Análise de Eleitores com Deficiência em São Paulo - 2020.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tema: Análise de Eleitores com Deficiência em São Paulo - 2020\n",
    "\n",
    "**Dupla: Bryan Romero Ribeiro, Raphael Lisboa do Prado**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('C:/Users/Notebook Bryan/CursoPyLadiesSP-master/.ipynb_checkpoints/perfil_eleitor_deficiencia_2020_SP.csv',header=0,encoding='ISO-8859-1',delimiter=';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DT_GERACAO</th>\n",
       "      <th>HH_GERACAO</th>\n",
       "      <th>ANO_ELEICAO</th>\n",
       "      <th>SQ_ELEITOR</th>\n",
       "      <th>SG_UF</th>\n",
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       "      <th>DS_MUN_SIT_BIOMETRIA</th>\n",
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       "      <th>CD_FAIXA_ETARIA</th>\n",
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       "      <th>CD_GRAU_ESCOLARIDADE</th>\n",
       "      <th>DS_GRAU_ESCOLARIDADE</th>\n",
       "      <th>ST_ELEITOR_BIOMETRIA</th>\n",
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       "      <th>435945</th>\n",
       "      <td>01/08/2020</td>\n",
       "      <td>13:21:54</td>\n",
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       "      <td>372423303</td>\n",
       "      <td>SP</td>\n",
       "      <td>71072</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>0</td>\n",
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       "      <td>374</td>\n",
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       "      <td>6569</td>\n",
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       "      <td>3</td>\n",
       "      <td>ENSINO FUNDAMENTAL INCOMPLETO</td>\n",
       "      <td>S</td>\n",
       "      <td>3</td>\n",
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       "      <th>34448</th>\n",
       "      <td>01/08/2020</td>\n",
       "      <td>13:21:54</td>\n",
       "      <td>2020</td>\n",
       "      <td>315827349</td>\n",
       "      <td>SP</td>\n",
       "      <td>62596</td>\n",
       "      <td>BROTAS</td>\n",
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       "      <td>...</td>\n",
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       "      <th>255910</th>\n",
       "      <td>01/08/2020</td>\n",
       "      <td>13:21:54</td>\n",
       "      <td>2020</td>\n",
       "      <td>45783164</td>\n",
       "      <td>SP</td>\n",
       "      <td>64254</td>\n",
       "      <td>FRANCA</td>\n",
       "      <td>0</td>\n",
       "      <td>Sem biometria</td>\n",
       "      <td>291</td>\n",
       "      <td>...</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>3</td>\n",
       "      <td>CASADO</td>\n",
       "      <td>5559</td>\n",
       "      <td>55 a 59 anos</td>\n",
       "      <td>5</td>\n",
       "      <td>ENSINO MÉDIO INCOMPLETO</td>\n",
       "      <td>N</td>\n",
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       "      <th>177187</th>\n",
       "      <td>01/08/2020</td>\n",
       "      <td>13:21:54</td>\n",
       "      <td>2020</td>\n",
       "      <td>348136832</td>\n",
       "      <td>SP</td>\n",
       "      <td>71455</td>\n",
       "      <td>SOROCABA</td>\n",
       "      <td>0</td>\n",
       "      <td>Sem biometria</td>\n",
       "      <td>137</td>\n",
       "      <td>...</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>1</td>\n",
       "      <td>SOLTEIRO</td>\n",
       "      <td>4549</td>\n",
       "      <td>45 a 49 anos</td>\n",
       "      <td>6</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>S</td>\n",
       "      <td>3</td>\n",
       "      <td>OUTROS</td>\n",
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       "      <th>223128</th>\n",
       "      <td>01/08/2020</td>\n",
       "      <td>13:21:54</td>\n",
       "      <td>2020</td>\n",
       "      <td>344304032</td>\n",
       "      <td>SP</td>\n",
       "      <td>71072</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>0</td>\n",
       "      <td>Sem biometria</td>\n",
       "      <td>392</td>\n",
       "      <td>...</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>3</td>\n",
       "      <td>CASADO</td>\n",
       "      <td>7074</td>\n",
       "      <td>70 a 74 anos</td>\n",
       "      <td>5</td>\n",
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       "      <td>01/08/2020</td>\n",
       "      <td>13:21:54</td>\n",
       "      <td>2020</td>\n",
       "      <td>285138451</td>\n",
       "      <td>SP</td>\n",
       "      <td>71072</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>0</td>\n",
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       "      <td>347</td>\n",
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       "      <td>MASCULINO</td>\n",
       "      <td>1</td>\n",
       "      <td>SOLTEIRO</td>\n",
       "      <td>6569</td>\n",
       "      <td>65 a 69 anos</td>\n",
       "      <td>8</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
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       "      <td>DEFICIÊNCIA VISUAL</td>\n",
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       "      <td>01/08/2020</td>\n",
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       "      <td>2020</td>\n",
       "      <td>250751187</td>\n",
       "      <td>SP</td>\n",
       "      <td>72370</td>\n",
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       "      <td>0</td>\n",
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       "      <td>345</td>\n",
       "      <td>...</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>5</td>\n",
       "      <td>VIÚVO</td>\n",
       "      <td>7074</td>\n",
       "      <td>70 a 74 anos</td>\n",
       "      <td>1</td>\n",
       "      <td>ANALFABETO</td>\n",
       "      <td>S</td>\n",
       "      <td>2</td>\n",
       "      <td>DEFICIÊNCIA DE LOCOMOÇÃO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118671</th>\n",
       "      <td>01/08/2020</td>\n",
       "      <td>13:21:54</td>\n",
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       "      <td>307225852</td>\n",
       "      <td>SP</td>\n",
       "      <td>71072</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>0</td>\n",
       "      <td>Sem biometria</td>\n",
       "      <td>325</td>\n",
       "      <td>...</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>5</td>\n",
       "      <td>VIÚVO</td>\n",
       "      <td>7579</td>\n",
       "      <td>75 a 79 anos</td>\n",
       "      <td>4</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>S</td>\n",
       "      <td>3</td>\n",
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       "      <th>70830</th>\n",
       "      <td>01/08/2020</td>\n",
       "      <td>13:21:54</td>\n",
       "      <td>2020</td>\n",
       "      <td>340618541</td>\n",
       "      <td>SP</td>\n",
       "      <td>68616</td>\n",
       "      <td>PINDAMONHANGABA</td>\n",
       "      <td>0</td>\n",
       "      <td>Sem biometria</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>1</td>\n",
       "      <td>SOLTEIRO</td>\n",
       "      <td>4549</td>\n",
       "      <td>45 a 49 anos</td>\n",
       "      <td>3</td>\n",
       "      <td>ENSINO FUNDAMENTAL INCOMPLETO</td>\n",
       "      <td>S</td>\n",
       "      <td>3</td>\n",
       "      <td>OUTROS</td>\n",
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       "    <tr>\n",
       "      <th>383212</th>\n",
       "      <td>01/08/2020</td>\n",
       "      <td>13:21:54</td>\n",
       "      <td>2020</td>\n",
       "      <td>337353533</td>\n",
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       "      <td>71072</td>\n",
       "      <td>SÃO PAULO</td>\n",
       "      <td>0</td>\n",
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       "      <td>327</td>\n",
       "      <td>...</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>9</td>\n",
       "      <td>DIVORCIADO</td>\n",
       "      <td>7074</td>\n",
       "      <td>70 a 74 anos</td>\n",
       "      <td>3</td>\n",
       "      <td>ENSINO FUNDAMENTAL INCOMPLETO</td>\n",
       "      <td>S</td>\n",
       "      <td>2</td>\n",
       "      <td>DEFICIÊNCIA DE LOCOMOÇÃO</td>\n",
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       "        DT_GERACAO HH_GERACAO  ANO_ELEICAO  SQ_ELEITOR SG_UF  CD_MUNICIPIO  \\\n",
       "435945  01/08/2020   13:21:54         2020   372423303    SP         71072   \n",
       "34448   01/08/2020   13:21:54         2020   315827349    SP         62596   \n",
       "255910  01/08/2020   13:21:54         2020    45783164    SP         64254   \n",
       "177187  01/08/2020   13:21:54         2020   348136832    SP         71455   \n",
       "223128  01/08/2020   13:21:54         2020   344304032    SP         71072   \n",
       "332738  01/08/2020   13:21:54         2020   285138451    SP         71072   \n",
       "415349  01/08/2020   13:21:54         2020   250751187    SP         72370   \n",
       "118671  01/08/2020   13:21:54         2020   307225852    SP         71072   \n",
       "70830   01/08/2020   13:21:54         2020   340618541    SP         68616   \n",
       "383212  01/08/2020   13:21:54         2020   337353533    SP         71072   \n",
       "\n",
       "           NM_MUNICIPIO  CD_MUN_SIT_BIOMETRIA DS_MUN_SIT_BIOMETRIA  NR_ZONA  \\\n",
       "435945        SÃO PAULO                     0        Sem biometria      374   \n",
       "34448            BROTAS                     0        Sem biometria       28   \n",
       "255910           FRANCA                     0        Sem biometria      291   \n",
       "177187         SOROCABA                     0        Sem biometria      137   \n",
       "223128        SÃO PAULO                     0        Sem biometria      392   \n",
       "332738        SÃO PAULO                     0        Sem biometria      347   \n",
       "415349          VINHEDO                     0        Sem biometria      345   \n",
       "118671        SÃO PAULO                     0        Sem biometria      325   \n",
       "70830   PINDAMONHANGABA                     0        Sem biometria       90   \n",
       "383212        SÃO PAULO                     0        Sem biometria      327   \n",
       "\n",
       "        ...  DS_GENERO  CD_ESTADO_CIVIL DS_ESTADO_CIVIL  CD_FAIXA_ETARIA  \\\n",
       "435945  ...   FEMININO                1        SOLTEIRO             6569   \n",
       "34448   ...  MASCULINO                3          CASADO             7074   \n",
       "255910  ...  MASCULINO                3          CASADO             5559   \n",
       "177187  ...   FEMININO                1        SOLTEIRO             4549   \n",
       "223128  ...   FEMININO                3          CASADO             7074   \n",
       "332738  ...  MASCULINO                1        SOLTEIRO             6569   \n",
       "415349  ...  MASCULINO                5           VIÚVO             7074   \n",
       "118671  ...   FEMININO                5           VIÚVO             7579   \n",
       "70830   ...  MASCULINO                1        SOLTEIRO             4549   \n",
       "383212  ...   FEMININO                9      DIVORCIADO             7074   \n",
       "\n",
       "                       DS_FAIXA_ETARIA  CD_GRAU_ESCOLARIDADE  \\\n",
       "435945  65 a 69 anos                                       3   \n",
       "34448   70 a 74 anos                                       1   \n",
       "255910  55 a 59 anos                                       5   \n",
       "177187  45 a 49 anos                                       6   \n",
       "223128  70 a 74 anos                                       5   \n",
       "332738  65 a 69 anos                                       8   \n",
       "415349  70 a 74 anos                                       1   \n",
       "118671  75 a 79 anos                                       4   \n",
       "70830   45 a 49 anos                                       3   \n",
       "383212  70 a 74 anos                                       3   \n",
       "\n",
       "                 DS_GRAU_ESCOLARIDADE  ST_ELEITOR_BIOMETRIA  \\\n",
       "435945  ENSINO FUNDAMENTAL INCOMPLETO                     S   \n",
       "34448                      ANALFABETO                     S   \n",
       "255910        ENSINO MÉDIO INCOMPLETO                     N   \n",
       "177187          ENSINO MÉDIO COMPLETO                     S   \n",
       "223128        ENSINO MÉDIO INCOMPLETO                     S   \n",
       "332738              SUPERIOR COMPLETO                     S   \n",
       "415349                     ANALFABETO                     S   \n",
       "118671    ENSINO FUNDAMENTAL COMPLETO                     S   \n",
       "70830   ENSINO FUNDAMENTAL INCOMPLETO                     S   \n",
       "383212  ENSINO FUNDAMENTAL INCOMPLETO                     S   \n",
       "\n",
       "       CD_TIPO_DEFICIENCIA       DS_TIPO_DEFICIENCIA  \n",
       "435945                   3                    OUTROS  \n",
       "34448                    3                    OUTROS  \n",
       "255910                   2  DEFICIÊNCIA DE LOCOMOÇÃO  \n",
       "177187                   3                    OUTROS  \n",
       "223128                   3                    OUTROS  \n",
       "332738                   1        DEFICIÊNCIA VISUAL  \n",
       "415349                   2  DEFICIÊNCIA DE LOCOMOÇÃO  \n",
       "118671                   3                    OUTROS  \n",
       "70830                    3                    OUTROS  \n",
       "383212                   2  DEFICIÊNCIA DE LOCOMOÇÃO  \n",
       "\n",
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      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 444130 entries, 0 to 444129\n",
      "Data columns (total 22 columns):\n",
      " #   Column                Non-Null Count   Dtype \n",
      "---  ------                --------------   ----- \n",
      " 0   DT_GERACAO            444130 non-null  object\n",
      " 1   HH_GERACAO            444130 non-null  object\n",
      " 2   ANO_ELEICAO           444130 non-null  int64 \n",
      " 3   SQ_ELEITOR            444130 non-null  int64 \n",
      " 4   SG_UF                 444130 non-null  object\n",
      " 5   CD_MUNICIPIO          444130 non-null  int64 \n",
      " 6   NM_MUNICIPIO          444130 non-null  object\n",
      " 7   CD_MUN_SIT_BIOMETRIA  444130 non-null  int64 \n",
      " 8   DS_MUN_SIT_BIOMETRIA  444130 non-null  object\n",
      " 9   NR_ZONA               444130 non-null  int64 \n",
      " 10  NR_SECAO              444130 non-null  int64 \n",
      " 11  CD_GENERO             444130 non-null  int64 \n",
      " 12  DS_GENERO             444130 non-null  object\n",
      " 13  CD_ESTADO_CIVIL       444130 non-null  int64 \n",
      " 14  DS_ESTADO_CIVIL       444130 non-null  object\n",
      " 15  CD_FAIXA_ETARIA       444130 non-null  int64 \n",
      " 16  DS_FAIXA_ETARIA       444130 non-null  object\n",
      " 17  CD_GRAU_ESCOLARIDADE  444130 non-null  int64 \n",
      " 18  DS_GRAU_ESCOLARIDADE  444130 non-null  object\n",
      " 19  ST_ELEITOR_BIOMETRIA  444130 non-null  object\n",
      " 20  CD_TIPO_DEFICIENCIA   444130 non-null  int64 \n",
      " 21  DS_TIPO_DEFICIENCIA   444130 non-null  object\n",
      "dtypes: int64(11), object(11)\n",
      "memory usage: 55.9+ MB\n"
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  {
   "cell_type": "code",
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       "      <td>444130.000000</td>\n",
       "      <td>444130.000000</td>\n",
       "      <td>444130.000000</td>\n",
       "      <td>444130.000000</td>\n",
       "      <td>444130.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2020.0</td>\n",
       "      <td>3.170346e+08</td>\n",
       "      <td>68331.968208</td>\n",
       "      <td>0.0</td>\n",
       "      <td>252.552786</td>\n",
       "      <td>263.882874</td>\n",
       "      <td>3.085709</td>\n",
       "      <td>3.052870</td>\n",
       "      <td>5628.630619</td>\n",
       "      <td>4.263281</td>\n",
       "      <td>2.694679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.0</td>\n",
       "      <td>9.690072e+07</td>\n",
       "      <td>3406.758809</td>\n",
       "      <td>0.0</td>\n",
       "      <td>128.885965</td>\n",
       "      <td>200.579968</td>\n",
       "      <td>0.996873</td>\n",
       "      <td>2.258736</td>\n",
       "      <td>1744.548146</td>\n",
       "      <td>2.176992</td>\n",
       "      <td>0.802719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2020.0</td>\n",
       "      <td>4.851616e+06</td>\n",
       "      <td>61000.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2020.0</td>\n",
       "      <td>2.907798e+08</td>\n",
       "      <td>65110.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>161.000000</td>\n",
       "      <td>106.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4549.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2020.0</td>\n",
       "      <td>3.422870e+08</td>\n",
       "      <td>70750.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>273.000000</td>\n",
       "      <td>228.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>6064.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2020.0</td>\n",
       "      <td>3.784175e+08</td>\n",
       "      <td>71072.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>371.000000</td>\n",
       "      <td>361.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>7074.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2020.0</td>\n",
       "      <td>4.395065e+08</td>\n",
       "      <td>72737.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>427.000000</td>\n",
       "      <td>1044.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>9999.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       ANO_ELEICAO    SQ_ELEITOR   CD_MUNICIPIO  CD_MUN_SIT_BIOMETRIA  \\\n",
       "count     444130.0  4.441300e+05  444130.000000              444130.0   \n",
       "mean        2020.0  3.170346e+08   68331.968208                   0.0   \n",
       "std            0.0  9.690072e+07    3406.758809                   0.0   \n",
       "min         2020.0  4.851616e+06   61000.000000                   0.0   \n",
       "25%         2020.0  2.907798e+08   65110.000000                   0.0   \n",
       "50%         2020.0  3.422870e+08   70750.000000                   0.0   \n",
       "75%         2020.0  3.784175e+08   71072.000000                   0.0   \n",
       "max         2020.0  4.395065e+08   72737.000000                   0.0   \n",
       "\n",
       "             NR_ZONA       NR_SECAO      CD_GENERO  CD_ESTADO_CIVIL  \\\n",
       "count  444130.000000  444130.000000  444130.000000    444130.000000   \n",
       "mean      252.552786     263.882874       3.085709         3.052870   \n",
       "std       128.885965     200.579968       0.996873         2.258736   \n",
       "min         1.000000       1.000000       0.000000         0.000000   \n",
       "25%       161.000000     106.000000       2.000000         1.000000   \n",
       "50%       273.000000     228.000000       4.000000         3.000000   \n",
       "75%       371.000000     361.000000       4.000000         3.000000   \n",
       "max       427.000000    1044.000000       4.000000         9.000000   \n",
       "\n",
       "       CD_FAIXA_ETARIA  CD_GRAU_ESCOLARIDADE  CD_TIPO_DEFICIENCIA  \n",
       "count    444130.000000         444130.000000        444130.000000  \n",
       "mean       5628.630619              4.263281             2.694679  \n",
       "std        1744.548146              2.176992             0.802719  \n",
       "min          -3.000000              1.000000             1.000000  \n",
       "25%        4549.000000              3.000000             2.000000  \n",
       "50%        6064.000000              4.000000             3.000000  \n",
       "75%        7074.000000              6.000000             3.000000  \n",
       "max        9999.000000              8.000000             5.000000  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(444130, 22)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('DS_GENERO').size().plot(kind='barh').set_title('Análise de Eleitores por Gênero', fontsize = 21)\n",
    "plt.xlabel('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Relação estado civil por gênero entre os deficientes votantes de São Paulo nas eleições de 2020'}, ylabel='ESTADO_CIVIL_GENERO'>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['ESTADO_CIVIL_GENERO'] = df['DS_GENERO']+' '+df['DS_ESTADO_CIVIL']\n",
    "df.groupby('ESTADO_CIVIL_GENERO').size().sort_values().plot(kind='barh', color=colors2,  figsize=(15, 9), title='Relação estado civil por gênero entre os deficientes votantes de São Paulo nas eleições de 2020')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Relação nível de escolaridade entre os deficientes votantes de São Paulo nas eleições de 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='None'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('DS_GRAU_ESCOLARIDADE').size().sort_values().plot(kind='pie', autopct = \"%.2f%%\",  shadow='true', colors=colors2, figsize=(9, 7))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Nível de escolaridade por gênero entre os deficientes votantes de São Paulo nas eleições de 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='GENERO_ESCOLARIDADE'>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['GENERO_ESCOLARIDADE'] = df['DS_GENERO']+' ' + df['DS_GRAU_ESCOLARIDADE']\n",
    "df.groupby('GENERO_ESCOLARIDADE').size().sort_values().plot(kind='barh', stacked=True, color=colors, figsize=(8, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tipo de deficiência entre os deficientes votantes de São Paulo nas eleições de 2020'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='None'>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('DS_TIPO_DEFICIENCIA').size().sort_values().plot(kind='pie', autopct = \"%.2f%%\", stacked=True, colors=colors2, figsize=(10, 6)) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Relação tipo de deficiência e gênero entre os deficientes votantes de São Paulo nas eleições de 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='DEFICIENCIA_GENERO'>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = ['aqua', 'tomato']\n",
    "df['DEFICIENCIA_GENERO'] = df['DS_GENERO']+' '+df['DS_TIPO_DEFICIENCIA']\n",
    "df.groupby('DEFICIENCIA_GENERO').size().sort_values().plot(kind='barh', stacked=True, color=colors, figsize=(12, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Relação idade e gênero entre os deficientes votantes de São Paulo nas eleições de 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='DEFICIENCIA_IDADE'>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1296 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['DEFICIENCIA_IDADE'] = df['DS_GENERO']+' '+df['DS_FAIXA_ETARIA']\n",
    "df.groupby('DEFICIENCIA_IDADE').size().sort_values().plot(kind='barh', stacked=True, color=colors2, figsize=(15, 18))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}