Base de Dados.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Curso de Pandas - Aula 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importando base de dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# importando\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Tipo</th>\n",
       "      <th>Bairro</th>\n",
       "      <th>Quartos</th>\n",
       "      <th>Vagas</th>\n",
       "      <th>Suites</th>\n",
       "      <th>Area</th>\n",
       "      <th>Valor</th>\n",
       "      <th>Condominio</th>\n",
       "      <th>IPTU</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Quitinete</td>\n",
       "      <td>Copacabana</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>1700.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Casa</td>\n",
       "      <td>Jardim Botânico</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Conjunto Comercial/Sala</td>\n",
       "      <td>Barra da Tijuca</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>5200.0</td>\n",
       "      <td>4020.0</td>\n",
       "      <td>1111.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Centro</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>800.0</td>\n",
       "      <td>390.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Higienópolis</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>800.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Vista Alegre</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Cachambi</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>301.0</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Casa de Condomínio</td>\n",
       "      <td>Barra da Tijuca</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>750</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Casa de Condomínio</td>\n",
       "      <td>Ramos</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>65</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Conjunto Comercial/Sala</td>\n",
       "      <td>Centro</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>695</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>19193.0</td>\n",
       "      <td>3030.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Centro</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Grajaú</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>642.0</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Lins de Vasconcelos</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>90</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>455.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Copacabana</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>561.0</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Quitinete</td>\n",
       "      <td>Copacabana</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>501.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Copacabana</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>243</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>803.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Prédio Inteiro</td>\n",
       "      <td>Botafogo</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>536</td>\n",
       "      <td>28000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3563.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Flat</td>\n",
       "      <td>Botafogo</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Casa de Condomínio</td>\n",
       "      <td>Taquara</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>115</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Freguesia (Jacarepaguá)</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>950.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Barra da Tijuca</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>1700.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>147.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Tijuca</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>138.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Casa de Condomínio</td>\n",
       "      <td>Barra da Tijuca</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>466</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>2695.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Olaria</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>670.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Tijuca</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>78</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Flat</td>\n",
       "      <td>Leblon</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Conjunto Comercial/Sala</td>\n",
       "      <td>São Cristóvão</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Ipanema</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>125</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>2100.0</td>\n",
       "      <td>463.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Tijuca</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>750.0</td>\n",
       "      <td>772.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Loja/Salão</td>\n",
       "      <td>Campo Grande</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>950.0</td>\n",
       "      <td>NaN</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32930</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Freguesia (Jacarepaguá)</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>500.0</td>\n",
       "      <td>900.0</td>\n",
       "      <td>148.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32931</th>\n",
       "      <td>Casa</td>\n",
       "      <td>Centro</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32932</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Todos os Santos</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32933</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Recreio dos Bandeirantes</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>105</td>\n",
       "      <td>2100.0</td>\n",
       "      <td>648.0</td>\n",
       "      <td>156.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32934</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Jacarepaguá</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>78</td>\n",
       "      <td>2200.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>180.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32935</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Leblon</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "      <td>4300.0</td>\n",
       "      <td>1730.0</td>\n",
       "      <td>259.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32936</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Copacabana</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>70</td>\n",
       "      <td>4100.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32937</th>\n",
       "      <td>Conjunto Comercial/Sala</td>\n",
       "      <td>Centro</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>2680.0</td>\n",
       "      <td>800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32938</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Copacabana</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>450.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32939</th>\n",
       "      <td>Conjunto Comercial/Sala</td>\n",
       "      <td>Barra da Tijuca</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>270.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32940</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Barra da Tijuca</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>2250.0</td>\n",
       "      <td>1561.0</td>\n",
       "      <td>197.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32941</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Barra da Tijuca</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>98</td>\n",
       "      <td>2300.0</td>\n",
       "      <td>887.0</td>\n",
       "      <td>177.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32942</th>\n",
       "      <td>Conjunto Comercial/Sala</td>\n",
       "      <td>Barra da Tijuca</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>1096.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32943</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Barra da Tijuca</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>5500.0</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32944</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Recreio dos Bandeirantes</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>88</td>\n",
       "      <td>1550.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32945</th>\n",
       "      <td>Quitinete</td>\n",
       "      <td>Copacabana</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>286.0</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32946</th>\n",
       "      <td>Conjunto Comercial/Sala</td>\n",
       "      <td>Centro</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>496.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32947</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Leblon</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>249.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32948</th>\n",
       "      <td>Conjunto Comercial/Sala</td>\n",
       "      <td>Centro</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>600.0</td>\n",
       "      <td>1035.0</td>\n",
       "      <td>83.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32949</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Ipanema</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>150</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32950</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Tijuca</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32951</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Vila Valqueire</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>550.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32952</th>\n",
       "      <td>Casa de Condomínio</td>\n",
       "      <td>Barra da Tijuca</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>450</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>1711.0</td>\n",
       "      <td>2332.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32953</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Méier</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>900.0</td>\n",
       "      <td>490.0</td>\n",
       "      <td>48.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32954</th>\n",
       "      <td>Box/Garagem</td>\n",
       "      <td>Centro</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>755</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32955</th>\n",
       "      <td>Quitinete</td>\n",
       "      <td>Centro</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>800.0</td>\n",
       "      <td>350.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32956</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Jacarepaguá</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>78</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>800.0</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32957</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>São Francisco Xavier</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>509.0</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32958</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Leblon</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>760.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32959</th>\n",
       "      <td>Conjunto Comercial/Sala</td>\n",
       "      <td>Centro</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>250</td>\n",
       "      <td>6500.0</td>\n",
       "      <td>4206.0</td>\n",
       "      <td>1109.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>32960 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Tipo                    Bairro  Quartos  Vagas  \\\n",
       "0                    Quitinete                Copacabana        1      0   \n",
       "1                         Casa           Jardim Botânico        2      0   \n",
       "2      Conjunto Comercial/Sala           Barra da Tijuca        0      4   \n",
       "3                  Apartamento                    Centro        1      0   \n",
       "4                  Apartamento              Higienópolis        1      0   \n",
       "5                  Apartamento              Vista Alegre        3      1   \n",
       "6                  Apartamento                  Cachambi        2      0   \n",
       "7           Casa de Condomínio           Barra da Tijuca        5      4   \n",
       "8           Casa de Condomínio                     Ramos        2      2   \n",
       "9      Conjunto Comercial/Sala                    Centro        0      3   \n",
       "10                 Apartamento                    Centro        1      0   \n",
       "11                 Apartamento                    Grajaú        2      1   \n",
       "12                 Apartamento       Lins de Vasconcelos        3      1   \n",
       "13                 Apartamento                Copacabana        1      0   \n",
       "14                   Quitinete                Copacabana        1      0   \n",
       "15                 Apartamento                Copacabana        4      3   \n",
       "16              Prédio Inteiro                  Botafogo        0      0   \n",
       "17                        Flat                  Botafogo        3      1   \n",
       "18          Casa de Condomínio                   Taquara        3      1   \n",
       "19                 Apartamento   Freguesia (Jacarepaguá)        3      0   \n",
       "20                 Apartamento           Barra da Tijuca        2      1   \n",
       "21                 Apartamento                    Tijuca        2      1   \n",
       "22          Casa de Condomínio           Barra da Tijuca        4      3   \n",
       "23                 Apartamento                    Olaria        3      1   \n",
       "24                 Apartamento                    Tijuca        2      1   \n",
       "25                        Flat                    Leblon        1      0   \n",
       "26     Conjunto Comercial/Sala             São Cristóvão        0      1   \n",
       "27                 Apartamento                   Ipanema        3      1   \n",
       "28                 Apartamento                    Tijuca        1      0   \n",
       "29                  Loja/Salão              Campo Grande        0      1   \n",
       "...                        ...                       ...      ...    ...   \n",
       "32930              Apartamento   Freguesia (Jacarepaguá)        2      1   \n",
       "32931                     Casa                    Centro        5      0   \n",
       "32932              Apartamento           Todos os Santos        3      0   \n",
       "32933              Apartamento  Recreio dos Bandeirantes        2      1   \n",
       "32934              Apartamento               Jacarepaguá        2      1   \n",
       "32935              Apartamento                    Leblon        1      1   \n",
       "32936              Apartamento                Copacabana        2      0   \n",
       "32937  Conjunto Comercial/Sala                    Centro        0      0   \n",
       "32938              Apartamento                Copacabana        1      0   \n",
       "32939  Conjunto Comercial/Sala           Barra da Tijuca        0      1   \n",
       "32940              Apartamento           Barra da Tijuca        2      1   \n",
       "32941              Apartamento           Barra da Tijuca        3      2   \n",
       "32942  Conjunto Comercial/Sala           Barra da Tijuca        0      1   \n",
       "32943              Apartamento           Barra da Tijuca        3      2   \n",
       "32944              Apartamento  Recreio dos Bandeirantes        3      2   \n",
       "32945                Quitinete                Copacabana        1      0   \n",
       "32946  Conjunto Comercial/Sala                    Centro        0      0   \n",
       "32947              Apartamento                    Leblon        3      0   \n",
       "32948  Conjunto Comercial/Sala                    Centro        0      0   \n",
       "32949              Apartamento                   Ipanema        3      1   \n",
       "32950              Apartamento                    Tijuca        1      0   \n",
       "32951              Apartamento            Vila Valqueire        2      0   \n",
       "32952       Casa de Condomínio           Barra da Tijuca        5      3   \n",
       "32953              Apartamento                     Méier        2      0   \n",
       "32954              Box/Garagem                    Centro        0      0   \n",
       "32955                Quitinete                    Centro        0      0   \n",
       "32956              Apartamento               Jacarepaguá        3      1   \n",
       "32957              Apartamento      São Francisco Xavier        2      1   \n",
       "32958              Apartamento                    Leblon        2      0   \n",
       "32959  Conjunto Comercial/Sala                    Centro        0      0   \n",
       "\n",
       "       Suites  Area    Valor  Condominio    IPTU  \n",
       "0           0    40   1700.0       500.0    60.0  \n",
       "1           1   100   7000.0         NaN     NaN  \n",
       "2           0   150   5200.0      4020.0  1111.0  \n",
       "3           0    15    800.0       390.0    20.0  \n",
       "4           0    48    800.0       230.0     NaN  \n",
       "5           0    70   1200.0         NaN     NaN  \n",
       "6           0    50   1300.0       301.0    17.0  \n",
       "7           5   750  22000.0         NaN     NaN  \n",
       "8           0    65   1000.0         NaN     NaN  \n",
       "9           0   695  35000.0     19193.0  3030.0  \n",
       "10          0    36   1200.0         NaN     NaN  \n",
       "11          0    70   1500.0       642.0    74.0  \n",
       "12          1    90   1500.0       455.0    14.0  \n",
       "13          1    40   2000.0       561.0    50.0  \n",
       "14          0    27   1800.0       501.0     NaN  \n",
       "15          1   243  13000.0      2000.0   803.0  \n",
       "16          0   536  28000.0         NaN  3563.0  \n",
       "17          1    80   3800.0      1040.0     NaN  \n",
       "18          1   115   2000.0         NaN     NaN  \n",
       "19          0    54    950.0       300.0    28.0  \n",
       "20          1    67   1700.0       589.0   147.0  \n",
       "21          0   110   1900.0       700.0   138.0  \n",
       "22          2   466   7500.0      2695.0     NaN  \n",
       "23          0    68   1000.0       670.0     NaN  \n",
       "24          0    78   2000.0       700.0     NaN  \n",
       "25          0    56   4500.0      1900.0  1500.0  \n",
       "26          0    25   1100.0       600.0     NaN  \n",
       "27          1   125   7000.0      2100.0   463.0  \n",
       "28          0    48    750.0       772.0    25.0  \n",
       "29          0    35   1300.0       950.0     NaN  \n",
       "...       ...   ...      ...         ...     ...  \n",
       "32930       0    60    500.0       900.0   148.0  \n",
       "32931       1   160   5000.0         NaN    80.0  \n",
       "32932       0    54   1500.0       289.0    35.0  \n",
       "32933       1   105   2100.0       648.0   156.0  \n",
       "32934       1    78   2200.0       790.0   180.0  \n",
       "32935       1    50   4300.0      1730.0   259.0  \n",
       "32936       1    70   4100.0       700.0    90.0  \n",
       "32937       0   150  10000.0      2680.0   800.0  \n",
       "32938       0    50   1950.0       450.0    70.0  \n",
       "32939       0    36   1100.0      1200.0   270.0  \n",
       "32940       1    85   2250.0      1561.0   197.0  \n",
       "32941       0    98   2300.0       887.0   177.0  \n",
       "32942       0    55   2000.0      1096.0     NaN  \n",
       "32943       2   140   5500.0      1900.0   700.0  \n",
       "32944       1    88   1550.0       790.0     NaN  \n",
       "32945       0    22   1500.0       286.0   200.0  \n",
       "32946       0   140   4000.0      1412.0   496.0  \n",
       "32947       1    80   3000.0      1010.0   249.0  \n",
       "32948       0    32    600.0      1035.0    83.0  \n",
       "32949       2   150  15000.0      1400.0   600.0  \n",
       "32950       0    28   1000.0       360.0    25.0  \n",
       "32951       0    52   1000.0       550.0     NaN  \n",
       "32952       4   450  15000.0      1711.0  2332.0  \n",
       "32953       0    70    900.0       490.0    48.0  \n",
       "32954       0   755  14000.0         NaN     NaN  \n",
       "32955       0    27    800.0       350.0    25.0  \n",
       "32956       2    78   1800.0       800.0    40.0  \n",
       "32957       0    48   1400.0       509.0    37.0  \n",
       "32958       0    70   3000.0       760.0     NaN  \n",
       "32959       0   250   6500.0      4206.0  1109.0  \n",
       "\n",
       "[32960 rows x 9 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados = pd.read_csv(\"dados/aluguel.csv\", sep=\";\")\n",
    "\n",
    "dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(dados)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 32960 entries, 0 to 32959\n",
      "Data columns (total 9 columns):\n",
      "Tipo          32960 non-null object\n",
      "Bairro        32960 non-null object\n",
      "Quartos       32960 non-null int64\n",
      "Vagas         32960 non-null int64\n",
      "Suites        32960 non-null int64\n",
      "Area          32960 non-null int64\n",
      "Valor         32943 non-null float64\n",
      "Condominio    28867 non-null float64\n",
      "IPTU          22723 non-null float64\n",
      "dtypes: float64(3), int64(4), object(2)\n",
      "memory usage: 2.3+ MB\n"
     ]
    }
   ],
   "source": [
    "dados.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Tipo</th>\n",
       "      <th>Bairro</th>\n",
       "      <th>Quartos</th>\n",
       "      <th>Vagas</th>\n",
       "      <th>Suites</th>\n",
       "      <th>Area</th>\n",
       "      <th>Valor</th>\n",
       "      <th>Condominio</th>\n",
       "      <th>IPTU</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Quitinete</td>\n",
       "      <td>Copacabana</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>1700.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Casa</td>\n",
       "      <td>Jardim Botânico</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Conjunto Comercial/Sala</td>\n",
       "      <td>Barra da Tijuca</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>5200.0</td>\n",
       "      <td>4020.0</td>\n",
       "      <td>1111.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Centro</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>800.0</td>\n",
       "      <td>390.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Higienópolis</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>800.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Vista Alegre</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Apartamento</td>\n",
       "      <td>Cachambi</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>301.0</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Casa de Condomínio</td>\n",
       "      <td>Barra da Tijuca</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>750</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Casa de Condomínio</td>\n",
       "      <td>Ramos</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>65</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Conjunto Comercial/Sala</td>\n",
       "      <td>Centro</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>695</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>19193.0</td>\n",
       "      <td>3030.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Tipo           Bairro  Quartos  Vagas  Suites  Area  \\\n",
       "0                Quitinete       Copacabana        1      0       0    40   \n",
       "1                     Casa  Jardim Botânico        2      0       1   100   \n",
       "2  Conjunto Comercial/Sala  Barra da Tijuca        0      4       0   150   \n",
       "3              Apartamento           Centro        1      0       0    15   \n",
       "4              Apartamento     Higienópolis        1      0       0    48   \n",
       "5              Apartamento     Vista Alegre        3      1       0    70   \n",
       "6              Apartamento         Cachambi        2      0       0    50   \n",
       "7       Casa de Condomínio  Barra da Tijuca        5      4       5   750   \n",
       "8       Casa de Condomínio            Ramos        2      2       0    65   \n",
       "9  Conjunto Comercial/Sala           Centro        0      3       0   695   \n",
       "\n",
       "     Valor  Condominio    IPTU  \n",
       "0   1700.0       500.0    60.0  \n",
       "1   7000.0         NaN     NaN  \n",
       "2   5200.0      4020.0  1111.0  \n",
       "3    800.0       390.0    20.0  \n",
       "4    800.0       230.0     NaN  \n",
       "5   1200.0         NaN     NaN  \n",
       "6   1300.0       301.0    17.0  \n",
       "7  22000.0         NaN     NaN  \n",
       "8   1000.0         NaN     NaN  \n",
       "9  35000.0     19193.0  3030.0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Tipo           object\n",
       "Bairro         object\n",
       "Quartos         int64\n",
       "Vagas           int64\n",
       "Suites          int64\n",
       "Area            int64\n",
       "Valor         float64\n",
       "Condominio    float64\n",
       "IPTU          float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tipos_de_dados = pd.DataFrame(dados.dtypes, columns = ['Tipos de Dados'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tipos_de_dados.columns.name = 'Variáveis'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Variáveis</th>\n",
       "      <th>Tipos de Dados</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Tipo</th>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bairro</th>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quartos</th>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vagas</th>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Suites</th>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Area</th>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valor</th>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condominio</th>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPTU</th>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Variáveis  Tipos de Dados\n",
       "Tipo               object\n",
       "Bairro             object\n",
       "Quartos             int64\n",
       "Vagas               int64\n",
       "Suites              int64\n",
       "Area                int64\n",
       "Valor             float64\n",
       "Condominio        float64\n",
       "IPTU              float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tipos_de_dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(32960, 9)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.shape"
   ]
  }
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