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@sergiosilvar
Last active August 29, 2015 13:57
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"from __future__ import division\n",
"import database as db\n",
"import matplotlib.pyplot as plt\n",
"%pylab inline\n",
"pylab.rcParams['figure.figsize'] = (8, 4)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def plot_quartos(bairro):\n",
" plt.plot(range(len(bairro.qt1())),bairro.qt1(),'-b',bairro.qt2(),'-g',bairro.qt3(),'-r')\n",
" plt.title(bairro.nome)\n",
" plt.xlabel('meses desde 2008...')\n",
" plt.ylabel(r'$mil R\\$/m^2$')\n",
" plt.legend(['1 quarto','2 quartos','3 quartos '],loc='upper left')\n",
"\n",
"def plot_bairro(bairro,num_quartos=0):\n",
" plt.plot(range(len(bairro.mes)), bairro.indices[num_quartos])\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rj = db.Cidade('rio de janeiro','rio de janeiro')\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_quartos(rj.bairro('tijuca'))\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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TYfNmLTi4ckUbqP/3q3JlSEmB5s21nAK9ev3v4XyG/+d8GraIA5O20c3+2X9f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\nIAmBEEIIIYD/D8yod9AOQ8RMAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x4973dd8>"
]
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_quartos(rj.bairro('centro'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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QrkQ59nruzT4YiIpS+Zf/8x/4+OO8v8CCSnsJPOky8/Plx8bGas7OzlrZsmW1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\n",
"text": [
"<matplotlib.figure.Figure at 0x7fa5f28>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_quartos(rj.bairro('ipanema'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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ZUQ9Pnz6ltm3bko6ODvXu3ZumTp1KI0eOJCKizMxM6tevH+nq6pKlpSXt2rWL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\nE9s6tnzU8SO62XR7sMRVp09Dt24qqnn33UfXTyKEEOKhyawHAxX3Ddu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"text": [
"<matplotlib.figure.Figure at 0x7fa7ef0>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1\u00aa vers\u00e3o\n",
"Exibir todos os bairros."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rj = db.Cidade('rio de janeiro','rio de janeiro')\n",
"for b in rj.lista_bairros():\n",
" bairro = rj.bairro(b)\n",
" x = range(1,len(bairro.mes)+1)\n",
" y = bairro.indices[0]\n",
" plt.plot(x,y)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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m18vBPS5Orl1ffTXodPLY6X3T99Hj2zRuekaHlxd8+mnbZLST4Wxy8kvUL1xQ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FAAAg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0bOzg6PmjrFWt5ZGlj3A45jDH2o9R80ENAeoA5jx/M49FTifhWKkvQOTo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JOwh4uxfnKa5qbzfL79ABu0X3NX2U6W5G5F/9Zxmp9cTvpVV7F27QYMBiePPvrZD3V3dLxM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\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UMsnr5LTZkMtcyEP6Zzhz4HTasFozCA4+gdOZymuvwdtvaygpKSEhIcHns+5LVdVvAEFG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\ngEIPECBAgAAB/ICAQg8QIECAAAH8gP8PHvHcpUd4jqkAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x954a4e0>"
]
}
],
"prompt_number": 51
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2\u00aa vers\u00e3o\n",
"Selecionar apenas alguns bairros de interesse."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rj = db.Cidade('rio de janeiro','rio de janeiro')\n",
"nomes_bairros = ['barra da tijuca','leblon','ipanema','copacabana','tijuca','bangu']\n",
"for b in nomes_bairros:\n",
" bairro = rj.bairro(b)\n",
" x = range(1,len(bairro.mes)+1)\n",
" y = bairro.indices[0]\n",
" plt.plot(x,y)\n",
"plt.legend(nomes_bairros,loc='upper left')\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 70,
"text": [
"<matplotlib.legend.Legend at 0x9777eb8>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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u7WJh94W80O4FDPTu8u/900/KNK3Nm8P+/Uovc0mqhTI1GuIKCpSUn8/RtDR+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\nSeD/A1va4GCQBzgvAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7d31f60>"
]
}
],
"prompt_number": 70
}
],
"metadata": {}
}
]
}
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