Created
June 10, 2014 18:30
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1. Tabela com amostra dos 5 primeiros resultados das despesas do município em 2013 2. gráfico dos valores gastos 3. agrupamento pelo nome da despesa e valor total de cada despesa do município 4. gráfico desse agrupamento 5. quantidade de despesa por cada tipo de despesa 6. gráfico da quantidade de despesa por cada tipo de despesa 7. despesa perc…
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| { | |
| "metadata": { | |
| "name": "TestPandas" | |
| }, | |
| "name": "TestPandas", | |
| "nbformat": 2, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "import numpy as np\nimport matplotlib.pyplot as plt\nimport pandas as pd\nimport statsmodels.api as sm\nimport sys\n%pylab inline\nprint 'python', sys.version\nprint 'pandas', pd.__version__\nprint 'statsmodels', sm.version.full_version", | |
| "language": "python", | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": "\nWelcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\nFor more information, type 'help(pylab)'." | |
| }, | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": "python 2.7.3 (default, Feb 27 2014, 20:00:17) \n[GCC 4.6.3]\npandas 0.14.0\nstatsmodels 0.5.0" | |
| } | |
| ], | |
| "prompt_number": 2 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "dacar = pd.read_csv('http://api.tcm.ce.gov.br/sim/1_0/despesa_categoria_economica.csv?codigo_municipio=003&exercicio_orcamento=201300')", | |
| "language": "python", | |
| "outputs": [], | |
| "prompt_number": 4 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "dacar.dtypes", | |
| "language": "python", | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 5, | |
| "text": "codigo_municipio int64\nexercicio_orcamento int64\ncodigo_orgao int64\ncodigo_unidade int64\ncodigo_elemento_despesa int64\nnome_elemento_despesa object\nvalor_total_fixado float64\ndtype: object" | |
| } | |
| ], | |
| "prompt_number": 5 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "dacar.head()", | |
| "language": "python", | |
| "outputs": [ | |
| { | |
| "html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>codigo_municipio</th>\n <th>exercicio_orcamento</th>\n <th>codigo_orgao</th>\n <th>codigo_unidade</th>\n <th>codigo_elemento_despesa</th>\n <th>nome_elemento_despesa</th>\n <th>valor_total_fixado </th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td> 3</td>\n <td> 201300</td>\n <td> 1</td>\n <td> 1</td>\n <td> 31900400</td>\n <td> Contratacao por Tempo Determinado</td>\n <td> 5000</td>\n </tr>\n <tr>\n <th>1</th>\n <td> 3</td>\n <td> 201300</td>\n <td> 1</td>\n <td> 1</td>\n <td> 31901100</td>\n <td> Vencimentos e Vant. Fixas Pessoal Civil</td>\n <td> 480000</td>\n </tr>\n <tr>\n <th>2</th>\n <td> 3</td>\n <td> 201300</td>\n <td> 1</td>\n <td> 1</td>\n <td> 31901300</td>\n <td> Obrigacoes Patronais</td>\n <td> 120000</td>\n </tr>\n <tr>\n <th>3</th>\n <td> 3</td>\n <td> 201300</td>\n <td> 1</td>\n <td> 1</td>\n <td> 31909100</td>\n <td> Sentencas Judiciais</td>\n <td> 2000</td>\n </tr>\n <tr>\n <th>4</th>\n <td> 3</td>\n <td> 201300</td>\n <td> 1</td>\n <td> 1</td>\n <td> 32902100</td>\n <td> Juros sobre a Divida por Contrato</td>\n <td> 2000</td>\n </tr>\n </tbody>\n</table>\n</div>", | |
| "output_type": "pyout", | |
| "prompt_number": 6, | |
| "text": " codigo_municipio exercicio_orcamento codigo_orgao codigo_unidade \\\n0 3 201300 1 1 \n1 3 201300 1 1 \n2 3 201300 1 1 \n3 3 201300 1 1 \n4 3 201300 1 1 \n\n codigo_elemento_despesa nome_elemento_despesa \\\n0 31900400 Contratacao por Tempo Determinado \n1 31901100 Vencimentos e Vant. Fixas Pessoal Civil \n2 31901300 Obrigacoes Patronais \n3 31909100 Sentencas Judiciais \n4 32902100 Juros sobre a Divida por Contrato \n\n valor_total_fixado \n0 5000 \n1 480000 \n2 120000 \n3 2000 \n4 2000 " | |
| } | |
| ], | |
| "prompt_number": 6 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "plt.bar(dacar.index, dacar['valor_total_fixado '])", | |
| "language": "python", | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 7, | |
| "text": "<Container object of 531 artists>" | |
| }, | |
| { | |
| "output_type": "display_data", | |
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rExGR06dPS01NjYiItLS0SEVFhYiIBAIBSUtLk2AwKMFgUNLS0iQUComISHl5uZw/f15E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\n" | |
| } | |
| ], | |
| "prompt_number": 7 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": true, | |
| "input": "dacar_gb = dacar.groupby(by=\"nome_elemento_despesa\")", | |
| "language": "python", | |
| "outputs": [], | |
| "prompt_number": 8 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "dacar_gb.groups['Sentencas Judiciais']", | |
| "language": "python", | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 19, | |
| "text": "[3L, 38L, 49L, 63L, 102L, 141L, 158L, 324L, 338L, 353L, 368L, 453L]" | |
| } | |
| ], | |
| "prompt_number": 19 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "nome_valor = dacar_gb['valor_total_fixado '].aggregate(np.sum)\nnome_valor", | |
| "language": "python", | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 10, | |
| "text": "nome_elemento_despesa\nAposentad. RPPS, Reserva Remun. e Reform 19000.00\nAquisicao de Imoveis 146000.00\nContratacao por Tempo Determinado 1923800.00\nContribuicoes 131000.00\nCorr. Monet. Camb. da Div. Contrat. Reg. 4000.00\nDespesas de Exercicios Anteriores 370205.00\nDiarias - Civil 722000.00\nEquipamentos e Material Permanente 1500500.00\nIndenizacoes e Restituicoes 8000.00\nJuros sobre a Divida por Contrato 2000.00\nLocacao de Mao de Obra 2000.00\nMaterial de Consumo 3711000.00\nMaterial, Bem ou Serv. p/ Dist. Gratuita 352022.00\nObras e Instalacoes 3169000.00\nObrigacoes Patronais 3861254.40\nObrigacoes Tributarias e Contributivas 141172.08\nOutras Desp. Variaveis Pessoal Civil 222000.00\nOutros Benefic.Previd.Servidor ou Milita 40000.00\nOutros Serv. de Terc. Pessoa Juridica 7442317.00\nOutros Serv. de Terceiros Pessoa Fisica 3325010.00\nPassagens e Despesas com Locomocao 128000.00\nPensoes do RPPS e do Militar 109000.00\nPremiacoes Cult.Art.Cient.Desp.e Outras 2000.00\nPrincipal da Divida Contratual Resgatado 1368719.43\nReserva de Contingencia 1390400.00\nRessarcimento de Desp. de Pessoal Requis 10000.00\nSentencas Judiciais 214000.00\nServicos de Consultoria 1067432.00\nSubvencoes Sociais 17000.00\nVencimentos e Vant. Fixas Pessoal Civil 14315000.00\nName: valor_total_fixado , dtype: float64" | |
| } | |
| ], | |
| "prompt_number": 10 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "nome_valor.plot(kind=\"bar\")", | |
| "language": "python", | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 11, | |
| "text": "<matplotlib.axes.AxesSubplot at 0xa3ec20c>" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "png": 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kTFmrlDhIK19LnnjJ0JInThAEUYIw6olHR0djwoQJyM3NRWBgIKZPn66nOXjwICZOnIiX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\nsfLycmRkZDBhD7awlY+PD9LT0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WXMzbq8vFzmcWfOnMHq1atx9OhRtG3bFkeOHIGzs7PM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\nAAAAAElFTkSuQmCC\n" | |
| } | |
| ], | |
| "prompt_number": 11 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "nome_count = dacar_gb['valor_total_fixado '].aggregate(len)\nnome_count", | |
| "language": "python", | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 20, | |
| "text": "nome_elemento_despesa\nAposentad. RPPS, Reserva Remun. e Reform 5\nAquisicao de Imoveis 19\nContratacao por Tempo Determinado 33\nContribuicoes 12\nCorr. Monet. Camb. da Div. Contrat. Reg. 2\nDespesas de Exercicios Anteriores 33\nDiarias - Civil 32\nEquipamentos e Material Permanente 47\nIndenizacoes e Restituicoes 4\nJuros sobre a Divida por Contrato 1\nLocacao de Mao de Obra 2\nMaterial de Consumo 32\nMaterial, Bem ou Serv. p/ Dist. Gratuita 17\nObras e Instalacoes 26\nObrigacoes Patronais 57\nObrigacoes Tributarias e Contributivas 6\nOutras Desp. Variaveis Pessoal Civil 29\nOutros Benefic.Previd.Servidor ou Milita 2\nOutros Serv. de Terc. Pessoa Juridica 32\nOutros Serv. de Terceiros Pessoa Fisica 32\nPassagens e Despesas com Locomocao 21\nPensoes do RPPS e do Militar 6\nPremiacoes Cult.Art.Cient.Desp.e Outras 1\nPrincipal da Divida Contratual Resgatado 3\nReserva de Contingencia 3\nRessarcimento de Desp. de Pessoal Requis 2\nSentencas Judiciais 12\nServicos de Consultoria 20\nSubvencoes Sociais 8\nVencimentos e Vant. Fixas Pessoal Civil 32\nName: valor_total_fixado , dtype: float64" | |
| } | |
| ], | |
| "prompt_number": 20 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "nome_count.plot(kind=\"bar\")", | |
| "language": "python", | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 21, | |
| "text": "<matplotlib.axes.AxesSubplot at 0xbb7a80c>" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "png": 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kMDc3N/bdd9+xTp06admkpqYa/BOjVatW7MqVK8zNzY2p1Wr2888/s+nTpwva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\n0lYURfEhKmkriqL4EJW0FUVRfMjfde81BolWNmYAAAAASUVORK5CYII=\n" | |
| } | |
| ], | |
| "prompt_number": 21 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "dpercapta = nome_valor/nome_count\ndpercapta", | |
| "language": "python", | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 22, | |
| "text": "nome_elemento_despesa\nAposentad. RPPS, Reserva Remun. e Reform 3800.000000\nAquisicao de Imoveis 7684.210526\nContratacao por Tempo Determinado 58296.969697\nContribuicoes 10916.666667\nCorr. Monet. Camb. da Div. Contrat. Reg. 2000.000000\nDespesas de Exercicios Anteriores 11218.333333\nDiarias - Civil 22562.500000\nEquipamentos e Material Permanente 31925.531915\nIndenizacoes e Restituicoes 2000.000000\nJuros sobre a Divida por Contrato 2000.000000\nLocacao de Mao de Obra 1000.000000\nMaterial de Consumo 115968.750000\nMaterial, Bem ou Serv. p/ Dist. Gratuita 20707.176471\nObras e Instalacoes 121884.615385\nObrigacoes Patronais 67741.305263\nObrigacoes Tributarias e Contributivas 23528.680000\nOutras Desp. Variaveis Pessoal Civil 7655.172414\nOutros Benefic.Previd.Servidor ou Milita 20000.000000\nOutros Serv. de Terc. Pessoa Juridica 232572.406250\nOutros Serv. de Terceiros Pessoa Fisica 103906.562500\nPassagens e Despesas com Locomocao 6095.238095\nPensoes do RPPS e do Militar 18166.666667\nPremiacoes Cult.Art.Cient.Desp.e Outras 2000.000000\nPrincipal da Divida Contratual Resgatado 456239.810000\nReserva de Contingencia 463466.666667\nRessarcimento de Desp. de Pessoal Requis 5000.000000\nSentencas Judiciais 17833.333333\nServicos de Consultoria 53371.600000\nSubvencoes Sociais 2125.000000\nVencimentos e Vant. Fixas Pessoal Civil 447343.750000\nName: valor_total_fixado , dtype: float64" | |
| } | |
| ], | |
| "prompt_number": 22 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "dpercapta.plot(kind=\"bar\")", | |
| "language": "python", | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 23, | |
| "text": "<matplotlib.axes.AxesSubplot at 0xbdc8acc>" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "png": 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Qn/3y9bltHHNgGIZh/lM45sDUeeQSc6gffvn63DaAYw5CKccc9AX7lxmGqc80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\n" | |
| } | |
| ], | |
| "prompt_number": 23 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "dpercapta.sort(ascending=False)\ndpercapta.plot(kind=\"bar\")", | |
| "language": "python", | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 24, | |
| "text": "<matplotlib.axes.AxesSubplot at 0xbf9b84c>" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "png": 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laAF+ngPDSPL/jgSodFBe/2s3qUZfvVbs2RZSz7UwRMsw/xacczBqrbietYZr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\nwDAMw+hggwPDMAyjgw0ODMMwjI7/A1LCbdGGizbVAAAAAElFTkSuQmCC\n" | |
| } | |
| ], | |
| "prompt_number": 24 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": true, | |
| "input": "", | |
| "language": "python", | |
| "outputs": [] | |
| } | |
| ] | |
| } | |
| ] | |
| } |
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