02-DSA-Cap05-RegressaoLinearMultipla.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <font color='blue'>Data Science Academy - Machine Learning</font>\n",
    "\n",
    "# <font color='blue'>Capítulo 5 - Regressão</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Regressão Linear Múltipla"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Definindo o Problema de Negócio\n",
    "\n",
    "Nosso objetivo é construir um modelo de Machine Learning que seja capaz de fazer previsões sobre a taxa média de ocupação de casas na região de Boston, EUA, por proprietários. A variável a ser prevista é um valor numérico que representa a mediana da taxa de ocupação das casas em Boston. Para cada casa temos diversas variáveis explanatórias. Sendo assim, podemos resolver este problema empregando Regressão Linear Simples ou Múltipla."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Definindo o Dataset \n",
    "\n",
    "Usaremos o Boston Housing Dataset, que é um conjunto de dados que tem a taxa média de ocupação das casas, juntamente com outras 13 variáveis que podem estar relacionadas aos preços das casas. Esses são os fatores como condições socioeconômicas, condições ambientais, instalações educacionais e alguns outros fatores semelhantes. Existem 506 observações nos dados para 14 variáveis. Existem 12 variáveis numéricas em nosso conjunto de dados e 1 variável categórica. O objetivo deste projeto é construir um modelo de regressão linear para estimar a taxa média de ocupação das casas pelos proprietários em Boston."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ve/fZLk+3HLePStG8tyo5kNuYz6ncuz92fY15L8sggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgicPAL1R7dOnv04blu6a/cem7dkha3btM02+dicW7aW2kZP47vDx9e856ffCAKi0Q8Pxj9Nb+Hxy7RgnM3P33y5jR8z1P7uWz8LxuiMLqtEt0odrLE6FVhVSU5+G8zy/8T3ogxfDf8eOHCwziBfZkZGg+tRWFEBxrqKUvPqM462ZGdmWMuW9Qd4sz21sQKpyUHQw1ZeXvGhP/7QocN20HvvHsuyd9++lG08lmtnXQgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAk1FgMBqA9/E24uX2Vd++JvYHqfT5yyyiyeMrje9rsb47Frc1i4/7wz7+Z8erfVp+zx98O6yymB+buuM2HS/+6r2256KStt/4IC1qqen56btpbZ3//5an6EZvbt38vFG6w/QetzRe8zWPRbrAQ9KVnog8WhLhveqDQLQ9ayoZ7cSW+NpdqOBVQ25utFTGtdX1KP2sAeHFZRVQFp/qqct6PXbJi879u2ZHuztXtL+iHvEqhdwqwZ6Acd+IDMRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQROKgECqw18XQP6dgsCcnGLPTvtTbvg7BGWVk+wU+9L896rYY/UuPX40KVBycrMsrzs+MDfxq07g16yxW0L41YRzFu+ZoNVVlbVer2dj89alJdbE2DUAh5yrLWcgph79tZ+f7jgXg8C7/QevEdb0r1HbxjsrGtd/bp3semz37WqSA9abd8qT2msv3Hvr/Axal94fa7d98xUT3vc1U7r1cX69ujsY892sEJPP6ygdBt3KGqTbztKdyd99MXjRts//+31wfuSXvjgSdiTV58b99lx72EeAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBA8xEgsNrAd1lcVGh9unW21Rs21+rNee/TU+3yiWNt0lkjg9S/catSD8ptO3bZlDfejnvZclpnWfvC/OA19aZs364g6FmqtLXR8vLMeTZ+1GC7aLz3kI3peVpatsfue/JlT1e8M/q2YHr4ab08+JuWND/be8emlkOHDtp2Hxc2LnB58OBB2+L7sd57kR5tadFC21I7sBtdb88uxdbCA7AW6UCr7Zo6a4GtXL/RenXpFF08mN7hY9Y++/ose2nG3OARLpCbnWW3Xnuh/duXPmX5nnJZ3qmB1XW+X5s8eN2vR5dagVPt+8z5S2zvvirrVtLB2hflB0FapXtWsFZ/U4sCsdre5NLCv7s0X3/yXJ4hgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgg0fQECq434js4eOdBmzF9YK7Cqt37xB7+23//wazZiYC/L8nFM04OgZws7dPhQMB7pus3b7Jd3PWGvzVlY65MUZCvIyzH1KFXJ9iDroN7drXfXElu6ekPS8ktXr7enp75pPbsWW5/una3lB+lnFbzTOK13P/5SMIZr2LMyfLOCsKOH9KuVrrYgv3pM13A5/VUa4PmLl9uGLTuss6cvDovWuXj5WrvfA7d7PS3x0ZbqXp/1r6WPpy7O9H3cZ8mft9+38f/uf86+/YWb3at6HFatae++/bZw6Wp78bU5tVbcwXv5ntarezC/Q1Eb69qxvS1ZuS5puTkLl9rLM+fboD7dra0HXsNeqfJ9+70V9q8//6MteH9V8J6C3Gwb0Ltb0Lv11usvsgHeOzY9JR3w3MUrrKysPOkzMlq2ssGn9fTey/G9kpMW5gkCCCCAAAII/H/27gOwi+vM9/6DKiBQQyB6B9PBgME027g7xr1n0+MUZzfb3t1kd+9mN3ffvNm8SW6SzWbTi1vcsY1tjCkGU226aab3KooKVRIC7vM7YsRfQgIJhPUHf08iS/zLzJnPzJw5c55zziCAAAIIIIAAAggggAACCCCAAAIIIIBAXAkQWK3F7hh5dV9r8epkKzp49KxRiPlFB+3+v/qu3X3jCLt19BAPSOZYakqy7d1fYKs2bLE/vznDA5UHql1L+9Y5NmZof0tJPrMbevrUtYP79rBN23bbiSojHjXFbZ4/R/Xrj91pvT0AmOQjJfV81idfnWIvTprhUwVXDuRppV09SPvYnWM9T5VHqLbykbjVpX35hfaD375o//6Xn7Zk3w4FGHd5cPjJ16baFB8J+nGlEYN6W8+uHWzxqg2VzI/76NGnJ0yx48fL7Jufu9uaeTC61J/9uuyjjZ7vF6zoyNFKWVT+NRXwsEFXhdd7dm5r117d22YtXGGl/sza2PTq1DmW2yLT7rl5pE8ZnOb+J32fH7HfvfS2rfNplqNUdPioj2Bd44HWzfb5e2+uCMJG7+v3F//pR2ft9+yMZvbb//hbG3vtoNiP8jcCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggMBlIHAmoncZZLahsjjARxl+9u6b7efPTrACfzZn1Qlela83pr8ffmqbx2QPimqk400jKgfZOrfLteuHDrB5Sz+y7bvPnnZ3+vwPTT/Zmc19GuEmtq+g0IpreC6qRnT+2zc+Y7k5mWdNPzvYR9hqxGzVEa5HikvslXdm2dLVG2xInx5hJOaC5Wts9aZttd20evlc49QU+19PfNq+8O0fmQKZsUkja598fYoHradZOx99muBTC2/yZ69Wl9LTmlj/nl2sc9vc8HYTD8SOHNjHrhlwlc1dUnkUsQLg3/v1n23a+0vCKN/8wsM2Y8Ey27Zr71lOCth+8f7brFP71sGxunXzGgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAwJUjQGC1lvvyq498ykegbg3B05KLnA5XQdWrPKj60O1jwgjX2CxoStnb/Tmqeo7or55/yw4fLY59u+Lv/MJD/pzQQxX/rvpHamqyPfapsf5c1r7hOaBV3+/Rqb0/O7atrduyo+pbYSTn6o3bfPrfysHUZM9bYnJijYHcsxZ0kS9c56N5x90wwl5+Z+ZZo0u16OM+UnXLzrwa15KakmQjBvWxx8bdUGlUaZ+enXzU6EBbvtan6z1yrNL3FbSd6aNZ9VNTikbBPnTbGFPgloQAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIHDlCyRc+ZtYP1uo6X31XM9Bvbr6aNEzz+Cs69JTkpL8eZ8d7fGH7whTzlb3fT3/9NPjbvRRsreYngmqgGZdkp7heduoofaXn7nLmtXwPM9ED+7+r68/alk+5W1tUqqPIB3ct7vdOKzyCNvafPdiPvOtrzxk1/q0wLXNZ7QuOQ/r38v++rP3Ws/O7aOXw+/mTZvYw7eOsc/cdbNluo8CpbVN+mwXH6X6n3//JevZpT2jVWsLx+cQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgctcIPG7ni7zbfjYsp/uQbhPXT/MFLjc5886LfFndBaXlJ53/QrGpfkUtC2zM2xov5729198wO4ae22YZremL2d4wHPogJ7WOifLCosOWak/U7TsRJmd8FGaNaXmPnqynT+39bE7b7B/+dqj1qZlC58mt/qgofLUtWMbKzt50rbuyjONwq1u2Uk+XbCmHb7hmgH2ra8+aokJjXwq4mWVstDKn0s6emg/6+HPh43SIX/W6Yz5y23t5u3RSxW/H7r9uvDs14oXzvGHzO+5aYQleCB4m0+NrHyWlZ2o8RspSYk+9XG2DRvYy77pQdVRPmK3upTuvj27tLNE//xef65sue8Jf55rdZ+2ENzOycqwHp3a2ne/+Tm77pr+4Vm61X/a7LcvvG0HqzzvtUnjlPAs3s4emCUhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAghcXgJMBVzH/ZWV0dy+9ug4u/umkf6Mz+n27rwlIcBa5lPIFnvQr9R/n/ToXGJSQgjGKdDXvFma9e3e2a4b3t+u94Bchv+7Nik9ralPYzvWRg7uY7N9atpp85baVp/6tsSDrMc9qKv16DmpGp3ZpEmKXTugt08vfJ317dHJUpLPv2uTfCTs333+Pht4VVd7zrdl/dZdVny8NAQuE7Xc5GRr1SLDbh01xO69eZS18ADrrrx9HhzuUSn73Tq2sxYZ6ZVea+IjXHt0anPWZ/UhBTXrkpo0TvV83m+jBvezZ16f5sHabVZSctyOlZaGgKhG9Kb69ib5qOK2HlR9xKf+vfnaQZbmI1PPldr781n/4UsP2djhg+zN6R/YsjUbrejgYSuWbdnJ8FzaJF9uY3fI8aD4HdcN86mJh7lJlrtXH7CO1jfYjXJbZkb/DL+137OrOFX6AP9AAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBCIW4FGpzzFbe4uk4xpZOLe/QW2Z3+R7csvsOMe+FQwVaMtMz2I2L5NTq2DqefaZI3W1OjKPB8teyC/yEpPnLA0DzrmZGZYp/a54XmfGol6IemEL2vTjj22a2++FR46Yk39Ga2tPEjZuV2resn7heSppu+UeV737CuwHT6CNa+g0DI8AN0yJ9NyszItK6PZOUcC17RMvV7oQdXtefvDs2sPHT5qCjxnZ6WH4HKuT8nc2IPFF+p7rvXyHgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQPwLEFiN/31EDhFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAoIEFEhp4/aweAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQiHsBAqtxv4vIIAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIINLQAgdWG3gOsHwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE4l6AwGrc7yIyiAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACDS1AYLWh9wDrRwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBuBcgsBr3u4g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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('imagens/boston.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dataset: https://archive.ics.uci.edu/ml/machine-learning-databases/housing/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. CRIM: per capita crime rate by town \n",
    "2. ZN: proportion of residential land zoned for lots over 25,000 sq.ft. \n",
    "3. INDUS: proportion of non-residential acres per town \n",
    "4. CHAS: Charles River dummy variable (= 1 if tract bounds river; 0 otherwise) \n",
    "5. NOX: nitric oxides concentration (parts per 10 million) \n",
    "6. RM: average number of rooms per dwelling \n",
    "7. AGE: proportion of owner-occupied units built prior to 1940 \n",
    "8. DIS: weighted distances to five Boston employment centres \n",
    "9. RAD: index of accessibility to radial highways \n",
    "10. TAX: full-value property-tax rate per 10,000 \n",
    "11. PTRATIO: pupil-teacher ratio by town \n",
    "12. B: 1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town \n",
    "13. LSTAT: % lower status of the population \n",
    "14. TARGET: Median value of owner-occupied homes in $1000's"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from sklearn.datasets import load_boston\n",
    "from sklearn import linear_model\n",
    "from sklearn.metrics import r2_score\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.formula.api as smf\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Carregando o dataset\n",
    "boston = load_boston() \n",
    "dataset = pd.DataFrame(boston.data, columns = boston.feature_names)\n",
    "dataset['target'] = boston.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Gerando número de observações e variáveis\n",
    "observations = len(dataset)\n",
    "variables = dataset.columns[:-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Coletando x e y\n",
    "X = dataset.iloc[:,:-1]\n",
    "y = dataset['target'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00632</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.538</td>\n",
       "      <td>6.575</td>\n",
       "      <td>65.2</td>\n",
       "      <td>4.0900</td>\n",
       "      <td>1.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>15.3</td>\n",
       "      <td>396.90</td>\n",
       "      <td>4.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.02731</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>6.421</td>\n",
       "      <td>78.9</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>396.90</td>\n",
       "      <td>9.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.02729</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>7.185</td>\n",
       "      <td>61.1</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>392.83</td>\n",
       "      <td>4.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.03237</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>6.998</td>\n",
       "      <td>45.8</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>394.63</td>\n",
       "      <td>2.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.06905</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7.147</td>\n",
       "      <td>54.2</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.33</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
       "0  0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n",
       "1  0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n",
       "2  0.02729   0.0   7.07   0.0  0.469  7.185  61.1  4.9671  2.0  242.0   \n",
       "3  0.03237   0.0   2.18   0.0  0.458  6.998  45.8  6.0622  3.0  222.0   \n",
       "4  0.06905   0.0   2.18   0.0  0.458  7.147  54.2  6.0622  3.0  222.0   \n",
       "\n",
       "   PTRATIO       B  LSTAT  \n",
       "0     15.3  396.90   4.98  \n",
       "1     17.8  396.90   9.14  \n",
       "2     17.8  392.83   4.03  \n",
       "3     18.7  394.63   2.94  \n",
       "4     18.7  396.90   5.33  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Variáveis explanatórias\n",
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([24. , 21.6, 34.7, 33.4, 36.2, 28.7, 22.9, 27.1, 16.5, 18.9, 15. ,\n",
       "       18.9, 21.7, 20.4, 18.2, 19.9, 23.1, 17.5, 20.2, 18.2, 13.6, 19.6,\n",
       "       15.2, 14.5, 15.6, 13.9, 16.6, 14.8, 18.4, 21. , 12.7, 14.5, 13.2,\n",
       "       13.1, 13.5, 18.9, 20. , 21. , 24.7, 30.8, 34.9, 26.6, 25.3, 24.7,\n",
       "       21.2, 19.3, 20. , 16.6, 14.4, 19.4, 19.7, 20.5, 25. , 23.4, 18.9,\n",
       "       35.4, 24.7, 31.6, 23.3, 19.6, 18.7, 16. , 22.2, 25. , 33. , 23.5,\n",
       "       19.4, 22. , 17.4, 20.9, 24.2, 21.7, 22.8, 23.4, 24.1, 21.4, 20. ,\n",
       "       20.8, 21.2, 20.3, 28. , 23.9, 24.8, 22.9, 23.9, 26.6, 22.5, 22.2,\n",
       "       23.6, 28.7, 22.6, 22. , 22.9, 25. , 20.6, 28.4, 21.4, 38.7, 43.8,\n",
       "       33.2, 27.5, 26.5, 18.6, 19.3, 20.1, 19.5, 19.5, 20.4, 19.8, 19.4,\n",
       "       21.7, 22.8, 18.8, 18.7, 18.5, 18.3, 21.2, 19.2, 20.4, 19.3, 22. ,\n",
       "       20.3, 20.5, 17.3, 18.8, 21.4, 15.7, 16.2, 18. , 14.3, 19.2, 19.6,\n",
       "       23. , 18.4, 15.6, 18.1, 17.4, 17.1, 13.3, 17.8, 14. , 14.4, 13.4,\n",
       "       15.6, 11.8, 13.8, 15.6, 14.6, 17.8, 15.4, 21.5, 19.6, 15.3, 19.4,\n",
       "       17. , 15.6, 13.1, 41.3, 24.3, 23.3, 27. , 50. , 50. , 50. , 22.7,\n",
       "       25. , 50. , 23.8, 23.8, 22.3, 17.4, 19.1, 23.1, 23.6, 22.6, 29.4,\n",
       "       23.2, 24.6, 29.9, 37.2, 39.8, 36.2, 37.9, 32.5, 26.4, 29.6, 50. ,\n",
       "       32. , 29.8, 34.9, 37. , 30.5, 36.4, 31.1, 29.1, 50. , 33.3, 30.3,\n",
       "       34.6, 34.9, 32.9, 24.1, 42.3, 48.5, 50. , 22.6, 24.4, 22.5, 24.4,\n",
       "       20. , 21.7, 19.3, 22.4, 28.1, 23.7, 25. , 23.3, 28.7, 21.5, 23. ,\n",
       "       26.7, 21.7, 27.5, 30.1, 44.8, 50. , 37.6, 31.6, 46.7, 31.5, 24.3,\n",
       "       31.7, 41.7, 48.3, 29. , 24. , 25.1, 31.5, 23.7, 23.3, 22. , 20.1,\n",
       "       22.2, 23.7, 17.6, 18.5, 24.3, 20.5, 24.5, 26.2, 24.4, 24.8, 29.6,\n",
       "       42.8, 21.9, 20.9, 44. , 50. , 36. , 30.1, 33.8, 43.1, 48.8, 31. ,\n",
       "       36.5, 22.8, 30.7, 50. , 43.5, 20.7, 21.1, 25.2, 24.4, 35.2, 32.4,\n",
       "       32. , 33.2, 33.1, 29.1, 35.1, 45.4, 35.4, 46. , 50. , 32.2, 22. ,\n",
       "       20.1, 23.2, 22.3, 24.8, 28.5, 37.3, 27.9, 23.9, 21.7, 28.6, 27.1,\n",
       "       20.3, 22.5, 29. , 24.8, 22. , 26.4, 33.1, 36.1, 28.4, 33.4, 28.2,\n",
       "       22.8, 20.3, 16.1, 22.1, 19.4, 21.6, 23.8, 16.2, 17.8, 19.8, 23.1,\n",
       "       21. , 23.8, 23.1, 20.4, 18.5, 25. , 24.6, 23. , 22.2, 19.3, 22.6,\n",
       "       19.8, 17.1, 19.4, 22.2, 20.7, 21.1, 19.5, 18.5, 20.6, 19. , 18.7,\n",
       "       32.7, 16.5, 23.9, 31.2, 17.5, 17.2, 23.1, 24.5, 26.6, 22.9, 24.1,\n",
       "       18.6, 30.1, 18.2, 20.6, 17.8, 21.7, 22.7, 22.6, 25. , 19.9, 20.8,\n",
       "       16.8, 21.9, 27.5, 21.9, 23.1, 50. , 50. , 50. , 50. , 50. , 13.8,\n",
       "       13.8, 15. , 13.9, 13.3, 13.1, 10.2, 10.4, 10.9, 11.3, 12.3,  8.8,\n",
       "        7.2, 10.5,  7.4, 10.2, 11.5, 15.1, 23.2,  9.7, 13.8, 12.7, 13.1,\n",
       "       12.5,  8.5,  5. ,  6.3,  5.6,  7.2, 12.1,  8.3,  8.5,  5. , 11.9,\n",
       "       27.9, 17.2, 27.5, 15. , 17.2, 17.9, 16.3,  7. ,  7.2,  7.5, 10.4,\n",
       "        8.8,  8.4, 16.7, 14.2, 20.8, 13.4, 11.7,  8.3, 10.2, 10.9, 11. ,\n",
       "        9.5, 14.5, 14.1, 16.1, 14.3, 11.7, 13.4,  9.6,  8.7,  8.4, 12.8,\n",
       "       10.5, 17.1, 18.4, 15.4, 10.8, 11.8, 14.9, 12.6, 14.1, 13. , 13.4,\n",
       "       15.2, 16.1, 17.8, 14.9, 14.1, 12.7, 13.5, 14.9, 20. , 16.4, 17.7,\n",
       "       19.5, 20.2, 21.4, 19.9, 19. , 19.1, 19.1, 20.1, 19.9, 19.6, 23.2,\n",
       "       29.8, 13.8, 13.3, 16.7, 12. , 14.6, 21.4, 23. , 23.7, 25. , 21.8,\n",
       "       20.6, 21.2, 19.1, 20.6, 15.2,  7. ,  8.1, 13.6, 20.1, 21.8, 24.5,\n",
       "       23.1, 19.7, 18.3, 21.2, 17.5, 16.8, 22.4, 20.6, 23.9, 22. , 11.9])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Variável target\n",
    "y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Usando Múltiplos Atributos com StatsModels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "Xc = sm.add_constant(X)\n",
    "modelo = sm.OLS(y, Xc)\n",
    "modelo_v1 = modelo.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>            <td>y</td>        <th>  R-squared:         </th> <td>   0.741</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.734</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   108.1</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Sat, 28 Sep 2019</td> <th>  Prob (F-statistic):</th> <td>6.72e-135</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>19:49:50</td>     <th>  Log-Likelihood:    </th> <td> -1498.8</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   506</td>      <th>  AIC:               </th> <td>   3026.</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   492</td>      <th>  BIC:               </th> <td>   3085.</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>    13</td>      <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "     <td></td>        <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th>   <td>   36.4595</td> <td>    5.103</td> <td>    7.144</td> <td> 0.000</td> <td>   26.432</td> <td>   46.487</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>CRIM</th>    <td>   -0.1080</td> <td>    0.033</td> <td>   -3.287</td> <td> 0.001</td> <td>   -0.173</td> <td>   -0.043</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ZN</th>      <td>    0.0464</td> <td>    0.014</td> <td>    3.382</td> <td> 0.001</td> <td>    0.019</td> <td>    0.073</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>INDUS</th>   <td>    0.0206</td> <td>    0.061</td> <td>    0.334</td> <td> 0.738</td> <td>   -0.100</td> <td>    0.141</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>CHAS</th>    <td>    2.6867</td> <td>    0.862</td> <td>    3.118</td> <td> 0.002</td> <td>    0.994</td> <td>    4.380</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>NOX</th>     <td>  -17.7666</td> <td>    3.820</td> <td>   -4.651</td> <td> 0.000</td> <td>  -25.272</td> <td>  -10.262</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>RM</th>      <td>    3.8099</td> <td>    0.418</td> <td>    9.116</td> <td> 0.000</td> <td>    2.989</td> <td>    4.631</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>AGE</th>     <td>    0.0007</td> <td>    0.013</td> <td>    0.052</td> <td> 0.958</td> <td>   -0.025</td> <td>    0.027</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>DIS</th>     <td>   -1.4756</td> <td>    0.199</td> <td>   -7.398</td> <td> 0.000</td> <td>   -1.867</td> <td>   -1.084</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>RAD</th>     <td>    0.3060</td> <td>    0.066</td> <td>    4.613</td> <td> 0.000</td> <td>    0.176</td> <td>    0.436</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>TAX</th>     <td>   -0.0123</td> <td>    0.004</td> <td>   -3.280</td> <td> 0.001</td> <td>   -0.020</td> <td>   -0.005</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PTRATIO</th> <td>   -0.9527</td> <td>    0.131</td> <td>   -7.283</td> <td> 0.000</td> <td>   -1.210</td> <td>   -0.696</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>B</th>       <td>    0.0093</td> <td>    0.003</td> <td>    3.467</td> <td> 0.001</td> <td>    0.004</td> <td>    0.015</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>LSTAT</th>   <td>   -0.5248</td> <td>    0.051</td> <td>  -10.347</td> <td> 0.000</td> <td>   -0.624</td> <td>   -0.425</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>178.041</td> <th>  Durbin-Watson:     </th> <td>   1.078</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td> 783.126</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 1.521</td>  <th>  Prob(JB):          </th> <td>8.84e-171</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 8.281</td>  <th>  Cond. No.          </th> <td>1.51e+04</td> \n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 1.51e+04. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                      y   R-squared:                       0.741\n",
       "Model:                            OLS   Adj. R-squared:                  0.734\n",
       "Method:                 Least Squares   F-statistic:                     108.1\n",
       "Date:                Sat, 28 Sep 2019   Prob (F-statistic):          6.72e-135\n",
       "Time:                        19:49:50   Log-Likelihood:                -1498.8\n",
       "No. Observations:                 506   AIC:                             3026.\n",
       "Df Residuals:                     492   BIC:                             3085.\n",
       "Df Model:                          13                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "const         36.4595      5.103      7.144      0.000      26.432      46.487\n",
       "CRIM          -0.1080      0.033     -3.287      0.001      -0.173      -0.043\n",
       "ZN             0.0464      0.014      3.382      0.001       0.019       0.073\n",
       "INDUS          0.0206      0.061      0.334      0.738      -0.100       0.141\n",
       "CHAS           2.6867      0.862      3.118      0.002       0.994       4.380\n",
       "NOX          -17.7666      3.820     -4.651      0.000     -25.272     -10.262\n",
       "RM             3.8099      0.418      9.116      0.000       2.989       4.631\n",
       "AGE            0.0007      0.013      0.052      0.958      -0.025       0.027\n",
       "DIS           -1.4756      0.199     -7.398      0.000      -1.867      -1.084\n",
       "RAD            0.3060      0.066      4.613      0.000       0.176       0.436\n",
       "TAX           -0.0123      0.004     -3.280      0.001      -0.020      -0.005\n",
       "PTRATIO       -0.9527      0.131     -7.283      0.000      -1.210      -0.696\n",
       "B              0.0093      0.003      3.467      0.001       0.004       0.015\n",
       "LSTAT         -0.5248      0.051    -10.347      0.000      -0.624      -0.425\n",
       "==============================================================================\n",
       "Omnibus:                      178.041   Durbin-Watson:                   1.078\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              783.126\n",
       "Skew:                           1.521   Prob(JB):                    8.84e-171\n",
       "Kurtosis:                       8.281   Cond. No.                     1.51e+04\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 1.51e+04. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modelo_v1.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Matriz de Correlação"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             CRIM        ZN     INDUS      CHAS       NOX        RM       AGE  \\\n",
      "CRIM     1.000000 -0.200469  0.406583 -0.055892  0.420972 -0.219247  0.352734   \n",
      "ZN      -0.200469  1.000000 -0.533828 -0.042697 -0.516604  0.311991 -0.569537   \n",
      "INDUS    0.406583 -0.533828  1.000000  0.062938  0.763651 -0.391676  0.644779   \n",
      "CHAS    -0.055892 -0.042697  0.062938  1.000000  0.091203  0.091251  0.086518   \n",
      "NOX      0.420972 -0.516604  0.763651  0.091203  1.000000 -0.302188  0.731470   \n",
      "RM      -0.219247  0.311991 -0.391676  0.091251 -0.302188  1.000000 -0.240265   \n",
      "AGE      0.352734 -0.569537  0.644779  0.086518  0.731470 -0.240265  1.000000   \n",
      "DIS     -0.379670  0.664408 -0.708027 -0.099176 -0.769230  0.205246 -0.747881   \n",
      "RAD      0.625505 -0.311948  0.595129 -0.007368  0.611441 -0.209847  0.456022   \n",
      "TAX      0.582764 -0.314563  0.720760 -0.035587  0.668023 -0.292048  0.506456   \n",
      "PTRATIO  0.289946 -0.391679  0.383248 -0.121515  0.188933 -0.355501  0.261515   \n",
      "B       -0.385064  0.175520 -0.356977  0.048788 -0.380051  0.128069 -0.273534   \n",
      "LSTAT    0.455621 -0.412995  0.603800 -0.053929  0.590879 -0.613808  0.602339   \n",
      "\n",
      "              DIS       RAD       TAX   PTRATIO         B     LSTAT  \n",
      "CRIM    -0.379670  0.625505  0.582764  0.289946 -0.385064  0.455621  \n",
      "ZN       0.664408 -0.311948 -0.314563 -0.391679  0.175520 -0.412995  \n",
      "INDUS   -0.708027  0.595129  0.720760  0.383248 -0.356977  0.603800  \n",
      "CHAS    -0.099176 -0.007368 -0.035587 -0.121515  0.048788 -0.053929  \n",
      "NOX     -0.769230  0.611441  0.668023  0.188933 -0.380051  0.590879  \n",
      "RM       0.205246 -0.209847 -0.292048 -0.355501  0.128069 -0.613808  \n",
      "AGE     -0.747881  0.456022  0.506456  0.261515 -0.273534  0.602339  \n",
      "DIS      1.000000 -0.494588 -0.534432 -0.232471  0.291512 -0.496996  \n",
      "RAD     -0.494588  1.000000  0.910228  0.464741 -0.444413  0.488676  \n",
      "TAX     -0.534432  0.910228  1.000000  0.460853 -0.441808  0.543993  \n",
      "PTRATIO -0.232471  0.464741  0.460853  1.000000 -0.177383  0.374044  \n",
      "B        0.291512 -0.444413 -0.441808 -0.177383  1.000000 -0.366087  \n",
      "LSTAT   -0.496996  0.488676  0.543993  0.374044 -0.366087  1.000000  \n"
     ]
    }
   ],
   "source": [
    "# Gerando a matriz\n",
    "X = dataset.iloc[:,:-1]\n",
    "matriz_corr = X.corr()\n",
    "print (matriz_corr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Criando um Correlation Plot\n",
    "def visualize_correlation_matrix(data, hurdle = 0.0):\n",
    "    R = np.corrcoef(data, rowvar = 0)\n",
    "    R[np.where(np.abs(R) < hurdle)] = 0.0\n",
    "    heatmap = plt.pcolor(R, cmap = mpl.cm.coolwarm, alpha = 0.8)\n",
    "    heatmap.axes.set_frame_on(False)\n",
    "    heatmap.axes.set_yticks(np.arange(R.shape[0]) + 0.5, minor = False)\n",
    "    heatmap.axes.set_xticks(np.arange(R.shape[1]) + 0.5, minor = False)\n",
    "    heatmap.axes.set_xticklabels(variables, minor = False)\n",
    "    plt.xticks(rotation=90)\n",
    "    heatmap.axes.set_yticklabels(variables, minor = False)\n",
    "    plt.tick_params(axis = 'both', which = 'both', bottom = 'off', top = 'off', left = 'off', right = 'off') \n",
    "    plt.colorbar()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizando o Plot\n",
    "visualize_correlation_matrix(X, hurdle = 0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Avaliando a Multicolinearidade"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Autovalores (Eigenvalues) e Autovetores (Eigenvectors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Uma forma ainda mais automática de detectar associações multicolineares (e descobrir problemas numéricos em uma inversão de matriz) é usar autovetores. Explicados em termos simples, os autovetores são uma maneira muito inteligente de recombinar a variância entre as variáveis, criando novos recursos acumulando toda a variância compartilhada. Tal recombinação pode ser obtida usando a função NumPy linalg.eig, resultando em um vetor de autovalores (representando a quantidade de variância recombinada para cada nova variável) e autovetores (uma matriz nos dizendo como as novas variáveis se relacionam com as antigas)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Gerando eigenvalues e eigenvectors\n",
    "corr = np.corrcoef(X, rowvar = 0)\n",
    "eigenvalues, eigenvectors = np.linalg.eig(corr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Depois de extrair os autovalores, imprimimos em ordem decrescente e procuramos qualquer elemento cujo valor seja próximo de zero ou pequeno em comparação com os outros. Valores próximos a zero podem representar um problema real para equações normais e outros métodos de otimização baseados na inversão matricial. Valores pequenos representam uma fonte elevada, mas não crítica, de multicolinearidade. Se você detectar qualquer um desses valores baixos, anote a posição no vetor (lembre-se que os índices em Python começam por zero). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O menor valor está na posição 8. Vamos buscar a posição 8 no autovetor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[6.12684883 1.43327512 1.24261667 0.85757511 0.83481594 0.65740718\n",
      " 0.53535609 0.39609731 0.06350926 0.27694333 0.16930298 0.18601437\n",
      " 0.22023782]\n"
     ]
    }
   ],
   "source": [
    "print (eigenvalues)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Usando a posição do índice na lista de autovalores, podemos encontrar o vetor específico nos autovetores que contém as variáveis carregadas, ou seja, o nível de associação com os valores originais. No eigenvector, observamos valores nas posições de índice 2, 8 e 9, que estão realmente em destaque em termos de valor absoluto."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.0459523   0.08091897  0.25107654 -0.03592171 -0.04363045 -0.0455671\n",
      "  0.03855068  0.01829854  0.63348972 -0.72023345 -0.02339805  0.00446307\n",
      " -0.02443168]\n"
     ]
    }
   ],
   "source": [
    "print (eigenvectors[:,8])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Agora nós imprimimos os nomes das variáveis para saber quais contribuem mais com seus valores para construir o autovetor. Associamos o vetor de variáveis com o eigenvector."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INDUS RAD TAX\n"
     ]
    }
   ],
   "source": [
    "print (variables[2], variables[8], variables[9])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tendo encontrado os culpados da multicolinearidade, o que devemos fazer com essas variáveis? A remoção de algumas delas é geralmente a melhor solução."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gradiente Descendente"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Gerando os dados\n",
    "observations = len(dataset)\n",
    "variables = dataset.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Scaling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos aplicar Feature Scaling através de Padronização ou Normalização. Normalização aplica escala aos dados com intervalos entre 0 e 1. A Padronização divide a média pelo desvio padrão para obter uma unidade de variância. Vamos usar a Padronização (StandardScaler) pois nesse caso esta técnica ajusta os coeficientes e torna a superfície de erros mais \"tratável\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Aplicando Padronização\n",
    "standardization = StandardScaler()\n",
    "Xst = standardization.fit_transform(X)\n",
    "original_means = standardization.mean_\n",
    "originanal_stds = standardization.scale_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Gerando X e Y\n",
    "Xst = np.column_stack((Xst,np.ones(observations)))\n",
    "y  = dataset['target'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import numpy as np\n",
    "\n",
    "def random_w( p ):\n",
    "    return np.array([np.random.normal() for j in range(p)])\n",
    "\n",
    "def hypothesis(X,w):\n",
    "    return np.dot(X,w)\n",
    "\n",
    "def loss(X,w,y):\n",
    "    return hypothesis(X,w) - y\n",
    "\n",
    "def squared_loss(X,w,y):\n",
    "    return loss(X,w,y)**2\n",
    "\n",
    "def gradient(X,w,y):\n",
    "    gradients = list()\n",
    "    n = float(len( y ))\n",
    "    for j in range(len(w)):\n",
    "        gradients.append(np.sum(loss(X,w,y) * X[:,j]) / n)\n",
    "    return gradients\n",
    "\n",
    "def update(X,w,y, alpha = 0.01):\n",
    "    return [t - alpha*g for t, g in zip(w, gradient(X,w,y))]\n",
    "\n",
    "def optimize(X,y, alpha = 0.01, eta = 10**-12, iterations = 1000):\n",
    "    w = random_w(X.shape[1])\n",
    "    path = list()\n",
    "    for k in range(iterations):\n",
    "        SSL = np.sum(squared_loss(X,w,y))\n",
    "        new_w = update(X,w,y, alpha = alpha)\n",
    "        new_SSL = np.sum(squared_loss(X,new_w,y))\n",
    "        w = new_w\n",
    "        if k>=5 and (new_SSL - SSL <= eta and new_SSL - SSL >= -eta):\n",
    "            path.append(new_SSL)\n",
    "            return w, path\n",
    "        if k % (iterations / 20) == 0:\n",
    "            path.append(new_SSL)\n",
    "    return w, path                       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coeficientes finais padronizados: -0.9281, 1.0816, 0.1409, 0.6817, -2.0567, 2.6742, 0.0195, -3.1040, 2.6622, -2.0768, -2.0606, 0.8493, -3.7436, 22.5328\n"
     ]
    }
   ],
   "source": [
    "# Imprimindo o resultado                           \n",
    "alpha = 0.01\n",
    "w, path = optimize(Xst, y, alpha, eta = 10**-12, iterations = 20000)\n",
    "print (\"Coeficientes finais padronizados: \" + ', '.join(map(lambda x: \"%0.4f\" % x, w)))            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Desfazendo a Padronização\n",
    "unstandardized_betas = w[:-1] / originanal_stds\n",
    "unstandardized_bias  = w[-1]-np.sum((original_means / originanal_stds) * w[:-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    bias:  36.4595\n",
      "    CRIM:  -0.1080\n",
      "      ZN:   0.0464\n",
      "   INDUS:   0.0206\n",
      "    CHAS:   2.6867\n",
      "     NOX: -17.7666\n",
      "      RM:   3.8099\n",
      "     AGE:   0.0007\n",
      "     DIS:  -1.4756\n",
      "     RAD:   0.3060\n",
      "     TAX:  -0.0123\n",
      " PTRATIO:  -0.9527\n",
      "       B:   0.0093\n",
      "   LSTAT:  -0.5248\n"
     ]
    }
   ],
   "source": [
    "# Imprimindo o resultado\n",
    "print ('%8s: %8.4f' % ('bias', unstandardized_bias))\n",
    "for beta,varname in zip(unstandardized_betas, variables):\n",
    "    print ('%8s: %8.4f' % (varname, beta))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importância dos Atributos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Criando um modelo\n",
    "modelo = linear_model.LinearRegression(normalize = False, fit_intercept = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None,\n",
       "         normalize=False)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Treinando o modelo com dados não padronizados (em escalas diferentes)\n",
    "modelo.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "17.767 NOX\n",
      " 3.810 RM\n",
      " 2.687 CHAS\n",
      " 1.476 DIS\n",
      " 0.953 PTRATIO\n",
      " 0.525 LSTAT\n",
      " 0.306 RAD\n",
      " 0.108 CRIM\n",
      " 0.046 ZN\n",
      " 0.021 INDUS\n",
      " 0.012 TAX\n",
      " 0.009 B\n",
      " 0.001 AGE\n"
     ]
    }
   ],
   "source": [
    "# Imprimindo os coeficientes e as variáveis\n",
    "for coef, var in sorted(zip(map(abs, modelo.coef_), dataset.columns[:-1]), reverse = True):\n",
    "    print (\"%6.3f %s\" % (coef,var))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Padronizando os dados\n",
    "standardization = StandardScaler()\n",
    "Stand_coef_linear_reg = make_pipeline(standardization, modelo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(memory=None,\n",
       "     steps=[('standardscaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('linearregression', LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None,\n",
       "         normalize=False))])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Treinando o modelo com dados padronizados (na mesma escala)\n",
    "Stand_coef_linear_reg.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 3.744 LSTAT\n",
      " 3.104 DIS\n",
      " 2.674 RM\n",
      " 2.662 RAD\n",
      " 2.077 TAX\n",
      " 2.061 PTRATIO\n",
      " 2.057 NOX\n",
      " 1.082 ZN\n",
      " 0.928 CRIM\n",
      " 0.849 B\n",
      " 0.682 CHAS\n",
      " 0.141 INDUS\n",
      " 0.019 AGE\n"
     ]
    }
   ],
   "source": [
    "# Imprimindo os coeficientes e as variáveis\n",
    "for coef, var in sorted(zip(map(abs, Stand_coef_linear_reg.steps[1][1].coef_), dataset.columns[:-1]), reverse = True):\n",
    "    print (\"%6.3f %s\" % (coef,var))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Usando o R Squared"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "modelo = linear_model.LinearRegression(normalize = False, fit_intercept = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def r2_est(X,y):\n",
    "    return r2_score(y, modelo.fit(X,y).predict(X))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coeficiente R2: 0.741\n"
     ]
    }
   ],
   "source": [
    "print ('Coeficiente R2: %0.3f' %  r2_est(X,y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 0.056 LSTAT\n",
      " 0.044 RM\n",
      " 0.029 DIS\n",
      " 0.028 PTRATIO\n",
      " 0.011 NOX\n",
      " 0.011 RAD\n",
      " 0.006 B\n",
      " 0.006 ZN\n",
      " 0.006 CRIM\n",
      " 0.006 TAX\n",
      " 0.005 CHAS\n",
      " 0.000 INDUS\n",
      " 0.000 AGE\n"
     ]
    }
   ],
   "source": [
    "# Gera o impacto de cada atributo no R2\n",
    "r2_impact = list()\n",
    "for j in range(X.shape[1]):\n",
    "    selection = [i for i in range(X.shape[1]) if i!=j]\n",
    "    r2_impact.append(((r2_est(X,y) - r2_est(X.values[:,selection],y)), dataset.columns[j]))\n",
    "    \n",
    "for imp, varname in sorted(r2_impact, reverse = True):\n",
    "    print ('%6.3f %s' %  (imp, varname))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fazendo Previsões com o Modelo de Regressão Linear Múltipla"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import r2_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Carregando o dataset\n",
    "boston = load_boston() \n",
    "dataset = pd.DataFrame(boston.data, columns = boston.feature_names)\n",
    "dataset['target'] = boston.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boston housing dataset tem 506 observações com 14 variáveis cada uma.\n"
     ]
    }
   ],
   "source": [
    "# Formato do Dataset\n",
    "print(\"Boston housing dataset tem {} observações com {} variáveis cada uma.\".format(*dataset.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00632</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.538</td>\n",
       "      <td>6.575</td>\n",
       "      <td>65.2</td>\n",
       "      <td>4.0900</td>\n",
       "      <td>1.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>15.3</td>\n",
       "      <td>396.90</td>\n",
       "      <td>4.98</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.02731</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>6.421</td>\n",
       "      <td>78.9</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>396.90</td>\n",
       "      <td>9.14</td>\n",
       "      <td>21.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.02729</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>7.185</td>\n",
       "      <td>61.1</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>392.83</td>\n",
       "      <td>4.03</td>\n",
       "      <td>34.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.03237</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>6.998</td>\n",
       "      <td>45.8</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>394.63</td>\n",
       "      <td>2.94</td>\n",
       "      <td>33.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.06905</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7.147</td>\n",
       "      <td>54.2</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.33</td>\n",
       "      <td>36.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
       "0  0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n",
       "1  0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n",
       "2  0.02729   0.0   7.07   0.0  0.469  7.185  61.1  4.9671  2.0  242.0   \n",
       "3  0.03237   0.0   2.18   0.0  0.458  6.998  45.8  6.0622  3.0  222.0   \n",
       "4  0.06905   0.0   2.18   0.0  0.458  7.147  54.2  6.0622  3.0  222.0   \n",
       "\n",
       "   PTRATIO       B  LSTAT  target  \n",
       "0     15.3  396.90   4.98    24.0  \n",
       "1     17.8  396.90   9.14    21.6  \n",
       "2     17.8  392.83   4.03    34.7  \n",
       "3     18.7  394.63   2.94    33.4  \n",
       "4     18.7  396.90   5.33    36.2  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Coletando x e y\n",
    "# Usaremos como variáveis explanatórias somente as 4 variáveis mais relevantes\n",
    "X = dataset[['LSTAT', 'RM', 'DIS', 'PTRATIO']]\n",
    "y = dataset['target'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
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       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LSTAT</th>\n",
       "      <th>RM</th>\n",
       "      <th>DIS</th>\n",
       "      <th>PTRATIO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.98</td>\n",
       "      <td>6.575</td>\n",
       "      <td>4.0900</td>\n",
       "      <td>15.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9.14</td>\n",
       "      <td>6.421</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>17.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.03</td>\n",
       "      <td>7.185</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>17.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.94</td>\n",
       "      <td>6.998</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>18.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.33</td>\n",
       "      <td>7.147</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>18.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   LSTAT     RM     DIS  PTRATIO\n",
       "0   4.98  6.575  4.0900     15.3\n",
       "1   9.14  6.421  4.9671     17.8\n",
       "2   4.03  7.185  4.9671     17.8\n",
       "3   2.94  6.998  6.0622     18.7\n",
       "4   5.33  7.147  6.0622     18.7"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([24. , 21.6, 34.7, 33.4, 36.2, 28.7, 22.9, 27.1, 16.5, 18.9, 15. ,\n",
       "       18.9, 21.7, 20.4, 18.2, 19.9, 23.1, 17.5, 20.2, 18.2, 13.6, 19.6,\n",
       "       15.2, 14.5, 15.6, 13.9, 16.6, 14.8, 18.4, 21. , 12.7, 14.5, 13.2,\n",
       "       13.1, 13.5, 18.9, 20. , 21. , 24.7, 30.8, 34.9, 26.6, 25.3, 24.7,\n",
       "       21.2, 19.3, 20. , 16.6, 14.4, 19.4, 19.7, 20.5, 25. , 23.4, 18.9,\n",
       "       35.4, 24.7, 31.6, 23.3, 19.6, 18.7, 16. , 22.2, 25. , 33. , 23.5,\n",
       "       19.4, 22. , 17.4, 20.9, 24.2, 21.7, 22.8, 23.4, 24.1, 21.4, 20. ,\n",
       "       20.8, 21.2, 20.3, 28. , 23.9, 24.8, 22.9, 23.9, 26.6, 22.5, 22.2,\n",
       "       23.6, 28.7, 22.6, 22. , 22.9, 25. , 20.6, 28.4, 21.4, 38.7, 43.8,\n",
       "       33.2, 27.5, 26.5, 18.6, 19.3, 20.1, 19.5, 19.5, 20.4, 19.8, 19.4,\n",
       "       21.7, 22.8, 18.8, 18.7, 18.5, 18.3, 21.2, 19.2, 20.4, 19.3, 22. ,\n",
       "       20.3, 20.5, 17.3, 18.8, 21.4, 15.7, 16.2, 18. , 14.3, 19.2, 19.6,\n",
       "       23. , 18.4, 15.6, 18.1, 17.4, 17.1, 13.3, 17.8, 14. , 14.4, 13.4,\n",
       "       15.6, 11.8, 13.8, 15.6, 14.6, 17.8, 15.4, 21.5, 19.6, 15.3, 19.4,\n",
       "       17. , 15.6, 13.1, 41.3, 24.3, 23.3, 27. , 50. , 50. , 50. , 22.7,\n",
       "       25. , 50. , 23.8, 23.8, 22.3, 17.4, 19.1, 23.1, 23.6, 22.6, 29.4,\n",
       "       23.2, 24.6, 29.9, 37.2, 39.8, 36.2, 37.9, 32.5, 26.4, 29.6, 50. ,\n",
       "       32. , 29.8, 34.9, 37. , 30.5, 36.4, 31.1, 29.1, 50. , 33.3, 30.3,\n",
       "       34.6, 34.9, 32.9, 24.1, 42.3, 48.5, 50. , 22.6, 24.4, 22.5, 24.4,\n",
       "       20. , 21.7, 19.3, 22.4, 28.1, 23.7, 25. , 23.3, 28.7, 21.5, 23. ,\n",
       "       26.7, 21.7, 27.5, 30.1, 44.8, 50. , 37.6, 31.6, 46.7, 31.5, 24.3,\n",
       "       31.7, 41.7, 48.3, 29. , 24. , 25.1, 31.5, 23.7, 23.3, 22. , 20.1,\n",
       "       22.2, 23.7, 17.6, 18.5, 24.3, 20.5, 24.5, 26.2, 24.4, 24.8, 29.6,\n",
       "       42.8, 21.9, 20.9, 44. , 50. , 36. , 30.1, 33.8, 43.1, 48.8, 31. ,\n",
       "       36.5, 22.8, 30.7, 50. , 43.5, 20.7, 21.1, 25.2, 24.4, 35.2, 32.4,\n",
       "       32. , 33.2, 33.1, 29.1, 35.1, 45.4, 35.4, 46. , 50. , 32.2, 22. ,\n",
       "       20.1, 23.2, 22.3, 24.8, 28.5, 37.3, 27.9, 23.9, 21.7, 28.6, 27.1,\n",
       "       20.3, 22.5, 29. , 24.8, 22. , 26.4, 33.1, 36.1, 28.4, 33.4, 28.2,\n",
       "       22.8, 20.3, 16.1, 22.1, 19.4, 21.6, 23.8, 16.2, 17.8, 19.8, 23.1,\n",
       "       21. , 23.8, 23.1, 20.4, 18.5, 25. , 24.6, 23. , 22.2, 19.3, 22.6,\n",
       "       19.8, 17.1, 19.4, 22.2, 20.7, 21.1, 19.5, 18.5, 20.6, 19. , 18.7,\n",
       "       32.7, 16.5, 23.9, 31.2, 17.5, 17.2, 23.1, 24.5, 26.6, 22.9, 24.1,\n",
       "       18.6, 30.1, 18.2, 20.6, 17.8, 21.7, 22.7, 22.6, 25. , 19.9, 20.8,\n",
       "       16.8, 21.9, 27.5, 21.9, 23.1, 50. , 50. , 50. , 50. , 50. , 13.8,\n",
       "       13.8, 15. , 13.9, 13.3, 13.1, 10.2, 10.4, 10.9, 11.3, 12.3,  8.8,\n",
       "        7.2, 10.5,  7.4, 10.2, 11.5, 15.1, 23.2,  9.7, 13.8, 12.7, 13.1,\n",
       "       12.5,  8.5,  5. ,  6.3,  5.6,  7.2, 12.1,  8.3,  8.5,  5. , 11.9,\n",
       "       27.9, 17.2, 27.5, 15. , 17.2, 17.9, 16.3,  7. ,  7.2,  7.5, 10.4,\n",
       "        8.8,  8.4, 16.7, 14.2, 20.8, 13.4, 11.7,  8.3, 10.2, 10.9, 11. ,\n",
       "        9.5, 14.5, 14.1, 16.1, 14.3, 11.7, 13.4,  9.6,  8.7,  8.4, 12.8,\n",
       "       10.5, 17.1, 18.4, 15.4, 10.8, 11.8, 14.9, 12.6, 14.1, 13. , 13.4,\n",
       "       15.2, 16.1, 17.8, 14.9, 14.1, 12.7, 13.5, 14.9, 20. , 16.4, 17.7,\n",
       "       19.5, 20.2, 21.4, 19.9, 19. , 19.1, 19.1, 20.1, 19.9, 19.6, 23.2,\n",
       "       29.8, 13.8, 13.3, 16.7, 12. , 14.6, 21.4, 23. , 23.7, 25. , 21.8,\n",
       "       20.6, 21.2, 19.1, 20.6, 15.2,  7. ,  8.1, 13.6, 20.1, 21.8, 24.5,\n",
       "       23.1, 19.7, 18.3, 21.2, 17.5, 16.8, 22.4, 20.6, 23.9, 22. , 11.9])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Divisão em dados de treino e de teste\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state = 42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cria o modelo\n",
    "modelo = LinearRegression(normalize = False, fit_intercept = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Treina o modelo\n",
    "modelo_v2 = modelo.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6347923449246607"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calcula a métrica R2 do nosso modelo\n",
    "r2_score(y_test, modelo_v2.fit(X_train, y_train).predict(X_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Taxa Média de Ocupação Para a Casa: [33.65282404]\n"
     ]
    }
   ],
   "source": [
    "# Produz a matriz com os novos dados de entrada para a previsão\n",
    "LSTAT = 5\n",
    "RM = 8\n",
    "DIS = 6\n",
    "PTRATIO = 19\n",
    "\n",
    "# Lista com os valores das variáveis\n",
    "dados_nova_casa = [LSTAT, RM, DIS, PTRATIO]\n",
    "\n",
    "# Reshape\n",
    "Xp = np.array(dados_nova_casa).reshape(1, -1)\n",
    "\n",
    "# Previsão\n",
    "print(\"Taxa Média de Ocupação Para a Casa:\", modelo_v2.predict(Xp))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Obrigado - Data Science Academy - <a href=\"http://facebook.com/dsacademybr\">facebook.com/dsacademybr</a>"
   ]
  }
 ],
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