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@Alexsandr0x
Created September 13, 2018 02:01
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Analise Bens dos Candidatos a Deputado TSE
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"import glob\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"candidatos_csv_list = glob.glob(\"consulta_cand_2018_*.csv\")\n",
"\n",
"bens_csv_list = glob.glob(\"bem_candidato_2018_*.csv\")\n",
"\n",
"\n",
"dataframes_cands = []\n",
"\n",
"for candidato_csv in candidatos_csv_list:\n",
" uf = candidato_csv.split('.')[0].split('_')[-1]\n",
" cand_df = pd.read_csv(candidato_csv, error_bad_lines=False, sep=';', encoding='latin-1')\n",
" cand_df = cand_df.set_index('SQ_CANDIDATO')\n",
" dataframes_cands.append(cand_df)\n",
" \n",
"candidato_dfs = pd.concat(dataframes_cands)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1332x756 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dataframes_bens = []\n",
"\n",
"for bens_csv in bens_csv_list:\n",
" cand_df = pd.read_csv(bens_csv, error_bad_lines=False, sep=';', encoding='latin-1')\n",
" dataframes_bens.append(cand_df)\n",
" \n",
"bens_df = pd.concat(dataframes_bens)\n",
"bens_df['VR_BEM_CANDIDATO'] = bens_df['VR_BEM_CANDIDATO'].apply(lambda x: float(x.split(',')[0]))\n",
"bens_df = bens_df[bens_df['VR_BEM_CANDIDATO'] < 100000000]\n",
"\n",
"bens_por_candidato = bens_df.groupby(['SQ_CANDIDATO'])['VR_BEM_CANDIDATO'].sum()\n",
"\n",
"candidato_dfs['BENS_AGG_SUM'] = bens_por_candidato\n",
"\n",
"# # Necessario para remover erros de algum estagiario que errou algumas centenas\n",
"top_candidatos = candidato_dfs.set_index('NM_CANDIDATO').sort_values(by='BENS_AGG_SUM', ascending=False)['BENS_AGG_SUM'][:50]\n",
"fig, ax = plt.subplots()\n",
"\n",
"import locale\n",
"locale.setlocale(locale.LC_ALL, 'pt_BR.UTF-8')\n",
"top_candidatos\n",
"x, y = list(top_candidatos.values), list(top_candidatos.index)\n",
"ax.bar(y, x)\n",
"ax.set_xticklabels(y, rotation='vertical')\n",
"fig.set_size_inches(18.5, 10.5)\n",
"fig.savefig('top_politicos.png', bbox_inches='tight')\n",
"ax.set_yticklabels([locale.currency(float(v.get_text())*1e9, grouping=True) for v in ax.get_yticklabels()])\n",
"fig.savefig('top_politicos.png', bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SQ_CANDIDATO\n",
"70000613826 SOLIDARIEDADE\n",
"270000618818 DEM\n",
"110000623365 PDT\n",
"250000612596 PSDB\n",
"250000600426 PROS\n",
"50000606021 PSDB\n",
"120000603770 PRB\n",
"160000609227 PODE\n",
"130000620731 PROS\n",
"250000615158 PSB\n",
"70000614515 MDB\n",
"60000605116 MDB\n",
"190000602251 NOVO\n",
"20000621745 MDB\n",
"130000600702 NOVO\n",
"70000625520 PSDB\n",
"100000608139 PSD\n",
"240000609796 PR\n",
"60000610982 PDT\n",
"110000612716 MDB\n",
"110000612720 PDT\n",
"160000622850 PSDB\n",
"220000609852 PSDB\n",
"90000621438 REDE\n",
"250000613713 PODE\n",
"200000612931 PSDB\n",
"160000623012 PT\n",
"160000629093 PSL\n",
"250000600429 PROS\n",
"220000625839 PSL\n",
" ... \n",
"70000624613 PTB\n",
"70000602373 NOVO\n",
"70000611672 PR\n",
"70000601691 PP\n",
"70000611671 PR\n",
"70000616369 PTC\n",
"70000621155 PSL\n",
"70000607620 PDT\n",
"70000625633 PSDB\n",
"70000600736 AVANTE\n",
"70000608924 PRB\n",
"70000611650 PR\n",
"70000614561 PODE\n",
"70000608922 PRB\n",
"70000614981 PRP\n",
"70000608931 PRB\n",
"70000615015 PRTB\n",
"70000616363 PMN\n",
"70000615032 PRP\n",
"70000602736 PSOL\n",
"70000605617 PROS\n",
"70000612452 PMB\n",
"70000612446 PMB\n",
"70000614415 PV\n",
"70000615689 PTB\n",
"70000624319 PPL\n",
"70000616409 PCO\n",
"70000612424 REDE\n",
"70000627346 DC\n",
"70000611634 PR\n",
"Name: SG_PARTIDO, Length: 28652, dtype: object"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"candidato_dfs.sort_values(by='BENS_AGG_SUM', ascending=False).SG_PARTIDO"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1332x756 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"bens_por_partido = candidato_dfs.groupby(['SG_PARTIDO'])['BENS_AGG_SUM'].mean()\n",
"bens_por_partido = bens_por_partido.sort_values()\n",
"fig, ax = plt.subplots()\n",
"x, y = list(bens_por_partido.values), list(bens_por_partido.index)\n",
"fig.set_size_inches(18.5, 10.5)\n",
"import locale\n",
"locale.setlocale(locale.LC_ALL, 'pt_BR.UTF-8')\n",
"ax.bar(y, x)\n",
"ax.set_xticklabels(y, rotation='vertical')\n",
"fig.suptitle('Média de Bens declarados por Deputados por Partido')\n",
"fig.savefig('top_partidos.png', bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
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},
"nbformat": 4,
"nbformat_minor": 2
}
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