{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Regressão Linear - Projeto\n",
    "\n",
    "Parabéns! Você obteve algum contrato de trabalho com uma empresa de comércio eletrônico com sede na cidade de Nova York que vende roupas online, mas também tem sessões de consultoria em estilo e vestuário na loja. Os clientes entram na loja, têm sessões / reuniões com um estilista pessoal, então podem ir para casa e encomendarem em um aplicativo móvel ou site para a roupa que desejam.\n",
    "\n",
    "A empresa está tentando decidir se deve concentrar seus esforços em sua experiência em aplicativos móveis ou em seu site. Eles contrataram você para ajudá-los a descobrir isso! Vamos começar!\n",
    "\n",
    "Basta seguir as etapas abaixo para analisar os dados do cliente (é falso, não se preocupe, eu não lhe dei números reais de cartões de crédito ou e-mails)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports\n",
    "** Importe pandas, numpy, matplotlib,e seaborn. Em seguida, configure% matplotlib inline\n",
    "(Você importará sklearn conforme você precisar). **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Obter dados\n",
    "\n",
    "Trabalharemos com o arquivo csv do Ecommerce Customers da empresa. Possui informações do cliente, como Email, Endereço e sua cor Avatar. Em seguida, ele também possui colunas de valores numéricos:.\n",
    "\n",
    "* Avg. Session Length: Tempo médio das sessões de consultoria de estilo na loja.\n",
    "* Time on App: tempo médio gasto no app em minutos.\n",
    "* Time on Website: tempo médio gasto no site em minutos.\n",
    "* Lenght of Membership: Há quantos anos o cliente é membro.\n",
    "\n",
    "** Leia no arquivo csv do Ecommerce Customers como um DataFrame chamado clientes. **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "clientes = pd.read_csv(\"Ecommerce Customers\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Verifique o cabeçalho dos clientes e confira os seus métodos info () e describe(). **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>Email</th>\n",
       "      <th>Address</th>\n",
       "      <th>Avatar</th>\n",
       "      <th>Avg. Session Length</th>\n",
       "      <th>Time on App</th>\n",
       "      <th>Time on Website</th>\n",
       "      <th>Length of Membership</th>\n",
       "      <th>Yearly Amount Spent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>mstephenson@fernandez.com</td>\n",
       "      <td>835 Frank Tunnel\\nWrightmouth, MI 82180-9605</td>\n",
       "      <td>Violet</td>\n",
       "      <td>34.497268</td>\n",
       "      <td>12.655651</td>\n",
       "      <td>39.577668</td>\n",
       "      <td>4.082621</td>\n",
       "      <td>587.951054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>hduke@hotmail.com</td>\n",
       "      <td>4547 Archer Common\\nDiazchester, CA 06566-8576</td>\n",
       "      <td>DarkGreen</td>\n",
       "      <td>31.926272</td>\n",
       "      <td>11.109461</td>\n",
       "      <td>37.268959</td>\n",
       "      <td>2.664034</td>\n",
       "      <td>392.204933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>pallen@yahoo.com</td>\n",
       "      <td>24645 Valerie Unions Suite 582\\nCobbborough, D...</td>\n",
       "      <td>Bisque</td>\n",
       "      <td>33.000915</td>\n",
       "      <td>11.330278</td>\n",
       "      <td>37.110597</td>\n",
       "      <td>4.104543</td>\n",
       "      <td>487.547505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>riverarebecca@gmail.com</td>\n",
       "      <td>1414 David Throughway\\nPort Jason, OH 22070-1220</td>\n",
       "      <td>SaddleBrown</td>\n",
       "      <td>34.305557</td>\n",
       "      <td>13.717514</td>\n",
       "      <td>36.721283</td>\n",
       "      <td>3.120179</td>\n",
       "      <td>581.852344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>mstephens@davidson-herman.com</td>\n",
       "      <td>14023 Rodriguez Passage\\nPort Jacobville, PR 3...</td>\n",
       "      <td>MediumAquaMarine</td>\n",
       "      <td>33.330673</td>\n",
       "      <td>12.795189</td>\n",
       "      <td>37.536653</td>\n",
       "      <td>4.446308</td>\n",
       "      <td>599.406092</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Email  \\\n",
       "0      mstephenson@fernandez.com   \n",
       "1              hduke@hotmail.com   \n",
       "2               pallen@yahoo.com   \n",
       "3        riverarebecca@gmail.com   \n",
       "4  mstephens@davidson-herman.com   \n",
       "\n",
       "                                             Address            Avatar  \\\n",
       "0       835 Frank Tunnel\\nWrightmouth, MI 82180-9605            Violet   \n",
       "1     4547 Archer Common\\nDiazchester, CA 06566-8576         DarkGreen   \n",
       "2  24645 Valerie Unions Suite 582\\nCobbborough, D...            Bisque   \n",
       "3   1414 David Throughway\\nPort Jason, OH 22070-1220       SaddleBrown   \n",
       "4  14023 Rodriguez Passage\\nPort Jacobville, PR 3...  MediumAquaMarine   \n",
       "\n",
       "   Avg. Session Length  Time on App  Time on Website  Length of Membership  \\\n",
       "0            34.497268    12.655651        39.577668              4.082621   \n",
       "1            31.926272    11.109461        37.268959              2.664034   \n",
       "2            33.000915    11.330278        37.110597              4.104543   \n",
       "3            34.305557    13.717514        36.721283              3.120179   \n",
       "4            33.330673    12.795189        37.536653              4.446308   \n",
       "\n",
       "   Yearly Amount Spent  \n",
       "0           587.951054  \n",
       "1           392.204933  \n",
       "2           487.547505  \n",
       "3           581.852344  \n",
       "4           599.406092  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clientes.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Avg. Session Length</th>\n",
       "      <th>Time on App</th>\n",
       "      <th>Time on Website</th>\n",
       "      <th>Length of Membership</th>\n",
       "      <th>Yearly Amount Spent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>33.053194</td>\n",
       "      <td>12.052488</td>\n",
       "      <td>37.060445</td>\n",
       "      <td>3.533462</td>\n",
       "      <td>499.314038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.992563</td>\n",
       "      <td>0.994216</td>\n",
       "      <td>1.010489</td>\n",
       "      <td>0.999278</td>\n",
       "      <td>79.314782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>29.532429</td>\n",
       "      <td>8.508152</td>\n",
       "      <td>33.913847</td>\n",
       "      <td>0.269901</td>\n",
       "      <td>256.670582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>32.341822</td>\n",
       "      <td>11.388153</td>\n",
       "      <td>36.349257</td>\n",
       "      <td>2.930450</td>\n",
       "      <td>445.038277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>33.082008</td>\n",
       "      <td>11.983231</td>\n",
       "      <td>37.069367</td>\n",
       "      <td>3.533975</td>\n",
       "      <td>498.887875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>33.711985</td>\n",
       "      <td>12.753850</td>\n",
       "      <td>37.716432</td>\n",
       "      <td>4.126502</td>\n",
       "      <td>549.313828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>36.139662</td>\n",
       "      <td>15.126994</td>\n",
       "      <td>40.005182</td>\n",
       "      <td>6.922689</td>\n",
       "      <td>765.518462</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Avg. Session Length  Time on App  Time on Website  \\\n",
       "count           500.000000   500.000000       500.000000   \n",
       "mean             33.053194    12.052488        37.060445   \n",
       "std               0.992563     0.994216         1.010489   \n",
       "min              29.532429     8.508152        33.913847   \n",
       "25%              32.341822    11.388153        36.349257   \n",
       "50%              33.082008    11.983231        37.069367   \n",
       "75%              33.711985    12.753850        37.716432   \n",
       "max              36.139662    15.126994        40.005182   \n",
       "\n",
       "       Length of Membership  Yearly Amount Spent  \n",
       "count            500.000000           500.000000  \n",
       "mean               3.533462           499.314038  \n",
       "std                0.999278            79.314782  \n",
       "min                0.269901           256.670582  \n",
       "25%                2.930450           445.038277  \n",
       "50%                3.533975           498.887875  \n",
       "75%                4.126502           549.313828  \n",
       "max                6.922689           765.518462  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clientes.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 500 entries, 0 to 499\n",
      "Data columns (total 8 columns):\n",
      "Email                   500 non-null object\n",
      "Address                 500 non-null object\n",
      "Avatar                  500 non-null object\n",
      "Avg. Session Length     500 non-null float64\n",
      "Time on App             500 non-null float64\n",
      "Time on Website         500 non-null float64\n",
      "Length of Membership    500 non-null float64\n",
      "Yearly Amount Spent     500 non-null float64\n",
      "dtypes: float64(5), object(3)\n",
      "memory usage: 31.3+ KB\n"
     ]
    }
   ],
   "source": [
    "clientes.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Análise de dados exploratória\n",
    "\n",
    "** Vamos explorar os dados! **\n",
    "\n",
    "Pelo resto do exercício, só estaremos usando os dados numéricos do arquivo csv.\n",
    "___\n",
    "** Use seaborn para criar um jointplot para comparar as colunas Time On Website e Volume anual. A correlação faz sentido? **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x2c7e6b05ba8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c7d751a898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='Time on Website', y='Yearly Amount Spent', data=clientes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x120bfcc88>"
      ]
     },
     "execution_count": 281,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12e707ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Faça o mesmo, mas com a coluna tempo no aplicativo (Time on App), em vez disso. **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x2c7e94d78d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c7e94d77b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='Time on App', y='Yearly Amount Spent', data=clientes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Use jointplot criar um lote de caixa hexagonal 2D que compara tempo no aplicativo (Time on App) e o tempo da associação (Length of Membership). **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x2c7ec72b240>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c7ec72b128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='Time on App', y='Length of Membership', data=clientes, kind='hex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Vamos explorar esses tipos de relações em todo o conjunto de dados. Use [parplot](https://stanford.edu/~mwaskom/software/seaborn/tutorial/axis_grids.html#plotting-pairwise-relationships-with-pairgrid-and-pairplot) para recriar o gráfico abaixo. (Não se preocupe com as cores) **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2c7e947dda0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c7e94d7c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(clientes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Baseado neste plot o que parece ser a característica mais correlacionada com o valor anual gasto (Yearly Amount Spent)? **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Crie um plot de um modelo linear (usando o lmplot de Seaborn) da quantia anual gasta (Yearly Amount Spent) vs. tempo de associação (Length of Membership). **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2c7edce7e80>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c7edc801d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x='Length of Membership', y='Yearly Amount Spent', data=clientes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Treinando e testando os dados\n",
    "\n",
    "Agora que exploramos um pouco os dados, vamos avançar e dividir os dados em conjuntos de treinamento e teste.\n",
    "** Defina uma variável X igual a todas as características numéricas dos clientes e uma variável y igual à coluna Valor anual gasto (Yearly Amount Spent). **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "y = clientes['Yearly Amount Spent']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X= clientes[['Avg. Session Length', 'Time on App','Time on Website', 'Length of Membership']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Use model_selection.train_test_split da sklearn para dividir os dados em conjuntos de treinamento e teste. Defina test_size = 0.3 e random_state = 101 **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X_train, X_test, y_train,y_test =train_test_split(X, y, test_size=0.3,random_state=101)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Treinando o modelo\n",
    "\n",
    "Agora é hora de treinar nosso modelo em nossos dados de treinamento!\n",
    "\n",
    "** Importe LinearRegression do sklearn.linear_model **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Crie uma instância de um modelo LinearRegression () chamado lm. **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lm = LinearRegression()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Treine lm nos dados de treinamento. **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Print os coeficientes do modelo**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 25.98154972,  38.59015875,   0.19040528,  61.27909654])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm.coef_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Previsão de dados de teste\n",
    "Agora que nos ajustamos ao nosso modelo, vamos avaliar o seu desempenho ao prever os valores de teste!\n",
    "\n",
    "** Use lm.predict () para prever o conjunto X_test dos dados. **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "prediction = lm.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Crie um diagrama de dispersão (scatterplot) dos valores reais de teste em relação aos valores preditos. **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x2c7ef745240>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c7ef611e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(y_test, prediction)\n",
    "plt.xlabel('Y test')\n",
    "plt.ylabel('Predicted Y')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Avaliando o Modelo\n",
    "\n",
    "Vamos avaliar o desempenho do nosso modelo calculando a soma residual dos quadrados e o escore de variância explicado (R ^ 2).\n",
    "\n",
    "** Calcule o erro absoluto médio, o erro quadrado médio e o erro quadrado médio da raiz. Consulte a palestra ou a Wikipédia para as fórmulas **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE: 7.22814865343\n",
      "MSE: 79.813051651\n",
      "RMSE: 8.93381506698\n"
     ]
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "\n",
    "print('MAE:', metrics.mean_absolute_error(y_test, prediction))\n",
    "print('MSE:', metrics.mean_squared_error(y_test, prediction))\n",
    "print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, prediction)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Resíduos\n",
    "\n",
    "Você deve ter obtido um modelo muito bom com um bom ajuste. Vamos explorar rapidamente os resíduos para garantir que tudo esteja bem com os nossos dados.\n",
    "\n",
    "** Trace um histograma dos resíduos e certifique-se de que ele parece normalmente distribuído. Use o seaborn distplot, ou apenas o plt.hist (). **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2c7edd42630>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c7ed4b4e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot((y_test-prediction), bins=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusão\n",
    "Ainda desejamos descobrir a resposta à pergunta original, concentramos-nos no desenvolvimento de aplicativos móveis ou de sites? Ou talvez isso realmente não importe, e o tempo como membro é o que é realmente importante? Vamos ver se podemos interpretar os coeficientes para ter uma idéia.\n",
    "\n",
    "** Recrie o quadro de dados abaixo. **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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>Coefs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Avg. Session Length</th>\n",
       "      <td>25.981550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Time on App</th>\n",
       "      <td>38.590159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Time on Website</th>\n",
       "      <td>0.190405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Length of Membership</th>\n",
       "      <td>61.279097</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Coefs\n",
       "Avg. Session Length   25.981550\n",
       "Time on App           38.590159\n",
       "Time on Website        0.190405\n",
       "Length of Membership  61.279097"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coef = pd.DataFrame(lm.coef_, X.columns, columns=['Coefs'])\n",
    "coef"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Como você pode interpretar esses coeficientes? **"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Você acha que a empresa deve se concentrar mais em seu aplicativo móvel ou em seu site? **"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
