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Gabarito - Aula 3

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{
 "cells": [
 {
 "cell_type": "markdown",
 "metadata": {},
 "source": [
 "# Projeto Ciência de Dados - Previsão de Vendas\n",
 "\n",
 "- Nosso desafio é conseguir prever as vendas que vamos ter em determinado período com base nos gastos em anúncios nas 3 grandes redes que a empresa Hashtag investe: TV, Jornal e Rádio"
 ]
 },
 {
 "cell_type": "markdown",
 "metadata": {},
 "source": [
 "### Passo a Passo de um Projeto de Ciência de Dados\n",
 "\n",
 "- Passo 1: Entendimento do Desafio\n",
 "- Passo 2: Entendimento da Área/Empresa\n",
 "- Passo 3: Extração/Obtenção de Dados\n",
 "- Passo 4: Ajuste de Dados (Tratamento/Limpeza)\n",
 "- Passo 5: Análise Exploratória\n",
 "- Passo 6: Modelagem + Algoritmos (Aqui que entra a Inteligência Artificial, se necessário)\n",
 "- Passo 7: Interpretação de Resultados"
 ]
 },
 {
 "cell_type": "markdown",
 "metadata": {},
 "source": [
 "#### Importar a Base de dados"
 ]
 },
 {
 "cell_type": "code",
 "execution_count": 23,
 "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>TV</th>\n",
 " <th>Radio</th>\n",
 " <th>Jornal</th>\n",
 " <th>Vendas</th>\n",
 " </tr>\n",
 " </thead>\n",
 " <tbody>\n",
 " <tr>\n",
 " <th>0</th>\n",
 " <td>230.1</td>\n",
 " <td>37.8</td>\n",
 " <td>69.2</td>\n",
 " <td>22.1</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>1</th>\n",
 " <td>44.5</td>\n",
 " <td>39.3</td>\n",
 " <td>45.1</td>\n",
 " <td>10.4</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>2</th>\n",
 " <td>17.2</td>\n",
 " <td>45.9</td>\n",
 " <td>69.3</td>\n",
 " <td>12.0</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>3</th>\n",
 " <td>151.5</td>\n",
 " <td>41.3</td>\n",
 " <td>58.5</td>\n",
 " <td>16.5</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>4</th>\n",
 " <td>180.8</td>\n",
 " <td>10.8</td>\n",
 " <td>58.4</td>\n",
 " <td>17.9</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>...</th>\n",
 " <td>...</td>\n",
 " <td>...</td>\n",
 " <td>...</td>\n",
 " <td>...</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>195</th>\n",
 " <td>38.2</td>\n",
 " <td>3.7</td>\n",
 " <td>13.8</td>\n",
 " <td>7.6</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>196</th>\n",
 " <td>94.2</td>\n",
 " <td>4.9</td>\n",
 " <td>8.1</td>\n",
 " <td>14.0</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>197</th>\n",
 " <td>177.0</td>\n",
 " <td>9.3</td>\n",
 " <td>6.4</td>\n",
 " <td>14.8</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>198</th>\n",
 " <td>283.6</td>\n",
 " <td>42.0</td>\n",
 " <td>66.2</td>\n",
 " <td>25.5</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>199</th>\n",
 " <td>232.1</td>\n",
 " <td>8.6</td>\n",
 " <td>8.7</td>\n",
 " <td>18.4</td>\n",
 " </tr>\n",
 " </tbody>\n",
 "</table>\n",
 "<p>200 rows × 4 columns</p>\n",
 "</div>"
 ],
 "text/plain": [
 " TV Radio Jornal Vendas\n",
 "0 230.1 37.8 69.2 22.1\n",
 "1 44.5 39.3 45.1 10.4\n",
 "2 17.2 45.9 69.3 12.0\n",
 "3 151.5 41.3 58.5 16.5\n",
 "4 180.8 10.8 58.4 17.9\n",
 ".. ... ... ... ...\n",
 "195 38.2 3.7 13.8 7.6\n",
 "196 94.2 4.9 8.1 14.0\n",
 "197 177.0 9.3 6.4 14.8\n",
 "198 283.6 42.0 66.2 25.5\n",
 "199 232.1 8.6 8.7 18.4\n",
 "\n",
 "[200 rows x 4 columns]"
 ]
 },
 "metadata": {},
 "output_type": "display_data"
 }
 ],
 "source": [
 "import pandas as pd\n",
 "\n",
 "df = pd.read_csv(\"advertising.csv\")\n",
 "display(df)"
 ]
 },
 {
 "cell_type": "markdown",
 "metadata": {},
 "source": [
 "#### Análise Exploratória\n",
 "- Vamos tentar visualizar como as informações de cada item estão distribuídas\n",
 "- Vamos ver a correlação entre cada um dos itens"
 ]
 },
 {
 "cell_type": "code",
 "execution_count": 24,
 "metadata": {},
 "outputs": [
 {
 "data": {
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\n",
"text/plain": [
 "<Figure size 720x720 with 20 Axes>"
 ]
 },
 "metadata": {
 "needs_background": "light"
 },
 "output_type": "display_data"
 },
 {
 "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": [
 "import seaborn as sns\n",
 "import matplotlib.pyplot as plt\n",
 "\n",
 "sns.pairplot(df)\n",
 "plt.show()\n",
 "sns.heatmap(df.corr(), cmap ='Wistia', annot =True)\n",
 "plt.show()"
 ]
 },
 {
 "cell_type": "markdown",
 "metadata": {},
 "source": [
 "#### Com isso, podemos partir para a preparação dos dados para treinarmos o Modelo de Machine Learning\n",
 "\n",
 "- Separando em dados de treino e dados de teste"
 ]
 },
 {
 "cell_type": "code",
 "execution_count": 25,
 "metadata": {},
 "outputs": [],
 "source": [
 "from sklearn.model_selection import train_test_split\n",
 "x = df.drop('Vendas', axis=1)\n",
 "y = df['Vendas']\n",
 "x_train, x_test, y_train, y_test = train_test_split(x,y,test_size=0.3, random_state=1)"
 ]
 },
 {
 "cell_type": "markdown",
 "metadata": {},
 "source": [
 "#### Temos um problema de regressão - Vamos escolher os modelos que vamos usar:\n",
 "\n",
 "- Regressão Linear\n",
 "- RandomForest (Árvore de Decisão)"
 ]
 },
 {
 "cell_type": "code",
 "execution_count": 26,
 "metadata": {},
 "outputs": [
 {
 "data": {
 "text/plain": [
 "RandomForestRegressor()"
 ]
 },
 "execution_count": 26,
 "metadata": {},
 "output_type": "execute_result"
 }
 ],
 "source": [
 "from sklearn.linear_model import LinearRegression\n",
 "from sklearn.ensemble import RandomForestRegressor\n",
 "from sklearn import metrics\n",
 "import numpy as np\n",
 "\n",
 "# treino AI\n",
 "lin_reg = LinearRegression()\n",
 "lin_reg.fit(x_train, y_train)\n",
 "\n",
 "rf_reg = RandomForestRegressor()\n",
 "rf_reg.fit(x_train, y_train)"
 ]
 },
 {
 "cell_type": "markdown",
 "metadata": {},
 "source": [
 "#### Teste da AI e Avaliação do Melhor Modelo\n",
 "\n",
 "- Vamos usar o R² -> diz o % que o nosso modelo consegue explicar o que acontece\n",
 "- Também vamos olhar o MSE (Erro Quadrático Médio) -> diz o quanto o nosso modelo \"erra\" quando tenta fazer uma previsão"
 ]
 },
 {
 "cell_type": "code",
 "execution_count": 27,
 "metadata": {},
 "outputs": [
 {
 "name": "stdout",
 "output_type": "stream",
 "text": [
 "R² da Regressão Linear: 0.9071151423684273\n",
 "MSE da Regressão Linear: 2.3706599712256575\n",
 "R² do Random Forest: 0.9628117887829984\n",
 "MSE do Random Forest: 0.9491386000000027\n"
 ]
 }
 ],
 "source": [
 "# teste AI\n",
 "test_pred_lin = lin_reg.predict(x_test)\n",
 "test_pred_rf = rf_reg.predict(x_test)\n",
 "\n",
 "r2_lin = metrics.r2_score(y_test, test_pred_lin)\n",
 "mse_lin = metrics.mean_squared_error(y_test, test_pred_lin)\n",
 "print(f\"R² da Regressão Linear: {r2_lin}\")\n",
 "print(f\"MSE da Regressão Linear: {mse_lin}\")\n",
 "r2_rf= metrics.r2_score(y_test, test_pred_rf)\n",
 "mse_rf = metrics.mean_squared_error(y_test, test_pred_rf)\n",
 "print(f\"R² do Random Forest: {r2_rf}\")\n",
 "print(f\"MSE do Random Forest: {mse_rf}\")"
 ]
 },
 {
 "cell_type": "markdown",
 "metadata": {},
 "source": [
 "#### Visualização Gráfica das Previsões"
 ]
 },
 {
 "cell_type": "code",
 "execution_count": 28,
 "metadata": {
 "scrolled": false
 },
 "outputs": [
 {
 "data": {
 "image/png": 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\n",
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 "<table border=\"1\" class=\"dataframe\">\n",
 " <thead>\n",
 " <tr style=\"text-align: right;\">\n",
 " <th></th>\n",
 " <th>y_teste</th>\n",
 " <th>y_previsao_rf</th>\n",
 " <th>y_previsao_lin</th>\n",
 " </tr>\n",
 " </thead>\n",
 " <tbody>\n",
 " <tr>\n",
 " <th>0</th>\n",
 " <td>23.8</td>\n",
 " <td>23.122</td>\n",
 " <td>21.288161</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>1</th>\n",
 " <td>16.6</td>\n",
 " <td>17.836</td>\n",
 " <td>18.042132</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>2</th>\n",
 " <td>11.9</td>\n",
 " <td>12.565</td>\n",
 " <td>10.059590</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>3</th>\n",
 " <td>19.8</td>\n",
 " <td>18.084</td>\n",
 " <td>21.082241</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>4</th>\n",
 " <td>17.6</td>\n",
 " <td>20.272</td>\n",
 " <td>20.764760</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>5</th>\n",
 " <td>25.5</td>\n",
 " <td>24.823</td>\n",
 " <td>24.471874</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>6</th>\n",
 " <td>16.9</td>\n",
 " <td>17.079</td>\n",
 " <td>16.806436</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>7</th>\n",
 " <td>17.9</td>\n",
 " <td>16.598</td>\n",
 " <td>15.628857</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>8</th>\n",
 " <td>10.5</td>\n",
 " <td>11.021</td>\n",
 " <td>10.124799</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>9</th>\n",
 " <td>17.1</td>\n",
 " <td>18.407</td>\n",
 " <td>18.846019</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>10</th>\n",
 " <td>17.5</td>\n",
 " <td>17.133</td>\n",
 " <td>15.783897</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>11</th>\n",
 " <td>11.3</td>\n",
 " <td>11.273</td>\n",
 " <td>10.542970</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>12</th>\n",
 " <td>17.4</td>\n",
 " <td>18.780</td>\n",
 " <td>18.929287</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>13</th>\n",
 " <td>16.7</td>\n",
 " <td>15.016</td>\n",
 " <td>15.525580</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>14</th>\n",
 " <td>18.4</td>\n",
 " <td>17.947</td>\n",
 " <td>17.841271</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>15</th>\n",
 " <td>15.9</td>\n",
 " <td>14.137</td>\n",
 " <td>15.241203</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>16</th>\n",
 " <td>12.9</td>\n",
 " <td>12.451</td>\n",
 " <td>13.742128</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>17</th>\n",
 " <td>17.8</td>\n",
 " <td>18.133</td>\n",
 " <td>21.064373</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>18</th>\n",
 " <td>9.5</td>\n",
 " <td>7.962</td>\n",
 " <td>10.053927</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>19</th>\n",
 " <td>18.4</td>\n",
 " <td>18.963</td>\n",
 " <td>19.265009</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>20</th>\n",
 " <td>10.7</td>\n",
 " <td>12.150</td>\n",
 " <td>11.164512</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>21</th>\n",
 " <td>12.5</td>\n",
 " <td>12.296</td>\n",
 " <td>11.972118</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>22</th>\n",
 " <td>8.5</td>\n",
 " <td>8.227</td>\n",
 " <td>8.611790</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>23</th>\n",
 " <td>11.5</td>\n",
 " <td>12.740</td>\n",
 " <td>11.989721</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>24</th>\n",
 " <td>11.9</td>\n",
 " <td>12.290</td>\n",
 " <td>12.599140</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>25</th>\n",
 " <td>19.9</td>\n",
 " <td>19.122</td>\n",
 " <td>16.844795</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>26</th>\n",
 " <td>10.1</td>\n",
 " <td>10.320</td>\n",
 " <td>9.717089</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>27</th>\n",
 " <td>18.9</td>\n",
 " <td>20.085</td>\n",
 " <td>21.094899</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>28</th>\n",
 " <td>19.6</td>\n",
 " <td>19.137</td>\n",
 " <td>18.139425</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>29</th>\n",
 " <td>20.9</td>\n",
 " <td>20.309</td>\n",
 " <td>19.550087</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>30</th>\n",
 " <td>23.2</td>\n",
 " <td>22.274</td>\n",
 " <td>22.087962</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>31</th>\n",
 " <td>16.9</td>\n",
 " <td>17.831</td>\n",
 " <td>17.785280</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>32</th>\n",
 " <td>17.3</td>\n",
 " <td>15.463</td>\n",
 " <td>16.538835</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>33</th>\n",
 " <td>16.7</td>\n",
 " <td>16.445</td>\n",
 " <td>14.773039</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>34</th>\n",
 " <td>20.2</td>\n",
 " <td>20.225</td>\n",
 " <td>21.394589</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>35</th>\n",
 " <td>20.5</td>\n",
 " <td>19.440</td>\n",
 " <td>16.954916</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>36</th>\n",
 " <td>16.5</td>\n",
 " <td>16.936</td>\n",
 " <td>17.227550</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>37</th>\n",
 " <td>11.0</td>\n",
 " <td>11.601</td>\n",
 " <td>12.318669</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>38</th>\n",
 " <td>22.3</td>\n",
 " <td>22.221</td>\n",
 " <td>21.049822</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>39</th>\n",
 " <td>7.6</td>\n",
 " <td>7.528</td>\n",
 " <td>7.774739</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>40</th>\n",
 "
<td>5.3</td>\n",
 " <td>5.779</td>\n",
 " <td>5.384675</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>41</th>\n",
 " <td>12.0</td>\n",
 " <td>11.298</td>\n",
 " <td>9.631390</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>42</th>\n",
 " <td>6.7</td>\n",
 " <td>7.100</td>\n",
 " <td>6.895492</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>43</th>\n",
 " <td>19.0</td>\n",
 " <td>18.692</td>\n",
 " <td>19.195074</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>44</th>\n",
 " <td>5.5</td>\n",
 " <td>6.191</td>\n",
 " <td>7.881252</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>45</th>\n",
 " <td>14.6</td>\n",
 " <td>13.904</td>\n",
 " <td>15.187667</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>46</th>\n",
 " <td>14.6</td>\n",
 " <td>13.863</td>\n",
 " <td>13.709784</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>47</th>\n",
 " <td>21.5</td>\n",
 " <td>21.492</td>\n",
 " <td>21.023294</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>48</th>\n",
 " <td>22.6</td>\n",
 " <td>21.735</td>\n",
 " <td>20.535006</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>49</th>\n",
 " <td>19.7</td>\n",
 " <td>20.119</td>\n",
 " <td>20.488675</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>50</th>\n",
 " <td>25.4</td>\n",
 " <td>25.088</td>\n",
 " <td>24.860879</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>51</th>\n",
 " <td>15.2</td>\n",
 " <td>14.165</td>\n",
 " <td>14.963043</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>52</th>\n",
 " <td>6.6</td>\n",
 " <td>7.108</td>\n",
 " <td>7.335456</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>53</th>\n",
 " <td>21.2</td>\n",
 " <td>21.917</td>\n",
 " <td>19.356303</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>54</th>\n",
 " <td>17.4</td>\n",
 " <td>20.340</td>\n",
 " <td>21.325541</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>55</th>\n",
 " <td>17.6</td>\n",
 " <td>16.588</td>\n",
 " <td>14.771976</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>56</th>\n",
 " <td>17.2</td>\n",
 " <td>17.163</td>\n",
 " <td>17.196425</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>57</th>\n",
 " <td>7.2</td>\n",
 " <td>7.526</td>\n",
 " <td>7.119887</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>58</th>\n",
 " <td>18.4</td>\n",
 " <td>18.005</td>\n",
 " <td>18.300965</td>\n",
 " </tr>\n",
 " <tr>\n",
 " <th>59</th>\n",
 " <td>9.6</td>\n",
 " <td>10.253</td>\n",
 " <td>9.651582</td>\n",
 " </tr>\n",
 " </tbody>\n",
 "</table>\n",
 "</div>"
 ],
 "text/plain": [
 " y_teste y_previsao_rf y_previsao_lin\n",
 "0 23.8 23.122 21.288161\n",
 "1 16.6 17.836 18.042132\n",
 "2 11.9 12.565 10.059590\n",
 "3 19.8 18.084 21.082241\n",
 "4 17.6 20.272 20.764760\n",
 "5 25.5 24.823 24.471874\n",
 "6 16.9 17.079 16.806436\n",
 "7 17.9 16.598 15.628857\n",
 "8 10.5 11.021 10.124799\n",
 "9 17.1 18.407 18.846019\n",
 "10 17.5 17.133 15.783897\n",
 "11 11.3 11.273 10.542970\n",
 "12 17.4 18.780 18.929287\n",
 "13 16.7 15.016 15.525580\n",
 "14 18.4 17.947 17.841271\n",
 "15 15.9 14.137 15.241203\n",
 "16 12.9 12.451 13.742128\n",
 "17 17.8 18.133 21.064373\n",
 "18 9.5 7.962 10.053927\n",
 "19 18.4 18.963 19.265009\n",
 "20 10.7 12.150 11.164512\n",
 "21 12.5 12.296 11.972118\n",
 "22 8.5 8.227 8.611790\n",
 "23 11.5 12.740 11.989721\n",
 "24 11.9 12.290 12.599140\n",
 "25 19.9 19.122 16.844795\n",
 "26 10.1 10.320 9.717089\n",
 "27 18.9 20.085 21.094899\n",
 "28 19.6 19.137 18.139425\n",
 "29 20.9 20.309 19.550087\n",
 "30 23.2 22.274 22.087962\n",
 "31 16.9 17.831 17.785280\n",
 "32 17.3 15.463 16.538835\n",
 "33 16.7 16.445 14.773039\n",
 "34 20.2 20.225 21.394589\n",
 "35 20.5 19.440 16.954916\n",
 "36 16.5 16.936 17.227550\n",
 "37 11.0 11.601 12.318669\n",
 "38 22.3 22.221 21.049822\n",
 "39 7.6 7.528 7.774739\n",
 "40 5.3 5.779 5.384675\n",
 "41 12.0 11.298 9.631390\n",
 "42 6.7 7.100 6.895492\n",
 "43 19.0 18.692 19.195074\n",
 "44 5.5 6.191 7.881252\n",
 "45 14.6 13.904 15.187667\n",
 "46 14.6 13.863 13.709784\n",
 "47 21.5 21.492 21.023294\n",
 "48 22.6 21.735 20.535006\n",
 "49 19.7 20.119 20.488675\n",
 "50 25.4 25.088 24.860879\n",
 "51 15.2 14.165 14.963043\n",
 "52 6.6 7.108 7.335456\n",
 "53 21.2 21.917 19.356303\n",
 "54 17.4 20.340 21.325541\n",
 "55 17.6 16.588 14.771976\n",
 "56 17.2 17.163 17.196425\n",
 "57 7.2 7.526 7.119887\n",
 "58 18.4 18.005 18.300965\n",
 "59 9.6 10.253 9.651582"
 ]
 },
 "metadata": {},
 "output_type": "display_data"
 }
 ],
 "source": [
 "df_resultado = pd.DataFrame()\n",
 "# df_resultado.index = x_test\n",
 "df_resultado['y_teste'] = y_test\n",
 "df_resultado['y_previsao_rf'] = test_pred_rf\n",
 "df_resultado['y_previsao_lin'] = test_pred_lin\n",
 "# display(df_resultado)\n",
 "df_resultado = df_resultado.reset_index(drop=True)\n",
 "plt.figure(figsize=(15, 5))\n",
 "sns.lineplot(data=df_resultado)\n",
 "plt.show()\n",
 "display(df_resultado)"
 ]
 },
 {
 "cell_type": "markdown",
 "metadata": {},
 "source": [
 "#### Qual a importância de cada variável para as vendas?"
 ]
 },
 {
 "cell_type": "code",
 "execution_count": 29,
 "metadata": {},
 "outputs": [
 {
 "data": {
 "image/png": 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\n",
"text/plain": [
 "<Figure size 1080x360 with 1 Axes>"
 ]
 },
 "metadata": {
 "needs_background": "light"
 },
 "output_type": "display_data"
 }
 ],
 "source": [
 "# importancia_features = pd.DataFrame(rf_reg.feature_importances_, x_train.columns)\n",
 "plt.figure(figsize=(15, 5))\n",
 "sns.barplot(x=x_train.columns, y=rf_reg.feature_importances_)\n",
 "plt.show()"
 ]
 },
 {
 "cell_type": "markdown",
 "metadata": {},
 "source": [
 "#### Será que estamos investindo certo?"
 ]
 },
 {
 "cell_type": "code",
 "execution_count": 34,
 "metadata": {},
 "outputs": [
 {
 "name": "stdout",
 "output_type": "stream",
 "text": [
 "Radio 4652.8\n",
 "Jornal 6110.8\n",
 "dtype: float64\n"
 ]
 }
 ],
 "source": [
 "print(df[[\"Radio\", \"Jornal\"]].sum())"
 ]
 }
 ],
 "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": "3.8.5"
 }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}

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