRvPKmZM7SBCIrBIrE8LsZ1sfO9y9R6dmz+biZbdsEL70hWbQyTkV8G46MTOxGAcNOdXLhFXY6NL5wzcL33uVP9/yKst1+NHshYIBZweBBPbn/3tsZMuSURj+3bp3CQ1N9FJVtoaPYj47KXlHAqe6NnC4/ICOx/2DmORgm2VlZ/EdcyjtdKug9opozLphMQXEJiXic9Z99xsx/bcIfmUAkvg/bvn+RXb2DAtOO4oyzUxwgljeIgONHRGiHdATJcGaTby/mygscXDBBklnPPjYMWLxY4blpCb7aU44vsY94VIGQjZzsjynO/YSrLzqPCedOoFOnwtr5iMfjzF/wEf9683UqYnEUlxsZi5Il4PtTLuGcs8fhdDqJxWD+fMEHH0TweHxkZkbx+53EYtmcd56LUaMkjfUiD4fDzPxgJq/MmE5Y1ZA2Dd/evQTKy/DmF5DZrgjf/v0Ey8vILmhHRrtCfPv3ESw/QHa7QrKKijFDQTrlFzD10ssYftqINIuuwJszBNNn65iZQVBMjICTznkBuhS9zfbtMykudmC3K+zbF6agoAeTJl1N//4DWwxNgqTuvvq25L2520joL+MwFtO+2EOmRyESCtOnz2AmTLiSnj2T/cp27BC8/IbJguU6ijcZBmhWuzl7uIeLJyQd45feMFnyeQIlK0w0oFG22QlRk5zsMHY7KIqbsWNtXHWVQseOqbelTZsU/vW6wcpNcVRvGEyBrPYw/gwbl08RFBc3sgIsJevWreGF119l/dZvULO8YBiIYDWTxpzDJZMvoqCg6abfUkqWL/+UX117HT2CJoXCRhyTMsXknJz2TMruSI7WUCl+Hd/BWU88Sr9+Axo9bjQKT/1T5b3nfWQGDpCj+AlJF1vjxQy7Jo8bfmEnp17KWiIOy+ZK3ng5zO7y/VRH96FHNOJ+hXZ58+lcvJqpl0zmnLPHpeR5RqNRZs/5kBfffoMAAnuGm1h1kAKng2su/h5njRqNvTGlTvkN4JnnbEx/V8HhCHBStwpcrgRlZR727fVQVrYcZ/aTOAocmIpC1Z7dBCsrsbkLSdgL0YO7SQQqsGeU4MjJQ0R2YYSryC0qxlPQDhkM0q2khKmXXsbQocPS0s39+wXT3pHMnK9DViip+9UuBnZzcM2lakqIYn12797Fe++9yurVCygpcaFpgt27w3TtOpiJE6+iR43jvW2b4D9vShauiKN4w8SCKmWb3ZgRgxxvGIcDhHAzcOB2vN5X2LHjM5wuN8GwZPf+IDFxGopyNeeP6coVFwnCYcGL0ww+25iqu1PGZTBpfJySkqYfwVIm78svvG6wfmsMNSsChoIIerhgrI2LL4CCgu/+CDfNZHPw56fpbC+PombEkAkVe8zDZRO02vuwYRgsWbKI5157jS+/7oy29iqGmJvJo5q46sFvy2Vi3hrO967BozbMS7s1cTu3vtqzyRC5WCzG/Dkf8uG/XsRV7idLqPilQbTAy3lTp3LW2edgt9sJh5O9Vl96WyeohBD2BGbYQTu3i2sv0Rh1pkm9eiAEg/De+4KXp8coi+3DHy5Hj7jRjDDZmR/S+6TdXHfZ97hw8nlUVNSFL/v9Pqa/N4M33n8P3eUBTcMIBuhaWMTUSy/jlFNORVEUKith1izJ4sURiosrsdt1tmzxEiGLa+7OpM/QxlPuyvftY9a01/lozmx0p5fKMgMttpVEKEReh1Jsnkwqdm4jEQ6T16EDNk8m5Tu2oUci5JeW4srOxfBVMaxvP75/yWW4XC5efnka8+Z9gmkeXLTyc8YZg7nmmkvp2rU7FRWC+x9y8MU2nYgaxVkQAimIlHlQw9spyHiZkqJPKS11J1sn7AnTvv0owrGr2VfRlYL2yedwxR4YNkhn8qREA91dv17hX9MMlq1agWK+SKb9K4oKMvC4JOFQjJEjxzFhwvdo164dUsLq1Un5jTtiaDW6rQQ9XDUlg3PHRsltPh2SgoLM5gUsLE4ALEeuGf5bR+4giQRUVQlME7KzJS0U3WpAPA6ff76dF958jTseewhbGsXbHvnhjfzshz8mHA6iqhqdOnUmI6P5qnkAiz4WbLp3Llfa5mDDIFcLoomkYWSaZrLXjRBoqoaOwtX8hsdm5vLVVxuYM38OFVVV2DSN3j16MX7cuWRmZhEMQnW1IJEIoqo+nE4Hubm5hMMhqqurSSScqGouTqdCbq6kJT8mEIBAQJBIVKNp1bhcTnJycmuNwKbmw+erIhwO43K5yM7OadRolDLZDDkSEbjdkuzG+0I38jlJVVUl0WiUjIwMMjOzqKysJBaLkpmZiceTQVVVVZOvM9MsTnEohgGVlQJdh6wsWRumaxgGlZWV6HoCrzcbt7vl6mCNcVB3Y7EEplmBw2GSnZ3ToKLmQeLxpLyUkJMj6dAhdS5iMfD5kr97Tk6yfUFVVTKkMiencWe5PpEI+P0CRUnK29IsEBsOh/H7fWiajdzc3GQOaJq89cp/UB57ibMdeTgUhTzV0WjhE4BqI8HNmRU8Pn16Wk7J7t1QVqaQlWXyzkw73cdoDBzRtHx1FURCsO1LHx//p5pfPqA0qcsHkVLi81XhdqtEoxKvN02lrkc4DPPmaXyyQiUUgfxcybln6wwebAImlZWVxOMxsrKycLs9VFZWEo3GMAwvqurBMCqw2WJkZXlxu91UVFSg6wmysrx4PI3vCLaErid1R9fB65Wkq+LxeJyqqiqkTE+XIXnfFqLudX1djcViVFVVkkgoQC52u71RXT5Ud0tKmn9uHEo4nPy8pkFuruRbqHBaHLxP2+00ex8OBKp56o9xTpn1OoPdO3EpcXLVYJM1QrbH8/l913v57XMtP38O6mokEsHtdpOd3XjvveR9A6JRQUaGJKuF26eUyftkJGJiGFXYbJGU+25TzwzTrK/b3iafofXvwy6X5Kf3uPnFv5NFiZpD13Ve+F0lA0tDjB+Xic1mo6qqCtM08Hqz0TQt5bWqqs3qbn3dzsnJbbSA165dghkzbXyzLTlh3U4yuXCSTlGRrNVlIRRycnJqF3qi0eR9W4ikbrR03z2oq4lEGCGqcDpt5OTkNBlpEgolde+gbhcVpXdtWI6chYXlyDXL4XLkDhd33HM74268kZMHDW5WbuXHC1kzcxYP/vzBb/0dhgE/vrCaR6sfpaO9+carL4bPpvyyC7nutvTbLRwJjtR8WLTM8TAXwWCAOy68iCeN9rVFTZrij+FtFN3+P0y86OJv/T3btgke+auLu/7WfB9j04T/ux2uuTDKoEHpt2c4HubieOJYno89ewS/u2Inf9d+h1tpOgXBlIJ7o//DmD8O4dTT2q6pcbjn4pnnbeh5NiZc3bzc3u3wz/skTz0ROeyO+bFMuvNhOXIWFlaxk2OKe++8j9f/9CfWL/+sSZkVCxfwwXPP8rPbfvqdvkNV4Y7HvNxr+ylfxRqvKCUlvBYZxSd9J3L1j9qWE2dhcbjJyMjkh797hJ+aO9ibaLzYjiklf4vsxDd6KBOmXPSdvqdzZ8mU8TH+eieEmrBh4jH454MwpGf8WzlxFhaHk5ISyeT72nN77Fb8RuM9C+Omyq8j11B8eb827cS1BtdenWDrpyazX2vQUrSWnV/DP34OP78zajlxFhYW3xlrR64Z2tqOHEBlZQV/fOxPVMeinDnlIkq7JqsdfrNpI4vefpuSvAJ++uP//c6hegfZvl3wxH0BvLu2cmF8Dh3sFSSkxmq9O+86xtLrnDxuvMPeYijc0eBYXuk+3jie5mLD+nX88xcP0rkizCQ9g3aak6hpsMwMMNsZZfjFU7jqph+llePYHIsWq7zwHzsnDRCcNh4ysyEchBUfwYalcPGkOBMnpN/w/CDH01wcDxwP8/HJEvj3I376Va/lXGMReVqQoOlkoRzCQvdwzvuBl8mXt30vpTXmIh6HfzxtZ80XGiMmQq/ByVDL/bvg4+mQqJb87MdROnWyTLBDsXbkLCzSx3LkmqEtOnIH2bdvL7M+fJ/de3ejKAqlJR04b/z5zRZv+C58/bVg3lsxKnbF0WyCkwa7GDdJSSlE0tY4Hgyk44XjbS6klGzcuIEF06dTvb8Mu8tFrxGnMWbcucnG8IcJ04QVKxQWLdMIhgQuJwwbonP6SKPFvJumON7m4ljneJkP04RVqxSWvhsiVGXgcCsMPNvD6We2nPPaVmjNuQgE4MPZGl9+o5JIQLs8ybizE3TtapleTWE5chYW6WM5cs3Qlh05i6ax5qPtYM1F28Gai7aFNR9tB2su2haWI2dhkT5WjpyFhYWFhYWFhYWFhcUxhuXIWVhYWFhYWFhYWFhYHGNYjpyFhYWFhYWFhYWFhcUxhuXIWVhYWFhYWFhYWFhYHGNYjpyFhYWFhYWFhYWFhcUxhuXIWVhYWFhYWFhYWFhYHGNYjpyFhYWFhYWFhYWFhcUxhuXIWVhYWFhYWFhYWFhYHGNoR3sAJxJff72FHTt2YJoGRUUl9O7dByHE0R6WxRHkwAHBpk0KsRhkZUkGDDBxOJqW379fsHmzQjwO2dlJeZvtyI23NZBSsmnTF+zduxsQdOhQSvfuPaxroY1RWQkbNqjEYpCRAQMHGjidTcuXlSV1Ox5P6vbAgSZ2+5Eb77GAaZps2LCesrJ95OZmkp1dSJcuJx3tYR2z+HxVrFu3lmg0QkZGJgMGDMLtdjcpX15ezhdfbCAajZCVlc3AgYNwNHcDtrCwsGjjWI5cKyOlZN78eTz76stUKSpmuyJQBEplJS5/FVdOnsLFF16Molibo8czmzcrPP64wYYNIeLxvRhGArvdg91ezPnn27j+evB66+TXrVN44gmdzZvDxON7MU0duz0Tp7OIyZNtXHutJCPj6J3Pd8E0TWa8N4MX336DkCcTMy8fpEQpL8MbjzH10ss4d9x5lkN3lPn6a8HjjxusWRMlFtuLacax2dzY7SWMH2/jxhshJ6dOfuPGpG5v2hQkHt9Xo9sZOBzFTJigcf31kJl59M6nLaDrOtPeeoPX3nuHaE4uZk4uqiIwd++iQFG48YqrGHXm6KM9zGOGbdu28re/PcuKFVuIx7tgGHY0LYzD8RfGjj2VG2+cSkFBQa38l19u5oknnmXduh018jbs9hB2+x8477wzufvuW7DMIQsLi2MRIaWUR3sQbZUDBwJpyRUUZDYqK6Xkj4//Hx9u3kT2qLHY61vqgB4J4/tkCScL+OOvHsF2rG+1tBGamo+jxfz5goceCmKaa3A6U8clpSAUKqSgoB9PP61SWCh5913B739fjRBrcDhCKfKmKQiH29O+/ck8/bSSYlC3RQ7OhWEY3PerX7AqFCZ7xBnYPJ4UuXgggH/RAs4oKeb+O++1FjZagXSuiyVLBPfdF8YwPsfprKa+Ty0lhELtyMvrz1NPaZSUSD78UPCb3wRqdDWYcqykbhdTVNSHp55SKSg4MR818Xic/733Tr5yOMk+dTia0wWATVNJ6AYxvw///LlcMGAgP/7hzdZCRgusWLGCO+98lETibJzOzim/l5QmodAXZGd/wj/+8Xs6derMggULefDBv2Ga43A6S1OOJaVBKLSW4uL1PPnkHygqKj7Sp2PRCOk+wwsKTvAVIgsLQH3ooYceOtqDaKuEw/G05DweR6Oy/3n9Fd5ct46CCRegNRKTpNhsuLt0Zff+/Wxb8SmjRp7xX4/Zoun5OBps3qzws58F0bRl2O3RBn8XAuz2IMFgOfPnl9Cpk8JDD/mx2z/FZmt4Dkn5any+KpYuLWHKFEFbtvsOzsVfnnycJYEA+aPPRm0k3k51OHB368HmjRuI7tnFkIGDj8Joj29aui6++UZw221hVHUpdnukgV4ldS9EKFTGRx+1p2dPhZ//PIDdvgybLdbgeEn5AH5/JYsXJ3X1RPTPH3zk12z0ZJI3/HQUrW6xTlUUTFOiOZ24e/Ti86WLcMVi9Dm591Ecbdtm166d3HzzL4ArcDgKGzi9Qgjs9nZEIu2ZO/dJ+vTpxt13/xlVvRK7Pa/B8YRQsNuLCYXy+eijp5kyZSKqqh6hs7FoinSf4R6PFRZrYXECPlaPDPF4nJemv0XeOee2uMKac+oIFq9fx4EDB47Q6CyOFE88oSPlGlTVaFbO6aymrGw7Dz0kUZTPURSzWXmXq4odO/awfHnbv4Srq/18uGwJuaePalZOCEHe6LN588MPCIfDR2h0Fgf5+99NDGMNqqo3K+d0Bikv/4YHHpBAOrrqY8+enSxd2vZ19XCzd+8ePvv6K3KGnNKsnFAU8sZP4IVpr2IYzd8rTmSeeeZFotEz0LTm48odjkKqqnrywAO/xTTHoaquZuVdrlL27y9h/vyPDudwLSwsLFqdE+/JeoRYsHA+ZqeTULT04u6VPgN4c8bbrTwqiyNJeblg/fpIg3DKppByO5s3x7DbI2nJC7GVZ55p3uhuC0x/bwbKyX3TChkTigLdezJ77uwjMDKLg/h8sGJFFKfTn5a8ouxgw4Z4g9DfpuW38eyzbV9XDzevvf0mat+BackqNht6+1KWLFnUyqM6NgkGg3z88Src7u5pyWtaP9au/RqHo0Na8jbbEJ577rX/ZogWFhYWRxzLkWsllq5cgaNbeg8cgKyePVmyYnkrjsjiSLNxo0I8vjdt+UQiRjweQcr0YiUdjhBbt7Z943jJyhV4evRMW97VvSeLV1rXwpFk0yYVXd+XdphuPJ5A14OYZnphaHZ7hB07EpxoGdnLVq3A26tX2vK2rt1YumpFK47o2OXrr7dgGB0RIj2zJZEQmGY+hhFsWRiw2byUlYVJJBL/zTAtLCwsjiiWI9dKhKIRlG9Re1uxO4jEGuZQWRy7xGJgGOkbBcmIKh3TTP+yNIy2bxlHotFG8+KaQrXbiUSta+FIEouBaaa/KGCaIOW301UwOdGiBuOJBEJNvxqiYrcTtnS/UaLRGKaZ/m9pmiZSOpAy/XuwEHZi1nPYwsLiGMJy5FqJgpwcEoHqtOUT1X5ys7NbcUQWB4lEoKJC0NppWFlZYLd7WhasQVVBCAeKkp61KyXYbG0/MT8vO5t4dfrXQry6mjzrWmgVwuGk7h/qK3i9ElVtuv/WoWgaCOFsMZ/uIFKComikGWl+3JCVkYkeSm9HCCBRXU1+dhsvRXuU8Hq9qGp6obwAqqoiRDWK0nx+3EGklEgZwu1ueM+WEoLBZG/FeNuoo2VhYWEBWI1TWo0JZ49n3t+fgG490pIPrV/LD8ad28qjOnExDFiyROH5aTq7q2IozgRmTKMww8m1l2iMOvPwN9oeONDAbi9Gyk0I0fLOmaZ58XjSMzoAwuE8zj+/7V/CF447l0dmzcRdWJSWfGLDOi64+vutPKoTh3gc5i9QeOXdEHt8YRSHjhmxUZrvYOqlGiOGm/TpY+J0FmIYG1CUlnVVUTJrGi+ntyMcieQwenTb19XDzeRx4/nnqtXkjTg9LXlz00bOu/2uVh7VsUmPHj1xuw8Qi8VQlJarFWpaEKczhKKkFw0Qje7klFN6prQ+CQZh5geCV9/ViSgRUE2MkIP+3exce6lKv35mm64abGFhcfxj7ci1Er1798EbDhHz+1qUNeIxxDdfcfbos4/AyE48AgG48Sfwmxnb8Y9YTP73Pyb30mXkX72I8FmL+P3srVx3q6Sq6vB+r8MB551nIxRql5a8qnZjzBgbkUjDMtmHIiVoWneuvrrtWxEjR56BunM7erTlIi6JYABnZTmDBw89AiM7/qmoEEy9RfLnj74metZC8q9elNT9az6mathifv32Dn50e9LZmzzZRjicXh8tRenKuHF2wuGCFmWlBFXtzrXXtv3d48PNueecC1s2YaaRdxWtrCBPmnTvnt7i34mGoihceukEwuGVackbxnImTDiTUGhtWvJCfMYPfnB57etvvhFccZPOcxs2YZuygNzLlySvnWsXsKXzJ9z+ZBm/+h0nXLiwhYVF28Jy5FoJIQT3/+/t+N95k0So6XAQM5Gg4p23uG3qD3A4rJ4oh5t4HH58j2R/t9Xkn7MRZ26qM+HIjpI/ZhO+/iu59W5JJL2CkWkpvpOLAAAgAElEQVRz/fVQUNCfaDSrWblwuAtnnpnPL38JWVkDicWaDsmUEiKRnkyc6KVz57afI6dpGnfcdDMVb7+BEWvYb+wgeiRC1Ttv8vMf/9RqCH4YCIfh5rsMAoOXkzf6SxzZqb+9Mz9C/rgN7Cpdw//eB1deKSkq6kMk4m3huJ057bRCHnpIkp09gGi06VLwSV3tzjnn5NC9e/NtCo5H3G43P7riaspnvIWpN+3MJYIBqt+dzgP/e8cRHN2xx2WXXUqHDtuIRLY0KxcOL2fQIDsPPvgABQVriES2tyC/mNNPL6Zv3/4A7NsnuOX+BLbzlpJ32jY0V10IsRCQ0aGa/AtXsrT6Gx79y39/XhYWFhbfFasheDP8tw3BCwuL6FXakQ+ee4qoYWDPy69tR2DqOr4N6wnNeZ9bL/kek86feFjHfiJTfz4++FAwd99Wck/Z0exnHLkRyqtMMgL59DmM/XidThgzRmH+/BJ8Pg0I1vaUkxKiUS+G0ZdRo0r55S8hMxNGjVKZN6891dUCIYK1fbqSRnEOUvZn4sRi7ryTNh/Wc3AuunTqQpHHw7yXXiCuKDjy8hBKcofGiMfxrf2cyLwPuf+mWxgxfORRHvXxwSvTBMvNTWT32w/UNaA+FGe7IHt32OmakcMNNwg+/riEqiobEKrNgZMSYrEsdL03w4d34re/Terq6NEq8+e3x+9Xa3S1TrcjkWyk7Mu4ce35+c85IZuBA/Tq2QtnPM6iaa8S12w48/MQQkFVFBKRKL7VK4kvnMejd91D/34DjvZw2zQ2m41zzhnFkiX/orJyD1Jmp+R2RqO70fWPGDJE8oc//JbMzEzGjDmDhQufwecrA3JRVSeQzImLRndgGHM455x8Hnjgvtpm4A//WVLWayUZHZpuHSMEuDpVsnFhAaf3c5FjpTYeNqyG4BYW6SOkPNEKQqfPgQPp9f8qKMhsVraqqpJ3Zr7LWx/MIqYoIAQiFuO8UaO5bMrFFBWlF85kkR715+PyG0308QuxZ7b8UNAjGom3z+KtF9TD7iDF4zB/vsLzz+vs3x9HCAMpbQwZYuO661R6907NtYhGYc4cwb/+pVNREUcIEyntjBihcc01Kj17Hhu7G4deG2VlZUx75y1mfjQXw2ZHSonN0Llw3LlcNOlC8vJaDiu1aBnThAuvMXB9bz6qI+lc2TSVhN54HFjM58Sz8Az+/aRCIgEff6zw7LM6e/fW6erAgUldPTQvKBaDefMUXnhB58CBg/J2Tj01qasnn2zlEQHs3r2L16a/yexFHyMdDjRFoCZ0Ljl/IpMnTMLrtQr8pIuu6yxduphnn32VHTsqEMKOlFH69DmJH/zgMgYNGpLStzIej7NgwXyef/519u0LIIQNKSMMHnwy1113OWedNZzy8mRRGr8fLr05St73F6alt74tuQwPD+WBuywlP1y0ZFPVl7OwONGxHLlmOFyOXH1isRimaeJ0OtNqkGzx7Tk4H/v3C679uY/cSz9J+7OV7wzlH3flt2rIoq4njV+XK71dikQi+c/lavs7cIfS1LUhpSQWiyGEsEKKW4EtWxRu++t+ciauqn2vOUcOoOKVkbz6l4yUnQXDSC4qpKur31a3T0SSO0FRioqy8fubDjW2SA/DMIhGo7hcrrRCsnVdJxaLpcjXv0/NmaPy+0VfUDBya1rfL03w/Xss779y4hXzaS0sR87CIn2sO88RpjGjNRiE/fsFUkJBgcTbfIpKi/h8cOCAgqJICgslGU2nsBzXBIOgeL6doaS4owQCgnSr8X0XNI1vVYbdZuOwV9Q82gQC1ZSVlSEEtGtXSGZm8zmExzJSSvbv34ff78fhcNChQylaK9fhDwQA97dL+FQ8MYLBTHJy6nRfVcGTfgeNb63bxwJJXU2Gpx4OXRVC4HK5sNvtgOXI/beoqornWyippmnNXn9VPgnuxnvJSVOSSMSRUqKqGppNQyhgCIOjaU4dbhvCwsLi2OE4e+QeW2zapPDmOza27VZp3y353r5t0C7H4JLJCfr3/3bhc6tWJcOhNm6MAgFAIEQWp57q4LrrVHr0ODbC8Q4XDgfI+LfzgGTChstlbVK3FuvWreGZZ/7D2rXbgTyEEEhZxtChPfjBD67k5JMPY4LiUSYejzNn7mze+3Am7txcsvPziYbC7Pnma84ccTqTJ04mN7d1QkkdDiDxLXU/ruF0tspwjkk2bFjPM8+8zOeffwPk17x7gIEDu3L99VfSt2+/ozk8i1bC4xbIeGqFVT2RoMrnIxQOYXc4EYpATyTAlGR7s1E4OqESmzcrPPuswYoVMaCaZIBVJn36OLnxRo0BA06sZ76FxYmI5cgdJd56W+OjT+1MuQm+3y81ZG7rJpUXnlbpuzrBddckWgynkxIeewzeeOMAirIJhyOY8rePP85myZLe/OQnWVx88YnjpJSUSNTqLIy4gmpv+YFm6gLKcunY8cT5jY4UUkqeeupZXnzxY4Q4E6dzTMrfli3bwSefPMxNN03gqquuOIojPTwEAtU88KsH6DJ0KLf86S94c3Nr/5aIx/lk3hzuuP9u7v3pXa1Sbr5rVxNzTz7SBJFOSGRUxRnLIC/P0n2A55//N88+Oxs4E6dzVG0YvJSS5ct3smLF75k6dSzXXz/1KI7SojUYMMBEeasUTt0FQDgcpuzAAbLz8ykpLExx2RKJBAc2GYjKDcRivY9omPhrrwmeeMKHlBtxOv0pdsKaNZncemsvLrssj1tukcdcSL6FhUX6WFUrm+G/rVrZFLPnqixY5eC2P0K7koZ5Tzn5cOo5sGCuSvkeSZ+Tm3dCnnsOXn55Ny7X52ha6jiEAJstiqLsYvHiXDp2dHPSSWkP9Zjk4HwIAbGIyootEdwl1S1+rmp9ERN7lTB82BEY5AnCwbl49dVpPPPMEpzOS7DZUos6CCGw2bJR1b588sl7FBRo9Ox57PbSMgyD+35xH2deeSVjL7oEpyu1ybuqqnTq3oM+p57Gn3/9EKcNHUbGYY5/1jTYt0dl04EAzoJk+5OmqlYCVK3syNUjCunf97AO45jkrbem8+STc3E6v4fNlpOSy5zUVS+q2ofly2eTlZWgz3csc/ttnxsWrUf9ucjKgoXzbVTn7MNUgpQdKKOoY0ccTmeDfTdVVYmvGszZIytYNO95zjrzrCMy3vffF/zxj+U4ncux2aINbAhNi6Oqe1i92o3NlsmAY6wYqlW10sIifdpcOnpFRQU/+clPGDp0KMOHD+cPf/gDuq43+5nhw4fTs2fPlH9PPvlk7d+3b9/O9ddfz6BBgxg1ahTPPPNMa59Gk+g6vPKGnR/+qvm8J0WBqffA+3PthMNNywWD8NJLMVyu9c2uuimKxG5fyZ//rGOeQNEWF02S2Df2JFLublYuVuVE+bw3l19kLV0ebiKRCM888zpO5yREM9tDQqg4HFN44onnW7zm2zLLPllKQY8eDB11VrNy7dq358If3cyr015tlXFcc5nAXN6XmL95Yye834NzS3cmnW/txsXjcf7+95dwOCYjRNMNzIVQcTon889/vkI8bjljxxu3Xa9S/cEgDuz3kVdUXNuW4FCqv8ynUBZzzR2jCSuCzZs3tfrYDAMeeyyBw7EaIZq+ZoUAl2sdL7wQb9aGsLCwOLZpc47cj3/8Y8rLy3nppZd49NFHeeutt3j88ceblC8vL6eyspKXX36ZxYsX1/6bOnUqkHww33DDDXg8HqZNm8Ydd9zBE088weuvv36EziiVpctUTj5N4HS1LKtpcMp4+OijpiNg33tPEIttTSt0QlUNAoF9LF/e5qa91fB64a+/tpGYNZyqDe2Qhzix0gTfpgLC747g/x50kJ9vGbOHm7lz5xKN9kCIliO5FcVOKNSJxYs/PgIjax2mz5zB2EsuTUt2wPARrNm4nnArWFqFhZI//dxOaPoIfF/mNdB90xBUrivEnD2cJx7WTtiiSPVZsGA+kchJKErL+YWKYiMS6cr8+R8dgZFZHEn695PcNMWk/PUR6OUFHFrb24ipVHzSicyNQ3jgz04UBcZ+7zLefnd6q49t6VKFUGhvbc/G5hBCEott44MPTpxnvoXFiUaburpXr17NypUrefTRR+nVqxejRo3irrvu4sUXX2xy1XPLli1omkb//v0pKCio/ed2J3dgZs+eTXl5OY888gjdunVj0qRJ3HDDDTz77LNH8tRqWfaZxqnnpC9/6lhYsrxpA3jWLB2HY2/ax5NyJx980PID4HiiSxfJ8/9nY6w2iKp/j6Fybh8qFnelcl5vKl8czRnGIF74s/2EKwZzpJg5cz6a1idteSH6MGvWgtYbUCuSSCTwBwMUd+yYlryiKPQZPpx169a2ynj69JE8/ycHI6JDKP/3WVR+dDIVi7tSNbcPvhdHM949kBf+qlJaai1gAMyatQBFSV9XVbUPM2fOb8URWRwt3I6FXHXFbkp3jqTi5TOoXNCTysVdqfygP8HXRzPx5H488pSTzJoKkb0GDmLz11tafVwffGAg5a605W22PcyceexGOFhYWDRPmyp2smLFCtq3b09paWnte8OGDSMUCvHFF18woJFA7y+//JLS0tKaUs6NH7Nv374p5YmHDRvG448/Tnl5Ofn5+Y1+rrUIhSHjW1SvzvBCKNz0dlswCKqaSPt4iqLj90s4SlW2jhYFBZI7boNb/8fGxo0dCYUELpekd2+TpM9vGbKtRSAQRFWbD22tj6q6qa4OteKIWo9IJIw789v1NvJ4vYTDrXe+xcWS+/+fvfOMj6po+/B1zvZsei/0TuhdmghI70WKBSuKioodbGBDwP4gdn147YXeBQSkCCIlQKSEkAQI6T2bLWd3z3k/LCVhs8kGaT7u9fvlwzk7mZ09M2dm/jP33PfTAn5+IWzdqsViETAaFVq0kPGF8KtISUnN22ppqan6hD7+cZSZy2gYH8ikx3UU5etIOxaKZIOgUGjcyj1OoiAICFcheGJxsVKjMV+lcmAy+cY3Hz7+V7muhFx2djaRkZEV7p27zszMrFTInduRe+CBB0hMTCQqKopJkyYxcuRIALKysqrM82oLOaMfmEogMs679KYSMFbhDt/fHwoLNW5OTjwhy2oCA/9dIq48ej20b+/bebuaBAT4k55u8XqC7HSaCQjwfjJ9PaHXGzCXVh/Itjzm4hIM3nYIfwOjETp29LX9qggM9MfptKBWe7fa5mqrPpvU/0WMfkaySlzvcnAYtO1WdXpFUVCuwgH0oCABWdYA3sWJdDrV+Pv/e8d8Hz7+17mqQi49PZ2+fftW+plWq2X48OFu7ns1Gg2CIGCzVR44NTk5maKiIh577DEef/xxtm7dynPPPYfT6WTMmDFYrVZCy7n+PvddgMc8zxES4oda7fnAe3kiIrxbhR/UDzZtgSZehiDauwUG9FUREVH5mY1x45zMmxeLXn/Kq/w0mrpMmBBARMT/dsfubX1cKUpKSkhMTMRqtRIYGEibNm3Q/K9F9faSCRMG8tJL21Crb/QqvUp1jAkTRlzzOrxUwoODyMvMILqcZYEnZFnm6J9/8MID99UoqPGl8k99pleLCRMGsn//L6jVMdWmtdnAYjlKy5YDMZkCqF+/5t/nq4/rh4vrYsCA3jz50kwGT/QuHMqR/ftpHd/8itfpuHEKv/9eG7X6iFfpbbZajB/vT0SEd3OZ6wXfu+HDh3dcVSEXFRXFmjVrKv1MFEW++eYbt7NwdrsdRVHOn3m7mK+++gpJks67727WrBlnzpxh4cKFjBkzBr1e75bnuWtPeZ6jsNA7BwQREQHk5nq3Ch8fD+9+aGDIXdU7PHE6YedquO0tM7m5lafp1QveeacudntatQ5PnE4VBkMkTZqYPOb3v0BN6uNyc/JkGj8s+pGk1BPEd+mC3mikOC+PWW/MpUeXbtwy5hYCA4OuSdmuBRERAXTp0hON5lPs9q5VegIEkGU7Wu0JWrfudM3q8O8yqN9g1v/4A7dOe6LatAd2/k7zxk0xm2XM5iv7e6/le/FPoX37rmg085Gkbh4dnpSUQFGxgKByoNMnYzLOZdY7TuwlCqOHS9zY0+mV8ylffVw/VFYXarU/Ro2OE0eOUNeLWI8bfvieScPHXPE6bdkSdLpoJOlotQ5PFAXU6jp07+55DnE94u274RN7PnxcZSGn0Who2LChx8+jo6P57bffKtzLyckBXCKwMrRardv5uCZNmrB69erzeaamptYoT2/Iy8tj2eoVHDx6BLVaIDwkgrFDh9OkSdMq/0+thgljJD6bpePB113XlSHLsHAO9O8tUZXeDAiAiRP1fPZZIGbzt0hSAQAGQyQhIV3QaELP5icgSe2ZPl2NKNbMXl5RFI4cOcz6TevJzc9HJaoI9PMjL9dMSkoQNlsbgoPjqF8/jvh4fwYMEAiqgVaRZZl9+/awaesWCouL0Gt1BPgZMVstlFkt6HV62rVqw819+1Urvq8EkiSx5bdN7N63hzKzmQB/f3rc0J3u3XpUcEu9d98ePvzyU8Y9No2J7TtUiD9llyR2bviFJ2c8zWsvvUJUVPRVK39hYQFLVy4n4egRHA4HcVFRjBkynKZNmyEIAnl5eaxZt5rk1BScspPoiEgG9huI3d6Mjz5RyMyUQIGgYDV33KbipptqZj5kMBi4554xvP/+71gsk7DZXHWo11sICclEq3WZCFmtTvLzl9G2w328MseferVkhgxyEB1d8/MdigLHjon8/LOT9HQZjUagXTsVo0crhITUOLty+Srs37+Xpb+sJa+gAJ1OR9e27RgycDD+/q5JRfduPVi8fCk/fbwfU0FjTEUyWr1Ak3Z+dB2gwnC2CedmZLBkwQfMfunVSy/QZcJqhU2b1exJUGGxCgQFKtzYzcENXZxuZ4EuhdJS+GW9mr+OqbBJAv5GGZ2oUGIRsTsEwkJk+vdx0LKlfFmDF+fk5LBk5TIOJx/HKcvUjYtj7NDhNGjQqEK6zEyB1evUnEzXER49iYQ92xHFu3E4XLukOp2VkJAMCousKIJAYLgexZFHfJvZ5Jy2EdcI4jvr2LBCx6G/HDw8RarR70hKcrXVU6cU1Gpo00bF6NH8I73oOp2w43cV23epKTUJ+BkUOrd30KO7jT//3MqqX38jJSUO7PFEhNaiXt0oOnf2o2dPBQ9H3a8Z99xxN2+8/ipPvPsfAqvoODYvW4pWctCsWfMrXiaVCh55RM2rr8ZiNn+G1ZoNgE4XSkhIZ0QxiqJiAZsETkcrevT0o6DAidFYs7aUmprC4pXLST2TjigIRAQHYy+TSU0tJjNLjTGgKU2ajSY6IhKHA0otIipRwd+gIChmzGYHajXUq6dj4ECRsLB/Xlv24eOfgKAoFzvWvXbs27ePiRMnsmXLFmJiXKYtS5Ys4bXXXmPXrl1ugs3hcNC3b1/uvvvu8+EGAGbMmEFqaio//PADK1euZNasWWzfvh3D2cC88+fPZ/Xq1axbt67K8lS2ImSxWHj1rTnsOZ6EGN8Kv7r10GjUmLJzcCQmEC7LzH7uJerWrVdl3osWq/ltr5ZRD0CjlhWDgqclwbJPIb62nXvuslc5IcjOzubZZ2exe7eF4uKWiGIwguBEljMQxQQMBiMhIfeh0XRk6tQgxo+vWXWfOHGct+e/S0itWtw4YiRWi4UPXnyTM6n18dNNolPHIsaNO0hERB5Op8SxY83Zvr0fTZoE8cAD6ipj5QHs2fsnH33xCfVbtaLbkKHojf5kZpzhWMJ+9m/9jTadb6DPyFEc3LmD3evW0atbD+64dRJiFbPLy7XSrSgKS5ctZuUva2jXpw8de/fFz9+fkqJC/lj/C4d37uSOcbfSp8/NpKWl8upbb/DE+/OrHPCT/0rkh3lz+c9b/3EzI77c2Gw2Zr8zj52H/zrfVgWVCmt+Ho7EgwTZrNSNiKTUbqPnqFE0bd0WUaXixJHTfPayiUC9jvseOEXHLgWIosKJ5CAWft6ZlJQYZr+mpV276gVdREQAR46YmD7dyR9/pFFQcARBkBBFDbIchCg2QKsFRdmEqN7AsElDuf2xu1AUOHEYti6FUKOTp6fZ8NaHSEqKwPTpTrKzC3A4UtBozCiKiN0eik7XgO7d/XjxRWrs6GN/wj5eefctLCGhaFq0RhsUhGy3Y04+jnLsMIN73MijUx5mzx4VX3xRSlzcDkaOTaZuAzU2Sc/2bQ1Y+0s7WnbzJ7zWFn797huefewpmjZtVrOCXCKVvReKAj/8rGb9Zi0d+0H7G8FghOIC2LkOkvYo3H2bRM8el+bp1uGATz7Xsv8vNd2GQsvOUGISyDgtsHeLQs4pGDtZISAYtq2AnBSFaQ/ZaN787501MplMzJr3OgdPnkJs2Qq/WnUQRBFLTg7OQwlEa9S88fxMjMY45r2rp1QSuXEURMTAh7Os7NuRRknhIQRsaDRaFCUQWW6ASq0lNq6Ehg1yuX/KMdp1dpXz6JEIFi3ujKKLwBDgT3yMxMRxVXsKjIgIYM8e17uRkVGI3Z6CVmtGUQQkKQS9vgGdO/sxc6ZQ5WLe9cTmzSq++lFL8xsEbhgAgcFgNsG3H6zi1w2fYIwdTDA30a9vMjf3TcSoLaKsQMW+vV3Yt7crQ4caGTr06pv9VzVm7Nn7Jx9++SlD772P9j1vrLB4l5+dzS/ff0tR2klmPT/rivfpAKWlJTz//Kts3ZpJbm4LBCECUZSR5RyczgRElUJIxD3oDd3oMzKKrv3UbF0KGofMM0/Yql0cyMrK5LnXX+aMTULVsjWiRkvyz6sxZ4nYS1qgUkURHhWFIKQjqA4REVOfkMhXMPoZka3FRIelM7D/HurWLiY0BA4ciGPZso5ERwczdaoagxehl3w7cj58eM91JeQURWHChAkIgsCLL75IXl4eM2bMYOLEiTzyyCMAlJWVYTabiYiIAGDWrFmsXbuW2bNn06hRIzZu3Mg777zDJ598Qo8ePbBarQwePJhmzZoxbdo0kpKSeOGFF3jppZcYPXp0leW5uCOxWq088MSj5NZvSHDrtufva9Qq7A7XRMecnYV13So+en0u9es3qDL/w4dFFq/QcCpTRa1GLjGXkQIRwU5GD7NXO1HOysrk7runUVraF4OhLmYz5OYqWK0y4PpfWT5OaOg+Fi78iPbta3Yo/9ixo8x9/y2mzJ5DTJ06HD90kBfveR6r5R6iQpszd+4SwsMKkJ3y+fNfilKGTudg165h7NjRg5kzNR53HX/fuYOvFv/I1DnzCAoNpdRUSkFREZFxtVCpVciyzNJPPqY4O5sHXngJRVH4+cMPoKCIJx97ssKOV3kul5D7cuEXnCwu4M7pz1V6vs1iNvPxC8/Tu2MX/jp6mPYjR9C8fYdq8136+ac0DQ5jQP9Bf7uMnpAkiYeemkZGbC2C2rZ3e1aKLJOaeAh52ybe/vQz6p3dSS4rhTlTS3ngnrX06HmEvIwMImNj0ZSboCQeCOOh+0fz6stGOnWqbsIdwNChRRQV7cFgKMJsNpOXl4/FYgfUKApI9nCCQtrw1o8C7Xq4u37ftw3WfK7w1mxLtWIuOVng/vttOJ1/oNW6m0YrClgstWjSJJ5PPhG83gHY9cdOXvjPewSPGos2wN0RhiLLFO7YSlROE6JDBjJ37jKCgqyUlBRTVFKMSq1GpVbjdCgsmN+NpKQ6zJ1Tm/DwMO8KcBm4+L1QFPjwEy1FgprbnnCt9F9MWSl8+BwM7W2j/801E3OyDLNe0xHbVsXg21z3MjIFtH4CQaGAAAXZ8MGzMPEhmRYdIDcTFsyAxyZbad3q0sRcWVkZkx+fSnHzVgTFVx5KoOxMOtZf1hHp/xHjn6hDm64u8frUeDOFuXvQ+xViNZvJzczHbLKhUauR7Abq1L6JN97YRN/BmRgD3Geku3fF8d4Hw7Gagvh8gRm93nM5S0sDGDWqAEn6A52ucq+lZnMMDRq04rPPhCrzuh5YtVrNxt1aHnqd87vOACu//44fV6xAFfMojS0iL85chdH/gtdFRVFwFBfjrwnkwwW3ERvbiFtvvbqRkaobMzIzM1i6Yim79++lbrNmqLVaCrKycJaZGTZoCH163+wxaPjlpLS0hLvuepisrA74+TXHaoW8PIWyMgXJ7kSlBjiD0X8Tr3zxKd0HXjjreTQBfnhLYc7LViIiKp/2ZWZmMPnpaYi9++NfqzbWvFwOzv8Kh3UITmJRa0CWLIgWC5ExddHqVdgsiQSH5xESMJ3nn11Kl+5FCCKUlYCpEOJiZUQRVq9uxtKlfXn9dU21i2g+IefDh/dcV0IOIDc3l1mzZrFjxw6MRiNjxoxh2rRp53dg5s+fzwcffMCxY8cA14R1wYIFrFy5kpycHBo0aMAjjzxCv34XgrWlpKQwa9YsEhISCAsL46677uLOO+/0oiwVO5LZb89jm2QnpH3HCvfLCzkAS24Owoa1LPrvN1XuHJ2jtBSyskRkGSIjZa9MvxRF4fbbJ3Pq1A3o9RWdKjgcrj8AjQYk6TCdOuXw7rtvVJ/xWex2Ow88OoWpb75NRGwsdknivr5jsJjHo6UrH330HWFhrsmH0+EARUF9VrHJsomwMC2rVg2irKw7t9/uLrgKCwt48vlnePrDj/EPDMThcJCekU50nbqIFw2I37w5j/qNm9B72HAURWHhnNnc0KQ5/fsNrLTsl0PI/blnNz+tW83UOXOrrEO7JDH3oSkUFxQwb/FSj+KyPIW5uXwy/RkWvLvgb5WxKt7+4H02FBUT2qlLpZ/nZGej9vND63AgrVvBRz8tQq1W85/nzAzvu4b+g5IBsNts5GVkEFuvHuVDVhxODOWBu8ezdo2mStO7hx5ScfDg7xgMRRXuO50O7HY7mVkiodFaBCGcpm068/r/VT5b3bsVDq5x8tJznh0UORwwcqST0tId5801PWE212HUqGY89VT19VVaWsLY++8h8JZb0VThkEQq1lH2QyQ/f72UWnEV09ntEk6nE5eaTUAAACAASURBVEEQ0Wi0zJlzM02atOLmm6v9+svGxe/F1m0qfvlDxwMvU+Wuv9UC8x6CWc9YiIvzfrj48Sc1GU4tYx9wXecXCDgFgeCLHAUX58Pbj8DMT2QMflCQA+9Ngw/fNXu1en8xL7z+Mvv0fgS3bF1lutQDWfjt28p/V3+HIAg8f6eVYwd2o/crrJDObHKQe8ZOeEQb3npzPc2a5aDVG6nVoPKG/8fOWsyeM5JJ4zQMGli5+JVlGD9eICdna6ULDhW+3xzHoEEteeGFKpNdU9LSBN74j4FnPwRNucWR1GNHeeG5Gfh1f4jwAxG8/f5PoMioVKAqZ+KvKOAoLCA2PJrnn7+NMWPq0br11fOw6u2YYbVaychIx2aTCAkJITq6eqc4l5MnnpjB7t2RGAzxFe6nnxHQ+wvoDKDWgMN+irh6u3lv6dcV0h07AGs+kXlnjtUtb0VRuH3KvZi6dMcYV8tlRj7vA2yF/XEoMag1IJxt8g6LBb3sJLpWLRQFnGX1+XLhIpo098NaBuFnH4upCOwWhahIV10vXdqCo0f78OCDVYten5Dz4cN7rquA4AAREREsWLCAhIQEduzYwRNPPFFhIv3II4+cF3HgOiP3+OOPs2nTJhITE1mxYkUFEQfQoEEDvvrqKw4ePMjmzZu9EnEXYzKZ2LJnN8Ft21eb1hARiTk8gj///MOrvAMCoHFjmaZNvRNx4NotS08X3UQcuM7d6fWuP5UKDIZ4EhLSyK3Baeft27fSsnsPImJjAdjxy3rKShvgkBoxfHjieREHoFKrkcu5XRZFI0VFJdx66162bzefF5XlWb12NX3GTcA/0LW7UVRcRGBomJuIAxgx+X42LV+KoigIgsCo+6ewfM1Kr3/LpbB4+RJGT3mwWiGu0Wrpf/skBJ3OKxEHEBIRgVMQsFi8cx9dUywWC+t3bCOkQ6dKP5edMmarFf+gIHRhYUjRcezdtpXCPCg8U0S/Acnn02p0OrR6A5ayijsG8S0L6Ng5laVLPR+zTUsTSEoqdBNxACqVGjCg1RswGFXo/Qo5cbiErNOV59XhRsjIV5Gb6/kZ//67SHHxmWpFHIDBcIq1a+14UwUr16xCaNGqShEHUJIQxX1TDmGTst0+02i06PUGdDodoihw//2/s3q1+2TqarJkpYYxU6oWcQB6AwycBCtWee91VZbhl80ahk5yXSsKlJae3Ym7iKAwuGEQbD9r6R4aCR37u87s1ZTCwgJ2Hz5MUIuq3QI77AKqsFiUaD1HE/aTdRpOHC5xE3EAfv5qBFUELeJLaR6fiSA6kWxO7B7WFLp0TScyPJetv3su/+7dInl5GdWKOACD4Qy//mqj7DoOrbhslYZh91YUcQBLvvkGv649cRyMYcoDW9GoZVRqcF40JggCiAEBFBbnM2XKVpYvv7bvhif0ej0NGjSiefP4qy7icnNz2b8/zU3E2e0gIxAYCjoDqNSgM9Qh8zSkHDlcIW3TNiD6iaSkuL/0hw//RZ5GizGuFgClJ1OxFYWCKhpBvCDiAFR6A1arFafDgcUURt++WQQHZqA3OpFsIJ9dv/APBotV4Nz0YMSIv0hMNGH2zo+cDx8+vOC6E3LXKxs3bYQmzb0O+Klv24GvFv90xcrzzTeLcDjaVp/wLDZba5Yt8178rPxlDTeNHHX+esnnP6LWdECvCWXIkANu6UWVqpyYE5BlHZJUQvfuR9i1y/2Zbd7+Gzf073/+2mQyYazEZA0gIDiY6Dp1OXH4LwCCw8IIjI4mOfm417+nJuTm5mKyS9RqULVp7DmatmuHyVSKzer95ENvNGK1Xhkht+W3zdCwsce2WlJagn9Q0Pn9Nf+2HVj6w/f8uszBmFF7KgzYAAEhIZQWuYuxu+7dw0+LPO+Qff+9jM12wuPnRcUCAeUWLiRbMmu+83yuqOcoWLfe8+R44UIHopjm8fPyCAJYrafYvLn69/nnNasIalX1u6YooKQE06PPcWS1Goul6plKeLiF6OgMkpOvTRiQ9HQB0SASEetd+g43wh/71Di9tK7cs0ekUbsLnnnLykBvxK1tnaPnMNi29sKz6DUc1v5a83Ada35ZixDfstpFleJiCAgGfev2LP/xB1Z/60CyJXtMHxoawbhxe89fK4qNonzPu5Pjxu4mLcVzbM+FCx0IQkqVZTyHIIDNlsaGDdfncC1JcPCwmlYXbf5bzGYOHDyAIboxhlI1zVtlACCerRpFqVhHKo0GqyTRpEkWRUUlFLpr6n81y5atxGp1X6AoLhYICHZP73C0Y+mX37vdv2kMrFrr/m59t3QR2nJHRs78uhNFaYfTKVQwu1YUV5sUDAZKiorQq8MYNWo/imKgtKgIYxCYii+k9w+CkhJXXYsiDBhwgC1b/rfDH/nwcTW5PkeG65CktBS0NViB84uMIj0z84qVJzn5JHp9La/Tq9WxHD3q3cQBXJP9c7txAEX5Jag1QWg1AiEh7pNUQRCQlQu7coqixmaz0axZBunpFU1k7HY7Kq0W3dlDH7IsI6hUCKLnzr1Os2ZknT5V4fp0uevLSUZGOrWbVO9u+hwajZrwmBiK8vK8/h9TURFG45UJJJx8Mg1VlOe2KkkS2nIHbnRhYeTl5pJ72kbz+By39FqdDrvd7na/Rat8igo9z+yTkmT0+hLP5bCDtpwlpUZbSspR9+85R/2mcOqM5y4rK0v2ajfuHIpSRHJy1eZbiqJQZrejquaAkiypCAk2o9U6UdRqt5AnldGs2RlOn742XXB6ukidqh3sVkClgpAolwDyKv8zInXLOfCTJAFtFWaSAcFgly68/0GhrpX8mpKUloYupvp+WrILaPXgFxvHqdQ0Uo7a0Wg9m3Lp9Vrq17/wbgiCE5vVs5Br2CgPZM9tID1dQafzfltCEIo5evTSHM5caQoKBCJq4WZiXZCdjSo0DHuJgfr18yvs/AqiSxC4odFgt9tp1CiHrCzf9KQ8R4+moNHEud2/uB89h04XR1pSmtv9ek3hdIb7sz1xMg1j7IU5RVl2HqImxiXcKqkKQaNBstlQiRri4goR0CBZbOj0YC/X9LV6VxnP0axZFhkZVTsC8uHDh/f4esqacF0tIl3do43K3/g+QXD/X2/NED3nef1UhsHgh81sweHwLELKc/pEMpGhYW5eWK8qbo/vOnmeV/nE7uU8IVzTJlnZe3E1uZKvkKJQ4yZ1OcpzKf2UQvVnsVxl8z5vcylER3nO9/o6mX5lOGcKjwJCDevlOurerzMqfzCV3j377C85e2//t9z/KB4LUy55Dd8lHz58VI1PyHlJwzp1sWe7n33xhCUvl5i/EaeuOho0qIPNluF1ers9k8aN63qd3t/oT3653xsUGojDUYpkh+Ii96V1RVEQK4y+DnQ6LcePRxMTU/Hcm0ajwW61ItlcZnmiKCI7nSiy5879dFISUXEXVgtPHztGbKz76uTlIDo6ljPJns2sKqOssIBjBxK8Srv+h+8ZNXTEpRTNKxrUqYMz13Nb1Wq0SNYLJpG2wgJCQ0MIj9WRdCzCLb1dsqFWu5viHPkrlMAgz11Io0YiVqvnXUetBqRy1qh2yZ+6TTybTp48DnExnifHEREidntNXPsF0ahR1V2gIAj4qdU4bZ5NSAFErZOCIj8kSYXgcKC5+LBQJRw7Fkts7LWZ0MTEyJyugWWyLENhDgRWbv3sRlysQnrShWutVqlQ1xdTVgIq9YVnUVoEem3Nn02jOnWRsrOqTafRKEg2MGdmEFe7LvWaqLFLntuqzSZxMu3Cu6EoKrT6ymesshOOHgmjZUvPbTkuTsBm896Ti6IE0qjRlfeKeCmEhCjkpoN80asZFhWFIz8fdaCVtLTwCuJVkT2INYcdtVrDiRMRRFUhhP+NNG5cF7vdfczXaKCy7kmynqFOI/cx/1Ry5f1ovdp1MGdeyN8vMgzZnu3Sg5VUhWy3o9VpcTgdZGUGoWBHp9ciWUFdrvuTrK6+/hxJSZFER9fcbNqHDx+V4xNyXtK/bz+UY4fx1smnOWEfd4y+5YqV57bbxqBSeSccAHS6g4waNdzr9EP6D2TL8qXnr0fdMxaHbS9WqYC169y9wclOJ6J4YaIhijZ0uiC2bm3BDTe4jwI3duvBrl83nL8OMPpTZqrctKmspISMlBM0auk6H1BcUED+6dPVBl+/VKKiotCLKjJPnvQq/eG9e+jUuh3bfl7kdrj8YjYtXYIzv5AOHhyRXA569+oDycdQLp5ZnSUwMICy4qLza6JlCfsYOX4CfUaqWbyko9ugXVpYSECw+yGMr/7bnjGjPAunCRNEtNqGHj8PClQoLXf0TqtrxNDbPA/w25fBoP6eTXLuvFONw+HdYoWigMFQl969q58sjh44mOLEg1WmEQQQ6hWzc2tDBIcDP7+qJ+kFBXpOn65FkybXZrJat66CvUQhr3rNA0DCDujYxuExlMjFdOrk5OhuBdtZ8WY0gtVU+YQQYPtq6DHgwvXWVTCwj3c73OUZOnAw8uHEavvpoECXa3Trwf2MmjCBobdp0OoaeUxfXJzLzz93wHHWZEwQdASHuSsRRYacM7BhfScGDvT8sCZNUqMo9b36TYoCen09Bg68PoWNTgctmjo4vLfifYPRSIv45thykjEZnSQddpm8nluvu3hHWrbb0ak1pKRE4u8fRGgljnH+zYwaNQydzr0fCgpUMFVynlClSmDk3ePc7v+2BIYNcn+3bh05Glu5xci4Pl0QhP2oVEqFs7GCcHZH2WohIDgYmyOfpcvaIQgWAkKCMRWBf7kFn7JiCAx01bUsw9q17bjpJt+OnA8fl4uauwX7lxIQEEiPNu3YeSiBkNbtXDcVsFgEMoplLGcnLCoV+CsF6DMz6HpDtytWnvj4FkRH28jMzECnq9pjgdl8jPbtY4k6u0MoSRLbtv/Gmg2/UFziOvRSO642o4YOp1WrNgiCQK8be/Pdo1PoPXI0oZGR9Bg4kIVvfoHNdoKlS7swcOAhgoNdZzycTkcF746yXEZoaACLFrWha1dDpbG6hg4axjMzZ9CpV28MRiNBQUGcyczAz9/fzVPkyv9+yU3DRpw3p1zx3y8ZPmjYJZtX5ubmsnjxMtat+w1JcqDVqunXrwe33DKayMhIAEYPHcnSTz/mwddmV/k9drudlV98zuOTH8Lf35+Zr8+iZa9e3DRiFMFhF2KEnT6RzPofvseZX8gLM170KizFiRMCy1ZpOJqkQgH89NCnl536df/i559/5MCBI8iyQmCgP+PHD6V///74+fnh5+dH3y5d2bx/b6WeK0WVCr1WR1lJCRqnE9WZU3S6qTcaDRgjQtiyuT69+6a6fp8kYbVYCLtod/n40WB27mjEzBc8C6uGDRUaNgzj8OFADAb3s3IGAzjzFCSrgKwE0yg+iBgPOuzATggLcBIV5XkC0LOnTGBgbczmk2g0lW//yLJMaWkJ+YURRMeu59Gnl9OofkNGDBlOs2bNK63rEUOG8e2U+3DEt0Bt8ByZOaBtFp9/1JqbFyZTnX3RF1/cwODBhmrNK/Pz81m8eBlr125BkuxoNGp69+7K+PGjq/Sal50tsGqNmt371DhlUKugX2+46UaBsDDXd44cIrHsMx33vlC1KZtdgjX/By887r2wUqmg7412vn0vjeLC70jccxDJJuMX6M/Qu4Zz4/BhGM56AS0tgu0rYeZHrnIVF8Cu1fDhuzU/RxMaGka7ho1IPHqYoOaVx5AD0GgVHAXZaDJKiO/QEUGAek2CSD4cjP4iL6s2CwhKKUlJtUlNjaRuvXx0elWFfk1RXOaUJQWQlhKDvzG8ylANXbvKBAXFcvr0fsosWTjPzpS1Gi0hwcEYDAbOtSGzOYb+/XX4X5kjtX+bwkKQJQdPjZOIrq2g0Qp07qNh+CQNY++YxMyZMzHc0IpPPu3JvHd+RpEVt5iFigJOk4mosEhmvtuTYcP0UI3Ja0bGGVasXsn+gwk4ZScatZoeN3Rn8MDBhIR4rwJTUwXeecfGli1OnE7XosPo0WqGDlWu+TNXFNi/X2TFGg3pmfUpKatDSXES4aFN8Pd3vbdarct01WoW0J/tnmzWDKLi7OcXP89x4jDYCmUaNnRvm61atSHEUoY5KxO/6BgCGzRCG7gGqTgXRYk87+QEwGm1oNPqUKs1qPzz2LChAbfeEYXVrEaj42w8O9dOu16nnD8/uXZtM5o1M17z5+rDx/8S110cueuJi+OYmM1mJk97mKLmLTE2bsXpDAWH4ED0syFqXAOxlFtA0c+rqRs0l3kvxdOxw5V7vGfOpHPPPY9jNg9Cr6/czNBiOU54+O8sXLiA4OAQ9u3fy/xPFtC6543cNGo04dHRKIpC6tEjbF68iLzUNF6c/iJRUVEk/pXIex/P56E584iIieHw3r28/MAsJOv9xEQ0Yu7cRYQElyA7L5iSKYoZnU4iIWEgv/zSh1de0VBJLG3A5V3x5zUrmDr3TfwDAykpKaGotITIuDhElQpFUVj53y/JTE7m4ZdfRRAEln7+KWVpp5jxzHM1DgguyzLvvfcBK1b8jiS1xWBoiShqkGU7FksiWu0BBg/uxFNPueIWfvTJh+TLdm5/6plKg71KNhufzHyRzk3jGTvGtfJptVrZvGUTK9etQlGr0fv5UVpYSGRoGCOHjKBjx07VijiTCWa/qcehFek9FuI7uBwJZKWX8OzEp0k7Vkagf1vCwxsgCAIOhwlJ2odef5Tp06fQr1+/s8HrHyG3QWOCW7VxfxZOmbQjfyFv28S8DxbQ8Gzg5OJCmDu1hGlTV9HlhmRyz5whIjYGre7CzlvSkWDuv2cMLzwXQLduVU+2nM4Ahg0rpKTkz0rFnCTB6fQQ4hp2ZsFKP0LcLTs5tBuWzld483ULlWwMVuDoUZEHH7SgKLvcxJzJVEpefj4afTyNW3Xl7Z8D0eoUjh1IYPOin7HlF/DijBcJDnaPAbJ9xzZmfryA0FHjKg1DoCgKhbt2EJLagAa1+jF37nL8/d2Fj6LAZ5/dQGpqJ555RuVRQCmKwoIFH7No0RYkqQ0GQytEUYuiODCb/0KrTeDmm9swY8ZTFdqm0wkLPtZy7KSaXmOgYy+XS3jJBn9uUrF5kZNOre3cc6cdQYB352txBKoZP9XdWQWAxQwfvwB9OkkMHeK9sDKZTDz99Its2mxCrW9HWFRDBEHEYinD6diPwe8Id78whXY9hzP/GRh9t0zbrlCYC/OfgSl3WunQ/tJ2oEpLS7j3sYcxt+tIYJNmlaYxZ2dhXr2KMP187nqhAfEdXN/95DgzJUW70RtcC1w2C+RnKcTFKIAeRWnGG29soH2HfKxW4fyE1ekAf6NCSko0778/nFdfNVS5o7Rv/17efG85iQcfxOB/DIPRDijYLFZKCwtxSBIx0THY7XHUrt2WL78U8PO8hnBNUBT44guBb74xY7OlYJMysdgUwmMErJZwtLpGdOwVTJ3m37Fiy0ZUYY/QQnEw/bk1+BkdFfJxlBTjr/bji88nEhDQnLvuqiJ2p93Oex+8x6mcLG4aewvte96IWq3GarGwa/16ti5bwo2du3L7rXdUuQhnNsOMGXDgQCGynIpWm4sggNOpxmqNQ6erzyOP6Bk9+tpMkTIzBV6doye6scBNY6BeEygtKuSxkZM5k9oFh9SYqEgFg8EVQzM9QyA0SkAQz2DwW8e87xcQXftCeKITh+Hr2QqzZ1o9Loilp5/m/meeQNN/MMaYWMw52Rya/y1OaThOIs8GBLcimMuIjK2HTq/CZjmKMSiLmPCneXH6Utp1KUVUnV3YyIdaca6A4Bs3NuS77wbw2mvaatuyL46cDx/e4xNyVVBZR2IymZg+6zXW7zuNvntT9PVqIahE7AX5WA/uh8ICmoweh8a/DgVLbmDuE8YrKuYyMs7w1FMzOXMGHI62aLXRgILNlo5Wm0CTJkHMnTuLkJBQ9u3fy8f/9wWPvvUOQR5mGccTD/HtnDeY+8ocwsPDOXr0CG/Pf5dazZrSc8RISgoL+c/z88g81YIA/US6d89i7NhEIiJycDjsJCU1ZevWQcTFhTB1qhqdrury/75zB59/9SVNO3Wi+5ChaAwGsjMzSTp0kH2bfqVpm7YMnngbh3b+zu+rVtKpTXsm3zO5SjFU2SCgKAqvvTaXdevyMBhurnSAVxQFi2UTffoE8Morrui7P/z0HRt+20zngQPpeFMf/Pz9KS0qYuf6dRzYsoVxI8cyaODgSsthNpuxWi34+wd47djEYoGnnzPQ+3aBzr3L3S8r4+nx95GZ3gadvjm5ZyDQKBMUdCGNLNuQpJ95/vnbGThwAGazmZfnzWZ/aipiy9b4162PoBKxFhRgTzyAviCf2uHhoNfRa/QYmrRug6hSkZx4mo9eKiM0wM79U07SsUsRokrmxPFg/u/LjiQeqs3LM3WVmsxeTEREAImJJp5+WubUqUIk6QQ6nQkAmy0ArbYhMTHBBIT6EVpboNcoqN3QZYKTegS2LAatLDP9SavXMRaTkkSefdZOQUEeTmcqGo0Zk8lMfqGWqNpdadM1mCfm6bh4c+3QH7tY/uEC3pr9JgGVhML4Y/cuXvvPO9ijY9G1bI02MBjZLlF2Ihn58CH6dOjEU49MY9cuDd9+W0bXrkcYPDiR8HAzFouG7dvrs3JlB1q3DuCee1RVBlKfN+9dli8/hcHQH6ESl3GutrqV7t1F5sx5BVEUURR4Y56OgIYqRtztvsumVquQJCc/zAeD2cEjD0koCnz1rYatuzR0HQwdeoHez7UrtnMtHNoBd4yz0aeP9x4TLRYL9947lZMn4zEYWpKTK2C1CfgHg8HoEps2mw1T0WJqNbyVqS+PIDwatq2A1IMKjz5oo83fDAZdUlLMc6/NIikvH3WrtvjVro0gCFhyc7AfTCDUYWfuC7Pw96/LnLf0ODQiN42BoHCY/7yV1KOFlBQkI1BKZISCLPuj1TYkMjKU6GiJ6OgMxoz5kwYN8lEUgePHw1m0qDM2WxRPPqk7v+tZGef64Sfee5/8nCBmT7VQkJuL7ExBozWjKAKmYgOmogD696vPm2/qr8sdjPnzBX744QwGw6Hzba24BAoLRQwBLvM6u1SPJq2bERixgs2//h/G2NGEiV0ZPOAofW9OxE9TTFmBwL49XfhjVw/69Qtg1CjB4wKHLMvMem0Wtdu3Y+Ctt3lM89W8OUTrjUy+Z3KlaSQJ7r8fjh8/iJ9fJmq1iMMhX5SPgNXankcfjWD8+Ks7TcrOFnjuZT13viBQ/6K1iOKCAuY89hzJiYXkpLchKjIOvV7AbM6isOggfgEwbd4cOvSshSDAqeOwZQlIRTIznrJVadUALjH37KszyRPVqM+OCUnfLceS44fd1ByVEEFEdDSCcAZBPEhodBRRtd5AJQSg2IpoWCeNgf32UrtWMWGhAgcPxrB4cWcCAkKZNk1DNeE4AZ+Q8+GjJviEXBV46kgef17hcMA6TLm/YMrMAEVGGxhEdIdO+Nepd14k2E0azItvZNn/qT3uSl0ujh07yg8/LCUtLR1BEGnWrAETJoymTh2XrZrdbuf+Rx7gyQ8+9CjizpH45252/vQTr7z4CuCaNB44sJ91G9eTV5CPWqXCT6cjN9vCyZOROJ0dCAqKoU6dGFq2DGTgQJHwcO+bldPpZOeu39m0dTPFJSVoNVr8dDoskoRNsqHT6WjXsjUDBwyqdIJ9MZUNArt37+Lxx7/AYBhT5Sqta4K8jDlzbqVnzxsBlyDb+OsG/ty/B7PFgtHPSM+u3eh1Y+/L7nnysy+1aGqr6Tum4v2PX5nL+kUm/Pw7usopQ+ZJqBUrVzi3JMs2ZPkrli37nKAg1/ZVdnY2i1Ys4eDRI9jtDmKiohg/bMR5M9rMzAxWrllFSloKTlkmMjyCwf0HUVbWis+/UMjNtSMrCkGBasaP0zBokLNKEVKe8nVx4oTA998rnDjhEgWNG4tMnChSv76rrRw7JrJmvZrMbBEBqFtbZuggO3XqXIInQgUOHRL5/nsnp07ZSTy8nxH3dWbU3UbCoz3/384N6zm9axdPPvZUpZ/Lsswff+xkybq15BXko9Pp6NquPSOGDKuwk+dwwM6dAtu3WykpUdDpoGVLPQMGQEA1c4+EhH1MnboAvf6Was2HzeaVvPLKSPr2vZktv6nYmqjj7hmVp1WrVTgcThQFFjwH4wdYaX9218tkgvUb1ew9oMZqhQB/hV7dHPTo4axx3/X++wv48cd8jMYLgcUcDtck32oVkBVQCaBgx+n8P/oN/pLYmDD697bTvr3sddvyhvT00/y8YimHk5ORnU7qxMYybvgoNzPatDSB1es0nEoXUQCDVsZcKpGX52qrDRuqmDhROG+SduKEwNq1drKyXDtLcXEaBg1SU69e1W1VkiQeeHQKT37wIWGREefrI+kgrPjKRuYpJxqNQLN2Ghq1PMSxTd/x8osvX74Hcpk4elRk8uQCdLo/3ESXK/g7mMoEnDI4Hc2YOLEBj08rY9fuTazc+Bun0uojOFoRHhxD3bpRdO5spHdv1+5SVaxdt4aDGae4ddoTVaaTZZl3n5jG/RPuID7e3cT2888FvvzyKEZjGkClQs6Vj4DD0Z0ff/QnOvrqTZVmvKTn5ntEmrgfRz9PRloaP338Ext+SqZ9Wzv169diwoRR6HTNWblWw+mzoVriol39aGXmlFVx7NhRfly+lFMZ6YBAeEAANpPCyZOl5OSp8TM2pXHTsURF1MbuULBKIqIABp2CWjBhNrv6jnr1XO9GTZ6fT8j58OE9PiFXBZV1JLm5Arc9aSL8tu3n72nUKuyOyles87c05Zl+Dejb59oeVN+8+Vf2nznFLQ897FX61yffy6vTXyIiohJbt+ucygaByZMf5dixjuh01XsSlaRc6tffycKFC65UET18LzzwqB8v/h8VJs9Wi4V7e98Cwj0IwgUzutJiwKa4rf6Xlf3BlCn1mTTp2gWFiQAAIABJREFUjqtUcs94OyBfSZYuX0KeWmTgxFurTSvLMi9Pup35b76P0Zul4yvA1KlPc+BAc4/m0uWx2wuJjd3Id999zrRn9Ex6yXOQ73NCDlweQH/5xMmrL1XtjbOmSJLEkCG3oih3IwjVH8EuK9vLXXdFcf/9917WclyvbNq0kQOZ6Yx98KEK9eGJ1yffy2szZhIeHn6VSugdzz6rsH37bvz8iqpN63BoCA3txaJFnk2JvUFRFB5+/GEefPPtCuePPXHsQAJ//PQzzz/7fIX7TicMGeLAbt+MKLrGZU9CDsBkimTcuHY8/vill70mZGYKzJ5v4JkPvEv/3XvQo5mN7t2uzziDl4JPyPnw4T0+r5U1ZO0GEJqnep3ev+1Jvlt+7YNfrtn4CzeNHOV1+h4jRrLx1/VXsERXj8LCApKT87wScQBabQQnTxaTm5t7hUtWkT//VNGyO247IPu2bcVqaVhBxAH4B0BpmXs+BkNbFi9edwVL+s9i45Zf6TFkqFdpRVGk88CBbN322xUuVeWYTKX89dcpr0QcgEYTQkaGnYSEDNB5FnEXU7cx5BapKPEcr/2S2L17FxZLPa9EHIDB0Iply/43+hlvWPvrenqNGOl1+uuxH7bZYPduCYOhehEHoFbbKSgoIjX17wWHS0tLJSAy0isRB9CkdRtOnErDaq14Vnb/fpGysuzzIq46jMZc1q69emP4LxvV9KhBdJpeI2DtBp87fx8+/q34hFwNOZ0low0zeZ1eG2Qlr+Dab3oWFhUSHuPZy52iKJjKTBQVFVFcXExoVDQ5eVdXyFwp8vPzAS8PWJ0nlLyr/PtzcgWiKvHamHU6E6fTvfyuo1PukyNR1GE2S5e/gP9QrJKEv7cB0IDoOnXJriIO35UkPz8fQahZW1WUME6cyCWqdtXpHA4oKYGiIoGSEgiLgfz8yxt5OSsrG0mqxiNNOURRi9V6fbrVvxIUFRcREeul2gaia9cmOzfnCpao5hQXCwiCpUa7aw5HCTk5f2+6kZubS1Qd72OhCoJAeEwMRUUVffPn5QlIknci1JWPgt1ux17zaBiXRE6uSEw177LF4qqHoiKBwAjIyfNFUPfh49+KT8jVELUKFLlmneblPPNxqQgIlcZWkmWZvPw8Tp46icliwSEK2AXILypgw6aNbN786zUo7eXF5dWvppNFGbW3QbMuEyoVFeL1nEOtUXkOwOWBSw3N4AOcDgdq1bWJzOJqczWtaxmNRo3swbLKZoMzmQKn0sEmizhFAatT5NRpkU+/0JKRcfnaikZzKeW/bF9//aPgdSxScMXnVF3lfqg6XE5Sa1ZpgqBCrf57C5pqtQrZUyP3gMPhQHXRu6xSUakDoaoQBMEtZMKVQqVS3IKrn6O4WODkKZGCEhG7IOAQBQqLRZKOi/zwoxrHtTf+8eHDx1XmOpAY/yxaNlVhT/f+vILpdBBNGlz7x1yvTl2SEw9VuCfLMukZZ0CtJqZefUKjoggMCSEwJIS8jAyG3XsvG/f+wadffFqjycf1RlRUNIKQi+KlGFIUBUHIJibG+5Xzy0GD+jLJ+yu537wpWn2G232nHcRK4pDZ7QVERdV0B/J/l/CQUK+DuwMcP5BAwwaeA5lfSSIiIhGEfBTFuwmrq61m0KFDHGlHzgbqLUdZGWRmiwSGC8TUg6AwCAiBwFCXZ9DuE1W88JqBpKTL00c1bNgIfSVt1RMORzHh4f+ecy6V9cNVkXQggUb1r01b9ERwsIJabUSuwYKmShVK3bp/bwypU6ceJw66B8T2hF2SKMzKIuQid7cNGsjo9d6Z2YMrHEFgoOaqLcg2rC9zLKHiPUWBrGyBMkkgsg5ExEJgiOsvPwt6DIY8tZbnZ+qRfMYYPnz8q7j2CuMfRt+bZEiu4/UGif1AQyaNrXwp79Spk+zYsY1t237jxInjV1QsjRw6gs2LF1W4l5mVSUBICIGhoQjihUHZ6XTy58YN9B01hgdefpUzpmJWrV55xcp2pfHz8+OmmzpiNh/3Kr3FcoJu3Vrhf5V9frdoIZOTqlB6kdVPfIeO+AflIzstFe6XFkNQkHubcTj2cvfdt1zJol4RFAWSkwW2bVOxY4eKU6cuz1bNiCHD2bx0sVdprRYLSXv20KXzDZflu2uKVqtlwIDumM1HvUpvtZ6iQ4cmxMUFUy/OSVK5ea4kQW6+SFQdKBcGEIADO6BFe4U2XWHqPJjznp4i763NPNKiRUtCQ004nZUc3qwESdrHnXeO/ftf/A9hxJDhbv2wJ5xOJ3s2bCA6Kopt235j584dZGVlXuESVo9KBcOHa7BYvBNDNps/zZv7ERHx98a38PBwwgODSEs65lX6P7dsokeXbm6WFQ0bKkRGBmO3VxMb5yw2Wy1uv/3q7Yr26+vgjzVU2JUrKBRAJRAehdvO4ObF0P8WhRF3Q3xvkffmX15Pyj58+Li+8Qm5GqLXw7A+Ggp3Vr9KajoZTKQcTnx8RdW37bfNPH3rrSycNJnMZ+eSM/1NFt/7CI/fMpZ1q1Yge7Kr+BvEx7egNDOLowmuLR+bzYoiCBgrOTu07puvad+9Bzq9HkEQuO3Jp1m25sqU62oxadJ4NJrtyHLVXvpkWUKl2srdd0+8SiW7gCDAqKESP35QcWdFFEVumTwRm/XX82LfLoG5RCHgIq1ps2UTEpJOz569rmLJ/x6yDOtWweNjS1hy315ypi8i89klLJyUyNO3lbJ9698TdDd06UrK/v2cPJ5Ubdoln37M4JsHVBu0/Upy223j0Ol24bxIuF+MLNsRhM1Mnnw7ALeMsrP4I1fwb4DCIoGQCPeJn6UMVn4BN58NdBwRC71vgdVr//5kVRAE7r13AjbbhmoXpiQpj6CgFPr27fu3v/efQosWLSnJyDzfD3vCbrfz5kNTKN17iK2PPU/e9HmkPz2b+RPv5MXJk9m/b89VKnHljB8Pen0znM6q24yiCMhyS6ZMuTxCaNyosfz0n/exV3NgrbS4mF++/pphQ4ZX+vmUKSocjni3HeyLsdt1+Ps3ZNCgq2eRYjRCh9YONvzkupZlKCkVCInEzaL1r91gK1Oo39R13Wc0nMxWk539b7JX9uHj341q1qxZs651Ia5XPDmM6NAW9m4I5fQZMNQqRKUSkeULHb2iQOnxMFS7OvLBG6rzATAVReHTt98iZcF/ecYcyFhNJO01gbTXBNJXFcyNZSp++20TG48n0q1v38t6zkkQBDq178T7r79KSEwMKr0eY0gImnJx0JxOJ2u//oqUgwe4++np5yezGo2G9NQUNA4ntWtVcwr7OsBodHf2ERwcQlxcMJs3fw00QBTdV2MdjlLs9kXMmDGJLl26uH1+NWjYUOGv/QK7tos078j5GHGNWsaTdWo/KUf243DUIz9TRUy0UjFMgfU0BsNaPvpoDmFeena70lRWF+VxOuHNGTYc325huv0zhmp20l6TTHvNcQao/qBj0W6WrA/kcHEk7W+4NPflgiDQrnVb3nl1FrGNGhEe7R5Izi5JLPpoAXJuPvfdc/81PWMYGBhIvXoRbNy4EEVpgEqld0vjdJZhty/iiSfG0aNHDwDCwhRUTpmvP1PToguYzCKh5SZ/giBQkAMLnoUhE2Satb2QX3Rd+Gq+yLDBjr99Zq1Jk8bk5R3j8OHdqFT13bytAlitZ9BqV/Hhh7OJiIj8e1/4D0IQBDq268j7s18lNDaWiNg4t7ZWZjLx3M0302Xncd4Nb0U/TSjtNIF00AQyRAyhWXYZ/127jBK9mmatqgg0dgUxGqFpUw3r10chyzmoVO6Hs5xONTZbBx56KJSbb748QigqKhqbycSir7+iVdduaHXu/XhuRgYfTH+GybfdRdOmTSvNp359MJmMHDjgj0qVi0pFhTEcwGYzolJ1Yf58PbGxV/doQbs2ThZ9raKgSCC8Nqh0AoZy0VAUBfZvg+WfKEybraAvF39P1ELiTmjf7p+78FrduFE+nQ8f/3Z8Qq4KPHUkogj9e0NpSigHltXFatJgk2SkEj2mE+GYN7WhhbYOb78sUn4+vfTbrzF9vZyXDPUJVLmbPxhENd00waSeOMHvhRl06N79sv4ePz8/enbrwfJvvubbjz8kMCQEm8VK9unT7Fq3lh/eeZvI6BjueWa6mzmKIgikJCTQoV2Hy1qmK4GnQaBhw4a0alWHffu+pbT0OBaLjMNRhs2WCWwnJOQQs2Y9TJ8+va9+oc8iCNCpo5OCTIUv3hHJTBdAgIJcgeDwXhxPKCTn9LcEB+YCMg5HMVZrKqK4kebNTbz33ivUrl3nmpX/YqobkD99S6LOhjU8bFyBQXRfZQ9QWemj3s+WQ6Gc+f/27ju+yXL///jrTpp0pJQyWpANhbL3EpmCoICIAuIAB+BR1AOIC0RQ1OMARVA5igO+HPUoLkCW+wgKKEOUoUWKIkNGSxmdSZrk/v3Bj2iltEGaNoH38/Hg8SD3fSX9JJ/cST73dd3XFVWDxi3+Xk9ZXFx5LmzfkXdee4XPFy3EZ0BuTg4H9+7hqw8/5L3nn6NVUjK3/WN0mfbGnVSnTh1atarLpk3/JTPz5z+9Vw9immuIj9/M5Mm3ctlllxa4X4P6JhUcPmY+EsHP2wxi4iDzCOzZAR++YvD1EpMht5i0+ctHS4QNtnxj0Kqxh7MdUWwYBp07d8LhyGXr1rfJy0vH5Tr5Xv0Ni+ULkpOP8eyzU6lbt97Z/bEw5HA46HpRFz56722W/PdNPF4fTmceh/btZe3HK3juphHcmmHjzurNsRcyw0aFCDt9rPG8+c2XWOpWp3YZvYY1akD79na+/74Gx49XIjc3H6/XjtvtwDQbEBfXlAkTYhk4sGSLoMaNGhNlsfLy9Kf4JeVHsFo5fiSDX1NSWPTyS2xcsYI7Rt5GmzZFf1d17Ajx8eXYsqUWTmcseXkePJ5InM7yWCzNqVu3PjNm2ElOLv3rw61W6NHNw3erDf79pBUMA9OEI4dgy1r479OQnWFyx1STuL9cDl0hAZa/ZdC3T/jOfKJCTiRwWhC8CIEsSOlywXebHHzzXTYeD9SsZuWyS3xUrFiwndvtZmy//rxBHWzFzJhlmiYjvL8yddF7xMcHZ9KKG/9xE52vvIqMtENYrVZq1KvHhb16F3qGEyDl+03s+Oxz/jn6n0GJpyQVt5ioaZps357CF1+s4tixbOLiHPTq1Y0mTZqG1GyPXi98862VH1OsuN1QId5Hzx5eEhPzWbPmazZs2IrL5aZatQT69u1D1aqnX16irBSVi6NH4dFBe5ln/VexvUD5ppUbjMd4fnkl7Gd5CcihQ4f435efc/joEWwRNhrWb0CXLt2w/XUBvxDx88/b+fzzVRw9mklcnIOLL+5Ms2YtinyvfvedhQWfRlG1joEzF6Id0KGHhdrJp59E5aXJcPt1edSsWXJfCV6vl7Vr17Bhww/k5rqoVi2Byy7rTbVqga2Tdy5LSCjHzz//xhf/+5xDh9OxWq04oqLY9epbzIwsvjg75nUzJu4ozy9aVOafW7/8YvDZZyaHD5vExhp0726hVStfUGckNU2TzZu/Z8Om73A684iNjaXrRV2pX7/BGT2Ozwc//xzLRx9lkZsLVapYuOwySvQ4OBuPPB5J+QZWXE4DrxcqV4XOfU4t4E7Kd8PTt5m89FzRQ7NDmRYEFwlcaM1rHIYiI2HgFRYu6nTyG6vw4QxfffkFPfPs2GKKP9tvGAYDndF8vGgR144YWYLR/qFcbCzd+l8e8PpaGYcOUqF84OtDhTLDMGjcuAmNGzcp61CKZLVCl85eunT+64/vCLp3v5ju3cuu57AkfLTQy5XOzzAC6AGyGV66533D1ysH0KvP2f3AqlKlCtddO+ysHqM0NWzYiIYNG53RfSpUMLFZYehtf7xWEREUOT35sfTCJ885G1arla5du9G1a7cSfdxzRcWKlbh6yDX+288/MpVrPHEQQEdDvNVO0hEnW7dupkWLVsXfIYiSkkySkuCPi7iCP6zPMAxatWpDq1ZtzupxLBbo1s2gceOTsYdGAXdS5UomtZtCy06BxZVx6MTMoiJyfij7MUTniS1frqKrJfCzR92iKrFl5aqgxdOr28WsWbE84PZrly3j4jAvHCS0bF2VQ9eobQG3725sYsvKwGZDPN/VrWuSvtskOzOw9gf2gMPu4wzWTZcg2L5uAx1iAr++tbs7ki3ffBPEiKSs9erhYW3gX9WsXgaXdC+l1ctFpMypkCslrtxcHJbAO0BjLFZcecEbGtGn96WsXbaU/AAWndmduoNoi0XDoaREOfPAYSl6FtE/i7G4cOWG7wX8pckwoG/vfP63MLD2n74NA/vpx19ZM0wfljMYj+iwRODM1smNc1nDhj6OHzBJD2B5xtxs2PI1dO1yZguni0j4UiFXSmIrViTDE/iP1sMeF7HxwRvKGBtbjkH9B/LSlMlFFnNpv//OvEemcuc/7ghaLHJ+KhdvkOENfGaNDE85YitqNHigLu/nYcdaHxtWFt3u8/fBne7lok768VfWLHY7Tl/geTjsyye2cuUgRiRlzTDgn7e6ePFBOHr49O3ycmH2RBgxzHXW1xGLSPhQIVdKOl9xOSus2QG3/8hzlK6DrgpiRHB5/wF0adGKJ2/7B2s/+6RAQXf8yBGW/uf/+Pf99zLxrvuoXbtOUGOR80/nK+NYkd8p4PYrIrrTdWBMECM6t9jt8PhUJ2vf9TH/KfjtT8vomSakbj0xwcmeDV4mT3QRApN1nvc69u/HZ7lpAbdfEZVHl/NoHb7zVePGPsaMcjJzLHz8NgWGTLuc8NVSeOo2uOoSF9266oSMyPlEs1YWIZBZkyCwGZZM0+SfV1zBC9mVqBhR9JXsTp+XEZY9PLd8GfZSOLV26NBBlq1Yxpr132C12fD5fERGRNC/d1969ryE6Ojo4h8khAQ645UEX1G5cLlgXP/DzDenElXI0gN/dsTjYGzcw7ywuHxQZ8I7F/l8sGmThRWfOdi1x0uE7cTMdg3qerny8nyaNAnu7IJSuMKOjYyMDB4bPJR5EUnFDrH8xZXFs/WjeHzevGCGeV4Il++M7Gz49LMIPvmfDY9pYBhgek16dPbQv2/+KbNlhyvNWikSOBVyRSjJQg5g44Z1vHvPAzwbUYdYa+FTnbt9Xh5w7aLTpLu5pF//M4q3JPh8PgzDKPPprM9GuHwpnw+Ky8Wny3yse3IrT0a9jN1S+JnkLG8Ud3vGce2zSbRtp4+rv+tkLrzeEzOiStk63bHx31deJvM/C5kQXfu0xVy6x8nd7OOu1+aQlHRm0+3LqcLxO8P3/y8XPhd70lXIiQTuHPwICF3t2ndkwCOTud3czcc5B3H/6VoIr+njq5x0bvfsovX428ukiAOwWCxhXcRJeOlzuYVWdzXn9vz7+SqnCT7zj/ee22flo5w23G5OZOCj9VTElRAVcaHt+n/cSvR1lzPW9QsbcjP487nWXJ+Hhdn7GRtxgFuff1ZF3HnMYjk3izgROTPqkStCSffInZSWlsaKd9/h26XLqJh/YuWdDMNLqz6XcPmwYdSoUfNvRiwQnmdXz1WB5mLvXoPlb7n44dMsKplHMTE4YqtIp4Hl6DvERmKiPqbOlo6L0FJcPlJTd7Ds9dfZseYbKhGBB5PMKBs9rhnCpVdeRflzZF3PUKBjI7SoR04kcCrkihCsQu4kn89HTk42pmkSG1sOi06vlQh9KYeOM82Fz3fiOhDDAIdDZ5xLko6L0BJoPjweD9nZWURE2HA4HBoxEQQ6NkKLCjmRwGku7zJksVgoV04r8IqcZLGgRalF/iQiIoL4+AplHYaIiIQgne8WEREREREJMyrkREREREREwowKORERERERkTCjQk5ERERERCTMqJATEREREREJM5q1UoIiNzeXdeu+4VjGYWxRUTRu3ESL18p5LTMT1q+3knnER5TDQouWPmrU0Oovcv5KT0/nu+82kJuZSUxcHG3btichIaGswxIRCRsq5KREHT9+jDdeeIGUL1fRI89ONa8FFybvRHvIqBLPkDF30qlLt7IOU6TUHDxo8OZzeez59giXOL+miu8ouUTxcnQnvHWqc934WJq3LOsoRUrPrl2/8uaMZzm+bTu98uxUxcJxfDwdk09sk2SG3X2XTvyJiARAC4IXobgFKU3TxOVyUbFiDDk53vN+odb09HQeGTWKEekWLnYkYvnL63EoP49pnv00ve1GBt9wIz6fj9zcXOx2O3a7vcTi0OKuoSPcc+HzQW4u2O0n/p2pXbsMnh59mLuy5tI+5hf++hGxx12Jx3yj6Du5Hj0vDe7nR7jn4lxT0vk42/dqadnywyZeHX8fD3gSaBJV/pT9Kc7jPGlN5+ZnnqJNu/alEpOOjdLh8/nIy8sjIiKCyMjI07bTguAigVMhV4TTfZBkZh5nyZJlLFiwlJwcA5stAq83h169OjFs2NXUrl2ndAMNAT6fj7uvvZa7Dxi0iIo/bTuPz8vIzB851qgJe/cdxTBiMM18KleO5qabBnPJJb2Jioo6q1j0pRw6wjUXP/9s4T//8fLttx7AhWlaiY+3c9NNNvr08RETU/xj5OTAfVcf44mcp6ljP3zadnk+G2Py7+GWV5Jo1MhXck/iL8I1F+eqksrHzp0G//mPjzVrTr5XLZQvH8nw4Tb69vXhcJx9rCXl0KFDPHr9MJ731aBSxOl/yB/xuBhr7GPyW29QteoFQY9Lx0Zw/frrL7zxxrusWrUBiMY0vZQrZ3DddVcyYEA/YmMLFmQq5EQCp0KuCIV9kGzZ8gP33PM4OTnNiYpqidUaRUSEhfx8D7m5PxMRsY5Ro/px0003lEHEZeebNV+zfeKTjI+qedo2XtPHgwd2sOx4FAcj2lOnfhd/L6bHk4Xb/R2VKv3Giy9Op0aN0z9OcfSlHDrCLRc+Hzz9NCxffhSvdwfR0cf8vWgejw23uwYVKiQxe3YEdeoU/dH54XsmtlkLuD5mZbF/N8VZjbmt72Py8wFUiH9TuOXiXHe2+TBNmDXLYOHCo/h8O4iOPup/r3q9EbhcNShfPokXXrCRlBQaX/OvPjuDNu99Ta/YKsW2XZmTxrqrLuS2+yYEPS4dG8FhmiYvv/wab721Eo+nIzExDTCME3Pseb15OJ3fU67cTzz33KM0atTYfz8VciKB06yVZ2DnzlTGjfsXHs/VOBwdsVr/6DkyDAsOR2Ps9ht45ZWvePvtd8ow0tK3fO7/MchSscg2Uw6ksiKzDg7LIKJ8VXC7Xf59ERHliInpwbFjfbj11ns5fPj0PRgiwfLss7BkyW7s9vXExBwrMBQyIiKfmJhdZGau5bbb8jl06PRDIU0TPn8zk8sj1wX0dxtH7efY1nQyMs7v4dkSuNmz4f339xAZuY6YmKMF3qtWq4eYmN/IyVnL6NFufv+97N9Xbreb71Z8THdHYJOZdI2pzPcff4bL5Sq+sYSkefP+wxtvfI/dPhyHo6G/iAOwWqNxOC7C5RrEHXdM4bffdpVhpCLhS4XcGXj00Rn4fAOJiDh1XP9JhmElOvpKXnnlfbKyMksxurJ1bO8+attPP4YnxXmcjzJtRBsXYRgGsT6DvLy8U9pFRlbj6NEOzJkzL5jhipxi926DpUsziY7efsq1bH8WGZlLVtb3zJp1+mGQeXkQnXWUOOup7/HTae/ZSmqqPpKleAcOGLz/fjbR0T8V+V612/PIzd3EM88Eb8huoPbv/50GPhsRRmDvcathobHPzr59e4IcmQRDRkYGb7zxEdHRlxco4P7KZqtIfn4/nnzyuVKMTuTcoV8NAfrtt13s3u3Ebk8stq1hROByNWPp0hWlEFmI8BX9Q+G1jIN46OgfSmkA5mnu43A04csv15Obm1vSUYqc1ltvmeTnpxb5w/ikmJgjrFvnIvM052rcbogy8s/o79u9LtT5IIF4+20Ttzuw92p09DF++CGPI0eCH1dR3G43UeaZ9QxGYuByuYMUkQTTBx8sxuVqiWFYi20bFVWdn39O5+DBA6UQmci5RYVcgD755AtcriYBt4+KasmiRR8HMaLQ4rPb8JinL+a+zskmxvjjurd8A6wRha9+YRgWnM56bNy4vsTjFDmdlSs9xMQENqTXMCAvbzffflv4jxSHAzJ8cZzJFciHbAlUqBAa1zJJaPv8cw8OR3pAbU++V1evLtuv+/j4Chwwz+zkxgE8VKxY9JB9CU3Ll39JTEyLgNvn5TXmf/9bGbyARM5RKuQClJ5+FKs1LuD2Vms0OTnOIEYUWlr3voRVOYX/sPCYPnym7U/LM5hkGT4cjtjTPl5+voPMzONBiFRCyd69BuvXW1i/3sKBA2V7HY/H4w2oh+Mkn89JRkbhhZfNBjVal2ObM7BJe/J8NjZHN6dp07IfAiehLz/fh2GcSdHvJD09eCcJPB7YutXCN99Y+eEHC4UNpkhMTMRVrRIH8gMbbpyW7yQrsXypzFopJc/pzMdisQXc3mqNIz39aBAjEjk3aUHwADkc0Zhm4EM8TNNHRETZX2BeWgZcfz3PfLiCi81T14+zYmDwxw/ULJ+HyLhYrNbTD7mwWPLPehkCCU2mCatWWVm0zE5EOYMa9U9s270EIrw+hgzMp9OF3lKPy2I50/NaVhyO0x/jl4+I5c0N/XjKfLnYAnFpbke63hJHEYeEiJ/FYhQ3mr0A0zz5Xi3ZYi4rC95fZOOrtTbqtYC4CpCXC8+/Ai2beBg6OJ8LLvjjb/YdOYIFDz/LeFvtYh/7nfw0+t48pkTjldJjtRp4vWbA6+v6fG4cDs1CKXKm1CMXoM6d2xERsTPg9rm5P3PhhW2CGFFoqVr1AloPG8oTeb/h+8t4MsMwqG234PYdw+nzcthqUimx6Omno6J+o1mzwIdlSHjw+eDZ5+18uSWSmx4xuGsGDLkdrr4D7n0erplgYfGXkbwy135GwxJLQlKSFZfr9L3EfxUVVYMWLU7/a7rZsldYAAAgAElEQVRZMx8xlzTj1bz+RT6Xb/Ia8lHtq7jyOlVxEpjGja04nYH/6I2Kqk7btiUbw8GDBndPjCaito0p8+HmiTDoNhg2Hh5+Hep2i+DBx6LZ9uMfPzO6X9yL31rVY3HuwSIfe2nuQbY3q8nFvfuUbNBSalq1akxe3q8Bt4+M/IUOHVoHMSKRc5MKuQC1a9eB2NhDeL2BDZe0279n+PChQY4qtFz/j1uJv2kQt7l/4cuctALXzF1dvjxp5joO2HxcUKc2Eae5Pg7A5TpEgwYVNaTmHDT/DRtmhQhGPQgJhaT3glpwx+OwPzeCRYtLd8DAqFERmGbdgNrm50dRq1ZckWvJGQb8c7KdtH6XcZd7HN/mNMD3p8kedrqq8JRrGHPrjmbqy7EBLTIuAjByZASGkRRQ2/z8SKpWrUCDBiU3bDcvDx76VxTDHjDoMQBs9oL7LRZo3QXGPQvP/juKgwdPvO+tViuTnp3J1+3r8KDrNzbnHeXkUramabIl7yhTXLv5X5uaTJ71XJHfExLabr75WiIiNgXU1uvNoUKFLJo3bxnkqETOPfqUDJDFYuH2229k2rTFREUNKnI63by87+jYsTq1ahU/fORcYhgGw28dTc/LB7Biwdu88snnWPM9YLEQ07QK1SodJyfHwPbXb/0/8flcmOYKxo17sBQjl9KQlQVrNth4aD5FDjW0WODG++Gxm+xc3t+D/fRvlxLVtq2POnUuYNeu34mOPv0Ufz6fgcfTmnHjrBQ3VM1qhX8+aOfX65qy/M0kZq3OISLfjWm1UrlJDANuKcetbXyc8ahOOa81b+6jfv1EduxIIDr69JOe+HwGXm+rgN6rZ+KLLyJo1csgqZj5vyomwpW3w7sf2Bh754lLEyIjI5k8cxYpKT/xzv/N56kfNmP1+PBaDepc2ILLR4ygSZOmAQ/Jk9CUnNyQpk3LsXnzliInPTFNL273EsaOHamci/wNhmmW9gCm8JGennXKtldemct//rMam603NlslACIiLHg8PrxeJ07ntzRtmsULLzyja7z+IiMjg3/84y4OHGhETEzLUy6Edjp/xzA+ZfLkUfTp0/tv/52EhHKF5k5K359z8f4HERx32OkTYEf1wlehSSUXvS8pvevljh2DW2812bPnJxyO37FYCn48ulwOTLMF995bnoEDw+ujU8dFaDnbfGRlwW23mezatZ2YmH1YLAV73FyuGHy+Ftx1V3mGDDnbaP9gmnD7uGjGzDSIq1B8e58PHrkRZj+TG7K9zjo2giM3N5fbbx9PamploqM7YrFEFtjvdqfj9X7C6NF9GT78ev/2QPORkKBr6kSsU6dOnVrWQYSq3NxTJzdp27YNjRsnkJq6lKNHf8DlOoLbvQ/T3IzDsY6RI7syYcI9REZGFvKI57eYmBj69++N17uD1NRFuFyHcToP4vH8imGspHlzN48+ehcXXnjhWf0dhyOy0NxJ6ftzLl5/206fGwxiArwMLSYOvv3UoOtFpVfIRUVB//4GhpHIjh21cTpjcDodeDyVgCY0alSPRx6JoVu38CriQMdFqDnbfERGQr9+BhZLIjt21MLpdOB0xvz/92pjGjRIYurUGHr2LLmY4UQBuXKdnZ6DA2tvGHBgD1Swe6laNTSPGx0bwWGz2ejf/1JstgP8/PNC8vJ+x+k8RH7+LgxjDXXrpjFlyq307XtZgfsFmg+HQ7+zRDS08m+46KLOXHRRZ/bs2c2uXb8SG2vHbo+ladPmf2Pmu/NLbGw5xoy5g9Gj/8Hmzd9z/Pgx7PZIGjVqQkJCQlmHJ0GUl2cQ7Qi8fXQM5AY2U3mJiomB0aPhllsi2LKlFkePGtjtkJzso0oVE9ASARIaoqNP9CCPGhXBli01OXrUwGaDBg18/79oKvnC6UyPY4CoaHA6NWzufGS32xkx4iZuuukGtm3bwuHD6URE2EhKqk/16jXKOjyRsKdC7izUqlWbWrVqa1jG32Cz2WjXrsPfuq/PB7m5J85I2wJfpkbKWLlyJsePBN4jd/wIxMWW3Rn8iAho0ya8ijaPB5zOEz/wtZTB+cNqhdatS+e96nCYZJ7hcl+ZRyG2edn2xuXng8t14kSNzreWPovFQosWrco6DJFzjgo5CQumCZs3W1i2zMn+/XnExbnIy4vAbo+hb98Yunb1qagLcd0uyufbTyO56pbA2n/7CfQqxWGV4crng3XrDJYvd3L8eB6xsS6ysiKJj4/m8suj6dBBk6lIyYmNhRibj0P7LFQJoEMl3w27tpo0urX0T4q43fDVVwYff5xHfn4u0dEeMjMjqV49mgEDomje3FfsGo8iIqFMhZyEPLcbpk/34nD8zKhRG2jc+LB/38GDDhYtasm997Zk8uQoEhJC8xoMgR7dvbw9FvoNh8hi5gHKzoRffjCZeIsKuaJkZcG//pVPcvKP3Hff99Sufdy/b9eueN5/vw0fftiYBx+0oZHLUlKu7J/P5+9FMmx88W3XfgrdLvJQ2isJHDpk8K9/OenS5XueeGILiYm5/n0//VSZt9/uwPLlSdxzj7quRSR8abKTIgR68bMulA4enw+efNLLhReu4s4715CQkFtgf2xsPu3b76Vu3b089VR9unaNoEIF5SNU/PnYsFohyubjvf9G0KbH6Yf+OfNg9kS48Wo3tWqpMD8dtxseeiif4cOXc911PxAf7yqwv0IFJ5077yIm5ggvvliPfv2icTp1XISKcP7eqFHDZOn7Vky7QY0ilrP75SdYOsdk/D9dlOb8X5mZ8PDDTu6/fyH9+/+Mw5FfYH9CQi49e6Zy+LCLxYtr0adPVNjm4lykyU5EAqcBNxLSNm2yUL78Dq6+ekuR7Vq1OsTgwatYvFg//EPZZZd6uai5m6fvhM3fnCjUT/J6YcNKmH4HDOzl4qJO6o0ryqefGnTsuIHu3X8rsl3Pnr/QqtUmPv5Yr6eUDKsVpk52sn6xj//OhEP7Cu4/fgSW/gfenmby2BQn5Up5lvj33/dy/fX/o0WLtCLbXXfdZmy2X9gU2LrVIiIhR0MrJaQtW+bkjjs2BNS2X7+fufHGrowdGxfkqORsXDXQQ+uWXhYvs/HB7AgqVj1xDeSRg9ChtYeH78unRg0V5EUxTfj00zxmzSr6BMdJQ4ZsZvLktlx4oT7ypWQ4HPDUv5ysWWvlrSds5LotxFWEvBzIzzEZcGk+I6Z7iI4u3bjcbli/Po8xY3YG1P6669bz9tsNuOceXSwnIuFH3+oSslwuyMjIITn5SEDt7XYfrVr9ypYtVahZM8jByVmpU8fkrn+6cbvdHD9uYBgQH2+W+nU04er33w0SE9OoWNEZUPuEhFxiY9M5dKja/19CQeTsWa3QrauXbl29ZGdDTo5BVJRJXBxlNonI1q0WOnT4BZstsMlVmjQ5zJ492Xg85fT5IyJhR0MrJWRlZxtUrJhbfMM/SUw8zrFjQQpISpzdDgkJJpUrq4g7E8ePG1SufGZLniQkZHP8uHodJDhiY6FKFZPy5cuuiIMTx0ZCwpl9CcTH55F7Zl81IiIhQYWchKzISJO8PPsZ3ScvL5KoYmZEFAl3UVEmublnemzYiIxUb5yc26KiIDf3zL4EThwbQQpIRCSIVMhJyHI4wOksx5EjgX0pmyasX59E06ZBDkykjNWsabJjxwXk5wf2Ee5yWfn116pUr65CTs5tjRt7+fbb+pgBvtXT02MwjHIq5EQkLKmQk5BlGNCnTzRLlgRWmf3wQ1Vq1oylfPkgByZSxux26NAhmi+/rBtQ+y++SKJnzzgNX5VzXoUKkJhYjm3bEgNq/+GHzbjqKk2QJSLhSYWchLRevUw++6w9P/9cqch2mZl2Zs3qw+DBZzbcTCRcDRgQwfz5PTh40FFku/37Y3nzzW4MHqwuBzk/DB0ayYwZl5KVVfT3wU8/VWblyrb06aNFwUUkPKmQk5AWHQ2TJkXzyCND+OyzJLzeglfRmyZs2ZLImDHXMmxYRerW1dAxOT8kJJiMHRvHPfdcy7p11U8ZSubzwTff1ODee6/hrrviqFT0uRCRc0ZSksm111ZizJhr2LYt4ZRjw+Mx+OSTJB5/fDCTJ0dpWKWIhC3DNAMdSX7+SU8PbFa4hIRyAbeVv+foUXj3XS/ff59L5847qFQpk5ycKNauTaZKlTiGDrVTr96Jt7LyETqUi+Dbv9/g3Xfz2bkzm86dd1C+fA7HjztYvbohyckOrrnGRtWqpnIRYpSP4Nu50+Ddd10cPpxJp06pOBxODh8uz9q1ybRtG83VV1uJj1cuQk2g+UhIKOWV5kVCkAq5IqiQCz1OJ2zebCU7+8TsZE2aeKlQoWAb5SN0KBelJzsbtm61kpsLMTHQvLmX2Ng/9isXoUX5KD1HjsBPP1lxuaBcOZOWLX0FeuGUi9CiQk4kcLr0XcJKVBR07Ogt6zBEQk5sLHTqpGND5K8qVoQuXXRsiMi5R9fIiYiIiIiIhJmQ65HLyMjg0UcfZc2aNdhsNgYNGsT48eOJOM282Q0bNix0u2EYbN++HYBp06Yxb968Avtr1arFZ599VrLBi4iIiIiIlIKQK+TGjBmDYRi8+eabHDp0iIkTJxIREcH48eMLbb969eoCt9PT07nhhhsYPny4f1tqairDhg3j9ttv92+zWjXdsIiIiIiIhKeQKuS+//57vvvuOz7//HNq1qxJo0aNuP/++3nssce48847sdtPXRMmISGhwO0HHniABg0aMG7cOP+21NRU+vbte0pbERERERGRcBRS18ht3LiR6tWrU7NmTf+2Dh06kJOTQ0pKSrH3//LLL1m7di1Tp07FYjnx1LKysjh48CBJSUlBi1tERERERKQ0hVQhd+jQIRITEwtsO3n7wIEDxd7/+eefZ8CAATRq1Mi/bceOHQAsXLiQXr160atXLx555BGysjTVsIiIiIiIhKdSHVq5b98+evXqVeg+u93OFVdcQeSfF3cBbDYbhmHgcrmKfOz169eTkpLCM888U2D7zp07AYiPj+fFF19k3759TJs2jZ07d/L6669jGMZpH7NChRgiIgK7lk7rmYQW5SN0KBehQ7kILcpH6FAuQovyIRKYUi3kqlSpwooVKwrdZ7FYePPNN3G73QW25+fnY5omMTExRT72hx9+SLt27U4ZQjl06FB69+5NxYoVgROzXFauXJmhQ4fy448/0qxZs9M+5tGjuYE8LS0mGmKUj9ChXIQO5SK0KB+hQ7kILVoQXCRwpVrI2Wy2Iq9Vq1q1KqtWrSqwLS0tDThRBJ6OaZp8+eWX/POf/zxln2EY/iLupOTkZAAOHjxYZCEnIiIiIiISikLqGrm2bduyd+/eAtfDrVu3DofDUeC6t7/69ddfycjI4MILLzxl37Rp0xg0aFCBbdu2bQPQBCgiIiIiIhKWQqqQa926Na1atWL8+PH8+OOPrFq1imeeeYYRI0b4lx7IyckhPT29wP1SUlKw2+3UrVv3lMfs3bs327dvZ/r06ezevZvVq1czadIkBgwYUGh7ERERERGRUBdShZxhGMyePZtKlSoxbNgwJk2axJAhQ7jzzjv9bebNm0eXLl0K3C89PZ3y5csXOnFJmzZteOmll1i/fj0DBw5kwoQJ9OzZk8cffzzoz0dERERERCQYDNM0zbIOIlQFevGzLpQOLcpH6FAuQodyEVqUj9ChXIQWTXYiEriQ6pETERERERGR4qmQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwo0JOREREREQkzKiQExERERERCTMq5ERERERERMKMCjkREREREZEwE7KFnNvt5oorruDDDz8stu2SJUu49NJLadGiBUOHDmXLli0F9u/evZtRo0bRunVrunfvzmuvvRassEVERERERIIuJAu57Oxs7rzzTn7++edi265du5ZJkyYxcuRIFi1aRHJyMqNGjeLIkSPAiYLwlltuweFw8N5773Hvvfcye/Zs3n333WA/DRERERERkaAIuUJu7dq1XHnllWRkZATUfu7cuVx++eVcc801JCUl8eijj1K+fHl/ofbpp59y+PBhnnzySerXr8+AAQO45ZZbmDt3bjCfhoiIiIiISNCEXCG3atUqBg8ezIIFC4pt6/P52LRpEx06dPBvs1gstG/fno0bNwKwceNGmjVrhsPh8Lfp0KEDv/32G4cPHy75JyAiIiIiIhJkEWUdwF898MADAbfNzMwkNzeXKlWqFNiemJjI1q1bATh48CCJiYmn7Ac4cOAAlStXPsuIRURERERESlepFnL79u2jV69ehe6z2+3+4itQTqcTgMjIyALbbTYbLpfL36ZixYqn/C3A3+Z0EhLKBRzLmbSV4FM+QodyETqUi9CifIQO5SK0KB8igSnVQq5KlSqsWLGi0H0Wy5mP8jxZwLnd7gLb8/PziY6OBiAqKuqU/Sdvx8TEnPHfFBERERERKWulWsjZbDaSkpJK7PHi4+OJiYkhLS2twPa0tDT/cMuqVauya9euU/YDpwzJFBERERERCQchN9nJmTAMg9atW7Nhwwb/Np/Px4YNG2jfvj0Abdu2Zdu2beTl5fnbrFu3jrp161KpUqVSj1lERERERORshV0hl5OTQ3p6uv/2zTffzOLFi/nvf//LL7/8wkMPPURWVhZDhgwBoHfv3pQvX5577rmHHTt2sGzZMubOncutt95aVk9BRERERETkrIRdITdv3jy6dOniv92tWzceffRR5s2bx1VXXcXOnTuZN2+ef4KTqKgoXnvtNbKzsxkyZAgzZsxg/PjxDBo0qKyegoiIiIiIyFkxTNM0yzoIERERERERCVzY9ciVloMHDzJ27Fg6dOhAu3btGD9+PIcOHfLvX7JkCZdeeiktWrRg6NChbNmypcD9d+/ezahRo2jdujXdu3fntddeK+2ncM44fPgwEyZMoEuXLrRr145Ro0axY8cO//5OnTrRsGHDAv9efPFF/37lomQVlw8dG2XnoYce4sEHHyywbfDgwaccH39uk5GRwbhx42jXrh2dOnXi6aefxuPxlHbo55zCcrF69WoGDhxIixYtGDBgAKtWrSqwX7kIrtTU1FOOhYYNG7Jx40ag+PxI8Hi9XmbMmEGXLl1o3bo1Y8eO5fDhw2UdlkjoM+UUPp/PHDBggHnTTTeZKSkpZkpKijls2DDzqquuMk3TNNesWWM2bdrUXLBggblz507zwQcfNNu1a2dmZGSYpmmaLpfLvOSSS8wxY8aYqamp5pIlS8yWLVua77zzTlk+rbDk9XrNa665xhw6dKi5efNmMzU11Rw7dqzZqVMn88iRI2Z6erqZnJxsbtiwwUxLS/P/y8nJMU1TuShpxeVDx0bZ8Pl85qxZs8zk5GRz0qRJBba3atXKXLJkSYHjIysry9/muuuuM6+//nozJSXFXLlypXnhhReazz77bFk8jXPC6XKRmppqNmvWzHzxxRfNnTt3mjNnzjSbNm1q7tixw99GuQiu5cuXmx07dixwLKSlpZlutzug/EjwzJw50+zcubO5evVqc9u2bebVV19tXnvttWUdlkjIUyFXiLS0NPOuu+4y9+7d69/22WefmcnJyeaxY8fMkSNHmhMmTPDv83q9Zq9evcyXXnrJNE3TXLp0qdmqVSszOzvb3+aFF14w+/TpU3pP4hzx448/msnJyebOnTv921wul9myZUtz0aJF5tq1a80mTZqYLper0PsrFyWruHzo2Ch9e/bsMYcPH2527NjR7NGjR4HiYffu3WZycrK5Z8+eQu+7adOmU/YvXLjQbN269WmPKTm9onIxZcoUc/jw4QXaDx8+3Jw8ebJpmspFaZg5c6Y5bNiwQvcVlx8JHpfLZbZu3dr84IMP/Nv27t1rJicnm999910ZRiYS+jS0shAJCQnMnDmTGjVqACeGWb7zzjs0b96ccuXKsWnTJjp06OBvb7FYaN++vX94xsaNG2nWrBkOh8PfpkOHDvz2228aKnCGLrjgAl5++WXq1q3r32YYBqZpcvz4cXbs2EHNmjWx2+2F3l+5KFnF5UPHRun7/vvvqVmzJkuXLvV/Zp20Y8cOoqKiqF69eqH33bhxI9WrV6dmzZr+bR06dCAnJ4eUlJSgxn0uKioXGzduLHBsAHTs2LHAsaFcBFdqair16tUrdF9x+ZHg2b59Ozk5OQVe/xo1alC9enW9/iLFUCFXjDvuuIPu3buzefNm/vWvf5GZmUlubu4pi4knJiZy8OBB4EThl5iYeMp+gAMHDpRO4OeIChUq0KNHDyyWP96qb7zxBi6Xiy5dupCamkpERAS33XYbnTt3ZtCgQSxevNjfVrkoWUXlo1mzZjo2ysAVV1zBE088QUJCwin7UlNTKVeuHPfeey9dunRhwIAB/N///R8+nw+AQ4cOKR8lqKhcHDx4sMhjQ7kIvtTUVPbv38/QoUPp3LkzN998s/8a3uLyI8Fz8jXW6y9y5lTIFWPs2LG89957tGnThhEjRpCTkwNAZGRkgXY2mw2XywWA0+k8Zf/JHqOTbeTv+eKLL3j22WcZMWIESUlJ7Ny5k2PHjjFkyBDmzp3LZZddxqRJk/jggw8A5SLY/pyPk70+OjZCx86dO8nNzaVLly7MnTuX66+/nueff57Zs2cDkJeXV2i+DMNQPkqY0+k8ZeSA3W73v87KRXA5nU727t1LdnY2999/Py+99BKJiYkMHz6cX375pdj8SPDk5eVhsViw2WwFtuv1FyleRFkHEOoaNWoEwMyZM+nRowdLliwBwO12F2iXn59PdHQ0cGLtur/uP3k7JiYm2CGfsxYuXMiUKVPo168f9913HwCvv/46breb2NhY4ES+fv/9d+bPn8/gwYOViyD6az6OHz8O6NgIJdOmTSM3N5e4uDgAGjZsSFZWFnPmzGHMmDGF5iM/Px/TNJWPEhYZGUl+fn6BbW63u8hjQ7koOVFRUWzYsAG73e4v2J566il+/PFH3nrrrWLzI8ETFRWFz+fD4/EQEfHHz1K9/iLFU49cIQ4fPszy5csLbIuOjqZmzZqkpaURExNDWlpagf1paWn+YQFVq1YlPT39lP1w6tABCcxLL73EAw88wLXXXsv06dP9Q/vsdru/iDspOTnZPxRJuQiOwvIRHx+vYyPERERE+Iu4kxo2bEhOTg5ZWVnKRym64IILdGyUsdjY2AK9bhaLhfr163PgwIFi8yPBc8EFFwAU+v7X6y9SNBVyhdi/fz933303W7du9W/Lyspi165d1K9fn9atW7Nhwwb/Pp/Px4YNG2jfvj0Abdu2Zdu2beTl5fnbrFu3jrp161KpUqXSeyLniFdffZVZs2YxduxYpkyZgmEYAHg8Hrp37878+fMLtN+2bRv169cHlItgOF0+DMPQsRFihg4dyuOPP15g29atW0lMTCQuLo62bduyd+/eAtdgrVu3DofD4R+NICWjbdu2BY4NOPFat2vXzr9fuQiebdu20aZNG3788Uf/Nq/Xy/bt22nQoEGx+ZHgadSoEQ6Hg/Xr1/u37du3j99//93/3SEihbNOnTp1alkHEWoSEhJYt24dH3/8MU2bNiUjI4OHH34Yt9vN1KlTqVKlCjNmzCA+Ph6Hw8HMmTNJSUnhiSeeIDo6mtq1a/PBBx+wadMmGjRowDfffMOMGTO4++67ady4cVk/vbCyfft2xo8fz6BBg7jlllvIzc31/7Narezfv5+3336bevXqYbVa+eCDD5g/fz6PPfYYtWrVUi5KWFH5MAyDxMREHRtlaNGiRZQvX55evXoBcOzYMebOnUu1atWIiYnh008/5bnnnuO+++6jadOmVK1aldWrV/PJJ5/QuHFjUlJSeOyxx7jhhhu46KKLyvjZhLe/5qJ69erMmjULj8dD5cqVeeONN/joo4948sknqVixonIRZBUrVmTFihWsWrWKRo0akZWVxfTp09m+fTtPP/009evXLzI/EjxWq5WsrCzmzp1LgwYNyM7OZtKkSdSuXZs77rijrMMTCWmGaZpmWQcRio4cOcL06dNZtWqVf4bEBx980N/N/8EHH/Diiy+Snp5OkyZNmDJlCk2bNvXf/9dff2Xq1Kn88MMPVKpUiZtvvpmbbrqprJ5O2Hr22Wd5+eWXC903btw4brnlFv7973+zdOlS0tLSqFevHmPGjKF3797+dspFySkuH3fccYeOjTJ0ww03UKtWLTdocdgAAAm7SURBVH8vnGmazJ8/nwULFrB//36qVavGyJEjueaaa/z3SU9PZ+rUqaxZswaHw8HgwYO56667CsxMKmfur7kAWLlyJU8//TR79uyhXr16TJgwoUCRplwE16FDh5g+fTpr164lLy+PNm3aMHHiRJKTk4Hi8yPB4/F4eOaZZ1i0aBEej4euXbvy0EMPqYgWKYYKORERERERkTCj03wiIiIiIiJhRoWciIiIiIhImFEhJyIiIiIiEmZUyImIiIiIiIQZFXIiIiIiIiJhRoWciMh5QBMUi4iInFtUyImI/E0TJ06kYcOGRf674YYbyjTGrKwsJk6cyMaNG0vsMceMGUPDhg155513SuwxRURE5MxoHTkRkb9pz549HDlyxH/7kUcewWq1MnnyZP+22NhY6tevXxbhAbBx40aGDRvG66+/TseOHc/68Y4cOUK3bt2oW7cuNpuNhQsXlkCUIiIicqYiyjoAEZFwVatWLWrVquW/HRsbi9VqpVWrVmUYVXAtXbqUyMhI7r33Xm699Va2bt1K8+bNyzosERGR846GVoqIBNmdd97JoEGDCmwbMmQIbdq0wev1+rfdc889DB8+3H/73XffpV+/fjRr1oyePXvyyiuvnHKt24YNGxg2bBgtW7akY8eOTJ48mczMTADWrVvHsGHDALjxxhv9wzz37NnD6NGj6dixIy1btuSaa65h1apVAT2XhQsX0rlzZ7p27UpiYmKhwyvdbjdPPfUUXbp0oVWrVowbN4758+fTsGHDAu0WL17MVVddRatWrejWrRvTpk3D6XQGFIeIiMj5ToWciEiQ9ejRg5SUFI4dOwacuG7tp59+Iicnhx9//BE4MRnJ2rVr6dGjBwAvv/wyDz30EF27dmXOnDlcffXVPP/880ybNs3/uBs2bGDEiBE4HA6ee+457r//flauXMmoUaPweDw0bdqURx99FICHHnqIhx9+GJ/Px2233UZeXh7Tp0/nxRdfJD4+nttvv509e/YU+TxSUlLYvn07AwcOxGKxMHDgQJYvX052dnaBdlOmTOHtt99m1KhRPPfcc7jdbmbMmFGgzfPPP8/EiRNp3749s2fPZsSIESxYsIDRo0drYhYREZEAaGiliEiQdevWDZ/Px7p167j00ktZv349sbGxxMbGsmHDBlq0aMHWrVs5cuQIF198MVlZWbz00ksMGzaMBx54AIAuXboQExPDtGnTuPHGG6lWrRozZswgKSmJOXPmYLGcOC/XpEkTrrrqKlasWMEVV1xBUlISAPXr16d+/fqkp6fz66+/cscdd9C9e3cAWrRowezZs3G5XEU+jw8++IBKlSr57zdo0CBeffVVlixZwvXXXw+c6O378MMPmTJlir83sGvXrlxxxRWkpqYCcOzYMV599VWuv/56Jk2a5H9+VapUYfz48axatcpf0IqIiEjh1CMnIhJkVapUoXHjxnzzzTcAfPvtt7Rr147WrVuzYcMGAL766itq1qxJUlIS33//PXl5efTs2ROPx+P/17NnT7xeL99++y15eXls3ryZHj164PP5/G0aNGhAtWrVWLt2baGxVK5cmfr16zNlyhQmTJjA0qVL8fl8PPDAAzRo0OC0z8HtdrN06VJ69+5Nbm4umZmZVK5cmaZNmxYYXrlu3TpM06RPnz7+bRaLhcsuu8x/e/Pmzbjdbvr371/gb1x22WXYbDbWrVt35i+yiIjIeUY9ciIipaB79+58/PHHwIlCbvDgwURFRfHMM8/g8/lYvXq1vxfq5BDMkSNHFvpYaWlpZGZm4vP5mDNnDnPmzCm0TWEMw2DevHm89NJLfPbZZyxevBibzcYll1zCI488Qvny5Qu93//+9z+OHTvGggULWLBgwSn7N2/eTMuWLf2zeFasWLHA/sqVK/v/f/z4cQASEhIKtLFYLFSsWPGUoZoiIiJyKhVyIiKloHv37syZM4eUlBRSU1Pp2LEjUVFRZGVlsW7dOrZs2cKYMWMAKFeuHAAzZ86kZs2apzxWYmIiDocDwzAYOXIkffv2PaWNw+E4bSxVqlRh6tSpPPzww2zfvp2PP/6YV199lUqVKjFlypRC77Nw4ULq1Knjv+buJI/Hw+jRo1mwYAEtW7akSpUqAGRkZJCYmOhvl5GR4f//yWIxPT29wKyfPp+PI0eOUKFChdPGLiIiIidoaKWISClo1aoV8fHxzJ49m7i4OBo2bEjdunVJTEzkueeeIyoqivbt2wPQsmVLbDYbaWlpNG/e3P/P4/Ewc+ZM0tPTiY2NpUmTJvz2228F2tStW5dZs2axefNmAKxWa4E4tmzZwkUXXcSWLVswDIPGjRszfvx4kpOTOXDgQKGxp6WlsXr1avr370/Hjh0L/OvcuTMXX3wxH330EZmZmbRp0war1coXX3xR4DH+fLtly5bY7XaWL19eoM3HH39Mfn4+bdu2PevXW0RE5FynHjkRkVJgsVjo2rUrS5cupVevXv7JSTp06MCyZcvo06cPdrsdODEsceTIkcycOZPs7Gzatm3L/v37mTlzJuXKlfNfyzZu3DhGjx7NxIkT6devH263m1dffZUdO3YwYcIEAOLi4gBYuXIl5cuXp1GjRsTExHD//fczZswYKleuzNq1a0lJSWHEiBGFxr548WK8Xu8p17SddOWVV/LJJ5+wZMkShg8fzsCBA5k+fToul4ukpCQWLVpESkoKhmEAEB8fz6hRo5gzZw4RERF0796d1NRUXnjhBTp06EDXrl1L7oUXERE5Rxmm5nkWESkRN9xwA1arlfnz5xe6f9myZdxzzz088MAD3HzzzQC89957TJ48mSeeeILBgwf725qmyZtvvslbb73F3r17iY+Pp2vXrtx9990Fri1bs2YNs2fP5qeffiIyMpLmzZtz1113+RfpNk2TBx98kGXLllG7dm2WLl3K7t27mTFjBhs3biQzM5M6depw4403MnTo0ELj7tu3L3a7nQ8//LDQ/R6Ph65du1K5cmWWLl2K0+nk6aefZtmyZbhcLnr16kVcXBwffvghmzZt8t/vzTff5M0332Tfvn1UrlyZfv36MWbMGKKjo8/kZRcRETkvqZATEZESc+zYMb7++mu6d+/u7w2EE72He/bsYdGiRWUYnYiIyLlDQytFRKTEREVF8dhjj/mHWUZGRrJmzRo+/fRTHn/88bIOT0RE5JyhHjkRESlRW7duZdasWWzbtg2n00lSUhI333wzV1xxRVmHJiIics5QISciIiIiIhJmtPyAiIiIiIhImFEhJyIiIiIiEmZUyImIiIiIiIQZFXIiIiIiIiJhRoWciIiIiIhImFEhJyIiIiIiEmb+H8/SUY6iUJD2AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "markersize = 160 \n", "kws = dict(s=markersize, linewidth=.8, edgecolor=\"bk\")\n", "sns.set(font_scale = 1.5)\n", "\n", "max_tweets = sentiments_df[\"Tweets Ago\"].max()\n", "\n", "pyber_palette = ['#c6fcff','#1b919a','#ff0033','#000099','#ffff66'] \n", "# light Sky blue, Green, Red, blue, Yellow\n", "\n", "# rename column header to match solution example\n", "sentiments_df.rename(columns = {'Source':'Media Sources'}, inplace = True) \n", "\n", "Date = Date[:10] # extract only date from string\n", "\n", "sns.lmplot(x='Tweets Ago', y='Compound', data=sentiments_df,\n", " fit_reg=False, # No regression line should be displayed\n", " palette=pyber_palette, \n", " scatter_kws=kws,\n", " hue= 'Media Sources',\n", " size = 10,\n", " legend_out=True)\n", "#plt.text(8, 45, \"Note:\\nCircle size correlates with driver count per city\", horizontalalignment='left',size='medium', color='green', weight='light')\n", "plt.title(\"Análisis de los Sentimientos ({})\".format(Date))\n", "plt.ylabel(\"Polaridad de Tweet\")\n", "plt.xlabel(\"Tweets Ago\")\n", "plt.xlim(max_tweets+5, -5.0) # margins so plot doesn't end at max values\n", "plt.ylim(-1, 1)\n", "\n", "# Save the figure\n", "plt.savefig(\"Sentiment Analysis of Media Tweets.png\")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "@AlanGarciaPeru = -0.07039366666666666, @MartinVizcarraC = -0.10377266666666668, @KeikoFujimori = -0.03516, @IDL_R = -0.07129899999999997, @Ollanta_HumalaT = -0.052879999999999976\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "AlanGarciaPeru = sentiments_df.groupby('Media Sources')['Compound'].mean()['@AlanGarciaPeru']\n", "MartinVizcarraC = sentiments_df.groupby('Media Sources')['Compound'].mean()['@MartinVizcarraC']\n", "KeikoFujimori = sentiments_df.groupby('Media Sources')['Compound'].mean()['@KeikoFujimori']\n", "IDL_R = sentiments_df.groupby('Media Sources')['Compound'].mean()['@IDL_R']\n", "Ollanta_HumalaT = sentiments_df.groupby('Media Sources')['Compound'].mean()['@Ollanta_HumalaT']\n", "print(\"@AlanGarciaPeru = \" + str(AlanGarciaPeru) + \", @MartinVizcarraC = \" + str(MartinVizcarraC) + \", @KeikoFujimori = \" + str(KeikoFujimori) +\", @IDL_R = \" + str(IDL_R) +\", @Ollanta_HumalaT = \" + str(Ollanta_HumalaT))\n", "\n", "x_labels = ['@AlanG','@MartinV','@KeikoF','@IDL_R','@Ollanta']\n", "y_sentiments = [AlanGarciaPeru,MartinVizcarraC,KeikoFujimori,IDL_R,Ollanta_HumalaT]\n", "palette = ['#c6fcff','#1b919a','#ff0033','#000099','#ffff66'] \n", "# light Sky blue, Green, Red, blue, Yellow\n", "\n", "x_pos = [0,1,2,3,4] # positions for media sources on x axis\n", "plt.bar(x_pos, y_sentiments, color=sns.color_palette(palette,5), align='center', width = 1, edgecolor = 'bk', linewidth = .6)\n", "plt.xlim(-0.5, len(x_labels)-0.49) # 0.49 instead of 0.5 to show black edgeline of last bar\n", "plt.ylim(min(y_sentiments)-0.1, max(y_sentiments)+0.1) # margins of +/-0.1 beyond max/min values\n", "plt.xticks(x_pos, x_labels)\n", "plt.title(\"Overall Media Sentiment based on Twitter ({})\".format(Date), fontsize=14)\n", "plt.ylabel(\"Tweet Polarity\", fontsize=14)\n", "for a,b in zip(x_pos, y_sentiments): # show values of each bar in the plot\n", " if b <= 0:\n", " B = b-0.035 # position text below bar for negative bars. \n", " else: # Value of 'b' is preserved as its ploted (bar height)\n", " B = b+0.015 # position text above bar for positive bars\n", " plt.text(a-0.25, B, str(round(b, 2)), fontsize = 13) # round to 2 decimal places before plotting\n", "\n", "# Save the figure\n", "plt.savefig(\"Overall Media Sentiment based on Twitter.png\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En esta oportunidad basado en muestra de 1500 tweets y usando las cinco cuentas para la comparación se tiene la cuenta de @MartinVizcarraC como la principal que se asocia con sentimientos negativos por parte de los seguidores de Twitter, precedida por la cuenta @IDL_R, @AlanGarciaPeru, @Ollanta_HumalaT y finalmente la cuenta @KeikoFujimori. Todas ellas polarizadas a sentimientos negativos aunque parcialmente se expresan sentimientos positivos a las cuentas de @AlanGarciaPeru , @Ollanta_HumalaT y @MartinVizcarraC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusiones\n", "\n", "Los resultados presentan diferentes soluciones en cuanto al análisis de contenido en twitter a partir de diferentes librerias de Python, la interpretación de ellos es a juicio de los lectores y espera ser una aproximación inicial para que permita involucrarlos en la exploración de los datos en redes sociales como parte del estudio sobre el comportamiento de las audiencias y los fenómenos sociales. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Referencias\n", "\n", "1. [Documentación oficial de Tweepy](http://tweepy.readthedocs.io/en/v3.5.0/).\n", "2. [Documentación oficial de NumPy](https://docs.scipy.org/doc/numpy-dev/index.html).\n", "3. [Documentación oficial de Pandas](https://pandas.pydata.org/pandas-docs/stable/index.html).\n", "4. [Documentación oficial de Matplotlib](http://matplotlib.org/index.html).\n", "5. [Sitio oficial de Seaborn](https://seaborn.pydata.org/).\n", "6. [Documentación oficial de TextBlob](https://textblob.readthedocs.io/en/dev/).\n", "7. [Creación de clasificadores con TextBlob](https://textblob.readthedocs.io/en/dev/classifiers.html)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }