Prestacao de contas 2018.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Análise de gastos de campanha por candidatos\n",
    "\n",
    "A análise de dados abaixo utiliza os seguintes arquivos, disponíveis no site do TSE:\n",
    "\n",
    "- http://agencia.tse.jus.br/estatistica/sead/odsele/votacao_candidato_munzona/votacao_candidato_munzona_2018.zip\n",
    "- http://agencia.tse.jus.br/estatistica/sead/odsele/prestacao_contas/prestacao_de_contas_eleitorais_candidatos_2018.zip\n",
    "- http://agencia.tse.jus.br/estatistica/sead/odsele/consulta_cand/consulta_cand_2018.zip\n",
    "\n",
    "Os arquivos devem ser colocados em uma pasta chamada `db`, a ser criada na pasta onde esse notebook está instalado. Eles devem ser deszipados em pastas com o nome do arquivo (`votacao_candidato_munzona_2018`, `prestacao_de_contas_eleitorais_candidatos_2018` e `consulta_cand_2018`, respectivamente).\n",
    "\n",
    "O estudo abaixo foca principalmente em identificar pessoas que obtiveram um gasto pouco eficiente, ou seja, gastaram muito em relação à quantidade de votos recebidos. Isso foca na identificação de possíveis candidatos laranjas.\n",
    "\n",
    "O conhecimento já público de alguns candidatos de MG e PE com suspeitas de irregularidades auxilia na identificação de parâmetros para categorizar possíveis laranjas.\n",
    "\n",
    "A análise pode ser vista nesse arquivo, mas caso deseje gerar a base de dados, basta rodar o código abaixo. Ele está no formato Jupyter Notebook (Python 3). Arquivos `csv` estão salvos também, para facilitar a análise dos candidatos com maiores gastos no Excel, por exemplo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Função que cria um DataFrame para o estado a ser analisado, ordenado por gastos/votos\n",
    "def create_df(estado):\n",
    "\n",
    "    # Votação candidatos\n",
    "    fname = 'db/votacao_candidato_munzona_2018/votacao_candidato_munzona_2018_'+estado+'.csv'\n",
    "\n",
    "    df_votos = pd.read_csv(fname, sep=';', encoding='latin_1',\n",
    "                     usecols=['NR_TURNO', 'SG_UF', 'NM_MUNICIPIO', 'DS_CARGO', 'NR_CANDIDATO',\n",
    "                              'NM_CANDIDATO', 'NM_URNA_CANDIDATO', 'NR_PARTIDO', 'SG_PARTIDO',\n",
    "                              'QT_VOTOS_NOMINAIS'])\n",
    "    df_votos = df_votos.groupby(by=['NR_TURNO', 'SG_UF', 'DS_CARGO', 'NR_CANDIDATO',\n",
    "                              'NM_CANDIDATO', 'NM_URNA_CANDIDATO', 'NR_PARTIDO', 'SG_PARTIDO'],\n",
    "               as_index=False)['QT_VOTOS_NOMINAIS'].sum()\n",
    "    df_votos.set_index('NR_CANDIDATO', inplace=True)\n",
    "    \n",
    "    \n",
    "    # Gastos candidatos\n",
    "    fname = 'db/prestacao_de_contas_eleitorais_candidatos_2018/despesas_contratadas_candidatos_2018_'+estado+'.csv'\n",
    "\n",
    "    df_gastos = pd.read_csv(fname, sep=';', encoding='latin_1', decimal=',',\n",
    "                     usecols=['SG_UF', 'DS_CARGO', 'NR_CANDIDATO',\n",
    "                              'NM_CANDIDATO', 'NR_PARTIDO', 'SG_PARTIDO',\n",
    "                              'VR_DESPESA_CONTRATADA'])\n",
    "    df_gastos = df_gastos.groupby(by=['SG_UF', 'DS_CARGO', 'NR_CANDIDATO',\n",
    "                              'NM_CANDIDATO', 'NR_PARTIDO', 'SG_PARTIDO'],\n",
    "               as_index=False)['VR_DESPESA_CONTRATADA'].sum()\n",
    "    df_gastos.set_index('NR_CANDIDATO', inplace=True)\n",
    "    \n",
    "    # Perfil candidatos\n",
    "    fname = 'db/consulta_cand_2018/consulta_cand_2018_'+estado+'.csv'\n",
    "\n",
    "    df_perfil = pd.read_csv(fname, sep=';', encoding='latin_1', decimal=',',\n",
    "                     usecols=['SG_UF', 'NR_CANDIDATO', 'DS_SITUACAO_CANDIDATURA', \n",
    "                              'DS_DETALHE_SITUACAO_CAND', 'DS_GENERO', 'DS_GRAU_INSTRUCAO',\n",
    "                              'DS_ESTADO_CIVIL', 'DS_COR_RACA', 'DS_SIT_TOT_TURNO'])\n",
    "    df_perfil.set_index('NR_CANDIDATO', inplace=True)\n",
    "    \n",
    "    df = df_votos.join(df_gastos[['VR_DESPESA_CONTRATADA']], on='NR_CANDIDATO', how='left')\n",
    "    df['VR_DESPESA_POR_VOTOS'] = df['VR_DESPESA_CONTRATADA']/df['QT_VOTOS_NOMINAIS']\n",
    "    df = df.join(df_perfil[['DS_SITUACAO_CANDIDATURA', 'DS_DETALHE_SITUACAO_CAND', 'DS_GENERO', \n",
    "                   'DS_GRAU_INSTRUCAO', 'DS_ESTADO_CIVIL', 'DS_COR_RACA', 'DS_SIT_TOT_TURNO']], \n",
    "        on='NR_CANDIDATO', how='left')\n",
    "    df.reset_index(inplace=True)\n",
    "    df.sort_values('VR_DESPESA_POR_VOTOS', ascending=False, inplace=True)\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "estados = ['AC', 'AL', 'AM', 'AP', 'BA', 'CE', 'DF', 'ES', 'GO', 'MA', 'MG', 'MS', 'MT',\n",
    "           'PA', 'PB', 'PE', 'PI', 'PR', 'RJ', 'RN', 'RO', 'RR', 'RS', 'SC', 'SE', 'SP', 'TO']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Carrega um DataFrame com os candidatos de todos os estados\n",
    "lista_df = []\n",
    "for estado in estados:\n",
    "    lista_df.append(create_df(estado))\n",
    "df = pd.DataFrame()\n",
    "df = df.append(lista_df, ignore_index=True, sort=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NR_CANDIDATO</th>\n",
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       "      <th>DS_GENERO</th>\n",
       "      <th>DS_GRAU_INSTRUCAO</th>\n",
       "      <th>DS_ESTADO_CIVIL</th>\n",
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       "      <td>ESPERIDIÃO MENEZES JUNIOR</td>\n",
       "      <td>ESPERIDIÃO JUNIOR</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
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       "      <td>84993.80</td>\n",
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       "      <td>INAPTO</td>\n",
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       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
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       "      <td>1711</td>\n",
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       "      <td>SE</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>JOSÉ LUIZ DA MOTA CRUZ</td>\n",
       "      <td>LUIZAO DONA TRAMPI</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>0</td>\n",
       "      <td>6259.50</td>\n",
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       "      <td>INAPTO</td>\n",
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       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
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       "      <td>1566</td>\n",
       "      <td>1</td>\n",
       "      <td>SP</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>CARLOS ANTONIO FERREIRA DOS SANTOS</td>\n",
       "      <td>CARLÃO DA PROTEÇÃO</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>0</td>\n",
       "      <td>107371.25</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23537</th>\n",
       "      <td>4507</td>\n",
       "      <td>1</td>\n",
       "      <td>SP</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>EVALDO RUI VICENTINI</td>\n",
       "      <td>VICENTINI</td>\n",
       "      <td>45</td>\n",
       "      <td>PSDB</td>\n",
       "      <td>0</td>\n",
       "      <td>100003.28</td>\n",
       "      <td>inf</td>\n",
       "      <td>APTO</td>\n",
       "      <td>INDEFERIDO COM RECURSO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
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       "      <th>23061</th>\n",
       "      <td>43555</td>\n",
       "      <td>1</td>\n",
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       "      <td>Deputado Estadual</td>\n",
       "      <td>NELSON ARAUJO DOS SANTOS</td>\n",
       "      <td>NELSON ARAUJO</td>\n",
       "      <td>43</td>\n",
       "      <td>PV</td>\n",
       "      <td>0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>inf</td>\n",
       "      <td>APTO</td>\n",
       "      <td>INDEFERIDO COM RECURSO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>PARDA</td>\n",
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       "      <th>23060</th>\n",
       "      <td>14222</td>\n",
       "      <td>1</td>\n",
       "      <td>SE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>DOMINGOS SAVIO DOS SANTOS</td>\n",
       "      <td>DR. SAVIO</td>\n",
       "      <td>14</td>\n",
       "      <td>PTB</td>\n",
       "      <td>0</td>\n",
       "      <td>300.00</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>RENÚNCIA</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
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       "      <th>23059</th>\n",
       "      <td>45123</td>\n",
       "      <td>1</td>\n",
       "      <td>SE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>PEDRO FIRMINO DE ANDRADE</td>\n",
       "      <td>PEDRO FIRMINO</td>\n",
       "      <td>45</td>\n",
       "      <td>PSDB</td>\n",
       "      <td>0</td>\n",
       "      <td>5128.55</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO FUNDAMENTAL INCOMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
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       "      <th>23058</th>\n",
       "      <td>43444</td>\n",
       "      <td>1</td>\n",
       "      <td>SE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JOSÉ TAVARES SANTOS</td>\n",
       "      <td>TAVARES</td>\n",
       "      <td>43</td>\n",
       "      <td>PV</td>\n",
       "      <td>0</td>\n",
       "      <td>1000.00</td>\n",
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       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
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       "      <td>25100</td>\n",
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       "      <td>Deputado Estadual</td>\n",
       "      <td>MIRZA TAMARA PRADO SANTOS LEÃO</td>\n",
       "      <td>MIRZA PRADO</td>\n",
       "      <td>25</td>\n",
       "      <td>DEM</td>\n",
       "      <td>0</td>\n",
       "      <td>1060.00</td>\n",
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       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
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       "      <td>4444</td>\n",
       "      <td>1</td>\n",
       "      <td>SE</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>NACELIO SANTOS DE ANDRADE</td>\n",
       "      <td>NACÉLIO ANDRADE</td>\n",
       "      <td>44</td>\n",
       "      <td>PRP</td>\n",
       "      <td>0</td>\n",
       "      <td>5102.13</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
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       "    <tr>\n",
       "      <th>23055</th>\n",
       "      <td>50000</td>\n",
       "      <td>1</td>\n",
       "      <td>SE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>XIFRONEZE SANTOS</td>\n",
       "      <td>XIFRONEZE QUILOMBOLA</td>\n",
       "      <td>50</td>\n",
       "      <td>PSOL</td>\n",
       "      <td>0</td>\n",
       "      <td>3752.80</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
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       "      <th>23054</th>\n",
       "      <td>70007</td>\n",
       "      <td>1</td>\n",
       "      <td>SE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>AGAMENON SOBRAL FREITAS</td>\n",
       "      <td>AGAMENON SOBRAL</td>\n",
       "      <td>70</td>\n",
       "      <td>AVANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>3890.00</td>\n",
       "      <td>inf</td>\n",
       "      <td>APTO</td>\n",
       "      <td>INDEFERIDO COM RECURSO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
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       "      <td>17888</td>\n",
       "      <td>1</td>\n",
       "      <td>SE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JÚLIO CESAR DUARTE DE MENESES</td>\n",
       "      <td>JULIO DUARTE</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>0</td>\n",
       "      <td>3000.00</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
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       "      <th>23052</th>\n",
       "      <td>3636</td>\n",
       "      <td>1</td>\n",
       "      <td>SE</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>MANOEL MESSIAS SUKITA SANTOS</td>\n",
       "      <td>SUKITA</td>\n",
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       "      <td>0</td>\n",
       "      <td>329891.72</td>\n",
       "      <td>inf</td>\n",
       "      <td>APTO</td>\n",
       "      <td>INDEFERIDO COM RECURSO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
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       "    <tr>\n",
       "      <th>23051</th>\n",
       "      <td>90123</td>\n",
       "      <td>1</td>\n",
       "      <td>SE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>HERMMANN CAVALCANTE LIMA</td>\n",
       "      <td>HERMMANN CAVALCANTE (HC)</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>0</td>\n",
       "      <td>2645.00</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23049</th>\n",
       "      <td>43999</td>\n",
       "      <td>1</td>\n",
       "      <td>SE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>UCLESIO BARRETO LIMA</td>\n",
       "      <td>UCLESIO BARRETO</td>\n",
       "      <td>43</td>\n",
       "      <td>PV</td>\n",
       "      <td>0</td>\n",
       "      <td>675.00</td>\n",
       "      <td>inf</td>\n",
       "      <td>APTO</td>\n",
       "      <td>INDEFERIDO COM RECURSO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20982</th>\n",
       "      <td>3141</td>\n",
       "      <td>1</td>\n",
       "      <td>RS</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ADACIR GERALDO CARLOTTO</td>\n",
       "      <td>CARLOTTO</td>\n",
       "      <td>31</td>\n",
       "      <td>PHS</td>\n",
       "      <td>0</td>\n",
       "      <td>205000.00</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22292</th>\n",
       "      <td>12456</td>\n",
       "      <td>1</td>\n",
       "      <td>SC</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>DARCI SPANCERSKI</td>\n",
       "      <td>DARCI DO POVO</td>\n",
       "      <td>12</td>\n",
       "      <td>PDT</td>\n",
       "      <td>0</td>\n",
       "      <td>3735.29</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO FUNDAMENTAL INCOMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22291</th>\n",
       "      <td>5555</td>\n",
       "      <td>1</td>\n",
       "      <td>SC</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>JOÃO RODRIGUES</td>\n",
       "      <td>JOÃO RODRIGUES</td>\n",
       "      <td>55</td>\n",
       "      <td>PSD</td>\n",
       "      <td>0</td>\n",
       "      <td>508938.39</td>\n",
       "      <td>inf</td>\n",
       "      <td>APTO</td>\n",
       "      <td>INDEFERIDO COM RECURSO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22290</th>\n",
       "      <td>17025</td>\n",
       "      <td>1</td>\n",
       "      <td>SC</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>VALDEMAR IGNACZUK</td>\n",
       "      <td>RABUJA</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>0</td>\n",
       "      <td>16738.65</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22289</th>\n",
       "      <td>15700</td>\n",
       "      <td>1</td>\n",
       "      <td>SC</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MURIEL NUNES DA SILVA</td>\n",
       "      <td>YVYTU</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>0</td>\n",
       "      <td>401.44</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20992</th>\n",
       "      <td>77178</td>\n",
       "      <td>1</td>\n",
       "      <td>RS</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ELIANE QUINTANS DE SOUZA</td>\n",
       "      <td>ELIANE QUINTANS</td>\n",
       "      <td>77</td>\n",
       "      <td>SOLIDARIEDADE</td>\n",
       "      <td>0</td>\n",
       "      <td>2006.75</td>\n",
       "      <td>inf</td>\n",
       "      <td>APTO</td>\n",
       "      <td>INDEFERIDO COM RECURSO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20991</th>\n",
       "      <td>4054</td>\n",
       "      <td>1</td>\n",
       "      <td>RS</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>DEIVID JHONATA PALMA</td>\n",
       "      <td>DEIVID PALMA</td>\n",
       "      <td>40</td>\n",
       "      <td>PSB</td>\n",
       "      <td>0</td>\n",
       "      <td>832.50</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20990</th>\n",
       "      <td>13030</td>\n",
       "      <td>1</td>\n",
       "      <td>RS</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ALTEMIR ANTÔNIO TORTELLI</td>\n",
       "      <td>TORTELLI</td>\n",
       "      <td>13</td>\n",
       "      <td>PT</td>\n",
       "      <td>0</td>\n",
       "      <td>53384.65</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20989</th>\n",
       "      <td>77001</td>\n",
       "      <td>1</td>\n",
       "      <td>RS</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>SARA BEATRIS DE MORAES VIEIRA</td>\n",
       "      <td>SARA PROJETO ANJOS DE PATA</td>\n",
       "      <td>77</td>\n",
       "      <td>SOLIDARIEDADE</td>\n",
       "      <td>0</td>\n",
       "      <td>2010.50</td>\n",
       "      <td>inf</td>\n",
       "      <td>APTO</td>\n",
       "      <td>INDEFERIDO COM RECURSO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20988</th>\n",
       "      <td>12333</td>\n",
       "      <td>1</td>\n",
       "      <td>RS</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>GILMAR SOSSELLA</td>\n",
       "      <td>GILMAR SOSSELLA</td>\n",
       "      <td>12</td>\n",
       "      <td>PDT</td>\n",
       "      <td>0</td>\n",
       "      <td>462664.61</td>\n",
       "      <td>inf</td>\n",
       "      <td>APTO</td>\n",
       "      <td>INDEFERIDO COM RECURSO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20987</th>\n",
       "      <td>19777</td>\n",
       "      <td>1</td>\n",
       "      <td>RS</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>DARNI LUIS SCHORN</td>\n",
       "      <td>LUIS SCHORN</td>\n",
       "      <td>19</td>\n",
       "      <td>PODE</td>\n",
       "      <td>0</td>\n",
       "      <td>68662.00</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20986</th>\n",
       "      <td>1666</td>\n",
       "      <td>1</td>\n",
       "      <td>RS</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>MARLISE JANETE FERREIRA</td>\n",
       "      <td>MARLISE FERREIRA</td>\n",
       "      <td>16</td>\n",
       "      <td>PSTU</td>\n",
       "      <td>0</td>\n",
       "      <td>737.95</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SEPARADO(A) JUDICIALMENTE</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20985</th>\n",
       "      <td>55789</td>\n",
       "      <td>1</td>\n",
       "      <td>RS</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JUSSARA MARIA SANTOS NASCIMENTO</td>\n",
       "      <td>JUSSARA NASCIMENTO</td>\n",
       "      <td>55</td>\n",
       "      <td>PSD</td>\n",
       "      <td>0</td>\n",
       "      <td>500.00</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20984</th>\n",
       "      <td>3131</td>\n",
       "      <td>1</td>\n",
       "      <td>RS</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>DANIEL TEVAH</td>\n",
       "      <td>DANIEL TEVAH</td>\n",
       "      <td>31</td>\n",
       "      <td>PHS</td>\n",
       "      <td>0</td>\n",
       "      <td>28757.36</td>\n",
       "      <td>inf</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27581</th>\n",
       "      <td>33500</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JOSE CARLOS PEREIRA MENESES</td>\n",
       "      <td>JOSÉ MENESES</td>\n",
       "      <td>33</td>\n",
       "      <td>PMN</td>\n",
       "      <td>102</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27582</th>\n",
       "      <td>33600</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ROSA HELENA BANDEIRA GOMES</td>\n",
       "      <td>IRMÃ ROSA</td>\n",
       "      <td>33</td>\n",
       "      <td>PMN</td>\n",
       "      <td>278</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27583</th>\n",
       "      <td>43777</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>CAUBY ALVES DA SILVA</td>\n",
       "      <td>KAUBY PESCADOR</td>\n",
       "      <td>43</td>\n",
       "      <td>PV</td>\n",
       "      <td>80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27584</th>\n",
       "      <td>44000</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>EDGAR LIMA DOS SANTOS SILVA</td>\n",
       "      <td>EDGAR BRASIL</td>\n",
       "      <td>44</td>\n",
       "      <td>PRP</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27585</th>\n",
       "      <td>44111</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JOSÉ APARECIDO VIEIRA</td>\n",
       "      <td>APARECIDO DA BELINA</td>\n",
       "      <td>44</td>\n",
       "      <td>PRP</td>\n",
       "      <td>170</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27586</th>\n",
       "      <td>44800</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JORGE HENRIQUE PES</td>\n",
       "      <td>JORGE GAÚCHO</td>\n",
       "      <td>44</td>\n",
       "      <td>PRP</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27587</th>\n",
       "      <td>51000</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JOSÉ ORLEY PEREIRA OLIVEIRA</td>\n",
       "      <td>OLIVEIRA DESPACHANTE</td>\n",
       "      <td>51</td>\n",
       "      <td>PATRI</td>\n",
       "      <td>234</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27588</th>\n",
       "      <td>51500</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARIA DE FATIMA FREITAS RIBEIRO FILHA</td>\n",
       "      <td>FATIMA FREITAS</td>\n",
       "      <td>51</td>\n",
       "      <td>PATRI</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27589</th>\n",
       "      <td>51777</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ROBSON DIAS GALVÃO</td>\n",
       "      <td>GALVÃO</td>\n",
       "      <td>51</td>\n",
       "      <td>PATRI</td>\n",
       "      <td>78</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27590</th>\n",
       "      <td>54567</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>AGOSTINHO ANTONIO DOS SANTOS</td>\n",
       "      <td>TINHO SANTOS</td>\n",
       "      <td>54</td>\n",
       "      <td>PPL</td>\n",
       "      <td>21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27591</th>\n",
       "      <td>65255</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ANTONIO MARCOS SENA LEAL KARAJA</td>\n",
       "      <td>MARQUINHO KARAJÁ</td>\n",
       "      <td>65</td>\n",
       "      <td>PC do B</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>INAPTO</td>\n",
       "      <td>INDEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>INDÍGENA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27592</th>\n",
       "      <td>70031</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>POLIANA OLIVEIRA SANTIS</td>\n",
       "      <td>POLIANA SANTIS</td>\n",
       "      <td>70</td>\n",
       "      <td>AVANTE</td>\n",
       "      <td>48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27593</th>\n",
       "      <td>70123</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>RAIMUNDO NONATO PIRES DOS SANTOS</td>\n",
       "      <td>RAIMUNDO BOI</td>\n",
       "      <td>70</td>\n",
       "      <td>AVANTE</td>\n",
       "      <td>32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27594</th>\n",
       "      <td>70222</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ANTONIA VILMA QUEIROZ MELO</td>\n",
       "      <td>VILMA MELO</td>\n",
       "      <td>70</td>\n",
       "      <td>AVANTE</td>\n",
       "      <td>472</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27595</th>\n",
       "      <td>2700</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>EDUARDO GOMES MARTINS</td>\n",
       "      <td>PASTOR EDUARDO MARTINS</td>\n",
       "      <td>27</td>\n",
       "      <td>DC</td>\n",
       "      <td>299</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27596</th>\n",
       "      <td>2712</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ISABEL BATISTA BELEM</td>\n",
       "      <td>ISABEL</td>\n",
       "      <td>27</td>\n",
       "      <td>DC</td>\n",
       "      <td>157</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27597</th>\n",
       "      <td>2800</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ELIAS SOUSA ROCHA</td>\n",
       "      <td>APÓSTOLO ELIAS</td>\n",
       "      <td>28</td>\n",
       "      <td>PRTB</td>\n",
       "      <td>2100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27598</th>\n",
       "      <td>2815</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>MARIA DE FÁTIMA MELO ALBUQUERQUE CAMARANO</td>\n",
       "      <td>DR. FÁTIMA</td>\n",
       "      <td>28</td>\n",
       "      <td>PRTB</td>\n",
       "      <td>187</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27599</th>\n",
       "      <td>2828</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>WÂNIA LUZIA SEVERO NETO VIDAL</td>\n",
       "      <td>VÂNIA SEVERO VIDAL</td>\n",
       "      <td>28</td>\n",
       "      <td>PRTB</td>\n",
       "      <td>563</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27600</th>\n",
       "      <td>2833</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>JOSÉ EUGÊNIO JUNQUEIRA DE ANDRADE</td>\n",
       "      <td>EUGÊNIO COLORIN</td>\n",
       "      <td>28</td>\n",
       "      <td>PRTB</td>\n",
       "      <td>765</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27601</th>\n",
       "      <td>2877</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>LUIZ ALBERTO COQUEIRO FILHO</td>\n",
       "      <td>COQUEIRO FILHO</td>\n",
       "      <td>28</td>\n",
       "      <td>PRTB</td>\n",
       "      <td>388</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27602</th>\n",
       "      <td>2882</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ELAINE DOS SANTOS COSTA</td>\n",
       "      <td>ELAINE COSTA</td>\n",
       "      <td>28</td>\n",
       "      <td>PRTB</td>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27603</th>\n",
       "      <td>2890</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ITAMAR DANTE ZOCHI</td>\n",
       "      <td>ITAMAR ZORCHI</td>\n",
       "      <td>28</td>\n",
       "      <td>PRTB</td>\n",
       "      <td>559</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27604</th>\n",
       "      <td>3100</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>EULERLENE ANGELIM GOMES</td>\n",
       "      <td>EULA ANGELIM</td>\n",
       "      <td>31</td>\n",
       "      <td>PHS</td>\n",
       "      <td>369</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27605</th>\n",
       "      <td>3111</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>SIRLENE BORGES ARANTES</td>\n",
       "      <td>SIRLENE BORGES</td>\n",
       "      <td>31</td>\n",
       "      <td>PHS</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>INDEFERIDO COM RECURSO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27606</th>\n",
       "      <td>3535</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>MARCIO DA SILVA MENEZES</td>\n",
       "      <td>MARCIO MENEZES</td>\n",
       "      <td>35</td>\n",
       "      <td>PMB</td>\n",
       "      <td>218</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27607</th>\n",
       "      <td>3663</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ORLANDO DOS REIS SILVA</td>\n",
       "      <td>ORLANDO DOS REIS SILVA</td>\n",
       "      <td>36</td>\n",
       "      <td>PTC</td>\n",
       "      <td>199</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27608</th>\n",
       "      <td>4300</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>POLEANY GOMES DO NASCIMENTO</td>\n",
       "      <td>POLEANY GOMES</td>\n",
       "      <td>43</td>\n",
       "      <td>PV</td>\n",
       "      <td>329</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27609</th>\n",
       "      <td>5456</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>BENIZA MARIA LUZ COSTA</td>\n",
       "      <td>BENIZA LUZ</td>\n",
       "      <td>54</td>\n",
       "      <td>PPL</td>\n",
       "      <td>667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27610</th>\n",
       "      <td>5500</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ROSIMEIRE PEQUENO DE AZEVEDO</td>\n",
       "      <td>ROSE PEQUENO</td>\n",
       "      <td>55</td>\n",
       "      <td>PSD</td>\n",
       "      <td>166</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27611 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       NR_CANDIDATO  NR_TURNO SG_UF           DS_CARGO  \\\n",
       "0             15100         1    AC  Deputado Estadual   \n",
       "23050          1711         1    SE   Deputado Federal   \n",
       "23538          1566         1    SP   Deputado Federal   \n",
       "23537          4507         1    SP   Deputado Federal   \n",
       "23061         43555         1    SE  Deputado Estadual   \n",
       "23060         14222         1    SE  Deputado Estadual   \n",
       "23059         45123         1    SE  Deputado Estadual   \n",
       "23058         43444         1    SE  Deputado Estadual   \n",
       "23057         25100         1    SE  Deputado Estadual   \n",
       "23056          4444         1    SE   Deputado Federal   \n",
       "23055         50000         1    SE  Deputado Estadual   \n",
       "23054         70007         1    SE  Deputado Estadual   \n",
       "23053         17888         1    SE  Deputado Estadual   \n",
       "23052          3636         1    SE   Deputado Federal   \n",
       "23051         90123         1    SE  Deputado Estadual   \n",
       "23049         43999         1    SE  Deputado Estadual   \n",
       "20982          3141         1    RS   Deputado Federal   \n",
       "22292         12456         1    SC  Deputado Estadual   \n",
       "22291          5555         1    SC   Deputado Federal   \n",
       "22290         17025         1    SC  Deputado Estadual   \n",
       "22289         15700         1    SC  Deputado Estadual   \n",
       "20992         77178         1    RS  Deputado Estadual   \n",
       "20991          4054         1    RS   Deputado Federal   \n",
       "20990         13030         1    RS  Deputado Estadual   \n",
       "20989         77001         1    RS  Deputado Estadual   \n",
       "20988         12333         1    RS  Deputado Estadual   \n",
       "20987         19777         1    RS  Deputado Estadual   \n",
       "20986          1666         1    RS   Deputado Federal   \n",
       "20985         55789         1    RS  Deputado Estadual   \n",
       "20984          3131         1    RS   Deputado Federal   \n",
       "...             ...       ...   ...                ...   \n",
       "27581         33500         1    TO  Deputado Estadual   \n",
       "27582         33600         1    TO  Deputado Estadual   \n",
       "27583         43777         1    TO  Deputado Estadual   \n",
       "27584         44000         1    TO  Deputado Estadual   \n",
       "27585         44111         1    TO  Deputado Estadual   \n",
       "27586         44800         1    TO  Deputado Estadual   \n",
       "27587         51000         1    TO  Deputado Estadual   \n",
       "27588         51500         1    TO  Deputado Estadual   \n",
       "27589         51777         1    TO  Deputado Estadual   \n",
       "27590         54567         1    TO  Deputado Estadual   \n",
       "27591         65255         1    TO  Deputado Estadual   \n",
       "27592         70031         1    TO  Deputado Estadual   \n",
       "27593         70123         1    TO  Deputado Estadual   \n",
       "27594         70222         1    TO  Deputado Estadual   \n",
       "27595          2700         1    TO   Deputado Federal   \n",
       "27596          2712         1    TO   Deputado Federal   \n",
       "27597          2800         1    TO   Deputado Federal   \n",
       "27598          2815         1    TO   Deputado Federal   \n",
       "27599          2828         1    TO   Deputado Federal   \n",
       "27600          2833         1    TO   Deputado Federal   \n",
       "27601          2877         1    TO   Deputado Federal   \n",
       "27602          2882         1    TO   Deputado Federal   \n",
       "27603          2890         1    TO   Deputado Federal   \n",
       "27604          3100         1    TO   Deputado Federal   \n",
       "27605          3111         1    TO   Deputado Federal   \n",
       "27606          3535         1    TO   Deputado Federal   \n",
       "27607          3663         1    TO   Deputado Federal   \n",
       "27608          4300         1    TO   Deputado Federal   \n",
       "27609          5456         1    TO   Deputado Federal   \n",
       "27610          5500         1    TO   Deputado Federal   \n",
       "\n",
       "                                    NM_CANDIDATO           NM_URNA_CANDIDATO  \\\n",
       "0                      ESPERIDIÃO MENEZES JUNIOR           ESPERIDIÃO JUNIOR   \n",
       "23050                     JOSÉ LUIZ DA MOTA CRUZ          LUIZAO DONA TRAMPI   \n",
       "23538         CARLOS ANTONIO FERREIRA DOS SANTOS          CARLÃO DA PROTEÇÃO   \n",
       "23537                       EVALDO RUI VICENTINI                   VICENTINI   \n",
       "23061                   NELSON ARAUJO DOS SANTOS               NELSON ARAUJO   \n",
       "23060                  DOMINGOS SAVIO DOS SANTOS                   DR. SAVIO   \n",
       "23059                   PEDRO FIRMINO DE ANDRADE               PEDRO FIRMINO   \n",
       "23058                        JOSÉ TAVARES SANTOS                     TAVARES   \n",
       "23057             MIRZA TAMARA PRADO SANTOS LEÃO                 MIRZA PRADO   \n",
       "23056                  NACELIO SANTOS DE ANDRADE             NACÉLIO ANDRADE   \n",
       "23055                           XIFRONEZE SANTOS        XIFRONEZE QUILOMBOLA   \n",
       "23054                    AGAMENON SOBRAL FREITAS             AGAMENON SOBRAL   \n",
       "23053              JÚLIO CESAR DUARTE DE MENESES                JULIO DUARTE   \n",
       "23052               MANOEL MESSIAS SUKITA SANTOS                      SUKITA   \n",
       "23051                   HERMMANN CAVALCANTE LIMA    HERMMANN CAVALCANTE (HC)   \n",
       "23049                       UCLESIO BARRETO LIMA             UCLESIO BARRETO   \n",
       "20982                    ADACIR GERALDO CARLOTTO                    CARLOTTO   \n",
       "22292                           DARCI SPANCERSKI               DARCI DO POVO   \n",
       "22291                             JOÃO RODRIGUES              JOÃO RODRIGUES   \n",
       "22290                          VALDEMAR IGNACZUK                      RABUJA   \n",
       "22289                      MURIEL NUNES DA SILVA                       YVYTU   \n",
       "20992                   ELIANE QUINTANS DE SOUZA             ELIANE QUINTANS   \n",
       "20991                       DEIVID JHONATA PALMA                DEIVID PALMA   \n",
       "20990                   ALTEMIR ANTÔNIO TORTELLI                    TORTELLI   \n",
       "20989              SARA BEATRIS DE MORAES VIEIRA  SARA PROJETO ANJOS DE PATA   \n",
       "20988                            GILMAR SOSSELLA             GILMAR SOSSELLA   \n",
       "20987                          DARNI LUIS SCHORN                 LUIS SCHORN   \n",
       "20986                    MARLISE JANETE FERREIRA            MARLISE FERREIRA   \n",
       "20985            JUSSARA MARIA SANTOS NASCIMENTO          JUSSARA NASCIMENTO   \n",
       "20984                               DANIEL TEVAH                DANIEL TEVAH   \n",
       "...                                          ...                         ...   \n",
       "27581                JOSE CARLOS PEREIRA MENESES                JOSÉ MENESES   \n",
       "27582                 ROSA HELENA BANDEIRA GOMES                   IRMÃ ROSA   \n",
       "27583                       CAUBY ALVES DA SILVA              KAUBY PESCADOR   \n",
       "27584                EDGAR LIMA DOS SANTOS SILVA                EDGAR BRASIL   \n",
       "27585                      JOSÉ APARECIDO VIEIRA         APARECIDO DA BELINA   \n",
       "27586                         JORGE HENRIQUE PES                JORGE GAÚCHO   \n",
       "27587                JOSÉ ORLEY PEREIRA OLIVEIRA        OLIVEIRA DESPACHANTE   \n",
       "27588      MARIA DE FATIMA FREITAS RIBEIRO FILHA              FATIMA FREITAS   \n",
       "27589                         ROBSON DIAS GALVÃO                      GALVÃO   \n",
       "27590               AGOSTINHO ANTONIO DOS SANTOS                TINHO SANTOS   \n",
       "27591            ANTONIO MARCOS SENA LEAL KARAJA            MARQUINHO KARAJÁ   \n",
       "27592                    POLIANA OLIVEIRA SANTIS              POLIANA SANTIS   \n",
       "27593           RAIMUNDO NONATO PIRES DOS SANTOS                RAIMUNDO BOI   \n",
       "27594                 ANTONIA VILMA QUEIROZ MELO                  VILMA MELO   \n",
       "27595                      EDUARDO GOMES MARTINS      PASTOR EDUARDO MARTINS   \n",
       "27596                       ISABEL BATISTA BELEM                      ISABEL   \n",
       "27597                          ELIAS SOUSA ROCHA              APÓSTOLO ELIAS   \n",
       "27598  MARIA DE FÁTIMA MELO ALBUQUERQUE CAMARANO                  DR. FÁTIMA   \n",
       "27599              WÂNIA LUZIA SEVERO NETO VIDAL          VÂNIA SEVERO VIDAL   \n",
       "27600          JOSÉ EUGÊNIO JUNQUEIRA DE ANDRADE             EUGÊNIO COLORIN   \n",
       "27601                LUIZ ALBERTO COQUEIRO FILHO              COQUEIRO FILHO   \n",
       "27602                    ELAINE DOS SANTOS COSTA                ELAINE COSTA   \n",
       "27603                         ITAMAR DANTE ZOCHI               ITAMAR ZORCHI   \n",
       "27604                    EULERLENE ANGELIM GOMES                EULA ANGELIM   \n",
       "27605                     SIRLENE BORGES ARANTES              SIRLENE BORGES   \n",
       "27606                    MARCIO DA SILVA MENEZES              MARCIO MENEZES   \n",
       "27607                     ORLANDO DOS REIS SILVA      ORLANDO DOS REIS SILVA   \n",
       "27608                POLEANY GOMES DO NASCIMENTO               POLEANY GOMES   \n",
       "27609                     BENIZA MARIA LUZ COSTA                  BENIZA LUZ   \n",
       "27610               ROSIMEIRE PEQUENO DE AZEVEDO                ROSE PEQUENO   \n",
       "\n",
       "       NR_PARTIDO     SG_PARTIDO  QT_VOTOS_NOMINAIS  VR_DESPESA_CONTRATADA  \\\n",
       "0              15            MDB                  0               84993.80   \n",
       "23050          17            PSL                  0                6259.50   \n",
       "23538          15            MDB                  0              107371.25   \n",
       "23537          45           PSDB                  0              100003.28   \n",
       "23061          43             PV                  0                1000.00   \n",
       "23060          14            PTB                  0                 300.00   \n",
       "23059          45           PSDB                  0                5128.55   \n",
       "23058          43             PV                  0                1000.00   \n",
       "23057          25            DEM                  0                1060.00   \n",
       "23056          44            PRP                  0                5102.13   \n",
       "23055          50           PSOL                  0                3752.80   \n",
       "23054          70         AVANTE                  0                3890.00   \n",
       "23053          17            PSL                  0                3000.00   \n",
       "23052          36            PTC                  0              329891.72   \n",
       "23051          90           PROS                  0                2645.00   \n",
       "23049          43             PV                  0                 675.00   \n",
       "20982          31            PHS                  0              205000.00   \n",
       "22292          12            PDT                  0                3735.29   \n",
       "22291          55            PSD                  0              508938.39   \n",
       "22290          17            PSL                  0               16738.65   \n",
       "22289          15            MDB                  0                 401.44   \n",
       "20992          77  SOLIDARIEDADE                  0                2006.75   \n",
       "20991          40            PSB                  0                 832.50   \n",
       "20990          13             PT                  0               53384.65   \n",
       "20989          77  SOLIDARIEDADE                  0                2010.50   \n",
       "20988          12            PDT                  0              462664.61   \n",
       "20987          19           PODE                  0               68662.00   \n",
       "20986          16           PSTU                  0                 737.95   \n",
       "20985          55            PSD                  0                 500.00   \n",
       "20984          31            PHS                  0               28757.36   \n",
       "...           ...            ...                ...                    ...   \n",
       "27581          33            PMN                102                    NaN   \n",
       "27582          33            PMN                278                    NaN   \n",
       "27583          43             PV                 80                    NaN   \n",
       "27584          44            PRP                  0                    NaN   \n",
       "27585          44            PRP                170                    NaN   \n",
       "27586          44            PRP                  8                    NaN   \n",
       "27587          51          PATRI                234                    NaN   \n",
       "27588          51          PATRI                 16                    NaN   \n",
       "27589          51          PATRI                 78                    NaN   \n",
       "27590          54            PPL                 21                    NaN   \n",
       "27591          65        PC do B                  0                    NaN   \n",
       "27592          70         AVANTE                 48                    NaN   \n",
       "27593          70         AVANTE                 32                    NaN   \n",
       "27594          70         AVANTE                472                    NaN   \n",
       "27595          27             DC                299                    NaN   \n",
       "27596          27             DC                157                    NaN   \n",
       "27597          28           PRTB               2100                    NaN   \n",
       "27598          28           PRTB                187                    NaN   \n",
       "27599          28           PRTB                563                    NaN   \n",
       "27600          28           PRTB                765                    NaN   \n",
       "27601          28           PRTB                388                    NaN   \n",
       "27602          28           PRTB                 33                    NaN   \n",
       "27603          28           PRTB                559                    NaN   \n",
       "27604          31            PHS                369                    NaN   \n",
       "27605          31            PHS                  0                    NaN   \n",
       "27606          35            PMB                218                    NaN   \n",
       "27607          36            PTC                199                    NaN   \n",
       "27608          43             PV                329                    NaN   \n",
       "27609          54            PPL                667                    NaN   \n",
       "27610          55            PSD                166                    NaN   \n",
       "\n",
       "       VR_DESPESA_POR_VOTOS DS_SITUACAO_CANDIDATURA DS_DETALHE_SITUACAO_CAND  \\\n",
       "0                       inf                  INAPTO               INDEFERIDO   \n",
       "23050                   inf                  INAPTO               INDEFERIDO   \n",
       "23538                   inf                  INAPTO               INDEFERIDO   \n",
       "23537                   inf                    APTO   INDEFERIDO COM RECURSO   \n",
       "23061                   inf                    APTO   INDEFERIDO COM RECURSO   \n",
       "23060                   inf                  INAPTO                 RENÚNCIA   \n",
       "23059                   inf                  INAPTO               INDEFERIDO   \n",
       "23058                   inf                  INAPTO               INDEFERIDO   \n",
       "23057                   inf                  INAPTO               INDEFERIDO   \n",
       "23056                   inf                  INAPTO               INDEFERIDO   \n",
       "23055                   inf                  INAPTO               INDEFERIDO   \n",
       "23054                   inf                    APTO   INDEFERIDO COM RECURSO   \n",
       "23053                   inf                  INAPTO               INDEFERIDO   \n",
       "23052                   inf                    APTO   INDEFERIDO COM RECURSO   \n",
       "23051                   inf                  INAPTO               INDEFERIDO   \n",
       "23049                   inf                    APTO   INDEFERIDO COM RECURSO   \n",
       "20982                   inf                  INAPTO               INDEFERIDO   \n",
       "22292                   inf                  INAPTO               INDEFERIDO   \n",
       "22291                   inf                    APTO   INDEFERIDO COM RECURSO   \n",
       "22290                   inf                  INAPTO               INDEFERIDO   \n",
       "22289                   inf                  INAPTO               INDEFERIDO   \n",
       "20992                   inf                    APTO   INDEFERIDO COM RECURSO   \n",
       "20991                   inf                  INAPTO               INDEFERIDO   \n",
       "20990                   inf                  INAPTO               INDEFERIDO   \n",
       "20989                   inf                    APTO   INDEFERIDO COM RECURSO   \n",
       "20988                   inf                    APTO   INDEFERIDO COM RECURSO   \n",
       "20987                   inf                  INAPTO               INDEFERIDO   \n",
       "20986                   inf                  INAPTO               INDEFERIDO   \n",
       "20985                   inf                  INAPTO               INDEFERIDO   \n",
       "20984                   inf                  INAPTO               INDEFERIDO   \n",
       "...                     ...                     ...                      ...   \n",
       "27581                   NaN                    APTO                 DEFERIDO   \n",
       "27582                   NaN                    APTO                 DEFERIDO   \n",
       "27583                   NaN                    APTO                 DEFERIDO   \n",
       "27584                   NaN                  INAPTO               INDEFERIDO   \n",
       "27585                   NaN                    APTO                 DEFERIDO   \n",
       "27586                   NaN                    APTO                 DEFERIDO   \n",
       "27587                   NaN                    APTO                 DEFERIDO   \n",
       "27588                   NaN                    APTO                 DEFERIDO   \n",
       "27589                   NaN                    APTO                 DEFERIDO   \n",
       "27590                   NaN                    APTO                 DEFERIDO   \n",
       "27591                   NaN                  INAPTO               INDEFERIDO   \n",
       "27592                   NaN                    APTO                 DEFERIDO   \n",
       "27593                   NaN                    APTO                 DEFERIDO   \n",
       "27594                   NaN                    APTO                 DEFERIDO   \n",
       "27595                   NaN                    APTO                 DEFERIDO   \n",
       "27596                   NaN                    APTO                 DEFERIDO   \n",
       "27597                   NaN                    APTO                 DEFERIDO   \n",
       "27598                   NaN                    APTO                 DEFERIDO   \n",
       "27599                   NaN                    APTO                 DEFERIDO   \n",
       "27600                   NaN                    APTO                 DEFERIDO   \n",
       "27601                   NaN                    APTO                 DEFERIDO   \n",
       "27602                   NaN                    APTO                 DEFERIDO   \n",
       "27603                   NaN                    APTO                 DEFERIDO   \n",
       "27604                   NaN                    APTO                 DEFERIDO   \n",
       "27605                   NaN                    APTO   INDEFERIDO COM RECURSO   \n",
       "27606                   NaN                    APTO                 DEFERIDO   \n",
       "27607                   NaN                    APTO                 DEFERIDO   \n",
       "27608                   NaN                    APTO                 DEFERIDO   \n",
       "27609                   NaN                    APTO                 DEFERIDO   \n",
       "27610                   NaN                    APTO                 DEFERIDO   \n",
       "\n",
       "       DS_GENERO              DS_GRAU_INSTRUCAO            DS_ESTADO_CIVIL  \\\n",
       "0      MASCULINO          ENSINO MÉDIO COMPLETO                SOLTEIRO(A)   \n",
       "23050  MASCULINO  ENSINO FUNDAMENTAL INCOMPLETO                SOLTEIRO(A)   \n",
       "23538  MASCULINO          ENSINO MÉDIO COMPLETO              DIVORCIADO(A)   \n",
       "23537  MASCULINO              SUPERIOR COMPLETO                  CASADO(A)   \n",
       "23061  MASCULINO              SUPERIOR COMPLETO              DIVORCIADO(A)   \n",
       "23060  MASCULINO              SUPERIOR COMPLETO                SOLTEIRO(A)   \n",
       "23059  MASCULINO  ENSINO FUNDAMENTAL INCOMPLETO                  CASADO(A)   \n",
       "23058  MASCULINO          ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "23057   FEMININO              SUPERIOR COMPLETO                SOLTEIRO(A)   \n",
       "23056  MASCULINO              SUPERIOR COMPLETO                  CASADO(A)   \n",
       "23055   FEMININO          ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "23054  MASCULINO              SUPERIOR COMPLETO                  CASADO(A)   \n",
       "23053  MASCULINO          ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "23052  MASCULINO          ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "23051  MASCULINO              SUPERIOR COMPLETO              DIVORCIADO(A)   \n",
       "23049  MASCULINO          ENSINO MÉDIO COMPLETO              DIVORCIADO(A)   \n",
       "20982  MASCULINO          ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "22292  MASCULINO  ENSINO FUNDAMENTAL INCOMPLETO                  CASADO(A)   \n",
       "22291  MASCULINO          ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "22290  MASCULINO          ENSINO MÉDIO COMPLETO                SOLTEIRO(A)   \n",
       "22289  MASCULINO            SUPERIOR INCOMPLETO                SOLTEIRO(A)   \n",
       "20992   FEMININO          ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "20991  MASCULINO            SUPERIOR INCOMPLETO                SOLTEIRO(A)   \n",
       "20990  MASCULINO          ENSINO MÉDIO COMPLETO              DIVORCIADO(A)   \n",
       "20989   FEMININO    ENSINO FUNDAMENTAL COMPLETO                  CASADO(A)   \n",
       "20988  MASCULINO              SUPERIOR COMPLETO                  CASADO(A)   \n",
       "20987  MASCULINO    ENSINO FUNDAMENTAL COMPLETO                  CASADO(A)   \n",
       "20986   FEMININO              SUPERIOR COMPLETO  SEPARADO(A) JUDICIALMENTE   \n",
       "20985   FEMININO              SUPERIOR COMPLETO                  CASADO(A)   \n",
       "20984  MASCULINO              SUPERIOR COMPLETO                  CASADO(A)   \n",
       "...          ...                            ...                        ...   \n",
       "27581  MASCULINO          ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "27582   FEMININO            SUPERIOR INCOMPLETO                  CASADO(A)   \n",
       "27583  MASCULINO              SUPERIOR COMPLETO              DIVORCIADO(A)   \n",
       "27584  MASCULINO          ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "27585  MASCULINO    ENSINO FUNDAMENTAL COMPLETO                SOLTEIRO(A)   \n",
       "27586  MASCULINO              SUPERIOR COMPLETO              DIVORCIADO(A)   \n",
       "27587  MASCULINO          ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "27588   FEMININO          ENSINO MÉDIO COMPLETO                SOLTEIRO(A)   \n",
       "27589  MASCULINO              SUPERIOR COMPLETO                SOLTEIRO(A)   \n",
       "27590  MASCULINO              SUPERIOR COMPLETO                  CASADO(A)   \n",
       "27591  MASCULINO    ENSINO FUNDAMENTAL COMPLETO                SOLTEIRO(A)   \n",
       "27592   FEMININO        ENSINO MÉDIO INCOMPLETO                SOLTEIRO(A)   \n",
       "27593  MASCULINO              SUPERIOR COMPLETO                  CASADO(A)   \n",
       "27594   FEMININO              SUPERIOR COMPLETO                  CASADO(A)   \n",
       "27595  MASCULINO          ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "27596   FEMININO    ENSINO FUNDAMENTAL COMPLETO                SOLTEIRO(A)   \n",
       "27597  MASCULINO              SUPERIOR COMPLETO                  CASADO(A)   \n",
       "27598   FEMININO              SUPERIOR COMPLETO              DIVORCIADO(A)   \n",
       "27599   FEMININO              SUPERIOR COMPLETO                  CASADO(A)   \n",
       "27600  MASCULINO          ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "27601  MASCULINO          ENSINO MÉDIO COMPLETO              DIVORCIADO(A)   \n",
       "27602   FEMININO              SUPERIOR COMPLETO                SOLTEIRO(A)   \n",
       "27603  MASCULINO              SUPERIOR COMPLETO              DIVORCIADO(A)   \n",
       "27604   FEMININO              SUPERIOR COMPLETO              DIVORCIADO(A)   \n",
       "27605   FEMININO          ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "27606  MASCULINO              SUPERIOR COMPLETO              DIVORCIADO(A)   \n",
       "27607  MASCULINO          ENSINO MÉDIO COMPLETO                SOLTEIRO(A)   \n",
       "27608   FEMININO            SUPERIOR INCOMPLETO                  CASADO(A)   \n",
       "27609   FEMININO              SUPERIOR COMPLETO                  CASADO(A)   \n",
       "27610   FEMININO          ENSINO MÉDIO COMPLETO              DIVORCIADO(A)   \n",
       "\n",
       "      DS_COR_RACA DS_SIT_TOT_TURNO  \n",
       "0           PARDA       NÃO ELEITO  \n",
       "23050       PARDA       NÃO ELEITO  \n",
       "23538       PARDA       NÃO ELEITO  \n",
       "23537      BRANCA       NÃO ELEITO  \n",
       "23061       PARDA       NÃO ELEITO  \n",
       "23060      BRANCA       NÃO ELEITO  \n",
       "23059      BRANCA       NÃO ELEITO  \n",
       "23058       PARDA       NÃO ELEITO  \n",
       "23057      BRANCA       NÃO ELEITO  \n",
       "23056       PARDA       NÃO ELEITO  \n",
       "23055       PRETA       NÃO ELEITO  \n",
       "23054       PARDA       NÃO ELEITO  \n",
       "23053       PARDA       NÃO ELEITO  \n",
       "23052       PARDA       NÃO ELEITO  \n",
       "23051      BRANCA       NÃO ELEITO  \n",
       "23049       PARDA       NÃO ELEITO  \n",
       "20982      BRANCA       NÃO ELEITO  \n",
       "22292      BRANCA       NÃO ELEITO  \n",
       "22291       PARDA       NÃO ELEITO  \n",
       "22290      BRANCA       NÃO ELEITO  \n",
       "22289      BRANCA       NÃO ELEITO  \n",
       "20992      BRANCA       NÃO ELEITO  \n",
       "20991      BRANCA       NÃO ELEITO  \n",
       "20990      BRANCA       NÃO ELEITO  \n",
       "20989      BRANCA       NÃO ELEITO  \n",
       "20988      BRANCA       NÃO ELEITO  \n",
       "20987      BRANCA       NÃO ELEITO  \n",
       "20986      BRANCA       NÃO ELEITO  \n",
       "20985      BRANCA       NÃO ELEITO  \n",
       "20984      BRANCA       NÃO ELEITO  \n",
       "...           ...              ...  \n",
       "27581      BRANCA         SUPLENTE  \n",
       "27582       PARDA         SUPLENTE  \n",
       "27583       PARDA         SUPLENTE  \n",
       "27584       PRETA       NÃO ELEITO  \n",
       "27585       PARDA         SUPLENTE  \n",
       "27586      BRANCA         SUPLENTE  \n",
       "27587       PARDA         SUPLENTE  \n",
       "27588      BRANCA         SUPLENTE  \n",
       "27589       PARDA         SUPLENTE  \n",
       "27590       PARDA         SUPLENTE  \n",
       "27591    INDÍGENA       NÃO ELEITO  \n",
       "27592       PARDA         SUPLENTE  \n",
       "27593      BRANCA         SUPLENTE  \n",
       "27594       PRETA         SUPLENTE  \n",
       "27595       PRETA       NÃO ELEITO  \n",
       "27596       PARDA       NÃO ELEITO  \n",
       "27597       PARDA       NÃO ELEITO  \n",
       "27598      BRANCA       NÃO ELEITO  \n",
       "27599      BRANCA       NÃO ELEITO  \n",
       "27600       PARDA       NÃO ELEITO  \n",
       "27601       PARDA       NÃO ELEITO  \n",
       "27602      BRANCA       NÃO ELEITO  \n",
       "27603      BRANCA       NÃO ELEITO  \n",
       "27604      BRANCA         SUPLENTE  \n",
       "27605      BRANCA       NÃO ELEITO  \n",
       "27606       PARDA       NÃO ELEITO  \n",
       "27607       PRETA         SUPLENTE  \n",
       "27608       PRETA         SUPLENTE  \n",
       "27609      BRANCA       NÃO ELEITO  \n",
       "27610       PARDA         SUPLENTE  \n",
       "\n",
       "[27611 rows x 18 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values('VR_DESPESA_POR_VOTOS', ascending=False, inplace=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Boxplot dos gastos de cada candidato por voto\n",
    "\n",
    "O gráfico abaixo é um boxplot, que mostra os gastos por voto para todos os candidatos:\n",
    "\n",
    "- A linha vertical representa a mediana dos gastos (no universo de candidatos, em torno de R$10/voto).\n",
    "- O quadrado colorido representa os primeiro e terceiro quartis, ou seja, dentro dele estão 50\\% dos candidatos.\n",
    "- Entre as linhas verticais nos extremos estão 99.3\\% dos candidatos, assumindo uma distribuição normal.\n",
    "- Finalmente, os pontos marcam os candidatos *outliers*, ou seja, que se destacam do restante.\n",
    "\n",
    "Pode-se dizer que os *outliers* costumam gastar mais de R$50/voto recebido.\n",
    "\n",
    "Os candidatos com zero votos foram removidos da análise, pois provavelmente tiveram sua candidatura indeferida.\n",
    "\n",
    "Atenção que o eixo com os valores de gasto/voto está em escala logarítmica, com valores mostrados em potência de 10."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gastos em função da situação do candidato\n",
    "\n",
    "Pode-se notar que os candidatos com registro cancelado apresentam gastos/voto cerca de 10 vezes maior que os demais candidatos com candidatura deferida."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "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": [
    "ax2 = sns.boxplot(data=df[df['QT_VOTOS_NOMINAIS'] != 0], x='VR_DESPESA_POR_VOTOS', y='DS_DETALHE_SITUACAO_CAND')\n",
    "ax2.set(xscale='log')\n",
    "ax2.set(xlim=(1e-1, 1e5))\n",
    "plt.title('Boxplot dos gastos por voto')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gastos em função do estado civil do candidato\n",
    "\n",
    "Nenhum padrão significativo foi encontrado em função do estado civil."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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": [
    "ax2 = sns.boxplot(data=df[df['QT_VOTOS_NOMINAIS'] != 0], x='VR_DESPESA_POR_VOTOS', y='DS_ESTADO_CIVIL')\n",
    "ax2.set(xscale='log')\n",
    "ax2.set(xlim=(1e-1, 1e5))\n",
    "plt.title('Boxplot dos gastos por voto')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gastos em função do cargo pretendido\n",
    "\n",
    "Nota-se que a campanha para senador é cerca de 10 vezes mais barata que a dos deputados, sendo a de governador em nível intermediário."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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": [
    "ax2 = sns.boxplot(data=df[df['QT_VOTOS_NOMINAIS'] != 0], x='VR_DESPESA_POR_VOTOS', y='DS_CARGO')\n",
    "ax2.set(xscale='log')\n",
    "ax2.set(xlim=(1e-1, 1e5))\n",
    "plt.title('Boxplot dos gastos por voto')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gastos em função da cor/raça\n",
    "\n",
    "Nenhum padrão significativo foi encontrado em função da cor/raça dos candidatos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "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": [
    "ax2 = sns.boxplot(data=df[df['QT_VOTOS_NOMINAIS'] != 0], x='VR_DESPESA_POR_VOTOS', y='DS_COR_RACA')\n",
    "ax2.set(xscale='log')\n",
    "ax2.set(xlim=(1e-1, 1e5))\n",
    "plt.title('Boxplot dos gastos por voto')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gastos em função do resultado da campanha eleitoral\n",
    "\n",
    "Nota-se que os candidatos eleitos apenas com seus votos (sem uso de quociente eleitoral, por exemplo) são os que apresentam menores gastos. Talvez isso aconteça também pois os senadores se enquadram nessa categoria, e eles apresentam um baixo gasto por voto recebido.\n",
    "\n",
    "Todas as demais categorias de candidatos apresentam gastos entre R$\\$$5 e R$\\$$10/voto, com os maiores *outliers* nas categorias \"suplente\" e \"não eleito\". No entanto, ambos juntos representam mais de 90% dos candidatos, o que faz com que esse resultado não seja muito significativo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "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": [
    "ax2 = sns.boxplot(data=df[df['QT_VOTOS_NOMINAIS'] != 0], x='VR_DESPESA_POR_VOTOS', y='DS_SIT_TOT_TURNO')\n",
    "ax2.set(xscale='log')\n",
    "ax2.set(xlim=(1e-1, 1e5))\n",
    "plt.title('Boxplot dos gastos por voto')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NÃO ELEITO: 6778 candidatos (24.5%)\n",
      "SUPLENTE: 18664 candidatos (67.6%)\n",
      "#NULO#: 255 candidatos (0.9%)\n",
      "ELEITO POR QP: 1275 candidatos (4.6%)\n",
      "ELEITO POR MÉDIA: 298 candidatos (1.1%)\n",
      "2º TURNO: 104 candidatos (0.4%)\n",
      "ELEITO: 236 candidatos (0.9%)\n",
      "nan: 0 candidatos (0.0%)\n"
     ]
    }
   ],
   "source": [
    "for status in df['DS_SIT_TOT_TURNO'].unique():\n",
    "    print('%s: %d candidatos (%3.1f%%)' % (status, (df['DS_SIT_TOT_TURNO']==status).sum(), \n",
    "                                         100*(df['DS_SIT_TOT_TURNO']==status).sum()/len(df)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gastos em função do gênero dos candidatos\n",
    "\n",
    "Nota-se que as candidatas do gênero feminino tem uma mediana de gasto/voto cerca de três vezes maior que os homens, além de possuírem *outliers* mais de 10 vezes maiores."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "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": [
    "ax2 = sns.boxplot(data=df[df['QT_VOTOS_NOMINAIS'] != 0], x='VR_DESPESA_POR_VOTOS', y='DS_GENERO')\n",
    "ax2.set(xscale='log')\n",
    "ax2.set(xlim=(1e-1, 1e5))\n",
    "plt.title('Boxplot dos gastos por voto')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MASCULINO: 19028 candidatos (68.9%)\n",
      "FEMININO: 8582 candidatos (31.1%)\n",
      "nan: 0 candidatos (0.0%)\n"
     ]
    }
   ],
   "source": [
    "for genero in df['DS_GENERO'].unique():\n",
    "    print('%s: %d candidatos (%3.1f%%)' % (genero, (df['DS_GENERO']==genero).sum(), \n",
    "                                         100*(df['DS_GENERO']==genero).sum()/len(df)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gastos em função da UF\n",
    "\n",
    "Nota-se que a maioria dos estados possui um gasto mediano de R$\\$$8/voto, com exceção de alguns estados que oscilam entre R$\\$$20 e R$\\$$30/voto.\n",
    "\n",
    "Alguns estados com maiores gastos (AC, AP, RR, RO, TO, MS, MT) podem justificar uma maior média de gastos por causa de grandes distâncias a serem percorridas durante a campanha em um estado com pouca infra-estrutura de transportes.\n",
    "\n",
    "Já em relação ao DF, também com gastos acima da média, essa explicação não é aplicável."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax2 = plt.subplots(figsize=(7,7))\n",
    "sns.boxplot(data=df[df['QT_VOTOS_NOMINAIS'] != 0], x='VR_DESPESA_POR_VOTOS', y='SG_UF', ax=ax2)\n",
    "ax2.set(xscale='log')\n",
    "ax2.set(xlim=(1e-1, 1e5))\n",
    "plt.title('Boxplot dos gastos por voto (todos os candidatos)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax2 = plt.subplots(figsize=(7,7))\n",
    "sns.boxplot(data=df[(df['QT_VOTOS_NOMINAIS'] != 0) & (df['DS_DETALHE_SITUACAO_CAND'] == 'DEFERIDO')], x='VR_DESPESA_POR_VOTOS', y='SG_UF', ax=ax2)\n",
    "ax2.set(xscale='log')\n",
    "ax2.set(xlim=(1e-1, 1e5))\n",
    "plt.title('Boxplot dos gastos por voto (apenas candidatos aptos)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Porcentagem de candidatos com gasto maior que R$100/voto no Brasil: 6.0%\n"
     ]
    }
   ],
   "source": [
    "percent = np.sum(df['VR_DESPESA_POR_VOTOS'] > 100)/len(df)*100\n",
    "print('Porcentagem de candidatos com gasto maior que R$100/voto no Brasil: %3.1f%%' % percent)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lista de candidatos com gastos muito acima da média\n",
    "\n",
    "A lista abaixo indica candidatos com gastos elevados e que podem apresentar indícios de desvio de verbas partidárias. O filtro considera:\n",
    "\n",
    "- Candidatos com votos não-nulos.\n",
    "- Total de gastos contratados maiores que R\\$30 mil.\n",
    "- Gasto/voto maior que R\\$100/voto."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "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>NR_CANDIDATO</th>\n",
       "      <th>NR_TURNO</th>\n",
       "      <th>SG_UF</th>\n",
       "      <th>DS_CARGO</th>\n",
       "      <th>NM_CANDIDATO</th>\n",
       "      <th>NM_URNA_CANDIDATO</th>\n",
       "      <th>NR_PARTIDO</th>\n",
       "      <th>SG_PARTIDO</th>\n",
       "      <th>QT_VOTOS_NOMINAIS</th>\n",
       "      <th>VR_DESPESA_CONTRATADA</th>\n",
       "      <th>VR_DESPESA_POR_VOTOS</th>\n",
       "      <th>DS_SITUACAO_CANDIDATURA</th>\n",
       "      <th>DS_DETALHE_SITUACAO_CAND</th>\n",
       "      <th>DS_GENERO</th>\n",
       "      <th>DS_GRAU_INSTRUCAO</th>\n",
       "      <th>DS_ESTADO_CIVIL</th>\n",
       "      <th>DS_COR_RACA</th>\n",
       "      <th>DS_SIT_TOT_TURNO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>25998</td>\n",
       "      <td>1</td>\n",
       "      <td>AC</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>SONIA DE FATIMA SILVA ALVES</td>\n",
       "      <td>SONIA</td>\n",
       "      <td>25</td>\n",
       "      <td>DEM</td>\n",
       "      <td>6</td>\n",
       "      <td>240159.23</td>\n",
       "      <td>40026.538333</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20336</th>\n",
       "      <td>22147</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MILENE ALVES DO NASCIMENTO</td>\n",
       "      <td>MILENE NASCIMENTO</td>\n",
       "      <td>22</td>\n",
       "      <td>PR</td>\n",
       "      <td>3</td>\n",
       "      <td>40013.00</td>\n",
       "      <td>13337.666667</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14030</th>\n",
       "      <td>22555</td>\n",
       "      <td>1</td>\n",
       "      <td>PI</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>TAMIRES ALMEIDA VASCONCELOS</td>\n",
       "      <td>TAMIRES VASCONCELOS</td>\n",
       "      <td>22</td>\n",
       "      <td>PR</td>\n",
       "      <td>41</td>\n",
       "      <td>369912.55</td>\n",
       "      <td>9022.257317</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20337</th>\n",
       "      <td>55158</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>REGIANE DA FONSECA BRAGA</td>\n",
       "      <td>REGIANE BRAGA</td>\n",
       "      <td>55</td>\n",
       "      <td>PSD</td>\n",
       "      <td>9</td>\n",
       "      <td>79613.20</td>\n",
       "      <td>8845.911111</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20338</th>\n",
       "      <td>55550</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>LUCENIR VASCONCELOS DE OLIVEIRA LICATA</td>\n",
       "      <td>LUCENIR LICATA</td>\n",
       "      <td>55</td>\n",
       "      <td>PSD</td>\n",
       "      <td>9</td>\n",
       "      <td>60000.00</td>\n",
       "      <td>6666.666667</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2462</th>\n",
       "      <td>77500</td>\n",
       "      <td>1</td>\n",
       "      <td>BA</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>DEIZE RAMOS DA SILVA</td>\n",
       "      <td>DEIZE</td>\n",
       "      <td>77</td>\n",
       "      <td>SOLIDARIEDADE</td>\n",
       "      <td>9</td>\n",
       "      <td>55000.00</td>\n",
       "      <td>6111.111111</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO INCOMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3595</th>\n",
       "      <td>90088</td>\n",
       "      <td>1</td>\n",
       "      <td>CE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>DÉBORA RIBEIRO DOS SANTOS</td>\n",
       "      <td>DÉBORA RIBEIRO</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>47</td>\n",
       "      <td>274018.40</td>\n",
       "      <td>5830.178723</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>90333</td>\n",
       "      <td>1</td>\n",
       "      <td>AM</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ADRIANA MOURA DE MENDONÇA</td>\n",
       "      <td>ADRIANA MOURA</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>41</td>\n",
       "      <td>177150.00</td>\n",
       "      <td>4320.731707</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7505</th>\n",
       "      <td>10010</td>\n",
       "      <td>1</td>\n",
       "      <td>MA</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARISA REGINA DUARTE TEIXEIRA</td>\n",
       "      <td>MARISA ROSAS</td>\n",
       "      <td>10</td>\n",
       "      <td>PRB</td>\n",
       "      <td>161</td>\n",
       "      <td>584899.80</td>\n",
       "      <td>3632.918012</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11555</th>\n",
       "      <td>90111</td>\n",
       "      <td>1</td>\n",
       "      <td>PA</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>CLIVIA PINHEIRO LEÃO</td>\n",
       "      <td>CLIVIA LEÃO</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>49</td>\n",
       "      <td>169890.05</td>\n",
       "      <td>3467.143878</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1855</th>\n",
       "      <td>15789</td>\n",
       "      <td>1</td>\n",
       "      <td>AP</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MILENA BARRETO PAES</td>\n",
       "      <td>MILENA PAES</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>51</td>\n",
       "      <td>176430.30</td>\n",
       "      <td>3459.417647</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12984</th>\n",
       "      <td>90090</td>\n",
       "      <td>1</td>\n",
       "      <td>PE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>VALDILENE DINIZ DA SILVA DO NASCIMENTO</td>\n",
       "      <td>VALDILENE DINIZ</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>37</td>\n",
       "      <td>122788.70</td>\n",
       "      <td>3318.613514</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20342</th>\n",
       "      <td>15888</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>VIVIANY KASSIA FREITAS LIMA</td>\n",
       "      <td>VIVIANY</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>31</td>\n",
       "      <td>98934.50</td>\n",
       "      <td>3191.435484</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>23001</td>\n",
       "      <td>1</td>\n",
       "      <td>AL</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARIA NATHALIA MOURA DE MELO</td>\n",
       "      <td>MARIA NATHALIA</td>\n",
       "      <td>23</td>\n",
       "      <td>PPS</td>\n",
       "      <td>55</td>\n",
       "      <td>173455.14</td>\n",
       "      <td>3153.729818</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15778</th>\n",
       "      <td>22526</td>\n",
       "      <td>1</td>\n",
       "      <td>RJ</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>EDILEUSA SANTOS ANDRADE</td>\n",
       "      <td>EDILEUSA SANTOS</td>\n",
       "      <td>22</td>\n",
       "      <td>PR</td>\n",
       "      <td>104</td>\n",
       "      <td>296747.50</td>\n",
       "      <td>2853.341346</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19781</th>\n",
       "      <td>10364</td>\n",
       "      <td>1</td>\n",
       "      <td>RO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>IVANA MELO VIANA DIAS</td>\n",
       "      <td>IVANA MELO</td>\n",
       "      <td>10</td>\n",
       "      <td>PRB</td>\n",
       "      <td>64</td>\n",
       "      <td>179657.92</td>\n",
       "      <td>2807.155000</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19261</th>\n",
       "      <td>19111</td>\n",
       "      <td>1</td>\n",
       "      <td>RN</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>VANIA MARIA ARCANJO DA SILVA</td>\n",
       "      <td>VANIA INDIA DO CATÚ</td>\n",
       "      <td>19</td>\n",
       "      <td>PODE</td>\n",
       "      <td>75</td>\n",
       "      <td>199930.55</td>\n",
       "      <td>2665.740667</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15779</th>\n",
       "      <td>9072</td>\n",
       "      <td>1</td>\n",
       "      <td>RJ</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ROSANGELA DA MOTTA REBELLO MACHADO</td>\n",
       "      <td>ROSANGELA MOTTA</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>67</td>\n",
       "      <td>174111.21</td>\n",
       "      <td>2598.674776</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2464</th>\n",
       "      <td>77001</td>\n",
       "      <td>1</td>\n",
       "      <td>BA</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JAILDA PINHEIRO NOGUEIRA</td>\n",
       "      <td>JAILDA</td>\n",
       "      <td>77</td>\n",
       "      <td>SOLIDARIEDADE</td>\n",
       "      <td>31</td>\n",
       "      <td>80000.00</td>\n",
       "      <td>2580.645161</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23062</th>\n",
       "      <td>15150</td>\n",
       "      <td>1</td>\n",
       "      <td>SE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARLEIDE CRISTINA DOS SANTOS</td>\n",
       "      <td>MARLEIDE CRISTINA</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>186</td>\n",
       "      <td>468899.75</td>\n",
       "      <td>2520.966398</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15780</th>\n",
       "      <td>90031</td>\n",
       "      <td>1</td>\n",
       "      <td>RJ</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARCELE REBELLO MACHADO TOFFANO</td>\n",
       "      <td>MARCELE REBELLO</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>88</td>\n",
       "      <td>217347.71</td>\n",
       "      <td>2469.860341</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20343</th>\n",
       "      <td>4050</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>D  ANGELA ANALDINA DA SILVA KOTINSCKI</td>\n",
       "      <td>D ANGELA</td>\n",
       "      <td>40</td>\n",
       "      <td>PSB</td>\n",
       "      <td>25</td>\n",
       "      <td>60575.00</td>\n",
       "      <td>2423.000000</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>23888</td>\n",
       "      <td>1</td>\n",
       "      <td>AL</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>HELENA CAMILA SILVA DOS SANTOS</td>\n",
       "      <td>HELENA CAMILA</td>\n",
       "      <td>23</td>\n",
       "      <td>PPS</td>\n",
       "      <td>73</td>\n",
       "      <td>173972.75</td>\n",
       "      <td>2383.188356</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2465</th>\n",
       "      <td>27332</td>\n",
       "      <td>1</td>\n",
       "      <td>BA</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARIA DO SOCORRO DE CRISTO</td>\n",
       "      <td>SOCORRO</td>\n",
       "      <td>27</td>\n",
       "      <td>DC</td>\n",
       "      <td>42</td>\n",
       "      <td>99950.00</td>\n",
       "      <td>2379.761905</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6408</th>\n",
       "      <td>11100</td>\n",
       "      <td>1</td>\n",
       "      <td>GO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>RUTH VALERY ALVES FERREIRA</td>\n",
       "      <td>RUTH VALERY</td>\n",
       "      <td>11</td>\n",
       "      <td>PP</td>\n",
       "      <td>208</td>\n",
       "      <td>419287.58</td>\n",
       "      <td>2015.805673</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>5577</td>\n",
       "      <td>1</td>\n",
       "      <td>AL</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>MARIA APARECIDA LISBOA</td>\n",
       "      <td>TIDA DO BREJINHO</td>\n",
       "      <td>55</td>\n",
       "      <td>PSD</td>\n",
       "      <td>233</td>\n",
       "      <td>448987.67</td>\n",
       "      <td>1926.985708</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO FUNDAMENTAL INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19782</th>\n",
       "      <td>14321</td>\n",
       "      <td>1</td>\n",
       "      <td>RO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>GRACIELE KURTZ</td>\n",
       "      <td>GRACIELE KURTZ</td>\n",
       "      <td>14</td>\n",
       "      <td>PTB</td>\n",
       "      <td>99</td>\n",
       "      <td>169994.72</td>\n",
       "      <td>1717.118384</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12412</th>\n",
       "      <td>25789</td>\n",
       "      <td>1</td>\n",
       "      <td>PB</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>LUMA ALVES GOUVEIA</td>\n",
       "      <td>LUMA GOUVEIA</td>\n",
       "      <td>25</td>\n",
       "      <td>DEM</td>\n",
       "      <td>90</td>\n",
       "      <td>149896.20</td>\n",
       "      <td>1665.513333</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20346</th>\n",
       "      <td>11000</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ELIZABETH SILVA DE ALMEIDA</td>\n",
       "      <td>BETH</td>\n",
       "      <td>11</td>\n",
       "      <td>PP</td>\n",
       "      <td>200</td>\n",
       "      <td>332669.27</td>\n",
       "      <td>1663.346350</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27278</th>\n",
       "      <td>1919</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ADIR CARDOSO GENTIL</td>\n",
       "      <td>ADIR GENTIL</td>\n",
       "      <td>19</td>\n",
       "      <td>PODE</td>\n",
       "      <td>216</td>\n",
       "      <td>344177.03</td>\n",
       "      <td>1593.412176</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8311</th>\n",
       "      <td>1377</td>\n",
       "      <td>1</td>\n",
       "      <td>MG</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>OFÉLIA DE LOURDES HILÁRIO</td>\n",
       "      <td>OFÉLIA</td>\n",
       "      <td>13</td>\n",
       "      <td>PT</td>\n",
       "      <td>4508</td>\n",
       "      <td>471978.38</td>\n",
       "      <td>104.697955</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5634</th>\n",
       "      <td>11340</td>\n",
       "      <td>1</td>\n",
       "      <td>ES</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JEOVANIA BARCELOS GOMES TEIXEIRA</td>\n",
       "      <td>JEOVANIA BARCELOS GOMES</td>\n",
       "      <td>11</td>\n",
       "      <td>PP</td>\n",
       "      <td>542</td>\n",
       "      <td>56699.94</td>\n",
       "      <td>104.612435</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21035</th>\n",
       "      <td>22022</td>\n",
       "      <td>1</td>\n",
       "      <td>RS</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>SÔNIA MARIA PACHECO</td>\n",
       "      <td>SÔNIA D AVILA</td>\n",
       "      <td>22</td>\n",
       "      <td>PR</td>\n",
       "      <td>3028</td>\n",
       "      <td>316083.14</td>\n",
       "      <td>104.386770</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11100</th>\n",
       "      <td>2222</td>\n",
       "      <td>1</td>\n",
       "      <td>MT</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>JOSE BISPO BARBOSA</td>\n",
       "      <td>PROFESSOR BISPO</td>\n",
       "      <td>22</td>\n",
       "      <td>PR</td>\n",
       "      <td>9987</td>\n",
       "      <td>1036292.40</td>\n",
       "      <td>103.764133</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23681</th>\n",
       "      <td>1501</td>\n",
       "      <td>1</td>\n",
       "      <td>SP</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>MARTA LÍVIA BARRAGANA FERNANDES SUPLICY</td>\n",
       "      <td>MARTA LÍVIA</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>1506</td>\n",
       "      <td>155996.40</td>\n",
       "      <td>103.583267</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3626</th>\n",
       "      <td>4004</td>\n",
       "      <td>1</td>\n",
       "      <td>CE</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>LUISA GONÇALVES DA SILVA</td>\n",
       "      <td>LUISA GONÇALVES</td>\n",
       "      <td>40</td>\n",
       "      <td>PSB</td>\n",
       "      <td>1063</td>\n",
       "      <td>110000.00</td>\n",
       "      <td>103.480715</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4549</th>\n",
       "      <td>33167</td>\n",
       "      <td>1</td>\n",
       "      <td>DF</td>\n",
       "      <td>Deputado Distrital</td>\n",
       "      <td>BRUNA AUGUSTO DE SOUSA</td>\n",
       "      <td>BRUNA AUGUSTO</td>\n",
       "      <td>33</td>\n",
       "      <td>PMN</td>\n",
       "      <td>477</td>\n",
       "      <td>49300.00</td>\n",
       "      <td>103.354298</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20457</th>\n",
       "      <td>4567</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ROGERIO MATOS MOREIRA TRAJANO</td>\n",
       "      <td>ROGERIO TRAJANO</td>\n",
       "      <td>45</td>\n",
       "      <td>PSDB</td>\n",
       "      <td>2375</td>\n",
       "      <td>244895.05</td>\n",
       "      <td>103.113705</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>1144</td>\n",
       "      <td>1</td>\n",
       "      <td>AC</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>NELSON RODRIGUES SALES</td>\n",
       "      <td>NELSON SALES</td>\n",
       "      <td>11</td>\n",
       "      <td>PP</td>\n",
       "      <td>9165</td>\n",
       "      <td>943143.40</td>\n",
       "      <td>102.907081</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>23111</td>\n",
       "      <td>1</td>\n",
       "      <td>AC</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>PAULINO BATISTA DE MEDEIROS</td>\n",
       "      <td>PAULAO</td>\n",
       "      <td>23</td>\n",
       "      <td>PPS</td>\n",
       "      <td>389</td>\n",
       "      <td>39945.20</td>\n",
       "      <td>102.686889</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20458</th>\n",
       "      <td>19999</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>FRANCISCA AURELINA DE MEDEIROS LIMA</td>\n",
       "      <td>AURELINA MEDEIROS</td>\n",
       "      <td>19</td>\n",
       "      <td>PODE</td>\n",
       "      <td>4864</td>\n",
       "      <td>498754.88</td>\n",
       "      <td>102.540066</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>ELEITO POR MÉDIA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13011</th>\n",
       "      <td>4046</td>\n",
       "      <td>1</td>\n",
       "      <td>PE</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>LUCIA MARIA CRISPINIANO DA SILVA</td>\n",
       "      <td>MÃE LUCIA</td>\n",
       "      <td>40</td>\n",
       "      <td>PSB</td>\n",
       "      <td>979</td>\n",
       "      <td>100000.00</td>\n",
       "      <td>102.145046</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2494</th>\n",
       "      <td>77575</td>\n",
       "      <td>1</td>\n",
       "      <td>BA</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARIA LÚCIA DE MOURA CARVALHO</td>\n",
       "      <td>LÚCIA CARVALHO</td>\n",
       "      <td>77</td>\n",
       "      <td>SOLIDARIEDADE</td>\n",
       "      <td>498</td>\n",
       "      <td>50810.00</td>\n",
       "      <td>102.028112</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15865</th>\n",
       "      <td>14444</td>\n",
       "      <td>1</td>\n",
       "      <td>RJ</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>IVANILDO DE JESUS SEVERO</td>\n",
       "      <td>IVANILDO FAVELA</td>\n",
       "      <td>14</td>\n",
       "      <td>PTB</td>\n",
       "      <td>383</td>\n",
       "      <td>38980.00</td>\n",
       "      <td>101.775457</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8314</th>\n",
       "      <td>22999</td>\n",
       "      <td>1</td>\n",
       "      <td>MG</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>DENISE DE STEFANI MAX</td>\n",
       "      <td>DENISE MAX</td>\n",
       "      <td>22</td>\n",
       "      <td>PR</td>\n",
       "      <td>6878</td>\n",
       "      <td>700000.00</td>\n",
       "      <td>101.773771</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23683</th>\n",
       "      <td>18918</td>\n",
       "      <td>1</td>\n",
       "      <td>SP</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>PAULO DE ABREU LEME FILHO</td>\n",
       "      <td>PAULO LEME FILHO</td>\n",
       "      <td>18</td>\n",
       "      <td>REDE</td>\n",
       "      <td>1631</td>\n",
       "      <td>165957.74</td>\n",
       "      <td>101.752140</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6471</th>\n",
       "      <td>25900</td>\n",
       "      <td>1</td>\n",
       "      <td>GO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>THALITA DE OLIVEIRA PEREIRA</td>\n",
       "      <td>THALITA DE OLIVEIRA PEREIRA</td>\n",
       "      <td>25</td>\n",
       "      <td>DEM</td>\n",
       "      <td>343</td>\n",
       "      <td>34900.80</td>\n",
       "      <td>101.751603</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>9090</td>\n",
       "      <td>1</td>\n",
       "      <td>AC</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>FERNANDO MELO DA COSTA</td>\n",
       "      <td>FERNANDO MELO</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>3214</td>\n",
       "      <td>326982.60</td>\n",
       "      <td>101.736963</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5636</th>\n",
       "      <td>11222</td>\n",
       "      <td>1</td>\n",
       "      <td>ES</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ALBERTH KAUÊ GOMES OLIVEIRA</td>\n",
       "      <td>KAUÊ</td>\n",
       "      <td>11</td>\n",
       "      <td>PP</td>\n",
       "      <td>2138</td>\n",
       "      <td>217260.25</td>\n",
       "      <td>101.618452</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2495</th>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>BA</td>\n",
       "      <td>Governador</td>\n",
       "      <td>JOÃO REIS SANTANA FILHO</td>\n",
       "      <td>JOÃO SANTANA</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>33266</td>\n",
       "      <td>3379195.35</td>\n",
       "      <td>101.581054</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2496</th>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>BA</td>\n",
       "      <td>Governador</td>\n",
       "      <td>JOÃO REIS SANTANA FILHO</td>\n",
       "      <td>JOÃO SANTANA</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>33266</td>\n",
       "      <td>3379195.35</td>\n",
       "      <td>101.581054</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23684</th>\n",
       "      <td>1531</td>\n",
       "      <td>1</td>\n",
       "      <td>SP</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ROSANGELA RIBEIRO DE ALMEIDA</td>\n",
       "      <td>ROSANGELA DE ALMEIDA</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>488</td>\n",
       "      <td>49406.28</td>\n",
       "      <td>101.242377</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO INCOMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1890</th>\n",
       "      <td>2255</td>\n",
       "      <td>1</td>\n",
       "      <td>AP</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ERALDO DA SILVA TRINDADE</td>\n",
       "      <td>ERALDO TRINDADE</td>\n",
       "      <td>22</td>\n",
       "      <td>PR</td>\n",
       "      <td>2679</td>\n",
       "      <td>271200.00</td>\n",
       "      <td>101.231803</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1891</th>\n",
       "      <td>11222</td>\n",
       "      <td>1</td>\n",
       "      <td>AP</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>VALDECO VIEIRA DE SOUZA</td>\n",
       "      <td>VALDECO</td>\n",
       "      <td>11</td>\n",
       "      <td>PP</td>\n",
       "      <td>1977</td>\n",
       "      <td>200000.00</td>\n",
       "      <td>101.163379</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8315</th>\n",
       "      <td>14833</td>\n",
       "      <td>1</td>\n",
       "      <td>MG</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>VIVIANE ROSA SIZENANDO DE ALMEIDA</td>\n",
       "      <td>VIVIANE SIZENANDO</td>\n",
       "      <td>14</td>\n",
       "      <td>PTB</td>\n",
       "      <td>316</td>\n",
       "      <td>31856.35</td>\n",
       "      <td>100.811234</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8316</th>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>MG</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ANTONIO SERGIO DA SILVA MENDES JUNIOR</td>\n",
       "      <td>PROFESSOR SERGIO MENDES</td>\n",
       "      <td>20</td>\n",
       "      <td>PSC</td>\n",
       "      <td>12744</td>\n",
       "      <td>1284697.55</td>\n",
       "      <td>100.808031</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>15122</td>\n",
       "      <td>1</td>\n",
       "      <td>AC</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ANTONIA ROJAS SALES</td>\n",
       "      <td>ANTONIA SALES</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>9139</td>\n",
       "      <td>919715.54</td>\n",
       "      <td>100.636343</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>ELEITO POR MÉDIA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23685</th>\n",
       "      <td>55199</td>\n",
       "      <td>1</td>\n",
       "      <td>SP</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>WILMA DE FREITAS MALTA</td>\n",
       "      <td>WILMA MALTA</td>\n",
       "      <td>55</td>\n",
       "      <td>PSD</td>\n",
       "      <td>399</td>\n",
       "      <td>40140.15</td>\n",
       "      <td>100.601880</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4553</th>\n",
       "      <td>22777</td>\n",
       "      <td>1</td>\n",
       "      <td>DF</td>\n",
       "      <td>Deputado Distrital</td>\n",
       "      <td>SANDRA FARAJ CAVALCANTE</td>\n",
       "      <td>SANDRA FARAJ</td>\n",
       "      <td>22</td>\n",
       "      <td>PR</td>\n",
       "      <td>8963</td>\n",
       "      <td>899912.52</td>\n",
       "      <td>100.403048</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14501</th>\n",
       "      <td>1703</td>\n",
       "      <td>1</td>\n",
       "      <td>PR</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>LUCIANE CROZAKE</td>\n",
       "      <td>LUCIANE CROZAKE</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>466</td>\n",
       "      <td>46641.81</td>\n",
       "      <td>100.089721</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>685 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       NR_CANDIDATO  NR_TURNO SG_UF            DS_CARGO  \\\n",
       "6             25998         1    AC   Deputado Estadual   \n",
       "20336         22147         1    RR   Deputado Estadual   \n",
       "14030         22555         1    PI   Deputado Estadual   \n",
       "20337         55158         1    RR   Deputado Estadual   \n",
       "20338         55550         1    RR   Deputado Estadual   \n",
       "2462          77500         1    BA   Deputado Estadual   \n",
       "3595          90088         1    CE   Deputado Estadual   \n",
       "1020          90333         1    AM   Deputado Estadual   \n",
       "7505          10010         1    MA   Deputado Estadual   \n",
       "11555         90111         1    PA   Deputado Estadual   \n",
       "1855          15789         1    AP   Deputado Estadual   \n",
       "12984         90090         1    PE   Deputado Estadual   \n",
       "20342         15888         1    RR   Deputado Estadual   \n",
       "573           23001         1    AL   Deputado Estadual   \n",
       "15778         22526         1    RJ   Deputado Estadual   \n",
       "19781         10364         1    RO   Deputado Estadual   \n",
       "19261         19111         1    RN   Deputado Estadual   \n",
       "15779          9072         1    RJ    Deputado Federal   \n",
       "2464          77001         1    BA   Deputado Estadual   \n",
       "23062         15150         1    SE   Deputado Estadual   \n",
       "15780         90031         1    RJ   Deputado Estadual   \n",
       "20343          4050         1    RR    Deputado Federal   \n",
       "574           23888         1    AL   Deputado Estadual   \n",
       "2465          27332         1    BA   Deputado Estadual   \n",
       "6408          11100         1    GO   Deputado Estadual   \n",
       "575            5577         1    AL    Deputado Federal   \n",
       "19782         14321         1    RO   Deputado Estadual   \n",
       "12412         25789         1    PB   Deputado Estadual   \n",
       "20346         11000         1    RR   Deputado Estadual   \n",
       "27278          1919         1    TO    Deputado Federal   \n",
       "...             ...       ...   ...                 ...   \n",
       "8311           1377         1    MG    Deputado Federal   \n",
       "5634          11340         1    ES   Deputado Estadual   \n",
       "21035         22022         1    RS   Deputado Estadual   \n",
       "11100          2222         1    MT    Deputado Federal   \n",
       "23681          1501         1    SP    Deputado Federal   \n",
       "3626           4004         1    CE    Deputado Federal   \n",
       "4549          33167         1    DF  Deputado Distrital   \n",
       "20457          4567         1    RR    Deputado Federal   \n",
       "68             1144         1    AC    Deputado Federal   \n",
       "69            23111         1    AC   Deputado Estadual   \n",
       "20458         19999         1    RR   Deputado Estadual   \n",
       "13011          4046         1    PE    Deputado Federal   \n",
       "2494          77575         1    BA   Deputado Estadual   \n",
       "15865         14444         1    RJ   Deputado Estadual   \n",
       "8314          22999         1    MG   Deputado Estadual   \n",
       "23683         18918         1    SP   Deputado Estadual   \n",
       "6471          25900         1    GO   Deputado Estadual   \n",
       "70             9090         1    AC    Deputado Federal   \n",
       "5636          11222         1    ES   Deputado Estadual   \n",
       "2495             15         1    BA          Governador   \n",
       "2496             15         1    BA          Governador   \n",
       "23684          1531         1    SP    Deputado Federal   \n",
       "1890           2255         1    AP    Deputado Federal   \n",
       "1891          11222         1    AP   Deputado Estadual   \n",
       "8315          14833         1    MG   Deputado Estadual   \n",
       "8316           2018         1    MG    Deputado Federal   \n",
       "72            15122         1    AC   Deputado Estadual   \n",
       "23685         55199         1    SP   Deputado Estadual   \n",
       "4553          22777         1    DF  Deputado Distrital   \n",
       "14501          1703         1    PR    Deputado Federal   \n",
       "\n",
       "                                  NM_CANDIDATO            NM_URNA_CANDIDATO  \\\n",
       "6                 SONIA DE FATIMA SILVA ALVES                        SONIA    \n",
       "20336               MILENE ALVES DO NASCIMENTO            MILENE NASCIMENTO   \n",
       "14030              TAMIRES ALMEIDA VASCONCELOS          TAMIRES VASCONCELOS   \n",
       "20337                 REGIANE DA FONSECA BRAGA                REGIANE BRAGA   \n",
       "20338   LUCENIR VASCONCELOS DE OLIVEIRA LICATA               LUCENIR LICATA   \n",
       "2462                      DEIZE RAMOS DA SILVA                        DEIZE   \n",
       "3595                 DÉBORA RIBEIRO DOS SANTOS               DÉBORA RIBEIRO   \n",
       "1020                 ADRIANA MOURA DE MENDONÇA                ADRIANA MOURA   \n",
       "7505             MARISA REGINA DUARTE TEIXEIRA                 MARISA ROSAS   \n",
       "11555                     CLIVIA PINHEIRO LEÃO                  CLIVIA LEÃO   \n",
       "1855                       MILENA BARRETO PAES                  MILENA PAES   \n",
       "12984   VALDILENE DINIZ DA SILVA DO NASCIMENTO              VALDILENE DINIZ   \n",
       "20342              VIVIANY KASSIA FREITAS LIMA                      VIVIANY   \n",
       "573               MARIA NATHALIA MOURA DE MELO               MARIA NATHALIA   \n",
       "15778                  EDILEUSA SANTOS ANDRADE              EDILEUSA SANTOS   \n",
       "19781                    IVANA MELO VIANA DIAS                   IVANA MELO   \n",
       "19261             VANIA MARIA ARCANJO DA SILVA          VANIA INDIA DO CATÚ   \n",
       "15779       ROSANGELA DA MOTTA REBELLO MACHADO              ROSANGELA MOTTA   \n",
       "2464                  JAILDA PINHEIRO NOGUEIRA                       JAILDA   \n",
       "23062             MARLEIDE CRISTINA DOS SANTOS            MARLEIDE CRISTINA   \n",
       "15780          MARCELE REBELLO MACHADO TOFFANO              MARCELE REBELLO   \n",
       "20343    D  ANGELA ANALDINA DA SILVA KOTINSCKI                     D ANGELA   \n",
       "574             HELENA CAMILA SILVA DOS SANTOS                HELENA CAMILA   \n",
       "2465                MARIA DO SOCORRO DE CRISTO                      SOCORRO   \n",
       "6408                RUTH VALERY ALVES FERREIRA                  RUTH VALERY   \n",
       "575                     MARIA APARECIDA LISBOA             TIDA DO BREJINHO   \n",
       "19782                           GRACIELE KURTZ               GRACIELE KURTZ   \n",
       "12412                       LUMA ALVES GOUVEIA                 LUMA GOUVEIA   \n",
       "20346               ELIZABETH SILVA DE ALMEIDA                         BETH   \n",
       "27278                      ADIR CARDOSO GENTIL                 ADIR GENTIL    \n",
       "...                                        ...                          ...   \n",
       "8311                 OFÉLIA DE LOURDES HILÁRIO                       OFÉLIA   \n",
       "5634          JEOVANIA BARCELOS GOMES TEIXEIRA      JEOVANIA BARCELOS GOMES   \n",
       "21035                      SÔNIA MARIA PACHECO                SÔNIA D AVILA   \n",
       "11100                       JOSE BISPO BARBOSA              PROFESSOR BISPO   \n",
       "23681  MARTA LÍVIA BARRAGANA FERNANDES SUPLICY                  MARTA LÍVIA   \n",
       "3626                  LUISA GONÇALVES DA SILVA              LUISA GONÇALVES   \n",
       "4549                    BRUNA AUGUSTO DE SOUSA                BRUNA AUGUSTO   \n",
       "20457            ROGERIO MATOS MOREIRA TRAJANO              ROGERIO TRAJANO   \n",
       "68                      NELSON RODRIGUES SALES                 NELSON SALES   \n",
       "69                 PAULINO BATISTA DE MEDEIROS                       PAULAO   \n",
       "20458      FRANCISCA AURELINA DE MEDEIROS LIMA            AURELINA MEDEIROS   \n",
       "13011         LUCIA MARIA CRISPINIANO DA SILVA                    MÃE LUCIA   \n",
       "2494             MARIA LÚCIA DE MOURA CARVALHO               LÚCIA CARVALHO   \n",
       "15865                 IVANILDO DE JESUS SEVERO              IVANILDO FAVELA   \n",
       "8314                     DENISE DE STEFANI MAX                   DENISE MAX   \n",
       "23683                PAULO DE ABREU LEME FILHO             PAULO LEME FILHO   \n",
       "6471               THALITA DE OLIVEIRA PEREIRA  THALITA DE OLIVEIRA PEREIRA   \n",
       "70                      FERNANDO MELO DA COSTA                FERNANDO MELO   \n",
       "5636               ALBERTH KAUÊ GOMES OLIVEIRA                         KAUÊ   \n",
       "2495                   JOÃO REIS SANTANA FILHO                 JOÃO SANTANA   \n",
       "2496                   JOÃO REIS SANTANA FILHO                 JOÃO SANTANA   \n",
       "23684             ROSANGELA RIBEIRO DE ALMEIDA         ROSANGELA DE ALMEIDA   \n",
       "1890                  ERALDO DA SILVA TRINDADE              ERALDO TRINDADE   \n",
       "1891                   VALDECO VIEIRA DE SOUZA                      VALDECO   \n",
       "8315         VIVIANE ROSA SIZENANDO DE ALMEIDA            VIVIANE SIZENANDO   \n",
       "8316     ANTONIO SERGIO DA SILVA MENDES JUNIOR      PROFESSOR SERGIO MENDES   \n",
       "72                         ANTONIA ROJAS SALES                ANTONIA SALES   \n",
       "23685                   WILMA DE FREITAS MALTA                  WILMA MALTA   \n",
       "4553                   SANDRA FARAJ CAVALCANTE                 SANDRA FARAJ   \n",
       "14501                          LUCIANE CROZAKE              LUCIANE CROZAKE   \n",
       "\n",
       "       NR_PARTIDO     SG_PARTIDO  QT_VOTOS_NOMINAIS  VR_DESPESA_CONTRATADA  \\\n",
       "6              25            DEM                  6              240159.23   \n",
       "20336          22             PR                  3               40013.00   \n",
       "14030          22             PR                 41              369912.55   \n",
       "20337          55            PSD                  9               79613.20   \n",
       "20338          55            PSD                  9               60000.00   \n",
       "2462           77  SOLIDARIEDADE                  9               55000.00   \n",
       "3595           90           PROS                 47              274018.40   \n",
       "1020           90           PROS                 41              177150.00   \n",
       "7505           10            PRB                161              584899.80   \n",
       "11555          90           PROS                 49              169890.05   \n",
       "1855           15            MDB                 51              176430.30   \n",
       "12984          90           PROS                 37              122788.70   \n",
       "20342          15            MDB                 31               98934.50   \n",
       "573            23            PPS                 55              173455.14   \n",
       "15778          22             PR                104              296747.50   \n",
       "19781          10            PRB                 64              179657.92   \n",
       "19261          19           PODE                 75              199930.55   \n",
       "15779          90           PROS                 67              174111.21   \n",
       "2464           77  SOLIDARIEDADE                 31               80000.00   \n",
       "23062          15            MDB                186              468899.75   \n",
       "15780          90           PROS                 88              217347.71   \n",
       "20343          40            PSB                 25               60575.00   \n",
       "574            23            PPS                 73              173972.75   \n",
       "2465           27             DC                 42               99950.00   \n",
       "6408           11             PP                208              419287.58   \n",
       "575            55            PSD                233              448987.67   \n",
       "19782          14            PTB                 99              169994.72   \n",
       "12412          25            DEM                 90              149896.20   \n",
       "20346          11             PP                200              332669.27   \n",
       "27278          19           PODE                216              344177.03   \n",
       "...           ...            ...                ...                    ...   \n",
       "8311           13             PT               4508              471978.38   \n",
       "5634           11             PP                542               56699.94   \n",
       "21035          22             PR               3028              316083.14   \n",
       "11100          22             PR               9987             1036292.40   \n",
       "23681          15            MDB               1506              155996.40   \n",
       "3626           40            PSB               1063              110000.00   \n",
       "4549           33            PMN                477               49300.00   \n",
       "20457          45           PSDB               2375              244895.05   \n",
       "68             11             PP               9165              943143.40   \n",
       "69             23            PPS                389               39945.20   \n",
       "20458          19           PODE               4864              498754.88   \n",
       "13011          40            PSB                979              100000.00   \n",
       "2494           77  SOLIDARIEDADE                498               50810.00   \n",
       "15865          14            PTB                383               38980.00   \n",
       "8314           22             PR               6878              700000.00   \n",
       "23683          18           REDE               1631              165957.74   \n",
       "6471           25            DEM                343               34900.80   \n",
       "70             90           PROS               3214              326982.60   \n",
       "5636           11             PP               2138              217260.25   \n",
       "2495           15            MDB              33266             3379195.35   \n",
       "2496           15            MDB              33266             3379195.35   \n",
       "23684          15            MDB                488               49406.28   \n",
       "1890           22             PR               2679              271200.00   \n",
       "1891           11             PP               1977              200000.00   \n",
       "8315           14            PTB                316               31856.35   \n",
       "8316           20            PSC              12744             1284697.55   \n",
       "72             15            MDB               9139              919715.54   \n",
       "23685          55            PSD                399               40140.15   \n",
       "4553           22             PR               8963              899912.52   \n",
       "14501          17            PSL                466               46641.81   \n",
       "\n",
       "       VR_DESPESA_POR_VOTOS DS_SITUACAO_CANDIDATURA DS_DETALHE_SITUACAO_CAND  \\\n",
       "6              40026.538333                    APTO                 DEFERIDO   \n",
       "20336          13337.666667                    APTO                 DEFERIDO   \n",
       "14030           9022.257317                    APTO                 DEFERIDO   \n",
       "20337           8845.911111                    APTO                 DEFERIDO   \n",
       "20338           6666.666667                    APTO                 DEFERIDO   \n",
       "2462            6111.111111                    APTO                 DEFERIDO   \n",
       "3595            5830.178723                    APTO                 DEFERIDO   \n",
       "1020            4320.731707                    APTO                 DEFERIDO   \n",
       "7505            3632.918012                    APTO                 DEFERIDO   \n",
       "11555           3467.143878                    APTO                 DEFERIDO   \n",
       "1855            3459.417647                    APTO                 DEFERIDO   \n",
       "12984           3318.613514                    APTO                 DEFERIDO   \n",
       "20342           3191.435484                    APTO                 DEFERIDO   \n",
       "573             3153.729818                    APTO                 DEFERIDO   \n",
       "15778           2853.341346                    APTO                 DEFERIDO   \n",
       "19781           2807.155000                    APTO                 DEFERIDO   \n",
       "19261           2665.740667                    APTO                 DEFERIDO   \n",
       "15779           2598.674776                    APTO                 DEFERIDO   \n",
       "2464            2580.645161                    APTO                 DEFERIDO   \n",
       "23062           2520.966398                    APTO                 DEFERIDO   \n",
       "15780           2469.860341                    APTO                 DEFERIDO   \n",
       "20343           2423.000000                    APTO                 DEFERIDO   \n",
       "574             2383.188356                    APTO                 DEFERIDO   \n",
       "2465            2379.761905                    APTO                 DEFERIDO   \n",
       "6408            2015.805673                    APTO                 DEFERIDO   \n",
       "575             1926.985708                    APTO                 DEFERIDO   \n",
       "19782           1717.118384                    APTO                 DEFERIDO   \n",
       "12412           1665.513333                    APTO                 DEFERIDO   \n",
       "20346           1663.346350                    APTO                 DEFERIDO   \n",
       "27278           1593.412176                    APTO                 DEFERIDO   \n",
       "...                     ...                     ...                      ...   \n",
       "8311             104.697955                    APTO                 DEFERIDO   \n",
       "5634             104.612435                    APTO                 DEFERIDO   \n",
       "21035            104.386770                    APTO                 DEFERIDO   \n",
       "11100            103.764133                    APTO                 DEFERIDO   \n",
       "23681            103.583267                    APTO                 DEFERIDO   \n",
       "3626             103.480715                    APTO                 DEFERIDO   \n",
       "4549             103.354298                    APTO                 DEFERIDO   \n",
       "20457            103.113705                    APTO                 DEFERIDO   \n",
       "68               102.907081                    APTO                 DEFERIDO   \n",
       "69               102.686889                    APTO                 DEFERIDO   \n",
       "20458            102.540066                    APTO                 DEFERIDO   \n",
       "13011            102.145046                    APTO                 DEFERIDO   \n",
       "2494             102.028112                    APTO                 DEFERIDO   \n",
       "15865            101.775457                    APTO                 DEFERIDO   \n",
       "8314             101.773771                    APTO                 DEFERIDO   \n",
       "23683            101.752140                    APTO                 DEFERIDO   \n",
       "6471             101.751603                    APTO                 DEFERIDO   \n",
       "70               101.736963                    APTO                 DEFERIDO   \n",
       "5636             101.618452                    APTO                 DEFERIDO   \n",
       "2495             101.581054                    APTO                 DEFERIDO   \n",
       "2496             101.581054                    APTO                 DEFERIDO   \n",
       "23684            101.242377                    APTO                 DEFERIDO   \n",
       "1890             101.231803                    APTO                 DEFERIDO   \n",
       "1891             101.163379                    APTO                 DEFERIDO   \n",
       "8315             100.811234                    APTO                 DEFERIDO   \n",
       "8316             100.808031                    APTO                 DEFERIDO   \n",
       "72               100.636343                    APTO                 DEFERIDO   \n",
       "23685            100.601880                    APTO                 DEFERIDO   \n",
       "4553             100.403048                    APTO                 DEFERIDO   \n",
       "14501            100.089721                    APTO                 DEFERIDO   \n",
       "\n",
       "       DS_GENERO              DS_GRAU_INSTRUCAO DS_ESTADO_CIVIL DS_COR_RACA  \\\n",
       "6       FEMININO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)       PRETA   \n",
       "20336   FEMININO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "14030   FEMININO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "20337   FEMININO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "20338   FEMININO          ENSINO MÉDIO COMPLETO       CASADO(A)       PARDA   \n",
       "2462    FEMININO        ENSINO MÉDIO INCOMPLETO       CASADO(A)      BRANCA   \n",
       "3595    FEMININO          ENSINO MÉDIO COMPLETO       CASADO(A)       PARDA   \n",
       "1020    FEMININO              SUPERIOR COMPLETO   DIVORCIADO(A)      BRANCA   \n",
       "7505    FEMININO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "11555   FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "1855    FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "12984   FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "20342   FEMININO            SUPERIOR INCOMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "573     FEMININO          ENSINO MÉDIO COMPLETO       CASADO(A)      BRANCA   \n",
       "15778   FEMININO              SUPERIOR COMPLETO   DIVORCIADO(A)       PARDA   \n",
       "19781   FEMININO          ENSINO MÉDIO COMPLETO       CASADO(A)       PARDA   \n",
       "19261   FEMININO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "15779   FEMININO          ENSINO MÉDIO COMPLETO       CASADO(A)      BRANCA   \n",
       "2464    FEMININO    ENSINO FUNDAMENTAL COMPLETO     SOLTEIRO(A)       PRETA   \n",
       "23062   FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "15780   FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "20343   FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "574     FEMININO            SUPERIOR INCOMPLETO     SOLTEIRO(A)       PARDA   \n",
       "2465    FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "6408    FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "575     FEMININO  ENSINO FUNDAMENTAL INCOMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "19782   FEMININO    ENSINO FUNDAMENTAL COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "12412   FEMININO            SUPERIOR INCOMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "20346   FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "27278  MASCULINO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "...          ...                            ...             ...         ...   \n",
       "8311    FEMININO              SUPERIOR COMPLETO       CASADO(A)       PRETA   \n",
       "5634    FEMININO              SUPERIOR COMPLETO       CASADO(A)       PARDA   \n",
       "21035   FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "11100  MASCULINO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "23681   FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "3626    FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "4549    FEMININO          ENSINO MÉDIO COMPLETO   DIVORCIADO(A)      BRANCA   \n",
       "20457  MASCULINO    ENSINO FUNDAMENTAL COMPLETO   DIVORCIADO(A)       PARDA   \n",
       "68     MASCULINO          ENSINO MÉDIO COMPLETO       CASADO(A)       PARDA   \n",
       "69     MASCULINO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "20458   FEMININO              SUPERIOR COMPLETO       CASADO(A)       PARDA   \n",
       "13011   FEMININO            SUPERIOR INCOMPLETO     SOLTEIRO(A)       PRETA   \n",
       "2494    FEMININO              SUPERIOR COMPLETO       CASADO(A)       PARDA   \n",
       "15865  MASCULINO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "8314    FEMININO            SUPERIOR INCOMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "23683  MASCULINO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "6471    FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "70     MASCULINO              SUPERIOR COMPLETO   DIVORCIADO(A)       PARDA   \n",
       "5636   MASCULINO            SUPERIOR INCOMPLETO       CASADO(A)       PARDA   \n",
       "2495    FEMININO              SUPERIOR COMPLETO   DIVORCIADO(A)       PARDA   \n",
       "2496   MASCULINO          ENSINO MÉDIO COMPLETO       CASADO(A)       PARDA   \n",
       "23684   FEMININO        ENSINO MÉDIO INCOMPLETO       CASADO(A)      BRANCA   \n",
       "1890   MASCULINO              SUPERIOR COMPLETO       CASADO(A)       PRETA   \n",
       "1891   MASCULINO              SUPERIOR COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "8315    FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "8316   MASCULINO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "72      FEMININO              SUPERIOR COMPLETO       CASADO(A)       PARDA   \n",
       "23685   FEMININO              SUPERIOR COMPLETO   DIVORCIADO(A)      BRANCA   \n",
       "4553    FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "14501   FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "\n",
       "       DS_SIT_TOT_TURNO  \n",
       "6              SUPLENTE  \n",
       "20336          SUPLENTE  \n",
       "14030          SUPLENTE  \n",
       "20337        NÃO ELEITO  \n",
       "20338        NÃO ELEITO  \n",
       "2462         NÃO ELEITO  \n",
       "3595           SUPLENTE  \n",
       "1020           SUPLENTE  \n",
       "7505           SUPLENTE  \n",
       "11555          SUPLENTE  \n",
       "1855           SUPLENTE  \n",
       "12984          SUPLENTE  \n",
       "20342          SUPLENTE  \n",
       "573            SUPLENTE  \n",
       "15778          SUPLENTE  \n",
       "19781          SUPLENTE  \n",
       "19261          SUPLENTE  \n",
       "15779          SUPLENTE  \n",
       "2464         NÃO ELEITO  \n",
       "23062          SUPLENTE  \n",
       "15780          SUPLENTE  \n",
       "20343        NÃO ELEITO  \n",
       "574            SUPLENTE  \n",
       "2465           SUPLENTE  \n",
       "6408           SUPLENTE  \n",
       "575            SUPLENTE  \n",
       "19782          SUPLENTE  \n",
       "12412          SUPLENTE  \n",
       "20346          SUPLENTE  \n",
       "27278          SUPLENTE  \n",
       "...                 ...  \n",
       "8311           SUPLENTE  \n",
       "5634           SUPLENTE  \n",
       "21035          SUPLENTE  \n",
       "11100          SUPLENTE  \n",
       "23681          SUPLENTE  \n",
       "3626           SUPLENTE  \n",
       "4549           SUPLENTE  \n",
       "20457          SUPLENTE  \n",
       "68             SUPLENTE  \n",
       "69             SUPLENTE  \n",
       "20458  ELEITO POR MÉDIA  \n",
       "13011          SUPLENTE  \n",
       "2494         NÃO ELEITO  \n",
       "15865          SUPLENTE  \n",
       "8314           SUPLENTE  \n",
       "23683          SUPLENTE  \n",
       "6471           SUPLENTE  \n",
       "70             SUPLENTE  \n",
       "5636           SUPLENTE  \n",
       "2495         NÃO ELEITO  \n",
       "2496         NÃO ELEITO  \n",
       "23684          SUPLENTE  \n",
       "1890           SUPLENTE  \n",
       "1891           SUPLENTE  \n",
       "8315           SUPLENTE  \n",
       "8316           SUPLENTE  \n",
       "72     ELEITO POR MÉDIA  \n",
       "23685          SUPLENTE  \n",
       "4553           SUPLENTE  \n",
       "14501          SUPLENTE  \n",
       "\n",
       "[685 rows x 18 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Lista de candidatos com votos não-nulos, com gastos maiores que R$30 mil e mais de R$100/voto\n",
    "condicao = (df['QT_VOTOS_NOMINAIS'] != 0) & \\\n",
    "           (df['VR_DESPESA_CONTRATADA'] > 30000) & \\\n",
    "           (df['VR_DESPESA_POR_VOTOS'] > 100)\n",
    "df[condicao]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A lista com 685 candidatos acima gastou R$163374561.00, recebendo 885324 votos. Ela contém 81.8% de mulheres.\n",
      "O gasto com esses candidatos corresponde a 3.35% dos gastos totais.\n"
     ]
    }
   ],
   "source": [
    "print('A lista com %d candidatos acima gastou R$%.2f, recebendo %d votos. Ela contém %3.1f%% de mulheres.\\nO gasto com esses candidatos corresponde a %3.2f%% dos gastos totais.' % \n",
    "      (len(df[condicao]), \n",
    "       df[condicao]['VR_DESPESA_CONTRATADA'].sum(), \n",
    "       df[condicao]['QT_VOTOS_NOMINAIS'].sum(), \n",
    "       100*(df[condicao]['DS_GENERO'] == 'FEMININO').sum()/len(df[condicao]),\n",
    "       100*df[condicao]['VR_DESPESA_CONTRATADA'].sum()/df['VR_DESPESA_CONTRATADA'].sum()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Exportar lista de candidatos com gastos muito acima da média em formato csv\n",
    "df[condicao].to_csv('candidatos_RS30mil_100porvoto.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lista de candidatos com gastos muito acima da média e menos que mil votos\n",
    "\n",
    "A lista abaixo indica candidatos com gastos elevados e que podem apresentar indícios de desvio de verbas partidárias. O filtro considera:\n",
    "\n",
    "- Candidatos com votos não-nulos.\n",
    "- Total de gastos contratados maiores que R\\$30 mil.\n",
    "- Gasto/voto maior que R\\$50/voto.\n",
    "- Receberam menos que 1000 votos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>NR_CANDIDATO</th>\n",
       "      <th>NR_TURNO</th>\n",
       "      <th>SG_UF</th>\n",
       "      <th>DS_CARGO</th>\n",
       "      <th>NM_CANDIDATO</th>\n",
       "      <th>NM_URNA_CANDIDATO</th>\n",
       "      <th>NR_PARTIDO</th>\n",
       "      <th>SG_PARTIDO</th>\n",
       "      <th>QT_VOTOS_NOMINAIS</th>\n",
       "      <th>VR_DESPESA_CONTRATADA</th>\n",
       "      <th>VR_DESPESA_POR_VOTOS</th>\n",
       "      <th>DS_SITUACAO_CANDIDATURA</th>\n",
       "      <th>DS_DETALHE_SITUACAO_CAND</th>\n",
       "      <th>DS_GENERO</th>\n",
       "      <th>DS_GRAU_INSTRUCAO</th>\n",
       "      <th>DS_ESTADO_CIVIL</th>\n",
       "      <th>DS_COR_RACA</th>\n",
       "      <th>DS_SIT_TOT_TURNO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>25998</td>\n",
       "      <td>1</td>\n",
       "      <td>AC</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>SONIA DE FATIMA SILVA ALVES</td>\n",
       "      <td>SONIA</td>\n",
       "      <td>25</td>\n",
       "      <td>DEM</td>\n",
       "      <td>6</td>\n",
       "      <td>240159.23</td>\n",
       "      <td>40026.538333</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20336</th>\n",
       "      <td>22147</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MILENE ALVES DO NASCIMENTO</td>\n",
       "      <td>MILENE NASCIMENTO</td>\n",
       "      <td>22</td>\n",
       "      <td>PR</td>\n",
       "      <td>3</td>\n",
       "      <td>40013.00</td>\n",
       "      <td>13337.666667</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14030</th>\n",
       "      <td>22555</td>\n",
       "      <td>1</td>\n",
       "      <td>PI</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>TAMIRES ALMEIDA VASCONCELOS</td>\n",
       "      <td>TAMIRES VASCONCELOS</td>\n",
       "      <td>22</td>\n",
       "      <td>PR</td>\n",
       "      <td>41</td>\n",
       "      <td>369912.55</td>\n",
       "      <td>9022.257317</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20337</th>\n",
       "      <td>55158</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>REGIANE DA FONSECA BRAGA</td>\n",
       "      <td>REGIANE BRAGA</td>\n",
       "      <td>55</td>\n",
       "      <td>PSD</td>\n",
       "      <td>9</td>\n",
       "      <td>79613.20</td>\n",
       "      <td>8845.911111</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20338</th>\n",
       "      <td>55550</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>LUCENIR VASCONCELOS DE OLIVEIRA LICATA</td>\n",
       "      <td>LUCENIR LICATA</td>\n",
       "      <td>55</td>\n",
       "      <td>PSD</td>\n",
       "      <td>9</td>\n",
       "      <td>60000.00</td>\n",
       "      <td>6666.666667</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2462</th>\n",
       "      <td>77500</td>\n",
       "      <td>1</td>\n",
       "      <td>BA</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>DEIZE RAMOS DA SILVA</td>\n",
       "      <td>DEIZE</td>\n",
       "      <td>77</td>\n",
       "      <td>SOLIDARIEDADE</td>\n",
       "      <td>9</td>\n",
       "      <td>55000.00</td>\n",
       "      <td>6111.111111</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO INCOMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3595</th>\n",
       "      <td>90088</td>\n",
       "      <td>1</td>\n",
       "      <td>CE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>DÉBORA RIBEIRO DOS SANTOS</td>\n",
       "      <td>DÉBORA RIBEIRO</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>47</td>\n",
       "      <td>274018.40</td>\n",
       "      <td>5830.178723</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>90333</td>\n",
       "      <td>1</td>\n",
       "      <td>AM</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ADRIANA MOURA DE MENDONÇA</td>\n",
       "      <td>ADRIANA MOURA</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>41</td>\n",
       "      <td>177150.00</td>\n",
       "      <td>4320.731707</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7505</th>\n",
       "      <td>10010</td>\n",
       "      <td>1</td>\n",
       "      <td>MA</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARISA REGINA DUARTE TEIXEIRA</td>\n",
       "      <td>MARISA ROSAS</td>\n",
       "      <td>10</td>\n",
       "      <td>PRB</td>\n",
       "      <td>161</td>\n",
       "      <td>584899.80</td>\n",
       "      <td>3632.918012</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11555</th>\n",
       "      <td>90111</td>\n",
       "      <td>1</td>\n",
       "      <td>PA</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>CLIVIA PINHEIRO LEÃO</td>\n",
       "      <td>CLIVIA LEÃO</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>49</td>\n",
       "      <td>169890.05</td>\n",
       "      <td>3467.143878</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1855</th>\n",
       "      <td>15789</td>\n",
       "      <td>1</td>\n",
       "      <td>AP</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MILENA BARRETO PAES</td>\n",
       "      <td>MILENA PAES</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>51</td>\n",
       "      <td>176430.30</td>\n",
       "      <td>3459.417647</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12984</th>\n",
       "      <td>90090</td>\n",
       "      <td>1</td>\n",
       "      <td>PE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>VALDILENE DINIZ DA SILVA DO NASCIMENTO</td>\n",
       "      <td>VALDILENE DINIZ</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>37</td>\n",
       "      <td>122788.70</td>\n",
       "      <td>3318.613514</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20342</th>\n",
       "      <td>15888</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>VIVIANY KASSIA FREITAS LIMA</td>\n",
       "      <td>VIVIANY</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>31</td>\n",
       "      <td>98934.50</td>\n",
       "      <td>3191.435484</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>23001</td>\n",
       "      <td>1</td>\n",
       "      <td>AL</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARIA NATHALIA MOURA DE MELO</td>\n",
       "      <td>MARIA NATHALIA</td>\n",
       "      <td>23</td>\n",
       "      <td>PPS</td>\n",
       "      <td>55</td>\n",
       "      <td>173455.14</td>\n",
       "      <td>3153.729818</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15778</th>\n",
       "      <td>22526</td>\n",
       "      <td>1</td>\n",
       "      <td>RJ</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>EDILEUSA SANTOS ANDRADE</td>\n",
       "      <td>EDILEUSA SANTOS</td>\n",
       "      <td>22</td>\n",
       "      <td>PR</td>\n",
       "      <td>104</td>\n",
       "      <td>296747.50</td>\n",
       "      <td>2853.341346</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19781</th>\n",
       "      <td>10364</td>\n",
       "      <td>1</td>\n",
       "      <td>RO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>IVANA MELO VIANA DIAS</td>\n",
       "      <td>IVANA MELO</td>\n",
       "      <td>10</td>\n",
       "      <td>PRB</td>\n",
       "      <td>64</td>\n",
       "      <td>179657.92</td>\n",
       "      <td>2807.155000</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19261</th>\n",
       "      <td>19111</td>\n",
       "      <td>1</td>\n",
       "      <td>RN</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>VANIA MARIA ARCANJO DA SILVA</td>\n",
       "      <td>VANIA INDIA DO CATÚ</td>\n",
       "      <td>19</td>\n",
       "      <td>PODE</td>\n",
       "      <td>75</td>\n",
       "      <td>199930.55</td>\n",
       "      <td>2665.740667</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15779</th>\n",
       "      <td>9072</td>\n",
       "      <td>1</td>\n",
       "      <td>RJ</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ROSANGELA DA MOTTA REBELLO MACHADO</td>\n",
       "      <td>ROSANGELA MOTTA</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>67</td>\n",
       "      <td>174111.21</td>\n",
       "      <td>2598.674776</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2464</th>\n",
       "      <td>77001</td>\n",
       "      <td>1</td>\n",
       "      <td>BA</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JAILDA PINHEIRO NOGUEIRA</td>\n",
       "      <td>JAILDA</td>\n",
       "      <td>77</td>\n",
       "      <td>SOLIDARIEDADE</td>\n",
       "      <td>31</td>\n",
       "      <td>80000.00</td>\n",
       "      <td>2580.645161</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23062</th>\n",
       "      <td>15150</td>\n",
       "      <td>1</td>\n",
       "      <td>SE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARLEIDE CRISTINA DOS SANTOS</td>\n",
       "      <td>MARLEIDE CRISTINA</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>186</td>\n",
       "      <td>468899.75</td>\n",
       "      <td>2520.966398</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15780</th>\n",
       "      <td>90031</td>\n",
       "      <td>1</td>\n",
       "      <td>RJ</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARCELE REBELLO MACHADO TOFFANO</td>\n",
       "      <td>MARCELE REBELLO</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>88</td>\n",
       "      <td>217347.71</td>\n",
       "      <td>2469.860341</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20343</th>\n",
       "      <td>4050</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>D  ANGELA ANALDINA DA SILVA KOTINSCKI</td>\n",
       "      <td>D ANGELA</td>\n",
       "      <td>40</td>\n",
       "      <td>PSB</td>\n",
       "      <td>25</td>\n",
       "      <td>60575.00</td>\n",
       "      <td>2423.000000</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>23888</td>\n",
       "      <td>1</td>\n",
       "      <td>AL</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>HELENA CAMILA SILVA DOS SANTOS</td>\n",
       "      <td>HELENA CAMILA</td>\n",
       "      <td>23</td>\n",
       "      <td>PPS</td>\n",
       "      <td>73</td>\n",
       "      <td>173972.75</td>\n",
       "      <td>2383.188356</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2465</th>\n",
       "      <td>27332</td>\n",
       "      <td>1</td>\n",
       "      <td>BA</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARIA DO SOCORRO DE CRISTO</td>\n",
       "      <td>SOCORRO</td>\n",
       "      <td>27</td>\n",
       "      <td>DC</td>\n",
       "      <td>42</td>\n",
       "      <td>99950.00</td>\n",
       "      <td>2379.761905</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6408</th>\n",
       "      <td>11100</td>\n",
       "      <td>1</td>\n",
       "      <td>GO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>RUTH VALERY ALVES FERREIRA</td>\n",
       "      <td>RUTH VALERY</td>\n",
       "      <td>11</td>\n",
       "      <td>PP</td>\n",
       "      <td>208</td>\n",
       "      <td>419287.58</td>\n",
       "      <td>2015.805673</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>5577</td>\n",
       "      <td>1</td>\n",
       "      <td>AL</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>MARIA APARECIDA LISBOA</td>\n",
       "      <td>TIDA DO BREJINHO</td>\n",
       "      <td>55</td>\n",
       "      <td>PSD</td>\n",
       "      <td>233</td>\n",
       "      <td>448987.67</td>\n",
       "      <td>1926.985708</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO FUNDAMENTAL INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19782</th>\n",
       "      <td>14321</td>\n",
       "      <td>1</td>\n",
       "      <td>RO</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>GRACIELE KURTZ</td>\n",
       "      <td>GRACIELE KURTZ</td>\n",
       "      <td>14</td>\n",
       "      <td>PTB</td>\n",
       "      <td>99</td>\n",
       "      <td>169994.72</td>\n",
       "      <td>1717.118384</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12412</th>\n",
       "      <td>25789</td>\n",
       "      <td>1</td>\n",
       "      <td>PB</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>LUMA ALVES GOUVEIA</td>\n",
       "      <td>LUMA GOUVEIA</td>\n",
       "      <td>25</td>\n",
       "      <td>DEM</td>\n",
       "      <td>90</td>\n",
       "      <td>149896.20</td>\n",
       "      <td>1665.513333</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20346</th>\n",
       "      <td>11000</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ELIZABETH SILVA DE ALMEIDA</td>\n",
       "      <td>BETH</td>\n",
       "      <td>11</td>\n",
       "      <td>PP</td>\n",
       "      <td>200</td>\n",
       "      <td>332669.27</td>\n",
       "      <td>1663.346350</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27278</th>\n",
       "      <td>1919</td>\n",
       "      <td>1</td>\n",
       "      <td>TO</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ADIR CARDOSO GENTIL</td>\n",
       "      <td>ADIR GENTIL</td>\n",
       "      <td>19</td>\n",
       "      <td>PODE</td>\n",
       "      <td>216</td>\n",
       "      <td>344177.03</td>\n",
       "      <td>1593.412176</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23805</th>\n",
       "      <td>22002</td>\n",
       "      <td>1</td>\n",
       "      <td>SP</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>VERA LUCIA LANGELLOTTI VELLO</td>\n",
       "      <td>VERA LANGELLOTTI</td>\n",
       "      <td>22</td>\n",
       "      <td>PR</td>\n",
       "      <td>585</td>\n",
       "      <td>32915.60</td>\n",
       "      <td>56.265983</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>VIÚVO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15963</th>\n",
       "      <td>90321</td>\n",
       "      <td>1</td>\n",
       "      <td>RJ</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ADRIANA DUARTE DA SILVA</td>\n",
       "      <td>ADRIANA DUARTE</td>\n",
       "      <td>90</td>\n",
       "      <td>PROS</td>\n",
       "      <td>893</td>\n",
       "      <td>49913.55</td>\n",
       "      <td>55.894233</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22352</th>\n",
       "      <td>44567</td>\n",
       "      <td>1</td>\n",
       "      <td>SC</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JANETE COUTO DE OLIVEIRA</td>\n",
       "      <td>JANETE COUTO</td>\n",
       "      <td>44</td>\n",
       "      <td>PRP</td>\n",
       "      <td>931</td>\n",
       "      <td>52000.00</td>\n",
       "      <td>55.853921</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>77789</td>\n",
       "      <td>1</td>\n",
       "      <td>AC</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JULIO CESAR PAIVA DE MOURA</td>\n",
       "      <td>JÚLIO PAIVA (CESINHA)</td>\n",
       "      <td>77</td>\n",
       "      <td>SOLIDARIEDADE</td>\n",
       "      <td>806</td>\n",
       "      <td>45000.00</td>\n",
       "      <td>55.831266</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8386</th>\n",
       "      <td>4511</td>\n",
       "      <td>1</td>\n",
       "      <td>MG</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>JOÃO BATISTA FERREIRA ARAÚJO</td>\n",
       "      <td>JOÃO BATISTA FOGUIM</td>\n",
       "      <td>45</td>\n",
       "      <td>PSDB</td>\n",
       "      <td>733</td>\n",
       "      <td>40805.00</td>\n",
       "      <td>55.668486</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20507</th>\n",
       "      <td>1703</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>ILAINE INÊS HENZ-DIAS</td>\n",
       "      <td>ILANE HENZ</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>547</td>\n",
       "      <td>30414.04</td>\n",
       "      <td>55.601536</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21075</th>\n",
       "      <td>11035</td>\n",
       "      <td>1</td>\n",
       "      <td>RS</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>NILCE BREGALDA SCHNEIDER</td>\n",
       "      <td>NILCE BREGALDA</td>\n",
       "      <td>11</td>\n",
       "      <td>PP</td>\n",
       "      <td>886</td>\n",
       "      <td>48960.00</td>\n",
       "      <td>55.259594</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23096</th>\n",
       "      <td>11123</td>\n",
       "      <td>1</td>\n",
       "      <td>SE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>RONALDO JOSE LEITE PINTO</td>\n",
       "      <td>RADIALISTA RONALDO LEITE</td>\n",
       "      <td>11</td>\n",
       "      <td>PP</td>\n",
       "      <td>913</td>\n",
       "      <td>50390.35</td>\n",
       "      <td>55.192059</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8390</th>\n",
       "      <td>12344</td>\n",
       "      <td>1</td>\n",
       "      <td>MG</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JOÃO FRANCISCO DOS SANTOS</td>\n",
       "      <td>PROFESSOR JOÃO FRANCISCO</td>\n",
       "      <td>12</td>\n",
       "      <td>PDT</td>\n",
       "      <td>632</td>\n",
       "      <td>34820.00</td>\n",
       "      <td>55.094937</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12447</th>\n",
       "      <td>13013</td>\n",
       "      <td>1</td>\n",
       "      <td>PB</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARIA MARQUES MACIEL</td>\n",
       "      <td>MARIAH</td>\n",
       "      <td>13</td>\n",
       "      <td>PT</td>\n",
       "      <td>746</td>\n",
       "      <td>40369.99</td>\n",
       "      <td>54.115268</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1930</th>\n",
       "      <td>4000</td>\n",
       "      <td>1</td>\n",
       "      <td>AP</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>IACY FURTADO GONÇALVES</td>\n",
       "      <td>IACY FURTADO</td>\n",
       "      <td>40</td>\n",
       "      <td>PSB</td>\n",
       "      <td>719</td>\n",
       "      <td>38904.50</td>\n",
       "      <td>54.109179</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15971</th>\n",
       "      <td>2346</td>\n",
       "      <td>1</td>\n",
       "      <td>RJ</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>MIRYAM INEZ DE LIMA</td>\n",
       "      <td>MIRIAM INEZ</td>\n",
       "      <td>23</td>\n",
       "      <td>PPS</td>\n",
       "      <td>591</td>\n",
       "      <td>31971.00</td>\n",
       "      <td>54.096447</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23814</th>\n",
       "      <td>1450</td>\n",
       "      <td>1</td>\n",
       "      <td>SP</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>KARINA MASSI</td>\n",
       "      <td>KARINA MASSI</td>\n",
       "      <td>14</td>\n",
       "      <td>PTB</td>\n",
       "      <td>925</td>\n",
       "      <td>50000.00</td>\n",
       "      <td>54.054054</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8395</th>\n",
       "      <td>14001</td>\n",
       "      <td>1</td>\n",
       "      <td>MG</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>GALBA MAGALHÃES VELLOSO</td>\n",
       "      <td>GALBA VELLOSO</td>\n",
       "      <td>14</td>\n",
       "      <td>PTB</td>\n",
       "      <td>889</td>\n",
       "      <td>48015.32</td>\n",
       "      <td>54.010484</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10595</th>\n",
       "      <td>15515</td>\n",
       "      <td>1</td>\n",
       "      <td>MS</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>LILIA MARIA VILLALVA DE MORAES SILVA</td>\n",
       "      <td>PASTORA LILIA</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>746</td>\n",
       "      <td>40000.00</td>\n",
       "      <td>53.619303</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14545</th>\n",
       "      <td>4011</td>\n",
       "      <td>1</td>\n",
       "      <td>PR</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>NATACIA REGINA FIDELIS MARINHO FERRAZ</td>\n",
       "      <td>NATACIA MARINHO</td>\n",
       "      <td>40</td>\n",
       "      <td>PSB</td>\n",
       "      <td>938</td>\n",
       "      <td>49998.59</td>\n",
       "      <td>53.303401</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4638</th>\n",
       "      <td>23180</td>\n",
       "      <td>1</td>\n",
       "      <td>DF</td>\n",
       "      <td>Deputado Distrital</td>\n",
       "      <td>LUCIA DIVINA BARREIRA BESSA MARTINS</td>\n",
       "      <td>LUCIA BESSA</td>\n",
       "      <td>23</td>\n",
       "      <td>PPS</td>\n",
       "      <td>811</td>\n",
       "      <td>43000.00</td>\n",
       "      <td>53.020962</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20514</th>\n",
       "      <td>55321</td>\n",
       "      <td>1</td>\n",
       "      <td>RR</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ADERVAL DA ROCHA FERREIRA FILHO</td>\n",
       "      <td>VAVÁ DO THIANGUÁ</td>\n",
       "      <td>55</td>\n",
       "      <td>PSD</td>\n",
       "      <td>955</td>\n",
       "      <td>50000.00</td>\n",
       "      <td>52.356021</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15975</th>\n",
       "      <td>15605</td>\n",
       "      <td>1</td>\n",
       "      <td>RJ</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>FLORIANO PINTO DA FONSECA NETO</td>\n",
       "      <td>PROFESSOR FLORIANO</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>955</td>\n",
       "      <td>50000.00</td>\n",
       "      <td>52.356021</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22355</th>\n",
       "      <td>45777</td>\n",
       "      <td>1</td>\n",
       "      <td>SC</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JUSSARA MACIEL JACINTO</td>\n",
       "      <td>SARAH MACIEL</td>\n",
       "      <td>45</td>\n",
       "      <td>PSDB</td>\n",
       "      <td>956</td>\n",
       "      <td>50000.00</td>\n",
       "      <td>52.301255</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11162</th>\n",
       "      <td>4303</td>\n",
       "      <td>1</td>\n",
       "      <td>MT</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>YVA PAES DE BARROS</td>\n",
       "      <td>YVA PAES DE BARROS</td>\n",
       "      <td>43</td>\n",
       "      <td>PV</td>\n",
       "      <td>993</td>\n",
       "      <td>51930.00</td>\n",
       "      <td>52.296073</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>NÃO ELEITO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14549</th>\n",
       "      <td>5585</td>\n",
       "      <td>1</td>\n",
       "      <td>PR</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>KATIANE FATIMA DE GOUVÊA</td>\n",
       "      <td>KATIANE DA SEDA</td>\n",
       "      <td>55</td>\n",
       "      <td>PSD</td>\n",
       "      <td>960</td>\n",
       "      <td>49901.14</td>\n",
       "      <td>51.980354</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23819</th>\n",
       "      <td>4394</td>\n",
       "      <td>1</td>\n",
       "      <td>SP</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>EDUARDO BARTOLOMEU RECHE PERES</td>\n",
       "      <td>DR.EDUARDO</td>\n",
       "      <td>43</td>\n",
       "      <td>PV</td>\n",
       "      <td>660</td>\n",
       "      <td>33900.00</td>\n",
       "      <td>51.363636</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23823</th>\n",
       "      <td>15005</td>\n",
       "      <td>1</td>\n",
       "      <td>SP</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>SANDRA DIAS TAVARES CINTRA</td>\n",
       "      <td>DRA. SANDRA FISIOTERAPEUTA</td>\n",
       "      <td>15</td>\n",
       "      <td>MDB</td>\n",
       "      <td>791</td>\n",
       "      <td>40344.50</td>\n",
       "      <td>51.004425</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5670</th>\n",
       "      <td>1122</td>\n",
       "      <td>1</td>\n",
       "      <td>ES</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>VERINA DA PENHA RODRIGUES</td>\n",
       "      <td>VERINA RODRIGUES</td>\n",
       "      <td>11</td>\n",
       "      <td>PP</td>\n",
       "      <td>687</td>\n",
       "      <td>35000.00</td>\n",
       "      <td>50.946143</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23824</th>\n",
       "      <td>2235</td>\n",
       "      <td>1</td>\n",
       "      <td>SP</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>DANIEL DE ALENCAR SILVA</td>\n",
       "      <td>DANIEL PERUEIRO</td>\n",
       "      <td>22</td>\n",
       "      <td>PR</td>\n",
       "      <td>775</td>\n",
       "      <td>39420.08</td>\n",
       "      <td>50.864619</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5671</th>\n",
       "      <td>44333</td>\n",
       "      <td>1</td>\n",
       "      <td>ES</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>GILBERTO MATIAS DE SOUZA</td>\n",
       "      <td>GILBERTO MATIAS</td>\n",
       "      <td>44</td>\n",
       "      <td>PRP</td>\n",
       "      <td>738</td>\n",
       "      <td>37498.44</td>\n",
       "      <td>50.810894</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>45000</td>\n",
       "      <td>1</td>\n",
       "      <td>AC</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>GILBERTO SOUZA DE FIGUEIREDO</td>\n",
       "      <td>BETO FIGUEIREDO</td>\n",
       "      <td>45</td>\n",
       "      <td>PSDB</td>\n",
       "      <td>989</td>\n",
       "      <td>50000.00</td>\n",
       "      <td>50.556117</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23827</th>\n",
       "      <td>40550</td>\n",
       "      <td>1</td>\n",
       "      <td>SP</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARIO LUIZ TARRICONE</td>\n",
       "      <td>MARIO LUIZ</td>\n",
       "      <td>40</td>\n",
       "      <td>PSB</td>\n",
       "      <td>957</td>\n",
       "      <td>48273.64</td>\n",
       "      <td>50.442675</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>70190</td>\n",
       "      <td>1</td>\n",
       "      <td>AL</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARIA BETANIA DA SILVA AMORIM</td>\n",
       "      <td>BETÂNIA AMORIM</td>\n",
       "      <td>70</td>\n",
       "      <td>AVANTE</td>\n",
       "      <td>799</td>\n",
       "      <td>40003.40</td>\n",
       "      <td>50.066834</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>PARDA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>722 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       NR_CANDIDATO  NR_TURNO SG_UF            DS_CARGO  \\\n",
       "6             25998         1    AC   Deputado Estadual   \n",
       "20336         22147         1    RR   Deputado Estadual   \n",
       "14030         22555         1    PI   Deputado Estadual   \n",
       "20337         55158         1    RR   Deputado Estadual   \n",
       "20338         55550         1    RR   Deputado Estadual   \n",
       "2462          77500         1    BA   Deputado Estadual   \n",
       "3595          90088         1    CE   Deputado Estadual   \n",
       "1020          90333         1    AM   Deputado Estadual   \n",
       "7505          10010         1    MA   Deputado Estadual   \n",
       "11555         90111         1    PA   Deputado Estadual   \n",
       "1855          15789         1    AP   Deputado Estadual   \n",
       "12984         90090         1    PE   Deputado Estadual   \n",
       "20342         15888         1    RR   Deputado Estadual   \n",
       "573           23001         1    AL   Deputado Estadual   \n",
       "15778         22526         1    RJ   Deputado Estadual   \n",
       "19781         10364         1    RO   Deputado Estadual   \n",
       "19261         19111         1    RN   Deputado Estadual   \n",
       "15779          9072         1    RJ    Deputado Federal   \n",
       "2464          77001         1    BA   Deputado Estadual   \n",
       "23062         15150         1    SE   Deputado Estadual   \n",
       "15780         90031         1    RJ   Deputado Estadual   \n",
       "20343          4050         1    RR    Deputado Federal   \n",
       "574           23888         1    AL   Deputado Estadual   \n",
       "2465          27332         1    BA   Deputado Estadual   \n",
       "6408          11100         1    GO   Deputado Estadual   \n",
       "575            5577         1    AL    Deputado Federal   \n",
       "19782         14321         1    RO   Deputado Estadual   \n",
       "12412         25789         1    PB   Deputado Estadual   \n",
       "20346         11000         1    RR   Deputado Estadual   \n",
       "27278          1919         1    TO    Deputado Federal   \n",
       "...             ...       ...   ...                 ...   \n",
       "23805         22002         1    SP   Deputado Estadual   \n",
       "15963         90321         1    RJ   Deputado Estadual   \n",
       "22352         44567         1    SC   Deputado Estadual   \n",
       "129           77789         1    AC   Deputado Estadual   \n",
       "8386           4511         1    MG    Deputado Federal   \n",
       "20507          1703         1    RR    Deputado Federal   \n",
       "21075         11035         1    RS   Deputado Estadual   \n",
       "23096         11123         1    SE   Deputado Estadual   \n",
       "8390          12344         1    MG   Deputado Estadual   \n",
       "12447         13013         1    PB   Deputado Estadual   \n",
       "1930           4000         1    AP    Deputado Federal   \n",
       "15971          2346         1    RJ    Deputado Federal   \n",
       "23814          1450         1    SP    Deputado Federal   \n",
       "8395          14001         1    MG   Deputado Estadual   \n",
       "10595         15515         1    MS   Deputado Estadual   \n",
       "14545          4011         1    PR    Deputado Federal   \n",
       "4638          23180         1    DF  Deputado Distrital   \n",
       "20514         55321         1    RR   Deputado Estadual   \n",
       "15975         15605         1    RJ   Deputado Estadual   \n",
       "22355         45777         1    SC   Deputado Estadual   \n",
       "11162          4303         1    MT    Deputado Federal   \n",
       "14549          5585         1    PR    Deputado Federal   \n",
       "23819          4394         1    SP    Deputado Federal   \n",
       "23823         15005         1    SP   Deputado Estadual   \n",
       "5670           1122         1    ES    Deputado Federal   \n",
       "23824          2235         1    SP    Deputado Federal   \n",
       "5671          44333         1    ES   Deputado Estadual   \n",
       "139           45000         1    AC   Deputado Estadual   \n",
       "23827         40550         1    SP   Deputado Estadual   \n",
       "599           70190         1    AL   Deputado Estadual   \n",
       "\n",
       "                                 NM_CANDIDATO           NM_URNA_CANDIDATO  \\\n",
       "6                SONIA DE FATIMA SILVA ALVES                       SONIA    \n",
       "20336              MILENE ALVES DO NASCIMENTO           MILENE NASCIMENTO   \n",
       "14030             TAMIRES ALMEIDA VASCONCELOS         TAMIRES VASCONCELOS   \n",
       "20337                REGIANE DA FONSECA BRAGA               REGIANE BRAGA   \n",
       "20338  LUCENIR VASCONCELOS DE OLIVEIRA LICATA              LUCENIR LICATA   \n",
       "2462                     DEIZE RAMOS DA SILVA                       DEIZE   \n",
       "3595                DÉBORA RIBEIRO DOS SANTOS              DÉBORA RIBEIRO   \n",
       "1020                ADRIANA MOURA DE MENDONÇA               ADRIANA MOURA   \n",
       "7505            MARISA REGINA DUARTE TEIXEIRA                MARISA ROSAS   \n",
       "11555                    CLIVIA PINHEIRO LEÃO                 CLIVIA LEÃO   \n",
       "1855                      MILENA BARRETO PAES                 MILENA PAES   \n",
       "12984  VALDILENE DINIZ DA SILVA DO NASCIMENTO             VALDILENE DINIZ   \n",
       "20342             VIVIANY KASSIA FREITAS LIMA                     VIVIANY   \n",
       "573              MARIA NATHALIA MOURA DE MELO              MARIA NATHALIA   \n",
       "15778                 EDILEUSA SANTOS ANDRADE             EDILEUSA SANTOS   \n",
       "19781                   IVANA MELO VIANA DIAS                  IVANA MELO   \n",
       "19261            VANIA MARIA ARCANJO DA SILVA         VANIA INDIA DO CATÚ   \n",
       "15779      ROSANGELA DA MOTTA REBELLO MACHADO             ROSANGELA MOTTA   \n",
       "2464                 JAILDA PINHEIRO NOGUEIRA                      JAILDA   \n",
       "23062            MARLEIDE CRISTINA DOS SANTOS           MARLEIDE CRISTINA   \n",
       "15780         MARCELE REBELLO MACHADO TOFFANO             MARCELE REBELLO   \n",
       "20343   D  ANGELA ANALDINA DA SILVA KOTINSCKI                    D ANGELA   \n",
       "574            HELENA CAMILA SILVA DOS SANTOS               HELENA CAMILA   \n",
       "2465               MARIA DO SOCORRO DE CRISTO                     SOCORRO   \n",
       "6408               RUTH VALERY ALVES FERREIRA                 RUTH VALERY   \n",
       "575                    MARIA APARECIDA LISBOA            TIDA DO BREJINHO   \n",
       "19782                          GRACIELE KURTZ              GRACIELE KURTZ   \n",
       "12412                      LUMA ALVES GOUVEIA                LUMA GOUVEIA   \n",
       "20346              ELIZABETH SILVA DE ALMEIDA                        BETH   \n",
       "27278                     ADIR CARDOSO GENTIL                ADIR GENTIL    \n",
       "...                                       ...                         ...   \n",
       "23805            VERA LUCIA LANGELLOTTI VELLO            VERA LANGELLOTTI   \n",
       "15963                 ADRIANA DUARTE DA SILVA              ADRIANA DUARTE   \n",
       "22352                JANETE COUTO DE OLIVEIRA                JANETE COUTO   \n",
       "129                JULIO CESAR PAIVA DE MOURA       JÚLIO PAIVA (CESINHA)   \n",
       "8386             JOÃO BATISTA FERREIRA ARAÚJO         JOÃO BATISTA FOGUIM   \n",
       "20507                   ILAINE INÊS HENZ-DIAS                  ILANE HENZ   \n",
       "21075                NILCE BREGALDA SCHNEIDER              NILCE BREGALDA   \n",
       "23096                RONALDO JOSE LEITE PINTO    RADIALISTA RONALDO LEITE   \n",
       "8390                JOÃO FRANCISCO DOS SANTOS    PROFESSOR JOÃO FRANCISCO   \n",
       "12447                    MARIA MARQUES MACIEL                      MARIAH   \n",
       "1930                   IACY FURTADO GONÇALVES                IACY FURTADO   \n",
       "15971                     MIRYAM INEZ DE LIMA                 MIRIAM INEZ   \n",
       "23814                            KARINA MASSI                KARINA MASSI   \n",
       "8395                  GALBA MAGALHÃES VELLOSO               GALBA VELLOSO   \n",
       "10595    LILIA MARIA VILLALVA DE MORAES SILVA               PASTORA LILIA   \n",
       "14545   NATACIA REGINA FIDELIS MARINHO FERRAZ             NATACIA MARINHO   \n",
       "4638      LUCIA DIVINA BARREIRA BESSA MARTINS                 LUCIA BESSA   \n",
       "20514         ADERVAL DA ROCHA FERREIRA FILHO            VAVÁ DO THIANGUÁ   \n",
       "15975          FLORIANO PINTO DA FONSECA NETO          PROFESSOR FLORIANO   \n",
       "22355                  JUSSARA MACIEL JACINTO                SARAH MACIEL   \n",
       "11162                      YVA PAES DE BARROS          YVA PAES DE BARROS   \n",
       "14549                KATIANE FATIMA DE GOUVÊA             KATIANE DA SEDA   \n",
       "23819          EDUARDO BARTOLOMEU RECHE PERES                  DR.EDUARDO   \n",
       "23823              SANDRA DIAS TAVARES CINTRA  DRA. SANDRA FISIOTERAPEUTA   \n",
       "5670                VERINA DA PENHA RODRIGUES            VERINA RODRIGUES   \n",
       "23824                 DANIEL DE ALENCAR SILVA             DANIEL PERUEIRO   \n",
       "5671                 GILBERTO MATIAS DE SOUZA             GILBERTO MATIAS   \n",
       "139              GILBERTO SOUZA DE FIGUEIREDO             BETO FIGUEIREDO   \n",
       "23827                    MARIO LUIZ TARRICONE                  MARIO LUIZ   \n",
       "599             MARIA BETANIA DA SILVA AMORIM              BETÂNIA AMORIM   \n",
       "\n",
       "       NR_PARTIDO     SG_PARTIDO  QT_VOTOS_NOMINAIS  VR_DESPESA_CONTRATADA  \\\n",
       "6              25            DEM                  6              240159.23   \n",
       "20336          22             PR                  3               40013.00   \n",
       "14030          22             PR                 41              369912.55   \n",
       "20337          55            PSD                  9               79613.20   \n",
       "20338          55            PSD                  9               60000.00   \n",
       "2462           77  SOLIDARIEDADE                  9               55000.00   \n",
       "3595           90           PROS                 47              274018.40   \n",
       "1020           90           PROS                 41              177150.00   \n",
       "7505           10            PRB                161              584899.80   \n",
       "11555          90           PROS                 49              169890.05   \n",
       "1855           15            MDB                 51              176430.30   \n",
       "12984          90           PROS                 37              122788.70   \n",
       "20342          15            MDB                 31               98934.50   \n",
       "573            23            PPS                 55              173455.14   \n",
       "15778          22             PR                104              296747.50   \n",
       "19781          10            PRB                 64              179657.92   \n",
       "19261          19           PODE                 75              199930.55   \n",
       "15779          90           PROS                 67              174111.21   \n",
       "2464           77  SOLIDARIEDADE                 31               80000.00   \n",
       "23062          15            MDB                186              468899.75   \n",
       "15780          90           PROS                 88              217347.71   \n",
       "20343          40            PSB                 25               60575.00   \n",
       "574            23            PPS                 73              173972.75   \n",
       "2465           27             DC                 42               99950.00   \n",
       "6408           11             PP                208              419287.58   \n",
       "575            55            PSD                233              448987.67   \n",
       "19782          14            PTB                 99              169994.72   \n",
       "12412          25            DEM                 90              149896.20   \n",
       "20346          11             PP                200              332669.27   \n",
       "27278          19           PODE                216              344177.03   \n",
       "...           ...            ...                ...                    ...   \n",
       "23805          22             PR                585               32915.60   \n",
       "15963          90           PROS                893               49913.55   \n",
       "22352          44            PRP                931               52000.00   \n",
       "129            77  SOLIDARIEDADE                806               45000.00   \n",
       "8386           45           PSDB                733               40805.00   \n",
       "20507          17            PSL                547               30414.04   \n",
       "21075          11             PP                886               48960.00   \n",
       "23096          11             PP                913               50390.35   \n",
       "8390           12            PDT                632               34820.00   \n",
       "12447          13             PT                746               40369.99   \n",
       "1930           40            PSB                719               38904.50   \n",
       "15971          23            PPS                591               31971.00   \n",
       "23814          14            PTB                925               50000.00   \n",
       "8395           14            PTB                889               48015.32   \n",
       "10595          15            MDB                746               40000.00   \n",
       "14545          40            PSB                938               49998.59   \n",
       "4638           23            PPS                811               43000.00   \n",
       "20514          55            PSD                955               50000.00   \n",
       "15975          15            MDB                955               50000.00   \n",
       "22355          45           PSDB                956               50000.00   \n",
       "11162          43             PV                993               51930.00   \n",
       "14549          55            PSD                960               49901.14   \n",
       "23819          43             PV                660               33900.00   \n",
       "23823          15            MDB                791               40344.50   \n",
       "5670           11             PP                687               35000.00   \n",
       "23824          22             PR                775               39420.08   \n",
       "5671           44            PRP                738               37498.44   \n",
       "139            45           PSDB                989               50000.00   \n",
       "23827          40            PSB                957               48273.64   \n",
       "599            70         AVANTE                799               40003.40   \n",
       "\n",
       "       VR_DESPESA_POR_VOTOS DS_SITUACAO_CANDIDATURA DS_DETALHE_SITUACAO_CAND  \\\n",
       "6              40026.538333                    APTO                 DEFERIDO   \n",
       "20336          13337.666667                    APTO                 DEFERIDO   \n",
       "14030           9022.257317                    APTO                 DEFERIDO   \n",
       "20337           8845.911111                    APTO                 DEFERIDO   \n",
       "20338           6666.666667                    APTO                 DEFERIDO   \n",
       "2462            6111.111111                    APTO                 DEFERIDO   \n",
       "3595            5830.178723                    APTO                 DEFERIDO   \n",
       "1020            4320.731707                    APTO                 DEFERIDO   \n",
       "7505            3632.918012                    APTO                 DEFERIDO   \n",
       "11555           3467.143878                    APTO                 DEFERIDO   \n",
       "1855            3459.417647                    APTO                 DEFERIDO   \n",
       "12984           3318.613514                    APTO                 DEFERIDO   \n",
       "20342           3191.435484                    APTO                 DEFERIDO   \n",
       "573             3153.729818                    APTO                 DEFERIDO   \n",
       "15778           2853.341346                    APTO                 DEFERIDO   \n",
       "19781           2807.155000                    APTO                 DEFERIDO   \n",
       "19261           2665.740667                    APTO                 DEFERIDO   \n",
       "15779           2598.674776                    APTO                 DEFERIDO   \n",
       "2464            2580.645161                    APTO                 DEFERIDO   \n",
       "23062           2520.966398                    APTO                 DEFERIDO   \n",
       "15780           2469.860341                    APTO                 DEFERIDO   \n",
       "20343           2423.000000                    APTO                 DEFERIDO   \n",
       "574             2383.188356                    APTO                 DEFERIDO   \n",
       "2465            2379.761905                    APTO                 DEFERIDO   \n",
       "6408            2015.805673                    APTO                 DEFERIDO   \n",
       "575             1926.985708                    APTO                 DEFERIDO   \n",
       "19782           1717.118384                    APTO                 DEFERIDO   \n",
       "12412           1665.513333                    APTO                 DEFERIDO   \n",
       "20346           1663.346350                    APTO                 DEFERIDO   \n",
       "27278           1593.412176                    APTO                 DEFERIDO   \n",
       "...                     ...                     ...                      ...   \n",
       "23805             56.265983                    APTO                 DEFERIDO   \n",
       "15963             55.894233                    APTO                 DEFERIDO   \n",
       "22352             55.853921                    APTO                 DEFERIDO   \n",
       "129               55.831266                    APTO                 DEFERIDO   \n",
       "8386              55.668486                    APTO                 DEFERIDO   \n",
       "20507             55.601536                    APTO                 DEFERIDO   \n",
       "21075             55.259594                    APTO                 DEFERIDO   \n",
       "23096             55.192059                    APTO                 DEFERIDO   \n",
       "8390              55.094937                    APTO                 DEFERIDO   \n",
       "12447             54.115268                    APTO                 DEFERIDO   \n",
       "1930              54.109179                    APTO                 DEFERIDO   \n",
       "15971             54.096447                    APTO                 DEFERIDO   \n",
       "23814             54.054054                    APTO                 DEFERIDO   \n",
       "8395              54.010484                    APTO                 DEFERIDO   \n",
       "10595             53.619303                    APTO                 DEFERIDO   \n",
       "14545             53.303401                    APTO                 DEFERIDO   \n",
       "4638              53.020962                    APTO                 DEFERIDO   \n",
       "20514             52.356021                    APTO                 DEFERIDO   \n",
       "15975             52.356021                    APTO                 DEFERIDO   \n",
       "22355             52.301255                    APTO                 DEFERIDO   \n",
       "11162             52.296073                    APTO                 DEFERIDO   \n",
       "14549             51.980354                    APTO                 DEFERIDO   \n",
       "23819             51.363636                    APTO                 DEFERIDO   \n",
       "23823             51.004425                    APTO                 DEFERIDO   \n",
       "5670              50.946143                    APTO                 DEFERIDO   \n",
       "23824             50.864619                    APTO                 DEFERIDO   \n",
       "5671              50.810894                    APTO                 DEFERIDO   \n",
       "139               50.556117                    APTO                 DEFERIDO   \n",
       "23827             50.442675                    APTO                 DEFERIDO   \n",
       "599               50.066834                    APTO                 DEFERIDO   \n",
       "\n",
       "       DS_GENERO              DS_GRAU_INSTRUCAO DS_ESTADO_CIVIL DS_COR_RACA  \\\n",
       "6       FEMININO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)       PRETA   \n",
       "20336   FEMININO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "14030   FEMININO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "20337   FEMININO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "20338   FEMININO          ENSINO MÉDIO COMPLETO       CASADO(A)       PARDA   \n",
       "2462    FEMININO        ENSINO MÉDIO INCOMPLETO       CASADO(A)      BRANCA   \n",
       "3595    FEMININO          ENSINO MÉDIO COMPLETO       CASADO(A)       PARDA   \n",
       "1020    FEMININO              SUPERIOR COMPLETO   DIVORCIADO(A)      BRANCA   \n",
       "7505    FEMININO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "11555   FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "1855    FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "12984   FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "20342   FEMININO            SUPERIOR INCOMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "573     FEMININO          ENSINO MÉDIO COMPLETO       CASADO(A)      BRANCA   \n",
       "15778   FEMININO              SUPERIOR COMPLETO   DIVORCIADO(A)       PARDA   \n",
       "19781   FEMININO          ENSINO MÉDIO COMPLETO       CASADO(A)       PARDA   \n",
       "19261   FEMININO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "15779   FEMININO          ENSINO MÉDIO COMPLETO       CASADO(A)      BRANCA   \n",
       "2464    FEMININO    ENSINO FUNDAMENTAL COMPLETO     SOLTEIRO(A)       PRETA   \n",
       "23062   FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "15780   FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "20343   FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "574     FEMININO            SUPERIOR INCOMPLETO     SOLTEIRO(A)       PARDA   \n",
       "2465    FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "6408    FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "575     FEMININO  ENSINO FUNDAMENTAL INCOMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "19782   FEMININO    ENSINO FUNDAMENTAL COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "12412   FEMININO            SUPERIOR INCOMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "20346   FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "27278  MASCULINO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "...          ...                            ...             ...         ...   \n",
       "23805   FEMININO              SUPERIOR COMPLETO        VIÚVO(A)      BRANCA   \n",
       "15963   FEMININO    ENSINO FUNDAMENTAL COMPLETO       CASADO(A)      BRANCA   \n",
       "22352   FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "129    MASCULINO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "8386   MASCULINO    ENSINO FUNDAMENTAL COMPLETO       CASADO(A)       PRETA   \n",
       "20507   FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "21075   FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "23096  MASCULINO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "8390   MASCULINO              SUPERIOR COMPLETO       CASADO(A)       PARDA   \n",
       "12447   FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)       PRETA   \n",
       "1930   MASCULINO              SUPERIOR COMPLETO       CASADO(A)       PARDA   \n",
       "15971   FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "23814   FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "8395   MASCULINO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "10595   FEMININO              SUPERIOR COMPLETO       CASADO(A)       PRETA   \n",
       "14545   FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "4638    FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "20514  MASCULINO              SUPERIOR COMPLETO       CASADO(A)       PARDA   \n",
       "15975  MASCULINO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "22355   FEMININO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "11162   FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "14549   FEMININO              SUPERIOR COMPLETO   DIVORCIADO(A)      BRANCA   \n",
       "23819  MASCULINO              SUPERIOR COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "23823   FEMININO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "5670    FEMININO          ENSINO MÉDIO COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "23824  MASCULINO          ENSINO MÉDIO COMPLETO       CASADO(A)       PARDA   \n",
       "5671   MASCULINO    ENSINO FUNDAMENTAL COMPLETO   DIVORCIADO(A)       PARDA   \n",
       "139    MASCULINO            SUPERIOR INCOMPLETO     SOLTEIRO(A)       PARDA   \n",
       "23827  MASCULINO              SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "599     FEMININO              SUPERIOR COMPLETO     SOLTEIRO(A)       PARDA   \n",
       "\n",
       "      DS_SIT_TOT_TURNO  \n",
       "6             SUPLENTE  \n",
       "20336         SUPLENTE  \n",
       "14030         SUPLENTE  \n",
       "20337       NÃO ELEITO  \n",
       "20338       NÃO ELEITO  \n",
       "2462        NÃO ELEITO  \n",
       "3595          SUPLENTE  \n",
       "1020          SUPLENTE  \n",
       "7505          SUPLENTE  \n",
       "11555         SUPLENTE  \n",
       "1855          SUPLENTE  \n",
       "12984         SUPLENTE  \n",
       "20342         SUPLENTE  \n",
       "573           SUPLENTE  \n",
       "15778         SUPLENTE  \n",
       "19781         SUPLENTE  \n",
       "19261         SUPLENTE  \n",
       "15779         SUPLENTE  \n",
       "2464        NÃO ELEITO  \n",
       "23062         SUPLENTE  \n",
       "15780         SUPLENTE  \n",
       "20343       NÃO ELEITO  \n",
       "574           SUPLENTE  \n",
       "2465          SUPLENTE  \n",
       "6408          SUPLENTE  \n",
       "575           SUPLENTE  \n",
       "19782         SUPLENTE  \n",
       "12412         SUPLENTE  \n",
       "20346         SUPLENTE  \n",
       "27278         SUPLENTE  \n",
       "...                ...  \n",
       "23805         SUPLENTE  \n",
       "15963         SUPLENTE  \n",
       "22352         SUPLENTE  \n",
       "129           SUPLENTE  \n",
       "8386          SUPLENTE  \n",
       "20507         SUPLENTE  \n",
       "21075         SUPLENTE  \n",
       "23096         SUPLENTE  \n",
       "8390          SUPLENTE  \n",
       "12447         SUPLENTE  \n",
       "1930          SUPLENTE  \n",
       "15971         SUPLENTE  \n",
       "23814         SUPLENTE  \n",
       "8395          SUPLENTE  \n",
       "10595         SUPLENTE  \n",
       "14545         SUPLENTE  \n",
       "4638        NÃO ELEITO  \n",
       "20514       NÃO ELEITO  \n",
       "15975         SUPLENTE  \n",
       "22355         SUPLENTE  \n",
       "11162       NÃO ELEITO  \n",
       "14549         SUPLENTE  \n",
       "23819         SUPLENTE  \n",
       "23823         SUPLENTE  \n",
       "5670          SUPLENTE  \n",
       "23824         SUPLENTE  \n",
       "5671          SUPLENTE  \n",
       "139           SUPLENTE  \n",
       "23827         SUPLENTE  \n",
       "599           SUPLENTE  \n",
       "\n",
       "[722 rows x 18 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Lista de candidatos com votos não-nulos, com gastos maiores que R$15 mil e mais de R$100/voto, e que receberam menos que mil votos\n",
    "condicao = (df['QT_VOTOS_NOMINAIS'] != 0) & \\\n",
    "           (df['VR_DESPESA_CONTRATADA'] > 30000) & \\\n",
    "           (df['VR_DESPESA_POR_VOTOS'] > 50) & \\\n",
    "           (df['QT_VOTOS_NOMINAIS'] < 1000)\n",
    "# Exportar lista de candidatos com gastos muito acima da média em formato csv\n",
    "df[condicao].to_csv('candidatos_RS30mil_50porvoto_1000votos.csv')\n",
    "df[condicao]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A lista com 722 candidatos acima gastou R$69352820.52, recebendo 326196 votos. Ela contém 80.1% de mulheres.\n",
      "O gasto com esses candidatos corresponde a 1.42% dos gastos totais.\n"
     ]
    }
   ],
   "source": [
    "print('A lista com %d candidatos acima gastou R$%.2f, recebendo %d votos. Ela contém %3.1f%% de mulheres.\\nO gasto com esses candidatos corresponde a %3.2f%% dos gastos totais.' % \n",
    "      (len(df[condicao]), \n",
    "       df[condicao]['VR_DESPESA_CONTRATADA'].sum(), \n",
    "       df[condicao]['QT_VOTOS_NOMINAIS'].sum(), \n",
    "       100*(df[condicao]['DS_GENERO'] == 'FEMININO').sum()/len(df[condicao]),\n",
    "       100*df[condicao]['VR_DESPESA_CONTRATADA'].sum()/df['VR_DESPESA_CONTRATADA'].sum()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/doug/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: FutureWarning: 'SG_PARTIDO' is both an index level and a column label.\n",
      "Defaulting to column, but this will raise an ambiguity error in a future version\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[condicao].groupby('SG_PARTIDO')['SG_PARTIDO'].count().to_frame().sort_values('SG_PARTIDO', ascending=True).plot.barh(figsize=(7,7))\n",
    "plt.xlabel('Número de candidatos')\n",
    "plt.title('Candidatos com mais de R$50/voto, agregado por partido')\n",
    "plt.legend(loc='lower right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/doug/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: FutureWarning: 'SG_UF' is both an index level and a column label.\n",
      "Defaulting to column, but this will raise an ambiguity error in a future version\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[condicao].groupby('SG_UF')['SG_UF'].count().to_frame().sort_values('SG_UF', ascending=True).plot.barh(figsize=(7,7))\n",
    "plt.xlabel('Número de candidatos')\n",
    "plt.title('Candidatos com mais de R$50/voto, agregado por UF')\n",
    "plt.legend(loc='lower right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Validação com dados divulgados na mídia\n",
    "\n",
    "As tabelas abaixo mostram uma validação com os candidatos suspeitos do PSL que foram divulgados na mídia, nos estados de PE e MG. Pode-se notar que os casos suspeitos representam os candidatos com maiores gastos/voto para o partido e estado."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "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>NR_CANDIDATO</th>\n",
       "      <th>NR_TURNO</th>\n",
       "      <th>SG_UF</th>\n",
       "      <th>DS_CARGO</th>\n",
       "      <th>NM_CANDIDATO</th>\n",
       "      <th>NM_URNA_CANDIDATO</th>\n",
       "      <th>NR_PARTIDO</th>\n",
       "      <th>SG_PARTIDO</th>\n",
       "      <th>QT_VOTOS_NOMINAIS</th>\n",
       "      <th>VR_DESPESA_CONTRATADA</th>\n",
       "      <th>VR_DESPESA_POR_VOTOS</th>\n",
       "      <th>DS_SITUACAO_CANDIDATURA</th>\n",
       "      <th>DS_DETALHE_SITUACAO_CAND</th>\n",
       "      <th>DS_GENERO</th>\n",
       "      <th>DS_GRAU_INSTRUCAO</th>\n",
       "      <th>DS_ESTADO_CIVIL</th>\n",
       "      <th>DS_COR_RACA</th>\n",
       "      <th>DS_SIT_TOT_TURNO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12985</th>\n",
       "      <td>1730</td>\n",
       "      <td>1</td>\n",
       "      <td>PE</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>MARIA DE LOURDES PAIXÃO SANTOS</td>\n",
       "      <td>LOURDES PAIXÃO</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>274</td>\n",
       "      <td>392020.00</td>\n",
       "      <td>1430.729927</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12999</th>\n",
       "      <td>17817</td>\n",
       "      <td>1</td>\n",
       "      <td>PE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>ÉRIKA SIQUEIRA SANTOS</td>\n",
       "      <td>ÉRIKA SIQUEIRA</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>1315</td>\n",
       "      <td>300600.00</td>\n",
       "      <td>228.593156</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>DIVORCIADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13021</th>\n",
       "      <td>17317</td>\n",
       "      <td>1</td>\n",
       "      <td>PE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>MARIANA NUNES DE ARAÚJO</td>\n",
       "      <td>MARIANA NUNES</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>1741</td>\n",
       "      <td>127860.00</td>\n",
       "      <td>73.440551</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13104</th>\n",
       "      <td>17217</td>\n",
       "      <td>1</td>\n",
       "      <td>PE</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>NERIVALDO ALVES CORDEIRO</td>\n",
       "      <td>BILÚ CORDEIRO</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>1875</td>\n",
       "      <td>45000.00</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13157</th>\n",
       "      <td>1717</td>\n",
       "      <td>1</td>\n",
       "      <td>PE</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>LUCIANO CALDAS BIVAR</td>\n",
       "      <td>LUCIANO BIVAR</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>117943</td>\n",
       "      <td>1936189.51</td>\n",
       "      <td>16.416316</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>ELEITO POR QP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       NR_CANDIDATO  NR_TURNO SG_UF           DS_CARGO  \\\n",
       "12985          1730         1    PE   Deputado Federal   \n",
       "12999         17817         1    PE  Deputado Estadual   \n",
       "13021         17317         1    PE  Deputado Estadual   \n",
       "13104         17217         1    PE  Deputado Estadual   \n",
       "13157          1717         1    PE   Deputado Federal   \n",
       "\n",
       "                         NM_CANDIDATO NM_URNA_CANDIDATO  NR_PARTIDO  \\\n",
       "12985  MARIA DE LOURDES PAIXÃO SANTOS    LOURDES PAIXÃO          17   \n",
       "12999           ÉRIKA SIQUEIRA SANTOS    ÉRIKA SIQUEIRA          17   \n",
       "13021         MARIANA NUNES DE ARAÚJO     MARIANA NUNES          17   \n",
       "13104        NERIVALDO ALVES CORDEIRO     BILÚ CORDEIRO          17   \n",
       "13157            LUCIANO CALDAS BIVAR     LUCIANO BIVAR          17   \n",
       "\n",
       "      SG_PARTIDO  QT_VOTOS_NOMINAIS  VR_DESPESA_CONTRATADA  \\\n",
       "12985        PSL                274              392020.00   \n",
       "12999        PSL               1315              300600.00   \n",
       "13021        PSL               1741              127860.00   \n",
       "13104        PSL               1875               45000.00   \n",
       "13157        PSL             117943             1936189.51   \n",
       "\n",
       "       VR_DESPESA_POR_VOTOS DS_SITUACAO_CANDIDATURA DS_DETALHE_SITUACAO_CAND  \\\n",
       "12985           1430.729927                    APTO                 DEFERIDO   \n",
       "12999            228.593156                    APTO                 DEFERIDO   \n",
       "13021             73.440551                    APTO                 DEFERIDO   \n",
       "13104             24.000000                    APTO                 DEFERIDO   \n",
       "13157             16.416316                    APTO                 DEFERIDO   \n",
       "\n",
       "       DS_GENERO      DS_GRAU_INSTRUCAO DS_ESTADO_CIVIL DS_COR_RACA  \\\n",
       "12985   FEMININO      SUPERIOR COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "12999   FEMININO      SUPERIOR COMPLETO   DIVORCIADO(A)      BRANCA   \n",
       "13021   FEMININO      SUPERIOR COMPLETO     SOLTEIRO(A)      BRANCA   \n",
       "13104  MASCULINO  ENSINO MÉDIO COMPLETO       CASADO(A)      BRANCA   \n",
       "13157  MASCULINO      SUPERIOR COMPLETO       CASADO(A)      BRANCA   \n",
       "\n",
       "      DS_SIT_TOT_TURNO  \n",
       "12985         SUPLENTE  \n",
       "12999         SUPLENTE  \n",
       "13021         SUPLENTE  \n",
       "13104         SUPLENTE  \n",
       "13157    ELEITO POR QP  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Análise para estado de Pernanbuco\n",
    "condicao = (df['QT_VOTOS_NOMINAIS'] != 0) & \\\n",
    "           (df['SG_PARTIDO'] == 'PSL') & \\\n",
    "           (df['SG_UF'] == 'PE')\n",
    "df[condicao].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        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>NR_CANDIDATO</th>\n",
       "      <th>NR_TURNO</th>\n",
       "      <th>SG_UF</th>\n",
       "      <th>DS_CARGO</th>\n",
       "      <th>NM_CANDIDATO</th>\n",
       "      <th>NM_URNA_CANDIDATO</th>\n",
       "      <th>NR_PARTIDO</th>\n",
       "      <th>SG_PARTIDO</th>\n",
       "      <th>QT_VOTOS_NOMINAIS</th>\n",
       "      <th>VR_DESPESA_CONTRATADA</th>\n",
       "      <th>VR_DESPESA_POR_VOTOS</th>\n",
       "      <th>DS_SITUACAO_CANDIDATURA</th>\n",
       "      <th>DS_DETALHE_SITUACAO_CAND</th>\n",
       "      <th>DS_GENERO</th>\n",
       "      <th>DS_GRAU_INSTRUCAO</th>\n",
       "      <th>DS_ESTADO_CIVIL</th>\n",
       "      <th>DS_COR_RACA</th>\n",
       "      <th>DS_SIT_TOT_TURNO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8270</th>\n",
       "      <td>17033</td>\n",
       "      <td>1</td>\n",
       "      <td>MG</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>LILIAN BERNARDINO DE ALMEIDA MARCHEZINI</td>\n",
       "      <td>LILIAN BERNARDINO</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>196</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>331.632653</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>SEPARADO(A) JUDICIALMENTE</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8280</th>\n",
       "      <td>1776</td>\n",
       "      <td>1</td>\n",
       "      <td>MG</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>CAMILA FERNANDES ROSA</td>\n",
       "      <td>MILLA FERNANDES</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>334</td>\n",
       "      <td>72000.0</td>\n",
       "      <td>215.568862</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8328</th>\n",
       "      <td>1739</td>\n",
       "      <td>1</td>\n",
       "      <td>MG</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>NAFTALI TAMAR DE OLIVEIRA NERES</td>\n",
       "      <td>NAFTALI TAMAR</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>669</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>89.686099</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8339</th>\n",
       "      <td>17028</td>\n",
       "      <td>1</td>\n",
       "      <td>MG</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>DEBORA GOMES DA SILVEIRA</td>\n",
       "      <td>DEBORA GOMES</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>885</td>\n",
       "      <td>71990.0</td>\n",
       "      <td>81.344633</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO MÉDIO COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8466</th>\n",
       "      <td>17880</td>\n",
       "      <td>1</td>\n",
       "      <td>MG</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>JÚLIO PASSOS DE FARIA</td>\n",
       "      <td>JÚLIO HUBNER</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>3560</td>\n",
       "      <td>110590.0</td>\n",
       "      <td>31.064607</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>MASCULINO</td>\n",
       "      <td>SUPERIOR COMPLETO</td>\n",
       "      <td>SOLTEIRO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8470</th>\n",
       "      <td>1763</td>\n",
       "      <td>1</td>\n",
       "      <td>MG</td>\n",
       "      <td>Deputado Federal</td>\n",
       "      <td>SILVIA MARA DE OLIVEIRA CAETANO</td>\n",
       "      <td>SILVIA OLIVEIRA</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>65</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>30.769231</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>SUPERIOR INCOMPLETO</td>\n",
       "      <td>VIÚVO(A)</td>\n",
       "      <td>BRANCA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8483</th>\n",
       "      <td>17778</td>\n",
       "      <td>1</td>\n",
       "      <td>MG</td>\n",
       "      <td>Deputado Estadual</td>\n",
       "      <td>CLEUZENIR SOUZA BARBOSA PEREIRA</td>\n",
       "      <td>CLEUZENIR BARBOSA</td>\n",
       "      <td>17</td>\n",
       "      <td>PSL</td>\n",
       "      <td>2097</td>\n",
       "      <td>60823.5</td>\n",
       "      <td>29.005007</td>\n",
       "      <td>APTO</td>\n",
       "      <td>DEFERIDO</td>\n",
       "      <td>FEMININO</td>\n",
       "      <td>ENSINO FUNDAMENTAL COMPLETO</td>\n",
       "      <td>CASADO(A)</td>\n",
       "      <td>PRETA</td>\n",
       "      <td>SUPLENTE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      NR_CANDIDATO  NR_TURNO SG_UF           DS_CARGO  \\\n",
       "8270         17033         1    MG  Deputado Estadual   \n",
       "8280          1776         1    MG   Deputado Federal   \n",
       "8328          1739         1    MG   Deputado Federal   \n",
       "8339         17028         1    MG  Deputado Estadual   \n",
       "8466         17880         1    MG  Deputado Estadual   \n",
       "8470          1763         1    MG   Deputado Federal   \n",
       "8483         17778         1    MG  Deputado Estadual   \n",
       "\n",
       "                                 NM_CANDIDATO  NM_URNA_CANDIDATO  NR_PARTIDO  \\\n",
       "8270  LILIAN BERNARDINO DE ALMEIDA MARCHEZINI  LILIAN BERNARDINO          17   \n",
       "8280                    CAMILA FERNANDES ROSA   MILLA FERNANDES           17   \n",
       "8328          NAFTALI TAMAR DE OLIVEIRA NERES      NAFTALI TAMAR          17   \n",
       "8339                 DEBORA GOMES DA SILVEIRA       DEBORA GOMES          17   \n",
       "8466                    JÚLIO PASSOS DE FARIA       JÚLIO HUBNER          17   \n",
       "8470          SILVIA MARA DE OLIVEIRA CAETANO   SILVIA OLIVEIRA           17   \n",
       "8483          CLEUZENIR SOUZA BARBOSA PEREIRA  CLEUZENIR BARBOSA          17   \n",
       "\n",
       "     SG_PARTIDO  QT_VOTOS_NOMINAIS  VR_DESPESA_CONTRATADA  \\\n",
       "8270        PSL                196                65000.0   \n",
       "8280        PSL                334                72000.0   \n",
       "8328        PSL                669                60000.0   \n",
       "8339        PSL                885                71990.0   \n",
       "8466        PSL               3560               110590.0   \n",
       "8470        PSL                 65                 2000.0   \n",
       "8483        PSL               2097                60823.5   \n",
       "\n",
       "      VR_DESPESA_POR_VOTOS DS_SITUACAO_CANDIDATURA DS_DETALHE_SITUACAO_CAND  \\\n",
       "8270            331.632653                    APTO                 DEFERIDO   \n",
       "8280            215.568862                    APTO                 DEFERIDO   \n",
       "8328             89.686099                    APTO                 DEFERIDO   \n",
       "8339             81.344633                    APTO                 DEFERIDO   \n",
       "8466             31.064607                    APTO                 DEFERIDO   \n",
       "8470             30.769231                    APTO                 DEFERIDO   \n",
       "8483             29.005007                    APTO                 DEFERIDO   \n",
       "\n",
       "      DS_GENERO            DS_GRAU_INSTRUCAO            DS_ESTADO_CIVIL  \\\n",
       "8270   FEMININO          SUPERIOR INCOMPLETO  SEPARADO(A) JUDICIALMENTE   \n",
       "8280   FEMININO          SUPERIOR INCOMPLETO                SOLTEIRO(A)   \n",
       "8328   FEMININO        ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "8339   FEMININO        ENSINO MÉDIO COMPLETO                  CASADO(A)   \n",
       "8466  MASCULINO            SUPERIOR COMPLETO                SOLTEIRO(A)   \n",
       "8470   FEMININO          SUPERIOR INCOMPLETO                   VIÚVO(A)   \n",
       "8483   FEMININO  ENSINO FUNDAMENTAL COMPLETO                  CASADO(A)   \n",
       "\n",
       "     DS_COR_RACA DS_SIT_TOT_TURNO  \n",
       "8270      BRANCA         SUPLENTE  \n",
       "8280      BRANCA         SUPLENTE  \n",
       "8328      BRANCA         SUPLENTE  \n",
       "8339      BRANCA         SUPLENTE  \n",
       "8466      BRANCA         SUPLENTE  \n",
       "8470      BRANCA         SUPLENTE  \n",
       "8483       PRETA         SUPLENTE  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Análise para estado de Minas Gerais\n",
    "condicao = (df['QT_VOTOS_NOMINAIS'] != 0) & \\\n",
    "           (df['SG_PARTIDO'] == 'PSL') & \\\n",
    "           (df['SG_UF'] == 'MG')\n",
    "df[condicao].head(7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusões\n",
    "\n",
    "Essa rápida análise sugere que realmente existem muitos casos suspeitos de candidatos de fachada, que recebem vultuosas quantias de dinheiro e acabam convertendo esse gasto em uma quantidade inexpressiva de votos. Indícios existem de que esse desvio de verbas é feito principalmente com candidatas do sexo feminino, para as quais os partidos são obrigados a direcionar uma verba mínima.\n",
    "\n",
    "Um critério sugerido para filtrar os candidatos com gastos suspeitos é:\n",
    "\n",
    "- Candidatos com votos não-nulos.\n",
    "- Total de gastos contratados maiores que R\\$30 mil.\n",
    "- Gasto/voto maior que R\\$50/voto.\n",
    "- Receberam menos que 1000 votos.\n",
    "\n",
    "Isso representa um total de 722 candidatos, com soma de gastos da ordem de R\\$69 milhões de reais e composto por 80% de mulheres."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sugestões para próximos passos\n",
    "\n",
    "- Verificar os gastos e receitas individuais dos candidatos \"ineficientes\" financeiramente:\n",
    "  - Analisar quantidade de grandes aportes, e principais fontes de receita.\n",
    "  - Identificar prestadores de serviço comuns entre candidatos \"ineficientes\".\n",
    "  - Analisar prestadores de serviço em função de seu CNPJ.\n",
    "    - Identificar tamanho da empresa e capacidade de fornecer serviço contratado (utilizando dados de juntas comerciais dos estados, por exemplo)."
   ]
  }
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