{ "cells": [ { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "import pandas as pd\n", "%pylab inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Primeiro precisamos baixar todos os arquivos de execução por mês do site da Prefeitura. Para isso o seguinte comando do shell é suficiente:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "!for i in 0{1..9} 10 ; do wget http://orcamento.prefeitura.sp.gov.br/orcamento/uploads/2015/qdd_${i}2015.xls ; done" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Feito isso carremos cada um dos arquivos utilizando o Pandas:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dados = []\n", "for mes in range(10):\n", " dados.append(pd.read_excel('qdd_{:02d}2015.xls'.format(mes + 1)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "E finalmente agrupamos os dados a partir do código de um orgão e somamos o total da coluna Vl_Liquidado:" ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dg = []\n", "for i in range(10):\n", " dg.append(dados[i].groupby(['Cd_Orgao'])['Vl_Liquidado'].sum())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mas estamos interessados apenas nas secretarias, então pra isso vou filtrar todos os códigos de orgãos cujo nome comece com SECRETARIA:" ] }, { "cell_type": "code", "execution_count": 194, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sd = dados[0][dados[0]['Ds_Orgao'].str.startswith('SECRETARIA')][['Cd_Orgao', 'Ds_Orgao']]\n", "secretarias = sd.drop_duplicates()\n", "secretarias_list = secretarias.values.tolist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "E finalmente vamos produzir uma série temporal pra cada secretaria. Pra isso iremos calcular o valor do mês corrente, menos o valor já liquidado do começo do ano até o mês anterior:" ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sec_time_series = {}\n", "for sec in dg[0].index:\n", " sec_time_series[sec] = [dg[mes][sec] - dg[mes-1][sec] for mes in range(1,10)]\n" ] }, { "cell_type": "code", "execution_count": 220, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/UQuUI78e/VWTf56s0xdOa+o9U9WvVb8brp0PUBSmKXnd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\nyyKybllU1i6LyLplEVm3LCprl6PVPMXyx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "meses = ['Jan', 'Fev', 'Mar', 'Abr', 'Mai', 'Jun', 'Jul', 'Ago', 'Set']\n", "plot(sec_time_series[14], label=sec_code(14))\n", "plot(sec_time_series[25], label=sec_code(25))\n", "legend()\n", "pylab.rcParams['figure.figsize'] = (15.0, 8.0)" ] }, { "cell_type": "code", "execution_count": 207, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def sec_code(code):\n", " return secretarias[secretarias['Cd_Orgao'] == code]['Ds_Orgao'].values[0]" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }