acidentes_aereos.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src='./img/top.png'>\n",
    "<h1>Um estudo sobre acidentes aéreos</h1>\n",
    "por Paulo Henrique Vasconcellos\n",
    "\n",
    "<h1>Uma breve introdução</h1>\n",
    "\n",
    "Por muitos anos os aviões tem sido considerados o segundo meio de transporte mais seguro do mundo, perdendo apenas para elevadores. Cobrindo longas viagens em um curto espaço de tempo, tais aeronaves proveram diversas vantagens para o mundo, tanto comercial quanto a lazer. Infelizmente, como todo meio de transporte, as aeronaves possuem sua conta de tragédias. O último caso, até a data de publicação deste estudo <a href='http://globoesporte.globo.com/sc/futebol/times/chapecoense/acidente/'>foi o acidente do avião da LAMIA, que transportava o time de futebol da Chapecoense para a final de um campeonato na Colombia</a>. O caso reacendeu discursões, destacando a segurança dos aviões e até onde a capacitação humana influência no desenrolar de um incidente."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Sobre este estudo</h1>\n",
    "\n",
    "Nesta apresentação, eu estarei utilizando dados abertos disponibilizados pela CENIPA - Centro de Investigação e Prevenção de Acidentes aeronáuticos. Tais arquivos conterão informações sobre ocorrências envolvendo aeronaves nos últimos 10 anos. Você pode acessar dados mais atualizados visitando <a href='http://dados.gov.br/dataset/ocorrencias-aeronauticas-da-aviacao-civil-brasileira'>a página oficial de Dados Abertos Brasileiros</a>, mas, caso deseje, poderá estar realizando o download dos datasets utilizados aqui através dos links de download abaixo.\n",
    "<br>\n",
    "<br>\n",
    "Para este estudo, utilizarei de dois datasets da CENIPA:\n",
    "<br>\n",
    "<br>\n",
    "<a href='./dataset/ocorrencia.csv'>Ocorrencia.csv</a>: possui os dados sobre cada ocorrência registrada nos últimos 10 anos. Código da ocorrência, Data, Motivo da Ocorrência e Localização serão encontrados nesse conjunto de dados.\n",
    "<br>\n",
    "<br>\n",
    "<a href='./dataset/aeronave.csv'>Aeronave.csv</a>: informações agrupadas sobre as aeronaves envolvidas nas ocorrências registradas no arquivo ocorrencia.csv. Aqui serão encontrados dados como: Modelo da Aeronave, Tipo de Aeronave, Fabricante, Quantidade de Fatalidades, dentre outras."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src='./img/img_2.png'>\n",
    "<h1>Perguntas a serem respondidas</h1>\n",
    "\n",
    "Dentre outros <i>insights</i> gerados através deste estudo, quero responder as seguintes perguntas:\n",
    "<br>\n",
    "<br>\n",
    "<li>Quais são as maiores causas de ocorrências e, eventualmente, queda de aviões?</li>\n",
    "<li>Como tem sido a progressão desses casos nos últimos anos? Tiveram menos ocorrências ou mais?</li>\n",
    "<li>Quais os estados que mais possuem ocorrências registradas?</li>\n",
    "<li>Qual tipo de aeronave possui mais problemas? Aviões, jatos, planadores? </li>\n",
    "<li>Quais as fabricantes com maior número de defeitos registrados?</li>\n",
    "<li>Será que durante o pouso é mais comum ter problemas do que durante a decolagem? Ou durante a viagem em si é mais frequente surgir defeitos?</li>\n",
    "<li>Viagens comerciais regulares tendem a ter mais problemas do que voos fretados?</li>\n",
    "<li>Quantos incidentes com fatalidades (morte de passageiros e tripulação) temos registro nos últimos 10 anos?</li>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Importando bibliotecas</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd #Para criação de DataFrames\n",
    "import matplotlib.pyplot as plt #Para plotagem\n",
    "import random"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Leitura dos dataset</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ocorrencia = pd.read_csv('./dataset/ocorrencia.csv')\n",
    "aeronave = pd.read_csv('./dataset/aeronave.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "O arquivo \"ocorrencia.csv\" 2027 linhas e 19 colunas\n"
     ]
    }
   ],
   "source": [
    "print('O arquivo \\\"ocorrencia.csv\\\" ' + str(ocorrencia.shape[0]) + ' linhas e ' + str(ocorrencia.shape[1]) + ' colunas')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "O arquivo \"aeronave.csv\" 2043 linhas e 22 colunas\n"
     ]
    }
   ],
   "source": [
    "print('O arquivo \\\"aeronave.csv\\\" ' + str(aeronave.shape[0]) + ' linhas e ' + str(aeronave.shape[1]) + ' colunas')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Limpeza de Dados (Data Cleaning)</h2>\n",
    "\n",
    "O primeiro processo deste estudo será realizar a limpeza e tratativa dos dados. Vamos inicialmente verificar como a tabela do arquivo \"ocorrencia.csv\" é apresentada."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>codigo_ocorrencia</th>\n",
       "      <th>classificacao</th>\n",
       "      <th>tipo</th>\n",
       "      <th>localidade</th>\n",
       "      <th>uf</th>\n",
       "      <th>pais</th>\n",
       "      <th>aerodromo</th>\n",
       "      <th>dia_ocorrencia</th>\n",
       "      <th>horario</th>\n",
       "      <th>sera_investigada</th>\n",
       "      <th>comando_investigador</th>\n",
       "      <th>status_investigacao</th>\n",
       "      <th>numero_relatorio</th>\n",
       "      <th>relatorio_publicado</th>\n",
       "      <th>dia_publicacao</th>\n",
       "      <th>quantidade_recomendacoes</th>\n",
       "      <th>aeronaves_envolvidas</th>\n",
       "      <th>saida_pista</th>\n",
       "      <th>dia_extracao</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>47965</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>FALHA DO MOTOR EM VOO</td>\n",
       "      <td>ARIQUEMES</td>\n",
       "      <td>RO</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>SJOG</td>\n",
       "      <td>2013-05-05</td>\n",
       "      <td>11:00:00</td>\n",
       "      <td>***</td>\n",
       "      <td>SERIPA-7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50313</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>POUSO SEM TREM</td>\n",
       "      <td>CACOAL</td>\n",
       "      <td>RO</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>SSKW</td>\n",
       "      <td>2013-11-25</td>\n",
       "      <td>12:32:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>SERIPA-7</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>IG-209/CENIPA/2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2014-04-07</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>34078</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>PERDA DE CONTROLE NO SOLO</td>\n",
       "      <td>CEREJEIRAS</td>\n",
       "      <td>RO</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>****</td>\n",
       "      <td>2008-08-07</td>\n",
       "      <td>15:10:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>SERIPA-7</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A - 517/CENIPA/2016</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2016-07-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>44988</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>POUSO LONGO</td>\n",
       "      <td>AMAJARI</td>\n",
       "      <td>RR</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>****</td>\n",
       "      <td>2011-08-11</td>\n",
       "      <td>17:00:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>SERIPA-7</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>A-105/CENIPA/2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2012-09-20</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>38855</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>PERDA DE CONTROLE EM VOO</td>\n",
       "      <td>ACEGUÁ</td>\n",
       "      <td>RS</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>****</td>\n",
       "      <td>2009-12-28</td>\n",
       "      <td>17:30:00</td>\n",
       "      <td>SIM</td>\n",
       "      <td>SERIPA-5</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>A DEFINIR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   codigo_ocorrencia    classificacao                       tipo  localidade  \\\n",
       "0              47965         ACIDENTE      FALHA DO MOTOR EM VOO   ARIQUEMES   \n",
       "1              50313  INCIDENTE GRAVE             POUSO SEM TREM      CACOAL   \n",
       "2              34078         ACIDENTE  PERDA DE CONTROLE NO SOLO  CEREJEIRAS   \n",
       "3              44988         ACIDENTE                POUSO LONGO     AMAJARI   \n",
       "4              38855         ACIDENTE   PERDA DE CONTROLE EM VOO      ACEGUÁ   \n",
       "\n",
       "   uf    pais aerodromo dia_ocorrencia   horario sera_investigada  \\\n",
       "0  RO  BRASIL      SJOG     2013-05-05  11:00:00              ***   \n",
       "1  RO  BRASIL      SSKW     2013-11-25  12:32:00              SIM   \n",
       "2  RO  BRASIL      ****     2008-08-07  15:10:00              SIM   \n",
       "3  RR  BRASIL      ****     2011-08-11  17:00:00              SIM   \n",
       "4  RS  BRASIL      ****     2009-12-28  17:30:00              SIM   \n",
       "\n",
       "  comando_investigador status_investigacao     numero_relatorio  \\\n",
       "0             SERIPA-7                 NaN                  NaN   \n",
       "1             SERIPA-7          FINALIZADA   IG-209/CENIPA/2013   \n",
       "2             SERIPA-7          FINALIZADA  A - 517/CENIPA/2016   \n",
       "3             SERIPA-7          FINALIZADA    A-105/CENIPA/2012   \n",
       "4             SERIPA-5               ATIVA            A DEFINIR   \n",
       "\n",
       "   relatorio_publicado dia_publicacao  quantidade_recomendacoes  \\\n",
       "0                  NaN            NaN                         0   \n",
       "1                  1.0     2014-04-07                         0   \n",
       "2                  1.0     2016-07-07                         0   \n",
       "3                  1.0     2012-09-20                         4   \n",
       "4                  NaN            NaN                         0   \n",
       "\n",
       "   aeronaves_envolvidas  saida_pista dia_extracao  \n",
       "0                     1          NaN   2016-07-30  \n",
       "1                     1          NaN   2016-07-30  \n",
       "2                     1          1.0   2016-07-30  \n",
       "3                     1          NaN   2016-07-30  \n",
       "4                     1          NaN   2016-07-30  "
      ]
     },
     "execution_count": 248,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ocorrencia.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Acima você pode verificar como o arquivo está estruturado. Como disse no código anteriormente, o arquivo \"ocorrencia.csv\" contém 2027 linhas e 19 colunas. Ou seja, há 2027 registros de ocorrências dos últimos 10 anos.\n",
    "<br>\n",
    "<br>\n",
    "Em seguida, quero descobrir como a linguagem Python está identificando cada coluna. Será que ele está tratando o código da ocorrência como número inteiro ou <i>string</i>? O comando ```dtypes``` nos responderá."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "codigo_ocorrencia             int64\n",
       "classificacao                object\n",
       "tipo                         object\n",
       "localidade                   object\n",
       "uf                           object\n",
       "pais                         object\n",
       "aerodromo                    object\n",
       "dia_ocorrencia               object\n",
       "horario                      object\n",
       "sera_investigada             object\n",
       "comando_investigador         object\n",
       "status_investigacao          object\n",
       "numero_relatorio             object\n",
       "relatorio_publicado         float64\n",
       "dia_publicacao               object\n",
       "quantidade_recomendacoes      int64\n",
       "aeronaves_envolvidas          int64\n",
       "saida_pista                 float64\n",
       "dia_extracao                 object\n",
       "dtype: object"
      ]
     },
     "execution_count": 249,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ocorrencia.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Perceba que cada linha abaixo do comando ```dtypes``` representa uma coluna do conjunto de dados \"ocorrencia.csv\", totalizando 19 linhas. A sua direita, está a forma como a linguagem interpreta ela. ```codigo_ocorrencia``` está, de fato, sendo tratado como número inteiro (int64), enquanto campos como localidade, UF e classificação são executados como <i>string</i>, ou <i>object</i>, como visto acima.\n",
    "<br>\n",
    "<br>\n",
    "O próximo passo é tratar os nomes das colunas que iremos trabalhar. Antes de mais nada, vamos exibir cada uma delas, usando o comando ```columns``` da biblioteca pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['codigo_ocorrencia', 'classificacao', 'tipo', 'localidade', 'uf',\n",
       "       'pais', 'aerodromo', 'dia_ocorrencia', 'horario', 'sera_investigada',\n",
       "       'comando_investigador', 'status_investigacao', 'numero_relatorio',\n",
       "       'relatorio_publicado', 'dia_publicacao', 'quantidade_recomendacoes',\n",
       "       'aeronaves_envolvidas', 'saida_pista', 'dia_extracao'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 250,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Colunas do arquivo 'ocorrencia.csv'\n",
    "ocorrencia.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ocorrencia.csv é um arquivo relativamente grande. Ele possui muitas linhas e colunas que concedem muitos detalhes a cerca da ocorrência registrada, contudo, não precisamos de todas elas para esse estudo. A fim de deixar a exibição mais apresentável e limpa, vamos eliminar algumas colunas que não precisaremos, como o numero do relatório, comando investigador e aerodromo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Retirando colunas que não serão usadas\n",
    "ocorrencia.drop(['aerodromo','horario','sera_investigada','comando_investigador',\n",
    "                 'relatorio_publicado','dia_publicacao','quantidade_recomendacoes',\n",
    "                 'aeronaves_envolvidas','saida_pista','dia_extracao', 'numero_relatorio'], axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Agora temos todas as colunas que precisaremos em nosso dataset, mas, ainda não estou feliz como as elas são nomeadas no arquivo. Por exemplo: poderiamos mudar a coluna codigo_ocorrencia para Código da Ocorrência, a fim de deixar a leitura e entendimento mais nítido. É exatamente isso que vamos fazer no próximo passo. Ao fim, incluirei uma nova coluna que será usada para realizar cálculos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Renomeando colunas do dataset ocorrencia.csv\n",
    "ocorrencia.columns = ['CÓDIGO DA OCORRÊNCIA','CLASSIFICAÇÃO','TIPO DE OCORRÊNCIA','LOCALIDADE',\n",
    "                      'UF','PAÍS','DIA DA OCORRÊNCIA','STATUS DA INVESTIGAÇÃO']\n",
    "\n",
    "#Inserindo coluna para contagem\n",
    "ocorrencia['CONTAGEM'] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos também remover as linhas em que o campo Código da Ocorrência está inválido. Este arquivo não possui nenhum registro inválido, mas para casos futuros, já vou deixar esse comando pronto."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Derrubando colunas onde o código da ocorrência é inválido\n",
    "ocorrencia['CÓDIGO DA OCORRÊNCIA'].dropna(axis = 0, inplace = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos ver como ficou nosso novo DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CÓDIGO DA OCORRÊNCIA</th>\n",
       "      <th>CLASSIFICAÇÃO</th>\n",
       "      <th>TIPO DE OCORRÊNCIA</th>\n",
       "      <th>LOCALIDADE</th>\n",
       "      <th>UF</th>\n",
       "      <th>PAÍS</th>\n",
       "      <th>DIA DA OCORRÊNCIA</th>\n",
       "      <th>STATUS DA INVESTIGAÇÃO</th>\n",
       "      <th>CONTAGEM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>47965</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>FALHA DO MOTOR EM VOO</td>\n",
       "      <td>ARIQUEMES</td>\n",
       "      <td>RO</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>2013-05-05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50313</td>\n",
       "      <td>INCIDENTE GRAVE</td>\n",
       "      <td>POUSO SEM TREM</td>\n",
       "      <td>CACOAL</td>\n",
       "      <td>RO</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>2013-11-25</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>34078</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>PERDA DE CONTROLE NO SOLO</td>\n",
       "      <td>CEREJEIRAS</td>\n",
       "      <td>RO</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>2008-08-07</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>44988</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>POUSO LONGO</td>\n",
       "      <td>AMAJARI</td>\n",
       "      <td>RR</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>2011-08-11</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>38855</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>PERDA DE CONTROLE EM VOO</td>\n",
       "      <td>ACEGUÁ</td>\n",
       "      <td>RS</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>2009-12-28</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CÓDIGO DA OCORRÊNCIA    CLASSIFICAÇÃO         TIPO DE OCORRÊNCIA  \\\n",
       "0                 47965         ACIDENTE      FALHA DO MOTOR EM VOO   \n",
       "1                 50313  INCIDENTE GRAVE             POUSO SEM TREM   \n",
       "2                 34078         ACIDENTE  PERDA DE CONTROLE NO SOLO   \n",
       "3                 44988         ACIDENTE                POUSO LONGO   \n",
       "4                 38855         ACIDENTE   PERDA DE CONTROLE EM VOO   \n",
       "\n",
       "   LOCALIDADE  UF    PAÍS DIA DA OCORRÊNCIA STATUS DA INVESTIGAÇÃO  CONTAGEM  \n",
       "0   ARIQUEMES  RO  BRASIL        2013-05-05                    NaN         1  \n",
       "1      CACOAL  RO  BRASIL        2013-11-25             FINALIZADA         1  \n",
       "2  CEREJEIRAS  RO  BRASIL        2008-08-07             FINALIZADA         1  \n",
       "3     AMAJARI  RR  BRASIL        2011-08-11             FINALIZADA         1  \n",
       "4      ACEGUÁ  RS  BRASIL        2009-12-28                  ATIVA         1  "
      ]
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ocorrencia.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Visualização dos Dados (Data Visualization)</h1>\n",
    "\n",
    "Certo, nosso DataFrame está mais limpo e apresentável. Agora, vamos realizar alguns <i>Insights</i> em torno dos dados contidos aqui.\n",
    "\n",
    "As primeiras perguntas que eu gostaria de responder são:<br><br>\n",
    "<b>Como é classificada uma ocorrência? Como se divide o total geral nestas categorias?</b>\n",
    "\n",
    "\n",
    "Para responder a isso, criei a variável ```tipo_ocorrencia```, que armazenará as informações deste dataset agrupadas por classificação. A coluna ```CONTAGEM``` será somada, retornando um gráfico com o total de ocorrências para cada classificação.\n",
    "<br>\n",
    "Ficou confuso? Vamos ver como funciona na prática!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Cores para serem usadas nos gráficos\n",
    "colors = [['#0D47A1','#1565C0','#1976D2','#1E88E5','#2196F3'],\n",
    "          ['#311B92','#512DA8','#673AB7','#9575CD','#B39DDB'],\n",
    "          ['#1B5E20','#388E3C','#4CAF50','#81C784','#66BB6A'],\n",
    "          ['#E65100','#EF6C00','#F57C00','#FB8C00','#FF9800'],\n",
    "          ['#3E2723','#4E342E','#5D4037','#6D4C41','#795548'],\n",
    "          ['#BF360C','#D84315','#E64A19','#F4511E','#FF5722'],\n",
    "          ['#880E4F','#AD1457','#C2185B','#D81B60','#E91E63']\n",
    "         ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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Fd4UxdBnco/nZPoatTt2YbFxKubZ9o6Zr3wXABUn+Tu1auRPDj7eDkT/cX9b87HoNk2xE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\nRqIqxgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a5aea90668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "classificacao = ocorrencia.groupby('CLASSIFICAÇÃO')['CONTAGEM'].sum().plot(kind='bar', figsize=(10,5), color=random.choice(colors), alpha=.7)\n",
    "\n",
    "for p in classificacao.patches:\n",
    "    b=p.get_bbox()\n",
    "    classificacao.annotate(\"{:.0f}\".format(b.y1 + b.y0), ((b.x0 + b.x1)/2 - 0.03, b.y1 + 15))\n",
    "\n",
    "plt.xticks(rotation=0)\n",
    "plt.xlabel('CLASSIFICAÇÃO DA OCORRÊNCIA')\n",
    "plt.ylabel('QUANTIDADE')\n",
    "plt.title('QUANTIDADE DE OCORRÊNCIAS POR CLASSIFICAÇÃO \\n Total: ' + str(ocorrencia['CONTAGEM'].sum()) + ' ocorrências')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Como podemos ver no gráfico, as ocorrências são divididas em duas principais classificações: Acidente e Incidente Grave. Vale lembrar que, embora este arquivo trate de ocorrências envolvendo aeronaves nos últimos 10 anos, não significa que todas as ocorrências foram graves ou que houveram fatalidades. Muitos dos casos são sim, de quedas de avião decorrente de alguma falha humana ou mecânica, mas você verá mais a frente que nem todos são assim.\n",
    "\n",
    "Após classificarmos nossas ocorrências, quero responder a mais uma pergunta: \n",
    "\n",
    "<b>Quais os tipos de ocorrências que existem e qual foi sua frequência nestes últimos anos?</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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nhk5J7G9FCD59UNWyovHAZnF0WNKkPGXNNbP0dNPW8fVB4OtEmkGYfruWpHTf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l2n4ZtY0/VkoaEmtzlKR3JS2UtEjSJ5L+keinuaQhksZLqpQ0V9KbkvqnkpNRuw6SRkr6WtKy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BPi1zOAQ4H/SNo6UY8BdwItgbbAn4CrJZ1RS/uZ+7ZPHDvEET45rwPZSSwDrs7XkKTWdezP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\nG2Wct0ksOyv+PCcxtpXx5yryfEco8Z1PnVMB2LBhw+ztt9+2nHHjx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Vg+k3A/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\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QRtrA/aBnSfqypKmS5uXtXkkHlNK4D/Sg9trAfaC5JJ2ar/HZpf1N6QcOlpmZ2TJN0mHA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a5aeccf908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = ocorrencia.groupby('TIPO DE OCORRÊNCIA')['CONTAGEM'].sum().sort_values().plot(kind='barh', color=random.choice(colors), figsize=(10,10))\n",
    "\n",
    "for p in ax.patches:\n",
    "    b=p.get_bbox()\n",
    "    ax.annotate(\"{:.0f}\".format(b.x1 + b.x0), (p.get_x() + p.get_width() + 1, p.get_y() - 0.05))\n",
    "\n",
    "plt.title('QUANTIDADE DE OCORRÊNCIAS AGRUPADAS POR TIPO \\n Total: ' + str(ocorrencia['CONTAGEM'].sum()) + ' ocorrências')\n",
    "plt.ylabel('TIPO DE OCORRÊNCIA')\n",
    "plt.xlabel('QUANTIDADE DE OCORRÊNCIA')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O processo de geração deste gráfico foi semelhante ao anterior: agrupei todos os dados da coluna 'TIPO' e somei os valores da coluna 'CONTAGEM'. Então, realizei a plotagem desses dados para melhor visualização.\n",
    "\n",
    "De acordo com os dados desse <i>plot</i>, as maiores causas de ocorrências são devidas a falhas de motor durante o vôo, seguida por perda de controle em solo e perda de controle em vôo. Embora tais causas nos remetam a falha humana na operação, não podemos levar isto como uma regra. Uma perda de controle em vôo pode dever-se desde incompetência técnica até falha em dispositivos como o radar. Todavia, a escala destes três principais motivos é uma causa a se preocupar."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seguindo nosso estudo, vamos responder a próxima pergunta:<br><br>\n",
    "<b>Como tem sido a progressão desses últimos anos? Tiveram menos ocorrências ou mais?</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+8X1fmtnz+Fsi9sffS/8jPr/5aTM72P+hZtYkaHs78CfgG+dcvAJ/E4H/mtlY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\nRg4YyaHXHsoRPzsi63EkSVIOkt3IL8ZYHmM8FTiTikV/F6A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89b1NXWefdNkmXbZJm30E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\nZmY15U6/mZmZmZmZWU39PxlHNLEmD+RmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a5b17edba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotagem_data = ocorrencia.copy()\n",
    "plotagem_data['DIA DA OCORRÊNCIA'] = plotagem_data['DIA DA OCORRÊNCIA'].apply(lambda x: x.replace(x,x[0:4]))\n",
    "plotagem_data.groupby('DIA DA OCORRÊNCIA')['CONTAGEM'].sum().plot(color='purple', figsize=(12,5), grid=True)\n",
    "\n",
    "plt.title('QUANTIDADE DE OCORRÊNCIA AO LONGO DOS ANOS \\n Total: ' + str(ocorrencia['CONTAGEM'].sum()) + ' ocorrências')\n",
    "plt.xlabel('ANO REFERÊNCIA')\n",
    "plt.ylabel('QUANTIDADE DE OCORRÊNCIAS')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A progressão de ocorrências aéres nos últimos 10 anos tem crescido assustadoramente. Enquanto em 2006 tivemos menos que 130 ocorrências, em 2012 esse número subiu para quase 300! Vale lembrar que, embora em 2007 tenham ocorridos menos casos envolvendo aviões, este foi o ano do maior desastre aéreo já ocorrido no Brasil: o acidente do avião da TAM, que matou 194 pessoas. Mas, vamos deixar essa parte mais a frente deste estudo. A boa notícia é que, de 2012 até agora o número de ocorrências tem diminuído."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "E quanto aos estados? <b>Quais foram os que mais registraram ocorrências?</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Y+1hVVyZ5FPBOYH/aHMglwD5V1d+j93zg8G5bD/hX4HRaIHYE7RmRRQuEXkob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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a5b0b676d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax_estado =  ocorrencia.groupby('UF')['CONTAGEM'].sum().plot(kind='bar', color=random.choice(colors), figsize=(11,5))\n",
    "\n",
    "plt.xlabel('ESTADO')\n",
    "plt.ylabel('QUANTIDADE DE OCORRÊNCIAS')\n",
    "plt.title('QUANTIDADE DE OCORRÊNCIAS POR ESTADO\\nTotal: ' + str(ocorrencia['CONTAGEM'].sum()) + ' ocorrências')\n",
    "plt.xticks(rotation=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O Estado de São Paulo foi o que mais teve ocorrências de 2006 a 2015. O número preocupante é maior do que os encontrados em todos os estados da região sudeste juntos! É de conhecimento que São Paulo é o estado com mais aeroportos do Brasil o que nos permitiria cogitar que este é o motivo de tantas ocorrências, não obstante, outros estados com muitos aeroportos como: Goiás, Maranhão, Mato Grosso e Minas Gerais obtiveram um <i>score</i> consideravelmente menor que o estado de São Paulo.\n",
    "\n",
    "Você deve ter percebido duas informações diferentes nesse gráfico: os \"estados\" \\*\\*\\*\\ e EX. Este último, por exemplo, representa ocorrências registradas fora do território brasileiro, mas com aeronaves nacionais.\n",
    "\n",
    "Já os três asterísticos representam locais que não tiveram sua localização identificadas (vide tabela abaixo), como a ocorrência 49474, que ocorreu em águas internacionais."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CÓDIGO DA OCORRÊNCIA</th>\n",
       "      <th>CLASSIFICAÇÃO</th>\n",
       "      <th>TIPO DE OCORRÊNCIA</th>\n",
       "      <th>LOCALIDADE</th>\n",
       "      <th>UF</th>\n",
       "      <th>PAÍS</th>\n",
       "      <th>DIA DA OCORRÊNCIA</th>\n",
       "      <th>STATUS DA INVESTIGAÇÃO</th>\n",
       "      <th>CONTAGEM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>53112</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>OUTROS TIPOS</td>\n",
       "      <td>NÃO IDENTIFICADA</td>\n",
       "      <td>***</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>2015-03-06</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025</th>\n",
       "      <td>49474</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>CAUSADO POR FENÔMENO METEOROLÓGICO EM VOO</td>\n",
       "      <td>ÁGUAS INTERNACIONAIS</td>\n",
       "      <td>***</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>2013-09-01</td>\n",
       "      <td>ATIVA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      CÓDIGO DA OCORRÊNCIA CLASSIFICAÇÃO  \\\n",
       "2006                 53112      ACIDENTE   \n",
       "2025                 49474      ACIDENTE   \n",
       "\n",
       "                             TIPO DE OCORRÊNCIA            LOCALIDADE   UF  \\\n",
       "2006                               OUTROS TIPOS      NÃO IDENTIFICADA  ***   \n",
       "2025  CAUSADO POR FENÔMENO METEOROLÓGICO EM VOO  ÁGUAS INTERNACIONAIS  ***   \n",
       "\n",
       "        PAÍS DIA DA OCORRÊNCIA STATUS DA INVESTIGAÇÃO  CONTAGEM  \n",
       "2006  BRASIL        2015-03-06                  ATIVA         1  \n",
       "2025  BRASIL        2013-09-01                  ATIVA         1  "
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Duas ocorrências em que não tiveram locais determinados\n",
    "ocorrencia[ocorrencia['UF'] == '***']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Analisando o dataset de aeronaves</h1>\n",
    "\n",
    "Agora iremos partir para o segundo conjunto de dados deste estudo: o dataset de aeronaves. Este arquivo possui informações acerca dos veículos que estavam envolvidos nas ocorrências registradas dos últimos anos. Primeiro, realizarei a fase de limpeza dos dados (semelhante ao feito anteriormente), depois, irei trazer alguns <i>Insights</i> a partir da visualização dos dados. Vamos começar?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Limpeza dos Dados (Data Cleaning)</h2>\n",
    "\n",
    "O arquivo \"aeronave.csv\" possui 24 colunas com informações sobre os aviões. Muitos desses dados não são de grande valia para esse estudo, como matricula da aeronave, seu código, peso máximo na decolagem e categoria de registro. Inicialmente, irei removê-los do DataFrame para melhor visualização, depois, converterei colunas indevidas com seu respectivo tipo de arquivo, seguido por processos como renomeação de colunas e eliminação de dados nulos.\n",
    "\n",
    "Abaixo, apresento as primeiras linhas do arquivo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>codigo_aeronave</th>\n",
       "      <th>codigo_ocorrencia</th>\n",
       "      <th>matricula</th>\n",
       "      <th>codigo_operador</th>\n",
       "      <th>equipamento</th>\n",
       "      <th>fabricante</th>\n",
       "      <th>modelo</th>\n",
       "      <th>tipo_motor</th>\n",
       "      <th>quantidade_motores</th>\n",
       "      <th>peso_maximo_decolagem</th>\n",
       "      <th>...</th>\n",
       "      <th>pais_registro</th>\n",
       "      <th>categoria_registro</th>\n",
       "      <th>categoria_aviacao</th>\n",
       "      <th>origem_voo</th>\n",
       "      <th>destino_voo</th>\n",
       "      <th>fase_operacao</th>\n",
       "      <th>tipo_operacao</th>\n",
       "      <th>nivel_dano</th>\n",
       "      <th>quantidade_fatalidades</th>\n",
       "      <th>dia_extracao</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>45602</td>\n",
       "      <td>PPGXE</td>\n",
       "      <td>241</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>NEIVA INDUSTRIA AERONAUTICA</td>\n",
       "      <td>56-C</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>660</td>\n",
       "      <td>...</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>PRI</td>\n",
       "      <td>INSTRUÇÃO</td>\n",
       "      <td>SDPW</td>\n",
       "      <td>SDPW</td>\n",
       "      <td>INDETERMINADA</td>\n",
       "      <td>INSTRUÇÃO</td>\n",
       "      <td>SUBSTANCIAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40</td>\n",
       "      <td>53551</td>\n",
       "      <td>PPGSZ</td>\n",
       "      <td>160</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>NEIVA INDUSTRIA AERONAUTICA</td>\n",
       "      <td>56-C</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>660</td>\n",
       "      <td>...</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>PRI</td>\n",
       "      <td>INSTRUÇÃO</td>\n",
       "      <td>SBBP</td>\n",
       "      <td>SBBP</td>\n",
       "      <td>DECOLAGEM</td>\n",
       "      <td>INSTRUÇÃO</td>\n",
       "      <td>LEVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>118</td>\n",
       "      <td>43721</td>\n",
       "      <td>PTCMT</td>\n",
       "      <td>1232</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>BEECH AIRCRAFT</td>\n",
       "      <td>95-B55</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2310</td>\n",
       "      <td>...</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>TPX</td>\n",
       "      <td>TÁXI AÉREO</td>\n",
       "      <td>****</td>\n",
       "      <td>****</td>\n",
       "      <td>CORRIDA APÓS POUSO</td>\n",
       "      <td>TÁXI AÉREO</td>\n",
       "      <td>SUBSTANCIAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>130</td>\n",
       "      <td>35556</td>\n",
       "      <td>PTEQI</td>\n",
       "      <td>3992</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>NEIVA INDUSTRIA AERONAUTICA</td>\n",
       "      <td>EMB-721C</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1633</td>\n",
       "      <td>...</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>TPP</td>\n",
       "      <td>PARTICULAR</td>\n",
       "      <td>SNDU</td>\n",
       "      <td>SBSL</td>\n",
       "      <td>CORRIDA APÓS POUSO</td>\n",
       "      <td>PRIVADA</td>\n",
       "      <td>LEVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>191</td>\n",
       "      <td>32579</td>\n",
       "      <td>PPVMM</td>\n",
       "      <td>4365</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>BOEING COMPANY</td>\n",
       "      <td>737-241</td>\n",
       "      <td>JATO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>52389</td>\n",
       "      <td>...</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>TPR</td>\n",
       "      <td>REGULAR</td>\n",
       "      <td>****</td>\n",
       "      <td>****</td>\n",
       "      <td>SUBIDA</td>\n",
       "      <td>REGULAR</td>\n",
       "      <td>NENHUM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   codigo_aeronave  codigo_ocorrencia matricula  codigo_operador equipamento  \\\n",
       "0                4              45602     PPGXE              241       AVIÃO   \n",
       "1               40              53551     PPGSZ              160       AVIÃO   \n",
       "2              118              43721     PTCMT             1232       AVIÃO   \n",
       "3              130              35556     PTEQI             3992       AVIÃO   \n",
       "4              191              32579     PPVMM             4365       AVIÃO   \n",
       "\n",
       "                    fabricante    modelo tipo_motor  quantidade_motores  \\\n",
       "0  NEIVA INDUSTRIA AERONAUTICA      56-C     PISTÃO                 1.0   \n",
       "1  NEIVA INDUSTRIA AERONAUTICA      56-C     PISTÃO                 1.0   \n",
       "2               BEECH AIRCRAFT    95-B55     PISTÃO                 2.0   \n",
       "3  NEIVA INDUSTRIA AERONAUTICA  EMB-721C     PISTÃO                 1.0   \n",
       "4               BOEING COMPANY   737-241       JATO                 2.0   \n",
       "\n",
       "   peso_maximo_decolagem     ...       pais_registro  categoria_registro  \\\n",
       "0                    660     ...              BRASIL                 PRI   \n",
       "1                    660     ...              BRASIL                 PRI   \n",
       "2                   2310     ...              BRASIL                 TPX   \n",
       "3                   1633     ...              BRASIL                 TPP   \n",
       "4                  52389     ...              BRASIL                 TPR   \n",
       "\n",
       "  categoria_aviacao origem_voo destino_voo       fase_operacao tipo_operacao  \\\n",
       "0         INSTRUÇÃO       SDPW        SDPW       INDETERMINADA     INSTRUÇÃO   \n",
       "1         INSTRUÇÃO       SBBP        SBBP           DECOLAGEM     INSTRUÇÃO   \n",
       "2        TÁXI AÉREO       ****        ****  CORRIDA APÓS POUSO    TÁXI AÉREO   \n",
       "3        PARTICULAR       SNDU        SBSL  CORRIDA APÓS POUSO       PRIVADA   \n",
       "4           REGULAR       ****        ****              SUBIDA       REGULAR   \n",
       "\n",
       "    nivel_dano quantidade_fatalidades dia_extracao  \n",
       "0  SUBSTANCIAL                    NaN   2016-07-30  \n",
       "1         LEVE                    NaN   2016-07-30  \n",
       "2  SUBSTANCIAL                    NaN   2016-07-30  \n",
       "3         LEVE                    NaN   2016-07-30  \n",
       "4       NENHUM                    NaN   2016-07-30  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aeronave.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A seguir eu retiro as colunas que não me interessam para este projeto. Perceba no bloco abaixo como fica a tabela sem esses dados."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>codigo_ocorrencia</th>\n",
       "      <th>equipamento</th>\n",
       "      <th>fabricante</th>\n",
       "      <th>modelo</th>\n",
       "      <th>tipo_motor</th>\n",
       "      <th>quantidade_motores</th>\n",
       "      <th>quantidade_assentos</th>\n",
       "      <th>ano_fabricacao</th>\n",
       "      <th>pais_registro</th>\n",
       "      <th>categoria_aviacao</th>\n",
       "      <th>fase_operacao</th>\n",
       "      <th>tipo_operacao</th>\n",
       "      <th>nivel_dano</th>\n",
       "      <th>quantidade_fatalidades</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>45602</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>NEIVA INDUSTRIA AERONAUTICA</td>\n",
       "      <td>56-C</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1962.0</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>INSTRUÇÃO</td>\n",
       "      <td>INDETERMINADA</td>\n",
       "      <td>INSTRUÇÃO</td>\n",
       "      <td>SUBSTANCIAL</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>53551</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>NEIVA INDUSTRIA AERONAUTICA</td>\n",
       "      <td>56-C</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>INSTRUÇÃO</td>\n",
       "      <td>DECOLAGEM</td>\n",
       "      <td>INSTRUÇÃO</td>\n",
       "      <td>LEVE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>43721</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>BEECH AIRCRAFT</td>\n",
       "      <td>95-B55</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>TÁXI AÉREO</td>\n",
       "      <td>CORRIDA APÓS POUSO</td>\n",
       "      <td>TÁXI AÉREO</td>\n",
       "      <td>SUBSTANCIAL</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>35556</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>NEIVA INDUSTRIA AERONAUTICA</td>\n",
       "      <td>EMB-721C</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>PARTICULAR</td>\n",
       "      <td>CORRIDA APÓS POUSO</td>\n",
       "      <td>PRIVADA</td>\n",
       "      <td>LEVE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32579</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>BOEING COMPANY</td>\n",
       "      <td>737-241</td>\n",
       "      <td>JATO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>REGULAR</td>\n",
       "      <td>SUBIDA</td>\n",
       "      <td>REGULAR</td>\n",
       "      <td>NENHUM</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   codigo_ocorrencia equipamento                   fabricante    modelo  \\\n",
       "0              45602       AVIÃO  NEIVA INDUSTRIA AERONAUTICA      56-C   \n",
       "1              53551       AVIÃO  NEIVA INDUSTRIA AERONAUTICA      56-C   \n",
       "2              43721       AVIÃO               BEECH AIRCRAFT    95-B55   \n",
       "3              35556       AVIÃO  NEIVA INDUSTRIA AERONAUTICA  EMB-721C   \n",
       "4              32579       AVIÃO               BOEING COMPANY   737-241   \n",
       "\n",
       "  tipo_motor  quantidade_motores  quantidade_assentos  ano_fabricacao  \\\n",
       "0     PISTÃO                 1.0                  2.0          1962.0   \n",
       "1     PISTÃO                 1.0                  2.0          1960.0   \n",
       "2     PISTÃO                 2.0                  6.0          1966.0   \n",
       "3     PISTÃO                 1.0                  6.0          1979.0   \n",
       "4       JATO                 2.0                117.0          1975.0   \n",
       "\n",
       "  pais_registro categoria_aviacao       fase_operacao tipo_operacao  \\\n",
       "0        BRASIL         INSTRUÇÃO       INDETERMINADA     INSTRUÇÃO   \n",
       "1        BRASIL         INSTRUÇÃO           DECOLAGEM     INSTRUÇÃO   \n",
       "2        BRASIL        TÁXI AÉREO  CORRIDA APÓS POUSO    TÁXI AÉREO   \n",
       "3        BRASIL        PARTICULAR  CORRIDA APÓS POUSO       PRIVADA   \n",
       "4        BRASIL           REGULAR              SUBIDA       REGULAR   \n",
       "\n",
       "    nivel_dano  quantidade_fatalidades  \n",
       "0  SUBSTANCIAL                     NaN  \n",
       "1         LEVE                     NaN  \n",
       "2  SUBSTANCIAL                     NaN  \n",
       "3         LEVE                     NaN  \n",
       "4       NENHUM                     NaN  "
      ]
     },
     "execution_count": 262,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aeronave.drop(['codigo_aeronave','matricula','codigo_operador','peso_maximo_decolagem',\n",
    "               'categoria_registro', 'origem_voo', 'destino_voo', 'dia_extracao'], axis = 1, inplace = True)\n",
    "\n",
    "aeronave.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Feita a exclusão, é hora de visualizar como o Python está tratando cada coluna."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "codigo_ocorrencia           int64\n",
       "equipamento                object\n",
       "fabricante                 object\n",
       "modelo                     object\n",
       "tipo_motor                 object\n",
       "quantidade_motores        float64\n",
       "quantidade_assentos       float64\n",
       "ano_fabricacao            float64\n",
       "pais_registro              object\n",
       "categoria_aviacao          object\n",
       "fase_operacao              object\n",
       "tipo_operacao              object\n",
       "nivel_dano                 object\n",
       "quantidade_fatalidades    float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 263,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aeronave.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Um primeiro ponto que me incomodou foi o fato dele estar tratando as colunas de quantidades de assentos, ano de fabricação, quantidade de motores e quantidade de fatalidades como valores flutuantes (float64), ou seja, com pontos decimais. Ora, não existe, por exemplo, aeronaves com dois motores e meio (2,5), tampouco morrem durante um acidente três pessoas e meia (3,5). Mais a frente, durante a fase de visualização dos dados, isso será um problema, portanto, vamos tratá-lo.\n",
    "\n",
    "Primeiro eu crio duas funções: ```convert_na``` e ```convert_dtype```. A primeira, irá procurar por valores nulos nas linhas das colunas especificadas no momento do chamado da função, e irá preenche-las com o numeral 0. Já a segunda função irá converter esse DataFrame atualizado para um tipo específico de formato (em nosso caso, numeros inteiros). Confira abaixo maiores detalhes de cada função."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "'''\n",
    "A função convert_na possui dois argumentos: um DataFrame e sua coluna. \n",
    "Tal Series terá todos os seus valores nulos (NaN) atualizados para o numeral 0.\n",
    "'''\n",
    "\n",
    "def convert_na(dataframe, column):\n",
    "    for i in column:\n",
    "        dataframe[i].fillna(0, inplace = True)\n",
    "\n",
    "convert_na(aeronave,['quantidade_fatalidades','quantidade_motores','ano_fabricacao','quantidade_assentos'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "'''\n",
    "A função convert_dtype possui três argumentos: um DataFrame, uma coluna (Series) e o dtype que o usuário deseja alterar.\n",
    "Para cada Series declarada na função, ela irá converter tal coluna para o dtype desejado\n",
    "'''\n",
    "\n",
    "def convert_dtype(dataframe, column, dtype):\n",
    "    for i in column:\n",
    "        dataframe[i] = dataframe[i].astype(dtype)\n",
    "\n",
    "convert_dtype(aeronave,['quantidade_motores','quantidade_assentos','ano_fabricacao','quantidade_fatalidades'],int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Declaradas as funções e realizada as devidas alterações nas colunas, vamos ver como o Python interpretará tais dados agora."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "codigo_ocorrencia          int64\n",
       "equipamento               object\n",
       "fabricante                object\n",
       "modelo                    object\n",
       "tipo_motor                object\n",
       "quantidade_motores         int32\n",
       "quantidade_assentos        int32\n",
       "ano_fabricacao             int32\n",
       "pais_registro             object\n",
       "categoria_aviacao         object\n",
       "fase_operacao             object\n",
       "tipo_operacao             object\n",
       "nivel_dano                object\n",
       "quantidade_fatalidades     int32\n",
       "dtype: object"
      ]
     },
     "execution_count": 266,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dtypes de float alterados para int\n",
    "aeronave.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Como desejei, as colunas foram alteradas com sucesso de decimais para números inteiros.\n",
    "\n",
    "O próximo passo é renomear todas as colunas restantes nesse DataFrame para podermos ter uma visualização melhor. Aproveito para converter todos os valores nulos para a sentença \"NÃO IDENTIFICADO\". Isso facilitará o entendimento. O último <i>statement</i> do código irá incluir uma nova coluna no DataFrame: CONTAGEM, a qual irei atribuir o valor único de 1 para poder realizar alguns cálculos com mais facilidade."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "aeronave.columns = ['CÓDIGO DA OCORRÊNCIA','EQUIPAMENTO','FABRICANTE','MODELO','TIPO DE MOTOR','QUANTIDADE DE MOTORES',\n",
    "                    'QUANTIDADE DE ASSENTOS','ANO DE FABRICAÇÃO','PAÍS DE REGISTRO','CATEGORIA DE AVIÃO','FASE DE OPERAÇÃO',\n",
    "                    'TIPO DE OPERAÇÃO','NÍVEL DE DANO','QUANTIDADE DE FATALIDADES']\n",
    "aeronave = aeronave.apply(lambda x: x.replace('***','NÃO IDENTIFICADO'))\n",
    "aeronave['CONTAGEM'] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos visualizar como ficou o novo DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CÓDIGO DA OCORRÊNCIA</th>\n",
       "      <th>EQUIPAMENTO</th>\n",
       "      <th>FABRICANTE</th>\n",
       "      <th>MODELO</th>\n",
       "      <th>TIPO DE MOTOR</th>\n",
       "      <th>QUANTIDADE DE MOTORES</th>\n",
       "      <th>QUANTIDADE DE ASSENTOS</th>\n",
       "      <th>ANO DE FABRICAÇÃO</th>\n",
       "      <th>PAÍS DE REGISTRO</th>\n",
       "      <th>CATEGORIA DE AVIÃO</th>\n",
       "      <th>FASE DE OPERAÇÃO</th>\n",
       "      <th>TIPO DE OPERAÇÃO</th>\n",
       "      <th>NÍVEL DE DANO</th>\n",
       "      <th>QUANTIDADE DE FATALIDADES</th>\n",
       "      <th>CONTAGEM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>45602</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>NEIVA INDUSTRIA AERONAUTICA</td>\n",
       "      <td>56-C</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1962</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>INSTRUÇÃO</td>\n",
       "      <td>INDETERMINADA</td>\n",
       "      <td>INSTRUÇÃO</td>\n",
       "      <td>SUBSTANCIAL</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>53551</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>NEIVA INDUSTRIA AERONAUTICA</td>\n",
       "      <td>56-C</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1960</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>INSTRUÇÃO</td>\n",
       "      <td>DECOLAGEM</td>\n",
       "      <td>INSTRUÇÃO</td>\n",
       "      <td>LEVE</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>43721</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>BEECH AIRCRAFT</td>\n",
       "      <td>95-B55</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1966</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>TÁXI AÉREO</td>\n",
       "      <td>CORRIDA APÓS POUSO</td>\n",
       "      <td>TÁXI AÉREO</td>\n",
       "      <td>SUBSTANCIAL</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>35556</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>NEIVA INDUSTRIA AERONAUTICA</td>\n",
       "      <td>EMB-721C</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1979</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>PARTICULAR</td>\n",
       "      <td>CORRIDA APÓS POUSO</td>\n",
       "      <td>PRIVADA</td>\n",
       "      <td>LEVE</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32579</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>BOEING COMPANY</td>\n",
       "      <td>737-241</td>\n",
       "      <td>JATO</td>\n",
       "      <td>2</td>\n",
       "      <td>117</td>\n",
       "      <td>1975</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>REGULAR</td>\n",
       "      <td>SUBIDA</td>\n",
       "      <td>REGULAR</td>\n",
       "      <td>NENHUM</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CÓDIGO DA OCORRÊNCIA EQUIPAMENTO                   FABRICANTE    MODELO  \\\n",
       "0                 45602       AVIÃO  NEIVA INDUSTRIA AERONAUTICA      56-C   \n",
       "1                 53551       AVIÃO  NEIVA INDUSTRIA AERONAUTICA      56-C   \n",
       "2                 43721       AVIÃO               BEECH AIRCRAFT    95-B55   \n",
       "3                 35556       AVIÃO  NEIVA INDUSTRIA AERONAUTICA  EMB-721C   \n",
       "4                 32579       AVIÃO               BOEING COMPANY   737-241   \n",
       "\n",
       "  TIPO DE MOTOR  QUANTIDADE DE MOTORES  QUANTIDADE DE ASSENTOS  \\\n",
       "0        PISTÃO                      1                       2   \n",
       "1        PISTÃO                      1                       2   \n",
       "2        PISTÃO                      2                       6   \n",
       "3        PISTÃO                      1                       6   \n",
       "4          JATO                      2                     117   \n",
       "\n",
       "   ANO DE FABRICAÇÃO PAÍS DE REGISTRO CATEGORIA DE AVIÃO    FASE DE OPERAÇÃO  \\\n",
       "0               1962           BRASIL          INSTRUÇÃO       INDETERMINADA   \n",
       "1               1960           BRASIL          INSTRUÇÃO           DECOLAGEM   \n",
       "2               1966           BRASIL         TÁXI AÉREO  CORRIDA APÓS POUSO   \n",
       "3               1979           BRASIL         PARTICULAR  CORRIDA APÓS POUSO   \n",
       "4               1975           BRASIL            REGULAR              SUBIDA   \n",
       "\n",
       "  TIPO DE OPERAÇÃO NÍVEL DE DANO  QUANTIDADE DE FATALIDADES  CONTAGEM  \n",
       "0        INSTRUÇÃO   SUBSTANCIAL                          0         1  \n",
       "1        INSTRUÇÃO          LEVE                          0         1  \n",
       "2       TÁXI AÉREO   SUBSTANCIAL                          0         1  \n",
       "3          PRIVADA          LEVE                          0         1  \n",
       "4          REGULAR        NENHUM                          0         1  "
      ]
     },
     "execution_count": 268,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#DataFrame alterado\n",
    "aeronave.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Um fato me chamou a atenção neste arquivo de aeronaves: seu tamanho é maior que o arquivo de ocorrências. Levando em consideração que para cada aeronave há uma ocorrência, o que explicaria esse detalhe?\n",
    "\n",
    "Para termos certeza de que os DataFrames ```ocorrencia.csv``` e ```aeronave.csv``` são diferentes, vamos conferir no código."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 269,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Verificando se os dataframes são iguais\n",
    "aeronave['CÓDIGO DA OCORRÊNCIA'].equals(ocorrencia['CÓDIGO DA OCORRÊNCIA'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sim, de fato são diferentes. A explicação para este fato é de que uma ocorrência que envolveu mais de uma aeronave terá o mesmo número de ocorrência para ambos. Vimos no gráfico acima que há casos onde aeronaves se chocaram em vôo. Para ambas foi aberta o mesmo número de ocorrências.\n",
    "\n",
    "Vamos através do código abaixo, descobrir quantas ocorrências nós temos sob o mesmo código."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Há 16 chamados duplicados.\n"
     ]
    }
   ],
   "source": [
    "#Pegando linhas duplicadas no DataFrame\n",
    "ocorrencias_duplicadas = aeronave[aeronave['CÓDIGO DA OCORRÊNCIA'].duplicated()].reset_index(drop=True)\n",
    "ocorrencias_duplicadas.drop('CONTAGEM', axis = 1, inplace = True)\n",
    "print('Há ' + str(ocorrencias_duplicadas.shape[0]) + ' ocorrências duplicadas.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos visualizar algumas das ocorrências de mesmo número"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CÓDIGO DA OCORRÊNCIA</th>\n",
       "      <th>EQUIPAMENTO</th>\n",
       "      <th>FABRICANTE</th>\n",
       "      <th>MODELO</th>\n",
       "      <th>TIPO DE MOTOR</th>\n",
       "      <th>QUANTIDADE DE MOTORES</th>\n",
       "      <th>QUANTIDADE DE ASSENTOS</th>\n",
       "      <th>ANO DE FABRICAÇÃO</th>\n",
       "      <th>PAÍS DE REGISTRO</th>\n",
       "      <th>CATEGORIA DE AVIÃO</th>\n",
       "      <th>FASE DE OPERAÇÃO</th>\n",
       "      <th>TIPO DE OPERAÇÃO</th>\n",
       "      <th>NÍVEL DE DANO</th>\n",
       "      <th>QUANTIDADE DE FATALIDADES</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>52288</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>NEIVA INDUSTRIA AERONAUTICA</td>\n",
       "      <td>56-B</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1963</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>INSTRUÇÃO</td>\n",
       "      <td>POUSO</td>\n",
       "      <td>INSTRUÇÃO</td>\n",
       "      <td>NENHUM</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50801</td>\n",
       "      <td>HELICÓPTERO</td>\n",
       "      <td>ROBINSON HELICOPTER</td>\n",
       "      <td>R44</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2001</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>PARTICULAR</td>\n",
       "      <td>PARTIDA DO MOTOR</td>\n",
       "      <td>PRIVADA</td>\n",
       "      <td>SUBSTANCIAL</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>38419</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>LEARJET</td>\n",
       "      <td>45</td>\n",
       "      <td>JATO</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>2004</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>PARTICULAR</td>\n",
       "      <td>ESTACIONAMENTO</td>\n",
       "      <td>PRIVADA</td>\n",
       "      <td>NÃO IDENTIFICADO</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>38419</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>RAYTHEON AIRCRAFT</td>\n",
       "      <td>HAWKER 800XP</td>\n",
       "      <td>JATO</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>1998</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>TÁXI AÉREO</td>\n",
       "      <td>ESTACIONAMENTO</td>\n",
       "      <td>TÁXI AÉREO</td>\n",
       "      <td>NÃO IDENTIFICADO</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>43869</td>\n",
       "      <td>ULTRALEVE</td>\n",
       "      <td>NÃO IDENTIFICADO</td>\n",
       "      <td>FOX II</td>\n",
       "      <td>PISTÃO</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1990</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>EXPERIMENTAL</td>\n",
       "      <td>INDETERMINADA</td>\n",
       "      <td>EXPERIMENTAL</td>\n",
       "      <td>DESTRUÍDA</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>45222</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>CESSNA AIRCRAFT</td>\n",
       "      <td>550</td>\n",
       "      <td>JATO</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>1978</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>TÁXI AÉREO</td>\n",
       "      <td>DECOLAGEM</td>\n",
       "      <td>TÁXI AÉREO</td>\n",
       "      <td>NENHUM</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CÓDIGO DA OCORRÊNCIA  EQUIPAMENTO                   FABRICANTE  \\\n",
       "0                 52288        AVIÃO  NEIVA INDUSTRIA AERONAUTICA   \n",
       "1                 50801  HELICÓPTERO          ROBINSON HELICOPTER   \n",
       "2                 38419        AVIÃO                      LEARJET   \n",
       "3                 38419        AVIÃO            RAYTHEON AIRCRAFT   \n",
       "4                 43869    ULTRALEVE             NÃO IDENTIFICADO   \n",
       "5                 45222        AVIÃO              CESSNA AIRCRAFT   \n",
       "\n",
       "         MODELO TIPO DE MOTOR  QUANTIDADE DE MOTORES  QUANTIDADE DE ASSENTOS  \\\n",
       "0          56-B        PISTÃO                      1                       2   \n",
       "1           R44        PISTÃO                      1                       4   \n",
       "2            45          JATO                      2                       9   \n",
       "3  HAWKER 800XP          JATO                      2                      10   \n",
       "4        FOX II        PISTÃO                      1                       2   \n",
       "5           550          JATO                      2                      10   \n",
       "\n",
       "   ANO DE FABRICAÇÃO PAÍS DE REGISTRO CATEGORIA DE AVIÃO  FASE DE OPERAÇÃO  \\\n",
       "0               1963           BRASIL          INSTRUÇÃO             POUSO   \n",
       "1               2001           BRASIL         PARTICULAR  PARTIDA DO MOTOR   \n",
       "2               2004           BRASIL         PARTICULAR    ESTACIONAMENTO   \n",
       "3               1998           BRASIL         TÁXI AÉREO    ESTACIONAMENTO   \n",
       "4               1990           BRASIL       EXPERIMENTAL     INDETERMINADA   \n",
       "5               1978           BRASIL         TÁXI AÉREO         DECOLAGEM   \n",
       "\n",
       "  TIPO DE OPERAÇÃO     NÍVEL DE DANO  QUANTIDADE DE FATALIDADES  \n",
       "0        INSTRUÇÃO            NENHUM                          0  \n",
       "1          PRIVADA       SUBSTANCIAL                          0  \n",
       "2          PRIVADA  NÃO IDENTIFICADO                          0  \n",
       "3       TÁXI AÉREO  NÃO IDENTIFICADO                          0  \n",
       "4     EXPERIMENTAL         DESTRUÍDA                          0  \n",
       "5       TÁXI AÉREO            NENHUM                          0  "
      ]
     },
     "execution_count": 271,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ocorrencias_duplicadas.head(6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Visualização dos Dados (Data Visualization)</h1>\n",
    "\n",
    "Agora que tratamos e limpamos nosso <i>dataset</i>, é hora de visualizarmos os dados. Em nosso conjunto, existe a informação sobre o tipo de motor que a aeronave utiliza, sendo assim, a primeira pergunta que desejo responder é: <br><br><b>Qual tipo de motor mais gerou ocorrências nos últimos 10 anos?</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cdjQp6NipsO5mUvfHqv0vSOrGeE5hXdV8k71JU648kMufFfOc9iU95/YusFZh/ZPAzXXK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\nBcs/fEO2dsu7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a5b0b50c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = aeronave.groupby('TIPO DE MOTOR')['CONTAGEM'].sum().sort_values().plot(kind='bar', color=random.choice(colors), figsize=(11,5))\n",
    "\n",
    "for p in ax.patches:\n",
    "    b=p.get_bbox()\n",
    "    ax.annotate(\"{:.0f}\".format(b.y1 + b.y0), ((b.x0 + b.x1)/2 - 0.1, b.y1 + 15))\n",
    "\n",
    "plt.title('QUANTIDADE DE OCORRÊNCIAS AGRUPADAS\\nPOR TIPO DE MOTOR DE AERONAVE\\nTotal: '+str(aeronave['CONTAGEM'].sum())+' ocorrências')\n",
    "plt.ylabel('QUANTIDADE DE OCORRÊNCIAS')\n",
    "plt.xticks(rotation=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Os motores a pistão reinam com as maiores quantidades de ocorrências geradas. Esse motor é um dos mais antigos (e até usados) motores de aeronave no mundo, muito comum em aviões monomotores. Além do baixo custo, eles são semelhantes aos motores de carro, mas tratados com os padrões de qualidade e confiança da aeronáutica, funcionando muito bem em baixar altitudes.\n",
    "\n",
    "O segundo e terceiro lugar ficaram para os motores de Turboeixo e Turboélice. Assim como o motor de pistão, o Turboélice é caracterizado pela hélice que fica a frente do avião, utilizando a famosa Lei da Ação e Reação para movimentar a aeronave, contudo, sua diferença está em utilizar pequenos jatos para realizar tal funcionamento."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Próxima pergunta:\n",
    "<br>\n",
    "<b>Será que ocorrências envolvendo aviões aparecem em menor frequência do que para helicópter e outras aeronaves?</b>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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r/981kjoBbZGaXEoml30/MIY0FHa3iHijTtE/k56z/FIp/VBSz9uf8+9/AnYH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\nTxR9X3hHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a5aec6cb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = aeronave.groupby('EQUIPAMENTO')['CONTAGEM'].sum().sort_values(ascending = False).plot(kind='bar', figsize=(11,5), color=random.choice(colors))\n",
    "\n",
    "for p in ax.patches:\n",
    "    b=p.get_bbox()\n",
    "    ax.annotate(\"{:.0f}\".format(b.y1 + b.y0), ((b.x0 + b.x1)/2 - 0.1, b.y1 + 15))\n",
    "    \n",
    "plt.title('QUANTIDADE DE OCORRÊNCIAS POR TIPO DE AERONAVE\\nTotal: ' + str(aeronave['CONTAGEM'].sum()) + ' ocorrências')\n",
    "plt.ylabel('QUANTIDADE DE OCORRÊNCIAS')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Definitivamente, ocorrências envolvendo aviões surgem com muito mais frequência do que para helicópteros. Na verdade, a quantidade total de ocorrências de aviões é maior do que a soma de todos os outros tipos de aeronave. Até mesmo dirigíveis aparecem neste <i>dataset</i>!\n",
    "\n",
    "Se temos tantas quantidades de ocorrências registradas nesses anos, <b>quais são as fabricantes que mais aparecem nos problemas relatados?</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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L43PpJxMmj7w3fl+am2F4hbLGEuZ8yPcSOSGe464qdanmj+XqEFcf2XAFyryV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7ngJyXM7DWSViWNVv+yERfpt8svgJ3qKtcKYMv8KPujki6RtBGApM1IdwaK7TEPuBO3R59os87f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\nZmZmZmZmtfCghJmZmZmZmZnV4v8B0lhaWB1Dis0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a5b16925c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ocorrencias_fabricante = aeronave.groupby('FABRICANTE')['CONTAGEM'].sum().sort_values(ascending = False)\n",
    "ocorrencias_fabricante.head(10).plot(kind='barh', figsize=(10,5), color=random.choice(colors), grid=True)\n",
    "\n",
    "plt.title('QUANTIDADE DE OCORRÊNCIAS POR FABRICANTE\\nTotal: ' + str(aeronave['CONTAGEM'].sum()) + ' ocorrências')\n",
    "plt.xlabel('QUANTIDADE DE OCORRÊNCIAS NOS ÚLTIMOS 10 ANOS')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A fabricante brasileira Neiva Industria ocupa 19,6% das causas de ocorrências envolvendo aeronaves, seguida pela Cessna Aircraft e Piper Aircraft. A Neiva Industria Aeronáutica tem estado há 50 anos no mercado produzindo, principalmente, aviões de motores a pistão voltados para agricultura. Já a Cessna Aircraft é uma empresa americana, sediada no Kansas, que possui um inventário mais abrangente de aeronaves, produzindo desde monomotores a aviões a jato.\n",
    "\n",
    "A quantidade de ocorrências para essas duas fabricantes mostra a diferença gritante em relação as outras. A Neiva Industria, por exemplo, possui uma diferença próxima de 150% em relação ao terceiro lugar: a Piper Aircraft. Tais indicadores seriam uma boa forma de reavaliar o processo de montagem, manutenção e qualidade de peças dessas fabricantes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Um outro questionamento que podemos fazer é:<br><br>\n",
    "<b>Viagens comerciais regulares tendem a ter mais problemas do que voos fretados?</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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eV+5+bjoDd78ZuIVQDzfJcU0RkTahxhIREZGFSy/g3+7+FeElbEMzq0ul2ZfQ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9QToC4CNmnf1oX29hPt337ud1I9AvQMqklbL6Z6I83lVHOUvBa4Hfheh2OdBwwBr2msez/V9V5O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\nPdAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a5b16fc278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "categoria_aviao = aeronave.groupby('CATEGORIA DE AVIÃO')['CONTAGEM'].sum().sort_values().plot(kind='barh', figsize=(11,7), color=random.choice(colors), alpha=.8, grid = True)\n",
    "\n",
    "plt.title('QUANTIDADE DE OCORRÊNCIAS DOS ÚLTIMOS 10 ANOS\\nAGRUPADAS POR CATEGORIA DE AVIÃO')\n",
    "plt.xlabel('QUANTIDADE DE OCORRÊNCIAS')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Muitas pessoas tem medo de voar. Isso é fato, contudo, esses dados mostrados no gráfico acima mostram que esse medo pode ser diminuído. A esmagadora maioria de ocorrências registradas são atribuídas a aeronaves particulares, que podem ser desde monomotores e ultraleves até aviões particulares. O transporte Regular - aquele que companhias aéreas oferecem para o público em geral -, possui menos de 100 ocorrências nos últimos anos. Tais dados explicam o porquê da Neiva Industria ser uma das fabricantes que mais possuem ocorrência, já que a grande fatia desta escala é atribuida aos principais tipos de avião que ela produz."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos agora olhar para o momento em que as ocorrências surgiram. Com isso, quero saber se é mais propício ocorrer um problema durante o pouso, decolagem ou outro momento da viagem."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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K5oIqXDcI12p8ap+WxDB9X84nJBiMMMfPBYT5uOZTuXnu/mSZMscSerZsZGaF+b5eJszz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6/sQuCi63aTvd/2AT6T9P0gIUeHuvv0Yp/JuAD4QTLr7gigXZEwcRtwdGbfLYlMdr8p6b2yewxI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\nZmZmZmZm1lJOQJmZmZmZmZmZWUv9P+rXjid5/QmIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a5b0d6aac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fase_de_operacao = aeronave.groupby('FASE DE OPERAÇÃO')['CONTAGEM'].sum().sort_values().plot(kind='barh', figsize=(11,7), color=random.choice(colors), grid = True)\n",
    "plt.title('QUANTIDADE DE OCORRÊNCIAS POR FASE DE OPERAÇÃO\\nTotal: ' + str(aeronave['CONTAGEM'].sum()) + ' ocorrências')\n",
    "plt.xlabel('QUANTIDADE DE OCORRÊNCIAS')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De fato, o momento do pouso é um dos mais importantes da viagem. Cerca de 400 ocorrências, das mais de 2000 registradas ocorreram nesta fase. Contudo, vale ressaltar que a decolagem está consideravelmente próxima ao pouso, fazendo dela uma operação delicada também. Já a fase de cruzeiro, que se encontra em terceira posição, é o momento da viagem em si, quando o avião está trafegando da origem ao destino."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Como já disse anteriormente, nem toda ocorrência gerada resulta em fatalidades e danos na aeronave. Uma ocorrência, como o nome já diz, se refere ao fato de que algum evento não previsto ocorreu.\n",
    "\n",
    "Não obstante, esta é uma pergunta interessante a se responder. Afinal, <b>quais são os tipos de danos que podem ocorrer a uma aeronave? Qual a frequência?</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zTQjPR30ozkxbyzlxX0tl1toc7iEM+z220kYz6w40EXpcX1ncg8Si/FBgqrtP\nXtz91OlYQsF5X2bdUYThwv0IM+Zml4fi9lp+B/yLMCtvdrg2Hp5d+k/g0Hi+lRwXY7q7nhMREZGO\no+JURERScjXhXs2fm9mm2Q1xdt7r4suftLWjWODdBny9xuywS9OthF68c8ysT3aDmRnwa8JzXiv2\nJuZhZisRiro1gZ8ufqh1HXMf4EeE55zeHNdtBOwJjHX328sXwue4hZntVG2/cUj0RcAXCUV7uZ8A\nawG/NrMWf+/E63s2oTi+fUnPUURE2oeG9YqIyLLC2mrg7jPN7AhCL2OzmV1DKOg2IPSEbQ6c4e5P\n5TzmzwnDS78D/HCxom4n7v5RPLcHgQlmdh3wDKEgPYpQhP3C3Ss+RqeCz5hZ6ZmhqxJmsO0HrB/3\nc02F93w+856s6e7+YBvHM+DA+HiaFeJx9gH2A14Fmtx9QWxbOka1Xst7CffmDgL+WuOYpXtPd6Ds\n/mF3vzkWt2cA25jZTYTHBvUBBhO+5DjC3Re2cV4iIrKUqDgVEZFlRa7Jidx9gpltRygmjyAUprOB\nx4Cvu/sTefft7hPN7E/AyWb2M3fPO9FQrVi9wva85zbZzLYnDDluAr4OfEAoUg9x93tzxgehYLsx\nHnsO8Dph8qBR7v5Mlbj3i0u5PxOK5prh82mv7gJgJqFn8gzg+vh81ZKjgH+7e8VZgN19tplNAAaY\n2ZmZ/ZcXoAvjvafXlm+L24eY2cPAqcAPgG6E63AlMMzdZ7ZxTiIishSZ+9KcqFBERERERESktWXm\nnlMz28PM7jKzN8xsUXb2PTNbwcyGmdnfzGxubHODmW1Qto+uZjbCzGaY2Rwzu7X8PiIzW9PMbjKz\n2WY2y8yuqTFZgoiIiIiIiCwFy0xxCqwCTCI84668O7cbYXjSUMI9N4cBW9L62WaXAwcBhxMmWtiQ\nMNlF1s1AL2Df2HZPwgQbIiIiIiIiUpBlclivmS0CDnX3u2q02RF4CtjY3f9jZqsRJjc40t3viG22\nJDzrbFd3fzpO0vAPoI+7Pxvb7A/8AdjI3ad16ImJiIiIiIhIRctSz2m91iD0sL4bX/chTPD0UKmB\nu08BpgK7xVW7ArNKhWn0YNzPLh0dsIiIiIiIiFSW5Gy98Vl2FwM3u/vcuLoHsMDd3ytrPj1uK7V5\nO7sxzvQ3M9Om/FhrA/sDrwHz2+UEREREREREGsdKwCbA/e7+32qNkitOzWwF4BZCb+cpS+GQ+xOe\noyYiIiJlHKsUAAAgAElEQVQiIiKLbxBhDqCKkipOM4XpZ4F9Mr2mANOALma2Wlnv6fpxW6lN+ey9\nywNrZdqUew3gd7/7Hb169Vric5BgyJAhXHbZZUWHIdIm5aqkQHkqqVCuNra33nqLd999t+2GBbvk\nkkv47ne/W3QYuayxxhpssMEGbTcs2IsvvsjRRx8NsbaqJpniNFOYbgbs7e6zyppMBD4mzMKbnRCp\nJ1B6IPsTwBpm9sXMfaf7AkaYXKmS+QC9evWid+/e7XQ2svrqq+t6ShKUq5IC5amkQrnauKZOncqX\nd9+D+R/MKzqUXGIhtcxbaeVuTJn8Ij179iw6lLxq3ia5zBSn8VmjWxAKRYDNzGx7YCbwFuGRMDsA\nBwMrmtn6sd1Md//I3d8zs1HApWY2C5gDXAE85u5PA7j7ZDO7H/iNmZ0MdAGuBEZrpt6la+7cuW03\nElkGKFclBcpTSYVytXHNmDGD+R/MY92vX8OKPbYsOpyaZtx8BuscdUXRYbTpo2lTeOf6E5gxY0ZK\nxWlNy0xxCuwIPEK4l9SBS+L6GwjPNz0krp8U11t8vTfwl7huCLAQuBXoCtwHnFp2nKOAqwiz9C6K\nbb/d7mcjNb3wwgtFhyCSi3JVUqA8lVQoV2XFHlvStecORYdR08JZbyzzMXZWy0xx6u5/pvajbdp8\n7I27fwicHpdqbd4F0uin78S23XbbokMQyUW5KilQnkoqlKuSghU/s03RITSslJ9zKgk7/vjjiw5B\nJBflqqRAeSqpUK5KCrrvdkzRITQsFadSiIEDBxYdgkguylVJgfJUUqFclRSsulO/okNoWCpORURE\nREREpHAqTqUQw4YNKzoEkVyUq5IC5amkQrkqKXh3/KVFh9CwVJxKIebNS+MZVyLKVUmB8lRSoVyV\nFPiCD4oOoWGpOJVCDB06tOgQRHJRrkoKlKeSCuWqpGDNg88tOoSGpeJURERERERECqfiVERERERE\nRAqn4lQKMWPGjKJDEMlFuSopUJ5KKpSrkoKFc5WnRVFxKoXQQ7glFcpVSYHyVFKhXJUUzPjtKUWH\n0LBUnEohLrjggqJDEMlFuSopUJ5KKpSrkoI1Dvph0SE0LBWnUojevXsXHYJILspVSYHyVFKhXJUU\ndO25Q9EhNCwVpyIiIiIiIlI4FaciIiIiIiJSOBWnUohRo0YVHYJILspVSYHyVFKhXJUUzHnshqJD\naFgqTqUQzc3NRYcgkotyVVKgPJVUKFclBR++/lzRITQsFadSiBEjRhQdgkguylVJgfJUUqFclRSs\nc+SlRYfQsFScioiIiIiISOFUnIqIiIiIiEjhVJyKiIiIiIhI4VScSiGampqKDkEkF+WqpEB5KqlQ\nrkoKpo/sX3QIDUvFqRTitNNOKzoEkVyUq5IC5amkQrkqKei+14lFh9CwVJxKIfr27Vt0CCK5KFcl\nBcpTSYVyVVLQbet9iw6hYak4FRERERERkcKpOBUREREREZHCqTiVQowbN67oEERyUa5KCpSnkgrl\nqqTg/Ul3Fx1Cw1JxKoUYPXp00SGI5KJclRQoTyUVylVJwfvP3Fp0CA1LxakUYuzYsUWHIJKLclVS\noDyVVChXJQXrnXBD0SE0LBWnIiIiIiIiUjgVpyIiIiIiIlI4FaciIiIiIiJSOBWnUojBgwcXHYJI\nLspVSYHyVFKhXJUUvHPjSUWH0LBUnEoh+vbtW3QIIrkoVyUFylNJhXJVUrByr32LDqFhqTiVQgwc\nOLDoEERyUa5KCpSnkgrlqqRg1Z36FR1Cw1JxKiIiIiIiIoVTcSoiIiIiIiKFU3EqhZgwYULRIYjk\nolyVFChPJRXKVUnB/JcfLzqEhqXiVAoxfPjwokMQyUW5KilQnkoqlKuSgtkPXF50CA1LxakUYsyY\nMUWHIJKLclVSoDyVVChXJQXrfuP6okNoWCpOpRDdunUrOgSRXJSrkgLlqaRCuSopWK6L8rQoKk5F\nRERERESkcCpORUREREREpHAqTqUQZ511VtEhiOSiXJUUKE8lFcpVScHM288tOoSGpeJUCtGzZ8+i\nQxDJRbkqKVCeSiqUq5KC5df8bNEhNCwVp1KI008/vegQRHJRrkoKlKeSCuWqpGD1vU8qOoSGpeJU\nRERERERECqfiVERERERERAqn4lQKMXny5KJDEMlFuSopUJ5KKpSrkoIF06YUHULDUnEqhTj77LOL\nDkEkF+WqpEB5KqlQrkoKZt1xXtEhNCwVp1KIq666qugQRHJRrkoKlKeSCuWqpGDtAZcUHULDUnEq\nhdBU8pIK5aqkQHkqqVCuSgpWWEuPkimKilMREREREREpnIpTERERERERKdwyU5ya2R5mdpeZvWFm\ni8ysqUKbn5jZm2Y2z8weMLMtyrZ3NbMRZjbDzOaY2a1mtl5ZmzXN7CYzm21ms8zsGjNbpaPPT1oa\nNmxY0SGI5KJclRQoTyUVylVJwbvjLy06hIa1zBSnwCrAJOAUwMs3mtn3gdOAbwE7A+8D95tZl0yz\ny4GDgMOBPYENgdvKdnUz0AvYN7bdE7i6PU9E2jZv3ryiQxDJRbkqKVCeSiqUq5ICX/BB0SE0LHNv\nVQcWzswWAYe6+12ZdW8CP3f3y+Lr1YDpwHHu/vv4+h3gSHe/I7bZEngR2NXdnzazXsA/gD7u/mxs\nsz/wB2Ajd59WIZbewMSJEyfSu3fvDjxrEREREZHOqbm5mT59+rDhOY/StecORYfTKXw4dRJvXrwH\nKdQppc+fUIc1V2u3LPWcVmVmmwI9gIdK69z9PeApYLe4akdghbI2U4CpmTa7ArNKhWn0IKGndpeO\nil9ERERERERqS6I4JRSmTugpzZoetwGsDyyIRWu1Nj2At7Mb3X0hMDPTRkRERERERJayVIpT6WRm\nzJhRdAgiuShXJQXKU0mFclVSsHCu8rQoqRSn0wAj9I5mrR+3ldp0ifee1mpTPnvv8sBamTYVHXjg\ngTQ1NbVYdtttN8aNG9ei3fjx42lqajXRMKeeeiqjRo1qsa65uZmmpqZWv6jPP//8VrPZTZ06laam\nJiZPntxi/ZVXXslZZ53VYt28efNoampiwoQJLdaPHj2awYMHt4ptwIABS/08+vXr1ynOo7N8HjqP\n6uex/fbbd4rz6Cyfh86j8nkcf/zxneI8SnQenfc8Srma+nlk6TzyncesWbNarJ91z09bzYr78czX\nmT6yPwumTWmxfvYjv2bm7ee2WLdowTymj+zP/Jcfb7F+7l9v4Z0bT2oV29vXHMf7k+5usW7eCw8x\nfWT/Vm3fvHgv5jx2Q4t1H06dxPSR/VsVrsvCeTzxxBPLVF6NHj36k3qpT58+9OzZkyFDhrSKr5LO\nMCHSse5+S84JkbYiTIi0Y2ZCpL7AvWhCpKWqublZ11OSoFyVFChPJRXK1caV0oRIH06dtMzHCJ1z\nQqQVll5ItcVnjW5B6CEF2MzMtgdmuvvrhMfE/MjMXgZeAy4E/gPcCWGCJDMbBVxqZrOAOcAVwGPu\n/nRsM9nM7gd+Y2YnA12AK4HRlQpT6TjL+g+QSIlyVVKgPJVUKFclBSkUpp3VMlOcEmbbfYQw8ZED\nl8T1NwDHu/twM+tGeCbpGsCjwAHuviCzjyHAQuBWoCtwH3Bq2XGOAq4izNK7KLb9dkeckIiIiIiI\niOSzzBSn7v5n2rgH1t0vAC6osf1D4PS4VGvzLnD0YgUpIiIiIiIiHSKVCZGkkym/OVtkWaVclRQo\nTyUVylVJQflkSLL0qDiVQjQ3V70PWmSZolyVFChPJRXKVUnBh68/V3QIDUvFqRRixIgRRYcgkoty\nVVKgPJVUKFclBesceWnbjaRDqDgVERERERGRwqk4FRERERERkcKpOBUREREREZHCqTiVQjQ1NRUd\ngkguylVJgfJUUqFclRRMH9m/6BAalopTKcRpp51WdAgiuShXJQXKU0mFclVS0H2vE4sOoWGpOJVC\n9O3bt+gQRHJRrkoKlKeSCuWqpKDb1vsWHULDUnEqIiIiIiIihVNxKiIiIiIiIoVTcSqFGDduXNEh\niOSiXJUUKE8lFcpVScH7k+4uOoSGpeJUCjF69OiiQxDJRbkqKVCeSiqUq5KC95+5tegQGpaKUynE\n2LFjiw5BJBflqqRAeSqpUK5KCtY74YaiQ2hYKyzJm81sJWAAsArwgLu/1C5RiYiIiIiISEPJXZya\n2aXAiu5+enzdBXgC2AaYBww3s/3c/YkOiVREREREREQ6rXqG9fYFHsi8HgRsDHwOWBO4BfhR+4Um\nIiIiIiIijaKe4rQn8ELmdV/gVnf/t7s78Evgi+0ZnHRegwcPLjoEkVyUq5IC5amkQrkqKXjnxpOK\nDqFh1VOcLgIs83pX4MnM63cJPagiberbt2/RIYjkolyVFChPJRXKVUnByr32LTqEhlVPcfoicAiA\nmW1D6El9JLN9Y2B6+4UmndnAgQOLDkEkF+WqpEB5KqlQrkoKVt2pX9EhNKx6ZusdDowxs4MIkyDd\n6+6vZrYfCDzdnsGJiIiIiIhIY8jdc+rudxAK0L8BlxEeIZM1D/hV+4UmIiIiIiIijaKeYb24+0Pu\nPsTdh7n7vLJtQ4EZ7RqddFoTJkwoOgSRXJSrkgLlqaRCuSopmP/y40WH0LDqKk4rMbPuZvYtM3sK\neK4dYpIGMHz48KJDEMlFuSopUJ5KKpSrkoLZD1xedAgNa7GLUzPb08xuAN4CvkeYHGnX9gpMOrcx\nY8YUHYJILspVSYHyVFKhXJUUrPuN64sOoWHVMyESZtYD+DrwDWA14PdAV+BQd3+hxltFWujWrVvR\nIYjkolyVFChPJRXKVUnBcl2Up0XJ3XNqZncDU4DtgO8AG7r76R0VmIiIiIiIiDSOenpODwCuAEa6\n+0sdFI+IiIiIiIg0oHruOd0d6A5MNLOnzOw0M1ung+KSTu6ss84qOgSRXJSrkgLlqaRCuSopmHn7\nuUWH0LDqec7pk+7+TWAD4GrgSODNuI/9zKx7x4QonVHPnj2LDkEkF+WqpEB5KqlQrkoKll/zs0WH\n0LDqnq3X3d9392vdfXdgW+AS4BzgbTO7q70DlM7p9NN1u7KkQbkqKVCeSiqUq5KC1fc+qegQGtYS\nPefU3ae4+9nARsDA9glJREREREREGk1dj5Kpxt0XAuPiIiIiIiIiIlKX3MWpmd2eo5m7++FLEI80\niMmTJ7PVVlsVHYZIm5SrkgLlqaRCuSopWDBtCl16bFl0GA2pnmG9s3Ms77V3gNI5nX322UWHIJKL\nclVSoDyVVChXJQWz7jiv6BAaVu6eU3cf3JGBSGO56qqrig5BJBflqqRAeSqpUK5KCtYecEnRITSs\n3D2nZra8mW1nZitX2NYtbluiCZakcWgqeUmFclVSoDyVVChXJQUrrKVHyRSlnmLyGOBaYEGFbQvi\ntm+1R1AiIiIiIiLSWOopTr8B/CLOzNuCu38MDAeObq/AREREREREpHHUU5xuCTxZY/tfYxuRNg0b\nNqzoEERyUa5KCpSnkgrlqqTg3fGXFh1Cw6qnOF0FWK3G9u5AtyULRxrFvHnzig5BJBflqqRAeSqp\nUK5KCnzBB0WH0LDqKU5fAr5UY/vusY1Im4YOHVp0CCK5KFclBcpTSYVyVVKw5sHnFh1Cw6qnOL0Z\nuMjMtivfYGbbAz+JbURERERERETqkvs5p8BlwAHARDN7EJgc128F/A/wWGwjIiIiIiIiUpfcPafu\n/hHQFzgX2IDw2JgT43+fC/SNbUTaNGPGjKJDEMlFuSopUJ5KKpSrkoKFc5WnRalnWC/u/pG7D3f3\nHdx9FXfvFv97uLtXev6pSEXHH3980SGI5KJclRQoTyUVylVJwYzfnlJ0CA2rruJUpL1ccMEFRYcg\nkotyVVKgPJVUKFclBWsc9MOiQ2hYue85NbNXAW+jmbv75ksWkjSC3r17Fx2CSC7KVUmB8lRSoVyV\nFHTtuUPRITSseiZEurzGtk0I9592XaJoREREREREpCHlLk7d/Zfl68xsLeA84GTgKeD77ReaiIiI\niIiINIrFuufUzFY2s3OBfwF7A19z973c/cl2jU46rVGjRhUdgkguylVJgfJUUqFclRTMeeyGokNo\nWHUVp2a2vJmdBLwCnACcAXzR3e/tiOCk82pubi46BJFclKuSAuWppEK5Kin48PXnig6hYdUzIVJ/\n4CJgDeCnwEg9PkYW14gRI4oOQSQX5aqkQHkqqVCuSgrWOfLSokNoWPVMiDQG+AAYDWwMXGxmrRq5\n+5ntE5qIiIiIiIg0inqG9f4FeBrYHPhilaXD5l02s+XM7EIze8XM5pnZy2b2owrtfmJmb8Y2D5jZ\nFmXbu5rZCDObYWZzzOxWM1uvo+IWERERERGRttUzW+9XOjCOPM4hPK7mWOAFYEfgejN7192vAjCz\n7wOnxTavEYYh329mvTJDkC8HDgAOB94DRgC3AXssvVMRERERERGRrMWarbcguwF3uvt97j7V3W8H\nxgM7Z9p8G7jQ3e9x9+cJReqGwKEAZrYacDwwxN3/7O7PAoOBL5tZdj/SwZqamooOQSQX5aqkQHkq\nqVCuSgqmj+xfdAgNK3dxamYvxOeall7/yszWybxez8zmtXeAGY8D+5rZ5+Lxtge+DNwbX28K9AAe\nKr3B3d8jPH91t7hqR0JvcbbNFGBqpo0sBaeddlrRIYjkolyVFChPJRXKVUlB971OLDqEhlWzODWz\nNc1sr/hyK1oOAz4aWC3bHFipfcNr4WJgLDDZzBYAE4HL3X1M3N4DcGB62fumx20A6wMLYtFarY0s\nBX379i06BJFclKuSAuWppEK5KinotvW+RYfQsKoWp2a2C2ESpGqPi2k9VW8oDjvKAOAo4EjC5EvH\nAWeZ2TEdeMxPHHjggTQ1NbVYdtttN8aNG9ei3fjx4ysOWTn11FNbPXi6ubmZpqYmZsyY0WL9+eef\nz7Bhw1qsmzp1Kk1NTUyePLnF+iuvvJKzzjqrxbp58+bR1NTEhAkTWqwfPXo0gwcPbhXbgAEDdB46\nD52HzkPnofPQeeg8dB46jw47j1mzZrVYP+uen/Lu+JaPbPl45utMH9mfBdOmtFg/+5FfM/P2c1us\nW7RgHtNH9mf+y4+3WD/3r7fwzo0ntYrt7WuO4/1Jd7dYN++FhyoO4Z0x5kzmPHZDi3UfTp3E9JH9\nWTi35eexLJzHE088sUzl1ejRoz+pl/r06UPPnj0ZMmRIq/gqMffK9aSZnQ/Md/dh8fUioIe7vx1f\nzwG2d/dX4uv1gTfdfflcR66TmU0FfubuIzPrzgUGufvWcVjvv4Ad3P1vmTZ/Ap519yFmtjfwILBm\ntvfUzF4DLnP3X1Y4bm9g4sSJE+ndu3dHnJqIiIiISKfW3NxMnz592PCcR+nas8Me8NFQPpw6iTcv\n3oMU6pTS5w/0cffmau1qDev9NbCXmR2ZWVdeyXZkT2m5bsDCsnWLiOfg7q8C04BP+uHjBEi7EO5X\nhTAU+OOyNlsCPYEnOipwaa38GziRZZVyVVKgPJVUKFclBeU9k7L0VC1O3X26ux8IPJlZ/ZCZNZtZ\nM7AycHfm9QMdHOvdwI/M7EAz29jMDgOGALdn2lwe2xxiZtsCNwL/Ae6M5/QeMAq41My+YmZ9gGuB\nx9z96Q6OXzJGjx5ddAgiuShXJQXKU0mFclVS8P4ztxYdQsNq8zmn7v5a/M+hZZvurND8tiUNqIbT\ngAsJzyVdD3gTGBnXAeDuw82sG3A1sAbwKHBA5hmnEArahcCtQFfgPuDUDoxbKhg7dmzRIYjkolyV\nFChPJRXKVUnBeifc0HYj6RBtFqcl7l5enC5V7v4+cGZcarW7ALigxvYPgdPjIiIiIiIiIsuA3M85\nbYuZrWRm32uv/YmIiIiIiEjjqKs4NbN1zexgM+trZsvHdSua2beB14BzOiBGERERERER6eRyF6dm\ntjvwEnAX8EfgcTPbGvgHcCJhKO1nOyBG6YQqPUdLZFmkXJUUKE8lFcpVSUGl54vK0lFPz+lFwL3A\ntsBlwE7AHcAP3X1rd/+1u3/QATFKJ9S3b9+iQxDJRbkqKVCeSiqUq5KClXvt23Yj6RD1FKfbAhe5\n+z+A8wjPOD3b3TXXstRt4MCBRYcgkotyVVKgPJVUKFclBavu1K/oEBpWPcXpmsAMgNhDOg94viOC\nEhERERERkcaS+1Ey0dZm1iP+twFbmtkq2Qbu/rd2iUxEREREREQaRr2PknkImBSXbsA98b+fzfwr\n0qYJEyYUHYJILspVSYHyVFKhXJUUzH/58aJDaFj1FKebApvFf8uXzTL/irRp+PDhRYcgkotyVVKg\nPJVUKFclBbMfuLzoEBpW7mG97v7vjgxEGsuYMWOKDkEkF+WqpEB5KqlQrkoK1v3G9UWH0LDqHdZb\nlZl9zcx0v6nk0q1bt6JDEMlFuSopUJ5KKpSrkoLluihPi1JXcWpmJ5rZrWZ2s5ntEtftY2bPAr8F\nHuuIIEVERERERKRzy12cmtk5wJXAxkAT8LCZ/RC4CRgLbOTuJ3dIlCIiIiIiItKp1dNzOhj4prvv\nBBwArAx8CdjC3S9291kdEaB0TmeddVbRIYjkolyVFChPJRXKVUnBzNvPLTqEhlVPcdoTeBjA3R8F\nPgLOd/f3OyIw6dx69uxZdAgiuShXJQXKU0mFclVSsPyany06hIZVT3HaFZifeb0AmNm+4UijOP30\n04sOQSQX5aqkQHkqqVCuSgpW3/ukokNoWLkfJRNdaGbz4n93AX5kZrOzDdz9zHaJTERERERERBpG\nPcXpX4AtM68fBzYra+NLHJGIiIiIiIg0nNzFqbt/pQPjkAYzefJkttpqq6LDEGmTclVSoDyVVChX\nJQULpk2hS48t224o7a6u55xmmdk6ZrZOewYjjePss88uOgSRXJSrkgLlqaRCuSopmHXHeUWH0LDq\nKk7NbA0zG2FmM4DpwHQzm2FmV5nZGh0TonRGV111VdEhiOSiXJUUKE8lFcpVScHaAy4pOoSGlXtY\nr5mtBTwBfAa4CXgxbtoa+Dqwr5l9Sc87lTw0lbykQrkqKVCeSiqUq5KCFdbSo2SKUs+ESD8mPD5m\nc3efnt1gZj8Gxsc2Q9ovPBEREREREWkE9QzrPRT4XnlhCuDu04CzgcPaKzARERERERFpHPUUpxsA\n/6ix/Xmgx5KFI41i2LBhRYcgkotyVVKgPJVUKFclBe+Ov7ToEBpWPcXpDGCTGts3BWYuUTTSMObN\nm1d0CCK5KFclBcpTSYVyVVLgCz4oOoSGVU9xej/wUzPrUr7BzLoCFwL3tVdg0rkNHTq06BBEclGu\nSgqUp5IK5aqkYM2Dzy06hIZV74RIzwAvmdkIYDJgQC/gFKArcEy7RygiIiIiIiKdXu7i1N3/Y2Zf\nAkYAPyMUpgAOPACc5u6vt3+IIiIiIiIi0tnVM6wXd3/F3Q8A1gF2jcu67v5Vd3+5IwKUzmnGjBlF\nhyCSi3JVUqA8lVQoVyUFC+cqT4uSuzg1s+XNbDszW9ndZ7n703GZaWbd4ra6il1pXMcff3zRIYjk\nolyVFChPJRXKVUnBjN+eUnQIDaueYvIY4FpgQYVtC+K2b7VHUNL5XXDBBUWHIJKLclVSoDyVVChX\nJQVrHPTDokNoWPUUp98AfuHuC8s3uPvHwHDg6PYKTDq33r17Fx2CSC7KVUmB8lRSoVyVFHTtuUPR\nITSseorTLYEna2z/a2wjIiIiIiIiUpd6itNVgNVqbO8OdFuycERERERERKQR1VOcvgR8qcb23WMb\nkTaNGjWq6BBEclGuSgqUp5IK5aqkYM5jNxQdQsOqpzi9GbjIzLYr32Bm2wM/iW1E2tTc3Fx0CCK5\nKFclBcpTSYVyVVLw4evPFR1Cw1qhjraXAQcAE83sQWByXL8V8D/AY7GNSJtGjBhRdAgiuShXJQXK\nU0mFclVSsM6RlxYdQsPKXZy6+0dm1hcYAhwF7AkY8E/gXOByd/+oQ6IUERERERGRTq2enlNi8Tk8\nLiIiIiIiIiLtoq7iFMDMVgb2Az4fV00BHnT3D9ozMBEREREREWkc9UyIhJk1Af8GxvFpD+qdwL/N\n7JD2D086q6ampqJDEMlFuSopUJ5KKpSrkoLpI/sXHULDyl2cmtmXgFuBvwBfBtaKy+7Ao8CtZrZr\nRwQpnc9pp51WdAgiuShXJQXKU0mFclVS0H2vE4sOoWHVM6z3R8B17l7+aT0OPG5mVwM/Bg5sr+Ck\n8+rbt2/RIYjkolyVFChPJRXKVUlBt633LTqEhlXPsN5dgatqbB8B7LZk4YiIiIiIiEgjqqc4XRl4\nr8b22cBKSxaOiIiIiIiINKJ6itOXgH1qbN83thFp07hx44oOQSQX5aqkQHkqqVCuSgren3R30SE0\nrHqK0+uAX5hZq3tKzewgwsy917dTXNLJjR49uugQRHJRrkoKlKeSCuWqpOD9Z24tOoSGVc+ESL8E\nvgTcY2ZTgBcBA3oBnyM8Xubydo9QOqWxY8cWHYJILspVSYHyVFKhXJUUrHfCDUWH0LBy95y6+yJ3\n7wcMBKYAWwFbApOBQe5+uLsv6pgwRUREREREpDOrp+cUAHcfC+hrLxEREREREWk39dxzKiIiIiIi\nItIhVJxKIQYPHlx0CCK5KFclBcpTSYVyVVLwzo0nFR1Cw0qqODWzDc3st2Y2w8zmmdlzZta7rM1P\nzOzNuP0BM9uibHtXMxsR9zHHzG41s/WW7plI3759iw5BJBflqqRAeSqpUK5KClbutW/RITSsZIpT\nM1sDeAz4ENifMEvwd4FZmTbfB04DvgXsDLwP3G9mXTK7uhw4CDgc2BPYELhtKZyCZAwcOLDoEERy\nUa5KCpSnkgrlqqRg1Z36FR1Cw6p7QqRqzMyAdd397fbaZ5lzgKnufkJm3b/L2nwbuNDd74kxHQtM\nBw4Ffm9mqwHHA0e6+59jm8HAi2a2s7s/3UGxi4iIiIiISA25e07jMNl1M6//YGYbZJqsB7zVnsGV\nOTXvPPYAACAASURBVAR4xsx+b2bTzazZzD4pVM1sU6AH8FBpnbu/BzwF7BZX7UgoyLNtpgBTM21E\nRERERERkKatnWO9KgGVe7wmsXNbG6DibAScTnrHaFxgJXGFmx8TtPQAn9JRmTY/bANYHFsSitVob\nWQomTJhQdAgiuShXJQXKU0mFclVSMP/lx4sOoWG19z2n3s77y1oOmOju57n7c+7+G+A3gKbTStDw\n4cOLDkEkF+WqpEB5KqlQrkoKZj9wedEhNKxkJkQiDBl+sWzdi0DP+N/TCD2365e1WT9uK7XpEu89\nrdamogMPPJCmpqYWy2677ca4ceNatBs/fjxNTU2t3n/qqacyatSoFuuam5tpampixowZLdaff/75\nDBs2rMW6qVOn0tTUxOTJk1usv/LKKznrrLNarJs3bx5NTU2tvp0cPXp0xSncBwwYsNTPY+jQoZ3i\nPDrL56HzqH4eXbp06RTn0Vk+D51H5fMYM2ZMpziPEp1H5z2PUq6mfh5ZOo985zFr1qwW62fd81Pe\nHX9pi3Ufz3yd6SP7s2DalBbrZz/ya2befm6LdYsWzGP6yP6tejnn/vWWio+Cefua43h/0t0t1s17\n4SGmj+zfqu1yq/dgzmM3tFj34dRJTB/Zn4VzW34ey8J5PPHEE8tUXo0ePfqTeqlPnz707NmTIUOG\ntIqvEnPP19lpZguBHu7+Tnz9HrC9u78aX68PvOnuy+faYZ3M7CZgI3ffK7PuMmAnd989vn4T+Lm7\nXxZfr0YYsnusu98SX79DmBDpjthmS0KRu2ulCZHio2omTpw4kd69e5dvFhERERGRNjQ3N9OnTx82\nPOdRuvbcoehwOoUPp07izYv3IIU6pfT5A33cvblau3pm6zXgn2ZWqmZXBZ41s0WZ7R3pMuAxM/sB\n8HtgF+AE4JuZNpcDPzKzl4HXgAuB/wB3QpggycxGAZea2SxgDnAF8Jhm6hURERERESlOPcVp637+\npcjdnzGzw4CLgfOAV4Fvu/uYTJvhZtYN/n97dx5vVV3vf/z1EWQSBBQVrVC7jphDkN5Iy+tEqXW0\nvKHUTQUrLSXTAk0zRbPEcugKmvcXzok4kpYpOCaOJeKQgJrocWI4zHCY+fz+WGvnPvvsYW3OPnzP\nOuv9fDz2A/Zaa6/1Xud8zl77s9fE9UAv4CngSHdfkzers4D1wN1AZ+Ah4PRNsxYiIiIiIiJSTOJz\nTt395iSP1gzr7g+6+z7u3s3d93L3G4pMc5G77xBP82V3f6tg/Gp3H+Hufdy9h7t/sxXvzSolFB6n\nLtJWqVYlDVSnkhaqVUmDwvNCZdOpZs8pAGZmwEBgJ6Kr884GXvKkJ6+KAP369as8kUgboFqVNFCd\nSlqoViUNOvT+VOgImVVVc2pmhwDjgR35+BxTB2ab2XB3/1uN80k7NWLEiNARRBJRrUoaqE4lLVSr\nkgY9D9GdKkNJfFivme0C/JnoQkPfAPYE+gPfJLro0INm9ulWyCgiIiIiIiLtXDV7Tn8MPOfuhxUM\nn2lm9wGPEF1sSF+JiYiIiIiISFUS7zkF/ovoVi3NxOebXg0cUoNMkgGFN/MVaatUq5IGqlNJC9Wq\npMGaObNCR8isaprTfsCrZca/RnQuqkhFo0aNCh1BJBHVqqSB6lTSQrUqabDovgtCR8isaprT7kBj\nmfGNQLeWxZGsGDt2bOgIIomoViUNVKeSFqpVSYOtj78idITMqvZWMv3NrG+JcX1aGkayQ5eSl7RQ\nrUoaqE4lLVSrkgYdt9KtZEKptjl9lI9vIZPP4+G616mIiIiIiIhUrZrmdOdWSyEiIiIiIiKZlvic\nU3d/N8mjNcNK+zFmzJjQEUQSUa1KGqhOJS1Uq5IGiydfGTpCZlVzQSSRmmlsLHdtLZG2Q7UqaaA6\nlbRQrUoa+JqVoSNklppTCWL06NGhI4gkolqVNFCdSlqoViUNen/1/NARMkvNqYiIiIiIiASn5lRE\nRERERESCS9ycmtm2FcZ3NLMDWh5JsqChoSF0BJFEVKuSBqpTSQvVqqTB+uWq01Cq2XP6UX6Damav\nmln+HWq3Bp6tWTJp14YPHx46gkgiqlVJA9WppIVqVdKg4dYfho6QWdU0p1bwfCdg8wrTiBR10UUX\nhY4gkohqVdJAdSppoVqVNOh19HmhI2RWrc859RrPT9qpAQMGhI4gkohqVdJAdSppoVqVNOjcb7/Q\nETJLF0QSERERERGR4DpWMa0DPcxsFdHhuw50N7Mt4/FblnyliIiIiIiISBnVnnP6BrAIWAh0B16K\nny8CZtU8nbRb48ePDx1BJBHVqqSB6lTSQrUqabDs6ZtDR8isaprTQ4BD8x6lnotUNG3atNARRBJR\nrUoaqE4lLVSrkgar33s5dITMSnxYr7s/2ZpBJFvGjRsXOoJIIqpVSQPVqaSFalXSoM8JV4aOkFnV\nnHMKgJn1BI4gupWMA7OBR9x9aW2jiYiIiIiISFZU1Zya2f8AY2l+8aMlZnaau0+sWTIRERERERHJ\njMTnnJrZAOBGYBLwWaAr0A34HPAAcKuZ7dsaIUVERERERKR9q+aCSCOASe5+sru/7O6r3X2Vu09z\n9xOB+4EzWyemtDd1dXWhI4gkolqVNFCdSlqoViUN5l43JHSEzKqmOT0QuL7M+N8DB7UsjmTFGWec\nETqCSCKqVUkD1amkhWpV0qDHwaeGjpBZ1TSnOxDd57SUN4BPtCyOZMXgwYNDRxBJRLUqaaA6lbRQ\nrUoadOt/WOgImVVNc9oNWFVm/GqgS8viiIiIiIiISBZVeyuZL5vZkhLjerU0jIiIiIiIiGRTNXtO\nAW4mulpvscdNgNUynLRfkyZNCh1BJBHVqqSB6lTSQrUqabBi+gOhI2RW4ubU3TdL8mjNsNJ+TJgw\nIXQEkURUq5IGqlNJC9WqpMGKf9wdOkJm1ayZNLPNzOyrtZqftG8TJ04MHUEkEdWqpIHqVNJCtSpp\nsO13bw4dIbOqPee0GTPbBRgOnAxsA2ze0nmKiIiIiIhItmzUnlMz62pmJ5rZ34BZwBeAi4FP1jKc\niIiIiIiIZENVe07NbH/gu8AJwL+APxI1pj9099drH09ERERERESyIPGeUzN7BbgLWAB8wd0HuPsV\ngLdWOGm/hg0bFjqCSCKqVUkD1amkhWpV0mD+LaeFjpBZ1RzWuzvwN+BxQHtJpUUGDx4cOoJIIqpV\nSQPVqaSFalXSoOueh4WOkFnVNKefJjq/9DrgfTP7rZl9Fu05lY0wdOjQ0BFEElGtShqoTiUtVKuS\nBt33/2boCJlVzX1OP3D3S919F+A7QF/gaaLzVk82s91aKaOIiIiIiIi0cxt1tV53f8zd/wfYHjgD\nOBSYGZ+XKiIiIiIiIlKVjWpOc9x9ibtf6+6fAwYAT9QklbR7U6dODR1BJBHVqqSB6lTSQrUqabDq\nrWdCR8isjb3PaR8z+5yZDTSzrQHcfbq7/6i28aS9uvzyy0NHEElEtSppoDqVtFCtShosmXJ16AiZ\nVVVzamZ7mdnfgLnA88ALwDwze8zMdm+NgNI+3XHHHaEjiCSiWpU0UJ1KWqhWJQ22OeWm0BEyq2PS\nCc2sL/AkMB84G5gJGNAf+B7wlJl9xt3ntUZQaV+6desWOoJIIqpVSQPVqaSFalXSYLNOqtNQEjen\nwFnAu8CB7r4qb/hDZnYdMDWe5mc1zCciIiIiIiIZUM1hvUcAYwoaUwDcfSXwG+DLtQomIiIiIiIi\n2VFNc/ppYFqZ8f+IpxGpaOTIkaEjiCSiWpU0UJ1KWqhWJQ0W3nt+6AiZVU1z2gNYWmb8MqB7y+JI\nVvTr1y90BJFEVKuSBqpTSQvVqqRBh96fCh0hs6o55xSgh5k1O6w3tiXRBZJEKhoxYkToCCKJqFYl\nDVSnkhaqVUmDnoecFjpCZlXTnBrwRoXx3rI4IiIiIiIikkXVNKeHtFoKERERERERybTE55y6+5NJ\nHq0ZNp+ZnWtmG8zsyoLhF5vZh2bWaGZTzGyXgvGdzWycmTWY2TIzu9vMtt1UuSUyc+bM0BFEElGt\nShqoTiUtVKuSBmvmzAodIbMSN6dmtmWSR2uGzcuyP/B94OWC4ecAZ8TjDgBWAA+bWae8ya4GjgaO\nA74E7ADcswliS55Ro0aFjiCSiGpV0kB1KmmhWpU0WHTfBaEjZFY1h/Uupvw5pblzTju0KFEFZtYd\nuA34LlBYOWcCl7j7n+NpTwTmAscCd8bN83DghNxeXjMbBswwswPc/YXWzC4fGzt2bOgIIomoViUN\nVKeSFqpVSYOtj78idITMSuM5p+OAB9z9MTP7d3NqZjsDfYFHc8PcfamZPQ8MAu4EPke0zvnTzDKz\n+ngaNaebiC4lL2mhWpU0UJ1KWqhWJQ06bqVbyYRSTXO6IzDR3Ve3VphKzOwEYD+iJrNQX6I9t3ML\nhs+NxwFsB6xx98L7teZPIyIiIiIiIptY4nNOgRuBnq0VpBIz+yTR+aLfdve1m3r5Rx11FHV1dU0e\ngwYNYtKkSU2mmzx5MnV1dc1ef/rppzN+/Pgmw6ZNm0ZdXR0NDQ1Nhl944YWMGTOmybD6+nrq6uqa\nXUjgmmuuYeTIkU2GNTY2UldXx9SpU5sMnzBhAsOGDWuW7fjjj9d6aD20HloPrYfWQ+uh9dB6aD1a\nbT0WLVrUZPiiP1/K4slNrmvKuoXvMfe6Ic0uSLTk8d+z8N7zmwzbsKaRudcNYdVbzzQZvvzvdzH/\nlub3KZ33h5NYMf2BJsMaX3+UudcNaTZtwx1ns+zpm5sMW10/nbnXDWH98qa/j7awHs8++2ybqqsJ\nEyb8u18aOHAg/fr146yzzmqWrxhzT3ZrUjPbAPR193mJXlBjZnYMcC+wnuj8VojOb/V42B7AW8B+\n7v5K3uueAF5y97PM7BDgEaB3/t5TM3sHuMrdf1dkuQOAF1988UUGDBjQGquWSWPGjOGcc84JHUOk\nItWqpIHqVNJCtZpd06ZNY+DAgexw7lN07rdf6DhlLZ58Jb0Gnx06RkWr66fz4WVfJA19Su73Dwx0\n92mlpqtmzymUvyBSa3sE2JvosN5948c/iC6OtK+7vw3MAQ7LvSC+ANJ/ArmvIl4E1hVMszvQD3i2\n9VdBchobG0NHEElEtSppoDqVtFCtShr4mpWhI2RWNeecAjxqZuvKTeDurdK2u/sK4PX8YWa2Aljg\n7jPiQVcDPzezt4B3gEuA94E/xfNYambjgSvNbBGwDPhf4GldqXfTGj16dOgIIomoViUNVKeSFqpV\nSYPeXz2/8kTSKqptTh8GlrdGkI3UZE+uu19uZt2A64FewFPAke6+Jm+ys4gOA74b6Aw8BJy+aeKK\niIiIiIhIMdU2p78Jdc5pMe5+aJFhFwEXlXnNamBE/BAREREREZE2oJpzTkOebyrtTOEVwkTaKtWq\npIHqVNJCtSppUHhFXtl0qmlOrfIkIskMHz48dASRRFSrkgaqU0kL1aqkQcOtPwwdIbOqaU53Bua3\nVhDJlosuuih0BJFEVKuSBqpTSQvVqqRBr6PPCx0hs6o55/QkALPyO1Dd/eKWBJJsaOv3YhLJUa1K\nGqhOJS1Uq5IGbf0+rO1ZNc3p18uMc2B3oAug5lRERERERESqkrg5dffPFhtuZvsBlwGfAf5fjXKJ\niIiIiIhIhlRzzmkTZrazmd0G/B1YAuzl7qfVLJm0a+PHjw8dQSQR1aqkgepU0kK1Kmmw7OmbQ0fI\nrKqbUzPrY2bXADOB7YEvuPvx7v5mzdNJuzVt2rTQEUQSUa1KGqhOJS1Uq5IGq997OXSEzEp8WK+Z\nbQH8FDgbeAv4mrtPbq1g0r6NGzcudASRRFSrkgaqU0kL1aqkQZ8TrgwdIbOquSDSv4AewDXABMDN\nbJ/Cidz9lRplExEREZEK6uvraWhoCB2jXenTpw/9+vULHUMkc6ppTreN/x0FjATy7ynj8XMHOtQm\nmoiIiIiUU19fz+577MmqlY2ho7QrXbp2Y9bMGWpQRTaxaprTnVsthYiIiIhUraGhgVUrG9n6+GvY\nfNtdQ8dpF9bOe5MFE0fQ0NCg5lRkE6vmVjLvVprGzD7TsjiSFXV1ddx///2hY4hUpFqVNFCdyubb\n7kqnT+wdOkZF828+mW1Ouil0DJGy5l43hO1+cGfoGJm00beSyTGzHmb2fTN7AdClrSSRM844I3QE\nkURUq5IGqlNJi+6DhoWOIFJRj4NPDR0hs1pyn9MvmdnNwEdEV/F9DPh8rYJJ+zZ48ODQEUQSUa1K\nGqhOJS267nZw6AgiFXXrf1joCJlVzTmnmFlf4GTgFGBL4E6gM3Csu79e83QiIiIiIiKSCYn3nJrZ\nA8AsYB/gx8AO7j6itYKJiIiIiIhIdlRzWO+RwHjgQnf/i7uvb6VMkgGTJk0KHUEkEdWqpIHqVNKi\n8Z8PhY4gUtGK6Q+EjpBZ1TSnBwE9gBfN7HkzO8PM+rRSLmnnJkyYEDqCSCKqVUkD1amkRePL+iJF\n2r4V/7g7dITMStycuvtz7v49YHvgeuAE4MN4HkeYWY/WiSjt0cSJE0NHEElEtSppoDqVtOjzrd+H\njiBS0bbfvTl0hMyq+mq97r7C3W9w94OAvYErgHOBeWamm6yJiIiIiIhI1Vp0n1N3n+Xuo4BPAkNr\nE0lERERERESypqpbyZQSXxxpUvwQERERERERqUo1t5J5ycymFXk8bmbXm9merRlU2pdhw4aFjiCS\niGpV0kB1Kmmx4K6zQkcQqWj+LaeFjpBZ1ew5LbVXtBcwAJhuZoe6+9MtjyXt3eDBg0NHEElEtSpp\noDqVtOiy68GhI4hU1HXPw0JHyKzEzam7jy433swuBS4G9NuUioYO1SnKkg6qVUkD1amkxRb7HRs6\ngkhF3ff/ZugImdWiCyIVuJ3o6r0iIiIiIiIiVallc7q+xvMTERERERGRjKhlM/kN4PUazk/asalT\np4aOIJKIalXSQHUqabHqnRdCRxCpaNVbz4SOkFmJzzk1sx+VGNUTGAgcDRxZi1DS/l1++eUcdNBB\noWOIVKRalTRQnUpaLHvyWrrsdEDoGCJlLZlyNV12+ULoGJlUzdV6S137eykwC/iSuz/b8kiSBXfc\ncUfoCCKJqFYlDVSnkhZbD70udASRirY55abQETKrmqv17tyaQSRbunXrFjqCSCKqVUkD1amkxWad\nuoaOIFLRZp30nhrKRp9zamZ9zGzLWoYRERERERGRbKqqOTWzXmY2zswagLnAIjObY2a/NjN9xSAi\nIiIiIiIbJXFzamZbAc8DJwH3AD+JH/cDI4C/mVkXMzugzMWTRAAYOXJk6AgiiahWJQ1Up5IWix68\nJHQEkYoW3nt+6AiZVc0FkX4BrAH+w93n5o8ws18Ak4FbgcGAmlMpq1+/fqEjiCSiWpU0UJ1KWnTs\n+YnQEUQq6tD7U6EjZFY1zemxwKmFjSmAu88xs1HAg8Bod7+5VgGlfRoxYkToCCKJqFYlDVSnkhY9\nDhweOoJIRT0POS10hMyq5pzT7YF/lhn/GrDB3Ue3LJKIiIiIiIhkTTV7ThuAnYD3S4zfGZjX0kAi\nIiJtRX19PQ0NDaFjtCt9+vTRYcgiIlJUNc3pw8ClZnaEu6/JH2FmnYFLgIdqGU7ar5kzZ7LHHnuE\njiFSkWo1u+rr69l9jz1ZtbIxdJR2pUvXbsyaOUMNakatnfcWm2+7S+gYImWtmTOLTn13Dx0jk6q9\nINI/gDfNbBwwEzBgT+CHQGfgxJonlHZp1KhR3H///aFjiFSkWs2uhoYGVq1spNfRv6bj1juHjlPW\n0sd+w5aHtv0r9q5bMJvFf/kZDQ0Nak4zavFff8k2J90UOoZIWYvuu4DtfnBn6BiZlLg5dff3zWwQ\ncC3wa6LGFMCBKcAZ7l5f+4jSHo0dOzZ0BJFEVKvSceud2bxv/9Axyur11V/RYcvtQ8cQqaj3MZeG\njiBS0dbHXxE6QmZVs+cUd58NHGlmvYFd48FvufvCmieTdk3fmEtaqFYlDdSYSlp07KVbyUjb13Er\n3UomlKqa0xx3XwS8UOMsIiIiIiIiklHV3EpGREREREREpFWoOZUgxowZEzqCSCKqVUmD5c/fEDqC\nSCJLnxgXOoJIRYsnXxk6QmapOZUgGht1awZJB9WqpIGvXRk6gkgiG1SrkgK+RnUaippTCWL06NGh\nI4gkolqVNOhx0OmhI4gk0uuIn4aOIFJR76+eHzpCZqk5FRERERERkeDUnIqIiIiIiEhwak4liIaG\nhtARRBJRrUoabGhcFDqCSCLrVywMHUGkovXLte0PRc2pBDF8+PDQEUQSUa1KGiz+6y9CRxBJZOHd\nZ4eOIFJRw60/DB0hs9ScShAXXXRR6AgiiahWJQ16HPiD0BFEEul5+E9CRxCpqNfR54WOkFlqTiWI\nAQMGhI4gkohqVdJg8779Q0cQSaTTJ/YOHUGkos799gsdIbNS05ya2c/M7AUzW2pmc83sPjPbrch0\nF5vZh2bWaGZTzGyXgvGdzWycmTWY2TIzu9vMtt10ayIiIiIiIiKFUtOcAl8ErgH+Ezgc2ByYbGZd\ncxOY2TnAGcD3gQOAFcDDZtYpbz5XA0cDxwFfAnYA7tkUKyAiIiIiIiLFpaY5dfej3P1Wd5/h7q8C\nJwP9gIF5k50JXOLuf3b314ATiZrPYwHMbEtgOHCWuz/p7i8Bw4ADzeyATbg6mTd+/PjQEUQSUa1K\nGjS+cm/oCCKJLP/7hNARRCpa9vTNoSNkVmqa0yJ6AQ4sBDCznYG+wKO5Cdx9KfA8MCge9DmgY8E0\ns4D6vGlkE5g2bVroCCKJqFYlDdbOnRE6gkgiaz54NXQEkYpWv/dy6AiZlcrm1MyM6PDcqe7+ejy4\nL1GzOrdg8rnxOIDtgDVx01pqGtkExo0bFzqCSCKqVUmDnkecHzqCSCJbHfur0BFEKupzwpWhI2RW\nKptT4FqgP3DCplrgUUcdRV1dXZPHoEGDmDRpUpPpJk+eTF1dXbPXn3766c0OD5w2bRp1dXU0NDS9\n0e+FF17ImDFjmgyrr6+nrq6OmTNnNhl+zTXXMHLkyCbDGhsbqaurY+rUqU2GT5gwgWHDhjXLdvzx\nx2s9tB5aD62H1qNgPT766CMA1i35oMnwFS/eztLHr2gyzNeuZOE9I1jzftM97Stff5DFD17QLNui\nP41k1ZuPNRm2evYzLLxnRLNpl0y5tNlhu2vnvM7Ce0awoXFRk+HLpo5j+fM3NBm2fulHLLxnBOsW\nzA6+HoXTZrGuWnM9Gm4/jcZ/PtRk2Mo3nmT+zSc3m3bhpPOaHWK75oNXmX/zyaxfsbDJ8MVTfsvS\nJ5p+Ubdu8QfMv/lk1s57q8nwZU/fwKIHL2kybMOalcy/+WRWvfNCk+Erpk9iwV1ntcn1ALj66qub\nPM9qXdVqPRYtavp+tejPl7J4ctMmcN3C95h73RDWzJnVZPiSx3/Pwnubfgm3YU0jc68bwqq3nmky\nfPnf72L+Lac1yzbvDyexYvoDTYY1vv4oc68b0mzahjvObnZo7+r66cy9bgjrlzf9fbSF9Xj22Wfb\nVF1NmDDh3/3SwIED6devH2ed1fxvvRhz90QTthVmNhb4GvBFd6/PG74z8C9gP3d/JW/4E8BL7n6W\nmR0CPAL0zt97ambvAFe5+++KLG8A8OKLL76oW0qIiGTItGnTGDhwIH1OvEO3aqmRtXNep+GWE9A2\ntXZyddp3xEO6TUuNrPngVeZc8xXVaY3lanWHc5/SrVpqZHX9dD687IupqNXc7x8Y6O4lz5lK1Z7T\nuDE9BjgkvzEFcPfZwBzgsLzptyS6um/uq4gXgXUF0+xOdGGlZ1s1vIiIiIiIiJSUmubUzK4Fvg18\nC1hhZtvFjy55k10N/NzMvmZmewO3AO8Df4J/XyBpPHClmf2XmQ0EbgCedvemx5pIqyp26IFIW6Ra\nlTQodhitSFtU7NBckbam2KG+sml0DB2gCqcRXfDoiYLhw4iaUNz9cjPrBlxPdDXfp4Aj3X1N3vRn\nAeuBu4HOwEPA6a2aXJo544wzQkcQSUS1KmmwxYChoSOIJNJ9UPNzGkXamh4Hnxo6Qmalpjl190R7\ned39IuCiMuNXAyPihwQyePDg0BFEElGtShp03vkLoSOIJNJ1t4NDRxCpqFv/wypPJK0iNYf1ioiI\niIiISPul5lRERERERESCU3MqQRTeL0ukrVKtShoU3j9UpK0qvH+pSFtUeB9R2XRSc86ptC8TJkzg\n2GOPDR1DAqmvr2928+e26tprr6Vfv36hY1TUp0+fVOSU1rHy9b/SZddDQ8cQqajx5Ul02+sroWOI\nlLXiH3ezxX5fCx0jk9ScShATJ04MHUECqa+vZ/c99mTVysbQURKbMmVK6AgVdenajVkzZ6hBzaje\nx/wmdASRRPp86/ehI4hUtO13bw4dIbPUnIrIJtXQ0MCqlY30OOR8OvTaMXScdmH94ndZ9vilNDQ0\nqDkVERGR1FJzKiJBdOi1I5v32S10DBERERFpI3RBJBEREREREQlOzakEMWzYsNARRBJZ+uRloSOI\nVLT4wQtCRxBJZMFdZ4WOIFLR/FtOCx0hs9ScShCDBw8OHUEkkU6f2D90BJGKOu80KHQEkUS67Hpw\n6AgiFXXd87DQETJLzakEMXTo0NARRBLpsos2UNL2de1/VOgIIolssZ9uIydtX/f9vxk6QmapORUR\nEREREZHg1JyKiIiIiIhIcGpOJYipU6eGjiCSyNo5r4SOIFLRmvenhY4gksiqd14IHUGkolVvPRM6\nQmapOZUgLr/88tARRBJpfPmO0BFEKlr+/I2hI4gksuzJa0NHEKloyZSrQ0fILDWnEsQdd+gDv6TD\nlof9InQEkYp61+kLP0mHrYdeFzqCSEXbnHJT6AiZpeZUgujWrVvoCCKJWMcuoSOIVGSbdw0dQSSR\nzTqpVqXt26yTPqeGouZUREREREREglNzKiIiIiIiIsGpOZUgRo4cGTqCSCLLn9f5UdL2LX38nJM7\n4gAAGz1JREFUitARRBJZ9OAloSOIVLTw3vNDR8gsNacSRL9+/UJHEEmkwxbbhY4gUlGHLbcPHUEk\nkY49PxE6gkhFHXp/KnSEzFJzKkGMGDEidASRRLp+5huhI4hUtMXAb4WOIJJIjwOHh44gUlHPQ04L\nHSGz1JyKiIiIiIhIcGpORUREREREJDg1pxLEzJkzQ0cQSWTd4ndDRxCpaN2C2aEjiCSydt5boSOI\nVLRmzqzQETJLzakEMWrUqNARRBJZ8fz1oSOIVLT0iStDRxBJZPFffxk6gkhFi+67IHSEzFJzKkGM\nHTs2dASRRLofeGboCCIV9TzivNARRBLpfcyloSOIVLT18bo9VyhqTiUI3UpG0qJDd91KRto+3UpG\n0qJjL91KRtq+jlvpVjKhqDkVERERERGR4NScioiIiIiISHBqTiWIMWPGhI4gkkjj9NtDRxCpaPnz\nN4SOIJLI0ifGhY4gUtHiybrIXChqTiWIxsbG0BFEEvH1q0NHEKnI164MHUEkkQ2qVUkBX6M6DUXN\nqQQxevTo0BFEEtli4LDQEUQq6nHQ6aEjiCTS64ifho4gUlHvr54fOkJmqTkVERERERGR4NScioiI\niIiISHAdQweQ2qqvr6ehoSF0jIoWLVpE7969Q8dIpE+fProva4ZtWLWYzbr0Ch1DpKwNjYvYrFs6\n3lMl29avWEiHLbYKHUOkrPXLG+jQvU/oGJmk5rQdqa+vZ/fd92DVKp3EXUtdunRl1qyZalAzatmT\nl9Pzy78KHUOkrMV//QVbHXdN6BgiFS28+2y2Oemm0DFEymq49Yds94M7Q8fIJDWn7UhDQwOrVq2k\ny96nsln3HULHKWvD8g/bfEaIcq569XoaGhrUnGZUt4Enh44gUlGPA38QOoJIIj0P/0noCCIV9Tr6\nvNARMkvNaTu0Wfcd6LDlTqFjlNXW84nkbN5nt9ARRCravG//0BFEEun0ib1DRxCpqHO//UJHyCxd\nEElERERERESCU3MqIiIiIiIiwak5lSDWvP9k6Agiiayc+ZfQEUQqanzl3tARRBJZ/vcJoSOIVLTs\n6ZtDR8gsNacSxIal74aOIJLIugVvho4gUtHauTNCRxBJZM0Hr4aOIFLR6vdeDh0hs9ScShBd+p8Y\nOoJIIj0O/HHoCCIV9Tzi/NARRBLZ6ljdmkvavj4nXBk6QmapORUREREREZHg1JyKiIiIiIhIcGpO\nRUREREREJDg1pxJE47SrQkcQSWTJw+eFjiBS0cJ7RoSOIJLI/JtPDh1BpKK51w0JHSGz1JxKEJ36\nHR46gkgiXff6eugIIhVtMWBo6AgiiXQfNCx0BJGKehx8augImaXmVILo2Gfv0BFEEun0yf1DRxCp\nqPPOXwgdQSSRrrsdHDqCSEXd+h8WOkJmqTkVERERERGR4NScioiIiIiISHBqTiWItXNfDB1BJJHV\n7zwVOoJIRavefCx0BJFEGv/5UOgIIhWtmP5A6AiZlcnm1MxON7PZZrbSzJ4zM51Utomtmf2X0BFE\nEml8eULoCCIVLX/uhtARRBJZ+sS40BFEKloyWXeVCCVzzamZHQ9cAVwIfBZ4GXjYzPoEDZYx1qlH\n6AgiiWzWpVfoCCIVbdatd+gIIol06L516AgiFXXoobYglMw1p8BZwPXufou7zwROAxqB4WFjiYiI\niIiIZFemmlMz2xwYCDyaG+buDjwCDAqVS0REREREJOsy1ZwCfYAOwNyC4XOBvps+joiIiIiIiAB0\nDB0gBboAzJgxI3SOinIZ181/mQ3LPwycprz1i99k7YfPhI5R0YaV84F0/P7TIvezXPPec6xb/G7g\nNJWtnfsqK9+aEjpGWRuWfQSoTmst9/Nc9fZU1i2YHThNeWs+mM7Kf7b9C82tW/IBoFqtpdzPcuXM\nx1g7783AaSpb/c7fWfHSvaFjlLVu4XuA6rTWcj/Pxn9OZs2cWYHTlLfqX8+x7IWJoWNUtG5B9Dkq\nDbWal7FLueksOqo1G+LDehuB49z9/rzhNwE93f3rRV7zLeCPmyykiIiIiIhI+/Rtd7+91MhM7Tl1\n97Vm9iJwGHA/gJlZ/Px/S7zsYeDbwDvAqk0QU0REREREpD3pAuxE1FuVlKk9pwBmNgS4iegqvS8Q\nXb33v4E93H1+wGgiIiIiIiKZlak9pwDufmd8T9OLge2A6cCX1ZiKiIiIiIiEk7k9p2liZp2Iznf9\nDLAW+BD4nru/FzSYiIiISCBmdhmwrbvrHvUi7YyaUxERERFJBTPbBhji7uNCZxGR2lNzKiIiIiIi\nIsFtFjpA1pjZTWa2wcxGFQw/xsw2lHjNW2bWGJ8rW2x8fzObaGbzzGyVmc0ys9Fm1rVClgvN7KWC\n5xvMbL2ZrTWz+Wb2pJmdGR9inP/aJ+Jp8x/rzezavGk2xLk/VfDa+8zshrxp1heZV274L8xsx/j5\nPvFrdiwx7S0F4/cpWO5xZva4mS02s2VmNt3MLjCz3gXTdTGzhfHPc/MiP7d38pbbaGaz45//ISV+\nzieZ2QtmtsLMlsY/u6PL/W6kuSR/O2Z2cImaWm9m28bT5Or82oL57BsP7xc/L1pH8bjHzezKvOez\nzexHRaYr/Bu7qdiy43Hj4nE3VP/TkbQzsxvNrOjNHwvec/JrepSZDYifH1DitY+a2d3x/2+y5n8f\n683swdZcN9n04nrK/X7XmNkcM5tsZsPMzPKmK1lbedN83cyejbedS83stdz7X/xeWGz7nXs8VmQ5\nK8zsFTM7pSDzSWa2qMT6bDCzuvj/lT4T5DKONbNdSsyv7HZeasfM+pjZdWb2rkWfUT8ys4fMbFA8\n/t+/24LXNXlPtOafO+eY2Z25bXbedC2u17x5XWBm68zszCL5Tolfc3/B8K3j4V8oGH64mT1oZgvi\nv4HXzOxyM9s+Hn9Y/LpuRZZVsg8ws6fM7PLiP/10UnO66TmwEjjHzHoWGdeEmR0MrAf+DJxYZPzn\ngeeJLm51JLArcB5wMjDFzCpd9Kpwma8BfYFPAf8F3An8DHjGzLYoeN3/xdPmHtsDTRqHeLqLyyw/\n97q+wI+BJUQXqsoN/22JnA4cWrDs00utl5ldCtxB9LP6CrAX8BNgH+B/CuZ9HPAqMBM4tkhmB34e\nL3c34DvAYuARM/tZwXJ/C1wHTAD2BvYHpgJ/MrMfFpm3lJb0b8eJfi9NatPd5+VNswo4xcz+o8x8\nij3fGIXZ6oETzKxzbmD8/6HAuzVYnrQ/+e85+e9517j7NOBloNm5d2a2I9H7+B/y5vPXIvMZ2rrx\nJZDc73pHou3eY8DvgD+bWe7zX8nagugDM9G28y6i7dcAos8YuYbu63mvO4Dm2+ZvFFnOXsCtwP8z\nsy8XZE76nlvuM8E+RJ9b9gRetuJfHFfazkvt3AvsS/RZaVfga8DjwNZVzif/c+f2QB3RZ9VbcxPU\nsF5zTgbGUOT9NbYW+IqZHVgk67/Fn/ceItr+HwvsAfwA2Ao4s9Tr4tceHP93EkX6gPYoc1frbSMe\nAXYh+oM5p8K0w4kuivQycClwZcH48cA/3f24vGHvmdmbwEtEt8r5TRXZ1uVduXgO8E8zeyRe/jnA\nL/KmbSz4wF/MWOBsM/uNu79eODL/9Wa2JBrU9MrJFn3JawUvNWBhmeXnfzN8ANGG6kfuPjZvmnrg\nUTPbsuC1pwC3xfP4LtGbXKHlect+H5hqZh8BF5vZ3e7+ZvzFwdnAGe6ev6fs52bWBbjSzP7k7h+U\nWAdpLunfznx3X1pm/ExgHvAr4Pgy0xXWXS28BHyaaCM4IR72DaLGdHYrLE/ah+Vl3u/GA5eY2Y/d\nPf9+3MOILqSXf0+51bo6fWbk/64/Aqab2fPAo0QfunNHaZSrra8CU909/7PHW8T3inf3xbmBFh2t\nVW7bnL+c31i0d/YIKtzzsIRKnwneAR6I94SNN7P/8KbnsSXZzksLxV8kHwQc7O5PxYPfA/6xkbPM\n/9w518zGAr/PG1+zeo0b3c2IPvcON7PPuXth7iXxvMcQree/X543n37AVcBv3f3cvGneA54q8hm0\n0ClEfcALwOU07wPaHe05DWM90YfrEWa2Q6mJzKwH0bd7twEPAn0t79AtM9uP6JvBZoXq7q8QfZBv\n8Tfi7j6L6BvYwm+UkniaaK/vmJbmaIFvA8uI9mA2k9/ExHvSPg9MJNpYfdEKDksu43dEf1PHxM+H\nxsv9vyLTXgF0Ivr9SnKJ/nZI1lSeCxxnZgNqkiw5J/pQmP9N7HDgRlqnGZb2749ENzf/74LhJwI3\nFnwolwxz98eJvmxOuj2fA+xlZnvVKoNFjiPaa7SmVvMt4XdEe44H5i2/Jdt5qc7y+HGsFZwe1lJm\nthUwBHgub3At63U4cLu7ryfaG/vdEtNdCAwodmhy7HiinYFFdxSV+yI9blyPI9o7/BCwjZn9Z7L4\n6aXmNBB3/xPRPVZHl5nsW8Cr7v62u68lOsQ2/wPtbkQfdGeWeP2MeJpamAnsVDDsdIvO3cw9lppZ\nsWb4PIof9tBSzxQse98S0+0CvB2/wVQyDPiruy9190VEbwbDkoSJp5/Hxz+nXYF/ufu6ItN+BCyl\ndr+fzEjwt2NERw/k1+arReYznehvqtIXJ88UzGsZTb8h3Rh/BA4ys0/Fh15+gehLKJFSxhR5vz0Q\n/v3ecx952wczO5ToQ/lNBfP5WpH5nItkSeH2vGRtER3e+3fgFYvOrZ9g0XmrG9NojInfP1cTNYUL\n+PiQ89Yyk2ibsFPesI3ezkt14s9dJ8WPxWY21cwuNbO9N3KWuc+dy4EGos9Q+ecu16RezawX0SHA\nuUOGbwOOj496ayI++m0s8GszK/YF8y5Ee2cXVJMh9m3gNXd/K69JPqXCa1JPzWlY5wAnmdnuJcYP\nI/oQm3M7MLTIH8em2NtiND8W/jai8whyj/2ID53I5+4zgFuAy2qcaUjBspsdNhxL9POJz8E5iaZN\nwu1Ut9Eq/DlpT1jrKPe340TNY35tHlViPj8n+tb88DLLyq+z3OPFjcwdBXRvIDqiYBjR4XV/cfeF\nLZmntHu/ofn7bf4hZjcAXzKznePnw4En3f3tgvk8RnROXv58fo9kSeF2qmRtuXuju3+N6AP2JURH\nA10BPF/sg3oFueUcQrS36+wi9VlruW2wQ82281IFd78P2IHoXNO/AgcD08xsY86fzH3u3Ac4kOiQ\n3SkWXxOlhvX6bWCGu8+M5/si0aHx3ywx/a+J1vGkIuNa8jlwGM1r9QSrcMHTtFNzGlB8/P3DFGna\nzKw/0cnaV1l05dy1RCeQd+fjP443iIp+zxKL2DOephb2pPn5cEvivbr5jxUlXp877OGYEuM3xvsF\ny15bYro3gE+bWYcK8/sy8AlgYt7PfALQLz73oKz4EJNtgNzGNrfcZud2W3R1ti2BWZXmK82V+9uJ\nvVNQG++VmM/bRN/cX0b0t1RsI1JYZ28TXZgp31Kg8CJNAL2Izkkp5kaixvREonMGRcppKPJ+uzpv\n/KNE5zCdHJ8S8nWK75Va4e6zC+azuMh00n7tycfbKahcW8Q1c4O7fx/4LNFFjcqdr19MbjlPE33p\nd42Z7ZE3fimwReGL7OML4JV6Ly2nP1Fjmvv88hVasJ2XjePua9z9UXe/1N0PIjqiI3f00zKSbz/z\nP3c+S7QXcVcKarEG9Toc2DdXI3Gd7EaJCyPFe+DHxOtU2AS/AWxlZlVdACreu/w5ouuT5DI8RfQ3\nMqSaeaWNmtPwfkb0bdKgguGnAE/S9BvufYFxxH8c8WGJM4kuetREfIjr4UTfsrRIvPH4CnD3xs7D\n3d8nOuzhV0ClJjHRLKuY9naipr7o1XHzNnynEG2k9qPpzzzpYRQ/Jjon8k/x8zvi5Z5aZNqRROfa\nFL11hCRS6m+nWhcTbXROYOOv1juLvHOa8gyg9BdEDxGdd9wRmJxwOSJFxeeV5r7w+BbRoZP3hMwk\nbU98uPfetKw26oFGijSSJHzPjD8TTKTpF4yzgI7x9TTyDYznW+7L9mJXOTXgR0SNae6WXsNp2XZe\namMGH9dPs+1nvId7XyrvYMn93svtSayqXs3ss/Gyv0jTGjmc6Eirwqv851xN1FeNKJjvXUSfDQvv\nZpFbXrHGHKJ6LDzSZV/gf2nntaqr9Qbm7q+Z2R+J3kABsOieW98Bzo8PiSVv3A1Eh0N8Ot6Dcwow\n2czuIXqTn0N0ov9viS5G9LsqI3U0s+2I/sC2Jjr85nxgGh/f1iWnWzxtvtVlvoW/DPg+sDPRhqAl\nEh8m4e4vmNlvgCvM7JNE52Z9SPRt26lEV0ubQNTofNULripsZrcC95lZr7x16xGv++bx+nyHaKN3\nbu4wJXd/zsz+l+iqhJ2JLgOe+92OAM50Xal3oxX724kZsF2Rw14WlDj/d55F90ArtuFIWmdXAX8z\ns/OIvnDoQNQgfJ7ocvHF8m/I7TXQBWsk1qvIufO585R6FHm/bXT3ZXnPbyS6suSvgAmFe79inYvM\nZ91Gng8lbVvud92B6BZtRxJdCO5+8m6/QZnaMrMLgW5EF2V8l2hv1plEnx+nFFlmNYcw/g54zcwG\nuPs0d3/dzKYAN5jZT4n27u5B9P56R3ythlIM6BOvRzfgM0RfGH8OOMrd3cy2obrtvLRQfETZXUSn\nHbxCtJd0f6Iv6CfFk10J/MHMZhHV1BZE2/VeND/6I/9zZ1/gAqIjmSbHy6tFvZ4CPBPvmc33uplN\nJ/qsd37hi9x9lZldTMHnbnd/18x+QnQkZG+iv713iW6DczLRe3zuvH+L16Mz0W0ORxbpA8YDZ5rZ\nru7+Zjx4myLbjg89rVdmd3c9NuGD6MPDvQXDdiS67+K6+Pk3iO6dtE2JebwJ/DLv+V5EF3aZH8/n\nDeAioEuFLBcC0wqer48fa+L5PUnUSG1e8NrH86bNfzyYN816oK7gdefGw8cXyXMS0UnjhcN3jF+z\nT7HnlabPG/7fce7FRIcPTSe6PU9volu+LAA6FJnf5vG4M+Lns/PWd2X8fALwpRJ5Tia6BPiKeLlP\nEG0sg9djmh4J/3YOpnlNboj/PaBY3cfDehBdzGod0K9SnRF9m3llwbDDgb8RXaRhHtFhlgdWWoeC\n8fcBN4T+Weux6R9xbRR7T/0/og/pxcZdW2Q+D8V1PLCKZbweev31aNV6Wk30xfXDwIkF080uV1t8\nfL/zd+Lt3YfAX4BBRZZZ7j3zbaLbuRUOfxD4c97zLYma0TeIrvI6k+jLlm6llpP3PPdYRnTP9muA\nT+e97uz4/bnidl6PmtVhJ6LPWX8HFsa/m9eJPqN2zpvuBKLPSYvjGnsA+EzBvAo/dzYQbYu/lDdN\ni+oV6BzPt1mtxuN/RnT7QCNqYucVjO8Q1+w64AsF4w4nOud2QVzbrxHtBd0hHn9YnKcb0WG7a4Ct\nSuSYCVwW//+pIn+/64FRoX//G/uweMVEREREREREgtE5pyIiIiIiIhKcmlMREREREREJTs2piIiI\niIiIBKfmVERERERERIJTcyoiIiIiIiLBqTkVERERERGR4NScioiIiIiISHBqTkVERIows9vN7KLQ\nOURERLLC3D10BhERkTbFzHYFBrn7LaGziIiIZIWaUxEREREREQlOh/WKiEhmmNlNZrbBzEYVDD/G\nzDbkPT84nm5LM/uGma0zs+1LzPNNM/tt/P8n4tflP9ab2bV5028ws7oqMr+TN69GM5ttZhPN7JCC\n6XYssuzc8g8oM//8aZeb2RtmdqOZDSjzmplmttLMti0yLvczGFIw/Ewzm10wrIuZjTazWWa2yszm\nm9mdZtY/6c9HRETaDzWnIiKSJQ6sBM4xs55FxhV7fj+wADipcGZm9iXg08Af8l7zf0DfvMf2wKjC\n11aZ+efxvHYDvgMsBh4xs58VmfbQIst/scIyToqn7Q/8EOgOPG9m/1M4oZkdCHQG7gZOLpF3JfBL\nM+tQZFxuPp2AR+N5nAfsChwJdIyXXbKhFhGR9knNqYiIZM0jwByihqgid18H3ErxRmw48Ly7z8wb\n1uju8woey1uYeXk8n/fdfaq7nwpcAlwcnx+bY8DCIstfX2H+S+Lp6t39EXf/JvBHYGyRJv4U4Hbg\nNqL1L2YC0Av4XpllngX8J3C0u9/j7u+5+z+A44AZwPgKmUVEpJ1RcyoiIlmznqgxHWFmOyR8zXhg\nNzM7KDfAzLYgaqT+UPJVret3RNvxY1pp/lcBWwJH5AaYWXfgm0TN+hSgZ7wntdBS4FLgQjPrWmL+\nQ4Ep7v5a/kCPLoZxFdDfzPZp8VqIiEhqqDkVEZHMcfc/AdOB0QmnnwE8R9M9hcfH/04smPx0M1uW\n91hqZkNbHLp5pkXAPGCnglHPFC5/IxeR2xucP/+hwBvuPtPdNxDtIT2lxOuvA1YBZ5cYvxvRHtJi\nZhDtBd6tmsAiIpJuak5FRCSrzgFOMrPdE05/A/Df8R5TgGHAXe6+omC624B98x77EZ232hqM5ufK\nDimy/I2dNwXzH0a0fjm3A0Pyfib/5u5rgF8APzWzrSosQ0RERM2piIhkk7s/BTwMXJbwJXcQNVND\nzGwX4ECKH9K7xN3fLngUNrAtFjd82wCzC0a9X7j8jVxE7oq5s+Pl7Ql8HrjczNaa2VrgWaArcEKJ\nedwGvAtcUGTcG8CeZZbt8TQiIpIRak5FRCTLfgZ8DRhUacL4okZ3ER3GOgyY5e7PtG68sn5MdP7s\npLxhtbx5+Y+BJUQXkIJovZ8E9qHpntmrKHFob3z+6HnAD2h++PEdwOFmtnf+QDMzoosl/dPdX6nF\nioiISDp0DB1AREQkFHd/zcz+CPyoyOhih5yOB54i2uP36xKz7WZm2xUMW+3ui/Oe72xm+xZM86a7\nN5aYZ494npsDOxPdTmY4cG7BnlED+hRZ/mJ3X11i3gC94td0JjrP8zSgDviOuy81s47xMn8en3/7\n8QLN/gCcbWZ7Fo4DcPcHzex54FSiqyTnXBUv4wEz+ynwPNHtbM4DdgcOK5NXRETaIe05FRGRrPsF\n0faw1H1OPx7g/jQwi+g+oLeWmN/3gA8LHrcXzPdKYFrBo9y5oRfH83kTuAXoARzq7r8tknlK3nI/\niv8td0VfB26Mp5sBXEt0td0D3D13sac6YCua7qWNXhzdRud1Sl8YCaLzezuT9zONm+VD4/W5NF63\nB4G1wOfd/e9l5iciIu2QRUfciIiIiIiIiISjPaciIiIiIiISnJpTERERERERCU7NqYiIiIiIiASn\n5lRERERERESCU3MqIiIiIiIiwak5FRERERERkeDUnIqIiIiIiEhwak5FREREREQkODWnIiIiIiIi\nEpyaUxEREREREQlOzamIiIiIiIgE9/8BnA4qUkPcj3YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a5aeb98a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tipo_de_dano = aeronave.groupby('NÍVEL DE DANO')['CONTAGEM'].sum().sort_values().plot(kind='bar', figsize=(11,5), color=random.choice(colors), grid = True)\n",
    "\n",
    "plt.title('OCORRÊNCIAS DOS ÚLTIMOS 10 ANOS AGRUPADAS\\nPOR TIPO DE DANO')\n",
    "plt.ylabel('QUANTIDADE DE OCORRÊNCIAS')\n",
    "plt.xticks(rotation=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Danos substanciais são aqueles que danificaram significantemente a aeronave. Há casos em que a fuselagem foi danificada, uma asa, turbina, hélice, dentre outros. Este tipo é o que mais surgiu durante esses anos, seguido por danos em que a aeronave ficou totalmente destruída.\n",
    "\n",
    "Por fim, quero saber em quantas ocorrências houveram fatalidades. Para ter essa informação, agruparei os casos onde pessoas morreram por quantidade, a fim de saber não só quantas fatalidades houveram nesta última década, mas também a sua frequência."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kTzQ4P4fn7W6ssX7hqvw/kjRJ0r2STpS0ap1y1jrv3y+knUfStyXdl+vf25Ie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\nw9+6XUX7/vL273L0uNMq2ue5F5/gJ//3tR69hrWlpYVFixdx2qe+w9Z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Z4jXWXa+U/W6e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\ng5UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a5aeab7d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fatalidades_maior_que_zero = aeronave[aeronave['QUANTIDADE DE FATALIDADES'] > 0]\n",
    "fatalidades = fatalidades_maior_que_zero.groupby('QUANTIDADE DE FATALIDADES')['CONTAGEM'].sum().plot(kind='bar', figsize=(11,5), color=random.choice(colors))\n",
    "\n",
    "for p in fatalidades.patches:\n",
    "    b=p.get_bbox()\n",
    "    fatalidades.annotate(\"{:.0f}\".format(b.y1 + b.y0), ((b.x0 + b.x1)/2 - 0.1, b.y1 + 2))\n",
    "    \n",
    "plt.title('QUANTIDADE DE OCORRÊNCIAS DOS ÚLTIMOS 10 ANOS AGRUPADAS\\nPOR QUANTIDADE DE FATALIDADES')\n",
    "plt.ylabel('QUANTIDADE DE OCORRÊNCIA')\n",
    "plt.xticks(rotation=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para esse gráfico, ignorei casos onde não houveram fatalidades, que felizmente, é a grande maioria. Os dados restantes geraram o gráfico acima, que mostra que a maior frequência de mortes é atribuída a apenas uma pessoa. Novamente, lembre-se que a maioria das ocorrências registradas são de aviões a pistão, aeronaves estas presentes na linha de produção da fabricante com mais ocorrências: a Neiva Industria. Aeronaves monomotores e ultraleves possuem uma quantidade de assentos bem limitada - cerca de um ou dois. Tais quantidades são justamente encontradas nas duas primeiras posições do gráfico.\n",
    "\n",
    "Mas, dois casos me chamaram a atenção. Ao final do gráfico, é possível visualizar que há um caso onde morreram 154 pessoas e outro onde 199 fatalidades ocorreram. Sinceramente, não me lembrava de nenhum caso nos últimos anos envolvendo uma quantidade tão grande de mortes, sendo assim, decidi investigar.\n",
    "\n",
    "Abaixo, você pode conferir as duas linhas onde essas ocorrências se encontram na tabela."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CÓDIGO DA OCORRÊNCIA</th>\n",
       "      <th>EQUIPAMENTO</th>\n",
       "      <th>FABRICANTE</th>\n",
       "      <th>MODELO</th>\n",
       "      <th>TIPO DE MOTOR</th>\n",
       "      <th>QUANTIDADE DE MOTORES</th>\n",
       "      <th>QUANTIDADE DE ASSENTOS</th>\n",
       "      <th>ANO DE FABRICAÇÃO</th>\n",
       "      <th>PAÍS DE REGISTRO</th>\n",
       "      <th>CATEGORIA DE AVIÃO</th>\n",
       "      <th>FASE DE OPERAÇÃO</th>\n",
       "      <th>TIPO DE OPERAÇÃO</th>\n",
       "      <th>NÍVEL DE DANO</th>\n",
       "      <th>QUANTIDADE DE FATALIDADES</th>\n",
       "      <th>CONTAGEM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>29859</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>AIRBUS INDUSTRIE</td>\n",
       "      <td>A320-233</td>\n",
       "      <td>JATO</td>\n",
       "      <td>2</td>\n",
       "      <td>185</td>\n",
       "      <td>1998</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>REGULAR</td>\n",
       "      <td>POUSO</td>\n",
       "      <td>REGULAR</td>\n",
       "      <td>DESTRUÍDA</td>\n",
       "      <td>199</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>30375</td>\n",
       "      <td>AVIÃO</td>\n",
       "      <td>BOEING COMPANY</td>\n",
       "      <td>737-8EH</td>\n",
       "      <td>JATO</td>\n",
       "      <td>2</td>\n",
       "      <td>188</td>\n",
       "      <td>2006</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>REGULAR</td>\n",
       "      <td>CRUZEIRO</td>\n",
       "      <td>REGULAR</td>\n",
       "      <td>DESTRUÍDA</td>\n",
       "      <td>154</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     CÓDIGO DA OCORRÊNCIA EQUIPAMENTO        FABRICANTE    MODELO  \\\n",
       "620                 29859       AVIÃO  AIRBUS INDUSTRIE  A320-233   \n",
       "638                 30375       AVIÃO    BOEING COMPANY   737-8EH   \n",
       "\n",
       "    TIPO DE MOTOR  QUANTIDADE DE MOTORES  QUANTIDADE DE ASSENTOS  \\\n",
       "620          JATO                      2                     185   \n",
       "638          JATO                      2                     188   \n",
       "\n",
       "     ANO DE FABRICAÇÃO PAÍS DE REGISTRO CATEGORIA DE AVIÃO FASE DE OPERAÇÃO  \\\n",
       "620               1998           BRASIL            REGULAR            POUSO   \n",
       "638               2006           BRASIL            REGULAR         CRUZEIRO   \n",
       "\n",
       "    TIPO DE OPERAÇÃO NÍVEL DE DANO  QUANTIDADE DE FATALIDADES  CONTAGEM  \n",
       "620          REGULAR     DESTRUÍDA                        199         1  \n",
       "638          REGULAR     DESTRUÍDA                        154         1  "
      ]
     },
     "execution_count": 279,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "piores_acidentes = aeronave[aeronave['QUANTIDADE DE FATALIDADES'] > 100]\n",
    "piores_acidentes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Após uma pesquisa, lembrei-me de qual caso foi este. Trata-se do desastre envolvendo um Airbus A-320 no ano de 2007 em São Paulo, quando este tentou, sem sucesso, pousar na pista principal do aeroporto de Congonhas. Sob chuva, a aeronave ultrapassou os limites do aeroporto, atravessou a avenida Washington Luiz - chegando a tocar em um táxi durante o trajeto - e acabou se chocando contra um prédio da TAM Express. Você pode conferir maiores informações sobre esse trágico acidente que matou 199 pessoas <a href='http://noticias.uol.com.br/ultnot/especial/acidentecongonhas/ultnot/2007/07/27/ult5258u401.jhtm'>clicando aqui</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CÓDIGO DA OCORRÊNCIA</th>\n",
       "      <th>CLASSIFICAÇÃO</th>\n",
       "      <th>TIPO DE OCORRÊNCIA</th>\n",
       "      <th>LOCALIDADE</th>\n",
       "      <th>UF</th>\n",
       "      <th>PAÍS</th>\n",
       "      <th>DIA DA OCORRÊNCIA</th>\n",
       "      <th>STATUS DA INVESTIGAÇÃO</th>\n",
       "      <th>CONTAGEM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1900</th>\n",
       "      <td>29859</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>PERDA DE CONTROLE NO SOLO</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>SP</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>2007-07-17</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      CÓDIGO DA OCORRÊNCIA CLASSIFICAÇÃO         TIPO DE OCORRÊNCIA  \\\n",
       "1900                 29859      ACIDENTE  PERDA DE CONTROLE NO SOLO   \n",
       "\n",
       "     LOCALIDADE  UF    PAÍS DIA DA OCORRÊNCIA STATUS DA INVESTIGAÇÃO  CONTAGEM  \n",
       "1900  SÃO PAULO  SP  BRASIL        2007-07-17             FINALIZADA         1  "
      ]
     },
     "execution_count": 280,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Linha da ocorrência gerada devido ao acidente do Airbus A-320\n",
    "ocorrencia[ocorrencia['CÓDIGO DA OCORRÊNCIA'] == 29859]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O segundo pior caso completou 10 anos em 29/09/2016, quando um boeing da Gol chocou-se contra jato Legacy que se dirigia para os Estados Unidos. Com a queda, a aeronave caiu em uma mata fechada no Mato Grosso do Sul, matando 154 pessoas a bordo, incluindo passageiros e tripulação. <a href='http://g1.globo.com/mato-grosso/noticia/2016/09/acidente-com-aviao-da-gol-que-matou-154-pessoas-completa-10-anos.html'>Confira maiores detalhes clicando aqui</a>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CÓDIGO DA OCORRÊNCIA</th>\n",
       "      <th>CLASSIFICAÇÃO</th>\n",
       "      <th>TIPO DE OCORRÊNCIA</th>\n",
       "      <th>LOCALIDADE</th>\n",
       "      <th>UF</th>\n",
       "      <th>PAÍS</th>\n",
       "      <th>DIA DA OCORRÊNCIA</th>\n",
       "      <th>STATUS DA INVESTIGAÇÃO</th>\n",
       "      <th>CONTAGEM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>855</th>\n",
       "      <td>30375</td>\n",
       "      <td>ACIDENTE</td>\n",
       "      <td>COLISÃO DE AERONAVES EM VOO</td>\n",
       "      <td>PEIXOTO DE AZEVEDO</td>\n",
       "      <td>MT</td>\n",
       "      <td>BRASIL</td>\n",
       "      <td>2006-09-29</td>\n",
       "      <td>FINALIZADA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     CÓDIGO DA OCORRÊNCIA CLASSIFICAÇÃO           TIPO DE OCORRÊNCIA  \\\n",
       "855                 30375      ACIDENTE  COLISÃO DE AERONAVES EM VOO   \n",
       "\n",
       "             LOCALIDADE  UF    PAÍS DIA DA OCORRÊNCIA STATUS DA INVESTIGAÇÃO  \\\n",
       "855  PEIXOTO DE AZEVEDO  MT  BRASIL        2006-09-29             FINALIZADA   \n",
       "\n",
       "     CONTAGEM  \n",
       "855         1  "
      ]
     },
     "execution_count": 281,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ocorrencia[ocorrencia['CÓDIGO DA OCORRÊNCIA'] == 30375]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "<h1>Conclusão</h1>\n",
    "\n",
    "Aviões e aeronaves não estão insentas de sofrerem acidentes e problemas. A história tem registros de casos onde centenas de pessoas morreram e milhares de ocorrências foram geradas. Não obstante, vale lembrar que, embora o impacto gerado por uma queda de avião seja grande, sua probabilidade de ocorrer ainda é pequena. \n",
    "\n",
    "Mas, vamos levar em consideração outros meios de transporte, como o carro e moto. Apenas no Brasil em 2013, <a href='www.un.org/apps/news/story.asp?NewsID=52300#.ViZ1yNKrSM-'>41 mil pessoas morreram devido a acidentes de trânsito</a>, fazendo do Brasil o <a href='https://nacoesunidas.org/oms-brasil-e-o-pais-com-maior-numero-de-mortes-de-transito-por-habitante-da-america-do-sul/'>país com maior número de mortes no trânsito da América do Sul</a>. Já no mundo, tais acidentes são responsáveis por mais de 1,25 milhão de fatalidades, tendo uma frequência maior em países como China, EUA e Índia. \n",
    "\n",
    "Sim, de fato aviões não são indestrutíveis ou absolutamente seguros, mas, mesmo em meio ao cenário atual, é uma das formas mais seguras de viajar."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Curtiu esse estudo? <a href='www.paulovasconcellos.com.br'>Aproveite para passar no meu blog</a> e ver estes e outras notícias e projetos de Data Science. <a href='https://twitter.com/paulo_zip'>Aproveite e me siga no Twitter</a> para que possamos trocar idéias. Será um prazer ter você lá. Até mais!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Referências</h2>\n",
    "<br>\n",
    "https://nacoesunidas.org/oms-brasil-e-o-pais-com-maior-numero-de-mortes-de-transito-por-habitante-da-america-do-sul/<br>\n",
    "http://www.un.org/apps/news/story.asp?NewsID=52300#.ViZ1yNKrSM-<br>\n",
    "http://g1.globo.com/mato-grosso/noticia/2016/09/acidente-com-aviao-da-gol-que-matou-154-pessoas-completa-10-anos.html<br>\n",
    "http://noticias.uol.com.br/ultnot/especial/acidentecongonhas/ultnot/2007/07/27/ult5258u401.jhtm<br>\n",
    "http://globoesporte.globo.com/sc/futebol/times/chapecoense/acidente/"
   ]
  }
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