5.4_Model_RFR_on_enriched.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Random Forest Regression\n",
    "Important:I should also try with sales/customer for a specific store"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "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": 92,
   "metadata": {
    "_cell_guid": "da09e07b-fdfc-30b1-dfff-ad7dc625d15a"
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"dataset/enriched_train.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(523000, 53)"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RANDOM FOREST REGRESSION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(['NumberOfCustomers'], axis=1)\n",
    "#df = df.drop(['Region','Events'], axis=1)\n",
    "# I could leave events"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "#for now let's drop unusable categorical vars\n",
    "df = df.drop(['StoreType','AssortmentType','Events'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "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>2016-03-27</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>0</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>0</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>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>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Dew_PointC</th>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-5</td>\n",
       "      <td>-10</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>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Sea_Level_PressurehPa</th>\n",
       "      <td>1012</td>\n",
       "      <td>1020</td>\n",
       "      <td>1020</td>\n",
       "      <td>1016</td>\n",
       "      <td>1016</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>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_VisibilityKm</th>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>25</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>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Dew_PointC</th>\n",
       "      <td>3</td>\n",
       "      <td>-2</td>\n",
       "      <td>-3</td>\n",
       "      <td>-7</td>\n",
       "      <td>-12</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>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Sea_Level_PressurehPa</th>\n",
       "      <td>1004</td>\n",
       "      <td>1017</td>\n",
       "      <td>1016</td>\n",
       "      <td>1015</td>\n",
       "      <td>1013</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>2</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>25</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>-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Humidity</th>\n",
       "      <td>58</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>34</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Sea_Level_PressurehPa</th>\n",
       "      <td>1001</td>\n",
       "      <td>1012</td>\n",
       "      <td>1014</td>\n",
       "      <td>1014</td>\n",
       "      <td>1011</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>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_VisibilitykM</th>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>25</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>WindDirDegrees</th>\n",
       "      <td>191</td>\n",
       "      <td>331</td>\n",
       "      <td>59</td>\n",
       "      <td>67</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Day</th>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_DayOfYear</th>\n",
       "      <td>83</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_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>D_Day_of_week</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_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>MeanStoreSales</th>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanRegionSales</th>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</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>7675.45</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>7675.45</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>6005</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>7890</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>6962</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>6618</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>9183</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>5895</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>7675.45</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>6348</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>10110</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>7675.45</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",
       "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",
       "Max_Dew_PointC                       6           0          -1          -5   \n",
       "Max_Humidity                       100          87          93          64   \n",
       "Max_Sea_Level_PressurehPa         1012        1020        1020        1016   \n",
       "Max_TemperatureC                     9           5           7           3   \n",
       "Max_VisibilityKm                    21          22          23          24   \n",
       "Max_Wind_SpeedKm_h                  32          21          34          34   \n",
       "Mean_Dew_PointC                      3          -2          -3          -7   \n",
       "Mean_Humidity                       89          71          61          52   \n",
       "Mean_Sea_Level_PressurehPa        1004        1017        1016        1015   \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_Humidity                        58          51          31          34   \n",
       "Min_Sea_Level_PressurehPa         1001        1012        1014        1014   \n",
       "Min_TemperatureC                     1           1          -1          -1   \n",
       "Min_VisibilitykM                    21          22          23          24   \n",
       "Precipitationmm                   5.08           0           0           0   \n",
       "WindDirDegrees                     191         331          59          67   \n",
       "D_Day                               23          24          25          26   \n",
       "D_DayOfYear                         83          84          85          86   \n",
       "D_Month                              3           3           3           3   \n",
       "D_Day_of_week                        2           3           4           5   \n",
       "D_Year                            2016        2016        2016        2016   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \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",
       "NumberOfSales                     7109        8041        7890        6005   \n",
       "\n",
       "                                     4  \n",
       "StoreID                           1000  \n",
       "Date                        2016-03-27  \n",
       "IsHoliday                            0  \n",
       "IsOpen                               0  \n",
       "HasPromotions                        0  \n",
       "NearestCompetitor                  326  \n",
       "Region                               7  \n",
       "Region_AreaKM2                    9643  \n",
       "Region_GDP                       17130  \n",
       "Region_PopulationK                2770  \n",
       "CloudCover                           8  \n",
       "Max_Dew_PointC                     -10  \n",
       "Max_Humidity                        48  \n",
       "Max_Sea_Level_PressurehPa         1016  \n",
       "Max_TemperatureC                     6  \n",
       "Max_VisibilityKm                    25  \n",
       "Max_Wind_SpeedKm_h                  35  \n",
       "Mean_Dew_PointC                    -12  \n",
       "Mean_Humidity                       34  \n",
       "Mean_Sea_Level_PressurehPa        1013  \n",
       "Mean_TemperatureC                    2  \n",
       "Mean_VisibilityKm                   25  \n",
       "Mean_Wind_SpeedKm_h                 24  \n",
       "Min_Dew_PointC                     -14  \n",
       "Min_Humidity                        13  \n",
       "Min_Sea_Level_PressurehPa         1011  \n",
       "Min_TemperatureC                    -2  \n",
       "Min_VisibilitykM                    25  \n",
       "Precipitationmm                      0  \n",
       "WindDirDegrees                      59  \n",
       "D_Day                               27  \n",
       "D_DayOfYear                         87  \n",
       "D_Month                              3  \n",
       "D_Day_of_week                        6  \n",
       "D_Year                            2016  \n",
       "MeanStoreSales                 7682.75  \n",
       "MeanRegionSales                4698.57  \n",
       "t-14                           7675.45  \n",
       "t-7                            7675.45  \n",
       "t-1                               6005  \n",
       "t-2                               7890  \n",
       "t-9                               6962  \n",
       "t-8                               6618  \n",
       "t-6                               9183  \n",
       "t-15                              5895  \n",
       "t-21                           7675.45  \n",
       "t-13                              6348  \n",
       "t-20                             10110  \n",
       "NumberOfSales                  7675.45  "
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "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": 98,
   "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": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "import modify_dataset as md\n",
    "train = md.get_fake_train(df)\n",
    "test = md.get_fake_test(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(479184, 49)"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(43816, 49)"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Selecting predictive features "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features\n",
      "['IsHoliday', 'HasPromotions', 'NearestCompetitor', 'Region', 'Region_AreaKM2', 'Region_GDP', 'Region_PopulationK', 'CloudCover', 'Max_Dew_PointC', 'Max_Humidity', 'Max_Sea_Level_PressurehPa', 'Max_TemperatureC', 'Max_VisibilityKm', 'Max_Wind_SpeedKm_h', 'Mean_Dew_PointC', 'Mean_Humidity', 'Mean_Sea_Level_PressurehPa', 'Mean_TemperatureC', 'Mean_VisibilityKm', 'Mean_Wind_SpeedKm_h', 'Min_Dew_PointC', 'Min_Humidity', 'Min_Sea_Level_PressurehPa', 'Min_TemperatureC', 'Min_VisibilitykM', 'Precipitationmm', 'WindDirDegrees', 'D_Day', 'D_DayOfYear', 'D_Month', 'D_Day_of_week', 'MeanStoreSales', 'MeanRegionSales', 't-14']\n"
     ]
    }
   ],
   "source": [
    "features = list(train.columns.values)\n",
    "features.remove('NumberOfSales')\n",
    "features.remove('StoreID')\n",
    "features.remove('D_Year')\n",
    "features.remove('Date')\n",
    "features.remove('IsOpen')\n",
    "features.remove('t-1')\n",
    "features.remove('t-7')\n",
    "\n",
    "features.remove('t-9')\n",
    "features.remove('t-8')\n",
    "features.remove('t-6')\n",
    "features.remove('t-15')\n",
    "features.remove('t-21')\n",
    "features.remove('t-13')\n",
    "features.remove('t-20')\n",
    "features.remove('t-2')\n",
    "print(\"features\")\n",
    "\n",
    "print(features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "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>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>0.000000</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>Region</th>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</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>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Dew_PointC</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-5.000000</td>\n",
       "      <td>-10.000000</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>48.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Sea_Level_PressurehPa</th>\n",
       "      <td>1012.000000</td>\n",
       "      <td>1020.000000</td>\n",
       "      <td>1020.000000</td>\n",
       "      <td>1016.000000</td>\n",
       "      <td>1016.000000</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>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_VisibilityKm</th>\n",
       "      <td>21.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>25.000000</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>35.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Dew_PointC</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>-2.000000</td>\n",
       "      <td>-3.000000</td>\n",
       "      <td>-7.000000</td>\n",
       "      <td>-12.000000</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>34.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Sea_Level_PressurehPa</th>\n",
       "      <td>1004.000000</td>\n",
       "      <td>1017.000000</td>\n",
       "      <td>1016.000000</td>\n",
       "      <td>1015.000000</td>\n",
       "      <td>1013.000000</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>2.000000</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>25.000000</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>-14.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Humidity</th>\n",
       "      <td>58.000000</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>13.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Sea_Level_PressurehPa</th>\n",
       "      <td>1001.000000</td>\n",
       "      <td>1012.000000</td>\n",
       "      <td>1014.000000</td>\n",
       "      <td>1014.000000</td>\n",
       "      <td>1011.000000</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>-2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_VisibilitykM</th>\n",
       "      <td>21.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>25.000000</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>WindDirDegrees</th>\n",
       "      <td>191.000000</td>\n",
       "      <td>331.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>59.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Day</th>\n",
       "      <td>23.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>27.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_DayOfYear</th>\n",
       "      <td>83.000000</td>\n",
       "      <td>84.000000</td>\n",
       "      <td>85.000000</td>\n",
       "      <td>86.000000</td>\n",
       "      <td>87.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_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>D_Day_of_week</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanStoreSales</th>\n",
       "      <td>7682.751625</td>\n",
       "      <td>7682.751625</td>\n",
       "      <td>7682.751625</td>\n",
       "      <td>7682.751625</td>\n",
       "      <td>7682.751625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanRegionSales</th>\n",
       "      <td>4698.572717</td>\n",
       "      <td>4698.572717</td>\n",
       "      <td>4698.572717</td>\n",
       "      <td>4698.572717</td>\n",
       "      <td>4698.572717</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>7675.446488</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",
       "Region                          7.000000      7.000000      7.000000   \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_Dew_PointC                  6.000000      0.000000     -1.000000   \n",
       "Max_Humidity                  100.000000     87.000000     93.000000   \n",
       "Max_Sea_Level_PressurehPa    1012.000000   1020.000000   1020.000000   \n",
       "Max_TemperatureC                9.000000      5.000000      7.000000   \n",
       "Max_VisibilityKm               21.000000     22.000000     23.000000   \n",
       "Max_Wind_SpeedKm_h             32.000000     21.000000     34.000000   \n",
       "Mean_Dew_PointC                 3.000000     -2.000000     -3.000000   \n",
       "Mean_Humidity                  89.000000     71.000000     61.000000   \n",
       "Mean_Sea_Level_PressurehPa   1004.000000   1017.000000   1016.000000   \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_Humidity                   58.000000     51.000000     31.000000   \n",
       "Min_Sea_Level_PressurehPa    1001.000000   1012.000000   1014.000000   \n",
       "Min_TemperatureC                1.000000      1.000000     -1.000000   \n",
       "Min_VisibilitykM               21.000000     22.000000     23.000000   \n",
       "Precipitationmm                 5.080000      0.000000      0.000000   \n",
       "WindDirDegrees                191.000000    331.000000     59.000000   \n",
       "D_Day                          23.000000     24.000000     25.000000   \n",
       "D_DayOfYear                    83.000000     84.000000     85.000000   \n",
       "D_Month                         3.000000      3.000000      3.000000   \n",
       "D_Day_of_week                   2.000000      3.000000      4.000000   \n",
       "MeanStoreSales               7682.751625   7682.751625   7682.751625   \n",
       "MeanRegionSales              4698.572717   4698.572717   4698.572717   \n",
       "t-14                         8804.000000   7823.000000   7989.000000   \n",
       "\n",
       "                                       3             4  \n",
       "IsHoliday                       0.000000      0.000000  \n",
       "HasPromotions                   0.000000      0.000000  \n",
       "NearestCompetitor             326.000000    326.000000  \n",
       "Region                          7.000000      7.000000  \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      8.000000  \n",
       "Max_Dew_PointC                 -5.000000    -10.000000  \n",
       "Max_Humidity                   64.000000     48.000000  \n",
       "Max_Sea_Level_PressurehPa    1016.000000   1016.000000  \n",
       "Max_TemperatureC                3.000000      6.000000  \n",
       "Max_VisibilityKm               24.000000     25.000000  \n",
       "Max_Wind_SpeedKm_h             34.000000     35.000000  \n",
       "Mean_Dew_PointC                -7.000000    -12.000000  \n",
       "Mean_Humidity                  52.000000     34.000000  \n",
       "Mean_Sea_Level_PressurehPa   1015.000000   1013.000000  \n",
       "Mean_TemperatureC               1.000000      2.000000  \n",
       "Mean_VisibilityKm              24.000000     25.000000  \n",
       "Mean_Wind_SpeedKm_h            23.000000     24.000000  \n",
       "Min_Dew_PointC                -10.000000    -14.000000  \n",
       "Min_Humidity                   34.000000     13.000000  \n",
       "Min_Sea_Level_PressurehPa    1014.000000   1011.000000  \n",
       "Min_TemperatureC               -1.000000     -2.000000  \n",
       "Min_VisibilitykM               24.000000     25.000000  \n",
       "Precipitationmm                 0.000000      0.000000  \n",
       "WindDirDegrees                 67.000000     59.000000  \n",
       "D_Day                          26.000000     27.000000  \n",
       "D_DayOfYear                    86.000000     87.000000  \n",
       "D_Month                         3.000000      3.000000  \n",
       "D_Day_of_week                   5.000000      6.000000  \n",
       "MeanStoreSales               7682.751625   7682.751625  \n",
       "MeanRegionSales              4698.572717   4698.572717  \n",
       "t-14                         5895.000000   7675.446488  "
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train[features].head().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "_cell_guid": "018cf318-6e90-ff0a-5df8-af606ae38f21"
   },
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "_cell_guid": "b3e3ba0d-11e8-fcc9-e570-c115bcfd95af"
   },
   "outputs": [],
   "source": [
    "model1 = RandomForestRegressor(n_estimators=20, max_depth=20, n_jobs=-1, verbose=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "_cell_guid": "4ca7054e-92a6-6ab3-c758-8503d9b53c29"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "building tree 1 of 20building tree 2 of 20\n",
      "building tree 3 of 20\n",
      "building tree 4 of 20\n",
      "\n",
      "building tree 5 of 20\n",
      "building tree 6 of 20\n",
      "building tree 7 of 20\n",
      "building tree 8 of 20\n",
      "building tree 9 of 20\n",
      "building tree 10 of 20\n",
      "building tree 11 of 20\n",
      "building tree 12 of 20\n",
      "building tree 13 of 20\n",
      "building tree 14 of 20\n",
      "building tree 15 of 20\n",
      "building tree 16 of 20\n",
      "building tree 17 of 20\n",
      "building tree 18 of 20\n",
      "building tree 19 of 20\n",
      "building tree 20 of 20\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Done  20 out of  20 | elapsed:  2.2min 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=20, n_jobs=-1,\n",
       "           oob_score=False, random_state=None, verbose=2, warm_start=False)"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Can I choose to give it numpy arrays or pandas df or I can only pass np arrays?\n",
    "model1.fit(train[features], train['NumberOfSales'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "_cell_guid": "b237139b-3eaa-a348-2717-1f2536b84ede"
   },
   "outputs": [],
   "source": [
    "idx = model1.feature_importances_.argsort()[::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "_cell_guid": "0b7a9919-c9d3-adb9-4fb4-e4cd94b72c99"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x4980413828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(x=df[features].columns[idx], y=model1.feature_importances_[idx])\n",
    "_ = plt.setp(ax.get_xticklabels(), rotation=-90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Mirko\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "43816"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_days = test[((df['D_Month'] == 1) | (df['D_Month'] == 2)) & (df['D_Year'] == 2018)]\n",
    "\n",
    "days = df_days['Date'].loc[:'Date'].values\n",
    "len(days)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "days=list(set(days))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "59"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(days)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['2018-01-01',\n",
       " '2018-01-02',\n",
       " '2018-01-03',\n",
       " '2018-01-04',\n",
       " '2018-01-05',\n",
       " '2018-01-06',\n",
       " '2018-01-07',\n",
       " '2018-01-08',\n",
       " '2018-01-09',\n",
       " '2018-01-10',\n",
       " '2018-01-11',\n",
       " '2018-01-12',\n",
       " '2018-01-13',\n",
       " '2018-01-14',\n",
       " '2018-01-15',\n",
       " '2018-01-16',\n",
       " '2018-01-17',\n",
       " '2018-01-18',\n",
       " '2018-01-19',\n",
       " '2018-01-20',\n",
       " '2018-01-21',\n",
       " '2018-01-22',\n",
       " '2018-01-23',\n",
       " '2018-01-24',\n",
       " '2018-01-25',\n",
       " '2018-01-26',\n",
       " '2018-01-27',\n",
       " '2018-01-28',\n",
       " '2018-01-29',\n",
       " '2018-01-30',\n",
       " '2018-01-31',\n",
       " '2018-02-01',\n",
       " '2018-02-02',\n",
       " '2018-02-03',\n",
       " '2018-02-04',\n",
       " '2018-02-05',\n",
       " '2018-02-06',\n",
       " '2018-02-07',\n",
       " '2018-02-08',\n",
       " '2018-02-09',\n",
       " '2018-02-10',\n",
       " '2018-02-11',\n",
       " '2018-02-12',\n",
       " '2018-02-13',\n",
       " '2018-02-14',\n",
       " '2018-02-15',\n",
       " '2018-02-16',\n",
       " '2018-02-17',\n",
       " '2018-02-18',\n",
       " '2018-02-19',\n",
       " '2018-02-20',\n",
       " '2018-02-21',\n",
       " '2018-02-22',\n",
       " '2018-02-23',\n",
       " '2018-02-24',\n",
       " '2018-02-25',\n",
       " '2018-02-26',\n",
       " '2018-02-27',\n",
       " '2018-02-28']"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "days=sorted(days)\n",
    "days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "lags_list = ['t-14','t-7','t-1','t-2','t-9','t-8','t-6','t-15','t-21','t-13','t-20']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "#saving cheat test to test with perfect lags later\n",
    "test_cheat = md.get_fake_test(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "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>649</th>\n",
       "      <th>650</th>\n",
       "      <th>651</th>\n",
       "      <th>652</th>\n",
       "      <th>653</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>2018-01-01</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>2018-01-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IsHoliday</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>IsOpen</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>HasPromotions</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>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>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>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Dew_PointC</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Humidity</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Sea_Level_PressurehPa</th>\n",
       "      <td>1037</td>\n",
       "      <td>1038</td>\n",
       "      <td>1037</td>\n",
       "      <td>1038</td>\n",
       "      <td>1035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_TemperatureC</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_VisibilityKm</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Wind_SpeedKm_h</th>\n",
       "      <td>26</td>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Dew_PointC</th>\n",
       "      <td>-4</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Humidity</th>\n",
       "      <td>85</td>\n",
       "      <td>89</td>\n",
       "      <td>94</td>\n",
       "      <td>96</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Sea_Level_PressurehPa</th>\n",
       "      <td>1032</td>\n",
       "      <td>1035</td>\n",
       "      <td>1035</td>\n",
       "      <td>1036</td>\n",
       "      <td>1030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_TemperatureC</th>\n",
       "      <td>-3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_VisibilityKm</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Wind_SpeedKm_h</th>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Dew_PointC</th>\n",
       "      <td>-8</td>\n",
       "      <td>-4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Humidity</th>\n",
       "      <td>64</td>\n",
       "      <td>71</td>\n",
       "      <td>84</td>\n",
       "      <td>87</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Sea_Level_PressurehPa</th>\n",
       "      <td>1029</td>\n",
       "      <td>1033</td>\n",
       "      <td>1033</td>\n",
       "      <td>1033</td>\n",
       "      <td>1028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_TemperatureC</th>\n",
       "      <td>-8</td>\n",
       "      <td>-4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_VisibilitykM</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Precipitationmm</th>\n",
       "      <td>0.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WindDirDegrees</th>\n",
       "      <td>226</td>\n",
       "      <td>234</td>\n",
       "      <td>195</td>\n",
       "      <td>205</td>\n",
       "      <td>206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Day</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_DayOfYear</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Month</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>D_Day_of_week</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Year</th>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanStoreSales</th>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanRegionSales</th>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-14</th>\n",
       "      <td>12353</td>\n",
       "      <td>10520</td>\n",
       "      <td>9479</td>\n",
       "      <td>10529</td>\n",
       "      <td>9050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-7</th>\n",
       "      <td>11881</td>\n",
       "      <td>10650</td>\n",
       "      <td>4498</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>7675.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-1</th>\n",
       "      <td>7675.45</td>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-2</th>\n",
       "      <td>8930</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-9</th>\n",
       "      <td>9835</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>11881</td>\n",
       "      <td>10650</td>\n",
       "      <td>4498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-8</th>\n",
       "      <td>7675.45</td>\n",
       "      <td>11881</td>\n",
       "      <td>10650</td>\n",
       "      <td>4498</td>\n",
       "      <td>7675.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-6</th>\n",
       "      <td>10650</td>\n",
       "      <td>4498</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-15</th>\n",
       "      <td>7675.45</td>\n",
       "      <td>12353</td>\n",
       "      <td>10520</td>\n",
       "      <td>9479</td>\n",
       "      <td>10529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-21</th>\n",
       "      <td>7368</td>\n",
       "      <td>6858</td>\n",
       "      <td>5890</td>\n",
       "      <td>6913</td>\n",
       "      <td>7282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-13</th>\n",
       "      <td>10520</td>\n",
       "      <td>9479</td>\n",
       "      <td>10529</td>\n",
       "      <td>9050</td>\n",
       "      <td>9835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-20</th>\n",
       "      <td>6858</td>\n",
       "      <td>5890</td>\n",
       "      <td>6913</td>\n",
       "      <td>7282</td>\n",
       "      <td>9179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NumberOfSales</th>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>6267</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   649         650         651         652  \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-01  2018-01-02  2018-01-03  2018-01-04   \n",
       "IsHoliday                            0           0           0           1   \n",
       "IsOpen                               1           1           1           0   \n",
       "HasPromotions                        0           0           0           0   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           7           7           7   \n",
       "Max_Dew_PointC                       0           1           2           2   \n",
       "Max_Humidity                       100         100         100         100   \n",
       "Max_Sea_Level_PressurehPa         1037        1038        1037        1038   \n",
       "Max_TemperatureC                     2           4           2           3   \n",
       "Max_VisibilityKm                   670         671         672         673   \n",
       "Max_Wind_SpeedKm_h                  26          19          14          19   \n",
       "Mean_Dew_PointC                     -4          -1           1           2   \n",
       "Mean_Humidity                       85          89          94          96   \n",
       "Mean_Sea_Level_PressurehPa        1032        1035        1035        1036   \n",
       "Mean_TemperatureC                   -3           0           1           2   \n",
       "Mean_VisibilityKm                  670         671         672         673   \n",
       "Mean_Wind_SpeedKm_h                 11          10          10           6   \n",
       "Min_Dew_PointC                      -8          -4           0           1   \n",
       "Min_Humidity                        64          71          84          87   \n",
       "Min_Sea_Level_PressurehPa         1029        1033        1033        1033   \n",
       "Min_TemperatureC                    -8          -4           0           1   \n",
       "Min_VisibilitykM                   670         671         672         673   \n",
       "Precipitationmm                   0.25           0           0           0   \n",
       "WindDirDegrees                     226         234         195         205   \n",
       "D_Day                                1           2           3           4   \n",
       "D_DayOfYear                          1           2           3           4   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        0           1           2           3   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                             12353       10520        9479       10529   \n",
       "t-7                              11881       10650        4498     7675.45   \n",
       "t-1                            7675.45        8540       10364        4676   \n",
       "t-2                               8930     7675.45        8540       10364   \n",
       "t-9                               9835     7675.45       11881       10650   \n",
       "t-8                            7675.45       11881       10650        4498   \n",
       "t-6                              10650        4498     7675.45     7675.45   \n",
       "t-15                           7675.45       12353       10520        9479   \n",
       "t-21                              7368        6858        5890        6913   \n",
       "t-13                             10520        9479       10529        9050   \n",
       "t-20                              6858        5890        6913        7282   \n",
       "NumberOfSales                     8540       10364        4676     7675.45   \n",
       "\n",
       "                                   653  \n",
       "StoreID                           1000  \n",
       "Date                        2018-01-05  \n",
       "IsHoliday                            0  \n",
       "IsOpen                               1  \n",
       "HasPromotions                        0  \n",
       "NearestCompetitor                  326  \n",
       "Region                               7  \n",
       "Region_AreaKM2                    9643  \n",
       "Region_GDP                       17130  \n",
       "Region_PopulationK                2770  \n",
       "CloudCover                           6  \n",
       "Max_Dew_PointC                       3  \n",
       "Max_Humidity                       100  \n",
       "Max_Sea_Level_PressurehPa         1035  \n",
       "Max_TemperatureC                     4  \n",
       "Max_VisibilityKm                   674  \n",
       "Max_Wind_SpeedKm_h                  29  \n",
       "Mean_Dew_PointC                      1  \n",
       "Mean_Humidity                       91  \n",
       "Mean_Sea_Level_PressurehPa        1030  \n",
       "Mean_TemperatureC                    2  \n",
       "Mean_VisibilityKm                  674  \n",
       "Mean_Wind_SpeedKm_h                 21  \n",
       "Min_Dew_PointC                      -1  \n",
       "Min_Humidity                        84  \n",
       "Min_Sea_Level_PressurehPa         1028  \n",
       "Min_TemperatureC                     0  \n",
       "Min_VisibilitykM                   674  \n",
       "Precipitationmm                    6.1  \n",
       "WindDirDegrees                     206  \n",
       "D_Day                                5  \n",
       "D_DayOfYear                          5  \n",
       "D_Month                              1  \n",
       "D_Day_of_week                        4  \n",
       "D_Year                            2018  \n",
       "MeanStoreSales                 7682.75  \n",
       "MeanRegionSales                4698.57  \n",
       "t-14                              9050  \n",
       "t-7                            7675.45  \n",
       "t-1                            7675.45  \n",
       "t-2                               4676  \n",
       "t-9                               4498  \n",
       "t-8                            7675.45  \n",
       "t-6                               8930  \n",
       "t-15                             10529  \n",
       "t-21                              7282  \n",
       "t-13                              9835  \n",
       "t-20                              9179  \n",
       "NumberOfSales                     6267  "
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_cheat.head().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train_test = df\n",
    "df_train_test['_NumberOfSales'] = df_train_test['NumberOfSales']\n",
    "df_train_test.loc[((df['D_Month'] == 1) | (df['D_Month'] == 2)) & (df['D_Year'] == 2018),\\\n",
    "                lags_list + ['_NumberOfSales']] = 0\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>649</th>\n",
       "      <th>650</th>\n",
       "      <th>651</th>\n",
       "      <th>652</th>\n",
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       "      <th>654</th>\n",
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       "      <th>522997</th>\n",
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       "      <th>522999</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",
       "      <td>1000</td>\n",
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       "      <td>1748</td>\n",
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       "      <td>1748</td>\n",
       "      <td>1748</td>\n",
       "      <td>1748</td>\n",
       "      <td>1748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>2018-01-06</td>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>2018-01-09</td>\n",
       "      <td>2018-01-10</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-02-19</td>\n",
       "      <td>2018-02-20</td>\n",
       "      <td>2018-02-21</td>\n",
       "      <td>2018-02-22</td>\n",
       "      <td>2018-02-23</td>\n",
       "      <td>2018-02-24</td>\n",
       "      <td>2018-02-25</td>\n",
       "      <td>2018-02-26</td>\n",
       "      <td>2018-02-27</td>\n",
       "      <td>2018-02-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IsHoliday</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HasPromotions</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\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>NearestCompetitor</th>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>...</td>\n",
       "      <td>4607</td>\n",
       "      <td>4607</td>\n",
       "      <td>4607</td>\n",
       "      <td>4607</td>\n",
       "      <td>4607</td>\n",
       "      <td>4607</td>\n",
       "      <td>4607</td>\n",
       "      <td>4607</td>\n",
       "      <td>4607</td>\n",
       "      <td>4607</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",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\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>Region_AreaKM2</th>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>...</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\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",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>...</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\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",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>...</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\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>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Dew_PointC</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>-2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Humidity</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>93</td>\n",
       "      <td>87</td>\n",
       "      <td>93</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>93</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Sea_Level_PressurehPa</th>\n",
       "      <td>1037</td>\n",
       "      <td>1038</td>\n",
       "      <td>1037</td>\n",
       "      <td>1038</td>\n",
       "      <td>1035</td>\n",
       "      <td>1035</td>\n",
       "      <td>1037</td>\n",
       "      <td>1037</td>\n",
       "      <td>1030</td>\n",
       "      <td>1032</td>\n",
       "      <td>...</td>\n",
       "      <td>1023</td>\n",
       "      <td>1040</td>\n",
       "      <td>1042</td>\n",
       "      <td>1038</td>\n",
       "      <td>1026</td>\n",
       "      <td>1005</td>\n",
       "      <td>1012</td>\n",
       "      <td>1009</td>\n",
       "      <td>1016</td>\n",
       "      <td>1022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_TemperatureC</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-2</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_VisibilityKm</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "      <td>...</td>\n",
       "      <td>523011</td>\n",
       "      <td>523012</td>\n",
       "      <td>523013</td>\n",
       "      <td>523014</td>\n",
       "      <td>523015</td>\n",
       "      <td>523016</td>\n",
       "      <td>523017</td>\n",
       "      <td>523018</td>\n",
       "      <td>523019</td>\n",
       "      <td>523020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Wind_SpeedKm_h</th>\n",
       "      <td>26</td>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>29</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>16</td>\n",
       "      <td>21</td>\n",
       "      <td>29</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Dew_PointC</th>\n",
       "      <td>-4</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Humidity</th>\n",
       "      <td>85</td>\n",
       "      <td>89</td>\n",
       "      <td>94</td>\n",
       "      <td>96</td>\n",
       "      <td>91</td>\n",
       "      <td>95</td>\n",
       "      <td>83</td>\n",
       "      <td>90</td>\n",
       "      <td>99</td>\n",
       "      <td>92</td>\n",
       "      <td>...</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>66</td>\n",
       "      <td>71</td>\n",
       "      <td>79</td>\n",
       "      <td>94</td>\n",
       "      <td>82</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Sea_Level_PressurehPa</th>\n",
       "      <td>1032</td>\n",
       "      <td>1035</td>\n",
       "      <td>1035</td>\n",
       "      <td>1036</td>\n",
       "      <td>1030</td>\n",
       "      <td>1026</td>\n",
       "      <td>1032</td>\n",
       "      <td>1033</td>\n",
       "      <td>1026</td>\n",
       "      <td>1029</td>\n",
       "      <td>...</td>\n",
       "      <td>1020</td>\n",
       "      <td>1032</td>\n",
       "      <td>1040</td>\n",
       "      <td>1031</td>\n",
       "      <td>1015</td>\n",
       "      <td>1000</td>\n",
       "      <td>1009</td>\n",
       "      <td>1001</td>\n",
       "      <td>1008</td>\n",
       "      <td>1019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_TemperatureC</th>\n",
       "      <td>-3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_VisibilityKm</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "      <td>...</td>\n",
       "      <td>523011</td>\n",
       "      <td>523012</td>\n",
       "      <td>523013</td>\n",
       "      <td>523014</td>\n",
       "      <td>523015</td>\n",
       "      <td>523016</td>\n",
       "      <td>523017</td>\n",
       "      <td>523018</td>\n",
       "      <td>523019</td>\n",
       "      <td>523020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Wind_SpeedKm_h</th>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "      <td>11</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Dew_PointC</th>\n",
       "      <td>-8</td>\n",
       "      <td>-4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-2</td>\n",
       "      <td>...</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "      <td>-2</td>\n",
       "      <td>-2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Humidity</th>\n",
       "      <td>64</td>\n",
       "      <td>71</td>\n",
       "      <td>84</td>\n",
       "      <td>87</td>\n",
       "      <td>84</td>\n",
       "      <td>86</td>\n",
       "      <td>70</td>\n",
       "      <td>60</td>\n",
       "      <td>93</td>\n",
       "      <td>77</td>\n",
       "      <td>...</td>\n",
       "      <td>69</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>65</td>\n",
       "      <td>40</td>\n",
       "      <td>39</td>\n",
       "      <td>44</td>\n",
       "      <td>81</td>\n",
       "      <td>58</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Sea_Level_PressurehPa</th>\n",
       "      <td>1029</td>\n",
       "      <td>1033</td>\n",
       "      <td>1033</td>\n",
       "      <td>1033</td>\n",
       "      <td>1028</td>\n",
       "      <td>1016</td>\n",
       "      <td>1023</td>\n",
       "      <td>1029</td>\n",
       "      <td>1024</td>\n",
       "      <td>1026</td>\n",
       "      <td>...</td>\n",
       "      <td>1017</td>\n",
       "      <td>1023</td>\n",
       "      <td>1037</td>\n",
       "      <td>1025</td>\n",
       "      <td>1003</td>\n",
       "      <td>997</td>\n",
       "      <td>1004</td>\n",
       "      <td>998</td>\n",
       "      <td>1001</td>\n",
       "      <td>1015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_TemperatureC</th>\n",
       "      <td>-8</td>\n",
       "      <td>-4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>-4</td>\n",
       "      <td>-2</td>\n",
       "      <td>...</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_VisibilitykM</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "      <td>...</td>\n",
       "      <td>523011</td>\n",
       "      <td>523012</td>\n",
       "      <td>523013</td>\n",
       "      <td>523014</td>\n",
       "      <td>523015</td>\n",
       "      <td>523016</td>\n",
       "      <td>523017</td>\n",
       "      <td>523018</td>\n",
       "      <td>523019</td>\n",
       "      <td>523020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Precipitationmm</th>\n",
       "      <td>0.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>7.87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.03</td>\n",
       "      <td>0</td>\n",
       "      <td>7.11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WindDirDegrees</th>\n",
       "      <td>226</td>\n",
       "      <td>234</td>\n",
       "      <td>195</td>\n",
       "      <td>205</td>\n",
       "      <td>206</td>\n",
       "      <td>202</td>\n",
       "      <td>244</td>\n",
       "      <td>198</td>\n",
       "      <td>222</td>\n",
       "      <td>200</td>\n",
       "      <td>...</td>\n",
       "      <td>135</td>\n",
       "      <td>218</td>\n",
       "      <td>111</td>\n",
       "      <td>193</td>\n",
       "      <td>194</td>\n",
       "      <td>214</td>\n",
       "      <td>211</td>\n",
       "      <td>187</td>\n",
       "      <td>198</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Day</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_DayOfYear</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>53</td>\n",
       "      <td>54</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>57</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Month</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Day_of_week</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Year</th>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>...</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanStoreSales</th>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>...</td>\n",
       "      <td>4017.22</td>\n",
       "      <td>4017.22</td>\n",
       "      <td>4017.22</td>\n",
       "      <td>4017.22</td>\n",
       "      <td>4017.22</td>\n",
       "      <td>4017.22</td>\n",
       "      <td>4017.22</td>\n",
       "      <td>4017.22</td>\n",
       "      <td>4017.22</td>\n",
       "      <td>4017.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanRegionSales</th>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>...</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-7</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-6</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-15</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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>NumberOfSales</th>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>6267</td>\n",
       "      <td>5953</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>9075</td>\n",
       "      <td>7856</td>\n",
       "      <td>7423</td>\n",
       "      <td>...</td>\n",
       "      <td>4930</td>\n",
       "      <td>5089</td>\n",
       "      <td>4627</td>\n",
       "      <td>4335</td>\n",
       "      <td>4620</td>\n",
       "      <td>2222</td>\n",
       "      <td>4017.22</td>\n",
       "      <td>2994</td>\n",
       "      <td>3935</td>\n",
       "      <td>3604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_NumberOfSales</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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",
       "<p>50 rows × 43816 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                649         650         651         652     \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-01  2018-01-02  2018-01-03  2018-01-04   \n",
       "IsHoliday                            0           0           0           1   \n",
       "IsOpen                               1           1           1           0   \n",
       "HasPromotions                        0           0           0           0   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           7           7           7   \n",
       "Max_Dew_PointC                       0           1           2           2   \n",
       "Max_Humidity                       100         100         100         100   \n",
       "Max_Sea_Level_PressurehPa         1037        1038        1037        1038   \n",
       "Max_TemperatureC                     2           4           2           3   \n",
       "Max_VisibilityKm                   670         671         672         673   \n",
       "Max_Wind_SpeedKm_h                  26          19          14          19   \n",
       "Mean_Dew_PointC                     -4          -1           1           2   \n",
       "Mean_Humidity                       85          89          94          96   \n",
       "Mean_Sea_Level_PressurehPa        1032        1035        1035        1036   \n",
       "Mean_TemperatureC                   -3           0           1           2   \n",
       "Mean_VisibilityKm                  670         671         672         673   \n",
       "Mean_Wind_SpeedKm_h                 11          10          10           6   \n",
       "Min_Dew_PointC                      -8          -4           0           1   \n",
       "Min_Humidity                        64          71          84          87   \n",
       "Min_Sea_Level_PressurehPa         1029        1033        1033        1033   \n",
       "Min_TemperatureC                    -8          -4           0           1   \n",
       "Min_VisibilitykM                   670         671         672         673   \n",
       "Precipitationmm                   0.25           0           0           0   \n",
       "WindDirDegrees                     226         234         195         205   \n",
       "D_Day                                1           2           3           4   \n",
       "D_DayOfYear                          1           2           3           4   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        0           1           2           3   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                     8540       10364        4676     7675.45   \n",
       "_NumberOfSales                       0           0           0           0   \n",
       "\n",
       "                                653         654         655         656     \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-05  2018-01-06  2018-01-07  2018-01-08   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               1           1           0           1   \n",
       "HasPromotions                        0           0           0           1   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           7           5           3   \n",
       "Max_Dew_PointC                       3           2           2           1   \n",
       "Max_Humidity                       100         100         100         100   \n",
       "Max_Sea_Level_PressurehPa         1035        1035        1037        1037   \n",
       "Max_TemperatureC                     4           3           4           4   \n",
       "Max_VisibilityKm                   674         675         676         677   \n",
       "Max_Wind_SpeedKm_h                  29          24          26          14   \n",
       "Mean_Dew_PointC                      1           1           1          -1   \n",
       "Mean_Humidity                       91          95          83          90   \n",
       "Mean_Sea_Level_PressurehPa        1030        1026        1032        1033   \n",
       "Mean_TemperatureC                    2           1           2           1   \n",
       "Mean_VisibilityKm                  674         675         676         677   \n",
       "Mean_Wind_SpeedKm_h                 21          11          14           8   \n",
       "Min_Dew_PointC                      -1           0           0          -4   \n",
       "Min_Humidity                        84          86          70          60   \n",
       "Min_Sea_Level_PressurehPa         1028        1016        1023        1029   \n",
       "Min_TemperatureC                     0           0           0          -3   \n",
       "Min_VisibilitykM                   674         675         676         677   \n",
       "Precipitationmm                    6.1        7.87           0           0   \n",
       "WindDirDegrees                     206         202         244         198   \n",
       "D_Day                                5           6           7           8   \n",
       "D_DayOfYear                          5           6           7           8   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        4           5           6           0   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                     6267        5953     7675.45        9075   \n",
       "_NumberOfSales                       0           0           0           0   \n",
       "\n",
       "                                657         658        ...          522990  \\\n",
       "StoreID                           1000        1000     ...            1748   \n",
       "Date                        2018-01-09  2018-01-10     ...      2018-02-19   \n",
       "IsHoliday                            0           0     ...               0   \n",
       "IsOpen                               1           1     ...               1   \n",
       "HasPromotions                        1           1     ...               1   \n",
       "NearestCompetitor                  326         326     ...            4607   \n",
       "Region                               7           7     ...               7   \n",
       "Region_AreaKM2                    9643        9643     ...            9643   \n",
       "Region_GDP                       17130       17130     ...           17130   \n",
       "Region_PopulationK                2770        2770     ...            2770   \n",
       "CloudCover                           6           7     ...               8   \n",
       "Max_Dew_PointC                      -2           2     ...               0   \n",
       "Max_Humidity                       100         100     ...              93   \n",
       "Max_Sea_Level_PressurehPa         1030        1032     ...            1023   \n",
       "Max_TemperatureC                    -2           3     ...               3   \n",
       "Max_VisibilityKm                   678         679     ...          523011   \n",
       "Max_Wind_SpeedKm_h                  14          21     ...              10   \n",
       "Mean_Dew_PointC                     -3           1     ...              -1   \n",
       "Mean_Humidity                       99          92     ...              80   \n",
       "Mean_Sea_Level_PressurehPa        1026        1029     ...            1020   \n",
       "Mean_TemperatureC                   -3           1     ...               1   \n",
       "Mean_VisibilityKm                  678         679     ...          523011   \n",
       "Mean_Wind_SpeedKm_h                  5          11     ...               5   \n",
       "Min_Dew_PointC                      -4          -2     ...              -1   \n",
       "Min_Humidity                        93          77     ...              69   \n",
       "Min_Sea_Level_PressurehPa         1024        1026     ...            1017   \n",
       "Min_TemperatureC                    -4          -2     ...              -2   \n",
       "Min_VisibilitykM                   678         679     ...          523011   \n",
       "Precipitationmm                      0           0     ...               0   \n",
       "WindDirDegrees                     222         200     ...             135   \n",
       "D_Day                                9          10     ...              19   \n",
       "D_DayOfYear                          9          10     ...              50   \n",
       "D_Month                              1           1     ...               2   \n",
       "D_Day_of_week                        1           2     ...               0   \n",
       "D_Year                            2018        2018     ...            2018   \n",
       "MeanStoreSales                 7682.75     7682.75     ...         4017.22   \n",
       "MeanRegionSales                4698.57     4698.57     ...         4698.57   \n",
       "t-14                                 0           0     ...               0   \n",
       "t-7                                  0           0     ...               0   \n",
       "t-1                                  0           0     ...               0   \n",
       "t-2                                  0           0     ...               0   \n",
       "t-9                                  0           0     ...               0   \n",
       "t-8                                  0           0     ...               0   \n",
       "t-6                                  0           0     ...               0   \n",
       "t-15                                 0           0     ...               0   \n",
       "t-21                                 0           0     ...               0   \n",
       "t-13                                 0           0     ...               0   \n",
       "t-20                                 0           0     ...               0   \n",
       "NumberOfSales                     7856        7423     ...            4930   \n",
       "_NumberOfSales                       0           0     ...               0   \n",
       "\n",
       "                                522991      522992      522993      522994  \\\n",
       "StoreID                           1748        1748        1748        1748   \n",
       "Date                        2018-02-20  2018-02-21  2018-02-22  2018-02-23   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               1           1           1           1   \n",
       "HasPromotions                        1           1           1           1   \n",
       "NearestCompetitor                 4607        4607        4607        4607   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           7           7           8           6   \n",
       "Max_Dew_PointC                       1           1          -1           2   \n",
       "Max_Humidity                        87          93          87          87   \n",
       "Max_Sea_Level_PressurehPa         1040        1042        1038        1026   \n",
       "Max_TemperatureC                     4           6           2          11   \n",
       "Max_VisibilityKm                523012      523013      523014      523015   \n",
       "Max_Wind_SpeedKm_h                  14          14          19          26   \n",
       "Mean_Dew_PointC                      0           0          -2           0   \n",
       "Mean_Humidity                       80          77          77          66   \n",
       "Mean_Sea_Level_PressurehPa        1032        1040        1031        1015   \n",
       "Mean_TemperatureC                    2           3           1           6   \n",
       "Mean_VisibilityKm               523012      523013      523014      523015   \n",
       "Mean_Wind_SpeedKm_h                  6           5          11          13   \n",
       "Min_Dew_PointC                      -1          -1          -3          -2   \n",
       "Min_Humidity                        67          53          65          40   \n",
       "Min_Sea_Level_PressurehPa         1023        1037        1025        1003   \n",
       "Min_TemperatureC                     1           2           0           1   \n",
       "Min_VisibilitykM                523012      523013      523014      523015   \n",
       "Precipitationmm                      0           0           0           0   \n",
       "WindDirDegrees                     218         111         193         194   \n",
       "D_Day                               20          21          22          23   \n",
       "D_DayOfYear                         51          52          53          54   \n",
       "D_Month                              2           2           2           2   \n",
       "D_Day_of_week                        1           2           3           4   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 4017.22     4017.22     4017.22     4017.22   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                     5089        4627        4335        4620   \n",
       "_NumberOfSales                       0           0           0           0   \n",
       "\n",
       "                                522995      522996      522997      522998  \\\n",
       "StoreID                           1748        1748        1748        1748   \n",
       "Date                        2018-02-24  2018-02-25  2018-02-26  2018-02-27   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               1           0           1           1   \n",
       "HasPromotions                        0           0           0           0   \n",
       "NearestCompetitor                 4607        4607        4607        4607   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           7           5           7           5   \n",
       "Max_Dew_PointC                       4           1           4           2   \n",
       "Max_Humidity                        93         100         100         100   \n",
       "Max_Sea_Level_PressurehPa         1005        1012        1009        1016   \n",
       "Max_TemperatureC                     7           7           4           7   \n",
       "Max_VisibilityKm                523016      523017      523018      523019   \n",
       "Max_Wind_SpeedKm_h                  26          16          21          29   \n",
       "Mean_Dew_PointC                      1          -1           1           2   \n",
       "Mean_Humidity                       71          79          94          82   \n",
       "Mean_Sea_Level_PressurehPa        1000        1009        1001        1008   \n",
       "Mean_TemperatureC                    4           3           2           3   \n",
       "Mean_VisibilityKm               523016      523017      523018      523019   \n",
       "Mean_Wind_SpeedKm_h                 16           6          14          14   \n",
       "Min_Dew_PointC                      -2          -2           0           0   \n",
       "Min_Humidity                        39          44          81          58   \n",
       "Min_Sea_Level_PressurehPa          997        1004         998        1001   \n",
       "Min_TemperatureC                     1          -1           0           1   \n",
       "Min_VisibilitykM                523016      523017      523018      523019   \n",
       "Precipitationmm                   2.03           0        7.11           0   \n",
       "WindDirDegrees                     214         211         187         198   \n",
       "D_Day                               24          25          26          27   \n",
       "D_DayOfYear                         55          56          57          58   \n",
       "D_Month                              2           2           2           2   \n",
       "D_Day_of_week                        5           6           0           1   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 4017.22     4017.22     4017.22     4017.22   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                     2222     4017.22        2994        3935   \n",
       "_NumberOfSales                       0           0           0           0   \n",
       "\n",
       "                                522999  \n",
       "StoreID                           1748  \n",
       "Date                        2018-02-28  \n",
       "IsHoliday                            0  \n",
       "IsOpen                               1  \n",
       "HasPromotions                        0  \n",
       "NearestCompetitor                 4607  \n",
       "Region                               7  \n",
       "Region_AreaKM2                    9643  \n",
       "Region_GDP                       17130  \n",
       "Region_PopulationK                2770  \n",
       "CloudCover                           4  \n",
       "Max_Dew_PointC                       2  \n",
       "Max_Humidity                       100  \n",
       "Max_Sea_Level_PressurehPa         1022  \n",
       "Max_TemperatureC                     8  \n",
       "Max_VisibilityKm                523020  \n",
       "Max_Wind_SpeedKm_h                  19  \n",
       "Mean_Dew_PointC                      1  \n",
       "Mean_Humidity                       82  \n",
       "Mean_Sea_Level_PressurehPa        1019  \n",
       "Mean_TemperatureC                    3  \n",
       "Mean_VisibilityKm               523020  \n",
       "Mean_Wind_SpeedKm_h                  8  \n",
       "Min_Dew_PointC                      -1  \n",
       "Min_Humidity                        49  \n",
       "Min_Sea_Level_PressurehPa         1015  \n",
       "Min_TemperatureC                    -2  \n",
       "Min_VisibilitykM                523020  \n",
       "Precipitationmm                      0  \n",
       "WindDirDegrees                     210  \n",
       "D_Day                               28  \n",
       "D_DayOfYear                         59  \n",
       "D_Month                              2  \n",
       "D_Day_of_week                        2  \n",
       "D_Year                            2018  \n",
       "MeanStoreSales                 4017.22  \n",
       "MeanRegionSales                4698.57  \n",
       "t-14                                 0  \n",
       "t-7                                  0  \n",
       "t-1                                  0  \n",
       "t-2                                  0  \n",
       "t-9                                  0  \n",
       "t-8                                  0  \n",
       "t-6                                  0  \n",
       "t-15                                 0  \n",
       "t-21                                 0  \n",
       "t-13                                 0  \n",
       "t-20                                 0  \n",
       "NumberOfSales                     3604  \n",
       "_NumberOfSales                       0  \n",
       "\n",
       "[50 rows x 43816 columns]"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_test.loc[(df_train_test['D_Year'] == 2018)].T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Mirko\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:16: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  app.launch_new_instance()\n",
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      "[Parallel(n_jobs=4)]: Done  20 out of  20 | elapsed:    0.0s finished\n",
      "[Parallel(n_jobs=4)]: Done  20 out of  20 | elapsed:    0.0s finished\n",
      "[Parallel(n_jobs=4)]: Done  20 out of  20 | elapsed:    0.0s finished\n",
      "[Parallel(n_jobs=4)]: Done  20 out of  20 | elapsed:    0.0s finished\n",
      "[Parallel(n_jobs=4)]: Done  20 out of  20 | elapsed:    0.0s finished\n"
     ]
    }
   ],
   "source": [
    "# in order to avoid to re-run each time the whole notebook\n",
    "df_train_test_ = df_train_test\n",
    "\n",
    "store_rows_shapes = []\n",
    "\n",
    "for d in days:\n",
    "    stores_rows = df_train_test_.loc[(df_train_test_['Date'].values == d)]\n",
    "\n",
    "    store_rows_shapes.append((stores_rows.shape, d))\n",
    "    # stores_rows.head()\n",
    "\n",
    "    lags_ordered = [7, 14, 1, 2, 9, 8, 6, 15, 21, 13, 20]\n",
    "    lags_name = ['t-' + str(i) for i in lags_ordered]\n",
    "\n",
    "    for i in range(len(lags_ordered)):\n",
    "        stores_rows[lags_name[i]] = df_train_test_['_NumberOfSales'].shift(lags_ordered[i])\n",
    "\n",
    "    # stores_pred = model.predict(stores_rows[features])\n",
    "    stores_pred = model1.predict(stores_rows[features])\n",
    "    # print(stores_pred[:5])\n",
    "    df_stores_pred = pd.DataFrame(stores_pred, columns=['_NumberOfSales'], index=stores_rows.index)\n",
    "\n",
    "    new_column = pd.Series(stores_pred, name='_NumberOfSales', index=stores_rows.index)\n",
    "    df_train_test_.update(new_column)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "    .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>2106</th>\n",
       "      <th>2107</th>\n",
       "      <th>2108</th>\n",
       "      <th>2109</th>\n",
       "      <th>2110</th>\n",
       "      <th>2111</th>\n",
       "      <th>2112</th>\n",
       "      <th>2113</th>\n",
       "      <th>2114</th>\n",
       "      <th>2115</th>\n",
       "      <th>...</th>\n",
       "      <th>2146</th>\n",
       "      <th>2147</th>\n",
       "      <th>2148</th>\n",
       "      <th>2149</th>\n",
       "      <th>2150</th>\n",
       "      <th>2151</th>\n",
       "      <th>2152</th>\n",
       "      <th>2153</th>\n",
       "      <th>2154</th>\n",
       "      <th>2155</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>StoreID</th>\n",
       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
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       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
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       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
       "      <td>1002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>2018-01-06</td>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>2018-01-09</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-02-09</td>\n",
       "      <td>2018-02-10</td>\n",
       "      <td>2018-02-11</td>\n",
       "      <td>2018-02-12</td>\n",
       "      <td>2018-02-13</td>\n",
       "      <td>2018-02-14</td>\n",
       "      <td>2018-02-15</td>\n",
       "      <td>2018-02-16</td>\n",
       "      <td>2018-02-17</td>\n",
       "      <td>2018-02-18</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HasPromotions</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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>NearestCompetitor</th>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>...</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "      <td>370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\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>Region_AreaKM2</th>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>...</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "      <td>407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region_GDP</th>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>...</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "      <td>13155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region_PopulationK</th>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>...</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "      <td>1584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CloudCover</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Dew_PointC</th>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Humidity</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>93</td>\n",
       "      <td>87</td>\n",
       "      <td>93</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>75</td>\n",
       "      <td>100</td>\n",
       "      <td>93</td>\n",
       "      <td>87</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Sea_Level_PressurehPa</th>\n",
       "      <td>1027</td>\n",
       "      <td>1034</td>\n",
       "      <td>1034</td>\n",
       "      <td>1032</td>\n",
       "      <td>1034</td>\n",
       "      <td>1025</td>\n",
       "      <td>1023</td>\n",
       "      <td>1029</td>\n",
       "      <td>1029</td>\n",
       "      <td>1028</td>\n",
       "      <td>...</td>\n",
       "      <td>1032</td>\n",
       "      <td>1032</td>\n",
       "      <td>1024</td>\n",
       "      <td>1023</td>\n",
       "      <td>1029</td>\n",
       "      <td>1029</td>\n",
       "      <td>1026</td>\n",
       "      <td>1023</td>\n",
       "      <td>1016</td>\n",
       "      <td>1023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_TemperatureC</th>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_VisibilityKm</th>\n",
       "      <td>2127</td>\n",
       "      <td>2128</td>\n",
       "      <td>2129</td>\n",
       "      <td>2130</td>\n",
       "      <td>2131</td>\n",
       "      <td>2132</td>\n",
       "      <td>2133</td>\n",
       "      <td>2134</td>\n",
       "      <td>2135</td>\n",
       "      <td>2136</td>\n",
       "      <td>...</td>\n",
       "      <td>2167</td>\n",
       "      <td>2168</td>\n",
       "      <td>2169</td>\n",
       "      <td>2170</td>\n",
       "      <td>2171</td>\n",
       "      <td>2172</td>\n",
       "      <td>2173</td>\n",
       "      <td>2174</td>\n",
       "      <td>2175</td>\n",
       "      <td>2176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Wind_SpeedKm_h</th>\n",
       "      <td>23</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>29</td>\n",
       "      <td>37</td>\n",
       "      <td>47</td>\n",
       "      <td>27</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>23</td>\n",
       "      <td>19</td>\n",
       "      <td>11</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Dew_PointC</th>\n",
       "      <td>-7</td>\n",
       "      <td>-4</td>\n",
       "      <td>-2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-5</td>\n",
       "      <td>-2</td>\n",
       "      <td>-6</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>-2</td>\n",
       "      <td>-2</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Humidity</th>\n",
       "      <td>89</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>100</td>\n",
       "      <td>88</td>\n",
       "      <td>76</td>\n",
       "      <td>71</td>\n",
       "      <td>78</td>\n",
       "      <td>92</td>\n",
       "      <td>94</td>\n",
       "      <td>...</td>\n",
       "      <td>92</td>\n",
       "      <td>96</td>\n",
       "      <td>54</td>\n",
       "      <td>90</td>\n",
       "      <td>84</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>82</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Sea_Level_PressurehPa</th>\n",
       "      <td>1022</td>\n",
       "      <td>1028</td>\n",
       "      <td>1030</td>\n",
       "      <td>1030</td>\n",
       "      <td>1031</td>\n",
       "      <td>1018</td>\n",
       "      <td>1017</td>\n",
       "      <td>1021</td>\n",
       "      <td>1027</td>\n",
       "      <td>1026</td>\n",
       "      <td>...</td>\n",
       "      <td>1031</td>\n",
       "      <td>1024</td>\n",
       "      <td>1019</td>\n",
       "      <td>1019</td>\n",
       "      <td>1026</td>\n",
       "      <td>1027</td>\n",
       "      <td>1023</td>\n",
       "      <td>1019</td>\n",
       "      <td>1014</td>\n",
       "      <td>1019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_TemperatureC</th>\n",
       "      <td>-6</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_VisibilityKm</th>\n",
       "      <td>2127</td>\n",
       "      <td>2128</td>\n",
       "      <td>2129</td>\n",
       "      <td>2130</td>\n",
       "      <td>2131</td>\n",
       "      <td>2132</td>\n",
       "      <td>2133</td>\n",
       "      <td>2134</td>\n",
       "      <td>2135</td>\n",
       "      <td>2136</td>\n",
       "      <td>...</td>\n",
       "      <td>2167</td>\n",
       "      <td>2168</td>\n",
       "      <td>2169</td>\n",
       "      <td>2170</td>\n",
       "      <td>2171</td>\n",
       "      <td>2172</td>\n",
       "      <td>2173</td>\n",
       "      <td>2174</td>\n",
       "      <td>2175</td>\n",
       "      <td>2176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Wind_SpeedKm_h</th>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>16</td>\n",
       "      <td>24</td>\n",
       "      <td>31</td>\n",
       "      <td>23</td>\n",
       "      <td>16</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>21</td>\n",
       "      <td>16</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Dew_PointC</th>\n",
       "      <td>-9</td>\n",
       "      <td>-7</td>\n",
       "      <td>-5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>-2</td>\n",
       "      <td>...</td>\n",
       "      <td>-7</td>\n",
       "      <td>-9</td>\n",
       "      <td>-12</td>\n",
       "      <td>-4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>-5</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Humidity</th>\n",
       "      <td>75</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>97</td>\n",
       "      <td>72</td>\n",
       "      <td>55</td>\n",
       "      <td>52</td>\n",
       "      <td>59</td>\n",
       "      <td>83</td>\n",
       "      <td>85</td>\n",
       "      <td>...</td>\n",
       "      <td>83</td>\n",
       "      <td>75</td>\n",
       "      <td>21</td>\n",
       "      <td>65</td>\n",
       "      <td>76</td>\n",
       "      <td>74</td>\n",
       "      <td>66</td>\n",
       "      <td>50</td>\n",
       "      <td>44</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Sea_Level_PressurehPa</th>\n",
       "      <td>1014</td>\n",
       "      <td>1022</td>\n",
       "      <td>1029</td>\n",
       "      <td>1029</td>\n",
       "      <td>1024</td>\n",
       "      <td>1015</td>\n",
       "      <td>1011</td>\n",
       "      <td>1013</td>\n",
       "      <td>1025</td>\n",
       "      <td>1023</td>\n",
       "      <td>...</td>\n",
       "      <td>1029</td>\n",
       "      <td>1013</td>\n",
       "      <td>1013</td>\n",
       "      <td>1017</td>\n",
       "      <td>1022</td>\n",
       "      <td>1025</td>\n",
       "      <td>1022</td>\n",
       "      <td>1016</td>\n",
       "      <td>1013</td>\n",
       "      <td>1015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_TemperatureC</th>\n",
       "      <td>-8</td>\n",
       "      <td>-7</td>\n",
       "      <td>-8</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>...</td>\n",
       "      <td>-7</td>\n",
       "      <td>-8</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_VisibilitykM</th>\n",
       "      <td>2127</td>\n",
       "      <td>2128</td>\n",
       "      <td>2129</td>\n",
       "      <td>2130</td>\n",
       "      <td>2131</td>\n",
       "      <td>2132</td>\n",
       "      <td>2133</td>\n",
       "      <td>2134</td>\n",
       "      <td>2135</td>\n",
       "      <td>2136</td>\n",
       "      <td>...</td>\n",
       "      <td>2167</td>\n",
       "      <td>2168</td>\n",
       "      <td>2169</td>\n",
       "      <td>2170</td>\n",
       "      <td>2171</td>\n",
       "      <td>2172</td>\n",
       "      <td>2173</td>\n",
       "      <td>2174</td>\n",
       "      <td>2175</td>\n",
       "      <td>2176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Precipitationmm</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.02</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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>WindDirDegrees</th>\n",
       "      <td>305</td>\n",
       "      <td>293</td>\n",
       "      <td>218</td>\n",
       "      <td>258</td>\n",
       "      <td>250</td>\n",
       "      <td>243</td>\n",
       "      <td>259</td>\n",
       "      <td>295</td>\n",
       "      <td>289</td>\n",
       "      <td>132</td>\n",
       "      <td>...</td>\n",
       "      <td>44</td>\n",
       "      <td>265</td>\n",
       "      <td>318</td>\n",
       "      <td>284</td>\n",
       "      <td>290</td>\n",
       "      <td>265</td>\n",
       "      <td>159</td>\n",
       "      <td>179</td>\n",
       "      <td>102</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Day</th>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_DayOfYear</th>\n",
       "      <td>365</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>41</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>48</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Month</th>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Day_of_week</th>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Year</th>\n",
       "      <td>2017</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>...</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanStoreSales</th>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>...</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4968.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanRegionSales</th>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>...</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "      <td>5828.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-14</th>\n",
       "      <td>4968.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-7</th>\n",
       "      <td>4968.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-1</th>\n",
       "      <td>5110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-2</th>\n",
       "      <td>4968.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-9</th>\n",
       "      <td>5868</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-8</th>\n",
       "      <td>4587</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-6</th>\n",
       "      <td>5708</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-15</th>\n",
       "      <td>5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-21</th>\n",
       "      <td>4968.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-13</th>\n",
       "      <td>7483</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-20</th>\n",
       "      <td>5029</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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>NumberOfSales</th>\n",
       "      <td>4968.05</td>\n",
       "      <td>5892</td>\n",
       "      <td>5753</td>\n",
       "      <td>2498</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>5054</td>\n",
       "      <td>4517</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>6224</td>\n",
       "      <td>5619</td>\n",
       "      <td>...</td>\n",
       "      <td>4844</td>\n",
       "      <td>3635</td>\n",
       "      <td>4968.05</td>\n",
       "      <td>4953</td>\n",
       "      <td>4215</td>\n",
       "      <td>3845</td>\n",
       "      <td>4442</td>\n",
       "      <td>4413</td>\n",
       "      <td>4372</td>\n",
       "      <td>4968.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_NumberOfSales</th>\n",
       "      <td>4968.05</td>\n",
       "      <td>7041.8</td>\n",
       "      <td>5735.7</td>\n",
       "      <td>4111.01</td>\n",
       "      <td>5025.22</td>\n",
       "      <td>4812.29</td>\n",
       "      <td>3068.19</td>\n",
       "      <td>4547.88</td>\n",
       "      <td>6589.26</td>\n",
       "      <td>6518.94</td>\n",
       "      <td>...</td>\n",
       "      <td>6098.16</td>\n",
       "      <td>4214.9</td>\n",
       "      <td>4964.8</td>\n",
       "      <td>4580.89</td>\n",
       "      <td>4792.85</td>\n",
       "      <td>4402.4</td>\n",
       "      <td>4229.34</td>\n",
       "      <td>4265.58</td>\n",
       "      <td>3919.3</td>\n",
       "      <td>5312.16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 50 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  2106        2107        2108        2109  \\\n",
       "StoreID                           1002        1002        1002        1002   \n",
       "Date                        2017-12-31  2018-01-01  2018-01-02  2018-01-03   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               0           1           1           1   \n",
       "HasPromotions                        0           0           0           0   \n",
       "NearestCompetitor                  370         370         370         370   \n",
       "Region                               3           3           3           3   \n",
       "Region_AreaKM2                     407         407         407         407   \n",
       "Region_GDP                       13155       13155       13155       13155   \n",
       "Region_PopulationK                1584        1584        1584        1584   \n",
       "CloudCover                           5           6           7           7   \n",
       "Max_Dew_PointC                      -3          -3           1           4   \n",
       "Max_Humidity                       100         100         100         100   \n",
       "Max_Sea_Level_PressurehPa         1027        1034        1034        1032   \n",
       "Max_TemperatureC                    -3          -2           1           4   \n",
       "Max_VisibilityKm                  2127        2128        2129        2130   \n",
       "Max_Wind_SpeedKm_h                  23          14          14          19   \n",
       "Mean_Dew_PointC                     -7          -4          -2           2   \n",
       "Mean_Humidity                       89          96          96         100   \n",
       "Mean_Sea_Level_PressurehPa        1022        1028        1030        1030   \n",
       "Mean_TemperatureC                   -6          -4          -3           2   \n",
       "Mean_VisibilityKm                 2127        2128        2129        2130   \n",
       "Mean_Wind_SpeedKm_h                 11           8           8          11   \n",
       "Min_Dew_PointC                      -9          -7          -5           1   \n",
       "Min_Humidity                        75          86          86          97   \n",
       "Min_Sea_Level_PressurehPa         1014        1022        1029        1029   \n",
       "Min_TemperatureC                    -8          -7          -8          -1   \n",
       "Min_VisibilitykM                  2127        2128        2129        2130   \n",
       "Precipitationmm                      0           0        0.51        0.76   \n",
       "WindDirDegrees                     305         293         218         258   \n",
       "D_Day                               31           1           2           3   \n",
       "D_DayOfYear                        365           1           2           3   \n",
       "D_Month                             12           1           1           1   \n",
       "D_Day_of_week                        6           0           1           2   \n",
       "D_Year                            2017        2018        2018        2018   \n",
       "MeanStoreSales                 4968.05     4968.05     4968.05     4968.05   \n",
       "MeanRegionSales                5828.77     5828.77     5828.77     5828.77   \n",
       "t-14                           4968.05           0           0           0   \n",
       "t-7                            4968.05           0           0           0   \n",
       "t-1                               5110           0           0           0   \n",
       "t-2                            4968.05           0           0           0   \n",
       "t-9                               5868           0           0           0   \n",
       "t-8                               4587           0           0           0   \n",
       "t-6                               5708           0           0           0   \n",
       "t-15                              5000           0           0           0   \n",
       "t-21                           4968.05           0           0           0   \n",
       "t-13                              7483           0           0           0   \n",
       "t-20                              5029           0           0           0   \n",
       "NumberOfSales                  4968.05        5892        5753        2498   \n",
       "_NumberOfSales                 4968.05      7041.8      5735.7     4111.01   \n",
       "\n",
       "                                  2110        2111        2112        2113  \\\n",
       "StoreID                           1002        1002        1002        1002   \n",
       "Date                        2018-01-04  2018-01-05  2018-01-06  2018-01-07   \n",
       "IsHoliday                            1           0           0           0   \n",
       "IsOpen                               0           1           1           0   \n",
       "HasPromotions                        0           0           0           0   \n",
       "NearestCompetitor                  370         370         370         370   \n",
       "Region                               3           3           3           3   \n",
       "Region_AreaKM2                     407         407         407         407   \n",
       "Region_GDP                       13155       13155       13155       13155   \n",
       "Region_PopulationK                1584        1584        1584        1584   \n",
       "CloudCover                           6           6           6           5   \n",
       "Max_Dew_PointC                       4           6           2           2   \n",
       "Max_Humidity                       100          93          87          93   \n",
       "Max_Sea_Level_PressurehPa         1034        1025        1023        1029   \n",
       "Max_TemperatureC                     5           8           5           5   \n",
       "Max_VisibilityKm                  2131        2132        2133        2134   \n",
       "Max_Wind_SpeedKm_h                  29          37          47          27   \n",
       "Mean_Dew_PointC                      2           2           0           1   \n",
       "Mean_Humidity                       88          76          71          78   \n",
       "Mean_Sea_Level_PressurehPa        1031        1018        1017        1021   \n",
       "Mean_TemperatureC                    3           4           4           3   \n",
       "Mean_VisibilityKm                 2131        2132        2133        2134   \n",
       "Mean_Wind_SpeedKm_h                 16          24          31          23   \n",
       "Min_Dew_PointC                       0           0          -1          -1   \n",
       "Min_Humidity                        72          55          52          59   \n",
       "Min_Sea_Level_PressurehPa         1024        1015        1011        1013   \n",
       "Min_TemperatureC                     2           2           3           1   \n",
       "Min_VisibilitykM                  2131        2132        2133        2134   \n",
       "Precipitationmm                      0        0.76           0           0   \n",
       "WindDirDegrees                     250         243         259         295   \n",
       "D_Day                                4           5           6           7   \n",
       "D_DayOfYear                          4           5           6           7   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        3           4           5           6   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 4968.05     4968.05     4968.05     4968.05   \n",
       "MeanRegionSales                5828.77     5828.77     5828.77     5828.77   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                  4968.05        5054        4517     4968.05   \n",
       "_NumberOfSales                 5025.22     4812.29     3068.19     4547.88   \n",
       "\n",
       "                                  2114        2115     ...            2146  \\\n",
       "StoreID                           1002        1002     ...            1002   \n",
       "Date                        2018-01-08  2018-01-09     ...      2018-02-09   \n",
       "IsHoliday                            0           0     ...               0   \n",
       "IsOpen                               1           1     ...               1   \n",
       "HasPromotions                        1           1     ...               1   \n",
       "NearestCompetitor                  370         370     ...             370   \n",
       "Region                               3           3     ...               3   \n",
       "Region_AreaKM2                     407         407     ...             407   \n",
       "Region_GDP                       13155       13155     ...           13155   \n",
       "Region_PopulationK                1584        1584     ...            1584   \n",
       "CloudCover                           7           7     ...               5   \n",
       "Max_Dew_PointC                       4           3     ...              -3   \n",
       "Max_Humidity                       100         100     ...             100   \n",
       "Max_Sea_Level_PressurehPa         1029        1028     ...            1032   \n",
       "Max_TemperatureC                     4           2     ...              -3   \n",
       "Max_VisibilityKm                  2135        2136     ...            2167   \n",
       "Max_Wind_SpeedKm_h                  26          27     ...              16   \n",
       "Mean_Dew_PointC                      2           1     ...              -5   \n",
       "Mean_Humidity                       92          94     ...              92   \n",
       "Mean_Sea_Level_PressurehPa        1027        1026     ...            1031   \n",
       "Mean_TemperatureC                    2           1     ...              -4   \n",
       "Mean_VisibilityKm                 2135        2136     ...            2167   \n",
       "Mean_Wind_SpeedKm_h                 16          10     ...              10   \n",
       "Min_Dew_PointC                       0          -2     ...              -7   \n",
       "Min_Humidity                        83          85     ...              83   \n",
       "Min_Sea_Level_PressurehPa         1025        1023     ...            1029   \n",
       "Min_TemperatureC                     1          -1     ...              -7   \n",
       "Min_VisibilitykM                  2135        2136     ...            2167   \n",
       "Precipitationmm                   1.02           0     ...               0   \n",
       "WindDirDegrees                     289         132     ...              44   \n",
       "D_Day                                8           9     ...               9   \n",
       "D_DayOfYear                          8           9     ...              40   \n",
       "D_Month                              1           1     ...               2   \n",
       "D_Day_of_week                        0           1     ...               4   \n",
       "D_Year                            2018        2018     ...            2018   \n",
       "MeanStoreSales                 4968.05     4968.05     ...         4968.05   \n",
       "MeanRegionSales                5828.77     5828.77     ...         5828.77   \n",
       "t-14                                 0           0     ...               0   \n",
       "t-7                                  0           0     ...               0   \n",
       "t-1                                  0           0     ...               0   \n",
       "t-2                                  0           0     ...               0   \n",
       "t-9                                  0           0     ...               0   \n",
       "t-8                                  0           0     ...               0   \n",
       "t-6                                  0           0     ...               0   \n",
       "t-15                                 0           0     ...               0   \n",
       "t-21                                 0           0     ...               0   \n",
       "t-13                                 0           0     ...               0   \n",
       "t-20                                 0           0     ...               0   \n",
       "NumberOfSales                     6224        5619     ...            4844   \n",
       "_NumberOfSales                 6589.26     6518.94     ...         6098.16   \n",
       "\n",
       "                                  2147        2148        2149        2150  \\\n",
       "StoreID                           1002        1002        1002        1002   \n",
       "Date                        2018-02-10  2018-02-11  2018-02-12  2018-02-13   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               1           0           1           1   \n",
       "HasPromotions                        0           0           0           0   \n",
       "NearestCompetitor                  370         370         370         370   \n",
       "Region                               3           3           3           3   \n",
       "Region_AreaKM2                     407         407         407         407   \n",
       "Region_GDP                       13155       13155       13155       13155   \n",
       "Region_PopulationK                1584        1584        1584        1584   \n",
       "CloudCover                           6           4           7           7   \n",
       "Max_Dew_PointC                       2           1           4           4   \n",
       "Max_Humidity                       100          75         100          93   \n",
       "Max_Sea_Level_PressurehPa         1032        1024        1023        1029   \n",
       "Max_TemperatureC                     4           3           6           6   \n",
       "Max_VisibilityKm                  2168        2169        2170        2171   \n",
       "Max_Wind_SpeedKm_h                  29          29          23          19   \n",
       "Mean_Dew_PointC                     -2          -6           3           3   \n",
       "Mean_Humidity                       96          54          90          84   \n",
       "Mean_Sea_Level_PressurehPa        1024        1019        1019        1026   \n",
       "Mean_TemperatureC                   -2           1           2           5   \n",
       "Mean_VisibilityKm                 2168        2169        2170        2171   \n",
       "Mean_Wind_SpeedKm_h                 13          21          16          11   \n",
       "Min_Dew_PointC                      -9         -12          -4           2   \n",
       "Min_Humidity                        75          21          65          76   \n",
       "Min_Sea_Level_PressurehPa         1013        1013        1017        1022   \n",
       "Min_TemperatureC                    -8          -1          -1           4   \n",
       "Min_VisibilitykM                  2168        2169        2170        2171   \n",
       "Precipitationmm                      0           0           0           0   \n",
       "WindDirDegrees                     265         318         284         290   \n",
       "D_Day                               10          11          12          13   \n",
       "D_DayOfYear                         41          42          43          44   \n",
       "D_Month                              2           2           2           2   \n",
       "D_Day_of_week                        5           6           0           1   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 4968.05     4968.05     4968.05     4968.05   \n",
       "MeanRegionSales                5828.77     5828.77     5828.77     5828.77   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                     3635     4968.05        4953        4215   \n",
       "_NumberOfSales                  4214.9      4964.8     4580.89     4792.85   \n",
       "\n",
       "                                  2151        2152        2153        2154  \\\n",
       "StoreID                           1002        1002        1002        1002   \n",
       "Date                        2018-02-14  2018-02-15  2018-02-16  2018-02-17   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               1           1           1           1   \n",
       "HasPromotions                        0           0           0           0   \n",
       "NearestCompetitor                  370         370         370         370   \n",
       "Region                               3           3           3           3   \n",
       "Region_AreaKM2                     407         407         407         407   \n",
       "Region_GDP                       13155       13155       13155       13155   \n",
       "Region_PopulationK                1584        1584        1584        1584   \n",
       "CloudCover                           7           5           7           0   \n",
       "Max_Dew_PointC                       3           1           0          -1   \n",
       "Max_Humidity                        87         100         100          93   \n",
       "Max_Sea_Level_PressurehPa         1029        1026        1023        1016   \n",
       "Max_TemperatureC                     5           6           6           7   \n",
       "Max_VisibilityKm                  2172        2173        2174        2175   \n",
       "Max_Wind_SpeedKm_h                  11          14          14          16   \n",
       "Mean_Dew_PointC                      2          -1          -2          -2   \n",
       "Mean_Humidity                       82          83          82          76   \n",
       "Mean_Sea_Level_PressurehPa        1027        1023        1019        1014   \n",
       "Mean_TemperatureC                    4           1           1           2   \n",
       "Mean_VisibilityKm                 2172        2173        2174        2175   \n",
       "Mean_Wind_SpeedKm_h                  6           8           8           8   \n",
       "Min_Dew_PointC                       1          -5          -4          -4   \n",
       "Min_Humidity                        74          66          50          44   \n",
       "Min_Sea_Level_PressurehPa         1025        1022        1016        1013   \n",
       "Min_TemperatureC                     4          -4          -4          -3   \n",
       "Min_VisibilitykM                  2172        2173        2174        2175   \n",
       "Precipitationmm                      0           0           0           0   \n",
       "WindDirDegrees                     265         159         179         102   \n",
       "D_Day                               14          15          16          17   \n",
       "D_DayOfYear                         45          46          47          48   \n",
       "D_Month                              2           2           2           2   \n",
       "D_Day_of_week                        2           3           4           5   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 4968.05     4968.05     4968.05     4968.05   \n",
       "MeanRegionSales                5828.77     5828.77     5828.77     5828.77   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                     3845        4442        4413        4372   \n",
       "_NumberOfSales                  4402.4     4229.34     4265.58      3919.3   \n",
       "\n",
       "                                  2155  \n",
       "StoreID                           1002  \n",
       "Date                        2018-02-18  \n",
       "IsHoliday                            0  \n",
       "IsOpen                               0  \n",
       "HasPromotions                        0  \n",
       "NearestCompetitor                  370  \n",
       "Region                               3  \n",
       "Region_AreaKM2                     407  \n",
       "Region_GDP                       13155  \n",
       "Region_PopulationK                1584  \n",
       "CloudCover                           2  \n",
       "Max_Dew_PointC                       1  \n",
       "Max_Humidity                        93  \n",
       "Max_Sea_Level_PressurehPa         1023  \n",
       "Max_TemperatureC                     8  \n",
       "Max_VisibilityKm                  2176  \n",
       "Max_Wind_SpeedKm_h                  26  \n",
       "Mean_Dew_PointC                     -1  \n",
       "Mean_Humidity                       76  \n",
       "Mean_Sea_Level_PressurehPa        1019  \n",
       "Mean_TemperatureC                    3  \n",
       "Mean_VisibilityKm                 2176  \n",
       "Mean_Wind_SpeedKm_h                 11  \n",
       "Min_Dew_PointC                      -3  \n",
       "Min_Humidity                        47  \n",
       "Min_Sea_Level_PressurehPa         1015  \n",
       "Min_TemperatureC                    -2  \n",
       "Min_VisibilitykM                  2176  \n",
       "Precipitationmm                      0  \n",
       "WindDirDegrees                      64  \n",
       "D_Day                               18  \n",
       "D_DayOfYear                         49  \n",
       "D_Month                              2  \n",
       "D_Day_of_week                        6  \n",
       "D_Year                            2018  \n",
       "MeanStoreSales                 4968.05  \n",
       "MeanRegionSales                5828.77  \n",
       "t-14                                 0  \n",
       "t-7                                  0  \n",
       "t-1                                  0  \n",
       "t-2                                  0  \n",
       "t-9                                  0  \n",
       "t-8                                  0  \n",
       "t-6                                  0  \n",
       "t-15                                 0  \n",
       "t-21                                 0  \n",
       "t-13                                 0  \n",
       "t-20                                 0  \n",
       "NumberOfSales                  4968.05  \n",
       "_NumberOfSales                 5312.16  \n",
       "\n",
       "[50 rows x 50 columns]"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = 2106\n",
    "df_train_test_[n:n+50].T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = df_train_test_[((df['D_Month'] == 1) | (df['D_Month'] == 2)) & (df['D_Year'] == 2018)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(43816, 50)\n"
     ]
    },
    {
     "data": {
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       "      <th>Region_PopulationK</th>\n",
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       "      <th>CloudCover</th>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
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       "      <td>7</td>\n",
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       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>Max_Dew_PointC</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>-2</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
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       "      <th>Max_Humidity</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>88</td>\n",
       "      <td>76</td>\n",
       "      <td>87</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Sea_Level_PressurehPa</th>\n",
       "      <td>1037</td>\n",
       "      <td>1038</td>\n",
       "      <td>1037</td>\n",
       "      <td>1038</td>\n",
       "      <td>1035</td>\n",
       "      <td>1035</td>\n",
       "      <td>1037</td>\n",
       "      <td>1037</td>\n",
       "      <td>1030</td>\n",
       "      <td>1032</td>\n",
       "      <td>1031</td>\n",
       "      <td>1031</td>\n",
       "      <td>1016</td>\n",
       "      <td>1025</td>\n",
       "      <td>1025</td>\n",
       "      <td>1019</td>\n",
       "      <td>1019</td>\n",
       "      <td>1018</td>\n",
       "      <td>1009</td>\n",
       "      <td>1019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_TemperatureC</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-2</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_VisibilityKm</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "      <td>680</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Wind_SpeedKm_h</th>\n",
       "      <td>26</td>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>29</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>45</td>\n",
       "      <td>47</td>\n",
       "      <td>55</td>\n",
       "      <td>47</td>\n",
       "      <td>40</td>\n",
       "      <td>50</td>\n",
       "      <td>39</td>\n",
       "      <td>32</td>\n",
       "      <td>35</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Dew_PointC</th>\n",
       "      <td>-4</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Humidity</th>\n",
       "      <td>85</td>\n",
       "      <td>89</td>\n",
       "      <td>94</td>\n",
       "      <td>96</td>\n",
       "      <td>91</td>\n",
       "      <td>95</td>\n",
       "      <td>83</td>\n",
       "      <td>90</td>\n",
       "      <td>99</td>\n",
       "      <td>92</td>\n",
       "      <td>91</td>\n",
       "      <td>78</td>\n",
       "      <td>73</td>\n",
       "      <td>59</td>\n",
       "      <td>73</td>\n",
       "      <td>57</td>\n",
       "      <td>77</td>\n",
       "      <td>71</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Sea_Level_PressurehPa</th>\n",
       "      <td>1032</td>\n",
       "      <td>1035</td>\n",
       "      <td>1035</td>\n",
       "      <td>1036</td>\n",
       "      <td>1030</td>\n",
       "      <td>1026</td>\n",
       "      <td>1032</td>\n",
       "      <td>1033</td>\n",
       "      <td>1026</td>\n",
       "      <td>1029</td>\n",
       "      <td>1026</td>\n",
       "      <td>1023</td>\n",
       "      <td>1014</td>\n",
       "      <td>1020</td>\n",
       "      <td>1021</td>\n",
       "      <td>1012</td>\n",
       "      <td>1013</td>\n",
       "      <td>1008</td>\n",
       "      <td>1007</td>\n",
       "      <td>1014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_TemperatureC</th>\n",
       "      <td>-3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_VisibilityKm</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "      <td>680</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Wind_SpeedKm_h</th>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "      <td>11</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>35</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>21</td>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Dew_PointC</th>\n",
       "      <td>-8</td>\n",
       "      <td>-4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Humidity</th>\n",
       "      <td>64</td>\n",
       "      <td>71</td>\n",
       "      <td>84</td>\n",
       "      <td>87</td>\n",
       "      <td>84</td>\n",
       "      <td>86</td>\n",
       "      <td>70</td>\n",
       "      <td>60</td>\n",
       "      <td>93</td>\n",
       "      <td>77</td>\n",
       "      <td>68</td>\n",
       "      <td>58</td>\n",
       "      <td>55</td>\n",
       "      <td>40</td>\n",
       "      <td>53</td>\n",
       "      <td>31</td>\n",
       "      <td>51</td>\n",
       "      <td>46</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Sea_Level_PressurehPa</th>\n",
       "      <td>1029</td>\n",
       "      <td>1033</td>\n",
       "      <td>1033</td>\n",
       "      <td>1033</td>\n",
       "      <td>1028</td>\n",
       "      <td>1016</td>\n",
       "      <td>1023</td>\n",
       "      <td>1029</td>\n",
       "      <td>1024</td>\n",
       "      <td>1026</td>\n",
       "      <td>1021</td>\n",
       "      <td>1015</td>\n",
       "      <td>1011</td>\n",
       "      <td>1015</td>\n",
       "      <td>1018</td>\n",
       "      <td>1008</td>\n",
       "      <td>1009</td>\n",
       "      <td>1003</td>\n",
       "      <td>1005</td>\n",
       "      <td>1009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_TemperatureC</th>\n",
       "      <td>-8</td>\n",
       "      <td>-4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>-4</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_VisibilitykM</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "      <td>680</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Precipitationmm</th>\n",
       "      <td>0.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>7.87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.08</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.51</td>\n",
       "      <td>1.02</td>\n",
       "      <td>0</td>\n",
       "      <td>2.03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WindDirDegrees</th>\n",
       "      <td>226</td>\n",
       "      <td>234</td>\n",
       "      <td>195</td>\n",
       "      <td>205</td>\n",
       "      <td>206</td>\n",
       "      <td>202</td>\n",
       "      <td>244</td>\n",
       "      <td>198</td>\n",
       "      <td>222</td>\n",
       "      <td>200</td>\n",
       "      <td>204</td>\n",
       "      <td>217</td>\n",
       "      <td>237</td>\n",
       "      <td>248</td>\n",
       "      <td>209</td>\n",
       "      <td>214</td>\n",
       "      <td>206</td>\n",
       "      <td>191</td>\n",
       "      <td>219</td>\n",
       "      <td>235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Day</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_DayOfYear</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Month</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\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>D_Day_of_week</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Year</th>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanStoreSales</th>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanRegionSales</th>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-7</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-6</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-15</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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>NumberOfSales</th>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>6267</td>\n",
       "      <td>5953</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>9075</td>\n",
       "      <td>7856</td>\n",
       "      <td>7423</td>\n",
       "      <td>6283</td>\n",
       "      <td>7213</td>\n",
       "      <td>5738</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8902</td>\n",
       "      <td>8505</td>\n",
       "      <td>7093</td>\n",
       "      <td>7061</td>\n",
       "      <td>8051</td>\n",
       "      <td>6790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_NumberOfSales</th>\n",
       "      <td>10583.5</td>\n",
       "      <td>10390.2</td>\n",
       "      <td>4489.4</td>\n",
       "      <td>7106.91</td>\n",
       "      <td>6680.05</td>\n",
       "      <td>6915.49</td>\n",
       "      <td>7396.08</td>\n",
       "      <td>10657</td>\n",
       "      <td>9873.33</td>\n",
       "      <td>8325.46</td>\n",
       "      <td>8178.69</td>\n",
       "      <td>8407.69</td>\n",
       "      <td>6320.67</td>\n",
       "      <td>7658.28</td>\n",
       "      <td>10256.8</td>\n",
       "      <td>8807.68</td>\n",
       "      <td>8578.42</td>\n",
       "      <td>7551.98</td>\n",
       "      <td>7620.2</td>\n",
       "      <td>6479.43</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   649         650         651         652  \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-01  2018-01-02  2018-01-03  2018-01-04   \n",
       "IsHoliday                            0           0           0           1   \n",
       "IsOpen                               1           1           1           0   \n",
       "HasPromotions                        0           0           0           0   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           7           7           7   \n",
       "Max_Dew_PointC                       0           1           2           2   \n",
       "Max_Humidity                       100         100         100         100   \n",
       "Max_Sea_Level_PressurehPa         1037        1038        1037        1038   \n",
       "Max_TemperatureC                     2           4           2           3   \n",
       "Max_VisibilityKm                   670         671         672         673   \n",
       "Max_Wind_SpeedKm_h                  26          19          14          19   \n",
       "Mean_Dew_PointC                     -4          -1           1           2   \n",
       "Mean_Humidity                       85          89          94          96   \n",
       "Mean_Sea_Level_PressurehPa        1032        1035        1035        1036   \n",
       "Mean_TemperatureC                   -3           0           1           2   \n",
       "Mean_VisibilityKm                  670         671         672         673   \n",
       "Mean_Wind_SpeedKm_h                 11          10          10           6   \n",
       "Min_Dew_PointC                      -8          -4           0           1   \n",
       "Min_Humidity                        64          71          84          87   \n",
       "Min_Sea_Level_PressurehPa         1029        1033        1033        1033   \n",
       "Min_TemperatureC                    -8          -4           0           1   \n",
       "Min_VisibilitykM                   670         671         672         673   \n",
       "Precipitationmm                   0.25           0           0           0   \n",
       "WindDirDegrees                     226         234         195         205   \n",
       "D_Day                                1           2           3           4   \n",
       "D_DayOfYear                          1           2           3           4   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        0           1           2           3   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                     8540       10364        4676     7675.45   \n",
       "_NumberOfSales                 10583.5     10390.2      4489.4     7106.91   \n",
       "\n",
       "                                   653         654         655         656  \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-05  2018-01-06  2018-01-07  2018-01-08   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               1           1           0           1   \n",
       "HasPromotions                        0           0           0           1   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           7           5           3   \n",
       "Max_Dew_PointC                       3           2           2           1   \n",
       "Max_Humidity                       100         100         100         100   \n",
       "Max_Sea_Level_PressurehPa         1035        1035        1037        1037   \n",
       "Max_TemperatureC                     4           3           4           4   \n",
       "Max_VisibilityKm                   674         675         676         677   \n",
       "Max_Wind_SpeedKm_h                  29          24          26          14   \n",
       "Mean_Dew_PointC                      1           1           1          -1   \n",
       "Mean_Humidity                       91          95          83          90   \n",
       "Mean_Sea_Level_PressurehPa        1030        1026        1032        1033   \n",
       "Mean_TemperatureC                    2           1           2           1   \n",
       "Mean_VisibilityKm                  674         675         676         677   \n",
       "Mean_Wind_SpeedKm_h                 21          11          14           8   \n",
       "Min_Dew_PointC                      -1           0           0          -4   \n",
       "Min_Humidity                        84          86          70          60   \n",
       "Min_Sea_Level_PressurehPa         1028        1016        1023        1029   \n",
       "Min_TemperatureC                     0           0           0          -3   \n",
       "Min_VisibilitykM                   674         675         676         677   \n",
       "Precipitationmm                    6.1        7.87           0           0   \n",
       "WindDirDegrees                     206         202         244         198   \n",
       "D_Day                                5           6           7           8   \n",
       "D_DayOfYear                          5           6           7           8   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        4           5           6           0   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                     6267        5953     7675.45        9075   \n",
       "_NumberOfSales                 6680.05     6915.49     7396.08       10657   \n",
       "\n",
       "                                   657         658         659         660  \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-09  2018-01-10  2018-01-11  2018-01-12   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               1           1           1           1   \n",
       "HasPromotions                        1           1           1           1   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           7           7           7   \n",
       "Max_Dew_PointC                      -2           2           8          10   \n",
       "Max_Humidity                       100         100         100         100   \n",
       "Max_Sea_Level_PressurehPa         1030        1032        1031        1031   \n",
       "Max_TemperatureC                    -2           3           9          13   \n",
       "Max_VisibilityKm                   678         679         680         681   \n",
       "Max_Wind_SpeedKm_h                  14          21          45          47   \n",
       "Mean_Dew_PointC                     -3           1           4           6   \n",
       "Mean_Humidity                       99          92          91          78   \n",
       "Mean_Sea_Level_PressurehPa        1026        1029        1026        1023   \n",
       "Mean_TemperatureC                   -3           1           5           9   \n",
       "Mean_VisibilityKm                  678         679         680         681   \n",
       "Mean_Wind_SpeedKm_h                  5          11          16          26   \n",
       "Min_Dew_PointC                      -4          -2           0           3   \n",
       "Min_Humidity                        93          77          68          58   \n",
       "Min_Sea_Level_PressurehPa         1024        1026        1021        1015   \n",
       "Min_TemperatureC                    -4          -2           1           5   \n",
       "Min_VisibilitykM                   678         679         680         681   \n",
       "Precipitationmm                      0           0        5.08           0   \n",
       "WindDirDegrees                     222         200         204         217   \n",
       "D_Day                                9          10          11          12   \n",
       "D_DayOfYear                          9          10          11          12   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        1           2           3           4   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                     7856        7423        6283        7213   \n",
       "_NumberOfSales                 9873.33     8325.46     8178.69     8407.69   \n",
       "\n",
       "                                   661         662         663         664  \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-13  2018-01-14  2018-01-15  2018-01-16   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               1           0           1           1   \n",
       "HasPromotions                        0           0           1           1   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           5           7           6   \n",
       "Max_Dew_PointC                      12           2           3           7   \n",
       "Max_Humidity                        88          76          87          93   \n",
       "Max_Sea_Level_PressurehPa         1016        1025        1025        1019   \n",
       "Max_TemperatureC                    15           7           8          14   \n",
       "Max_VisibilityKm                   682         683         684         685   \n",
       "Max_Wind_SpeedKm_h                  55          47          40          50   \n",
       "Mean_Dew_PointC                      9          -1           2           2   \n",
       "Mean_Humidity                       73          59          73          57   \n",
       "Mean_Sea_Level_PressurehPa        1014        1020        1021        1012   \n",
       "Mean_TemperatureC                   11           6           7           9   \n",
       "Mean_VisibilityKm                  682         683         684         685   \n",
       "Mean_Wind_SpeedKm_h                 35          23          29          21   \n",
       "Min_Dew_PointC                       1          -3           1          -1   \n",
       "Min_Humidity                        55          40          53          31   \n",
       "Min_Sea_Level_PressurehPa         1011        1015        1018        1008   \n",
       "Min_TemperatureC                     6           4           5           4   \n",
       "Min_VisibilitykM                   682         683         684         685   \n",
       "Precipitationmm                      0           0        0.25        0.51   \n",
       "WindDirDegrees                     237         248         209         214   \n",
       "D_Day                               13          14          15          16   \n",
       "D_DayOfYear                         13          14          15          16   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        5           6           0           1   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                     5738     7675.45        8902        8505   \n",
       "_NumberOfSales                 6320.67     7658.28     10256.8     8807.68   \n",
       "\n",
       "                                   665         666         667         668  \n",
       "StoreID                           1000        1000        1000        1000  \n",
       "Date                        2018-01-17  2018-01-18  2018-01-19  2018-01-20  \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",
       "Region_AreaKM2                    9643        9643        9643        9643  \n",
       "Region_GDP                       17130       17130       17130       17130  \n",
       "Region_PopulationK                2770        2770        2770        2770  \n",
       "CloudCover                           5           6           7           6  \n",
       "Max_Dew_PointC                       8           5           6           4  \n",
       "Max_Humidity                        94         100         100         100  \n",
       "Max_Sea_Level_PressurehPa         1019        1018        1009        1019  \n",
       "Max_TemperatureC                     8          11           6           6  \n",
       "Max_VisibilityKm                   686         687         688         689  \n",
       "Max_Wind_SpeedKm_h                  39          32          35          14  \n",
       "Mean_Dew_PointC                      2           3           4           2  \n",
       "Mean_Humidity                       77          71          85          90  \n",
       "Mean_Sea_Level_PressurehPa        1013        1008        1007        1014  \n",
       "Mean_TemperatureC                    5           6           6           2  \n",
       "Mean_VisibilityKm                  686         687         688         689  \n",
       "Mean_Wind_SpeedKm_h                 19          14          16           6  \n",
       "Min_Dew_PointC                      -1           0           3          -2  \n",
       "Min_Humidity                        51          46          59          59  \n",
       "Min_Sea_Level_PressurehPa         1009        1003        1005        1009  \n",
       "Min_TemperatureC                     2           1           5          -2  \n",
       "Min_VisibilitykM                   686         687         688         689  \n",
       "Precipitationmm                   1.02           0        2.03           0  \n",
       "WindDirDegrees                     206         191         219         235  \n",
       "D_Day                               17          18          19          20  \n",
       "D_DayOfYear                         17          18          19          20  \n",
       "D_Month                              1           1           1           1  \n",
       "D_Day_of_week                        2           3           4           5  \n",
       "D_Year                            2018        2018        2018        2018  \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75  \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57  \n",
       "t-14                                 0           0           0           0  \n",
       "t-7                                  0           0           0           0  \n",
       "t-1                                  0           0           0           0  \n",
       "t-2                                  0           0           0           0  \n",
       "t-9                                  0           0           0           0  \n",
       "t-8                                  0           0           0           0  \n",
       "t-6                                  0           0           0           0  \n",
       "t-15                                 0           0           0           0  \n",
       "t-21                                 0           0           0           0  \n",
       "t-13                                 0           0           0           0  \n",
       "t-20                                 0           0           0           0  \n",
       "NumberOfSales                     7093        7061        8051        6790  \n",
       "_NumberOfSales                 8578.42     7551.98      7620.2     6479.43  "
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(test.shape)\n",
    "test.head(20).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=4)]: Done  20 out of  20 | elapsed:    0.1s finished\n",
      "C:\\Users\\Mirko\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "test_cheat['_NumberOfSales'] = model1.predict(test_cheat[features])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
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       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\n",
       "      <td>1000</td>\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>2018-01-01</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>2018-01-06</td>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>2018-01-09</td>\n",
       "      <td>2018-01-10</td>\n",
       "      <td>2018-01-11</td>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>2018-01-13</td>\n",
       "      <td>2018-01-14</td>\n",
       "      <td>2018-01-15</td>\n",
       "      <td>2018-01-16</td>\n",
       "      <td>2018-01-17</td>\n",
       "      <td>2018-01-18</td>\n",
       "      <td>2018-01-19</td>\n",
       "      <td>2018-01-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IsHoliday</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\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",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\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>Region_AreaKM2</th>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\n",
       "      <td>9643</td>\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",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\n",
       "      <td>17130</td>\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",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\n",
       "      <td>2770</td>\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>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Dew_PointC</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>-2</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Humidity</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>88</td>\n",
       "      <td>76</td>\n",
       "      <td>87</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Sea_Level_PressurehPa</th>\n",
       "      <td>1037</td>\n",
       "      <td>1038</td>\n",
       "      <td>1037</td>\n",
       "      <td>1038</td>\n",
       "      <td>1035</td>\n",
       "      <td>1035</td>\n",
       "      <td>1037</td>\n",
       "      <td>1037</td>\n",
       "      <td>1030</td>\n",
       "      <td>1032</td>\n",
       "      <td>1031</td>\n",
       "      <td>1031</td>\n",
       "      <td>1016</td>\n",
       "      <td>1025</td>\n",
       "      <td>1025</td>\n",
       "      <td>1019</td>\n",
       "      <td>1019</td>\n",
       "      <td>1018</td>\n",
       "      <td>1009</td>\n",
       "      <td>1019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_TemperatureC</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-2</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_VisibilityKm</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "      <td>680</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Wind_SpeedKm_h</th>\n",
       "      <td>26</td>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>29</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>45</td>\n",
       "      <td>47</td>\n",
       "      <td>55</td>\n",
       "      <td>47</td>\n",
       "      <td>40</td>\n",
       "      <td>50</td>\n",
       "      <td>39</td>\n",
       "      <td>32</td>\n",
       "      <td>35</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Dew_PointC</th>\n",
       "      <td>-4</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Humidity</th>\n",
       "      <td>85</td>\n",
       "      <td>89</td>\n",
       "      <td>94</td>\n",
       "      <td>96</td>\n",
       "      <td>91</td>\n",
       "      <td>95</td>\n",
       "      <td>83</td>\n",
       "      <td>90</td>\n",
       "      <td>99</td>\n",
       "      <td>92</td>\n",
       "      <td>91</td>\n",
       "      <td>78</td>\n",
       "      <td>73</td>\n",
       "      <td>59</td>\n",
       "      <td>73</td>\n",
       "      <td>57</td>\n",
       "      <td>77</td>\n",
       "      <td>71</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Sea_Level_PressurehPa</th>\n",
       "      <td>1032</td>\n",
       "      <td>1035</td>\n",
       "      <td>1035</td>\n",
       "      <td>1036</td>\n",
       "      <td>1030</td>\n",
       "      <td>1026</td>\n",
       "      <td>1032</td>\n",
       "      <td>1033</td>\n",
       "      <td>1026</td>\n",
       "      <td>1029</td>\n",
       "      <td>1026</td>\n",
       "      <td>1023</td>\n",
       "      <td>1014</td>\n",
       "      <td>1020</td>\n",
       "      <td>1021</td>\n",
       "      <td>1012</td>\n",
       "      <td>1013</td>\n",
       "      <td>1008</td>\n",
       "      <td>1007</td>\n",
       "      <td>1014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_TemperatureC</th>\n",
       "      <td>-3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_VisibilityKm</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "      <td>680</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Wind_SpeedKm_h</th>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "      <td>11</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>35</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>21</td>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Dew_PointC</th>\n",
       "      <td>-8</td>\n",
       "      <td>-4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Humidity</th>\n",
       "      <td>64</td>\n",
       "      <td>71</td>\n",
       "      <td>84</td>\n",
       "      <td>87</td>\n",
       "      <td>84</td>\n",
       "      <td>86</td>\n",
       "      <td>70</td>\n",
       "      <td>60</td>\n",
       "      <td>93</td>\n",
       "      <td>77</td>\n",
       "      <td>68</td>\n",
       "      <td>58</td>\n",
       "      <td>55</td>\n",
       "      <td>40</td>\n",
       "      <td>53</td>\n",
       "      <td>31</td>\n",
       "      <td>51</td>\n",
       "      <td>46</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Sea_Level_PressurehPa</th>\n",
       "      <td>1029</td>\n",
       "      <td>1033</td>\n",
       "      <td>1033</td>\n",
       "      <td>1033</td>\n",
       "      <td>1028</td>\n",
       "      <td>1016</td>\n",
       "      <td>1023</td>\n",
       "      <td>1029</td>\n",
       "      <td>1024</td>\n",
       "      <td>1026</td>\n",
       "      <td>1021</td>\n",
       "      <td>1015</td>\n",
       "      <td>1011</td>\n",
       "      <td>1015</td>\n",
       "      <td>1018</td>\n",
       "      <td>1008</td>\n",
       "      <td>1009</td>\n",
       "      <td>1003</td>\n",
       "      <td>1005</td>\n",
       "      <td>1009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_TemperatureC</th>\n",
       "      <td>-8</td>\n",
       "      <td>-4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>-4</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_VisibilitykM</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "      <td>680</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Precipitationmm</th>\n",
       "      <td>0.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>7.87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.08</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.51</td>\n",
       "      <td>1.02</td>\n",
       "      <td>0</td>\n",
       "      <td>2.03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WindDirDegrees</th>\n",
       "      <td>226</td>\n",
       "      <td>234</td>\n",
       "      <td>195</td>\n",
       "      <td>205</td>\n",
       "      <td>206</td>\n",
       "      <td>202</td>\n",
       "      <td>244</td>\n",
       "      <td>198</td>\n",
       "      <td>222</td>\n",
       "      <td>200</td>\n",
       "      <td>204</td>\n",
       "      <td>217</td>\n",
       "      <td>237</td>\n",
       "      <td>248</td>\n",
       "      <td>209</td>\n",
       "      <td>214</td>\n",
       "      <td>206</td>\n",
       "      <td>191</td>\n",
       "      <td>219</td>\n",
       "      <td>235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Day</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_DayOfYear</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Month</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\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>D_Day_of_week</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Year</th>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanStoreSales</th>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanRegionSales</th>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-14</th>\n",
       "      <td>12353</td>\n",
       "      <td>10520</td>\n",
       "      <td>9479</td>\n",
       "      <td>10529</td>\n",
       "      <td>9050</td>\n",
       "      <td>9835</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>11881</td>\n",
       "      <td>10650</td>\n",
       "      <td>4498</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8930</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>6267</td>\n",
       "      <td>5953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-7</th>\n",
       "      <td>11881</td>\n",
       "      <td>10650</td>\n",
       "      <td>4498</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8930</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>6267</td>\n",
       "      <td>5953</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>9075</td>\n",
       "      <td>7856</td>\n",
       "      <td>7423</td>\n",
       "      <td>6283</td>\n",
       "      <td>7213</td>\n",
       "      <td>5738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-1</th>\n",
       "      <td>7675.45</td>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>6267</td>\n",
       "      <td>5953</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>9075</td>\n",
       "      <td>7856</td>\n",
       "      <td>7423</td>\n",
       "      <td>6283</td>\n",
       "      <td>7213</td>\n",
       "      <td>5738</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8902</td>\n",
       "      <td>8505</td>\n",
       "      <td>7093</td>\n",
       "      <td>7061</td>\n",
       "      <td>8051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-2</th>\n",
       "      <td>8930</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>6267</td>\n",
       "      <td>5953</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>9075</td>\n",
       "      <td>7856</td>\n",
       "      <td>7423</td>\n",
       "      <td>6283</td>\n",
       "      <td>7213</td>\n",
       "      <td>5738</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8902</td>\n",
       "      <td>8505</td>\n",
       "      <td>7093</td>\n",
       "      <td>7061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-9</th>\n",
       "      <td>9835</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>11881</td>\n",
       "      <td>10650</td>\n",
       "      <td>4498</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8930</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>6267</td>\n",
       "      <td>5953</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>9075</td>\n",
       "      <td>7856</td>\n",
       "      <td>7423</td>\n",
       "      <td>6283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-8</th>\n",
       "      <td>7675.45</td>\n",
       "      <td>11881</td>\n",
       "      <td>10650</td>\n",
       "      <td>4498</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8930</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>6267</td>\n",
       "      <td>5953</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>9075</td>\n",
       "      <td>7856</td>\n",
       "      <td>7423</td>\n",
       "      <td>6283</td>\n",
       "      <td>7213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-6</th>\n",
       "      <td>10650</td>\n",
       "      <td>4498</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8930</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>6267</td>\n",
       "      <td>5953</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>9075</td>\n",
       "      <td>7856</td>\n",
       "      <td>7423</td>\n",
       "      <td>6283</td>\n",
       "      <td>7213</td>\n",
       "      <td>5738</td>\n",
       "      <td>7675.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-15</th>\n",
       "      <td>7675.45</td>\n",
       "      <td>12353</td>\n",
       "      <td>10520</td>\n",
       "      <td>9479</td>\n",
       "      <td>10529</td>\n",
       "      <td>9050</td>\n",
       "      <td>9835</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>11881</td>\n",
       "      <td>10650</td>\n",
       "      <td>4498</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8930</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>6267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-21</th>\n",
       "      <td>7368</td>\n",
       "      <td>6858</td>\n",
       "      <td>5890</td>\n",
       "      <td>6913</td>\n",
       "      <td>7282</td>\n",
       "      <td>9179</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>12353</td>\n",
       "      <td>10520</td>\n",
       "      <td>9479</td>\n",
       "      <td>10529</td>\n",
       "      <td>9050</td>\n",
       "      <td>9835</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>11881</td>\n",
       "      <td>10650</td>\n",
       "      <td>4498</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-13</th>\n",
       "      <td>10520</td>\n",
       "      <td>9479</td>\n",
       "      <td>10529</td>\n",
       "      <td>9050</td>\n",
       "      <td>9835</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>11881</td>\n",
       "      <td>10650</td>\n",
       "      <td>4498</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8930</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>6267</td>\n",
       "      <td>5953</td>\n",
       "      <td>7675.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-20</th>\n",
       "      <td>6858</td>\n",
       "      <td>5890</td>\n",
       "      <td>6913</td>\n",
       "      <td>7282</td>\n",
       "      <td>9179</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>12353</td>\n",
       "      <td>10520</td>\n",
       "      <td>9479</td>\n",
       "      <td>10529</td>\n",
       "      <td>9050</td>\n",
       "      <td>9835</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>11881</td>\n",
       "      <td>10650</td>\n",
       "      <td>4498</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8930</td>\n",
       "      <td>7675.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NumberOfSales</th>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>6267</td>\n",
       "      <td>5953</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>9075</td>\n",
       "      <td>7856</td>\n",
       "      <td>7423</td>\n",
       "      <td>6283</td>\n",
       "      <td>7213</td>\n",
       "      <td>5738</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8902</td>\n",
       "      <td>8505</td>\n",
       "      <td>7093</td>\n",
       "      <td>7061</td>\n",
       "      <td>8051</td>\n",
       "      <td>6790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_NumberOfSales</th>\n",
       "      <td>10583.5</td>\n",
       "      <td>10390.2</td>\n",
       "      <td>4489.4</td>\n",
       "      <td>7106.91</td>\n",
       "      <td>6680.05</td>\n",
       "      <td>6915.49</td>\n",
       "      <td>7396.08</td>\n",
       "      <td>10657</td>\n",
       "      <td>9873.33</td>\n",
       "      <td>8325.46</td>\n",
       "      <td>8178.69</td>\n",
       "      <td>8407.69</td>\n",
       "      <td>6320.67</td>\n",
       "      <td>7658.28</td>\n",
       "      <td>10512.1</td>\n",
       "      <td>8807.68</td>\n",
       "      <td>8798.57</td>\n",
       "      <td>7881.2</td>\n",
       "      <td>7496.56</td>\n",
       "      <td>5975.04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   649         650         651         652  \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-01  2018-01-02  2018-01-03  2018-01-04   \n",
       "IsHoliday                            0           0           0           1   \n",
       "IsOpen                               1           1           1           0   \n",
       "HasPromotions                        0           0           0           0   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           7           7           7   \n",
       "Max_Dew_PointC                       0           1           2           2   \n",
       "Max_Humidity                       100         100         100         100   \n",
       "Max_Sea_Level_PressurehPa         1037        1038        1037        1038   \n",
       "Max_TemperatureC                     2           4           2           3   \n",
       "Max_VisibilityKm                   670         671         672         673   \n",
       "Max_Wind_SpeedKm_h                  26          19          14          19   \n",
       "Mean_Dew_PointC                     -4          -1           1           2   \n",
       "Mean_Humidity                       85          89          94          96   \n",
       "Mean_Sea_Level_PressurehPa        1032        1035        1035        1036   \n",
       "Mean_TemperatureC                   -3           0           1           2   \n",
       "Mean_VisibilityKm                  670         671         672         673   \n",
       "Mean_Wind_SpeedKm_h                 11          10          10           6   \n",
       "Min_Dew_PointC                      -8          -4           0           1   \n",
       "Min_Humidity                        64          71          84          87   \n",
       "Min_Sea_Level_PressurehPa         1029        1033        1033        1033   \n",
       "Min_TemperatureC                    -8          -4           0           1   \n",
       "Min_VisibilitykM                   670         671         672         673   \n",
       "Precipitationmm                   0.25           0           0           0   \n",
       "WindDirDegrees                     226         234         195         205   \n",
       "D_Day                                1           2           3           4   \n",
       "D_DayOfYear                          1           2           3           4   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        0           1           2           3   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                             12353       10520        9479       10529   \n",
       "t-7                              11881       10650        4498     7675.45   \n",
       "t-1                            7675.45        8540       10364        4676   \n",
       "t-2                               8930     7675.45        8540       10364   \n",
       "t-9                               9835     7675.45       11881       10650   \n",
       "t-8                            7675.45       11881       10650        4498   \n",
       "t-6                              10650        4498     7675.45     7675.45   \n",
       "t-15                           7675.45       12353       10520        9479   \n",
       "t-21                              7368        6858        5890        6913   \n",
       "t-13                             10520        9479       10529        9050   \n",
       "t-20                              6858        5890        6913        7282   \n",
       "NumberOfSales                     8540       10364        4676     7675.45   \n",
       "_NumberOfSales                 10583.5     10390.2      4489.4     7106.91   \n",
       "\n",
       "                                   653         654         655         656  \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-05  2018-01-06  2018-01-07  2018-01-08   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               1           1           0           1   \n",
       "HasPromotions                        0           0           0           1   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           7           5           3   \n",
       "Max_Dew_PointC                       3           2           2           1   \n",
       "Max_Humidity                       100         100         100         100   \n",
       "Max_Sea_Level_PressurehPa         1035        1035        1037        1037   \n",
       "Max_TemperatureC                     4           3           4           4   \n",
       "Max_VisibilityKm                   674         675         676         677   \n",
       "Max_Wind_SpeedKm_h                  29          24          26          14   \n",
       "Mean_Dew_PointC                      1           1           1          -1   \n",
       "Mean_Humidity                       91          95          83          90   \n",
       "Mean_Sea_Level_PressurehPa        1030        1026        1032        1033   \n",
       "Mean_TemperatureC                    2           1           2           1   \n",
       "Mean_VisibilityKm                  674         675         676         677   \n",
       "Mean_Wind_SpeedKm_h                 21          11          14           8   \n",
       "Min_Dew_PointC                      -1           0           0          -4   \n",
       "Min_Humidity                        84          86          70          60   \n",
       "Min_Sea_Level_PressurehPa         1028        1016        1023        1029   \n",
       "Min_TemperatureC                     0           0           0          -3   \n",
       "Min_VisibilitykM                   674         675         676         677   \n",
       "Precipitationmm                    6.1        7.87           0           0   \n",
       "WindDirDegrees                     206         202         244         198   \n",
       "D_Day                                5           6           7           8   \n",
       "D_DayOfYear                          5           6           7           8   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        4           5           6           0   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                              9050        9835     7675.45       11881   \n",
       "t-7                            7675.45        8930     7675.45        8540   \n",
       "t-1                            7675.45        6267        5953     7675.45   \n",
       "t-2                               4676     7675.45        6267        5953   \n",
       "t-9                               4498     7675.45     7675.45        8930   \n",
       "t-8                            7675.45     7675.45        8930     7675.45   \n",
       "t-6                               8930     7675.45        8540       10364   \n",
       "t-15                             10529        9050        9835     7675.45   \n",
       "t-21                              7282        9179     7675.45       12353   \n",
       "t-13                              9835     7675.45       11881       10650   \n",
       "t-20                              9179     7675.45       12353       10520   \n",
       "NumberOfSales                     6267        5953     7675.45        9075   \n",
       "_NumberOfSales                 6680.05     6915.49     7396.08       10657   \n",
       "\n",
       "                                   657         658         659         660  \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-09  2018-01-10  2018-01-11  2018-01-12   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               1           1           1           1   \n",
       "HasPromotions                        1           1           1           1   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           7           7           7   \n",
       "Max_Dew_PointC                      -2           2           8          10   \n",
       "Max_Humidity                       100         100         100         100   \n",
       "Max_Sea_Level_PressurehPa         1030        1032        1031        1031   \n",
       "Max_TemperatureC                    -2           3           9          13   \n",
       "Max_VisibilityKm                   678         679         680         681   \n",
       "Max_Wind_SpeedKm_h                  14          21          45          47   \n",
       "Mean_Dew_PointC                     -3           1           4           6   \n",
       "Mean_Humidity                       99          92          91          78   \n",
       "Mean_Sea_Level_PressurehPa        1026        1029        1026        1023   \n",
       "Mean_TemperatureC                   -3           1           5           9   \n",
       "Mean_VisibilityKm                  678         679         680         681   \n",
       "Mean_Wind_SpeedKm_h                  5          11          16          26   \n",
       "Min_Dew_PointC                      -4          -2           0           3   \n",
       "Min_Humidity                        93          77          68          58   \n",
       "Min_Sea_Level_PressurehPa         1024        1026        1021        1015   \n",
       "Min_TemperatureC                    -4          -2           1           5   \n",
       "Min_VisibilitykM                   678         679         680         681   \n",
       "Precipitationmm                      0           0        5.08           0   \n",
       "WindDirDegrees                     222         200         204         217   \n",
       "D_Day                                9          10          11          12   \n",
       "D_DayOfYear                          9          10          11          12   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        1           2           3           4   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                             10650        4498     7675.45     7675.45   \n",
       "t-7                              10364        4676     7675.45        6267   \n",
       "t-1                               9075        7856        7423        6283   \n",
       "t-2                            7675.45        9075        7856        7423   \n",
       "t-9                            7675.45        8540       10364        4676   \n",
       "t-8                               8540       10364        4676     7675.45   \n",
       "t-6                               4676     7675.45        6267        5953   \n",
       "t-15                             11881       10650        4498     7675.45   \n",
       "t-21                             10520        9479       10529        9050   \n",
       "t-13                              4498     7675.45     7675.45        8930   \n",
       "t-20                              9479       10529        9050        9835   \n",
       "NumberOfSales                     7856        7423        6283        7213   \n",
       "_NumberOfSales                 9873.33     8325.46     8178.69     8407.69   \n",
       "\n",
       "                                   661         662         663         664  \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-13  2018-01-14  2018-01-15  2018-01-16   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               1           0           1           1   \n",
       "HasPromotions                        0           0           1           1   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           5           7           6   \n",
       "Max_Dew_PointC                      12           2           3           7   \n",
       "Max_Humidity                        88          76          87          93   \n",
       "Max_Sea_Level_PressurehPa         1016        1025        1025        1019   \n",
       "Max_TemperatureC                    15           7           8          14   \n",
       "Max_VisibilityKm                   682         683         684         685   \n",
       "Max_Wind_SpeedKm_h                  55          47          40          50   \n",
       "Mean_Dew_PointC                      9          -1           2           2   \n",
       "Mean_Humidity                       73          59          73          57   \n",
       "Mean_Sea_Level_PressurehPa        1014        1020        1021        1012   \n",
       "Mean_TemperatureC                   11           6           7           9   \n",
       "Mean_VisibilityKm                  682         683         684         685   \n",
       "Mean_Wind_SpeedKm_h                 35          23          29          21   \n",
       "Min_Dew_PointC                       1          -3           1          -1   \n",
       "Min_Humidity                        55          40          53          31   \n",
       "Min_Sea_Level_PressurehPa         1011        1015        1018        1008   \n",
       "Min_TemperatureC                     6           4           5           4   \n",
       "Min_VisibilitykM                   682         683         684         685   \n",
       "Precipitationmm                      0           0        0.25        0.51   \n",
       "WindDirDegrees                     237         248         209         214   \n",
       "D_Day                               13          14          15          16   \n",
       "D_DayOfYear                         13          14          15          16   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        5           6           0           1   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                              8930     7675.45        8540       10364   \n",
       "t-7                               5953     7675.45        9075        7856   \n",
       "t-1                               7213        5738     7675.45        8902   \n",
       "t-2                               6283        7213        5738     7675.45   \n",
       "t-9                            7675.45        6267        5953     7675.45   \n",
       "t-8                               6267        5953     7675.45        9075   \n",
       "t-6                            7675.45        9075        7856        7423   \n",
       "t-15                           7675.45        8930     7675.45        8540   \n",
       "t-21                              9835     7675.45       11881       10650   \n",
       "t-13                           7675.45        8540       10364        4676   \n",
       "t-20                           7675.45       11881       10650        4498   \n",
       "NumberOfSales                     5738     7675.45        8902        8505   \n",
       "_NumberOfSales                 6320.67     7658.28     10512.1     8807.68   \n",
       "\n",
       "                                   665         666         667         668  \n",
       "StoreID                           1000        1000        1000        1000  \n",
       "Date                        2018-01-17  2018-01-18  2018-01-19  2018-01-20  \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",
       "Region_AreaKM2                    9643        9643        9643        9643  \n",
       "Region_GDP                       17130       17130       17130       17130  \n",
       "Region_PopulationK                2770        2770        2770        2770  \n",
       "CloudCover                           5           6           7           6  \n",
       "Max_Dew_PointC                       8           5           6           4  \n",
       "Max_Humidity                        94         100         100         100  \n",
       "Max_Sea_Level_PressurehPa         1019        1018        1009        1019  \n",
       "Max_TemperatureC                     8          11           6           6  \n",
       "Max_VisibilityKm                   686         687         688         689  \n",
       "Max_Wind_SpeedKm_h                  39          32          35          14  \n",
       "Mean_Dew_PointC                      2           3           4           2  \n",
       "Mean_Humidity                       77          71          85          90  \n",
       "Mean_Sea_Level_PressurehPa        1013        1008        1007        1014  \n",
       "Mean_TemperatureC                    5           6           6           2  \n",
       "Mean_VisibilityKm                  686         687         688         689  \n",
       "Mean_Wind_SpeedKm_h                 19          14          16           6  \n",
       "Min_Dew_PointC                      -1           0           3          -2  \n",
       "Min_Humidity                        51          46          59          59  \n",
       "Min_Sea_Level_PressurehPa         1009        1003        1005        1009  \n",
       "Min_TemperatureC                     2           1           5          -2  \n",
       "Min_VisibilitykM                   686         687         688         689  \n",
       "Precipitationmm                   1.02           0        2.03           0  \n",
       "WindDirDegrees                     206         191         219         235  \n",
       "D_Day                               17          18          19          20  \n",
       "D_DayOfYear                         17          18          19          20  \n",
       "D_Month                              1           1           1           1  \n",
       "D_Day_of_week                        2           3           4           5  \n",
       "D_Year                            2018        2018        2018        2018  \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75  \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57  \n",
       "t-14                              4676     7675.45        6267        5953  \n",
       "t-7                               7423        6283        7213        5738  \n",
       "t-1                               8505        7093        7061        8051  \n",
       "t-2                               8902        8505        7093        7061  \n",
       "t-9                               9075        7856        7423        6283  \n",
       "t-8                               7856        7423        6283        7213  \n",
       "t-6                               6283        7213        5738     7675.45  \n",
       "t-15                             10364        4676     7675.45        6267  \n",
       "t-21                              4498     7675.45     7675.45        8930  \n",
       "t-13                           7675.45        6267        5953     7675.45  \n",
       "t-20                           7675.45     7675.45        8930     7675.45  \n",
       "NumberOfSales                     7093        7061        8051        6790  \n",
       "_NumberOfSales                 8798.57      7881.2     7496.56     5975.04  "
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_cheat.head(20).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "secondrow = test_cheat[1:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>StoreID</th>\n",
       "      <th>Date</th>\n",
       "      <th>IsHoliday</th>\n",
       "      <th>IsOpen</th>\n",
       "      <th>HasPromotions</th>\n",
       "      <th>NearestCompetitor</th>\n",
       "      <th>Region</th>\n",
       "      <th>Region_AreaKM2</th>\n",
       "      <th>Region_GDP</th>\n",
       "      <th>Region_PopulationK</th>\n",
       "      <th>...</th>\n",
       "      <th>t-2</th>\n",
       "      <th>t-9</th>\n",
       "      <th>t-8</th>\n",
       "      <th>t-6</th>\n",
       "      <th>t-15</th>\n",
       "      <th>t-21</th>\n",
       "      <th>t-13</th>\n",
       "      <th>t-20</th>\n",
       "      <th>NumberOfSales</th>\n",
       "      <th>_NumberOfSales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>1000</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>326</td>\n",
       "      <td>7</td>\n",
       "      <td>9643</td>\n",
       "      <td>17130</td>\n",
       "      <td>2770</td>\n",
       "      <td>...</td>\n",
       "      <td>7675.446488</td>\n",
       "      <td>7675.446488</td>\n",
       "      <td>11881.0</td>\n",
       "      <td>4498.0</td>\n",
       "      <td>12353.0</td>\n",
       "      <td>6858.0</td>\n",
       "      <td>9479.0</td>\n",
       "      <td>5890.0</td>\n",
       "      <td>10364.0</td>\n",
       "      <td>7677.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 50 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     StoreID        Date  IsHoliday  IsOpen  HasPromotions  NearestCompetitor  \\\n",
       "650     1000  2018-01-02          0       1              0                326   \n",
       "\n",
       "     Region  Region_AreaKM2  Region_GDP  Region_PopulationK       ...        \\\n",
       "650       7            9643       17130                2770       ...         \n",
       "\n",
       "             t-2          t-9      t-8     t-6     t-15    t-21    t-13  \\\n",
       "650  7675.446488  7675.446488  11881.0  4498.0  12353.0  6858.0  9479.0   \n",
       "\n",
       "       t-20  NumberOfSales  _NumberOfSales  \n",
       "650  5890.0        10364.0          7677.2  \n",
       "\n",
       "[1 rows x 50 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "secondrow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Mirko\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "secondrow['t-1']=8540"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.height', 500)\n",
    "pd.set_option('display.max_rows', 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "     D_Day_of_week  D_Year  MeanStoreSales  MeanRegionSales     t-14      t-7  \\\n",
       "650              1    2018     7682.751625      4698.572717  10520.0  10650.0   \n",
       "\n",
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       "650  8540  7675.446488  7675.446488  11881.0  4498.0  12353.0  6858.0  9479.0   \n",
       "\n",
       "       t-20  NumberOfSales  _NumberOfSales  \n",
       "650  5890.0        10364.0         5029.25  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "secondrow.iloc[:,33:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=4)]: Done   4 out of   4 | elapsed:    0.0s finished\n",
      "C:\\Users\\Mirko\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "secondrow['_NumberOfSales'] = model1.predict(secondrow[features])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
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       "     D_Day_of_week  D_Year  MeanStoreSales  MeanRegionSales     t-14      t-7  \\\n",
       "650              1    2018     7682.751625      4698.572717  10520.0  10650.0   \n",
       "\n",
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       "650  8540  7675.446488  7675.446488  11881.0  4498.0  12353.0  6858.0  9479.0   \n",
       "\n",
       "       t-20  NumberOfSales  _NumberOfSales  \n",
       "650  5890.0        10364.0          7677.2  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "secondrow.iloc[:,33:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=4)]: Done   4 out of   4 | elapsed:    0.0s finished\n",
      "C:\\Users\\Mirko\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "#this is the result if predicting with all lags=0 on fake test\n",
    "test['_NumberOfSales'] = model1.predict(test[features])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
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       "      <td>100</td>\n",
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       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>88</td>\n",
       "      <td>76</td>\n",
       "      <td>87</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
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       "      <td>100</td>\n",
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       "      <td>1038</td>\n",
       "      <td>1035</td>\n",
       "      <td>1035</td>\n",
       "      <td>1037</td>\n",
       "      <td>1037</td>\n",
       "      <td>1030</td>\n",
       "      <td>1032</td>\n",
       "      <td>1031</td>\n",
       "      <td>1031</td>\n",
       "      <td>1016</td>\n",
       "      <td>1025</td>\n",
       "      <td>1025</td>\n",
       "      <td>1019</td>\n",
       "      <td>1019</td>\n",
       "      <td>1018</td>\n",
       "      <td>1009</td>\n",
       "      <td>1019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_TemperatureC</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-2</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_VisibilityKm</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "      <td>680</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max_Wind_SpeedKm_h</th>\n",
       "      <td>26</td>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>29</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>45</td>\n",
       "      <td>47</td>\n",
       "      <td>55</td>\n",
       "      <td>47</td>\n",
       "      <td>40</td>\n",
       "      <td>50</td>\n",
       "      <td>39</td>\n",
       "      <td>32</td>\n",
       "      <td>35</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Dew_PointC</th>\n",
       "      <td>-4</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Humidity</th>\n",
       "      <td>85</td>\n",
       "      <td>89</td>\n",
       "      <td>94</td>\n",
       "      <td>96</td>\n",
       "      <td>91</td>\n",
       "      <td>95</td>\n",
       "      <td>83</td>\n",
       "      <td>90</td>\n",
       "      <td>99</td>\n",
       "      <td>92</td>\n",
       "      <td>91</td>\n",
       "      <td>78</td>\n",
       "      <td>73</td>\n",
       "      <td>59</td>\n",
       "      <td>73</td>\n",
       "      <td>57</td>\n",
       "      <td>77</td>\n",
       "      <td>71</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Sea_Level_PressurehPa</th>\n",
       "      <td>1032</td>\n",
       "      <td>1035</td>\n",
       "      <td>1035</td>\n",
       "      <td>1036</td>\n",
       "      <td>1030</td>\n",
       "      <td>1026</td>\n",
       "      <td>1032</td>\n",
       "      <td>1033</td>\n",
       "      <td>1026</td>\n",
       "      <td>1029</td>\n",
       "      <td>1026</td>\n",
       "      <td>1023</td>\n",
       "      <td>1014</td>\n",
       "      <td>1020</td>\n",
       "      <td>1021</td>\n",
       "      <td>1012</td>\n",
       "      <td>1013</td>\n",
       "      <td>1008</td>\n",
       "      <td>1007</td>\n",
       "      <td>1014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_TemperatureC</th>\n",
       "      <td>-3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_VisibilityKm</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "      <td>680</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean_Wind_SpeedKm_h</th>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "      <td>11</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>35</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>21</td>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Dew_PointC</th>\n",
       "      <td>-8</td>\n",
       "      <td>-4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Humidity</th>\n",
       "      <td>64</td>\n",
       "      <td>71</td>\n",
       "      <td>84</td>\n",
       "      <td>87</td>\n",
       "      <td>84</td>\n",
       "      <td>86</td>\n",
       "      <td>70</td>\n",
       "      <td>60</td>\n",
       "      <td>93</td>\n",
       "      <td>77</td>\n",
       "      <td>68</td>\n",
       "      <td>58</td>\n",
       "      <td>55</td>\n",
       "      <td>40</td>\n",
       "      <td>53</td>\n",
       "      <td>31</td>\n",
       "      <td>51</td>\n",
       "      <td>46</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_Sea_Level_PressurehPa</th>\n",
       "      <td>1029</td>\n",
       "      <td>1033</td>\n",
       "      <td>1033</td>\n",
       "      <td>1033</td>\n",
       "      <td>1028</td>\n",
       "      <td>1016</td>\n",
       "      <td>1023</td>\n",
       "      <td>1029</td>\n",
       "      <td>1024</td>\n",
       "      <td>1026</td>\n",
       "      <td>1021</td>\n",
       "      <td>1015</td>\n",
       "      <td>1011</td>\n",
       "      <td>1015</td>\n",
       "      <td>1018</td>\n",
       "      <td>1008</td>\n",
       "      <td>1009</td>\n",
       "      <td>1003</td>\n",
       "      <td>1005</td>\n",
       "      <td>1009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_TemperatureC</th>\n",
       "      <td>-8</td>\n",
       "      <td>-4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>-4</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min_VisibilitykM</th>\n",
       "      <td>670</td>\n",
       "      <td>671</td>\n",
       "      <td>672</td>\n",
       "      <td>673</td>\n",
       "      <td>674</td>\n",
       "      <td>675</td>\n",
       "      <td>676</td>\n",
       "      <td>677</td>\n",
       "      <td>678</td>\n",
       "      <td>679</td>\n",
       "      <td>680</td>\n",
       "      <td>681</td>\n",
       "      <td>682</td>\n",
       "      <td>683</td>\n",
       "      <td>684</td>\n",
       "      <td>685</td>\n",
       "      <td>686</td>\n",
       "      <td>687</td>\n",
       "      <td>688</td>\n",
       "      <td>689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Precipitationmm</th>\n",
       "      <td>0.25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>7.87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.08</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.51</td>\n",
       "      <td>1.02</td>\n",
       "      <td>0</td>\n",
       "      <td>2.03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WindDirDegrees</th>\n",
       "      <td>226</td>\n",
       "      <td>234</td>\n",
       "      <td>195</td>\n",
       "      <td>205</td>\n",
       "      <td>206</td>\n",
       "      <td>202</td>\n",
       "      <td>244</td>\n",
       "      <td>198</td>\n",
       "      <td>222</td>\n",
       "      <td>200</td>\n",
       "      <td>204</td>\n",
       "      <td>217</td>\n",
       "      <td>237</td>\n",
       "      <td>248</td>\n",
       "      <td>209</td>\n",
       "      <td>214</td>\n",
       "      <td>206</td>\n",
       "      <td>191</td>\n",
       "      <td>219</td>\n",
       "      <td>235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Day</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_DayOfYear</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Month</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\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>D_Day_of_week</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D_Year</th>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanStoreSales</th>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "      <td>7682.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeanRegionSales</th>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "      <td>4698.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t-14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-7</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-6</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-15</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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-20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\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>NumberOfSales</th>\n",
       "      <td>8540</td>\n",
       "      <td>10364</td>\n",
       "      <td>4676</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>6267</td>\n",
       "      <td>5953</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>9075</td>\n",
       "      <td>7856</td>\n",
       "      <td>7423</td>\n",
       "      <td>6283</td>\n",
       "      <td>7213</td>\n",
       "      <td>5738</td>\n",
       "      <td>7675.45</td>\n",
       "      <td>8902</td>\n",
       "      <td>8505</td>\n",
       "      <td>7093</td>\n",
       "      <td>7061</td>\n",
       "      <td>8051</td>\n",
       "      <td>6790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_NumberOfSales</th>\n",
       "      <td>6044.75</td>\n",
       "      <td>5957.25</td>\n",
       "      <td>6075</td>\n",
       "      <td>6075</td>\n",
       "      <td>6075</td>\n",
       "      <td>5028</td>\n",
       "      <td>5115.5</td>\n",
       "      <td>11690</td>\n",
       "      <td>11305.8</td>\n",
       "      <td>11690</td>\n",
       "      <td>11671</td>\n",
       "      <td>12520.2</td>\n",
       "      <td>5153.75</td>\n",
       "      <td>5153.75</td>\n",
       "      <td>11671</td>\n",
       "      <td>10796</td>\n",
       "      <td>10669.8</td>\n",
       "      <td>10659.9</td>\n",
       "      <td>7977.35</td>\n",
       "      <td>5066.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   649         650         651         652  \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-01  2018-01-02  2018-01-03  2018-01-04   \n",
       "IsHoliday                            0           0           0           1   \n",
       "IsOpen                               1           1           1           0   \n",
       "HasPromotions                        0           0           0           0   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           7           7           7   \n",
       "Max_Dew_PointC                       0           1           2           2   \n",
       "Max_Humidity                       100         100         100         100   \n",
       "Max_Sea_Level_PressurehPa         1037        1038        1037        1038   \n",
       "Max_TemperatureC                     2           4           2           3   \n",
       "Max_VisibilityKm                   670         671         672         673   \n",
       "Max_Wind_SpeedKm_h                  26          19          14          19   \n",
       "Mean_Dew_PointC                     -4          -1           1           2   \n",
       "Mean_Humidity                       85          89          94          96   \n",
       "Mean_Sea_Level_PressurehPa        1032        1035        1035        1036   \n",
       "Mean_TemperatureC                   -3           0           1           2   \n",
       "Mean_VisibilityKm                  670         671         672         673   \n",
       "Mean_Wind_SpeedKm_h                 11          10          10           6   \n",
       "Min_Dew_PointC                      -8          -4           0           1   \n",
       "Min_Humidity                        64          71          84          87   \n",
       "Min_Sea_Level_PressurehPa         1029        1033        1033        1033   \n",
       "Min_TemperatureC                    -8          -4           0           1   \n",
       "Min_VisibilitykM                   670         671         672         673   \n",
       "Precipitationmm                   0.25           0           0           0   \n",
       "WindDirDegrees                     226         234         195         205   \n",
       "D_Day                                1           2           3           4   \n",
       "D_DayOfYear                          1           2           3           4   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        0           1           2           3   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                     8540       10364        4676     7675.45   \n",
       "_NumberOfSales                 6044.75     5957.25        6075        6075   \n",
       "\n",
       "                                   653         654         655         656  \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-05  2018-01-06  2018-01-07  2018-01-08   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               1           1           0           1   \n",
       "HasPromotions                        0           0           0           1   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           7           5           3   \n",
       "Max_Dew_PointC                       3           2           2           1   \n",
       "Max_Humidity                       100         100         100         100   \n",
       "Max_Sea_Level_PressurehPa         1035        1035        1037        1037   \n",
       "Max_TemperatureC                     4           3           4           4   \n",
       "Max_VisibilityKm                   674         675         676         677   \n",
       "Max_Wind_SpeedKm_h                  29          24          26          14   \n",
       "Mean_Dew_PointC                      1           1           1          -1   \n",
       "Mean_Humidity                       91          95          83          90   \n",
       "Mean_Sea_Level_PressurehPa        1030        1026        1032        1033   \n",
       "Mean_TemperatureC                    2           1           2           1   \n",
       "Mean_VisibilityKm                  674         675         676         677   \n",
       "Mean_Wind_SpeedKm_h                 21          11          14           8   \n",
       "Min_Dew_PointC                      -1           0           0          -4   \n",
       "Min_Humidity                        84          86          70          60   \n",
       "Min_Sea_Level_PressurehPa         1028        1016        1023        1029   \n",
       "Min_TemperatureC                     0           0           0          -3   \n",
       "Min_VisibilitykM                   674         675         676         677   \n",
       "Precipitationmm                    6.1        7.87           0           0   \n",
       "WindDirDegrees                     206         202         244         198   \n",
       "D_Day                                5           6           7           8   \n",
       "D_DayOfYear                          5           6           7           8   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        4           5           6           0   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                     6267        5953     7675.45        9075   \n",
       "_NumberOfSales                    6075        5028      5115.5       11690   \n",
       "\n",
       "                                   657         658         659         660  \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-09  2018-01-10  2018-01-11  2018-01-12   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               1           1           1           1   \n",
       "HasPromotions                        1           1           1           1   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           7           7           7   \n",
       "Max_Dew_PointC                      -2           2           8          10   \n",
       "Max_Humidity                       100         100         100         100   \n",
       "Max_Sea_Level_PressurehPa         1030        1032        1031        1031   \n",
       "Max_TemperatureC                    -2           3           9          13   \n",
       "Max_VisibilityKm                   678         679         680         681   \n",
       "Max_Wind_SpeedKm_h                  14          21          45          47   \n",
       "Mean_Dew_PointC                     -3           1           4           6   \n",
       "Mean_Humidity                       99          92          91          78   \n",
       "Mean_Sea_Level_PressurehPa        1026        1029        1026        1023   \n",
       "Mean_TemperatureC                   -3           1           5           9   \n",
       "Mean_VisibilityKm                  678         679         680         681   \n",
       "Mean_Wind_SpeedKm_h                  5          11          16          26   \n",
       "Min_Dew_PointC                      -4          -2           0           3   \n",
       "Min_Humidity                        93          77          68          58   \n",
       "Min_Sea_Level_PressurehPa         1024        1026        1021        1015   \n",
       "Min_TemperatureC                    -4          -2           1           5   \n",
       "Min_VisibilitykM                   678         679         680         681   \n",
       "Precipitationmm                      0           0        5.08           0   \n",
       "WindDirDegrees                     222         200         204         217   \n",
       "D_Day                                9          10          11          12   \n",
       "D_DayOfYear                          9          10          11          12   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        1           2           3           4   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                     7856        7423        6283        7213   \n",
       "_NumberOfSales                 11305.8       11690       11671     12520.2   \n",
       "\n",
       "                                   661         662         663         664  \\\n",
       "StoreID                           1000        1000        1000        1000   \n",
       "Date                        2018-01-13  2018-01-14  2018-01-15  2018-01-16   \n",
       "IsHoliday                            0           0           0           0   \n",
       "IsOpen                               1           0           1           1   \n",
       "HasPromotions                        0           0           1           1   \n",
       "NearestCompetitor                  326         326         326         326   \n",
       "Region                               7           7           7           7   \n",
       "Region_AreaKM2                    9643        9643        9643        9643   \n",
       "Region_GDP                       17130       17130       17130       17130   \n",
       "Region_PopulationK                2770        2770        2770        2770   \n",
       "CloudCover                           6           5           7           6   \n",
       "Max_Dew_PointC                      12           2           3           7   \n",
       "Max_Humidity                        88          76          87          93   \n",
       "Max_Sea_Level_PressurehPa         1016        1025        1025        1019   \n",
       "Max_TemperatureC                    15           7           8          14   \n",
       "Max_VisibilityKm                   682         683         684         685   \n",
       "Max_Wind_SpeedKm_h                  55          47          40          50   \n",
       "Mean_Dew_PointC                      9          -1           2           2   \n",
       "Mean_Humidity                       73          59          73          57   \n",
       "Mean_Sea_Level_PressurehPa        1014        1020        1021        1012   \n",
       "Mean_TemperatureC                   11           6           7           9   \n",
       "Mean_VisibilityKm                  682         683         684         685   \n",
       "Mean_Wind_SpeedKm_h                 35          23          29          21   \n",
       "Min_Dew_PointC                       1          -3           1          -1   \n",
       "Min_Humidity                        55          40          53          31   \n",
       "Min_Sea_Level_PressurehPa         1011        1015        1018        1008   \n",
       "Min_TemperatureC                     6           4           5           4   \n",
       "Min_VisibilitykM                   682         683         684         685   \n",
       "Precipitationmm                      0           0        0.25        0.51   \n",
       "WindDirDegrees                     237         248         209         214   \n",
       "D_Day                               13          14          15          16   \n",
       "D_DayOfYear                         13          14          15          16   \n",
       "D_Month                              1           1           1           1   \n",
       "D_Day_of_week                        5           6           0           1   \n",
       "D_Year                            2018        2018        2018        2018   \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75   \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57   \n",
       "t-14                                 0           0           0           0   \n",
       "t-7                                  0           0           0           0   \n",
       "t-1                                  0           0           0           0   \n",
       "t-2                                  0           0           0           0   \n",
       "t-9                                  0           0           0           0   \n",
       "t-8                                  0           0           0           0   \n",
       "t-6                                  0           0           0           0   \n",
       "t-15                                 0           0           0           0   \n",
       "t-21                                 0           0           0           0   \n",
       "t-13                                 0           0           0           0   \n",
       "t-20                                 0           0           0           0   \n",
       "NumberOfSales                     5738     7675.45        8902        8505   \n",
       "_NumberOfSales                 5153.75     5153.75       11671       10796   \n",
       "\n",
       "                                   665         666         667         668  \n",
       "StoreID                           1000        1000        1000        1000  \n",
       "Date                        2018-01-17  2018-01-18  2018-01-19  2018-01-20  \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",
       "Region_AreaKM2                    9643        9643        9643        9643  \n",
       "Region_GDP                       17130       17130       17130       17130  \n",
       "Region_PopulationK                2770        2770        2770        2770  \n",
       "CloudCover                           5           6           7           6  \n",
       "Max_Dew_PointC                       8           5           6           4  \n",
       "Max_Humidity                        94         100         100         100  \n",
       "Max_Sea_Level_PressurehPa         1019        1018        1009        1019  \n",
       "Max_TemperatureC                     8          11           6           6  \n",
       "Max_VisibilityKm                   686         687         688         689  \n",
       "Max_Wind_SpeedKm_h                  39          32          35          14  \n",
       "Mean_Dew_PointC                      2           3           4           2  \n",
       "Mean_Humidity                       77          71          85          90  \n",
       "Mean_Sea_Level_PressurehPa        1013        1008        1007        1014  \n",
       "Mean_TemperatureC                    5           6           6           2  \n",
       "Mean_VisibilityKm                  686         687         688         689  \n",
       "Mean_Wind_SpeedKm_h                 19          14          16           6  \n",
       "Min_Dew_PointC                      -1           0           3          -2  \n",
       "Min_Humidity                        51          46          59          59  \n",
       "Min_Sea_Level_PressurehPa         1009        1003        1005        1009  \n",
       "Min_TemperatureC                     2           1           5          -2  \n",
       "Min_VisibilitykM                   686         687         688         689  \n",
       "Precipitationmm                   1.02           0        2.03           0  \n",
       "WindDirDegrees                     206         191         219         235  \n",
       "D_Day                               17          18          19          20  \n",
       "D_DayOfYear                         17          18          19          20  \n",
       "D_Month                              1           1           1           1  \n",
       "D_Day_of_week                        2           3           4           5  \n",
       "D_Year                            2018        2018        2018        2018  \n",
       "MeanStoreSales                 7682.75     7682.75     7682.75     7682.75  \n",
       "MeanRegionSales                4698.57     4698.57     4698.57     4698.57  \n",
       "t-14                                 0           0           0           0  \n",
       "t-7                                  0           0           0           0  \n",
       "t-1                                  0           0           0           0  \n",
       "t-2                                  0           0           0           0  \n",
       "t-9                                  0           0           0           0  \n",
       "t-8                                  0           0           0           0  \n",
       "t-6                                  0           0           0           0  \n",
       "t-15                                 0           0           0           0  \n",
       "t-21                                 0           0           0           0  \n",
       "t-13                                 0           0           0           0  \n",
       "t-20                                 0           0           0           0  \n",
       "NumberOfSales                     7093        7061        8051        6790  \n",
       "_NumberOfSales                 10669.8     10659.9     7977.35     5066.25  "
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head(20).T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BIP Error day by day test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of regions identified: 11\n",
      "BIP total error: 0.07687379310868415\n"
     ]
    }
   ],
   "source": [
    "from BIP import get_BIP_error\n",
    "error1 = get_BIP_error(test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BIP Error cheat test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of regions identified: 11\n",
      "BIP total error: 0.06213439875295023\n"
     ]
    }
   ],
   "source": [
    "error1 = get_BIP_error(test_cheat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(43816, 50)\n",
      "RSS: 55825069205.6983\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Mirko\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  import sys\n"
     ]
    },
    {
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       "     StoreID        Date  IsHoliday  IsOpen  HasPromotions  NearestCompetitor  \\\n",
       "649     1000  2018-01-01          0       1              0                326   \n",
       "650     1000  2018-01-02          0       1              0                326   \n",
       "651     1000  2018-01-03          0       1              0                326   \n",
       "652     1000  2018-01-04          1       0              0                326   \n",
       "653     1000  2018-01-05          0       1              0                326   \n",
       "\n",
       "     Region  Region_AreaKM2  Region_GDP  Region_PopulationK      ...       \\\n",
       "649       7            9643       17130                2770      ...        \n",
       "650       7            9643       17130                2770      ...        \n",
       "651       7            9643       17130                2770      ...        \n",
       "652       7            9643       17130                2770      ...        \n",
       "653       7            9643       17130                2770      ...        \n",
       "\n",
       "              t-9           t-8           t-6          t-15    t-21     t-13  \\\n",
       "649   9835.000000   7675.446488  10650.000000   7675.446488  7368.0  10520.0   \n",
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       "653   4498.000000   7675.446488   8930.000000  10529.000000  7282.0   9835.0   \n",
       "\n",
       "       t-20  NumberOfSales  _NumberOfSales     sqrd_diff  \n",
       "649  6858.0    8540.000000    10764.250000  4.947288e+06  \n",
       "650  5890.0   10364.000000     4493.500000  3.446277e+07  \n",
       "651  6913.0    4676.000000     6102.111622  2.033794e+06  \n",
       "652  7282.0    7675.446488     7757.383782  6.713720e+03  \n",
       "653  9179.0    6267.000000     8644.375000  5.651912e+06  \n",
       "\n",
       "[5 rows x 51 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculationg R2\n",
    "\n",
    "# calculate RSS\n",
    "df_RSS = test\n",
    "print(df_RSS.shape)\n",
    "\n",
    "df_RSS['sqrd_diff'] = df_RSS.apply(lambda x: (x['NumberOfSales'] - x['_NumberOfSales'])**2, axis=1)\n",
    "\n",
    "RSS = df_RSS['sqrd_diff'].sum()\n",
    "print('RSS:', RSS)\n",
    "df_RSS.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NS_mean 4773.635883889883\n",
      "TSS: 217646076286.13812\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Mirko\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  import sys\n"
     ]
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       "      <td>9643</td>\n",
       "      <td>17130</td>\n",
       "      <td>2770</td>\n",
       "      <td>...</td>\n",
       "      <td>4498.000000</td>\n",
       "      <td>7675.446488</td>\n",
       "      <td>8930.000000</td>\n",
       "      <td>10529.000000</td>\n",
       "      <td>7282.0</td>\n",
       "      <td>9835.0</td>\n",
       "      <td>9179.0</td>\n",
       "      <td>6267.000000</td>\n",
       "      <td>8644.375000</td>\n",
       "      <td>1.498262e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 51 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     StoreID        Date  IsHoliday  IsOpen  HasPromotions  NearestCompetitor  \\\n",
       "649     1000  2018-01-01          0       1              0                326   \n",
       "650     1000  2018-01-02          0       1              0                326   \n",
       "651     1000  2018-01-03          0       1              0                326   \n",
       "652     1000  2018-01-04          1       0              0                326   \n",
       "653     1000  2018-01-05          0       1              0                326   \n",
       "\n",
       "     Region  Region_AreaKM2  Region_GDP  Region_PopulationK      ...       \\\n",
       "649       7            9643       17130                2770      ...        \n",
       "650       7            9643       17130                2770      ...        \n",
       "651       7            9643       17130                2770      ...        \n",
       "652       7            9643       17130                2770      ...        \n",
       "653       7            9643       17130                2770      ...        \n",
       "\n",
       "              t-9           t-8           t-6          t-15    t-21     t-13  \\\n",
       "649   9835.000000   7675.446488  10650.000000   7675.446488  7368.0  10520.0   \n",
       "650   7675.446488  11881.000000   4498.000000  12353.000000  6858.0   9479.0   \n",
       "651  11881.000000  10650.000000   7675.446488  10520.000000  5890.0  10529.0   \n",
       "652  10650.000000   4498.000000   7675.446488   9479.000000  6913.0   9050.0   \n",
       "653   4498.000000   7675.446488   8930.000000  10529.000000  7282.0   9835.0   \n",
       "\n",
       "       t-20  NumberOfSales  _NumberOfSales     sqrd_diff  \n",
       "649  6858.0    8540.000000    10764.250000  3.588746e+07  \n",
       "650  5890.0   10364.000000     4493.500000  7.847611e+04  \n",
       "651  6913.0    4676.000000     6102.111622  1.764848e+06  \n",
       "652  7282.0    7675.446488     7757.383782  8.902752e+06  \n",
       "653  9179.0    6267.000000     8644.375000  1.498262e+07  \n",
       "\n",
       "[5 rows x 51 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate TSS\n",
    "\n",
    "df_TSS = test\n",
    "NS_mean = df_TSS['NumberOfSales'].mean()\n",
    "print('NS_mean', NS_mean)\n",
    "\n",
    "df_TSS['sqrd_diff'] = df_TSS.apply(lambda x:  (x['_NumberOfSales'] - NS_mean)**2, axis=1)\n",
    "TSS = df_TSS['sqrd_diff'].sum()\n",
    "print('TSS:', TSS)\n",
    "df_TSS.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RSS: 55825069205.6983    TSS: 217646076286.13812\n",
      "R_2: 0.7435052808748761\n"
     ]
    }
   ],
   "source": [
    "# calculate R2\n",
    "print(\"RSS:\", RSS, \"   TSS:\", TSS)\n",
    "\n",
    "R2 = 1 - (RSS / TSS)\n",
    "print('R_2:', R2)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saving TEST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#test.to_csv('./dataset/RFR5_fake_test.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "estim = model1.estimators_ "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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": 25,
   "metadata": {
    "_cell_guid": "ce96d86c-504a-6f79-daa9-6c41619afc65"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "436.93390778221755"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_absolute_error(test['NumberOfSales'], test['_NumberOfSales'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "_cell_guid": "e14263ca-4a3b-562a-0a1e-59eafafccb84"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8937596992483917"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r2_score(test['NumberOfSales'], test['_NumberOfSales'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Mirko\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n",
      "  after removing the cwd from sys.path.\n",
      "C:\\Users\\Mirko\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n",
      "  \"\"\"\n",
      "C:\\Users\\Mirko\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  if sys.path[0] == '':\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "inf"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_absolute_percentage_error(test['NumberOfSales'], test['_NumberOfSales'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'X_train' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-29-931765772341>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mX_train\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'X_train' is not defined"
     ]
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'X_test' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-30-b16529959fb6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mX_test\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'X_test' is not defined"
     ]
    }
   ],
   "source": [
    "X_test[:, [3]].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'y_pred' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-31-1a39d0bc727b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m print(\"Residual sum of squares: %.2f\"\n\u001b[1;32m----> 2\u001b[1;33m   % ((y_pred - y_test) ** 2).sum())\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;31m#why memory error??\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'y_pred' is not defined"
     ]
    }
   ],
   "source": [
    "print(\"Residual sum of squares: %.2f\"\n",
    "  % ((y_pred - y_test) ** 2).sum())\n",
    "\n",
    "#why memory error??"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ToWeight(y):\n",
    "    w = np.zeros(y.shape, dtype=float)\n",
    "    ind = y != 0\n",
    "    w[ind] = 1./(y[ind]**2)\n",
    "    return w\n",
    "\n",
    "\n",
    "def rmspe(yhat, y):\n",
    "    w = ToWeight(y)\n",
    "    rmspe = np.sqrt(np.mean( w * (y - yhat)**2 ))\n",
    "    return rmspe\n",
    "\n",
    "\n",
    "def rmspe_xg(yhat, y):\n",
    "   # y = y.values\n",
    "   # y = y.get_label()\n",
    "    y = np.exp(y) - 1\n",
    "    yhat = np.exp(yhat) - 1\n",
    "    w = ToWeight(y)\n",
    "    rmspe = np.sqrt(np.mean(w * (y - yhat)**2))\n",
    "    return \"rmspe\", rmspe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'y_pred' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-33-90bc7c25ff1a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mrmspe_xg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my_pred\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my_test\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'y_pred' is not defined"
     ]
    }
   ],
   "source": [
    "rmspe_xg(y_pred,y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sample of predicted results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "y_pred_subset = test['_NumberOfSales'][500:600]\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": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#REAL\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "y_train_subset = test['NumberOfSales'][500:600]\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": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.plot(x_coordinate,y_train_subset)\n",
    "plt.plot(x_coordinate,y_pred_subset)\n",
    "\n",
    "plt.legend(['Predicted', 'Real'], loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saving model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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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