5.1_Model_RFR_predictor.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Random Forest Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "_cell_guid": "b9000568-0a4d-8bbc-0f59-12b581bfb150"
   },
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline\n",
    "plt.style.use('ggplot')\n",
    "plt.rcParams['figure.figsize'] = (15, 6)\n",
    "plt.rcParams['figure.figsize'] = [20.0,8.0]\n",
    "plt.rcParams['figure.dpi']=80"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "_cell_guid": "da09e07b-fdfc-30b1-dfff-ad7dc625d15a"
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"dataset/ARIMA_prep_train.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean = df.groupby('StoreID')['NumberOfSales'].mean()\n",
    "def meanSales(value):\n",
    "    return mean.iloc[value-1000]\n",
    "\n",
    "df['MeanStoreSales'] = df.StoreID.apply(meanSales)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_reg = df.groupby('Region')['NumberOfSales'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mean_sales_region(value):\n",
    "    return mean_reg.iloc[value]\n",
    "\n",
    "df['MeanRegionSales'] = df.Region.apply(mean_sales_region)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "events = [\n",
    "    'Fog',\n",
    "    'Hail',\n",
    "    'Rain',\n",
    "    'Snow',\n",
    "    'Thunderstorm'\n",
    "]\n",
    "\n",
    "for event in events:\n",
    "    df[event] = df.Events.apply(lambda x: 1 if event in x else 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "_cell_guid": "6872b7e5-8b37-6aa9-033c-a03dd5647974"
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>StoreID</th>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <td>2016-03-23</td>\n",
       "      <td>2016-03-24</td>\n",
       "      <td>2016-03-25</td>\n",
       "      <td>2016-03-26</td>\n",
       "      <td>2016-03-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IsHoliday</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IsOpen</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HasPromotions</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NearestCompetitor</th>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NumberOfCustomers</th>\n",
       "      <td>541</td>\n",
       "      <td>626</td>\n",
       "      <td>625</td>\n",
       "      <td>511</td>\n",
       "      <td>637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NumberOfSales</th>\n",
       "      <td>7109</td>\n",
       "      <td>8041</td>\n",
       "      <td>7890</td>\n",
       "      <td>6005</td>\n",
       "      <td>8550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region_AreaKM2</th>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region_GDP</th>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region_PopulationK</th>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CloudCover</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Events</th>\n",
       "      <td>Rain</td>\n",
       "      <td>Rain-Snow</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Humidity</th>\n",
       "      <td>100</td>\n",
       "      <td>87</td>\n",
       "      <td>93</td>\n",
       "      <td>64</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_TemperatureC</th>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Wind_SpeedKm_h</th>\n",
       "      <td>32</td>\n",
       "      <td>21</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Humidity</th>\n",
       "      <td>89</td>\n",
       "      <td>71</td>\n",
       "      <td>61</td>\n",
       "      <td>52</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_TemperatureC</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_VisibilityKm</th>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Wind_SpeedKm_h</th>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>14</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Dew_PointC</th>\n",
       "      <td>-1</td>\n",
       "      <td>-4</td>\n",
       "      <td>-6</td>\n",
       "      <td>-10</td>\n",
       "      <td>-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_TemperatureC</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Precipitationmm</th>\n",
       "      <td>5.08</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day_of_week</th>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>Friday</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>Monday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Friday</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Monday</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Saturday</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Sunday</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Thursday</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Tuesday</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Wednesday</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StoreType_SuperMarket</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StoreType_HyperMarket</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StoreType_StandardMarket</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StoreType_ShoppingCenter</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AssortmentType_General</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AssortmentType_WithNFDept</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AssortmentType_WithFishDept</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-14</th>\n",
       "      <td>8804</td>\n",
       "      <td>7823</td>\n",
       "      <td>7989</td>\n",
       "      <td>5895</td>\n",
       "      <td>6348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-7</th>\n",
       "      <td>6014</td>\n",
       "      <td>6087</td>\n",
       "      <td>6962</td>\n",
       "      <td>6618</td>\n",
       "      <td>9183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-1</th>\n",
       "      <td>8155</td>\n",
       "      <td>7109</td>\n",
       "      <td>8041</td>\n",
       "      <td>7890</td>\n",
       "      <td>7675.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-2</th>\n",
       "      <td>9183</td>\n",
       "      <td>8155</td>\n",
       "      <td>7109</td>\n",
       "      <td>8041</td>\n",
       "      <td>6005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-9</th>\n",
       "      <td>6348</td>\n",
       "      <td>4738</td>\n",
       "      <td>6014</td>\n",
       "      <td>6087</td>\n",
       "      <td>6618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-8</th>\n",
       "      <td>4738</td>\n",
       "      <td>6014</td>\n",
       "      <td>6087</td>\n",
       "      <td>6962</td>\n",
       "      <td>7675.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-6</th>\n",
       "      <td>6087</td>\n",
       "      <td>6962</td>\n",
       "      <td>6618</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-15</th>\n",
       "      <td>9019</td>\n",
       "      <td>8804</td>\n",
       "      <td>7823</td>\n",
       "      <td>7989</td>\n",
       "      <td>7675.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-21</th>\n",
       "      <td>5676</td>\n",
       "      <td>8111</td>\n",
       "      <td>8300</td>\n",
       "      <td>7154</td>\n",
       "      <td>10110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-13</th>\n",
       "      <td>7823</td>\n",
       "      <td>7989</td>\n",
       "      <td>5895</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>4738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-20</th>\n",
       "      <td>8111</td>\n",
       "      <td>8300</td>\n",
       "      <td>7154</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>9019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanStoreSales</th>\n",
       "      <td>7693.65</td>\n",
       "      <td>7693.65</td>\n",
       "      <td>7693.65</td>\n",
       "      <td>7693.65</td>\n",
       "      <td>7693.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanRegionSales</th>\n",
       "      <td>4717.2</td>\n",
       "      <td>4717.2</td>\n",
       "      <td>4717.2</td>\n",
       "      <td>4717.2</td>\n",
       "      <td>4717.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <td>2016</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fog</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hail</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rain</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Snow</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thunderstorm</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      0           1           2           3  \\\n",
       "StoreID                            1000        1000        1000        1000   \n",
       "Date                         2016-03-23  2016-03-24  2016-03-25  2016-03-26   \n",
       "IsHoliday                             0           0           0           0   \n",
       "IsOpen                                1           1           1           1   \n",
       "HasPromotions                         1           1           1           0   \n",
       "NearestCompetitor                   326         326         326         326   \n",
       "Region                                7           7           7           7   \n",
       "NumberOfCustomers                   541         626         625         511   \n",
       "NumberOfSales                      7109        8041        7890        6005   \n",
       "Region_AreaKM2                     9643        9643        9643        9643   \n",
       "Region_GDP                        17130       17130       17130       17130   \n",
       "Region_PopulationK                 2770        2770        2770        2770   \n",
       "CloudCover                            6           6           5           7   \n",
       "Events                             Rain   Rain-Snow        None        None   \n",
       "Max_Humidity                        100          87          93          64   \n",
       "Max_TemperatureC                      9           5           7           3   \n",
       "Max_Wind_SpeedKm_h                   32          21          34          34   \n",
       "Mean_Humidity                        89          71          61          52   \n",
       "Mean_TemperatureC                     5           3           3           1   \n",
       "Mean_VisibilityKm                    21          22          23          24   \n",
       "Mean_Wind_SpeedKm_h                  10          11          14          23   \n",
       "Min_Dew_PointC                       -1          -4          -6         -10   \n",
       "Min_TemperatureC                      1           1          -1          -1   \n",
       "Precipitationmm                    5.08           0           0           0   \n",
       "Day_of_week                   Wednesday    Thursday      Friday    Saturday   \n",
       "Is_Friday                             0           0           1           0   \n",
       "Is_Monday                             0           0           0           0   \n",
       "Is_Saturday                           0           0           0           1   \n",
       "Is_Sunday                             0           0           0           0   \n",
       "Is_Thursday                           0           1           0           0   \n",
       "Is_Tuesday                            0           0           0           0   \n",
       "Is_Wednesday                          1           0           0           0   \n",
       "StoreType_SuperMarket                 0           0           0           0   \n",
       "StoreType_HyperMarket                 1           1           1           1   \n",
       "StoreType_StandardMarket              0           0           0           0   \n",
       "StoreType_ShoppingCenter              0           0           0           0   \n",
       "AssortmentType_General                1           1           1           1   \n",
       "AssortmentType_WithNFDept             0           0           0           0   \n",
       "AssortmentType_WithFishDept           0           0           0           0   \n",
       "t-14                               8804        7823        7989        5895   \n",
       "t-7                                6014        6087        6962        6618   \n",
       "t-1                                8155        7109        8041        7890   \n",
       "t-2                                9183        8155        7109        8041   \n",
       "t-9                                6348        4738        6014        6087   \n",
       "t-8                                4738        6014        6087        6962   \n",
       "t-6                                6087        6962        6618     7675.45   \n",
       "t-15                               9019        8804        7823        7989   \n",
       "t-21                               5676        8111        8300        7154   \n",
       "t-13                               7823        7989        5895     7675.45   \n",
       "t-20                               8111        8300        7154     7675.45   \n",
       "MeanStoreSales                  7693.65     7693.65     7693.65     7693.65   \n",
       "MeanRegionSales                  4717.2      4717.2      4717.2      4717.2   \n",
       "Year                               2016        2016        2016        2016   \n",
       "Month                                 3           3           3           3   \n",
       "Day                                  23          24          25          26   \n",
       "Fog                                   0           0           0           0   \n",
       "Hail                                  0           0           0           0   \n",
       "Rain                                  1           1           0           0   \n",
       "Snow                                  0           1           0           0   \n",
       "Thunderstorm                          0           0           0           0   \n",
       "\n",
       "                                      4  \n",
       "StoreID                            1000  \n",
       "Date                         2016-03-28  \n",
       "IsHoliday                             0  \n",
       "IsOpen                                1  \n",
       "HasPromotions                         1  \n",
       "NearestCompetitor                   326  \n",
       "Region                                7  \n",
       "NumberOfCustomers                   637  \n",
       "NumberOfSales                      8550  \n",
       "Region_AreaKM2                     9643  \n",
       "Region_GDP                        17130  \n",
       "Region_PopulationK                 2770  \n",
       "CloudCover                            6  \n",
       "Events                             None  \n",
       "Max_Humidity                         59  \n",
       "Max_TemperatureC                      3  \n",
       "Max_Wind_SpeedKm_h                   32  \n",
       "Mean_Humidity                        42  \n",
       "Mean_TemperatureC                     0  \n",
       "Mean_VisibilityKm                    26  \n",
       "Mean_Wind_SpeedKm_h                  24  \n",
       "Min_Dew_PointC                      -12  \n",
       "Min_TemperatureC                     -3  \n",
       "Precipitationmm                       0  \n",
       "Day_of_week                      Monday  \n",
       "Is_Friday                             0  \n",
       "Is_Monday                             1  \n",
       "Is_Saturday                           0  \n",
       "Is_Sunday                             0  \n",
       "Is_Thursday                           0  \n",
       "Is_Tuesday                            0  \n",
       "Is_Wednesday                          0  \n",
       "StoreType_SuperMarket                 0  \n",
       "StoreType_HyperMarket                 1  \n",
       "StoreType_StandardMarket              0  \n",
       "StoreType_ShoppingCenter              0  \n",
       "AssortmentType_General                1  \n",
       "AssortmentType_WithNFDept             0  \n",
       "AssortmentType_WithFishDept           0  \n",
       "t-14                               6348  \n",
       "t-7                                9183  \n",
       "t-1                             7675.45  \n",
       "t-2                                6005  \n",
       "t-9                                6618  \n",
       "t-8                             7675.45  \n",
       "t-6                                8155  \n",
       "t-15                            7675.45  \n",
       "t-21                              10110  \n",
       "t-13                               4738  \n",
       "t-20                               9019  \n",
       "MeanStoreSales                  7693.65  \n",
       "MeanRegionSales                  4717.2  \n",
       "Year                               2016  \n",
       "Month                                 3  \n",
       "Day                                  28  \n",
       "Fog                                   0  \n",
       "Hail                                  0  \n",
       "Rain                                  0  \n",
       "Snow                                  0  \n",
       "Thunderstorm                          0  "
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "_cell_guid": "b1271be5-3af0-dcdc-0676-07112abbd81d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(409237, 60)"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "_cell_guid": "d0893706-a159-4ff4-9652-54f973836f19"
   },
   "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>NumberOfSales</th>\n",
       "      <th>NumberOfCustomers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>NumberOfSales</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.843484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NumberOfCustomers</th>\n",
       "      <td>0.843484</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   NumberOfSales  NumberOfCustomers\n",
       "NumberOfSales           1.000000           0.843484\n",
       "NumberOfCustomers       0.843484           1.000000"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['NumberOfSales', 'NumberOfCustomers']].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "_cell_guid": "aa49d2ef-6316-465f-59be-aca897379944"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb45e470>"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b305be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [20.0,8.0]\n",
    "plt.rcParams['figure.dpi']=80\n",
    "plt.subplot('121')\n",
    "df['NumberOfSales'].hist(bins=100)\n",
    "plt.subplot('122')\n",
    "df['NumberOfCustomers'].hist(bins=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "_cell_guid": "e6ff056a-c279-9de2-0951-8ee3299437f0"
   },
   "outputs": [],
   "source": [
    "y = df.groupby('Day_of_week')['NumberOfSales'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "_cell_guid": "f7d45775-5c53-d46f-f778-238b81c8eb0b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Day_of_week\n",
       "Friday       335734069.0\n",
       "Monday       393102876.0\n",
       "Saturday     284235771.0\n",
       "Sunday         9006738.0\n",
       "Thursday     306282480.0\n",
       "Tuesday      356000352.0\n",
       "Wednesday    323902522.0\n",
       "Name: NumberOfSales, dtype: float64"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "_cell_guid": "ceb5b091-3758-3701-73bc-6189635cca50"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xec1b470>"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b002be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=np.arange(7)+1, y=y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating additional attributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Year'] = df['Date'].apply(lambda x: int(x[:4]))\n",
    "df['Month'] = df['Date'].apply(lambda x: int(x[5:7]))\n",
    "df['Day'] = df['Date'].apply(lambda x: int(x[8:10]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "_cell_guid": "8540afae-9934-370c-539b-448330a4ab42"
   },
   "outputs": [],
   "source": [
    "yms = df.groupby(['Year', 'Month'])['NumberOfSales'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "_cell_guid": "f6eb7fe4-e887-5594-9b09-dbfcb28ed403"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x252f4b00>"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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oTb26crGhoSHTpk3b5vhb3/rWHq+xYsWKzJ07N2vXrk1TU1NmzJiR8ePHb3PeQw89lOuuuy6///3vs3nz5pxzzjnZf//9ezMuAAAAAFBFvYqLSfIf//Ef+eEPf5i2trZceOGFaW5uzp133pmWlpa8+tWv3uHz58+fnylTpmTy5Mm57777Mm/evMyaNWurc5555pnMnTs3M2fOzPjx49PZ2bnlW6oBAAAAgNrQq9uiv//97+eaa67JK1/5yjzzzDPp6upK8ocvdPnOd76zw+evXr06y5cvz7HHHpskmThxYtra2tLW1rbVeXfeeWeOPfbYLVc0NjY2brkFGwAAAACoDb26cvHf/u3fcvbZZ+fwww/Pt7/97S3H99tvv3z961/f4fM7Ojqy1157pa6uLklSqVTS3Nyc9vb2tLS0bDnvySefTEtLSy6++OKsWbMmBx10UE477bQMHTp0mzVbW1vT2tqaJBk2bFjmzJmz1Vrb88wOz6Cn9t577z5f86k+X3FwqsbewGDgvVO77E1tsz+1qzp788sqrDn4VGdvnq7CmoNT3+/Pb/t4vcGrGu+dX2dVn685GFVjb9rzqz5fc7Cqxv70Ki62t7fnxS9+8fM+1tPbliuVyg7P2bRpU37xi1/kU5/6VIYPH5558+blpptuynvf+95tzp06dWqmTp261bG2trZ0d3e/4Gs09GhaemLlypUDPQLbYW+gjPdO7bI3tc3+1C57U7vsTW3r+/1p7OP1Bq/qvHd6dXMn21GNvanr8xUHr57sT6VSydixY3u8Zq/eOS9+8Yvzi1/8YpvjP/nJT/Kyl71sh88fPXp0Ojo6ttxO3d3dnfb29jQ3N2913pgxY3L44Ydn9913T11dXSZNmpRHH320N6MCAAAAAFXWqysXTz311HzpS1/Kk08+ma6urtx99915+umns2TJknzqU5/a4fNHjhyZCRMmZNGiRZk8eXIWL16clpaWbW5jfu1rX5vrr78+GzduTENDQ5YuXZqXvOQlvfvNAAAAAICq6tWVi6961asye/bsrF27Nvvuu28WL16cIUOG5OKLL86BBx7YozXOPPPM3HXXXfnQhz6UW2+9NWeddVaSZPbs2XnssceSJAcccECOOOKIfOxjH8t5552XNWvW5JRTTunlrwYAAAAAVFOvrlxMknHjxuXss88ufsFx48Zl1qxZ2xyfOXPmVj9PmzYt06ZNK34dAAAAAKC6dhgXe/NBnL4hEAAAAAAGjx3GxXPPPbfHi914441/1jAAAAAAwM5jh3HxK1/5Sn/MAQAAAADsZHYYF8eMGdMfcwAAAAAAO5lef6HLpk2b8uijj6a9vT1dXV1bPfa6172uzwYDAAAAAGpbr+Li448/ni9+8Yt57rnn0tnZmaampqxbty6NjY3ZfffdxUUAAAAAGESG9ObkBQsW5PDDD8+1116bxsbGzJ49O3Pnzs0rXvGKvO9976vWjAAAAABADepVXHz88cczderUDBkyJHV1ddm4cWOam5vz3ve+N9/61reqNSMAAAAAUIN6FReHDh2aTZs2JUn23HPPPP3000mSSqWSZ599tu+nAwAAAABqVq8+c/HAAw/Mgw8+mPHjx+cv//Ivs2DBgvzyl7/M0qVLc/DBB1drRgAAAACgBvUqLr7//e9PZ2dnkuSUU07J0KFD88gjj+Qv/uIvcvLJJ1dlQAAAAACgNvUqLo4cOXLLn+vq6vLOd76zzwcCAAAAAHYOPYqLa9asye9///uMGTNmy7Ennngit99+e37/+9/nyCOPzHHHHVe1IQEAAACA2tOjL3S5+uqr873vfW/Lz88880wuvPDCLFu2LJs2bcq8efPy7//+71UbEgAAAACoPT26cvGRRx7Jm9/85i0//+hHP8rIkSNzySWXZMiQIWltbc33v//9nHDCCVUbFAAAAACoLT26cnH16tVb3RL94IMPZuLEiRky5A9PP/LII7Ny5crqTAgAAAAA1KQexcURI0bkt7/9bZJk8+bNefTRR3PAAQdseXzTpk3VmQ4AAAAAqFk9iouvetWr8q1vfSvLly/PzTffnCQ55JBDtjz+xBNPZO+9967OhAAAAABATepRXHzPe96Tzs7OnH/++fnud7+bM888M0OHDt3y+N13351XvepVVRsSAAAAAKg9O/xCl4ceeigHHHBAPve5z2X9+vUZOnRo6urqtjrngx/8YIYPH161IQEAAACA2rPDKxcvuuiirFu3LknyN3/zN3nuuee2OWfkyJFpbGzs++kAAAAAgJq1w7i4xx575OGHH97yc6VSqepAAAAAAMDOYYe3RZ944om55JJLtvx8xhlnbPfcG2+8sW+mAgAAAABq3g7j4sknn5zjjjsuK1euzGc/+9l8+MMfzm677dYfswEAAAAANWyHcTFJmpub09zcnLPPPjtHHHFEGhoaqj0XAAAAAFDjehQX/+iQQw7JnXfemd/85jdJkrFjx+Y1r3lNmpubqzIcAAAAAFC7ehwXb7vtttxwww1paGhIS0tLkuTHP/5xrrvuupx66ql529veVrUhAQAAAIDa06O4eO+99+amm27K6aefnhNOOCH19X942qZNm/LDH/4w3/jGN9Lc3JxJkyZVdVgAAAAAoHb0KC62trbmtNNOyxvf+Matn1xfnze96U3ZvHlzbr/9dnERAAAAAAaRIT056Yknnsjhhx++3cePOOKI/PrXv+6zoQAAAACA2tejuFhfX58NGzZs9/ENGzZsuVUaAAAAABgcehQXDzjggPzgBz/Y7uN33XVXDjjggD4bCgAAAACofT263PBd73pXPv3pT2ft2rV561vfmnHjxiVJnnrqqXz3u9/Nf/3Xf+Wiiy6q6qAAAAAAQG3pUVzcb7/9MnPmzMyfPz+f/OQnt3qspaUlH//4x7PffvtVZUAAAAAAoDb1+IMSDznkkFx++eVZvnx5fvOb3yRJ9tlnn0yYMCGVSqVqAwIAAAAAtalHn7mYJJs2bcrHPvaxDBs2LJMmTcqkSZPyspe9TFgEAAAAgEGqx3Gxvr4+a9euzebNm6s5DwAAAACwk+hxXEySk046Kbfccks6OzurNQ8AAAAAsJPo8WcuJsnixYvz+OOP54wzzsjYsWMzdOjQrR73jdEAAAAAMHj0Ki4eeuihOfTQQ6s1CwAAAACwE+lVXHzXu95VrTkAAAAAgJ1Mrz5zMUk2bNiQn/zkJ7nllluybt26JMmTTz6Z1atX9/lwAAAAAEDt6tWVi0888UQuvvjiNDU1pa2tLa997Wuz2267ZdGiReno6MgHP/jBas0JAAAAANSYXl25uGDBgrz+9a/P5ZdfnoaGhi3HjzjiiDz00EN9PhwAAAAAULt6FReXLVuW448/fpvje+65p9uiAQAAAGCQ6VVcbGpqyrPPPrvN8eXLl2fUqFF9NhQAAAAAUPt6FRdf97rX5dprr82TTz6ZSqWS9evX56c//WmuvfbavP71r6/WjAAAAABADerVF7pMnz49lUolM2fOTGdnZ84///zU19fnTW96U97+9rdXa0YAAAAAoAb1Ki4OGTIkp5xySk4++eSsXLkyGzZsyIte9KIMHz68WvMBAAAAADWqV7dF/9HGjRuzcePG1NXVpbu7u69nAgAAAAB2Ar26cnH9+vW59tprs2jRomzevDlJUldXl9e+9rU5/fTT09TUVJUhAQAAAIDa06u4eMUVV+Tpp5/OJz7xiey3336pVCp55JFHcu211+aKK67IRz/60WrNCQAAAADUmF7dFr106dKcc845OfTQQzN8+PAMGzYshx56aM4666wsXbq0WjMCAAAAADWoV3Fx9OjRz3u8Uqlk1KhRfTIQAAAAALBz2GFc3Lx585a/Tj/99FxzzTV54IEHsm7duqxfvz4PPPBAFixYkNNPP70fxgUAAAAAasUOP3Px1FNP3ebYrFmztjn2hS98ITfeeGPfTAUAAAAA1LwdxsVPf/rT/TEHAAAAALCT2WFcPPjgg/tjDgAAAABgJ7PDuPh/rV27No888kjWrFmTzZs3b/XYCSec0GeDAQAAAAC1rVdxcdGiRfnqV7+aIUOGZMSIEVs9VqlUxEUAAAAAGER6FRe/+c1v5uSTT87b3/72DBmywy+aBgAAAAB2Yb0qhJ2dnZk0aZKwCAAAAAD0Li6+4Q1vyMKFC6s0CgAAAACwM+nVbdHTp0/P7Nmz89GPfjTjx49Pff3WT//gBz/Yp8MBAAAAALWrV1cu/vM//3MeeuihjBo1Kg0NDRkyZMhWfwEAAAAAg0evrly8++6789GPfjSHHXZYteYBAAAAAHYSvbrccI899siYMWOqNQsAAAAAsBPpVVx8z3vek29+85tZs2ZNteYBAAAAAHYSvbot+rrrrsvatWtz5plnZo899khdXd1Wj8+bN69PhwMAAAAAalev4uIpp5xSrTkAAAAAgJ1Mr+Li5MmTqzQGAAAAALCz6VVcXLly5Qs+vvfee/9ZwwAAAAAAO49excVzzz33BR+/8cYb/6xhAAAAAICdR6/i4le+8pWtfu7q6sqvfvWr/Ou//mumT5/ep4MBAAAAALWtV3FxzJgx2xzbZ599MmLEiFx33XU54ogj+mwwAAAAAKC2DemLRUaMGJGnnnqqL5YCAAAAAHYSvbpy8cEHH9zq5+7u7jz77LO54447st9++/XpYAAAAABAbetVXLz44ou3ObbHHnvkoIMOyl/91V/12VAAAAAAQO3rVVz0bdAAAAAAwB/1KC5eccUVOzynUqnk7LPP/rMHAgAAAAB2Dj36Qpeurq7t/rVhw4bce++9WbhwYZVHBQAAAABqSY+uXPy7v/u7bY5t3rw5CxcuzM0335wRI0bkne98Z58PBwAAAADUrl595uIf3XPPPfmXf/mXrF+/Pm9/+9vzxje+MQ0NDX09GwAAAABQw3oVF++///7ccMMN6ejoyEknnZS3vOUtGTZsWLVmAwAAAABqWI/i4gMPPJAbb7wxTz75ZE488cS87W1vS1NTU9ELrlixInPnzs3atWvT1NSUGTNmZPz48c977po1a3LeeeflwAMPzHnnnVf0egAAAABAdfQoLs6aNSuNjY059thjU6lUcvvttz/veaeccsoO15o/f36mTJmSyZMn57777su8efMya9as5z33qquuymGHHZbf/e53PRkTAAAAAOhHPYqLBx10UCqVSlasWJEVK1YUv9jq1auzfPnyXHDBBUmSiRMn5uqrr05bW1taWlq2OnfRokUZOXJkXv7yl2fJkiXFrwkAAAAAVEeP4uJnPvOZPnmxjo6O7LXXXqmrq0uSVCqVNDc3p729fau4+Mwzz6S1tTUXXXRR7rvvvj55bQAAAACgbxV9W/Sfo1Kp7PCcr371q3nve9/boy+LaW1tTWtra5Jk2LBhmTNnzjZXQT6fZ3Y8Kj2099579/maT/X5ioNTNfYGBgPvndplb2qb/ald1dmbX1ZhzcGnOnvzdBXWHJz6fn9+28frDV7VeO/8Oqv6fM3BqBp7055f9fmag1U19qdf4+Lo0aPT0dGRrq6u1NXVpbu7O+3t7Wlubt7qvIcffjhXXnllkmTDhg3p7OzMrFmz8slPfnKbNadOnZqpU6dudaytrS3d3d0vOEvDn/m78P9buXLlQI/AdtgbKOO9U7vsTW2zP7XL3tQue1Pb+n5/Gvt4vcGrOu+dIVVYc/Cpxt7U9fmKg1dP9qdSqWTs2LE9XrNf4+LIkSMzYcKELFq0KJMnT87ixYvT0tKyzZWGCxYs2PLnhQsXZsmSJb4tGgAAAABqTL9n+TPPPDN33XVXPvShD+XWW2/NWWedlSSZPXt2Hnvssf4eBwAAAAAo1O+fuThu3LjMmjVrm+MzZ8583vMnT56cyZMnV3kqAAAAAKC3fKAAAAAAAFBEXAQAAAAAioiLAAAAAEARcREAAAAAKCIuAgAAAABFxEUAAAAAoIi4CAAAAAAUERcBAAAAgCLiIgAAAABQRFwEAAAAAIqIiwAAAABAEXERAAAAACgiLgIAAAAARcRFAAAAAKCIuAgAAAAAFBEXAQAAAIAi4iIAAAAAUERcBAAAAACKiIsAAAAAQBFxEQAAAAAoIi4CAAAAAEXERQAAAACgiLgIAAAAABQRFwGHB7mpAAARKklEQVQAAACAIuIiAAAAAFBEXAQAAAAAioiLAAAAAEARcREAAAAAKCIuAgAAAABFxEUAAAAAoIi4CAAAAAAUqR/oAYCdy8//7QMDPcIu49ATrxroEQAAAODP4spFAAAAAKCIuAgAAAAAFBEXAQAAAIAi4iIAAAAAUERcBAAAAACKiIsAAAAAQBFxEQAAAAAoIi4CAAAAAEXERQAAAACgiLgIAAAAABQRFwEAAACAIuIiAAAAAFBEXAQAAAAAioiLAAAAAEARcREAAAAAKCIuAgAAAABFxEUAAAAAoIi4CAAAAAAUERcBAAAAgCLiIgAAAABQRFwEAAAAAIqIiwAAAABAEXERAAAAACgiLgIAAAAARcRFAAAAAKCIuAgAAAAAFBEXAQAAAIAi4iIAAAAAUERcBAAAAACKiIsAAAAAQBFxEQAAAAAoIi4CAAAAAEXERQAAAACgiLgIAAAAABQRFwEAAACAIuIiAAAAAFBEXAQAAAAAioiLAAAAAEARcREAAAAAKCIuAgAAAABFxEUAAAAAoIi4CAAAAAAUERcBAAAAgCLiIgAAAABQRFwEAAAAAIqIiwAAAABAEXERAAAAACgiLgIAAAAARcRFAAAAAKCIuAgAAAAAFBEXAQAAAIAi4iIAAAAAUERcBAAAAACK1Pf3C65YsSJz587N2rVr09TUlBkzZmT8+PFbnXPvvffm1ltvTVdXV5JkypQpOfHEE/t7VAAAAADgBfR7XJw/f36mTJmSyZMn57777su8efMya9asrc4ZNWpUPvGJT2TPPffM+vXr8/GPfzwTJkzIgQce2N/jAgAAAADb0a+3Ra9evTrLly/PsccemySZOHFi2tra0tbWttV5Bx54YPbcc88kSVNTU170ohdtcw4AAAAAMLD6NS52dHRkr732Sl1dXZKkUqmkubk57e3t233Ok08+mYcffjiHHHJIf40JAAAAAPRAv98WXalUenxuR0dHvvjFL+aMM87IqFGjnvec1tbWtLa2JkmGDRuWOXPmpKWlZYdrP9PjKdiRvffeu8/XfKrPVxycqrE3P+/zFQevauwPfcPe1C57U9vsT+2qzt78sgprDj7V2Zunq7Dm4NT3+/PbPl5v8KrGe+fXWdXnaw5G1dib9vyqz9ccrKqxP/0aF0ePHp2Ojo50dXWlrq4u3d3daW9vT3Nz8zbnPvPMM7n44otz8skn5+ijj97umlOnTs3UqVO3OtbW1pbu7u4XnKWh7FfgeaxcuXKgR2A77E1tsz+1y97ULntT2+xP7bI3tcve1La+35/GPl5v8KrOe6dfb+7cZVVjb+r6fMXBqyf7U6lUMnbs2B6v2a/vnJEjR2bChAlZtGhRkmTx4sVpaWnZ5krD3/72t7n44oszbdq0TJ48uT9HBAAAAAB6qN9viz7zzDMzd+7cfPvb387w4cMzY8aMJMns2bMzffr0vPzlL8+NN96Y9vb23HHHHbnjjjuSJG95y1ty/PHH9/e4AAAAAMB29HtcHDduXGbNmrXN8ZkzZ27581lnnZWzzjqrP8cCAAAAAHrJBwoAAAAAAEXERQAAAACgiLgIAAAAABQRFwEAAACAIuIiAAAAAFBEXAQAAAAAioiLAAAAAEARcREAAAAAKCIuAgAAAABFxEUAAAAAoIi4CAAAAAAUERcBAAAAgCLiIgAAAABQRFwEAAAAAIqIiwAAAABAEXERAAAAACgiLgIAAAAARcRFAAAAAKCIuAgAAAAAFBEXAQAAAIAi4iIAAAAAUERcBAAAAACKiIsAAAAAQBFxEQAAAAAoIi4CAAAAAEXERQAAAACgiLgIAAAAABQRFwEAAACAIuIiAAAAAFBEXAQAAAAAioiLAAAAAEARcREAAAAAKCIuAgAAAABFxEUAAAAAoIi4CAAAAAAUERcBAAAAgCLiIgAAAABQRFwEAAAAAIqIiwAAAABAEXERAAAAACgiLgIAAAAARcRFAAAAAKCIuAgAAAAAFBEXAQAAAIAi4iIAAAAAUERcBAAAAACKiIsAAAAAQBFxEQAAAAAoIi4CAAAAAEXERQAAAACgiLgIAAAAABQRFwEAAACAIuIiAAAAAFBEXAQAAAAAioiLAAAAAEARcREAAAAAKCIuAgAAAABFxEUAAAAAoIi4CAAAAAAUERcBAAAAgCLiIgAAAABQRFwEAAAAAIqIiwAAAABAEXERAAAAACgiLgIAAAAARcRFAAAAAKCIuAgAAAAAFBEXAQAAAIAi4iIAAAAAUERcBAAAAACKiIsAAAAAQBFxEQAAAAAoIi4CAAAAAEXERQAAAACgiLgIAAAAABQRFwEAAACAIuIiAAAAAFBEXAQAAAAAioiLAAAAAEARcREAAAAAKCIuAgAAAABFxEUAAAAAoIi4CAAAAAAUERcBAAAAgCLiIgAAAABQpL6/X3DFihWZO3du1q5dm6ampsyYMSPjx4/f5rxbbrklCxcuTJIcc8wxefe7393PkwIAAAAAL6Tfr1ycP39+pkyZkssvvzzTpk3LvHnztjnnoYceyj333JNLLrkkl112WZYuXZqlS5f296gAAAAAwAvo1ysXV69eneXLl+eCCy5IkkycODFXX3112tra0tLSsuW8e++9N5MnT86wYcOSJMcff3zuueeevPrVr+7R61QqlR2f09BQ8BvwfHry97vXazYO7/M1B6Nq7E1dg73pK329Pw0NTX263mBWjffOsHr70xeqsTfD6xv7fM3Bqq/3Z3h9v99ks8uqznunrs/XHIyq8++cvl9zsOrr/am3N32mOv8fan/6QnX2xr9z+kqPmlkv97DS3d3dXTpQby1btixf/vKX80//9E9bjs2cOTPve9/7cvDBB2859vnPfz7HHXdcJk2alCT56U9/mttvvz2f/vSnt1mztbU1ra2tSZKRI0fmC1/4QpV/CwAAAAAgGYDbontaP3t63tSpU3PllVfmyiuv3CXD4t///d8P9Ahsh72pXfamttmf2mVvape9qW32p3bZm9plb2qb/ald9qZ2Dea96de4OHr06HR0dKSrqytJ0t3dnfb29jQ3N291XnNzc1atWrXl51WrVm1zzmCxYcOGgR6B7bA3tcve1Db7U7vsTe2yN7XN/tQue1O77E1tsz+1y97UrsG8N/0aF0eOHJkJEyZk0aJFSZLFixenpaVlq89bTJKjjz46P/rRj7Jhw4Zs3Lgxd999d4455pj+HBUAAAAA2IG6z3zmM5/pzxfcf//9c8MNN+S2227LY489lnPOOScjR47M7NmzM27cuIwaNSotLS1Zu3Zt5s+fn+9///s58sgj84Y3vKE/x6wp+++//0CPwHbYm9plb2qb/ald9qZ22ZvaZn9ql72pXfamttmf2mVvatdg3Zt+/UIXAAAAAGDX0e9f6AIAAAAA7BrERQAAAACgSP1AD8C2rrnmmixZsiSrVq3KpZdemn333XegR+J/dXZ2Zs6cOXnqqafS2NiYPffcM2ecccY2X0rEwPnc5z6XZ599NpVKJcOHD8/f/u3f5qUvfelAj8WfuOmmm3LTTTf551sNmTFjRhoaGtLQ0JAkecc73pFJkyYN8FQkycaNG/P1r389P/vZz1JfX5+XvvSlOffccwd6LJKsW7cuf/rR5Z2dnVm5cmWuuuqq7L777gM3GEmSpUuX5lvf+la6u7vT1dWVk046KZMnTx7oscgf9uaGG27Ipk2bMnTo0Jxxxhn+W20Abe//PVesWJG5c+dm7dq1aWpqyowZMzJ+/PgBnnZw2d7e6AUD7/n2YLC3AnGxBh111FGZNm1aLrzwwoEehecxZcqUHHbYYalUKvne976X+fPn54ILLhjosfhfH/7wh7PbbrslSf7zP/8z8+bNyxe+8IUBnoo/WrZ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bbc6208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=np.arange(12)+1, y=yms[2017].sort_index())"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "_cell_guid": "2276ffd1-59f1-2181-abcf-9cc1baee53fa"
   },
   "source": [
    "#sns.barplot(x=np.arange(12)+1, y=yms[2018].sort_index())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RANDOM FOREST REGRESSION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IsHoliday</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HasPromotions</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NearestCompetitor</th>\n",
       "      <td>326.000000</td>\n",
       "      <td>326.000000</td>\n",
       "      <td>326.000000</td>\n",
       "      <td>326.000000</td>\n",
       "      <td>326.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NumberOfSales</th>\n",
       "      <td>7109.000000</td>\n",
       "      <td>8041.000000</td>\n",
       "      <td>7890.000000</td>\n",
       "      <td>6005.000000</td>\n",
       "      <td>8550.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region_AreaKM2</th>\n",
       "      <td>9643.000000</td>\n",
       "      <td>9643.000000</td>\n",
       "      <td>9643.000000</td>\n",
       "      <td>9643.000000</td>\n",
       "      <td>9643.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region_GDP</th>\n",
       "      <td>17130.000000</td>\n",
       "      <td>17130.000000</td>\n",
       "      <td>17130.000000</td>\n",
       "      <td>17130.000000</td>\n",
       "      <td>17130.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region_PopulationK</th>\n",
       "      <td>2770.000000</td>\n",
       "      <td>2770.000000</td>\n",
       "      <td>2770.000000</td>\n",
       "      <td>2770.000000</td>\n",
       "      <td>2770.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CloudCover</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Humidity</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>59.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_TemperatureC</th>\n",
       "      <td>9.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Wind_SpeedKm_h</th>\n",
       "      <td>32.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>32.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Humidity</th>\n",
       "      <td>89.000000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>42.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_TemperatureC</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_VisibilityKm</th>\n",
       "      <td>21.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>26.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Wind_SpeedKm_h</th>\n",
       "      <td>10.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>24.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Dew_PointC</th>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-4.000000</td>\n",
       "      <td>-6.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_TemperatureC</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Precipitationmm</th>\n",
       "      <td>5.080000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Friday</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Monday</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Saturday</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Sunday</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Thursday</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Tuesday</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Is_Wednesday</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StoreType_SuperMarket</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StoreType_HyperMarket</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StoreType_StandardMarket</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StoreType_ShoppingCenter</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AssortmentType_General</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AssortmentType_WithNFDept</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AssortmentType_WithFishDept</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-14</th>\n",
       "      <td>8804.000000</td>\n",
       "      <td>7823.000000</td>\n",
       "      <td>7989.000000</td>\n",
       "      <td>5895.000000</td>\n",
       "      <td>6348.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-7</th>\n",
       "      <td>6014.000000</td>\n",
       "      <td>6087.000000</td>\n",
       "      <td>6962.000000</td>\n",
       "      <td>6618.000000</td>\n",
       "      <td>9183.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-1</th>\n",
       "      <td>8155.000000</td>\n",
       "      <td>7109.000000</td>\n",
       "      <td>8041.000000</td>\n",
       "      <td>7890.000000</td>\n",
       "      <td>7675.446488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-2</th>\n",
       "      <td>9183.000000</td>\n",
       "      <td>8155.000000</td>\n",
       "      <td>7109.000000</td>\n",
       "      <td>8041.000000</td>\n",
       "      <td>6005.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-9</th>\n",
       "      <td>6348.000000</td>\n",
       "      <td>4738.000000</td>\n",
       "      <td>6014.000000</td>\n",
       "      <td>6087.000000</td>\n",
       "      <td>6618.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-8</th>\n",
       "      <td>4738.000000</td>\n",
       "      <td>6014.000000</td>\n",
       "      <td>6087.000000</td>\n",
       "      <td>6962.000000</td>\n",
       "      <td>7675.446488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-6</th>\n",
       "      <td>6087.000000</td>\n",
       "      <td>6962.000000</td>\n",
       "      <td>6618.000000</td>\n",
       "      <td>7675.446488</td>\n",
       "      <td>8155.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-15</th>\n",
       "      <td>9019.000000</td>\n",
       "      <td>8804.000000</td>\n",
       "      <td>7823.000000</td>\n",
       "      <td>7989.000000</td>\n",
       "      <td>7675.446488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-21</th>\n",
       "      <td>5676.000000</td>\n",
       "      <td>8111.000000</td>\n",
       "      <td>8300.000000</td>\n",
       "      <td>7154.000000</td>\n",
       "      <td>10110.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-13</th>\n",
       "      <td>7823.000000</td>\n",
       "      <td>7989.000000</td>\n",
       "      <td>5895.000000</td>\n",
       "      <td>7675.446488</td>\n",
       "      <td>4738.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-20</th>\n",
       "      <td>8111.000000</td>\n",
       "      <td>8300.000000</td>\n",
       "      <td>7154.000000</td>\n",
       "      <td>7675.446488</td>\n",
       "      <td>9019.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanStoreSales</th>\n",
       "      <td>7693.648313</td>\n",
       "      <td>7693.648313</td>\n",
       "      <td>7693.648313</td>\n",
       "      <td>7693.648313</td>\n",
       "      <td>7693.648313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanRegionSales</th>\n",
       "      <td>4717.202011</td>\n",
       "      <td>4717.202011</td>\n",
       "      <td>4717.202011</td>\n",
       "      <td>4717.202011</td>\n",
       "      <td>4717.202011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <td>2016.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <td>23.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>28.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fog</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hail</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rain</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Snow</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thunderstorm</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        0             1             2  \\\n",
       "IsHoliday                        0.000000      0.000000      0.000000   \n",
       "HasPromotions                    1.000000      1.000000      1.000000   \n",
       "NearestCompetitor              326.000000    326.000000    326.000000   \n",
       "NumberOfSales                 7109.000000   8041.000000   7890.000000   \n",
       "Region_AreaKM2                9643.000000   9643.000000   9643.000000   \n",
       "Region_GDP                   17130.000000  17130.000000  17130.000000   \n",
       "Region_PopulationK            2770.000000   2770.000000   2770.000000   \n",
       "CloudCover                       6.000000      6.000000      5.000000   \n",
       "Max_Humidity                   100.000000     87.000000     93.000000   \n",
       "Max_TemperatureC                 9.000000      5.000000      7.000000   \n",
       "Max_Wind_SpeedKm_h              32.000000     21.000000     34.000000   \n",
       "Mean_Humidity                   89.000000     71.000000     61.000000   \n",
       "Mean_TemperatureC                5.000000      3.000000      3.000000   \n",
       "Mean_VisibilityKm               21.000000     22.000000     23.000000   \n",
       "Mean_Wind_SpeedKm_h             10.000000     11.000000     14.000000   \n",
       "Min_Dew_PointC                  -1.000000     -4.000000     -6.000000   \n",
       "Min_TemperatureC                 1.000000      1.000000     -1.000000   \n",
       "Precipitationmm                  5.080000      0.000000      0.000000   \n",
       "Is_Friday                        0.000000      0.000000      1.000000   \n",
       "Is_Monday                        0.000000      0.000000      0.000000   \n",
       "Is_Saturday                      0.000000      0.000000      0.000000   \n",
       "Is_Sunday                        0.000000      0.000000      0.000000   \n",
       "Is_Thursday                      0.000000      1.000000      0.000000   \n",
       "Is_Tuesday                       0.000000      0.000000      0.000000   \n",
       "Is_Wednesday                     1.000000      0.000000      0.000000   \n",
       "StoreType_SuperMarket            0.000000      0.000000      0.000000   \n",
       "StoreType_HyperMarket            1.000000      1.000000      1.000000   \n",
       "StoreType_StandardMarket         0.000000      0.000000      0.000000   \n",
       "StoreType_ShoppingCenter         0.000000      0.000000      0.000000   \n",
       "AssortmentType_General           1.000000      1.000000      1.000000   \n",
       "AssortmentType_WithNFDept        0.000000      0.000000      0.000000   \n",
       "AssortmentType_WithFishDept      0.000000      0.000000      0.000000   \n",
       "t-14                          8804.000000   7823.000000   7989.000000   \n",
       "t-7                           6014.000000   6087.000000   6962.000000   \n",
       "t-1                           8155.000000   7109.000000   8041.000000   \n",
       "t-2                           9183.000000   8155.000000   7109.000000   \n",
       "t-9                           6348.000000   4738.000000   6014.000000   \n",
       "t-8                           4738.000000   6014.000000   6087.000000   \n",
       "t-6                           6087.000000   6962.000000   6618.000000   \n",
       "t-15                          9019.000000   8804.000000   7823.000000   \n",
       "t-21                          5676.000000   8111.000000   8300.000000   \n",
       "t-13                          7823.000000   7989.000000   5895.000000   \n",
       "t-20                          8111.000000   8300.000000   7154.000000   \n",
       "MeanStoreSales                7693.648313   7693.648313   7693.648313   \n",
       "MeanRegionSales               4717.202011   4717.202011   4717.202011   \n",
       "Year                          2016.000000   2016.000000   2016.000000   \n",
       "Month                            3.000000      3.000000      3.000000   \n",
       "Day                             23.000000     24.000000     25.000000   \n",
       "Fog                              0.000000      0.000000      0.000000   \n",
       "Hail                             0.000000      0.000000      0.000000   \n",
       "Rain                             1.000000      1.000000      0.000000   \n",
       "Snow                             0.000000      1.000000      0.000000   \n",
       "Thunderstorm                     0.000000      0.000000      0.000000   \n",
       "\n",
       "                                        3             4  \n",
       "IsHoliday                        0.000000      0.000000  \n",
       "HasPromotions                    0.000000      1.000000  \n",
       "NearestCompetitor              326.000000    326.000000  \n",
       "NumberOfSales                 6005.000000   8550.000000  \n",
       "Region_AreaKM2                9643.000000   9643.000000  \n",
       "Region_GDP                   17130.000000  17130.000000  \n",
       "Region_PopulationK            2770.000000   2770.000000  \n",
       "CloudCover                       7.000000      6.000000  \n",
       "Max_Humidity                    64.000000     59.000000  \n",
       "Max_TemperatureC                 3.000000      3.000000  \n",
       "Max_Wind_SpeedKm_h              34.000000     32.000000  \n",
       "Mean_Humidity                   52.000000     42.000000  \n",
       "Mean_TemperatureC                1.000000      0.000000  \n",
       "Mean_VisibilityKm               24.000000     26.000000  \n",
       "Mean_Wind_SpeedKm_h             23.000000     24.000000  \n",
       "Min_Dew_PointC                 -10.000000    -12.000000  \n",
       "Min_TemperatureC                -1.000000     -3.000000  \n",
       "Precipitationmm                  0.000000      0.000000  \n",
       "Is_Friday                        0.000000      0.000000  \n",
       "Is_Monday                        0.000000      1.000000  \n",
       "Is_Saturday                      1.000000      0.000000  \n",
       "Is_Sunday                        0.000000      0.000000  \n",
       "Is_Thursday                      0.000000      0.000000  \n",
       "Is_Tuesday                       0.000000      0.000000  \n",
       "Is_Wednesday                     0.000000      0.000000  \n",
       "StoreType_SuperMarket            0.000000      0.000000  \n",
       "StoreType_HyperMarket            1.000000      1.000000  \n",
       "StoreType_StandardMarket         0.000000      0.000000  \n",
       "StoreType_ShoppingCenter         0.000000      0.000000  \n",
       "AssortmentType_General           1.000000      1.000000  \n",
       "AssortmentType_WithNFDept        0.000000      0.000000  \n",
       "AssortmentType_WithFishDept      0.000000      0.000000  \n",
       "t-14                          5895.000000   6348.000000  \n",
       "t-7                           6618.000000   9183.000000  \n",
       "t-1                           7890.000000   7675.446488  \n",
       "t-2                           8041.000000   6005.000000  \n",
       "t-9                           6087.000000   6618.000000  \n",
       "t-8                           6962.000000   7675.446488  \n",
       "t-6                           7675.446488   8155.000000  \n",
       "t-15                          7989.000000   7675.446488  \n",
       "t-21                          7154.000000  10110.000000  \n",
       "t-13                          7675.446488   4738.000000  \n",
       "t-20                          7675.446488   9019.000000  \n",
       "MeanStoreSales                7693.648313   7693.648313  \n",
       "MeanRegionSales               4717.202011   4717.202011  \n",
       "Year                          2016.000000   2016.000000  \n",
       "Month                            3.000000      3.000000  \n",
       "Day                             26.000000     28.000000  \n",
       "Fog                              0.000000      0.000000  \n",
       "Hail                             0.000000      0.000000  \n",
       "Rain                             0.000000      0.000000  \n",
       "Snow                             0.000000      0.000000  \n",
       "Thunderstorm                     0.000000      0.000000  "
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop(['NumberOfCustomers','IsOpen','Date','StoreID','Region','Events','Day_of_week'], axis=1)\n",
    "df.head().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "_cell_guid": "c419d49f-961e-6b70-b7a9-2e1cf1298b9e"
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import validation_curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "_cell_guid": "cf6d4c8b-9383-eabb-c023-21780d4bd98d"
   },
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(df.drop('NumberOfSales', axis=1).values, df.NumberOfSales.values,\\\n",
    "                                                    test_size = 0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "_cell_guid": "018cf318-6e90-ff0a-5df8-af606ae38f21"
   },
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "_cell_guid": "acde2395-2cb5-fd85-1d27-0116f20069bf"
   },
   "outputs": [],
   "source": [
    "params = range(20, 81, 20)  #50,201,50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "_cell_guid": "f61adc33-97d5-3166-1ee0-34b985e8f689"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Done  10 out of  20 | elapsed:  1.4min remaining:  1.4min\n",
      "[Parallel(n_jobs=-1)]: Done  20 out of  20 | elapsed:  2.6min finished\n"
     ]
    }
   ],
   "source": [
    "scores, tst_scr = validation_curve(RandomForestRegressor(), X_train[:20000],\\\n",
    "                                   y_train[:20000], 'n_estimators', params, \\\n",
    "                                   cv=5, scoring='r2',n_jobs=-1, verbose=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "_cell_guid": "c2464b2d-1459-2950-49b4-8b29843e4b19"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x25148668>"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x241f6c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scores_mean = scores.mean(axis=1)\n",
    "scores_std = scores.std(axis=1)\n",
    "tst_scr_mean = tst_scr.mean(axis=1)\n",
    "tst_scr_std = tst_scr.std(axis=1)\n",
    "plt.plot(params, tst_scr_mean)\n",
    "plt.fill_between(params, tst_scr_mean + tst_scr_std, tst_scr_mean - tst_scr_std, alpha=0.3)\n",
    "plt.plot(params, scores_mean)\n",
    "plt.fill_between(params, scores_mean + scores_std, scores_mean - scores_std, alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "_cell_guid": "5c0c505e-bf77-267b-37b6-e679d95b40c7"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "52"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "_cell_guid": "201017a4-a43d-2d31-427a-c510740912b1"
   },
   "outputs": [],
   "source": [
    "params = range(1, 20,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "_cell_guid": "33d6ebbb-3e61-6f12-8cd2-772f851dc97c"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Done  15 out of  30 | elapsed:    6.2s remaining:    6.2s\n",
      "[Parallel(n_jobs=-1)]: Done  30 out of  30 | elapsed:   11.2s finished\n"
     ]
    }
   ],
   "source": [
    "scores, tst_scr = validation_curve(RandomForestRegressor(n_estimators=10), X_train[:20000], \\\n",
    "                                   y_train[:20000], 'max_features', params, \\\n",
    "                                   cv=3, scoring='r2',n_jobs=-1, verbose=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "_cell_guid": "eee0f85b-9bec-7b3f-3fd6-377d8e67257f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x246dba90>"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x24607ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scores_mean = scores.mean(axis=1)\n",
    "scores_std = scores.std(axis=1)\n",
    "tst_scr_mean = tst_scr.mean(axis=1)\n",
    "tst_scr_std = tst_scr.std(axis=1)\n",
    "plt.plot(params, tst_scr_mean)\n",
    "plt.fill_between(params, tst_scr_mean + tst_scr_std, tst_scr_mean - tst_scr_std, alpha=0.3)\n",
    "plt.plot(params, scores_mean)\n",
    "plt.fill_between(params, scores_mean + scores_std, scores_mean - scores_std, alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "_cell_guid": "554fc0ba-868c-a7fb-329d-fc024fb73124"
   },
   "outputs": [],
   "source": [
    "params = range(10, 51, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "_cell_guid": "1ae2b8c8-6e5f-002d-e0e4-c63cf037156b"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Done   8 out of  15 | elapsed:  1.5min remaining:  1.3min\n",
      "[Parallel(n_jobs=-1)]: Done  15 out of  15 | elapsed:  2.7min finished\n"
     ]
    }
   ],
   "source": [
    "scores, tst_scr = validation_curve(RandomForestRegressor(n_estimators=100), X_train[:20000], \\\n",
    "                                   y_train[:20000], 'max_depth', params, \\\n",
    "                                   cv=3, scoring='r2',n_jobs=-1, verbose=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "_cell_guid": "6b005bb6-a85f-feaf-2f0d-182b101bf9a9"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x246ae9b0>"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2465f208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scores_mean = scores.mean(axis=1)\n",
    "scores_std = scores.std(axis=1)\n",
    "tst_scr_mean = tst_scr.mean(axis=1)\n",
    "tst_scr_std = tst_scr.std(axis=1)\n",
    "plt.plot(params, tst_scr_mean)\n",
    "plt.fill_between(params, tst_scr_mean + tst_scr_std, tst_scr_mean - tst_scr_std, alpha=0.3)\n",
    "plt.plot(params, scores_mean)\n",
    "plt.fill_between(params, scores_mean + scores_std, scores_mean - scores_std, alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {
    "_cell_guid": "b3e3ba0d-11e8-fcc9-e570-c115bcfd95af"
   },
   "outputs": [],
   "source": [
    "model1 = RandomForestRegressor(n_estimators=30, max_depth=20, n_jobs=-1, verbose=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "_cell_guid": "4ca7054e-92a6-6ab3-c758-8503d9b53c29"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "building tree 1 of 30building tree 2 of 30building tree 3 of 30building tree 4 of 30\n",
      "\n",
      "\n",
      "\n",
      "building tree 5 of 30\n",
      "building tree 6 of 30\n",
      "building tree 7 of 30\n",
      "building tree 8 of 30\n",
      "building tree 9 of 30\n",
      "building tree 10 of 30\n",
      "building tree 11 of 30\n",
      "building tree 12 of 30\n",
      "building tree 13 of 30\n",
      "building tree 14 of 30\n",
      "building tree 15 of 30\n",
      "building tree 16 of 30\n",
      "building tree 17 of 30\n",
      "building tree 18 of 30\n",
      "building tree 19 of 30\n",
      "building tree 20 of 30\n",
      "building tree 21 of 30\n",
      "building tree 22 of 30\n",
      "building tree 23 of 30\n",
      "building tree 24 of 30\n",
      "building tree 25 of 30\n",
      "building tree 26 of 30\n",
      "building tree 27 of 30\n",
      "building tree 28 of 30\n",
      "building tree 29 of 30\n",
      "building tree 30 of 30\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Done  30 out of  30 | elapsed:  2.4min finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=20,\n",
       "           max_features='auto', max_leaf_nodes=None,\n",
       "           min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "           min_samples_leaf=1, min_samples_split=2,\n",
       "           min_weight_fraction_leaf=0.0, n_estimators=30, n_jobs=-1,\n",
       "           oob_score=False, random_state=None, verbose=2, warm_start=False)"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model1.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "_cell_guid": "b237139b-3eaa-a348-2717-1f2536b84ede"
   },
   "outputs": [],
   "source": [
    "idx = model1.feature_importances_.argsort()[::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "_cell_guid": "0b7a9919-c9d3-adb9-4fb4-e4cd94b72c99"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25367c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(x=df.drop('NumberOfSales', axis=1).columns[idx], y=model1.feature_importances_[idx])\n",
    "_ = plt.setp(ax.get_xticklabels(), rotation=-90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {
    "_cell_guid": "51526a84-98a0-ceeb-b957-c65e98052ad0"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=4)]: Done  30 out of  30 | elapsed:    0.7s finished\n"
     ]
    }
   ],
   "source": [
    "y_pred = model1.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "estim = model1.estimators_ "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "_cell_guid": "d57a9738-6c92-94bc-ee7f-8c61c8621a5e"
   },
   "outputs": [],
   "source": [
    "from sklearn.metrics import mean_absolute_error\n",
    "from sklearn.metrics import r2_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {
    "_cell_guid": "ce96d86c-504a-6f79-daa9-6c41619afc65"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "368.60694302142804"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_absolute_error(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {
    "_cell_guid": "e14263ca-4a3b-562a-0a1e-59eafafccb84"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9385321568483457"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r2_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [],
   "source": [
    "#defining mape\n",
    "from sklearn.utils import check_array\n",
    "def mean_absolute_percentage_error(y_true, y_pred): \n",
    "    y_true = y_true.reshape(1, -1)\n",
    "    y_pred = y_pred.reshape(1, -1)\n",
    "    #y_true, y_pred = check_array(y_true, y_pred)\n",
    "\n",
    "    ## Note: does not handle mix 1d representation\n",
    "    #if _is_1d(y_true): \n",
    "    #    y_true, y_pred = _check_1d_array(y_true, y_pred)\n",
    "\n",
    "    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.9594908403260085"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_absolute_percentage_error(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.000e+00, 0.000e+00, 9.148e+03, ..., 0.000e+00, 0.000e+00,\n",
       "        0.000e+00],\n",
       "       [0.000e+00, 0.000e+00, 3.088e+03, ..., 1.000e+00, 0.000e+00,\n",
       "        0.000e+00],\n",
       "       [0.000e+00, 1.000e+00, 3.278e+03, ..., 0.000e+00, 1.000e+00,\n",
       "        0.000e+00],\n",
       "       ...,\n",
       "       [0.000e+00, 0.000e+00, 2.956e+03, ..., 1.000e+00, 0.000e+00,\n",
       "        1.000e+00],\n",
       "       [0.000e+00, 1.000e+00, 2.635e+03, ..., 0.000e+00, 0.000e+00,\n",
       "        0.000e+00],\n",
       "       [0.000e+00, 1.000e+00, 1.116e+03, ..., 0.000e+00, 0.000e+00,\n",
       "        0.000e+00]])"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(81848, 1)"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test[:, [3]].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Residual sum of squares: 24601746051.70\n"
     ]
    }
   ],
   "source": [
    "print(\"Residual sum of squares: %.2f\"\n",
    "  % ((y_pred - y_test) ** 2).sum())\n",
    "\n",
    "#why memory error??"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sample of predicted results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbdc8710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "y_pred_subset = y_pred[:700]\n",
    "x_coordinate = [ 1 * i for i in range(len(y_pred_subset)) ]\n",
    "plt.plot(x_coordinate,y_pred_subset)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sample of real results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xbeb06a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "y_train_subset = y_train[:700]\n",
    "x_coordinate = [ 1 * i for i in range(len(y_train_subset)) ]\n",
    "plt.plot(x_coordinate,y_train_subset)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Real-Predicted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbe91390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x_coordinate,y_pred_subset)\n",
    "plt.plot(x_coordinate,y_train_subset)\n",
    "plt.legend(['Predicted', 'Real'], loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saving model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import pickle\n",
    "#RFR_1 = pickle.dumps(model1)\n",
    "#clf2 = pickle.loads(s)\n",
    "#clf2.predict(X[0:1])\n",
    "#pickle.dump(model1, open(\"models\\RFR_1\",\"wb\"))\n",
    "#model1 = pickle.load(file=open(\"models\\RFR_1\",\"rb\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## For the submission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "8acd1d98-90e0-0777-6c35-a98e4beecd59"
   },
   "outputs": [],
   "source": [
    "df_test = pd.read_csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "fc3dcee5-8c3c-33a7-1f13-3ec403f10f4e"
   },
   "outputs": [],
   "source": [
    "df_test.IsOpen.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "7d7f563e-ec23-5219-6aa6-aef74c3c1a3d"
   },
   "outputs": [],
   "source": [
    "ind_open = df_test.IsOpen == 1\n",
    "ind_closed = df_test.IsOpen == 0\n",
    "df_test2 = df_test[ind_open]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "9dc254e8-751a-edbe-c9eb-04e2cc3b7628"
   },
   "outputs": [],
   "source": [
    "df_test2.drop('IsOpen', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "ad5d9746-cf85-5965-f532-084d8be0d43c"
   },
   "outputs": [],
   "source": [
    "df_test2.head().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "30bea4a1-1d25-9028-ca83-b7495b0f57e1"
   },
   "outputs": [],
   "source": [
    "X_out = df_test2.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "2cb69607-840e-a809-d2e5-254f2a562ea3"
   },
   "outputs": [],
   "source": [
    "y_out = model1.predict(X_out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "30af42f2-36f7-310c-249a-d80c13d8b551"
   },
   "outputs": [],
   "source": [
    "df_out = pd.DataFrame(np.zeros(len(df_test)), columns=['NumberOfSales'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "5dd715ff-9be3-8e99-7c1a-a5e876263691"
   },
   "outputs": [],
   "source": [
    "df_out[ind_open] = y_out.reshape(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "5a3a7e94-d39a-1f4f-a19c-3e674bb37044"
   },
   "outputs": [],
   "source": [
    "df_out.set_index(np.arange(len(df_out))+1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "f52efdec-188a-3f95-baff-b3179a213b2b"
   },
   "outputs": [],
   "source": [
    "df_out.index.name = 'Id'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "da55dfd8-8f60-19e1-e7e1-4bc65df0e905"
   },
   "outputs": [],
   "source": [
    "df_out.head()"
   ]
  }
 ],
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