atividade_pratica_2_aula5.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "SIE = pd.read_csv('historico-alg1_SIE_ANONIMIZADO.csv')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Atividade Prática 2 - Dataset notas\n",
    "\n",
    "Agora vamos obter informações sobre o desempenho geral de estudantes do curso de computação. O dataset do arquivo historico-alg1_SIE_ANONIMIZADO.csv contém a situação de 424 estudantes entre 2011 e 2020 em várias disciplinas. Cada estudante é representado por um número inteiro na primeira coluna (MATR_ALUNO).\n",
    "\n",
    "Analise o dataset e responda as seguintes perguntas:\n",
    "\n",
    "1. Quais as top 5 disciplinas que mais geram cancelamentos por parte dos estudantes ao longo dos anos (plote a resposta em um gráfico);\n",
    "\n",
    "2. Quais as top 5 disciplinas que possuem aprovações em geral?\n",
    "\n",
    "3. Quais disciplinas possuem taxa de aprovação maior que 70% durante o todo o período?\n",
    "\n",
    "4. Quais disciplinas possuem taxa de reprovação maior que 70% a cada vez que são oferecidas (ex.: DiscXYZ teve 75% de reprovação em 2012; DiscABC teve 99% de reprovação em 2019, etc.)?\n",
    "\n",
    "5. Das disciplinas com reprovações, qual o máximo de vezes que um estudante teve que se matricular, excluindo cancelamentos, para ser aprovado?\n",
    "\n",
    "6. Como evoluem as taxas aprovados/reprovados nas disciplinas ao longo do tempo?\n",
    "\n",
    "Atenção: algumas matérias (códigos) \"deixam\" de existir, enquanto outras \"surgem\", pois houve modificação curricular no período abrangido pelo dataset."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Quais as top 5 disciplinas que mais geram cancelamentos por parte dos estudantes ao longo dos anos (plote a resposta em um gráfico)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MATR_ALUNO</th>\n",
       "      <th>ANO</th>\n",
       "      <th>MEDIA_FINAL</th>\n",
       "      <th>SITUACAO</th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>FREQUENCIA</th>\n",
       "      <th>SIGLA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>50</td>\n",
       "      <td>Aprovado</td>\n",
       "      <td>CI055</td>\n",
       "      <td>96,6666666666667</td>\n",
       "      <td>Aprovado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>32</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM201</td>\n",
       "      <td>90</td>\n",
       "      <td>Reprovado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>33</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CI068</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>38</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM045</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>10</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM046</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12435</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CI1221</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12436</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Matrícula</td>\n",
       "      <td>CI1003</td>\n",
       "      <td>100</td>\n",
       "      <td>Matricula</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12437</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CE009</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12438</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CM303</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12439</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CI1215</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12440 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       MATR_ALUNO   ANO MEDIA_FINAL                    SITUACAO   \n",
       "0               0  2011          50                    Aprovado  \\\n",
       "1               0  2011          32                      R-nota   \n",
       "2               0  2011          33                      R-nota   \n",
       "3               0  2011          38                      R-nota   \n",
       "4               0  2011          10                      R-nota   \n",
       "...           ...   ...         ...                         ...   \n",
       "12435         424  2020        9999  Equivalência de Disciplina   \n",
       "12436         424  2020        9999                   Matrícula   \n",
       "12437         424  2020        9999  Equivalência de Disciplina   \n",
       "12438         424  2020        9999  Equivalência de Disciplina   \n",
       "12439         424  2020        9999  Equivalência de Disciplina   \n",
       "\n",
       "      COD_ATIV_CURRIC        FREQUENCIA      SIGLA  \n",
       "0               CI055  96,6666666666667   Aprovado  \n",
       "1               CM201                90  Reprovado  \n",
       "2               CI068               100  Reprovado  \n",
       "3               CM045               100  Reprovado  \n",
       "4               CM046               100  Reprovado  \n",
       "...               ...               ...        ...  \n",
       "12435          CI1221               100   Equivale  \n",
       "12436          CI1003               100  Matricula  \n",
       "12437           CE009               100   Equivale  \n",
       "12438           CM303               100   Equivale  \n",
       "12439          CI1215               100   Equivale  \n",
       "\n",
       "[12440 rows x 7 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['MATR_ALUNO', 'ANO', 'MEDIA_FINAL', 'SITUACAO', 'COD_ATIV_CURRIC',\n",
       "       'FREQUENCIA', 'SIGLA'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['CI055', 'CM201', 'CI068', 'CM045', 'CM046', 'CI056', 'CI067',\n",
       "       'CM005', 'CM202', 'CI166', 'CI210', 'CI057', 'CI235', 'CI064',\n",
       "       'CI236', 'CI237', 'CI212', 'CI204', 'CE003', 'CI059', 'SA214',\n",
       "       'CI058', 'CI163', 'CI062', 'CI220', 'CI065', 'CI061', 'CI215',\n",
       "       'CI320', 'CI165', 'CI221', 'CI164', 'CI218', 'CI070', 'CI205',\n",
       "       'CI211', 'CI162', 'CI209', 'CI171', 'CI311', 'CI099', 'TRT002',\n",
       "       'CF092', 'TRT001', 'CI1068', 'CI315', 'CI351', 'CI364', 'CI080',\n",
       "       'CI394', 'CI302', 'CI081', 'CI086', 'CI083', 'CI1083', 'CI309',\n",
       "       'CI316', 'CI1394', 'CI1238', 'CI1176', 'CI1221', 'CI1204',\n",
       "       'CI1010', 'CF085', 'CI350', 'CI092', 'CI071', 'CI088', 'CI074',\n",
       "       'CI075', 'CI339', 'CI1012', 'CI1365', 'CI303', 'CI087', 'CI301',\n",
       "       'CI090', 'AAC034', 'CI1350', 'CF345', 'TE145', 'TE042', 'CI312',\n",
       "       'CI321', 'CI082', 'CI395', 'CI318', 'CI1211', 'CE009', 'CM043',\n",
       "       'CI305', 'CI304', 'PC001', 'PC002', 'CI173', 'CI355', 'CI337',\n",
       "       'CI250', 'CI169', 'CI089', 'CI306', 'CI251', 'CI338', 'CI366',\n",
       "       'CI358', 'CI1065', 'CI1059', 'CI1076', 'CI1026', 'CI076', 'CI077',\n",
       "       'CI072', 'CI1209', 'CI097', 'CM042', 'CI258', 'CI1259', 'CM100',\n",
       "       'CMA211', 'CI1162', 'CI1219', 'CI1072', 'CI1351', 'CI1077',\n",
       "       'CI260', 'CI1260', 'CI069', 'HL077', 'SC202', 'SC203', 'CI085',\n",
       "       'CI1251', 'CI1007', 'CI317', 'CI1070', 'CI1071', 'CI256', 'CI091',\n",
       "       'CI257', 'CI1257', 'CI172', 'CI259', 'CI1165', 'CI098', 'CI1081',\n",
       "       'CI1315', 'CI094', 'CI1205', 'CI1215', 'CI1058', 'CI1080',\n",
       "       'CI1055', 'CI1056', 'CI1057', 'CI1212', 'CMA111', 'CM304',\n",
       "       'CI1003', 'CI1237', 'CI1001', 'CI1002', 'CI1210', 'CI1064',\n",
       "       'CM303', 'CI1171', 'CI1062', 'CI1316', 'CI396', 'CI1218', 'CI1352',\n",
       "       'CI1163', 'CI1164', 'CI1021', 'CI1061', 'CI1020', 'CI1220',\n",
       "       'CI1170', 'CI1088', 'CI170', 'CI1100', 'CI1028', 'CI1338',\n",
       "       'CI1258', 'CI1256', 'CI1091', 'CI1017', 'CI1355', 'CI1074',\n",
       "       'EM200', 'TPC225', 'CF358', 'CM041', 'CI093', 'HE872', 'CMA112',\n",
       "       'BQ054', 'BC056', 'BF075', 'BG054', 'HONORS1', 'CM047', 'CI1339',\n",
       "       'CM053', 'CI1250', 'CI1082', 'HE1020', 'HE1027', 'CEG225',\n",
       "       'CI1086', 'HL116', 'CMM102', 'CM106', 'CMM022', 'DS210', 'DS221',\n",
       "       'CMM202', 'CMA212', 'BQ031', 'CI1008', 'DV114', 'HPAC0590',\n",
       "       'HP837', 'HPAC0550', 'HPAC0591'], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE['COD_ATIV_CURRIC'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['CI055' 'CM201' 'CI068' 'CM045' 'CM046' 'CI056' 'CI067' 'CM005' 'CM202'\n",
      " 'CI166' 'CI210' 'CI057' 'CI235' 'CI064' 'CI236' 'CI237' 'CI212' 'CI204'\n",
      " 'CE003' 'CI059' 'SA214' 'CI058' 'CI163' 'CI062' 'CI220' 'CI065' 'CI061'\n",
      " 'CI215' 'CI320' 'CI165' 'CI221' 'CI164' 'CI218' 'CI070' 'CI205' 'CI211'\n",
      " 'CI162' 'CI209' 'CI171' 'CI311' 'CI099' 'TRT002' 'CF092' 'TRT001'\n",
      " 'CI1068' 'CI315' 'CI351' 'CI364' 'CI080' 'CI394' 'CI302' 'CI081' 'CI086'\n",
      " 'CI083' 'CI1083' 'CI309' 'CI316' 'CI1394' 'CI1238' 'CI1176' 'CI1221'\n",
      " 'CI1204' 'CI1010' 'CF085' 'CI350' 'CI092' 'CI071' 'CI088' 'CI074' 'CI075'\n",
      " 'CI339' 'CI1012' 'CI1365' 'CI303' 'CI087' 'CI301' 'CI090' 'AAC034'\n",
      " 'CI1350' 'CF345' 'TE145' 'TE042' 'CI312' 'CI321' 'CI082' 'CI395' 'CI318'\n",
      " 'CI1211' 'CE009' 'CM043' 'CI305' 'CI304' 'PC001' 'PC002' 'CI173' 'CI355'\n",
      " 'CI337' 'CI250' 'CI169' 'CI089' 'CI306' 'CI251' 'CI338' 'CI366' 'CI358'\n",
      " 'CI1065' 'CI1059' 'CI1076' 'CI1026' 'CI076' 'CI077' 'CI072' 'CI1209'\n",
      " 'CI097' 'CM042' 'CI258' 'CI1259' 'CM100' 'CMA211' 'CI1162' 'CI1219'\n",
      " 'CI1072' 'CI1351' 'CI1077' 'CI260' 'CI1260' 'CI069' 'HL077' 'SC202'\n",
      " 'SC203' 'CI085' 'CI1251' 'CI1007' 'CI317' 'CI1070' 'CI1071' 'CI256'\n",
      " 'CI091' 'CI257' 'CI1257' 'CI172' 'CI259' 'CI1165' 'CI098' 'CI1081'\n",
      " 'CI1315' 'CI094' 'CI1205' 'CI1215' 'CI1058' 'CI1080' 'CI1055' 'CI1056'\n",
      " 'CI1057' 'CI1212' 'CMA111' 'CM304' 'CI1003' 'CI1237' 'CI1001' 'CI1002'\n",
      " 'CI1210' 'CI1064' 'CM303' 'CI1171' 'CI1062' 'CI1316' 'CI396' 'CI1218'\n",
      " 'CI1352' 'CI1163' 'CI1164' 'CI1021' 'CI1061' 'CI1020' 'CI1220' 'CI1170'\n",
      " 'CI1088' 'CI170' 'CI1100' 'CI1028' 'CI1338' 'CI1258' 'CI1256' 'CI1091'\n",
      " 'CI1017' 'CI1355' 'CI1074' 'EM200' 'TPC225' 'CF358' 'CM041' 'CI093'\n",
      " 'HE872' 'CMA112' 'BQ054' 'BC056' 'BF075' 'BG054' 'HONORS1' 'CM047'\n",
      " 'CI1339' 'CM053' 'CI1250' 'CI1082' 'HE1020' 'HE1027' 'CEG225' 'CI1086'\n",
      " 'HL116' 'CMM102' 'CM106' 'CMM022' 'DS210' 'DS221' 'CMM202' 'CMA212'\n",
      " 'BQ031' 'CI1008' 'DV114' 'HPAC0590' 'HP837' 'HPAC0550' 'HPAC0591']\n",
      "\n",
      "\n",
      "Foram ofertadas no período um total de 224 disciplinas no curso de Ciência da Computação!!!\n"
     ]
    }
   ],
   "source": [
    "todas_as_disciplinas = SIE['COD_ATIV_CURRIC'].unique()\n",
    "print(todas_as_disciplinas)\n",
    "print(f'\\n\\nForam ofertadas no período um total de {todas_as_disciplinas.shape[0]} disciplinas no curso de Ciência da Computação!!!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SITUACAO\n",
       "Aprovado                              6208\n",
       "Equivalência de Disciplina            1988\n",
       "Matrícula                             1753\n",
       "R-nota                                1423\n",
       "Reprovado por Frequencia               619\n",
       "Cancelado                              266\n",
       "Trancamento Total                      111\n",
       "Reprov Conhecimento                     32\n",
       "Aprov Conhecimento                      19\n",
       "Horas                                   10\n",
       "Dispensa de Disciplinas (com nota)       9\n",
       "Trancamento Administrativo               1\n",
       "Aprovado sem nota                        1\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contagem_disciplinas_por_situacao = SIE['SITUACAO'].value_counts()\n",
    "contagem_disciplinas_por_situacao"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MATR_ALUNO</th>\n",
       "      <th>ANO</th>\n",
       "      <th>MEDIA_FINAL</th>\n",
       "      <th>SITUACAO</th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>FREQUENCIA</th>\n",
       "      <th>SIGLA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>2012</td>\n",
       "      <td>9999</td>\n",
       "      <td>Cancelado</td>\n",
       "      <td>CM202</td>\n",
       "      <td>100</td>\n",
       "      <td>Cancelado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>2012</td>\n",
       "      <td>9999</td>\n",
       "      <td>Cancelado</td>\n",
       "      <td>CI166</td>\n",
       "      <td>100</td>\n",
       "      <td>Cancelado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>2012</td>\n",
       "      <td>9999</td>\n",
       "      <td>Cancelado</td>\n",
       "      <td>CI210</td>\n",
       "      <td>100</td>\n",
       "      <td>Cancelado</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    MATR_ALUNO   ANO MEDIA_FINAL   SITUACAO COD_ATIV_CURRIC FREQUENCIA   \n",
       "13           0  2012        9999  Cancelado           CM202        100  \\\n",
       "14           0  2012        9999  Cancelado           CI166        100   \n",
       "16           0  2012        9999  Cancelado           CI210        100   \n",
       "\n",
       "        SIGLA  \n",
       "13  Cancelado  \n",
       "14  Cancelado  \n",
       "16  Cancelado  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE_cancelamentos = SIE[SIE['SITUACAO'] == 'Cancelado']\n",
    "SIE_cancelamentos.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "COD_ATIV_CURRIC\n",
       "CM202     32\n",
       "CM005     16\n",
       "CI210     11\n",
       "CE003      9\n",
       "CM304      9\n",
       "CI164      9\n",
       "CI166      9\n",
       "CMA111     7\n",
       "CI067      6\n",
       "CE009      6\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_cancelamentos_por_disciplina = SIE_cancelamentos.groupby('COD_ATIV_CURRIC')['COD_ATIV_CURRIC'].value_counts()\n",
    "total_cancelamentos_por_disciplina.sort_values(ascending=False).head(10)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As três disciplinas com mais cancelamentos em valores absolutos são COD_ATIV_CURRIC. Não tem sentido avaliar somente 5, tendo em vista que as 4 seguintes do top 3 estão empatadas com 9 cancelamentos:\n",
    "1. CM202:     32\n",
    "2. CM005:     16\n",
    "3. CI210:     11\n",
    "4. \n",
    "- CE003:      9\n",
    "- CM304:      9\n",
    "- CI164:      9\n",
    "- CI166:      9"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Quais as top 5 disciplinas que possuem aprovações em geral?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MATR_ALUNO</th>\n",
       "      <th>ANO</th>\n",
       "      <th>MEDIA_FINAL</th>\n",
       "      <th>SITUACAO</th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>FREQUENCIA</th>\n",
       "      <th>SIGLA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>50</td>\n",
       "      <td>Aprovado</td>\n",
       "      <td>CI055</td>\n",
       "      <td>96,6666666666667</td>\n",
       "      <td>Aprovado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>74</td>\n",
       "      <td>Aprovado</td>\n",
       "      <td>CM201</td>\n",
       "      <td>93,3333333333333</td>\n",
       "      <td>Aprovado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>79</td>\n",
       "      <td>Aprovado</td>\n",
       "      <td>CI068</td>\n",
       "      <td>100</td>\n",
       "      <td>Aprovado</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MATR_ALUNO   ANO MEDIA_FINAL  SITUACAO COD_ATIV_CURRIC        FREQUENCIA   \n",
       "0           0  2011          50  Aprovado           CI055  96,6666666666667  \\\n",
       "6           0  2011          74  Aprovado           CM201  93,3333333333333   \n",
       "7           0  2011          79  Aprovado           CI068               100   \n",
       "\n",
       "      SIGLA  \n",
       "0  Aprovado  \n",
       "6  Aprovado  \n",
       "7  Aprovado  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE_aprovacoes = SIE[SIE['SITUACAO'] == 'Aprovado']\n",
    "SIE_aprovacoes.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CI068</td>\n",
       "      <td>220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CI055</td>\n",
       "      <td>213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CI166</td>\n",
       "      <td>207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CI067</td>\n",
       "      <td>203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CI056</td>\n",
       "      <td>202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>CI311</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>CI321</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>CI337</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>CI395</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>TPC225</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>160 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    COD_ATIV_CURRIC  count\n",
       "0             CI068    220\n",
       "1             CI055    213\n",
       "2             CI166    207\n",
       "3             CI067    203\n",
       "4             CI056    202\n",
       "..              ...    ...\n",
       "155           CI311      1\n",
       "156           CI321      1\n",
       "157           CI337      1\n",
       "158           CI395      1\n",
       "159          TPC225      1\n",
       "\n",
       "[160 rows x 2 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE_disciplinas_por_aprovacoes = SIE_aprovacoes.\\\n",
    "                                                groupby('COD_ATIV_CURRIC')['COD_ATIV_CURRIC'].\\\n",
    "                                                value_counts().\\\n",
    "                                                sort_values(ascending=False).\\\n",
    "                                                reset_index()\n",
    "\n",
    "SIE_disciplinas_por_aprovacoes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>Aprovações</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CI068</td>\n",
       "      <td>220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CI055</td>\n",
       "      <td>213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CI166</td>\n",
       "      <td>207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CI067</td>\n",
       "      <td>203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CI056</td>\n",
       "      <td>202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>CI311</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>CI321</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>CI337</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>CI395</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>TPC225</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>160 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    COD_ATIV_CURRIC  Aprovações\n",
       "0             CI068         220\n",
       "1             CI055         213\n",
       "2             CI166         207\n",
       "3             CI067         203\n",
       "4             CI056         202\n",
       "..              ...         ...\n",
       "155           CI311           1\n",
       "156           CI321           1\n",
       "157           CI337           1\n",
       "158           CI395           1\n",
       "159          TPC225           1\n",
       "\n",
       "[160 rows x 2 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE_disciplinas_por_aprovacoes.rename(columns={'count': 'Aprovações'}, inplace=True)\n",
    "SIE_disciplinas_por_aprovacoes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>Aprovações</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CI068</td>\n",
       "      <td>220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CI055</td>\n",
       "      <td>213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CI166</td>\n",
       "      <td>207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CI067</td>\n",
       "      <td>203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CI056</td>\n",
       "      <td>202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CI210</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>CM046</td>\n",
       "      <td>191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CM201</td>\n",
       "      <td>172</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  COD_ATIV_CURRIC  Aprovações\n",
       "0           CI068         220\n",
       "1           CI055         213\n",
       "2           CI166         207\n",
       "3           CI067         203\n",
       "4           CI056         202\n",
       "5           CI210         194\n",
       "6           CM046         191\n",
       "7           CM201         172"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE_disciplinas_por_aprovacoes.head(8)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assim sendo, as 5 disciplinas com mais aprovação são respectivamente:\n",
    "1. CI068:    220\n",
    "2. CI055:    213\n",
    "3. CI166:    207\n",
    "4. CI067:    203\n",
    "5. CI056:    202"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Quais disciplinas possuem taxa de aprovação maior que 70% durante o todo o período?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Aprovado', 'R-nota', 'Cancelado', 'Reprov Conhecimento',\n",
       "       'Reprovado por Frequencia', 'Trancamento Administrativo',\n",
       "       'Trancamento Total', 'Matrícula', 'Horas',\n",
       "       'Dispensa de Disciplinas (com nota)', 'Equivalência de Disciplina',\n",
       "       'Aprov Conhecimento', 'Aprovado sem nota'], dtype=object)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE['SITUACAO'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MATR_ALUNO</th>\n",
       "      <th>ANO</th>\n",
       "      <th>MEDIA_FINAL</th>\n",
       "      <th>SITUACAO</th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>FREQUENCIA</th>\n",
       "      <th>SIGLA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>32</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM201</td>\n",
       "      <td>90</td>\n",
       "      <td>Reprovado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>33</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CI068</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>38</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM045</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MATR_ALUNO   ANO MEDIA_FINAL SITUACAO COD_ATIV_CURRIC FREQUENCIA      SIGLA\n",
       "1           0  2011          32   R-nota           CM201         90  Reprovado\n",
       "2           0  2011          33   R-nota           CI068        100  Reprovado\n",
       "3           0  2011          38   R-nota           CM045        100  Reprovado"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE_nao_aprovados = SIE[SIE['SITUACAO'] != 'Aprovado']\n",
    "SIE_nao_aprovados.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CM304</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CMA111</td>\n",
       "      <td>262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CI1055</td>\n",
       "      <td>258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CI1068</td>\n",
       "      <td>248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CI1003</td>\n",
       "      <td>230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>CI260</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>CI303</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>CI312</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>CI321</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>TRT002</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>189 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    COD_ATIV_CURRIC  count\n",
       "0             CM304    279\n",
       "1            CMA111    262\n",
       "2            CI1055    258\n",
       "3            CI1068    248\n",
       "4            CI1003    230\n",
       "..              ...    ...\n",
       "184           CI260      1\n",
       "185           CI303      1\n",
       "186           CI312      1\n",
       "187           CI321      1\n",
       "188          TRT002      1\n",
       "\n",
       "[189 rows x 2 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE_disciplinas_por_nao_aprovacoes = SIE_nao_aprovados.\\\n",
    "                                                groupby('COD_ATIV_CURRIC')['COD_ATIV_CURRIC'].\\\n",
    "                                                value_counts().\\\n",
    "                                                sort_values(ascending=False).\\\n",
    "                                                reset_index()\n",
    "\n",
    "SIE_disciplinas_por_nao_aprovacoes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>Situação diferente de \"Aprovado\"</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CM304</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CMA111</td>\n",
       "      <td>262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CI1055</td>\n",
       "      <td>258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CI1068</td>\n",
       "      <td>248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CI1003</td>\n",
       "      <td>230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>CI260</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>CI303</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>CI312</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>CI321</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>TRT002</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>189 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    COD_ATIV_CURRIC  Situação diferente de \"Aprovado\"\n",
       "0             CM304                               279\n",
       "1            CMA111                               262\n",
       "2            CI1055                               258\n",
       "3            CI1068                               248\n",
       "4            CI1003                               230\n",
       "..              ...                               ...\n",
       "184           CI260                                 1\n",
       "185           CI303                                 1\n",
       "186           CI312                                 1\n",
       "187           CI321                                 1\n",
       "188          TRT002                                 1\n",
       "\n",
       "[189 rows x 2 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE_disciplinas_por_nao_aprovacoes.rename(columns={'count': 'Situação diferente de \"Aprovado\"'}, inplace=True)\n",
    "SIE_disciplinas_por_nao_aprovacoes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>Aprovações</th>\n",
       "      <th>Situação diferente de \"Aprovado\"</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CI068</td>\n",
       "      <td>220.0</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CI055</td>\n",
       "      <td>213.0</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CI166</td>\n",
       "      <td>207.0</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CI067</td>\n",
       "      <td>203.0</td>\n",
       "      <td>107.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CI056</td>\n",
       "      <td>202.0</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>CI170</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>CI260</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>CI303</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>CI312</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>TRT002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>224 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    COD_ATIV_CURRIC  Aprovações  Situação diferente de \"Aprovado\"\n",
       "0             CI068       220.0                              78.0\n",
       "1             CI055       213.0                              98.0\n",
       "2             CI166       207.0                              53.0\n",
       "3             CI067       203.0                             107.0\n",
       "4             CI056       202.0                              47.0\n",
       "..              ...         ...                               ...\n",
       "219           CI170         NaN                               1.0\n",
       "220           CI260         NaN                               1.0\n",
       "221           CI303         NaN                               1.0\n",
       "222           CI312         NaN                               1.0\n",
       "223          TRT002         NaN                               1.0\n",
       "\n",
       "[224 rows x 3 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tabela_aprovados_e_demais_situacoes = pd.merge(SIE_disciplinas_por_aprovacoes,\\\n",
    "                                               SIE_disciplinas_por_nao_aprovacoes,\\\n",
    "                                               on = 'COD_ATIV_CURRIC',\\\n",
    "                                               how='outer')\n",
    "tabela_aprovados_e_demais_situacoes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <th>Aprovações</th>\n",
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       "      <th>Porcentagem de aprovações</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CI068</td>\n",
       "      <td>220.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>73.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CI055</td>\n",
       "      <td>213.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>68.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CI166</td>\n",
       "      <td>207.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>79.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CI067</td>\n",
       "      <td>203.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>65.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CI056</td>\n",
       "      <td>202.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>81.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>CI170</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>CI260</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>CI303</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>CI312</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>TRT002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>224 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    COD_ATIV_CURRIC  Aprovações  Situação diferente de \"Aprovado\"   \n",
       "0             CI068       220.0                              78.0  \\\n",
       "1             CI055       213.0                              98.0   \n",
       "2             CI166       207.0                              53.0   \n",
       "3             CI067       203.0                             107.0   \n",
       "4             CI056       202.0                              47.0   \n",
       "..              ...         ...                               ...   \n",
       "219           CI170         NaN                               1.0   \n",
       "220           CI260         NaN                               1.0   \n",
       "221           CI303         NaN                               1.0   \n",
       "222           CI312         NaN                               1.0   \n",
       "223          TRT002         NaN                               1.0   \n",
       "\n",
       "     Porcentagem de aprovações  \n",
       "0                         73.8  \n",
       "1                         68.5  \n",
       "2                         79.6  \n",
       "3                         65.5  \n",
       "4                         81.1  \n",
       "..                         ...  \n",
       "219                        NaN  \n",
       "220                        NaN  \n",
       "221                        NaN  \n",
       "222                        NaN  \n",
       "223                        NaN  \n",
       "\n",
       "[224 rows x 4 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tabela_aprovados_e_demais_situacoes['Porcentagem de aprovações'] = round( \\\n",
    "                                                                   tabela_aprovados_e_demais_situacoes['Aprovações']/( \\\n",
    "                                                                   tabela_aprovados_e_demais_situacoes['Aprovações']+\n",
    "                                                                   tabela_aprovados_e_demais_situacoes['Situação diferente de \"Aprovado\"'])\\\n",
    "                                                                   * 100,\\\n",
    "                                                                   1)\n",
    "\n",
    "tabela_aprovados_e_demais_situacoes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>Aprovações</th>\n",
       "      <th>Situação diferente de \"Aprovado\"</th>\n",
       "      <th>Porcentagem de aprovações</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CI068</td>\n",
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       "      <td>73.8</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CI055</td>\n",
       "      <td>213.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>68.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CI166</td>\n",
       "      <td>207.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>79.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CI067</td>\n",
       "      <td>203.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>65.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CI056</td>\n",
       "      <td>202.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>81.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>CI170</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>CI260</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>CI303</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>CI312</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>TRT002</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>224 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    COD_ATIV_CURRIC  Aprovações  Situação diferente de \"Aprovado\"   \n",
       "0             CI068       220.0                              78.0  \\\n",
       "1             CI055       213.0                              98.0   \n",
       "2             CI166       207.0                              53.0   \n",
       "3             CI067       203.0                             107.0   \n",
       "4             CI056       202.0                              47.0   \n",
       "..              ...         ...                               ...   \n",
       "219           CI170         0.0                               1.0   \n",
       "220           CI260         0.0                               1.0   \n",
       "221           CI303         0.0                               1.0   \n",
       "222           CI312         0.0                               1.0   \n",
       "223          TRT002         0.0                               1.0   \n",
       "\n",
       "     Porcentagem de aprovações  \n",
       "0                         73.8  \n",
       "1                         68.5  \n",
       "2                         79.6  \n",
       "3                         65.5  \n",
       "4                         81.1  \n",
       "..                         ...  \n",
       "219                        0.0  \n",
       "220                        0.0  \n",
       "221                        0.0  \n",
       "222                        0.0  \n",
       "223                        0.0  \n",
       "\n",
       "[224 rows x 4 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Substituindo nas por zeros\n",
    "tabela_aprovados_e_demais_situacoes = tabela_aprovados_e_demais_situacoes.fillna(0)\n",
    "tabela_aprovados_e_demais_situacoes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
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       "      <th>Aprovações</th>\n",
       "      <th>Situação diferente de \"Aprovado\"</th>\n",
       "      <th>Porcentagem de aprovações</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CI068</td>\n",
       "      <td>220.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>73.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CI166</td>\n",
       "      <td>207.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>79.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CI056</td>\n",
       "      <td>202.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>81.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>CI057</td>\n",
       "      <td>152.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>84.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>CI212</td>\n",
       "      <td>143.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>71.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>CI062</td>\n",
       "      <td>122.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>87.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>CI058</td>\n",
       "      <td>116.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>75.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CI162</td>\n",
       "      <td>97.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>78.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CI220</td>\n",
       "      <td>89.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>89.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>CI061</td>\n",
       "      <td>84.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>CI163</td>\n",
       "      <td>78.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>CI218</td>\n",
       "      <td>77.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>75.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>CI302</td>\n",
       "      <td>32.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>88.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>CI316</td>\n",
       "      <td>29.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>80.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>CI204</td>\n",
       "      <td>24.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>77.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>CI1163</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>CI364</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>84.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>CI309</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>84.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>CI301</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>78.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>CI205</td>\n",
       "      <td>13.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>81.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>CI097</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>70.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>PC001</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>84.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>CI082</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>91.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>CI1007</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>CI339</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>76.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>CM100</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>PC002</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>88.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>CI305</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>CI351</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>CI258</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>CI256</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    COD_ATIV_CURRIC  Aprovações  Situação diferente de \"Aprovado\"   \n",
       "0             CI068       220.0                              78.0  \\\n",
       "2             CI166       207.0                              53.0   \n",
       "4             CI056       202.0                              47.0   \n",
       "10            CI057       152.0                              28.0   \n",
       "12            CI212       143.0                              57.0   \n",
       "16            CI062       122.0                              18.0   \n",
       "17            CI058       116.0                              38.0   \n",
       "24            CI162        97.0                              26.0   \n",
       "29            CI220        89.0                              10.0   \n",
       "30            CI061        84.0                              16.0   \n",
       "33            CI163        78.0                              22.0   \n",
       "35            CI218        77.0                              25.0   \n",
       "54            CI302        32.0                               4.0   \n",
       "57            CI316        29.0                               7.0   \n",
       "59            CI204        24.0                               7.0   \n",
       "62           CI1163        18.0                               6.0   \n",
       "64            CI364        16.0                               3.0   \n",
       "65            CI309        16.0                               3.0   \n",
       "66            CI301        15.0                               4.0   \n",
       "69            CI205        13.0                               3.0   \n",
       "73            CI097        12.0                               5.0   \n",
       "74            PC001        11.0                               2.0   \n",
       "75            CI082        11.0                               1.0   \n",
       "77           CI1007        10.0                               1.0   \n",
       "78            CI339        10.0                               3.0   \n",
       "80            CM100         9.0                               1.0   \n",
       "81            PC002         8.0                               1.0   \n",
       "83            CI305         8.0                               2.0   \n",
       "92            CI351         3.0                               1.0   \n",
       "94            CI258         3.0                               1.0   \n",
       "101           CI256         3.0                               1.0   \n",
       "\n",
       "     Porcentagem de aprovações  \n",
       "0                         73.8  \n",
       "2                         79.6  \n",
       "4                         81.1  \n",
       "10                        84.4  \n",
       "12                        71.5  \n",
       "16                        87.1  \n",
       "17                        75.3  \n",
       "24                        78.9  \n",
       "29                        89.9  \n",
       "30                        84.0  \n",
       "33                        78.0  \n",
       "35                        75.5  \n",
       "54                        88.9  \n",
       "57                        80.6  \n",
       "59                        77.4  \n",
       "62                        75.0  \n",
       "64                        84.2  \n",
       "65                        84.2  \n",
       "66                        78.9  \n",
       "69                        81.2  \n",
       "73                        70.6  \n",
       "74                        84.6  \n",
       "75                        91.7  \n",
       "77                        90.9  \n",
       "78                        76.9  \n",
       "80                        90.0  \n",
       "81                        88.9  \n",
       "83                        80.0  \n",
       "92                        75.0  \n",
       "94                        75.0  \n",
       "101                       75.0  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mais_de_70_porcento_aprovados = tabela_aprovados_e_demais_situacoes[tabela_aprovados_e_demais_situacoes['Porcentagem de aprovações'] >= 70]\n",
    "mais_de_70_porcento_aprovados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>Porcentagem de aprovações</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>CI082</td>\n",
       "      <td>91.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>CI1007</td>\n",
       "      <td>90.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>CM100</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CI220</td>\n",
       "      <td>89.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>PC002</td>\n",
       "      <td>88.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>CI302</td>\n",
       "      <td>88.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>CI062</td>\n",
       "      <td>87.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>PC001</td>\n",
       "      <td>84.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>CI057</td>\n",
       "      <td>84.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>CI364</td>\n",
       "      <td>84.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>CI309</td>\n",
       "      <td>84.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>CI061</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>CI205</td>\n",
       "      <td>81.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CI056</td>\n",
       "      <td>81.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>CI316</td>\n",
       "      <td>80.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>CI305</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CI166</td>\n",
       "      <td>79.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>CI301</td>\n",
       "      <td>78.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CI162</td>\n",
       "      <td>78.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>CI163</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>CI204</td>\n",
       "      <td>77.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>CI339</td>\n",
       "      <td>76.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>CI218</td>\n",
       "      <td>75.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>CI058</td>\n",
       "      <td>75.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>CI351</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>CI258</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>CI1163</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>CI256</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CI068</td>\n",
       "      <td>73.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>CI212</td>\n",
       "      <td>71.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>CI097</td>\n",
       "      <td>70.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    COD_ATIV_CURRIC  Porcentagem de aprovações\n",
       "75            CI082                       91.7\n",
       "77           CI1007                       90.9\n",
       "80            CM100                       90.0\n",
       "29            CI220                       89.9\n",
       "81            PC002                       88.9\n",
       "54            CI302                       88.9\n",
       "16            CI062                       87.1\n",
       "74            PC001                       84.6\n",
       "10            CI057                       84.4\n",
       "64            CI364                       84.2\n",
       "65            CI309                       84.2\n",
       "30            CI061                       84.0\n",
       "69            CI205                       81.2\n",
       "4             CI056                       81.1\n",
       "57            CI316                       80.6\n",
       "83            CI305                       80.0\n",
       "2             CI166                       79.6\n",
       "66            CI301                       78.9\n",
       "24            CI162                       78.9\n",
       "33            CI163                       78.0\n",
       "59            CI204                       77.4\n",
       "78            CI339                       76.9\n",
       "35            CI218                       75.5\n",
       "17            CI058                       75.3\n",
       "92            CI351                       75.0\n",
       "94            CI258                       75.0\n",
       "62           CI1163                       75.0\n",
       "101           CI256                       75.0\n",
       "0             CI068                       73.8\n",
       "12            CI212                       71.5\n",
       "73            CI097                       70.6"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mais_de_70_porcento_aprovados.drop(columns=['Aprovações', 'Situação diferente de \"Aprovado\"']).\\\n",
    "                              sort_values(by='Porcentagem de aprovações', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "31"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Número de disciplinas nesta condição com mais de 70% de aprovação\n",
    "mais_de_70_porcento_aprovados.drop(columns=['Aprovações', 'Situação diferente de \"Aprovado\"']).\\\n",
    "                              sort_values(by='Porcentagem de aprovações', ascending=False).shape[0]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Há 31 disciplinas nesta condição"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Quais disciplinas possuem taxa de reprovação maior que 70% a cada vez que são oferecidas (ex.: DiscXYZ teve 75% de reprovação em 2012; DiscABC teve 99% de reprovação em 2019, etc.)?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Aprovado', 'R-nota', 'Cancelado', 'Reprov Conhecimento',\n",
       "       'Reprovado por Frequencia', 'Trancamento Administrativo',\n",
       "       'Trancamento Total', 'Matrícula', 'Horas',\n",
       "       'Dispensa de Disciplinas (com nota)', 'Equivalência de Disciplina',\n",
       "       'Aprov Conhecimento', 'Aprovado sem nota'], dtype=object)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE['SITUACAO'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "reprovados_regularmente = ['R-nota', 'Reprovado por Frequencia']\n",
    "\n",
    "nao_reprovados_regularmente = SIE['SITUACAO'].unique().tolist()\n",
    "\n",
    "nao_reprovados_regularmente.remove(reprovados_regularmente[0])\n",
    "\n",
    "nao_reprovados_regularmente.remove(reprovados_regularmente[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Aprovado',\n",
       " 'Cancelado',\n",
       " 'Reprov Conhecimento',\n",
       " 'Trancamento Administrativo',\n",
       " 'Trancamento Total',\n",
       " 'Matrícula',\n",
       " 'Horas',\n",
       " 'Dispensa de Disciplinas (com nota)',\n",
       " 'Equivalência de Disciplina',\n",
       " 'Aprov Conhecimento',\n",
       " 'Aprovado sem nota']"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nao_reprovados_regularmente"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'R-nota': 'RR',\n",
       " 'Reprovado por Frequencia': 'RR',\n",
       " 'Aprovado': 'Não RR',\n",
       " 'Cancelado': 'Não RR',\n",
       " 'Reprov Conhecimento': 'Não RR',\n",
       " 'Trancamento Administrativo': 'Não RR',\n",
       " 'Trancamento Total': 'Não RR',\n",
       " 'Matrícula': 'Não RR',\n",
       " 'Horas': 'Não RR',\n",
       " 'Dispensa de Disciplinas (com nota)': 'Não RR',\n",
       " 'Equivalência de Disciplina': 'Não RR',\n",
       " 'Aprov Conhecimento': 'Não RR',\n",
       " 'Aprovado sem nota': 'Não RR'}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Consideraram-se apenas duas categorias de alunos reprovados por se trataren de avaliações regulares e não especiais\n",
    "\n",
    "mapeamento_rotulos = {reprovados_regularmente[0]: 'RR',\\\n",
    "                      reprovados_regularmente[1]: 'RR'}\n",
    "\n",
    "for elemento in nao_reprovados_regularmente:\n",
    "    mapeamento_rotulos[elemento] = 'Não RR'\n",
    "\n",
    "mapeamento_rotulos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MATR_ALUNO</th>\n",
       "      <th>ANO</th>\n",
       "      <th>MEDIA_FINAL</th>\n",
       "      <th>SITUACAO</th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>FREQUENCIA</th>\n",
       "      <th>SIGLA</th>\n",
       "      <th>Regularmente Reprovado?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>50</td>\n",
       "      <td>Aprovado</td>\n",
       "      <td>CI055</td>\n",
       "      <td>96,6666666666667</td>\n",
       "      <td>Aprovado</td>\n",
       "      <td>Não RR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>32</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM201</td>\n",
       "      <td>90</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>33</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CI068</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>38</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM045</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>10</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM046</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MATR_ALUNO   ANO MEDIA_FINAL  SITUACAO COD_ATIV_CURRIC        FREQUENCIA   \n",
       "0           0  2011          50  Aprovado           CI055  96,6666666666667  \\\n",
       "1           0  2011          32    R-nota           CM201                90   \n",
       "2           0  2011          33    R-nota           CI068               100   \n",
       "3           0  2011          38    R-nota           CM045               100   \n",
       "4           0  2011          10    R-nota           CM046               100   \n",
       "\n",
       "       SIGLA Regularmente Reprovado?  \n",
       "0   Aprovado                  Não RR  \n",
       "1  Reprovado                      RR  \n",
       "2  Reprovado                      RR  \n",
       "3  Reprovado                      RR  \n",
       "4  Reprovado                      RR  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Criação de nova coluna rotulando as categorias de 'SITUACAO' simplesmente em RR ou Não RR\n",
    "SIE['Regularmente Reprovado?'] = SIE['SITUACAO'].map(mapeamento_rotulos)\n",
    "SIE.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MATR_ALUNO</th>\n",
       "      <th>ANO</th>\n",
       "      <th>MEDIA_FINAL</th>\n",
       "      <th>SITUACAO</th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>FREQUENCIA</th>\n",
       "      <th>SIGLA</th>\n",
       "      <th>Regularmente Reprovado?</th>\n",
       "      <th>ANO_ATIV_CURRIC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>50</td>\n",
       "      <td>Aprovado</td>\n",
       "      <td>CI055</td>\n",
       "      <td>96,6666666666667</td>\n",
       "      <td>Aprovado</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2011 CI055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>32</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM201</td>\n",
       "      <td>90</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>33</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CI068</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CI068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>38</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM045</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>10</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM046</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12435</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CI1221</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CI1221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12436</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Matrícula</td>\n",
       "      <td>CI1003</td>\n",
       "      <td>100</td>\n",
       "      <td>Matricula</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CI1003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12437</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CE009</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CE009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12438</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CM303</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CM303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12439</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CI1215</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CI1215</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12440 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       MATR_ALUNO   ANO MEDIA_FINAL                    SITUACAO   \n",
       "0               0  2011          50                    Aprovado  \\\n",
       "1               0  2011          32                      R-nota   \n",
       "2               0  2011          33                      R-nota   \n",
       "3               0  2011          38                      R-nota   \n",
       "4               0  2011          10                      R-nota   \n",
       "...           ...   ...         ...                         ...   \n",
       "12435         424  2020        9999  Equivalência de Disciplina   \n",
       "12436         424  2020        9999                   Matrícula   \n",
       "12437         424  2020        9999  Equivalência de Disciplina   \n",
       "12438         424  2020        9999  Equivalência de Disciplina   \n",
       "12439         424  2020        9999  Equivalência de Disciplina   \n",
       "\n",
       "      COD_ATIV_CURRIC        FREQUENCIA      SIGLA Regularmente Reprovado?   \n",
       "0               CI055  96,6666666666667   Aprovado                  Não RR  \\\n",
       "1               CM201                90  Reprovado                      RR   \n",
       "2               CI068               100  Reprovado                      RR   \n",
       "3               CM045               100  Reprovado                      RR   \n",
       "4               CM046               100  Reprovado                      RR   \n",
       "...               ...               ...        ...                     ...   \n",
       "12435          CI1221               100   Equivale                  Não RR   \n",
       "12436          CI1003               100  Matricula                  Não RR   \n",
       "12437           CE009               100   Equivale                  Não RR   \n",
       "12438           CM303               100   Equivale                  Não RR   \n",
       "12439          CI1215               100   Equivale                  Não RR   \n",
       "\n",
       "      ANO_ATIV_CURRIC  \n",
       "0          2011 CI055  \n",
       "1          2011 CM201  \n",
       "2          2011 CI068  \n",
       "3          2011 CM045  \n",
       "4          2011 CM046  \n",
       "...               ...  \n",
       "12435     2020 CI1221  \n",
       "12436     2020 CI1003  \n",
       "12437      2020 CE009  \n",
       "12438      2020 CM303  \n",
       "12439     2020 CI1215  \n",
       "\n",
       "[12440 rows x 9 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Criação de uma coluna com os valores de ano de oferta e código de disciplina\n",
    "SIE['ANO_ATIV_CURRIC'] = SIE['ANO'].astype(str) + ' ' + SIE['COD_ATIV_CURRIC']\n",
    "SIE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ANO_ATIV_CURRIC</th>\n",
       "      <th>Matrículas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019 CM304</td>\n",
       "      <td>239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019 CI1055</td>\n",
       "      <td>234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019 CI1068</td>\n",
       "      <td>223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019 CMA111</td>\n",
       "      <td>215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019 CI1210</td>\n",
       "      <td>205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>2014 TE145</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>2020 CI1028</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>2014 CF345</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>2020 CI062</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>2011 CI055</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>571 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    ANO_ATIV_CURRIC  Matrículas\n",
       "0        2019 CM304         239\n",
       "1       2019 CI1055         234\n",
       "2       2019 CI1068         223\n",
       "3       2019 CMA111         215\n",
       "4       2019 CI1210         205\n",
       "..              ...         ...\n",
       "566      2014 TE145           1\n",
       "567     2020 CI1028           1\n",
       "568      2014 CF345           1\n",
       "569      2020 CI062           1\n",
       "570      2011 CI055           1\n",
       "\n",
       "[571 rows x 2 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Quantidade total de matrículas em cada disciplina em cada ano que foi ofertada\n",
    "total_matriculas_por_disciplina = SIE['ANO_ATIV_CURRIC'].value_counts().reset_index()\n",
    "total_matriculas_por_disciplina = total_matriculas_por_disciplina.rename(columns={'count': 'Matrículas'})\n",
    "total_matriculas_por_disciplina"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MATR_ALUNO</th>\n",
       "      <th>ANO</th>\n",
       "      <th>MEDIA_FINAL</th>\n",
       "      <th>SITUACAO</th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>FREQUENCIA</th>\n",
       "      <th>SIGLA</th>\n",
       "      <th>Regularmente Reprovado?</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>32</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM201</td>\n",
       "      <td>90</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>33</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CI068</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CI068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>38</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM045</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>10</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM046</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>38</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CI056</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CI056</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MATR_ALUNO   ANO MEDIA_FINAL SITUACAO COD_ATIV_CURRIC FREQUENCIA   \n",
       "1           0  2011          32   R-nota           CM201         90  \\\n",
       "2           0  2011          33   R-nota           CI068        100   \n",
       "3           0  2011          38   R-nota           CM045        100   \n",
       "4           0  2011          10   R-nota           CM046        100   \n",
       "5           0  2011          38   R-nota           CI056        100   \n",
       "\n",
       "       SIGLA Regularmente Reprovado? ANO_ATIV_CURRIC  \n",
       "1  Reprovado                      RR      2011 CM201  \n",
       "2  Reprovado                      RR      2011 CI068  \n",
       "3  Reprovado                      RR      2011 CM045  \n",
       "4  Reprovado                      RR      2011 CM046  \n",
       "5  Reprovado                      RR      2011 CI056  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE_RR = SIE[SIE['Regularmente Reprovado?'] == 'RR']\n",
    "SIE_RR.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ANO_ATIV_CURRIC</th>\n",
       "      <th>Reprovados Regularmente</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019 CM304</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018 CM201</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018 CM045</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017 CM045</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019 CI1055</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>2016 CI086</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>2015 CI215</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>2015 CI312</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>2014 CI058</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>2020 CI1215</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>309 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    ANO_ATIV_CURRIC  Reprovados Regularmente\n",
       "0        2019 CM304                       53\n",
       "1        2018 CM201                       49\n",
       "2        2018 CM045                       47\n",
       "3        2017 CM045                       37\n",
       "4       2019 CI1055                       31\n",
       "..              ...                      ...\n",
       "304      2016 CI086                        1\n",
       "305      2015 CI215                        1\n",
       "306      2015 CI312                        1\n",
       "307      2014 CI058                        1\n",
       "308     2020 CI1215                        1\n",
       "\n",
       "[309 rows x 2 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Quantidade de reprovados em cada disciplina em cada ano que foi ofertada\n",
    "total_reprovados_por_disciplina = SIE_RR['ANO_ATIV_CURRIC'].value_counts().reset_index()\n",
    "total_reprovados_por_disciplina = total_reprovados_por_disciplina.rename(columns={'count': 'Reprovados Regularmente'})\n",
    "total_reprovados_por_disciplina"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ANO_ATIV_CURRIC</th>\n",
       "      <th>Matrículas</th>\n",
       "      <th>Reprovados Regularmente</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019 CM304</td>\n",
       "      <td>239</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019 CI1055</td>\n",
       "      <td>234</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019 CI1068</td>\n",
       "      <td>223</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019 CMA111</td>\n",
       "      <td>215</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019 CI1210</td>\n",
       "      <td>205</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>2014 TE145</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>2020 CI1028</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>2014 CF345</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>2020 CI062</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>2011 CI055</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>571 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    ANO_ATIV_CURRIC  Matrículas  Reprovados Regularmente\n",
       "0        2019 CM304         239                     53.0\n",
       "1       2019 CI1055         234                     31.0\n",
       "2       2019 CI1068         223                     17.0\n",
       "3       2019 CMA111         215                     30.0\n",
       "4       2019 CI1210         205                     23.0\n",
       "..              ...         ...                      ...\n",
       "566      2014 TE145           1                      1.0\n",
       "567     2020 CI1028           1                      0.0\n",
       "568      2014 CF345           1                      0.0\n",
       "569      2020 CI062           1                      0.0\n",
       "570      2011 CI055           1                      0.0\n",
       "\n",
       "[571 rows x 3 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# União das duas tabelas contando todas as disciplinas, mesmo as\n",
    "# que não possuem alunos que foram regularmente reprovados\n",
    "\n",
    "reprovados_e_matriculados_por_disciplina = pd.merge(total_matriculas_por_disciplina,\\\n",
    "                                                              total_reprovados_por_disciplina,\\\n",
    "                                                              on = 'ANO_ATIV_CURRIC',\\\n",
    "                                                              how='outer').fillna(0)\n",
    "reprovados_e_matriculados_por_disciplina"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ANO_ATIV_CURRIC</th>\n",
       "      <th>Matrículas</th>\n",
       "      <th>Reprovados Regularmente</th>\n",
       "      <th>Porcentagem RR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>2013 CM005</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>2011 CI067</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>2011 CM046</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>2012 CI055</td>\n",
       "      <td>4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>2019 CI068</td>\n",
       "      <td>6</td>\n",
       "      <td>6.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>2019 CI258</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>2017 CI309</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>2020 CI1259</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>2020 CI1056</td>\n",
       "      <td>45</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>2011 CI055</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>571 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    ANO_ATIV_CURRIC  Matrículas  Reprovados Regularmente  Porcentagem RR\n",
       "394      2013 CM005           2                      2.0           100.0\n",
       "471      2011 CI067           1                      1.0           100.0\n",
       "424      2011 CM046           2                      2.0           100.0\n",
       "309      2012 CI055           4                      4.0           100.0\n",
       "262      2019 CI068           6                      6.0           100.0\n",
       "..              ...         ...                      ...             ...\n",
       "359      2019 CI258           3                      0.0             0.0\n",
       "358      2017 CI309           3                      0.0             0.0\n",
       "356     2020 CI1259           3                      0.0             0.0\n",
       "89      2020 CI1056          45                      0.0             0.0\n",
       "570      2011 CI055           1                      0.0             0.0\n",
       "\n",
       "[571 rows x 4 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reprovados_e_matriculados_por_disciplina['Porcentagem RR'] = reprovados_e_matriculados_por_disciplina['Reprovados Regularmente']/( \\\n",
    "                                                             reprovados_e_matriculados_por_disciplina['Matrículas']) \\\n",
    "                                                             * 100\n",
    "                                                             \n",
    "reprovados_e_matriculados_por_disciplina.sort_values('Porcentagem RR', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ANO_ATIV_CURRIC</th>\n",
       "      <th>Matrículas</th>\n",
       "      <th>Reprovados Regularmente</th>\n",
       "      <th>Porcentagem RR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>2019 CM201</td>\n",
       "      <td>10</td>\n",
       "      <td>8.0</td>\n",
       "      <td>80.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>2019 CI251</td>\n",
       "      <td>7</td>\n",
       "      <td>6.0</td>\n",
       "      <td>85.714286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>2018 CI251</td>\n",
       "      <td>7</td>\n",
       "      <td>7.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>2019 CI210</td>\n",
       "      <td>7</td>\n",
       "      <td>6.0</td>\n",
       "      <td>85.714286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>2019 CI068</td>\n",
       "      <td>6</td>\n",
       "      <td>6.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>2018 CI083</td>\n",
       "      <td>6</td>\n",
       "      <td>6.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>2012 CM046</td>\n",
       "      <td>5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>80.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>2016 CI209</td>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>2019 CI055</td>\n",
       "      <td>5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>80.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>2017 CI251</td>\n",
       "      <td>4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>2012 CI068</td>\n",
       "      <td>4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>2012 CM045</td>\n",
       "      <td>4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>2019 CI081</td>\n",
       "      <td>4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>75.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>2012 CI055</td>\n",
       "      <td>4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>2019 CMM022</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>2013 CM005</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>2018 CI075</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>2017 CI337</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>2017 CI355</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>2011 CM046</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>2019 CI1251</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>2017 BF075</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>2017 CI092</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>2019 CMA112</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>2012 CF092</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>2019 CI1394</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>2019 BQ031</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>2012 CM005</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>2011 CI067</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>2011 CI056</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>2012 CI057</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>2013 CI212</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>2018 CI092</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>2017 EM200</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>2019 CI077</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>2018 CI260</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>2018 CI169</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>2019 CI259</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>2018 CI256</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>2019 CI1315</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>2019 CI1083</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>2014 CI164</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>2016 CI303</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>2016 CI251</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>2017 CI075</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>2019 CM043</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>2016 CI086</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>2015 CI312</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>2014 TE145</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ANO_ATIV_CURRIC  Matrículas  Reprovados Regularmente  Porcentagem RR\n",
       "219      2019 CM201          10                      8.0       80.000000\n",
       "238      2019 CI251           7                      6.0       85.714286\n",
       "241      2018 CI251           7                      7.0      100.000000\n",
       "245      2019 CI210           7                      6.0       85.714286\n",
       "262      2019 CI068           6                      6.0      100.000000\n",
       "266      2018 CI083           6                      6.0      100.000000\n",
       "270      2012 CM046           5                      4.0       80.000000\n",
       "273      2016 CI209           5                      5.0      100.000000\n",
       "280      2019 CI055           5                      4.0       80.000000\n",
       "295      2017 CI251           4                      4.0      100.000000\n",
       "301      2012 CI068           4                      4.0      100.000000\n",
       "304      2012 CM045           4                      4.0      100.000000\n",
       "306      2019 CI081           4                      3.0       75.000000\n",
       "309      2012 CI055           4                      4.0      100.000000\n",
       "330     2019 CMM022           3                      3.0      100.000000\n",
       "394      2013 CM005           2                      2.0      100.000000\n",
       "397      2018 CI075           2                      2.0      100.000000\n",
       "407      2017 CI337           2                      2.0      100.000000\n",
       "408      2017 CI355           2                      2.0      100.000000\n",
       "424      2011 CM046           2                      2.0      100.000000\n",
       "429     2019 CI1251           2                      2.0      100.000000\n",
       "434      2017 BF075           1                      1.0      100.000000\n",
       "445      2017 CI092           1                      1.0      100.000000\n",
       "446     2019 CMA112           1                      1.0      100.000000\n",
       "447      2012 CF092           1                      1.0      100.000000\n",
       "454     2019 CI1394           1                      1.0      100.000000\n",
       "465      2019 BQ031           1                      1.0      100.000000\n",
       "469      2012 CM005           1                      1.0      100.000000\n",
       "471      2011 CI067           1                      1.0      100.000000\n",
       "472      2011 CI056           1                      1.0      100.000000\n",
       "473      2012 CI057           1                      1.0      100.000000\n",
       "479      2013 CI212           1                      1.0      100.000000\n",
       "483      2018 CI092           1                      1.0      100.000000\n",
       "493      2017 EM200           1                      1.0      100.000000\n",
       "495      2019 CI077           1                      1.0      100.000000\n",
       "500      2018 CI260           1                      1.0      100.000000\n",
       "507      2018 CI169           1                      1.0      100.000000\n",
       "521      2019 CI259           1                      1.0      100.000000\n",
       "522      2018 CI256           1                      1.0      100.000000\n",
       "523     2019 CI1315           1                      1.0      100.000000\n",
       "526     2019 CI1083           1                      1.0      100.000000\n",
       "533      2014 CI164           1                      1.0      100.000000\n",
       "534      2016 CI303           1                      1.0      100.000000\n",
       "535      2016 CI251           1                      1.0      100.000000\n",
       "538      2017 CI075           1                      1.0      100.000000\n",
       "546      2019 CM043           1                      1.0      100.000000\n",
       "558      2016 CI086           1                      1.0      100.000000\n",
       "564      2015 CI312           1                      1.0      100.000000\n",
       "566      2014 TE145           1                      1.0      100.000000"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diciplinas_com_reprovacao_maior_70_porcento = reprovados_e_matriculados_por_disciplina[\\\n",
    "                                              reprovados_e_matriculados_por_disciplina['Porcentagem RR'] > 70]\n",
    "\n",
    "diciplinas_com_reprovacao_maior_70_porcento"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Das disciplinas com reprovações, qual o máximo de vezes que um estudante teve que se matricular, excluindo cancelamentos, para ser aprovado?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MATR_ALUNO</th>\n",
       "      <th>ANO</th>\n",
       "      <th>MEDIA_FINAL</th>\n",
       "      <th>SITUACAO</th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>FREQUENCIA</th>\n",
       "      <th>SIGLA</th>\n",
       "      <th>Regularmente Reprovado?</th>\n",
       "      <th>ANO_ATIV_CURRIC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>50</td>\n",
       "      <td>Aprovado</td>\n",
       "      <td>CI055</td>\n",
       "      <td>96,6666666666667</td>\n",
       "      <td>Aprovado</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2011 CI055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>32</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM201</td>\n",
       "      <td>90</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>33</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CI068</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CI068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>38</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM045</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>10</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM046</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12435</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CI1221</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CI1221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12436</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Matrícula</td>\n",
       "      <td>CI1003</td>\n",
       "      <td>100</td>\n",
       "      <td>Matricula</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CI1003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12437</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CE009</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CE009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12438</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CM303</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CM303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12439</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CI1215</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CI1215</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12440 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       MATR_ALUNO   ANO MEDIA_FINAL                    SITUACAO   \n",
       "0               0  2011          50                    Aprovado  \\\n",
       "1               0  2011          32                      R-nota   \n",
       "2               0  2011          33                      R-nota   \n",
       "3               0  2011          38                      R-nota   \n",
       "4               0  2011          10                      R-nota   \n",
       "...           ...   ...         ...                         ...   \n",
       "12435         424  2020        9999  Equivalência de Disciplina   \n",
       "12436         424  2020        9999                   Matrícula   \n",
       "12437         424  2020        9999  Equivalência de Disciplina   \n",
       "12438         424  2020        9999  Equivalência de Disciplina   \n",
       "12439         424  2020        9999  Equivalência de Disciplina   \n",
       "\n",
       "      COD_ATIV_CURRIC        FREQUENCIA      SIGLA Regularmente Reprovado?   \n",
       "0               CI055  96,6666666666667   Aprovado                  Não RR  \\\n",
       "1               CM201                90  Reprovado                      RR   \n",
       "2               CI068               100  Reprovado                      RR   \n",
       "3               CM045               100  Reprovado                      RR   \n",
       "4               CM046               100  Reprovado                      RR   \n",
       "...               ...               ...        ...                     ...   \n",
       "12435          CI1221               100   Equivale                  Não RR   \n",
       "12436          CI1003               100  Matricula                  Não RR   \n",
       "12437           CE009               100   Equivale                  Não RR   \n",
       "12438           CM303               100   Equivale                  Não RR   \n",
       "12439          CI1215               100   Equivale                  Não RR   \n",
       "\n",
       "      ANO_ATIV_CURRIC  \n",
       "0          2011 CI055  \n",
       "1          2011 CM201  \n",
       "2          2011 CI068  \n",
       "3          2011 CM045  \n",
       "4          2011 CM046  \n",
       "...               ...  \n",
       "12435     2020 CI1221  \n",
       "12436     2020 CI1003  \n",
       "12437      2020 CE009  \n",
       "12438      2020 CM303  \n",
       "12439     2020 CI1215  \n",
       "\n",
       "[12440 rows x 9 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MATR_ALUNO</th>\n",
       "      <th>ANO</th>\n",
       "      <th>MEDIA_FINAL</th>\n",
       "      <th>SITUACAO</th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>FREQUENCIA</th>\n",
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       "      <th>Regularmente Reprovado?</th>\n",
       "      <th>ANO_ATIV_CURRIC</th>\n",
       "      <th>Matrícula e disciplina</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>50</td>\n",
       "      <td>Aprovado</td>\n",
       "      <td>CI055</td>\n",
       "      <td>96,6666666666667</td>\n",
       "      <td>Aprovado</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2011 CI055</td>\n",
       "      <td>0 CI055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>32</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM201</td>\n",
       "      <td>90</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM201</td>\n",
       "      <td>0 CM201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>33</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CI068</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CI068</td>\n",
       "      <td>0 CI068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>38</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM045</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM045</td>\n",
       "      <td>0 CM045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>10</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM046</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM046</td>\n",
       "      <td>0 CM046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12435</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CI1221</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CI1221</td>\n",
       "      <td>424 CI1221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12436</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Matrícula</td>\n",
       "      <td>CI1003</td>\n",
       "      <td>100</td>\n",
       "      <td>Matricula</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CI1003</td>\n",
       "      <td>424 CI1003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12437</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CE009</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CE009</td>\n",
       "      <td>424 CE009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12438</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CM303</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CM303</td>\n",
       "      <td>424 CM303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12439</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CI1215</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CI1215</td>\n",
       "      <td>424 CI1215</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12440 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       MATR_ALUNO   ANO MEDIA_FINAL                    SITUACAO   \n",
       "0               0  2011          50                    Aprovado  \\\n",
       "1               0  2011          32                      R-nota   \n",
       "2               0  2011          33                      R-nota   \n",
       "3               0  2011          38                      R-nota   \n",
       "4               0  2011          10                      R-nota   \n",
       "...           ...   ...         ...                         ...   \n",
       "12435         424  2020        9999  Equivalência de Disciplina   \n",
       "12436         424  2020        9999                   Matrícula   \n",
       "12437         424  2020        9999  Equivalência de Disciplina   \n",
       "12438         424  2020        9999  Equivalência de Disciplina   \n",
       "12439         424  2020        9999  Equivalência de Disciplina   \n",
       "\n",
       "      COD_ATIV_CURRIC        FREQUENCIA      SIGLA Regularmente Reprovado?   \n",
       "0               CI055  96,6666666666667   Aprovado                  Não RR  \\\n",
       "1               CM201                90  Reprovado                      RR   \n",
       "2               CI068               100  Reprovado                      RR   \n",
       "3               CM045               100  Reprovado                      RR   \n",
       "4               CM046               100  Reprovado                      RR   \n",
       "...               ...               ...        ...                     ...   \n",
       "12435          CI1221               100   Equivale                  Não RR   \n",
       "12436          CI1003               100  Matricula                  Não RR   \n",
       "12437           CE009               100   Equivale                  Não RR   \n",
       "12438           CM303               100   Equivale                  Não RR   \n",
       "12439          CI1215               100   Equivale                  Não RR   \n",
       "\n",
       "      ANO_ATIV_CURRIC Matrícula e disciplina  \n",
       "0          2011 CI055                0 CI055  \n",
       "1          2011 CM201                0 CM201  \n",
       "2          2011 CI068                0 CI068  \n",
       "3          2011 CM045                0 CM045  \n",
       "4          2011 CM046                0 CM046  \n",
       "...               ...                    ...  \n",
       "12435     2020 CI1221             424 CI1221  \n",
       "12436     2020 CI1003             424 CI1003  \n",
       "12437      2020 CE009              424 CE009  \n",
       "12438      2020 CM303              424 CM303  \n",
       "12439     2020 CI1215             424 CI1215  \n",
       "\n",
       "[12440 rows x 10 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Criação de uma coluna com os valores de matrícula e código de disciplina\n",
    "# Dessa forma é possível contar quantas vezes cada aluno foi matriculado em cada disciplina\n",
    "SIE['Matrícula e disciplina'] = SIE['MATR_ALUNO'].astype(str) + ' ' + SIE['COD_ATIV_CURRIC']\n",
    "SIE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MATR_ALUNO</th>\n",
       "      <th>ANO</th>\n",
       "      <th>MEDIA_FINAL</th>\n",
       "      <th>SITUACAO</th>\n",
       "      <th>COD_ATIV_CURRIC</th>\n",
       "      <th>FREQUENCIA</th>\n",
       "      <th>SIGLA</th>\n",
       "      <th>Regularmente Reprovado?</th>\n",
       "      <th>ANO_ATIV_CURRIC</th>\n",
       "      <th>Matrícula e disciplina</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>50</td>\n",
       "      <td>Aprovado</td>\n",
       "      <td>CI055</td>\n",
       "      <td>96,6666666666667</td>\n",
       "      <td>Aprovado</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2011 CI055</td>\n",
       "      <td>0 CI055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>32</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM201</td>\n",
       "      <td>90</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM201</td>\n",
       "      <td>0 CM201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>33</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CI068</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CI068</td>\n",
       "      <td>0 CI068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>38</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM045</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM045</td>\n",
       "      <td>0 CM045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>10</td>\n",
       "      <td>R-nota</td>\n",
       "      <td>CM046</td>\n",
       "      <td>100</td>\n",
       "      <td>Reprovado</td>\n",
       "      <td>RR</td>\n",
       "      <td>2011 CM046</td>\n",
       "      <td>0 CM046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12435</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CI1221</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CI1221</td>\n",
       "      <td>424 CI1221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12436</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Matrícula</td>\n",
       "      <td>CI1003</td>\n",
       "      <td>100</td>\n",
       "      <td>Matricula</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CI1003</td>\n",
       "      <td>424 CI1003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12437</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CE009</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CE009</td>\n",
       "      <td>424 CE009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12438</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CM303</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CM303</td>\n",
       "      <td>424 CM303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12439</th>\n",
       "      <td>424</td>\n",
       "      <td>2020</td>\n",
       "      <td>9999</td>\n",
       "      <td>Equivalência de Disciplina</td>\n",
       "      <td>CI1215</td>\n",
       "      <td>100</td>\n",
       "      <td>Equivale</td>\n",
       "      <td>Não RR</td>\n",
       "      <td>2020 CI1215</td>\n",
       "      <td>424 CI1215</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12174 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       MATR_ALUNO   ANO MEDIA_FINAL                    SITUACAO   \n",
       "0               0  2011          50                    Aprovado  \\\n",
       "1               0  2011          32                      R-nota   \n",
       "2               0  2011          33                      R-nota   \n",
       "3               0  2011          38                      R-nota   \n",
       "4               0  2011          10                      R-nota   \n",
       "...           ...   ...         ...                         ...   \n",
       "12435         424  2020        9999  Equivalência de Disciplina   \n",
       "12436         424  2020        9999                   Matrícula   \n",
       "12437         424  2020        9999  Equivalência de Disciplina   \n",
       "12438         424  2020        9999  Equivalência de Disciplina   \n",
       "12439         424  2020        9999  Equivalência de Disciplina   \n",
       "\n",
       "      COD_ATIV_CURRIC        FREQUENCIA      SIGLA Regularmente Reprovado?   \n",
       "0               CI055  96,6666666666667   Aprovado                  Não RR  \\\n",
       "1               CM201                90  Reprovado                      RR   \n",
       "2               CI068               100  Reprovado                      RR   \n",
       "3               CM045               100  Reprovado                      RR   \n",
       "4               CM046               100  Reprovado                      RR   \n",
       "...               ...               ...        ...                     ...   \n",
       "12435          CI1221               100   Equivale                  Não RR   \n",
       "12436          CI1003               100  Matricula                  Não RR   \n",
       "12437           CE009               100   Equivale                  Não RR   \n",
       "12438           CM303               100   Equivale                  Não RR   \n",
       "12439          CI1215               100   Equivale                  Não RR   \n",
       "\n",
       "      ANO_ATIV_CURRIC Matrícula e disciplina  \n",
       "0          2011 CI055                0 CI055  \n",
       "1          2011 CM201                0 CM201  \n",
       "2          2011 CI068                0 CI068  \n",
       "3          2011 CM045                0 CM045  \n",
       "4          2011 CM046                0 CM046  \n",
       "...               ...                    ...  \n",
       "12435     2020 CI1221             424 CI1221  \n",
       "12436     2020 CI1003             424 CI1003  \n",
       "12437      2020 CE009              424 CE009  \n",
       "12438      2020 CM303              424 CM303  \n",
       "12439     2020 CI1215             424 CI1215  \n",
       "\n",
       "[12174 rows x 10 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE_sem_cancelamentos = SIE[SIE['SITUACAO'] != 'Cancelado']\n",
    "SIE_sem_cancelamentos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Matrícula e disciplina\n",
       "19 CI064      9\n",
       "1 CI068       8\n",
       "27 CI162      7\n",
       "1 CI055       7\n",
       "95 CM201      6\n",
       "             ..\n",
       "97 CI068      1\n",
       "97 CM045      1\n",
       "97 CM046      1\n",
       "97 CM005      1\n",
       "424 CI1215    1\n",
       "Name: count, Length: 10357, dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SIE_sem_cancelamentos['Matrícula e disciplina'].value_counts()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O número máximo foi de 9 vezes matriculado em uma disciplina para ser aprovado"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Como evoluem as taxas aprovados/reprovados nas disciplinas ao longo do tempo?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ANO</th>\n",
       "      <th>Matriculados</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019</td>\n",
       "      <td>4464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020</td>\n",
       "      <td>2415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018</td>\n",
       "      <td>2277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017</td>\n",
       "      <td>1591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016</td>\n",
       "      <td>931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2015</td>\n",
       "      <td>437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2014</td>\n",
       "      <td>184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2013</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2012</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2011</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ANO  Matriculados\n",
       "0  2019          4464\n",
       "1  2020          2415\n",
       "2  2018          2277\n",
       "3  2017          1591\n",
       "4  2016           931\n",
       "5  2015           437\n",
       "6  2014           184\n",
       "7  2013            98\n",
       "8  2012            32\n",
       "9  2011            11"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "matriculas_e_situacao_por_ano = SIE['ANO'].value_counts().reset_index().rename(columns={'count': 'Matriculados'})\n",
    "matriculas_e_situacao_por_ano"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>ANO</th>\n",
       "      <th>Aprovados</th>\n",
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       "  <tbody>\n",
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       "      <th>2</th>\n",
       "      <td>2017</td>\n",
       "      <td>1096</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016</td>\n",
       "      <td>618</td>\n",
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       "      <th>4</th>\n",
       "      <td>2020</td>\n",
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       "      <td>2015</td>\n",
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       "      <th>6</th>\n",
       "      <td>2014</td>\n",
       "      <td>100</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2013</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2012</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2011</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ANO  Aprovados\n",
       "0  2019       2149\n",
       "1  2018       1558\n",
       "2  2017       1096\n",
       "3  2016        618\n",
       "4  2020        341\n",
       "5  2015        286\n",
       "6  2014        100\n",
       "7  2013         51\n",
       "8  2012          5\n",
       "9  2011          4"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aprovados_por_ano = SIE[SIE['SIGLA'] == 'Aprovado']['ANO'].value_counts().reset_index().rename(columns={'count': 'Aprovados'})\n",
    "aprovados_por_ano"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>2</th>\n",
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       "      <td>2016</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2012</td>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2011</td>\n",
       "      <td>7</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ANO  Reprovados\n",
       "0  2019         453\n",
       "1  2018         373\n",
       "2  2017         277\n",
       "3  2016         142\n",
       "4  2015          62\n",
       "5  2014          41\n",
       "6  2013          31\n",
       "7  2020          27\n",
       "8  2012          10\n",
       "9  2011           7"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reprovados_por_ano = SIE[SIE['SIGLA'] == 'Reprovado']['ANO'].value_counts().reset_index().rename(columns={'count': 'Reprovados'})\n",
    "reprovados_por_ano"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>3</th>\n",
       "      <td>2017</td>\n",
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       "      <td>341</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2015</td>\n",
       "      <td>437</td>\n",
       "      <td>41</td>\n",
       "      <td>286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2014</td>\n",
       "      <td>184</td>\n",
       "      <td>31</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2013</td>\n",
       "      <td>98</td>\n",
       "      <td>27</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2012</td>\n",
       "      <td>32</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2011</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ANO  Matriculados  Reprovados  Aprovados\n",
       "0  2019          4464         453       2149\n",
       "1  2020          2415         373       1558\n",
       "2  2018          2277         277       1096\n",
       "3  2017          1591         142        618\n",
       "4  2016           931          62        341\n",
       "5  2015           437          41        286\n",
       "6  2014           184          31        100\n",
       "7  2013            98          27         51\n",
       "8  2012            32          10          5\n",
       "9  2011            11           7          4"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "matriculas_e_situacao_por_ano = pd.concat([matriculas_e_situacao_por_ano, reprovados_por_ano['Reprovados'], aprovados_por_ano['Aprovados']], axis=1)\n",
    "matriculas_e_situacao_por_ano"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>453</td>\n",
       "      <td>2149</td>\n",
       "      <td>48.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020</td>\n",
       "      <td>2415</td>\n",
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       "      <td>1558</td>\n",
       "      <td>65.0</td>\n",
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       "      <th>2</th>\n",
       "      <td>2018</td>\n",
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       "      <th>3</th>\n",
       "      <td>2017</td>\n",
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       "      <td>39.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016</td>\n",
       "      <td>931</td>\n",
       "      <td>62</td>\n",
       "      <td>341</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2015</td>\n",
       "      <td>437</td>\n",
       "      <td>41</td>\n",
       "      <td>286</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2014</td>\n",
       "      <td>184</td>\n",
       "      <td>31</td>\n",
       "      <td>100</td>\n",
       "      <td>54.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2013</td>\n",
       "      <td>98</td>\n",
       "      <td>27</td>\n",
       "      <td>51</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2012</td>\n",
       "      <td>32</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>16.0</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2011</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ANO  Matriculados  Reprovados  Aprovados  Taxa aprovação (%)\n",
       "0  2019          4464         453       2149                48.0\n",
       "1  2020          2415         373       1558                65.0\n",
       "2  2018          2277         277       1096                48.0\n",
       "3  2017          1591         142        618                39.0\n",
       "4  2016           931          62        341                37.0\n",
       "5  2015           437          41        286                65.0\n",
       "6  2014           184          31        100                54.0\n",
       "7  2013            98          27         51                52.0\n",
       "8  2012            32          10          5                16.0\n",
       "9  2011            11           7          4                36.0"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "matriculas_e_situacao_por_ano['Taxa aprovação (%)'] = round((matriculas_e_situacao_por_ano['Aprovados']/ \\\n",
    "                                                             matriculas_e_situacao_por_ano['Matriculados']) \\\n",
    "                                                             * 100)\n",
    "                                                       \n",
    "matriculas_e_situacao_por_ano"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>9</th>\n",
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       "      <td>36.0</td>\n",
       "      <td>64.0</td>\n",
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       "      <th>8</th>\n",
       "      <td>2012</td>\n",
       "      <td>32</td>\n",
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       "      <th>7</th>\n",
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       "      <td>52.0</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2014</td>\n",
       "      <td>184</td>\n",
       "      <td>31</td>\n",
       "      <td>100</td>\n",
       "      <td>54.0</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2015</td>\n",
       "      <td>437</td>\n",
       "      <td>41</td>\n",
       "      <td>286</td>\n",
       "      <td>65.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016</td>\n",
       "      <td>931</td>\n",
       "      <td>62</td>\n",
       "      <td>341</td>\n",
       "      <td>37.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017</td>\n",
       "      <td>1591</td>\n",
       "      <td>142</td>\n",
       "      <td>618</td>\n",
       "      <td>39.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018</td>\n",
       "      <td>2277</td>\n",
       "      <td>277</td>\n",
       "      <td>1096</td>\n",
       "      <td>48.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019</td>\n",
       "      <td>4464</td>\n",
       "      <td>453</td>\n",
       "      <td>2149</td>\n",
       "      <td>48.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020</td>\n",
       "      <td>2415</td>\n",
       "      <td>373</td>\n",
       "      <td>1558</td>\n",
       "      <td>65.0</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ANO  Matriculados  Reprovados  Aprovados  Taxa aprovação (%)   \n",
       "9  2011            11           7          4                36.0  \\\n",
       "8  2012            32          10          5                16.0   \n",
       "7  2013            98          27         51                52.0   \n",
       "6  2014           184          31        100                54.0   \n",
       "5  2015           437          41        286                65.0   \n",
       "4  2016           931          62        341                37.0   \n",
       "3  2017          1591         142        618                39.0   \n",
       "2  2018          2277         277       1096                48.0   \n",
       "0  2019          4464         453       2149                48.0   \n",
       "1  2020          2415         373       1558                65.0   \n",
       "\n",
       "   Taxa reprovação (%)  \n",
       "9                 64.0  \n",
       "8                 31.0  \n",
       "7                 28.0  \n",
       "6                 17.0  \n",
       "5                  9.0  \n",
       "4                  7.0  \n",
       "3                  9.0  \n",
       "2                 12.0  \n",
       "0                 10.0  \n",
       "1                 15.0  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "matriculas_e_situacao_por_ano['Taxa reprovação (%)'] = round((matriculas_e_situacao_por_ano['Reprovados']/ \\\n",
    "                                                             matriculas_e_situacao_por_ano['Matriculados']) \\\n",
    "                                                             * 100)\n",
    "                                                       \n",
    "matriculas_e_situacao_por_ano = matriculas_e_situacao_por_ano.sort_values('ANO')\n",
    "matriculas_e_situacao_por_ano"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kmSU/ue8FeRUdDRo0EFWqVBFCqPccyy1kDh8+rHKOBQsWCAMDA/H06VOpbdGiRUptQqj23puVlSWMjY1FQECA0nqDBw8WOjo6IiUlReV8pRnHyJQiYWFh2LdvHw4ePIirV6/i77//Rtu2bQEAd+/ehY6ODtzd3RW2sbOzg6WlJe7evavQ7uLiotT/7du3UaNGjQIz3Lx5E1euXIG1tbXCrXLlygDenKt+W8WKFZX6KFOmjMrjPI4dOwY/Pz/pfLO1tbU0JiMlJQUApN/t3d+9bNmyKFOmjFL+3bt3K+X38/NTKb+FhQUAwNHRMc/2gn6v3JyVKlVSWlalShWlnCkpKbCxsVHKmpaWppTzXcnJydi1axeaNWuGW7duSTdfX1+cOXMGN27cUNrm3VwymQzu7u7SeKVc5cuXh4GBgdLvVqlSJejoKL5lVKtWTeF319PTg7+/P37//XdpTFV0dDQyMzOVpoevXr0anp6eMDQ0hJWVFaytrbFz507p757br729PUxNTRW2fffxzN3/u+25Gf/9919psOWsWbNw+fJlODo6on79+pg0aRL+/vtvpe3e9uTJEyQnJ2PFihVKf6/cMUHv+5sBQIMGDbBv3z7s3r0bc+bMgaWlJZ49e6bweKv73HB3d4dMJlNoy329vvu3ffd9Ib/HzcDAAK6urgrvKz169MCrV68QExMDAEhLS8OuXbvQvXt3hf1fuXIFn376KSwsLGBubg5ra2v07t0bgPJr+t3npL6+PlxdXZUyqvLcGzJkCCpXrox27dqhQoUK+Oqrr/IcM5KfvF63lStXlh5DdZ5jufJ6H87Pr7/+ivr16yMpKUl6PdeuXRsZGRnYvHmz0vrve+998uQJXr58mW/enJwcpTFy2kqvpAPQ/6lfvz7q1q1b4DrvvmHlx8jIqFAZcnJyULNmTcybNy/P5e9+wOvq6ua5nhDivfu6ffs2WrVqhapVq2LevHlwdHSEgYEBdu3ahdDQ0EJdQyEnJwetW7dGSEhInstz3+Dfl/9Dfi9V5OTkwMbGJt9ZCdbW1gVuv3nzZqSnp2Pu3LmYO3eu0vJ169Zh8uTJhcpW2OdOrp49e2L58uX4448/0LVrV2zatAlVq1ZFrVq1pHV+/fVX9O3bF127dsXYsWNhY2MDXV1dTJ8+XWngq6YFBASgSZMm2Lp1K/bu3YvZs2dj5syZiI6ORrt27fLcJve52Lt3bwQGBua5jqen53v3Xa5cOamobtu2LapWrYqOHTtiwYIFCA4Olvb1Ic+NgnzI37Zhw4ZwdnbGpk2b8Pnnn2P79u149eqVQoGanJyMZs2awdzcHFOmTIGbmxsMDQ1x7tw5jBs3rkivi2JjY4MLFy5gz549+OOPP/DHH38gIiICffr0yXNgcHFQ9fG+efMmTp8+DSDvgmrdunUYNGiQQltRv0dpExYyWsLJyQk5OTm4efOm9J8IADx69AjJyclwcnJ6bx9ubm55jsJ/d52LFy+iVatWKhdN75NfP9u3b0d6ejpiYmIU/rt4d+ZK7u9269Ythf9wkpKSlI6QuLm5IS0tTfqwKE65OW/evKm0LC4uTuG+m5sb9u/fD19f30J9uKxbtw41atTAxIkTlZYtX74c69evVypk3s0lhMCtW7dU+gB2cnLCpUuXkJOTo/Cf8fXr16XluZo2bQp7e3tERUWhcePGOHDgAL7//nuF/n777Te4uroiOjpa4fnx7u/j5OSE2NhYpKWlKRyVeffxzN3/u+25GcuVKwcTExOpzd7eHkOGDMGQIUPw+PFj1KlTBz///HO+hYy1tTXMzMyQnZ2t0edWhw4d0KxZM0ybNg2DBw+GiYmJ2s+NW7duQQih8DjmHpF739Wk337c3j4SkpGRgfj4eKXfNSAgAAsWLEBqaiqioqLg7OyMhg0bSssPHTqEpKQkREdHo2nTplJ77szLd/d78+ZNaXYm8GbmW3x8vELRq85zz8DAAJ06dUKnTp2Qk5ODIUOGYPny5ZgwYYLSEd135fW6vXHjhvQYqvscU8e6deugr6+PtWvXKhUoR48excKFC5GQkJDnUZj8WFtbw9jYON+8Ojo6Sv+YaiueWtIS7du3BwDMnz9foT33yEmHDh3e24e/vz8uXryY53Tg3Co+ICAA9+/fz/MCXa9evSrUtSdyX9zvTpnNfcG+/R9ESkoKIiIiFNZr1aoV9PT0lKZlL168WGlfAQEBOHHiBPbs2aO0LDk5GVlZWWrnV5W9vT28vLywevVqhdMj+/btw9WrV5VyZmdnY+rUqUr9ZGVlFXjxwHv37uHIkSMICAhAt27dlG79+vXDrVu3cOrUKYXt1qxZo3DBvN9++w0PHz7M98P7be3bt0diYiKioqIUci5atAimpqZo1qyZ1K6jo4Nu3bph+/btWLt2LbKyspROK+X1tz916hROnDihtN+srCyFv312djYWLVqksN7bj/3bj93ly5exd+9e6fWTnZ2t8LcB3vwn7+DgoHR5gXfz+vv7Y8uWLXn+M/DkyZN8t32fcePGISkpSXrNqfvcePDggcJrOjU1FWvWrIGXlxfs7OwK3Lefnx8MDAywcOFChb9FeHg4UlJSlN5XevTogfT0dKxevRq7d+9GQECAwvK8/q4ZGRlYsmSJwnp169aFtbU1li1bhoyMDKk9MjJS6fdT9bmXlJSksJ2Ojo5UpBf0t821bds23L9/X7r/559/4tSpU9LrQ9XnWGGsW7cOTZo0QY8ePZRez7mXr9iwYYNaferq6qJNmzb4/fffFU4xPnr0COvXr0fjxo1hbm5e6MylSkkNzqH/k9/063flTr8OCAgQYWFh0v28pl+/O81TCCGeP38uPDw8pOnXy5YtE9OmTRMNGzaUBuFlZ2eL9u3bC5lMJnr27CkWLVok5s+fL77++mtRtmxZhYx4Z7bF2/t/ewDun3/+KQ1OW7NmjdiwYYNIS0sT169fFwYGBqJmzZpi8eLFYsaMGcLNzU3UqlVLaXDw6NGjBf7/9OuwsDAxaNAg4ejoKMqVKyf69u0rrffixQtRp04doaenJwYMGCCWLl0q5syZIwIDA4WJiYl48uSJEOL/Bvi9O6g3d2Ds5s2bC/U3+uOPPxSmX//www/5Tr8ePHiwACDatWsnQkNDxeLFi8XIkSOFg4OD0v7fNmPGDIWBk+969uyZ0NPTE8OHD1f4nXKnX4eGhkrTr93d3cWLFy+kbZs1ayaqV6+u1GfuFFgDAwMxevRosWjRImmG09tTYHMdPXpUABBmZmaiZs2aSstXrVolAIjOnTuL5cuXi2+//VZYWloqPU7Z2dnC19dXmn69ePHi906/rlq1qpg9e7aYMmWKsLa2FmXKlBF///239NiYmJiIwMBAMW/ePLFixQoREBAgAIi5c+fm+5gL8Wb2nJOTkzA2NhYjR44Uy5cvF9OnTxfdu3cXZcqUKXBbIfJ/XQohRI0aNYSjo6M03VnV58a7069DQ0Ol6ddvz1os6PmbOzC1TZs2YvHixWL48OFK06/f5u7uLszMzAQAcfbsWYVl//77ryhTpoxwcnISc+fOFfPmzRO1a9eWXtMHDx6U1l2+fLkAIHx9fcXChQtFUFBQgdOv3/fc69q1q2jatKmYNGmS+OWXX8SECROEpaWl8PLyUhoo/La8pl9PmTJFlC1bVlhZWYkHDx5I66ryHHv7Mc19vynIyZMn830d5fL29lZ4Han63ps7/bp8+fLi559/FjNnzhSurq6cfk2ap+qHZGZmppg8ebJwcXER+vr6wtHRUYwfP15pSnBBb5hJSUli2LBhonz58sLAwEBUqFBBBAYGKkwpzcjIEDNnzhTVq1cXcrlclClTRnh7e4vJkycrjHJX9cUkxJtp0eXLlxc6OjoKRUpMTIzw9PQUhoaG0ptI7ofc24VMVlaWmDBhgrCzsxNGRkaiZcuW4tq1a8LKykp8/fXXCvt6/vy5GD9+vHB3dxcGBgaiXLlyolGjRmLOnDnSG3NRFTJCCLFlyxZRrVo1IZfLhYeHh4iOjhaBgYFKhYwQb6abent7CyMjI+lDPyQkROHN8101a9YUFStWLDBD8+bNhY2NjcjMzJR+pw0bNojx48cLGxsbYWRkJDp06CDu3r2rsF1+hYwQb6aH9uvXT5QrV04qQN8uJN6Wk5MjHB0dlWa6vb182rRpwsnJScjlclG7dm2xY8eOPB+npKQk8eWXXwpzc3NhYWEhvvzyS3H+/HmlQkYIIfbv3y98fX2FkZGRMDc3F506dVKY6Zeeni7Gjh0ratWqJczMzISJiYmoVauWWLJkSYGP59uPwdChQ4Wjo6PQ19cXdnZ2olWrVmLFihXv3bag12VkZKTS76PKcyO3zz179ghPT08hl8tF1apV1X7+Ll68WFStWlXo6+sLW1tb8c0334hnz57lue73338vAAh3d/c8lx87dkw0bNhQGBkZCQcHBxESEiJNy3+7kBFCiCVLlkjXNalbt644cuSIaNasmUIhI4Rqz73ffvtNtGnTRtjY2AgDAwNRsWJFMXjwYKXrKr3r7feCuXPnCkdHRyGXy0WTJk3ExYsXldZ/33NMCPUKmeHDh793RmTupSZy86jz3nvu3DnRtm1bYWpqKoyNjUWLFi3E8ePH35tLm8iE+A+ODKKPQnJyMsqUKYOffvpJaQwG/Z9Dhw6hRYsW2Lx5M7p161bScUiDnJ2dUaNGDezYsaOko2itO3fuwMXFBbNnz5auPE3ahWNkSCvk9V1RueOFmjdvXrxhiIio1OCsJdIKUVFRiIyMRPv27WFqaoqjR49iw4YNaNOmDXx9fUs6HhERlRAWMqQVPD09oaenh1mzZiE1NRW2trYYOXIkfvrpp5KORkREJYhjZIiIiEhrcYwMERERaS0WMkRERKS1PvoxMjk5OXjw4AHMzMw0dsl9IiIiKlpCCDx//hwODg5KXxr6to++kHnw4MFH830SRERE/zX37t1DhQoV8l3+0RcyZmZmAN48EB/N90oQERF95FJTU+Ho6Ch9jufnoy9kck8nmZubs5AhIiLSMu8bFsLBvkRERKS1WMgQERGR1mIhQ0RERFrrox8jQ0REpVN2djYyMzNLOgaVEH19fejq6n5wPyxkiIioWAkhkJiYiOTk5JKOQiXM0tISdnZ2H3SdNxYyRERUrHKLGBsbGxgbG/Nipf9BQgi8fPkSjx8/BgDY29sXui8WMkREVGyys7OlIsbKyqqk41AJMjIyAgA8fvwYNjY2hT7NxMG+RERUbHLHxBgbG5dwEioNcp8HHzJWioUMEREVO55OIkAzzwMWMkRERKS1WMgQERH9R02aNAleXl4lHeODcLAvERGVCs7f7izW/d2Z0aFQ2504cQKNGzfGJ598gp07izczKeMRGSIiIjWEh4dj+PDhOHLkCB48ePBBfWVnZyMnJ0dDyf6bWMgQERGpKC0tDVFRUfjmm2/QoUMHREZGSssOHToEmUyGnTt3wtPTE4aGhmjYsCEuX74srRMZGQlLS0vExMTAw8MDcrkcCQkJePbsGfr06YMyZcrA2NgY7dq1w82bNwEAqampMDIywh9//KGQZevWrTAzM8PLly8BAOPGjUPlypVhbGwMV1dXTJgwQWk20IwZM2BrawszMzP0798fr1+/Vliek5ODKVOmoEKFCpDL5fDy8sLu3bul5RkZGRg2bBjs7e1haGgIJycnTJ8+XSOPbWGxkCEiIlLRpk2bULVqVVSpUgW9e/fGqlWrIIRQWGfs2LGYO3cuTp8+DWtra3Tq1EmhoHj58iVmzpyJX375BVeuXIGNjQ369u2LM2fOICYmBidOnIAQAu3bt0dmZibMzc3RsWNHrF+/XmE/69atQ9euXaUpzGZmZoiMjMTVq1exYMECrFy5EqGhoQrZJ02ahGnTpuHMmTOwt7fHkiVLFPpcsGAB5s6dizlz5uDSpUto27YtOnfuLBVVCxcuRExMDDZt2oS4uDisW7cOzs7OmnyI1cYxMkSUJ02OVyjsWASi0iY8PBy9e/cGAHzyySdISUnB4cOH0bx5c2mdiRMnonXr1gCA1atXo0KFCti6dSsCAgIAvLlmypIlS1CrVi0AwM2bNxETE4Njx46hUaNGAN4UKY6Ojti2bRu6d++OL774Al9++SVevnyJW08zkPY8FTt27EToyrW49E8yAKBz32EAgFQATrWb4IsBQ7H61w345PNBAIBps+aga4/eqNfWH+kAfvrpJ+zfv1/hqMycOXMwbtw49OzZEwAwc+ZMHDx4EPPnz0dYWBgSEhJQqVIlNG7cGDKZDE5OTkXyOKuDR2SIiIhUEBcXhz///BO9evUCAOjp6aFHjx4IDw9XWM/Hx0f6uWzZsqhSpQquXbsmtRkYGMDT01O6f+3aNejp6aFBgwZSm5WVlcJ27du3h76+PmJiYgAA+3dth4mZGRo0aS5tszsmGoGftkXLOlXQsEoFLJ7zMx4++Eda/vetG6hZu26+WVNTU/HgwQP4+voqrOPr6yvl6Nu3Ly5cuIAqVapgxIgR2Lt3rwqPXNFiIUNERKSC8PBwZGVlwcHBAXp6etDT08PSpUuxZcsWpKSkqNyPkZGR2heCMzAwQLdu3aTTS3/8/hvadvoUenpvTqxcPPsnvhsxCI1btMaiiI2I2n0YA4aNRlZmhlr7eZ86deogPj4eU6dOxatXrxAQEIBu3bppdB/qYiFDRET0HllZWVizZg3mzp2LCxcuSLeLFy/CwcEBGzZskNY9efKk9POzZ89w48YNVKtWLd++q1WrhqysLJw6dUpqS0pKQlxcHDw8PKS2L774Art378atuGv489gRtP+0u7Tswpk/YV/eEQNHjEH1WrXh5OKGh/fvKezH1b0y/jp/RqHt7azm5uZwcHDAsWPHFNY5duyYQg5zc3P06NEDK1euRFRUFLZs2YKnT5/m+/sVNY6RISIieo8dO3bg2bNn6N+/PywsLBSW+fv7Izw8HLNnzwYATJkyBVZWVrC1tcX333+PcuXKoWvXrvn2XalSJXTp0gUDBw7E8uXLYWZmhm+//Rbly5dHly5dpPWaNm0KOzs7fDdiEMo7OsHzrdNETi6uSHzwD/74fQtq1KqDIwf24sDuHQr7+fyrr/Fj8FB4eNaGV70G2LJyO65cuQJXV1dpnbFjx2LixIlwc3ODl5cXIiIicOHCBaxbtw4AMG/ePNjb26N27drQ0dHB5s2bYWdnB0tLy8I+tB+MhUxpMcni/euo1I/qhzeJiEg14eHh8PPzUypigDeFzKxZs3Dp0iUAb6Y4jxw5Ejdv3oSXlxe2b98OAwODAvuPiIjAyJEj0bFjR2RkZKBp06bYtWsX9PX1pXVkMhl69eqFWbNmYfCoEIXtm7dpj94DvsGMCSHIyMhAk5atMWjkWCwLnSGt80nnz/DP3XjMnzYR6enp6N7NH9988w327NkjrTNixAikpKRg9OjRePz4MTw8PBATE4NKlSoBeDMzatasWbh58yZ0dXVRr1497Nq1Czo6JXeCRybenTf2kUlNTYWFhQVSUlJgbm5e0nHyx0KGShnOWqKi8Pr1a8THx8PFxQWGhoYlHUejDh06hBYtWuDZs2dFeoQid5bSh/KsYKmRfj5EQc8HVT+/OUaGiIiItBYLGSIiItJaHCNDRESkAc2bN1e6yi8VPR6RISIiIq3FQoaIiIi0FgsZIiIi0losZIiIiEhrsZAhIiIircVChoiIiLQWCxkiIiLK06RJk+Dl5VXSMQrE68gQEVHpoKmvalF5f+p9pUvfvn2xevVqAICenh4qVKiA7t27Y8qUKR/d1y1oExYyREREKvrkk08QERGBzMxMnD17FoGBgZDJZJg5c2aR7C87OxsymaxEv5SxtOMjQ0REpCK5XA47Ozs4Ojqia9eu8PPzw759+wAAOTk5mD59OlxcXGBkZIRatWrht99+k7Y9dOgQZDIZdu7cCU9PTxgaGqJhw4a4fPmytE5kZCQsLS0RExMDDw8PyOVyJCQk4NmzZ+jTpw/KlCmDBpUcMOTLbrgbfxsAkPY8FfXd7XH04D6FrLF/7IBPVUe8evUSABA6bSI6Na2LBpUc0N7XCxMmTEBmZqbCNjNmzICtrS3MzMzQv39/vH79WmF5Tk4OpkyZggoVKkAul8PLywu7d++WlmdkZGDYsGGwt7eHoaEhnJycMH36dA088vljIUNERFQIly9fxvHjx2FgYAAAmD59OtasWYNly5bhypUrCAoKQu/evXH48GGF7caOHYu5c+fi9OnTsLa2RqdOnRQKipcvX2LmzJn45ZdfcOXKFdjY2KBv3744c+YMYmJisOb3PRACGNYnAJmZmTA1M0dTv7bYte03hf3s2rYZLdq2h5GRMQDAxMQMU+eFIfrASYRMmo6VK1ciNDRUWn/Tpk2YNGkSpk2bhjNnzsDe3h5LlixR6HPBggWYO3cu5syZg0uXLqFt27bo3Lkzbt68CQBYuHAhYmJisGnTJsTFxWHdunVwdnbW2GOeF55aIiIiUtGOHTtgamqKrKwspKenQ0dHB4sXL0Z6ejqmTZuG/fv3w8fHBwDg6uqKo0ePYvny5WjWrJnUx8SJE9G6dWsAwOrVq1GhQgVs3boVAQEBAIDMzEwsWbIEtWrVAgDcvHkTMTExOHbsGBo1aoRL/yRj+qIVaFu/Bg7u2Yk2Hbuifdfu+H7U13j16iWMjIyR9jwV/4vdi9CVa6X9Dho5Rvq5vGNFZCTdx8aNGxESEgIAmD9/Pvr374/+/fsDAH766Sfs379f4ajMnDlzMG7cOPTs2RMAMHPmTBw8eBDz589HWFgYEhISUKlSJTRu3BgymQxOTk4a/xu8i4UMERGRilq0aIGlS5fixYsXCA0NhZ6eHvz9/XHlyhW8fPlSKlByZWRkoHbt2gptuYUOAJQtWxZVqlTBtWvXpDYDAwN4enpK969duwY9PT00aNBAarMsUxZObu74+9YNAECTlq2hp6eHQ3v/QLsu/ti/aztMzMzQoElzaZvdMdHYELEc9+7ewcsXL5CTnQVzc3OF/Xz99ddKWQ8ePAgASE1NxYMHD+Dr66uwjq+vLy5evAjgzYDo1q1bo0qVKvjkk0/QsWNHtGnT5v0P7Aco8VNL9+/fR+/evWFlZQUjIyPUrFkTZ86ckZYLIfDjjz/C3t4eRkZG8PPzkw5hERERFScTExO4u7ujVq1aWLVqFU6dOoXw8HCkpaUBAHbu3IkLFy5It6tXryqMk1GFkZERZDKZWtvoGxigdYcu+OP/n1764/ff0LbTp9DTe3O84uLZP/HdiEFo3KI1FkVsRNTuw/j++++RkZGh1n7ep06dOoiPj8fUqVPx6tUrBAQEoFu3bhrdx7tKtJB59uwZfH19oa+vjz/++ANXr17F3LlzUaZMGWmdWbNmYeHChVi2bBlOnToFExMTtG3bVmkAEhERUXHS0dHBd999hx9++EFhYK67u7vCzdHRUWG7kydPSj8/e/YMN27cQLVq1fLdT7Vq1ZCVlYVTp05JbcnPnuLu7Vtwq1RFamvftTuOHY7Frbhr+PPYEbT/tLu07MKZP2Ff3hEDR4xB9Vq14eTihrt37yrt5+19vJvV3NwcDg4OOHbsmMI6x44dg4eHh8J6PXr0wMqVKxEVFYUtW7bg6dOn+f5+H6pETy3NnDkTjo6OiIiIkNpcXFykn4UQmD9/Pn744Qd06dIFALBmzRrY2tpi27Zt0jk6IiKiktC9e3eMHTsWy5cvx5gxYxAUFIScnBw0btwYKSkpOHbsGMzNzREYGChtM2XKFFhZWcHW1hbff/89ypUrh65du+a7j0qVKqFLly4YOHAgli9fjocvBRZMnwwbO3s0b9NeWs+7YSOUs7bBdyMGobyjEzxr15WWObm4IvHBP/jj9y2oUasOjhzYi61btyrsZ+TIkejbty/q1q0LX19frFu3DleuXIGrq6u0ztixYzFx4kS4ubnBy8sLERERuHDhAtatWwcAmDdvHuzt7VG7dm3o6Ohg8+bNsLOzg6Wl5Qc+0vkr0SMyMTExqFu3Lrp37w4bGxvUrl0bK1eulJbHx8cjMTERfn5+UpuFhQUaNGiAEydO5Nlneno6UlNTFW5ERERFQU9PD8OGDcOsWbMwfvx4TJgwAdOnT0e1atXwySefYOfOnQr/oANvpjiPHDkS3t7eSExMxPbt26WZT/mJiIiAt7c3OnbsiD5d2kIIYPGaTdDX15fWkclk+KSLP+KuXlY4GgMAzdu0R+8B32DGhBAEfNIUF8+cwoQJExTW6dGjByZMmICQkBB4e3vj7t27+OabbxTWGTFiBIKDgzF69GjUrFkTu3fvRkxMDCpVqgQAMDMzw6xZs1C3bl3Uq1cPd+7cwa5du4r0OjgyIYQost7fI/dKiMHBwejevTtOnz6NkSNHYtmyZQgMDMTx48fh6+uLBw8ewN7eXtouICAAMpkMUVFRSn1OmjQJkydPVmpPSUlRGNRU6mjqipZqXqmSKD/O3+7UWF93ZnTQWF+k3V6/fo34+Hi4uLj8566Ge+jQIbRo0QLPnj37oCMUl/5J1kgezwqFz6ApBT0fUlNTYWFh8d7P7xI9IpOTk4M6depg2rRpqF27NgYNGoSBAwdi2bJlhe5z/PjxSElJkW737t3TYGIiIiIqTUq0kLG3t1cYIAS8GWyUkJAAALCzswMAPHr0SGGdR48eScveJZfLYW5urnAjIiKij1OJFjK+vr6Ii4tTaLtx44Z0AR0XFxfY2dkhNjZWWp6amopTp04pzMMnIiIq7Zo3bw4hRJEOfP0vKtFZS0FBQWjUqBGmTZuGgIAA/Pnnn1ixYgVWrFgB4M3ApVGjRuGnn35CpUqV4OLiggkTJsDBwaHAEd5ERET031CihUy9evWwdetWjB8/HlOmTIGLiwvmz5+PL774QlonJCQEL168wKBBg5CcnIzGjRtj9+7d/7lBYkREH5MSnGdCpYgmngcl/hUFHTt2RMeOHfNdLpPJMGXKFEyZMqUYUxERUVHInS788uVLGBkZlXAaKmkvX775Zu63p5Grq8QLGSIi+u/Q1dWFpaUlHj9+DAAwNjZW+3L8/3UiSzNfK1CSV8gXQuDly5d4/PgxLC0toaurW+i+WMgQEVGxyp11mlvMkHoeP3ulkX4MXpX8ETFLS8t8ZyGrioUMEREVK5lMBnt7e9jY2CAzM7Ok42idAdGHNNJP7OjmGumnsPT19T/oSEwuFjJERFQidHV1NfJB9l9z/3m2Rvr5WCbNlOh1ZIiIiIg+BAsZIiIi0losZIiIiEhrsZAhIiIircVChoiIiLQWCxkiIiLSWixkiIiISGuxkCEiIiKtxUKGiIiItBYLGSIiItJaLGSIiIhIa7GQISIiIq3FQoaIiIi0FgsZIiIi0losZIiIiEhrsZAhIiIircVChoiIiLQWCxkiIiLSWixkiIiISGuxkCEiIiKtxUKGiIiItJZeSQcg+tg5f7tTY33dmdFBY30REX0MeESGiIiItJbahczq1auxc+f//YcZEhICS0tLNGrUCHfv3tVoOCIiIqKCqF3ITJs2DUZGRgCAEydOICwsDLNmzUK5cuUQFBSk8YBERERE+VF7jMy9e/fg7u4OANi2bRv8/f0xaNAg+Pr6onnz5prOR0RERJQvtY/ImJqaIikpCQCwd+9etG7dGgBgaGiIV69eaTYdERERUQHUPiLTunVrDBgwALVr18aNGzfQvn17AMCVK1fg7Oys6XxERERE+VL7iExYWBh8fHzw5MkTbNmyBVZWVgCAs2fPolevXhoPSERERJQftY/IWFpaYvHixUrtkydP1kggIiIiIlUV6oJ4ycnJCA8Px7Vr1wAA1atXx1dffQULCwuNhiMiIiIqiNqnls6cOQM3NzeEhobi6dOnePr0KebNmwc3NzecO3euKDISERER5UntIzJBQUHo3LkzVq5cCT29N5tnZWVhwIABGDVqFI4cOaLxkEQAL/VPRETK1C5kzpw5o1DEAICenh5CQkJQt25djYYjIiIiKojap5bMzc2RkJCg1H7v3j2YmZlpJBQRERGRKtQuZHr06IH+/fsjKioK9+7dw71797Bx40YMGDCA06+JiIioWKl9amnOnDmQyWTo06cPsrKyAAD6+vr45ptvMGPGDI0HJCIiIsqP2oWMgYEBFixYgOnTp+P27dsAADc3NxgbG2s8HBEREVFBCnUdGQAwNjZGzZo1NZmFiIiISC0qFTKfffaZyh1GR0ervO6kSZOUrghcpUoVXL9+HQDw+vVrjB49Ghs3bkR6ejratm2LJUuWwNbWVuV9EBER0cdLpcG+FhYW0s3c3ByxsbE4c+aMtPzs2bOIjY0t1JV9q1evjocPH0q3o0ePSsuCgoKwfft2bN68GYcPH8aDBw/UKqqIiIjo46bSEZmIiAjp53HjxiEgIADLli2Drq4uACA7OxtDhgyBubm5+gH09GBnZ6fUnpKSgvDwcKxfvx4tW7aUclSrVg0nT55Ew4YN1d4XERERfVzUnn69atUqjBkzRipiAEBXVxfBwcFYtWqV2gFu3rwJBwcHuLq64osvvpCuUXP27FlkZmbCz89PWrdq1aqoWLEiTpw4kW9/6enpSE1NVbgRERHRx0ntQiYrK0saw/K269evIycnR62+GjRogMjISOzevRtLly5FfHw8mjRpgufPnyMxMREGBgawtLRU2MbW1haJiYn59jl9+nSFU2GOjo5qZSIiIiLtofaspX79+qF///64ffs26tevDwA4deoUZsyYgX79+qnVV7t27aSfPT090aBBAzg5OWHTpk0wMjJSNxoAYPz48QgODpbup6amspghIiL6SBXqgnh2dnaYO3cuHj58CACwt7fH2LFjMXr06A8KY2lpicqVK+PWrVto3bo1MjIykJycrHBU5tGjR3mOqckll8shl8s/KAcRERFpB7VPLeno6CAkJAT3799HcnIykpOTcf/+fYSEhCiMmymMtLQ03L59G/b29vD29oa+vj5iY2Ol5XFxcUhISICPj88H7YeIiIg+DoW+IB6AQs1SetuYMWPQqVMnODk54cGDB5g4cSJ0dXXRq1cvWFhYoH///ggODkbZsmVhbm6O4cOHw8fHhzOWiIiICEAhC5nffvsNmzZtQkJCAjIyMhSWnTt3TuV+/vnnH/Tq1QtJSUmwtrZG48aNcfLkSVhbWwMAQkNDoaOjA39/f4UL4hEREREBhTi1tHDhQvTr1w+2trY4f/486tevDysrK/z9998Kg3dVsXHjRjx48ADp6en4559/sHHjRri5uUnLDQ0NERYWhqdPn+LFixeIjo4ucHwMERER/beoXcgsWbIEK1aswKJFi2BgYICQkBDs27cPI0aMQEpKSlFkJCIiIsqT2oVMQkICGjVqBAAwMjLC8+fPAQBffvklNmzYoNl0RERERAVQu5Cxs7PD06dPAQAVK1bEyZMnAQDx8fEQQmg2HREREVEB1C5kWrZsiZiYGABvLo4XFBSE1q1bo0ePHvj00081HpCIiIgoP2rPWlqxYoX0VQRDhw6FlZUVjh8/js6dO2Pw4MEaD0hERKWb87c7NdLPnRkdNNKPqrQ1NylSu5DR0dGBjs7/Hcjp2bMnevbsqdFQRERERKpQqZC5dOmSyh16enoWOgwRERGROlQqZLy8vCCTyd47mFcmkyE7O1sjwYiIiIjeR6VCJj4+vqhzEBEREalNpULGycmpqHMQERERqU3twb5r1qwpcHmfPn0KHYaIiIhIHWoXMiNHjlS4n5mZiZcvX8LAwADGxsYsZIiIiKjYqH1BvGfPninc0tLSEBcXh8aNG/MrCoiIiKhYqV3I5KVSpUqYMWOG0tEaIiIioqKkkUIGAPT09PDgwQNNdUdERET0XmqPkcn9nqVcQgg8fPgQixcvhq+vr8aCEREREb2P2oVM165dFe7LZDJYW1ujZcuWmDt3rqZyEREREb2X2oVM7hdGEhEREZU0jY2RISIiIipuahcy/v7+mDlzplL7rFmz0L17d42EIiIiIlKF2oXMkSNH0L59e6X2du3a4ciRIxoJRURERKQKtQuZtLQ0GBgYKLXr6+sjNTVVI6GIiIiIVKF2IVOzZk1ERUUptW/cuBEeHh4aCUVERESkCrVnLU2YMAGfffYZbt++jZYtWwIAYmNjsWHDBmzevFnjAYmIiIjyo3Yh06lTJ2zbtg3Tpk3Db7/9BiMjI3h6emL//v1o1qxZUWQkIiIiypPahQwAdOjQAR06dNB0FiIiIiK18DoyREREpLVUOiJTtmxZ3LhxA+XKlUOZMmUgk8nyXffp06caC0dERERUEJUKmdDQUJiZmQEA5s+fX5R5iIiIiFSmUiETGBgIAMjKyoJMJkPbtm1ha2tbpMGIiIiI3ketMTJ6enr4+uuv8fr166LKQ0RERKQytQf71q9fH+fPny+KLERERERqUXv69ZAhQzB69Gj8888/8Pb2homJicJyT09PjYUjIiIiKojahUzPnj0BACNGjJDaZDIZhBCQyWTIzs7WXDoiIiKiAqhdyMTHxxdFDiIiIiK1qV3I3L17F40aNYKenuKmWVlZOH78OJycnDQWjoiIiKggag/2bdGiRZ4XvUtJSUGLFi00EoqIiIhIFWoXMrljYd6VlJSkNPCXiIiIqCipfGrps88+A/BmYG/fvn0hl8ulZdnZ2bh06RIaNWqk+YRERERE+VC5kLGwsADw5oiMmZkZjIyMpGUGBgZo2LAhBg4cqPmERERERPlQuZCJiIgAADg7O2PMmDE8jUREREQlTu1ZSxMnTiyKHERERERqU7uQAYDffvsNmzZtQkJCAjIyMhSWnTt3TiPBiIiIiN5H7VlLCxcuRL9+/WBra4vz58+jfv36sLKywt9//4127doVOsiMGTMgk8kwatQoqe3169cYOnQorKysYGpqCn9/fzx69KjQ+yAiIqKPi9qFzJIlS7BixQosWrQIBgYGCAkJwb59+zBixAikpKQUKsTp06exfPlype9pCgoKwvbt27F582YcPnwYDx48kGZPEREREaldyCQkJEjTrI2MjPD8+XMAwJdffokNGzaoHSAtLQ1ffPEFVq5ciTJlykjtKSkpCA8Px7x589CyZUt4e3sjIiICx48fx8mTJ9XeDxEREX181C5k7OzspCv7VqxYUSoq4uPjIYRQO8DQoUPRoUMH+Pn5KbSfPXsWmZmZCu1Vq1ZFxYoVceLEiXz7S09PR2pqqsKNiIiIPk5qFzItW7ZETEwMAKBfv34ICgpC69at0aNHD3z66adq9bVx40acO3cO06dPV1qWmJgIAwMDWFpaKrTb2toiMTEx3z6nT58OCwsL6ebo6KhWJiIiItIeas9aWrFiBXJycgBAGoh7/PhxdO7cGYMHD1a5n3v37mHkyJHYt28fDA0N1Y2Rr/HjxyM4OFi6n5qaymKGiIjoI6V2IaOjowMdnf87kNOzZ0/07NlT7R2fPXsWjx8/Rp06daS27OxsHDlyBIsXL8aePXuQkZGB5ORkhaMyjx49gp2dXb79yuVyha9PICIioo9Xoa4j8/r1a1y6dAmPHz+Wjs7k6ty5s0p9tGrVCn/99ZdCW79+/VC1alWMGzcOjo6O0NfXR2xsLPz9/QEAcXFxSEhIgI+PT2FiExER0UdG7UJm9+7d6NOnD/7991+lZTKZDNnZ2Sr1Y2Zmhho1aii0mZiYwMrKSmrv378/goODUbZsWZibm2P48OHw8fFBw4YN1Y1NREREHyG1B/sOHz4c3bt3x8OHD5GTk6NwU7WIUVVoaCg6duwIf39/NG3aFHZ2doiOjtboPoiIiEh7qX1E5tGjRwgODoatra3Gwxw6dEjhvqGhIcLCwhAWFqbxfRERlTbO3+7USD93ZnTQSD9E2kDtIzLdunVTKjiIiIiISoLaR2QWL16M7t2743//+x9q1qwJfX19heUjRozQWDgiIiKigqhdyGzYsAF79+6FoaEhDh06BJlMJi2TyWQsZIiIiKjYqF3IfP/995g8eTK+/fZbhevJEBERERU3tSuRjIwM9OjRg0UMERERlTi1q5HAwEBERUUVRRYiIiIitah9aik7OxuzZs3Cnj174OnpqTTYd968eRoLR0RERFQQtQuZv/76C7Vr1wYAXL58WWHZ2wN/iYiIiIqa2oXMwYMHiyIHERERkdoK9aWRRESlGa+QS/TfwalHREREpLVYyBAREZHWYiFDREREWouFDBEREWkttQuZ1atXY+fO/xtIFxISAktLSzRq1Ah3797VaDgiIiKigqg9a2natGlYunQpAODEiRMICwtDaGgoduzYgaCgIERHR2s8ZGmlqZkRAHDHUGNdERER/WeoXcjcu3cP7u7uAIBt27bB398fgwYNgq+vL5o3b67pfERERET5UvvUkqmpKZKSkgAAe/fuRevWrQEAhoaGePXqlWbTERERERVA7SMyrVu3xoABA1C7dm3cuHED7du3BwBcuXIFzs7Oms5HRERElC+1j8iEhYXBx8cHT548wZYtW2BlZQUAOHv2LHr16qXxgERERET5UfuIjKWlJRYvXqzUPnnyZI0EIiIiIlJVob5rKTk5GeHh4bh27RoAoHr16vjqq69gYWGh0XBEREREBVH71NKZM2fg5uaG0NBQPH36FE+fPsW8efPg5uaGc+fOFUVGIiIiojypfUQmKCgInTt3xsqVK6Gn92bzrKwsDBgwAKNGjcKRI0c0HpKIiIgoL2oXMmfOnFEoYgBAT08PISEhqFu3rkbDERERERVE7VNL5ubmSEhIUGq/d+8ezMzMNBKKiIiISBVqFzI9evRA//79ERUVhXv37uHevXvYuHEjBgwYwOnXREREVKzUPrU0Z84cyGQy9OnTB1lZWQAAfX19fPPNN5gxY4bGAxIRERHlR+1CxsDAAAsWLMD06dNx+/ZtAICbmxuMjY01Ho6IiIioIIW6jgwAGBsbo2bNmprMQkRERKQWlQqZzz77TOUOo6OjCx2GiIiISB0qDfa1sLCQbubm5oiNjcWZM2ek5WfPnkVsbCyv7EtERETFSqUjMhEREdLP48aNQ0BAAJYtWwZdXV0AQHZ2NoYMGQJzc/OiSUlERESUB7WnX69atQpjxoyRihgA0NXVRXBwMFatWqXRcEREREQFUbuQycrKwvXr15Xar1+/jpycHI2EIiIiIlKF2rOW+vXrh/79++P27duoX78+AODUqVOYMWMG+vXrp/GARERERPkp1AXx7OzsMHfuXDx8+BAAYG9vj7Fjx2L06NEaD0hERESUH7ULGR0dHYSEhCAkJASpqakAwEG+REREVCIKfUE8gAUMERERlSy1B/sSERERlRYsZIiIiEhrsZAhIiIirfVBY2SIMElDX0sxKUUz/RAR0X9KoQqZ06dP4+DBg3j8+LHSRfDmzZuncj9Lly7F0qVLcefOHQBA9erV8eOPP6Jdu3YAgNevX2P06NHYuHEj0tPT0bZtWyxZsgS2traFiU1EREQfGbULmWnTpuGHH35AlSpVYGtrC5lMJi17+2dVVKhQATNmzEClSpUghMDq1avRpUsXnD9/HtWrV0dQUBB27tyJzZs3w8LCAsOGDcNnn32GY8eOqRubiIiIPkJqFzILFizAqlWr0Ldv3w/eeadOnRTu//zzz1i6dClOnjyJChUqIDw8HOvXr0fLli0BvPnyymrVquHkyZNo2LDhB++fiIiItJvag311dHTg6+ur8SDZ2dnYuHEjXrx4AR8fH5w9exaZmZnw8/OT1qlatSoqVqyIEydO5NtPeno6UlNTFW5ERET0cVK7kAkKCkJYWJjGAvz1118wNTWFXC7H119/ja1bt8LDwwOJiYkwMDCApaWlwvq2trZITEzMt7/p06fDwsJCujk6OmosKxEREZUuap9aGjNmDDp06AA3Nzd4eHhAX19fYXl0dLRa/VWpUgUXLlxASkoKfvvtNwQGBuLw4cPqxpKMHz8ewcHB0v3U1FQWM0RERB8ptQuZESNG4ODBg2jRogWsrKzUHuD7LgMDA7i7uwMAvL29cfr0aSxYsAA9evRARkYGkpOTFY7KPHr0CHZ2dvn2J5fLIZfLPygTERERaQe1C5nVq1djy5Yt6NChQ1HkQU5ODtLT0+Ht7Q19fX3ExsbC398fABAXF4eEhAT4+PgUyb6JiIhIu6hdyJQtWxZubm4a2fn48ePRrl07VKxYEc+fP8f69etx6NAh7NmzBxYWFujfvz+Cg4NRtmxZmJubY/jw4fDx8eGMJSIiIgJQiEJm0qRJmDhxIiIiImBsbPxBO3/8+DH69OmDhw8fwsLCAp6entizZw9at24NAAgNDYWOjg78/f0VLohHREREBBSikFm4cCFu374NW1tbODs7Kw32PXfunMp9hYeHF7jc0NAQYWFhGp0lRURERB8PtQuZrl27FkEMIiIiIvWpXchMnDixKHIQERERqU3tC+IBQHJyMn755ReMHz8eT58+BfDmlNL9+/c1Go6IiIioIGofkbl06RL8/PxgYWGBO3fuYODAgShbtiyio6ORkJCANWvWFEVOIiIiIiVqFzLBwcHo27cvZs2aBTMzM6m9ffv2+PzzzzUajqjITLLQUD8pmumHiIgKRe1TS6dPn8bgwYOV2suXL1/gdyARERERaZrahYxcLs/zG6Vv3LgBa2trjYQiIiIiUoXahUznzp0xZcoUZGZmAgBkMhkSEhIwbtw46asEiIiIiIqD2oXM3LlzkZaWBhsbG7x69QrNmjWDu7s7zMzM8PPPPxdFRiIiIqI8qT3Y18LCAvv27cPRo0dx6dIlpKWloU6dOvDz8yuKfERERET5UruQydW4cWM0btxYk1mIiIiI1FKo71rKi0wmg6GhIdzd3dG0aVPo6up+cDgiIiKigqhdyISGhuLJkyd4+fIlypQpAwB49uwZjI2NYWpqisePH8PV1RUHDx6Eo6OjxgMTERER5VJ7sO+0adNQr1493Lx5E0lJSUhKSsKNGzfQoEEDLFiwAAkJCbCzs0NQUFBR5CUiIiKSqH1E5ocffsCWLVvg5uYmtbm7u2POnDnw9/fH33//jVmzZnEqNhERERU5tY/IPHz4EFlZWUrtWVlZ0pV9HRwc8Pz58w9PR0RERFQAtQuZFi1aYPDgwTh//rzUdv78eXzzzTdo2bIlAOCvv/6Ci4uL5lISERER5UHtQiY8PBxly5aFt7c35HI55HI56tati7JlyyI8PBwAYGpqirlz52o8LBEREdHb1B4jY2dnh3379uH69eu4ceMGAKBKlSqoUqWKtE6LFi00l5CIiIgoH4W+IF7VqlVRtWpVTWYhIiIiUkuhCpl//vkHMTExSEhIQEZGhsKyefPmaSQYERER0fuoXcjExsaic+fOcHV1xfXr11GjRg3cuXMHQgjUqVOnKDISERER5Untwb7jx4/HmDFj8Ndff8HQ0BBbtmzBvXv30KxZM3Tv3r0oMhIRERHlSe1C5tq1a+jTpw8AQE9PD69evYKpqSmmTJmCmTNnajwgERERUX7ULmRMTEykcTH29va4ffu2tOzff//VXDIiIiKi91B7jEzDhg1x9OhRVKtWDe3bt8fo0aPx119/ITo6Gg0bNiyKjERERER5UruQmTdvHtLS0gAAkydPRlpaGqKiolCpUiXOWCIiIqJipXYh4+rqKv1sYmKCZcuWaTQQERERkarUHiPj6uqKpKQkpfbk5GSFIoeIiIioqKldyNy5cwfZ2dlK7enp6bh//75GQhERERGpQuVTSzExMdLPe/bsgYWFhXQ/OzsbsbGxcHZ21mg4IiIiooKoXMh07doVACCTyRAYGKiwTF9fH87OzvzGayIiIipWKhcyOTk5AAAXFxecPn0a5cqVK7JQRERERKpQe9ZSfHx8UeQgIiIiUluhvv06NjYWsbGxePz4sXSkJteqVas0EoyIiIjofdQuZCZPnowpU6agbt26sLe3h0wmK4pcRERERO+ldiGzbNkyREZG4ssvvyyKPEREREQqU/s6MhkZGWjUqFFRZCEiIiJSi9qFzIABA7B+/fqiyEJERESkFrVPLb1+/RorVqzA/v374enpCX19fYXl/OJIIiIiKi5qFzKXLl2Cl5cXAODy5csKyzjwl4iIiIqT2oXMwYMHiyIHERERkdrUHiOT69atW9izZw9evXoFABBCaCwUERERkSrULmSSkpLQqlUrVK5cGe3bt8fDhw8BAP3798fo0aPV6mv69OmoV68ezMzMYGNjg65duyIuLk5hndevX2Po0KGwsrKCqakp/P398ejRI3VjExER0UdI7UImKCgI+vr6SEhIgLGxsdTeo0cP7N69W62+Dh8+jKFDh+LkyZPYt28fMjMz0aZNG7x48UJhf9u3b8fmzZtx+PBhPHjwAJ999pm6sYmIiOgjpPYYmb1792LPnj2oUKGCQnulSpVw9+5dtfp6t/CJjIyEjY0Nzp49i6ZNmyIlJQXh4eFYv349WrZsCQCIiIhAtWrVcPLkSTRs2FDd+ERERPQRUfuIzIsXLxSOxOR6+vQp5HL5B4VJSUkBAJQtWxYAcPbsWWRmZsLPz09ap2rVqqhYsSJOnDiRZx/p6elITU1VuBEREdHHSe1CpkmTJlizZo10XyaTIScnB7NmzUKLFi0KHSQnJwejRo2Cr68vatSoAQBITEyEgYEBLC0tFda1tbVFYmJinv1Mnz4dFhYW0s3R0bHQmYiIiKh0U/vU0qxZs9CqVSucOXMGGRkZCAkJwZUrV/D06VMcO3as0EGGDh2Ky5cv4+jRo4XuAwDGjx+P4OBg6X5qaiqLGSIioo+U2oVMjRo1cOPGDSxevBhmZmZIS0vDZ599hqFDh8Le3r5QIYYNG4YdO3bgyJEjCmNv7OzskJGRgeTkZIWjMo8ePYKdnV2efcnl8g8+xUVERETaQe1CBgAsLCzw/ffff/DOhRAYPnw4tm7dikOHDsHFxUVhube3N/T19REbGwt/f38AQFxcHBISEuDj4/PB+yciIiLtpnYhExERAVNTU3Tv3l2hffPmzXj58iUCAwNV7mvo0KFYv349fv/9d5iZmUnjXiwsLGBkZAQLCwv0798fwcHBKFu2LMzNzTF8+HD4+PhwxhIRERGpP9h3+vTpKFeunFK7jY0Npk2bplZfS5cuRUpKCpo3bw57e3vpFhUVJa0TGhqKjh07wt/fH02bNoWdnR2io6PVjU1EREQfIbWPyCQkJCidAgIAJycnJCQkqNWXKl9rYGhoiLCwMISFhanVNxEREX381D4iY2Njg0uXLim1X7x4EVZWVhoJRURERKQKtQuZXr16YcSIETh48CCys7ORnZ2NAwcOYOTIkejZs2dRZCQiIiLKk9qnlqZOnYo7d+6gVatW0NN7s3lOTg769Omj9hgZIiIiog+hViEjhEBiYiIiIyPx008/4cKFCzAyMkLNmjXh5ORUVBmJiIiI8qR2IePu7o4rV66gUqVKqFSpUlHlIiIiInovtcbI6OjooFKlSkhKSiqqPEREREQqU3uw74wZMzB27Fhcvny5KPIQERERqUztwb59+vTBy5cvUatWLRgYGMDIyEhh+dOnTzUWjoiIiKggahcy8+fPL4IYREREROpTu5BR57uUiIiIiIpSob79Ojs7G9u2bcO1a9cAANWrV0fnzp2hq6ur0XBE9I5JFhrqJ0Uz/RARlTC1C5lbt26hffv2uH//PqpUqQLgzRdJOjo6YufOnXBzc9N4SCIiIqK8qD1racSIEXBzc8O9e/dw7tw5nDt3TvoiyREjRhRFRiIiIqI8qX1E5vDhwzh58iTKli0rtVlZWWHGjBnw9fXVaDgiIiKigqh9REYul+P58+dK7WlpaTAwMNBIKCIiIiJVqH1EpmPHjhg0aBDCw8NRv359AMCpU6fw9ddfo3PnzhoPSJrn/O1OjfV1x1BjXREREalN7SMyCxcuhJubG3x8fGBoaAhDQ0P4+vrC3d0dCxYsKIqMRERERHlS+4iMpaUlfv/9d9y6dUuafl2tWjW4u7trPBwRERFRQVQuZHJycjB79mzExMQgIyMDrVq1wsSJE5W+ooCIiIiouKh8aunnn3/Gd999B1NTU5QvXx4LFizA0KFDizIbERERUYFUPiKzZs0aLFmyBIMHDwYA7N+/Hx06dMAvv/wCHR21h9oQERFRSfpIrhSucgWSkJCA9u3bS/f9/Pwgk8nw4MGDIglGRERE9D4qFzJZWVkwNFSca6uvr4/MzEyNhyIiIiJShcqnloQQ6Nu3L+RyudT2+vVrfP311zAxMZHaoqOjNZuQiIiIKB8qFzKBgYFKbb1799ZoGCIiIiJ1qFzIREREFGUOIiIiIrVxuhERERFpLRYyREREpLVYyBAREZHWYiFDREREWouFDBEREWktFjJERESktVjIEBERkdZiIUNERERai4UMERERaS0WMkRERKS1WMgQERGR1lL5u5aIiIiK1CQLDfWTopl+SCvwiAwRERFpLRYyREREpLVYyBAREZHWYiFDREREWouFDBEREWmtEi1kjhw5gk6dOsHBwQEymQzbtm1TWC6EwI8//gh7e3sYGRnBz88PN2/eLJmwREREVOqUaCHz4sUL1KpVC2FhYXkunzVrFhYuXIhly5bh1KlTMDExQdu2bfH69etiTkpERESlUYleR6Zdu3Zo165dnsuEEJg/fz5++OEHdOnSBQCwZs0a2NraYtu2bejZs2dxRiUiIqJSqNSOkYmPj0diYiL8/PykNgsLCzRo0AAnTpwowWRERERUWpTaK/smJiYCAGxtbRXabW1tpWV5SU9PR3p6unQ/NTW1aAISERFRiSu1hUxhTZ8+HZMnTy7pGERE9F/Br1YoUaX21JKdnR0A4NGjRwrtjx49kpblZfz48UhJSZFu9+7dK9KcREREVHJKbSHj4uICOzs7xMbGSm2pqak4deoUfHx88t1OLpfD3Nxc4UZEREQfpxI9tZSWloZbt25J9+Pj43HhwgWULVsWFStWxKhRo/DTTz+hUqVKcHFxwYQJE+Dg4ICuXbuWXGgiIiIqNUq0kDlz5gxatGgh3Q8ODgYABAYGIjIyEiEhIXjx4gUGDRqE5ORkNG7cGLt374ahoWFJRSYiIqJSpEQLmebNm0MIke9ymUyGKVOmYMqUKcWYiog0joMhixcfb/oPKbVjZIiIiIjeh4UMERERaS0WMkRERKS1WMgQERGR1mIhQ0RERFqLhQwRERFpLRYyREREpLVYyBAREZHWYiFDREREWouFDBEREWmtEv2KAiKiUo2X+icq9XhEhoiIiLQWCxkiIiLSWixkiIiISGuxkCEiIiKtxUKGiIiItBYLGSIiItJaLGSIiIhIa7GQISIiIq3FQoaIiIi0FgsZIiIi0losZIiIiEhrsZAhIiIircVChoiIiLQWCxkiIiLSWixkiIiISGuxkCEiIiKtxUKGiIiItBYLGSIiItJaLGSIiIhIa7GQISIiIq3FQoaIiIi0FgsZIiIi0losZIiIiEhrsZAhIiIircVChoiIiLQWCxkiIiLSWixkiIiISGuxkCEiIiKtxUKGiIiItBYLGSIiItJaLGSIiIhIa7GQISIiIq2lFYVMWFgYnJ2dYWhoiAYNGuDPP/8s6UhERERUCpT6QiYqKgrBwcGYOHEizp07h1q1aqFt27Z4/PhxSUcjIiKiElbqC5l58+Zh4MCB6NevHzw8PLBs2TIYGxtj1apVJR2NiIiISlipLmQyMjJw9uxZ+Pn5SW06Ojrw8/PDiRMnSjAZERERlQZ6JR2gIP/++y+ys7Nha2ur0G5ra4vr16/nuU16ejrS09Ol+ykpKQCA1NRUjefLSX+psb5SZUJDHb3/92Ru5v6YcwOay87czK3S7phbM/0odfumXyHek1OUYvfv3xcAxPHjxxXax44dK+rXr5/nNhMnThQAeOONN9544423j+B27969AmuFUn1Eply5ctDV1cWjR48U2h89egQ7O7s8txk/fjyCg4Ol+zk5OXj69CmsrKwgk8mKNG9hpaamwtHREffu3YO5uXlJx1EZcxcv5i5ezF28mLt4aUNuIQSeP38OBweHAtcr1YWMgYEBvL29ERsbi65duwJ4U5jExsZi2LBheW4jl8shl8sV2iwtLYs4qWaYm5uX2idUQZi7eDF38WLu4sXcxau057awsHjvOqW6kAGA4OBgBAYGom7duqhfvz7mz5+PFy9eoF+/fiUdjYiIiEpYqS9kevTogSdPnuDHH39EYmIivLy8sHv3bqUBwERERPTfU+oLGQAYNmxYvqeSPgZyuRwTJ05UOiVW2jF38WLu4sXcxYu5i5e25s6LTIj3zWsiIiIiKp1K9QXxiIiIiArCQoaIiIi0FgsZIiIi0losZIiIiEhrsZDRgOnTp6NevXowMzODjY0Nunbtiri4OIV1Xr9+jaFDh8LKygqmpqbw9/dXumLxiBEj4O3tDblcDi8vL6X9vH79Gn379kXNmjWhp6cnXSSwtOc+dOgQunTpAnt7e5iYmMDLywvr1q0r9bnj4uLQokUL2NrawtDQEK6urvjhhx+QmZlZqnO/7datWzAzM/ugi0IWV+47d+5AJpMp3U6ePFmqcwNvrkA6Z84cVK5cGXK5HOXLl8fPP/9cqnNPmjQpz8fbxMSkVOcGgD179qBhw4YwMzODtbU1/P39cefOnVKfe9OmTfDy8oKxsTGcnJwwe/bsQmXWVO6LFy+iV69ecHR0hJGREapVq4YFCxYo7evQoUOoU6cO5HI53N3dERkZWejcRYGFjAYcPnwYQ4cOxcmTJ7Fv3z5kZmaiTZs2ePHihbROUFAQtm/fjs2bN+Pw4cN48OABPvvsM6W+vvrqK/To0SPP/WRnZ8PIyAgjRoxQ+Ebw0p77+PHj8PT0xJYtW3Dp0iX069cPffr0wY4dO0p1bn19ffTp0wd79+5FXFwc5s+fj5UrV2LixImlOneuzMxM9OrVC02aNClU3pLKvX//fjx8+FC6eXt7l/rcI0eOxC+//II5c+bg+vXriImJQf369Ut17jFjxig8zg8fPoSHhwe6d+9eqnPHx8ejS5cuaNmyJS5cuIA9e/bg33//zbOf0pT7jz/+wBdffIGvv/4aly9fxpIlSxAaGorFixeXWO6zZ8/CxsYGv/76K65cuYLvv/8e48ePV8gUHx+PDh06oEWLFrhw4QJGjRqFAQMGYM+ePYXKXSQ08u2OpODx48cCgDh8+LAQQojk5GShr68vNm/eLK1z7do1AUCcOHFCafuJEyeKWrVqFbiPwMBA0aVLF03GLpbcudq3by/69eundbmDgoJE48aNtSJ3SEiI6N27t4iIiBAWFhYayVyUuePj4wUAcf78eY1lLY7cV69eFXp6euL69etalftdFy5cEADEkSNHSnXuzZs3Cz09PZGdnS21xcTECJlMJjIyMkpt7l69eolu3boptC1cuFBUqFBB5OTklHjuXEOGDBEtWrSQ7oeEhIjq1asrrNOjRw/Rtm3bD86sKTwiUwRSUlIAAGXLlgXwpurNzMxUOIpStWpVVKxYESdOnCiRjHkpztwpKSnSfj5UceW+desWdu/ejWbNmn1Y4P+vKHMfOHAAmzdvRlhYmEayvq2oH+/OnTvDxsYGjRs3RkxMjGZCo+hyb9++Ha6urtixYwdcXFzg7OyMAQMG4OnTp6U697t++eUXVK5c+YOP4OUqqtze3t7Q0dFBREQEsrOzkZKSgrVr18LPzw/6+vqlNnd6ejoMDQ0V2oyMjPDPP//g7t27pSb3u+/NJ06cUDoD0LZt21L12cVCRsNycnIwatQo+Pr6okaNGgCAxMREGBgYKI1TsLW1RWJiYgmkVFacuTdt2oTTp09r5PuyiiN3o0aNYGhoiEqVKqFJkyaYMmVKqc6dlJSEvn37IjIyUuNfBleUuU1NTTF37lxs3rwZO3fuROPGjdG1a1eNFDNFmfvvv//G3bt3sXnzZqxZswaRkZE4e/YsunXrVqpzv+3169dYt24d+vfv/6GRARRtbhcXF+zduxffffcd5HI5LC0t8c8//2DTpk2lOnfbtm0RHR2N2NhY5OTk4MaNG5g7dy4A4OHDh6Ui9/HjxxEVFYVBgwZJbYmJiUpfCWRra4vU1FS8evXqg3JrilZ8RYE2GTp0KC5fvoyjR4+WdBS1FFfugwcPol+/fli5ciWqV6/+wf0VR+6oqCg8f/4cFy9exNixYzFnzhyEhIR8UJ9FmXvgwIH4/PPP0bRpU433XZS5y5Urh+DgYOl+vXr18ODBA8yePRudO3f+oL6LMndOTg7S09OxZs0aVK5cGQAQHh4Ob29vxMXFoUqVKoXuu7hel1u3bsXz588RGBiokf6KMndiYiIGDhyIwMBA9OrVC8+fP8ePP/6Ibt26Yd++fZDJZIXuu6hfl7dv30bHjh2RmZkJc3NzjBw5EpMmTYKOzocdU9BE7suXL6NLly6YOHEi2rRp80F5ihuPyGjQsGHDsGPHDhw8eBAVKlSQ2u3s7JCRkYHk5GSF9R89egQ7O7tiTqmsuHIfPnwYnTp1QmhoKPr06fOhsYstt6OjIzw8PNCrVy/MmDEDkyZNQnZ2dqnNfeDAAcyZMwd6enrQ09ND//79kZKSAj09PaxatarU5s5LgwYNcOvWrQ/qo6hz29vbQ09PTypiAKBatWoAgISEhFKb+22//PILOnbsqJEv4y3q3GFhYbCwsMCsWbNQu3ZtNG3aFL/++itiY2Nx6tSpUptbJpNh5syZSEtLw927d5GYmCgNCHd1dS3R3FevXkWrVq0waNAg/PDDDwrL7OzslGZoPXr0CObm5jAyMip0bk1iIaMBQggMGzYMW7duxYEDB+Di4qKw3NvbG/r6+oiNjZXa4uLikJCQAB8fn+KOKynO3IcOHUKHDh0wc+ZMhcOWpT33u3JycpCZmYmcnJxSm/vEiRO4cOGCdJsyZQrMzMxw4cIFfPrpp6U2d14uXLgAe3v7Qm1bXLl9fX2RlZWF27dvS203btwAADg5OZXa3Lni4+Nx8ODBDz6tVFy5X758qXQEQ1dXFwBK9evy7azly5eHgYEBNmzYAB8fH1hbW5dY7itXrqBFixYIDAzM85IBPj4+Cn0AwL59+0r0s0tJSY0y/ph88803wsLCQhw6dEg8fPhQur18+VJa5+uvvxYVK1YUBw4cEGfOnBE+Pj7Cx8dHoZ+bN2+K8+fPi8GDB4vKlSuL8+fPi/Pnz4v09HRpnStXrojz58+LTp06iebNm0vrlObcBw4cEMbGxmL8+PEK+0lKSirVuX/99VcRFRUlrl69Km7fvi2ioqKEg4OD+OKLL0p17nd96Kyl4sodGRkp1q9fL65duyauXbsmfv75Z6GjoyNWrVpVqnNnZ2eLOnXqiKZNm4pz586JM2fOiAYNGojWrVuX6ty5fvjhB+Hg4CCysrIKlbe4c8fGxgqZTCYmT54sbty4Ic6ePSvatm0rnJycFPZV2nI/efJELF26VFy7dk2cP39ejBgxQhgaGopTp06pnVlTuf/66y9hbW0tevfurdDH48ePpXX+/vtvYWxsLMaOHSuuXbsmwsLChK6urti9e3ehchcFFjIaACDPW0REhLTOq1evxJAhQ0SZMmWEsbGx+PTTT8XDhw8V+mnWrFme/cTHx0vrODk55blOac4dGBiY5/JmzZqV6twbN24UderUEaampsLExER4eHiIadOmiVevXpXq3O/60EKmuHJHRkaKatWqCWNjY2Fubi7q16+vMHW0tOYWQoj79++Lzz77TJiamgpbW1vRt2/fQhfqxZk7OztbVKhQQXz33XeFylpSuTds2CBq164tTExMhLW1tejcubO4du1aqc795MkT0bBhQ2FiYiKMjY1Fq1atxMmTJwuVWVO5J06cmGcfTk5OCvs6ePCg8PLyEgYGBsLV1VVhH6WBTAghQERERKSFOEaGiIiItBYLGSIiItJaLGSIiIhIa7GQISIiIq3FQoaIiIi0FgsZIiIi0losZIiIiEhrsZAhIiIircVChohKpRMnTkBXVxcdOnQo6ShEVIrxyr5EVCoNGDAApqamCA8PR1xcHBwcHEo6EhGVQjwiQ0SlTlpaGqKiovDNN9+gQ4cOiIyMlJYdOnQIMpkMsbGxqFu3LoyNjdGoUSPExcUp9LF06VK4ubnBwMAAVapUwdq1a4v5tyCi4sBChohKnU2bNqFq1aqoUqUKevfujVWrVuHdg8fff/895s6dizNnzkBPTw9fffWVtGzr1q0YOXIkRo8ejcuXL2Pw4MHo168fDh48WNy/ChEVMZ5aIqJSx9fXFwEBARg5ciSysrJgb2+PzZs3o3nz5jh06BBatGiB/fv3o1WrVgCAXbt2oUOHDnj16hUMDQ3h6+uL6tWrY8WKFVKfAQEBePHiBXbu3FlSvxYRFQEekSGiUiUuLg5//vknevXqBQDQ09NDjx49EB4errCep6en9LO9vT0A4PHjxwCAa9euwdfXV2F9X19fXLt2rSijE1EJ0CvpAEREbwsPD0dWVpbC4F4hBORyORYvXiy16evrSz/LZDIAQE5OTvEFJaJSgUdkiKjUyMrKwpo1azB37lxcuHBBul28eBEODg7YsGGDSv1Uq1YNx44dU2g7duwYPDw8iiI2EZUgHpEholJjx44dePbsGfr37w8LCwuFZf7+/ggPD8fs2bPf28/YsWMREBCA2rVrw8/PD9u3b0d0dDT2799fVNGJqITwiAwRlRrh4eHw8/NTKmKAN4XMmTNncOnSpff207VrVyxYsABz5sxB9erVsXz5ckRERKB58+ZFkJqIShJnLREREZHW4hEZIiIi0losZIiIiEhrsZAhIiIircVChoiIiLQWCxkiIiLSWixkiIiISGuxkCEiIiKtxUKGiIiItBYLGSIiItJaLGSIiIhIa7GQISIiIq3FQoaIiIi01v8DgglNMhpVrZ4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Configurar as posições das barras e suas larguras\n",
    "posicoes = range(len(matriculas_e_situacao_por_ano))\n",
    "largura = 0.4\n",
    "\n",
    "# Plotar o gráfico de barras\n",
    "plt.bar(posicoes, matriculas_e_situacao_por_ano['Taxa aprovação (%)'], largura, label='Aprovados')\n",
    "plt.bar([p + largura for p in posicoes], matriculas_e_situacao_por_ano['Taxa reprovação (%)'], largura, label='Reprovados')\n",
    "\n",
    "# Configurar os rótulos do eixo x e o título do gráfico\n",
    "plt.xticks([p + largura/2 for p in posicoes], matriculas_e_situacao_por_ano['ANO'])\n",
    "plt.xlabel('Ano')\n",
    "plt.ylabel('Porcentagem dos matriculados')\n",
    "plt.title('Porcentagem de Aprovados e Reprovados por Ano')\n",
    "\n",
    "# Adicionar uma legenda\n",
    "plt.legend()\n",
    "\n",
    "# Exibir o gráfico\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "É possível notar que a porcentagem de reprovados segue numa decrescente até 2016, momento em que cresce em todos os anos exceto quando houve aulas remotas em 2019. Em linhas gerais a porcentagem de aprovados variou mais de ano para ano, tendo atingido um pico em 2015. Após queda abrupta em 2016, seguiu con tendência de até subida até 2020. "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}