script.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "pd.options.display.max_columns = None\n",
    "import itertools\n",
    "import graphviz as gviz\n",
    "import seaborn as sns\n",
    "import os\n",
    "from statsmodels.graphics.mosaicplot import mosaic\n",
    "os.environ[\"PATH\"] += os.pathsep + 'C:/Program Files (x86)/Graphviz2.38/bin'\n",
    "\n",
    "import matplotlib.transforms as transforms\n",
    "import calendar\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error, roc_auc_score, confusion_matrix, accuracy_score\n",
    "from pandas.api.types import CategoricalDtype\n",
    "from sklearn.tree import export_graphviz\n",
    "from io import StringIO\n",
    "from IPython.display import Image\n",
    "from imblearn.over_sampling import SMOTE\n",
    "from sklearn.metrics import recall_score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preprocessamento de Dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AnoCalendario</th>\n",
       "      <th>DataArquivamento</th>\n",
       "      <th>DataAbertura</th>\n",
       "      <th>CodigoRegiao</th>\n",
       "      <th>Regiao</th>\n",
       "      <th>UF</th>\n",
       "      <th>strRazaoSocial</th>\n",
       "      <th>strNomeFantasia</th>\n",
       "      <th>Tipo</th>\n",
       "      <th>NumeroCNPJ</th>\n",
       "      <th>RadicalCNPJ</th>\n",
       "      <th>RazaoSocialRFB</th>\n",
       "      <th>NomeFantasiaRFB</th>\n",
       "      <th>CNAEPrincipal</th>\n",
       "      <th>DescCNAEPrincipal</th>\n",
       "      <th>Atendida</th>\n",
       "      <th>CodigoAssunto</th>\n",
       "      <th>DescricaoAssunto</th>\n",
       "      <th>CodigoProblema</th>\n",
       "      <th>DescricaoProblema</th>\n",
       "      <th>SexoConsumidor</th>\n",
       "      <th>FaixaEtariaConsumidor</th>\n",
       "      <th>CEPConsumidor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-04-28 18:43:26.000</td>\n",
       "      <td>2008-10-06 15:39:00.000</td>\n",
       "      <td>1</td>\n",
       "      <td>Norte</td>\n",
       "      <td>TO</td>\n",
       "      <td>CAMP HOUSE COMÉRCIO DE EQUIP. DE SEGURANÇA LTDA</td>\n",
       "      <td>CAMP HOUSE</td>\n",
       "      <td>1</td>\n",
       "      <td>8.512480e+12</td>\n",
       "      <td>8512480.0</td>\n",
       "      <td>CAMP HOUSE - COMERCIO DE EQUIPAMENTOS DE SEGUR...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4753900.0</td>\n",
       "      <td>COMÉRCIO VAREJISTA ESPECIALIZADO DE ELETRODOMÉ...</td>\n",
       "      <td>N</td>\n",
       "      <td>135</td>\n",
       "      <td>Venda a Domicílio / Reembolso Postal</td>\n",
       "      <td>115.0</td>\n",
       "      <td>Desistência de compra (cancelamento de compra)</td>\n",
       "      <td>N</td>\n",
       "      <td>Nao Informada</td>\n",
       "      <td>77020024.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-04-15 13:13:07.000</td>\n",
       "      <td>2010-01-06 12:21:33.000</td>\n",
       "      <td>1</td>\n",
       "      <td>Norte</td>\n",
       "      <td>TO</td>\n",
       "      <td>BRASTEMP UTILIDADES DOMÉSTICAS LTDA</td>\n",
       "      <td>COMPRA CERTA BRASTEMP</td>\n",
       "      <td>1</td>\n",
       "      <td>6.205832e+13</td>\n",
       "      <td>62058318.0</td>\n",
       "      <td>BUD COMERCIO DE ELETRODOMESTICOS LTDA</td>\n",
       "      <td>COMPRA CERTA BRASTEMP</td>\n",
       "      <td>4753900.0</td>\n",
       "      <td>COMÉRCIO VAREJISTA ESPECIALIZADO DE ELETRODOMÉ...</td>\n",
       "      <td>N</td>\n",
       "      <td>105</td>\n",
       "      <td>Artigo de Foto Imagem ( Filme, Ampliador, Lune...</td>\n",
       "      <td>107.0</td>\n",
       "      <td>Não entrega/demora na entrega do produto</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 21 a 30 anos</td>\n",
       "      <td>77600000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-02-15 13:15:18.000</td>\n",
       "      <td>2010-01-18 15:45:36.000</td>\n",
       "      <td>1</td>\n",
       "      <td>Norte</td>\n",
       "      <td>TO</td>\n",
       "      <td>BANCO BRADESCO S/A</td>\n",
       "      <td>BRADESCO AG_2397-3</td>\n",
       "      <td>1</td>\n",
       "      <td>6.074695e+13</td>\n",
       "      <td>60746948.0</td>\n",
       "      <td>BANCO BRADESCO SA</td>\n",
       "      <td>BRADESCO AG. PALMAS - CENTRO EST UNIF</td>\n",
       "      <td>6422100.0</td>\n",
       "      <td>BANCOS MÚLTIPLOS, COM CARTEIRA COMERCIAL</td>\n",
       "      <td>N</td>\n",
       "      <td>53</td>\n",
       "      <td>Banco comercial</td>\n",
       "      <td>48.0</td>\n",
       "      <td>Não entrega de copia do contrato</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 41 a 50 anos</td>\n",
       "      <td>77019040.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-02-11 20:15:00.000</td>\n",
       "      <td>2010-01-18 17:38:46.000</td>\n",
       "      <td>1</td>\n",
       "      <td>Norte</td>\n",
       "      <td>TO</td>\n",
       "      <td>BANCO ITAÚ UNIBANCO S/A</td>\n",
       "      <td>BANCO ITAÚ MATRIZ</td>\n",
       "      <td>1</td>\n",
       "      <td>6.070119e+13</td>\n",
       "      <td>60701190.0</td>\n",
       "      <td>ITAU UNIBANCO S.A.</td>\n",
       "      <td>EST UNIF</td>\n",
       "      <td>6422100.0</td>\n",
       "      <td>BANCOS MÚLTIPLOS, COM CARTEIRA COMERCIAL</td>\n",
       "      <td>N</td>\n",
       "      <td>53</td>\n",
       "      <td>Banco comercial</td>\n",
       "      <td>48.0</td>\n",
       "      <td>Não entrega de copia do contrato</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 41 a 50 anos</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-02-11 13:35:08.000</td>\n",
       "      <td>2010-06-10 18:09:20.000</td>\n",
       "      <td>1</td>\n",
       "      <td>Norte</td>\n",
       "      <td>TO</td>\n",
       "      <td>ENERGISA TOCANTINS DISTRIBUIDORA DE ENERGIA S/A</td>\n",
       "      <td>ENERGISA TOCANTINS (PALMAS)</td>\n",
       "      <td>1</td>\n",
       "      <td>2.508603e+13</td>\n",
       "      <td>25086034.0</td>\n",
       "      <td>COMPANHIA DE ENERGIA ELETRICA DO ESTADO DO TOC...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3514000.0</td>\n",
       "      <td>DISTRIBUIÇÃO DE ENERGIA ELÉTRICA</td>\n",
       "      <td>N</td>\n",
       "      <td>185</td>\n",
       "      <td>Energia Elétrica</td>\n",
       "      <td>134.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 41 a 50 anos</td>\n",
       "      <td>77570000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-02-19 10:38:53.000</td>\n",
       "      <td>2010-07-28 17:54:42.000</td>\n",
       "      <td>1</td>\n",
       "      <td>Norte</td>\n",
       "      <td>TO</td>\n",
       "      <td>COMIBRÁS LITORAL COMÉRCIO E SERVIÇOS LTDA</td>\n",
       "      <td>VIA PLAN (MATRIZ)</td>\n",
       "      <td>1</td>\n",
       "      <td>3.443434e+12</td>\n",
       "      <td>3443434.0</td>\n",
       "      <td>COMIBRAS LITORAL COMERCIO E SERVICOS LTDA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4753900.0</td>\n",
       "      <td>COMÉRCIO VAREJISTA ESPECIALIZADO DE ELETRODOMÉ...</td>\n",
       "      <td>N</td>\n",
       "      <td>94</td>\n",
       "      <td>Geladeira e Freezer</td>\n",
       "      <td>107.0</td>\n",
       "      <td>Não entrega/demora na entrega do produto</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>77270000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-04-14 15:27:36.000</td>\n",
       "      <td>2010-08-02 17:17:31.000</td>\n",
       "      <td>1</td>\n",
       "      <td>Norte</td>\n",
       "      <td>TO</td>\n",
       "      <td>14 BRASIL TELECOM CELULAR S/A</td>\n",
       "      <td>OI - BRASIL TELECOM (TELEFONIA CELULAR)</td>\n",
       "      <td>1</td>\n",
       "      <td>5.423963e+12</td>\n",
       "      <td>5423963.0</td>\n",
       "      <td>14 BRASIL TELECOM CELULAR S/A</td>\n",
       "      <td>OI</td>\n",
       "      <td>6120501.0</td>\n",
       "      <td>TELEFONIA MÓVEL CELULAR</td>\n",
       "      <td>N</td>\n",
       "      <td>187</td>\n",
       "      <td>Telefonia Celular</td>\n",
       "      <td>134.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>M</td>\n",
       "      <td>Nao Informada</td>\n",
       "      <td>77020172.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-06-28 10:35:26.000</td>\n",
       "      <td>2010-08-31 14:07:19.000</td>\n",
       "      <td>1</td>\n",
       "      <td>Norte</td>\n",
       "      <td>TO</td>\n",
       "      <td>BANCO BRADESCO S/A</td>\n",
       "      <td>BRADESCO AG_2397-3</td>\n",
       "      <td>1</td>\n",
       "      <td>6.074695e+13</td>\n",
       "      <td>60746948.0</td>\n",
       "      <td>BANCO BRADESCO SA</td>\n",
       "      <td>BRADESCO AG. PALMAS - CENTRO EST UNIF</td>\n",
       "      <td>6422100.0</td>\n",
       "      <td>BANCOS MÚLTIPLOS, COM CARTEIRA COMERCIAL</td>\n",
       "      <td>N</td>\n",
       "      <td>53</td>\n",
       "      <td>Banco comercial</td>\n",
       "      <td>27.0</td>\n",
       "      <td>Contrato (não cumprimento, alteração, transfer...</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>77019014.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-12-01 15:02:40.000</td>\n",
       "      <td>2015-01-14 12:29:36.000</td>\n",
       "      <td>4</td>\n",
       "      <td>Sul</td>\n",
       "      <td>SC</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA - CIP</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>184.0</td>\n",
       "      <td>Serviço não fornecido (entrega/instalação/não ...</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 41 a 50 anos</td>\n",
       "      <td>89202005.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-04-14 12:50:45.000</td>\n",
       "      <td>2015-07-20 10:59:27.000</td>\n",
       "      <td>4</td>\n",
       "      <td>Sul</td>\n",
       "      <td>SC</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA - CIP</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>N</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 21 a 30 anos</td>\n",
       "      <td>89228600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-10-20 10:25:55.000</td>\n",
       "      <td>2015-09-15 10:18:54.000</td>\n",
       "      <td>2</td>\n",
       "      <td>Nordeste</td>\n",
       "      <td>MA</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 21 a 30 anos</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-12-13 11:36:56.000</td>\n",
       "      <td>2014-03-19 12:49:50.000</td>\n",
       "      <td>5</td>\n",
       "      <td>Centro-oeste</td>\n",
       "      <td>DF</td>\n",
       "      <td>SKY BRASIL SERVIÇOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Serviço não concluído /Fornecimento parcial</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>73370100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-02-22 12:20:37.000</td>\n",
       "      <td>2015-09-22 16:24:01.000</td>\n",
       "      <td>5</td>\n",
       "      <td>Centro-oeste</td>\n",
       "      <td>DF</td>\n",
       "      <td>SKY BRASIL SERVIÇOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 61 a 70 anos</td>\n",
       "      <td>72110450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-10-25 15:46:23.000</td>\n",
       "      <td>2014-12-29 12:58:09.000</td>\n",
       "      <td>5</td>\n",
       "      <td>Centro-oeste</td>\n",
       "      <td>MT</td>\n",
       "      <td>SKY DO BRASIL LTDA</td>\n",
       "      <td>SKY DO BRASIL LTDA</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>N</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>188.0</td>\n",
       "      <td>Recusa injustificada em prestar serviço</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 51 a 60 anos</td>\n",
       "      <td>78700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-04-26 10:06:06.000</td>\n",
       "      <td>2016-03-18 10:17:28.000</td>\n",
       "      <td>2</td>\n",
       "      <td>Nordeste</td>\n",
       "      <td>PB</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>62</td>\n",
       "      <td>Empresa de Cobrança</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>F</td>\n",
       "      <td>Nao Informada</td>\n",
       "      <td>58077340.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-04-19 12:38:05.000</td>\n",
       "      <td>2016-03-14 10:49:48.000</td>\n",
       "      <td>2</td>\n",
       "      <td>Nordeste</td>\n",
       "      <td>PB</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>255.0</td>\n",
       "      <td>SAC - Cancelamento de serviço (retenção, demor...</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 51 a 60 anos</td>\n",
       "      <td>58070400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-05-03 10:47:59.000</td>\n",
       "      <td>2016-04-20 09:58:12.000</td>\n",
       "      <td>2</td>\n",
       "      <td>Nordeste</td>\n",
       "      <td>PB</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>254.0</td>\n",
       "      <td>SAC - Resolução de demandas (ausência de respo...</td>\n",
       "      <td>F</td>\n",
       "      <td>mais de 70 anos</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-11-09 17:15:54.000</td>\n",
       "      <td>2016-08-03 13:59:25.000</td>\n",
       "      <td>2</td>\n",
       "      <td>Nordeste</td>\n",
       "      <td>BA</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 41 a 50 anos</td>\n",
       "      <td>46970000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-08-15 09:23:35.000</td>\n",
       "      <td>2016-06-28 08:16:19.000</td>\n",
       "      <td>2</td>\n",
       "      <td>Nordeste</td>\n",
       "      <td>PE</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 51 a 60 anos</td>\n",
       "      <td>53140170.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-05-23 11:02:35.000</td>\n",
       "      <td>2016-04-01 11:27:41.000</td>\n",
       "      <td>2</td>\n",
       "      <td>Nordeste</td>\n",
       "      <td>PE</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>N</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 51 a 60 anos</td>\n",
       "      <td>50680310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-08-01 11:08:45.000</td>\n",
       "      <td>2016-05-03 11:22:01.000</td>\n",
       "      <td>2</td>\n",
       "      <td>Nordeste</td>\n",
       "      <td>PE</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 61 a 70 anos</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-08-08 12:05:10.000</td>\n",
       "      <td>2016-01-12 09:55:23.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>ES</td>\n",
       "      <td>SKY BRASIL SERVIÇOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>N</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>184.0</td>\n",
       "      <td>Serviço não fornecido (entrega/instalação/não ...</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 61 a 70 anos</td>\n",
       "      <td>29000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-02-04 09:37:43.000</td>\n",
       "      <td>2015-12-03 16:22:27.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>MG</td>\n",
       "      <td>SKY BRASIL SERVIÇOS LTDA</td>\n",
       "      <td>SKY BRASIL</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>184.0</td>\n",
       "      <td>Serviço não fornecido (entrega/instalação/não ...</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 51 a 60 anos</td>\n",
       "      <td>33025000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-05-31 14:45:38.000</td>\n",
       "      <td>2016-03-21 16:24:59.000</td>\n",
       "      <td>5</td>\n",
       "      <td>Centro-oeste</td>\n",
       "      <td>MS</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA @</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>N</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>79117280.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-04-11 09:10:35.000</td>\n",
       "      <td>2016-02-26 13:43:33.000</td>\n",
       "      <td>5</td>\n",
       "      <td>Centro-oeste</td>\n",
       "      <td>MS</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA @</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 21 a 30 anos</td>\n",
       "      <td>79086441.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-03-17 16:47:52.000</td>\n",
       "      <td>2015-05-18 13:24:13.000</td>\n",
       "      <td>5</td>\n",
       "      <td>Centro-oeste</td>\n",
       "      <td>MT</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY BRASIL LTDA</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 41 a 50 anos</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-07-22 17:39:04.000</td>\n",
       "      <td>2016-05-19 10:23:31.000</td>\n",
       "      <td>2</td>\n",
       "      <td>Nordeste</td>\n",
       "      <td>PE</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>N</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>184.0</td>\n",
       "      <td>Serviço não fornecido (entrega/instalação/não ...</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 41 a 50 anos</td>\n",
       "      <td>56180000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-07-26 10:31:48.000</td>\n",
       "      <td>2016-05-31 09:07:49.000</td>\n",
       "      <td>2</td>\n",
       "      <td>Nordeste</td>\n",
       "      <td>PE</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>55590000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-03-31 17:22:16.000</td>\n",
       "      <td>2015-07-20 15:54:56.000</td>\n",
       "      <td>2</td>\n",
       "      <td>Nordeste</td>\n",
       "      <td>MA</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>N</td>\n",
       "      <td>137</td>\n",
       "      <td>Internet</td>\n",
       "      <td>116.0</td>\n",
       "      <td>Contrato/pedido/orçamento (rescisão, descumpri...</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 21 a 30 anos</td>\n",
       "      <td>65058428.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-07-28 10:44:30.000</td>\n",
       "      <td>2016-07-13 14:39:03.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>RJ</td>\n",
       "      <td>SKY BRASIL SERVIÇOS LTDA.</td>\n",
       "      <td>SKY</td>\n",
       "      <td>1</td>\n",
       "      <td>7.282082e+13</td>\n",
       "      <td>72820822.0</td>\n",
       "      <td>SKY BRASIL SERVICOS LTDA</td>\n",
       "      <td>SKY</td>\n",
       "      <td>6143400.0</td>\n",
       "      <td>OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...</td>\n",
       "      <td>S</td>\n",
       "      <td>259</td>\n",
       "      <td>TV Por Assinatura ( Cabo, Satélite, Etc. )</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 61 a 70 anos</td>\n",
       "      <td>24360250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203455</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-05-30 13:40:33.000</td>\n",
       "      <td>2016-03-09 16:53:10.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>EDILBERTO SOUSA OLIVEIRA 47913304391</td>\n",
       "      <td>BELGRAND BRASIL DISTRIBUICAO / BELGRAND.COM.BR</td>\n",
       "      <td>1</td>\n",
       "      <td>1.907144e+13</td>\n",
       "      <td>19071444.0</td>\n",
       "      <td>EDILBERTO SOUSA OLIVEIRA 47913304391</td>\n",
       "      <td>LOJA0001</td>\n",
       "      <td>4772500.0</td>\n",
       "      <td>COMÉRCIO VAREJISTA DE COSMÉTICOS, PRODUTOS DE ...</td>\n",
       "      <td>N</td>\n",
       "      <td>93</td>\n",
       "      <td>Fogão e Microondas</td>\n",
       "      <td>107.0</td>\n",
       "      <td>Não entrega/demora na entrega do produto</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 41 a 50 anos</td>\n",
       "      <td>9608000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203456</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-02-24 11:46:42.000</td>\n",
       "      <td>2015-10-14 10:51:47.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>TELEFONICA BRASIL S/A</td>\n",
       "      <td>VIVO/TELEFÔNICA</td>\n",
       "      <td>1</td>\n",
       "      <td>2.558157e+12</td>\n",
       "      <td>2558157.0</td>\n",
       "      <td>TELEFONICA BRASIL S.A.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6110801.0</td>\n",
       "      <td>SERVIÇOS DE TELEFONIA FIXA COMUTADA - STFC</td>\n",
       "      <td>N</td>\n",
       "      <td>186</td>\n",
       "      <td>Telefonia Fixa ( Plano de Expansão / Compra e ...</td>\n",
       "      <td>128.0</td>\n",
       "      <td>Recusa injustificada em prestar serviço</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 21 a 30 anos</td>\n",
       "      <td>12943000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203457</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-05-18 10:27:55.000</td>\n",
       "      <td>2016-03-24 12:06:37.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>DL COMERCIO E INDUSTRIA DE PRODUTOS ELETRONICO...</td>\n",
       "      <td>DL ELETRONICOS / DL.COM.BR</td>\n",
       "      <td>1</td>\n",
       "      <td>6.940544e+12</td>\n",
       "      <td>6940544.0</td>\n",
       "      <td>DL COMERCIO E INDUSTRIA DE PRODUTOS ELETRONICO...</td>\n",
       "      <td>DL ELETRONICOS</td>\n",
       "      <td>2621300.0</td>\n",
       "      <td>FABRICAÇÃO DE EQUIPAMENTOS DE INFORMÁTICA</td>\n",
       "      <td>S</td>\n",
       "      <td>102</td>\n",
       "      <td>Microcomputador / Produtos de Informática</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Produto com vício</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>2867030.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203458</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-03-29 16:12:29.000</td>\n",
       "      <td>2016-01-08 15:28:10.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>NEXTEL TELECOMUNICAÇÕES LTDA</td>\n",
       "      <td>NEXTEL</td>\n",
       "      <td>1</td>\n",
       "      <td>6.697023e+13</td>\n",
       "      <td>66970229.0</td>\n",
       "      <td>NEXTEL TELECOMUNICACOES LTDA.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6120502.0</td>\n",
       "      <td>SERVIÇO MÓVEL ESPECIALIZADO - SME</td>\n",
       "      <td>N</td>\n",
       "      <td>187</td>\n",
       "      <td>Telefonia Celular</td>\n",
       "      <td>134.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 51 a 60 anos</td>\n",
       "      <td>5581000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203459</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-05-09 13:40:47.000</td>\n",
       "      <td>2016-02-23 14:27:37.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>MILLO COMERCIO DE MOVEIS DO BRASIL LTDA</td>\n",
       "      <td>MILLO.COM.BR</td>\n",
       "      <td>1</td>\n",
       "      <td>1.363281e+13</td>\n",
       "      <td>13632811.0</td>\n",
       "      <td>MILLO COMERCIO DE MOVEIS DO BRASIL LTDA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4754701.0</td>\n",
       "      <td>COMÉRCIO VAREJISTA DE MÓVEIS</td>\n",
       "      <td>N</td>\n",
       "      <td>254</td>\n",
       "      <td>Serviços de Marcenaria</td>\n",
       "      <td>184.0</td>\n",
       "      <td>Serviço não fornecido (entrega/instalação/não ...</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>1141000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203460</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-11-07 13:54:27.000</td>\n",
       "      <td>2016-08-17 09:33:52.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>CNOVA COMERCIO ELETRONICO S/A</td>\n",
       "      <td>PONTOFRIO.COM.BR/CASASBAHIA.COM.BR/EXTRA.COM.BR</td>\n",
       "      <td>1</td>\n",
       "      <td>7.170938e+12</td>\n",
       "      <td>7170938.0</td>\n",
       "      <td>BRUXELAS EMPREENDIMENTOS E PARTICIPACOES S/A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6462000.0</td>\n",
       "      <td>HOLDINGS DE INSTITUIÇÕES NÃO-FINANCEIRAS</td>\n",
       "      <td>S</td>\n",
       "      <td>92</td>\n",
       "      <td>Máquina de Lavar Roupa / Louça e Secadora</td>\n",
       "      <td>107.0</td>\n",
       "      <td>Não entrega/demora na entrega do produto</td>\n",
       "      <td>M</td>\n",
       "      <td>Nao Informada</td>\n",
       "      <td>4002001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203461</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-04-18 09:05:04.000</td>\n",
       "      <td>2016-02-25 15:16:35.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>B2W COMPANHIA DIGITAL</td>\n",
       "      <td>AMERICANAS.COM/SUBMARINO/SHOPTIME/SOUBARATO</td>\n",
       "      <td>1</td>\n",
       "      <td>7.765740e+11</td>\n",
       "      <td>776574.0</td>\n",
       "      <td>B2W - COMPANHIA GLOBAL DO VAREJO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4789099.0</td>\n",
       "      <td>COMÉRCIO VAREJISTA DE OUTROS PRODUTOS NÃO ESPE...</td>\n",
       "      <td>S</td>\n",
       "      <td>101</td>\n",
       "      <td>Telefone ( Convencional, Celular, Interfone, E...</td>\n",
       "      <td>109.0</td>\n",
       "      <td>Publicidade enganosa</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 21 a 30 anos</td>\n",
       "      <td>6233100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203462</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-08-02 14:13:45.000</td>\n",
       "      <td>2016-03-17 09:13:26.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>CAIO JULIO CESAR DA SILVA OLIVEIRA</td>\n",
       "      <td>HTTP://WWW.VISCONDEDEMAUACHALES.COM/</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>276</td>\n",
       "      <td>Agências e Operadoras de viagens (pacotes turí...</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Contrato - Rescisão/alteração unilateral</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 21 a 30 anos</td>\n",
       "      <td>13251432.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203463</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-11-08 11:28:24.000</td>\n",
       "      <td>2016-04-11 13:21:42.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>DECOLAR.COM LTDA</td>\n",
       "      <td>AGÊNCIA DECOLAR</td>\n",
       "      <td>1</td>\n",
       "      <td>3.563689e+12</td>\n",
       "      <td>3563689.0</td>\n",
       "      <td>DECOLAR. COM LTDA.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7911200.0</td>\n",
       "      <td>AGÊNCIAS DE VIAGENS</td>\n",
       "      <td>N</td>\n",
       "      <td>276</td>\n",
       "      <td>Agências e Operadoras de viagens (pacotes turí...</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 51 a 60 anos</td>\n",
       "      <td>5415010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203464</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-03-29 17:25:36.000</td>\n",
       "      <td>2015-11-04 18:43:13.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>CLARO S/A</td>\n",
       "      <td>CLARO / EMBRATEL / CLAROTV</td>\n",
       "      <td>1</td>\n",
       "      <td>4.043254e+13</td>\n",
       "      <td>40432544.0</td>\n",
       "      <td>CLARO S.A.</td>\n",
       "      <td>CLARO</td>\n",
       "      <td>6120501.0</td>\n",
       "      <td>TELEFONIA MÓVEL CELULAR</td>\n",
       "      <td>S</td>\n",
       "      <td>74</td>\n",
       "      <td>Banco de Dados ( SPC - SERASA - ETC. )</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 21 a 30 anos</td>\n",
       "      <td>4276030.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203465</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-05-30 08:31:19.000</td>\n",
       "      <td>2016-03-15 15:00:55.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>SAINT-GOBAIN DISTRIBUIÇÃO BRASIL LTDA</td>\n",
       "      <td>TELHANORTE</td>\n",
       "      <td>1</td>\n",
       "      <td>3.840986e+12</td>\n",
       "      <td>3840986.0</td>\n",
       "      <td>SAINT-GOBAIN DISTRIBUICAO BRASIL LTDA</td>\n",
       "      <td>TELHANORTE</td>\n",
       "      <td>4744005.0</td>\n",
       "      <td>COMÉRCIO VAREJISTA DE MATERIAIS DE CONSTRUÇÃO ...</td>\n",
       "      <td>S</td>\n",
       "      <td>118</td>\n",
       "      <td>Material de Acabamento de Construção Pronto (P...</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Produto com vício</td>\n",
       "      <td>M</td>\n",
       "      <td>Nao Informada</td>\n",
       "      <td>3132090.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203466</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-08-24 08:54:22.000</td>\n",
       "      <td>2016-04-29 11:01:02.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>IG PUBLICIDADE E CONTEUDO LTDA</td>\n",
       "      <td>IBEST/ IG.COM.BR / IG INTERNET GRÁTIS</td>\n",
       "      <td>1</td>\n",
       "      <td>1.392289e+13</td>\n",
       "      <td>13922889.0</td>\n",
       "      <td>IG PUBLICIDADE E CONTEUDO LTDA.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6190601.0</td>\n",
       "      <td>PROVEDORES DE ACESSO ÀS REDES DE COMUNICAÇÕES</td>\n",
       "      <td>N</td>\n",
       "      <td>187</td>\n",
       "      <td>Telefonia Celular</td>\n",
       "      <td>134.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>13402075.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203467</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-11-03 09:02:35.000</td>\n",
       "      <td>2016-05-30 18:14:01.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>ANTELCOM BRASIL COMERCIAL IMP. E EXP.LTDA.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1.029043e+13</td>\n",
       "      <td>10290431.0</td>\n",
       "      <td>B2M2 COMERCIAL IMPORTADORA E EXPORTADORA LTDA</td>\n",
       "      <td>B2M2</td>\n",
       "      <td>4689399.0</td>\n",
       "      <td>COMÉRCIO ATACADISTA ESPECIALIZADO EM OUTROS PR...</td>\n",
       "      <td>N</td>\n",
       "      <td>102</td>\n",
       "      <td>Microcomputador / Produtos de Informática</td>\n",
       "      <td>111.0</td>\n",
       "      <td>Venda enganosa</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>13175668.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203468</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-10-25 09:34:48.000</td>\n",
       "      <td>2016-06-06 10:37:54.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>ROYAL INTERMEDIACOES E NEGOCIOS IMOBILIARIOS LTDA</td>\n",
       "      <td>ROYAL IMOVEIS</td>\n",
       "      <td>1</td>\n",
       "      <td>6.325848e+12</td>\n",
       "      <td>6325848.0</td>\n",
       "      <td>ROYAL INTERMEDIACOES E NEGOCIOS IMOBILIARIOS LTDA</td>\n",
       "      <td>ROYAL IMOVEIS</td>\n",
       "      <td>6821801.0</td>\n",
       "      <td>CORRETAGEM NA COMPRA E VENDA E AVALIAÇÃO DE IM...</td>\n",
       "      <td>N</td>\n",
       "      <td>80</td>\n",
       "      <td>Locação</td>\n",
       "      <td>63.0</td>\n",
       "      <td>Cobrança de taxa indevida (elaboração de contr...</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>4139000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203469</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-11-17 09:40:23.000</td>\n",
       "      <td>2016-08-16 08:55:57.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>WMB COMÉRCIO ELETRÔNICO LTDA</td>\n",
       "      <td>WALMART.COM.BR</td>\n",
       "      <td>1</td>\n",
       "      <td>1.431405e+13</td>\n",
       "      <td>14314050.0</td>\n",
       "      <td>WMB COMERCIO ELETRONICO LTDA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4789099.0</td>\n",
       "      <td>COMÉRCIO VAREJISTA DE OUTROS PRODUTOS NÃO ESPE...</td>\n",
       "      <td>N</td>\n",
       "      <td>125</td>\n",
       "      <td>Aquecedor / Ventilador / Ar Condicionado / Cir...</td>\n",
       "      <td>116.0</td>\n",
       "      <td>Contrato/pedido/orçamento (rescisão, descumpri...</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>3359140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203470</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-05-30 10:11:42.000</td>\n",
       "      <td>2016-01-12 10:24:41.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>A F COSTA RIO PRETO ME</td>\n",
       "      <td>ULTRAHARDWARE.COM.BR</td>\n",
       "      <td>1</td>\n",
       "      <td>4.757615e+13</td>\n",
       "      <td>47576152.0</td>\n",
       "      <td>A F COSTA RIO PRETO - ME</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4751201.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>102</td>\n",
       "      <td>Microcomputador / Produtos de Informática</td>\n",
       "      <td>106.0</td>\n",
       "      <td>Produto entregue diferente do pedido</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 41 a 50 anos</td>\n",
       "      <td>8290220.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203471</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-04-18 09:05:04.000</td>\n",
       "      <td>2016-03-03 09:06:02.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>SPRINGER CARRIER LTDA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1.094865e+13</td>\n",
       "      <td>10948651.0</td>\n",
       "      <td>SPRINGER CARRIER LTDA</td>\n",
       "      <td>SPRINGER CARRIER</td>\n",
       "      <td>2824102.0</td>\n",
       "      <td>FABRICAÇÃO DE APARELHOS E EQUIPAMENTOS DE AR C...</td>\n",
       "      <td>S</td>\n",
       "      <td>125</td>\n",
       "      <td>Aquecedor / Ventilador / Ar Condicionado / Cir...</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Produto com vício</td>\n",
       "      <td>F</td>\n",
       "      <td>Nao Informada</td>\n",
       "      <td>5406000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203472</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-08-02 10:47:15.000</td>\n",
       "      <td>2016-03-30 14:47:26.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>CNOVA COMERCIO ELETRONICO S/A</td>\n",
       "      <td>PONTOFRIO.COM.BR/CASASBAHIA.COM.BR/EXTRA.COM.BR</td>\n",
       "      <td>1</td>\n",
       "      <td>7.170938e+12</td>\n",
       "      <td>7170938.0</td>\n",
       "      <td>BRUXELAS EMPREENDIMENTOS E PARTICIPACOES S/A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6462000.0</td>\n",
       "      <td>HOLDINGS DE INSTITUIÇÕES NÃO-FINANCEIRAS</td>\n",
       "      <td>S</td>\n",
       "      <td>102</td>\n",
       "      <td>Microcomputador / Produtos de Informática</td>\n",
       "      <td>106.0</td>\n",
       "      <td>Produto entregue diferente do pedido</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 41 a 50 anos</td>\n",
       "      <td>4088002.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203473</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-05-10 19:03:41.000</td>\n",
       "      <td>2016-03-30 15:13:02.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>ZURICH MINAS BRASIL SEGUROS S/A</td>\n",
       "      <td>MINAS BRASIL SEGURADORA</td>\n",
       "      <td>1</td>\n",
       "      <td>1.719739e+13</td>\n",
       "      <td>17197385.0</td>\n",
       "      <td>ZURICH MINAS BRASIL SEGUROS S.A.</td>\n",
       "      <td>ZURICH SEGUROS</td>\n",
       "      <td>6511101.0</td>\n",
       "      <td>SEGUROS DE VIDA</td>\n",
       "      <td>S</td>\n",
       "      <td>69</td>\n",
       "      <td>Outros Seguros</td>\n",
       "      <td>55.0</td>\n",
       "      <td>Discordância na indenização (seguros em geral)</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 21 a 30 anos</td>\n",
       "      <td>4814300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203474</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-01-28 16:42:47.000</td>\n",
       "      <td>2015-11-03 14:05:29.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>C&amp;A MODAS LTDA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>4.524291e+13</td>\n",
       "      <td>45242914.0</td>\n",
       "      <td>C&amp;A MODAS LTDA.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4781400.0</td>\n",
       "      <td>COMÉRCIO VAREJISTA DE ARTIGOS DO VESTUÁRIO E A...</td>\n",
       "      <td>S</td>\n",
       "      <td>132</td>\n",
       "      <td>Vestuário ( Calçado / Roupa )</td>\n",
       "      <td>116.0</td>\n",
       "      <td>Contrato/pedido/orçamento (rescisão, descumpri...</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>7791075.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203475</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-07-27 10:30:52.000</td>\n",
       "      <td>2016-04-29 14:18:40.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>CREFISA SA CREDITO E FINANCIAMENTO E INVESTIMENTO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>6.077920e+13</td>\n",
       "      <td>60779196.0</td>\n",
       "      <td>CREFISA SA CREDITO FINANCIAMENTO E INVESTIMENTOS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6436100.0</td>\n",
       "      <td>SOCIEDADES DE CRÉDITO, FINANCIAMENTO E INVESTI...</td>\n",
       "      <td>S</td>\n",
       "      <td>63</td>\n",
       "      <td>Financeira</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 41 a 50 anos</td>\n",
       "      <td>2229140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203476</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-10-26 13:10:02.000</td>\n",
       "      <td>2016-05-31 11:34:40.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>INTERDOTNET DO BRASIL LTDA</td>\n",
       "      <td>INTERDOTNET</td>\n",
       "      <td>1</td>\n",
       "      <td>3.964188e+12</td>\n",
       "      <td>3964188.0</td>\n",
       "      <td>INTERDOTNET DO BRASIL LTDA</td>\n",
       "      <td>INTERDOTNET</td>\n",
       "      <td>6190601.0</td>\n",
       "      <td>PROVEDORES DE ACESSO ÀS REDES DE COMUNICAÇÕES</td>\n",
       "      <td>N</td>\n",
       "      <td>187</td>\n",
       "      <td>Telefonia Celular</td>\n",
       "      <td>134.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 61 a 70 anos</td>\n",
       "      <td>4042003.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203477</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-12-06 11:12:18.000</td>\n",
       "      <td>2016-09-27 08:51:05.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>MOTOROLA MOBILITY COMERCIO DE PRODUTOS ELETR LTDA</td>\n",
       "      <td>MOTOROLA</td>\n",
       "      <td>1</td>\n",
       "      <td>1.472720e+12</td>\n",
       "      <td>1472720.0</td>\n",
       "      <td>MOTOROLA MOBILITY COMERCIO DE PRODUTOS ELETRON...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4652400.0</td>\n",
       "      <td>COMÉRCIO ATACADISTA DE COMPONENTES ELETRÔNICOS...</td>\n",
       "      <td>S</td>\n",
       "      <td>101</td>\n",
       "      <td>Telefone ( Convencional, Celular, Interfone, E...</td>\n",
       "      <td>102.0</td>\n",
       "      <td>Garantia (Abrangência, cobertura, etc.)</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 21 a 30 anos</td>\n",
       "      <td>16290000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203478</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-12-17 13:55:56.000</td>\n",
       "      <td>2016-10-07 12:49:10.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>CNOVA COMERCIO ELETRONICO S/A</td>\n",
       "      <td>PONTOFRIO.COM.BR/CASASBAHIA.COM.BR/EXTRA.COM.BR</td>\n",
       "      <td>1</td>\n",
       "      <td>7.170938e+12</td>\n",
       "      <td>7170938.0</td>\n",
       "      <td>BRUXELAS EMPREENDIMENTOS E PARTICIPACOES S/A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6462000.0</td>\n",
       "      <td>HOLDINGS DE INSTITUIÇÕES NÃO-FINANCEIRAS</td>\n",
       "      <td>S</td>\n",
       "      <td>99</td>\n",
       "      <td>Pneu</td>\n",
       "      <td>115.0</td>\n",
       "      <td>Desistência de compra (cancelamento de compra)</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 41 a 50 anos</td>\n",
       "      <td>8215440.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203479</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-11-07 10:30:14.000</td>\n",
       "      <td>2016-07-29 17:36:52.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>CNOVA COMERCIO ELETRONICO S/A</td>\n",
       "      <td>PONTOFRIO.COM.BR/CASASBAHIA.COM.BR/EXTRA.COM.BR</td>\n",
       "      <td>1</td>\n",
       "      <td>7.170938e+12</td>\n",
       "      <td>7170938.0</td>\n",
       "      <td>BRUXELAS EMPREENDIMENTOS E PARTICIPACOES S/A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6462000.0</td>\n",
       "      <td>HOLDINGS DE INSTITUIÇÕES NÃO-FINANCEIRAS</td>\n",
       "      <td>S</td>\n",
       "      <td>134</td>\n",
       "      <td>Produto de Uso Pessoal ( Barbeador, Depilador,...</td>\n",
       "      <td>106.0</td>\n",
       "      <td>Produto entregue diferente do pedido</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>2227001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203480</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-11-01 11:05:47.000</td>\n",
       "      <td>2016-05-31 11:59:59.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>H-BUSTER DO BRASIL INDUSTRIA E COMERCIO LTDA</td>\n",
       "      <td>H-BUSTER</td>\n",
       "      <td>1</td>\n",
       "      <td>3.376682e+12</td>\n",
       "      <td>3376682.0</td>\n",
       "      <td>H-BUSTER DO BRASIL, INDUSTRIA E COMERCIO LTDA.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2640000.0</td>\n",
       "      <td>FABRICAÇÃO DE APARELHOS DE RECEPÇÃO, REPRODUÇÃ...</td>\n",
       "      <td>N</td>\n",
       "      <td>89</td>\n",
       "      <td>Acessório Para Veículo ( Alarme, Amortecedor, ...</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Produto com vício</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>8320430.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203481</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-08-01 18:15:28.000</td>\n",
       "      <td>2016-02-19 10:07:43.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>DECOLAR.COM LTDA</td>\n",
       "      <td>AGÊNCIA DECOLAR</td>\n",
       "      <td>1</td>\n",
       "      <td>3.563689e+12</td>\n",
       "      <td>3563689.0</td>\n",
       "      <td>DECOLAR. COM LTDA.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7911200.0</td>\n",
       "      <td>AGÊNCIAS DE VIAGENS</td>\n",
       "      <td>S</td>\n",
       "      <td>276</td>\n",
       "      <td>Agências e Operadoras de viagens (pacotes turí...</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 41 a 50 anos</td>\n",
       "      <td>4012140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203482</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-05-06 18:35:59.000</td>\n",
       "      <td>2016-02-25 11:20:56.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>MOTOROLA MOBILITY COMERCIO DE PRODUTOS ELETR LTDA</td>\n",
       "      <td>MOTOROLA</td>\n",
       "      <td>1</td>\n",
       "      <td>1.472720e+12</td>\n",
       "      <td>1472720.0</td>\n",
       "      <td>MOTOROLA MOBILITY COMERCIO DE PRODUTOS ELETRON...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4652400.0</td>\n",
       "      <td>COMÉRCIO ATACADISTA DE COMPONENTES ELETRÔNICOS...</td>\n",
       "      <td>S</td>\n",
       "      <td>101</td>\n",
       "      <td>Telefone ( Convencional, Celular, Interfone, E...</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Produto com vício</td>\n",
       "      <td>M</td>\n",
       "      <td>entre 21 a 30 anos</td>\n",
       "      <td>5346000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203483</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-03-29 11:12:30.000</td>\n",
       "      <td>2016-01-11 10:04:39.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>J. DA SILVA PIRES JORGE ME</td>\n",
       "      <td>PRIMAVERA</td>\n",
       "      <td>1</td>\n",
       "      <td>1.671813e+13</td>\n",
       "      <td>16718129.0</td>\n",
       "      <td>J DA SILVA PIRES JORGE - ME</td>\n",
       "      <td>PRIMAVERA</td>\n",
       "      <td>4744099.0</td>\n",
       "      <td>COMÉRCIO VAREJISTA DE MATERIAIS DE CONSTRUÇÃO ...</td>\n",
       "      <td>N</td>\n",
       "      <td>118</td>\n",
       "      <td>Material de Acabamento de Construção Pronto (P...</td>\n",
       "      <td>106.0</td>\n",
       "      <td>Produto entregue diferente do pedido</td>\n",
       "      <td>F</td>\n",
       "      <td>entre 31 a 40 anos</td>\n",
       "      <td>3966020.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203484</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016-02-12 18:31:14.000</td>\n",
       "      <td>2015-11-18 17:53:31.000</td>\n",
       "      <td>3</td>\n",
       "      <td>Sudeste</td>\n",
       "      <td>SP</td>\n",
       "      <td>CLARO S/A</td>\n",
       "      <td>CLARO / EMBRATEL / CLAROTV</td>\n",
       "      <td>1</td>\n",
       "      <td>4.043254e+13</td>\n",
       "      <td>40432544.0</td>\n",
       "      <td>CLARO S.A.</td>\n",
       "      <td>CLARO</td>\n",
       "      <td>6120501.0</td>\n",
       "      <td>TELEFONIA MÓVEL CELULAR</td>\n",
       "      <td>S</td>\n",
       "      <td>187</td>\n",
       "      <td>Telefonia Celular</td>\n",
       "      <td>134.0</td>\n",
       "      <td>Cobrança indevida/abusiva</td>\n",
       "      <td>M</td>\n",
       "      <td>mais de 70 anos</td>\n",
       "      <td>5410010.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>203485 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        AnoCalendario         DataArquivamento             DataAbertura  \\\n",
       "0                2016  2016-04-28 18:43:26.000  2008-10-06 15:39:00.000   \n",
       "1                2016  2016-04-15 13:13:07.000  2010-01-06 12:21:33.000   \n",
       "2                2016  2016-02-15 13:15:18.000  2010-01-18 15:45:36.000   \n",
       "3                2016  2016-02-11 20:15:00.000  2010-01-18 17:38:46.000   \n",
       "4                2016  2016-02-11 13:35:08.000  2010-06-10 18:09:20.000   \n",
       "5                2016  2016-02-19 10:38:53.000  2010-07-28 17:54:42.000   \n",
       "6                2016  2016-04-14 15:27:36.000  2010-08-02 17:17:31.000   \n",
       "7                2016  2016-06-28 10:35:26.000  2010-08-31 14:07:19.000   \n",
       "8                2016  2016-12-01 15:02:40.000  2015-01-14 12:29:36.000   \n",
       "9                2016  2016-04-14 12:50:45.000  2015-07-20 10:59:27.000   \n",
       "10               2016  2016-10-20 10:25:55.000  2015-09-15 10:18:54.000   \n",
       "11               2016  2016-12-13 11:36:56.000  2014-03-19 12:49:50.000   \n",
       "12               2016  2016-02-22 12:20:37.000  2015-09-22 16:24:01.000   \n",
       "13               2016  2016-10-25 15:46:23.000  2014-12-29 12:58:09.000   \n",
       "14               2016  2016-04-26 10:06:06.000  2016-03-18 10:17:28.000   \n",
       "15               2016  2016-04-19 12:38:05.000  2016-03-14 10:49:48.000   \n",
       "16               2016  2016-05-03 10:47:59.000  2016-04-20 09:58:12.000   \n",
       "17               2016  2016-11-09 17:15:54.000  2016-08-03 13:59:25.000   \n",
       "18               2016  2016-08-15 09:23:35.000  2016-06-28 08:16:19.000   \n",
       "19               2016  2016-05-23 11:02:35.000  2016-04-01 11:27:41.000   \n",
       "20               2016  2016-08-01 11:08:45.000  2016-05-03 11:22:01.000   \n",
       "21               2016  2016-08-08 12:05:10.000  2016-01-12 09:55:23.000   \n",
       "22               2016  2016-02-04 09:37:43.000  2015-12-03 16:22:27.000   \n",
       "23               2016  2016-05-31 14:45:38.000  2016-03-21 16:24:59.000   \n",
       "24               2016  2016-04-11 09:10:35.000  2016-02-26 13:43:33.000   \n",
       "25               2016  2016-03-17 16:47:52.000  2015-05-18 13:24:13.000   \n",
       "26               2016  2016-07-22 17:39:04.000  2016-05-19 10:23:31.000   \n",
       "27               2016  2016-07-26 10:31:48.000  2016-05-31 09:07:49.000   \n",
       "28               2016  2016-03-31 17:22:16.000  2015-07-20 15:54:56.000   \n",
       "29               2016  2016-07-28 10:44:30.000  2016-07-13 14:39:03.000   \n",
       "...               ...                      ...                      ...   \n",
       "203455           2016  2016-05-30 13:40:33.000  2016-03-09 16:53:10.000   \n",
       "203456           2016  2016-02-24 11:46:42.000  2015-10-14 10:51:47.000   \n",
       "203457           2016  2016-05-18 10:27:55.000  2016-03-24 12:06:37.000   \n",
       "203458           2016  2016-03-29 16:12:29.000  2016-01-08 15:28:10.000   \n",
       "203459           2016  2016-05-09 13:40:47.000  2016-02-23 14:27:37.000   \n",
       "203460           2016  2016-11-07 13:54:27.000  2016-08-17 09:33:52.000   \n",
       "203461           2016  2016-04-18 09:05:04.000  2016-02-25 15:16:35.000   \n",
       "203462           2016  2016-08-02 14:13:45.000  2016-03-17 09:13:26.000   \n",
       "203463           2016  2016-11-08 11:28:24.000  2016-04-11 13:21:42.000   \n",
       "203464           2016  2016-03-29 17:25:36.000  2015-11-04 18:43:13.000   \n",
       "203465           2016  2016-05-30 08:31:19.000  2016-03-15 15:00:55.000   \n",
       "203466           2016  2016-08-24 08:54:22.000  2016-04-29 11:01:02.000   \n",
       "203467           2016  2016-11-03 09:02:35.000  2016-05-30 18:14:01.000   \n",
       "203468           2016  2016-10-25 09:34:48.000  2016-06-06 10:37:54.000   \n",
       "203469           2016  2016-11-17 09:40:23.000  2016-08-16 08:55:57.000   \n",
       "203470           2016  2016-05-30 10:11:42.000  2016-01-12 10:24:41.000   \n",
       "203471           2016  2016-04-18 09:05:04.000  2016-03-03 09:06:02.000   \n",
       "203472           2016  2016-08-02 10:47:15.000  2016-03-30 14:47:26.000   \n",
       "203473           2016  2016-05-10 19:03:41.000  2016-03-30 15:13:02.000   \n",
       "203474           2016  2016-01-28 16:42:47.000  2015-11-03 14:05:29.000   \n",
       "203475           2016  2016-07-27 10:30:52.000  2016-04-29 14:18:40.000   \n",
       "203476           2016  2016-10-26 13:10:02.000  2016-05-31 11:34:40.000   \n",
       "203477           2016  2016-12-06 11:12:18.000  2016-09-27 08:51:05.000   \n",
       "203478           2016  2016-12-17 13:55:56.000  2016-10-07 12:49:10.000   \n",
       "203479           2016  2016-11-07 10:30:14.000  2016-07-29 17:36:52.000   \n",
       "203480           2016  2016-11-01 11:05:47.000  2016-05-31 11:59:59.000   \n",
       "203481           2016  2016-08-01 18:15:28.000  2016-02-19 10:07:43.000   \n",
       "203482           2016  2016-05-06 18:35:59.000  2016-02-25 11:20:56.000   \n",
       "203483           2016  2016-03-29 11:12:30.000  2016-01-11 10:04:39.000   \n",
       "203484           2016  2016-02-12 18:31:14.000  2015-11-18 17:53:31.000   \n",
       "\n",
       "        CodigoRegiao        Regiao  UF  \\\n",
       "0                  1         Norte  TO   \n",
       "1                  1         Norte  TO   \n",
       "2                  1         Norte  TO   \n",
       "3                  1         Norte  TO   \n",
       "4                  1         Norte  TO   \n",
       "5                  1         Norte  TO   \n",
       "6                  1         Norte  TO   \n",
       "7                  1         Norte  TO   \n",
       "8                  4           Sul  SC   \n",
       "9                  4           Sul  SC   \n",
       "10                 2      Nordeste  MA   \n",
       "11                 5  Centro-oeste  DF   \n",
       "12                 5  Centro-oeste  DF   \n",
       "13                 5  Centro-oeste  MT   \n",
       "14                 2      Nordeste  PB   \n",
       "15                 2      Nordeste  PB   \n",
       "16                 2      Nordeste  PB   \n",
       "17                 2      Nordeste  BA   \n",
       "18                 2      Nordeste  PE   \n",
       "19                 2      Nordeste  PE   \n",
       "20                 2      Nordeste  PE   \n",
       "21                 3       Sudeste  ES   \n",
       "22                 3       Sudeste  MG   \n",
       "23                 5  Centro-oeste  MS   \n",
       "24                 5  Centro-oeste  MS   \n",
       "25                 5  Centro-oeste  MT   \n",
       "26                 2      Nordeste  PE   \n",
       "27                 2      Nordeste  PE   \n",
       "28                 2      Nordeste  MA   \n",
       "29                 3       Sudeste  RJ   \n",
       "...              ...           ...  ..   \n",
       "203455             3       Sudeste  SP   \n",
       "203456             3       Sudeste  SP   \n",
       "203457             3       Sudeste  SP   \n",
       "203458             3       Sudeste  SP   \n",
       "203459             3       Sudeste  SP   \n",
       "203460             3       Sudeste  SP   \n",
       "203461             3       Sudeste  SP   \n",
       "203462             3       Sudeste  SP   \n",
       "203463             3       Sudeste  SP   \n",
       "203464             3       Sudeste  SP   \n",
       "203465             3       Sudeste  SP   \n",
       "203466             3       Sudeste  SP   \n",
       "203467             3       Sudeste  SP   \n",
       "203468             3       Sudeste  SP   \n",
       "203469             3       Sudeste  SP   \n",
       "203470             3       Sudeste  SP   \n",
       "203471             3       Sudeste  SP   \n",
       "203472             3       Sudeste  SP   \n",
       "203473             3       Sudeste  SP   \n",
       "203474             3       Sudeste  SP   \n",
       "203475             3       Sudeste  SP   \n",
       "203476             3       Sudeste  SP   \n",
       "203477             3       Sudeste  SP   \n",
       "203478             3       Sudeste  SP   \n",
       "203479             3       Sudeste  SP   \n",
       "203480             3       Sudeste  SP   \n",
       "203481             3       Sudeste  SP   \n",
       "203482             3       Sudeste  SP   \n",
       "203483             3       Sudeste  SP   \n",
       "203484             3       Sudeste  SP   \n",
       "\n",
       "                                           strRazaoSocial  \\\n",
       "0         CAMP HOUSE COMÉRCIO DE EQUIP. DE SEGURANÇA LTDA   \n",
       "1                     BRASTEMP UTILIDADES DOMÉSTICAS LTDA   \n",
       "2                                      BANCO BRADESCO S/A   \n",
       "3                                 BANCO ITAÚ UNIBANCO S/A   \n",
       "4         ENERGISA TOCANTINS DISTRIBUIDORA DE ENERGIA S/A   \n",
       "5               COMIBRÁS LITORAL COMÉRCIO E SERVIÇOS LTDA   \n",
       "6                           14 BRASIL TELECOM CELULAR S/A   \n",
       "7                                      BANCO BRADESCO S/A   \n",
       "8                                SKY BRASIL SERVICOS LTDA   \n",
       "9                                SKY BRASIL SERVICOS LTDA   \n",
       "10                               SKY BRASIL SERVICOS LTDA   \n",
       "11                               SKY BRASIL SERVIÇOS LTDA   \n",
       "12                               SKY BRASIL SERVIÇOS LTDA   \n",
       "13                                     SKY DO BRASIL LTDA   \n",
       "14                               SKY BRASIL SERVICOS LTDA   \n",
       "15                               SKY BRASIL SERVICOS LTDA   \n",
       "16                               SKY BRASIL SERVICOS LTDA   \n",
       "17                               SKY BRASIL SERVICOS LTDA   \n",
       "18                               SKY BRASIL SERVICOS LTDA   \n",
       "19                               SKY BRASIL SERVICOS LTDA   \n",
       "20                               SKY BRASIL SERVICOS LTDA   \n",
       "21                               SKY BRASIL SERVIÇOS LTDA   \n",
       "22                               SKY BRASIL SERVIÇOS LTDA   \n",
       "23                             SKY BRASIL SERVICOS LTDA @   \n",
       "24                             SKY BRASIL SERVICOS LTDA @   \n",
       "25                               SKY BRASIL SERVICOS LTDA   \n",
       "26                               SKY BRASIL SERVICOS LTDA   \n",
       "27                               SKY BRASIL SERVICOS LTDA   \n",
       "28                               SKY BRASIL SERVICOS LTDA   \n",
       "29                              SKY BRASIL SERVIÇOS LTDA.   \n",
       "...                                                   ...   \n",
       "203455               EDILBERTO SOUSA OLIVEIRA 47913304391   \n",
       "203456                              TELEFONICA BRASIL S/A   \n",
       "203457  DL COMERCIO E INDUSTRIA DE PRODUTOS ELETRONICO...   \n",
       "203458                       NEXTEL TELECOMUNICAÇÕES LTDA   \n",
       "203459            MILLO COMERCIO DE MOVEIS DO BRASIL LTDA   \n",
       "203460                      CNOVA COMERCIO ELETRONICO S/A   \n",
       "203461                              B2W COMPANHIA DIGITAL   \n",
       "203462                 CAIO JULIO CESAR DA SILVA OLIVEIRA   \n",
       "203463                                   DECOLAR.COM LTDA   \n",
       "203464                                          CLARO S/A   \n",
       "203465              SAINT-GOBAIN DISTRIBUIÇÃO BRASIL LTDA   \n",
       "203466                     IG PUBLICIDADE E CONTEUDO LTDA   \n",
       "203467         ANTELCOM BRASIL COMERCIAL IMP. E EXP.LTDA.   \n",
       "203468  ROYAL INTERMEDIACOES E NEGOCIOS IMOBILIARIOS LTDA   \n",
       "203469                       WMB COMÉRCIO ELETRÔNICO LTDA   \n",
       "203470                             A F COSTA RIO PRETO ME   \n",
       "203471                              SPRINGER CARRIER LTDA   \n",
       "203472                      CNOVA COMERCIO ELETRONICO S/A   \n",
       "203473                    ZURICH MINAS BRASIL SEGUROS S/A   \n",
       "203474                                     C&A MODAS LTDA   \n",
       "203475  CREFISA SA CREDITO E FINANCIAMENTO E INVESTIMENTO   \n",
       "203476                         INTERDOTNET DO BRASIL LTDA   \n",
       "203477  MOTOROLA MOBILITY COMERCIO DE PRODUTOS ELETR LTDA   \n",
       "203478                      CNOVA COMERCIO ELETRONICO S/A   \n",
       "203479                      CNOVA COMERCIO ELETRONICO S/A   \n",
       "203480       H-BUSTER DO BRASIL INDUSTRIA E COMERCIO LTDA   \n",
       "203481                                   DECOLAR.COM LTDA   \n",
       "203482  MOTOROLA MOBILITY COMERCIO DE PRODUTOS ELETR LTDA   \n",
       "203483                         J. DA SILVA PIRES JORGE ME   \n",
       "203484                                          CLARO S/A   \n",
       "\n",
       "                                        strNomeFantasia  Tipo    NumeroCNPJ  \\\n",
       "0                                            CAMP HOUSE     1  8.512480e+12   \n",
       "1                                 COMPRA CERTA BRASTEMP     1  6.205832e+13   \n",
       "2                                    BRADESCO AG_2397-3     1  6.074695e+13   \n",
       "3                                     BANCO ITAÚ MATRIZ     1  6.070119e+13   \n",
       "4                           ENERGISA TOCANTINS (PALMAS)     1  2.508603e+13   \n",
       "5                                     VIA PLAN (MATRIZ)     1  3.443434e+12   \n",
       "6               OI - BRASIL TELECOM (TELEFONIA CELULAR)     1  5.423963e+12   \n",
       "7                                    BRADESCO AG_2397-3     1  6.074695e+13   \n",
       "8                        SKY BRASIL SERVICOS LTDA - CIP     1  7.282082e+13   \n",
       "9                        SKY BRASIL SERVICOS LTDA - CIP     1  7.282082e+13   \n",
       "10                                                  SKY     1  7.282082e+13   \n",
       "11                                                  SKY     1  7.282082e+13   \n",
       "12                                                  SKY     1  7.282082e+13   \n",
       "13                                   SKY DO BRASIL LTDA     1  7.282082e+13   \n",
       "14                                                  SKY     1  7.282082e+13   \n",
       "15                                                  SKY     1  7.282082e+13   \n",
       "16                                                  SKY     1  7.282082e+13   \n",
       "17                                                  SKY     1  7.282082e+13   \n",
       "18                                                  SKY     1  7.282082e+13   \n",
       "19                                                  SKY     1  7.282082e+13   \n",
       "20                                                  SKY     1  7.282082e+13   \n",
       "21                                                  SKY     1  7.282082e+13   \n",
       "22                                           SKY BRASIL     1  7.282082e+13   \n",
       "23                                                  SKY     1  7.282082e+13   \n",
       "24                                                  SKY     1  7.282082e+13   \n",
       "25                                      SKY BRASIL LTDA     1  7.282082e+13   \n",
       "26                                                  SKY     1  7.282082e+13   \n",
       "27                                                  SKY     1  7.282082e+13   \n",
       "28                                                  SKY     1  7.282082e+13   \n",
       "29                                                  SKY     1  7.282082e+13   \n",
       "...                                                 ...   ...           ...   \n",
       "203455   BELGRAND BRASIL DISTRIBUICAO / BELGRAND.COM.BR     1  1.907144e+13   \n",
       "203456                                  VIVO/TELEFÔNICA     1  2.558157e+12   \n",
       "203457                       DL ELETRONICOS / DL.COM.BR     1  6.940544e+12   \n",
       "203458                                           NEXTEL     1  6.697023e+13   \n",
       "203459                                     MILLO.COM.BR     1  1.363281e+13   \n",
       "203460  PONTOFRIO.COM.BR/CASASBAHIA.COM.BR/EXTRA.COM.BR     1  7.170938e+12   \n",
       "203461      AMERICANAS.COM/SUBMARINO/SHOPTIME/SOUBARATO     1  7.765740e+11   \n",
       "203462             HTTP://WWW.VISCONDEDEMAUACHALES.COM/     0           NaN   \n",
       "203463                                  AGÊNCIA DECOLAR     1  3.563689e+12   \n",
       "203464                       CLARO / EMBRATEL / CLAROTV     1  4.043254e+13   \n",
       "203465                                       TELHANORTE     1  3.840986e+12   \n",
       "203466            IBEST/ IG.COM.BR / IG INTERNET GRÁTIS     1  1.392289e+13   \n",
       "203467                                              NaN     1  1.029043e+13   \n",
       "203468                                    ROYAL IMOVEIS     1  6.325848e+12   \n",
       "203469                                   WALMART.COM.BR     1  1.431405e+13   \n",
       "203470                             ULTRAHARDWARE.COM.BR     1  4.757615e+13   \n",
       "203471                                              NaN     1  1.094865e+13   \n",
       "203472  PONTOFRIO.COM.BR/CASASBAHIA.COM.BR/EXTRA.COM.BR     1  7.170938e+12   \n",
       "203473                          MINAS BRASIL SEGURADORA     1  1.719739e+13   \n",
       "203474                                              NaN     1  4.524291e+13   \n",
       "203475                                              NaN     1  6.077920e+13   \n",
       "203476                                      INTERDOTNET     1  3.964188e+12   \n",
       "203477                                         MOTOROLA     1  1.472720e+12   \n",
       "203478  PONTOFRIO.COM.BR/CASASBAHIA.COM.BR/EXTRA.COM.BR     1  7.170938e+12   \n",
       "203479  PONTOFRIO.COM.BR/CASASBAHIA.COM.BR/EXTRA.COM.BR     1  7.170938e+12   \n",
       "203480                                         H-BUSTER     1  3.376682e+12   \n",
       "203481                                  AGÊNCIA DECOLAR     1  3.563689e+12   \n",
       "203482                                         MOTOROLA     1  1.472720e+12   \n",
       "203483                                        PRIMAVERA     1  1.671813e+13   \n",
       "203484                       CLARO / EMBRATEL / CLAROTV     1  4.043254e+13   \n",
       "\n",
       "        RadicalCNPJ                                     RazaoSocialRFB  \\\n",
       "0         8512480.0  CAMP HOUSE - COMERCIO DE EQUIPAMENTOS DE SEGUR...   \n",
       "1        62058318.0              BUD COMERCIO DE ELETRODOMESTICOS LTDA   \n",
       "2        60746948.0                                  BANCO BRADESCO SA   \n",
       "3        60701190.0                                 ITAU UNIBANCO S.A.   \n",
       "4        25086034.0  COMPANHIA DE ENERGIA ELETRICA DO ESTADO DO TOC...   \n",
       "5         3443434.0          COMIBRAS LITORAL COMERCIO E SERVICOS LTDA   \n",
       "6         5423963.0                      14 BRASIL TELECOM CELULAR S/A   \n",
       "7        60746948.0                                  BANCO BRADESCO SA   \n",
       "8        72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "9        72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "10       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "11       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "12       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "13       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "14       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "15       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "16       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "17       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "18       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "19       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "20       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "21       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "22       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "23       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "24       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "25       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "26       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "27       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "28       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "29       72820822.0                           SKY BRASIL SERVICOS LTDA   \n",
       "...             ...                                                ...   \n",
       "203455   19071444.0               EDILBERTO SOUSA OLIVEIRA 47913304391   \n",
       "203456    2558157.0                             TELEFONICA BRASIL S.A.   \n",
       "203457    6940544.0  DL COMERCIO E INDUSTRIA DE PRODUTOS ELETRONICO...   \n",
       "203458   66970229.0                      NEXTEL TELECOMUNICACOES LTDA.   \n",
       "203459   13632811.0            MILLO COMERCIO DE MOVEIS DO BRASIL LTDA   \n",
       "203460    7170938.0       BRUXELAS EMPREENDIMENTOS E PARTICIPACOES S/A   \n",
       "203461     776574.0                   B2W - COMPANHIA GLOBAL DO VAREJO   \n",
       "203462          NaN                                                NaN   \n",
       "203463    3563689.0                                 DECOLAR. COM LTDA.   \n",
       "203464   40432544.0                                         CLARO S.A.   \n",
       "203465    3840986.0              SAINT-GOBAIN DISTRIBUICAO BRASIL LTDA   \n",
       "203466   13922889.0                    IG PUBLICIDADE E CONTEUDO LTDA.   \n",
       "203467   10290431.0      B2M2 COMERCIAL IMPORTADORA E EXPORTADORA LTDA   \n",
       "203468    6325848.0  ROYAL INTERMEDIACOES E NEGOCIOS IMOBILIARIOS LTDA   \n",
       "203469   14314050.0                       WMB COMERCIO ELETRONICO LTDA   \n",
       "203470   47576152.0                           A F COSTA RIO PRETO - ME   \n",
       "203471   10948651.0                              SPRINGER CARRIER LTDA   \n",
       "203472    7170938.0       BRUXELAS EMPREENDIMENTOS E PARTICIPACOES S/A   \n",
       "203473   17197385.0                   ZURICH MINAS BRASIL SEGUROS S.A.   \n",
       "203474   45242914.0                                    C&A MODAS LTDA.   \n",
       "203475   60779196.0   CREFISA SA CREDITO FINANCIAMENTO E INVESTIMENTOS   \n",
       "203476    3964188.0                         INTERDOTNET DO BRASIL LTDA   \n",
       "203477    1472720.0  MOTOROLA MOBILITY COMERCIO DE PRODUTOS ELETRON...   \n",
       "203478    7170938.0       BRUXELAS EMPREENDIMENTOS E PARTICIPACOES S/A   \n",
       "203479    7170938.0       BRUXELAS EMPREENDIMENTOS E PARTICIPACOES S/A   \n",
       "203480    3376682.0     H-BUSTER DO BRASIL, INDUSTRIA E COMERCIO LTDA.   \n",
       "203481    3563689.0                                 DECOLAR. COM LTDA.   \n",
       "203482    1472720.0  MOTOROLA MOBILITY COMERCIO DE PRODUTOS ELETRON...   \n",
       "203483   16718129.0                        J DA SILVA PIRES JORGE - ME   \n",
       "203484   40432544.0                                         CLARO S.A.   \n",
       "\n",
       "                              NomeFantasiaRFB  CNAEPrincipal  \\\n",
       "0                                         NaN      4753900.0   \n",
       "1                       COMPRA CERTA BRASTEMP      4753900.0   \n",
       "2       BRADESCO AG. PALMAS - CENTRO EST UNIF      6422100.0   \n",
       "3                                    EST UNIF      6422100.0   \n",
       "4                                         NaN      3514000.0   \n",
       "5                                         NaN      4753900.0   \n",
       "6                                          OI      6120501.0   \n",
       "7       BRADESCO AG. PALMAS - CENTRO EST UNIF      6422100.0   \n",
       "8                                         SKY      6143400.0   \n",
       "9                                         SKY      6143400.0   \n",
       "10                                        SKY      6143400.0   \n",
       "11                                        SKY      6143400.0   \n",
       "12                                        SKY      6143400.0   \n",
       "13                                        SKY      6143400.0   \n",
       "14                                        SKY      6143400.0   \n",
       "15                                        SKY      6143400.0   \n",
       "16                                        SKY      6143400.0   \n",
       "17                                        SKY      6143400.0   \n",
       "18                                        SKY      6143400.0   \n",
       "19                                        SKY      6143400.0   \n",
       "20                                        SKY      6143400.0   \n",
       "21                                        SKY      6143400.0   \n",
       "22                                        SKY      6143400.0   \n",
       "23                                        SKY      6143400.0   \n",
       "24                                        SKY      6143400.0   \n",
       "25                                        SKY      6143400.0   \n",
       "26                                        SKY      6143400.0   \n",
       "27                                        SKY      6143400.0   \n",
       "28                                        SKY      6143400.0   \n",
       "29                                        SKY      6143400.0   \n",
       "...                                       ...            ...   \n",
       "203455                               LOJA0001      4772500.0   \n",
       "203456                                    NaN      6110801.0   \n",
       "203457                         DL ELETRONICOS      2621300.0   \n",
       "203458                                    NaN      6120502.0   \n",
       "203459                                    NaN      4754701.0   \n",
       "203460                                    NaN      6462000.0   \n",
       "203461                                    NaN      4789099.0   \n",
       "203462                                    NaN            NaN   \n",
       "203463                                    NaN      7911200.0   \n",
       "203464                                  CLARO      6120501.0   \n",
       "203465                             TELHANORTE      4744005.0   \n",
       "203466                                    NaN      6190601.0   \n",
       "203467                                   B2M2      4689399.0   \n",
       "203468                          ROYAL IMOVEIS      6821801.0   \n",
       "203469                                    NaN      4789099.0   \n",
       "203470                                    NaN      4751201.0   \n",
       "203471                       SPRINGER CARRIER      2824102.0   \n",
       "203472                                    NaN      6462000.0   \n",
       "203473                         ZURICH SEGUROS      6511101.0   \n",
       "203474                                    NaN      4781400.0   \n",
       "203475                                    NaN      6436100.0   \n",
       "203476                            INTERDOTNET      6190601.0   \n",
       "203477                                    NaN      4652400.0   \n",
       "203478                                    NaN      6462000.0   \n",
       "203479                                    NaN      6462000.0   \n",
       "203480                                    NaN      2640000.0   \n",
       "203481                                    NaN      7911200.0   \n",
       "203482                                    NaN      4652400.0   \n",
       "203483                              PRIMAVERA      4744099.0   \n",
       "203484                                  CLARO      6120501.0   \n",
       "\n",
       "                                        DescCNAEPrincipal Atendida  \\\n",
       "0       COMÉRCIO VAREJISTA ESPECIALIZADO DE ELETRODOMÉ...        N   \n",
       "1       COMÉRCIO VAREJISTA ESPECIALIZADO DE ELETRODOMÉ...        N   \n",
       "2                BANCOS MÚLTIPLOS, COM CARTEIRA COMERCIAL        N   \n",
       "3                BANCOS MÚLTIPLOS, COM CARTEIRA COMERCIAL        N   \n",
       "4                        DISTRIBUIÇÃO DE ENERGIA ELÉTRICA        N   \n",
       "5       COMÉRCIO VAREJISTA ESPECIALIZADO DE ELETRODOMÉ...        N   \n",
       "6                                 TELEFONIA MÓVEL CELULAR        N   \n",
       "7                BANCOS MÚLTIPLOS, COM CARTEIRA COMERCIAL        N   \n",
       "8       OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "9       OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        N   \n",
       "10      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "11      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "12      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "13      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        N   \n",
       "14      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "15      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "16      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "17      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "18      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "19      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        N   \n",
       "20      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "21      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        N   \n",
       "22      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "23      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        N   \n",
       "24      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "25      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "26      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        N   \n",
       "27      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "28      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        N   \n",
       "29      OPERADORAS DE TELEVISÃO POR ASSINATURA POR SAT...        S   \n",
       "...                                                   ...      ...   \n",
       "203455  COMÉRCIO VAREJISTA DE COSMÉTICOS, PRODUTOS DE ...        N   \n",
       "203456         SERVIÇOS DE TELEFONIA FIXA COMUTADA - STFC        N   \n",
       "203457          FABRICAÇÃO DE EQUIPAMENTOS DE INFORMÁTICA        S   \n",
       "203458                  SERVIÇO MÓVEL ESPECIALIZADO - SME        N   \n",
       "203459                       COMÉRCIO VAREJISTA DE MÓVEIS        N   \n",
       "203460           HOLDINGS DE INSTITUIÇÕES NÃO-FINANCEIRAS        S   \n",
       "203461  COMÉRCIO VAREJISTA DE OUTROS PRODUTOS NÃO ESPE...        S   \n",
       "203462                                                NaN        S   \n",
       "203463                                AGÊNCIAS DE VIAGENS        N   \n",
       "203464                            TELEFONIA MÓVEL CELULAR        S   \n",
       "203465  COMÉRCIO VAREJISTA DE MATERIAIS DE CONSTRUÇÃO ...        S   \n",
       "203466      PROVEDORES DE ACESSO ÀS REDES DE COMUNICAÇÕES        N   \n",
       "203467  COMÉRCIO ATACADISTA ESPECIALIZADO EM OUTROS PR...        N   \n",
       "203468  CORRETAGEM NA COMPRA E VENDA E AVALIAÇÃO DE IM...        N   \n",
       "203469  COMÉRCIO VAREJISTA DE OUTROS PRODUTOS NÃO ESPE...        N   \n",
       "203470                                                NaN        N   \n",
       "203471  FABRICAÇÃO DE APARELHOS E EQUIPAMENTOS DE AR C...        S   \n",
       "203472           HOLDINGS DE INSTITUIÇÕES NÃO-FINANCEIRAS        S   \n",
       "203473                                    SEGUROS DE VIDA        S   \n",
       "203474  COMÉRCIO VAREJISTA DE ARTIGOS DO VESTUÁRIO E A...        S   \n",
       "203475  SOCIEDADES DE CRÉDITO, FINANCIAMENTO E INVESTI...        S   \n",
       "203476      PROVEDORES DE ACESSO ÀS REDES DE COMUNICAÇÕES        N   \n",
       "203477  COMÉRCIO ATACADISTA DE COMPONENTES ELETRÔNICOS...        S   \n",
       "203478           HOLDINGS DE INSTITUIÇÕES NÃO-FINANCEIRAS        S   \n",
       "203479           HOLDINGS DE INSTITUIÇÕES NÃO-FINANCEIRAS        S   \n",
       "203480  FABRICAÇÃO DE APARELHOS DE RECEPÇÃO, REPRODUÇÃ...        N   \n",
       "203481                                AGÊNCIAS DE VIAGENS        S   \n",
       "203482  COMÉRCIO ATACADISTA DE COMPONENTES ELETRÔNICOS...        S   \n",
       "203483  COMÉRCIO VAREJISTA DE MATERIAIS DE CONSTRUÇÃO ...        N   \n",
       "203484                            TELEFONIA MÓVEL CELULAR        S   \n",
       "\n",
       "        CodigoAssunto                                   DescricaoAssunto  \\\n",
       "0                 135               Venda a Domicílio / Reembolso Postal   \n",
       "1                 105  Artigo de Foto Imagem ( Filme, Ampliador, Lune...   \n",
       "2                  53                                    Banco comercial   \n",
       "3                  53                                    Banco comercial   \n",
       "4                 185                                   Energia Elétrica   \n",
       "5                  94                                Geladeira e Freezer   \n",
       "6                 187                                  Telefonia Celular   \n",
       "7                  53                                    Banco comercial   \n",
       "8                 259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "9                 259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "10                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "11                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "12                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "13                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "14                 62                                Empresa de Cobrança   \n",
       "15                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "16                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "17                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "18                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "19                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "20                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "21                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "22                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "23                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "24                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "25                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "26                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "27                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "28                137                                           Internet   \n",
       "29                259         TV Por Assinatura ( Cabo, Satélite, Etc. )   \n",
       "...               ...                                                ...   \n",
       "203455             93                                 Fogão e Microondas   \n",
       "203456            186  Telefonia Fixa ( Plano de Expansão / Compra e ...   \n",
       "203457            102          Microcomputador / Produtos de Informática   \n",
       "203458            187                                  Telefonia Celular   \n",
       "203459            254                             Serviços de Marcenaria   \n",
       "203460             92          Máquina de Lavar Roupa / Louça e Secadora   \n",
       "203461            101  Telefone ( Convencional, Celular, Interfone, E...   \n",
       "203462            276  Agências e Operadoras de viagens (pacotes turí...   \n",
       "203463            276  Agências e Operadoras de viagens (pacotes turí...   \n",
       "203464             74             Banco de Dados ( SPC - SERASA - ETC. )   \n",
       "203465            118  Material de Acabamento de Construção Pronto (P...   \n",
       "203466            187                                  Telefonia Celular   \n",
       "203467            102          Microcomputador / Produtos de Informática   \n",
       "203468             80                                            Locação   \n",
       "203469            125  Aquecedor / Ventilador / Ar Condicionado / Cir...   \n",
       "203470            102          Microcomputador / Produtos de Informática   \n",
       "203471            125  Aquecedor / Ventilador / Ar Condicionado / Cir...   \n",
       "203472            102          Microcomputador / Produtos de Informática   \n",
       "203473             69                                     Outros Seguros   \n",
       "203474            132                      Vestuário ( Calçado / Roupa )   \n",
       "203475             63                                         Financeira   \n",
       "203476            187                                  Telefonia Celular   \n",
       "203477            101  Telefone ( Convencional, Celular, Interfone, E...   \n",
       "203478             99                                               Pneu   \n",
       "203479            134  Produto de Uso Pessoal ( Barbeador, Depilador,...   \n",
       "203480             89  Acessório Para Veículo ( Alarme, Amortecedor, ...   \n",
       "203481            276  Agências e Operadoras de viagens (pacotes turí...   \n",
       "203482            101  Telefone ( Convencional, Celular, Interfone, E...   \n",
       "203483            118  Material de Acabamento de Construção Pronto (P...   \n",
       "203484            187                                  Telefonia Celular   \n",
       "\n",
       "        CodigoProblema                                  DescricaoProblema  \\\n",
       "0                115.0     Desistência de compra (cancelamento de compra)   \n",
       "1                107.0           Não entrega/demora na entrega do produto   \n",
       "2                 48.0                   Não entrega de copia do contrato   \n",
       "3                 48.0                   Não entrega de copia do contrato   \n",
       "4                134.0                          Cobrança indevida/abusiva   \n",
       "5                107.0           Não entrega/demora na entrega do produto   \n",
       "6                134.0                          Cobrança indevida/abusiva   \n",
       "7                 27.0  Contrato (não cumprimento, alteração, transfer...   \n",
       "8                184.0  Serviço não fornecido (entrega/instalação/não ...   \n",
       "9                194.0                          Cobrança indevida/abusiva   \n",
       "10               194.0                          Cobrança indevida/abusiva   \n",
       "11               185.0        Serviço não concluído /Fornecimento parcial   \n",
       "12               194.0                          Cobrança indevida/abusiva   \n",
       "13               188.0            Recusa injustificada em prestar serviço   \n",
       "14                28.0                          Cobrança indevida/abusiva   \n",
       "15               255.0  SAC - Cancelamento de serviço (retenção, demor...   \n",
       "16               254.0  SAC - Resolução de demandas (ausência de respo...   \n",
       "17               194.0                          Cobrança indevida/abusiva   \n",
       "18               194.0                          Cobrança indevida/abusiva   \n",
       "19               194.0                          Cobrança indevida/abusiva   \n",
       "20               194.0                          Cobrança indevida/abusiva   \n",
       "21               184.0  Serviço não fornecido (entrega/instalação/não ...   \n",
       "22               184.0  Serviço não fornecido (entrega/instalação/não ...   \n",
       "23               194.0                          Cobrança indevida/abusiva   \n",
       "24               194.0                          Cobrança indevida/abusiva   \n",
       "25               194.0                          Cobrança indevida/abusiva   \n",
       "26               184.0  Serviço não fornecido (entrega/instalação/não ...   \n",
       "27               194.0                          Cobrança indevida/abusiva   \n",
       "28               116.0  Contrato/pedido/orçamento (rescisão, descumpri...   \n",
       "29               194.0                          Cobrança indevida/abusiva   \n",
       "...                ...                                                ...   \n",
       "203455           107.0           Não entrega/demora na entrega do produto   \n",
       "203456           128.0            Recusa injustificada em prestar serviço   \n",
       "203457           105.0                                  Produto com vício   \n",
       "203458           134.0                          Cobrança indevida/abusiva   \n",
       "203459           184.0  Serviço não fornecido (entrega/instalação/não ...   \n",
       "203460           107.0           Não entrega/demora na entrega do produto   \n",
       "203461           109.0                               Publicidade enganosa   \n",
       "203462           203.0           Contrato - Rescisão/alteração unilateral   \n",
       "203463           194.0                          Cobrança indevida/abusiva   \n",
       "203464            28.0                          Cobrança indevida/abusiva   \n",
       "203465           105.0                                  Produto com vício   \n",
       "203466           134.0                          Cobrança indevida/abusiva   \n",
       "203467           111.0                                     Venda enganosa   \n",
       "203468            63.0  Cobrança de taxa indevida (elaboração de contr...   \n",
       "203469           116.0  Contrato/pedido/orçamento (rescisão, descumpri...   \n",
       "203470           106.0               Produto entregue diferente do pedido   \n",
       "203471           105.0                                  Produto com vício   \n",
       "203472           106.0               Produto entregue diferente do pedido   \n",
       "203473            55.0     Discordância na indenização (seguros em geral)   \n",
       "203474           116.0  Contrato/pedido/orçamento (rescisão, descumpri...   \n",
       "203475            28.0                          Cobrança indevida/abusiva   \n",
       "203476           134.0                          Cobrança indevida/abusiva   \n",
       "203477           102.0            Garantia (Abrangência, cobertura, etc.)   \n",
       "203478           115.0     Desistência de compra (cancelamento de compra)   \n",
       "203479           106.0               Produto entregue diferente do pedido   \n",
       "203480           105.0                                  Produto com vício   \n",
       "203481           194.0                          Cobrança indevida/abusiva   \n",
       "203482           105.0                                  Produto com vício   \n",
       "203483           106.0               Produto entregue diferente do pedido   \n",
       "203484           134.0                          Cobrança indevida/abusiva   \n",
       "\n",
       "       SexoConsumidor FaixaEtariaConsumidor  CEPConsumidor  \n",
       "0                   N         Nao Informada     77020024.0  \n",
       "1                   F    entre 21 a 30 anos     77600000.0  \n",
       "2                   F    entre 41 a 50 anos     77019040.0  \n",
       "3                   F    entre 41 a 50 anos            NaN  \n",
       "4                   M    entre 41 a 50 anos     77570000.0  \n",
       "5                   F    entre 31 a 40 anos     77270000.0  \n",
       "6                   M         Nao Informada     77020172.0  \n",
       "7                   F    entre 31 a 40 anos     77019014.0  \n",
       "8                   M    entre 41 a 50 anos     89202005.0  \n",
       "9                   M    entre 21 a 30 anos     89228600.0  \n",
       "10                  F    entre 21 a 30 anos            NaN  \n",
       "11                  M    entre 31 a 40 anos     73370100.0  \n",
       "12                  M    entre 61 a 70 anos     72110450.0  \n",
       "13                  M    entre 51 a 60 anos     78700000.0  \n",
       "14                  F         Nao Informada     58077340.0  \n",
       "15                  M    entre 51 a 60 anos     58070400.0  \n",
       "16                  F       mais de 70 anos            NaN  \n",
       "17                  M    entre 41 a 50 anos     46970000.0  \n",
       "18                  F    entre 51 a 60 anos     53140170.0  \n",
       "19                  F    entre 51 a 60 anos     50680310.0  \n",
       "20                  F    entre 61 a 70 anos            NaN  \n",
       "21                  M    entre 61 a 70 anos     29000000.0  \n",
       "22                  M    entre 51 a 60 anos     33025000.0  \n",
       "23                  F    entre 31 a 40 anos     79117280.0  \n",
       "24                  F    entre 21 a 30 anos     79086441.0  \n",
       "25                  M    entre 41 a 50 anos            NaN  \n",
       "26                  F    entre 41 a 50 anos     56180000.0  \n",
       "27                  M    entre 31 a 40 anos     55590000.0  \n",
       "28                  F    entre 21 a 30 anos     65058428.0  \n",
       "29                  M    entre 61 a 70 anos     24360250.0  \n",
       "...               ...                   ...            ...  \n",
       "203455              F    entre 41 a 50 anos      9608000.0  \n",
       "203456              M    entre 21 a 30 anos     12943000.0  \n",
       "203457              F    entre 31 a 40 anos      2867030.0  \n",
       "203458              M    entre 51 a 60 anos      5581000.0  \n",
       "203459              M    entre 31 a 40 anos      1141000.0  \n",
       "203460              M         Nao Informada      4002001.0  \n",
       "203461              M    entre 21 a 30 anos      6233100.0  \n",
       "203462              F    entre 21 a 30 anos     13251432.0  \n",
       "203463              F    entre 51 a 60 anos      5415010.0  \n",
       "203464              M    entre 21 a 30 anos      4276030.0  \n",
       "203465              M         Nao Informada      3132090.0  \n",
       "203466              M    entre 31 a 40 anos     13402075.0  \n",
       "203467              M    entre 31 a 40 anos     13175668.0  \n",
       "203468              M    entre 31 a 40 anos      4139000.0  \n",
       "203469              F    entre 31 a 40 anos      3359140.0  \n",
       "203470              M    entre 41 a 50 anos      8290220.0  \n",
       "203471              F         Nao Informada      5406000.0  \n",
       "203472              F    entre 41 a 50 anos      4088002.0  \n",
       "203473              F    entre 21 a 30 anos      4814300.0  \n",
       "203474              F    entre 31 a 40 anos      7791075.0  \n",
       "203475              F    entre 41 a 50 anos      2229140.0  \n",
       "203476              M    entre 61 a 70 anos      4042003.0  \n",
       "203477              F    entre 21 a 30 anos     16290000.0  \n",
       "203478              M    entre 41 a 50 anos      8215440.0  \n",
       "203479              M    entre 31 a 40 anos      2227001.0  \n",
       "203480              F    entre 31 a 40 anos      8320430.0  \n",
       "203481              M    entre 41 a 50 anos      4012140.0  \n",
       "203482              M    entre 21 a 30 anos      5346000.0  \n",
       "203483              F    entre 31 a 40 anos      3966020.0  \n",
       "203484              M       mais de 70 anos      5410010.0  \n",
       "\n",
       "[203485 rows x 23 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#load dos dados de 2016\n",
    "dataset = pd.read_csv(r'data/reclamacoes-fundamentadas-sindec-2016_v2.csv', sep=';')\n",
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['DataArquivamento', 'DataAbertura', 'CodigoRegiao', 'Regiao', 'UF',\n",
       "       'strRazaoSocial', 'strNomeFantasia', 'Tipo', 'NomeFantasiaRFB',\n",
       "       'CNAEPrincipal', 'Atendida', 'CodigoAssunto', 'DescricaoAssunto',\n",
       "       'CodigoProblema', 'DescricaoProblema', 'SexoConsumidor',\n",
       "       'FaixaEtariaConsumidor', 'CEPConsumidor'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#removing useless columns\n",
    "columns_removed=['AnoCalendario','NumeroCNPJ','DescCNAEPrincipal','RadicalCNPJ','RazaoSocialRFB'] #verificar se necessita eliminar mais alguma coluna\n",
    "dataset=dataset.drop(columns_removed,axis=1)\n",
    "dataset.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(203485, 18)\n",
      "(79515, 18)\n"
     ]
    }
   ],
   "source": [
    "#cleaning data\n",
    "print(dataset.shape)\n",
    "dataset=dataset.dropna()\n",
    "print(dataset.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataArquivamento         datetime64[ns]\n",
       "DataAbertura             datetime64[ns]\n",
       "CodigoRegiao                   category\n",
       "Regiao                         category\n",
       "UF                             category\n",
       "strRazaoSocial                 category\n",
       "strNomeFantasia                category\n",
       "Tipo                           category\n",
       "NomeFantasiaRFB                category\n",
       "CNAEPrincipal                  category\n",
       "Atendida                       category\n",
       "CodigoAssunto                  category\n",
       "DescricaoAssunto               category\n",
       "CodigoProblema                 category\n",
       "DescricaoProblema              category\n",
       "SexoConsumidor                 category\n",
       "FaixaEtariaConsumidor          category\n",
       "CEPConsumidor                  category\n",
       "dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#changing types of columns\n",
    "dataset['DataAbertura']=pd.to_datetime(dataset['DataAbertura'])\n",
    "dataset['DataArquivamento']=pd.to_datetime(dataset['DataArquivamento'])\n",
    "categorical_columns={'CodigoRegiao':'category','Regiao':'category','UF':'category','strRazaoSocial':'category','strNomeFantasia':'category','Tipo':'category','NomeFantasiaRFB':'category','CNAEPrincipal':'category','Atendida':'category','CodigoAssunto':'category','DescricaoAssunto':'category','CodigoProblema':'category','DescricaoProblema':'category','SexoConsumidor':'category','FaixaEtariaConsumidor':'category','CEPConsumidor':'category'}\n",
    "dataset=dataset.astype(categorical_columns)\n",
    "dataset.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    203485.000000\n",
       "mean        240.160911\n",
       "std         434.571577\n",
       "min           0.000000\n",
       "25%          42.000000\n",
       "50%          85.000000\n",
       "75%         208.000000\n",
       "max        3975.000000\n",
       "Name: periodo, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#adding new column period\n",
    "dataset['periodo']=(dataset.DataArquivamento-dataset.DataAbertura).apply(lambda x:x.days)\n",
    "dataset=dataset.drop(dataset[dataset.periodo<0].index) #removing negative periods\n",
    "dataset.periodo.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     186695\n",
       "unique         7\n",
       "top            2\n",
       "freq       45422\n",
       "Name: FaixaEtariaConsumidorEncoded, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#adding new column FaixaEtariaConsumidorEncoded\n",
    "faixaEtariaCategories = [\"até 20 anos\",\"entre 21 a 30 anos\",\"entre 31 a 40 anos\",\"entre 41 a 50 anos\",\"entre 51 a 60 anos\",\"entre 61 a 70 anos\",\"mais de 70 anos\"]\n",
    "dataset = dataset[dataset.FaixaEtariaConsumidor != \"Nao Informada\"]\n",
    "faixaEtariaType = CategoricalDtype(categories=faixaEtariaCategories, ordered=True)\n",
    "dataset.FaixaEtariaConsumidor = dataset.FaixaEtariaConsumidor.astype(faixaEtariaType)\n",
    "dataset['FaixaEtariaConsumidorEncoded'] = dataset.FaixaEtariaConsumidor.map(lambda x : faixaEtariaCategories.index(x))\n",
    "dataset.FaixaEtariaConsumidorEncoded.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#adding new column SexoConsumidorEncoded\n",
    "dataset['SexoConsumidorEncoded'] = dataset['SexoConsumidor'].map({'M': 1, 'F': 0, 'N': 2})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    185252\n",
       "1      1443\n",
       "Name: vendaEnganosaEncoded, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#adding new columne vendaEnganosa\n",
    "dataset['vendaEnganosaEncoded'] = dataset.CodigoProblema.map(lambda x: x == 111 and 1 or 0) #1 = sim 0 = false\n",
    "dataset.vendaEnganosaEncoded = dataset.vendaEnganosaEncoded.astype('category')\n",
    "dataset.vendaEnganosaEncoded.value_counts() #Classes nada equivalentes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Adding new column AtendidaEncoded\n",
    "dataset['AtendidaEncoded'] = pd.Series(np.where(dataset['Atendida'].values == 'S', 1, 0), dataset['Atendida'].index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Def de funções\n",
    "def dummies(data_frame, collumns):\n",
    "    return pd.get_dummies(data_frame, columns=columns)\n",
    "\n",
    "def plot_confusion_matrix(cm,\n",
    "                          target_names,\n",
    "                          title='Confusion matrix',\n",
    "                          cmap=None,\n",
    "                          normalize=True):\n",
    "    \"\"\"\n",
    "    given a sklearn confusion matrix (cm), make a nice plot\n",
    "\n",
    "    Arguments\n",
    "    ---------\n",
    "    cm:           confusion matrix from sklearn.metrics.confusion_matrix\n",
    "\n",
    "    target_names: given classification classes such as [0, 1, 2]\n",
    "                  the class names, for example: ['high', 'medium', 'low']\n",
    "\n",
    "    title:        the text to display at the top of the matrix\n",
    "\n",
    "    cmap:         the gradient of the values displayed from matplotlib.pyplot.cm\n",
    "                  see http://matplotlib.org/examples/color/colormaps_reference.html\n",
    "                  plt.get_cmap('jet') or plt.cm.Blues\n",
    "\n",
    "    normalize:    If False, plot the raw numbers\n",
    "                  If True, plot the proportions\n",
    "\n",
    "    Usage\n",
    "    -----\n",
    "    plot_confusion_matrix(cm           = cm,                  # confusion matrix created by\n",
    "                                                              # sklearn.metrics.confusion_matrix\n",
    "                          normalize    = True,                # show proportions\n",
    "                          target_names = y_labels_vals,       # list of names of the classes\n",
    "                          title        = best_estimator_name) # title of graph\n",
    "\n",
    "    Citiation\n",
    "    ---------\n",
    "    http://scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html\n",
    "\n",
    "    \"\"\"\n",
    "\n",
    "    accuracy = np.trace(cm) / float(np.sum(cm))\n",
    "    misclass = 1 - accuracy\n",
    "\n",
    "    if cmap is None:\n",
    "        cmap = plt.get_cmap('Blues')\n",
    "\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
    "    plt.title(title)\n",
    "    plt.colorbar()\n",
    "\n",
    "    if target_names is not None:\n",
    "        tick_marks = np.arange(len(target_names))\n",
    "        plt.xticks(tick_marks, target_names, rotation=45)\n",
    "        plt.yticks(tick_marks, target_names)\n",
    "\n",
    "    if normalize:\n",
    "        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "\n",
    "\n",
    "    thresh = cm.max() / 1.5 if normalize else cm.max() / 2\n",
    "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
    "        if normalize:\n",
    "            plt.text(j, i, \"{:0.4f}\".format(cm[i, j]),\n",
    "                     horizontalalignment=\"center\",\n",
    "                     color=\"black\" if cm[i, j] > thresh else \"black\")\n",
    "        else:\n",
    "            plt.text(j, i, \"{:,}\".format(cm[i, j]),\n",
    "                     horizontalalignment=\"center\",\n",
    "                     color=\"black\" if cm[i, j] > thresh else \"black\")\n",
    "\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.ylabel('True label')\n",
    "    plt.xlabel('Predicted label\\naccuracy={:0.4f}; misclass={:0.4f}'.format(accuracy, misclass))\n",
    "    plt.show()\n",
    "    \n",
    "def classify_dataset(data_frame, columns, label):\n",
    "    train, test = train_test_split(data_frame, test_size=1/5, random_state=42)\n",
    "\n",
    "    print (\"separando trainamento e test\")\n",
    "\n",
    "    X_train = train.loc[:,columns].values\n",
    "    X_test = test.loc[:,columns].values\n",
    "    y_train = train[label].values\n",
    "    y_test = test[label].values\n",
    "\n",
    "    np.set_printoptions(precision=2, suppress=True)\n",
    "\n",
    "    print (\"Executando classificadores\")\n",
    "\n",
    "    #Arvore de decisão\n",
    "    print (\"\\nArvore de decisão\")\n",
    "    clf = DecisionTreeClassifier(random_state=0)\n",
    "    clf.fit(X_train, y_train)\n",
    "    pred = clf.predict(X_test)\n",
    "    print (\"acc\",accuracy_score(y_test, pred))\n",
    "    print (\"MSE\",mean_squared_error(y_test, pred))\n",
    "    print (\"Recall\", recall_score(y_test,pred))\n",
    "    cm1 = confusion_matrix(y_test, pred)\n",
    "    \n",
    "    # Bayes\n",
    "    print (\"\\nBayes\")\n",
    "    clf = GaussianNB()\n",
    "    clf.fit(X_train, y_train)\n",
    "    pred = clf.predict(X_test)\n",
    "    print (\"acc\",accuracy_score(y_test, pred))\n",
    "    print (\"MSE\",mean_squared_error(y_test, pred))\n",
    "    print (\"Recall\", recall_score(y_test,pred))\n",
    "    cm2 = confusion_matrix(y_test, pred)\n",
    "    \n",
    "    return cm1, cm2\n",
    "\n",
    "def classify_dataset_oversampling(data_frame, columns, label):\n",
    "    train, test = train_test_split(data_frame, test_size=1/5, random_state=42)\n",
    "\n",
    "    print (\"separando trainamento e test\")\n",
    "\n",
    "    X_train = train.loc[:,columns].values\n",
    "    X_test = test.loc[:,columns].values\n",
    "    y_train = train[label].values\n",
    "    y_test = test[label].values\n",
    "    \n",
    "    sm = SMOTE(random_state=2)\n",
    "    X_train,y_train = sm.fit_sample(X_train, y_train.ravel())\n",
    "\n",
    "    np.set_printoptions(precision=2, suppress=True)\n",
    "\n",
    "    print (\"Executando classificadores\")\n",
    "\n",
    "    #Arvore de decisão\n",
    "    print (\"\\nArvore de decisão\")\n",
    "    clf = DecisionTreeClassifier(random_state=0)\n",
    "    clf.fit(X_train, y_train)\n",
    "    pred = clf.predict(X_test)\n",
    "    print (\"acc\",accuracy_score(y_test, pred))\n",
    "    print (\"MSE\",mean_squared_error(y_test, pred))\n",
    "    print (\"Recall\", recall_score(y_test,pred))\n",
    "    cm1 = confusion_matrix(y_test, pred)\n",
    "    \n",
    "    # Bayes\n",
    "    print (\"\\nBayes\")\n",
    "    clf = GaussianNB()\n",
    "    clf.fit(X_train, y_train)\n",
    "    pred = clf.predict(X_test)\n",
    "    print (\"acc\",accuracy_score(y_test, pred))\n",
    "    print (\"MSE\",mean_squared_error(y_test, pred))\n",
    "    print (\"Recall\", recall_score(y_test,pred))\n",
    "    cm2 = confusion_matrix(y_test, pred)\n",
    "    \n",
    "    return cm1, cm2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Análise de dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb4d8518>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#quantidade de resolvidos x não-resolvidos\n",
    "dataset['Atendida'].value_counts().T.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb986908>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#ocorrencias de reclamações for sexo e faixa etária do consumidor\n",
    "dataset.groupby(['FaixaEtariaConsumidor','SexoConsumidor']).count()['Atendida'].unstack().T.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xbc35780>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset['DescricaoProblema'].value_counts().head().plot(kind='barh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xbe88668>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QZEWSU7r2Gf96WauqmpEPYEtgNfAsYGvgJ8B+w65rE4/BLcDsgbYzgdO75dOBT3TLRwL/DQR4MfDDYde/EcfhEGAesPyJjgOwC/Dz7ufO3fLOwz63BuOyADhtnL77de+hbYC9u/fWltPtfQbsDszrlncAVnbnPuNfL2t7zOQZzZ8AN1XVz6vqd8DFwNFDrmkqOBq4sFu+EHhDX/sXq+cHwE5Jdh9GgRtbVV0L3DvQvL7j8Grgm1V1b1X9BvgmcET76tuZYFwmcjRwcVU9UlU3AzfRe49Nq/dZVd1ZVdd1yw8ANwB74OtlrWZy0OwB/KLv+S+7tpmkgKuTLEkyv2t7WlXdCb03FfDUrn2mjdf6jsNMGp+Tu8tA549dImIGjkuSOcALgR/i62WtZnLQZJy2mXYL3suqah7wGuCkJIespa/j1TPROMyU8fkMsA9wEHAncHbXPqPGJcn2wKXAe6rq/rV1Hadt2o7LRGZy0PwS2Kvv+Z7AHUOqZSiq6o7u593AZfQuc9w1dkms+3l3132mjdf6jsOMGJ+ququq1lTVY8Dn6L1mYAaNS5In0QuZL1XVoq7Z18tazOSg+TEwN8neSbYGjgOuHHJNm0ySJyfZYWwZOBxYTm8Mxu6AORG4olu+Ejihu4vmxcB9Y5cKpqn1HYdvAIcn2bm7nHR41zatDHwudwy91wz0xuW4JNsk2RuYC/yIafY+SxLg88ANVfXJvlW+XtZm2HcjDPNB746QlfTuijlj2PVs4nN/Fr07gH4CrBg7f2BX4NvAqu7nLl17gHO7sVoGjAz7HDbiWFxE7zLQo/T+p/nOJzIOwDvofQh+E/D2YZ9Xo3H59+68r6f3j+juff3P6MblRuA1fe3T5n0GvJzeJa7rgaXd40hfL2t/+M0AkqSmZvKlM0nSJmDQSJKaMmgkSU0ZNJKkpgwaSVJTBo0kqSmDRpLUlEEjSWrq/wGNiHmOChUxIwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset['strNomeFantasia'].value_counts().head().plot(kind='barh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd6e9358>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset['DescricaoAssunto'].value_counts().head().plot(kind='barh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xc6b1f28>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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z1PYB47X1sd4s22u7WPZ0myk9gMuAB4HrgEcHUVDSmcBzgQtq0x9JOtD2cR2Uu1LSa4FLPIDEtr1W0sOStrL9YNf1qrPquSHnAZ+x/UBHdf4ROAv4e6CzD7Xt/bpa9ngkfY5hZ9hTPh/LgU/YfqTP9eYBnwSeVp7qAeDNtq/rc53Ngd8AtpO0DeuuLLAl8Mx+1hrmLklfAi4CvtL1Z1DS+4G/HvoM1Pf6dtvv7nutGdIDuNn27gOueQuw+9AfQx2q+a7tF3RQ6yHgKZQvrF9S/vBte8t+1+qpuRjYB1gC/GKo3fafdFhzLvBm4CjgGuCTtpf0ucZ1tn+rn8scp94bRmq3fX6HNc8AZrNu4+Ro4N+BLYAtbb++z/VuAo6z/fX6/OXAmbZf2Oc6xwMnUL7sf8S6APgZ8Pe2P9rPej11twB+l3Li6l7A54ELbV/dUb0bbO85rO1622MOK26ImdID+Iak/2b7uwOseTvwLOAH9fnOwE1dFLL9tC6WO44v1J+BsX2HpHdTtlQ/DOwpScA7bV/SpzKfk/THwKX09BZtr+7T8od7cc/jzYEDgOuBzgIA2NP2K3qef07S12y/om649NtDQ1/+ALavrhstfWX7DOAMSW+z/ZF+L3+Mur8EFgOL69b4GcBXKSezdmGWpM1sPwqPBdBmXRSaKQHwcuCNku6ifKiHtpD7ugUC63WvtwJuk3RNff4SoLMdtcP2N3zd9j91VQvA9qIulz+cpBcCbwJ+m9Lr+F3b10t6JvBNoF8BsKD+/rOeNgPP6dPy12P7bb3PJW0FfKqLWj1mS3qW7R/Wms+iXFUS4Fcd1LtG0icoPQ5TehxXDe0I72CH968lbT1siGS+7TP7XOcxkl5JeV+HUi5p8/td1QL+P7BU0icp/55vBjr5PM6UIaBnj9Ru+wcjtU+x1ivHmm77qx3UHL6/4Wjg+x3tbxiqORf4K8qNezYfarfdyRelpK9RxuU/W7e4eqe93nbXX5oDIelJwE22n99hjcMo+zm+T9kY2gX4Y+Aq4C22/67P9Qa6w1vSjbb3GNb2uGGTPta7C7iR0gu43PYvxnlJP2oeAhxI+f+70vYVndSZCQEwRNL2rP9l9cOO6z0bmGv7y7WbtmkXR0AMcn9DT82rgZOB0ynjn2+i/L2c3FXNQRj0mPywHbKzKIG62Pafd1Gvp+5mwH+lfIF8r987fqdT3efwop7PwyxKqHbyeZC0pe2fdbHsMWr2frf8BjCri++WGTEEJOnVwGmUnUP3UQ7xuw3o8gvyLZQb12wL/Cbl0tZnUcZ4+21g+xt6bGF7qSTVntRfSPo6JRT6boA9jkGPyf8N6wJgDfAD2z/qqBYwYsi9UFKXIbcD8H7gmbYPrbd5fantc7qoB1xJGY8/i/Jv+7+BL3VUC2BLSYuAfWu9q4Hjba/sotgI3y070tF3y4wIAOBUyhErX7a9p6T9gPkd1zyOcovLb8NjOzC376jW01m3vwHKl9g3JV1ea7+6g5qP1J7GHfUKrj8Cunp/UA4jHOpx7EftcfS7yKDG5OtOUPP492BJj1KGZ95le2m/azP4kDuP8v/3rvr8XymHTHYVAP8PeAvwv6hDJB3WgvLePkM5Og3gdbXtoI7qDey7ZaYEwH/Y/qmkTSRtYnuZpA92XPNR278qB6mApE15/LHX/fKensei7AyeTxnX7coJlGOu/4QSsPuzbgdqFwba4+jxMDC33wsd68itOmSxO/Dp+rvftQe943k724slvaPWXyOp7+dY1M/Y+ykbB3dTPgs7A3dRLmvT1Xkds21/suf5eZJO6KgWDPC7ZaYEwAOSngp8Hfi0pPso3e0ufVXSO4EtJB1E+TL+XBeFbH9V0h7AH1COPrgLOKuLHc49Na+tD39O+cB1bSA9jtHG5PtdZyz1rNLvSBrUoYwPA7t2uPxfSHo69d9V0j6UE8/67UOUk82eMzQeLulplOHfvwGO76AmwE8kvY51B2HMB37aUS0Y4HfLjNgJXHeSPELZIngd5czAT3d4bPfQjthjgYNr3SuAf+jnWYIqly04hnV/cBcB/8f2iEc99anmmHdo62i4CUkvpuy32ZrS49iKcjbkt/pc55UMeEx+0EYIuedTdjyf1FG9vYCPUHozN1NOQjvSdl/3U0m6A9h1+Ges9qi+Z7vvPbm6/GcBHwVeSvl3/QZlH0DfjzKs9Tr/bnms1sYcAD3jrOs119+P0ME4a+/x1V2T9GtKr+ZY2ytq251dHYpZl7+K0r2+gDIGud4Ydpe9ji6NNSZPOXekyzH5gRp2qPIaynue3+/Dhmto32373+swxR9Rrsl1K/Cefm+ASfpX2yP2ZMaatjGSNBvA9qou62zUQ0DTNM76T5TTwZF0se3X9nHZw72W0gNYpnItkgvpYMfoMP+FsnNrPmXI6QvABe7m1p0D63FM55j8oI0yZHhxB6U+QTlWHeBllJ3AbwP2oNzK8Mg+17tV0huGH81Uh2e+1+daSHrPGJNt+9Q+1xNln9dbKZ9z1X0pH3FHF7bcqANgLB2Os/Z+AXe2JQ7gcnXRSyU9BTgCOBHYQdLHgUttX9lBzbWUQ+q+VI8ln085q/OUjk6/fylj9DgGYRrG5DsxypCh3N2F6Wb1bOUfDZxt+2LgYkk3dlDvOOASSW+mXPjRlCOetgBe00G9kU74egpleObplKHKfjqBcqjpi23fBSDpOcDHJZ1o+/Q+19u4h4Cmg3ouyqSOLtA0Tv1tKYejHd3vMyx7amxGuSTDfMolti8Hzu1irLxufQ/1OF5Ixz2OmWzQQ4aSbgb2qEf9fA9YaPtrQ9Pc0QUaJe1POcdHwC2DGLarO5uPp3z5LwZOs31fn2vcABxk+yfD2mdTzgbu+5nOCYBJql2yX1D++LagHGEBdH+FzkGoJ7zsDvwz5YqHnV+jv6f2UI/jQ0BXPY4ZS9JrKD2Al1F6cRdSdh7u0lG9dwGHAT+hnKi4l21Lei6wyPa+XdQdpLrB9afAH1Kux3OG7fs7qjVqaHYVqAmAWE/dihzq+vb+cXQWcIPscbSgZ8hwPuX8jUV0NGRYD/l8BmUL9Re1bVfgqd7I73om6UPA71H2Z3zM9s87rjfqiEJXow0JgJhW09njaMEghgxnqrox9CjlSKrON4Z6RhceNwnY3PaT+lkPEgAxzaajxxERRQIgIqJRm0z3CkRExPRIAERENCoBEBslSWsl3SjpFknfkfSn9RoqY71mjqQ/mESNEyU9Uq+mOdT2RklTuvm4pBPq9asiplUCIDZWv7S9h8tdoA6iHI8+3qWj51AujzBR8yn3f+3bWab1xLehS21P5nUz9qz9mD4JgNjo1TMyFwJvVTFH0tclXV9/XlZn/QDw32vP4cQx5kPSbwJPBd7N428utLOkL0m6XdLJPa95naRr6vI/Ub/skfRzSadI+jblejnPpFzfadnQ9J5lHCnpvPr4PEl/W+f7oKS9JX1D0g319/P6+g8ZzclWRcwItu+sQ0DbU24LepDtR1RuNXkBMA84iXI57d+Bxy4jPtJ8UL70L6BcWuF5krbvOfV/b8q5Cw8D10r6AuVQ1qOBfW3/h6QzKWePnk+5fszNtt9T674Z2G/4Kf+j2BU40PZaSVsCr6iXXjiQcnOULi9GGDNcAiBmkqELyT0J+Gi9IuZaRr8ZyljzHQO8xvavJV1COZnqY3XaEts/BajTXk45Wei3KIEA5TIhQ4Gxlg2/Guc/1ovVQblHwqIaVq7rH7HBEgAxI9SrJq6lfOmeDPwYeBFlmPORUV524kjzSXoh5TaRS+qX+ZOBO1kXAMNPnhm6z8Ai2+8Yoc4jPV/iI+ld3ubDpvWeGXoqsMz2ayTNAa4aY5kR48o+gNjo1aslngV8tN41aSvgXtu/Bl5PuSsWwEOUWwoOGW2++cBf2J5Tf54J7Chp6E5sB0naVtIWlGvu/AuwFDhS9ebddfpod24bvh4/lvT8OoQ11g7nrSi3ygR44xjzRUxIAiA2VlsMHQYKfBm4EvjLOu1MYIGkb1GGdYa2om8C1tTDRk8cY75jgEuH1bu0tgNcTbnJ+o3AxbaX276VssP4Skk3AUsoF0kbydnAPw/tBKbsm/g88BXg3jHe818DfyXpX1gXVhEbLJeCiIhoVHoAERGNSgBERDQqARAR0agEQEREoxIAERGNSgBERDQqARAR0aj/BKW66v0g9hK9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from datetime import datetime, timedelta\n",
    "#x = dataset.groupby(dataset.DataAbertura.dt.month.apply(lambda x: calendar.month_abbr[x]))['DataAbertura'].count().sort_values()\n",
    "x = dataset.loc[dataset['DataAbertura'] < datetime(2016,1,1)]\n",
    "x = x.groupby(dataset.DataAbertura.dt.month.apply(lambda x: calendar.month_abbr[x]))['DataAbertura'].count().sort_values()\n",
    "x.plot(kind = 'bar', color='#2b8cbe')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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95s+f75zy19Jrr72mvLw8Pf/885Kag0rLli0jgAQAAAAA8BYhJAAAAAAA+osTJ07opz/9qd566y3dcsst2rp1q8LDw41uCwAGtEOHDumVV17Rq6++qurqai1YsECrVq3SihUrNG7cOKPbAwAAAABgsCCEBAAAAACA0b744gs988wz+sUvfqGwsDBt27ZN3/72t41uCwAGlcbGRuXk5Gj37t1666239OWXX+p73/ueVq1ape985zsaOXKk0S0CAAAAADCQEUICAAAAAMBI2dnZeuCBB1RVVaVHH31UDzzwAP8iHAB62YULF5SZmamMjAzl5uZq7NixWrlype644w7FxsYa3R4AAAAAAAMRISQAAAAAAIzwySefKCUlRX/4wx+0cuVKPf300woLCzO6LQAYcioqKpSRkaGMjAwVFhZq+vTpWrVqlZKSkjR9+nSj2wMAAAAAYKAghAQAAAAAQF/6/PPP9Ytf/EJPP/20IiMj9eyzz+pb3/qW0W0BACQdPnxY6enpeu2111RVVaXY2FglJycrMTFR48aNM7o9AAAAAAD6M0JIAAAAAAD0lczMTD344IM6f/68Nm7cqHXr1mn48OFGtwUAaKWxsVEWi0WvvPKKsrKy1NjYqO9+97tatWqVvvOd72jUqFFGtwgAAAAAQH+zbpjRHQAAAAAAMNgVFRXppptuUmJiom644QZ9/PHHuv/++wkgAUA/5evrq29/+9t65ZVXVF1drRdeeEG1tbW67bbbNHny5P/P3t3HR1WfeR//YkACMYkJgYQkKATDsIQHFWIL6GYFR7q9CQgCdokgu1tWoFW4awm2uxvW3L1bi7WblApY2t4IRlugWB66bRyFjQLZGqOSEJohJYAmIZE8mEAkEQP3H8M5ZJKZyUyehofP+/Xy9fKc+Z3fuX4ng1xmrrl+WrFihXJzc8X3OwEAAAAAuIpOSAAAAAAA9JBz587pueee089+9jONHTtWL730kiZPnuzvsAAAnVReXq6srCy9+uqrKiws1MiRI/X4449r0aJFGjlypL/DAwAAAADAn9iODQAAAACA7nb58mVlZWUpNTVVX3zxhf7P//k/evLJJ3XLLTQkBoAbxZEjR/TKK6/ot7/9rc6cOaOvfvWrWrRokR577DGFh4f7OzwAAAAAAHobRUgAAAAAAHSnDz/8UE8//bQOHz6spUuX6gc/+IEiIiL8HRYAoIe0tLTorbfe0rZt27R7925dvHhRX/va1/TEE0/o61//uvr37+/vEAEAAAAA6A3f5iuYAAAAAAB0g88++0zf+ta3dN999+nLL79UXl6eNm3aRAESANzgAgICNGPGDL366qs6c+aMfvGLX6ixsVHz589XdHS0li1bpsOHD4vvggIAAAAAbnR0QgIAAAAAoAsuXbqk//f//p+effZZBQQE6Ec/+pGWLFmiPn36+Ds0AIAfVVRUKCsrS9u2bVNhYaFGjhyplJQULVq0SHfddZe/wwMAAAAAoLuxHRsAAAAAAJ313nvv6amnntIHH3ygb33rW/qP//gP3X777f4OCwBwjSkoKNDWrVv1+uuvq6KiQpMnT9bjjz+ub3zjGwoPD/d3eAAAAAAAdAe2YwMAAAAAoLXq6mrt3bvX47Y51dXV+uY3v6nJkydr4MCB+vDDD5WRkUEBEgDApfHjx+snP/mJPv74Y2VnZ2vkyJFas2aNhg4dqkceeUS7du1Sc3Ozv8MEAAAAAKBLKEICAAAAAOCKL774Qg8//LBmzZqlbdu2tXv9yy+/1EsvvaT4+Hj98Y9/1Kuvvqr9+/dr7NixfogWAHC9CQgI0MMPP6xt27bpzJkz+uUvf6nPP/9cCxYsUHR0tJ588kkdPHjQYyEsAAAAAADXKrZjAwAAAADgin/8x3/Uq6++qpaWFoWHh6u0tFQhISGSpHfffVdPP/20jh07plWrVunf3ceIxgAAIABJREFU//3fddttt/k5YgDAjaCiokKvv/66XnnlFRUWFmrkyJFauHChFi1apPj4eK/nWbNmjebPn69Jkyb1YLQAAAAAALjEdmwAAAAAAEjSj3/8Y73yyiv68ssvdfnyZdXX1ys9PV1nzpzR448/rqSkJEVGRqqgoEA//vGPKUACAHSb6OhoPfPMMyooKFBBQYHmzJmjX/3qVxo1apSmTJmin//856qtrfU4x9GjR7Vu3TolJibq1Vdf7aXIAQAAAAC4ik5IAAAAAICb3p49ezRnzhxdunTJ6XxAQIACAwMVERGh//zP/9ScOXP8FCEA4GbT0tKiAwcOaOvWrXrjjTfU3Nysr3/963r88ceVnJys/v37O41fs2aN/vM//1MXL16UJK1evVo/+tGPFBAQ4I/wAQAAAAA3n29ThAQAAAAAuKkVFhbqvvvuU3Nzs9r+L3K/fv101113KT8/XwMGDPBThACAm9358+e1e/dubd26VW+//bZCQkI0f/58Pf7447r//vt1+fJlRUdHq6qqyrwmICBA06dP129/+1vdfvvtfoweAAAAAHCToAgJAAAAAHDz+vTTTzV+/HjV1NToyy+/dDtu+/btmj9/fi9GBgCAaxUVFfrNb36jrVu36siRIxoxYoSmTp3qcgu2fv36adiwYfqv//ovWSwWP0QLAAAAALiJUIQEAAAAALg5ff7553rggQdUWFhobl3jSp8+fRQVFaWSkhIFBQX1YoQAAHhWWFiobdu2adOmTWpqanL591nfvn0VGBioHTt26Gtf+5ofogQAAAAA3CQoQgIAAAAA3HwuX76slJQU7dixw2MHpNa+/vWv6w9/+EMPRwYAgG8+//xzRURE6MKFC27H3HLLLZKk559/XqtXr+6t0AAAAAAAN5dv3+LvCAAAAAAA6G0/+MEP9Jvf/MZjAVK/fv0UEBBgHt911129ERoAAD75/e9/r+bmZo9jLl26pEuXLmnNmjVKSUlRU1NTL0UHAAAAALiZ0AkJAAAAAHBT2b59ux577DGnc/369dPly5f15Zdfqm/fvkpISNDkyZM1adIkTZw4UQkJCerXr5+fIgYAwD2r1aoDBw6opaXFq/F9+/bV+PHjtXfvXkVHR/dwdAAAAACAmwjbsQEAAAC96YsvvtDhw4eVl5en0tJS1dXV6dKlS/4OC7hpnDt3Tn/605/M4z59+igkJESDBg1SWFiYwsLCFBoaam5b4w/9+/dXeHi4xo4dqwceeECjR4/2WywAgGvbhQsXNHDgQEmOvz8kx5ajly5d0uXLl+XqV7+tzycnJyswMLD3AgaAbhIcHKyhQ4dqwoQJevDBBxUREeHvkAAAAEAREgAAANA78vPz9bPMTP3+jV1qON+oYYNu051h/RXav49uESk50FuaLl7Snz9u0B1hgQob0FchgQG6pU8ff4flpLlF+qz5suxVjar/vFnD7ximf/znb2rZsmUaMmSIv8MDAFxjNm/erI8//li5ubl6Py9P9Q0N6t8vQOED+6l/3z7S5cu61Cbd/PLSJZ1vvqSvDg/RrQHX1t+DAOCN8xels40tOl7ZoEuXpfunTtbSJ5frscceU9++ff0dHgAAwM2KIiQAAACgJ505c0bPfOd/6ze/3a7xsaFKuWeQHh4driG3sa0TgI4dPdOovUU1ev2jGn2pvvq3tLV66qmndOutt/o7NADANeCLL77Q+vXr9YP059RPX+obE8KVPHaQEqKC/B0aAPSK5i8v6dDJBu04Uq0/HqvVKEu8fv7SRv3d3/2dv0MDAAC4GVGEBAAAAPSUX/ziF3rmf6/SoIEBSrPG6u//JtzfIQG4Tl24eEk/e6dML+dWasSIEfrtjt9p3Lhx/g4LAOBHhYWFemz+ozp58qT+5auRevpvYzWgn/+2EwUAfztV26S0P32st+01+odvPKbNv/yVgoIoygQAAOhFFCEBAAAA3a2lpUWrV39XmRmZWpUUq28/EKNAPhAC0A0++axZ391zUh+dadJvd+zU3//93/s7JACAH/zxj3/UY/Pn6e6hgXohebiG3d7f3yEBwDVjf8lnembvKcWOGKU9+/6gmJgYf4cEAABws6AICQAAAOhOLS0temz+PP3xv/6g9XNH0v0IQLf78tJl/dsfTior/1NtevllffOb3/R3SACAXvTLX/5Sy558UgsnDtEPvj5cfW/p4++QAOCaU17frCde/6s+uxyod949pLvuusvfIQEAANwMKEICAAAAutO3VizXb199RVkp8RoffZu/wwFwA9twsFzrDpTrj3/K1rRp0/wdDgCgF+zfv19//7UZSn0wRsunRvs7HAC4pp1vbtE//fav+lS3Ky//A4WGhvo7JAAAgBsdRUgAAABAd9m0aZNWPvVtZS0arakjPP9ys6GpRQdK6pR7qkFb8yolSauSYjVlRKjuj7s2fzF6rLJRH5af15vFdbLZa7UqKVbTR4Vp4rBgf4fmF9FphyVJFelTunVsZ2LoSHfft7v19PPpyfU3NLVob1G1+efCagnX3PERejA+TCGBAV7H6Io3cadnn9brBfV67/18jRo1yqfYAQDXl+PHj+u+SRP1jfGhSnv4Do9jY9bmdjhf+XOTfbq/Maev1/k6f0da37+8vlkxod23FV13rNHImW32OtnsdVqZFKuHRt2ue2NvzpzZl2faU++xzry3rkU9/Xx6cv2efga+vDc6c/25phbNecWuqPgJevOtt9W3b98O7wcAAIBO+zbZFgAAANANTp48qf+98mmtmzWiwwKk6saLeub3J2Sz1zqdz8gpU0ZOmayWcK1/NN6rAobesulQhdKzTzmdax3vmunDNCYqyD/BAX70Q9tps5BQkmz2WrMY6ZWU0R6vLa9v7vL9/9V6h07W/VX/vGSx3jmUqz592JIHAG5Ely9f1j8vWayvDhugf31omL/DuSa8fLhC6dmnr6nCESOm1jJzypSZUyarJUyp08iZcfPpas7b1euDAwP06wUjNfNXedqw4SU9/fTKLs0HAAAAzyhCAgAAALrBd1Y9LevoQVpw95AOx+786Kxs9lq9MHukZowOV0RQP0mO4qRf/88ZZeSU6UBJnWaPi+jpsL1iFCAtTozS4sRI84OThqYWFVSc14ItRbLZa5X3zMRu/Sb6te5a6i50LcVyozhW2ah3TtRrmYetbo5VNmprXqVWJcUqZVKkYkL7q7y+WevfKdfWvEqV1lxQ3KABHd4rbcZwj/fxJOCWPvrprBF64KUCvf7661q4cGGn5gEAXNtef/11HTtaoHdWjFXALd4XnHZngU5vFft4e5+2xT69eW9XjAKkRYmRWjzpas58rqlFBWfOa8GWY7LZ6/Ted+69qXLma6lI7FqK5UZxrLJR75bW68kpHeeyaTPu9GpcT1x/R1h//ejrw7T63/5N//APCzV48OBOxwEAAADPbvF3AAAAAMD17sCBA8rOzlaaNcar8UZHoZSJkWYBkiRFBPXTsqmOOZbvON7tcXZGac0FpWefktUSrueT45y+uR0SGKD740K1d+k4SdLeozX+ChPoNvmfnNOze0v10IYj7bp/tfVh+XlJ0ry7B5sfJsaE9tfixEhJUmFFo8frT9Y0SZLGDu1aR4SwgX21Ommonl39jD7//PMuzQUAuPZ8/vnnenb1M1qdNFRhA/lO6bWotKZJ6dmnZbWE6fmZzjlzcGCApo4I1d6lYyVJ+4rImXH9+6DsnJ7dVyrrxoIOCwJP1XYt5+3q9Yb/NWaQxkYF6t//9ftdmgcAAACe8X+tAAAAQBd9b81qLZo4xOtvNC9OjNLWvEpVN150KkKSHIU97rraHCyt176iGm3Nq5TVEq6lk4fq/rirW79l5Vdp9e4TemvFBKcPPkprLuj+zA/1wuyRSpkYaZ7fXVitXQXV5tZRc8dHtOu+lHuqQZL09N+6L7CaOCxY25ckaMSgwHaveXOP6LTDkqSCNYna+dFZs+jJ1djWz0CSViXFambCIKf1GvO1fY5tz7c+ttlr9URWsayWcD0+aYislnAzfqMgbOP8UU7xuLtP6zW3vaYrzyfvmYn6/r6TSogaqNTpd7id0xNfnnVDU4sOlNSZ8S1OjNK/TBnqsrOPN+twNbaj59PRe76z87bV0NSiP5+u16vvf2qu9ZWU0bonNtjjdeWfObaGiAi61en8kGDHsf3T3isIenxSpF7KLdSmTZv0ne98p9fuCwDoeZs2bdLlpvNKmTi8x+5hdDMxigmsljDNGef893nM2lxJjm4yWflVSt1TKtvy8W3yziY98LMPtW5WnJl3ejO3r4xY2sbl61re+869+tc/nNSYqCClThvWbi5v58s9VS/Jc858b2ywti8Zo+HhrnPmNwqrZbPXuX0+RmxHUifpd0fOmkVPrsYeOlmvvUU12pZXJUlamRSrmWPCnX5Wrtbq6nzrY5u9TkteK5bVEqaUiZGyWsLM+FfsLJEkbZgX7/Z9427Nba/pyvNp+zPtDF+e9bmmFu0vqTPjW5QYqX+ZHK04N/9v1NE6XI3t6Pm0/nlbLWFaOnmo2y3CfZm3rXNNLfqf0w3Kyq8y17pl4WjdE3ub13P425qkKM351a/1vX/9N915553+DgcAAOCGRBESAAAA0AWFhYX6c16+fvL0PV5fszgxUlvzKvXM70/o8UlDNCYqqMMCpnVvf6yMnDLz2Gavlc1eq1VJsWZBSsrESBVWNOrHb3+i9Y/GKyQwQA1NLXruT6dltYQ7FSC5m8/+6edOBS5vFtdJkuIHD/QYn6vCEG/vYXjm9ydks9c6jZVk/mLcKBRqLSOnTBk5Zdq+JMFtcUpHWs9r3PetFRO0r6jGKX6jGMnTL+qf3VtqFkgZ15xp+MLlWF+fT9b7VbLZazV3fNe36evoWUvSU78rMc9L0ta8Sm3Nq2xX5ObLOrrj+bR+z3dm3tbK65v1/sfntHzHcbN46oczR3hdUGjEFxIY4HTeKC7MyCnzWDB29IyjU1L4wL5mEaEkvTB7pJITItrN60nALX30jQlhennjSxQhAcAN5uWNL+kf7g7zaRs2XxiFJW3P2eyOPNBV7pMyMVKFZxq1bv8nWj83XsGBATrX1HKlwDnMzDs7M3dvriUr/1PZ7HWa4yYOb+czjuMjPOfMrgpD1u3/RJlOOY9jfvvZCy6LaL67+4R5P3extI05M6dMmTll2r5kjNvilI60nte4r235eO07VusUv1GM5DFn3ldqFkgZ11Sec5MT+vh8OvqZ+qKjZy1JT+0qMc9L0ra8Km3Lq2pXoOfLOrrj+axMiu3SvK0ZOfOKnSVm8dT//V/e58xGzhs2oK9ZwChJ62bFaVZChII7yHm7en1rE4cFa1RUsH71q18pPT3d6+sAAADgPYqQAAAAgC74/e9/r/ioUI2MaN8dxp0xUUE6uPIe/eLwGaeimrQZw5V4R7AmDnPuvnKwtF4ZOWValRSrZVNjzOKiTYfKlZFT5tQJ6Km/jVHii/l6Lb9Ky6ZG67V8R+FK3jMTXc6XMilSMaH9VV7frKz3q5SRU6YpI0LNgh6jCMWXYghf72FIiBpoFk8dLK3Xgi1F2lVQbf6S33hWec9MNH/hnf/JOSVvLtS+oppOFyF9WHZexd//itN9H9pwRKuSYtudX77juNsPVA6W1mtrXqXLNXfH87EMGei2S5bR4cgVV9d09KxbF/wY7zmjK9TWvCo9nxzn8zo6+3w6es/7Mm9biS/mS2rf5aq3PbThiNPx6t0n9GZxnfkz8tbf/80g/WT/RyouLtbo0aO7O0wAgB8UFxfr+F9L9bWHJ3Tq+tYdg1pr3ZXGKCzZu3Ss7r3SBbC8vln3/fQDrdhZ4vbvyKceiNF9P/1Ar31QpSenROu1DxzdUd77zr1dmttdzK3jLn9usssOO77ezzJ4QLsOPa15O59RhOJLMYTk6GCTmVOmlUmxSrnSWbW8vllZ+Z8qM6dMU0eEtCsaGhMVZBZ+HTpZrwVbjumNwqt5nBHze9+518yZPyg7p+TNR7W3qKbTRUgflp9X8ffuc7qvdWOBVibFtjvv6X1z6GS9tuVVuVxzdzwfTz9Tb95brXX0rFsX/CyfEq3gKznzip0l2vp+lZ6fGefzOjr7fIz7n2tq0cbDFcrMKXPqfuXLvG3d99MPJLXvcuUr68YCp+PUPaWy2evMZ9zT1xtmxAfrjZ07KEICAADoIbf4OwAAAADgevZOzn9rUnT7VvsdiRs0QM8nx6lgTaL2Lh2nF2aPVO6pBiVvLtS6tz92Gnv4pGN7B6MYQ3IUBS2b6tju4Z0T9ebYmND+eiVltNKzT2nToQqlZ5/SKymjnb6luq+oRpLMgg3jupRJkU6vd0Vn7vFPXx1qrq9tEZQkc4u0vUdrdLC0Xg1NLZo4LFgV6VPMopjOcHVfyfl5e1PgZPyc2q553t2D243tzPOZ2skiK1c6etZvH/+s3bjZ4yLaPWtf1uHL8/HlPe/LvG3lPTNRG+eP0vIdx/VEVrF2F1arvL65w+u6S3r2KUnS3qXjVJE+xfxn4/xRstlrdaCkzvMEbfxN5ECFDOyvd955pweiBQD4wzvvvKOQgf01OtJzh52uKH9ussqfm6w7wgJ1rLJRNnudV4UJMaH9tWXhaKVnn9bLhyuUnn1aWxY6552dnbu31tJRftXT8e81cqlWWzvHhPZXysQhTq+39k9fiTILLozCldadeIwt0vYV1ejQyXqda2rRvbHBKn9uslkU0xmu7ivJLH5pe96dQycd2z23XfO8Ce1zt848n27NmTt41m9fydVaj5s9LqLds/ZlHb48H2Ns659BcGCAlk+JliS9W1rfbqw387b13nfu1YZ58Vqxs0RLXvM9Zza2Mty7dKz5Z6r8ucnaMC9eNnud9neQ83b1+ra+cmeIjv6lWPX19R0PBgAAgM/ohAQAAAB0QdHRo1p2b1DHA92ICOqniKB+mjgsWCkTI82uNDG39ze3sTC2fBr9wz+7nCM9+5SWTY02j62WcK1KilV69imtSoo1i3cMxrZVbdvnG8db8yrNQpPFiVHamlephqYWnzqy+HIPg7GFlTtrpg+TzV5rFm5YLeFaOnlopzsgdXRfX7s/GT+ntmuOG9S+S1Z3Px93HZLc6ehZG/F5O86bdfjyfHx5z/syb1sxof0VM66/HowP059P1+vV9z/V8h3HtTgxStNH3a57YoM7fAZd4e7nNntchJbvOO7Uncpb8YMH6i9/+Ut3hAcAuAb85S9/0aghnS9A8tTlp7W2Wzp5y2oJ08qkWKVnn9bKpFizAKYrc3sbszu+3M+bv+e9mW9RYqS25VXpXFOLTx1ZjK2x3OVS2/Kq2hUOdRRz6rRhstnrzMINqyVMSycP7XQHpI7u62v3p0y3uVv7L3Z09/Px9b3V0bM24vN2nDfr8OX5GGNH/+g9l/dNzz6tJ68UJPkyb1tGzjwtPkz/c7pBWflVWrGzRIsSIzU9Pkz3xN7Wqec+e1yEVuwsceou1RPXtzVqsOP/E4qKijRlim//HwUAAICOUYQEAAAAdEHdZ58pbKD3v9A3ts1yV3xgFNSs3n3CLELyp8nDQ7Q1r1IlZz9vt02cobrxosb/OE+rkmKVOv2OHotlTFSQKtKn6Fhlo945Ua/07FOy2WtltYRrzfRh5lYDgK9CAgNktYTLaglX/ifntOOjs+b2f54KvFYlxSojp6xdkV5DU4v5ele07k7lrUEDblFNTde7mQEArg3V1dUKC+zZZvZZ+VXKzCnTosRIJScMUtiAvhoSfKsmrHv/mp67N+7n7XyT7wzRtrwqlVR/bm7b1lZ140VNWPe+VibFKnXasE7F440xUUEqf26yjlU26t3SeqVnn5bNXierJUyp08iZ0XnBgQGyWsJktYTpg7Jz2v7RWXP7v64UD7buLtUb14cNdHwsVl1d3aX7AgAAwDWKkAAAAIAuaGr+QgF9+ng9Pm3GcKVnn9LB0nqXHXyM4oXWjG5Exd//ilfdeWz2WmXklJkFEvfE3ubUDcmYr7y+2embsKU1F8zXDZPucHyIsuOjs26LkLKLHYUS00dd/ea7L/fw1ZioII2JClLy2EE6WdOkBVuKZLPXeiwWqW682On7ect43qU1F5y68LjaqqAnn093MOKrbrzo8VvNvqyjM8/Hm/e8L/N6Y+KwYE0cFqzFiZFO2765YrnSmaK68QuFBF69d9lnTZKkmNv7u7zO8ERWsWz22nbrNP470Jn3QdCtfdTS0v6/IwCA69OlS5d0263e55qdkbqnVJKcOsqcc5GTumKz1ykzp0wrk2KVmVOme2Juc+qG1JW5O6O77+ftfEbOvP2js26LkIyc+aFRt5vnjA5K7XOpJvP1zjJy5pkJg3SqtkkLthyTzV7nsVikN3Jm471SWtPk1IXHVe7Wk8+nOxjxdZQz+7KOzjyf4u/d12FHKl/m9ca9scG6NzZYiydFOm375sqS14pls9e1i9P4s9TRz7Gr17fVv6+jsPP8+fM+XQcAAADv9OzXaAAAAAA4eXi040OZBVuKdLC03qnoqLTmgjYdKpckbZw/yjw/M2GQJGnToXKnDwYOltYrOu2wNh2qMM+V1zfriaxipc0YrtTpdyhtxnA9kVXs9MtlY76s96vM8+X1zdr50VlJ0vRWH4zEhPZX2ozh2ppXqWf3lupYZaP5WnXjRWXlV2n17hNKmzHcqUjJl3t469m9pYpOO6z8T86ZsY1wsX2AUXBljGtoatGv/+eMz/fz1ZQrW1w896fTTmvOer+q3dieeD7dafLwEEnSr//njPke3V1Yrei0w3p2b6k5zpd1dOb5ePOe92VeX4yJCnLa5tCV+CtbOez86KzTvfcVOToR3RNzm8fr5453bBtxoMT529vGsfEcAADoDUZBxLmmFm08XNHBaMffeUteK1bajDuVOm2Y0mbcqSWvFbssavB1bl+4Kgrq7vt1NJ8jZ75T2/Kq9Ow+1zlz6p5Spc2406lIKdnIpfI/dc6ljlzJpeLbb2/XkWf3lSpmba4+KLuaMw8Pd5UzO+Y2xp1ratGv/1zp8/18NXWEI89Mzz7lnLvlf9pubE88n+40+c4rOfOfK8334e7CasWszdWz+67mzL6sozPPZ+PhCqec+dDJesWszdXLrd6rvszrizFRQeaWb+7MubJV2v42Oa9xnNxBztvV6wEAANC76IQEAAAA9KK4QQO0cf4oLd9xXAu2FLkcsyopVrOv/KJVcmzRZnR7ycgpcxprtYRr3t2DzeP175TLagnXwitbuS2cGKncUw1a/065nk+O63C+VUmxTl2TJGnZ1Gg1NH2pjJwybc1r/8HEC7NHtts6ztd7eGP+3YO1Na9SyZsLXcZgmDs+QjZ7rdO4tBnDfb6fr1qvufU2Wq1jczW2O56Psc2fO566RLkye1yEdhVUu4xvcatvGvuyju56Pm3f877M21ZHz03y/OzGRAXJagl385yi2m130nY7xgfjw2S1hGv5juNavuO409hVSbEuu6UBANDdNsyL14qdJXrgZx+6fL1t5xTD+nfLZbWEaeG9V/LOe6/kne+Wm52DOjN3zNpcj/EanXysljDZ7HUa/aP3tCgxUs/PjOv0WtzxZb4np0SrvqlFmTll2pbXvhh63ay4djnz1BGhZoeazDa5xMqkWKeuUt5acPdgbcurUvLmoy5jMMwZFyGbvc5pXNqMO32+n69ar7n1NlqtY3M1tjuej7fvLW/NHhehNwqrXca3eNLVn7Uv6+iu52O1hOnRCYNdju1o3rY6em6S52c3Ld6xhduKnSVasbPE6bWVSbGaOsI55zXuZ8zp6/UAAADwL4qQAAAAgF42e1yEJt0RrP/+62d6s7jOLJxYlRSrKSNCXRYepE6/Q5YhA5V7qsEsBHph9kjNGB1utv7Pyq/S1rxKvbVigrm1U0hggNZMH6aHNhzRuOgg84MPY75dBdWy2WtltYRr7vgIp+KntvefPipMbx+vU0ZOmayWcD08Okx/d9ftTlsKuIrZ23t0ZOKwYL21YoL2FdWYBR+rkmLbbTdnzG/c1yiSSs8+1an7+qLtmjfOH6XZ4yK0eveJDsd29fl0t/WPxmtvUbUZ+6qkWM27e7DTlmeSb+vozPPx9J7vzLzd7cVHRiq7OMz8s2z82UhO6PjnGBIYoPWPxutASZ0Z++LEKM1MGEQBEgCg18weF6HzX7SYW4+tTIrVvAmD1XSxRdaNBco9Vd+ucCcrv0rb8qpkWz7e3B4pODBAqdOGybqxQOOGOvLOzsztrdRpwxQVcqu25VWpsuGLTq+lO59N6rRhemjU7Xrr+GfKzCmT1eIonvCYM08bJsvgAXqjsFo2e52sljDNGdf5nPDe2GDZlo/XvmO1ZmHKyqTYdlvlGfMb9zWKpNKzT3fqvr5ou+YN8+I1e1yE+Zw9je3q8+lu6+fGa09Rdbv3SNv3mS/r6MzzyT3dYBa/rZsV5zpn9mHe7hQcGKD1c+O1v6TOvPeixEglJwzyqoCoq9cDAACgd/W5fPnyZX8HAQAAAFyv+vTpo5fmjdKc8dfGL8EB3Ny+tfO4Box9WFlZWf4OBQDQDVJSUnTh6Jv6+aPx/g4FAG4YMWtzlZWVpYULF/o7FAAAgBvNt2/xdwQAAAAAAAAAAAAAAAAArm8UIQEAAAAAAAAAAAAAAADoEoqQAAAAAAAAAAAAAAAAAHQJRUgAAAAAAAAAAAAAAAAAuoQiJAAAAAAAAAAAAAAAAABd0tffAQAAAABAb4pOOyxJqkif0ivX+aqhqUV7i6r1ZnGdbPZaWS3hmjs+Qg/GhykkMKDHrrfZa/VEVrHb9Rnzrt59QpK0KilW8+4erLhBAzq3UAAAAHSrmLW5kqTy5yb3ynW+OtfUoj1F1bLZ62Sz18lqCdOccRGaFh+mYC/y3M5eb7PXaclrxT2+PgAAAAAUIQEAAADANeWHttPamldpHtvstWYx0Sspo3sFANsmAAAgAElEQVTk+mOVjXoiq9jjvE/9rkQ2e615nJFTpoycMr21YoLGRAV1GBcAAABubv/3rdPalldlHrcuJtqysOM8tzPXH6ts1JLXPOe5AAAAALoPRUgAAAAAbiqd7WTU0x2QJMeHJFvzKrUqKVYpkyIVE9pf5fXNWv9OubbmVaq05oLHzkOduT7/k3NK3lzoMa7dhdWy2Wv1wuyRSpkYKUk6WFqvBVuKtDWvSs8nx3V98QAAAOiSznb66Y0OQccqG7Utr0ork2KVMnHI1Tz13XJty6tSaU2T4gYFduv1H5SdU/Lmoz29NAAAAACt3OLvAAAAAAAADh+Wn5ckzbt7sGJC+0uSYkL7a3Gio/CnsKKxW6/fdKhCyZsLtXH+KI/z7iqoliQlJ0SY5+6PC5Ukp65LAAAAgCtmnjqhTZ46ychTz3fr9S8frlDy5qPaMC+++xYBAAAAoEN0QgIAAABww9hdWK1dBY6uPauSYjXv7sG6P/NDSVc7GUWnHXZ5XLAmUTs/Oqv07FOyWsI1d3yEZo+7WnTT9jpXjDGeeLq+/LNmSVJE0K1O54cEO47tn37ucW5fr0/PPqVXUkbLagnX8h3H3c7rahs3Y2u2jgqYAAAA0HW7C6v1RmG1bPY6rUyK1bwJg/XAzxx5rtHJKGZtrsvjI6mT9LsjZ5WefVpWS5jmjHPOc9te54oxxhNP15fXfyFJGhzUz+m8maeeveB5bh+vT88+rS0LR8tqCdOKnSUdxg4AAACge1CEBAAAAOCGsO7tj5WRU2YeZ+SUOR135JnfnzALa2z2WvPfW39A09OMeEMCA5zOR1z5sCUjp0yp0+/otus7s8XcpkMVSs8+JclRgNSbzwcAAOBmtG7/J8pslddm5pQ5HXfku7tPyGavkyTZ7HXmv/dmHmfEG+wmT83MKVPqtGHddn1vbDEHAAAAoD2KkAAAAABc9w6W1isjp0yrkmKVMilSMaH9VV7frPXvlHu9XVhC1ECtfzReIYEBOlharwVbirSroNqnD2c6U9RzvRk7NEhpM4Yr91SD2T2JQiQAAICecehkvTJzyrQyKVYpE4dczXPfLde2vCqv5hgTFaT1c+MVHBigQyfrtWDLMb1R6FueS1EPAAAAAG/c4u8AAAAAAKCrDp+slySzAEmSYkL761+mDPV6jn/66lCzg9D9caGSrm45hqvujwvVsqnReiVltF6YPVLLdxzXwdJ6f4cFAABwQzp0skGSzAIk6UqeOzna6zn+6StRZgehqSOMPLeumyMFAAAAADohAQAAALgBGNuQGR/MGOIGDfB6DmMrh66ITjvc4ZgbqVtSckKEVu8+oc25Z8zCLQAAAHSfTLd5bqDXc3RHnhuzNrfDMXRLAgAAAEAnJAAAAAC4RqxKipUkNTS1OJ03jo3Xe+p6Xxmdo+gYBQAAAE9WXslDz7XJU43jlR3kqV29HgAAAEDvoBMSAAAAgOveqqRYZeSUqby+2elb4uX1zb0aR1e7HFmGDJQkVTd+oZDAq12cyj5rkiTF3N7f5XXddb07T2QVy2avVfH3v2IWHjnuc1GStDgxqlPzAgAAwLOVSbHKvAby3K52ObIMduSmZxsvmlvDSdInRp4aemuPXg8AAACgd9AJCQAAAMB1b8oIx1ZgWe9XmR/IlNc3K+v9Kn+G5bP4Kx+u7PzorNM69hXVSJLuibmtR693Z+74CEnS3qJq81xDU4t2fnRWkjQzYVCn5gUAAIBnU0eESJKy8j91znPzP/VnWD4z89QjbfLUY46Oml7nuZ28HgAAAEDvoBMSAAAAgOve/XGhZjekjJwyf4fTaWOigmS1hLtcx+LEKI2JCnI6F512WNLVDky+Xu+t2eMitKugWqt3n9Dq3SecXluVFKv740I7NS8AAAA8mzoi1OyGlHnd57lhLtexKDGyXZ4aszZX0tUOTL5eDwAAAMA/KEICAAAAcENInX6HLEMGaldBtWz2Wq1KitW8uwfr/swP/R2aT158ZKSyi8P0ZnGdbPZaWS3henh0mJITInrlendeSRmt3YXV5vNdnBilmQmDKEACAADoYanThskyeIDeKKyWzV6nlUmxmjdhsB742fWV5/5k9khlF9fKZq+TzV4nqyVMVkuYZnmZp3b1egAAAAA9r8/ly5cv+zsIAAAA4HrVp08fvTRvlOaM5xff16rotMNanBil55Pj/B0K0OO+tfO4Box9WFlZWf4OBQDQDVJSUnTh6Jv6+aPx/g4F16CYtblalBip52eS5wK+iFmbq6ysLC1cuNDfoQAAANxovk0nJAAAAADXPWNbsr1Lx2nisGBJUkNTi17Lr5IkTR4e4rfYAAAAgM4ytiXbu3Ss7o115Lnnmlr02gdX8tw7yXMBAAAAXDsoQgIAAABw3XslZbSeyCpW8ubCdq9ZLeF6MD7MD1EBAAAAXbNl4Wgtea1YyZuPtnvNagnTNPJcAAAAANcQipAAAAAAXPeslnBtX5KgwyfrlZFTJklanBilycND9GB8mEICA/wcIQAAAOA7qyVM25eM0aGTDcq8kucuSozU5DtDNC0+TMHkuQAAAACuIRQhAQAAALgh3B8XqvvjQpU6/Q5/hwIAAAB0m6kjQjV1RKhSpw3zdygAAAAA4NEt/g4AAAAAAAAAAAAAAAAAwPWNTkgAAAAA4EF02mFJUkX6FD9H4ruGphYdKKnTroJq2ey1slrC9fDoMM0YHa6IoH4erz1W2aiHNhxxu+7dhdXmvIsTo7Q4MVJjooK6NNZ41q5cj88fAADgWhCzNleSVP7cZD9H4rtzTS3aU1St1D2lkqSVSbGaN2Gw4gYFdnqs8Tw8af2sfInB09zX4/MHAAAAfEUREgAAAADcgBqaWvTU70pks9ea52z2WtnstXqzuE4vPjLSbSFSdeNFPbThiNu5n8gqdpp3a16ltuZVauP8UZo9LqJTY8vrm31eIwAAAG5sT+0qkc1eZx5n5pQpM6dMtuXj2xW1+zLWE6slrFPzks8CAAAAFCEBAAAAwA3pQEmdbPZavTB7pJITIhQSGKCGphZtOlSujJwy7fwoRMumRru89if7P3E77+5CR0ejtBnDtXBipEICA8zzy3cc16Q7ghUT2t/nsYa0GcPdxgUAAICbhyOXrNO6WXFKmRgpSTp0sl4LthzT1ver9PzMuE6NddeR6Fhlo6wbC5Q2Y3in5jWkzbhTT04hnwUAAMDN6RZ/BwAAAAAA6H67CqolSSmtin9CAgO0bGqMJCk9+5TL6zYdqtCZhi86nLd1UZEkPRjv+Mb4f//1s06NPVnTJEkaO9T7b6kDAADgxvVGoSOXnJVwtXvm1BGhkqRteVWdHutKdeNFWTcWaN2sOKdt1nyZ91Qt+SwAAABAJyQAAAAAveJgab32FdVoa16lJGlVUqxmJgxqtzXCscpGvXOi3iySsVrCNXd8hNPWXdFphyVJFelTZLPX6omsYlkt4Xp80hBZLeGSrnbbkdRu66/W17cd92B8mFPBjDfrsVrCtXTyUN0fF9rpdbdlxOhJRfoUt6+9kjLa5XlPaztY6njub62Y4LSFWmvG+bbzGMeFFY3SRN/HAgAAXOsOnazX3qIas/hkZVKsZo4Jd5nPvltar/Ts05Ic23vNGeecz8aszZXk6Mpjs9dpyWvFslrClDIx0twObHdhtVbsLJEkbZgX7/b6tuOmxYcp2It8tvV6rJYwLZ081Cyw6cy62zJi9MRdVyJJ2rKwfT5rbIu2YV58p8e68us/V5rPvzvnBQAAAG42FCEBAAAA6HFGoVBrGTllysgp0/YlCWbxjqtxNnutWczS+oOXtuONcW+tmKB9RTXKyCkzxxlFRq6uN14zxlkt4W4LeAzr3v7YaX7j3quSYpU6/Q6f192bSmsuSHIUXLU9v2BLkTbOH+XxAyWrJVw2e60amlqciosamlokSVvzKvV8cpzPY4+eaZQkhQ/sq6z8Kq3efUKSnLaTAwAA8BejUKi1zJwyZeaUafuSMWbxjqtxNnudWbjSPh+9Ot4YZ1s+XvuO1SqzVb5pFBm5ut54zRhntYS5LJ5pbd3+T5zmN+69MilWqdOG+bzunvby4QqzqKttQVZXxkqOIitjPV2JwchnwwY48tnUPaWSpHWz4jQrIcKrwjAAAADgekcREgAAAIAeZxTi5D0zUTGh/SVJ+Z+cU/LmQu0rqjGLcYxxe5eO08RhwZKk8vpmJb6Yr+U7jrf7Rf+HZedV/P2vKCQwQAdL67VgS5Ee2nBEq5Ji2513df2r739qxlRe36ys96uUkVOmg6X1bguEDpbWKyOnTKuSYrVsaoxCAgPU0NSiTYfKlZFT5tTlyNt1u+Kpy1FX7PzorKyWcHNLNMlRFPTcn05rVVJshx/SzB0fIZu9VgdK6syxxvq7Mtbw0IYjTserd5/Qm8V1Wv9oPIVIAADAb4xCnPe+c6+Z131Qdk7Jm49qb1GNWYxjjNu7dKzujb2az9730w+0YmdJ+3y2/LyKv3efggMDdOhkvRZsOSbrxgKtTIptd97V9Vn5VWZM5fXNysr/VJk5ZTp0st5tgZBRdLMyKVbLp0QrODBA55patPFwhTJzypy6HHm7blc8dTny1dihQUqbcadyTzW4LcjqzFhJ2px7RlZLWIcFVd7Oa91Y4HScuqdUNnud1s+NpxAJAAAANzyKkAAAAAD0OKMjzt6jNRo7NEjjo2/TxGHB7QptjOPqxos6Vtmo8vpmfVh23u28//TVoWZhSuuCHqM4qO35ttZ+7U7zw5SY0P5KmRSpjJwyjwVCh0/Wt7tHSGCAlk2NUUZOmd45UW9+aOPtunuL0cHprRUTnAp6Nh0ql81eqxcfGdnhHA/Gh8lqCdfyHcedukitSort0lhj+73WBWjS1W31WhcyAQAA9DarJUw2e532FV3J64bepntjg9sV2hjHV/PZL/RhuYd89itRZmFK6yIYozio7fm20mYMd85nJw5RZk6ZxwKhQycb2t0jODBAy6dEKzOnTO+Wts5nvVt3T5s6IlRTR4TqySnRysqv0oqdJYq4rZ/LNfoy9oOyc7LZ6zrsHOXNvEaXpNYFaNLVbfX2k88CAADgJkAREgAAAIAet2b6MNnstWahidUSrqWTh7os9Gm71ZknEUH9XJ73tmNO3KABTsfGBzittwlry4ht9A//7PL19OxTWjY1WpJv624rOu1wh2N8KWZqXYDUeru13YXVysgp096l49w+z9ZCAgP04iMjlV0cptW7T8hqCdfc8RGaPS6i3c/Nl7Hu1jJ7XISW7ziuXQXVfGgDAAD8JnXaMNnsdWahidUSpqWTh7osbGm71Zkn7vIvbzvmxA0KdDo28tlteVV6fqbrfNaIbfSP3nP5enr2aT05xZHP+rLutmLW5nY4pjPFTLMSIpS6p1Sbc890GEdHY7d/dFaS9NU7Q7ocg7u1zB4XoRU7S/RGIfksAAAAbnwUIQEAAADocWOiglSRPkXHKhv1zol6pWefks1eK6slXGumDzOLYrLyHduhLU6M0syEQQof2FdDgm/V+B/n+XkFnePtuntSdeNF/fp/zqio8nMdXHlPu8Iro0NR8uZCl9cbxVCti4QigvopZWKkUiZGmufK65slOb6N35ovYz2x2Wu9HgsAANDdxkQFqfy5yTpW2ah3S+uVnn1aNnudrJYwpU5zzmczc8q0KDFSyQmDFDbAkc9OWPe+n1fQOd6uuzcZBVo2e12XxlY3XtS2vCqtTIr1eZs0X2Iw+DIWAAAAuF5RhAQAAACg14yJCtKYqCAljx2kkzVNWrClSDZ7rVngsnr3CUly6kLU0NTSY/GU1zeb3xaXpNKaC5JcbxdmWJwYpa15lSr+/le87rjU0bpd6Y4t245VNurHb3+ihKiBevGRkV51OurIE1nFstlr263/ZE2TJGloyK3dOtb4+S9OjOpy7AAAAF1l5HUzEwbpVG2TFmw5Jpu9zuyCk7qnVJKcuhCd69V81pFnrfSQzy5KjNS2vCoVf+8+r4tvOlq3y9i6uGXbkteKZbPXtYuzuvGiuY7OjDV8XOd4VvfE3NajMRg/f1cxAAAAADeaW/wdAAAAAIAb37N7SxWddlj5n5yT5NgmYkSbrSNaM4qBGppatOlQeY/FlfV+ldmVp7y+WTuvbMcwxcO2DjMTBkmSNh0qNz98kKSDpfWKTjusTYcqzHO+rrs7ldc366ENR5QQNVCp0+9wW4BUkT7F5T9tXzfMHe/YQmJvUbV5rrTmgvYV1UiSJt0R3KWxB0qcvyFuHBvPHQAAwB+e3VeqmLW5+qDsal43PNxTPusocDnX1KKNhyvcjuuqrPxPnfPZI458duoI99uLJV/JqzYernDKZw+drFfM2ly93CpeX9fdneZc2bpsT6tc8lxTi353ZY3JrfJDX8Ya/lL1uSRpZMSAdq91JYb9bfJZ49hVDAAAAMCNhk5IAAAAAHrc/LsHa2tepcstv16YPdL8943zR2n5juO6P/NDl/OU1lxot51YVyW+mO90vCopVvfHuS9Cuj8uVKuSYpWRU6aMnDKn16yWcM27e7B57O26e8J///UzSXIZp6Ez3ZYejA+T1RKu1btPmJ2rDBvnj3L6Jn5nxi7fcdzcIs7Q0c8EAACgpy24e7C25VUpefPRdq+tm3W169GGefFasbNED/zMXT7bpLhuLkq/76cfOB2vTIrVVA9F9VNHhGplUqwyc8qU2S6fDdOjE67ms96uuyfMHhehNwqrlbqn1OwwZWi7Rl/GGgrPNEqSx+6mvsw7LT5MVkuYVuws0YqdJV7FAAAAANxoKEICAAAA0OMmDgvWWysmaF9RjVkQsyopVvfE3iarJdwcN3tchM5/0WIWrKxKitW8uwer6eIlPbThiHJPNXRrEVLq9DsUEthX6dmnZLWEa+nkoV4Vu6ROv0OWIQOVe6pBW/MqJTmKimaMDnfqOOTtuntC26Kf7hISGKAXHxmp7OIwp5/TzIRBGhMV1KWx6x+N14GSOu0qqJbNXqvFiVGamTCIAiQAAOB398YGy7Z8vPYdqzULd1YmxeqemNtktYSZ44x81ihYWZkUq3kTBqvpYousGwuUe6q+W4uQUqcNU2hggNKzT8tqCdPSyUO9KnZJnTZMlsEDlHu6QdvyqiQ5iora5rPerrunbFk4WrsLq/VGYbVs9jotSoxUcsIgl2v0Zawkc90dbVns7bzBgQFaPzde+0vqvI4BAAAAuNH0uXz58mV/BwEAAABcr/r06aOX5o3SnCtbSeH6EJ12WFLnOgEB17Jv7TyuAWMfVlZWlr9DAQB0g5SUFF04+qZ+/mi8v0PBNSZmba4kqfy5yX6OBLj+xKzNVVZWlhYuXOjvUAAAAG40377F3xEAAAAAAAAAAAAAAAAAuL5RhAQAAAAAAAAAAAAAAACgSyhCAgAAAAAAAAAAAAAAANAlff0dAAAAAAD0tor0Kf4OAQAAAOi08ucm+zsEAAAAAGiHTkgAAAAAAAAAAAAAAAAAuoROSAAAAAD8KjrtsKTrrzuREbfBiL+hqUUHSuq0q6BaNnutrJZwPTw6TDNGhysiqJ/HOY9VNuqhDUdcPgtX884dH6EH48MUEhjQbuzeomqt3n1CkrQqKVbz7h6suEEDvJrX23i9YbPX6omsYo8/39KaC9r50Vll5JRJkl6YPdLl/b1Zl7ufCwAAQE+JWZsr6frrTmTEbTDiP9fUoj1F1UrdUypJWpkUq3kTBituUGC7OXwZ2/Z+ru7dWmlNk3YeOavMKzniullx7XJET3N6mtsXNnudlrxW7HEeb2KVHM9rf0md3iisls1eJ6slTHPGRWhafJiCr+T07n4uAAAAwPWAIiQAAAAA6CYNTS166nclstlrzXM2e61s9lq9WVynFx8Z6bawp7rxoh7acMTta8/8/oTLea2W8Hbzto0hI6dMGTllemvFBI2JCuqWeL1xrLJRT2QVdzim7bpX7z6hN4vrtP7ReKcCK2/XBQAAgM57aleJbPY68zgzp0yZOWWyLR/fLufydmx5fbNPMRyrbJR1Y4HTudQ9pbLZ67R+brxZsNMRqyXMp/u6imPJax3ns97EWt14Ud/dfcLpednsdWYx0k9mdy33BgAAAK4FFCEBAAAAQBe07rRzoKRONnutXpg9UskJEQoJDFBDU4s2HSpXRk6Zdn4UomVTo13O85P9n7i9R3axozBo4/xRmj0uwjy/u7Bay3ccV3ZxmFImRprnjBiMcwdL67VgS5G25lXp+eS4bom3I/mfnFPy5kKPYxqaWvTQhiOyWsL1w5kjFBPaXw1NLXotv0rp2ad0oKTOXK+36zJ+Hm07IgEAAMC11p12dl/p0LNuVpyZcx06Wa8FW45p6/tVen5mXKfGGtJm3Kknp3jOL881tci6sUBWS5j+7/9y5Ijnmlr02gdVSs8+rf2tckR3XYKMwqC0GcN9ehatfVB2Tsmbj3ZbrI6cvk4b5sW3y+lX7CxRdnGtUiZGmmvypssTAAAAcK25xd8BAAAAAMCNYldBtSQpZWKk2cEnJDBAy6bGSJLSs0+5vG7ToQqdafjC7bzG9mOtP6xofWy83jqG5ISrY++PC5Ukbc2r7JZ4O7LpUIWSNxdq4/xRHseVnP1ckjR3fIRiQvub91945UMsIz5f1wUAAIDOeaPQkXPNapVzTR3hyLm25VV1euyp2iZJ0tihHXevLKl25Ihzxl3NEYMDA7Tw3kin+7pT3XhR1o0FWjcrzuW2cN54+XCFkjcf1YZ58d0Wq7Flnbuc3ngdAAAAuJ7RCQkAAACAT6LTDmtxYpRTRx3Ds3tLtTWvUsXf/4pCAgN0rLJR75yoN4tZrJZwzR0f0e4X723nl5w7DHk6f7C0XvuKarQ1r1JWS7iWTh5qFqd0tI6OtL1XR15JGe3yfIiH7SIOljqez1srJjhtNdaa1RLu9jXjdU8xGNe2LQrqTLzeSM8+pVdSRstqCdfyHcfdjsv7+JwkadIdwe3u3/bZ+7IuAAAAT2LW5mpRYqTLTj3P7ivVtrwqFX/vPgVfyWffLa1XevZpSY7tveaM85zPGh1s2nbpcXf+0Ml67S2q0ba8KlktYVo6eahZzNPROjrirlOQO1sWusq5HNuHtS3I8WWsL9zliMGBAV6t59d/rpTVcrVTaGekZ5/WloWjZbWEacXOkm6J1WoJc9qKra2ubh0HAAAAXAsoQgIAAADgk7QZw5WefUrfnTZMEUH9zPPVjRe1Na9SaTOGKyQwQDZ7rZ7IKna61mavNQtHPH1w4611b3+sjJyydvOvSopV6vQ7ujx/dymtuSCpfbFMac0FLdhSpI3zR2lMlPtvhT8+aYhs9lrtLqxut3WD8bormw5VmAVgbbdy60y83vK2eCv3VIMkKSa0v3YXVmtXgWPLtbQZwzXv7sFO76/WOrsuAAAAybElWHr2aX33wfb57La8KqXNuFPBgQGy2eu05LW2+WydWUjSLfns/k+U6ZTPOuZfmRSr1GnDujx/V7x8uMIsvmq7hZivY4+eaZQkhQ3oq6z8KrPrz7pZcZqVEKHgVkXwbXPEN65s+5Y24049OsF9jig5Croyc8q0fcmYTqz4Km+Lt3yJNWVipGz2Orc5fVeKpgAAAIBrBUVIAAAAAHzytyMd38o+VFrv9MvzQ6X1kqSHRzu+wWsUIO1dOk4Thzm+GVxe36zEF/O1fMfxLn9oc7C0Xhk5ZVqVFKtlU2MUEhighqYWbTpUroycMs1MGOSxsMfXLkddsfOjs7JawvVg/NVvNzc0tei5P53WqqTYDp+F1RKu7UsStDn3jFNnIeO8u85PY4cGKW3GcOWeajCv8+a5u4q3JxgFaW2LydKzTyn3VIPWPxrvsitTZ9cFAAAgSQ/Eec5njS6TRgHS3qVjdW/s1Xz2vp9+oBU7S7qcfxgFMyuTYrV8SrSCAwN0rqlFGw9XKDOnTDPHhHvMZ33tcuQrR851p3JPNZjdgNyt2dux1o0FTsepe0pls9dp/dx4sxDJKPJqW6CVnn3akSO2GtvW5twzslrCvOok1R18idVqCdP2JWO0OfeMU3cl43xvxQwAAAD0JIqQAAAAAPhkTFSQrJZw7Spw/gbvroJqLU6MUtygAZKuFvlUN17UscpGldc368Oy890Wx+GTjg+JjAIkybGN17KpMcrIKdM7J+o9fmjTW4wCm7dWTHAqqNl0qFw2e61efGSkV/McPdPYbks2m71WD48O0/1y/YHF/XGhuj8uVMumRisrv0rLdxzXoKB+HrercxdvTytYk2h+U3x3YbWW7ziuAyV1Lj+86sy6AAAADI58NkxvtOlI80ZhtRYlRipuUKCkq0U+V/PZL/Rheffls4dOOrroGAVIkmMbr+VTopWZU6Z3S/2bz04dEaqpI0L15BRHzrViZ4kibuvnslimo7FGl6TWBV2SI+9bsbNE+93kfUdSJznliJ7GflB2TjZ7nctt4nqDN7E6cnrnLdls9rpeLZwCAAAAehJFSAAAAAB8tnTyUC3YUqTSmguKGzRApTUXZLPXavuSBKdxbTvcdCdj3tE//LPL19OzT2nZ1Gi310enHe7wHl3tltS6oKf1B0i7C6uVkVOmvUvHedxOovX49OxT7bYeM4p1brs1oMNv4icnRGj17hPanHvGbbGOu3h7WutCMklmB6a2hW6ueLMuAACAthz57DGV1jQpblCgSmuaZLPXtdvGq22Hm+5kzDv6R++5fD09+7SenOI+n41Zm9vhPbqrW9KshAil7inV5twzHRbLuBrrLo7Z4yK0YmdJu4Iwybk4S5KmXckRXY2VpO0fnZUkffXOEO8X1k28idWR059ut12dUbDkTU4PAAAAXOtu8XcAAAAAAK4/46NvkyTlnnJ8e7uwotHpvCRl5VcpI6dMixOjtH1Jgt5aMUEFaxJ7P1g/qG68qHVvf6yiys91cOU97Qp6jC3EkjcXKjrtsPmPoe2xuy3HjOp69esAACAASURBVONdBdUdxhRibm9R2+61juLtKauSYp1iM3iKtS1fxgIAABjGDzXyWUd3zcKK807nJUc+m5lTpkWJkdq+ZIxsy8frSOqk3g/2GtB2q7TuGmtoPXbllRyx7ZZrnuatbryobXlVWpkU63artp7gS6zutqkzjt8o7DinBwAAAK51dEICAAAA4LOQwAC9MHukVu8+oRmjw7V8x3G9MHukUzHJ6t0nJEnPJ8eZ5xqaWjp1v+rGi+3OLU6M0ta8ShV//yud2jasq12O3DlW2agfv/2JEqIG6sVHRnrV6airWhfgPJFVLJu9tt1zMZ7h4sQov8drsAwZKEkqr29WTGh/87zxPmkdq6/rAgAA8CQ4MEDrZsUpdU+pZowO14qdJf+fvTsPq7Ja/z/+QRxwQERRBhETJTRFU6QCKyolf+WUYJOkUp0GbdDqpNb5piea1L7HNDsOp29pmnZynsuwAUs5idRR1ERkUJHBCQFNFIHfH7i3zOzNtBner+vqumLvtZ/nftZG1tr3vp+1NGeke5Fikqmb4yVJs4bfmM9mVeN8dpyPo1ZEpunIG7dVqnCmulY5Kixk1RGFxaSXiMkQ/zgfx2pta+jPwm09OxZs71x8jlhaW4MT6dmSpP6d25R4riZVJtaymFO0BQAAANRVrIQEAAAAoFJ8byrY5qDv7EhJ0j092pXaLv7cZUkFhSWLd5+q8LgBnu0lSVEns4yv+/w/KSXaDe/dQZK0ePepIl/q/BKfIZcZe7R4d7Kpl1JtTmVc0ZCF+9XbqZWmDnYrs6AnOdSv1P+KP28wY+hNkgqurXAh16brd0sbnpekwL4Fd1JvOXTjTurM7Fytvb49haHfzIm3pgx0s5UkrdyXVuS6fowt+AJm8M03fqfMuS4AAABT+N5UsFVYvzn7JJU3ny0ocMnKztWiPRXPMQM8C7bi+i0py/i6z39NLdFuxPX5y6I9yUXms7sTMtR5ZoSWmHCu6jb6+qo8mwvNubKyc7Vuf8Gca0ShOVdl2v4QW7TQxvBz4bbGOWLU6SJFX4a2g69vdVbYH2l/SpK6O7Q04SqrjzmxzhjaVVLB+5tV6py+a43HCwAAANQ0VkICAAAAUCnuHVoaVyMa7+NU5M5fSVr08M2auOao7pz/e6mvjz93We4dSn5JENjXQWEx5zXi02jjY4WLbAzudLfTFH9XzQtP0rzwpCLPBXi215hbO1biqqrmp2MXJKnUmAwqswLTmFs7KiIxU48sO1TiueLXOsrLQesPnNXrm+KMq1EZTPF31Z3udpWK17A9XHWuINXZroXx96T4+cf7OBkL0iTzrgsAAMAU7h1sjKsRjfNxLDGfXTjGQ5PWxuquj8uaz2bLvYNNicdHezkoLCZdIz49aHystAKTQd3sNNnfVfPDkzS/xHzWXkH9an8+O8rLQRuiz2rq5njjSlAGk/1dNaibXaXa3udhrwBPe01aG2vclqystp3tWhj7vni/jPNxNBZ5FRadUrA9dHkrpHaeGSGpeleQMifWoH6GOf3hEsex1PsNAAAAVDeKkAAAAABU2vDeHbQ8MlUPl1LwM8rLQRev5hoLRqb4u2rMrR2VnZOnIQv3KyIxs9QipFHX75Jef+CswmLO68NR3RXs7ajQHYkl2k4d7CbPTq0UkZip5ZEFd5d/OKq7hvZsX+ur+kgqURxTXRxaN9OCIA/9GJtu7JcAz/YK7Ougez3sS3zZ8kVwT22KPmtsO97HScN7dyhRqFNT8ZpjlJeDXNu10Jr/ntHyyFTjdRl+Dwoz9boAAABMNaJ3B62ITNMj5cxnDQU2k/1dNaZfR2Xn5Cpg0QFFJGaUWoRkmMdsiD6rsJh0zRnpfn0+e7xE26n3dZFnx5aKOJ6pFZFpkqQ5I90tNp+VpGVjC+ZchvjH+ThqRO8ORQqFzG1ra2OtBYEe+iE23aTjjvJyUBf7Flr93zNaEZmmAE97jfYqfY4oydh3lugzU2N1aN2sRB8Y2t7nYV+pLfkAAACAusYqPz8/39JBAAAAAPWVlZWV/jnmZo3uW3oyHA1XTawMVNe5zNhTb663Mb4/kvTC2qNq2ed+rVy50tKhAACqQXBwsC4f/E6fBHlYOhQ0QDWxMlBd13lmRL253sb4/tSWzjMjtHLlSo0dO9bSoQAAADQ0LzaxdAQAAAAAgLov6mSWPhzV3dJhAAAAAJXyW1KW5ox0t3QYAAAAQIPGdmwAAAAAUAWNZcWdyBNZen6Qi6XDqJDh/QAAAIBpGsuKO5EnsvScX92fzxreDwAAAKA+YiUkAAAAAECF6kMBEgAAAFCW+lCABAAAANR3rIQEAAAAAJXQ0Fc+qq94XwAAAEzT0Fc+qq94XwAAAFCfsRISAAAAAAAAAAAAAAAAgCphJSQAAAAA9ZrLjD2SGv4KOIdTL+n3Uxf1+qY4SVKAZ3vd39Nevje1lXuHllU69qmMK+ps16I6wgQAAICZOs+MkNTwV8AxzGenbo6XJAV42ivA016+N9nJvYNNlY7NfBYAAACoGyhCAgAAAIA6bmVUmrH4yCAs5rzCYs5Lkj4c1V3B3o6VOvbi3ckK3ZHY4Iu4AAAAYDkro9KMxUcGYTHpCotJlyTNGele6fnskj3JCt1xvMEXcQEAAAD1AUVIAAAAAFCHGQqQAjzba9rgLnJtZ6O2NtaSCu4mXx55o0CpMl/chO5IrM5wAQAAgCIMBUgBnvaael8XdWlnI9vC89l9NwqUKjefPV6t8QIAAACoPIqQAAAAAKCOOpVxxViA9I+HusuhdbMiz9/i1FqzRrhLkl7fFKd7erRjGwoAAADUGacyrhgLkP53VBnz2eEF89mpm+OZzwIAAAD1HEVIAAAAAOqszOxc/RibrvUHzios5rzG+zjpWT9nuXdoWe7rDqde0q64DOMqPwGe7RXY10GjvByKtPslPkNbD53T8shUSdIUf1cN791Btzi1rlS74lxm7KnwGsvbBm3fiSxJ0st3dy7xhU1hD9/aUcsjU7XvRJY6e7Uocu7ixy/8eOH4Sns88jVvvbk1Qb2dWmnqYDdj203RZ43vSVl9K1W+3wAAABqKrOxc/RCbrg3RZxUWk65xPo561tdF7h1syn3d4dRL+jk+w7jKT4CnvUZ7lZxz7U7I0JZD57QiMk2SNNnfVcNvaV9ivmVqu+I6z4yo8BrL2wbN1PnsI7d21IrItCLzWcO5ix+/8OOF4yvt8b2vDtDftiXoFqfWmnpfF2PbTdFnje9JWX0rVb7fAAAAgMaKIiQAAAAAddZL62IVFnPe+PPyyFQtj0zVzkn9ykz8h8Wc14SVR0o8ZjiO4cuF0trNC0/SvPAkrQ7prTvd7cxqVxMiEjMlSV3bl/8lleH5iMTMUr88qayV+9IUFnNegX1vHHPO9yc0LzzJ+LOhb2NO/1mkUMmS/QYAAFBXvLQ+VmEx6cafV0SmaUVkmsIm9i1nPpuukFXF57PpxuPcmM+WbDc/PEnzw5O0OuQWDepmZ1a7mhBxvGA+62Zf/nzW8HzE8Wqez0adVlhMukYXOuacH05qfpH5bEHfxpy5XKRQyZL9BgAAANRXFCEBAAAAqJMMxS1T/F31/KDOamtjrU3RZzVxzVEtj0wzbkNWnKHwZcszXvLuYiupYBsIn39EaeKao8YvNQztIl/zNm75EHUySyM+jdbWQ+eMRTKmtitNeascmcKwglB5d40Xfn55ZGqZ/VKawqselRarZ6dWRR7/JT5D88KTNMXfVcEDHdXZroVOZVzRyn1pmheeJL9udtXSbwAAAA2Bobhlsr+rJvq5yPb6fHbS2lgt35dm3IasOEPhy5Zn+miA64357G1zf9OktbHG+ayh3d5XBxjnW78lZWnEpwe15dA5Y5GMqe1KU94qR6YwrCBk6nx2RWTZ/VKawqselRarZ8eWRR7fnZCh+eFJmuzvqmDvTjfms1GnNT88SYO6ta2WfgMAAAAaK4qQAAAAANRJ3x+9IEl66g5ntbWxllRw13dFd0YbimbOXsrR4dRLOpVxRb8nXSzRLsCzvcJizmvLwXPq49xafV3ayLuLbYliHFPbNUSDihUKbT10TpKMBUiS1NmuhYIHOmpeeFKR4qLG3G8AAACS9H1swcpFT93uJFsz5rOGopkb89mr+v1UafNZe4XFpGvroevzLec2GuBqW6IYx9R2DVHx+ewWw3z2egGSdH0+691J88OTihQXNeZ+AwAAACqLIiQAAAAAdZKpqwCVpviWYaWZNriLwmLOK3RHoqSCoplnfJ1LrNBjarvSGFYZKk95RTnjfZy0PDJVmdm5xkKs0mRm5xrbV6fifW94Twxf2BgYfi68ElNV+g2Vl5tn6QgAANUtNy/f0iGgkkxdBag0xbcMK83U+7ooLCZdoTuOSyoomnnG17nECj2mtiuNYZWh8pRXlDPOx1ErItOUlZ1rLMQqTdb1+ew4H8cKz2eO4n1veE/Kms8WXompKv2Guq9JkyaWDgEAAKBBoggJAAAAqALb1q105Rrf+tclK6MKtgYb7+Ok4b07qH2rpupk21x9Z0cWaXeLU2slh/rpcOol7YrLUOiORIXFnFeAZ3tNG9xFtzi1NqtdTfC9qa2WR6bqQPLFcot3DiRfNLavKyzZb41Z5tV8OdjYWDoMAEA1adGihVKuWjoK1LaVUWmaH56kcT6OGtG7g+xbFsxn+83ZV6TdLU6tdeptXx1OvaSf4zMUuuO4wmLSFeBpr6n3FZ3PmtKuJvh2basVkWk6kHKx3OKdAykXje3rCkv2G2rOxSsFBW/t2rWzcCQAAAANE0VIAAAAQBU4OzspNYtvhmqCYRWgs5dyzLp7/PVNcZJkXJFHurFSUGlucWqtW5xaa0SfDko4l61Hlh1SWMz5EisUmdqusKpuPTbQzVaS9GlEino6tiq1H85eytGnESlF2pfl7KWcKsVjeE9OZVwpcvd4/LnLxueLq0y/ofLSLuZqkLOzpcMAAFQTFxcX/efiNUuHgUoyrAJk7nx26uZ4STKuyCPdWCmoNIb51vDeHZR4PluPLDussJj0EisUmdqusKpuPVZ4PuvZyfLzWcN7UnI+m218vrjK9BvqLsPndxcXFwtHAgAA0DCx3iQAAABQBbf299ah1MuWDqNBMqzq8/l/UoxFRJuiz8plxh5N3xJf4esNhTGZ2blavPtUieenb4mXy4w9ijqZJalgC4ZuHUquIGNqu5rQ2a6FFj18s8Jizuu1jXE6nHqpyPOHUy/ptY1xCos5rw9HdS/yRUqAZ3tJMsadmZ2rz/+TUua5yivUMhjeu4MkaeW+gi9uJOlUxhWt/e8ZSdLgm2/cTWzJfmusrl7L07G0TPXr18/SoQAAqkm/fv10LC1LV1l5s14yrOrz+a+pxiKiTdFn1XlmhKZvNWU+W1AYk5Wdq0V7kks8P31rvDrPjNBvSTfmWze1L2U+a2K7mtDZroUWjvFQWEy6/rqp9PnsXzfFKSwmXXNGuhebz9pLkjHurOxcff5rapnnKq9Qy2CEYT4bdbrofHb/9fmsh72xrSX7DTXnj9Q/1aJ5M/Xq1cvSoQAAADRIrIQEAAAAVEHA/fdr6jdblJuXL+smVpYOp0EZ5eWg9QfOal54kuaFJxV5bnwpdygbLHr4Zk1cc1R3zv+91Ofjz12We4eWevjWjloemaoRn0aXaPPhqO7G/ze1XU0Z5eUgSZq45qjCYs6X2ubDUd0V7F20TwL7Oigs5nyRuGcMvanEawM82yss5rx6vv+rxvs4FVlBqrg73e00xd+11Pdkir+rsfBJsny/NUYRiZnKy5cGDx5s6VAAANVk8ODBysuXIo5nyr87WwfVN6O8HLQh+qzmhydpfvH57MCy57MLx3ho0tpY3fVxWfPZbLl3sNEjt3bUisg0jfj0YIk2c0bemNOZ2q6mGOazk9bGKiwmvdQ2c0a6l5jPjvZyUFhMepG4ZwztWuK1AZ72CotJV88P9mqcj2ORFaSKG9TNTpP9XUt9Tyb7uxoLnyTL9xtqxq74DN19911q1sz01ckAAABgOoqQAAAAgCp46KGH9OILk7QrLkP3evDFUHVbEOShLYfOGrdYm+LvqjG3dpR7h5ZlvmaUl4MuXs0t8ZrsnDwNWbhfEYmZcu/QUt5dbLVzUj9tPXTOWFAzxd9V/V3bFCmmMbVdTRrl5SAvl9aKSMzUd0fSFRZzXgGe7XV/T3v53tS21P4wfNmz/sBZ40pJwd6OCt2RWKTdtMFd5Ny2uZZHpiols+KtBacOdpNnp1bG4wZ4tldgXwfj+QzqQr81NpsOndeQwfeqfXv6FwAaivbt22vI4Hu1+dAhipDqqQWBHtp86Kxxi7XJ/q4a06+j3MtZIdIwny3+muycXAUsOqCIxAy5d7DRAFdbhU3sq62HzxsLaib7u6p/5zZFimlMbVeTCuazbRSRmKGwmHSFxaQrwNNeAZ728r3JrtT+MMwvN0SfNa6UVDCfPV6k3dT7usipbXOtiExTqinz2fu6yLNjS+NxAzztNdqr5Hy2LvQbqtfVa3nacTRTc+YFWzoUAACABssqPz8/39JBAAAAAPXZUyETdGLvN1rxuIelQwHQSJ27lCOfj/6rtes3aNiwYZYOBwBQjbZt26YxgaO1d0o/dWjNyh0AUFlf/35a7+86p+MnT6lVq1aWDgcAAKAherGJpSMAAAAA6rt33ntfEQmZCj92wdKhAGikZv1wSn5+d1CABAAN0LBhw+Tnd4dm/Zhs6VAAoN66dDVXH4an6Z33PqAACQAAoAZRhAQAAABUUefOnTX9jTc147tTys7Js3Q4ABqZ35Muas1/T2v+goWWDgUAUEPmL1iotf89rf+eumjpUACgXpq3K1mdOrvpmWeesXQoAAAADRpFSAAAAEA1eH3qVF1r0VZ/3ZIoNjwGUFtSMq/qmTVxmjRxovr06WPpcAAANaRPnz6aNHGinlkTr5TMq5YOBwDqle1/nNfi3ae0YOFiWVtbWzocAACABo0iJAAAAKAa2NjYaNOWbfr2yAXN/emkpcMB0AhczsnTM2vi5NrdUx/MnmPpcAAANeyD2XPk2t1Tz66N12VW3wQAk/yedFEvb4jXe++9p7vuusvS4QAAADR4FCEBAAAA1cTLy0tfff215u9K1kc/JbEiEoAac+HyNT2x8qjO5bXW1u3fysbGxtIhAQBqmI2NjbZu/1bn8lpr3KqjunD5mqVDAoA6be+JLE349zEFjRmj6dPfsHQ4AAAAjQJFSAAAAEA1GjlypD77/HPN/zlZL2+I09Vr3KUOoHolnMvW8P87rNTcNvpmx3fq2LGjpUMCANSSjh076psd3yk111YjPvtDCeeyLR0SANRJ6/af0WPL/9C99z+gzz5fZulwAAAAGg2KkAAAAIBqNn78eH0XtlM/JmZr+Gd/6NfjmZYOCUADcC0vX0t/TdEDnx6Si0cf7d0XpV69elk6LABALevVq5f27ouSi0cfPfh/h7X011Rdy2MJTgCQpNNZV/XqpnhN2RinqdPf1Oo1a9W8eXNLhwUAANBoUIQEAAAA1AB/f3/t3Rcl1963KfDzQ3ph7TElnudOdQDmy8+XfohN15DFB/X2dyc18aUp2vnDT3JwcLB0aAAAC3FwcNDOH37SxJemKDTspAKWHNKPxy6wHTCARuvS1Vwt3p2su/8ZrYjT1lqzZq1CQ0NlZWVl6dAAAAAaFav8fD6aAgAAADVpw4YNmvr6a4qPT9Sg7vYaerOd+rva6qb2NrJr2VRNyIkCKOTKtTyl/3lNR8/8qd0Jmdp2JEPxp7M0cvhw/eOjj9SjRw9LhwgAqEOOHTum1155RZu3bpV7J1sN82wrv252urljS9m3aqoWTbkPFUDDk3UlV6ezrupgyiX9FJehb45cUK6a6NXX/qo333xTLVu2tHSIAAAAjdGLFCEBAAAA1SAqKkrLli1TYGCg7r333hLP5+Xlafv27Vr99df6dvs2nTmfboEoAdQ3vXt5atiIUQoJCWHrNQBAuf744w8tW7ZM27Zs0qE/YiwdDgDUiubNmuquu+7U6MAxCg4OVrt27Uq0yczM1L333qvhw4crMDBQ/fr1s0CkAAAAjQJFSAAAAEBlnT59WitXrtTSpUsVHR2tnj17as6cORoxYkSFr01MTFR8fLzS09OVl5dXC9GiLvvll1/08ccfa/Xq1ZYOBXVAixYt1KFDB/Xu3bvUL1EAAKjIhQsXdOjQIZ07d05XrlyxdDhoBJjPorbZ2trK2dlZvXr1UvPmzctte/r0ab333nvauHGjTpw4IXd3dwUFBSkwMFC33347W7YBAABUH4qQAAAAAHPk5ORo+/btWrp0qbZv365WrVrp0UcfVUhIiHx9fS0dHuqpVatWKTg4WHw8AwAAQH3EfBb1QX5+vvbt26d169Zp3bp1OnbsmFxdXTV69GgFBQXpzjvvlLW1taXDBAAAqM9eZENwAAAAwATR0dF69dVX5erqqsDAQF26dElLly5VSkqKlixZQgESAAAAAAB1mJWVlXx8fDRr1izFxsZq//79euqppxQeHq577rlHTk5OeuaZZ/TNN9/o6tWrlg4XAACgXmpq6QAAAACAuur8+fNatWqVli1bpqioKHXv3l0vvviiJkyYIDc3N0uHBwAAAAAAKqlv377q27ev3n77bR07dsy4QtJnn30mOzs7DR8+XEFBQRo6dKhatmxp6XABAADqBVZCAgAAAArJzc3V9u3b9cgjj8jFxUVvvPGGvLy8FB4ertjYWL311lsUIAEAAAAA0ID06NFD06ZN0969e5WYmKiZM2fqxIkTGjNmjBwcHDRmzBitWrVKmZmZlg4VAACgTqMICQAAAJB05MgRTZ8+XW5ubho+fLjS0tK0ePFipaSkaOnSpbr77rtlZWVl6TABAAAAAEANcnNz05QpUxQeHq7k5GR99NFHysrKUkhIiDp16qThw4dr6dKlOnfunKVDBQAAqHMoQgIAAECjlZGRoX/961/y8/NTr1699NVXX+npp59WbGyswsPDFRISojZt2lg6TAAAAAAAYAGdOnXSs88+qx07digtLU1LliyRtbW1XnjhBTk5OWnw4MH65z//qeTkZEuHCgAAUCdQhAQAAIBGJS8vTzt37tQTTzwhZ2dnvfzyy3J1dVVYWJgSEhIUGhqq7t27WzpMAAAAAABQh9jb22vChAnatGmTzpw5o1WrVqljx45644031KVLFw0aNEhz585VYmKipUMFAACwGIqQAAAA0CicOHFC77zzjtzd3RUQEKAjR45ozpw5Sk5O1urVqzVkyBA1acL0GAAAAAAAlK9169Z6+OGH9e9//1unT5/Whg0b5OHhoffee0/dunWTt7e33n33Xf3xxx+WDhUAAKBWNbV0AAAAAEBNuXz5stavX69ly5bphx9+kIODg4KDg/Xkk0/Ky8vL0uEBAAAAAIB6zsbGRiNHjtTIkSN17do1/fTTT1q3bp3++c9/6q233lKvXr0UFBSkwMBA9e/f39LhAgAA1Chu9QYAAECDExERoeeee07Ozs568skn1bp1a61fv15JSUmaO3cuBUgAAAAAAKDaNW3aVEOGDNGiRYt06tQp7dq1S0OHDtXy5cs1YMAAde/eXa+99pr27NmjvLw8S4cLAABQ7ShCAgAAQIOQnJys2bNnq1evXvLz81NERIRmzpyppKQkbdy4UaNGjVKzZs0sHSYAAAAAAGgEmjRporvuuksfffSRjh8/rn379unRRx/Vtm3bNGjQIHXp0kUvvviifvjhB+Xm5lo6XAAAgGrBdmwAAACot65cuaLNmzdr2bJl2rFjh+zs7DR27Fh9+eWX8vb2tnR4AAAAAAAAkiRvb295e3vr/fff18GDB7V+/Xrjtm0ODg4aOXKkAgMDNWTIELVo0cLS4QIAAFQKKyEBAACg3omKitJLL70kFxcXPf7445Kkr776SsnJyVqwYAEFSAAAAAAAoM7q06ePZsyYof379ysuLk5Tp07V4cOHNWLECHXq1EnBwcFat26d/vzzT0uHCgAAYBaKkAAAAFAvnD59Wh999JH69u2rgQMHaufOnZo6dapOnDihbdu26eGHH+ZOQQAAAAAAUK+4u7vr9ddfV0REhE6cOKF3331Xp06d0qOPPqqOHTtqzJgx+vLLL3XhwgVLhwoAAFAhipAAAABQZ+Xk5GjTpk166KGH5Orqqrffflu+vr7as2eP/vjjD02bNk0uLi6WDhMAAAAAAKDKXF1d9dJLL+mnn35SSkqK5s+frz///FNPP/20HB0d9eCDD+r//u//dPbsWUuHCgAAUCqKkAAAAFDnREdH69VXX5Wrq6tGjx6tS5cuaenSpUpJSdGSJUvk6+tr6RABAAAAAABqTMeOHfWXv/xF27dvV1pamj777DO1aNFCL7/8spycnDR48GB98sknSkpKsnSoAAAARhQhAQAAoE7IyMjQJ598ooEDB6pv375at26dnnvuOcXGxiosLEzBwcFq2bKlpcMEAAAAAACoVe3atdMTTzyhDRs26MyZM/r666/l5OSkv/3tb3Jzc5Ovr68+/PBDxcfHWzpUAADQyFGEBAAAAIvJy8vTzp079cQTT8jZ2VlTp05Vz549FRYWpoSEBIWGhqp79+6WDhMAAAAAAKBOaN26tYKCgrRy5UqdPn1aW7ZsUa9evTR79mx1795dAwYM0LvvvquDBw9aOlQAANAIUYQEAACAWhcXF6cZM2aoW7duCggIUHx8vObNm6eUlBR9+eWXGjJkiJo0YaoKAAAAAABQlhYtWmjYsGH6/PPPlZqaqp07d8rPz0+LFi2Sl5eXevbsqTfffFNRUVGWDhUAADQSfLMDAACAWnHx4kUtW7ZM/v7+8vDw0GeffabHH39cf/zxh/bs2aNnn31WdnZ2lg4TAAAAAACg3mnatKkGDx6sTz75RCdPntTu3bs1bNgwffXVVxo4cKC6jB8f8QAAIABJREFUdeum1157Tb/88ovy8vIsHS4AAGigKEICAABAjcnPz9euXbv05JNPytnZWc8//7wcHR21detWnThxQrNmzVLPnj0tHSYAAAAAAECD0aRJE/n5+ekf//iHEhIStG/fPj3xxBP65ptvdNddd6lz586aOHGidu7cqWvXrlk6XAAA0IBQhAQAAIBqd+LECb3zzjvy8PCQv7+/oqOj9cEHHyg5OVmrV6/Wgw8+KGtra0uHCQAAAAAA0OB5e3vrnXfe0eHDh3X48GG98MIL+vXXXxUQECAnJyc99dRT2rp1q7Kzsy0dKgAAqOcoQgIAAEC1uHz5slauXKmAgAB169ZNn3zyiUaOHKkDBw5o3759evHFF9W+fXtLhwkAAAAAANBo9erVS//zP/+j3377TXFxcXrjjTcUExOjUaNGqVOnTnrssce0Zs0aXbp0ydKhAgCAeogiJAAAAFRJRESEnnvuOTk7O+vJJ59U69attX79eiUlJWnu3Lny8vKydIgAAAAAAAAoxt3dXa+99pp2796tkydP6oMPPtCZM2f0+OOPq2PHjho9erS+/PJLpaenWzpUAABQT1CEBAAAALMlJydr9uzZ6tWrl/z8/BQREaGZM2cqKSlJGzdu1KhRo9SsWTNLhwkAAAAAAAATuLi46IUXXtD333+v1NRULViwQDk5OfrLX/4iR0dHDR06VP/61790+vRpS4cKAADqMIqQAAAAYJIrV65ozZo1GjZsmNzc3PTBBx/I399f+/bt04EDB/TKK6+oU6dOlg4TAAAAAAAAVeDg4KCnn35aW7du1enTp7Vs2TLZ2trqlVdekYuLi+655x4tWLBAJ0+etHSoAACgjqEICQAAAOWKjo7Wq6++KhcXFz322GO6evWqvvjiC6WkpGjx4sXy9va2dIgAAAAAAACoAW3bttXYsWO1du1anTlzRl9//bW6dOmiGTNmqGvXrrrttts0e/ZsHTt2zNKhAgCAOoAiJAAAAJRw/vx5ffLJJxo4cKD69u2rzZs3a8qUKUpISFBYWJiCg4PVsmVLS4cJAAAAAACAWtKqVSsFBQVpxYoVSktL07Zt29SvXz/97//+rzw8PNSvXz+Fhobq4MGDlg4VAABYCEVIAAAAkCTl5uZq+/bteuSRR+Ti4qI33nhDXl5eCg8PV2xsrN566y25ublZOkwAAAAAAABYWPPmzfXAAw/o008/VWpqqr7//nvdfffd+vTTT+Xl5SUPDw9Nnz5dkZGRys/Pt3S4AACgllCEBAAA0MgdOXJE06dPl5ubm4YPH660tDQtXrxYKSkpWrp0qe6++25ZWVlZOkwAAAAAAADUQdbW1rrvvvu0YMECnThxQhERERo9erTWrFmj2267TTfddJNeeeUV/fzzz8rLy7N0uAAAoAZRhAQAANAIZWRk6F//+pf8/PzUq1cvffXVV3r66acVGxur8PBwhYSEqE2bNpYOEwAAAAAAAPWIlZWV7rjjDs2ZM0dxcXH67bffNH78eO3cuVN33323nJ2d9dxzz+m7775TTk6OpcMFAADVjCIkAACARiIvL087d+7UE088IWdnZ02ZMkXu7u4KCwtTQkKCQkND1b17d0uHCQAAAAAAgAaif//+eueddxQdHa0jR45oypQpioqK0tChQ+Xo6KiQkBBt3rxZ2dnZlg4VAABUA6t8NmIFAABo0OLi4vTFF1/oiy++0IkTJ+Tr66uQkBA9+uijsrOzs3R4QKP0888/KzU11fjzf/7zHy1ZskRLly4t0u7222+Xm5tbbYcHAAAAlIv5LICqSkxM1Pr167Vhwwbt2bNHrVq10gMPPKCgoCA9+OCDsrW1tXSIAADAfC9ShAQAANAAXbx4UWvXrtXSpUv1888/y9nZWePGjVNISIh69uxp6fCARs/KysqkdlOnTtXs2bNrOBoAAADAPMxnAVSn1NRUbdy4UevWrdNPP/2kpk2b6v7771dgYKBGjhwpe3t7S4cIAABM8yLbsQEAADQQ+fn52rVrl5588kk5Ozvrueeek6Ojo7Zu3aoTJ05o1qxZFCABdcSECRPUrFmzCtvdc889NR8MAAAAYCbmswCqk5OTk55//nmFhYUpNTVVCxcuVF5enp5//nk5OjoqICBAixcvLrICGwAAqJtYCQkAAKCeS05O1meffaYvvvhCcXFx8vLy0pNPPqng4GB16tTJ0uEBKEVYWJjuv//+ctvY2dnpzJkzJn25AwAAANQm5rMAakNWVpa2b9+udevWafv27bp8+bIGDRqkwMBABQYGst0jAAB1D9uxAQAA1EdXrlzR5s2btWzZMu3YsUN2dnYaO3asQkJC5O3tbenwAFQgNzdXjo6OOnfuXKnPN2vWTH/5y1+0cOHCWo4MAAAAqBjzWQC17fLly9qxY4fWrVunbdu26cKFC/L29jYWJHl6elo6RAAAwHZsAAAAlhURESErKytNmzbNpPZRUVF66aWX5OLioscff1yS9NVXXyk5OVkLFiygAAmoJ6ytrRUcHKzmzZuX+nxOTo7Gjh1by1EBAAAApmE+C6C2tWzZUg899JBWrFihtLQ0ffvttxowYIDmzZunnj17ysvLSzNnztSBAwcsHSoAAI0aKyEBAABYyMqVK/Xkk08qJydHbdq0UXp6upo2bVqi3enTp7Vy5UotXbpU0dHR6tmzp0JCQjRu3Di5uLhYIHIA1SEiIkJ+fn6lPufi4qKkpCRZWVnVclQAAACAaZjPAqgLcnNz9csvv2jdunXauHGjTp48qR49emj06NEKDAzU7bffzt8iAABqDyshAQAA1Lb8/HzNmDFD48aNU05OjiTp4sWL2rFjh7FNTk6ONm3apIceekiurq56++235evrqz179uiPP/7QtGnTKEAC6rk77rhDrq6uJR5v3ry5goODSZICAACgTmM+C6AusLa2lr+/vz7++GMdP35ce/fuVVBQkDZs2CBfX1+5ubnp5ZdfVnh4uHJzcy0dLgAADR5FSAAAALXo8uXLGjNmjN577z0VXpCyadOm+vzzzxUdHa1XX31Vrq6uCgwM1KVLl7R06VKlpKRoyZIl8vX1tWD0AKqTlZWVJkyYoGbNmhV5/OrVq2xdAQAAgDqP+SyAusbKyko+Pj6aNWuWYmNjtX//fj311FP68ccfdc8998jFxUXPPvusvvnmG129etXS4QIA0CCxHRsAAEAtSU5O1rBhw3Tw4EFdu3atxPNNmjRRXl6eunfvrgkTJmjChAlyc3OzQKQAasvBgwfl5eVV5LEePXooNjbWQhEBAAAApmM+C6C+OHbsmNatW6d169Zp3759srOz0/DhwxUUFKShQ4eqZcuWlg4RAICGgO3YAAAAasNvv/2mAQMG6NChQ6UWIEkFd2tNnjxZsbGxeuuttyhAAhqBPn36qGfPnsafmzVrppCQEMsFBAAAAJiB+SyA+qJHjx6aNm2a9u7dq8TERM2cOVPHjx9XUFCQOnbsqEceeUSrVq1SZmampUMFAKBeowgJAACghm3YsEGDBg3S2bNnlZOTU2a7vLw8ff/997KysqrF6ABYWuEtLHJycvToo49aOCIAAADAdMxnAdQ3bm5umjJlinbt2qWUlBTNnTtXGRkZCgkJUadOnTR8+HAtXbpU586ds3SoAADUOxQhAQAA1KAPPvhAQUFBunLlinJzc8ttm5+fr4MHD2r//v21FB2AuuDxxx83rpDWv39/9ejRw8IRAQAAAKZjPgugPuvUqZOeffZZ7dixQ2lpaVqyZImsra01adIkOTk5KSAgQAsXLlRycrJZx/3iiy80aNAgJSQk1FDkAADUTRQhAQAA1IArV67ooYce0ptvvqn8/Hzl5+eb/NoFCxbUYGQA6pquXbuqT58+kgruIgcAAADqE+azABoKe3t7TZgwQZs2bdKZM2e0atUqdejQQdOnT1eXLl00aNAgzZ07V4mJiRUea/ny5dqzZ4/69u2rjRs31nzwAADUEVb55nwjBgAWsm/fPn3zzTfaFf6TDh2MVvqFDGVfuWrpsACgRti1tdX99w/VkIAAjRgxQs7OzpYOqdFgvAHQWNi2biUnp066tf9AxhsAgMkuX76snTt36ttvv9Xe/+xRfEKCLmRkKi+PFDOAG2xaNJd9Ozv17uOlu/3v0QMPPKCBAwdaOiyg0rKzs/Xdd99p/fr12rx5s9LT0+Xt7a3AwECNHj1avXr1KtI+KytLHTp0UE5Ojpo0aaL8/HxNmTJFs2fPNm5fWRXFx+OEhASlMx4DKIbxGBbyIkVIAOqs/Px8ffXVV/rgvXd18PAf6tbRVn5ureTRsaXsWzWVTVMWcwNQd126mqvIE1lytG0uSWrVvOBvVrMmVmp+/e9Xi6ZNZG0lWVlZqWWzgseyruTqdNZVHUy7rN0JWbqYnaPhw4bp76GhuvXWWy1zMQ1cWePNzZ1ayb5VU7VgvEEtuJaXr/OXctTp+t8MoKZdvHJNaVk5Oph6WbsTMhlvAADlunDhgmbPnq1/LV6ozKyL8nZrp/4uNrrJ3kZtbaxl3cTK0iHCwq7l5ev8nznq1Ib5LKTsa3lK//OaYs9c1p4TfyrhTJb63NJLb/ztf/T444/Lyoq/Gai/cnJyFB4ernXr1mnjxo1KTU1Vr169FBQUpMDAQPXv319ff/21xo4dq7y8POPrmjZtqltvvVXr1q2Tm5tbpc59YzxepMysLHl3bacBzjbq2t5GdjZN1YTxGEAhV66Px0dP/6k9J/9UwmnGY9QKipAA1E1RUVF6cdLz2hsZpTG3dtTTtzupj3NrS4cFALXqWm6+dsSc1+KI0zpwKkvPPves3n47VA4ODpYOrcEoPN48fGsnPX0H4w2AxicnN1/fxZzXoj1pjDcAgCLy8vK0bNkyTZ/6unKv/KnnfTvpsf6d1KF11VdxANB4HEy5pM9+TdXa/57RbT7e+mThYnl7e1s6LKDK8vLytHv3bq1fv17r16/XiRMn5O7uLnd3d/3000+6du1akfbNmjVTq1attHLlSg0bNsys8xjG47wrf+p5X0c9NoDxGIB5DqZc0mf/SdWa/55mPEZNoggJQN3z4Ycfavr0abqtazu9PbQLXwYDaPTy86XV/z2t2T8my6pFa23ask233XabpcOq94zjzU3tFDrUjfEGQKNnGG9m/XCK8QYAoIyMDD0yJkg//Pijxvs46vV7XdXWpqmlwwJQjx1MuaSZO05q7/ELmjVrtl5//XVLhwRUm/z8fEVFRWn16tVasGCBsrOzS21n2J7tb3/7m/7+97/L2tq63OMWHY+dNPU+xmMAVXMw5ZJm7DihvYmMx6gRFCEBqDtycnI0aeLzWrZsmd7+f101wcdJrAQIADdcvJKrKZsS9FNcpr5YvkIPP/ywpUOql4qONzcp5DbGGwAo7OKVXE3eGM94AwCNWEJCgoY/+IAyTyfp80e7q7cTBfsAqkd+vvRFZKpmfntcISEhWrhosZo1YzUXNBybN2/WQw89pIq+frW2tpafn59Wr14tJyenUtsUHo+XPtaD8RhAtcnPl5btTdXMbxMZj1HdKEICUDfk5+fr4aBAhe3YrsVjusu/eztLhwQAdVJevvR+2Akt3pOsFStWKDg42NIh1SuFx5slY3rIvwfjDQCUpmC8Oa5FuxlvAKCxSUpK0h23DVSnZlf0+aM91KkNX0YAqH7hcRf0/No4BQx9UGvWrZcVdwehgRg/frz+/e9/Kycnp8K2zZo1U9u2bbVmzRrde++9RZ4rPB4vfcyD8RhAjQg/dkHPrT3GeIzqRBESgLrhjTema+HH87RugqduoZofACq04OdTmvdzqn4K36Xbb7/d0uHUG4bxZn1IT8YbADDBgl1J+ojxBgAajT///FN33Oaj1pdTtXKsh2yaNbF0SAAasMOplxT0RYwmvTxFH3wwy9LhAFWWk5OjDh06KCsry+zXPvLII/r6668lFR2PVwXfzHgMoEYdTr2kwGVHGI9RXShCAmB5a9as0eOPPaZlY2/WfR725bbtPDOiwuOdetvXrPMbjmnu68w9fkUKn/9UxhV1tmtR7TFU5RoPp17S76cuKiwmXWEx6Zrs76ohN7fTAFfb6gqzXjGnT2vqd6wyv1t1UU33T21df1hMukJWHTHrfOW9h6YcZ/rWRH0Tl63oQ4fLXLYZN9wYbzw1+ObyxxuXGXsqPF5yqJ9Z5zcc09zXmXv8ihQ+f3WPN9VxjYbx5rsj6QqLOa8p/q4afLO9vLs0zvHGnD6tqd+xyvxu1UU13T81ef2Z2bnacuis8d9FgGd7BfZ10L0e9mprY21yjKUxJe5pWxP0zTHGGwBoDMYEjdZvP3+vTU96qkPr8ldcyMrO1Q+x6Yo4nqkVkWmSpMn+rhrUra0GdbOrjXDNRm6jKHIb1ac+5zaysnO1+dBZ47+LAE97jfZy0H0e9rI1Ya5Z1dzGD7HpCll1VF/9+99sA4x6Lzo6Wn379q306y9fviwbGxvjeLz5qZ4VjseZ2bn6MTZdEYmZWh6ZKkma4u8qv252utO9bo/H5H4KkPupPuR+SmdK3N8fTVfIqhjGY1SHF5taOgIAjVtmZqZeemGi3rrfrcICpMZiyZ5khe44XqeSK4aYCpsfnqT54UkK8LTX1Pu6sKIIGrXDqZcUsuqIWa85lXGlyud954GuOvrlUU1//a9atuLLKh+vITOMNzOGdq2wAKmxWLw7WaE7EutU8sAQU2HzwpM0LzxJAZ7tNW0w4w0ap/fDjhuTyZIUFnPemJD6Irhnua+tjvHm3QduUuwKxhsAaOi2bdumb7dv1/ZnbqnwC8+zl3L0101xCotJL/J4Qa5ACvC014JAD5MKGGoLuQ2gdO/tPG4sJJRUpBhp2dian2ve52Gvt+5300svTNTQoUPVtm3bKh8TsJTevXvr/fffV48ePdSiRQu1atVKktSmTRs1a9ZMVlZWateunSSpefPmat26dZHnpRvj8TfP9jZpPH5tY5zCYs4XebxwLmVBkIdJBQy1hdwPUDpL534G32yvGUO7Mh6jWlCEBMCi3n0nVM4t8/X0Hc5mva46C3Rqq9jH1PMUT4jV5rlLY0jSjfNx1PiBjsYPAFnZuTqQclGPLDussJh07X11QLWuplHX1aUisboUS0NxOPWSfo7P0HN+LhW2/S0pSyM+PVjpc80Y2tWk85SmmbWV5gxzU8Cir/X8Cy/qjjvuqHQcDd2774TKuZX54011FujUVrGPqecpnvCpzXOXxpCEGu/jpPE+N8abzOxcHUi+qEeWHVJYzHlFvubdqMabulQkVpdiaSgOp17SrrgMPT+o7HHgcOolLY9M1RR/VwUPdFRnuxY6lXFFC3ad0vLIVMWfuyz3Di0rPNeMoTeVe57yNLO20pzhbhqykPEGABqqnJwcvTr5Jb18l7N6OFQ8rqzbf0ZhMemaM9JdQ3u2l8P1L0nPXsrR57+man54kn6ITdcoL4eaDt0k5DZKV5fyCXUplobClNzG4dRLWhGZpsn+rgr27nRjrvnzKa2ITFP8uWy5d7Cp8FxVyW1I0tN3OGvj4Uy9+06o5nz4v5U+DmBpTZo00RtvvFHp1xvG48l3uZg0Hq/97xmFxZzXh6O6lxyP/5OieeFJ+rEOjcfkfkpXl/ItdSmWhqK+5H6kgvF4w+EMxmNUGZuIArCYY8eO6eP5H+udoS5qYmXpaFCa+HPZCt1xXAGe9po13L3IHQi2NtYa1M1OW57pI0naeuicpcIEqs1vSVmavjVeAYsOmFQQuGRPskZ8elALx3iYfa7E89mSpD7OVbuzp4dDSz15u5OmvPSC2GW3dMbx5v7OjDd1VPy5ywrdkagAz/aaNaLoeNPWxlp3uttpyzNekqQtBxlvUP9FnczS9C3xGrJwf4UFgb+fuihJGnNrR2MStrNdC433cZQkRSdfKvf1CecYbwAAFVuwYIFyss7p2TtM23bT8Hkp2NvR+IWnJDm0bqaJ1wsRJq2Nrf5AK4HcBhobc3Ibxrlmv2JzzYGGuebFcl9fXbmNJlbSO0Nd9PH8j3Xs2LEqHQuoz4zjsa+p43GipNLH4+cHdZYkTVxztNrjrAxyP2hs6mPup4mV9M79nRmPUWWshATAYj6aO1cD3NpqgGvN7fNruOPH8IHbsKd54cr/wnurr4xK09TN8Qqb2LfIJDj+XLbu+vh3zRnprmBvR5OPba7Ce6gX3/PdnGvZ++oA/W1bgm5xaq2p93Updf94U44XkZghSXr57s5lxjzA1VarQ27RTe1L3hW1KfqsNkSfLbKffPH+McS2f+pArdt/xpgYLK3t7oQMbTl0zrhE9GR/Vw2/pX2R96q0ay3t8cI/h8WkK2TVEQV42ivY21EBnvbG+A1J04VjPMr8vSnrmou/pir9U/w9rQxz+jorO1c/xKYb4xvn46hnfV1KvfvNlOsorW1F/VP4/Q7wtNczvs4a1K30fczNOW5xWdm5+s/xTK2MSjNe67KxPdXftU2Frw3dcVzLxvZUgKe9RRPsz/k66raPfteuXbvk7+9vsTjqqo/mzpW3W9sa3VfecEeL4QOlYc/uwr+LhfcOXxmVptc3xWnnpH7FxpvLunP+7/pwVPci401FxzZX4T3Ci+9pbs61RL7mrTe3Jqi3UytNHexW6v7ophwvIjFTUvnjjXcXW60O6a1uZfwdWn/gbJH90ov3jyG2A9N8tPa/Z4yJr9La/hKfoa2HzhmXQJ7i76rhvTsUea/K2gu++OOFfw6LOa8JK48owLO9nhjYSQGe7Y3xG5KCix6+uczfm7KuufhrqtI/xd/TyjCnrzOzc/VjbLoxvvE+TnrWz7nUu7tMuY7S2lbUP4Xf7wDP9nrG11l3upc93ph63OIys3P16/EMfbnvtPFavwjuqf4VzIVPXShYUtuhdfMij3eyLfg55vSfJsdQVc/7Ocln7m+MNwDQwFy7dk3/O2eWXvTpoOZNTbtndZyPo1ZEpunspZwiX3pKBYU9Za1qU9HnPHPyMpJpn0fJbZDbILdRtlMZVyVJHYv9OzbONc9cNjmGqhrgaqv+bm0176OP9Mk//1lr5wXqihvjsYPJ4/F4Hyctj0wtdTxua2Nd5qo2FX0ONidvJZn2eZ3cD7kfcj9lq0u5H+8uthrAeIwqoggJgEXk5ORo5Zcr9PfBplX0V4Yh+VL8sbCYdEkqdeIQ7O2o6JRLmvPDSS0I9JCtjbWysnOvT6DsjRPryhy7Nq9lZdRphcWka3QZcZh6PMPPHg6tyo2vtOTJnB9Oan54Uonjx5y5XGqi6a+b4oznKyuW4jHPD0/S/PAkrQ65pcwETkUKH9dw3rCJfbX18Pki8RsSduW9t9O3xhuTiIbXpGZdLbWtuf1T0Xtqjor6WpJeWh9rfFySVkSmaUVkWolEsDnXUR39M9nftUrHLexUxhXtO5GlSWtjjQnG94Z1M2up36osF38wpeDuBfuWTY2JdkmaM9JdI3s7yNaMvdodbZvLv0d7LVv6OV8KF2Mcb4bU5HhTkFwo/lhYzHlJ5Yw3yZc0+/uTWhDkobY21srMztXb3x5XgGf7QuON+ceuzWtZuS9NYTHnFdi3rPHGtON9d+T6eNOx/PGmtOTAnO9PaF6RvxcFx485/WepiZTXNsYZz19aLKXFPC88SfPCk7Q6pHeZCYqKFD6u4bw7J/XT1kPnisRvSEiVO95siS+yR/zENUeVklnG31Mz+6ei99QcFfW1JL20Ltb4uCQtj0zV8sjUEolOc66jOvpnir9rlY5bmGG8mbjmqDGB9v5w08cbQ3xti40LhgTzvPCkcpOGhvGmfaumxkSyJH04qrtG9HYocdzyONo2l78H4w0ANDTfffedzp49r6C+3Ux+zfiBBUVIf90Up2BvR93i1KrCsc2Uz3mm5mXKO17xz6PkNshtGJDbKMkQX/EchGGuOT88qdyCserMbUjSo172+vuK5fpo3jw1a9as4hcADYhxPO7nbvJrxvs4anlkql7bGKcnBnbSLU6tKx6PTfgcbGreqrzjFf+8Tu6H3I8BuZ+S6lLuR5Ie6ct4jKqhCAmARezevVsZWRd1383tKvX6wisGFVa4IMCQfNnyTB/jakunMq7otrm/adLa2DIneC/d1Vm3zf1Nq35L03N+Llr1W8EdRHtfHVClY5cVc+G4T73tW+pdaOaez7Njy3KLI0w9niFRY27CYHdChuaHJ5XYT35l1GnND0/SoG5tSyTWbnFqbUww7k7I0CPLDmtD9FljLIaY9746wDhx+y0pSyM+Pagth85VOlH3+6mLOvLGbUXOG7DogCb7u5Z4vLzfm90JGVoRmVbqNVdH/5T3npryu1VYRX1dOCk20c9FtjbWxjsnl+9L06zh7mZfR2X7x3D+rOxcLdqTrPnhSUXuEDXnuMXdNvc3SSXvBK1tAYsOFPl56uZ4hcWkG98jUw3uYauPtm6t7vDqPcN4M/hm+0q9vvCKQYUVvjPJkFzY8oyXcbWlUxlX5POPKE1cc7Ts8ebuzvL5R5RWRaXp+UEuWhVVkACIfM27SscuK+bCcSeH+pV6l5W55/Ps1KrcveJNPZ4hEWHuB+Jf4jM0LzypxH7pK/elaV54kvy62ZVIHPV2amVMoP0Sn6FHlh3S+gM3/gYaYo58zds43kSdzNKIT6O19dC5Sieifk+6qCNv3l7kvEMW7tcUf9cSj5f3e/NLfEape8Sv3JdWaltz+6e899SU363CKurrwkmf5wd1Vtvr483ENUe1PDJNs0a4m30dle0fw/kzs3O1ePcpzQtPKnIHpDnHLc7nH1GSSt7pWNuGLNxf5OfXN8XpuyPpxvfIVIN7tGW8AYAGZtu2bRp4k51Znz9ucWqtn1/ur39FJBcpqpkxtKt83GxLrHptzuc8U/Iy5nweJbdBboPcRs2rrtzGfTe30ysbj2nPnj0UvaPRKRiP25n1+ewWp9b6ZXJ//WtPSpGimhlDb5IpPCSmAAAgAElEQVSPm22JVcHN+RxsSt7KnM/r5H7I/ZD7qXnVlvu52V6vbGA8RuWZtp4fAFSzyMhIubZvU2KJ0Op06m1fnXrbV272NjqceklhMekmfXjvbNdCy8b2VOiO41qyJ9m43VLhiuXKHru2rmVQBZPkmo5/y6GCPZsNiROpoF+DvTsVeb6wp253MiYliicKJRmXEd966Jx2J2QoKztXA1xtdeptX2PiqDJKO68kY4Ko+ONl2Z1QsJxs8Wse069jibaV6Z+K3lNzVNTX38eml2g3ysuhRF+bcx3m9I+hbeH3wNbGWhP9XCRJP8dnVOq4xe19dYAWjvHQpLWxCll1RJuiz+pUxpUKX1ddDFshbnmmj/Hf5Km3fbVwjIfCYtL1Q2x6BUcoql/nNjpz7ryOHz9eE+HWW7Ux3iSH+ik51E9d2xv+pp436cNpZ7sW+iK4p0J3JGrx7mSF7kjUF8FFx5vKHru2rqWiv001Hf9Ww9+h64kB6frfoYGORZ4v7Kk7nI0fuosnwiQZl8necvCcfonPUGZ2rry72Co51M+YGKmM0s4ryZgAKf54WfYkFPwNLH7NY24t+XevMv1TreNNBX39/dELJdqN8nIo0dfmXIc5/WNoW/g9aGtjrecHFSwNvysuo0RbU45bXORr3lr08M2auOaoJqy0xHiTKKmgGNDwbzI51E+LHr5ZYTHn9aO5440L4w0ANDSRv0aor2PJbU8q4t7BRrOGu2v/1IHa8kwfzRnprojETI349KDm/HCySFtzPueZkpepzOdqc5HbILdR/DrIbZRU3bkNh9bN5Nq+jfbu3VsT4QJ1WuSvEernZPoK7QbuHVpq1gh3HZjmoy3PeOnDUd2vj8fRmvP9iSJtzfkcbEreqjJ5B3OR+yH3U/w6yP2UVN25H8ZjVBUrIQGwiLi4OHVrb/6E2sDULZCKL3tsqgBPe032d1XojuOa7O9qTBJV5dhV2bbJ3POZ8mW7Kccb51OwvHpWdq5Zdy0Zlo8uvtSk4ecVkWklkmsVxTz1vi4Ki0k3JjcCPO31jK9zpe8SrOi85t4haejL4tfsXsr+1dXdP+b+blXU14b4TG1nynWY0z+Gtj0/KH2CG7rjuJ67nrQz57jFdbZroc5eLXSfh73+czxTK6PSNGltrMb5OGqwh736u9Z8oWRpRnk5aNLa2CJ3cJqiq33BNR87dkxdu3atlhgbgri4OHXrUPnxprxVfgorvqyvqQI822uKv6tCdyRqir+rMQlSlWObGnNZzDmfSeONCccb7+Ok5ZGpyszONeuuHMPyyGX9HVoemVoieVRRzNMGd1FYzHnjh/eK9ok3VVnnNfcOwHll/t1rWaJtdfePub9bFfW1IT5T25lyHeb0j6Ftz/d/LfW8oTsS9fwgF7OPW5xhvLnXw16/Hs/Ql/tOa+Kaoxrv46TBN7dTf1fbGi+ULM0oLwdNXHO0yB2KpripPeMNADQ0cXFxCrqz8ndsO7RuJofWzTTA1VbB/5+9+49q6sz3R/+2tBVFoAkgCPEXDIYBQVulHcX5cqpNPXcdkarU71ry1XrnLs8Uz8zBdeaU6cz3XjxlrTPTse1cmM6oXa7Va/HiH5W2B/V816Fp7dAWmE6krSJcIjViTRBqIA3IGOow3j/C3uTHTrJ3SAg/3q+1utYkefbOszdOPjvvPM+z1yWLq9KkxT8s3q5Fyfc8IHAuo+T7KLMN+ZhtTGC2IU+osw0AWKGeD5PJFIruEc0o165dw64fTr4er1vqrMfCqjRpj8wX67GS78FA4NxKyfd1Zj/yMfuZwOxHnlBnPwDrMU0OV0IioogYHh5G7MPhfY+6tn7UNJmxNz8Zb+/Phr4sD5cq1k/7fU/F+8nd34blcQCAbutffO7LOnIPaYdbvWY5hlp2SgwsL22AviwPlVuXQ2+0YffJTuw/3YXOvpGwvjfNbrHRUdBpVTi5JwvnDqwG4Fwif82RixHtl+sMTjmEL7PffvttOLozYw0PDyM2zLetrmtzLgu8Lz8Fb+/PwQcH1+Dyz/On/b6n4v3k7m/DivF6c9t/vUmtbPGaxRdq2Skx6K3aiA8OrkHl1hXQGwex+2QHnqtjvaHJiYuOgk6rxlulWTh3IBeAcwn4vN8Y/G53qFADABhyjLk9LzwWXg+W6wxFOVhviIhmH/vwHSyaL//HsbTDrX5vnSUMqKk4Oz1+tGC2QXNBsNlG+fi15LDHtabwuHzS15rKsg0AiHsYGBoamtT7Es1E9uE7iJ0vf+2I1MoWv7fOEgbUvNBwbdJ9CwVmPzQXzJbsB2A9psnhSkhEFDHzH5wX1v0LYZfrrCvPL9S+6I028b7tNU1mPJq2yG3W3WT2HYxQv5/c/a1f5rxn9Ntf3sZjmliv1wGgsct58fLUqkfE54RZhhb7qNuocdOAQ3w9WNkpMchOicG2nAT0DDqw+2Qn9Eab3xlz1pF7Qb+fXMK/FdOAw22mmtSSm+E8P6Eg9M86cs/v6HwlxxHM+en6xeMBZ20q2a8cj2li8ZgmFvvWJ7stjR4O+093QW+0eR2n8P9Fpf8Ooh5wfqaOjk7dMq8zRbjrjRDmuM4q8vzC6IveOCjel7y6yYxHNYvcZpVNZt/BCPX7yd2fUG/OfHkb65b6rzdbVk3UY2EWnffn0F3x9WAJ9aZodQKuDziw+2QH9MZBvzPCpqLeCP9WTAN33WZiSX3uhfP8hILQv0D1RslxBHN+un75RMBZiUr2K8e6pbFYtzQW+/KT3Zb+lqJdvBAAYB35DnHRE+9t/tZZb9Me8b/a23N1XdAbB72OU/j/otJ/B6w3RESzz9jY3xS1r9y6HFWNN9B83S65go9UvqDkex4QOJdR8n2U2YZ8zDbmXrahTXJeX94euefWz5vCtWa8/1mkoc42gPB/hyearpTX4xWoauzBpya75Ao+UvmLku/BQODcSsn3dWY/8jH7YfYjiFT2A7Ae0+RwJSQimvWE0GDYMYZjLb0B21vso9h/uguVW5ejYvNSVG5djv2nuyQvNJTuWwmp0C7U7xdof2nx81G5dTlOGfrx4nmT2ywA68g91LX1o+KsCZVbl7sFeUU5CQCAurZvxPNmsY+i/tJtAMCWTO/b2wXy4nkT0g634nPzsNg34XYgroRQUmg37BjDm5/1KX4/pQpWOmdyVDX2uB1zXds3Xm3DcX5CSZgl+uZnfeK/w4Z2K9IOt+LF8xMzWZUcRzDn51hLr9uXuubrdqQdbsUbLv9WlexXieyUGLdbAYTDjvHlTy943I9ZeCycB5o5hC/FQ44xHG+2BGxvsY/iubouVG5dgYoty1C5dQWeq/NVb5TtWwmpUCrU7xdof856swK1hj68eE663rzQcA2VW1e4BVXbhM+hi/3un0Nfjn8OufyIJNeL50xIrWxB282JerNS4jYIQugmtBtyjOHNP91S/H5KbRz/oe+l/7rh/rl3sd+rbTjOTygJsyDf/NMt8d9hQ7sVqZUtePHcRL1RchzBnJ/jzRa3evOpyY7UyhYcb56oN0r2q0R2SozbUvdSMsd/GKr/8rbbe5/vGAAAPJq2yO/2O/Oc9eYjj3ojPN7GekNERAoJ10G7T3ai+brdLb8wDTjEfOFoSab4vJLveXJyGSXfR5ltyMdsY+5lG+K15iWPa81O50CAQNeazDaIIufpLOfn0+6THfjUZHfLd0wDd8X85dizq8TnlXwPlpNbKfm+zuxHPmY/zH6E92b2QzMVV0IiolnraEkmDtZ344e/+0Lydc/ZRYLXP7FAp1Vhz2POmTp7HktGa88QXv/EIq4cFMy+/S1VDkzcQ12nVUFvtCHr13/G3vxkvLwtPehj8UXJ/n68MRV2xxhqmsw4ZfC+2DqyPV28p7SgYGW8OItLuK+9oLxQ4zZ7Ua7da5NwytCPohNXJPsg2JGbCL3R5taucutyxe+nlOsxuy417do3qbahOD9y/23JVZybiPfarZL927d+4m+t5DhCdX50WhV2rUkKar+eAp03QPm5k/N+wj43Z6qg06pwsL4bB+u73dqWF2okZxTT9HTs2VUoO3MVm2p8fabelbx3+OsfW6DTqrFn/DN0z7rxevOxRVw5KJh9+1uKG5i4R7hOq4beOIisX32GffkpeLkoPehj8UXJ/p4vSMWQ46+objKL94F39Upxhle92ZQeL85Sqvb4vDhUqHGbnSfXs2uTUGvoQ9GJdsk+CHbmJUJvHHRrV7l1heL3U8r1mF2XUnbtm1TbUJwfuf+25CrOTcS7l62S/dvnMmNayXGE6vzotGqUrE2SbBtov54CnTfA/7nLTomBTqv2cZ5SkJ0SI/l+wj6fzFRBp1Wj7MxVlJ256tb2UKFGcsYsERGRP+kJ0WKusPtkp2Sb8kINiscHJwDKvufJyWWUfq9mtiEPs425l204rzVVkv3cm5/sda3JbINo+khPWCDmLrtPdki2OeRRj5V8D5aTWynNHZj9yMPsh9mPK2Y/NBNxEBIRzVrFuYm4892YeOux8kINStYkwXFvDLpjl9HaY/cauFPX1o9Thn7oy/LEJYRjo6NQsXkpdMcuI3dJDErXJQe1b7kqNi9FStzDOGXoR9/Qd0EfSyjPTcXmpXhq1SP44Oq3qGkyQ6d1Bgx/971H3JbG9DwObdICvNduhd5og06rwo7cRLcvPUo8pomFviwP5zsHxVCkvFDjtSS7sH/hfYUgsarxRlDvq4TnMR8tyURxbqJ4nv21nez5CbXXd2bibIfV69+I578zJccRzPlpvTEkBsRHtqdja5baa9lWJfudTmKjo/D6zkxc6LaJfd+bn4yinASGdDOM8Jkq3HrsUKEGJWuT4Lj3Nzx19BJae4a8Bu7UtfWj1tCHDw6uEZfIjYuOws+3LMVTRy8hN9W93ijZt1w/37IUS+IeRq2hD7c86k2o3k/p/iq2LMOWVSp8eNWG6iYzdFo1ns4KUG+2LIN28UK8e9kKvXEQOq0aO/OC/zxdtzQWHxxcg/MdA+KX/kOFGq8lx4X9C+8rBGVVjT1Bva8Snsd87NlVKM5NFM+zv7aTPT+h9vquTJzrsHr9G/H8d6bkOII5P609Q2IA+kpxhnS9UbDfUHvtmQw0dqnwfpdNPP6ns1Qoygn8d4yLjsLruzLxUbdN7Pu+/BRsy0lgCEVEREErzk3E+mWx+ONX30JvtIkDJ5yDDuIkv9PI+Z4nN5dx3Z/c79XMNuRhtjH3so1XizPQ2DUo/n9Z+P/GdhnXmsw2iCLLtR4L3xcB53frjSvjJb/zyfkeLDe3ct2f3NyB2Y88zH6Y/TD7oZls3v379+9HuhNENPeUlpbi7pX38ftdmYEbExGRLGmHW1FXV4c9e/ZEuivThlBv/lCyKnBjIiKSJbWyhfWGiGgWmTdvHn6/KxM78qbHD1VENLf95J1uLFj9NOrq6iLdFaIpNW/ePPyhZBXrMRFNC/9Uf5X1mIL1kwci3QMiIiIiIiIiIiIiIiIiIiIiIprZOAiJiIiIiIiIiIiIiIiIiIiIiIgmhYOQiIiIiIiIiIiIiIiIiIiIiIhoUjgIiYiIiIiIiIiIiIiIiIiIiIiIJoWDkIiIiIiIiIiIiIiIiIiIiIiIaFIejHQHiIiIBGmHWwEAlpc2TMl2Sg07xnC2wwq90Qa90QadVoUduYnYnKlCbHRU2LbXG23Yf7pL1vEpaUtENFelVrYAAHqrNk7JdkoNOcZwrsOK97ts0BsHodOqsTMvEU9mqhAno94Eu73eOIjn6rp8Hp9w/FLCfU6IiIiIaALzk+Dfq6Hdivfane335idj3/pkZKfEhOzYiYho7mC+JC1QvuSps28ETx29xGyJaBbhICQiIiKZ/v2DGzhl6BcfuwZcJ/dkhWX7zr4R7D/dJat/StoSEdH09Sv9DdQa+sTHeuOgGPa8VRq43gSzfWffCJ6r811DLPZRBUdARERERHPZVOYnStruP90FvdEmPj5l6McpQz+OlmSiODdR8XESERFNZ9MxX/JkHbmHp45ekt2eiGYGDkIiIqJpI9iZeFOx6k9n3whOGfpRXqhB6brFSIufD4t9FK9/YsEpQz9MAw6kJ0SHdPvPzcMoOnFFVv+UtCUimuuCnVk1FTOyOvtGUGvow6FCDUrXJ0/Ui48tqDX0wTRwF+kJC0K6fdvNYRSdaJfVv8qtK/B8QeqkjpGIiIiIJof5SbTitg3jqx9Vbl2OPY8li6skNbRbcbC+G+uXxSItfn7Yzw8REc0ezJeCz5cEr164GdTxEdH09kCkO0BERDQTfGG5AwAoWZMkhlJp8fOxb30yAKC9905It3+jpRdFJ67gaElmwL4paUtERNObWC/WetSLfKFejIR0++PNvSg60Y5jz67yu9/rAw4AwOolvFUFEREREfk2lfmJkrbvtVsBwG0AEgBszlQBAP741beKj5WIiGi6mq75kuc2t4a+k92eiGYOroRERERToqHdivfGZ52VF2pQsiYJP/zdFwAmZuKlHW6VfHypYj3euXQbVY03oNOqsCM30W2ZbM/tpAht/PG3vcXuvBhOinnI7fnFsQ8DAIy37/rft8Ltqxpv4OSeLOi0Khys7/a7byVtiYhmu4Z2K969bIXeOIhDhRqUrE3CphpnvRFmmqVWtkg+vvzzfNR/eRtVjT3ife5d643ndlKENv74297yrfO2Z4kxD7s9L9aLb/7id99Kt69q7MFbpVnQadUoO3M1YN+JiIiIKLyYn8jfXklb4TZsrgOQXB+33/L/YywREc0tzJfCmy99arKjqrEHHxxcA71xMGB7IppZuBISERGF3ZELN3GwvlsMfGqazGKAJse/NlxDVeMNAM7Q6GB9NxrGZ7BNlZomMwDvsCpxPOgSXg/V9paXNkCnVcnqm5K2RESz2ZEPv0bZmatieFHdZBYDIjl+9h/XUNXYA8B5n/uyM1envN5Uj9eDOB/1ojpAvVG6fW/VRui06oD9ujL+o4x64YOoa+tHamULUitbUNfWjyHHWMDtiYiIiCgw5ifKtlfSVshNhj2uXYXHpwz9fvtFRERzB/Ol8OVLAGAauIvdJztw7NlVyE7hittEsxFXQiIiorBqvm5HTZMZ5YUalK5bPHHv4E8ssgOe7JQYvL4zE7HRUWi+bsfuk514r93qNnsgEH+z9IiIaOb71GRHdZPZ573q5chJWYjXd2UiLjoKn5rs2H2yA+9eVlZv/M1Cmw2eOnrJ7fELDdfwfpdNPG9EREREFBzmJ+G1IzcReqMNF7pt4vkYdozhWEtvhHtGRETTCfOl8BpyjOGl/7qBQ4UaReeDiGYWroRERERh1Xx9CADEAA1w3jv4Hzekyt7Hj55IEWe1FayMBzCxjDYREREAtFy3A4AYEAHj9WbjEtn7+NEPlogDaTalC/WGS0IDEGfwnTuQi96qjeJ/x55dBb1xEB91sy4TERERTQbzk/DanKkSb2OfdrgVaYdbkfXrP0e6W0RENM0wXwqv480W6I2D+NEP5J9PIpp5uBISERGFlbD0tXDBLkhPiJa9D2GJz8lIO9wasM1sne1HRDQXVPusNwtk7yMU9Sa1siVgm5k4m81Xn4tzE1F25qriGX1ERERE5I75SXjFRkfh1eIMNHYNouKsCTqtCjtyE1GcmxjwFnFERDR3MF8Kn4Z2K6qbzDh3IDck54iIpi+uhERERCRDeaEGgHOpblfCY+H1cG1PRERzw6HxejDkUS+Ex4cC1IvJbh8szugjIiIiImBq8xOl75UY8xBK1yXD8tIGnNyTheLcRFjsowCAyq3LAxwZERHRzDEd86WyM1cBAEUn2pFa2SL+J/B8TEQzF1dCIiKisCov1KCmyQyLfdRt9oAQ8kyVyc7S0yY5ZzrcHrknLm0OADe/dQAA0uIfDuv2RETk36FCDaqnQb2Z7Cw07eKFAADryHeIi56YZWcW6sUj8yW3C9X2vjxX1wW9cRBdv3xCXFIcmAif9uWnBLVfIiIiInJifqJ8eyVt95/ugt5oQ9cvHndr2zPobJsSy1yGiIiYL4VqeyKa27gSEhERhVXByjgAQF3bN+KFusU+irq2byLZLcUyx4Ot+ku33Y7jfKdz5YdH0xaFdXsiIvJv48p4AEDdxX73enOxP5LdUkysF1961IuOAQAK6k2Q2/uyM895q7WPum1uzwuPt+UkBLVfIiIiInJifqJ8eyVtd4zfOvhsh1V8zjTgwLnx6+T1y2IVHysREc0+zJdCs72U3qqNkv95vk5EMx9XQiIiorAqWBkvzuarGb+f8kyUnRIDnVYleRx785ORnRLj9lza4VYAEzMIlW5PRETKbEqPF2erVc/4eqOWPI59+Sle9UJYploIaZRuL9eTmSrotGqUnbkqLp8tOFSowab0+KD2S0REREROzE+U5ydK2m7OVEGnVaHirAkVZ01ubY+WZLqtdkFERHMX86Xw5ktENDdwEBIREYVdxeal0CYtwHvtVuiNNpQXalCyJgk//N0Xke6aIq8WZ6CxaxB6ow16ow06rTPA2p6TOCXbExGRfxVblkG7eCHevWyF3jiIQ4UalKxNwqaamVVvXnsmA41dKrzfZYPeOAidVo2ns1QoklkvJru9lLjoKLy+KxMfddvE87svPwXbchI4AImIiIgoRJifKN9ebtvY6CixrTAIqbxQg23Zav6QSkREbpgvhWZ7Ipq75t2/f/9+pDtBRHNPaWkp7l55H7/flRnprlAEpR1uxd78ZLy8LT3SXSGaFdIOt6Kurg579uyJdFemDaHe/KFkVaS7QhGUWtmCffkpeLmI9YYoFFIrW1hviIhmkXnz5uH3uzKxI48/KE1XzE9oLvnJO91YsPpp1NXVRborRFNq3rx5+EPJKtbjaYz5Es0l/1R/lfWYgvUTroRERERhJSyrfe7AajymiQUADDvGcPpz5z2UNyyPi1jfiIho9hCWjT53IBfrljrrzZBjDKfbxuvNCtYbIiIiIpq+mJ8QERFFHvMlIqLJ4yAkIiIKq5N7srD/dBeKTlzxek2nVWFzpioCvSIiotnmrdIsPFfXhaIT7V6v6bRqPMl6Q0RERETTGPMTIiKiyGO+REQ0eRyEREREYaXTqvD2/mw0Xx9CTZMZALA3Pxkblsdhc6YKsdFREe4hERHNBjqtGm/vz0HLdTuqx+vNvvwUbFgRhyczVYhjvSEiIiKiaYz5CRERUeQxXyIimjwOQiIiorArWBmPgpXxqNi8NNJdISKiWWxTejw2pcejYsuySHeFiIiIiEgx5idERESRx3yJiGhyHoh0B4iIiIiIiIiIiIiIiIiIiIiIaGbjSkhERDRjpR1uBQBYXtoQ4Z5Mjt5ow/7TXT6PY9gxhrMdVlScNQEAygs1KFmThPSE6ID77uwbge7YZZ/7bmi34r12K/RGG/bmJ2Pf+mRkp8T47IPeaIPeaINOq8KO3EQuCU9Ec0JqZQsAoLdqY4R7Mjl64yCeq+uSdRyB2grnRIrnNkOOMZzrsOL9Lhv0xkHotGrszEuUXMZcyX6JiIiISJ6ZnJ8oyUSUZBdK217oton5iU6rgk6rwtYsNRJjHgq6LRERETCzcych83mh4RoA4FChBiVrk5CesMCtnb+8R+Dr+ANlVHL7QERTh4OQiIiIIqizbwT7T3f5bfPTd7uhN9rExzVNZtQ0maEvy5McMCSwjtyD7thln6/vP93ltt9Thn6cMvTjaEkminMT3dr++wc3cMrQLz52DelO7sny238iIoq8zr4RPFfnv97IbWuxjyp671/pb6DW0Cc+1hsHxcFIb5VO1BCl+yUiIiKi2U9JJqIku5Dbdtgx5tUHoa3eaMOrxRni4CIlbYmIiGaDn77TDb1xUHxc3WRGdZMZHxxc4/e3C086rVryeTl5Vqj6QEShw0FIREREEfK5eRhFJ674bdMwPnPuyPZ0lK5LBgA0X7dj98lO1F7sx8vb0n1u++pHNwPut3Lrcux5LFmc5dfQbsXB+m6sXxaLtPj5AJwX+qcM/Sgv1KB03WKkxc+HxT6K1z+x4JShH6YBh6xVmYiIKDLabg6j6ER7yNtWbl2B5wtS/bbp7BtBraEPhwo1KF2fPFFDPrag1tAH08Bdr5lpcvZLRERERLOfkkxESXahpO2FbpvYh+05iYiNjsKwYwzHWnpR02TGO5du48cbUxW3JSIimumcdXoQrxRniHX6U5Mdu092oNbQj5eLJuq0r1WMOvtG8NTRSzj898u9XpOTUSnpAxFNnQci3QEiIqK56I2WXhSduIKjJZl+273XbgUAbM+ZWJmoYGU8ALjN2JPaf9/QdwH36zoACQA2Z6oAAH/86lvxuS8sdwAAJWuSxIFJafHzsW+986K+vfeO32MgIqLIOd7ci6IT7Tj27KqQtb0+4AAArF4SeDaZWEPWetSQfKGGjAS1XyIiIiKa/ZRkIkqyCyVthT6UrpvIT2Kjo1A2PpioqvFGUG2JiIhmuncvO+tekUud3pTurNOuK2L7Yh25h6eOXsIrxRleE9TkZlST7QMRhQdXQiIiIjRft+Ncx4AY4JQXarAtW+21VGVn3wg+MdnF0ESnVWFHbqLbrbvSDrcCACwvbYDeaMP+013QaVUoXZcMndY5wEVYbQeA162/XLf3bLc5U+U2YEbO8ei0KhzYsEQMqYI5bk9CH/2xvLTB7+tVjTdwck8WdFqVeIxSpG51Jizr7WsAU/N1599IX5bntgS41D48z6fwuP3WxI/CFrtzMFOSx5Lhi2MfBgAYb9/12X8iIlefmuw43zEghgCHCjXYlpMgWW8+vmZHVWMPAOeSzDvz3OuNcC/53qqN4r3hdVo1/sf6xeISzg3tVpSduQoAOPbsKp/be7Z7MlOFOBn1xvV4dFo1DmxYIgYdwRy3J6GP/viaSSaoauzBW6VZ0GnV4jGGoq1clm+dt1hLjHnY7Xmxhnzzl5C8DxEREdFUYH4ytfmJkkxESXahpK2vW9BLnV8lbX6mMkkAACAASURBVImIKPSYO01t7vRWqVSddt4WTc5kuDf/dAs6rVpcwciV3Ixqsn0govDgICQiojlOCLpc1TSZUdNkxtv7s8XwSaqdcE97AG4X2J7thXb6sjyc7xxETZNZbCeEZFLbuw7OOVjfDZ1W5TPQERy5cNNt/8J7lxdqULF5qeLjDpdAg5SkvNHSKwaYnuGjwDTgwO6TnThakun3S4ZOq4LeaMOwY8wtDBt2jAFwzigUljUXzqdnaJY4HtbVNJndzi0RkRQhsHEl3KP97f05Yogi1U5vHBQDBO96MdFeaPfBwTU43zGAapd6IAQWUtu7hhllZ65Cp1VLhhiujnz4tdv+hfc+VKhBxZZlio87XAINUgqm7ZXxgarqhQ+irq0fLzRcAwC8UpyBopxEtyBNOEee4ZpQQ6qbzOL5UrJfIiIioqnG/MT/cYdboExESXYRipzDNL6KZ6AVrpW2JSKi4DB38n/c4Xa8uVcc1OU5IEvKpya72EcpSvKsYPtAROHDQUhERHOcECT9+V8eE5eg/tw8jKITV3CuY0AMk4R25w6sxmOaWACAxT6Kx3/7OQ7Wd3td0H1huYOuXzyO2OgoNF+3Y/fJTuiOXUZ5ocbreant69r6xT5Z7KOoa/sGNU1mNF+3+wy4mq/bUdNkRnmhBmUbUxEbHYVhxxiOtfSipsnsNktP7nFLCWYAUSisXhKDyq3L0dozJBk+DjvGUNXYg/JCTcAL7B25idAbbbjQbRPbCueKiCgchEDE8LN14ueucG/38x0DYigitDt3IBfrlk7Um/zX2lB25qp3vTHfQdcvn0BcdJR4z/enjl7CoUKN1/NS2/+/F78R+2Sxj6LuYj+qm8z41GT3GdQIQcmhQg2eL0hDXHQUhhxjON5sQXWT2W22mdzjlhJM4DKVnjp6ye3xCw3X8H6XDa/vypzUgKFw7ZeIiIhoMpifRDY/CZSJTLX6S7eh06rE29qHqi0REQWHuVNkcydnnV6B1p4hnwOyXJ1oda6CFMpBUkr7QEThw0FIRERznLAizvmOAaxeEoO8JYvwmCbWKygSHltH7qGzbwQW+3f4wnLH535/9ESKOKPMNZASwi3P5z1Vbl0hXjSnxc9H6brFqGky+w24mq8Peb1HbHQUyjamoqbJjE9MdvHiXO5xTycFK+NRsDIeP96Yirq2fhys70bioofE83GspRd6ow2vFmcE3NfmTJV4KzjXGZPlhZqw9Z+I5jadVg29cRDnrox/7qYuwrqlsV6Bh/B4ot6M4guzn3rzgyXiwBTX4EIIaTyf93T475e715v1yahuMvsNalqu273eIy46Cs8XpKG6yYyPr7nWG3nHPZMIs8pcAztgYhnyj1wGuE6H/RIRERGFAvOTyOYngTKRqSSsIqUvywt4qzUlbYmIKHjMnSKbO21Kj8em9Hg8X+Cs02VnriIh5iHJY2y7OQy9cTDgalDh7AMRhRcHIRERzXEVm5dCb7SJS1rrtCoc2LBEMsTxXKrbH2EJa09yA5f0hGi3x8KFuuttwjwJfcv69Z8lX69qvIEfb0wFoOy4PaUdbg3YJtxh3PacRFScNeFE6y0UrIxHQ7vVGTIeWO3z3LuKjY7Cq8UZaOwaRMVZE3RaFXbkOu97LfdvTESkxM+3LIXeOCgONPF3L3vPJaf98fWZJ3fFnPSEBW6PhXpTa+jDy0XS9UboW9avPpN8vaqxB88XOOuNkuP2lFrZErBNJAYz+XrP4txElJ25incvW4MaLBSu/RIRERGFAvOT6ZOfeGYiU8l1UJHwA3Ao2hIR0eQwd+oBMD1yp6KcRLzQcA0nWm9J9uPMl7cBAE8sD18ND9QHIgovDkIiIprjslNiYHlpAzr7RvCJyY6qxhvQG23QaVWo2LxUDEnq2vpR02TG3vxkFOUkQLXgQSyOfRhrjlyM8BEER+5xT1dCGKk32gBAXM2o6MQVyfZC8Oca7iXGPITSdckoXZcsPmexjwIAKrcuF58rL9SgpsmMYceYWwg67BgTXyciCiQ7JQa9VRvR2TeCj6/ZUdXYA71xEDqtGj/f4l5vqpvM2Jefgm05CVAvdNabvN8YInwEwZF73LOJ3jgo/u9DhRpUN5kx5BhzC+iGxmvIIQU1xHW/RERERFON+cn0yU88MxFAWXYRTM5hHbmHNz/rc56Hf37Ua/BXsG2JiCg0mDtNn9wpTqzT3jmOdeQeag19OFSokT2QK9R9IKLw4yAkIiIC4LxYzU6JwbacBPQMOrD7ZCf0Rps4aKXirAkA3GbRCeFMOFjso+KsAAAwDTgA+B/wsjc/GacM/ej6xeOyZwwGOm7Jvk3hkuP7T3dBb7R5HZN15B4A5zGHcr89g87znBL7sPicNsk5W+P2yD23tje/dbZNi59oS0QUiPC5W7Q6AdcHHNh9sgN646A4s+qFhmsA4DYbbGhK681dAP4Hx+zLT0GtoQ9dv3xCdmAS6LilTNdbtj1X1wW9cdDr+IW/0778FPE57eKFAADryHeIi56Y/WcWasgjE+deyX6JiIiIIoX5ydTlJ0oyESXZhdKco7NvBEcu3ER2SgxeLc7wuwK1krZERBR6zJ2mLnfyleMIdVoqx7kx/vvDo5pFk3rvyfSBiMLvgUh3gIiIIuvF8yakHW7F5+ZhAM7lQFeofc/QEsKsYccYjrX0hq1fdW3fiKvyWOyjqL/kXKKzYGWcz22KchIAAMdaesWLTABovm5H2uFWvOHSX6XHHSk7xm87c7bDKj437BjDO+PnQzhmy0sbJP8TeD6W2q9pwIFzHQMAgPXLYsXnM8fDufpLt93+Juc7nbMIHk0LzRcGIprdXjxnQmplC9puTnzurvQzI1gIZYYcYzjebAlbv+ou9rvXm/EloTf6ua3DtvHP3uPNFrd686nJjtTKFhxvdqk3Co97JtiZ56whH3Xb3J4XHgvnB3CpIV961JDxeuNaQ5Tsl4iIiGiqMT+Z+vxEbiYCKMsulLS12EehO3YZ2SkxqNi81O+gIiVtiYgotJg7TX3uJOQ451zq9JBjTDxGqRyn65u/AAAyEhd4vTZVfSCi8ONKSEREc9zutUk4ZeiXvI3Xke0TswGOlmTiYH03fvi7LyT3YxpwhHx56cd/+7nb4/JCDQr8XJwXrIwXl9Su8bins06rwq41SeJjuccdacW5iXiv3YqKsyZxNqUg0PnwZ3Omyrl0usR+j5Zkus3OyE6JgU6rkjyve/OTZ+WthIgo9J5dm4RaQx+KTrR7vfZKcYb4v489uwplZ65iU42venMX6QmhCSoE+a+1uT0+VKjxe7/4Tenx4m3Gqr3qjRolayfqjdzjnkmezFRBp1Wj7MxVlJ256vaa57lz1hC15Lnal5/iVkOU7JeIiIhoqjE/mfr8REkmoiS7UNL2j199CwCSbQXCpC8lbYmIKLSYO0197lScm4h3L1vxQsM1cYUpga9jbO8dAQDERYdmiEIwfSCi8OMgJCKiOe4xTSz0ZXk43zkoBiTlhRo8mrYIOq1KbFecm4g7342JoU95oQYla5LguDcG3bHLaO2xhzREq9i8FPHRUahqvAGdVoUDG5bIGnBTsXkptEkL0HpjCKcM/QCcodjWLLXbDDS5xz0dnNyThYZ2K95rt0JvtGFvfjKKchKCHoAEALHRUXi1OAONXYNuf9Nt2WrJQUVCW73RBr3RBp3WOYhpe05i0H0gorll3dJYfHBwDc53DIgByqFCDR7VLIJOqxbbCfVGCA4OFWpQsjYJjnt/w1NHL6G1ZyikYVDFlmWIi34QVY090GnVOLBhiayAomLLMmgXL0RrzxBqDX0AnOGOZ72Re9wzSVx0FF7flYmPum1497IVeuMg9uWnYFtOguS5e+2ZDDR2qfB+lw164yB0WjWezlKhyKOGKN0vERER0VRifhKZ/ERJJqIku5Db1nPwkz9K2hIRUWgxd4pM7vRWqbNOy81xhGMJ5WqBSvtAROE37/79+/cj3QkimntKS0tx98r7+P2uzEh3haaZtMOtADgzjCgYaYdbUVdXhz179kS6K9OGUG/+ULIq0l2haSa1sgUA0Fu1McI9IZp5UitbWG+IiGaRefPm4fe7MrEjj5NMZhLmJzRb/eSdbixY/TTq6uoi3RWiKTVv3jz8oWQV6/EswdyJZrp/qr/KekzB+skDke4BERERERERERERERERERERERHNbByEREREREREREREREREREREREREk8JBSERERERERERERERERERERERENCkPRroDREREriwvbYh0F4iIaA7ordoY6S4QEREREQWN+QkREdH0xdyJiOYyroRERERERERERERERERERERERESTwpWQiIhIkbTDrQBm3ow7od8Cqf7rjTbsP93l89iGHWM422FFxVkTAKC8UIOSNUlIT4gO+P6dfSPQHbsc8LzJ6cOFbhvea7dCb7RBp1VBp1Vha5YaiTEPBeyHJ8/zIsW1L1LvvyM3EZszVYiNjpLc50z7t0JE00NqZQuAmTdzTOi3QKr/euMgnqvrknVsStoCznrz1NFLku2HHGP4qNuGdy9boTcOQqdV4+ks6Roy5BjDuQ4r3u+yiW135iXiyUwV4sY/75WSen9f+/Q8j66EY5NzromIiIimwmzLSpRmDw3tVrHt3vxk7FufjOyUGK92cjKFYNue7XC2C9Q2GIGyGk/+MiA555a5ChFReM22zEnIcF5ouAYAOFSoQcnaJKQnLJDcj2ngLuq/vI3qJjMA4JXiDJ/ZkJwcx1+G49lXJZTkWHKOizkS0dThICQiIiI4A6L9p7v8tvnpu93QG23i45omM2qazNCX5UmGawLryD3ojl2edB+GHWNefRACNr3RhleLM4IaiOSPTqsS/7d15B7+teGa5PvrtKqwvD8R0WzT2TeC5+r815tg2gLOz+mnjl6SfG3IMYafvtMNvXFQfE5vHITeOIj3u2x47Rn3z/Bf6W+g1tDn1VanVeOt0izZfXLt28/+45rk++u0arf3t9hHFe+fiIiIiEJDafaw/3SXW9tThn6cMvTjaEkminMTxeeVZApK84d//+AGThn6Jdue3KP82tWVnLzIlb8MKBK5DhERzX6eeU91kxnVTWZ8cHCN1+8WwuQ1Vy80XMP7XTa8vitTHFykJMcJRKdVKz4mpTmW3OMioqnBQUhERDSnSM0e+9w8jKITV/xu1zA+Q+3I9nSUrksGADRft2P3yU7UXuzHy9vSfW776kc3A/ZLTh8udNvEPmzPSURsdBSGHWM41tKLmiYz3rl0Gz/emBrwvVz5mk0nzNqr3LpCfK6xaxB6o80rSGxot+JgfTcauwZRui5Z3KecVZaIiGYrqdlUbTeHUXSiXdb2StoKXr3gu9581O1c0eiV4gwU5SQiLjoKQ44xHG+2oLrJjPov4/B8gbOGdPaNoNbQh0OFGpSuT0Za/HxY7KN4/WMLag19MA3c9TmbzhdnDRnEsWdXedWQsjNX0dilEuuroHLrCrFPUnytiEREREREyrhmA0qyByErqdy6HHseSxZXHRJygvXLYpEWPx+A/ExBadvOvhGcMvSjvFCD0nWLJ65dP7HglKEfpgGHrBWspcjJajz5y4DknlvmKkRE5I9r5uSsxc68R6iNn5rs2H2yA7WGfrxcNPG7xZBjDE8dvQSdVo1fbVuJtPj5GHKM4XRbP6oae/BRt02su0pyHF8rCgkDgw7//XLFx6gkx5J7XMyRiKbOA5HuABERUSS90dKLohNXcLQk02+799qtAIDtORMX3AUr4wHAbbad1P77hr4LaR9K100Ee7HRUSgbD/+qGm/43V4uYdbeke3pbkGdcBs61y8dro+F14mIyNvx5l4UnWjHsWdXhbSt6za3/NSbdy9P1BBh9ldcdBSeL0gDAFQ19ohtv7DcAQCUrE0SfzRKi5+PffnOcKm9d0R2vwTCkuC+aojwOgBcH3AAAFYv8b3KIBERERGFh5LsQWjrOgAJADZnOldV/uNX34rPKckUlLQVr13XeFy7rheuXe/IOm5PcrMaz238ZUBTlesQEdHcIeQ9RS6/W2xKd/5u4brCNQB03/4LAGBnXqJYM+Oio7BnfDCRsC9AWY4jRVit+5XiDMUT2Vz7IifHUnJcRDQ1uBISEdEsl3a4FXvzkyVX6nnxvAmnDP3o+sXjiI2OQmffCD4x2cXQQ6dVYUduoteFpuf+Ae8VdXw933zdjnMdAzhl6IdOq8KBDUvEwTyBjiMQX6v6+FPVeAMn92RBp1XhYH23z3ZSy3cLy2f7CqSarzvPpb4sz22p7VD2AYBb0BcKb37WB53We0UKnVbl9zhcb91GRHNPamUL9uWnuM2wErx4zoRaQx+6fvkE4sbrzcfX7GJgINxT3l+9EWYpec6u8vX8pyY7zncMoNbQB51WjQMbloghTKDjCCSYe8ZXNfbgrdIs6LRqlJ25GrK2gPNYqxp78MHBNW7LVLvydQs1qeWoLd86b4eWGPOw2/OLY52Pjd/8JWCfPOm0ap99E14nIiIimirMSnxTkj0IGYHna8Lj9lsTg9eVZApK2lrszkE/SR63hBGvXW/f9bkff+RmNQI5GdBU5TpERLMNMyffpPIeIX/xnNxm+HoYALB+Wazb83HRUV7vO9kc580/3YJOq/b6jUEuJTmWkuMioqnBlZCIiGa5yq3LccrQD+vIPbfnrSP3cMrQj8qtyxEbHQW90Qbdsctus670RhsO1nejoT00I8WPXLiJ3Sc7xZWD9EYbdp/sxBE/t48JN8tLGxQPnnmjpRdph1ux/3SX19LgAtOAA7tPduJoSabXfZdD0QfP9wJ8D4ZSovm6HTVNZhzYsMTrNeELg+e/hwaXmXxENHdVbl2BWkOfZL2pNfShcusKxEVHQW8cxFNHL7nNWNIbB1F25mro6s2HX48vO90n7n/3yQ4c+fDrkOw/GL1VG2UPtFHS1jRwF7tPduDYs6sC1htf2wPuwVR1kxmAd7CTOP7DjvC6Ev9j/WIAvmuI8DoAXBn/sUq98EHUtfUjtbIFqZUtqGvrx5BjTPF7ExEREXliVqKcVPYgZBnDHtdowmPXlaOVZApK2taMX5t6DuQRrl1rgrh2BZRlNUoyIF/bA6HJdYiIZiNmTvIcb+5FamULnqvr8rqNGgC09gwBcK4Y2NBuxXN1XUitbMHx5l6vc6skx/H0qcmOah+/MUyWVI6l5LiIaGpwJSQiolnuh+Mj8JtNdreLzmaTHcDEiPX9p7sAAOcOrMZjGueIcYt9FI//9nMcrO/2O1NADmFwS3mhBmUbU73ue78tW+03qAlmlaNwWb0kBpVbl6O1Z0icDed6foYdY6hq7EF5oWbS502O+ku3odOqxOXOJ+NE6y3otCrJGZc6rQpv78/GidZbbrMAheflzNIkotnrv2X4rzdPZzk/o56rE+pNLtYtnag3+a+1oezM1Ul/bgpBx6FCDZ4vSPO6Z/y2nAS/9WYmzZAacozhpf+6gUOTqDf1X96GTqvGkyGoIf7otGq8vT8HJ1pvua3uJDwvNWPwqaOX3B6/0HAN73fZ8PquTMmZb0RERERyMStRTip72JGbCL3RhgvdNvFcCP33pCRTmEn5QygyoFDmOkREsxEzJ3mcv1usQGvPkJi9uB6zsLLRkQ+/dptgVtXYg9aeIbe8JZgcR+D8jUEta3UopaRyLCXHRURTg4OQiIhmueyUGOi0KrzXbnW74Hyv3Yq9+clIT4gGMBFcWUfuobNvBBb7d/jCcidk/Wi+7hyNLoRqwMR972uazPjEZA9qtlgkFKyMR8HKePx4Yyrq2vpxsL4biYseEkOwYy290BtteLU4I+x9OXLhJmqazNCX5U16+e7PzcPQG20+lwcHnKtTeC4rrjfafA5cIqK5w1lv1Hj3snu9efeyFfvyU8T7vwuBy0S9GcUX5tDVm5brzgBKCIOAiXvGVzeZ8fG1mVNvAjnebIHeOIjXngmu3gjhzAcH10xJGOOsIe5LeeuNg3g6S4VNmKghwoxF19AQcM62KztzFR+5/MhFREREFAxmJcr4yh42Z6rE25W5DhYqL9RI7kdJpjBT8ofJZkChzHWIiGYrZk7ybEqPx6b0eDxf4PzdouzMVSTEPCQ5GOjyz/PFVQN95S1ycxxXbTeHoTcO+ryd2mTIybHkHBcRhR8HIRERzQEHNizB7pOdMA04kJ4QDdOAA3qjDW/vz3ZrJwQf4SDsN+vXf5Z8varxBn68MdXn9mmHWwO+RyRWS9qek4iKsyacaL2FgpXxaGi3oqbJjHMHVosXu+HiGlSF4svN21/eBgD8YHmc5OsN7VZUNd7wugVdQ7sVB+u7sejhKF7ME81xznrTAdPAXaQnLIBp4C70xkG8vT/HrZ3nzKRQEvab9avPJF+vauzB8wW+601qZUvA95gOqyU1tFtR3WTGuQO5QdUb1+BmKgIyZw3p8VoOXAiEXGuIr/NbnJuIsjNXvUJHIiIiomAwK5HHX/YQGx2FV4sz0Ng1iIqzJui0KuzITURxbqLXOVOSKcyU/GGyGVCocx0iotmMmZMyRTmJeKHhGk603vIahOQ6iAqAuKqQa96iJMdxdWb8N4Ynlod2wLCcHEvOcRHR1OAgJCKiOSBvySIAQGuPHekJ0WjvveP2PADUtfWjpsmMvfnJKMpJgGrBg1gc+zDWHLkYkT7PFMIsNWF2njDzr+jEFcn2QkA4mRDQOnIPb37Wh86+EXzyz4+KMzQnwzpyD6cM/Sgv1PiceSd16znh8cH6bq8ZpEQ09+SlCvVmCOkJC9DeO+L2POCsN9VNZuzLT8G2nASoFzrrTd5vDBHp80wlLIVddKJd8nUh2PIMr6wj9/Dmn26ho+8v+LT8UXG2oKtDhRpUN5kx5BhzC2+GHGPi68H2V6qGKB1Y5DkLj4iIiCgYzEr8k5s9JMY8hNJ1yShdlyw+Z7GPAgAqty4Xn1OSKShpW16oQU2TGcOOMbc8Y3j82tXXqkyhEGwGFI5ch4hotmPmpEyc+LvFRIYi5D2eqwhJtQ0mx7GO3EOtoQ+HCjUhW3FbSY4l57iIaGpwEBIR0RwQGx2FI9vTUXHWhK1Zahys78aR7elu4UzFWRMA4OVt6eJzQmCjlHXkntdze/OTccrQj65fPB7U8tKRWOXI1f7TXdAbbV79F451b36yr01DqrNvBEcu3ER2SgxeLc4I2WpLX9scAIBH0xYFaOmb5zLpRDT3xEVH4ZXiDLzQcA1bs9QoO3MVrxRnuIUALzRcAwC8XDRRb4ZCWG/25aeg1tCHrl8+EVTgMR1WOQqXzr4R/ObDm8hJWYjXnvFdQ7SLFwIArCPfIS56Itwxf+usFWmPzA9531wDoefquqA3Dnr9DYV/J/vyU0L+/kRERDT3MCvxTW724Csr6Rl0XjemxD4s+z2VZAqubbVJzuvV2yP33PpwU7h2jZffh6kQrlyHiGi2Y+YkzVeGIvTfNUMR8h6LfRRp8RPZTjB5i9TAnhvj9f9RTfC/MbhSmmOF4riIKDQeiHQHiIhoamxY4Vz+Upit93ffe0SynWnAeaE47BjDsZbegPvVaZ1LWn5uHha3e/OzPq92RTkJAIBjLb1uF/DN1+1IO9yKN2S8VyTtGB/Vf7bDKj437BjDO5ecy4sKx2d5aYPkfwLPx0pY7KPQHbuM7JQYVGxeGtKg6v/r/wsAICPReyaBQJjB2Hzd7ha6NrRb3V4norltwwrnLR2FWWa+681dAM5A4HizJeB+dVo1AOe95YXt3vzTLa9228Y/j483W9zqzacmO1IrW3C8eXrXG7l6qzZK/uf5usBiH8VTRy8hJ2UhKrYs81tDMsd/yKn/8rY4i91iH8X5jgEAwQ1Yrdy6AoDz7zAkWUNWiM/tzHPW3I+63X+IEh4Lf2MiIiKiyWJW4k1J9iCVlZgGHDg3ft24flms+LySTEFJW/Ha9ZLHtWun88fRyUy2CkRpBhTOXIeIaC5g5uRNyFDOudTiIccY6sdvi+aaoQh1ue5iv1s2I+QtW1ZNnE8lOY6g65vAvzHIpSTHUnJcRDQ1uBISEdEckZ4QLc6w25uf7DYiHACOlmTiYH03fvi7LyS3Nw04JJeH3pGbCL3R5rb0tNRglIKV8eIS2TUe92TWaVXYtSYpmMOaMsW5iXiv3YqKsyZxJqSgvFCDgpWhvcexlD9+9S0ASJ5DgRBuKb3tW/st5/K1/mZw7FqThNaeIew+2en12kz4GxLR1EhPWCDODNuXn+JVb449uwplZ65iU42venNXcmnlnXmJ0BsH3W4/JhV4bEqPF5dhrvaqN2qUrJ2bn1VCDZE6LwJh0FJ2Sgx0WrVk2335KchOiREf+7rtm6eStUIN6fB6zfPv8mSmCjqtc1ajsPy34FChBpvSw19ziYiIaG5gVuJNSfawOVMFnVYlmZUcLcl0O59KMgUlbZ3XrirJ/u7NT3a7dlWalYSaknNLRETemDl5K85NxLuXrXih4Zq4EpTAM0NJi58vniOpvEcYjAUoy3EEwi3y4qJ9Dz+QmyMpybGUHBcRTQ0OQiIimkOKchJwytCP3RIXiMW5ibjz3ZgYGpUXalCyJgmOe2PQHbuM1h67ZLAm3Pf3vXYr9EYbjmxPR+m6ZFQ13vBqW7F5KbRJC9B6YwinDP0AgCPb07E1Sz0jZn+d3JOFhnareKx785NRlJMwJQOQAHgFeqEk/D38/R0SYx7C6zszcaHbJp4DnVaFHbmJ2JypCmrpeCKanbblJKDW0Idn/dQbIRg5VKhBydokOO79DU8dvYTWniHJQEioN+9etkJvHMQrxRnj9abHq23FlmXQLl6I1p4h1BqcM85fKc6YMfUmHDyDqEBeeyYDjV0qvN9lg944CJ1WjaezVCjKSQzq/RNjHsLruzLxUbdN/BvqtGrszEvEk5kqt0GwcdFRXm335adgW04CByARERFRyDEr8eiPguwhNjoKrxZnoLFrtLccggAAIABJREFU0O0cbctWuw3+AZRlCkrzB6EPeqNNbKvTqrA9yGvXcAlnrkNENFcwc/L2Vqnzdws5GUpxbiI0j8zHmS9vo9bQJ2YzwjkQKMlxBML5CMV5UJpjyT0uIpoa8+7fv38/0p0gormntLQUd6+8j9/vyox0V2iOiPRst0hIO9wa0eOdi+c80tIOt6Kurg579uyJdFemDaHe/KFkVaS7QnOE3Blds0lqZUtEj3cunvNIS61sYb0hIppF5s2bh9/vysSOPP5IM9fMxe/tkc5KlJiLfx8A+Mk73Viw+mnU1dVFuitEU2revHn4Q8kq1mPyabbkH8yRZoZ/qr/KekzB+skDke4BERERhd7n5mEc2Z4e6W4QEdEs13ZzGK8UZ0S6G0REREREATErISIiiizmSERzA2/HRkREc8pcmUVm+HoYP96YGpH3Fs4xEdFcNldmVRm+HsbzBZGpN8I5JiIiIqLJYVYyvTBXISIif2Zy5sQciWhu4EpIREREs9BMCNWIiGjmi1RwRERERESkFLMSIiKiyGKORDQ3cCUkIiKaE2b7bL7phOeaiOaymTgLbabiuSYiIiKaHH5/n574dyEiIinMQSaH549o6nAlJCIiIiIiIiIiIiIiIiIiIiIimhSuhERERGEj3MN+ts/g6uwbwReWO6g4awIA6LQq6LQqbFgRj/SE6Ent22IfRVr8/FB0k4ho1hLu6T7bZzQJ9eaFhmsAAJ1WjaezVNiwIg7pCQsmtW/WGyIiIqLIYX7C/ISIiCKP+RLzJSIKDQ5CIiIimoS6tn4xPBPojTbojTYAwJHt6ShdlxzUvt9o6UVV441ZH0ISEVFgdW39Yjgk0BsHoTcOAgBeKc4Iut4cb+5FVWPPrA/ZiIiIiChymJ8QERFFHvMlIpoKHIREREQUJCFA02lVqNi8FEsfiUZsdBQA52yC2osTAVswF+5VjTdC2l8iIpqZhIBIp1Xj51uWQvNINOJc641hIkAKrt70hLK7RERERERumJ8QERFFHvMlIpoqHIREREQUBIt9VAzQXi3OQGLMQ26vZ6fE4OVt6QCAirMm/N33HuEypEREpJjFPioGRK8946PeFDnrzQsN11hviIiIiGhaYX5CREQUecyXiGgqcRASEREFZdgxhgvdNrzXboXeaMPe/GT844ZUpCdE+92us28En5js4iw1nVaFHbmJKM5NdGvXfN2Ocx0DOGXoBwCUF2qwLVuN7JSYoNp5SjvcGvAY/S3jffHrYQDAP/+3NK8Ldle71ybhlKEfF78eRlrufLf39ty/6/Ou/ZN6/s//8hj+539eR3ZKDCo2LxXbNrRbxb+Jr3MLBH/eiIim2pBjDB912/DuZSv0xkHsy0/BP25cEvAe9Z19I/j4ml2chaXTqrEzz/sz8VOTHec7BlBr6AMAHCrUYFtOgtfnodx2nlIrWwIeo79lquXWm2fXJqHW0OdWb4T39ty/6/Ou/ZN63vCzdfjl+evISVmIii3LxLYN7Vbxb+Lr3ALBnzciIiKi2YL5CfMTIiKKPOZLzJeIaOpwEBIREQXlp+92Q2+0iY9PGfpxytAPfVmezws/vdGG/ae7vJ4T9iNcXEq1q2kyo6bJjLf3Z6NgZbyiduHQemMIALBM5T80FF5vvTEkefEcrLq2b6A32rDDZZ9HLtxETZNZfCycW+Ptu25BWyTPGxGRUj99p1u8Lz0A1Br6UGvowwcH1/ipN4N4rs6z3kzc336i3ni3q24yo7rJjLf352BTeryiduHQ2uOsN8vV/uuN8HprT4jrzcV+6I2D2JnnUm8+/BrVbvXGeW6N3/zFLUiK5HkjIiIimi6YnzA/ISKiyGO+xHyJiKYOByEREZFiQjhTXqhB2cZUxEZHoaHdioP13ai92C8uo+1JCG7OHViNxzSxAJzLgD7+289xsL5bvKgV2v35Xx4Tl/z83DyMohNXcK5jQAx55LaT4m+WnhzCDDh/swZcXz9l8H1epLjO2pPqqzZpgdvzzdftqGkyo7xQg9J1i5EWPx8W+yjq2r5BTZMZBSvjQnLeiIimkhA+HCrU4PmCNMSN15uyM1dRa+gXl4n2JAQT5w7kYt3SiXqT/1obys5cFeuN0M7ws3Xi52HbzWEUnWjH+Y4BMcSQ206Kv1locggzvOTWm1pDn8/zIsV1VppUX7WLF7o9/6nJjuomMw4ValC6Pnmi3lzsR3WTGRtXxofkvBERERHNBsxPmJ8QEVHkMV9ivkREU4uDkIiISLEPu50z7370RApio6MAOEf9BxoZL4Q+1pF76OwbgcX+Hb6w3PFqp9OqoDfacL5jAKuXxCBvySI8pon1CpPktpuNCjwurM91DACAGKABQFr8fJSuW4yaJrNbODaXzxsRzSwfXv0WAPCjHyxBnIJ6I4QaE/VmFF+YpeqNGnrjIM5dGf88TF2EdUtjvcISue1mI896c16oN+MBETBeb9Yno7rJ7Bb+zOXzRkRERAQwP5kOmJ8QERHzpchjvkQ0t3AQEhFFzOhf70e6CxQkubPYpHgueS2lYvNS6I02VDXeAOAMfQ5sWOI1w0xuOynCLDl//IVKe/OTccrQj2HHmBgkShl2jIntQ8nz3At/E+GCXSA8dp1JOJnzRtPX2N+cn6nz588P0HLuYb2ZueTO0pLiuaSzlJ9vWQq9cRBVjT0AnKHGgQ1LvGZQyW0nRZgF5o+/0GRffgpqDX0YcoyJQZmUofF6sy8/JeD7KeF57oW/ia964zpTbjLnjaYv1hsiotknKuqBSHdh1mJ+wvyElBv9630siHQniCKA9Th8mC8xXyLlWI9pMjgIiYgiIjY2Fje/i3QvaKrVtfWjpsmMvfnJKMpJgGrBg1gc+zDWHLno1i47JQaWlzags28En5jsqGq8Ab3RBp1WhYrNS8V7NMttFw4blsfhlKEfl2/d8Rs+Xb51R2w/XUTyvFH4CF8QH3nkkQj3ZHqJjY3FzXuR7gVNtbo259LN+/JTsC0nAeqFznqT9xuDW7vslBj0Vm1EZ98IPr5mR1VjD/TGQei0avx8i3u9kdMuHDasiEOtoQ+Xe+/4DVcu994R208XkTxvFD6sN0REs0987CLcGR2LdDfIBfOT6YH5SWQMfQcsi5s+/w6Ipkp87CIMj/410t0gF8yXpgfmS5HBekyTwUFIRBQRGRkZ+M8zo5HuBgVJmMVmHbmnaPZAxVkTAIgzyoCJmW5SslNikJ0Sg205CegZdGD3yU7ojTavGXZy27ma7NLZ65c57wF9ovUWtIsXSp4H68g9nGi95dbeF+vI5EZJCH8Ti33UbfaAacAhvu4pmPNG09cNm/NvnZmZGeGeTC+sNzObMEtLab15oeEaALjdu35IRr0pWp2A6wMO7D7ZAb1x0GsGmdx2ria7NLRrvclKjny9Ef4m3vXmrvi6p2DOG01fPYOsN0REs01GRgauD/ZHuhuzEvMT5iekXM/gKLanpwduSDTLZGRkoIf1OCyYLzFfIuVYj2kyuLYfEUVEfn4+zIN3Jn2hQpEhzEp787M+MQRraLci7XArXjxvCri9EOwMO8ZwrKXX6/UXz5uQdrgVn5uHATiX4Fyhjg66XTikxc/H0ZJM6I02/GvDNXT2jbi93tk3gn9tuAa90YYj29PdLqR1WhUAiP0edozhzc/6fL6Xv6BRUJSTAACoa/sGFrtzwIXFPor6S7cBAFsyVWLbSJ43Cp9LljtISlBj2bJlke7KtMJ6M7MJs67e/NMtMeRpaLcitbIFL56TU2+cwcWQYwzHmy1er794zoTUyha03Zz4PFyZIFFvZLYLh7T4+Tj27CrojYP42X9I15uf/cc16I2DeKU4w6PeqAFA7PeQYwxv/umWz/fyF6QJtgn15mK/e735crzerJpYHSeS543C51Iv6w0R0WyT/8QGXO53RLobsxLzE+YnpIx15B7Mg3fw+OOPR7orRFMu/4kNuNTHiXThwHyJ+RIpw3pMk8WVkIgoIgoKChAfuwgXrn6L3Y8mRbo7pFBxbiLea7eipsmMGo/7Ie9b7z1jTHC0JBMH67vxw999Ifm6acCB9IRo7F6bhFOGfhSduOLV5sj2iZHXctuFS3FuIgDgYH039EabZJsj29NRus79nOzITYTeaHPrd+XW5V7b6rQq6I02ZP36z9ibn+w2A9JTwcp4lBdqJP8m5YUaMbgDIn/eKDw+vDaMf9i2LdLdmHaEevPhVRv++6OLI90dUqg4NxHvXraiusmMas96IzFDWXDs2VUoO3MVm2p81Zu7SE9YgGfXJqHW0IeiE+1ebV4pzhD/t9x24SLUm7IzV6E3Dkq2eaU4w6ve7MxLhN446Nbvyq0rvLbVadXQGweR9avPsC8/xW2Gn6dN6fE4VKiR/JscKtSIwRQQ+fNG4fHhV0OsN0REs8w//MM/4MQbb2DI8VfERTMuDiXmJ07MT0iuC1e/RXzcImzcyFUtaO5hPQ4f5ktOzJdIrg+v2vAI6zFNQtS//du//VukO0FEc09UVBRu3jTjw9Y27F6TEOnuUBC2ZKqwTD1fDI/KCzV4tTgDqxYvFNv89o/Oi8efPbkUAJCVvBApcQ97bbPnscU4dbEf309eiLzURVgSNx//2/fVUMc8hM9uDIltywpS8cz4hTIA2e3CKSt5IXbkJeH7yc7jNg04oNOq8HxBKiq3rkBhxiOS23wvcQG+G7sP04ADR7an439/YonX+VqVtACYB1zuHUFy7MN4JjfRq42rgpXxbvvVaVX41yeX4v/4wRK3dtPhvFFo9Q9/h//zP6/jt/93NVasWBHp7kwrQr250NKG3Wv573sm2rJKheXqaLF2HCrU4NVn3OvNax/dBOC73gjb7FmXjFpDP76fEoO81EVIjR//PFz4EP40/nl4qFCDsk2peCZ3YpC03Hbh5Kw3ifh+SgyAeTAN3IVOq0bZplQc/ns59eYuXinOwI+eWOJ1vrSLFwCYh0u9d7A49mHsyEv0auOqID3ebb86rRovbPauN9PhvFFo9Q9/h//5nybWGyKiWWblypV44/hRxEb9FWvTFkW6O7MO8xOIx8T8hAKp1Fvw9ztLUVRUFOmuEE25iXo8hkc1rMehxnwJ4jExX6JADr9vxlbWYwre/5p3//79+5HuBRHNTV999RVWZ2ejfr8Wj2n831+WiIh8q3r/Jr4cXYzWP1/EvHnzIt2daWei3mRh3VLWGyKiYL3U+DXrDRHRLPXb3/4Wv//NS7jw4+/j4QcfiHR3iGgO+tw8jJKTRlzp7MT3vve9SHeHKCKEevzR89msx0QUEW03h1Fysov1mCbjJ6xgRBQx3/ve9/DP5f+M/6uxF3/jcEgioqB8Zb2L/+ezPlS//gf+IOyDWG/et7DeEBEFifWGiGh2++lPf4qH/n/27j2gxvvxA/j7dI+kco2YW0KapUK5REpU7gozMWZkNpf9NOY2zTZzm9hmZjOj2OQ2UZEhkqjcpUQNSeiKVLqc3x++5yjdzun2nDrv11+c8/R53s9zznk+n+f5fJ7P06gJfg1PFjoKESmhQjGw7FgSPpv7GTs8SalJ6+PzrI+JqPYVioFlxx+yPqYq4yAkIhLU0mXL8ShbhN/DHwkdhYiozskrEMPz6H1MnDAeffr0ETqOQlu6bDkevWR9Q0RUGXkFYngeYX1DRFSfqaurY4P3Zmw6+wh3UrKFjkNESub38Ed4lC3C0mXLhY5CJChJfex9Non1MRHVut/DH+HRS9bHVHUchEREgtLV1cXmn7bg6+P3cTIuXeg4RER1yrLAe7ibIcbqteuEjqLwJPWN17F7+Pc26xsiInksDfwPdzIKWd8QEdVzzs7OGOrkhKl/3UVqVp7QcYhISZyMS8fXx+9j809boKurK3QcIsFJ6uMpe+6wPiaiWvPv7XR4HbvH+piqBQchEZHgXF1dsdBzIT45kIDo5Cyh4xAR1Qmbzz6E37VUHAkIRMuWLYWOUye8qW/iWd8QEclo85lE+F1lfUNEpCx27vKFTvM2+HhfPHLyCoWOQ0T1XHRyFj45kICFngvh6uoqdBwihSGpj2f43WV9TEQ17nV9HM/6mKqNSCwWi4UOQUQkFovhOnYMgo8F4JdxHWHbUU/oSERECqlQDHwbfB+/hCVh165dmDRpktCR6pSi9c3WcZ1g24n1DRFRaV7XN/ew5RzrGyIiZZOYmIg+vSzRXD0X28d3QnMddaEjEVE9FHI3A7P23YWDoxP89h+ASCQSOhKRQilaH/8xwZj1MRHViJA7GZi57w7rY6pOczgTEhEpBJFIhD1/74XbxA/g7huLHReTwSGSRETFvcgtwMd+d7AjKgV///03O4QroWh9M9k3Bn9cYH1DRPS2F7kFmLE3Dn9Esr4hIlJGRkZGOHvuPHIbtMDw32/hJmcRJaJqJBYDOy4mw903Fm4TP8Cev/eyw5OoFEXrY5ffolkfE1G1EouBPy4kY7JvDOtjqnacCYmIFM7atWuxaNEX6PWOHlY6tkF3w4ZCRyIiEpRYDOy98gTfn0qCSLMh/vE/il69egkdq86T1jft9ODl2Jb1DREpPUl9s/rkQ9Y3RESEzMxMuI0bi5OnTsHdqgUWDjKCrpaa0LGIqA678SgLK449wMV7GVi9+nssXLhQ6EhECq94fdwSnnasj4moam48ysLyY/dx8T/Wx1Qj5nAQEhEppKioKMyZPQsXI6Iw7r1mmN67JTuHiUjp5BeIcSw2Db+cf4JrD5/j45kfY+VKLzRt2lToaPVG0frG9b3mmN6H9Q0RKZ+8AjGOxaThl/OPWd8QEVExhYWF2LFjBxZ5LkRB7kvMsm6O8ebN0bQhHwlDRLK7/igL2y8kY9+Vp+hlZYEff/4FFhYWQsciqjOK1seFuS8xy7oFxvdkfUxE8rn+KAvbw5Phd+UJ62OqSRyERESKSywWY8+ePfjum1W4EX0L7Zs1gk3bBjBupg19bTVoqdfvJ0oWFIqhqsKpD4mUzfPcAjx+/go3H2cjNOE5snLyMHy4C1Z8tRLvvfee0PHqpRL1TfNGsGnTAJ2bN4CeEtQ31U0sBjhzL5Hie5Gbj+Rnef+rb56xviEionJlZGTg+++/x6+/bEHms+ewfEcP7xlqoZ2BFhprqfL6BVE5xACU7ReSk1eI9Ox83H76EufvZyPh6XN079YVi5csxcSJE/m4F6JKKlEft9ODuaEW3tHXgp62GlRYHxOVShnrYuB1fZyRnY/YJy9x/sFLJDxhfUy1goOQiKhuiIqKQkBAAM6EnEb0zRtIS89ATu4roWMREVU7XZ2GaNmiOd7raQl7Bwe4uLjA0NBQ6FhKg/UNESkL1jdERFQZOTk5OHHiBAIDAxFx4TzuxscjI/MZCgt5iZmI3tDS1ICBvh66mXbHANuBcHJy4kwLRNXo7fo4Pj4e6ZnPUVhYKHQ0IlIgrI9JIByERESkSM6fP48FCxbg4sWLmDBhAr777ju0bdtW6FhKbffu3Zg0aRJYXRIRlS0vLw9eXl5YvXo17O3tsX37dg5mqGV+fn6YOHEinjx5AgMDA6HjEBERERGAy5cvY+jQoejUqROOHj0KPT09oSNRLcvPz8eiRYuwYcMGzJw5Exs3boSmpqbQsYiIqJ5if0ZJd+/exZgxY/Dw4UP89ddfsLe3FzoSUX03h8+WICJSAHfu3MGYMWNgY2MDLS0tREZGwtfXlwOQiIhI4UVHR8Pa2hobNmzApk2bEBAQwAFIAhgyZAhUVFQQFBQkdBQiIiIiAhAWFgY7Ozu8++67OH78OAcgKSk1NTWsW7cOfn5+2L17N/r374/79+8LHYuIiEhpdOzYEWFhYXBwcMDQoUPx/fffc5AWUQ3jICQiIgGlpKRgzpw5MDU1RWxsLAICAnDq1CmYm5sLHY2IiKhcYrEY3t7esLS0hJqaGq5cuQIPDw8+S1wgjRs3Rr9+/XD06FGhoxAREREpvRMnTmDIkCGwtbXFkSNH0LBhQ6EjkcDGjh2LixcvIjs7Gz179sSxY8eEjkRERKQ0GjZsiD179mDt2rVYunQpXF1d8eLFC6FjEdVbHIRERCSA7OxsrF69GsbGxjhw4AB+/PFHXL16FcOGDRM6GhERUYUePHgABwcHLFy4EIsXL0ZoaCiMjY2FjqX0nJ2dERQUhMLCQqGjEBERESmtf/75By4uLhg1ahT27dvHR2+RlImJCcLDwzF06FA4OTnBy8uLbXciIqJaNH/+fAQHB+PMmTPo3bs3YmNjhY5EVC9xEBIRUS0qLCyEj48PunTpgm+++QafffYZbt++jRkzZkBNTU3oeERERBXy8fGBmZkZkpKSEBYWhmXLlrEOUxCOjo5IS0tDRESE0FGIiIiIlJKvry/GjRuHDz/8EDt37mQ7mUpo2LAhfHx84O3tjW+++QbDhw9Hamqq0LGIiIiUxsCBA3Hp0iXo6OigV69eOHz4sNCRiOodDkIiIqolp06dgqWlJT788EM4ODjg9u3bWLlyJXR0dISORkREVKHU1FS4ubnB3d0dU6dORVRUFCwtLYWORUV0794dbdu25SPZiIiIiATwyy+/wN3dHQsWLMDPP/8MFRVeeqeyzZkzByEhIbh27RqsrKwQFRUldCQiIiKlYWRkhDNnzsDNzQ2jRo3CsmXLODshUTXimRARUQ2Ljo7GsGHDYGdnhxYtWuDq1av47bffYGhoKHQ0IiIimQQGBsLMzAzh4eEIDg7Gxo0boa2tLXQsKoWzszMHIRERERHVsjVr1mD27Nnw8vLC999/D5FIJHQkqgP69OmDS5cuoUOHDujXrx+2bdsmdCQiIiKloampiW3btmHr1q1Yu3YtXFxckJ6eLnQsonqBg5CIiGrIo0eP8NFHH6FHjx54/PgxTp48icDAQHTr1k3oaERERDLJysqCh4cHnJ2dYWdnh2vXrmHw4MFCx6JyODs74/Lly0hKShI6ChEREZFSWLp0KRYtWgRvb28sWbJE6DhUxzRr1gzHjh3D559/jpkzZ+LDDz9ETk6O0LGIiIiUxowZMxASEoLr16/DysoKV69eFToSUZ3HQUhERNXsxYsX+Oqrr9C5c2cEBwdj+/btiIyMxKBBg4SORkREJLPw8HCYm5tj7969+Pvvv+Hj4wM9PT2hY1EF7OzsoKWlhYCAAKGjEBEREdVrYrEYn332GVavXo0//vgDn376qdCRqI5SVVXFqlWrcPjwYRw6dAjW1taIj48XOhYREZHS6N27N6KiomBkZAQbGxvs2bNH6EhEdRoHIRERVZP8/Hxs27YNnTt3hre3N7788kvExMRg8uTJUFHh4ZaIiOqGvLw8LFu2DP3790fHjh1x48YNuLq6Ch2LZKStrY1Bgwbh2LFjQkchIiIiqrcKCgowZcoUbN26FX5+fpgyZYrQkagecHFxQVRUFADAwsICR44cETgRERGR8mjevDlOnDiBjz/+GO+//z7mzZuH/Px8oWMR1UnsFSciqgaBgYHo0aMH5syZgzFjxiAuLg6LFy+Gtra20NGIiIhkFh0dDWtra2zYsAGbNm1CQEAADA0NhY5FcnJ0dERwcDDy8vKEjkJERERU77x69Qqurq7Yv38//P39MXr0aKEjUT3SoUMHnD9/HqNGjcKIESOwdOlSFBQUCB2LiIhIKaipqeGHH37A7t27sW3bNtjb2+PJkydCxyKqczgIiYioCi5fvoxBgwbByckJJiYmuHnzJn788Uc0bdpU6GhEREQyE4vF8Pb2hqWlJdTU1HDlyhV4eHhAJBIJHY0qwdnZGZmZmQgNDRU6ChEREVG98vLlSwwfPhwnT57EsWPHMGTIEKEjUT2kpaWFP/74A1u3bsX69evh6OiIp0+fCh2LiIhIaUycOBFhYWFITExEz549ceHCBaEjEdUpHIRERFQJ9+/fxwcffABLS0vk5OQgLCwMBw4cQKdOnYSORkREJJcHDx7A3t4eCxcuxOLFixEaGgpjY2OhY1EVdOzYEV26dMHRo0eFjkJERERUb2RmZsLR0RGXLl3CyZMn0a9fP6EjUT03Y8YMhIaGIj4+Hj179kR4eLjQkYiIiJRGjx49EBERgXfffRe2trbYtm2b0JGI6gwOQiIikkNGRga++OILdOnSBRcuXMBff/2FsLAwWFtbCx2NiIhIbj4+PjAzM0NycjLCwsKwbNkyqKmpCR2LqoGzszMHIRERERFVk5SUFNjZ2SE+Ph5nzpxBz549hY5ESsLCwqJYB+iPP/4odCQiIiKloa+vjyNHjsDT0xMzZ87ERx99hNzcXKFjESk8DkIiIpLBq1evsHnzZhgbG2P79u349ttvcfPmTbi6uvJRNUREVOekpqbCzc0N7u7umDp1KiIjI2FpaSl0LKpGzs7OiImJQUJCgtBRiIiIiOq0pKQkDBgwAOnp6QgNDUXXrl2FjkRKpkmTJvD398eSJUswd+5cfPDBB8jKyhI6FhERkVJQUVGBl5cXDh06BD8/PwwYMACJiYlCxyJSaByERERUDrFYjIMHD8LU1BRffPEFpkyZgri4OMybNw8aGhpCxyMiIpJbYGAgzMzMEB4ejuDgYGzcuBHa2tpCx6Jq1rdvX+jo6CAoKEjoKERERER1VkJCgvSxa6GhoWjfvr3AiUhZqaioYPny5QgICEBQUBD69OmD2NhYoWMREREpjREjRiAiIgIvXrxAz549cfr0aaEjESksDkIiIipDeHg4bGxsMHbsWFhZWSEmJgbr1q2Dnp6e0NGIiIjklpWVBQ8PDzg7O8POzg7Xrl3D4MGDhY5FNURDQwP29vZ8JBsRERFRJd26dQv9+vWDvr4+zpw5g1atWgkdiQiOjo64dOkStLW10atXL+zfv1/oSEREREqjc+fOuHDhAgYMGAAHBwds2LBB6EhEComDkIiI3nLnzh2MGzcONjY20NLSQmRkJHbv3o22bdsKHY2IiKhSwsPDYW5ujr179+Lvv/+Gj48PB9UqAWdnZ5wm3aQyAAAgAElEQVQ8eRLZ2dlCRyEiIiKqUy5duoQBAwagQ4cOOHnyJJo2bSp0JCKptm3b4uzZs3j//ffh6uqK//u//0N+fr7QsYiIiJSCjo4O/Pz88M0338DT0xMTJ07kY1KJ3sJBSERE/5OSkoK5c+fC1NQUt27dwuHDh3Hq1Cn07NlT6GhERESVkpeXh2XLlqF///7o2LEjbty4AVdXV6FjUS1xcnJCTk4OTp48KXQUIiIiojojNDQUdnZ26NmzJ44dO4bGjRsLHYmoBE1NTWzZsgU7duzAli1bMHjwYCQnJwsdi4iISCmIRCJ4enoiKCgIwcHBsLGxwZ07d4SORaQwOAiJiJRednY21q5dC2NjY/j5+cHb2xtXr16Fi4uL0NGIiIgqLTo6GtbW1tiwYQM2bdqEgIAAGBoaCh2LalGrVq1gbm7OR7IRERERyej48eNwdHSEnZ0d/P390aBBA6EjEZXL3d0dYWFhePToEXr27ImzZ88KHYmIiEhp2NvbIyoqCmpqarCyskJAQIDQkYgUAgchEZHSKiwsxJ49e9ClSxd4eXnhk08+we3btzFr1iyoqakJHY+IiKhSxGIxvL29YWlpCTU1NVy5cgUeHh4QiURCRyMBDBs2DMeOHRM6BhEREZHC279/P4YPHw43Nzf4+flBQ0ND6EhEMunRowcuXryI3r17w87ODhs2bIBYLBY6FhERkVJ45513cO7cOYwYMQLDhw+Hl5cX62FSehyERERK6fTp07C0tMQHH3wAe3t73L59G6tWrYKOjo7Q0YiIiCrtwYMHsLe3x8KFC7F48WKEhobC2NhY6FgkoKFDhyI+Ph4xMTFCRyEiIiJSWDt27MD48eMxc+ZMbN++HaqqqkJHIpKLnp4eDhw4gFWrVsHT0xNubm549uyZ0LGIiIiUgpaWFv78809s3rwZq1atwsiRI5GZmSl0LCLBcBASESmV6OhoODs7Y9CgQWjRogWuXbuG33//nY+nISKiOs/HxwdmZmZITk7G+fPnsWzZMs7sR7C2toaBgQEfyUZERERUhs2bN2PatGlYtGgRNm3axBlEqc4SiUT44osvEBwcjDNnzqB37964efOm0LGIiIiUxuzZs3Hq1ClERUWhV69erIdJaXEQEhEphUePHmHmzJno0aMHHj16hODgYAQGBsLU1FToaERERFWSmpoKNzc3uLu7Y+rUqYiMjISFhYXQsUhBqKqqYujQoRyERERERFSKb775BnPnzsXq1auxatUqoeMQVYtBgwbh0qVLMDAwQJ8+fbBnzx6hIxERESmNvn37IjIyEs2aNUOfPn3g5+cndCSiWsdBSERUr7148QJff/01OnfujKCgIGzbtg2RkZGwt7cXOhoREVGVBQYGwszMDOHh4QgODsbGjRuhra0tdCxSMM7OzggNDeU00ERERET/IxaL8cUXX2D58uX4+eef4enpKXQkomrVunVrnD59GtOmTcP777+PTz/9FHl5eULHIiIiUgqGhoY4deoUpkyZgvHjx2PhwoUoKCgQOhZRreEgJCKql/Lz87F9+3Z07twZ69evx6JFixATE4OpU6dCRYWHPiIiqtuysrLg4eEBZ2dn2NnZ4dq1axg8eLDQsUhBDR06FIWFhThx4oTQUYiIiIgEV1hYiNmzZ2PDhg3YuXMnZs2aJXQkohqhrq4Ob29v/PXXX9ixYwcGDBiAhw8fCh2LiIhIKairq+PHH3/Ejh078OOPP8LR0REpKSlCxyKqFeyJJ6J6JygoCD169MDMmTMxevRo3LlzB0uWLOHMEEREVC+Eh4fD3Nwce/fuxd9//w0fHx/o6ekJHYsUmIGBAaysrBAUFCR0FCIiIiJB5efnw93dHX/88Qf27duHSZMmCR2JqMaNHz8eFy9eREZGBszNzXHy5EmhIxERESkNd3d3nDt3Dnfv3oWFhQWioqKEjkRU4zgIiYjqjcuXL2Pw4MEYNmwYTExMcOvWLfz0009o2rSp0NGIiIiqLC8vD8uWLUP//v3RsWNH3LhxA66urkLHojrCyckJAQEBEIvFQkchIiIiEkRubi7GjRuHQ4cO4ciRIxg5cqTQkYhqTdeuXREREYGBAwdiyJAh+O6773huQEREVEt69uyJyMhIdO7cGf369cOOHTuEjkRUozgIiYjqvPv372PKlCmwtLTEy5cvcfbsWRw4cACdOnUSOhoREVG1iI6OhrW1NTZs2IBNmzYhICAAhoaGQseiOsTZ2RlJSUm4fPmy0FGIiIiIal1WVhZcXFwQEhKC48ePw97eXuhIRLVOR0cHe/fuxdq1a7FixQqMGjUKGRkZQsciIiJSCk2aNEFQUBDmzp2LadOmYfbs2Xj16pXQsYhqBAchEVGdlZGRgS+//BJdunRBWFgYfH19ERYWhn79+gkdjYiIqFqIxWJs3LgRlpaWUFNTw5UrV+Dh4QGRSCR0NKpjzM3N0apVKxw9elToKERERES1KiMjA0OGDMG1a9dw8uRJ2NjYCB2JSFDz58/Hv//+i6ioKFhaWuLKlStCRyIiIlIKqqqqWL16Nfz8/LBr1y4MGjQISUlJQsciqnYchEREdc6rV6/w888/w9jYGNu2bcPXX3+NmzdvYsKECeyUJSKieuPBgwewt7eHp6cnFi9ejNDQUBgbGwsdi+ookUgEJycnDkIiIiIipfLkyRPY2dnh/v37CAkJgbm5udCRiBRC//79ERkZiTZt2sDGxoaPhSEiIqpFY8eOxcWLF5GamgoLCwuEhoYKHYmoWnEQEhHVKQcPHoSpqSnmz5+PKVOmIC4uDp9//jk0NDSEjkZERFRtfHx8YGZmhuTkZJw/fx7Lli2Dmpqa0LGojhs2bBgiIyORlpYmdBQiIiKiGvfgwQPY2trixYsXOHv2LLp06SJ0JCKF0rJlSwQHB2POnDmYNm0aZs6cidzcXKFjERERKYWuXbvi4sWL6NWrF+zs7LB582ahIxFVGw5CIqI6ITw8HH379sXYsWNhZWWFuLg4rFu3Dnp6ekJHIyIiqjapqalwc3ODu7s7pk6disjISFhYWAgdi+qJwYMHQ0VFBUFBQdLX7ty5g2+//RYZGRkCJiMiIiKqXnFxcejfvz/U1dVx5swZtGvXTuhIRApJTU0Na9aswf79+/HXX3+hX79+uHfvntCxiIiIlIKuri4OHTqEFStWYN68eXB3d0d2drbQsYiqjIOQiEih3blzB+PHj4eNjQ00NDRw4cIF7N69G23bthU6GhERUbUKDAyEmZkZwsPDERwcjI0bN0JbW1voWFSPNG7cGDY2Nvj999+xYMECdOjQAcbGxliyZAkf00ZERET1xvXr1zFgwAC0aNECp0+fRsuWLYWORKTwRo8ejcjISOTk5MDCwgKBgYFCRyIiIlIKIpEIS5YswZEjR3DkyBH07dsXCQkJQsciqhIOQiIihZSSkoIFCxbA1NQUN27cwMGDB3Hq1ClYWVkJHY2IiKhaZWVlwcPDA87OzrCzs8O1a9cwePBgoWNRPZKYmIjffvsNI0aMQHh4OE6ePImffvqp2AUNDngjIiKiuiI/Px+tW7fGli1bSrx38eJFDBw4EF26dMGJEydgYGAgQEKiusnY2BgXLlzAsGHD4OLigq+++gqFhYWlLpuXl4dXr17VckIiIqL6a9iwYYiMjERhYSGsrKxw/PhxoSMRVRoHIRGRQsnJycH69ethbGyMPXv24IcffsDVq1cxcuRIoaMRERFVu/DwcJibm2Pv3r34+++/4ePjw0eNUrVycnJCmzZtMGvWLAQEBCA3NxcASnQY6OrqChGPiIiISG67du1CUlISZs+ejT///FP6+unTp2Fvbw9ra2sEBASgUaNGAqYkqpsaNGiAXbt2YfPmzVi9ejWcnZ2RmppaYrkxY8ZAU1OTMzUQERFVow4dOiAsLAxDhgyBk5MTvvvuO4jFYqFjEcmNg5CIqMaJxWJMnjwZX375ZbnL7NmzByYmJli2bBk++eQTxMXFYfbs2VBTU6vFtERERDUvLy8Py5YtQ//+/dGxY0fcuHEDrq6uQseieig/Px8AUFBQgIKCgjKXYycdERER1QWvXr3C8uXLIRKJAADTpk3DgQMHcPToUTg5OcHJyQkHDhzgLI9EVTR79myEhIQgOjoaFhYWiIyMlL7366+/4siRIwCA6dOns3OUiIioGjVo0AC7d+/G+vXrsXz5cowbNw7Pnz8XOhaRXDgIiYhq3Lx58+Dj44PvvvsOsbGxJd4/ffo0rKys8MEHH8De3h53797FqlWroKOjI0BaIiKimhUdHQ1ra2ts2LABmzZtQkBAAAwNDYWORfWUv78/unbtWuGgbs6ERERERHXBb7/9hqSkJOmgB7FYDDc3N4waNQrvv/8+fH19oaGhIXBKovqhd+/eiIyMROfOndGvXz/8+uuviIyMxJw5c6TLnD59Gjt27BAuJBERUT01d+5cnDhxAufOnUPv3r0RExMjdCQimXEQEhHVqNWrV2PTpk0AAHV1dSxcuFD6XnR0NEaMGIFBgwahWbNmuHz5Mn7//Xd2xBIRUb0kFouxceNGWFhYQE1NDVeuXIGHh4f0Lm6imqCpqYl9+/ZBRaX8Uz/OhERERESKLjs7G1999RUKCwulr4nFYojFYohEIkyZMgWqqqoCJiSqf5o1a4bAwEB4enpi9uzZcHJyKjbzkVgsxty5c5GcnCxgSiIiovrJ1tYWUVFR0NXVRe/evXHo0CGhIxHJhIOQiKjG+Pr6FnsEW15eHvz9/XHw4EHMnj0bPXr0QGJiIoKCghAYGIh3331XwLREREQ158GDB7C3t4enpyeWLFmC0NBQGBsbCx2LlES3bt3www8/lDvgjTMhERERkaL7+eefkZaWVuL1wsJCFBYWYtiwYYiKihIgGVH9pqqqihUrVqBPnz7IyMiQPvJZIicnBx4eHgKlIyIiqt9at26NkJAQTJgwAWPGjMHSpUtRUFAgdCyicnEQEhHViJMnT2Lq1KklngmupqaGmTNn4siRI9i6dSsiIyPh6OgoUEoiIqKa5+PjAzMzMyQnJ+P8+fNYunRphY/GIqpuHh4eGDp0KNTV1Ut9n4OQiIiISJE9f/4cq1atKrPDpaCgADk5ObC3t8fNmzdrOR1R/ff111/j/PnzyMvLK/FeXl4eDh06hAMHDgiQjIiIqP7T1NTE1q1bsW3bNqxbtw4uLi6lDs4nUhQchERE1e769esYMWJEsemxJfLz85GSkoKvv/4a06ZNq/DRIERERHVVamoq3Nzc4O7ujqlTpyIyMhIWFhZCxyIlJRKJsGPHDujq6pZofzVs2FCgVERERESy2bRpE168eFHuMgUFBcjIyMCYMWNqKRWRcggKCoKXl1ep13olVFRU8PHHHyM9Pb0WkxERESmX6dOn48yZM7h58yYsLS1x5coVoSMRlYq9/0RUre7cuYNBgwYhNze3zBNTkUiEJUuWIDc3t5bTERER1Y7AwECYmZkhPDwcwcHB2LhxI7S1tYWORUquefPm2LVrV4mZKjkIiYiIiBRZeno6Vq9eXeIRUEWpqalBS0sLc+bMwfHjx2sxHVH9lp2djWHDhpU4h3hbYWEhnj17hvnz59dSMiIiIuXUq1cvREVF4Z133kHfvn3h6+srdCSiEjgIiYiqzdOnT2Fvb4/MzMxyLwwVFhYiOTkZP/74Yy2mI5JN165dIRKJYGRkBCMjI8ybNw8NGzaU/t/IyAgikQhbt24VOioRKaCsrCx4eHjA2dkZdnZ2uHbtGgYPHix0LCKpYcOG4dNPPy32SMBGjRoJmIiIiIiofOvWrUNOTk6J11VUVCASidCsWTOsWrUKSUlJ2Lx5M9555x0BUhLVT9ra2li+fDkMDQ0BABoaGmUum5eXh507dyI4OLi24hERKT32ZyinZs2aITg4GLNmzcIHH3yAuXPnlvrIVCKhiMQVDWEnIpLBy5cv0b9/f1y/fl2uiu758+fQ0dGpwWRE8tHR0UFWVlaFy61btw6ff/55LSQioroiPDwc7u7uSE1NxS+//AJXV1ehIxGVKicnB+bm5rhz5w7y8/Nhbm6OS5cuCR2LiIiIqIQnT56gXbt2yM7Olr6mpqaG/Px8dO/eHV988QXGjx8PdXV1AVMSKYcrV67Az88Pvr6+uHfvHjQ0NPDq1atiy6iqqsLQ0BAxMTGccZWIqBawP4P++usvfPTRR7CwsMDevXvRokWLEsvcvn0bz58/h4WFhQAJSQnN4UxIRFRlBQUFcHNzK3MAkqqqarG7ZLS0tGBsbIyZM2fy0TSkcL755ptis0OURiQSwc3NrZYSEZEiWLFiBUxNTUu9AzsvLw/Lli1D//790bFjR9y4cYMDkEihaWlpwc/PDyKRCACgp6cncCIiIiKi0q1evRq5ubkAAHV1dYhEIgwZMgQnT57E9evX8cEHH3AAElEtee+99/DNN9/gv//+w+XLl/F///d/0pnHJL/DgoICJCcnY+nSpUJGJSJSGuzPoAkTJuD8+fNISkqChYUFzp8/X+z91NRUmJiYwNLSEjdu3BAoJSmbapsJ6dWrV4iOjsajR4/w4sWL6iiSiOqIRYsWIT4+HsCbu9Ek/zY0NES7du3Qtm1b6dSPzZs3l3Z61SWampowMDBA9+7d2VlXjyUnJ6N169YoLCws9X0VFRVYW1sjNDS0lpMRkVDOnDkDW1tbAMD8+fOxYcMG6XvR0dGYPHkyYmJisG7dOsyaNUuwOo7tcZJXYGAg/vjjDzRp0gRbtmwROg5RhdgeJ0WWkJCAhIQEpKWlgZOOE1WPtLQ0zJo1C8DrAQ4DBw6Es7MzWrVqJXAy5SMSiWBgYID27dujffv2QsepFjx/qj4JCQkIDw/H2bNnkZKSIn39s88+Q79+/QRMRqTceP6kHNifQRIZGRmYNGkS/v33X3h7e2PmzJkoKCjA0KFDcfr0aYjFYvTs2RPh4eFQUeE8NVSj5lRpEFJGRgZ8fHxw8MA+hIaew6u8/OoMR0SksEy7msB5+EhMnToVXbt2FToOVbNBgwbhzJkzpTbcVVVV8fPPP+Pjjz8WIBkR1ba0tDSYmpri6dOnKCgogEgkwr///ouBAwfC29sbixcvxnvvvYedO3fC2Ni41vOxPU5EyortcRJaYWEhAgIC8PdffyEoMAApaelCRyIiqhVNDfQxdJgTxk+YACcnpzrVicXzJyJSVjx/qt/Yn0EShYWF8PLygpeXFz788EM0bdoU69atk343VFRUsGnTJnzyyScCJ6V6rnKDkLKzs/Htt99iw/p1UEUhnLvqY2Cnxuhu2BDNdTSgo6laE2GJiASVm1+IjOx8xD55ibCEZzgSk4n4J88xwsUF63/4AZ06dRI6IlWT33//XTpK/G2qqqp48uQJDAwMBEhGRLVtxIgRCAoKkj5uVFVVFU2bNoWJiQnOnz+P5cuXY9GiRRVOe1zd2B4nImXE9jgpioMHD8Jz4eeIj/8P/Trpw8G4MXoa6eAdfS001laDSt2b+JeIqFyFYiAzOx/30nNwKfEFguMyEXonHR06tMOatesxevRooSOWq7TzJ9uOkvMndZ4/EVG99Ob8KRvn/8vEkZhnPH+qp9ifQW/z9/fH4sWLER0dXWKm3gYNGiA2NhZGRkYCpSMlIP8gpAMHDmD+3E+RnpqCeQNawd2qBRpqsJFORMpHLAZO38nAyuAH+C81G/MXfI6VK1dCU1NT6GhURRkZGWjevLl00IGEqqoqHBwcEBgYKFAyIqpNW7ZswSeffFLiRE1dXR0tW7bEwYMHYWFhUeu52B4nInqN7XGqbXfv3sWc2R44FnwCI82aYeGg1mhnoCV0LCIiQfyXloO1px7in+tPMcR+MH7a8gs6duwodKwSip0/9TfEZJ4/EZGSEouB03cz4BWcyPOneob9GfS2mJgYWFpa4uXLl6Ve23Z0dIS/v79A6UgJyD4ISSwWY8WKFfjmm1Vwfa85Fg1ugxaNNGo6IBGRwssvFGNXRDK+P5WEd98zx8F//NG0aVOhY1EVjRw5EgEBAcjPfzM1t4qKCnbt2oX3339fwGREVBuuX78OS0tLvHr1qsxl9u3bh7Fjx9ZaJrbHiYhKx/Y41YaQkBCMGTUSrRqK4eXYBr3f0RU6EhGRQrhw7xmWH3uApCwRDhz6B7a2tkJHAlDK+ZOdEZrz/ImI6H/nT4+x5jTPn+oT9meQxLNnz2BhYYF79+6VGJhW1P79+zFmzJhaTEZKRLZBSK9evcKk9yfC//A/WDeiA8b2aFYb4YiI6pSE1BxM3n0b4gYGOBoYxGcr13F79+7FhAkTio0S19LSQkpKCho2bChgMiKqaS9fvoS5uTni4+OLnbgXJRKJoKuri5iYGLRs2bLGM7E9TkRUMbbHqabs3LkTMz6ajuGmBlg3vD001FSEjkREpFBe5Rfi//wT4H8zDb9u+w1TpkwRNk+R86e1w9vz/ImIqBQJqTlw3xPH86d6gv0ZBLwehO3i4oLjx4+XeV0beD1ArUmTJoiLi0Pjxo1rMSEpiTkyXTWZPm0qTh0PxN/uXdlgJyIqQ/smWjjyUTe0VH2BYY5D8PTpU6EjURW4uLhAS+vNoxXU1dUxatQoNtiJlMCCBQvKHYAEvD6he/78OWxsbEpMaVsT2B4nIqoY2+NUEw4fPozp06Zhbn9DeI/qyAFIRESl0FBTgfeojpjb3xAfTZ+Ow4cPC5pHcv70F8+fiIjK1L6JFvynd0VL1ec8f6oH2J9BAHDjxo0SM2KVprCwEBkZGVi0aFEtJSNlU+GVk9Wrv8P+ffvw58RO6MWppomIyqWnrQafSZ3RRCULLk5DkZOTI3QkqqQGDRpg7NixUFdXBwDk5+dj4sSJAqciopp24MABbN26tcITNXV1dRQWFiIhIQEvX76s0UxsjxMRyY7tcapO169fx8TxbvisfyvMszWCSCR0IiIixSUSAfNsjfBZ/1aYON4N169fFySH9PxpQif0attIkAxERHWFnrYadr3P86f6gP0ZBABmZmY4deoUPv74Y+kMR5LvxNvy8vKwdetWnDt3rjYjkpIo93FsZ8+excCBtvjVrTOcujUpt6BWy8MqXFmSl41c4SRlyvt38pZfkaLrf5iZi9aNNas9Q1W2MTo5C5cfvsDxmHQEx6Zhnq0RBnfWh0Ub5TzJkmef1tR3rDLfLUVU0/unJrf/WU4B/G+mSH8XDiYGGPNuUwwy1oeulqrMGUsjS+5Hz15h+O+34DZ5Gn7w3iRXdlIcQUFBGDZsGABAV1cXT58+hYaGhsCpiKim3L9/H927d8eLFy9KzG6kqqoKkUiE/Px8tGrVCs7OznB0dMTgwYOhp6dXY5nYHkeJ9bM9rvjYHq8+dbk9XlRwbBqm+MbItT62x0loOTk56NalM8z1X2HTqA7lDkBqveJ8heU9XGkt1/olZcr7d/KWX5Gi66/uOrg6tlFSBwfHpiM4Nh1zbY1g31kPPY2Usw6WZ5/W1HesMt8tRVTT+6c2tz86OQsOW67JvM7yPkNZyhCLgc8OxeNyugaiY24Xm5WhpknOn7a6dYZTV4Nyl+Wxu2oZeOyuPjx2Vx8eu0snSxmPnr3CiO0xPH+q49ifQUXl5eXhxIkT2LNnD/bv34/s7GyoqqoWu/lWVVUVHTp0wI0bN/hdoepU9uPYCgoK8OnsWZjVt3WFHR7K4pdzSbBaHyV0jGJ+OZcE+5+vYuE/dxEcmwYA2BiSiOHbrmOKbwyik7METkgkjG+D7xX7XQTHpsHD7zY+3R9X4d8+zMyt8voNdTWwzbUjft6yBTdu3KhyeSSMwYMHS0eLjx8/no0wonqsoKAAEyZMQHZ2tnQAkuQ3r62tDQcHB/zwww+4desWHj58iF9//RVjx46t0QFIbI+XxPY4Ud0TnZyFKb4xcv0N2+OkCNauWQO13GdY69KOMyAB2BqWhF4bLgkdo5itYUlw2HINnofjERybDgDwDknE8G03MHU362AiAEjJyoPDlmsyL18ddbBIBKx1aff6GLpmTZXLk1Wx86cKBiApCx67ieomIY7dr8+fOvD8qY5jfwYVpa6ujmHDhmHnzp1ITU3Fvn37MHLkSGhoaEBFRQWqqqooKChAXFwcVq9eLXRcqmfUynpj27ZtePLwPuaPMpWrwOq8k7K27sqUdT1ex/4TbN2l+eVcEryO/Qd3q5Zwt2qBbi1fP9fzWU4BriW9gNuOmwiOTUPE5xbVereDolOku5kVKUt9EZ2chTN3MzGrb6tyl9kZkYx5tkaYZNkCrRtr4mFmLjafeYidEcmIT81GhybaFa5ruWO7ctdTEXMjHbi+1xxzP52Nf0+dqXQ5NS0hIQEJCQlIS0srMfMHAW3btsX169fRunVr+Pn5CR1H4WhqasLAwADdu3ev0cEYtY2/i/pPJBLBwMAA7du3R/v27TFjxgycP39e+p6pqSmGDx8Oe3t79OvXT5CTdrbHS2J7vG5QpDawImWpL2Rpj0tEPXiO4dsq/ygWZWmPk+J5+PAhVn/3LX5z6wAt9TLv3yv5d9V4d3xt3Wkv63q8jt0TbN2l2RqWBK9j9zDZqgXcLd/Uwc9zCnDt0Qu47YhGcGw6Li7oqVR1sCLNUKFIWeqL6OQsnI3PxEwb2evGdaceVGpdyx3fkWs9b9NSV8HKIa3w0XffYtr06WjdunWly5KV5Pxp3shucv0dj901s+7S8NhdOkU6XipSlvqiLh2732utg3F14PyJ123Lx/6M8tXH/oyMjAzcuHEDaWlpyM0tf1Di+PHjMXLkSERERCA0NBTXrl1DQUEBVqxYAbFYjG7d5GtHUd33dj9JdSl1ENLLly+xbMliLBnYEg01Kn5sEdW++NRseB37Dw4mBlg9vEOx93S1VNGvQ2P4zzDD8G3X4X8jtUoXbokUQdSD5/C78hQ7I5IBoNzv9OWHLwAA495rJj1hbd1YE+5WLbAzIhnXk7LKHaStp+gAACAASURBVISUkPr6ucfdDRtWOfciu9aw+iEcR48ehbOzc5XLqw6FhYUICAjA33/9haDAAKSkpQsdqU746quvhI6g8Ey7msB5+EhMnToVXbt2FTqOXIr+Lo4FBuApfxdKpZmBPloZtYGOjg62bNkCR0dHNGvWTNBMbI8rPrbHSdnI0x4H3gzS2+LaGR5+t+VaV31vj5PiW7bkS1i304Vtx/pxUbq+iU/Ngdexe3Aw0cdql+J1cCMtVfRt3xj+M7pj+LYbOHIztUqdcUSK4FLic+y98hS7Ih4DgMzf6a1hSUh+9kqudf2XVn11sG1HPVi308WyJV9i+44/q1xeeSTnT1/atuD5k4LisZuUTV09di8a1Aq9NirW+ROv21YO+zMqVpf7M6Kjo/Hnn3/iqP8/uHkrtlrK5HeGmhnow3GYE8ZPmAAnJyeoqMh+U9bbSh2EtGfPHojzcjHm3ZrrfJHcPSm5m9nBxABj3m2KkWZNpcu0Wh4G4PXdq75Rj7Hwn7s4MbuHdIQ88Prifz/vy1g7siMmWbSQuWx5SbK8nUvebYn43AJfHkmAacsG8BzctkRZspZ3/r9nAIDPBpR9F4lFm0bYO9UU7ZuUfO72P9dTcOBaCoJj08rcP5Js176wwr4rT6WdLKUtGxqfiSM3U6UXpOfZGsHFtEmxz6q0bS3t9aL/D45NwxTfGDiYGOADy+ZwMDGQ5pdcyN7i2rnM701Z2/z231Rl/7z9mVaGPPv6WU4BTsWlS/O5W7XExzaGpQ6qkWU7Slu2ov1T9PN2MDHADGtD9OvQuMrlvu1ZTgEu3MuET+QT6bb+OakLzCt4PvjDjNcjfZs2LD5rRfNGr/8f++SlzBmqqklDdYw2a4LN3j8oRKP94MGD8Fz4OeLj/0O/TvqY20cPPY2M8I6+Fhprq0GFjxkgOeXmFyIjOx+xT7Jx/r9M7NuxBWvWrMEIFxes/+EHdOrUSeiIFSr+uzB4/bto04a/i3quUAxkZufjXnoOLj14juNxD/EyKwsrv1qOhg0bYvTo0YLmY3u8JLbH2R5ne/wNRW+PA69nLvtzUhc4mBjIPQipOilae5wUX0pKCnx378b2CcY1tg7JHfGSGSocTPQx2qz48aH1itczND5caQ3fqMevH1vj8e5bdXAO+m+6jDUjOhSrgysqW16SLG/nkndbLi7oiSVHE9CtZUN42rUpUZas5Z3/LxNA+XVwT6NG2Du1G9oZlF4HH7yeguDY9DL3jyTbVU9L7L/6VNpxXtqy5xIy4X8zVdrJONfWCC7dDIp9VqVta2mvF/1/cGw6pu6OgYOJPiZZtICDib40/+x9rx81//M44zK/N2Vt89t/U5X98/ZnWhny7OvnOQU4GZcuzTfZqgU+tm6FDmW0tSrajtKWrWj/FP28HUz0McPaEH3bl10Hy1ru257nFCD83jP4Rj2WbuuO97vA3EhHpr8/l/D6dxTs8a70kVdCmGrZFB/t2YM169ajadPKH4cqUlvnTzx289hd2us8dvPYXXRb6/qxu0lDdYxSoPMnXrel6vamP+MlwhKe1bn+jDt37uDz+fNx+MgRdGzeCM5dGmNZr24wad4Aetpq0FSr/KARUk4l+kkuBmHk7t3o0KEd1qxdX+l+klIHIf391244dm4MddWaOXpLLmS//VpwbBoAlFqpT7JogetJWfj+3wfYPNYYulqqeJZTgJVB9+BgYiBtsFem7NrcFt/IxwiOTcOYd0vPIWt5x2NeN0CMmzUoN19pF6LX/HsfG0MSS5Qf++RlqRftPz90V7r+0rKUlnljSCI2hiRi71TTMi+GV6RouZL1npjdA0duphbLL7mgXd5nu8g/XtohI/mbR2WMJpd3/1T0mcqjon0NAJ/uj5O+DgA7I5KxMyK5RIegPNtRHftnnq1Rlcot6mFmLiLvP4eH321pZ823Lu1lnoZXkk9Xq/idT00bqkvfL6+D6saj188eN2igJu1wBYC1IztiuGnTEuVWZISpAT7wOYW0tDQYGAjzTPq7d+9izmwPHAs+gZFmzfDnZ++VekJPJC9NNRW0aKSBFo00MKBjY3jaAafvZsArOASm3bpi/oLPsXLlSmhqKt402kV/F6PMmmHnXHP+LpSIigjQb6AG/QY6eK+1Dqb1McR/aTlYezIRY8eOxRD7wfhpyy/o2LGjIPnYHq+5bWF7XHZsj7M9Xtn2OFC1R+HVx/Y41R2HDh1CQ001DKjksbMiks7Jt1+TdDSVWQc/ysKakw+weYwxGmmp4nlOwf8GTOoXqYPlL7s2t8U36gmCY9MxuowcspYn+b9x0/Lr4NI6F9ecfADvYsfQ1+XHPs0utSP2//65K11fWVnezuwdkgjvkETsndqtzA7OihQtV7LeYI93cSQ6rVh+SYd2uXXwkXhpJ7vkb5Kfl1HHyLl/KvpM5VHRvgaATw/EFeuU3RXxGLsiHpcY5CHPdlTH/plra1SlcouS1MGz98VJO+C/cZavDo5PzYHbjmj8PM642H6RhaQO1tdWkw6iAYA1IzpghGlTNJKzDrbt2BgNNFRx6NAhfPTRR3L9rTxenz/p1uD5E4/dPHZXjMduHrvry7F7hKk+JitQfwav21J1Kt6foYcvBgOn72RgpYL3Z+Tm5mLFihX4YcN6tGuiDd/J3TCwkx5EHIhHVVRT/SQlBiG9evUKZ86chfeoyj3zregdykUVvQApuZDtP8MMFm1e30H5MDMXVuuj4OF3u8zG16cDWsNqfRR2Rz3GrL6tsDvq9cXmiM8tqlR2WZmL5k7ysin1jl5512fSvEG5F2NlLU9y0Vvei6+h8ZnYGJKIebZGmGTZAq0ba+JhZi58Ix9jY0gibNo3LtFJYdqygbSjKTQ+E247buLAtRRpFknmiM8tpI2qqAfPMXzbdRy5mVrpTo/LiS8Q82XvYuu1//kq5tkalXi9vO9NaHwmdkYkl7rN1bF/yvtMZfluFVXRvi7awTCrb2voaqlK70LfGfFY+igQebajsvtHsv5nOQX45dxDbAxJLHa3vTzlvs1qfRSAknfV1zb7n68W+//Cf+7ieEy69DOSlXU7XaiIgH///Reurq7VHbNCISEhGDNqJFo1FGP/h93Q+x3dWs9AykMkAgZ10kP/Do2xK+Ix1mzeiHNnQ3DwH/8avetRXm9+F8CBaab8XRAAoJ2BFn4a1wnuVs2xLCgCvSwtcODQP7C1ta3VHGyPl56b7XG2x9keZ3u8rrbHqW4JPn4cNu/oQLUSt1UXnXWiqKIzG0g6J/1ndEdPozf1TK8NlzB7X1zZdXD/1ui14RJ2X3qMmTatsPvS6zvsLy7oWaWyy8pcNPfDldalztIg7/pMmmmXmOWhKFnLk3Rkytuhdi4hE94hiZhra4RJFs3fHBejnsA7JBF92+uW6Hju1rKhdPDAuYRMuO2IxsHrb+oFSeaLC3pK6+BLic8xfNsN+N9MrXRH9uWHLxCzuFex9TpsuYa5tkYlXi/ve3MuIRO7Ih6Xus3VsX/K+0xl+W4VVdG+Ltpp7GHTCo3+VwfP3heHnZGPpY93kmc7Krt/JOt/nlOALWFJ8A5JLDaDijzlvq3XhksASs6UIivJIJe5tkZVqsMdtlwr9n/Pw/EIjk2XfkayUlURweYdHQQfP15jg5Ck508jK3f+xGM3j90Aj90SPHbz2A0A1u8oSn8Gr9tSzROJgEHGeujfsTF2RSTjewXsz0hJScHokcNx7cplrBjSBpOtWkKN04BRDaqOfpISg5Bu3bqF3Fd5MJVzpK08JBd7U7LyEJ2chYeZubic+KLCv2vdWBN/Tuoivcgumd696GjiypZdWfKur28FHQA1nf/IzVQAkF6EBl7v10mWLbAxJLHUToppfQylF3gl7xW989fBxADBsWnwv5GK7oYN8W4rHVi0aVSlO1/LWi8A6cX2t18vS1jC66le397mce81K3YHMVC5/VPRZyqPivb1v7czSiw3spQpSeXZDnn2j2TZop+BrpYqZvVtjY0hiThzN1PaaJen3LdFfG4hvfP6wLUUjHm3KSzbNpLrzoGqkDx6pWjnI/DmsSOn4tLlOhnQUFNBpxa6uHr1aq032nfu3IkZH03HcFMDrBveHhqcipFqiZqKCB/2bomBnfTgvucGella4GhgkEI8W/nN76IJ1o/g74JK6v2OLo5M74rPDydgiIM9ft32G6ZMmVJr62d7XD5sj7M9zvY42+MVEbI9TnXPlUuRGN2u/FkaqkLSgfemnnmFyw9lq4N3vN9F2nHqdewedrxfvA6ubNmVJe/6Kjpe13R+f8mx+X8di8D/js0WzeEdklhqx/O03i2lnXaS94rO5uBgoo/g2HQcufm/OthQBz2NGpXbYS+L0tYLQNqB+vbrZTmX8PrxsW9v87gezYrNCgFUbv9Uax1cwb7+Ny69xHKl1cHybIc8+0eybNHPoJGWKjxsWsE7JBFn4zOLdGTLXu7bLi7oKZ1N4+D1FIw2k68O3hKWhODYdKwbWbkZXSWP0yo6oAR48yipk3LWwQDQtbk2/K9cqlQeWUjOn7q15LFbFjx289jNYzeP3RVRjP4MXrel2vW6P8MQAzvpY/JuxenPuHXrFpyHDYXoZRoCZ5iifSmPsiSqKVXpJykxCCkpKQkA0KKRRqXCyHqh++0p5GXlYGKAebZG8Dr2H+bZGsHBpORUgPKWXdWL8/KsT/I4qKqW527VEjsjkvEsp0CuO0AlU/G/3fiR/H9nRLL07l1ZM38xuA2CY9OkF4odTAwww9qw0ndcV7Reee82l+zLt7e5QxPtEstW9/6R97tV0b6W5JN1OVm2Q579I1m2y7cXSl2v17H/MKtvK7nLfVvrxppobaaJQcb6uHAvEz6RT+DhdxvuVi0xuLMezI0ayfRbqqyyPreRZk2lHTHyXnBpoaOKR48eVUc8mR0+fBjTp03DfNtWmDvAiNMykiDaN9GC//Su+GjvHQxzHIKIqEto1qyZYHne/C5aY54tfxdUNg01FWwa3REdDDTx0fTp0NfXx4gRI2pl3WyPy4/tcbbHy8L2ONvjEkK0x6luepT8GM27G1bqb2XtvHz7sSCycjDRx1xbI3gdu4e5tkZwMNGvctlV7XCVZ30y1cEylDfZqgV2RTzG85wCue7qlzxepaxj866INzMyyJrZ064NgmPTpZ1/Dib6mGFtWOlZNCpar7wziHiXWReU7Lyo7v0j73eron0tySfrcrJshzz7R7Jsl+8ulrper2P3MNOmldzlvk1SB9sZ6yP83jP4Rj3G7H1xmGzVAoON9WFupFPmPvjnesrrzvoZ3StdT5f1uY00ayrtXJe3Dm6pq4GkpJqrg6t6/sRjd/l47JYdj90l8dhdd4/dwvZn8LotCad9Ey0c+agbpv8tfH/G06dPMcxxCFqpv8TvH3WDnnaJYR1ENa6y/SQlvq2Zma/vltTRlK9hJA/fqNdT0LtbtYSLaRMYNFBD80YaePf7CIUuuzbWJ2t51u10sTMiGXFPXxa7M7SolKw8vPt9BObZGsFzcNtK5ZFFt5YNkeRlg+jkLJy5mwmvY/8hODYNDiYG+GJwG7mfX0skoaulCgcTAziYGCDqwXP4XXkqnXmhvA6lebZG2BiSWKJT8FlOgfT9qih6N7ysdDVEyMnJqdJ65XH9+nVMHO+Gz/q3qvL2ElWVnrYadr3fGW67bsPFaShCzp6Dllbtj9h//bsYj7kDWmH+QP4uqGIiETB/oBEKxWJMHD8e4RcvwszMrMbXy/a4sOtje5zojcq2x2taXWiPU931POslNGvwjmvfqMfwDknEZKsWGG7aBPrar+uZHmsiFbrs2lifrOVZv6OLXRGPEZfystjd/kWlZOWhx5pIzLU1gqddm0rlkUW3lg3xcKU1opOzcDY+E17H7iE4Nh0OJvrwtGMdTJXXSEsVDib6cDDRx6XE59h75al0Np2yOptn74sDAAzfdqPU90t7NJe8is5wIistNRU8z3pZ6XVWpLbOn3jsrlp5PHaTMqhPx25dDQjQn8HrtqQY9LTV4DOpM1x3xgrWn5GTkwMXp6FoopIFn0km0FbnrGAknMr0k5QYhFRYWFhjASUW/nMXAIrdwSoZHFCR4Ng0bAxJlA4yMDfSKXb3dVXKrozqXp+s5Vm2fd1Q97vytMxOj2Mxry/MDu785u4KyR3bDzNzi43ojk/Nlr5fWd1aNkS3lg0xvHsTJKTmwG3HTQTHppV7cTolK6/S65OV5LsSn5pd7K7fh5m5JZatyf1THST5UrLyyh0VL892VGb/xHzZu8I74OUpVxYWbRrBok0juFu1wJm7meUua9L89fTLKVmvoKv1Zt2JGa8bza31yp8GdYpvDIJj00psp+S3WJnvgWottg9ycnIwcrgzhnbRw4I61mCv7ElVdZyMyeJ5TgEO30yRPs/cwUQfo82aws5YX6a7mir798Gx6Zi6O0am7ZNn2dqkra6CX8d1wIjtMVj8hSd+8N5Uq+sv/ruouQtZsmq1PAyA/B24lf07eT3LKYD/zRQcj0mXDmQY825TDDLWl2kGlMr+fXBsGqb4xpS5fc9yCnAqLh0HrqVUKldlLRjYBgnpeRg53BnRMbdr/KST7XH5sD3+BtvjNY/tcdna41VV19vjROXxPBwPAMVmJXgucx2cDu+QRMy1NYJ3SCLMW+sUm1GjKmVXRnWvT9byJHXw3itPy+zIltTB9p31pK9JZuEoeWzOkb5fWZI62MW0Cf5Ly4HbjmgEx6aXe15WG3Ww5LsSn5pTbCaH0uqCmtw/1UGSr6I6WJ7tqMz+iVncq8Lzf3nKlUVPo0boadQI7pYtcDa+ZuvgqbtjEBybXmI7Jb9Fob8HpamN8yceu6teHo/dsuOxm8duedXEsVtVpfamIVK067by4DXe0lV0jVey/aUR8oanorTVVbDNtSOG/35LkP6MxV94IvFuLPynd61zA5D4uyidLH0f/jdTpNem59kaYdx7zWSa0by2yNNPIui3VnIB9llOAX4597DC5R9m5mKKbwyWO7aD5+C2WO7YDlN8Y0ptBMhbtjxK64So7vVVVF7rxppY7tgOOyOSscg/HtHJWdL3UrLy4Bv1GAv/uYvlju2KdYq4mDYBAPhGPpbut4eZudh35SkAYHCRBr6sFvnHo9XyMEQ9eC7NVtozKSWdU5LlnuUUYHt4zU/naPO/aVRXBt0rts2+kY9LLFsT+6c6WbfTBQBsD38k/R7+cz0FrZaHYZF/vHQ5ebajMvvnl3P/z977B0V1pXu/3wyJkhBgukVBaaPCaZsroiZIMv6Yw43aw1S9IlHBekvGHzXn+E7gHgfrZEIymTpYoWoyM5hMyXgLTHlvLuqLVVeICepUHdKJHqLAzBA0gvDS9LHFSGMTG0hDetLGS537x2Zteu/eu3vvprtp4PlUWWXvvdbaa23Wj2ev51nPYxN8cF23OrGkrAUnmwcCKlcNq5Ji+BATcugXchNy/ZcPBc++PBFb+vnkZ33m37WGc0161SI8IcB+s/cQqRyrqMCTj0ZxbPtyclkaZH776T2UXrTyp0dM5hEU11tw+IIlZPm77S7+xIw/1KSdDhbHzcOpghRUVVfj9m3p0z2hgo2Ld3NpXCjhHdM9vN5wh/c0YTIPo6iuF4c/VNbXA8nfbXfx3jWkcLge4/CHFhTV9UqWG8qNwCeeAN7NXc7NrRUVIXvOdEDyuDwkjwcPksfnnjw+VWa6PE4QSmBKtTH3OKpbBvyk5sbvwXM9KMtZhtItS1GWs4w7fCC5BqsrWw1SiuVgP89fedwavAxn2wbx5mXpNbj0ohVlOcsEiu5cNje3fy2cm29NzM167xBJ/njzshXJR1txo39yDV6ulVqDubJZujH3OD74q13189SyaQW3bpU39gnXgvavvdKG4v0Ekw3LJtbgv9r5ftjQ6UDy0Va8eXlyDVbTjkDeT3XLgGANbr7rRPLRVrzv0VfVlKuGVUkxfNggKWxvb5D8J77vi50T4XquiNZg9jt3jq/BNHfLQ3N38KC5m+buuTZ3075t6IjEPd5ADfumA06fkRp2fcbt27dRVV2NUwWpWBwXWLhZQp5IHBcAcPhDC2+ABADHm/qxufKmQGaabtToSaYleGB1wUoU1fVic+VNyfvik5qME5/bYDRosTeTs9rdm5mI1r5RnPjcxp9UDqRsXxaXwKTFndGghck8jLR3/or9WUn4fW5KwG2RQ015r25aglH3/4fjTf040+Yt/B7LS0VhptDCeXNKPH8i9rgoTvORbJ3gFLtSCtYtxJk2O3JPdUrWgbFrTQJM5mFBurKc5aqfpxbPNnu67fesm1TaYLwfpX1LKXkZCbjQ4ZCs334Pa3Y17QjW+zEatMhft1Ayrb9yxfh7b4Dvd7cqKQZGg1bmPSV5udQVW9e+rNfAaNCiqK4XRXW9grRHsnXYnDK1+OChxGaz4fe/ewf/154URM8w62ggcE9G4fD602134WzbIEqydSjMXITk+PmwOR/hxDUbzrYNep2SCUb+G/1jsq54xahJO52sS34W+esWoeRwMT67+nlYnsnGxf+9JzVixkWg1vzhOAnSbXfhTJsdR7J1KFyfONlXP7fhTJvdr2wTSP72+2OScoQnjT3DMJmHUV2wUhDHvqHTgaK6XjT2aLzknmAS/dQPUP6TZPzT797Bz//pn5CcnByyZ4UDksflIXk8+JA8PvfkcbXMJnmcIPxRla9Hcb0FP/6T3Doj/V1x4poNRoMGe1+YWINfmFiDr9l47xOBlM28ysrBvrWMBg1M5hGk/e5v2JeViN9vTwm4LXKoKe8XG5fA6R5HZVM/zrZ5G1dW7EjxWoM3rYjnvRxUiubQkmydwDOJUvasW4izbYOS32IVOya9guzMSIDJPCJIV5azTPXz1OLZZs9QLJ51k0objPejtG8pJS8jAR91OiTrt3/95N9aTTuC9X6MBg12r10omdZfuWL8vTcguHsgYs/SW/RcGKHiegsfIohRkq3DphVzcw2muVsemruDD83dNHcrfd5smLsjcd9WDbTHq36Pl1GWszzkB5yCwfO6Z1EQZn1GyeFiFKxbhOd1vh0qRCo0LtSPi4ZOLvKD517ydasTe2q6cKZtUOCxf7pRqieZlhk9LyNBsPF5JFuH6yXP49PitQCA1r5Rrzy17YM402bHG1uX8q6s4qKj8MbWpTjTZkdt+2DAZSvlja1LebfvD0a/D8nz1JZXuvU5XDqUgSPZXMglo0GLY3mpaHstU1YRV7r1OVQXrOQ3vo0GLaoLVqJ063Oq6srIXBqLT4vX8nVg9T5dmCaoQ15GguC5x/JSw7bAiNtcXbAybO8n2JzYrZfsI2LDGjXtCOT9eIZAOJaXivdeSfVyqaqm3GDz3iupOJaXKmj/sbxUvGX0/6EYFx2FE7v1grrvz0rC+YPpEdMP5Pi337yFDcvjkJ06vV4CZiM3bd8CAPLXLuTdAifHz+c/mDsHvg1q/vdbBpB76jaq8vV+66YmbSTw5stL0NLyF/z5z38Oy/P+7TdvYcOKOGT/A40LJfB9dZ2or2axvurb8l5t/pPNA8g91YnqgpU+y2WnADwNkDx/e54SCBXZ//BDbFgRh3/7zVshf1aoIXlcHpLHQwPJ43NPHp8KM1keJwh/5GUkCJRZJdk6XPvl8zAVrQEAtPZ5h+uobR/E2bZBlG5ZyofYiI2OQumWpTjbNihYg9WWrZTSLUv5UB52jzU4mM9TW17plqW4dGg1Svg1WIOKHSn427++ID+HblmKqnw9r8w0GjSoytejdEtgoT9e0MXCVLSGrwOrd81e7zXY87kVO1J8ekUIJuI2V+Xrw/Z+gs2JXXrJPuK1BqtoRyDvxzOsTcWOFLybJ7EGqyg3koiNjsKJXXpB3fdlJeL8wVUR0w+mA5q75aG5OzTQ3E1ztxpm8txN+7ahI1L3eO9OeM5bvTjGZ7pI4s0tyWHTZ/z5z39Ga+tf8OaWmX0ANlKJ1HFxocMBAMhNn9R9sAN4UgdfpxslepIn/uu//uu/PC+cO3cOhYWFERNzkSAIYjbwf9T34unVP0FtbW3InuFwOJC8ZDE++O96vByBQntDpwMfdTpgMo+gJFuH/LUL+VNS7NSG+BQH+32rdD0+vPUQ5Y33YDRosDMjQWCIIM4nxVRPpFRcuY/Kpn6v2NoO12OsrfgCJdk6nx91avMnH21Fzd40GA0av+1TkzZSeO3iXYxo0/Hvn3wa0uewcfH//PeVeFkfnnHR0OnAhQ7Ocp3F7WUeVZh8Jfb4wH53vJGF+i8foryxj48l7NnXlcRFnqr3iorPvsLxpn70vPWSIIaxw/UYa/7QhiPZOp8KYLX5l5S14HRhGowGrc/2Hajtgck8LHlvSVkLjAYtThem+W54ELhiGcE//b//iX7bABISEvxnCACSxwmCIIJPOORxYnbwxBNP4P/crcfONaFZ5wmCIOYaH3U48C8fWiBSQwQN9v0U6fsgBEEQM4l/+dASNn1GOPdt1UB7vKHZ42XeXc4fTJ9RXo5fa7BiOAz6jJ/+ZBu0w114Ly9yPN94QuMiNONCCpN5GAdqe7wiQ0QKfvQk/zLzfNsRBEEQknz88ceImf8k/jECBbeKK/dRXG/hXdlWNvXLummW4lcNd1DeeA8AYDKPoLjegoZOR0jqKgdz2etpQASAPzEjduk71fy2tzcodpmsJm2ksCNdg08/u4rh4WH/iacAPy5SwzMuKj77CkV1vXzYGxa3VymvfXwH5Y19ACZjCYe7r7PwPnEyfVUc/meq+QfKNyoKr/Sz9YsAwOt9sN/sfqjJTv0hnpkXhY8//jgszyMIgiAIgiAIgiAIgiCI2Ua4923VQHu8odvjvf2A8xSjfeZJ1LYPYklZC5aUtaC2fRCj7nG/+aeLHenakOszhoeH8elnV7Ej3f97nA5oXIRuXHhysnkAS8paItoACfCvJ3kyzPUhCIIgUriUeAAAIABJREFUQoTpk0+wcdmziPrBE9NdFQHNd52obOpHSbYOhZmLJmOkXrNJxn+XYlVSDE7s0iM2OgrNd53YU9ONjzodqhZfOhEXWWxYFocfPAF89tlnKCgoCNlzuHERG5Zxcd3qxPGmftl4wEpIT3oGJ3brERcdxZ8KudChrq/PVu85RoMW5w+m41TrAxTV9XpdD9fJmagfPIGNy2Jh+uQT/PM//3NYnkkQBEEQBEEQBEEQBEEQs4lw7tuqgfZ4w8O2qluC36833MEnPSP8e4s0NiwPvT7js88+ww+e4J4VadC4CB+rF8egLGc5WvtGeT1IJBoi+dOTkCckgiCIWcKXN77A6qRnprsaXjTfHQUA3gAJ4GKk/o8NymOo//ylJN6D0KYVnKEB86pEzEzmPfkD/ENiHG7duuU/8RTgxsXTIX0Go+WuEwB4IRyY6OsbFysu4+c/Wsx/ZDGjGnaygOBOyojfh8k8jHsj7rDW439LjMatL2+E9ZkEQRAEQRAEQRAEQRAEMVsI576tGmiPN7QwTziXDmVgoHwj/6+6YCVM5mFctUSm3icc+oxbt25BnxSHeU9GnvkGjYvwsTklHq9uWoLThWk4lpeKorpeXLc6p7takvjSk5AnJIIgiFnCA/sgFq1WvuCHCxZmjAkmjJQF0YrLYK4Mp0Ly0Va/achbUnhJfDYKDx48COkzHtgHkZih3OBtKhyX7evKP6aD0denGhc5UmnodKC8sc/LBWlDpwNFdb14dl5U2E4ELI6bh4GB0PZdgiAIgiAIgiAIgiAIgpithHPfVg20xxta5Oqcl5GAorpe1Z5xwkmo9RkDAwNIjIk8L1AAjYvpIjc9Aa833MGp1gdhiwShBl96ksgzpSMIgiACYsz1d8yPQAvp2UJJtg4AMCaKS8x+s/uhyj8biZsHuN2h9WBD40I9Ryb6ojgGN/t9xE9fnWp+OeRcj7LfFzrCFz86+skojLn+HrbnEQRBEARBEARBEARBEMRsgvZtQ0uk7vH6I5I948TNeyKk+oxHjx4hdl5khSecbcy0ccE8R0XquPClJyFPSIRimHWhWgvCQPOpZdQ9jktdDnzSMwKTeRhGgxa71iTgZb1GUfzQQPObzMM4UNsj2z5W7usNdwBwE1D+uoWqrEMJYiZTkq1DZVM/bM5HAitpm/NRWOsxVS9HhoXcmH3oesyHhgOA+99wQmdy/LyQ5p+NRFq876lyJFuH4xHQ16e63hoWcWEdHa7vERc9uVb1s776w/mS+YKVP1AiVRAniGBC8rg0/uRxMd12F7ZV3ZpVJ6MIgiCI0MI866r9rgw0n1rG3OO42OWAyTwCk3kERoMGOzMSsEWvEXx/Bju/yTyCg+d6FLVPTVqCIIhgQHN34GmvWEbwUacjoHoRxEyH9niDk1+OA7U9MJmH0fPWS4K9HmbEsT8rKaByw0FUGGzmwvGMQKBxEZz8csiNC4frMYDIHhdyRGhXJgj1vGO6h9cb7vBKSJN5GEV1vTj8oSVk+bvtLhyo7fFZ7uEPLbwBEsC5rNtceRPddpeiehHETGfTijgAQG3717xAYnM+Qm3719NZLdXoJ4yI6m89FLTjcjc3Zzyf/GxI8xORz8YVnDvM2i8GhX39i8HprJZq+L76paivdg0BUNHXA8wvR1nOcgDAdatTcNKgodMhuE8QxPQRqfK4Jw7XY2yruqU4PUEQBEHMBH776T2UXrTCZB4BwBn8FNdbcPiCsjU4kPzddhcOnlO2BqtJSxAEMVcI59ytNK3D9RiHL1hQXG+RTMuUoQQxm6E93uDkl2PXGs6r/VXLiOA6+709fUFA5RKhhcZFcPLLwcbFpa7JaA+j7nHUf/kQwMwcF+QJiVBMoNaF4Thh3G134UybHUeydShcn4jk+PmwOR/hxOc2nGmzwzr0nU/PQ4Hkb78/htxTnT7r1dDpgMk8jGN5qSjMTATAKU/31HThTNsgfp+bMvXGE0SEs2lFPO8NqXIibuxMZFVSDIwGjWQ79mUlYlVSjOCa+NSU2vzEzGNzSjx/IuD4jO/rWsl27M9K8uqrYg8ravMrJX/dQrT2jWJPTZfXPaNBi/x1CwMqlyBmEiSPq5fHxbx75X5A7SMIgiDmNoF6wwiH159uuwtn2wZRkq1DYeaiyTX0mg1n2wZhHXIjZUF0UPPf6B9D7qnbiuqnJi1BEEQwobk7WnXaxp5hmMwjqMrXIy8jgX9eQ6cDxfUWNPYM83oOgpit0B5vaPd4X9ZrYDRoUVTXi6K6XsG9I9k6bE6JD6hcIrTQuAjtuMjLSMCFDi6qkqdjE2DmjgvyhETMCm7avgXAKSiZG7jk+PnYn8UJxJ0Dvr0Oqc1/snkAuac6UV2w0me5Fzo4i8Xc9EmBnU0UZ9rs/htGELOE0i1LUZWvh9GgAcCFaLv2y+enuVbqeTcvFRU7Uvh2GA0aVOxIwW+2LQtLfiLyKd36HKoLVsJo0ALgBMTrJTOvr7/3SiqO5aXy7TAatDiWl4q3jMr66lTzS5EQ8xRO7NYL3q/RoEV1wUqc2K1HQsxTAZdNEMTUiVR5XJznwej3itMTBEEQxEyAX0PXitbQ9WwN/Tao+d9vGUDuqduoytf7rZuatARBEHOJcM7datKWXrQCgMAAyfM3u08Qsx3a4w1OfinioqO89nj3ZyXh/MF0lG59LuByidBD4yI4+eU4XZg2q8YFeUIiAHCW7Bc6OK89R7J1yF+3EJsrbwKYtO4TW/ux3x1vZKH+y4cob+yD0aDFrjUJAiFVnE8KlsYXvvLbvuFcniXEzBNcXxTL/TZ//XefZavNX97Yh9OFaby1rhynC9O8rrHwEmoUJgQxG8jLSPD6gAU4L0AM8UkjuZNHStMFm4SYp1CYmajoxI9UndTk91dWMNISoUGur3vG7RWvaXJrnNJ0wUZNX5WqU6B93V/74qKjZN8vQcx0SB4PjTzOuG51oryxD58Wr+XlcYIgCIIAuDX4o04HTOYRlGTrkL92IX78J24NZt9XYk+37Pet0vX48NZDlDfeg9GgwU6RrCrOJwVL4wtf+W1OzsB2ocgon19DH37nu2yV+csb76FmbxqMBg2K632HDFKTliAIQg00dyvPryat0aDhw7BJwQ5WEsRcgPZ4aY+X8IbGRejGBSD/fmciZIREoOKzrwQuw9S6Unvt4zv8Rr7JPMz/P5yDhNU3LjpKcJ15RTje1O/TUlBt/kAmwpPNAyhv7APAGSDNlkmEIPzBPsovHVqNF3SxAIAx9zjO3eBixW5YFjdtdSOIYMIU+JcOZSBzKdfXR93jONc+0deXU18nCEIaksdDK49bh77DnpouVBespPCnBEEQhICKK/cF4bLVhhH/VcMdXllrMo/w/w/nGszqGyuzhlY29aN0y9Kg5adDMgRBTDc0d6vLryZtYWYiTOYRNHQ6vMKxsfsEMduhPV6C8IbGBaEWMkKa41y3OnG8qR9HsnUoXJ84GQ/4c5vicGHpSc/gxG494qKjcN3qxJ6aLlzocKgS2sNl3TidrF4cg7Kc5WjtG+VPa5MhEjEXqNmbhoPnepB76rbXPaNBgy16OkFDzA5OF6bhQG0Pck91et0zGrR4mfo6QRASkDweWkbd43j73+/hSLaOZG+CIAhCQPNdJyqb+lGSrUNh5qLJNfiaDWfbBhWVsSopBid26REbHYXmu07sqenGR53q1mAy1CEIglAOzd2hxWjQ4PzBVTjV+kDgwY5d37QifhprRxDhgfZ4CcIbGheEWn4w3RUgppeWu04A4BUeABcP+H9sXKy4jJ//aDF/YnlzCieEUogDbzanxOPVTUtwujANx/JSUVTXi+tW53RXiyBCDvtILcnW8df2ZSWiKl/Pf/ATxGzAaNDi/MF0HPHo6/uzklBdsJI3DiAIghBD8nhoOdlsg8k8jJ//SPn7JAiCIOYGzXdHAYBXYgMTa/CGJYrL+PlLSfw3LVPM+gpjQxAEQUwNmrtDz+0HLq/3YTKPoG/YPU01IojwQnu8BOENjQtCLeQJaY7Dwh4wgZ2RsuBpxWUkiGIJBwJz4+aL2XQ6Ozc9Aa833MGp1ge8ooggZjObVsRj04p4n26ECWI2sDklHptT4n2GHCIIgvCE5PHQ0dDpwPGmflw6lBGUd0QQBEHMLipl1+BoxWUEY31hIcx9MVs9bhAEQaiF5u7Q0tDpQHnjPVTl673CsRXXW/DsvCjyMEvMCWiPlyC8oXFBqIE8IRGzAmZ5OeoeF1xnvz0tM0ORXy3MIpROqBMEQRAEQRCzgUiUx1kI5NxTnVhS1sL/Y4h/EwRBEMRMhHkdHhOtoex3iZ81dKr5CYIgCPWEc+5Wk5aFYBMbGrHfH3U6fNaLIAiCIAgCIE9Ic54j2Tocb+qHzflIcHrA5nwU1npM9VS1YdEzAACH63vERU+eGu//hnMRmvzD+ZL5gpVfjgO1PTCZh9Hz1ksCV3QO12MAnKs6giCCDzuNNNNOHE31FFW33QVjdYdkmjH3OK5YRvBRpwMm8wiMBg12ZiRgi14jGRKvodPBp92XlYj96xOxKilGXYOIaYEp1GeaxxKGdeg71H/5kPcOcywvFTlpWr8nFbvtLmyruiXZ7lH3OC51OfB6wx0AnPyTv26hKk8zBBEqSB4PTn6CIAiCUEtJtg6VEbAGT/W71bCQWzcfuh4Lvu3uszU0fl5I8xMEQYQTmrvV5w/mPE9h6wgiNMz0/VyGyTyMA7U9su0YdY/jqmUEFzocMJmHYTRosWtNAl7Wa/yG81Ky9/tJz4jqconIhMaEsO+q9WAfCfoQ8oQ0x9k4EfO49otBXlC3OR+h9ovB6ayWavQTgnT9lw8F7bjcNQQAeD752ZDml2PXGu6EwKWuyRMCo+5x1H/5EACwPX1BQOUSBDE3MRo0svccrscwVnfI3jt8wYLiegu/WWAyj6C43oLDFyy8YSTj4LkeQdqzbYMwVneggU47ESGm2+7C5sqbvAESALzecAevfXzHyzuKJw7XY2yruiV7//CHFl7gBrjwV5srb6Lb7gpOxQliCpA8Hpz8UgyUb5T8J75PEARBzE02rYgDANS2fy1cg9u/ns5qqYZfQ2+J1tBuzvu24jU4wPwEQRDhhOZu9fnVpC3LWQYAaL7rFHhOYnuC7D5BEISYbrsLB2p7ZO87XI9x+EMLiup6+SgxJvMwiup6cfhDbx2FOK+vvd93TPfwesMdyXIJYroI5ZgQYzRoBb8jQR9CnpDmOJtT4vnT154Kv5nGqqQYGA1ayXbsz0ry8t4htqBUm18peRkJuNDBWRp6DnaAszrcnBIfULkEQcxO5E5RMQ9HZTnLZfO+e/W+7L3GnmGYzCOy8dwbe4ZRmJnIXzOZR1CWswx7X0jkT0ixtOufixWcNCOIYDHqHse2qlswGrR4Z/sKJMfPx6h7HOfaB1He2IerlhEvd+CMd6/I93+uTw/jWF4q38+vW53YU9OFM22D+H1uSkjaQxBKIXk8tPI4QRAEQcixaUU871GjcsavwRrJduzL8vZoK/YcrDY/QRDEdEJzt/q5W03a3WsXorVvFHtqur3qbDRosHvtwgBaSxDEbKf9/hhyT3X6TMPpKIZRXbDSS0dRVNeLxh4Nv3crxtfeb7fdhTNtdhzJ1qFwfSKS4+fD5nyEE5/bcKbNDuvQd+QNnwg7wR4TcocomYewoz9dJsgfCfoQ8oREoHTrc6guWMlbyR3J1uF6yfPTXCv1vPdKKo7lpfLtMBq0OJaXireMyqzzp5pfjtOFaYL3uz8rCecPpqN063NTKpcgiLkB83BUsSMFKQuiJdO83zIA++j3smWUXrQCkI/nzu4Dk7HdPQ2QAGCLnvPC9B//+U0ArSAI/1ge/h0A50WQGbrFRUdh74SgfKFD2hPXyeYBPPDR/1m+3PTJ/s+MgM+02adecYIIAiSPByc/QRAEQaildMtSVOXrea+zJdk6XPvlzFuD381LRcWOFL4dRoMGFTtS8JttytbQqeYnCIIIJzR3q8+vNG1CzFM4sUsveL9GgwZV+Xqc2KVHQsxTAbeXIIjZycnmAeSe6kR1wUqf6ZijBjkdhdiRg2f5vvZ+b9q+BQDkr1vI7yknx8/H/ixuT7lzgDzhE+El1GOCwTyEHctLFRjaRYo+hDwhEQC4Di3lXWB/VhL/f7GVnZzVndJ0wSYh5ikUZibKWsp6IlUnNfn9lSVG7v0SRKTTfNeJS11DONvGhYQpydZh+yqt12mcbrsL16xOlDfeA8B9nO4U9XvPEzsm8wgOnuuB0cBZ8rKPWuZtB4CX1x7P/OJ0W/QagcGMkvYYDRoc2rAYm1Z4eyRT2m4xrI6+UBsz/oO/2vn3JEXzXe69m4rWyMZlNxo0PmO2e4Z5Y+nE75P97nwwd4T261YnLncN8YLZkWwdtqcvkOz/n99xoryxDwD4uL2e/dfT4weLA2w0aPGz9Yt4ZTuzcAfgZf3umV+cTmlsa8/2GA1aHNqwWNIjn9J2i1Ebl1hM21djAID1z8UKrsdFR8nmu27l3vunxWt5l6ViThemeV1jaf19CBBEOCF5PLTy+FTSEwRBELMbuTV4X9bkeiT+jpP7rlOaLtioWUOl6hToGqymfeF6FwRBzA1o7laXX03a2Ogo0mcQMxbazw3vfi4AlDf24XRhGowGLd9GKYwGrez+LbsvRsner+0bLsxkQsw8wfVFsdxv89d/91n/2Q6Nidk1Jjz54C8PYDRovdb2SNGHkBHSHIcNpkuHMpC5lFP6sdAnALBhedy01Y0giOmFGQp5wtz2nj+4ijfekUpnMo/wxiziD1bP9CydqWgNLncPC1wCMyMjqfzsHktnNGhQs9d7YfWk4sp9Qfns2SXZOpRuWaq63eGg+a6Tf64U1iE39tR0oypf71N4KsxMhMk8goZOh5dbR3afwQyWxtzjAkMkFgf+bNsgfr999oevYkK0JyxE0PmD6bxgK5XOZB7mhTrv/juZnqX7tHgtLncNCcIPMeFUKr+n4FpU1wujQSspWHpS8dlXgvLZs49k6wSe+ZS2OxS09o0C4E6qNHQ6cKGDcxtalrMc+esWep22sw59hz01XaguWKk4RMTJ5gH+Q0r8EUQQ0wXJ4wRBEAQxPbBDJJcOrcYLOm4NHnOP49yNiTV4Ga3BBEEQkQbN3QRByEH7ub7bHSqUHvT62fpFMJmHZXUUP1u/SJBe6d4ve0diAxa2l3y8qX/ORqahMeG73aEiVGPCk+tWJ98eX0ynPoSMkOY4pwvTcKC2RzIuodGgxct6jUQugiDmAswQ52//+gLvxvJG/xhyT93Gpa4h3hiHpfP8+Lc5H+HFP95Acb3Fa1G7afsWPb9+EbHRUWi+68Semm4YqztQkq3zui6Vv7Z9kK+TzfkIte1fo7KpH813nbIGQsyYpyRbh6KNSxAbHYUx9ziqWwZQ2dQv8HKktN1SBPuk1KnWBzAaNJLPHHOPo7yxDyXZOr+Cg9GgwfmDq3Cq9YHAgItd9yx/Z0YCTOYRXLGM8OWydzWXYEJq22uZfD9gcXwvdw3xgipL52k8YHM+QtZ77Siq6/Xu//3fouetlxAXHcXH4d1WdQtHsnVe16Xy/88vvubrZHM+Qu0Xgzje1I/rVqes8MwE0iPZOry6KRlx0VEYdY/jZLMNx5v6BScAlLZbiql6FmEfNeKPifLGPrT2jeLEbj3/MTnqHsfb/34PRxT0f09WL45BWc5ytPaNyn4EEUS4IXmcIAiCIKaHmr1pOHiuB7mnbnvdMxo0fEhqgiAIInKguZsgCDloPzf8+7lqMBq0OH8wHadaHwgMUNh1z3oGuvdLCKExMXvGhBhOd6j1a1A1nfoQMkKa47CO3HLXySv89mclYcPyOMWuzwiCmJ0wjziXu4awenEM1ix+Fi/oYmVdFDtcj9Ftd8Hm/J6PwyvFz19K4j3seBq/MOMg8XUxZTnLBbF9CzMXobKp36eBUPPdUa9nxEZHoWjjElQ29eOa1ckLKErbHWpu9I/BZB6R9fBU3TIAk3kE7+alKirv9gOXV0g2k3nEy8hpi14Do0GD4nqLwGCpJFsXQCtmLswV5qXbE/1gybPIXBorG+Josv8/ws1+H/3/R4v5tdVTQGSCs/i6mKM/XSbs/+sTcbyp36fw3HLX6fWMuOgovLopGceb+vH5Hc/+r6zdoabjjSz+tApzzXrVwzDuZLMNJvMw3ntFWf9nbE6Jx+aUeLy6aQlq2wdRVNeLBTFPhfz0A0H4guRxgiAIgpge2KGM5rujvNfcfVmJ2LAsTnHIb4IgCCK80NxNEIQctJ87vfu5SuB0FMLwUybzMH6SpsFmTL6LQPd+CSE0JmbPmPCk/f4YTOZhv56jgOnVh5AREsF3wLnqjo4gCGlKtyyFyTyC8sZ7ALiP/EMbFksa+ohDnflCHFKJoXSTIGVBtOA3E1Z8hQljdUv73d8k75c33sMvNi4BoK7dYphLaF8oNWY6/+VDAMCPJNxIN3Q6OMOrQ6tl36c4fXnjPVTl673cOhbXW/DsvCj+emx0FN7NS0VjzzBKL1phNGiwcyIOvNK/8Wzgja1LYTIPC2Igy8UXFnvu8YXc30upkUHKgqcFv1n/P9Nmx+9zpfs/q1vaO3+VvF/e2IdXN3H9X027xQQjXjIg/JAAwHuBudDBuSVt6HTgeFM/Lh3KUNT/5chNT8DrDXdwqvUBGSER0w7J4wRBEAQxPWxaEY9NK+IFIboJgiCIyIbmboIgpKD93D4A07OfqwROR9HnFRKKHUBlOopg7f0SNCZmy5gQUzehO3xpmTqdRrj1IWSERBAEQUiyKikGtrc3oNvuwjWrE+WN93jPOaVblvJWxbXtg6hs6se+rETkpi+A5uknsSh2HtZWfDHNLQgMpe0OJQ7XY5xtG0RJtk7SOIt5KJJyPQ1MGkMxgyeWXiyw5GUkoLjego9EMWcTYp5CYWYiCjMT+Ws25yMAQFnOskCbNaNYlRSDgfKN6La78PkdJ8ob+2AyD8No0OKNrcL+f7ypH/uzkrA9fQG0z3D9f80f2qa5BYGhtN2h4Ei2Dseb+r0+VthvdiKAuQ2VCl0FTH4o+PsYEJdLEARBEARBEARBEARBEMTMhPZzw7+fqwa5UFB5GQkoquvlD6Cq3ftle8qj7nHBvvKoe5y/P1ehMTE7xoQnDtdjnGmz40i2TrX3/HDrQ8gIiQgrShWDkYp16DvUf/mQt7g8lpeKnDStl9XnqHscl7oc+KRnhJ/Ydq1JkAypoSatJybzMA7U9szYd0nMHFYlxWBVUgy2py9A37Abe2q6YTKP8AYupRetACDwQjQ2IeCFApvzEW8ZDQDWITcA3+HC9mUl4mzbIHp+/aJij0v+2i1ZtyCFbPtqhGvT88nPBqU8f3iGaTt4rgcm84jXu+ob5uqUFDsvLHWKFFg/yF29AHeH3NhT0wWTeZife19vuAMAAgv90bD2/+8A+P6Y2p+VhDNtdj4esxL8tVuKqa5HhkXPAPBuI3uf+7OSAir3QG0PTOZhr/Y7XI+nVC5BRDozXe5m+JN51crdVy0juNDhUCR3q5H9xeX+JE0jmZYgCIKY/YgPhcxUTOYRHDzX47Md1iE36m895L3mVuxIUbT+ddtdMFZ3SJY95h7HxS4HTOYR/kDQzowEyTBLY+5xXLGM4KNOh9+0BEEQvpgrczebY9l+bkm2DvlrF3p5nmcEMs8rWT888bUmEEQg0H5u+PZzg0mghhFsT9nh+h5x0ZMedvq/4fQZyT+cL5lvLkFjYvaMiXsTerrndfK6w0jRh/wgLE8hiFlAt92FzZU3Be7oXm+4g9c+vuM1Gb9juofXG+7wE4TJPIyiul4c/tDiVa6atJ51OVDbE4xmEYQsb162IvloK270jwHgXCIu10p/kAKTxkBj7nFUtwyErF617V/zXnlszkeov8W5Hty0wjtsGSM3fQEAoLplgF9oAaD5rhPJR1vxvkd91bY7FPyvwb8DAFITnpa8b3t7g+Q/8X0G817UfNcpMBBr6HQI7gPAzgnL6otdDv6adciNS11DAID1z8VOqW0zhTcvWbGkrAXt9yf7wQqZDRlgUlAedY/jZLMtZPWq/WJQ2P8nXG9u9BEucPtE/z/ZbBP0/+tWJ5aUteBks0f/V9nuYML6Vu0Xg4J19aqFM5LbuvKHALgPAal/DPHvXWu4Pn3Jo0+Pusf5d8feD0EQkYcSmVepLO1wPcbhDy0oquuVTOs5P7JnK5H9R93jkuWytOJyCYIgCGIm0G134eA532twt92FH//ppiBsd+lFK37VcMfnwSSH6zGM1R2y93/76T2UXrTyh2VM5hEU11tw+ILE2n7BguJ6i2RaWoMJgphrKJm7D1+w8AZIAFDZ1I8f/+kmuu0uyfLUzvNK6uCJvzWBINRA+7nh389VQ1nOcgBcG0YldRTcfbV7v/qFnA6l/suHgvd8eUKfEa6D3pEIjYnZMSY86fnat+4QiBx9CHlCIggFjLrHsa3qFowGLd7ZvgLJ8fMx6h7HufZBlDf24aplhHeJ1m138a7QCtcnIjl+PmzORzjxuQ1n2uywDn3Hx7tUk5bRfn9M1g0hQQSTPesW4mzboGTIr4odkxbRVfl6FNdb8OM/3ZQsxzrklj1NEygv/vGG4HdJtg6bfAgom1bEoyRbh8qmfsGHMwAYDRrsXruQ/6203aGk8wH34a/WnaIcu9cuRGvfKPbUdHvdE7d/i17DhZ67aBVsSgDc39rTQn02U7BuIc602SXn22N5qfz/qwtWoqiuF5sr5fq/9zw+VbLeaxf8PpKt8xnDd3NKPO+WVhzX2WjQIn/d5N9fabtDQXL8fP59iuu5PysJRoM2oHLzMhJwocOB1xvu8Kc6GP7eHUEQ04cSmVeNLN3YMwyTeVg2znpjj4YPQ6pG9r9q4TwwHctLRW56AuKio/jNmuNN/aj/Mo6PSU8QBEEQM4Eb/WOyob8KnmjDAAAgAElEQVQZY+5xGKs7YDRo8Nv/xq2VY+5xnLsxiPLGe7jisVaKeffqfdlyu+0uPjR5YeaiybX9mg1n2wYF+wvc2j6Cqny919peXG9BY8+wIMQ4QRDEbEbJ3N0w4TWuYkcKPz8233ViT003znwx6OXlXu08r6QOYnytCQShFtrPDf9+rhry1zEdRZfXPXGb1LAqKQZGg1byXe3PSoqY0FvTAY2J2TcmOgeY7lDexCdS9CHkCYkgFGB5yFkW7lqTwCvg46KjsHdCWL/QMWlNeNP2LQBu8mBpk+PnY38Wl5ZNEGrTAsDJ5gHknupEdcHK4DaQICR4QRcLU9EaQZizkmwdavamCTby8jISBMY5Jdk6XPvl8zAVrQEAtPY5g1qv0i1Lec89RoMG5w+uQumWpYryVeXrsS9rsu4VO1Lwbl6qwIWw0naHkrNtgwAQtBAuCTFP4cQuPary9TAaNAC4d1eVr8eJXXrBc2Kjo/BuXqrX39RUtEZ2E3k2krk0Fp8WrxW4AD2SrcPpQu/+7ym4HsnW4XrJ8/i0eC0AoLVvNKj1Kt36HG8BbzRocf5gOkq3PqcoX3XBSoGrzWN5qXjvFWH/V9ruUJGXkYBLhzL4ehoNWlQXrBS4gg2E04VpqC5YyRsy7c9KUvzuCIIIP0plXjWyNPvoloqz7nkfUCf7s/8XZibyxsNx0VF4dVMyAKC8sU9RmwmCIAgiEni/ZQC5p26jKl/vM53Fwa2VOzMm18rY6CjsfYFbKz/qdEjme79lAPbR72XL5df2taK1fT1b27/l07JDM3Jru/hQDUEQxGxF6dzN5uYd6ZPzJjvUyfYiGWrneaV1EOfxtSYQhFpoP3d69nOVkhDzFE7s1gv2aNne74nd+inpQt57JRXH8lIF5R7LS8VbxmV+cs5uaEzMvjFxps3O5/VFJOhDyBPSDOW61YnLXUN8ZzuSrcP29AVeFp3ddhc+v+PkN7+NBi12rUkQfKAvKWsBwLmwM5mHcaC2B0aDFj9bv4jvnOyEMACv08Oe+cXpXtZrFHny8GyP0aDFoQ2LJS3xlLZbDKujL3zFeWz7inPZJg5DFBcd5ZXP9g3nQi4hZp7g+qJY7rd5wlWa2rQAp8Q4XZgGo0HLv2eCCCUsZqo/I5/CzETJxVscIkwKtdcB4Bcbl+AXG+W9Csjlzcvg5j/Pkz1SKG13qAg0BrqvfLHRUXz7/ZEQ85Ts33QuwfcDP4KZ3LsSu4mVQu11AHh10xKfXjXk8vL9349Bj9J2h4rMpbHIXBqr2vDIX7xmpf2fIMSQ3B1euRtQLvOqkaWNBq1kLHXP+ww1sv/pwjTJ8oLlzZAgCGIu03zXiUtdQ7xitCRbh+2rtJJr8DWrE+WN9wBwBy52imS/5KOtALhvJpN5BAfP9cBo4LzgsYMazIMOAC/vOp75xem26DWIVTDve7bHaNDg0IbFkh59lbZbDKujL/x9a5Y33kPN3jQYDRq+jVLIrZWx0VGyz2i+y/2NTEVr+PBpXvVzcsrohaJNdX5tf/gdf81o0MiWw+4TBBF+aO6O3Lm7Zq/3twubR8XGQ2rneaV1YChZEwgiEGg/d3oPXPrb74lToaNQUzbpM+ShMTG7xoS/8jyZbn0IGSHNQJjCwhPmfuz8wXReiSCVzmQe5jffxR3PMz1L92nxWlzuGhK4NmOKAKn8nkqCorpeGA1a2Y15RsVnXwnKZ88+kq0TTA5K2x0KmJVncvx8NHQ6cKHDAZN5GGU5y5G/bqHA4pC1Rax4YGmON/Xz7VKTFlA3uRAEQRAEQRBTg+Ru3+0OFUplXjWy9M/WL4LJPIyGTodXyBZ2n6FG9pfDOsQpScmDKUEQRGAwZbMnLLz2+YOreAWwVDqTeYRXaHqvoZPpWTpT0Rpc7h4WhO5mClSp/J7K1eJ6C4wGjaRi15OKK/cF5bNnl2TrBIdflLY7VCg9ECNeKz+aCPFTlrMMu9d6r5XWITf21HSjKl/vUyHP3pHYMICVV9nUz7+vwsxEmMwjsms7KaEIIvzQ3O273aEikMOM77cM8AZgYuMtQP08r6YOStcEgiAIgiBmLmSENANhCoG21zJ5V5jt98eQe6oTl7uGeKUAS3fpUAYyl3IW6zbnI2S9146iul4vwfJm/7foeeslxEVH4brViT01XdhWdQtHsnVe16Xy/88vvubrZHM+Qu0Xgzje1I/rVqesouK61YnjTf04kq3Dq5uSERcdhVH3OE4223C8qV9w2lppu6WYqvEOUyCJFTfljX1o7RvFid16Ou1MEARBEAQxyyC5O/xyd6hg7p1PtT4QGHCx655tCobsX//lQxgNWrysJy8MBEEQgcCUuX/71xf4tehG/xhyT93Gpa4hXqHL0l06tBov6CbX4Bf/eAPF9RbvNdj2LXp+/SJio6PQfNeJPTXdMFZ3oCRb53VdKn9t+yBfJ5vzEWrbv0ZlUz+a7zpllczNd52obOpHSbYORRuXIDY6CmPucVS3DKCyqV/gKUNpu6UI1KNuIDBDAbGCvrzxHrdW7tLzhkRj7nGUN/ahJFsX1JO4LDz7qdYHAuMCdj3USn+CILyhuTuy525PVi+OQVnOMrT2jUoab6mZ59UQqjWBIAiCIIjIgoyQZiAslMCl20NYvTgGa5Y8i8ylsV4b/uy3w/UY3XYXbM5HuNn/rVSRAICf/2gxv5nuuQnPlBTi62KO/nSZIF574fpEHG/q96moaLnr9HpGXHQUXt2UjONN/fj8jpMX5pW2O9R0vJHFW/qzMBhXLSMkNBMEQRAEQcwySO6eXrk72Nx+4PIKyWYyD+MnaRpshvR7C0T2Z8ZLnxavpYMKBEEQAcJCbV3umliLFj+LF3SxXspa9ntyDf4eN20+1uCXknilqadSmCmYxdfFlOUsF67BmYtQ2dTvU8ncfHfU6xmx0VEo2rgElU39uGb1XIOVtTuSuFW6XrBWFtdbcMVjraxuGYDJPIJ381KD/mxubReG8TGZR2A0aMgIiSCmAZq7Z87cvWlFPDatiMcvNi5BbfsgiustSHj2Kcn34W+eV0Mo1wSCIAiCICIHMkKagbyxdSlM5mGUN/YB4JQEhzYsllQ4iE/v+kIurIDSjfOUBU8LfjPB/kybXTY2I6tb2jt/lbxf3tjHx4RU024xS8pa/KZRolTxVNoA4E82X+hwkBESQYSYSP5wJ4hQM9MV/wQxUyG5uw/A9Mjdwaah04Hyxj5UF6z0CtlSVNeLZ+dFecnzgcj+ngZIFFqAIAgicEq3LIXJPMKHijEaNDi0YbGkclTspcEXcmuwUm8OKQuiBb/ZGny2bRC/3y69BrO6pf3ub5L3yxvv4RcbuTVYTbvFJB9t9Zsm2N/Vnsp5ANgysVZ+NBEiraHTwSn6D61WFM5UDdzafs8rjBBTkEut7QRBhBaau2fG3C1mR3oCSi9acar1gVed/c3zagjlmkAQkQjt5xKEEBoTcwsyQpqBrEqKwUD5RnTbXfj8jhPljX0wmYdhNGjxxtal/GZ3bTsXlmF/VhK2py+A9pknsSh2Htb8oW2aWxAYStsdCo5k63C8qd9LMcR+e56oZmlH3eOC9KPucf5+IGkJgiAIgiCI8EJyd/jlbjWokaVZCDbxRnleRgKK6noFhkVqZH+Gw/UYH/zlAbrsf8f1kue9DMUIgiAIdaxKioHt7Q3otrtwzepEeeM93sNN6RbhGlzZ1I99WYnITV8AzdPcGry24otpbkFgKG33dFOSrUNlU7+XAUAsv1Zy3olYiJ/cU7cly2HKd6ZgZ+WOuccFZY9NrO0lHmu7VPgg9ru43hKQgpwgiKlBc3dkz91yiOduQPk8rwa1awJBEARBEDMXMkKawaxKisGqpBjkrl6Au0Nu7Knpgsk8zFsSvt5wBwAEp6HZhnwosDkf8acIAMA69B0A34Y0+7OScKbNjp63XlJ88ttfu6WYqnWlYdEzALzbyN7n/qwkr7QO1/eIi55UPvR/4wYAJP9wfkBpCSKSmakfieLTRra3N0z5BFK33QVjdYeid+EvbUOnAx91OmAyj2BfViL2r08M6saFr+ePucdxsYt7Nts42ZmRgC16Db/hIPX+iEmYN5CZZuEv9mLiWX/r0Heo//Ih71HlWF4qctK0XifYRt3juNTl4GWRI9k65K9b6KWUD6XHFH919dVOghBDcnf45G41BFOW9jQsUiP7A9x6+ofP7iM96Rm890oqneolCIIIImwt2p6+AH3Dbuyp6YbJPMJ/e5RetAKAwJPFWFjXYG7NKfGxBu/LSsTZtkH0/PpFxV47/LVbsm5h/B4zLOTWXfH7YO9+X1bilMp96HoseFf32doeP09xWYEoyAmCCA40d0fm3H3wXA9M5hGvNjlcjwEI5+5QzfMEESnMxn1bhsk8jAO1PbJtG3WP46plBBc6HPyBs11rEvCyXuO1XySV9idpGsn9YED53nEg+GuXmG67C9uqbgnS036wb2hcKBsXQGB9XW0fVkIg7RKP4VCNix8EpRQirLx5yYolZS1ovz8GgHMfukLkUtQTppQYdY/jZLMtZPWq/WIQNucjAJxwWv/lQwDARh9uR7enLwAAnGy28cIuAFy3OrGkrAUnmwf4a2rbHUzWPxcLgGujp0LpqoXb0Ni68of8Nf2EgF7/5UPB+7jcNQQAeD752YDSEgQRGRgNGtl7DtdjGKs7FJXjL+3Bcz0orrfwG6dn2wZhrO5AQ6dDXYUDfP5vP72H0otW/vkm8wiK6y04fMESlOcTM49uuwubK28Kwk293nAHr318x8vY4vCHFt4oA+DCQG2uvIluu0vVM40GbcjrShC+ILk7/HK3GtTI0mU5ywFw7fWcB9i6yu4D6mR/m/MRtlXdQnrSMyjd+hwZIBEEQQSJNy9bkXy0FTf6J9ei5VpfazCnUB5zj6O6ZUA23VSpbf9auAbf4tbgTSviZPPkTqzB1S0DgjW4+a4TyUdb8b5HfdW2e7rg18r2rwWGA1fYWjkRrsf29gbJfwzxb35tvyVa27s5Y2Hh2r4MAPcexyTX9mVBai1BEEqhuTuy5+6dE97hLnZN7i2Oucfx4cT7YG0GlM/zalC7JhAEoZ5uuwsHantk7ztcj3H4QwuK6nr5w1gm8zCK6npx+EOLYL4bdY9LpmV7rJ5p2bNDtR/rr11iHK7H2FZ1a0rPJGYPwRwXrDy1fV1tH1aCvzLVjuFgQ56QZiAF6xbiTJsduac6ve4dy0vl/19dsBJFdb3YXHlTshzr0HdBDxOQ9V674PeRbB02p8grQzanxPPhDo6LYkAbDVrkr1vI/1ba7lCQHD+ff5/ieu7PShIoSVclxcBo0Eq2aX9WksCLiZq0BEGEDvEHrxTMa5CnklLMu1fvK36mr7QNE96PynKWYe8LifzppIZOB4rrLVj/XKzgFFIg+Hp+t92Fs22DKMnWoTBzEZLj58PmfIQT12w42zYI65AbKQui+XelxHsUMfPwtHgfdY9jW9UtGA1avLN9BZLj52PUPY5z7YMob+zDVcsIH+qA67/DOJaXisJM7mTcdasTe2q6cKZtUOApRs6qnp1UOfpT9YoDpXVlz1bijYmYu5DcHX65Ww1qZOn8dQvR2jeKPTVdXuWI269G9v+P//wGACTrwJhpJ8gIgiAigT3rFuJs26BkyJaKHZPyZFW+HsX1Fvz4T3JrMPftEkxe/OMNwe+SbB02+TAE3rQing9rU+m1Bmuwe+3kGqS03dNNcvx8/t2L27QvK9Hn4R1fcGu7RvJd7csSegbevZat7d1e5YjfK0EQ4YHm7sieu/MyEvBRpwOlF628NyqG+H2Eap4nCCI4SO0ztN8fk9zH8aSxZxgm8zCqC1YKwtY2dDpQVNeLxh4Nv5971TLC7/HmpicgLjqKP3R3vKkf9V/G4dVNSwCo2ztWi5J2iXn3irTug/aDZzfhGBeB9PVA+rA/lJSpdAyHalyQJ6QZSObSWHxavFYQbuFItg6nC9P4QQBwQqWnkuBItg7XS57Hp8VrAQCtfaNBrVfp1ud45bzRoMX5g+ko3fqconzVBSsFYQ2O5aV6hTJQ2u5QkZeRgEuHMvh6Gg1aVBesFChTGe+9kopjeam8gsJo0OJYXireMnorU9WkJQhiemBegyp2pMhugrzfMgD76PeKyvOX9qOJk5ueBkgAsGXilBFTeAaKv+fftH0LAMhfu5A3dkqOn4/967m5tnPg2yk9n5h5WB7+HQCwa00C3yfioqOwd2L9vdAxeYqO/T83fVLYZoYRZ9rsfp/FTqocy0sNyGhDTV0Jwh8kd0+P3K0GpbJ0QsxTOLFbj+qClYK01QUrcWK33suDkVLZ39PrG0EQBBE8XtDFwlS0RhAqpyRbh5q93muwp4K3JFuHa798HqaiNQCA1j5nUOtVumUp72HHaNDg/MFVKN2yVFG+qny9IHxNxY4UvJsnXIOVtjsS4NbK1XybjAYNqvL1gvBKgfBuXioqdqTwCm6jQYOKHSn4zTaJtX2XHlX5ekHaqnw9TuzyXtsJggg9NHdH/txdszdNMG/uy0qUfR+hmucJggg+J5sHkHuqE9UFK32mY3sYYiMJ9ttzj4PtoRZmJvLhqOKio/DqpmQAQHljH582VPuxStslzvNAoZ6GmN2EYlyo7euB9GF/KC1TzRgOBeQJaYbC4gv7UzYUZiZKCrqe1oByJ3PVXgeAVzct4S1f1eTNy0hAXkaCpEGPJ0rbHSoyl8Yic2ms33omxDwl++6nktYTOlFNTIXko63Yl5Uo+dH45mWrIOZ5t92Fa1YnyhvvAeA+OHdOjFlf5QPeXoXkrjffdeJS1xAXcsygwaENi32eRhKX54tguPH94K92GA0a2XHafJd7P6aiNXz4MjmUpGXXxTHn2e/OB+pCWql9vs3JCekLRZu2i2LnAQDMD78L+PmRzJKyFuzPSpKc49+8ZMWZNjt63noJcRPj4vM7Tl5QYzGCfY0LuZjKctevW5243DWEM212GA1aHNqw2KeXE3F5vlC7hrR9xbkUZ+64GXHRUV5lnS5M88rP3H0qEbY/+MsDGA3agDfq1NSVIJRAcvf0yN0Mf+NWjSwdFx3Ft18JSmR/mlcIgiBCB78W+VEUy60DSjzeqr0OAL/YuAS/2Ci/Bsvl5ddgP8pbpe0ONUq+pV/QxeIFXaxqhbSvstWs7bEq13aCIEIPzd2RP3ermTcDmefV7sVSCDZCCbRv65vyxj6cLkyD0aBFUV2vbDqjQcvv08rdZ0jt8QLgjRk8CdV+rNJ2Ma5bub/7p8VrfbZztkDjwjehGBdq+7raPqwEpWWqGcOhgIyQCIIg5iBlOctQ3ngPv3p5qeDkjsP1GGfbBlGWswyx0VEwmUdw8JwwpqjJPMIbrwRjo6/iyn2BW19Wfkm2bto/3AHOaKeyqR/nD66SvG8dcmNPTTeq8vV+QygqTWs0aGAyj2DMPS4wRGIx2M+2DQZ06kjp89nfQ2wExfpKZVN/RPxtgk1ZznKUN/bhV1u8x8WZNjvKcpYjLjoKJvOwV6xdk3mYF1SDMi4++0oQ1oeVfyRbNy0GAcyLS3L8fDR0OnChgwu5VpazHPnrFsqeMj7ZPMB/2IjdmUpx3erE8aZ+nD+YHva6EgRBEARBEARBEARBEAQRedC+rW+UGmj8bP0imMzDaOh0eIWdYvf9YR3iDih7HjYN1X6sGsMT69B32FPTheqClX71NLMFGhe+CcW4UNvXQ3F4caplSo3hUEBGSARBEHOQH09YHzdbnYJFtdnKuTtmlr3MAOnSodV4QcdZ9tqcj/DiH2+guN4yZeGEGfiUZOtQtHEJYqOjMOYeR3XLACqb+rF9ldanwBiOkzKnWh/AaNBIemYac4+jvLEPJdk6v+9CTdqdGQkwmUdwxSN+LHsvgaLm+XOVf0z1PS5+ksa5qmYC+6VDGchcOjkust5rR1Fd75TfLzPEOZKtw6ubkr1i9W5PX+BzXIRCsGUfJOKPifLGPrT2jeLEbr2kBf3qxTEoy1mO1r5R3irf1/vhxptW0QmJYNeVIAiCIAiCIAiCIAiCIIjIg/Ztg4PRoMX5g+k41fpA4EGFXVeyJ1v/5UMYDVq8rNfw16Z7P3bUPY63//0ejswx3QeNi+CgZlxMd18PBlJjOBSQERJBEMQcZFVSDIwGDT4SWfZ+1OnAvqxEpCyIBjBp5ONwPUa33QWb83vctH0btHo03+WshpkBEsB53ynauASVTf24ZnVOq9X6jf4xmMwjqNkr7bawumUAJvMI3s1L9VuWmrRb9BoYDRoU11tQXG/hr3vGlleLmufPVbhxocWFDuG4uNDhwP6sJKQseBrApFA8OS4e4WZ/8MZFy13uI4EJ7MBkrN7jTf34/M70jouON7J4i/6GTgeK6npx1cNgzpPNKfHYnBKPVzctQW37IIrqerEg5inJD9r2+2MwmYdl3YSGuq4EQRAEQRAEQRAEQRAEQUQetG8bPG4/cHmFnjKZh/GTNA02w7cREjO8+LR4rayhxXTsx55stsFkHsZ7r8wt3QeNi+ARyLiYiboHJWM4WJAREjFlpttCkSCIwDi0YTH21HTDOuRGyoJoWIfcMJlHvMKOicOlBRNWbtrv/iZ5v7zxns947clHW/0+Yyreks5/+RAA8KNlcV73GjodqGzqx6VDq/26E1WTFuAMsd7NS0VjzzBKL1phNGiwcyJeeyB/C7XPn8tw46IL1qHvkLLgaViHvoPJPOwVHkxs6R5MWLlp7/xV8n55Yx9e3SQ/LkIVQxkQfkgA4K3lxR86UuSmJ+D1hjs41fpA0gipbmK8vbQscC9IwaorQUQqJHcTBEEQxPQQDi+8BEEQRHChuZsgZhe0bzt1GjodKG/sQ3XBSq+wU0V1vXh2XpTsvqmn8YKcQcl07Mc2dDpwvKkflw5lzEndB42LqRPIuJiJugclYziYkBESQRDEHGXN4mcBAK19TqQsiEbnwLeC6wBQ2z6IyqZ+7MtKRG76AmiefhKLYudhbcUX01LncOJwPcbZtkGUZOt4L02eMA9FuaduS+ZnBlK2tzeoSstIiHkKhZmJKMxM5K/ZnI8AAGU5y1S1Re3zS7J1qGzqx5h7XND2Mfc4f3+2smYJGxejSFnwNDoHXILrADcujjf1Y39WEranL4D2GW5crPlD27TUORwcydbheFO/l3U8+y0+JSCFr7QsTvWRbN2ULfCDUVeCIAiCIAiCIAiCIAiCICIH2redOizUlNhIIi8jAUV1vZIGFA7XY3zwlwfosv8d10ue573reDKd+7GsTbmnOiXvMwOX2Xqwj8bF1FEzLmai7kHJGA4FZIQ0B5ipE6zY8pHV35dFpFQbGzoduNDhgMk8jP1ZSdiflShr4Wcd+g71Xz7krTaP5aUiJ03rZT076h7HpS4HXm+4A4CbdPLXLZzSwFVT5qh7HFctI3y7jAYtdq1JwMt6DT/Ryb0/gmDERkehYkcKSi9akZOmRXG9BRU7UgRGJ6UXrQCA329P4a8xQxS1OFyPva7ty0rE2bZB9Pz6RUlDH3+E8kTTVyNuAMDzyc/6SRl8Dp7rgck84vVe+oa5OiXFzgvp8w0LuXnnoeux4Pn3v+Genxwf2udPJ3HRUTiWl4rXG+4gJ02LorpeHMtLFQiVbJ7+fe7kuBgN4rjYn5WEM2129Lz1UkAGOaGY7w2LngHAGcIlx8/nr7N2789K4q8dqO2ByTzsVX/WVs+0jHsTfft53dTHm5q6EkSwmW1ytycm8zAO1PbIto3Jsp/0jMjKp1LPksLzGUrkXnEdgiWjB3ISy9+3B8noBEEQoUPqcMdMQOzhV6r+JvMIDp7r8dk265Ab9bce8t5zK3akSO5pjbnHcbHLwX/vl2TrkL92IR+WXZz2imUEH3U6YDKPwGjgQodLlau2vkqQev7OjARs0WsE36pKvSQredcEQYSPuTxvq5mLfc1x4vLVpAW47xc2x+7LSsT+9fK6EyUEu640bxOe0L5t6BEbUHTbXfjDZ/eRnvQM3nslVVb+o/3Y6YPGRejxHBczra8rHcOh4AdhexJBBAHmBUQpB2p7UFTXy08QZ9rs2FZ1Cw2dDq+03XYXNlfeFLije73hDl77+I7XZHz4Qws/aQOcq7nNlTfRbXepql8gZTpcj3H4Q4ugXSbzMIrqenH4Q4vkAkAQcmxYzoU9Yp6N/vd/+KFkOusQZyAw5h5HdcuA33KNBs714I3+MT7fB3+1e6XLTV8AAKhuGRD03ea7TiQfbcX7Cp4VKv7X4N8BAKkJ0opL29sbJP+J76tNCwA7J6yqL3ZNzlXWITcudQ0BANY/F6uqLWqfr58wQqq/9ZCfd23OR7jczc0502GYFU42LOfC77GTAPLj4jsAnIB5stnmt1yjQQsAaL8/xuf74C8PvNJtnxgXJ5ttgnFx3erEkrIWnGwO/7hgfa72i0HBmnjVMgIA2Lpy8h3tWsP130se/XfUPY76iXBrrH2e9Hzte7yFqq4EQSij2+7Cgdoen2neMd3D6w13JOVTNbC5ElAv94ZCRldaV0DdtwdBEARBKKXb7sLBc77X4W67Cz/+001B+O7Si1b8quGO10GiwxcsvNIb4MKk//hP3uvlmHschy9YUFxvgcnMydIm8whfrtz+k5L6KsHheiz5/OJ6Cw5fULf/xfYoCIIgwoGSeVDpXKxGH6JWd3LwXI9gjj3bNghjdUfA3y+hrCtBMGjfdmqU5SwHwNXXc9+UjXt2H+DG6baqW0hPegalW5/zabwwnfuxA+UbJf+J789maFxMDTXjYibpHtSM4VBAnpCIiEdqcSjLWe4zfiTATQ4m8zDKcpZjb2Yib33JYjiufy6Wt1IcdY9jW9UtGA1avLN9BZLj52PUPY5z7YMob+zDVcsI72qNlXssL5UPk3Td6sSemi6caRsUWJIqRU2ZjT3DMJmHZWNTNvZoUJiZqMhzFEGkLIjmvRHty0oUWO4CQH4hie0AACAASURBVFW+HsX1Fvz4Tzcl81uH3JIndHZmJMBkHhGE/5IKIbZpRTwf+qtSFI/WaNBg99qFgTQrKHQ+4D76pxoaKhC26LnTpaUXrYINCYD7m3j+nUJxamxVUgyMBo3k32WfD29ys4WUBU/z1vv7s5K8xkV1wUoU1fVic6XcuPhO0uvGrjUJMJmHBa5hPQVYxuaUeN6tpzhOs9GgRf668I+L5Pj5fLvFddqflSRQxOdlJOBCB+eJxNMYAOC8kmxOifcqn7mJjYuWF02VephRU1eCIIRIja/2+2OyLq0Z3XYXH1KxcD0nT9icj3DicxvOtNkF86LcGO62u7Ct6haO/nRSXlAq97JrwZbR1dRV6bcHyegEQRCEHFLfdDf6x2TDajPG3OMwVnfAaNDgt/+N29Mac4/j3I1BlDfewxWvPa0RVOxI4dfL5rtO7KnpxpkvBgVekK9YRvi0O9ITEBsdxR9Mqmzqx4e3HuIXG4V7c0rqqxRODhhBVb7eSw4orregsWeYb4Pc93C33QVjdQf/3SXnWYMgCCIQAp231czFjLKcZV5zrhxK0rI6lOUsw94XEnnvcmyO9dSdqCWYdaV5mxBD+7ZTI3/dQrT2jWJPTZfXPXH9/+M/vwEAybYy2B6Hmv3YmepFPJKhcTE11IyLUOkeQjEu1IzhUECekIgZxd0JbyyrF/tXgF/o4CwUPZUAAPCynjv9xAYfAFgech4Ydq1J4CfnuOgo7J34CGBlef4/N31yA4QpVM+0eXt6UYKaMplCVyo2ped9glAK80a0R0IQyMtIQMWOyQ/fkmwdrv3yeZiK1gAAWvuckmXmZSSgKl/Pnzas2JEi+0FZumUpqvL12JeVyF+r2JGCd/PC6xpQzNm2QQCYljrERkfh3bxUr3dvKlrjNfZDBXs++xsaDRpU7EjBb7Z5G5PNRpj1foHMuDiWl8r/PpKtw/WS5/Fp8VoAXPxlKfIyElBdsJIXRI/lpcoa1JZufQ7VBSsF7juP5aWG3WWmJ3kZCbh0KIOvk9GgRXXBSknF/unCNEFb92cl4fzBdJRufU6ybLbWBattaupKEIQ8J5sHkHuqE9UFK32mu2n7FgD30c5k6eT4+dg/sbYzQ0M5HK7H2FZ1C8fyUgWbHmrk3lDI6GrqqubbgyAIgiCU8H7LAHJP3UZVvt5nOouD29PamTG5pxUbHYW9L3Dr8EceHi3Y/3d4rJebVnDrJfsGFqctzJxUTsdGR6Fo4tu+vPFeQPVVCjuQIycHiA/siHG4HsNY3YGKHSmSh6cIgiCCjdJ5UM1c3DesXB+iJi2rg6cBEsAdjAQC+34JVV0JQgzt2wZOQsxTOLFbL2gr2zc9sVsvqL9aXSPtx04vNC4CR824AGZOX59uewHyhBSBLClrwf6sJMnO+uYlqyCuYrfdhc/vOFHe2AeA6+i71iT4VFLLWdPJXb9udeJy1xDOtNlhNGhxaMNiSS8Gcs/xRSgt7FgYBLEXE/a7c8AFZHLX2r7iXMmJQxzFRUd51fF0YZrss/wpaORQU6bRoPWKyyq+TxBq2LQi3qcXncLMRP5UjificF5i8jK85yK557C0Uid9potAPQupyecrbULMU7LvXlxGoKeBgvH82crmlHifa5TcuxG7ehUjNS7knsOPiwgSXjOXxiJzaayiOkm1VQ4l8sBA+UZVnkPU1JWYu5Dc7Zvyxj6cLkyD0cDFlJfD9g3nSj8hZp7g+qJY7rd5IuSiHB/85QGMBq3XvKpG7g2FjC6FXF3VfHsQBEEQHMlHW7EvK1HyO/DNy1acbRtEz69fROzEOnzN6uQNX4wGDXb6kTflvMbKXW++68SlriEuHI1Bg0MbFvNKYX/t8Ecg35fljfdQszcNRoMGxfXy4U3l9rRio6O8nluzV2q95EIHiJXmUmlZuVOpr1KMBg1fN7n7vvjgr3YYDZo5+01LEKGA5m3fKJ0H1czFoYI9Tzyns9/MQzxBRCK0b+sbf/s/cdFRivZtA9lHUrIfq3aPN9D6zDVPSzQufBOsccEIRPfgqw6hGBfTPQbIE1IEUpazHGfa7F6xzR2uxzjTZkdZznLERUfBZB7GtqpbvCIE4Da/i+p6A47bK6bis68mQhjY+fL31HSh4rOvglK+Wm5PCL/aZ55EbfsglpS1YElZC2rbhbEXgUmlhPg6++15IppZeSbHz0dDpwMHanv4OJW+YsyfbB7AkrIWHKjt8QoTESj+yvzZ+kUA4PU3Zr/ZfYIg5gY3+scEHpMIYrbSfn9McGKDIIIByd2+GSjfqMjAnbn0FRvgsJNCci5/Ac7w6nhTPw5tWOx1L1C5NxQyur+6qvn2IAiCIDjKcpbhbNug5Dp8tm0QZTnLEBsdBZN5BMbqDoHnHZN5BMX1luCtw1fuY09NN++BwmQewZ6ablRcuR+U8gPB9vYGv4Y2gPee1sFzPUg+2or3W3zvab3fMoDko604eK7HK+SZL6wTXsrFinKl9VWKZ8hVTxo8PDTJ0XzXiUqZNZsgiMCheds3gcyD/uZipg/RPM3pQ5KPtiL5aCtq2wcxJvr2UJOW1VN8nf0We2RSQqjqShDE7IL2eAnCm9k4LsgTUgTyj6mctX6z1SkQOputXNijn6RxAuKB2h4AwKVDGchcyp12sjkfIeu9dhTV9U55s51tsh/J1uHVTcmIi47CqHscJ5ttON7Uj+3pC7AqSd5dZigt7LZV3RL8fr3hDj7pGcGJ3Xpe+cFiVV61jPDvgtVfDDu5XPHZVwIlSXljH1r7RgXlerJ6cQzKcpajtW+UPx0+1ffur0yjQYvzB9NxqvWB4EQ6u67ktDxBEELkTlTNBNq+GlMcZz3YUDz22U2kxedu+2pM1t1rIARysoCYfZDcPf2cauU8C0nJsIHKvaGQ0f3VVc23x//P3p2HRVU1fgD/IqgIbiwqCi6gCIGoBVhiimC4lLvWG/pqvZW570rkWi5v5r6j+dO3NLRSwzVTTCUTzAEVFQVJcENAWUQFQbbfHzgDwww4wAxnmPl+nqfnyZnDzJfLvfece8+55xARUZHuduXXw9IBnh/vltbDHfCGTXE93GX1RUzYF1vlc7x0wMpUTxuM92iBBsaGeJqdj4DQB1gXch/9nczLrYdFX0dKZ7NYfuoe1snd07pTdE9rqL3S2YuK6svWCLv9RDZjhyrbcl/kI/g4mMmW7NEUHwcz/PKxE7aFJcrNKCJ9vbzZTorqbDOVZkQhItXxvK1+qp6LfQKuyP3b71AcgmPSlZ7jVSk7xMUSwTHpOFXi+kW6DatK3VmJSJG23betCHXf460I3g/WbTwuKkdTxwUHIWkhJytT+DiY49crKXINzl+vpGC0uxXsLOoBKD6IUjJzcT0pEwkZObh0/5nacoTGF108SDtCgKKnm8d1s8bakPv481ZGuY15TZA+fV6yAwgoegpq/N6bcjf9vezNZEtHlOy0mOZpU+53XPnCXfbUtrLPLeltu0Z4264RxnVrgcCIZIzfexMWprWrNBBIlc+8lpipsDRFcEwaejua4W3wBguRPhE1AImouolqhJNuY7tbrIh7TxEck6Z0KTWpyrR7NdFGf1XWyl57EBHps6J62AxBV+Xr4aCrKRjl3gx2FsYAijuLi+vhF7iUoL56+Fx80UxC0o5soGg5mvEeLbAu5D7OxtWcejjSz03untaEfbFyHcwldbNthG62jTDWo6i+nLAvFpb1a5c7cEc60Cl4fMdq6RwuagfIL8kWHJNe7gCji/efIjgmvczl5Iio8njeVr9XnYuls0mVHNAFKD/HV6Sst72ZbNm4kgM9p1bh+kVTWYlIt/AeL5EiXTwuOAhJS43p2hwffB+FuNTnsLOoh7jU5wiOScMvHzvLlSs9c486ST/X8b9/K31/0fHb5R4UqoycU9canoNcLDF+7025DqSGxoZYNbgtjkebYfbBW/BxMMfQjkXrOZa1zUp2/ABFnQkAFDqmlBngbInZB29hW1ii2mYjUvaZB6+mYNHx2wpLS0gHTNWvY8gGOpGKtOnJp5qI20831cQnBSpDX35PejW2u8XZe/kRAODN1srbzupo96qrjf6qrJW59iAiImk9fB1xqdmwszBGXGo2gmPS8cvHTnLlSs/yo07Sz3X85oLS9xcdv1Puwx+qzBBbHddOJTvjAchmKio9WECZgc6W8DsUh21hiWUO7ik5AKk6OveL2gF3FJYnknZQl9UO+OVlnf1W64Yaz0ikj3je1hxl5+KycgxyscSEfbFy5/iKlG1gbIiVg9rieHQa/A7FwcfBDENciq5fKvt301RWIiqmjfd2ahJuP93Ev2vVaGr7cRCSlurYoj6AonXd7Szq4eqDTLnXASAwIhlrQ+5jtLsV+jtbwNzECE0b1EHHbyVCMmuD0k9JW5rWxkjXZnLrxCdk5AAAFvRpI3ttmqcN1obcV1hyTfrv0p+rTEXKqkrZZ5a1pISygVhEREREVD62u6tO2pZ+kp0v155+kp0ve7+0lMxc7JQkYZqnjdJljwH1tHvV0UZXJSug+rUHEREV69hcWg9nwM7CGFcfPJN7HSiqh9eF3Mco92YY4GwBs3pF9XCn5eFCMmubqZ42WBdyX2FmogayOjBd2Y+pXDYlMxc7/k7C9aRMnJ3yumymE00ra1mi8jqoUzJzsUuSjKmeNlzGh0hDeN7WnIqct6WqUrb865fWKn9uZb9fXWWJiIhI+3AQkpZqaGyIFYPaYvbBW+jjWDSt/4pBbeVues8+eAsAsGyAnew16Y3+ikrJzFV4bbS7FXZKkhA9581yb7aXRRMj5z4KjEZwTJpCJunvPdrd6pVl41OzAQDNG9aRvebQ1ARAUSPbulHdSn2udBuWLFvV36syn6nOQVBEVSV9skjXZ8y5npSJSwnP4HcoDgDg41A0pXHXNo2qfIO29HmJtFNNXm+4IqT7urQN4uNgjt6OZujapqFs2arK4r5OorDdXXXStnRK5gs0NC4+F9x/XNTutm6seGzfSSt673Wb+grvqapku1cTbXQpVbJW5NqDiIiKNTA2xPKBdvA7FIc+juaYsC8WywfayQ0gkV5nLetfXA8/VWM9PMq9GXZJkhH9ZZdKDVwRfb3r0KSo7i3dnpZuo1HuxZ3LH++ORnBMusLvKt0uJcsCRe3/5afuwcnKFCsHtZUt9aYNlHVQ301/WWdbV759QUTl43m76ipyLi6rbEXO8RUpe/vltY9Vg4pfv2gqK1F14j1e3uMleTwmeExUVi3RAahsXdsUTRssfcK6Z7vGSsvFpT4HUNQRsuVcwis/18fBHAAQce+p7Od2nE9UKNff2QIAsOVcglxj/6+4DLRYEIot5x6o+quozdCORU84nY6Vv9Eg/bc0c8myh6NSZK/FpT7HkahUAIBbq+K1hqX/HxieLNehJP3cXu2Lt72yz32SnY99L6d7Lpmhor+XKp8pfYr6r7gMuawHr6bIvU9E1SMwIhk+AVdkN1iAopuhfofi0H39JQRGJFf6s7eGPkCX1RfVEZOoygIjkvHO5khZQxwoGgAw++AtvL2uavv6lnMP4L4qQh0xiSqF7e6qsX/Z+bnv8iPZk7MJGTmydreyjsDoh1kAgLaWZV/IV6Tdq4k2ekWyVuTag4iI5HVtU7TkjHSGjLLr4aKO0afZ+QgIfXXd6ONQtBzZxftPZT+34+8khXIDXtYRAaEP5Orhc/EZsF4Yhq0qfJdIsntaEQ/lOvlPSe9pvVyWDQCGvJw56FCJ+uppdj72RxbVlwNK1JcJGTnwCbgCJytT+Hm3rPYBSNJZOM7FZ8j9XsXtAMVZOm4kv7rOJqKq43m7aipyLpaWPVWqP0T676qWPSR3/ZKNw1W4ftFUViJSL97jJZLHY0IzOBOSFrOzqCd7Knq0u5XCKLmA99tj/N6beHvdJaU/H5f6XOnovKEdLREck4YB267KXlM2cOVtu0aypRXWlloH2MfBHMM7N6nEb1U1XvZm8HEoekJdujyD1DRPG7xt10ih7OyDt+ROHEDRtiu5Pa0b1ZVtz9K/62h3K1kHElA07fOvV1KUfm7pDKqOEK3IZw7v3ARht5/gg++jFD5H1N+FSF8FRiTL1k33826Jlo2NZU/vXE/KxM7wZNngpJJTG6tq0fE7as1LVFmBEcmYffAWfBzM8UWvlrBpbCyb6eN6UiZ2SpJl9Vfl9vXb6oxLVGFsd1eNk5UpfBzMleYf7W4FJytThZ+RLnvX0LjsS9KKtHs10UavSNaKXHsQEZE8Owtj2awWo9ybKZwzNw+3x4R9sei+vqx6OFvpDLRDXCwRHJOOAduuyV5TNnClm20j2ZJm6xTqYTMM66Td9bB1o7qybVQ6/yj3ZrJOfaCovgy6mgK/Q3FyD9IARcu6dbMtri/P/PMYAJRuF6nKzCai6ozJwzpJ2wHXFd4r6+9yNVFaZ3MpNiJN4nm7aipyLva2L5ptfcK+WNkyleosqyzD5uH28n0nKp63NZWViNSH93iJ5PGY0BwOQtJy/Z0tsFOShPeVdDwMcrHEsxf5sp1/mqcNhnduguzcAryzORJht58o7QyRrpf+65UUBMekYcWgthjp2kzpgeDXqxUcmpog7PYT7JQUPXWwYlBb9HE0FzIFc0NjQ2wYZo/Tsemy/KPdrdDf2UKuY0FadtXgtjgebSa3jfo7WyjtCBnkYgmbxnWx9/Ij7JQkwcfBHEM7WiqsLw8AP4x0xMGrKa/MUBGqfqalaW2FbSDN6mVvxhstRNUkISNHNgBJ2bT0Tlamsmmn/Q7FoWe7xuyApBopISNH1hBfNbiMff3lElWzD97ivk41FtvdVSNtd5+ITpe1T3s7mmGAs2JbGoDsdyzvd6tou1cTbXRVs1b02oOIiOQNcLbALkkyPiinHpZ2kk71tMHwTk2QnZsPn4ArCLudobQzW1oPB11NQXBMOpYPtHtZDys+7OHn3RIOTeoh7M4T7JIUPem6fKBdjamHB7lYoqVZXfxy+RF2SZLh42CGIS7K72l9P6KovpRul1HuzTDA2UKhw7d0p3R1szStjQ1D7XEqNl2WVfp7edubKV2CSfq3qwl/M6KajuftqlH1XNzA2FDhXKiusisHtcXx6DS5v1N/J/NKX79oKisRqQfv8RLJ4zGhWQaFhYWFJV/YvXs3Ro4cqfNr+5H205V1JlssCBX6O+jKdqzpJu67iXodeiMwMFBj32FgYICNw+wxpKPyzj51e5qdr3Ch+HnXFnI3EZQ9KXM9KRNn4zJkNxDKujl6Lj4Dh6NSZTcSyroQVrVcadJs5SnvCZ+DV1MwYV8sDo/pgDdsyp6i+OL9pxiw7Ro2D7eX/Y5lPUFU8nVl+Uq+fmHGG5h7NF42NX7JXKVv0Cq78VzZ7aZOk/bHVstxsWl4+yodF0+y8xUGv37u0VxuwIGyc+31pEz8eStDNtigrMGtf8Vl4EhUqqyTu6xOa1XLlSbNVp7y6oiDV1Mwfu9NHB7jAteWZe/rEfeeYsC2qwh4v73sdyyrDir5urJ8JV+XzHTFnCPxcLYygV+vVnK5Sg9KULavV3a7lSfoSgom7ruJUs1otWF7nKqbPrYX2UbXP9XRHifdUN3XVUSqzjChS6wXhgn9ffVxm4sUdCUFk/bHavz6iX9Pqi76eA7heVv/1JT7thXBe7y8x1tVmr6vMHLkSDy/dgKbhrfXyOeXxmOCx0RVldNPMokzIRFpUMS9p1gxqK3oGEQaMfnXWATHFK/bvUuSjF2SZASP71hmJRcck46Pd0crvCb9HGlFqqycdIrlXz52kj0Ro2o5TQi78wQA0MpM8cmtkqTvh915orShUFmBEQ8RHJMuW0MdAJafuic3DbV028Y8ei43UEnkdquJJu+PRXBMmuzfOyVJ2ClJwskJncrZ19PwUWDpfT1N9jnF+7piOelyRr987CybvUPVcpoQdrtoX29tXv6+Ln0/7Laa9/XwZATHpGFoiRsSy/+4K7fkk3TbxjzMkmuwi9xuRKS92EYnIiIS5+L9p1g+0E50DCIiUhHP26QreI+X93hJHo8JHhOaxEFIpPVq8lPCkrtPMa5bCyHfrcoIUKLKkg5umeppg/EeLdDA2FA2M9DO8GTZMmSlSQe+lJw9KCEjB11WX8SEfbGyClxa7sKMN2TTG0pnFDoclSobJKNqOWWq+uSMqtO8S9/fJSl7uyhTctYjZVkdmtSTe/1cfAbWhdzHVE8bjHRtCutGdZGQkYPAiIdYF3If3WwbqmW76RtpI2+apw3GdbNGw5f7+vi9N7FTkiybjrM0aQOw5Cj6hIwcuK+KwPi9N2X7urScZKar7G8hHVl/JCpV1lhUtZwyVa0/VVmGqOT7OyVJZW4XZUqO/leW1aGpidzrf8VlYG3IfUzztMFIt2bF+3p4MtaG3IeHbSO1bDcifVST290VwTY6ERFpI32Z5UFy9ynGeoiph1WZEZmISFU8b2sez9ukLrzHy3u8JI/HBI8JTeMgJCINEtW5QaRpf8QWzVz0yZtWaGBsCKBohPOrRgFLL8pTMnNxPSkTCRkvcCnhmUI5HwczBMek40hUKjo0N0XH5vXxhk0DhYt6Vcvpom6lGhGHo1IBQDYACQCsG9XFSNemWBdyX25wkT5vt4r64+ZjAMAnbzVHwwrs69LGY/G+noNL95Xt6+YIjknD4Wsv/xYt6sO1ZQOFRqmq5XRR6X39iHRff9kQB17u627NsDbkvlwjW5+3GxGVjW10IiIicUR1ZBMRUeXwvE26gPd4xeM9Xu3CY0I8XT8mOAiJtJY2HSg1Ebef/jGuWwf5iutuaoSqswApU3rJMGX8vFsiOCYdi47fAVA0aGZM1+YKM/SoWk4ZVZ6kKW9Qzij3ZtglScbT7HzZQCxlnmbny8qrU+ltL/2bSBsnUtJ/l5yJqSrbTZ2evShEfcOyt506VPW4UHU0vDKlp85U5oteLREckya3fvKYrs0VRqqrWk6Zqq6NPNrdCjslSXiSnS+7IFHmyct9fbS71Su/ryJKb3vp36Ssfb3kEwlV2W7lySsohHHdOlX6DCJtwnZj9eG2JiKi0vgwSPXhtiYideC5pPpwW+u26uzP4D1e3uNVh0wN92fUqlULmS94TPCYqDnHRHn9JByERESkI8waN0Z6Vp7oGOUKjEjGupD7GOXeDAOcLWBWzwhNG9RBp+XhcuWcrEyR8HVXXE/KxNm4DCw6fgfBMenwcTCDn3dL2Xq0qpbThK6tG2KXJBlXEp+VO3jnSuIzWXltIXK7lZT2vADOFhYa/Q5Rx0VgRNEUmaPdrdDf2QLmJkX7esdvJXLlnKxM8WCRB64nZeLPWxlYdPw2gmPS4ONgji96ye/rqpTThK5tGmKnJAlXHjwrtxF75cEzWXltoantlpaVC3OzxmpOS0REREREREREpB9qSn8G7/GKJ3K7lZT6vABOGuzPsLS0RHR2gcY+Xx14TGgHbTkmyusn4SAkPVXeGoS65HpSJi4lPMPsg7cAFI0E7O1ohq5tGsLOol6VPjshI0dhNCKRSM4dOiDm4bVq+S7pLEApmbkVGintdygOAGQz8gDFMwUp42RlCicrU/R3tsDttGx88P11BMekKzwFo2q5kqr6JI1bq6L1breFJcKhqYnS7ZCSmYttYYly5cuSkplbpTzSv0npc1Ncarbs/dIqs93UKfZRFj5/7TWNfodzhw6ITo6q9M9LR8NXdF+X1jsl1wh+osK+PqCDBeJTs/HB91EIjklTqKdVLVdSVev6kvu6YzPx+7r0b6K4rz+XvV9aZbZbeW4+fA4n5w6V+wWIXmJ7nO1xIiISRzozrq7PsCCth6XX4j4OZvBxMEPXNo1gZ2Fcpc9mPUxE1YnnbZ63SfdU9b5tRfAeL+/xqoOm+zNee+017PguS2OfXxKPCR4T6lBeP0mtaklAJEBgRDLe2RwpOyECQHBMGmYfvIW3111CYERypT97y7kHcF8VoY6YRGrTw7Mnwh9kV8t3SWf12fF3kmwQ0cGrKbBeGAb/I3Gv/HnpwJin2fkICH2g8L7/kThYLwzDxftPARRNN9jGXPFCW9VymmDdqC42D7dHcEw6Zh28hetJmXLvX0/KxKyDtxAck47lA+3kGg0+DmYAIMv9NDsfO/5OKvO7yhuoJTXAuWgEfmDEQyRk5AAourmwL/IRAKCXvZmsrMjtJhWdnIUnWTno0aOHRr+nqseFdHT7jvOJssb0waspaLEgFP6HVdnXixqIT7LzseVcgsL7/ofj0GJBKCLuFf8tbJXcVFK1nCZYN6qLgPfbIzgmDTMPKN/XZx64heCYNKwY1LbUvm4OALLcT7LzseN8YpnfVd4Fi1R/6b4eniy/r19+ua+3Lx55r6ntFv4gGz08e1b5c4h0HdvjRERE4gRGJMMn4IqsIxsAgmPS4XcoDt3XV60e3hr6AF1WX1RHTCIieonnbdI31dqfwXu8vMdbRTeqoT+jR48eeJKVgxvJmh+IxGOCx4Q6lNdPwpmQSCcFRiRj9sFbsmnHbBoby9ZzvJ6UiZ2SZFlnyEhXxdlBXkW6xiKRNhk8eDAWLFiAf1Keo51l1WYWeJVBLpYIupqCdSH3sa7U2q+j3co+pjYPt8eEfbHovv6S0vfjUrNhZ2GMDzo3wS5JMgZsU5zZafnA4hHWqpbTlEEulgCACftiERyTrrTM8oF2CueZIS6WCI5Jl8u9oE9rhZ/1cTBDcEw6HL+5gFHuzeRmkCqtm20jTPW0Ufo3meppIxv4BIjfbgBw7EYaHOzbwtHRUaPfU9XjYpCLJX69koK1IfcV1jkerWR2KamA99tj/N6beHtdWfv6c9hZ1MP7nZtgpyQJA7ZdVSizYlBb2f+rWk5TpPv6+L03ERyTprTMikFtFfb1oR0tERyTJpd7QZ82Cj/r42CO4Jg0OP73b4x2t5J7kqK0t+0aYZqnjdK/yTRPG9kFAKCZ7fZPynPEJmVg8ODBlfp5q03+sgAAIABJREFUIn3B9jgREZE4gRHJ8DsUJ1tyu2VjYzQoWQ+HJ8s6uStXD99Ra14iIn3H8zbpo+ruz+A9Xt7jrYpjN1I13p/h6OiI9u3s8PuNNLzWzERj3wPwmJDiMVF5r+on4SAk0jkJGTmyDo9Vg9sqTJ/mZGUqO8hnH7yFnu0acxpS0gkuLi54q4sbfox4gK+UDGhRtw1D7XEoKkV2ATzV0wbDOzUpd2rgQS6WePYiX+FnsnPz4RNwBWG3M2BnYYw3bBogeHxHHLmeJhtQM9XTBq9b15cbTKNqOU0a5GIJlxb1EXY7A8Ex6QiOSX/lVMnShk3Q1RTZTEkjXZsp3BDw824Jq4Z1sEuSjKQnL16Zxc+7JRya1JN9ro+DGYa4WMq+T0r0dssvKMRPkemYMW+Rxr9LdlyEJ+KrvpU7LjYMs8fhqBRZZ/k0TxsM79yk3GWEpPt66Z/Jzi3AO5sjEXb7Cews6sG1ZQOcnNAJR6JSZQ3LaZ42eN2mvlyjUtVymlS0r5si7PYTnIhOl60xXN6yStJ979crKbInBor29dty5b7o1RLNG9bBTkkSElXZ13u1gkNTE9nn+jiYY2hHxX1dE9vtx/CHeKuLG1xcXCr180T6gO1xIiIicRIycmQd2SsHlVEPv3zAxe9QHOthIiLBeN4mfaWO+7YVwXu8xb8T7/FWjKw/Y67m+zPGjp+INf9diCk9rGFYy0Cj38Vjovh34jFRca/qJzEoLCwsLPnC7t27MXLkyGpbK47U70l2Pk7Hpst20NHuVvjco7ncQdJiQSgA+fUSrydl4s9bGbIDpKwd+6+4DByJSsVOSdHSQdM8bdDf2QJOVqaVKleaNFt5yts/D15Nwfi9N3F4jAtcW5a9PmPEvacYsO0qAt5vL/sdlW2X0q8ry1fydclMV8w5Eg9nKxP49Woll+tVJw2g8tuNtNvEfTdRr0NvBAYGavR7Tp8+jff69UHIRBdejJLW2ilJxuaLWYiOvQUTE82O6AeKj4s/J3XkcUFVkpCRgx4br+DosePw8vLS2PewPV7zsT3O9jhpn+pqj1PNZ2BggI3D7DGko+L5gWqGp9n5OBWbLns4Y5R7M3zetYXcAyLWC8MAAAlfd5W9dj0pE2fjMmQPh5T1UMe5+AwcjkrFLknRsjhTPW3Q38lcoZ5QtVxp0mzlKZm7tINXUzBhXywOj+mAN2zKrocv3n+KAduuYfNwe9nvqGy7lH5dWb6Sr1+Y8QbmHo2Hk5Up/LxbyuV61QMzQOW3G2mvoCspmLQ/FqW6IdRGev1U3nFB2o3nbZ63SftM2h9brf0ZvG9L2uyHC0nV1p+RlZUFR/u2mPCGCT7qYqXR7yKqLBX6SSZxJiQdNHl/rNyUYTslSdgpScLJCZ3KbPgFx6Tho8BohdeknyNtXCorJ50W7JePnfG2XaMKldOEsNtPAACtzctf+1D6ftjtJ0obz5UVGJ6M4Jg0DC1xw3L5H3flpk6TbtuYh1lyHSMitxvpBi8vL/Tp0weLT4ZjyzBb0XGIFKRn5WFFSCI2bPm/ahmABBQfF4uCw7F1ePUsN0e6aVFwAvr06aPRAUikG9geZ3uciIjEmfyr/HLZuyTJ2CVJRvD4juXUw+n4eHfpejhd9jnF9bBiOemS2L987IRuto0qVE4Twu4U1cOtzMqvh6Xvh91Rcz0c8RDBMekYUuIzl5+6J7dsuHTbxjx6LtfhLXK7EZE4PG/zvE36i/dtSdtVd3+GiYkJlq1YhcnjPsPADpYwM+FQDtI+qvSTcM/VMdKb6dM8bTCumzUaGhvKnkTeKUkuc61B6Y32kk8rJ2TkwH1VBMbvvSlr1ErLSWa6ykYlS59gPhKVKrspr2o5Zar61L/0ieXS05aWJn1/pySp3DUYSyv5lLWyrA5NTeRe/ysuA2tD7mOapw1GujWDdaO6SMjIQWB4MtaG3IeHbSO1bDciqdVr18PJ0QF7L9fH+52biI5DJJNfUIiZh2/DqUNH+Pr6Vut3S4+LXy7Xxwedm1brd5Nu+OXyQwRHp+L6gfWio5CWY3uc7XEiIhJH2kk61dMG4z1aoMHLenjCvljsDE+WLWdTmrQDteQsFAkZOeiy+iIm7IuV1cPSchdmvCGrJ6QzUxyOSpV1tqpaTpmqzuYinYlC1Xp4l6Ts7aJMydkzlGV1aFJP7vVz8RlYF3IfUz1tMNK1aXE9HPEQ60Luo5ttQ7VsNyKqmXje5nmbiPdtSVvlFxRixqH4au/P8PX1RcDG9ZhxKA7/90E7jS/LRlQRqvaTcBCSjvnj5mMAwCdvNUdDY0MARaP+XzUyXnqTPiUzF9eTMpGQkYNL958plPNxMEdwTBoOX0tFh+am6NiiPlxbNlC4+a9qOV3UrVTHxJGoVACQdXgAgHWjuhjp1gxrQ+7LdWbo83Yj9bG1tcWadesxdfIkWDeqAw9e7JGWWHryHs7fe44LQTthYFC9DWf546Iub4JQhZyLz4DfoXis27ARtracZY7Kx/a4eGyPExHprz9ii2bA+ORNKzSoQD0s7Xwtrodf4FKCsnrYDMEx6TgS9bKeaF4fb9g0UOjUVbWcLipdDx+W1sMvO7KBl/Wwa1OsC7kv10mtz9uNSF/xvC0ez9skGu/bkrZaGnxXSH+GgYEBtn+/E13cXLE0+C4W9Gldbd9NVJ6K9JMoDEKqX78+ACAnrwB1jWppJiFpjKpPHStTeokCZb7o1RLBMWlYdPw2gKKb9GO6Nld4IljVcspIn2ouT3mdAKPdrbBTkoQn2fmyjh9lnmTny8qrU+ltL/2blF7PVvrvkk9+V2W7kXbLfFGI+oZl74/qNm7cOFy9EolxP/6AH0fYo2MLrsFNYgWce4D/XUjGsd+Po3379kIylDwuAkfao2OL+kJyUM1y5cEzjNsXh8/GjMG4ceOq5TvZHq/Z2B5ne5y0U3W3x6nmMq5bB/mFhaJjUCWpOpuEMqWXnlHGz7slgmPSsej4HQBFna9jujZX6CxTtZwy0tkqylNe5+4o92bYJUnG0+x8WYe+Mk9f1sOj3Ju98vsqovS2l/5NyqqHS87oUZXtRtorv6AQxnXraOzzef1Us/G8zfM2aadnAvszeN+WtMHmvxKwQ2B/Rvv27fHrgYPo17cPLE2NMOFt62rPQFRSRftJFAYhWVhYAAAeP89Dswaauzgg7RIYUbQUwWh3K/R3toC5iRGaNqiDjt9K5Mo5WZniwSIPXE/KxJ+3MrDo+G0Ex6TBx8EcX/RqKVujWdVymtC1TUPslCThyoNn5XYWXHnwTFZeW4jcbqRZqc8L4PTy/Fpd1m/YiOSkJAz7/ijWD7FDv9fMq/X7iQAgr6AQ8367jd0RD7Fl61Z4e3sLzSM9Lob+7yg2DG3L44LKdexGGib/egv93n0P6zdsrLbvZXtcP7E9rh3YHtddItrjVDOZNW6M9Kw80TGomgVGJGNdyH2Mcm+GAc4WMKtXVA93Wh4uV87JyhQJX3fF9aRMnI3LwKLjdxAckw4fBzP4ecvXw6qU04SurRtilyQZVxKfldsJfCXxmay8thC53Uhz0rLyYG7WWGOfz+sn/cTztnbgeVt3pT0vgLOg/gzetyWR8goKMe9oPAK1oD/D29sbmzYHYNzYsbibnoMl79nCiEuzkQCV6SdRGITk5OQEAIh5mMVGew0kfeo4JTO3Qk8PzD54CwBkTwADxU8mK+NkZQonK1MM6GCB+NRsfPB9FIJj0hSeiFa1XElVXerArVXRGtDbwhLh2MxE6XZIyczFtrBEufJlScnMrVIe6d8kISNH7umBuNTnsvdLq8x2I+0W+ygLn7/2WrV+p6GhIX7euw+zZ8/C52vXYaqnNSa9bQ3j2nwqjKrHvcc5mH34Ni4nZuPwkSPo16+f6Ehyx8WYteswzdMGk7rzuCB52bkF2Hg2AWtD7mPqtKlYsWIlDKvx6S+2x2s2tsfZHiftJKI9TjWTc4cOiHl4TXQMqiTpbBIVrYf9DsUBgGxmB6B4xgllpPVEf2cL3E7LxgffX0dwTLrCTBeqliupqkvYlKyHHZqKr4elfxPFejhb9n5pldlupL1uPsqCk3MHjX1+8fXTc14/1UA8b/O8TdpJdH8G79uSCPce52DWoXit6s/47LPPYG1tjX+9Pxzx6TFYOdAWLRvXffUPEqlBVfpJFM7cZmZm6PCaI/6+80TtQUnzpE8R7zifKOu0OHg1BS0WhML/cNwrf156I/5Jdj62nEtQeN//cBxaLAhFxL2nAIqm4LS1MK50OU2wblQXAe+3R3BMGmYeuIXrSZly719PysTMA7cQHJOGFYPayjWkfRyKRlZLcz/JzseO84llfld5HUNS/Z2LRosHhhc13AEgISMH+y4/AgD0al/8JJDI7UaacyM5C0+yctCjR49q/25DQ0OsXr0GAVu2YNuFVHhvicKxG2nVnoP0y/PcAnz7x1303HQFKYYWOBd2Xisa7FIlj4vvLqTAK+AajwuSOXYjDV4B1/DdhRQEbNmC1avXVOsAJIDt8ZqO7XG2x0n7iGyPU83Tw7Mnwh9ki45BlSSdHWLH30myzuiDV1NgvTAM/kdUqYeL/vZPs/MREPpA4X3/I3GwXhiGi/eL64k25krqYRXLaYJ1o7rYPNwewTHpmHVQeT086+AtBMekY/lAu1L1sBkAyHI/zc7Hjr+Tyvyu8jr8pQZI6+GIh/L1cOTLetjeTFZW5HYjzQl/kI0enj019vm8fqrZeN7meZu0T7SW9Gfwvi1VF2l/hufGSK3sz+jXrx/OhZ1HiqEFPDdG4ts/7uJ5boHoWKTjqtpPYlBYqLjQ/fz587F/x0b8Mc5JrWGpenwUGI3gGMVK+eSETrLpL1ssCAVQ/JTzwaspGL/3Zpmf+dfU12FnUQ8R955iwLarSsusGNQWI12LRsGrWk6TXvU7Kcuh7GcW9GmDRcdvAyjeXiW38Wh3KywbYKewTUta/sddrFWyPvU0Txv49Wol+7c2bDdSv9Vn7uHwvTqIvvmP0ByJiYmYOWM6fvr5F7hYN8TI1y3Q29EcTetXfM11ImWuJWbiSFQq9kSmIQ9GmLdgISZPnow6dbT3ScSSx0VHm0YY0dkCfV7jcaFvHj7Lxe83UrHnchqu3M/Ah//6AKtWr0Hz5s2FZWJ7vGZje7wI2+OkLbSlPU41w9WrV9GxY0eETO6Mdpb1RMehSvh4dzSCY9IVXg8e31FWD1svDANQPHvFwaspmLAvtszPPDvlddhZGOPi/acYsE35TFnLB9rJ6glVy2nSq34nZTmU/cyCPq2x6PgdAMXbq+Q2HuXeDMv62ylsU7nvOnUP65TUw1M9beDn3VL2b23YbqRe/6Q8h+eGy7hy5QpcXFw09j1F108bcHIsr59qIp63i/C8TdpizZn7OHxf/PUT79uSpl1LzMThqFTsuZxaI/ozXrx4gQ0bNmDJoq9hhDz4drbAAGcLdGjOpS9JPdTYTzJJ6SCkO3fuoK2dHQ586gzXluVP7Uja50l2Pg5HpciWdJjmaYPhnZvAzqL45pmyG/SBEckKP5OdW4B3NkfK3XC/nlTUySy9iT/N0wav29SXPbUspWo5TYpLfY6w209wIjodwTFp8HEwR29HM3Rt01Bue5R08GoKfr2SInsye6RrM4XtdT0pEzslydgpSYKPgzl+GOlYbqdH6c/1cTDH0I6WGORiqVBOG7YbqU9+QSG6briKGXMXYfr06aLjAAAiIiKwYf16BP26H0+eZaKlRX20NquLhnUALidLFZWTDzzOLsTNh5nIyMqBbeuW+M+nYzB27Fg0bdpUdDyVlXdcGPK40En5hcCTF8Cd9BzcS32GRg3qY/CQoZg8ZQpcXV1Fx2N7vIZje7wY2+Mkmja2x0n7dX3THS5GD/BVn9aio1AlPM3Ox6GoFNlSPVM9bTC8UxPYlZjZTlnHa2BEssLPZOfmwyfgilxH6vWkTBy5nibrnJ3qaYPXrevLZqOQUrWcJsWlZiPsdgaCY9IRHJMOHwcz+DiYoWubRnLbo6SDV1MQdDVFNuPGSNdmCtvrelImdoYnY5ckGT4OZvh+hGO5ndmlP9fHwQxDXMqphwVvN1Kfr47fwdW8Fgj7W6LR75FePwV94sTrpxqI5+1iPG+TaPkFhfDYcA0z5mnP9RPv25I65eQD6TmFuJlcc/szHj58iK1bt2LH/23D7bv30MikLto3M4VZXQPUrd4J/UkHaKifRPkgJAAY9/kYXDtzEHtH2Vc+NRGRnvvhQhI2X8xCdOwtmJiYiI4j58WLFwgNDYVEIkFcXBzS09NRUMApHKlijI2NYW5uDmdnZ3Tv3h2Ojo6iI1UJjwv9UatWLZiZmaFt27Zwc3ODh4eH1j3lwvY4EVHVaXN7nLTX6dOn8V6/PgiZ6CK35AkREakuISMHnpuu4uix4/Dy8tL49xVdPx3AL//m9RMRUWXtlCRr7fUT79uSOuhaf0Z0dDTOnj2LqKgopKWlITubS4tTxWion6TsQUiPHj2CfVs7rHjXGv1frgFLRESqS8/KQ/dNV7Fhy/9hxIgRouMQEVENw/Y4EVHVsD1OVTFk0ADk3w7HlmG2oqMQEdVI4/bHw7CNG4IOHq6W7yu+fmqB95x4/UREVFHpWXnosfkar5+IiKiqJtUq650mTZpg0ZIl+PK3u7ibzlFzREQVkV9QiBmH4uHUoSN8fX1FxyEiohqI7XEiospje5yqavXa9QiOTsXey49ERyEiqnH2Xn6E4OhUrF67vtq+s/j66R7upudU2/cSEemC/IJCzDx8m9dPRESkFmUOQgKACRMmouMb7vjPz7fwJDu/ujIREdV4S4Pv4vy959j+/U4YGHBhYiIiqhy2x4mIKoftcaoqW1tbrFm3Hn6H4xEanyE6DhFRjREanwG/w/FYs249bG2rdzY56fXTJ7/cwlNePxERqWzpyXu8fiIiIrUpdxCSkZERgg4eQl49C3z6cyye5bDhTkT0Kpv/SsCOC8n49cBBtG/fXnQcIiKqwdgeJyKqOLbHSV3GjRuHz8aMwbj98bjyIFN0HCIirXflQSbG7Y8vOneOG1ft3y93/fTLP7x+IiJSQcC5B/gfr5+IiEiNyh2EBACNGjXCb78fR1ymEQbtuIGEDE5lSkSkTF5BIfwPx+Gbk/ewaXMAvL29RUciIiIdwPY4EZFq2B4nTVi/YSN6vtMHw76/gWM30kTHISLSWsdupGHY9zfQ850+WL9ho7AcJa+fBv8vmtdPRERlyCsohP+ReF4/ERGR2r1yEBIAtGvXDpLwi6jXzBbv/d91nIpN13QuIqIa5d7jHIz8MQZB15/g8JEj+Oyzz0RHIiIiHcL2OBFR+dgeJ00xNDTEz3v3YeyEifj855tYefoesnMLRMciItIa2bkFWHn6Hj7/+SbGTpiIn/fug6GhodBMJa+f+m+/gVOxj4XmISLSNvce5+DfgTdxgNdPRESkAQaFhYWFqhbOzMzEmM8+xZ6ffkYvBwss7tcabcyNNZmPiEirPc8twPo/72NrWBJsbW3x8979cHFxER2LiIh0FNvjRETy2B6n6vTdd99h5vRpsDAxxPx3rNHvNXPRkYiIhDp2Iw2LTyYgNSsfq9asxeeffy46kpzS10+L+rbi9RMR6TXp9dN355N5/URERJoyqUKDkKTOnDmDSRPH42ZMLPo5meP9TpZ4264R6hqpNLESEVGNdy0xE4ejUrHnciryYIR5CxZi8uTJqFOnjuhoRESkB9geJyJ9x/Y4iZKYmIiZM6bjp59/gYt1Q4x83QK9Hc3RtH5t0dGIiKrFw2e5OH4jDbsvp+JqwhN8+K8PsGr1GjRv3lx0tDIpXj9ZoJstr5+ISH9cS8zEkahU7IlM4/UTERFpWuUGIQFAXl4efv75Z2zbGoC/zoWhlgFgb9UQTU0N0YD3XfRCXkEhjGoZiI4hHLeD/sjJB9JzCnEzORMZWTmwbd0S//l0DMaOHYumTZuKjkdERHqG7fHq9ywnH/Xril1agkifsT1O2iQiIgIb1q9H0K/78eRZJlpa1Edrs7poWAfgLQL1Yx2sPfILCmHInVzvFBQCT14Ad9JzcC/1GRo1qI/BQ4Zi8pQpcHV1FR1PJeVdP3EcKZF+efQsF0304MDPyQceZxfi5kNePxERUbWq/CCkklJSUnD69GlERkYiMTERT58+VUc40nJnz56Fqakp3njjDdFRhElKSsLff/+N3r17o169eqLjkIYZGxvD3Nwczs7O6N69OxwdHUVHIiIiAsD2eHW4ffs2Ll68iDfeeANt2rQRHUdr/Pbbb+jcuTNatGghOgrpAbbHSRu9ePECoaGhkEgkiIuLQ3p6OgoKCkTH0ik3btxAVFQUevbsCUtLS9Fx9FpaWhr+/PNP+Pj4wNTUVHQcqka1atWCmZkZ2rZtCzc3N3h4eNTo2TN4/USi8PpJvMePH+PkyZMwNzdHp06dYGFhITqSxvD6iYiIBFHPICTSPwcOHMDQoUMREhKC7t27i44jTHZ2NpycnNC1a1cEBgaKjkNEREREavbixQtMmzYNW7ZswRdffIElS5bA0JAzMUgZGBggMDAQI0aMEB2FiIh0TEZGBkaPHo1jx45hzZo1mDhxouhIei8vLw9OTk7o0qULfvzxR9FxiIhqHF4/aYdLly5hxowZCAkJweDBg7F8+XK0a9dOdCwiIiJdMYmLHlOFZWVlYfr06RgxYoReD0ACikaSr1mzBnv27EFISIjoOERERESkRgkJCfDy8sKuXbuwd+9efPPNNxyAREREVA2uXbsGd3d3RERE4MyZMxyApCWMjIzw3//+F3v27EFkZKToOERERJXy+uuv4/Tp0wgKCkJMTAycnZ0xa9YsPH78WHQ0IiIincBBSFRhy5YtQ1paGlauXCk6ilYYNGgQ3n33XUyaNAl5eXmi4xARERGRGvz1119wc3NDamoqLly4gGHDhomOREREpBd++ukndO3aFc2bN0d4eDg8PDxER6IShg0bBldXV/j7+4uOQkREVCWDBg1CZGQk1qxZgx9++AH29vbYvHkz+3mIiIiqiIOQqEL++ecfrFixAgsXLoSVlZXoOFpjzZo1iI2NxcaNG0VHISIiIqIq2rBhA7y9vfHmm2/iwoULeO2110RHIiIi0nl5eXmYPn06fH198emnn+LkyZO896SFDAwMsGzZMvz+++84deqU6DhERERVYmRkhAkTJiA2NhYfffQRpk+fjo4dOyIoKEh0NCIiohqLg5CoQqZNm4Z27dphypQpoqNoFXt7e/j5+WHhwoVISkoSHYeIiIiIKuH58+cYPXo0pk2bhoULFyIoKAgNGzYUHYuIiEjnJSUloVevXti2bRt2796NtWvXonbt2qJjURm8vb3Rt29f+Pv7o7CwUHQcIiKiKmvcuDFWrlyJqKgoODs7Y9iwYfDy8sKlS5dERyMiIqpxOAiJVHbo0CH89ttv2LBhA4yMjETH0Tr+/v4wMzPD7NmzRUchIiIiogqKj4+Hh4cHjh49iiNHjmDu3LkwMDAQHYuIiEjnhYaGws3NDYmJiQgLC4Ovr6/oSKSCZcuWISIiAvv37xcdhYiISG3atWuHvXv3IjQ0FNnZ2XBzc8Onn36KxMRE0dGIiIhqDA5CIpVkZ2dj2rRp8PX1Rc+ePUXH0UomJiZYu3YtAgMDcfbsWdFxiIiIiEhFJ06cgLu7OwoLCyGRSNCvXz/RkYiIiPTC5s2b4eXlhTfeeAMXLlyAi4uL6Eikok6dOsHX1xdz5sxBXl6e6DhERERq9dZbbyE0NBQ//vgjTp48ifbt22PRokV49uyZ6GhERERaj4OQSCXLli1DSkoKli9fLjqKVhs8eDD69OmDyZMn8wYMERERkZYrLCzEf//7X7z77rvo06cPQkNDYWdnJzoWERGRznv+/Dk++ugjTJ48GfPnz8fBgwfRuHFj0bGoghYvXoy7d+9i27ZtoqMQERGpnYGBAXx9fREdHQ1/f3+sWLEC7du3x44dO1BQUCA6HhERkdbiICR6pfj4eHz77bdYuHAhrK2tRcfReuvXr0d0dDQ2b94sOgoRERERleHp06cYPnw4Fi5ciFWrViEwMBAmJiaiYxEREem8kkugHj16FPPmzeMSqDWUra0txo0bh0WLFiEzM1N0HCIiIo2oV68e5s6di/j4eAwZMgRjx46Fm5sbzpw5IzoaERGRVuIgJHqlKVOmwM7ODlOmTBEdpUawt7fHjBkzsHDhQiQlJYmOQ0RERESlREdHo0uXLjh37hz++OMPTJ06VXQkIiIivXDs2DG4ubkBACQSCfr27Ss4EVXVvHnzkJWVhTVr1oiOQkREpFGWlpbYtGkTIiMj0axZM3h5eWHo0KG4efOm6GhERERahYOQqFxHjx7FkSNHsHHjRtSuXVt0nBpj3rx5aNiwIfz9/UVHISIiIqISgoKC8Oabb6JRo0aIiIhAjx49REciIiLSeYWFhVi0aBH69++P/v37IzQ0FLa2tqJjkRpYWlpi1qxZWLFiBVJSUkTHISIi0jgnJyccO3YMx44dQ0xMDJydnTFx4kTWg0RERC9xEBKVKTs7G1OnTsWHH34ILy8v0XFqFBMTE6xevRo7d+7EuXPnRMchIiIi0nv5+fmYO3cuhg0bBl9fX4SEhHCpYSIiomrw+PFjDBw4EEuXLsWGDRvwww8/oF69eqJjkRrNmDEDJiYmWLJkiegoRERE1aZv376IjIxEQEAAgoKCYG9vj1WrVuHFixeioxEREQnFQUhUphUrViA5ORkrV64UHaVGGjZsGHx8fDBp0iTk5+eLjkNERESkt1JTU9G/f3+sWrUK27Ztw5YtW1C3bl3RsYiIiHTelStX4O7ujkuXLuHMmTOYMGGC6EikAaampliwYAG2bNmC+Ph40XGIiIiqjZGRET777DPcvHkTEydOxPz58+Hs7IygoCDR0YiIiIThICRSKj4+Ht9Ffn14AAAgAElEQVR88w3mz5/PJ8SrYN26dbhx4wYCAgJERyEiIiLSS5cvX4a7uzuioqJw9uxZfPrpp6IjERER6YU9e/bAw8MD1tbWiIiIQNeuXUVHIg0aM2YMWrVqhQULFoiOQkREVO3q16+PJUuWIDo6Gu7u7hg2bBi6deuG8+fPi45GRERU7TgIiZSaMWMGWrdujenTp4uOUqM5Ojpi+vTpmD9/Ph49eiQ6DhEREZFe+fHHH9GtWze0adMGERERcHd3Fx2JiIhI5+Xm5mLatGkYMWIExo4di5MnT6JZs2aiY5GGGRkZYenSpdi9ezciIyNFxyEiIhKiVatW2L17N0JDQ1G7dm14eHhgxIgRuHv3ruhoRERE1YaDkEjB0aNHceDAAWzcuBG1a9cWHafGmzt3Lho0aAA/Pz/RUYiIiIj0Qm5uLqZOnYpRo0Zh/PjxOHHiBJo0aSI6FhERkc5LSkpCr169sH37dvz0009YtWoVjIyMRMeiajJ8+HC4urrC399fdBQiIiKh3nrrLZw5cwb79++HRCKBo6Mj5s2bh2fPnomORkREpHEchERycnJyMH36dLz//vvo1auX6Dg6oX79+li1ahV++OEHTr1JREREpGHSzs8dO3Zgz549WLlyJTs/iYiIqsG5c+fg6uqKpKQknD9/Hv/6179ER6JqZmBggGXLluH333/HqVOnRMchIiISbsiQIYiKisLixYuxadMmtG/fHgEBAcjLyxMdjYiISGM4CInkrFixAomJiVi1apXoKDrl/fffh7e3NyZMmID8/HzRcYiIiIh0UlhYGNzc3JCYmIjQ0FB8+OGHoiMRERHphQ0bNsDLywtubm6QSCRwdnYWHYkE8fb2Rt++ffHll1+isLBQdBwiIiLh6tSpg5kzZyI2NhZDhw7FtGnT0KlTJ/z++++ioxEREWkEByGRzN27d/HNN99g7ty5aNmypeg4Omfjxo24du0avvvuO9FRiIiIiHROQEAAvLy80LlzZ0gkEri4uIiOREREpPOysrIwatQoTJ8+HQsXLsSBAwfQqFEj0bFIsG+++Qbh4eHYv3+/6ChERERaw9LSEhs3bkRUVBQcHBzQr18/9OvXD9evXxcdjYiISK04CIlkpk6dilatWmH69Omio+gkR0dHTJ8+HXPnzsWjR49ExyEiIiLSCdnZ2fj0008xceJE+Pv749ChQ2jcuLHoWERERDrv1q1b8PDwwLFjx3D06FHMnTsXBgYGomORFujcuTN8fX0xZ84cLjdDRERUSrt27fDrr7/i9OnTSE5ORqdOnTBx4kQkJiaKjkZERKQWHIREAIATJ07gwIEDWLduHerWrSs6js6aP38+TExMMGfOHNFRiIiIiGq8u3fvonv37vj1119x6NAhfPXVV6hVi5c4REREmvbbb7/B3d0dhoaGCA8PR58+fURHIi2zePFi3L17F9u2bRMdhYiISCv17NkT4eHh2Lp1K4KCgtC+fXssXboUz58/Fx2NiIioSniHnpCTk4NJkyZh+PDh6N27t+g4Oq1+/fpYtWoVduzYgfPnz4uOQ0RERFRjnTp1Cm5ubnj+/DkuXLiA/v37i45ERESk8woKCvD1119jwIABGDx4MM6dO4c2bdqIjkVayNbWFuPGjcOiRYuQmZkpOg4REZFWqlWrFj755BP8888/8Pf3x7Jly+Do6Ig9e/agsLBQdDwiIqJK4SAkwpo1a5CQkIBVq1aJjqIX/vWvf8HT0xOTJ09GQUGB6DhERERENUphYSFWrlyJ3r17w9vbG+fPn4e9vb3oWERERDrv8ePHGDhwIL755hts2rQJO3bsgLGxsehYpMXmzp2LrKwsrFmzRnQUIiIirWZiYoK5c+fi5s2beOedd/Dvf/8bHh4eCAsLEx2NiIiowjgISc/dvXsXixcvxrx589CqVSvRcfTGxo0bERkZia1bt4qOQkRERFRjPHv2DL6+vrKnA/fs2YP69euLjkVERKTzIiMj4ebmhsuXLyMkJATjxo0THYlqgCZNmmDWrFlYsWIFUlJSRMchIiLSes2bN8f27dsRHh4OY2NjeHh4YOjQofjnn39ERyMiIlIZByHpuZkzZ8La2hozZswQHUWvODk5YcqUKZg/fz5SU1NFxyEiIiLSerGxsXjrrbdw6tQpnDhxArNmzYKBgYHoWERERDrvxx9/hIeHB1q2bImLFy/izTffFB2JapAZM2bAxMQES5YsER2FiIioxnj99ddx+vRpHDp0CDExMXB2dsasWbPw+PFj0dGIiIheiYOQ9NiJEyewb98+bNiwAXXr1hUdR+8sXLgQxsbG8Pf3Fx2FiIiISKsdOXIEXbp0Qb169RAeHg5vb2/RkYiIiHRebm4upkyZgtGjR2P8+PEIDg5G06ZNRceiGsbU1BQLFizAli1bEB8fLzoOERFRjTJgwABERkZizZo1+OGHH2Bvb4/NmzcjLy9PdDQiIqIycRCSnnrx4gWmTp2KwYMHo0+fPqLj6KUGDRpg+fLl2LFjB8LDw0XHISIiItI6BQUF+OqrrzBw4EAMHToUZ8+e5RLCRERE1SAxMRFeXl743//+h59++gkrV66EkZGR6FhUQ40ZMwatWrXCggULREchIiKqcYyMjDBhwgTExsbio48+wvTp09GhQwcEBQWJjkZERKQUByHpqdWrV+Pu3btYu3at6Ch6zdfXFz169MD48eNRUFAgOg4RERGR1nj8+DEGDhyIZcuWYdOmTdi+fTuMjY1FxyIiItJ5f/31F1xdXZGSkoK///4bH3zwgehIVMMZGRlh6dKl2L17NyIjI0XHISIiqpEaN26MlStXIioqCp06dcKwYcPg5eWFS5cuiY5GREQkh4OQ9ND9+/exdOlS+Pv7o3Xr1qLj6DUDAwNs2LABly9fxvbt20XHISIiItIKV69ehbu7Oy5fvozTp09j/PjxoiMRERHphfXr18Pb2xtvvfUWLly4ACcnJ9GRSEcMHz4crq6u8Pf3Fx2FiIioRmvXrh1+/vlnhIaGIjs7G25ubvj000+RmJgoOhoREREADkLSSzNmzEDz5s3h5+cnOgoB6NChA6ZMmYIvv/wSqampouMQERERCfXTTz/Bw8MDzZs3R3h4OLp27So6EhERkc7LysrCyJEjMWPGDHz99dfYv38/GjZsKDoW6RADAwMsW7YMv//+O06dOiU6DhERUY331ltvITQ0FD/++CNOnjyJ9u3b46uvvsKzZ89ERyMiIj3HQUh65tSpU9i7dy/WrFmDunXrio5DLy1cuBC1a9fG/PnzRUchIiIiEiIvLw+zZs2Cr68vPvnkE/zxxx+wsrISHYuIiEjn/fPPP+jatSuOHz+OY8eO4csvv4SBgYHoWKSDvL290bdvX3z55ZcoLCwUHYeIiKjGMzAwgK+vL6Kjo+Hv7481a9agffv22LFjBwoKCkTHIyIiPcVBSHokNzcXEydOxODBg/Hee++JjkMlNGzYEKtWrcLWrVsRHh4uOg4RERFRtXr06BF69+6NgIAA7Nq1C+vWrUPt2rVFxyIiItJ5R44cgbu7O2rXro2IiAj4+PiIjkQ67ptvvkF4eDj2798vOgoREZHOqFevHubOnYtbt25hyJAhGDt2LNzc3HDmzBnR0YiISA9xEJIeWbt2LW7fvo3Vq1eLjkJK+Pr6olu3bpg8eTJHqBMREZHekEgkcHV1xe3bt3Hu3Dn8+9//Fh2JiIhI5xUUFGDhwoUYOHAghg4dir/++gutW7cWHYv0QOfOneHr64s5c+YgLy9PdBwiIiKdYmlpiU2bNiEyMhLNmjWDl5cXhg4diujoaNHRiIhIj3AQkp5ISEjAokWLMGfOHNja2oqOQ0oYGBhg06ZNCA8Px44dO0THISIiItK47du3o3v37nB2doZEIkHnzp1FRyIiItJ56enp6N+/P7799lts2bIF27dvh7GxsehYpEcWL16Mu3fvYtu2baKjEBFpjHR505L/AcDIkSPlXjM1NRWclHSRk5MTjh07hmPHjiEmJgYuLi6YOHEiUlJSREcjIiI9wEFIemLWrFlo2rQpZs+eLToKlcPFxQUTJkzAnDlzkJaWJjoOERERkUbk5ORg3LhxGDNmDGbOnIkjR47AwsJCdCwiIiKdsH37dty8eVPpe5cvX4abmxuuXbuGP//8E59//nk1pyMCbG1tMW7cOCxevBiZmZmi4xARaYSqD4NbWVlpOAnps759+yIyMhJbt25FUFAQ7O3tsWrVKrx48UJ0NCIi0mEchKQHTp8+jZ9++gnr16/nk201wOLFi2FoaIh58+aJjkJERESkdgkJCfD09MSePXuwf/9+LF26FIaGhqJjERER6YT9+/fjs88+Q6dOnfD48WO593bt2oVu3bqhTZs2iIiIQJcuXQSlJALmzp2LzMxMrFmzRnQUIiKNGDp06CuvdQ0NDTFnzpxqSkT6ysjICJ988glu3ryJiRMnYv78+XB2dkZQUJDoaEREpKM4CEnH5ebmYvLkyXjvvffw3nvviY5DKmjYsCGWLVuG7777DpcuXRIdh4iIiEht/vzzT7i6uiIjIwN///03hgwZIjoSERGRznj8+DHGjRsHAwMD5Ofn48MPP0RhYSFyc3MxadIkfPTRR5g4cSJOnDiBJk2aiI5Leq5JkyaYNWsWVqxYwaVhiEgnWVpawsfHp9yBSLVq1cKwYcOqMRXps/r162PJkiWIjo6Gu7s7hg0bhq5du+L8+fOioxERkY7hICQdt379ety6dQsbNmwQHYUqYPTo0fDw8MCECRNQWFgoOg4RERFRla1btw69evVCt27dcOHCBTg6OoqOREREpFNmz56NjIwM2cCj4OBgzJo1Cz179sQPP/yAX375BcuXL+cMhKQ1ZsyYARMTEyxZskR0FCIijRg1alSZ9/eNjIzQr18/NG7cuJpTkb5r1aoVdu/ejbCwMBgbG8PDwwMjRozA3bt3RUcjIiIdwUFIOiwhIQGLFi2Cn5+fyusPk3YwMDDA+vXrIZFI8P3334uOQ0RERFRpWVlZGDlyJGbOnImvv/4a+/btQ4MGDUTHIiIi0ikhISHYvn07cnNzZa8VFBRg9erVSE1NxYULFzB8+HCBCYkUmZqaYsGCBdiyZQtu374tOg4RkdoNGjQIderUUfpefn4+RowYUc2JiIq9+eabOH36NPbv3w+JRAJHR0fMmzcPz549Ex2NiIhqOA5C0mF+fn6wsLDAl19+KToKVULnzp0xceJEfPHFF3j8+LHoOEREREQVFhcXBw8PDxw/fhy//fYb5syZAwMDA9GxiIiIdEp2djb+85//oFYtxdt8tWrVQkJCQpkdoESiffbZZ2jVqhXmz58vOgoRkdqZmppi4MCBMDIyUnjP2NgYAwYMEJCKSN6QIUMQFRWFxYsXY9OmTbC3t8fmzZuRl5cnOhoREdVQHISko0JCQrBnzx6sXbsWxsbGouNQJX399dcwMDDgjRgiIiKqcY4dOwZ3d3cYGBhAIpGgd+/eoiMRERHppMWLF+PevXvIz89XeK+goAA5OTkYOHAgsrKyBKQjKl/t2rWxdOlS7N69G5GRkaLjEBGp3ciRIxXq6Nq1a2PYsGEwMTERlIpIXp06dTBz5kzExsbi/fffx/Tp09GpUyf8/vvvoqMREVENxEFIOigvLw+TJk3Cu+++i4EDB4qOQ1XQuHFjLF++HAEBAbh8+bLoOERERESvVFhYiKVLl6J///547733EBoayqWBiYiINOTKlSv49ttvy31SPTc3FzExMejfv381JiNS3fDhw+Hq6gp/f3/RUYiI1K5v374KS5Ln5uZyKTbSSpaWlli/fj2ioqLg4OCAfv36oV+/frh+/broaEREVINwEFINlp///+zde1wU9d4H8A93EAGXiyAXDRQXQcR7KXo4opvZUUnzUqJGF0sow8eSsjx64jkXj12O5Akt9TykB3tS1FB7iigNFe2IeEMQRLkkKMjCtiAKwsLzxzrj3tlZ9sbu9/169Xq1u7+Z+c04w3znO7+LBMuWLcOhQ4fkvt+6dSuuX7+Of/zjHyaqGdGn5cuXY+LEiXjjjTfQ3d3Nfn/9+nUkJCSgtLTUhLUjhBBCCHmkubkZ8+bNwwcffIAtW7Zg9+7dcHFxMXW1iJ6IRCIUFhbK/QcAlZWVct9VVVWZtqKEEGIlJBIJXnzxxR6nOrWxsYFEIsHx48fR0tJipNoRoj0bGxts2rQJ33//PY4fP85+X1ZWhunTp+Pzzz83Ye0IIaR3HB0dsXjxYjg4OLDfeXh4YMaMGSasFSGaDRs2DAcPHsTx48dRX1+PqKgoJCYm4vbt26auGiGEkD7Aplu2VQPpU65evYrw8HAAgEAgQHp6Ovr37w8+n4/k5GSkpqaauIZEXy5evIjx48dj165dWLhwIf7617+yPR3/9Kc/YePGjaauIiGEEEKs3NWrVzFv3jyIxWLs378fU6ZMMXWViJ69+eab2Lp1q1Zl6TGTEEIMLy0tDWvWrEFXV5fK3x0cHNDR0YGoqCgsXboUixYtwuDBg41cS0K099RTT0EkEuHQoUP405/+hF27dqGrqwvBwcGoqKgwdfUIIURnx48fR2xsLADp/fmVV15Benq6iWtFiHa6urqQkZGB9evXo6WlBe+++y7WrFlDnc4IIYSo8wY1QurDdu/ejZdeegkSiQQODg7o7u7GmDFjcOfOHZSUlNB8whbm9ddfR1ZWFuzs7NDQ0IDOzk7Y2Nhg1qxZ+Pbbb01dPUIIIYRYuNdeew3Tpk3Dc889p/TbgQMHkJCQgFGjRmHfvn0ICAgwQQ2Joe3btw+LFy/WWMbW1hYzZsxATk6OkWpFCCHWqbq6GiNGjMD9+/flvmcaHoWFhWHp0qVYvHgxhg0bZqJaEsLNyZMn8dJLL+HmzZvo6upCR0cHAOmIIb/99puJa0cIIbrr6uqCn58fGhoaAEj/3lHHHdLX3L9/H5988gk2bdoET09PbNq0Cc8991yPo3ISQgixOm/QdGx9WGFhIezs7ABI5xDu7OzEhQsXcO/ePXz33Xcmrh3Rp2vXrqG4uBh37txBfX09Ojs7AUh7mP/nP/8xce0IIYQQYun+/e9/44svvsDzzz+P/Px89nuJRIJ169Zh4cKFWLZsGY4fP04NkCzY7Nmze+zp2N3djZUrVxqpRoQQYr1effVVtgESM73LY489hvfeew/FxcW4evUq3n//fWqARPqEBw8e4JNPPsHcuXNRVVWF9vZ2tgESAIjFYjQ2NpqwhoQQ0ju2trZYtmwZAMDPzw/R0dEmrhEh3Lm4uOD999/HtWvXMGPGDCxduhSTJ0+WyxOp8ssvv2Dfvn1GqiUhhBBzQCMh9WHjx49HYWGh0vc2Njbo7u7G9OnT8dlnn4HP55ugdkQf7t69i7/85S/46KOPYGNjI5eAkXXz5k0EBgYauXaEEEIIsQZCoRChoaEQi8WwtbWFp6cnLl26BEdHRzz33HM4deoU0tPT8eKLL5q6qsQIli1bhq+//lptXNq/f38IhUI4OTkZuWbEGEpLS3Hy5ElcuXIFTU1NaG9vN3WVCLFKN2/exC+//AJA+jJoyJAhCAoKwoABA0xcM8vg5uaGQYMGISoqCtOmTYO3t7epq2TRDh8+jPj4eNy/fx8SiURtORo1hOiTUCjE8ePHcenSJdy+fRstLS2mrhKxAiKRCD/++CMCAgIwefJkU1eHWAEnJyd4enpi5MiRmDp1KsLCwvS6/gsXLmDNmjX4+eefMW/ePGzevFllA3gvLy80NTXhb3/7G95991291oEQQohZounY+qrOzk64urriwYMHPZa9du0aQkNDjVArom+enp4QiUQay9jY2ODAgQOYN2+ekWpFCCGEEGui2OjEwcEBUVFRaGhoQHd3Nw4ePIhx48aZuJbEWL7//nvMmjVL5W8ODg5YsmQJMjIyjFspYlB37tzB9u3b8T+7dqLq15vw6OcEvq8rPJxs4GRn6toRYp2a2zpRWn8Pwwf2wwAXe1NXx+Lc7QAaWiW4VteMrm5gSvQkrHgtEYsXL4a9PR1vfRs0aBDq6uo0lrGzs8O2bduwYsUKI9WKWKLOzk58/fXX+GJ7OvJP/wJbG2C4nzt8XO3Q38HUtSPW4lrDfQxyc4SbMwXSxPDaJYC4vRtl9a0Q32vHY4OD8OLLr2DlypUYOHCg3rZz9OhRvPPOO7h+/TpWrVqF9evXs43jDx06hPnz5wOQvsvas2cP4uPj9bZtQgghZokaIfVVFy9exJgxYzSWsbGxwZgxY5Cfnw9nZ2cj1Yzo06ZNm7Bu3TrY2tqiq6tLZRlHR0esXbsWf/7zn41cO0IIIYRYuh9//BFPPvkkFB8Z7OzsMGXKFGRlZdHoAFams7MT3t7eEIvFKn//4YcfIBAIjFwrYggPHjzA1q1b8efUD+CATjwX5Yk5I70Q4edq6qoRQohRtHd2Ib+yGfsvCfFdSROG80Pxz8+24fe//72pq2ZRGhsb8eSTT6KoqEjtSIuOjo5YtWoVPvroIyPXjliKn3/+GW+8nohrZeWYFe6JhVHeiA52h5O9ramrRgghRnHldiuOFjfiq0tN6IQ91m/YiFWrVsHR0VEv6+/s7MQXX3yBjRs3AgA++OADJCQkIDw8HDdv3mTfb9nb2yMnJwexsbF62S4hhBCzRI2Q+qqdO3di5cqVGocpfvvtt7Fp0ybY2VGr+r7s+++/x4IFC9De3o7Ozk6l321sbPD73/8ex44dM0HtCCGEEGKp7t+/j7CwMNTW1qqNOTMyMvDCCy8YuWbE1JKSkrBz506lF4VeXl6or6+n5w8LUFRUhMULn0VlZSVefcIXb/4uEC4O9JKOEGK9qprasOH7X/FTWSOef24xduzcBVdXapSpL62trYiLi8PPP/+sNu6cOXMmvv/+eyPXjPR1ra2tWPHKy/jqf7/GdL4XUp8ajMc8qbMuIcR63e/owqcnavDFL/UIDg7G1/sPIDIyUm/r/+233/DnP/8ZW7duRUhICMrLy+Xu7ba2tnBxcUFBQQFGjBiht+0SQggxK29QFrGPKigogK2t8j+fnZ0d7O3tsWvXLnz44Yf0AsACPPXUUzh79iz8/f3h4KA8NnB3dzfOnTtngpoRQgghxJJ98MEHuHXrlsZG76+99houXLhgxFoRc7BkyRKlBkiOjo5YunQpPX9YgO+++w7Rk56At6QRP78+Cu9MH0wNkAghVu8xT2fsXjIce5aOwE/fHcbvpkSjtrbW1NWyGK6urvi///s/LFy4UGW+E5A2kCWEi9raWvxuSjR++u4w9iwdgd1LhlMDJEKI1XNxsMU70wfj59dHwVvSiOhJT+C7777T2/oHDBiAjz76CKdOnUJ1dbVSTqmrqwsPHjzArFmz0NDQoLftEkIIMS+USeyjzpw5o5T4d3BwgJubG44dO4aXXnrJRDUjhhAeHo7z589j4sSJsLe3V/q9paUF169fN0HNCCGEEGKJLl26hA8//FDlKIyyOjo6MHbsWDQ1NRmpZsQcREdHw9/fX+67Bw8eYPHixSaqEdGXnTt3Ys7s2Xgm3B3/jh+OoAFOpq4SIYSYldjQATj68gjcr6/EhPFjKRejR46OjsjMzERSUhJsbGyUfr99+zbu379vgpqRvuj69euYMH4s7tdX4ujLIxAbOsDUVSKEELMSNMAJ/44fjmfC3TFn9mzs3LlTr+vPyMhQm1Pq6OjArVu38NRTT+HevXt63S4hhBDzQI2Q+qC2tjaUlJTIfefg4IDg4GCcP38eU6dONVHNiCF5eXnh+PHjWL58uVIyxsbGBoWFhSaqGSGEEEIsiUQiQUJCgtpe6AwHBwd0dXUBkManxHrY2Nhg2bJlcHR0ZL8LDAzEE088YcJakd46duwYXk9KxLoZQdg0Oxj2tsovgAkhhAABHk745sUwhLh24umnZkIsFpu6ShbD1tYWW7duxX//938r/dbd3Y1r166ZoFakrxGLxXj6qZkIce3ENy+GIcCDGlUTQogq9rY22DQ7GOtmBOH1pEQcO3ZML+stKSnB9u3blQZSkNXR0YGioiIsWrRI4wjchBBC+iblIVWI2bt8+bLcTdnOzg6xsbHYv38/3NzcTFgzYmgODg7YtWsXIiMj8dZbbwGQDl/p6OiIgoIC6n1OCCGEkF775z//icuXL7MNjGQ5ODigo6MD7u7uWLhwIZYsWYKYmBiagssKPffcc/j73/8OQHpevPDCCypHLSB9w7Vr1zD/mTi8ONEXidH+GssGbDzT4/pqP5jEafvMOrkux3X9PZHdfq24Xa8vLfWxjyV1rbhQexe5ZSLklomQHBOIGcMHYGygdeYBuBxTQ51jupxb5sjQx8eQ+9/SJsHhYiFSDlcAAJJjArEgygchXtpNuaTp31BTvfs72WHXomGY92UZ5sXNxQ8//qRy5Gqim/fffx8+Pj5ITExEd3c3uru7YWNjg5KSEkRFRZm6esSMdXZ2Yl7cXNjfb8SuF/jo76T+OYVimt7VgWIa/aGYRn8oplGtp3onRvujobUT85+Jw9lzhRg+fLj2FVdh4cKFKnNKijo6OvD999/jjTfewLZt23q1TUIIIeaFRkLqgwoKCuQSG6tXr8a3335LDZCsyOrVq3H06FG4uLjA3t4e7e3tOHNGuwcFQgghhBB1fv31V6xbt04uWWRvbw8bGxu4uLhg0aJFOHLkCIRCIXbu3InY2FhqgGSlRo8ejWHDhgGQJg6ff/55E9eI6Kq7uxsvJyzHE0EueH9GkKmrYxY+P30LEz85b+pqyPn89C0Itl1GyuEK5JaJAABpeTWYs+MKEvaWoqSu1cQ1JMQ0Vh0sZ1/WAdLrYuqnF7S6JmrF7b3atpuzHf61aCguny9AevpnvVoXUfbqq69i//79sLe3h62tLRwcHFBWVmbqahEzl57+GS6fL8C/Fg2FmzM9p1BMQ0jfYcqYBgDenxGEJ2xgI7AAACAASURBVIJc8HLCcnR3d/dqXYo5JQcHB7VlJRIJPv/8c2zatKlX2ySEEGJeqItOH5SXl4fOzk7Y29tj+/btePnll01dJWICs2bNwtmzZzFr1iz8+uuvOH36NLq6unqcOoUQQgghRJ34+Hjcv3+fjSfs7Ozw9NNPIz4+HrNnz4aLi4uJa0jMSUJCAtavX49hw4YhIiLC1NUhOvrqq69QcuUyTiSNhB2HKdj02QvYWD2qtd1Oak61ybatyuenbyE1pxrLJvhi+XhfhPu5ApD2lr58+y4WZZQgt0yEs2vGWtWUM+bUE9+c6mIpSupacbJCjNcmqx+dLbtIiNwyETbPDUH8OF8AQH6lGIsySrD7XD02zQ7RalsbZg7RuB1NBvOc8Leng7B2/Xo8//wS+Pj46LQeotr8+fORk5OD2bNn4969ezh79qypq0TMWENDAzasX48Pnw7CYJ7290OKaQyzbVUoplHNnOIIc6qLpegrMY2drQ0+nvMYfpd+GV999RWWLFmi03oA4OrVq/jtt99QVFSEy5cv49KlSzh37hxKS0tx//592NjYwNHRER0dHejq6kJ3dzfWrVuHoKAgxMfH67xdQggh5kPvjZBKS0tx8uRJXLlyBU1NTWhv730LXCJv//79AIApU6YgJycHOTk5JqmHm5sbBg0ahKioKEybNg3e3t4mqYe+CIVCHD9+HJcuXcLt27fR0tJi6ippZfTo0bh9+zY6Ojowe/Zs9O/f39RVsmqWdl0QQqzDgwcPcPr0aRQUFKCiogIikUirYZOJZblz5w5OnToFAPDx8cGQIUPg7+8PBwcH7N+/n41B1XFycoKnpydGjhyJqVOnIiwszBjVNhh6rulZa6u0R+b9+/exaNEiE9fG/Nja2oLH4yEkJAQTJkzA5MmT4ejoaOpqybl37x7eXfsW1sYMAq8f9VEyRxWNbUjNqYaAz1N6+eDmbIfoYA8cWTESc3ZcwdHiRp1fOhBiLs7XtGDfxQbsKagHAI3n9KEiIQBgbsSj5+7oYA8AwJ6Cnl/YVTW1AQBGDnLtVZ3/EO6FL8834Y/vv4ftX+zo1boMoa/mu2RFR0cjNzcX3333HcUcJtIX8l1/fP89jPRzxh/CvUxdFaICxTTE2vTFmIbXzx5rYwbh3bVv4ZlnnkG/fv10XteAAQMwdepUTJ06lf2uq6sLFRUVuHjxIoqKitjGSbdu3UJ3dzeWLl2KmTNnqr3HUP6SqNMX8i+EWBu9ZBnv3LmD7du343927UTVrzfh0c8JfF9XDHCygYZpl4mOpoZ4wMneFi4NRWhrMF09GjqA/7RKsLmuGV3dwJToSVjxWiIWL14sN12cOevs7MTXX3+NL7anI//0L7C1AYb7ucPH1Q5u6keINDtPhrqj4e4D2P96Fm2mroyVs4TrghBiPQoLC/FpWhq+OXQQzXdbEeTVH0N4TvBwsoEtejf0Mul7XCTdiBzkCn8PJzjadQKtNyApvwGJlsuLJcC19m58ubMV4nvteGxwEF58+RWsXLkSAwcONGjd9YWea7ixA/DEEHd49ruPtpJjpq6O2emCDWrbu/GtqB03G+/Cvb8rnpk3H28mJ2PcuHGmrh4AYPv27ehuu4v4cY8ZbBtMz1+mJ76Az8O8SG/ERT5KLAdslE4tXfvBJGQW1kun50gcxfaOB6QvrqZ+ekGud7A26+aKqYtivbjuy9k1Y/H+t5UI93NFSmyQ0rq0Xd+ZKjEA4M3fBait89hAN+xLCMdjns5Kv2UXCXHoYc9qdceHqdullPE4cKmBfUGoqmx+pRhHihvZlynJMYGYHe4p92+lal9VfS/7ObdMhIS9pRDweYgf5wsBn8fWPymrHACQviBU7Xmjbp8Vl+nN8VH8N9UFl2Pd0ibBsXIRW79lE3zx6iR/hHjp9u+sqmxPx0f231vA52HFpEHsC7HerFdRS5sEv1Q3I7Ownt3XjCVhGBOouZNVxhLlBs/M1D7pC0K13r4+vBPjh3m7/oV176/HkCFDjLptVSwl38VwBiAYzkNbZxfFHCZi7vmu6upq7Nz1L3zzcrjBtkExDcU06r6nmIZiGtl97esxTfy4gfjs9BVs374da9as0eu6bW1tMWzYMAwbNgwLFixgv29ubkZRURGqqqrg5aXckFRt/tIRsNF+MF9iwbq7gdoHMOv8CyHWpldPCA8ePMDWrVvx59QP4IBOPDfaC3NnRyHCr3etbUnf0t7ZhfxKMfZfvIYXX3gBf/vrn/HPz7bh97//vamrptHPP/+MN15PxLWycjwd7okv4/mIDpY28CKkt/rqdUEIsQ63b9/GW2v+C//79T6MCvTA+lg/PBnmiYH9++AbCWKWrtxuxZHiRmz9eBP+8fFHWL9hI1atWmW2vZDouYYY2p27HfihtAmZPx/BhH//G88tXoSPP/kHBg0aZNJ6fb7tMzw/msdpGjYumJcwit8xCXVVCf34cb4out2KzcduYuv8ULg526GlTYLUnCr2ZY6u6zbmvmQW3kFumQjz1NRD2/Uxn0O9NfdCVvUSZfOxm0jLq1Faf1nDfZUvnN7OvsFuT11dFOuclleDtLwa7EsIV/sipyey62W2m5s4CkdLmuTqz7y40/Rv++7RCvZlIrNMXcsDlWW5Hp+e/k256OlYA8Cqg+Xs94C0F/yegnqll9lc9kMfxyc5JrBX65VVK27HuV9bkJRVzr5o/MsfgnWagoeZ4gdQfrmrzpXb0hH9eC72bGMBANg8NwRzI7zh5qx9C+RxQW4Y7ueGXbt2ITU1lXP99YnyXcSQzDXftXPnTgz3c8PYQDeDrJ9iGopptEExDcU0lhDT2Nna4LkoHj7f9pneGyGp4+7ujujoaERHR8t9L5u/jAxwx/vTfCl/SXrE5l+OHzar/Ash1kbnRkhFRUVYvPBZVFZW4rVJfnjzd4FwcaCHWWvkZG+L2FAeYkN5qGpqwx+/q8a0adPw/HOLsWPnLri6mtfLm9bWVqx45WV89b9fYzrfCztWRansXUFIb/S164IQYj2++OILvPVfq+HVzw47n+Nj1ghPU1eJWKCRg1wxcpArVscE4tMTNVj/3rvYteNzfL3/ACIjI01dPTn0XEOMYWB/Bywd74ul433x3dUmpOZ+i+HDDuPjf2zBq6++apI6lZaW4tr1Cjz1ZJROy8v2rpcl24ObeQlzZMVI9qVgrbgdEz85j6SscrUJ9VVTAzDxk/PYe74er032x97z0p7EZ9eM7dW61dVZtt61H0xS2Rud6/b4Pi5Kvdllabs+5oUNlxcHgLS3d1peDZJjAhE/biACPJxQK25HZuEdpOXVIDrYXekFW7ifK/uSNL9SjEUZJThUJGTrwtT57Jqx7AuV8zUtmLPjCo4UN+r8wu5C7V2Urpsot13BtstIjglU+l7TeZNfKcaegnqV+6yP46Pp31Sbc0tWT8da9uVY4mR/uDnbsSMo7D73aEoOLvuh6/Fhtt/SJsG207eQllcjN1IEl/UqmvjJeQDav2DTZOQgV2yYOQRnqpq1erkrS7DtstznlMMVyC0Tsf9G2poZ6oZDWftN1giJ8l3EGMw13/XNgSzMDNWtARLFNBTTABTTMCimoZgGAGaN8MRHxy+htLQUYWHKozQZg2z+csfi4ZS/JFpTzL/894+mz78QYo10aoT03XffYfHCBRg9yBkZb0QhaAD31rzEMj3m6Yw98XwcKxdhzeHD+N2UaBw++i0CAtQPs2pMtbW1mDv7D6ipvIZ/LxuB2FCeqatErIC5XxeEEOsgkUiwdu3bSNuShtUxgXhjagCcqaEFMTAXB1u8M30wlozzxduHKxE96Ql8vT8Ls2bNMnXVANBzDTGNWSM8MW3YAPzzZC0SV65EaelVfPjhR7CzM+6cfydOnIB7PyeE+Wrujd4bzIsKYWsHSupaUSt+gAu1d3tcLsDDCRlLwtgXRKk51chYEibXk1jXdeuK6/aiQzS/vDJ0/Y8UNwIA+wIFkB7X+HEDkZZXo/IF20uP+7EvJ5jfZHutC/g85JaJcLS4ESMHuWLUoP4YG+im8cWkNlRtFwD7okjxe3XyK5sBKO/zgigfud7vgG7Hp6d/Uy56OtY/lYuUysWpmI6Ey35wOT5MWdl/AzdnOyRO9kdaXg1OVohlXthpv15FZ9eMZUcNOFQkxLxIb4wf7KbTqAHRwR6IDvbAa5P9kVlYj6Sscnj3d9B47jCjDMi+OAceTZlzrFzE6UXi40PcsSWvBGKxGB4e+jtftEH5LmIK5pLvEolEuHK1FO9PMNxUbBTT6G99XFFMQzENxTTGj2nCfPvBvZ8TTpw4YfRGSLL5y+SYALwxhfKXRHds/uWUafMvhFgjzo2Qdu7ciZWvvYb4cQPx5z8Ew95Aw7aTvi02lIdvX+mH5XvLMWH8WJw4mY9hw4aZtE7Xr1/H76ZGY4BNG759JVynAJCQ3jDH64IQYh0kEgkWL1yA7/7vW+yg0Y+ICQQNcELmUj7Wf1uJObNnY/vnn+OVV14xaZ3ouYaYkrODLd6ODULEIFesSv8Mv1ZV4ev9WUZNhF29ehXDB+reAEnblzSK0x9oS8DnITkmEKk51UiOCYSAr/xCneu6e/tiicv2vF17niJAm/Utm+CLPQX1aGmTcOq9zEwjofjcy3zeU/Co57m2dU6JDUJumYh9ySHg87Bi0iCdRwvoabtcR0pgjqXiPod4KY8Eo+/jw/Xc6ulYM/XTtpw2+8Hl+DBlw/52VuV2U3Oq8dpkf87rVRTg4YSASCfEhvLwS3Uz+6Jt2QRfTA/lYUxgf62uJUVzI7yRcrgCO87c1nh+qvt3i4v0Zl8icnlhN9zHBQBQXFyMyZMnc6t0L1C+i5iaqfNdJSUlAAD+QBedlqeYRjOKabRHMY0yimn6ZkwDAKE+/XD16lVOy/SWbP7yCxr9iOiJs4Mt3p4WhAg/V7xpovwLIdaIUyOkY8eO4fWkRKybEYSkKTSCB9EswMMJ2S+NwIv/W46nn5qJgsLzRu8JxhCLxXj6qZkIce3E/zw3Av2d6OZCTMOcrgtCiPV4c9Ub+PnHHBx8cQRG+fc3dXWIlbK3tcGmOSEYzHPC60mJCAkJQWxsrEnqQs81xFzMGuGJgy86Ij4zB2+uegOfpW8z2raFQiF4zobtUZpZWI+0vBosm+CLORFe4LnYY6CbI6I2nzPrdRtje9qub9IQd+wpqEe58J5cr2ZZwtYORG0+h+SYQKTEBulUH22E+7mi9oNJKKlrxckKMVJzqpFbJoKAz0NKbBDbi5wQrtyc7SDg8yDg83C+pgX7Ljawo4bo8qKdedkrOxKDLrguz+snTbMKhcJebZcLyncRc2HKfFdjo3QElQEuOk36oBWKaXq/PoppiDWwlJgGADxdbNm/r8bC5C8PJIzAKH+6Dol+zRrhiQMeTli61/j5F0KskdaR+bVr1zD/mTi8NNHX5Il6/w2nAQC3Urn1KtJ1Oa6a2yQ4UizED6Ui5JY1QcD3xPxR3pgWyoO7Fq3edV0+t6wJL2SWqt0/Zr1rs28AAFbHBGLBaB+EeOnWS0Qb/Z3ssGtxKOZllGJe3Fz88ONPsLc33AOhKp2dnZgXNxf29xuxKyGsTyVk6FxXzRzPdS7M4boghFiP7du3Y+eOHchcFtanGiDRPVC1nu6BzP6rYuhjoq2kKQEQtnZi/jNxOHuuEMOHDzfq9s3puYYrui5U6+m6UFRS14oZ6ZfM5poY5d8f2xeEIH7HDkSOisLKlSuNst2uri70dzTsCGAphysAQK73dUubRKtlc8tESMurQXJMINLyajAmoL/cyAG9Wbcu9L09bdc3frD0Jd2+iw1qX9jllDYBAGYMH8B+x4w2UCtul+vNXdHYxv6uq3A/V4T7uWJ2hBeqmtqwKKMEuWUijS9WhK0dOm9PW8y5UtHYJtdjvVbcrlTWkMdHH5j6CVs7NPaa57Ifuhyf0nUTexy9gct6tTE20A1jA92wfLwvTlaINZZN2FuK3DKRUj2Z862nf0d1yzPXItfzwMle2rDz7l3DTaMki/JdhmOuMY25x/qmyncx1xxzDRoCxTS9Xx/FNNqjmIZiGoapYhoA6O9oA4nEcH+LFLH5y6V8s22AFLDxDADuDcp0XY6rljYJDhcLkVsmYhtWzov0RmwoT6sR2bgsz6Uss/+qGPqYKBrl74rtzwYbPf9CiDXSKjLv7u7GywnL8USQC94XDDZ0nfq8v+ZWY232DeSWSYPm3LImJO6/hlUHyg22fEldK17ILNW43lUHytlGGQCwJa8GU9IuoKSuVat66crd2Q7/s3goLp8vQHr6Zwbdlirp6Z/h8vkC/M/ioVolCoj26FzXnamvC0KIdaisrMR/Jb+JzXODez2sOJFnjvdAXRNjpvC+YDCeCHLBywnL0d3dbbTt0nONYZnjdaFI2NqBGemXtC5vLNHBHtg8Nxj/lfwmKisrTV0dvWNeHrS0SbDt9K0ey9eK25GwtxQbZg5BSmwQNswcgoS9pSr/znFdNxeqXqDpe3s9rS/AwwkbZg7BnoJ6vHu0Qu6ZRtjagczCeqQcrsCGmUPkXujNifACAGQW3mGPW624HVmXGgAA00OVp4LpybtHKxCw8QzO17SwdXvMU3l6CubFKlOupU2Cf/2njvP2uIoOdgcApOZUye1zZuEdpbKGOD76NGmIdF/+9Z869jzMLhIiYOMZvHu0gi3HZT90OT7bTt+Se9maXylGwMYz+FzmXOWyXi7C/VzZ6VHUmfdwWpHDxY9GHmppk+DAw/1n9qOn5Y+Vy48OwHzuaXlTo3yX4ZhjTNNXYn1Lz3dRTKMexTT6QzENxTSAdcU0bP5yTjAmU/5SZ3/5sRophyvYka9yy0RIyirHqoPaxS9clte2rDnGL5ODPbB5juXmXwgxF1p1Rfjqq69QcuUyTr4eCTtbw/aU1IauPTuM0SOkpK4VuwvqsDomEPHjfRHg4YRacTu2nqjF7oI6VDTe1zgaiy7LF95swZwdRRrrlV0kRG5ZEz6MG4r4cdJWz6cqxFiUUYzdBfXYNCdE4/K9NZjnjL89PRhr16/H888vgY+Pj0G3x2hoaMCG9evx4dODMZjX89y95obO9b53rnNhquuCEGI91qx+E4IwLywaPdDUVeGM7oHc74GMDTMfw8pozQkuU7OztcEnc4Mx9bPL+Oqrr7BkyRKjbNfcnmu4outC9+uC8dGxmzrtnzEsGj0QP12/izWr38Sh7COmro5epC8IRVJWOaZ+ekHl74q9jBlbT9ZCwOdhyVhpPL9krC/OVDVj68latpe9LuvW1AMTeNQLU8DnIbdMhLC/ncWyCb7YNDtE531Rh8v6XpvsD3GbBGl5NdhTUK9UdvPcEPbZhxEd7MH25k7Lq5H7LTkmUG4EBm0tGu2DPQX1mLPjiso6MOZFeiO3TCRXbsPMIZy3x5XsPstOOSFbN1Vl9XF8tD23tBUX6Y1DRUKV9Vs+/tG/NZf90NfxEfB5eDbKR2XZntarqKfjBmg+dsxxSjlcwY7EwUiOCVRqhK/YCz02VDpdSlJWOZKyyntc3pxQvstwzD2m6QuxviXmuyimUY9iGv2jmIZiGlmWHtMAj/KXC0eb9/1C11F7jDHaT0ldK/YU1CM5JhDx4wY+ij9O1mJPQX2Pf9u5LK/LtjbMHNJjYzxjWjjaBz/dsKz8CyHmpseRkO7du4d3176FtTGD2LnNiXoXaqXDvy4Y7cMOGxng4YTlD4c7LLqleSQWrstvz7+FOTuKsG2h5mksDl6WtqCeE+HNfjclRBp47C4wfOt9AJgd4YWRfi744/vvGWV7APDH99/DSD8XzDbzlt59EZ3r+mGK64IQYh2OHz+OnJwcbBD0remm+gJzvQdWPux5OnKQeQ5brYjXzx5rYwbh3bVv4d69ewbfHj3XGJa5XheKy9xufqB1eVPYIAhATk4Ojh8/buqq6EVcpLdc0j45JhAn3xyD3MRRAIAzVcrTEmQW1mNPQT1SYoPYYdzdnO2QEhuEPQX1yCys13nd2kqJDWKnLKh7eM7oe3tc15cSG4QjK0YiOSYQgPSlyea5ITi7ZqzSyzrZZdIXhLIvbQR8HtIXhCIlNohTXRljA92QmziKrQNT74wlYXJ1iIv0ltvu5rkhRks4K+5z+oJQox0ffds6P1TlORLuJ3+f57Ifuhwf2ek7Ns8NwUdxQ5WmU+GyXn3LWBImt+1lE3yxLyFcq39HN2c7bJ0fqvPypkT5LsMx15imr8X6lpbvophGPYppDINiGopprCWmYfKXf5xhPg1U+iI2/ohSiD/GM/GH5umCuSzPpWxVk/nGL3+c4W9R+RdCzI1Ndw/zH3zyySf4x1834swq4/QWzi4S4uBl6Ugmq2MCsWC0D6akSVvRM71dFOf/Zj5ffmcCsi42IDWnip1rOy7yUUMEbeYN1zS3NkPT8pt/+hVb8mpQ+t7jckMhC1s7MOrvBVgdE4iU6eqnfuC6vP+G0/gyPgwCvifnedGZeca3LRwud5wMqfBmC57ZVYwbFRUYMsSwvQaqq6sxNCQE37wcgXFBqueZNiU61y37XOfCmNcFIcR6PDFxPKIc6vCnp8zv7wrdAw1zD2RG/tuXEME2wDV3kq5uTNpahP967wOsWbPGoNsy9nMNV3RdGDY2ZK6PH5Oi2OnYjDGagi7+9H01LncOwpn/FBh0O/Hx8bh/5Qf889lQg26HEEKsScDGM8jMzDToKI+U77LOmKYvxvrGynft3bsX8fHxRhlpghBCrMUbB8rhMvJJZGZmGnQ7T0wcj1EOt/EnI4wypkl2kRCHioTILRMhOSYQC6J82BHemPuL4ghUzOdLKeNx4FIDUnOqIeDzMC9SPn5RXE6V3o6mtfnYTaTl1aB03US24SsgjT+iNp9DckygxgZpXJbnUja/UoxFGSXYlxBuliNy/SmnGkWd/gbPvxBihd7ocSSkz7d9huejPI2SqN/8069I3H+NnS97S14N+5Cqjbe+uYHUnCoAj+bazi4Sal5Iz7Y8HNJRcS52pkX1FoUhH3u7/K3UyRDwPTnVcXv+LfhvOG2SRhnjgtww3M8du3btMvi2du7cieF+7maZkKFz3fLPdS6MeV0QQqxDUVER/lNQiGXjzW8aNroHGu4eeOW2tFe1Zz97ZBbWw3/DafhvOI3Mwno0t0l6XN4U7Gxt8FwUD59v+8zg2zLmcw1XdF0YNjasaLyPRRnF2LZwuFJvW3O0dPxA/HL2HIqKuE01RwghxDpQvsuwzDWm6YuxPuW7CCGEaMLmL8eZNn+5+dhNJGWVs9PwpeXVqJ1iUpW3s28gNacaAJBbJkJSVrnR4xdmukE3NfGH4nSEvVmeS1kmfuG5SOOXgI1npI32C+vRYgbxy9JxlH8hxFA0zkNQWlqKa9cr8NTM0QavyKkKMbbk1aidL1sbEX79sPXZULg727G9Qw5eFnJqeGCuvWH1aeQgV2yY+RjOVDUjcf81ADBq44ynhvfHoaz9SE1NNeh2vjmQhaeG9zfoNnRB57rxmPpc58JY1wUhxDp88803CPXzwFBvF1NXRQ7dA42DGeWFsTb7Bn4oFbHHzdzMGuGFj45dRGlpKcLCwgyyDWM+13BF14VhNbdJ8MH31VgdE2i2caCiYd4uCPXzwDfffIPIyEhTV4cQQoiZoXyXZpYa0zD6WqxP+S5CCCHqSPOX7ibNX+ZXipGWV4PkmEDEjxv4KH45WYs9BfVarSPczxVb54fCzdmOHfnnUBG3+MXSR/MTbLss9znlcAVyy0TscTMVaf7FnfIvhBiAxpGQTpw4Afd+Thjh28/gFTldKZ0bmHlIBaRzSL46eZDW63jpiUHswxYzLC3T84Y8MiXEAyuj/fFlfBg+jBuKxP3XcKpC97mluXp8iDuuXC2FWGy4bYpEIly5WorHh7gbbBu6onPdeEx9rnNhjOuCEGI9TuT9jPH+zqauhhK6BxoW02v8yIpI3EqdzP63beFw5JY14Xi5yLQVVGOEbz+493PCiRMnDLYNYz7XcEXXhWFtz69FblkTXnpC++NpDsb7O+NE3s+mrgYhhBAzQ/ku69VXY33KdxFCCFHHHPKX+ZXNAMA2QAIexi+T/LVex0uP+7ENaZgpx5hRlawdM0LUkRUjUfvBJPa/9AWhyC0T4ZgZxC+UfyHEMDSOhHT16lUMH2icRD0zFC3zR54R4qV9C1hmqLfe6O284X3NnAhvrM2+gR1nbhttPvHhPtJzqri4GJMnG+ZYlpSUAAD4Rjp/uaBz3TRMca5zYYzrghBiPYqvXMHKseY35RDdAw1LXZ3jIr2RuP8a517kxhTq0w9Xr1412PqN+VzDFV0XhpNdJMSWvBocWRGpl2NkTMMHuiDv4hVTV4MQQoiZoXxXzywxpgH6bqxP+S5CCCHqFF+5gtfGmDamSVMbv2jfOEof8UvAxjM9lumLoyWpq3NcpDeSsso5jxhlCMN9+iHvEuVfCNE3jSMhCYVCeDprLEIUrI4JBAClubiZz8zvhlqeK6Z3kTF7FfH6Sdu+CYWGmxO1sbERADDARWM7O9ILdK7rlzGuC0KI9RD99hv7d4XoX1+7BzLM9R4IAF4utmz8Zgj0XGN45nhdMNPxztlRBP8Np9n/GIqfzYlnPwc0iX4zdTUIIYSYGcp3GZ45xjTaMNdYn/JdhBBC1KH8pf4kP4wvWhTiD+Zzcg/xB5fle7stWeYwYpRnP3vKvxBiABr/und1dcHV0cYoFVkdE4gteTWoFbfLtTitFbcbZfuM3vaEYXoiCVsfwN35UU+fmt/aAAABA5xULqev5dV5IbMUuWVNKH3vcbn5wYWtHQCA5RP8dFqvLpzspS+A7t69a7BtMOtmtmVO6FzXz/LqmNO5zoUxrgtCiPVoa38AOxvjxHBc0D1QP8uro+4eyLzwMNd7IAC4OtpAIpH0XFBHxnyu4YquC/0sb2nsbW3Q1v7A1NUgVojpeb8VdgAAIABJREFUgcu1l62uy3HV0ibB4WIhcstEyC0TQcDnYV6kN2JDeewUCPpanuu2souEOFQkLb9sgi+Wj/dFuJ/5jUxJ+jbKd/XMUmOavhrrU76LmBLFNbpvi+IaYgzmkL9MjglEmhnEL739e8P3kcYcDa0dctf0TSb+8HDU2/JcyibsLUVumQil6ybKlWUaLC2b4KvtLhqMHeVfCDEIs3linfxwnszMc/XsH/dacTsyz9WbslqchT7845t1sUFuP44WS3sqjQnob9Dl1Zk/Sjqc3ZHiR71OmtskyLrYAACYHeGl03oJd3Su62d5dehcJ4QQ80X3QP0srw5zDzyuMJ8685nugeaJrgv9LK/KrdTJKv9T/J0Q0nf85cdqpByuYHvM5paJkJRVjlUHy/W+PJeyCXtLkZRVzpbdU1APwbbLyC6ikT+I9aCYRj/Lq0OxPiGWh+IaQkwvOtgdAJBZeEc+fim8Y8pqccbGH5cU4o8S6UiJWscvWizPpey8h1OtHVOIX5jPcyh+IcRimc04d1NCPNgeM8wc4n1RuJ8rBHxPlfuxfIKfUmtxZvh/JvnNdXltxUV64+BlIdZm38Da7Btyv62OCcSUEA+d1ku4o3OdznVCCLFWdA807D1wWigPAr4nEvdfY6ehYtA90HzRdWHY64IQwo2uPXANPVIAAJTUtWJPQT2SYwIRP24gAjycUCtux9aTtdhTUI+KxjaEeDnrZXkuZbMfjhKwYeYQLBnry/bwzS4SIimrHOMHu8n1qibEUlFMQ7E+IeaG4hqKawjpSXSwBzsaUlqfj194Kvdj2QTlkcwUR3zjsjyXsrGhPAj4PCRllSMpS77RY3JMIKKDKX4hxFKZTSMkAEiZPhj8gf1w8LIQuWVNWB0TiAWjfTAl7YKpq8bJx88MRU4pDz+UipBb1gQB3xNPhvEwJ8LbKMur82V8GLKLhOzxXT7BD7MjvOgh1QToXNfP8urQuU4IIeaL7oH6WV4Vd2c7bH02FMfLRXQP7GPoutDP8oQQy3ahVjqVz4IoH/blV4CHE5aP98WegnoU3bqr8WUdl+W5lD30cFQA2Rd1gDThDgA/X/8N8eNMP80AIcZAMY1+lleFYn1CLAvFNYSYj5TYIPB9XNgpCJNjArEgygdTP+1b8ctHcUORU9okN+2igM/DXC3jDy7La1vWzdkOW+eH4li5SG6KxzkRXtQAiRALZ1aNkADpKCZxkcp/0GTntVYcMl/dEPraltM3b1cHxI/z1SoYU1UnLsv3tC5F6o4vMT461+lcJ4QQa0X3QMPdA92d7ege2EfRdWHY2LA35QmxFNlFQrWJdaYHrGKPWObzpZTxOHCpAak51RDweZin8DdLcTlVmDKaaFq+VvwAAODj6iD3/UA3RwBAWcN9zevmsDyXssxUJbIv6mQ/F91u1VgvQiwNxTQU6xNiDBTXUFxDiD6pu78um/DoXq54Tau7xrUtp29c4g9VdeKyPJeybhS/EGKVbE1dAYb/htPw33AahTdb2O+a2yTYnn8LADDpMXdTVY0QvaJznRBCiLWieyAhyui6IIQYw+ZjN5GUVc6+WErLq+HUs/ft7BtIzakGIH05lZRVjuyHPeWNhRnqX/GlmPfDF2o9TZ/AZXkuZQV86cgALW0SubLM5z0F9RrrRYiloJiGEGIsFNdQXEOIvgRsPIOAjWdwvuZR/NLSJsHnpx/GL0MofiGEEF2YzUhIX8aH4YXMUszZUaT0m4DviWkPh3skpK+jc50QQoi1onsgIcrouiCEGFp+pRhpeTVIjglE/LiBCPBwQq24HVtP1mr9IinczxVb54fCzdkO+ZViLMoowaEiIaferMbqAWxs8yK9kVsmwrFyEXs8Wtok2PbwxQUh1oJiGkKIMVBcY1gU1xBrk7EkDAl7SzFnxxWl3wR8HjsVISGEEG7MphGSgO+JfQkROF0pxpaHLa+XT/DDpMfcMS2UB3eFVtqE9FV0rhNCCLFWdA8kRBldF4QQQ8uvbAYA9kUdAAR4OOHVSf5av6x76XE/tvd8dLAHgEfTdVi72FAeBHwekrLKkZRVzn6fHBNowloRYnwU0xBCjIHiGsOiuIZYGwGfh30J4civbGZHBVs2wReThrgjNpSnNIIYIYQQ7ZhNIyQAmBLigSkhHkiZPtjUVSHEoOhcJ4QQYq3oHkiIMrouCCGGxCTTmRd1jBAvZ63XwUzX0RsBG8/0WKYvjirg5myHj+KGIqe0CSmHKyDg8zAv0htxkd49TqVCiKWhmIYQYmgU1xgWxTXEGkUHeyA62AMpsUGmrgohhFgMW1NXgBBCCCGEEEIIIYQQTZge+C1tErnvmc899dDnsjzXbXm7OiB+nC9qP5iEjCVhiIv0Rq24HQCwYeaQHvaMEEIIIdaG4hpCCCGEWDKzGgnJHPhvOA0AuJU62cQ14YaptybMPnEpy8guEuLgZSFyy5qwfIIflk/wRbifq26VJUbVV89pQPO5qrg/zW0SHC8XseepgO+JJ8N4mBnmqdS7xVBlCSGEmJ++fB9UVFLXihnpl1TuC5d7Jpf1qroPzh/lTVNq9GF9/ZqoaLyPrIsN7DQvH8YNVRvDHSkWYm32DQDA6phALBjtgxAvF43rzy1rwguZpVofH03XDyHmIjkmEGl5NagVt8uNGsC8TDKW3o4GwPeRXr8NrR1y0yLc/K0NABDg4ai35bmUTdhbitwyEUrXTZQrW9UkLevnprlehBDd9PWYRlZP8fiRYiF+KBX1GI9rm8PSJTdMiLmguIb78hTXEGI+mFHU+uJIaS1tEhwuFiLlcAUA6d/jBVE+Kkei0zRanOK+t7RJcKxchENFQuSWiSDgS6eFVJXrUVV2XqQ3TZ1HiBmikZCshIDvqXPZFzJLkbj/GnLLmgAAuwvqMCP9ErKLhHqtIyGyuDw4NrdJsOpAudx5mlvWhLXZN/DWNzcgbO0weFlCCCHEkIStHZiRfknlb71Jtmpar7C1Q+V9MHH/Naw6UE73QWJ0JXWtmJJ2gW2ABICNy5oVevWuOlDONkACgC15NZiSdgElda0a1/9CZqnW9dF0/RBiTqKD3QEAmYV32HtGrbgdmYV3TFktzkIfvkDLutQgtx9HS6T3qDEB/fW2PJey8yK9AQCHix/lSCoa23CkuBEAMH6wG+d9JYRYj57iib/mVmNt9g2V8bgsfeawuOSRCTE2imu4L09xDSFEH1YdLGcbIAHS6TGnfqqcZ+GSp2xpk2DVwXIkZZUjt0wEAMgtEyHlcAXezpaPX4StHSrLJmWVY9VBylMSYm5oJCQLoa53CtOTZuNTQ3Qqm10k7TmzYeZjWDLOl+1hk10kROL+axg/2E1p/mVC9GnDzMewMtpfY5nj5dLeYB/GDcWcCG+4O9uhuU2C7fm12JJXg6yL7uw6DFWWEEIIMaSPjt3ssYw290wu680pbUJuWRO2LRyOuIeJSOBRHJhTykP8OF9O2yNEV81tEsxIvwQB3xN/nR2MAA8nNLdJsLewHqk5VTheLmLPU+YZ5sO4oew5eqpCjEUZxdhdUI9Nc0KU1l94swVzdhRxqpM21yUh5iA62IMdNSBNphFfXxPu5woBn6dyP5apGK1ZsZcxl+W5lI0NlfbUTTlcIZeUB4D0BaGUMyGEaKQpniipa8XugjqsjglE/HhfBHg4oVbcjq0narG7oA4VjffZUR655LC45IYJMTcU11BcQwgxvuyHIw9tnhvC5lnyK8VYlFGC3efqsWm2cp5lw8wheG2y5jzlsXIRu965Ed5wc7ZDS5sE207fQlpeDQ5camDXIc1TipC+IFQpT5mUVY6c0ibKUxJiRmgkJAvG9KT5MG5oj9MOqCt78LK0xbtsAyQAmBbKAwD8fP03A9ScEKCyUTrE68hBPU/7x5yn8TLnqbuzHVZGBwAAUnOqDF6WEEIIMZTt+bdwu/mB2t+53DO5rJcZRUb2wV72s+woM4QYWnnDPQDA/FHebOLb3dkOSx4mmJi4Tfb/50Q8OnenhHgAkI7qqmh7/i3M2VGEbQuHa12fnq4fQsxNSmwQ0heEQsCXPssnxwTi5JtjTFwr7j6KG4rNc0PY/RDwedg8NwTvz9DuhTmX5bUt6+Zsx5ZlJMcEIjdxlNI9lBBCZPUUT1yovQsAWDDah41/AjycsHyCNP4puvVo5IHe5rC45JEJMTWKa7gvT3ENIaQ3Dj2cGWeuTJ4lOliaZ9lTUC9Xlpm+UZs8JbPe+HG+7HRqbs52SHzY8Cg1p5otyzSMVJenVGw4SQgxLYONhHSqQoyjxY1sknd1TCBmR3gpteAuqWvFiRti9kGImdda9o+I7BzfuWVNeCGzFAK+J5aOH8gOD8v0yAag1FtbdnnFcqrmz+5pfwR8T6yYNIhNZOuy34oMMRf3v365DQHfU6uWn+rKMsP3Kh4j5nPRrVZgHKdq9Vl0Tpv+nFbny/gwld+rOg6GKksIIZaO7oOmuQ+eqpAeyx+Toti4TB+0Wa+A76lxm9Y+TQNdE8a9Jgp+bQGgPPy/u7Od0nKqYjjmXFbV0Cg1pwpfxodBwPdkj50mhrouCTG0uEhvlS+Plk14lAdgeter+8y1nL55uzogfpyvVnkOVXXisryhyhJibiimMd84v/Y36XQm3q6Oct8PdJN+Lrtzj/2utzksLnlkQswBxTUU1xDrll8pxpHiRrYBTHJMIGaHe6qMX05WiNnGLAI+D/MU/n7IjjSWWyZCwt5SCPjS0b+ZhnvMaDsAlEbikV1esVxsKI9tXKPt/gj4PKyYNIht5KPLfiti6qiJpr99GUtU5VmkU6KlLwjtcd1c1gtA5TET8HnsNlVh/q0IIebBII2QmIdMWVvyarAlrwb7EiLYBz9V5XLLmtgHL8UgUrY8U+7HpCgcLW7EFplhJJkHVFXLyyaVE/dfg4DvqfYhjbH5p1/l1s9se3VMIFKmD+a838ZwqkLMbrc3ZZmXT81tErmH1uY2CQBpT2JV0xlYGjqnNe+3IVy5Le3N5dnPHpmF9exoC7LDSvekovE+ANUvm4xVlhBCLAHdBzXvt6FUNN7HooxibFs4XGMyges9U9v1Lh0/ELllTcguEioNc8z8bq3omtC834ZwpqoZgLT3f3aREAcvP5o2esFoH3i7Oqhcbnv+LfZlqeKLTgaXhvHaXj+EmBMm4XxkxUiMDZQ25Gtpk2DveWnietIQd5PVjRBiWhTTaN5vQ9E2nmD2RTGeZ+KeLXk1cvulbluA5hwWlzwyIaZGcQ0hhGkoJIuZbnBfQjjbeEdVudwyEduQRTn+eFSeKZebOApHS5rkpjJkGhmpWp75jSkn4PPUNrRhbD52U279zLaTYwKREhvEeb8N7fPTt9hGXYoNsoBHeUqeizRPyYxQJDvlWk8qHo76LtvAKX6cL3LLRGrzlNRwkhDzYpBGSMxDXMFb49ihYgtvtmDOjiIcLW5kH+SYckdWRGJckDRgrBW3Y8LHhUjcf03pD9eFmrsofe9xuDvb4VSFGIsyijEj/RJWxwQqfa9q+X+fu8PWqVbcjsxz9diSV4NTFWK1D5fMQ9jqmECsjA5Qmk9btoeMtvutir5GhGHsOCPtvaLNQ7OmsvNHeSO3rAnHy0Xs8WT235rQOW26c3pG+iW5z2uzb+CHUhG2PhvaY0OkrIsNEPA92ekDTVGWEEIsAd0HjX8fbG6T4IPvq7E6JlDrIc+1uWdyWa+A74l9CRHYcea23Esg5ntjNrA3N3RNGP+aYF5yKr5cTM2pwpmqZrWx4chBrtgw8zGcqWpW+6JTW7pcl4SYg4wlYUjYW4o5O64o/Sbg8xBLzzWEWC2KafpGnN8b2uSwuOSRCTE1imsIIUxDnLNrxrL38fM1LZiz4wqOFDeyjXGYcrKNFmvF7Zj4yXkkZZUrxy+1d1G6biLcnO2QXynGoowSCLZdRnJMoNL3qpbPLKxn61Qrbkdm4R2k5dUgv1KstoFQfqUYaXk1SI4JROJkf7g526GlTYJtp28hLa9GbpQjbfdbFX2O8CbNswzBmapmtQ2yAECw7bLc55TDFcgtE2Hr/NAeGyJlXWpQ+psu4POwLyEcO87clmvsxXxvrEZYhBDtGKQREjN6zpErjRg5yBWj/PtjXJCb0kMa81nY2oGSulbUittxoeau2vW+9MQgNrEs+1DEPFgqfq9o41ND5ObPjh/viy15NRofLk9XipW2wcynvSWvBiduiNkbgLb7bWiFN1uQW9bUY+8gbcpOC+Wx0xLIvnxaHROot/r2BXROG/+cZnqsyya4gEfDdss2jFOFeUH1Y1JUj42VDFWWEEIsBd0HjX8f3J5fi9yyJnz8zNAey3K5Z3JZLyDtvaQ4PURuWROeDONhCqz34Z6uCdM+71x+ZwI7AkBPseGUEA9MCfHAymh/ZBbWI3H/NXi5Ouj0ko3r9UOIuWCSsvmVzWwP22UTfDFpiLvW0wMQQiwTxTTmHef3ljY5LC55ZELMAcU1hBBmWq6jxQ/v44P6Y2ygm9qpFR/FLw9woVZD/PK4H/s3RLZBC9M4SPF7RRtmPiYfv4wbiLS8Go0NhPIrm5W24eZsh8TJ/kjLq8HJCtn4Rbv9NrToYA9EB3vgtcnSPEtSVjm8+zuw+8iMkiTb+At4NKXdsZ7e7T0cGSo3cZTS33RpnlJ+SrbcMhEEfB41QiLEzBikEdI704OQW9YkN0e4uvm3FXuyaqJuiH1tGwKEeLnIfWZuBpqmFGPqFvbX/6j8PTWnCiuj/QFw229F+ppPHAD2X2wAADw+pOft9lTW3dkOHz8zFDmlPKzNviE337u2/26WgM7pKgDGPafV/RYX6Y3E/ddw8LJQbaAim2TpaZoMQ5UlhBBLQvfBKgDGuw9mFwmxJa8GR1ZEqj1G2qxH8Z7Jdb3ZRUKk5lQpTWHFNPro72hntaPB0DVRBcA0zzuyLxYBsL36NcWGjDkR3libfQM7ztzm3AiJ6/VDiLlhEsWyw/kTQgjFNFUAzDfO7w1tc1hc8siEmAuKawixbimxQcgtE7GNXQR8HlZMGqSyEYriVGeaqLs3a9u4McTLWe4zE7/sKajHptmq4xembmF/O6vy99Scarw2WRq/cNlvRcxUlpro0phpboQ3Ug5XYMeZ22w91K0nLtIbSVnlOFSk4d2eTAMkxfhFmqesVpoCjmncZM15SkLMkUEaIYX7ueJW6mSU1LXixA0xUnOqkFvWBAHfE+9MD2L/cGQWSofSXT7BD7MjvODZzx4D3Rwx6u8FhqiWwWm734YkbO3A7oI6rI4J7PHBXtuy3q4OiB/nKzefZq24HYC0Za81oHPadOe0OoqjMgDSc/pfv9xGcd09nEoeo5S0MkZZQgixRHQfNO59kBl9cs6OIpW/My8+tG2gztwzua5X3dRV2jQItnR0TRg/NlwdE4gteTVKzy3MZ1WxoSIuZRXp+7okhBBCzAHFNOYd5zPxT3ObRC4Gam6TsL8r4prv0jaPTAghhJiLcD9X1H4wCSV1rThZIUZqTjU7Gk5KrHz8kpZXg2UTfDEnwgs8F2n8ErX5nIn3QDfa7rcxubF5FlEPJR9RVVbY2oF//adOum9vjlFq0AVA7dRv2jRuIoQYn0EaITHC/VwR7ueKOSO9UNnYhkUZxcgta2IfpNZm3wAAuR4szEOUIdSK29mWpwBQ0XgfgOapxZZP8MPugjp2vnJt9LTfqugrWV3d1AYAGBPYXy9lX8gsRW5Zk9L+VzZKlx3k7tib6vY5dE4b75xWd+4xx3P5BD+58iV1rfj7TzcR4dcPHz8zVGOPMkOVJYQQS0f3QePHdtrges/UF10aclgauiaMd03wB/YDoLyPqs5zddeEsLVDqSwhpHeYHrXGngJA33LLREjYW6p2P1raJDhWLsKhIiGb6BfweZgZ5qn0jNjSJsHhYiFSDlcAAJJjArEgykdlIl3VeudFevc4nUxP9SWEK4ppzDPOZ+IfYesDuDs/akxU85s0LxswwEmuPNccFpc8MiGWzppimsPF0rijp9iDa1kuMU1FYxuyLjWwo8BsnhuiMq4iRBPmPj47wgtVTW1YlFGC3DIRe/4z8bjsKEQtRo1fpPfZZA3xy7IJvthTUI/SdRO1HnGpp/1WWbde/m1L2FuK3DKRUj2ZPMuyCb49lmWOvWxZQBq/bD52E+F+rvgoTvd3cFwaQhFCDM/WECt990gF/DecRuHNFgDSIeeCVSRbGMyDZHObBNvzaw1RJQBA5rl6dgSfWnE7sh4ONztZw1B1syO8AEjn62b+mALAqQox/Decxvb8W+x3XPfbEErv3AMADPXueaQWbcrOHyVtNXqkWMh+V9F4H0eLGwEA4we7qVzO0tA5bfxzmjn3jpfLBw7MZ2Y/AOm+z0i/hAi/fkiZPlhjkGKosoQQYsnoPmjc++Ct1Mkq/1P8naHtPZPrepkRL09ViOVeMmUXCeV+t0Z0TRg/NmSeOzLP1cudj8x5Pn34APY7Vc8wzW0S9njIxpHa4nr9EEL6jpK6ViTsLVX7e0ubBKsOliMpq5xNbOeWiZByuAJvZ9+Q+9sJAKsOlrMvPADpFAtTP72AkrpWuXLC1g6V603KKseqg+VK69W2voRwQTGNecf5oT7SnG3WxQa548HkZccEPGo8pEsOi0semRBi/rSJEf7yYzVSDleojD10Lcs1pimpa8XUTy/ITZHFxFWGbCBCLMe7RysQsPEMztc8uo8/5qkpfpE2Bmppk2Db6Vtqy/VWZuEd+fjlkjR+iQ52V7vMnIfxy7bTt+SulfxKMQI2nsHnMvXlut/6NO/hCEOHZfIsLW0SHHi4j3Nk8ixM2WMKeUrm8xyFd3uCbZcR7ueKlNggjfHLhplDAEiPTYvKPOUQ7jtGCDEYg4yEtHC0D3YX1KkcWvbDuKHs/29bOByJ+69hStoFleupaLyv92mPJnxcKPd5dUygxvm+p4R4sEPfKs57LuB7YsFoH/aztvttSEW3pEktd+ee/2m1KTstlAcB3xNrs2+wvZ4Y2xYOl2vVa8nonDb+Oc2ce4n7r7HDVTMU9/Hn678BgMp9YjBJHEOVJYQQS0b3QdPFdtrgcs/kYsFoH5ypasaijGKl3xSPlbWha8L410SAhxN7PBXruXyCHwR8T/ZzXKQ3Dl4WqnyG6c01QQixPOdrWjBnxxWNZY6VS3v/b54bgrkR3nBztmNfYKTl1eDApQa8NtkfgDQBzpRlprTPrxRjUUYJdp+rl+uFnVPahNwyEdIXhMpNG5BdJERSVjlySpvYdXCpLyFcUExj3nF+uJ8rBHxPlfu0fIKf3LQruuSwuOSRCSHmTZsYoaSuFXsK6pEcE4j4cQMR4OGEWnE7tp6sxZ6CelQ0trEjN3IpyyWmaWmTQLDtMgR8Hv7yh2AEeDihpU2CvefrkZpTjWPlIppOifRo0Wgf7CmoV3nOb577KN5OXxCKpKxyTP1UXfzSpnK00t6Y+Ml5uc/JMYGI1tCIOjrYA8kxgUjLq5FrmAcAAj4Pz0Y9il+03W9DiIv0xqEi6Wivsh0uAOV9jA2VjhqblFXOTqGmriwTv6jafwYzitOzUUyeskSpjOKxIoSYnkGeMMYFueHHpCgcLW5kH3pWxwRiTGB/peTw3QcSNjG8OiYQC0b7oK2jCzPSL+FMVbNeH2BTpg+Gu7M9UnOqIOB7YsWkQVoloFOmDwZ/YD+cqWrG7oI6ANIHUsXhIbXdb0Ni6qdNbxdtyro72+HjZ4Yip5Qn9+80O8LLJPOLmgqd08Y/p92d7bD12VAcLxfh4GUhcsuasHyCH2ZHeCnto+LLJU0MVZYQQiwZ3QdNF9tpg8s9kwtvVwel9Qr4npg/yhvTQnlaT3NhieiaMM01ERfpjcABTth/sQG7C+rY81FVkvrL+DBkFwn1ek0QQizL56dvITWnmn05oc6hhz1rZRsEuTnbIXGyP9LyapCaU802QmLKzo149HeJSbLvKZBvhMQk7xX/hsVFeiMpSzqakuw2ta0vIVxQTGPecT4ANi/7Q6mIjcefDONhToT83w5dclhc8siEEPOlbYxwofYuAGBBlA/buTzAwwnLx0ungyq6dZdtkMGlLJeYplwoHYFtXqQ3u143ZzssGeuL1JxqHCoSUiMk0qOxgW7ITRyFoyVNbMOV5JhAjAnoDwGfx5Zj4hfFaZLbOqSN4c5UifXaCCklNggeznZIzamGgM/DikmDNDZAkl2O7+OCM9XN2FNQD0D1FIXa7rehZCyR5lmYaReXTfDFnAgvpX10c7bD1vmhclM0qiur2KBJE29XB6X1ajudNSHE+Gy6u7u71f0YHx+P+1d+wGcLhhuzTnrnv+E0ABqxxJz4bziNzMxMLFmyxCDr37t3L+Lj4y3235zOactk6OuCEGI9bGxs8NmC4Zg3yjITN3QftDyvZ12Dy8gnkZmZaZD1W8pzjTp0TVieQ5eFeD3rGjQ8rvcac13889lQg22DaC+/UowjxY1s0jk5JhCzwz2VOv+U1LXiZIUYqTnVAMAmXWVf1gRsPANA2mM0t0yEhL2lEPB5iB/nyyanmZ7pAJR6rcsur1hOMbkrW1bd/mhKwGu734qY7WqiWCdV68hYEgYBn6d2P3qizXLMv4HicU7YW4rcMpHKZQM2noGAz0PGkjC91pcYXsDGM5Tv6gWKaSyTsfLA9DfRPFBMY74xzeZjN5GWV4PSdRPl9l3Y2oGo/2fv7sOiqvP/8T+VApQQuRMEvMMIRdHSaD9qRmlobQpp5rb6Uak+fnbhV2t3sm2f36W/3Kt2l+6k9qvu5WaufnE/KWmgtotjFhVSIpoiyIgMmKCgwDggCSjy+2M8x7lnztydGeb5uK6uK2fe8z6vOZwz53Xe532TfRSrkmOQNWuE5LJSchqhw9SRV6Z4zSobnuqFz6qd2k4DaNsv//pUnMe3XzI392x7Tjbjhc+qndr+QuSFXuBcq0REREREREREMhEequnDn010AAAgAElEQVQSpqPfmZ4gPugyVU6h1C4VBhiPPtctL5QzHDkLQHwgZ+rzuqPpM/OqjTrGmCI8tDKMUfdhlZTv7Sz2PiRQtXQC0D7INEV4yCaUMdy/S6dGQKFUI99gxH++iZmXHBEvERGRszGnsfy9ncXaHEH4LoazhQgzreQU1YvfS0pZKTlNSV0bAO2sSrozqqyZOwpPTQ7nzGxERET9BDshERERERERERHJRHhopTsi/Fh9O+ZvPoW9FS3igyuh3N6VEzElJhAA0KDpwgPvH0NmXrXRA7fjDVfF0evFtRos3lqJlI0nsSo5xuh1U5/PLWsSY2rQdCG37BJyiupRXKsx+zCtuFaDnKJ6rEqOQcb0KAT6+6C9swcbD19ATlG93owA1n5vU9yhQ07eictIiQ/GrDjTSx9MHB6ANXNHoaSuzeRD0ZT4YOxMT8Dmkot6D0aF1539wJKIiMjRmNN4Zk5jLyk5jdDRzLCD17rCcyipa8NHC+O4pBIREVE/MFDuAIiIiIiIiIiIvJWwnMi+ihYU12rQ3tmDKTGBaHhzGv48L1Ys1/DmNDS8OQ0jg/1R2dgBhVKN3LJLZut97heR4kMc3Yc/woM0w9cNrZk7WnyQFh3kh6VThwEA9la0mP1McW2b0TYC/X2QMT0KAPCtSiP5e7sj4cFZ1qwRZh+UzRgThN9Mj8LWJeOQnRqLzLxqFNdq9MqcutghPowTKJRq1LV2Oi12IiIiZ2FO43k5jaPYktOcyLpfPBY2LIqDQqnGoWq12fJERETkObxiJiSuI079DY9pIiLyZrwOEunjOUHk2bJmjYBCqRaX7kqJD8bKacNNPkwzHDVuibnlLKwdXR4b6q/3b+Hh3fbSJrMP1ITYxv3piMn31xWew29uPbyT8r0NRa8t6bOMs2YWEP4GioxJ4gwIfUmdEIasAhU2l1wUv19+eTPWFZ4zWqotv7wZmXnVuMvXx2gmB6L+jjkNkWdjTuNZOY2j2JLT6HbuAiDOLLnHYEk3Ik/g7ucoEZEcOBMSEREREREREZFMEiID0PDmNCgyJmHN3FFQKNVYvLUS6TuqUNnYIZbLLWtCTlE9liVFYGd6AhQZk3Ai634ZI7ePtd/bXTR3XEf2ofOobOzAt7+7z+oOSMDth6S6MwSYWqJN9997ypvtDZmIiMilmNO4d06zKjkGANDe2aP3uvBv4X2pZaXkNMLnDDuQmcqViIiIyHO59UxIUWsOA/C8UTBC3IIL66YbvWaK8D2llDWlsrEDj244Ydd+sxSDuTg97e/kTP3p2DX1uqkypiiUrViRW2W2TFtnD76qVmP3yWYolK1IiQ/BwklheCQuGENMjGTJL28Wyy5PisTypAhJDb+mtr+3ohmr82sAAC8lx2DRveGIDR1kU1meE0RE/e8aaMhSnuWs66WUGKwl5RpozfZ5DbSsP54XqpZryPvxMtbfGiH8TtpYzB0XYjRK2VS+N2dcsMmyUuoFHJ8bGrL3fOd5QVIlRAYgITIA8yaEoq61E4u3VkKhVIsja7MKVACgN2Lf8MGQIzVousSZAgBA1aJdTkP3oZOhZUkR2F7ahKo/PGD17AR9fW+Tsbl4tHFlYweyD51HQmQA3k0ba3ZGhvQdVVAo1Ubfv7njOgDt/rEWH8KRO+pvOY3UnFhK7iGlrJT8xxq25vrm7kuY05BUzGncM6eJD9f+BlzuuK73nc5f0e6P6CBfm8r2RTenEeo1/JsIf38puRKRPYRZyDxtFiPD2dOE+Ns7e1BQ0Sz+vq5KjsGiyeFGM8GZqsNUfaYolGqk76iyWCa/vBl7ypuhUKqxLCkCy++3v52mrzrN7RMikhdnQnITKfEhDinb3HEdj244YVcsDZouuz5P/Yutx0NlYwdW5FaZfb+54zpe/KwaGbvOQKFsBaBt7MjYdQYvflYtNtIKVuRW6ZXdVtqIRzecQL4do0Nf/KxabJABgPVF9Xgw57jJESpSyhIRUf9kKc9y1vVSSgxS2Hpdc9T2ybNVNnbgwZzj4oMyAFidX4NXP69Bm87Dg7bOHpP5nlDWMN+ztl7AObmhLmec70TmvL5Phei1JThW3w5Au0TI6BDjxmKB8OCsvbMHGw9fcFpcuWWXxOO9QdOFvBOXAQAzxgwx+5n5E0IBABsPX9A7x4trNYheW4K/6cQr9XvLpUHThZSNJ5EQGYCsWSMsdgpYcGvEf0HF7d+i9s4efHZr3wn7BwDWzB0FQLtvdB+8Cr9jwvtE5DxScmIpuYeUslLyH2d8L904pNyXEJnCnMa9c5q4Wx2A8k5c1tsf+yq1v1X3Rd9lU1kpOc39IwMBaP8mumUPVWs7Ks2+tSwbEUnz4u5qsQMSoF1ScuaHxtd+e9ov03dYzhPSd1QhM69a7Hi4vbQJKRtP2tVO44w6icg13HomJE+nOyqkr9H0ax8bZVNZQ+8eOm9jtMbWzB2N386IMvu+lJmbyLOYOgb7Oh50lZ1vx/zN5RbLFFa1QqFsxcan7zFaKzpj1xkUVgVj6dQI8TWFshVr5o7GkqkR4ixJQtn7RwbqjZywhlDnO2ljxe18p9Jg8dYKbCttwp/nx0ouy3OCiMjzWRrVa02e5ejrpS0x9EXKNdDa7fMa2L/pnhdtnT14dMMJpMSH4O15YxAd5Ie2zh7sKGvCusI6fFWtFnO7r6rV4rE2f0IYhvj7oK2zB5uKG7C+qB55Pw4Rzxcp9TojNzTkiPOd5wVZa/G94dhe2oT5m08ZvZedevs3ecOiOGTmVWPmh8dN1qNq6TQ50tUeD7x/TO/fq5JjMGNMkNnyM8YEYVVyDHKK6pGj80AdAFLig/HU5HDx39Z+b7l9ffYKAJj8TgJhtG1aYhj2lGtHIOs+BACM991Tk8NRUteGxVsrjeoz3FdE5Bi6OY0t7ULW5B5SykrJf6xlS67f130JcxqyFnMa985pEiIDkBIfbPI7LTOYrU1KWSk5TXSQn/j3N1VvSjw7IRFZQ3e2n/xbswRlp8aK1/7iWg0Wb63EtqNNerPOCdbMHYXfTLeu/fJYfbvJ3zddQgxr5o7CkikR4gxq+eXNyMyrtuMZXt91CvvC0gxPROR6nAlJRsLo2nfSxvY5Ha41ZTcVX8DFtm6746q9NQJh4nDHLWVAnkvq8bCp+ALmby7HxqfvsVhOGJFlbq1o3RFbu09qezXrNt4AwCO3RkYIjcJSCHXOn3B7+w/Gam88t5U22lyWiIj6p77yLGddL6XEYC1br2uO2j55turLPwMAFk4KExuQhvj7YMmthi7h+NL9/6U6OdwQfx/8dkY0AGBdYZ1d9ToyN9Tl6POdqC9TYgKhyJiktyTIquQYbF0yTmxEBrT3SroPslYlx+Db390HRcYkAEBJncahcWXNGiGOXE+JD8bO9ARkzRph1ec2LIrTW04jOzXWaBkza7+33Aw7E/Vl65Jx2LAoTnyItiwpwuS+Cwu4Ex8tjNMrmxIfjA2L4vDRwjibl2EiIuvY0i5kTe4hpayU/McZ3wuw7b6EyBzmNO6d0wDAu2ljkZ0aq5d7ZKfG4n8eNR74bm1ZqTlNWmIY9q6cKO5XoaypjhJE1Lc9t2YFStW59gudLLeXNumVrWuV1p7xt8MXMH/zKWxYFGdVDLqdhQBglh3tNM6ok4hcx6EzIUWtOYzlSZEmR1S8vleFbaWNqHrjFxji74PKxg58U6MRG55T4kOwcFKYxdEd5tYdN/f6dyoN9lW0YFtpI1LiQ7By2nDxpquv79EXR6x9veX7i0iJD7EqEe2r7Hcq7b48mDlZnOqXrMdj13HWFdbhH0vHISU+BBm7zpgtlxIfYvFY1V12UCg3xGD9beHf5Rc6gKnS4vzH0nFGrwnbMWx4kVKWiMjT8BrYN2fkWdZeL50Rgy3XNW/LNXlemFf6k3aJAWEafcEQfx+jukwda0JZe+p1Rm4o8LZjndxHQmSAuNyXJUunRphsF9AdCav7/+bKWPM6APxmepTFEbLmPpuWqP0d7OthkrXf29ks7QNL75kjfP++BPr7WF3W3pjIOzGnMU9KTiwl95BSVkr+Yy2pub7U+xKivjCncd+cBtB2GDK37+0pKzWnmRITiCkxgex4RFaLXluCZUkRJo+Z1/epsL20CVV/eACBt3Kab1UarCs8B0Db0W1BH8enMIuO4Tlk7vXiWg32VrRolweLD8bKacMtzq5mWJ8lUnP9rUtMXfu1y5f11XmoL+sKz2HrknFIiQ9GZl612XLC9gIN8h/h3+UXzS8J68o6ich1HDoT0pq5o7GttFFvjVxAO4vPttJGrJk7GkP8faBQtuLRDSf0Rr4qlK3I2HXGYes4Zn/5061pZhvF+hdvrUD2lz85pH57fafSYH1RPVZOG253WVXLNSzeWoGNT9+jNw2mrU7d+uEOGXwHcsuaELXmMKLWHEZuWZPNa5G7Ox675kk9Hi6sm67Xgcic/7x/GAAY7Tfh38L7wO0OSYbbE/5t72xEm4ovIGrNYazIrTJaHs6eskREnoDXQMuszbOcdb2UEoMtrLmuOXP77ornhXkldW0AtNPo55c3Y0VuFaLWHMam4gtG+8scVcs1APoPwqTU66zc0FnnOxERkVyY01inr5xYSu4hpawj8ip7vhcg7b6EiIhILmvmjsL20iaTOc320iasmTsKgf4+UCjVSNl4UuyABGg7s2TmVTsupzl0Hou3VoqzDCmUaizeWolsK5Z1d7a/Hb6A6LUlSN9RhQ2L4oyu/UJ7RvAgbXtG9NoSRK8tQW5ZE9pNtGc0vDnNqmUShTKGdQj/NpyRyRrOqJOIXMehMyE9NFbby7NYpdH7YStWaafPnDNO+4OxIrcKALB3ZSKmjtCO9GjQdCHpvTJk7Dpj90N9odPOS8kx+O2MaAzx90FbZw82FTdgfVE95k0Itdio7OyZYgBgc4l2ZiNrRvtYKtvW2YM3/30OLyXHOLwzxKMbTuj9e3V+DQ5UqfHRU3EmRy97Mh67fXP08ZASH4Kd6ROwueSi3kgr4XXd433hpDAolK34qlot7mNhvzjCxOEBWDN3NErq2sRYzP0tpZQlIvIEvAaaZ0ue5ejrpTNzPaDv65qzt++ueF6YJ4ykz/7yJ6wvqhdfX1dYh5K6NquO9bwfLyMlPkRclkRqvc7IDd3hfCciInI05jTW6SsnlpJ7SCnriLzKnu9FRETkKWbGWs5phA616TuEnGYipsTczmkeeP8YMvOq7b4OFtdqkFNUj1XJMciYHoVAfx+0d/Zg4+ELyCmqx7yEEIs5jbNnNNVe+0ehpK5NnLnI1HdO2XhS799ZBSoolGp8tDDOaOYhayxIDINCqcYhnfxH2C+2ckadROQ6Du2ElBAZgJT4EOw+2az3o7b7ZDOWJ0UiNnQQgNs3js0d11HZ2IEGTReO1191WByHa7UXHeGmFtBOY/vbGdFYX1SPb2o0so7iLjvfDoWy1ezyBFLKbipugELZiveeHOuw+IRRT7oND4B2hpqMXWf0bqL7Cx675jnzeDh1scNomQuFshVzxgXjQdzuhPRIXLA4LbRuh6WXdNbZtseDsUF4MDYIv50RhdyyJmTsOoPQgDtNdvyTUpaIyBPwGmielDzLWddLZ+R6uvq6rjl7++6K54V1Tv4+CWEBdwKw/lgXHrIdzJxs9qFaX/U6Izd0h/OdiIjI0ZjTWKevnFhK7mFrnmJLXmXv9yIiIvIU2pwmGHvK9XOaPeXNWJYUgdhQfwC3O/nczmm6cbzBcTlNca12FkOhAxKgXR4sY3oUcorq8a1K3pxmxpggzBgThN9M1177M/OqEXbXneJSccIMUbqdtABt7pGZV63X4UeKWXHB4pJtusu2rbKjncYZdRKR6zi0ExIArJw2HIu3VkDVcg2xoYOgarkGhbIVO9Mn6JUzHOHhSEK9497+weT76wrr8NsZ5tf/dcY647p2/XgZAPCLUX3f8Fkqm1/ejPVF9di7MlG8SXUEc98tLTEMGbvOGDVc9Bc8dqWVt/d4yC9vxrrCOqPpoIWGlrt8fcTXh/j74L0nx6KwKhir82uQEh+ChZO0a/g6+m8xf0IYVufXYHPJxT4bZaSUJSJyZ7wGGpOaZznjeumsXM8cw+uaq7fvbnheWKb7EBGAOKuRpWNdtwOSuUY5a+p1dG7oDuc7kTtx9uhcInIt5jTSmGrrkZJ72JKn2JJXOeJ7EfV3zGmI+hdtTlMJVUsnYkP9oWrphEKpxs70BL1y2YfOI8dJOY1Q77g/HTH5/rrCc/jNdPM5TfTakj634ajfrtQJYcgqUGFzyUWxE5K5utMSw5CZV23Uyctagf4+eDdtLAqrWpFVoEJKfDAWJGrzH1v/Fs6ok4hcx+GdkCZF3QVAu6Z1bOgglF/o0HsdAHLLmrC+qB7LkyIxb0IoQgbfgWGBvpj0l1JHh+N2hDXXX0qO6XM63b7KCqNp5m8uN/l54Qbd0VMWG85c01/w2LWNrceDuWmgzT28CQu4E0unRmDp1AjxtQZNFwBgzdzRNsVginCuWfO9pJQlInJnvAYac3SeZcu1wtW5nuF1Ta5c013wvDDtpeQYrC+qN7o/sZQXNXdcx5bvL6Ki8Wd8t+o+cdYFe+p1ZG7oDuc7ERGRszCnkcYRuYe1ZW3Jq2zFNiwiIvJ0k4YLOY0GsaH+KL9wVe91QJvT5BTVY1lSBOZPCEXwIG1OMzn7qCwxyylQvParrf6MlLKGLOc/o9ymTiJyDYd3Qhri74N30sZidX4N5o7TTj37TtpYvZup1fk1AIA/z48VX2vr7LFpe80d141eW54UiW2ljah64xc2rZvtzAcp51o7AQD3xdzVR0lpZR1pRW4VFMpWo/0n/I2WJ0W6NB5X4bFrmlzHg26jiLkYalu058jwIb6S6zdXp/B30f1eUsoSEXkiXgPt50n5E69r1uF5YVr8sMEAtI0+0UF+4uvmjvXKxg785cvzmBA5GO89OdbsTENS6nVGbiiFJ53v1D8Jo2c9bXS/4ahfU/ErlGqk76gy+93aO3twqFqNPeXNUCjVSInXTtE/d1yI0e9Le2cPCiqakVWgAqCdtn/R5HBxqQZb67U0etnWv4nUOlUtncg7cVkcAZydGqsXqzX7mrwHcxrTHNEuZCr3kFJWal7l6O9FJDdvz2kKKrR5h5B7LEgMw6y4YLHjgC1lDVU2diBl40mTcdhTr7UsbR9gTkPSBPr7IDs1FlkFKswdF4LMvGpkp8bqHa9C7v/nebdzmnYH5jTLkiKwvbQJVX94wKbzxBnHcPqOKiiUaqOYhPiXJUX0WVbYR7plHRFD3a3n3JGB0ttpnFEnEbnOQGdUOm30EAAQR8s8fPdQk+VULdcAaG+sNhU39FlvSnwIAKDsfLv4uS3fXzQqN29CKABgU3GD3kXiO5UGUWsOY1PxBWu/isNVXfoZADA2zHj0r9SyF9ZNN/mf4ftSLZyknX3mq2r9Hq/Cv4X92x/x2DXmrONBGPn1nUqj17CVX96s975uDHsrmsXXVC3XsK+iBQBw/8jba9day1SdbZ09yLu1BKLu95JSlojIU/EaqE9qnuWM66Wzc72+rmvO2r4n4XlhTMi7co826eVwwrE++57b+6hB04VHN5zAhMjByJo90uJSZ1LqdXRu6A7nOxFpH1Kl76gy+357Zw9e3F2NzLxqcYSuQqlGVoEKr+XXGD0keHF3tfgQAtAunTDzw+OobOywuV5h1K0jSa2zsrEDMz88rrcEgRCrrQ9YqP9jTmPM3nYhc7mHlLJS8h9nfC8ico6+choAeOvgOWQVqPRyj8y8ary4u9qusrqaO64jZeNJh8Rgi762z5yGbDFttHZZMWFmI/M5jbajSntnDzYe7jvPSInXLoV6rL5d/NyWHxqNys2/dR3dePiCXk5TXKtB9NoS/M2KbTnaglsrihToXPvbO3vw2QnttX++zrVfKHvIoD1D+Pd8G/MEUzGoWjqx145neM6ok4hcx+EzIQFAbOggcYTL8qRIvZEcALDx6XuQsesMHsw5bvLzwhrlhhZOCoNC2ao3Tb6pqfYfjA0Sp7M1XGs7JT4Ei+4Nt+FbOYYw5fEQ/753vZSy1rB2GYFH4oKREq8dGSUsTSB4KTmmX68bzmPXmLOOh0X3hqOkrg2Lt1YYvWf4XYUYVufXiKPzBBufvkfv72TtcZ6WGIbdJ5tN1mn4vaSUJSLyVLwG2scd8idnXAO9Hc8LY9FBfuL3NoxpeVKk+DASAL4+ewUATMYvEI5XKfU6IzeUwh3OdyJPZmr077H6dszffMri5w5Va0fpZ6fGInVCGAL9fcSHCjlF9fjsxGX8ZnoUAO3gFqGsMHV/ca0Gi7dWYtvRJr2R0VLqFayZO8roNXtZU2d7Zw9SNp5ESnww3npiDKKD/NDe2YMdx5qwrvAcDlWrkZYYJu5jSzMskXdhTmNMSk4sJfeQUlZK/sNcn8j92JrTVDZ2YHtpE1Ylx2Dp1GGIDvJDg6YLH33bgO2lTVC1dIozN0opa+jdr847JAZbWdo+cxqyVWyovzgb0bKkCKOcZsOiOGTmVWPmh+ZyGtPH9oLEMCiUar3z19RyXzPGBGFVcgxyiur1OtAB2o5MT02WJ6fZU66dAVZ3EAagnQ12xpjb1/5ZcdoZXzPztIMwLJWVQqjXVAwbFsXp5z9WzoInpU4icj9OmQkJuD2q4mkTN5FpiWF4J22s+O+XkmPw3ar7cDBzMgDtGuWmpCWGYePT94g3YO+kjcVvZ5huoMmaPRIbn75Hb4rZd9LGWlwCwBW2lWp7zloTg5SyjjTE3wcfPRWnt6+XJ0ViZ/oEZM0e6dJY5MBjV5+zjoewgDuN6k2JD8HGp+/BR0/F6X3XIf4+eO/JsUb7/mDmZKTd6g1ti38sHWf195JSlojIU/EaaDtPy594XbMezwtjaYlh2LsyUYxJyOF0l3ABYPTgy1H1Ois3tJanne9E7u5vhy9g/uZT2LAozmK5PbdmzV06NUKcjj/Q3wcZtzrurCs8Z1Q2dcLt3wShQX17aZPN9QpT/08cHiDlK1okpc7qZu2M2QsSw8RG90B/HyyZou1oJXwXIlOY0xizNieWkntIzVOszX+c8b2IyLGszWmON1wFACyaHC5ez6OD/LD8fu31vPzCVZvKGsbS2NbtkBhs0df2mdOQPYTZehabyWmyU29fQ1clx+Db390HRcYkAEBJncZknWmJYdiwKE6cESk7NdbsAIGsWSOwYVGc3tJl2amxeDdNvpxm65JxevEvS4rAzvQEZM0aoVcu0N8HHy2Ms6qsFIH+Png3bazRvldkTLK5ncYZdRKR6zhlJiRAO8LF0siMpVMjxNFougynvTeUlhhm9ONibjtCWXtu2hxNyghcW0frmvvchXXTxVEzfRni72NyX3sDHrvGbD0e+jqGpdQbFnCn2X1vuE1rj3PA9N/FEWWJiDwRr4F9s7R/nHW9tLa8M6+B1my/v+J5YdrUEYGYOiLQYky2HCvW1As4Lzc0/Kw53ny/RNJFry3BsqQIvdl3BK/vU2F7aROq/vAAAv19UNnYgW9VGrHjS0p8MBb0cayZG0lq7vXiWg32VrRge2kTUuKDsXLacKtGvFozAr2v0aymrCs8h61Lxokjcs3ZumScydeFjkN9lRWWGjF8MCilXrmV/qRdHsJw6YFAfx+b9j15F+Y0pjm6XUpqWcD6vMrZub635fkkHXMay6zNaRo02s454QadFYYF+gIAlJev2VRWUFyr3e+KjEli/mNPDFJZs33mNGSPGWOCLB4n5q7Bup8x9XlT105z2xFzGhO/h3Kx9tofaGN7Rl/nprX5T8Ob06ye3UxqTkVE7sNpnZDI/ZSdb9cbhUPUH/E4JyIib8VrIJExnhfkDtbMHYV1hefw2iMj9EbGNndcx/bSJqyZOwqB/j5QKNVI31Gl91mFUi0+vHFEp7fsQ+f1lg0Q6l+VHGPXyFd72PugSdWinUnI3KwDfzt8QXwAumFRnNX70VS9py52AACCB92B3LImcVkA3aXcpJJSpzAbTXSQH/LLm7Hn1rJza+aOwlOTw91+5kgish1zGnIHzGksszanEeI2zBuEfZpTVC9+ByllAW3+snhrJTYsikNCpPlZFqXWay1rt8+chsh7Hatv15vdiIj6J3ZCciJr1+p2ldKf2s1OiWwLW0cUk/tzt2NXCkcf51LwnCAi8ny8BtqG18D+jeeFbXhekGBmrHZEfrFKo/fQrVilXQpAWC5HeFi3d+VETInRjgpv0HThgfePITOv2u4HdsW1GuQU1WNVcgwypkch0N8H7Z092Hj4AnKK6jEvIcTiwyJ3HZWed+IyUuKDMSsu2OT7E4cHYM3cUSipaxNnJbBmX1qqN2XjSb1/ZxWooFCq8dHCOJtnULKmTuHhreGD13WF51BS12bX9om8AXMa2zCnIQFzGvfW3tmDdYV1WJUcI8uMrVK2z5yGyD7mZojzBKU/tZtd6s4W1s6qRESuxU5IXkSuG1UiV+JxTkRE3orXQCJjPC/IHSREBiAlPhh7ypv1HsjsKW/GsqQIxIb6A7jdgNzccR2VjR1o0HTjeMNVh8VRXKsdcS48rAO0o98zpkchp6ge36o0Fh/YuSPhwZUiY5LZB1UzxgRhxpgg/GZ6FHLLmpCZV42wu+60uFyLuXqFGZV0H6oCQH55MzLzqnGoWi35oZ+tdZ7Iul+cJcCe7RORZ2BOQ+6AOY1723j4AhRKNd6VadY0W7fPnIbIuziyAxIRuS92QnICTxxNYwtv+Z7ehH9T+3D/ERF5Lv6G24f7r3/i39U+3H+ka+W04Vi8tRKqlk7EhvpD1dIJhVKNnekJeuUMR4M7klDvuD8dMfn+usJzFhuErRlh6sqRuLodhax90Jg6IQxZBSpsLrlothOSpXrNfb+0xDBk5lUbPZS1hi116j50BSDO1mTL9om8Aa/J9uH+I13MadxTfnkzcorqsXflRFmWMsBOVyMAACAASURBVLN1+8xpiKTxtN8mV+A+IXJP7IREREREREREROREk4bfBQAoqdMgNtQf5Reu6r0OALllTcgpqseypAjMnxCK4EF3YFigLyZnH5UlZnfV3HEdW35oRGVjB7793X3irAvWMFzWzFH1CkzVay/dOlclxyCnqN5o1idL34uIiMiRmNPYT7iet3f26F3T2zt7xPellhWWnJ2/+ZTJbRou3SQlBmvYun3mNERERP2TW3RC8uT1uKWobOzA8YarWJ1fA0C7RvKcccGYNnoIYkMH2VV3g6YL0UF+jgiTnIjHOo91IiJvxWsgr4Gkj+cEzwnyLoH+PshOjUVWgQpzx4UgM68a2amxeg9esgpUAIA/z4sVXxMeBEnV3HHd6LVlSRHYXtqEqj88YHbpMkvcYYRpZWMHsg+dR0JkAN5NG2t2pH36jioolGqj7yrsl2VJEQ6tV/g7GdZrDSl1xodrfzcNf//s2T6RIzCvYV5D3oM5jf2E6/nljut68Z+/0gkAiA7ytamss2JwBuY05A4MO8f1V0L+Ivw2p8QHIyU+GNNGB9k08EIX8xciMmeg3AF4i9yyJjy64YR4kwoACmUrVufX4MGc48gta7K57k3FF5D0XpkjwiSyG491IiLyVrwGEunjOUGkb9po7fJfwiwAD9891GQ5VYv24U97Zw82Hr7QZ70p8dplK47Vt4uf2/JDo1G5+RNCAQAbD1/Qe6BXXKtB9NoS/M2KbcmpQdOFlI0nkRAZgKxZIywu9bHg1vIdBRXN4mvtnT347MRlALf3ha31HqrWH50v/Fu3XmtJqfP+kYEAgNyyS3oPc4Wys28tYUJEjse8hug25jT2ibvVASfvxGU0aLoAaPORfZWtAID7ou+SXLbhzWkm/xMY/ltKDNaQun3mNESukVvWhJSNJ8UOSIB2prGsAhVmfmhf/vK3wxfwwPvHHBEmEfVDbjETUn+XW9aE1fk1SIkPwe9nj0DMUH8MudW7vLKxA9tKm8Qb2KVTpffwXldY58hwiWzGY52IiLwVr4FE+nhOEBmLDfUXR+4vS4owGjG6YVEcMvOqMfPD4yY/r2rpNDlSdUFiGBRKtd7yF2vmjjIqN2NMkLj0RU5Rvd57KfHBeGpyuC1fy2W+PnsFAEzGLxAebqUlhmFPeTOyClR6De6AdvmPGWOCbKp3Vpx21HBmXrW47Ii5eq0dWS2pziA/8TgxjHVZUoT48JaIHIt5DZE+5jT2SYgMQEp8sMn4lyVFICEywKayzorBGbPFMKchcr7csiZkFaiQEh+MrFkjMGKovzjzWWVjB7YdbRLvlWzLX845NF4i6l/YCcnJGjRd4k3qe08aT+mdEBmAP8/XTku6Or8GD989lFPXkUfisU5ERN6K10AifTwniMybPyEU20ubsPhe44djaYlhuNrdIzYEr0qOwaLJ4ei83oOUjSdRUqcx+cAu7dZMOnvKm6FQqpGdGoulUyNMNgpnzRqB+PBBKDnXhu2l2lGv2amxmDsuxOIMQO7AsDNRX7YuGYf88mZxvyxLisD8CaF6nXqk1hvo74OPFsbhULW6z3qdVWdaYhhGBPth54+Xsb20CSnxwViQGCYeB0TkWMxriExjTmOfd9PGorCqFQqlGgqlWlweKXWC8fVcSllnxeAMzGmInKdB0yV2QDK13HRCZIC4ZGZWgYr5CxE5nNM7IbV19uCrajV2n2yGQtmK5UmR+O/pw/tcJ7uysQPf1GjEkSAp8SFYOMk4AflOpcG+ihZsK9VOy/lScgzmTQg16gFubTlDwprmllha7/zoT9qpQ3/3ULTF5Pfpe8OxrbQRR39qR3Sin962DevXfV03PlOvl746FW/sq8WEyMHImj1SLJtf3iz+TcztW8D2/eaNeKzzWCci8la8BvIaSPp4TvCcIDJnxpggi6PIl06NMDkK1XA5C0NpJh7YmNuOUFZodHYnlvaNLaPvTe0Xe+sN9Pexul5h5gBH1SmYEhOIKTGBbvk3pP6HeQ3zGiJTmNNY1ld+ERZwp9l9ZE9ZKXFYW6+UnEbK9gHmNOQ87Z09Rp38/3talMkOkLoqGzvwrUojdn401zmuuFaDvRUtYifIVckxmJcQYnR9tbacIWvOOUvnl7X5y+J7w7G9tEkvfzE3+5nu67rxmXr9yCtT8D/7a8UlrwW6g0QsdTy0db8RkftweiekFz+rhkLZKv57W2kjtpU24mDmZLM/FgplK1bkVhm9JtQj/CCZKre+qB7ri+qxM30CHowNklTOGUrq2gAAo0IsX9iE90vq2hza0zv3aBMUylYsnHS7zuwvf8J6nSkuhX2rvPSz3s2snPvNE/FY57FOROSteA3kNZD08ZzgOUFEdKy+HdmpfKBGno95DfMaIvJuzGnIE724uxoKpVr89/bSJmwvbYIiY5KF/EWN9B2G+YtarOd2/mJcTljacGd6gjibqbXlnKHknDZ/GRlsOX8R3i855+D8pewSFEo1FujUmX3ovN7yi8K+VV6+ptdRSc79RkSO49ROSMIN0EvJMfjtjGgM8fdBfnkzMnadwbbSJnGqWkPCzdHelYmYOiIQgHbquKT3ypCx64z4QyiUK311qjhNXNn5dszfXI59FS3ijZS15UyxNBLGGsIok76mABXe31baaHa/mKI7MsZUrPHDBuu9/p1Kg/VF9XgpOQZL79eu19yg6ULu0SasL6rH9DFBDtlv3obHOo91IiJvxWsgr4Gkj+cEzwkisszcyNr+pvSndvxmepQs27Z1tgIiQ8xrmNcQkXnMaZyPOQ3ZQujcsio5BhnToxB4K3/JzKvGtqNNZmfeEjq+7F05EVNibucvD7x/DJl51WL+IpQ78soU8fp6rL4d8zefwt6KFrGTjLXlTLH3d0WYQcja/GV7qfn9YorurEemYo0PH6T3enGtBjlF9ViVHIOlU4fdzl/KLiGnqB4zxgxxyH4jIvfh1E5IX565AgB47j+GY4i/DwDrpsIWbqyaO66jsrEDDZouHK+/alQuJT4ECmUr9p5qwcThAZgUdRemjgg0umGztlx/NMPgZnJfRQsAiDepABAd5Iel90dgfVG93g2oN+83qXisy4/HOhGRPHgNlB+vge6F54T8eE4QkTuQ62EdkSMxr5Ef8xoikhtzGvI0X1ZrZy567heRCJSQvwidZm7nL9043mAqfwmGQqnGvopb19fhd2FKTKBRZxxry/VHhvnLXiF/udUBCbiVv0wdhpyier3ORd6834j6kz47IfXctL1ya0eKmGI4rawpv589Agplq97a4iunDTcaxWFtOVPsXTd8eVIktpU2oq2zR7xZN6Wts0cs70iG+174mwg/8gLh37qjdezZb9YYOHCgQ+pxdd2m8Fjnse4orj52iYjsxWsgr4GOYM89hzttA+A5AfCcICLT2GjsOtzX/RfbuyyXM4V5jXvkNWzvov6E11nX4b4mW1g7C5AphkuGmZI1awQUSjXWFZ4DoO00s3LacKMZeqwtZ4o1s4BZOj+WJUVge2kT2jt7xI5YprTfyl+WJUX0uT0pDPe98Dcxl7/ozsRkz34jIvdhsROSn58fLnb3uioWUW6ZdvrY5UmRmDchFCGD78CwQF9M+kupXrmEyABcWDcdlY0d+KZGg3WFdVAoW5ESH4Lfzx4hrutpbTlnmDZ6CLaVNuLkhasWb/BOXrgqlncXztpvV7u0F7WhQ4c6Mlw9QUFB4rbu8jN/gZUbj3X3IOd+E7jivCAi7xEYMBhdN1zU48JGvAa6B3e4BgJAW3cvwvwtr1NvD7nua6TgOeEe3OWc6LzRg8CAwS7ZFhEReQ62dzGvkcId8hq2dxERkTnu1n6ZW9aEnKJ6LEuKwPwJoQgepM1fJmcf1SuXEBmAhjenobKxA9+qNFhXeA4KpRop8cHImqWfv1hTzhmmjRqC7aVNOHnxqsXOOycvXhXLuwtX77fOGzfZ/kLkBBY7IUVFReH7qz02Vy6MFGnuuC6px+nq/BoA0Fs/WxhNYkpCZAASIgMwf2Ioals6sXhrBRTKVqNRLNaW02Xv9LT3j9SuG7q55CLGRQw2uR+aO65jc8lFvfLmNHdctyse4W/SoOnS63Gqarkmvm/Ilv1mSWN7NwDt8eUsQt1N7d24y2+Q07Yj4LHOY91erjgviMh7DB8eKf6uOBuvgbwGOkLT1R7MGD7cafXbe18jBc8JnhOOcLGtG1FRzjsnyHsII2j7+yjyysYOHG+4iqwCFQDtaNmU+GBMGx2E2FD7Orka/nYQyYntXcxrPC2vYXsXOQpzGuY01P8MHx6JJie0XwqzAEnNX4TzTpiRB7g9U5ApwvV13oRQ1LV2YvHWSiiUaqPfKWvL6bL3t043f4kfJn/+IvxNjPOXTvF9Q7bsN1s0sv2FyCkszoM6efJknG1qQ7eNPVGFkR9bvr8o3mjmlzcjas1hvL5X1efnhZunts4ebCpuMHr/9b0qRK05jLLz7QC007aNMZGIWVvOGaKD/LDx6XugULbi1c9rUNnYofd+ZWMHXv28BgplK95JG6v345sSHwIAYtxtnT3Y8v1Fs9uydDMvmDchFACQe1T7Yw9ok8+8Hy8DAGbfc3tUirP2W2VjB/x878T48ePtrsuc8ePHw8/3TlQY7G9n4bHOY91erjgviMh73HvfVFQ0XnPJtngN5DXQXt03buJsUxsmT57stG3Ye18jBc8JnhOOcLqpE5PvneLy7RJ5otyyJqRsPCk+NAAAhVKNrAIVZn54HLllTTbX/bfDF/DA+8ccESaRQ7C9i3mNp+U1bO8ish5zGvI29943FRVNjm+/FGb12fJDo9iJKL+8GdFrS/D6PmvyF23HmPbOHmw8fMHo/df3qRC9tgTH6m9fX0eHmMhfrCznDNFBftiwKA4KpRqv5ZvOX17Lr4FCqUZ2aqxB/hIMAGLc7Z092PJDo9ltWeqoJZgv5C9ll/TzlxO38pe4YLGsq/fb6UvX2P5C5AQWZ0KaPXs2bvYCJXVtSL5b+pSpaYlh2H2yGeuL6o3WAF9uYX3JjU/fg4xdZ/BgznGT76tariE2dBCevjcc20obMX9zuVGZd9LGiv9vbTlnSUsMAwBk7DoDhbLVZJl30sZi6VT9fbJwUhgUyla9uNfMHW302ZT4ECiUrRj39g9YnhSpN8rI0IOxQXgpOcbk3+Sl5Bjx5hhw3n77pqYNDz00E3feKX09Vmv5+vrioYdm4puaSqRODHPadgQ81rV4rNvOFecFEXmPlDlzkPWvvei52QufgQOcui1eA7V4DbRdSV0bbvZq7z2cxd77Gil4TmjxnLBdz81eHD7XjuyX5rhke0SeLLesCVkFKnFq/hFD/RHor12iqrKxA9uONokP8gx/b6yxrvCcQ+Mlshfbu5jXeFpew/YuIuswpyFv5Kz2y7TEMOwpb0ZOUT1yDPOX+82fPxsWxSEzrxozPzSXv3QiNtQfi+8Nx/bSJszffMqoTHbq7Wu4teWcRchfMvOqoVCqTZbJTo01+k1ZkBgGhVKtF/eauaOMPpsSHwyFUo1xfzqCZUkRejNIGZoxJgirkmNM/k1WJceIHZ8A1+43bfvLVba/EDmBxU5IISEheHT2IyioqLC5sf6jp+Kwt6JZnIb3peQYLLo3HLGh5qcMTksMw9XuHqPPdF6/iUc3nEBJXRtiQwdh6ohAHMycjH0VLeJN10vJMbgv5i69Gy5ryzlTWmIYEqMCUFLXhgNVanH97TnjgjFt9BCT+0O4QOw+2SyOplk6NQLrCuv0yv1+9ggMH+KLbaWNuNjW99SFWbNHIn7YYLHelPgQLJwUJm5P4Iz91n3jJgrPaJC9fqlNn5fiV88swe9ffhFv37gJ3zssTvrlEDzWb38nHuvSuPK8ICLv8OSTT+KF/ycT39Ro8EiccztcALwG6n4nXgOly69oxaOzH0FIiPO254j7Gil4Ttz+TjwnpCuquYKfu3vw5JNPumR7RJ6qQdMlPqx7N22s0RIDCZEBYkN4VoEKD989lEuQUL/A9i7mNZ6S17C9i8g6zGnIW4ntlyoNHnFwW81HC+NQUNEsdt5blRyDRZPDLS5rKOQvhp/pvN6DlI0nUVKnQWyoP6bEBEKRMQn7KlvFDjWrkmNwX/Rdep1prC3nTNr85S6U1GmgUKqhUKr7XOZRyCf2lDeLMyVp8xf9zoxZs0Ygcogvtpc2odGa/GXWCMSHDxLrTYkPxoJE4/zFlfutqEbD9hciJxnQ29vba6nA/v37sWjhApS+fC9CJaydSWTKp8cv4a2iZpw734DBgwc7dVs///wzRo2Ixv8kh+FX9w1z6raI7OHK84KIvMdz6Svw05F/Yfuv4+QOhcislo7rSPrgR+Tt3oMnnnjCqdvifQ15imX/rMbIBx7Hlq3/cOp2li5dimunDuCvT/E64anaO3twqFotNuIuS4rAf0+L0mtIjl5bAgBoeHOa+FplYwe+VWnERmRzjb/FtRrsrWjB9lLt0h+rkmMwLyEECZEBNpUzJMRmiW7chvLLm5GZV429KydiSkyg2XLH6tsxf/MpbFgUJ35HU/vF8HVT8em+fuSVKfif/bVIiAxA1qwRenH11bAO2L7fyL1Fry1Bbm4ulixZ4rRtsL2LPIWr2rt27NiBpUuXWrxmkHtjTsOchtzPC59VY9DEOcjNzXXqdp5LX4GffvgXtv36bqduh8iU5f88i5G/cH77C5EXeqHP4TJPPPEEpk//D/z5kPG63URSdHT3IPvrRvzxrT+5pKPF4MGD8ce3/oTsrxvR0d33mqREcnD1eUFE3uOPb72Nkto2FJ29IncoRGb9+VADpk//D6d3QAJ4X0OeoejsFZTUtuGPb70tdyjkAV7cXa03tf720ibM/PA4Khs7zH5GoVQjZeNJvVGsCqUamXnVyC9v1ntt8dZK8WESAOQU1SNl40kU12okl3OGknNtAICRweZHM+u+L5R3lNyyS1Ao1YgPvz37Sfah83p/E2HfZh86r/dZOfcbeT62d5EnYHsXScGchjkNea8/vvU2SuraUFTD9ktyraKaKyipY/sLkbNYXI5NkPPRBkydch+W3BeG+2LucnZM1E99UNSAYdEjsXLlSpdtc+XKldj0fz7CB0UN+H9TRrpsu0TWkuO8ICLvEB0djdf/8AbWbHwfhaOGwP9O5y/VQCTF8fqr2PXjJZQdK3TZNnlfQ+6s8/pNrDnQgNf/8Aaio6PlDofcnDCV/qrkGGRMj0Kgv484in7b0SZxyQ5D6TuqAEBvpH2DpgsPvH8MmXnV4uh2odyRV6aIy30Io+/3VrRgxpggSeVMsXfGCuFhl+GSJYaE97eXmt8vpujOEGAq1vjwQXqvF9dqkFNUj1XJMVg6dRiig/zQoOlCbtkl5BTVY8aYIQ7Zb0QA27vI/bG9i6zFnIY5DXk3of1y7cb38e//YvsluUbn9ZtYe+AC21+InMiqX/OJEyciMyMDK3fVWLUuNZGhLypbsKm4AR9t2AQfHx+XbdfHxwcfbdiETcUN+KKyxWXbJbKGXOcFEXmP1VlZuOE3BK/trYPlBXiJXOtiWzdW7qpBZkYGJk6c6LLt8r6G3FVvL/Da3jrc8BuC1VlZcodDHuDLau2o9Od+EYlAf+29RFpiGBrenGbxoVTDm9PQ8OY0jAz2R2VjBxRKNXLLLhmVS4kPBgDsq2hBca0G7Z09mBITaFS/teX6oxmx+g/V9lZo2xyEh3UAEB3kh6VTh+m9D3j3fiPHYHsXuTO2d5EUzGnkx5yG5Ca0X67ex/ZLcr7eXmD1Pra/EDmbVTMhAcCf/pKNw4eLsXJXDXYtj8cg9kYlKx2rb8eLe1R46623MHPmTJdvf+bMmXjrrbfw4v+3FpFDfC2uq0zkKnKfF0TkHfz9/ZG/dz/+44EH8P7X5/HqIyPkDokI167fxMpdNYgZG48//SXb5dvnfQ25o/e/Po9/V13B90eOwN/f8jIMjtRzky28nsraEfOmZB86j5yieotlsmaNgEKpFpc4SYkPxsppw41Gs1tbzhRhRL4llmYWWJYUge2lTWjv7BEfWprS3tkjlnckw30v/E2Eh3UC4d+6sxbYs9/I/Q0c6Jrcgu1d5I7kaO9y1TlHzsGchjkNuSdX3ivebr9Mwvtf1+PVR2Jctm3yPu9/XX+r/aXUpe0vRN7G6gzd398f+774N1puBuA/c8/gyrUbzoyL+okj59qw4p9n8dSiRXj99T/IFsfrr/8BTy1ahBX/PIsjDl4zmUgqdzkviMg7JCYm4p+ffoqcby7gg6/rOaKIZHXl2g38Z+4ZtNwMwL4v/i3LzT7va8id9PYCH3xdj5xvLuCfn36KxMREl23bz88P7ZwQzOvkljUhp6gey5IisDM9AYqMSTiRdb9RuYTIADS8OQ2KjElYM3cUFEo1Fm+tRPqOKlQ2dkgu5wzTRg0BAJy8eNViOeF9obw7kHO/kfNc7dI+HB46dKjLtsn2LnIncrV3BQVpOzsI5yB5B+Y07oE5Tf/V1g2Xttlo2y934sNvL2B9EdsvyfF6e4H1RfX48NsL+OenO13a/kLkjayeCQkAwsPD8a/CA3ji8ccw7++V2L7kHowJZS9BMu2zE5fxWoEK81PT8PGWrXKHg4+3bMXSJb/Gr7bl493UWDw1OVzukMgLudt5QUTeITU1FR9v2YKV//U8VK1deC91DHzv4GhRcq3alk4s23EGvYND8K/CfyM8XL5cjPc15A66b9zEqwW12FvRgr9//DFSU1Nduv2oqCh8f5Wd8DyVMGK+ueO6pJkDsgpUAKC3PIYwqt6UhMgAJEQGYN6EUNS1dmLx1koolGqj0fzWltNl6T1r3D9SO+vL5pKLiB822OR+aO64js0lF/XKm9Pccd2ueIS/SYOmS2/mAFVLp/i+IVv2G7mvxls9O6Oioly6XbZ3kTuQs71LOOea2rtxl98gl26b7MechjkNuaemqz2YMXy4S7dp2H757ny2X5JjdN+4idf21mJvRass7S9E3kjyr/f48eNx5GgZouIm4vHNFfjkh4u4wSncSUdTezde/rwGq/acRdbrb2Dnrjz4+vrKHRZ8fX2xc1cesl5/A6v2nMXLn9egiUN/yUXc9bwgIu+xfPlyHFAcxFd1nZj38Wn8wJHS5CI3bvbikx8u4vHNFYiKm4gjR8swfvx4ucPifQ3J6odzbZj38Wl8VdeJA4qDWLFihctjmDx5Ms42taP7xk2Xb5vsJ4yA3/JDo/jALb+8GdFrS/D6PlWfnxceIrV39mDj4QtG77++T4XotSU4Vt8OQLv8xugQ486a1pZzhuggP2xYFAeFUo3X8muMRttXNnbgtfwaKJRqZKfG6j1ES4kPBgAx7vbOHmz5odHstiw91BTMnxAKAMgtu4QGTRcAoEHThbwTlwEAs+OCxbJy7jdyntONP8PP906X5zls7yI5uUN71/jx4+HneycqG3926XbJMZjTMKch99N94ybONrVh8uTJLt/27fbLLszfwvZLst8P59owf8tpfFXXJVv7C5E3GtDba9ukdl1dXVi7di0+eP89jA4dhLUpI/Dw3UMxYICjQyRP0dHdg22lTVj/zQUEh4bhg5yPsHDhQrnDMmn37t14edWLULc046WHorA8KQIBvubXWyaylSedF0TkHWpqavBCZgYKFQfxZGI4Vs+KYQMROUVvL/DVWTXWKepR13INL7/yKt588034+fn1/WEX4n0NuVJdayfeOVSPz8svY86js/F/Nm7C2LFjZYmltbUVw8LDsf0/45E81nVLB5HjpO+ogkKpNnpdkTEJCZEBAIDotSUAbo/Qzy9vRmZetdk6v/3dfYgN9cex+nbM33zKZJns1FgsnaodAW9tOWfq6zuZisPUZ9bMHYV1hecA3N5fuvt4WVIE/jwv1mif6m3r0HnkFNUbvb4qOQZZs0aI/3aH/UaOt7pAhcvBE3BA8aVsMbC9i1zF3dq75qTMRri6Au+kxvZdmNwOcxot5jTkLopqrmDZ/1Xi0uXLCAkJkSUG3fbLtMRwrH4kmu2XJEldayfe+aoB+W7Q/kLkhV6wuROS4OzZs3j15ZdRsG8fYocF4olxQZgxZgjuCR+M4MF3wI9T5fVb7V09uNTejVMXO/D1WQ2+qFKjBwPxyquv4Y033sCgQe49/e21a9fw9ttv4/333oUPbuKX44Px8NggTBwegGGBvgj0YyMNSefp5wUReY89e/Yga/WrUKnqMGNsMObeE4T7YgIxOsQfQYPuwEB2wCCJum7chPrnGzhz+WcU17Zhf5UGqkvtSJ03D+998AHuvvtuuUO0iPc15Gg3ewHNtRuoa+3E8fp2FJ7RoLhGjdjY0ch+5z0sWLBA7hDx2JxHEdxagfdSx8gdCtmgvbMHBRXN4nIkq5JjsGhyOGJ1lpc09XApt6zJ6DOd13uQsvGk3sOiysYO7KtsFR9ArUqOwX3Rd4kj7gXWlnMmVUsnSuo0UCjVUCjVSIkPRkp8MKaNDtLbH7ryy5uxp7xZnFVg6dQIo/1V2diBbUebsL20CSnxwdi6ZJzFB3aG9abEB2NBYhjSEsOMyrnDfiPH6b5xE/evP4ns9X/Fc889J2ssbO8iZ3D39q6PP/4Yv3/5RRx9aRKX7vFAzGluY05D7uCV/FpcCZ2Afx84KHcoRu2Xc+4JwpSYuzAqmO2XdJvQ/nJO3Ylj9VdxwA3bX4i8jP2dkASnT5/G1q1bsX9vPipOKx1RJXkI3zvvwMyZD2LBwkVYunQphg71rFG0V65cQW5uLvbszsO3336H7us35A6J+gFPPy+IyDvcvHkTX3zxBXZ++in+/cV+XG41HnlIZIsJ4+PxxPw0pKenu8XSa1LwvoacITwkGI/98gn86pln8Pjjj2PgQPd4OLZ//34sWrgAR16ajNCAO+UOh4jIY316/BLe/qYF5843YPDgwXKHA4DtXeQc7tre9fPPP2PUiGi88VAofnXf+hIw9QAAIABJREFUMLnDISLyWC0d1/HA+hPI270HTzzxhNzhANBvv/zXF/vRzPZLsiAsJBiPu2H7C5GXcVwnJF1XrlxBRUUFWlpa0NXV5ejqyU0EBgZi+PDhGD9+vMvX+naW7u5unD59GhcvXkR7e7vc4ZAH6o/nBRF5j7q6OqhUKqjVaty8eVPucMjD+Pn5ITQ0FBMmTHCbhxH24n0N2WPgwIEIDg5GbGwsRo8eLXc4Zs1+5CFEdtTgnXmj5A6FiMgjdXT3IHlDJda8/Q5++9vfyh2OSWzvInt5QnvXpk2bsO6N1SjKTOAyhERENlq97xwaA8biy6++kTsUs9h+SYY8pf2FyIs4pxMSEREREREREbm/U6dOYeqU+7Dn2fG4N/ouucMhIvI4bx08j2L1EJT9eBI+Puz4QCSXnp4eTL13EmYEt+F/Hh0hdzhERB7nx4arWPDJaZQdO46JEyfKHQ4REXmuFzgHGREREREREZGXmjhxIjIzMrBylwoX27rlDoeIyKN8cboVm4ob8NGGTeyARCQzHx8ffLRhEzYVN+CL061yh0NE5FEutnVj5S4VMjMy2AGJiIjsxk5IRERERERERF7sT3/JRszYePx3ngrXrnM6eyIiaxyvv4rf7VHhrbfewsyZM+UOh4gAzJw5E2+99RZ+t0eF4/VX5Q6HiMgjXLt+E/+dp0LM2Hj86S/ZcodDRET9AJdjIyIiIiIiIvJyly9fRtLUKYi6swN/X3w3hg66Q+6QiIjc1pGf2vFfO2vweOqT2P5/d8gdDhEZWPafS/Cvgs/x98Vj8cDIQLnDISJyW1eu3cB/7TyLC9cDUFp2DOHh4XKHREREno/LsRERERERERF5u/DwcPyr8AAaewIx/+PTqG3plDskIiK39NmJy3hm22k8MudxfLxlq9zhEJEJH2/ZikfmPI5ntp3GZycuyx0OEZFbqm3pxPyPT6OxJxD/KjzADkhEROQw7IRERERERERERBg/fjyOHC1DVNxE/PLvlfjkh0bcuMnJk4mIAOBSezdeyVfhpc9rkPX6G9i5Kw++vr5yh0VEJvj6+mLnrjxkvf4GXvq8Bq/kq3CpvVvusIiI3MKNm7345IdG/PLvlYiKm4gjR8swfvx4ucMiIqJ+hMuxEREREREREZGoq6sLa9e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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 14,
     "metadata": {
      "image/png": {
       "width": "100%"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#model\n",
    "train, test = train_test_split(dataset, test_size=1/5, random_state=42)\n",
    "\n",
    "model = DecisionTreeClassifier(random_state=0)\n",
    "attrs = ['SexoConsumidorEncoded','FaixaEtariaConsumidorEncoded']\n",
    "model.fit(train[attrs],train.vendaEnganosaEncoded)\n",
    "\n",
    "\n",
    "dot_data = export_graphviz(model, out_file=None, \n",
    "                         feature_names=attrs,\n",
    "                         class_names=['Outros','Venda Enganosa'],\n",
    "                         filled=True, rounded=True,\n",
    "                         special_characters=True)\n",
    "\n",
    "f = StringIO(dot_data)\n",
    "g = gviz.Source(source=dot_data)\n",
    "\n",
    "Image(g.pipe(format='png'),width='100%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "separando trainamento e test\n",
      "Executando classificadores\n",
      "\n",
      "Arvore de decisão\n",
      "acc 0.9944834161956003\n",
      "MSE 0.005516583804399646\n",
      "Recall 0.0\n",
      "\n",
      "Bayes\n",
      "acc 0.9944834161956003\n",
      "MSE 0.005516583804399646\n",
      "Recall 0.0\n"
     ]
    }
   ],
   "source": [
    "cmDT, cmNB = classify_dataset(dataset,attrs,\"vendaEnganosaEncoded\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(cmDT, ['Outros','Enganosa']) #chutando todos na classe majoritaria -> clases desiguais"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "separando trainamento e test\n",
      "Executando classificadores\n",
      "\n",
      "Arvore de decisão\n",
      "acc 0.5809439487843084\n",
      "MSE 0.4190560512156916\n",
      "Recall 0.4444444444444444\n",
      "\n",
      "Bayes\n",
      "acc 0.6354968330722605\n",
      "MSE 0.36450316692773954\n",
      "Recall 0.3950617283950617\n"
     ]
    }
   ],
   "source": [
    "cmDT, cmNB = classify_dataset_oversampling(dataset,attrs,\"vendaEnganosaEncoded\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(cmDT, ['Outros','Enganosa']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#Recorte do dataset\n",
    "dd = dataset[[\"SexoConsumidorEncoded\", \"CodigoProblema\", \"periodo\", \"FaixaEtariaConsumidorEncoded\"]]\n",
    "df_with_dummies = pd.get_dummies(dd, columns=['CodigoProblema', 'SexoConsumidorEncoded'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "separando trainamento e test\n",
      "Executando classificadores\n",
      "\n",
      "Arvore de decisão\n",
      "acc 0.23973302458625623\n",
      "MSE 3.815092283593271\n",
      "\n",
      "Bayes\n",
      "acc 0.051351903561942386\n",
      "MSE 10.153102227065313\n"
     ]
    }
   ],
   "source": [
    "#TESTANDO PARA: O sexo do consumidor, descriçao do problema, perıodo da reclamaçao sao determinantes para deduzir a faixa etaria do consumidor\n",
    "\n",
    "# falta ainda transformar atributos categoricos em com get_dummies ou one hot enconding\n",
    "\n",
    "columns = df_with_dummies.loc[:, df_with_dummies.columns != 'FaixaEtariaConsumidorEncoded'].columns.values #colunas que vão ser avaliadas no classificador\n",
    "label = \"FaixaEtariaConsumidorEncoded\" #coluna que deve ser predita\n",
    "\n",
    "\n",
    "cmDT, cmNB = classify_dataset(df_with_dummies, columns, label)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(cmDT, faixaEtariaCategories)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(cmNB, faixaEtariaCategories)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "separando trainamento e test\n",
      "Executando classificadores\n",
      "\n",
      "Arvore de decisão\n",
      "acc 0.6337941837499149\n",
      "MSE 0.36620581625008514\n",
      "\n",
      "Bayes\n",
      "acc 0.6359735748825172\n",
      "MSE 0.3640264251174828\n"
     ]
    }
   ],
   "source": [
    "#É possivel inferir a partir das caracteristicas da reclamação se a reclamação foi resolvida ou não\n",
    "#não faz sentido prever se vai ser atendida ou não com o período pois se foi fechada não tem pra que prever\n",
    "\n",
    "df = dataset[[\"CNAEPrincipal\", \"CodigoProblema\", \"CodigoRegiao\", \"Tipo\", \"CodigoAssunto\", \"CodigoProblema\", \"FaixaEtariaConsumidorEncoded\", \"AtendidaEncoded\"]]\n",
    "df2 = pd.get_dummies(df)\n",
    "\n",
    "columns = df2.loc[:, df2.columns != 'AtendidaEncoded'].columns.values #colunas que vão ser avaliadas no classificador\n",
    "label = \"AtendidaEncoded\" #coluna que deve ser predita\n",
    "labelsHipotese = [\"Não Atendida\", \"Atendida\"]\n",
    "cmDT, cmNB = classify_dataset(df2, columns, label)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(cmDT,labelsHipotese)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(cmNB,labelsHipotese,cmap=plt.get_cmap('Purples'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dados de percentagem de Resoluções para cada Estado:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0,61.3028,'61')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sum_df = pd.crosstab(dataset['Regiao'], dataset['Atendida']).apply(lambda r: 100*(r/r.sum()), axis=1)\n",
    "print('Dados de percentagem de Resoluções para cada Estado:')\n",
    "mean_sum_df = sum_df['S'].mean()\n",
    "ax = sum_df['S'].T.plot(kind='bar')\n",
    "ax.set_ylabel('Percentage of Resolved')\n",
    "ax.axhline(y=mean_sum_df, label='mean', color='darkblue')\n",
    "trans = transforms.blended_transform_factory(\n",
    "    ax.get_yticklabels()[0].get_transform(), ax.transData)\n",
    "ax.text(0,mean_sum_df, \"{:.0f}\".format(mean_sum_df), color=\"darkblue\", transform=trans, \n",
    "        ha=\"right\")"
   ]
  },
  {
   "cell_type": "code",
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