Walmart Sales Forecast.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import itertools\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "%matplotlib inline \n",
    "\n",
    "import matplotlib\n",
    "matplotlib.rc('xtick', labelsize=40) \n",
    "matplotlib.rc('ytick', labelsize=40) \n",
    "\n",
    "import seaborn as sns\n",
    "sns.set(style=\"whitegrid\", color_codes=True)\n",
    "\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.tsa.api as smt\n",
    "import statsmodels.formula.api as smf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_csv(\"train.csv\")\n",
    "data_test=pd.read_csv(\"test.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Store</th>\n",
       "      <th>Dept</th>\n",
       "      <th>Date</th>\n",
       "      <th>Weekly_Sales</th>\n",
       "      <th>IsHoliday</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-02-05</td>\n",
       "      <td>24924.50</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-02-12</td>\n",
       "      <td>46039.49</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-02-19</td>\n",
       "      <td>41595.55</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-02-26</td>\n",
       "      <td>19403.54</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-03-05</td>\n",
       "      <td>21827.90</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Store  Dept        Date  Weekly_Sales  IsHoliday\n",
       "0      1     1  2010-02-05      24924.50      False\n",
       "1      1     1  2010-02-12      46039.49       True\n",
       "2      1     1  2010-02-19      41595.55      False\n",
       "3      1     1  2010-02-26      19403.54      False\n",
       "4      1     1  2010-03-05      21827.90      False"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total</th>\n",
       "      <th>Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IsHoliday</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weekly_Sales</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dept</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Store</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Total  Percent\n",
       "IsHoliday         0      0.0\n",
       "Weekly_Sales      0      0.0\n",
       "Date              0      0.0\n",
       "Dept              0      0.0\n",
       "Store             0      0.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total = data.isnull().sum(axis=0).sort_values(ascending=False)\n",
    "percent = ((data.isnull().sum(axis=0)/data.isnull().count(axis=0))*100).sort_values(ascending=False)\n",
    "\n",
    "# count the number of null values in the column and their perecentage of the total data\n",
    "missing_data_columns = pd.concat([total, percent], axis=1, keys=['Total', 'Percent'])\n",
    "missing_data_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Date']=pd.to_datetime(data['Date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.groupby('Date')['Weekly_Sales'].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2010-02-05', '2010-02-12', '2010-02-19', '2010-02-26',\n",
       "               '2010-03-05', '2010-03-12', '2010-03-19', '2010-03-26',\n",
       "               '2010-04-02', '2010-04-09',\n",
       "               ...\n",
       "               '2012-08-24', '2012-08-31', '2012-09-07', '2012-09-14',\n",
       "               '2012-09-21', '2012-09-28', '2012-10-05', '2012-10-12',\n",
       "               '2012-10-19', '2012-10-26'],\n",
       "              dtype='datetime64[ns]', name='Date', length=143, freq=None)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.set_index('Date')\n",
    "data.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "copy_data=data.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "copy_data.index=(copy_data.Date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'ts' 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-7-2d51a3a6b1a6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mcalendar\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mts\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Month'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDatetimeIndex\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mts\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Date'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmonth\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0mts\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Month'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mts\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Month'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mcalendar\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmonth_abbr\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mts\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Year'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDatetimeIndex\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mts\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Date'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0myear\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'ts' is not defined"
     ]
    }
   ],
   "source": [
    "import calendar\n",
    "ts['Month'] = pd.DatetimeIndex(ts['Date']).month\n",
    "ts['Month'] = ts['Month'].apply(lambda x: calendar.month_abbr[x])\n",
    "ts['Year'] = pd.DatetimeIndex(ts['Date']).year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Store</th>\n",
       "      <th>Dept</th>\n",
       "      <th>Date</th>\n",
       "      <th>Weekly_Sales</th>\n",
       "      <th>IsHoliday</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
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       "    <tr>\n",
       "      <th>Date</th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-02-05</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-02-05</td>\n",
       "      <td>24924.50</td>\n",
       "      <td>False</td>\n",
       "      <td>Feb</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-12</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-02-12</td>\n",
       "      <td>46039.49</td>\n",
       "      <td>True</td>\n",
       "      <td>Feb</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-19</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-02-19</td>\n",
       "      <td>41595.55</td>\n",
       "      <td>False</td>\n",
       "      <td>Feb</td>\n",
       "      <td>2010</td>\n",
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       "    <tr>\n",
       "      <th>2010-02-26</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-02-26</td>\n",
       "      <td>19403.54</td>\n",
       "      <td>False</td>\n",
       "      <td>Feb</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-05</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-03-05</td>\n",
       "      <td>21827.90</td>\n",
       "      <td>False</td>\n",
       "      <td>Mar</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-12</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-03-12</td>\n",
       "      <td>21043.39</td>\n",
       "      <td>False</td>\n",
       "      <td>Mar</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-19</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-03-19</td>\n",
       "      <td>22136.64</td>\n",
       "      <td>False</td>\n",
       "      <td>Mar</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-26</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-03-26</td>\n",
       "      <td>26229.21</td>\n",
       "      <td>False</td>\n",
       "      <td>Mar</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-02</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-04-02</td>\n",
       "      <td>57258.43</td>\n",
       "      <td>False</td>\n",
       "      <td>Apr</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-09</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-04-09</td>\n",
       "      <td>42960.91</td>\n",
       "      <td>False</td>\n",
       "      <td>Apr</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-16</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-04-16</td>\n",
       "      <td>17596.96</td>\n",
       "      <td>False</td>\n",
       "      <td>Apr</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-23</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-04-23</td>\n",
       "      <td>16145.35</td>\n",
       "      <td>False</td>\n",
       "      <td>Apr</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-30</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-04-30</td>\n",
       "      <td>16555.11</td>\n",
       "      <td>False</td>\n",
       "      <td>Apr</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-07</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-05-07</td>\n",
       "      <td>17413.94</td>\n",
       "      <td>False</td>\n",
       "      <td>May</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-14</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-05-14</td>\n",
       "      <td>18926.74</td>\n",
       "      <td>False</td>\n",
       "      <td>May</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-21</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-05-21</td>\n",
       "      <td>14773.04</td>\n",
       "      <td>False</td>\n",
       "      <td>May</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-28</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-05-28</td>\n",
       "      <td>15580.43</td>\n",
       "      <td>False</td>\n",
       "      <td>May</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-04</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-06-04</td>\n",
       "      <td>17558.09</td>\n",
       "      <td>False</td>\n",
       "      <td>Jun</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-11</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-06-11</td>\n",
       "      <td>16637.62</td>\n",
       "      <td>False</td>\n",
       "      <td>Jun</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-18</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-06-18</td>\n",
       "      <td>16216.27</td>\n",
       "      <td>False</td>\n",
       "      <td>Jun</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-25</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-06-25</td>\n",
       "      <td>16328.72</td>\n",
       "      <td>False</td>\n",
       "      <td>Jun</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-02</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-07-02</td>\n",
       "      <td>16333.14</td>\n",
       "      <td>False</td>\n",
       "      <td>Jul</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-09</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-07-09</td>\n",
       "      <td>17688.76</td>\n",
       "      <td>False</td>\n",
       "      <td>Jul</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-16</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-07-16</td>\n",
       "      <td>17150.84</td>\n",
       "      <td>False</td>\n",
       "      <td>Jul</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-23</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-07-23</td>\n",
       "      <td>15360.45</td>\n",
       "      <td>False</td>\n",
       "      <td>Jul</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-07-30</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-07-30</td>\n",
       "      <td>15381.82</td>\n",
       "      <td>False</td>\n",
       "      <td>Jul</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-06</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-08-06</td>\n",
       "      <td>17508.41</td>\n",
       "      <td>False</td>\n",
       "      <td>Aug</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-13</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-08-13</td>\n",
       "      <td>15536.40</td>\n",
       "      <td>False</td>\n",
       "      <td>Aug</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-20</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-08-20</td>\n",
       "      <td>15740.13</td>\n",
       "      <td>False</td>\n",
       "      <td>Aug</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-27</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-08-27</td>\n",
       "      <td>15793.87</td>\n",
       "      <td>False</td>\n",
       "      <td>Aug</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-08-26</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2011-08-26</td>\n",
       "      <td>120.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Aug</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-02</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2011-09-02</td>\n",
       "      <td>20.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Sep</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-09</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2011-09-09</td>\n",
       "      <td>40.00</td>\n",
       "      <td>True</td>\n",
       "      <td>Sep</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-11-25</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2011-11-25</td>\n",
       "      <td>2400.00</td>\n",
       "      <td>True</td>\n",
       "      <td>Nov</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-12-09</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2011-12-09</td>\n",
       "      <td>435.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Dec</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-12-16</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2011-12-16</td>\n",
       "      <td>1310.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Dec</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-12-23</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2011-12-23</td>\n",
       "      <td>1860.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Dec</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-12-30</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2011-12-30</td>\n",
       "      <td>400.00</td>\n",
       "      <td>True</td>\n",
       "      <td>Dec</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-03</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-02-03</td>\n",
       "      <td>330.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Feb</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-10</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-02-10</td>\n",
       "      <td>1070.00</td>\n",
       "      <td>True</td>\n",
       "      <td>Feb</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-17</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-02-17</td>\n",
       "      <td>600.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Feb</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-24</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-02-24</td>\n",
       "      <td>100.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Feb</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-02</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-03-02</td>\n",
       "      <td>130.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Mar</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-04-06</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-04-06</td>\n",
       "      <td>140.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Apr</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-04-13</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-04-13</td>\n",
       "      <td>20.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Apr</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-05-04</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-05-04</td>\n",
       "      <td>50.00</td>\n",
       "      <td>False</td>\n",
       "      <td>May</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-15</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-06-15</td>\n",
       "      <td>240.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Jun</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-22</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-06-22</td>\n",
       "      <td>35.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Jun</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-07-13</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>0.02</td>\n",
       "      <td>False</td>\n",
       "      <td>Jul</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-07-20</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-07-20</td>\n",
       "      <td>0.01</td>\n",
       "      <td>False</td>\n",
       "      <td>Jul</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-07-27</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-07-27</td>\n",
       "      <td>0.04</td>\n",
       "      <td>False</td>\n",
       "      <td>Jul</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-08-03</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-08-03</td>\n",
       "      <td>20.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Aug</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-08-10</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-08-10</td>\n",
       "      <td>0.02</td>\n",
       "      <td>False</td>\n",
       "      <td>Aug</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-08-17</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-08-17</td>\n",
       "      <td>0.06</td>\n",
       "      <td>False</td>\n",
       "      <td>Aug</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-08-24</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-08-24</td>\n",
       "      <td>0.07</td>\n",
       "      <td>False</td>\n",
       "      <td>Aug</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-08-31</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-08-31</td>\n",
       "      <td>20.06</td>\n",
       "      <td>False</td>\n",
       "      <td>Aug</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-07</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-09-07</td>\n",
       "      <td>0.05</td>\n",
       "      <td>True</td>\n",
       "      <td>Sep</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-14</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-09-14</td>\n",
       "      <td>0.03</td>\n",
       "      <td>False</td>\n",
       "      <td>Sep</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-10-05</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-10-05</td>\n",
       "      <td>635.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Oct</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-10-12</th>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>2012-10-12</td>\n",
       "      <td>80.00</td>\n",
       "      <td>False</td>\n",
       "      <td>Oct</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10244 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Store  Dept       Date  Weekly_Sales  IsHoliday Month  Year\n",
       "Date                                                                   \n",
       "2010-02-05      1     1 2010-02-05      24924.50      False   Feb  2010\n",
       "2010-02-12      1     1 2010-02-12      46039.49       True   Feb  2010\n",
       "2010-02-19      1     1 2010-02-19      41595.55      False   Feb  2010\n",
       "2010-02-26      1     1 2010-02-26      19403.54      False   Feb  2010\n",
       "2010-03-05      1     1 2010-03-05      21827.90      False   Mar  2010\n",
       "2010-03-12      1     1 2010-03-12      21043.39      False   Mar  2010\n",
       "2010-03-19      1     1 2010-03-19      22136.64      False   Mar  2010\n",
       "2010-03-26      1     1 2010-03-26      26229.21      False   Mar  2010\n",
       "2010-04-02      1     1 2010-04-02      57258.43      False   Apr  2010\n",
       "2010-04-09      1     1 2010-04-09      42960.91      False   Apr  2010\n",
       "2010-04-16      1     1 2010-04-16      17596.96      False   Apr  2010\n",
       "2010-04-23      1     1 2010-04-23      16145.35      False   Apr  2010\n",
       "2010-04-30      1     1 2010-04-30      16555.11      False   Apr  2010\n",
       "2010-05-07      1     1 2010-05-07      17413.94      False   May  2010\n",
       "2010-05-14      1     1 2010-05-14      18926.74      False   May  2010\n",
       "2010-05-21      1     1 2010-05-21      14773.04      False   May  2010\n",
       "2010-05-28      1     1 2010-05-28      15580.43      False   May  2010\n",
       "2010-06-04      1     1 2010-06-04      17558.09      False   Jun  2010\n",
       "2010-06-11      1     1 2010-06-11      16637.62      False   Jun  2010\n",
       "2010-06-18      1     1 2010-06-18      16216.27      False   Jun  2010\n",
       "2010-06-25      1     1 2010-06-25      16328.72      False   Jun  2010\n",
       "2010-07-02      1     1 2010-07-02      16333.14      False   Jul  2010\n",
       "2010-07-09      1     1 2010-07-09      17688.76      False   Jul  2010\n",
       "2010-07-16      1     1 2010-07-16      17150.84      False   Jul  2010\n",
       "2010-07-23      1     1 2010-07-23      15360.45      False   Jul  2010\n",
       "2010-07-30      1     1 2010-07-30      15381.82      False   Jul  2010\n",
       "2010-08-06      1     1 2010-08-06      17508.41      False   Aug  2010\n",
       "2010-08-13      1     1 2010-08-13      15536.40      False   Aug  2010\n",
       "2010-08-20      1     1 2010-08-20      15740.13      False   Aug  2010\n",
       "2010-08-27      1     1 2010-08-27      15793.87      False   Aug  2010\n",
       "...           ...   ...        ...           ...        ...   ...   ...\n",
       "2011-08-26      1    99 2011-08-26        120.00      False   Aug  2011\n",
       "2011-09-02      1    99 2011-09-02         20.00      False   Sep  2011\n",
       "2011-09-09      1    99 2011-09-09         40.00       True   Sep  2011\n",
       "2011-11-25      1    99 2011-11-25       2400.00       True   Nov  2011\n",
       "2011-12-09      1    99 2011-12-09        435.00      False   Dec  2011\n",
       "2011-12-16      1    99 2011-12-16       1310.00      False   Dec  2011\n",
       "2011-12-23      1    99 2011-12-23       1860.00      False   Dec  2011\n",
       "2011-12-30      1    99 2011-12-30        400.00       True   Dec  2011\n",
       "2012-02-03      1    99 2012-02-03        330.00      False   Feb  2012\n",
       "2012-02-10      1    99 2012-02-10       1070.00       True   Feb  2012\n",
       "2012-02-17      1    99 2012-02-17        600.00      False   Feb  2012\n",
       "2012-02-24      1    99 2012-02-24        100.00      False   Feb  2012\n",
       "2012-03-02      1    99 2012-03-02        130.00      False   Mar  2012\n",
       "2012-04-06      1    99 2012-04-06        140.00      False   Apr  2012\n",
       "2012-04-13      1    99 2012-04-13         20.00      False   Apr  2012\n",
       "2012-05-04      1    99 2012-05-04         50.00      False   May  2012\n",
       "2012-06-15      1    99 2012-06-15        240.00      False   Jun  2012\n",
       "2012-06-22      1    99 2012-06-22         35.00      False   Jun  2012\n",
       "2012-07-13      1    99 2012-07-13          0.02      False   Jul  2012\n",
       "2012-07-20      1    99 2012-07-20          0.01      False   Jul  2012\n",
       "2012-07-27      1    99 2012-07-27          0.04      False   Jul  2012\n",
       "2012-08-03      1    99 2012-08-03         20.00      False   Aug  2012\n",
       "2012-08-10      1    99 2012-08-10          0.02      False   Aug  2012\n",
       "2012-08-17      1    99 2012-08-17          0.06      False   Aug  2012\n",
       "2012-08-24      1    99 2012-08-24          0.07      False   Aug  2012\n",
       "2012-08-31      1    99 2012-08-31         20.06      False   Aug  2012\n",
       "2012-09-07      1    99 2012-09-07          0.05       True   Sep  2012\n",
       "2012-09-14      1    99 2012-09-14          0.03      False   Sep  2012\n",
       "2012-10-05      1    99 2012-10-05        635.00      False   Oct  2012\n",
       "2012-10-12      1    99 2012-10-12         80.00      False   Oct  2012\n",
       "\n",
       "[10244 rows x 7 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "ts=copy_data[copy_data.Store==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "for i in ts.Dept.unique():\n",
    "    ts_=ts[ts['Dept']==i]\n",
    "    ts_['Weekly_Sales'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "ts_1=ts[ts.Dept==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fd05840550>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts_1['Weekly_Sales'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# rolmean = ts_1.rolling(window=12).mean()\n",
    "# rolstd = ts_1.rolling(window=12).std()\n",
    "\n",
    "# #Plot rolling statistics:\n",
    "# orig = plt.plot(ts_1, label='Original')\n",
    "# mean = plt.plot(rolmean, label='Rolling Mean')\n",
    "# std = plt.plot(rolstd, label = 'Rolling Std')\n",
    "# plt.legend(loc='best')\n",
    "# plt.title('Rolling Mean & Standard Deviation')\n",
    "# plt.show(block=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                  -2.522164\n",
      "p-value                          0.110174\n",
      "#lags Used                       6.000000\n",
      "Number of Observations Used    136.000000\n",
      "Critical Value (1%)             -3.479372\n",
      "Critical Value (5%)             -2.883037\n",
      "Critical Value (10%)            -2.578234\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.tsa.stattools import adfuller\n",
    "print('Results of Dickey-Fuller Test:')\n",
    "dftest = adfuller(ts_1['Weekly_Sales'], autolag='AIC')\n",
    "dfoutput = pd.Series(dftest[0:4], index=['Test Statistic', 'p-value', '#lags Used', 'Number of Observations Used'])\n",
    "for key, value in dftest[4].items():\n",
    "    dfoutput['Critical Value (%s)'%key] = value\n",
    "print(dfoutput)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>Year</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Jan</th>\n",
       "      <td>NaN</td>\n",
       "      <td>17286.6475</td>\n",
       "      <td>17551.3375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>32990.7700</td>\n",
       "      <td>31440.6575</td>\n",
       "      <td>33670.8250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>22809.2850</td>\n",
       "      <td>20705.8350</td>\n",
       "      <td>22936.1080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apr</th>\n",
       "      <td>30103.3520</td>\n",
       "      <td>33011.3900</td>\n",
       "      <td>31400.0300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>16673.5375</td>\n",
       "      <td>17062.9300</td>\n",
       "      <td>17698.2450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jun</th>\n",
       "      <td>16685.1750</td>\n",
       "      <td>15744.6425</td>\n",
       "      <td>16729.3080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>16383.0020</td>\n",
       "      <td>15771.2460</td>\n",
       "      <td>16617.1975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>16144.7025</td>\n",
       "      <td>14765.4875</td>\n",
       "      <td>16609.1140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sep</th>\n",
       "      <td>17978.3175</td>\n",
       "      <td>17551.2820</td>\n",
       "      <td>19034.4750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oct</th>\n",
       "      <td>26928.9060</td>\n",
       "      <td>24701.7075</td>\n",
       "      <td>24061.1400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nov</th>\n",
       "      <td>23040.3500</td>\n",
       "      <td>24634.3775</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>34796.7760</td>\n",
       "      <td>34902.4140</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Year         2010        2011        2012\n",
       "Month                                    \n",
       "Jan           NaN  17286.6475  17551.3375\n",
       "Feb    32990.7700  31440.6575  33670.8250\n",
       "Mar    22809.2850  20705.8350  22936.1080\n",
       "Apr    30103.3520  33011.3900  31400.0300\n",
       "May    16673.5375  17062.9300  17698.2450\n",
       "Jun    16685.1750  15744.6425  16729.3080\n",
       "Jul    16383.0020  15771.2460  16617.1975\n",
       "Aug    16144.7025  14765.4875  16609.1140\n",
       "Sep    17978.3175  17551.2820  19034.4750\n",
       "Oct    26928.9060  24701.7075  24061.1400\n",
       "Nov    23040.3500  24634.3775         NaN\n",
       "Dec    34796.7760  34902.4140         NaN"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "monthly_sales_data = pd.pivot_table(ts_1, values = \"Weekly_Sales\", columns = \"Year\", index = \"Month\")\n",
    "monthly_sales_data = monthly_sales_data.reindex(index = ['Jan','Feb','Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'])\n",
    "monthly_sales_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fd0584e2b0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "monthly_sales_data.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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>Month</th>\n",
       "      <th>Jan</th>\n",
       "      <th>Feb</th>\n",
       "      <th>Mar</th>\n",
       "      <th>Apr</th>\n",
       "      <th>May</th>\n",
       "      <th>Jun</th>\n",
       "      <th>Jul</th>\n",
       "      <th>Aug</th>\n",
       "      <th>Sep</th>\n",
       "      <th>Oct</th>\n",
       "      <th>Nov</th>\n",
       "      <th>Dec</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>NaN</td>\n",
       "      <td>32990.7700</td>\n",
       "      <td>22809.285</td>\n",
       "      <td>30103.352</td>\n",
       "      <td>16673.5375</td>\n",
       "      <td>16685.1750</td>\n",
       "      <td>16383.0020</td>\n",
       "      <td>16144.7025</td>\n",
       "      <td>17978.3175</td>\n",
       "      <td>26928.9060</td>\n",
       "      <td>23040.3500</td>\n",
       "      <td>34796.776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>17286.6475</td>\n",
       "      <td>31440.6575</td>\n",
       "      <td>20705.835</td>\n",
       "      <td>33011.390</td>\n",
       "      <td>17062.9300</td>\n",
       "      <td>15744.6425</td>\n",
       "      <td>15771.2460</td>\n",
       "      <td>14765.4875</td>\n",
       "      <td>17551.2820</td>\n",
       "      <td>24701.7075</td>\n",
       "      <td>24634.3775</td>\n",
       "      <td>34902.414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>17551.3375</td>\n",
       "      <td>33670.8250</td>\n",
       "      <td>22936.108</td>\n",
       "      <td>31400.030</td>\n",
       "      <td>17698.2450</td>\n",
       "      <td>16729.3080</td>\n",
       "      <td>16617.1975</td>\n",
       "      <td>16609.1140</td>\n",
       "      <td>19034.4750</td>\n",
       "      <td>24061.1400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Month         Jan         Feb        Mar        Apr         May         Jun  \\\n",
       "Year                                                                          \n",
       "2010          NaN  32990.7700  22809.285  30103.352  16673.5375  16685.1750   \n",
       "2011   17286.6475  31440.6575  20705.835  33011.390  17062.9300  15744.6425   \n",
       "2012   17551.3375  33670.8250  22936.108  31400.030  17698.2450  16729.3080   \n",
       "\n",
       "Month         Jul         Aug         Sep         Oct         Nov        Dec  \n",
       "Year                                                                          \n",
       "2010   16383.0020  16144.7025  17978.3175  26928.9060  23040.3500  34796.776  \n",
       "2011   15771.2460  14765.4875  17551.2820  24701.7075  24634.3775  34902.414  \n",
       "2012   16617.1975  16609.1140  19034.4750  24061.1400         NaN        NaN  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yearly_sales_data = pd.pivot_table(ts_1, values = \"Weekly_Sales\", columns = \"Month\", index = \"Year\")\n",
    "yearly_sales_data = yearly_sales_data[['Jan','Feb','Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']]\n",
    "yearly_sales_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fd05c50048>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "yearly_sales_data.boxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "decomposition = sm.tsa.seasonal_decompose(ts_1['Weekly_Sales'], model='multiplicative')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = decomposition.plot()\n",
    "fig.set_figwidth(12)\n",
    "fig.set_figheight(8)\n",
    "fig.suptitle('Decomposition of multiplicative time series')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "random_df=pd.DataFrame(ts_1['Weekly_Sales'])\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, sharey=False, sharex=False)\n",
    "fig.set_figwidth(12)\n",
    "fig.set_figheight(4)\n",
    "\n",
    "axes[0].plot(random_df.index, random_df['Weekly_Sales'])\n",
    "axes[0].set_xlabel(\"Years\")\n",
    "axes[0].set_ylabel(\"Sales\")\n",
    "axes[0].set_title(\"Original Data\")\n",
    "\n",
    "axes[1].plot(random_df.index, random_df['Weekly_Sales'].diff(periods=1))\n",
    "axes[1].set_xlabel(\"Years\")\n",
    "axes[1].set_ylabel(\"Differenced Sales\")\n",
    "axes[1].set_title(\"1$^{st}$ Order Differenced Data\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "ts_log = np.log10(random_df)\n",
    "ts_log.dropna(inplace=True)\n",
    "\n",
    "ts_log_diff = ts_log.diff(periods=1) # same as ts_log_diff = ts_log - ts_log.shift(periods=1)\n",
    "ts_log_diff.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5+v+3Vuip1/I1a1EeAQsA2hFiFAAgFFqVUC1fvlyzZs1SSkrKae8VFhaqpqZGQ4YMkSRNmjRJa9asac3q/Fawo0g795Wpps4tSaqpc2vnvjIV7CgKyfoBAOFHjAIAhEKrnkP1xBNPNPtecXGxkpOTvdPJyckqKgo8WGzbti3gz3y6tcIbqDxq6tz6dNN2OasLA15epCsoKAh3EYKOOtoDdbSHaKkjMSpyRMt3pjWooz3YvY52r58UnjoG7cG+hmH4PBTLNE1LD3IcOHBgwA/ocnc4og07830CVmK8U1d9/yJlXpwWcBkiWUFBgTIzM8NdjKCijvZAHe2htXWsra21lIS0NWJU6PC7sAfqGP3sXj8pfDEqaHf5S0tLU0lJiXf66NGjTXa7CIbMAanqn95dMlwyTUOJ8U71T++uzAGpIVk/ACCyEaMAAG0laAlVz549lZCQ4L3stmrVKg0fPjxYq/PhjHHo0TuyFHv0E7mLN2lGzuV69I4sOWMCb30EANgPMQoA0FbaPKGaNm2atm7dKkmaP3++5syZo9GjR6uqqkpTp05t69U1yxnjkLO6UEZJga64OI1ABQAgRgEA2lybjKFav3699+8XXnjB+/eAAQO0YsWKtlgFAACWEKMAAMEUtC5/AAAAAGB3JFQAAAAAYBEJFQAAAABYREIFAAAAABaRUAEAAACARSRUAAAAAGARCRUAAAAAWERCBQAAAAAWkVABAAAAgEUkVAAAAABgEQkVAAAAAFhEQgUAAAAAFpFQAQAAAIBFJFQAAAAAYBEJFQAAAABYREIFAAAAABaRUAEAAACARSRUAAAAAGARCRUAAAAAWERCBQAAAAAWkVABAAAAgEWtSqhWr16tMWPGaOTIkVq8ePFp73/55Ze68cYbNX78eP385z9XRUVFa1YHAEBAiFMAgGCznFAVFRVpwYIFWrJkiVauXKlly5Zp9+7dPvM88cQTys3N1VtvvaU+ffroxRdfbHWBAQDwB3EKABAKlhOqvLw8DRs2TN26dVPHjh01atQorVmzxmcewzB04sQJSVJ1dbUSExNbV1oAAPxEnAIAhILlhKq4uFjJycne6ZSUFBUVFfnMc99992nmzJm66qqrlJeXpylTplgvKQAAASBOAQBCIdbqBw3DkMPh8E6bpukzXVNTowcffFAvv/yyMjIy9NJLL+l//ud/tGjRooDWs23bNqtFVGVlpSSpoKDA8jKigd3rJ1FHu6CO9hAtdQxFnCJG+Yc62gN1jH52r58UnjpaTqjS0tKUn5/vnS4pKVFKSop3eteuXUpISFBGRoYk6cc//rGefvrpgNczcOBAJSQkWCpjUlKSKisrlZmZaenz0aCgoMDW9ZOoo11QR3tobR1ra2tblYQEIhRxihjVMn4X9kAdo5/d6yeFL0ZZ7vKXlZWlDRs2qLS0VNXV1Vq3bp2GDx/ufT89PV1HjhzRnj17JEkffvihBg0aZHV1AAAEhDgFAAgFy1eoUlNTNX36dE2dOlUul0uTJ09WRkaGpk2bptzcXA0aNEhz5szRr3/9a5mmqbPOOktPPvlkW5YdAIBmEacAAKFgOaGSpOzsbGVnZ/u89sILL3j/HjFihEaMGNGaVQAAYBlxCgAQbK16sC8AAAAAtGckVAAAAABgEQkVAAAAAFhEQgUAAAAAFpFQAQAAAIBFJFQAAAAAYBEJFQAAAABYREIFAAAAABaRUAEAAACARSRUAAAAAGARCRUAAAAAWERCBQAAAAAWkVABAAAAgEUkVAAAAABgEQkVAAAAAFhEQgUAAAAAFpFQAQAAAIBFJFQAAAAAYBEJFQAAAABYREIFAAAAABaRUAEAAACARSRUAAAAAGBRqxKq1atXa8yYMRo5cqQWL1582vt79uxRTk6Oxo8fr9tvv13l5eWtWR0AAAEhTgEAgs1yQlVUVKQFCxZoyZIlWrlypZYtW6bdu3d73zdNU3feeaemTZumt956SxdddJEWLVrUJoUGAKAlxCkAQChYTqjy8vI0bNgwdevWTR07dtSoUaO0Zs0a7/tffvmlOnbsqOHDh0uSfvGLX+iWW25pfYkBAPADcQoAEAqxVj9YXFys5ORk73RKSoq2bNnind6/f7/OPvtsPfDAA9q+fbv69u2rhx56qHWlBQDAT6GIU9u2bbNcvsrKSklSQUGB5WVEC+poD9Qx+tm9flJ46mg5oTIMQw6HwzttmqbPdH19vTZu3KjXX39dgwYN0u9//3vNnTtXc+fODWg9BKuW2b1+EnW0C+poD9FSx1DEqYEDByohIcFS+ZKSklRZWanMzExLn48WBQUF1NEGqGP0s3v9pNbXsba21lLuYTmhSktLU35+vne6pKREKSkp3unk5GSlp6dr0KBBkqRx48YpNzc34PUQrM6MH4c9UEd7oI4tsxqsrAhVnAIAtG+Wx1BlZWVpw4YNKi0tVXV1tdatW+fthy5Jl156qUpLS7Vjxw5J0vr163XJJZe0vsQAAPiBOAUACAXLV6hSU1M1ffp0TZ06VS6XS5MnT1ZGRoamTZum3NxcDRo0SAsXLtTMmTNVXV2ttLQ0zZs3ry3LDgBAs4hTAIBQsJxQSVJ2drays7N9XnvhhRe8fw8ePFgrVqxozSoAALCMOAUACLZWPdgXAAAAANozEioAAAAAsIiECgAAAAAsIqECAAAAAItIqAAAAADAIhIqAAAAALCIhAoAAAAALCKhAgAAAACLSKgAAAAAwCISKgAAAACwiIQKAAAAACwioQIAAAAAi0ioAAAAAMAiEioAAAAAsIiECgAAAAAsIqECAAAAAItIqAAAAADAIhIqAAAAALCIhAoAAAAALCKhAgAAAACLSKgAAAAAwCISKgCAba1evVpjxozRyJEjtXjx4mbn++ijj3TttdeGsGQAALtoVUJFoAIARKqioiItWLBAS5Ys0cqVK7Vs2TLt3r37tPmOHj2q3/72t2EoIQDADiwnVAQqAEAky8vL07Bhw9StWzd17NhRo0aN0po1a06bb+bMmbr77rvDUEIAgB1YTqgIVACASFZcXKzk5GTvdEpKioqKinzmefXVV3XxxRdr8ODBoS4eAMAmYq1+sKlAtWXLFp95CFQAgHAxDEMOh8M7bZqmz/SuXbu0bt06vfzyyzpy5IildWzbts1y+SorKyVJBQUFlpcRLaijPVDH6Gf3+knhqaPlhCoUgUoiWPnD7vWTqKNdUEd7iJY6pqWlKT8/3ztdUlKilJQU7/SaNWtUUlKiG2+8US6XS8XFxbr55pu1ZMkSv9cxcOBAJSQkWCpfUlKSKisrlZmZaenz0aKgoIA62gB1jH52r5/U+jrW1tZayj0sJ1ShCFQSwaol/DjsgTraA3VsmdVgZUVWVpaeffZZlZaWqkOHDlq3bp1mz57tfT83N1e5ubmSpIMHD2rq1KkBxygAACyPocrKytKGDRtUWlqq6upqrVu3TsOHD/e+n5ubq7Vr12rVqlVatGiRUlJSCFQAgJBJTU3V9OnTNXXqVE2cOFHjxo1TRkaGpk2bpq1bt4a7eAAAm7B8hapxoHK5XJo8ebI3UOXm5mrQoEFtWU4AAAKWnZ2t7Oxsn9deeOGF0+Y777zztH79+lAVCwBgI5YTKolABQAAAKB9a9WDfQEAAACgPSOhAgAAAACLSKgAAAAAwCISKgAAAACwiIQKAAAAACwioQIAAAAAi0ioAAAAAMAiEioAAAAAsKhVD/aFPbkNUwU7irSnsFx9e3ZV5oBUOWMc4S4WAAAAEHFIqODDbZiatShPO/eVqbbOrYR4p/qnd9ejd2SRVAEAAACnoMsffBTsKNLOfWWqqXPLlFRT59bOfWUq2FEU7qIBAAAAEYeECj72FJarts7t81ptnVvfFJaHqUQAAABA5KLLH3z07dlVCfFO1TRKqhLinerTs2uzn2HMFQAAANorEir4yByQqv7p3bV552HJEavEhFj1T++uzAGpTc7PmCsAAAC0Z3T5gw9njEOP3pGl2KOfyFm+WTNyLj9jcsSYKwAAALRnJFQ4jTPGIWd1oWLLt+qKi9POeKWJMVcAAABoz0io0CqeMVeNtTTmCgAAALALEiq0imfMlQyXZJpKPDmGqrkxVwAAAICdkFChVQIdcwUAAADYCXf5Q6t5xlypulBXXJwW7uIAAAAAIcMVKgAAAACwiIQKAGBbq1ev1pgxYzRy5EgtXrz4tPc/+OADTZgwQePHj9cvf/lLlZdzh1IAQGBalVARqAAAkaqoqEgLFizQkiVLtHLlSi1btky7d+/2vn/8+HE98sgjWrRokd566y31799fzz77bBhLDACIRpYTKgIVACCS5eXladiwYerWrZs6duyoUaNGac2aNd73XS6XZs2apdTUhruS9u/fX4cPHw5XcQEAUcryTSkaBypJ3kB19913S2o6UK1evboNigwAQMuKi4uVnJzsnU5JSdGWLVu80927d9d1110nSaqpqdGiRYuUk5MT0Dq2bdtmuXyVlZWSpIKCAsvLiBbU0R6oY/Sze/2k8NTRckIVikAFAIBVhmHI4fjuEQ6mafpMe1RWVuquu+7SgAEDdMMNNwS0joEDByohIcFS+ZKSklRZWanMzExLn48WBQUF1NEGqGP0s3v9pNbXsba21lJDmeWEKhSBSqL1zx/BqF+g2y7Y29ru+1CijnZBHSNHWlqa8vPzvdMlJSVKSUnxmae4uFi33367hg0bpgceeCDURQQA2IDlhCpUgYrWvzMLVmtDUlKSJPm97EDnD4SdW1TchqmCHUX6dON2XXXFRcockGrbhyLbeT96UMeWWW39syIrK0vPPvusSktL1aFDB61bt06zZ8/2vu92u/WLX/xC119/vX75y1+GpEywF+8xfGuF3B2O2PoYDqB5lhMqAhXQOm7D1KxFedq5r0w1dW5t2Jmv/und9egdWQRkoA2kpqZq+vTpmjp1qlwulyZPnqyMjAxNmzZNubm5OnLkiL766iu53W6tXbtWUkMj3hNPPBHmkiMacAwH4GE5oSJQAa1TsKPIG4glqabOrZ37ylSwo0hXXJwW5tIB9pCdna3s7Gyf11544QVJ0qBBg7Rjx45wFAs2wDEcgIflhEoiUAGtsaewXLUnA7FHbZ1b3xSWE4wBIMJxDAfg0aoH+wKwrm/PrkqId/q8lhDvVJ+eXcNUIgCAvziGA/AgoQLCJHNAqvqnd5cMl0zTUGK8U/3TuytzQGq4iwYAaAHHcAAeJFRAmDhjHHr0jizFHv1E7uJNmpFzOYOZASBKcAwH4NGqMVQAWscZ45CzulBGZSV97gEgygTzGO65JfuewnL17dmVW7IDEYyECgAAIII0viV7bZ1bCSe7E3IFDIhMdPkDAACIII1vyW7K95bsACIPCRUAAEAEOdMt2QFEHrr8AQAQ4RhP0754bsle0yip4pbsaIxjQmQhoRJfSgBA5GI8zensHrc9t2TfvPOw5IhVYkJs2G7J7tnWn26tkLvDEdtt62jEMSHytPuEii8lYP+TEyCaNR5PI/mOp2mPdwdtD3Hbc0v2yT/5tcz4Hprxm5+H5bjceFvX1Lm1YWe+7bZ1NOKYEHna/RgqBn6ivfMEzKdey9eSNTv01Gv5mrUoT27DDHfRAIjxNKdqL3Hbc0v22PKtuuLitLAkMGc6cUf4cEyIPO0+oeJLifauvZycANHKM56msfY8noa4HTps68jEMSHytPuEii8l2jsCJhDZPONpZLgk01TiyS5u4RhPEwmI26HDto5MHBMiT7tPqPhSor0LVcCMjbX/kM24uLhwFyHoYmLafdgIOc94mtijn8hZvlkzci5v12NYiNuh03hbm6bBto4QHBMij/3PcFoQKQM/7cYwTJmmKcM0ZRgN/8uUDFPe1/3liO2gihO1lsrR3GqafV2m549Gr/l+8IwlN0+Z/0xzn3zL5XLLVIxKyqpkepZvNpTFU06z0bRpNvpwG0jt3kHpaV20Y29xw92k4p1KT+uilO4dtL+o4pRtcUrtAihG6XFTew+XexbUrBb3QRMvBrpJWtiLlhV9W6/dB8qCsuxQam6/OhwOOWLsnzRGIs94GlUXtvtB58Tt0Gm8rWvMTprxQC7bOkJwTIgs7T6hkqL7SxkfH+/92zA8J+NJAhKyAAAgAElEQVQNZ0Omvjv5/u7E/LszJc9fjV/zvOg2DEnS8WqXDMOQacqbHJmGKbcnUTJMuQ1TNbX1MiV9vb9M7pPJU+MTf9NsfNIb2Ons3sPfKr5zZQCfULMn15F4m4XaekO1dfU6cqwqbGXIuf4i3TdzuRyJPfTjqbfqwt7dVXnC1abrOFZ+Qme38TINw9Su/WU6dPSEzj27ky7s3V0xYQz05cerVV3rbnnGKGQYpnYf/Fb7C0tVF8etk8PFbZgqragJdzEC4+wQlDIblQckHVC/87qp/Li1Rre24Ko3JEdMUOroqm+IxeHe50blARk11WHf1kEXpO9qsAT8/Yiy+lkRl9AxLOsloWojhmGq3m3IbRhyG5JhGHIbptxu8+RrDVdsPFcwGl+J8FytMc3vEh9PQmI2SkhOvuydV5IOHq1T3N7S08rj28J8ehLV0oWTmpMnhfsOVTSU4bQrL77qT94Rrqau7U8mG652tfli0UhMjEPmiQMyTxzQgO/lhrs4fjEMUy+9/aUOFFWqrt5QfGyMeqUm6T/HXRLWpMqOvNu6uFJ1LkN5X3Hr5HAxDFOFxcfDXYyAfHOoTPGd277Mta6GeBPu7VHrcqumtj4o5WgPdYwkwfquBkug349oq58VrvrwnDCSUDXidhs6cqzhi9ZUF6LGr5lquDpTX2+o3m16EyazUSIUiiTgRHWNt4WiLXmKHkjXPCCUdu0v8yZTklRXb+hAUaV27S/TgO/1CHPp7OXUbc0zT4DIEmlX69GA/dJ+kFA1YphSSZm9L4UCdnHo6AnvCb5HXb2hQ8dO2CqhioSA3NS29twJkoQKCC+u1kcm9kv7QkIFICqde3YnxcfG+Jzox8fG6NyzOoWxVG0rUgJyU9uaWycDkYGr9ZGJ/dK+cP9bAFHpwt7d1Ss1Sabhkmma3mTjwt7dm5zfMEzt2Fuq9fkHtGNvqQwj8ruznikgh5Lvto6uWyevXr1aY8aM0ciRI7V48eLT3t++fbsmTZqkUaNG6cEHH1R9fX0YSglYd6ar9XYSbcfw9rJf0ICECkBUiolx6D/HXSJ34Ucyjv5DU67r3+yVG8+Vnjfe36kPNu3XG+/v1Etvf0lA9pNnWxuFH8kozo+aZ54UFRVpwYIFWrJkiVauXKlly5Zp9+7dPvPMmDFDDz/8sNauXSvTNLV8+fIwlRawxnMFuTG7Xq2PpmN4e9gv+E6rEipa/hBMntaozd9URUVrVChEWwtdsHnuTmgc26wB3+vRbDe4YF/pCdZ3NdCAHMzvh3dbH/2Hrrg4LeKTKUnKy8vTsGHD1K1bN3Xs2FGjRo3SmjVrvO8XFhaqpqZGQ4YMkSRNmjTJ533Yg92Pm4FerY9GkXK1PhDtYb/gO5bHUHla/t58803Fx8drypQpGjp0qPr16+edZ8aMGXr88cc1ZMgQPfDAA1q+fLluvvnmNik47O3UsSNf7d/Z7gdzRsp4mmgUzBtYBPO76gnIuw8clRyxSohzNhuQ+X6crri4WMnJyd7plJQUbdmypdn3k5OTVVRUFNA65r2Wr6o6ayfodanXKfZst+5/7lO/5zdN6YVVWy2tL1yqqqr08fa2L7Oz9/WSzrw9TNPUkWNVqnW5ZZqSwyElxDmVdlZHORxt87tw9r5eHd1GUPaLP3WUTj52pa5SiolT97NS5DYMvbh6W5uWI1h19EdZZW2Tx/C3Pt2jTzYXttl62vq7Gor9Ivl/TAjWbzGSGG6XVuSd/jghf3WMd2jMpYkBf85yQtW45U+St+Xv7rvvltR0y98zzzxDQgW/MJjzdIFuk0i4O1ykCOYNLIL5XfV0tbtv5qNyJPbQlJMPXW5qP/KbOZ1hGD4nzaZp+ky39L4/Tpw4ruM11h5d0bt3b0lSZaV/Dy7v3bu35HCqqqrlh4AXHtgnSerZK71N5w3msgMtxznn9pKkM26PWpehmrrv9o9pNtz2/9uKE0qIa7qTTjDKEYpln5OW0vCH4VJ19Zkfoh4pdfR7XqOZ35jhUlVV08+/jJTvdSD7JeBlB/G7Fym/c3/nN01Thw8XyxEbp9TkHuoQ77DUaGImxkgKYUIVipY/KXStf7T8+Qq01SPQ+VsSqtaoSOBvy18g28RKq2xb78NThbuVOibGIdM0JDkUE9Pw7+N/Hmz19ynQ76ppmqqurVety1BCXIw6JMS2eNCPOWugJOmTzYXNljcUvxln7+tlmqbfV1SaYrX1z4q0tDTl5+d7p0tKSpSSkuLzfklJiXf66NGjPu/749Ff/EAJCQmWy1hQUKDMzEy/5y+tqPHrIZ4zfrVIkvSre19s03mtLLu6qkq/undpm5fDH+vzD+iDTftPe/3yS87TtZm92qwcO3ftVP8L+7c4XzDqaEWk1NHfea1cgQ+kHIZh6r6Z76nemaRRV/57iw2QwdyPwVp2IL/FQMsR7uON5/tRlFgjOZyqrDZ1bko3S2N9a2trtW1b4FcRLSdUoWj5k0LX+heslr9A54+ELF8KrNUj0Pn9KoeF1ii/lx3keQOd3+9tF8A2sdIqG+g+j5Rt7W+5u3SQEuNi5XJLcU4pPlaqrq5ucl5PS5eccTqrRzfFx56hpSuA/WKapsqOu08mPg3LjHNK3Ts7z3h89KuOIWjBPbdnbyXEO/2+otIUq61/VmRlZenZZ59VaWmpOnTooHXr1mn27Nne93v27KmEhARvUrNq1SoNHz48JGVDaAR6ddowTDk69ZIjsYd27C1t11f2I4nnav2u/WU6dOyEzj2r7XpdeE7GnT1/IKfDqTfeZ4hBtP0OPD00HDFxksLz8HnLCVUoWv6k0Lb+BaPlL9D5g9XyF+iygymQ1oZAx4NEU4tKY/60/AWyTay0ygYqmlqpA+Hb0hWrqlrprG6dW7yDoD/7ZcfeUr3x/k41zp0cjhiNzrqwzcdytXULriQ5YxyqqzysIYMHWi6n1dY/K1JTUzV9+nRNnTpVLpdLkydPVkZGhqZNm6bc3FwNGjRI8+fP18yZM3X8+HFdcsklmjp1akjKhtDwjEM89XdxpnGIzp4/kByxnFhHmJgYhwZ8r0ebd2E+9WS8vXeXjsbfQSQ8fN5yQkXLH4KpcWvUlp37lNE/PeJbSIItkBa69vDQ22AJNLgG8l0N5s0xgtmCG82ys7OVnZ3t89oLL7zg/XvAgAFasWJFqIuFEAnkdxHsE+toa/VvLwI9Ltt9P0ZjghkJD5+3fNv0xi1/EydO1Lhx47wtf1u3NoxlmD9/vubMmaPRo0erqqqKlj8ExNMaNbhPxzPeErs98WyTazN7nXGbeFplPbfcbuvbtXoCSsxZg213G2Irz37y97sa7OeS+Pv9kOy9D4HG/P1dBPO5b41b/WPOviwqnqPUXgRyXG4P+zHQ30EkxJJTz3nC8fB5y1eoJFr+gEgVqv7m0dIdIBDBvLoXSPejYLL7PgSsCMXdQKOp1T/YIuVKTyDH5fawHwP5HQQ7lvj7HWl8znPgULGuuryfMgekhvR5ia1KqABErkjpb+45IMZ3SYqK7hHBTHoipVteezgpAAIVzN9+MLv7RqNIatSJlG7bUmQkmZGSYAb6HfGc8/Q9u16ZIRo31RgJFUIqEg4WwWb3OgYSUKLx7knBTnqClegGgpO76JWYEKueKZ1bnC8hzilJbT6vlWWbQShzsMy8bai27C7RviOVSk9LUka/ZL9++3XHu5+x3IP6naVPNheqtu67O24mxDs16PyzwlJfK9u6pToGsux/7irWwZLjPifiB0uO61hFtYZcGPgNzKyWo7FeaUnqe3a9+vTt3ew8wdyPhmHqqdfzFXsygVj24S6d37OrZtx6eZvEn0B+i/7+DvK3F8l1Sixx1Rs6XuNqdj3+7her35GDNSXNvhdMJFQImUhqkQqW9lDHQLoDROuVkEhIeoKJm5ZEr44JseqY0HLojjs5lqBHl5ZvUR/IvFaWXWMaQSlHsFx7efMn1M35xl19xnKPuKyX1ucf0M59Zaqtcyvh5BiPEZf1Cmm3JA8r27qlOgay7OKyatXV+T7Ooa7OrZIy/9bhj2DUMZj7ceNXR7SnsFw6GS9r69zaU1iuPYfa5k51gfwWJf9+B5ecf5bezftGNackmJf0PavZ9fi7X6x+R76p9e/RL22NhKoRZ4xDnTvGSifH0/kMq2v0mtPhkGQqPi5GptnwbBmf/0Nb7KgRrSfXgWgPdQykOwBXQiJTpIzlAtoLZ4xDj96RpYIdRfqmsFx9enYN+RiPSNK3Z1clxDtPOxEP5V3ZrAjmftxTWO5z5UsK/a2/A5U5IFX907uflmC2xc0gou07QkLVSNfOCeraueVnXnVIbNhs/dN7yO025DbM7/43TBknp+sNQ/VuU7ExDpmSOiQ4vQmXaZoNidcp2ZfnJxnrjDn9zZPMRvM6Yhw+P+SmkkCpYV2euXyeH2o2+WdQtIeT6/ZQR27fHv0iZSwX0J44Yxy64uK0sJ8cuw1T7g49Zcb30MavjoQlsQvmiXiwBWs/RlsCIQU3wYy27wgJVSs5nTFyOiWd7BPalMST3TP69Wq69bfxla2OibEyJfXr1U2eFMc0fef16JAQK9PtVN/zun73uucKmSdxa7SAhPiGMvZOSzpl/aeW57u/DbMhQTQMQ4bZKGH0Jo6m3CcLb55ccaOinCxHw/vRenIdyJioaK1joPztEhfolRC7jz+LJHbv1gj/RMLJNULHbZiatShP9WdfLTli9dRr+eqf3l2P3pEV0v3OFbvTRVsC4RGsBDPaviMkVBHA4XB4rxo5HA459F0f0zOJiXHINA0lxvu3GxuuekldOrV8FS5QngSrITk0ZZimTKMhITNPJlXnJndW/o4i/etguepcbsXHOdW3ZxeNuKxnw0lzM5fIqtO6Ku2sji2WwTBMxXXpLSX00JHSE8o4/2zfq3H6bhWN5z109LgGnX9Ww/ZsPNPJ+X7/xhffDRL9YJe+d24X/erHQ04/0TelYQPT9PlXR7T3UIVqXW4lxDn1vXO7aOjANDm8hTm9osndO6tr53iZnoTU04VU8iarnvc8VziDremrnYG7Y+Ig7dhXqm27Dmjghb00IL3p58AYhqn/W73tu/FnH+xU79Qk/Wz8IItJVeg73yYmxCnWGZkH+7ZAcmsvkXJyjdAp2FGknfvKvON0aurc2rmvTAU7ikJ+5SyYV+yisaEg2hKIUIiUq7r+IKFCm3Ce0vWwOU/+8qqADxb7v6lTcvczJ1SeEwOljZAcsVr0163NnhicOu//t2pbs/Nu/OqI9h6u+G6QqMutfYcrdPhYVbM/8N/efXXAdTx22FTvtC5nnCdSnJrM+ZPbDfheD/U7q1oDB/b77nOnzLPpqyM6WNzojj4uQweLj6uyqk7fvzj1tM+cvt7gJFCB5K61lR11/nndglKOSPFl2f5wFwFtJJJOrhEa0ThOJ1DR3FAQTQkEfJFQIaSsHCz8uRoTyIlBIPNaCT5W6uh2u1ueKUI4Trnsd+pVwOa4XK4zXuHYe7iiyW2970iFhg06J+ByhoPbVav4M3T/tQMjir6rOLP2cHINX9E4TidQNBRErmi8cuivlvuVIWQ8X7T6roO08asjchvcL9BfZzoxaM28nuDTmN2CT6RgWwOhxW+u/fGM00mMd8ohKTFKxukEIpAYj9BpfOXQ3XWwnnotX7MW5dnmXJcrVBEi2Jeo7dwqIAXW6hbIvNE6SDQasa2B0OI31/60h3E67eEqXDSy+5VDEqoIEcwvWjT3J/ZXICcGgczbHoJPpGBbA6HFb659svs4HRoKIpPduxiTUEWIYH7R7N4qIAV2YhDoSYTdg08kYVsDocVvDnZDQ0FksvuVQxKqCBHML5rdWwU8Ajkx4CQCAAB7IsZHHrtfOSShihDB/KLZvVUAAAAAkcvuVw5JqCJEoF80z00mYhI7tXiTCbu3CgAAACCy2fnKIQlVkAVydz1/v2iNbzLhdDhbvMmE3VsFAAAAgHAhoQqiYN1dr/FNJhzy7yYTdm4VAAAAAMKFB/sGkc/d9RwOn8SnNXhoHQAAiDSeXjn1XQdp41dHbPPQVqAlJFRBFKzEh6fbAwCASNK4V46762A99Vq+Zi3KI6lCu0BCFUTBSnw8N5lIPLnsRG4yAQA+Dh06pFtuuUWjR4/WnXfeqRMnTpw2T3FxsW6//XZNmDBBN9xwgzZs2BCGkgL2EKxeOWg9743MkjO5chgkJFRB1DjxcajtEh/PTSZm5FyuazK6aEbO5a0elwUAdvLoo4/q5ptv1po1azRw4EA999xzp80zb948XXvttVq1apX+93//V/fcc4/cbncTSwPQEoYjRCafG5mlfJ8rh0Fi+aYUhw4d0owZM3Ts2DH16dNH8+fPV6dOnXzmKS4u1v3336+jR48qJiZG9957r6688spWFzpaBPPuep6bTDirC5XJjSYAwMvlcmnTpk1auHChJGnSpEm69dZbNWPGDJ/5rrvuOg0bNkySlJ6ertraWlVVVSkpKSnkZQaiHc+8jExWbmSGwFlOqDytf2PHjtXChQv13HPPnRasPK1/t9xyi/bs2aOcnBx9/PHHcjqdzSzVfri7HgCEVllZmTp37qzY2IYQl5ycrKKi07sdjRo1yvv3iy++qIsuuijgZGrbtm2tK6ykgoKCVi/jVJWVlRGx7GDNG4mitdyBOFMdHYapc7rHqvCYobp6U/GxDp3TPVaOEwdVUFAYwlK2jt3246dbK3ySXKkhqfp003Y5q6NnvwQiHPvQUkJF6x8AIBK89957mjNnjs9r6enpcjh8ewKcOt3Yyy+/rGXLlun1118PeP0DBw5UQkJCwJ/zKCgoUGZmpuXPN8cTZ8O97KSkJFVWVvo9r7/LjTTB2o+RxJ86XpZpRvUzL+24H90djmjDznyfpCox3qmrvn+RLXs4tXYf1tbWWmoos5RQtffWv0hrRYuUcgQTdbQH6mgPkVTH66+/Xtdff73Pay6XS0OHDpXb7ZbT6VRJSYlSUlKa/Py8efP0t7/9TYsXL1Zamv1OLoBQoldO5PGM59+5r0w1dW5uZBYkLSZUtP6dLpJa0ezYmnIq6mgP1NEewtX6F4i4uDhdfvnlevfdd5Wdna2VK1dq+PDhp8338ssv6/PPP9fSpUvVpUuXoJYJAMKh8Xj+Tzdtb7gyFWVXDqNBiwkVrX8AgGgza9Ys3XfffXr++ed1zjnn6He/+50kaenSpSouLlZubq4WLlyozp07Kycnx/u5RYsWKTWVllsA9sGNzILPUpc/Wv8AAJGsZ8+eeu211057/aabbvL+vWnTplAWyRY8z7Mx43to41dHaOkGALXiOVSzZs3S8uXLNWbMGOXn5+vXv/61pIbWv6efflqmaWrhwoUqLS1VTk6OJkyYoAkTJjQ51goAAES2xs+zcXcdzPNsAOAky7dNp/UPAID2o/HzbCSeZwMAHpavUAEAgPZjT2G5ak95nk1tnVvfFJaHqUQAEBlIqAAAQIv69uyqhHinz2sJ8U716dm1yfk9461ikjO18asjdA0EYFskVAAAoEWe59kkxjvlkM74PJvG462cKd9nvBUAW7M8hgoAALQfjZ9n801hufr07NrsXf4aj7dyiPFWAOyNhAoAAPjF8zyblpKiM423IqECYDd0+QMAAG0q0PFWABDNSKgAAECbajzeSjrzeCsAiHZ0+QMAAG2q8XirTzdt11Xfv6jZ8VYAEO1IqAAAQJvzjLdyVhcqk3FTAGyMLn8AAAAAYBEJFQAAAABYREIFAAAAABaRUAEAAACARSRUAAAgrNyGKXeHnqrvOkgbvzoit2GGu0gA4DcSqgBx0AcARLJoi1Nuw9SsRXmqP/tqubsO1lOv5WvWoryILzcAeJBQBYCDPgAgkkVjnCrYUaSd+8qkmDjJ4VBNnVs795WpYEdRuIsGAH4hoQoAB30AQCSLxji1p7BctXVun9dq69z6prA8TCUCgMCQUAWAgz4AIJJFY5zq27OrEuKdPq8lxDvVp2fXMJUIAAJDQhUADvoAgEgWjXEqc0Cq+qd3V2K8Uw5JifFO9U/vrswBqeEuGgD4JTbcBYgmnoP+zn1lqq1zK4GDPgBEpEOHDmnGjBk6duyY+vTpo/nz56tTp05Nznv8+HFNnDhRTzzxhIYOHRrikrataIxTzhiHHr0jSwU7ivRNYbn69OyqzAGpcsY4wl00APALCVUAOOgDQHR49NFHdfPNN2vs2LFauHChnnvuOc2YMaPJeWfPnq2KiooQlzA4ojVOOWMcuuLiNF1xcVq4iwIAAaPLX4A8B/0fX9dfV1ycFvFBCgDaG5fLpU2bNmnUqFGSpEmTJmnNmjVNzvvuu++qU6dO6t+/fyiLGFTEKQAILcsJ1aFDh3TLLbdo9OjRuvPOO3XixIlm5z1+/Lj+/d//XZ9//rnV1QEA4JeysjJ17txZsbENnTCSk5NVVHT6Xe4OHTqkV155Rffee2+oiwgAsBHLXf7aa3cKAEDkeO+99zRnzhyf19LT0+Vw+F6VOXXaMAw9+OCDeuihh5SYmGh5/du2bbP8WY+CgoJWLyPSUUd7oI7Rz+71k8JTR0sJlac7xcKFCyU1dKe49dZbm0yo7NidAgAQGa6//npdf/31Pq+5XC4NHTpUbrdbTqdTJSUlSklJ8Zlnz5492rNnjx588EFJ0v79+zVz5kzNnj1bw4YN83v9AwcOVEJCguXyFxQUKDMz0/LnowF1tAfqGP3sXj+p9XWsra211FBmKaEKtDvFK6+8omnTpllZFa1/frB7/STqaBfU0R4ivY5xcXG6/PLL9e677yo7O1srV67U8OHDfebp16+f/va3v3mnc3JydPfdd0f9Xf4AAKHXYkIVru4UpmlKki688ELFx8cH/HmPbdu2aeDAgZY/H+nsXj+JOtoFdbSH1taxrq5Ou3bt8h7jg2XWrFm677779Pzzz+ucc87R7373O0nS0qVLVVxcrF/96letWr6n/HV1da0ua21tbauXEemooz1Qx+hn9/pJrauj55geaIxymBaimqc7xaZNm+R0OnX48GHdeuut+vDDD73z7N69W7fffru6desmqaE7xdlnn+13d4rKykrt2rUr0KIBAKLAhRdeqKSkpHAXwzJiFADYV6AxylJCJUl33HGHsrOzlZ2dreeff17FxcWaNWtWs/MH2p3CMAydOHFCcXFxp139AgBEJ9M05XK51KlTJ8XERO+TO4hRAGA/VmOU5bv8Bbs7RUxMTFS3XgIAmtaau+pFCmIUANiTlRhl+QoVAAAAALR30dvfAgAAAADCjIQKAAAAACwioQIAAAAAi0ioAAAAAMAiEioAAAAAsIiECgAAAAAssm1CtXr1ao0ZM0YjR47U4sWLw12coMjJydHYsWM1YcIETZgwQZs3bw53kdrE8ePHNW7cOB08eFCSlJeXp+zsbI0cOVILFiwIc+naxql1vP/++zVy5Ejvvnz//ffDXMLW+cMf/qCxY8dq7NixmjdvniT77cem6mi3/fj0009rzJgxGjt2rF566SVJ9tuP4WT3OGXXGCURp+xwfCNO2WM/RkycMm3oyJEj5jXXXGOWlZWZJ06cMLOzs82vv/463MVqU4ZhmFdddZXpcrnCXZQ29c9//tMcN26ceckll5gHDhwwq6urzREjRpj79+83XS6Xedttt5kfffRRuIvZKqfW0TRNc9y4cWZRUVGYS9Y2PvvsM/PHP/6xWVtba9bV1ZlTp041V69ebav92FQd161bZ6v9+Pnnn5tTpkwxXS6XWV1dbV5zzTXm9u3bbbUfw8nuccquMco0iVN2QJyyx36MpDhlyytUeXl5GjZsmLp166aOHTtq1KhRWrNmTbiL1ab27NkjSbrttts0fvx4vf7662EuUdtYvny5Zs2apZSUFEnSli1blJ6erl69eik2NlbZ2dlRvy9PrWN1dbUOHTqkBx54QNnZ2XrmmWdkGEaYS2ldcnKy7rvvPsXHxysuLk7nn3++9u7da6v92FQdDx06ZKv9eMUVV+jVV19VbGysjh07JrfbrYqKClvtx3Cye5yya4ySiFN2OL4Rp+yxHyMpTtkyoSouLlZycrJ3OiUlRUVFRWEsUdurqKjQlVdeqYULF+rll1/WG2+8oc8++yzcxWq1J554Qpdffrl32o778tQ6Hj16VMOGDdOTTz6p5cuXKz8/XytWrAhjCVvnggsu0JAhQyRJe/fu1XvvvSeHw2Gr/dhUHa+++mpb7UdJiouL0zPPPKOxY8fqyiuvtOXvMVzsvi3tGqMk4pQdjm/EKXvsRyly4pQtEyrDMORwOLzTpmn6TNvBpZdeqnnz5ikpKUk9evTQ5MmT9be//S3cxWpz7WFf9urVSwsXLlRKSoo6dOignJwcW+zLr7/+Wrfddpvuvfde9erVy5b7sXEd+/bta8v9mJubqw0bNujw4cPau3evLfdjONj92NZeYpRk/30pEaeiGXEqNPvRlglVWlqaSkpKvNMlJSXey9Z2kZ+frw0bNninTdNUbGxsGEsUHO1hX+7cuVNr1671TtthXxYUFOinP/2pfvOb3+iGG26w5X48tY5224//+te/tH37dklShw4dNHLkSH3++ee224/hYsffRGPtJUZJ9t+XEnEqWhGnQrcfbZlQZWVlacOGDSotLVV1dbXWrVun4cOHh7tYbaqyslLz5s1TbW2tjh8/rr/+9a+67rrrwl2sNjd48GB988032rdvn9xut95++23b7UvTNPXkk0+qvLxcLpdLy5Yti+p9efjwYd11112aP3++xo4dK8l++7GpOtptPx48eFAzZ85UXV2d6urq9OGHH2rKlCm22o/hZPc41V5ilGS/41tT7HZ8I07ZYz9GUpyK3rT0DFJTUzV9+nRNnTpVLpdLkydPVkZGRriL1aauueYabd68WRMnTpRhGLr55pt16aWXhrtYbS4hIUFz587Vf/3Xf6m2tlYjRozQ6NGjw7xKHvYAAAC6SURBVF2sNjVgwADdcccduummm1RfX6+RI0dq3Lhx4S6WZS+++KJqa2s1d+5c72tTpkyx1X5sro522o8jRozQli1bNHHiRDmdTo0cOVJjx45Vjx49bLMfw8nucaq9xCiJOBWNiFP22I+RFKccpmmaQV8LAAAAANiQLbv8AQAAAEAokFABAAAAgEUkVAAAAABgEQkVAAAAAFhEQgUAAAAAFpFQAQAAAIBFJFQAAAAAYBEJFQAAAABY9P8A9juP8NzNv8EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, sharey=False, sharex=False)\n",
    "fig.set_figwidth(12)\n",
    "fig.set_figheight(4)\n",
    "smt.graphics.plot_acf(ts_log_diff, lags=30, ax=axes[0], alpha=0.5)\n",
    "smt.graphics.plot_pacf(ts_log_diff, lags=30, ax=axes[1], alpha=0.5)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the p, d and q parameters to take any value between 0 and 2\n",
    "p = d = q = range(0, 2)\n",
    "\n",
    "# Generate all different combinations of p, d and q triplets\n",
    "pdq = list(itertools.product(p, d, q))\n",
    "\n",
    "# Generate all different combinations of seasonal p, q and q triplets\n",
    "seasonal_pdq = [(x[0], x[1], x[2], 12) for x in list(itertools.product(p, d, q))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best SARIMAX(1, 1, 1)x(0, 0, 0, 12)12 model - AIC:-196.93996832271628\n"
     ]
    }
   ],
   "source": [
    "import warnings\n",
    "import sys\n",
    "warnings.filterwarnings(\"ignore\") # specify to ignore warning messages\n",
    "\n",
    "best_aic = np.inf\n",
    "best_pdq = None\n",
    "best_seasonal_pdq = None\n",
    "temp_model = None\n",
    "\n",
    "for param in pdq:\n",
    "    for param_seasonal in seasonal_pdq:\n",
    "        \n",
    "        try:\n",
    "            temp_model = sm.tsa.statespace.SARIMAX(ts_log,\n",
    "                                             order = param,\n",
    "                                             seasonal_order = param_seasonal,\n",
    "                                             enforce_stationarity=True,\n",
    "                                             enforce_invertibility=True)\n",
    "            results = temp_model.fit()\n",
    "\n",
    "            # print(\"SARIMAX{}x{}12 - AIC:{}\".format(param, param_seasonal, results.aic))\n",
    "            if results.aic < best_aic:\n",
    "                best_aic = results.aic\n",
    "                best_pdq = param\n",
    "                best_seasonal_pdq = param_seasonal\n",
    "        except:\n",
    "            #print(\"Unexpected error:\", sys.exc_info()[0])\n",
    "            continue\n",
    "print(\"Best SARIMAX{}x{}12 model - AIC:{}\".format(best_pdq, best_seasonal_pdq, best_aic))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "best_model = sm.tsa.statespace.SARIMAX(ts_log,\n",
    "                                      order=(1, 1, 1),\n",
    "                                      seasonal_order=(0, 0, 0, 12),\n",
    "                                      enforce_stationarity=True,\n",
    "                                      enforce_invertibility=True)\n",
    "best_results = best_model.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           Statespace Model Results                           \n",
      "==============================================================================\n",
      "Dep. Variable:           Weekly_Sales   No. Observations:                  143\n",
      "Model:               SARIMAX(1, 1, 1)   Log Likelihood                 101.470\n",
      "Date:                Wed, 16 Jan 2019   AIC                           -196.940\n",
      "Time:                        22:04:41   BIC                           -188.072\n",
      "Sample:                    02-05-2010   HQIC                          -193.337\n",
      "                         - 10-26-2012                                         \n",
      "Covariance Type:                  opg                                         \n",
      "==============================================================================\n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ar.L1         -0.5069      0.165     -3.064      0.002      -0.831      -0.183\n",
      "ma.L1          0.7436      0.134      5.564      0.000       0.482       1.006\n",
      "sigma2         0.0140      0.001     13.990      0.000       0.012       0.016\n",
      "==============================================================================\n"
     ]
    }
   ],
   "source": [
    "print(best_results.summary().tables[0])\n",
    "print(best_results.summary().tables[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred_dynamic = best_results.get_prediction(start=pd.to_datetime('2012-06-01'), dynamic=True, full_results=True)\n",
    "pred_dynamic_ci = pred_dynamic.conf_int()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Mean Squared Error of our forecasts is 0.0053\n"
     ]
    }
   ],
   "source": [
    "ts_forecasted = pred_dynamic.predicted_mean\n",
    "ts_truth = ts_log['2012-06-01':]\n",
    "\n",
    "# Compute the mean square error\n",
    "mse = ((ts_forecasted - ts_truth['Weekly_Sales']) ** 2).mean()\n",
    "print('The Mean Squared Error of our forecasts is {}'.format(round(mse, 4)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ts_1.index=ts_1.Date\n",
    "# axis = ts_1.plot(label='Observed', figsize=(10, 6))\n",
    "# np.power(10, pred_dynamic.predicted_mean).plot(ax=axis, label='Dynamic Forecast', alpha=0.7)\n",
    "# axis.fill_between(pred_dynamic_ci.index, pred_dynamic_ci.iloc[:, 0], pred_dynamic_ci.iloc[:, 1], color='k', alpha=.25)\n",
    "# axis.fill_betweenx(axis.get_ylim(), pd.to_datetime('2012-06-01'), ts_1.index[-1], alpha=.1, zorder=-1)\n",
    "# axis.set_xlabel('Years')\n",
    "# axis.set_ylabel('Sales')\n",
    "# plt.legend(loc='best')\n",
    "# plt.show()\n",
    "# plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_steps = 36\n",
    "pred_uc_99 = best_results.get_forecast(steps=36, alpha=0.01) # alpha=0.01 signifies 99% confidence interval\n",
    "pred_uc_95 = best_results.get_forecast(steps=36, alpha=0.05) # alpha=0.05 95% CI\n",
    "\n",
    "# Get confidence intervals 95% & 99% of the forecasts\n",
    "pred_ci_99 = pred_uc_99.conf_int()\n",
    "pred_ci_95 = pred_uc_95.conf_int()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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>forecast</th>\n",
       "      <th>lower_ci_95</th>\n",
       "      <th>upper_ci_95</th>\n",
       "      <th>lower_ci_99</th>\n",
       "      <th>upper_ci_99</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-11-01</th>\n",
       "      <td>27758.113350</td>\n",
       "      <td>16271.152385</td>\n",
       "      <td>47354.535102</td>\n",
       "      <td>16271.152385</td>\n",
       "      <td>47354.535102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-01</th>\n",
       "      <td>27571.332031</td>\n",
       "      <td>11790.147135</td>\n",
       "      <td>64475.730561</td>\n",
       "      <td>11790.147135</td>\n",
       "      <td>64475.730561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01</th>\n",
       "      <td>27665.845636</td>\n",
       "      <td>9798.055726</td>\n",
       "      <td>78117.438410</td>\n",
       "      <td>9798.055726</td>\n",
       "      <td>78117.438410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-02-01</th>\n",
       "      <td>27617.900437</td>\n",
       "      <td>8205.100398</td>\n",
       "      <td>92960.279285</td>\n",
       "      <td>8205.100398</td>\n",
       "      <td>92960.279285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-01</th>\n",
       "      <td>27642.191350</td>\n",
       "      <td>7098.165687</td>\n",
       "      <td>107646.225278</td>\n",
       "      <td>7098.165687</td>\n",
       "      <td>107646.225278</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                forecast   lower_ci_95    upper_ci_95   lower_ci_99  \\\n",
       "2012-11-01  27758.113350  16271.152385   47354.535102  16271.152385   \n",
       "2012-12-01  27571.332031  11790.147135   64475.730561  11790.147135   \n",
       "2013-01-01  27665.845636   9798.055726   78117.438410   9798.055726   \n",
       "2013-02-01  27617.900437   8205.100398   92960.279285   8205.100398   \n",
       "2013-03-01  27642.191350   7098.165687  107646.225278   7098.165687   \n",
       "\n",
       "              upper_ci_99  \n",
       "2012-11-01   47354.535102  \n",
       "2012-12-01   64475.730561  \n",
       "2013-01-01   78117.438410  \n",
       "2013-02-01   92960.279285  \n",
       "2013-03-01  107646.225278  "
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_steps = 36\n",
    "idx = pd.date_range(ts_1.index[-1], periods=n_steps, freq='MS')\n",
    "fc_95 = pd.DataFrame(np.column_stack([np.power(10, pred_uc_95.predicted_mean), np.power(10, pred_ci_95)]), \n",
    "                     index=idx, columns=['forecast', 'lower_ci_95', 'upper_ci_95'])\n",
    "fc_99 = pd.DataFrame(np.column_stack([np.power(10, pred_ci_99)]), \n",
    "                     index=idx, columns=['lower_ci_99', 'upper_ci_99'])\n",
    "fc_all = fc_95.combine_first(fc_99)\n",
    "fc_all = fc_all[['forecast', 'lower_ci_95', 'upper_ci_95', 'lower_ci_99', 'upper_ci_99']] # just reordering columns\n",
    "fc_all.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xsTwez5CsgeEmbCGhQCAwZLjZMAxZLJYLtp/7er4LDVcbhiGr1TrsNefaR7qG1Xrpg7ylpaWX/JpLxfOm+Cj0D1wIfQMjoV9gJPQLjIR+cWkMw1BlZaUaGhoUHx+vjo6OMTt3R0eHrFbrmK4eO1rn94vLyUITFjpTUlKGLGfc0tIip9M5rL21tVVOp1Px8fE6e/as/H6/bDbb4PHSh6Okra2tSklJkc/nk9frVVxcnJKTk9Xc3KxZs2YNOVdKSoqam5uHXeNSuVwuORyO0b4Ff5fb7da8efPG7fwIbvQPXAh9AyOhX2Ak9AuMhH5xaQzDUHl5uRwOh2699dYxf46zpaVFLpfL9NVrz+8XbrdbLpdr1MFzXFevPd+NN96o6upq1dbWyu/364033lB6erpmzpwph8MxmKLz8/OVnp4uu92utLQ0FRQUSJLy8vKUnp4uScrIyFBeXp4kqaCgQGlpabLb7crIyFB+fr4kqaioSA6HQ1dccYXS09P1+uuvy+/3q7a2VjU1Nbrhhhsm6tYBAAAAhIiqqiqVl5crKSmJhYMu0oSNdDocDv30pz/Vd77zHfX19SkjI0OZmZmSpE2bNmnt2rXq6urS3Llzdf/990uS1q1bp1WrVumFF15Qamqqnn32WUnS8uXLtWrVKmVlZSkmJkabNm2SJN13333Kzc1VVlaWwsPD9dRTT0mSMjMzVVJSMrjI0IYNGxQRETFRtw4AAAAgBNTU1KikpEROp1M2m83scoLGuIfOt99+e/C/b7vtNr322mvDjpkzZ45effXVYe0zZ87U1q1bh7XHxcXpxRdfHNbucDi0cePGYe0Wi0UrV67UypUrL7V8AAAAAFBDQ4PcbrcSExMJnJdowqbXAgAAAEAwam5u1r59+5SQkMDWKKNA6AQAAACAC/B4PNqzZ4+mT5+u8PBws8sJSoROAAAAABhBZ2endu/erejoaNaEuQyETgAAAAD4G16vV7t375bD4VBUVJTZ5QQ1QicAAAAAnKenp0e7d++WJEVHR5tcTfAjdAIAAADA/+nr69P7778vn8+n6dOnm11OSCB0AgAAAICkgYEBHThwQF1dXYqLizO7nJBB6AQAAAAw5QUCAR08eFBtbW1KSEgwu5yQQugEAAAAMOVVVFSovr5eSUlJZpcScgidAAAAAKa0xsZGlZWVETjHCaETAAAAwJTl9Xp14MABxcfHy2azmV1OSCJ0AgAAAJiSfD6fDhw4oLCwMDkcDrPLCVmETgAAAABTUllZmTo6OtgaZZwROgEAAABMOadOnVJVVZUSExPNLiXkEToBAAAATClnzpyR2+1WfHy8rFYi0XjjHQYAAAAwZfT392vfvn2KjIxUeHi42eVMCYROAAAAAFOCYRg6fPiwent7FRMTY3Y5UwahEwAAAMCUcOLECZ08eVIJCQlmlzKlEDoBAAAAhDyPx6PDhw8rKSlJFovF7HKmFEInAAAAgJDW09Oj999/X7GxsQoLCzO7nCmH0AkAAAAgZPn9fhUXFysQCCgqKsrscqYkQicAAACAkBQIBFRSUqKmpibFx8ebXc6URegEAAAAEHICgYAOHz6s6upqOZ1Os8uZ0gidAAAAAELK+YEzOTmZhYNMRugEAAAAEDIInJMPoRMAAABASCBwTk6ETgAAAABBj8A5ebFJDQAAAICgFggEdOjQIdXU1BA4JyFGOgEAAAAErXOBs7a2lsA5SRE6AQAAAASl8wOn0+kkcE5ShE4AAAAAQef8KbUEzsmN0AkAAAAgqPAMZ3AhdAIAAAAIGgTO4EPoBAAAABAUCJzBidAJAAAAICgcPXqUwBmECJ0AAAAAJr2TJ0/q+PHjLBoUhAidAAAAACa1trY2ud1uJSYmymolwgQb/o8BAAAAmLS6urq0d+9excbGym63m10ORoHQCQAAAGBS6u/v1/79+2Wz2RQZGWl2ORglQicAAACASScQCKi4uFhdXV2aPn262eXgMhA6AQAAAEw6R48eVX19vRITE80uBZeJ0AkAAABgUjl/pVoEP0InAAAAgEmDlWpDD/8XAQAAAEwKXq+XlWpDkCmhMz8/X1lZWcrKytLGjRslSeXl5crJydGCBQv02GOPyefzSZIaGhq0dOlSZWZm6uGHH5bX65UkdXZ2atmyZVq4cKGWLl2qlpYWSR+ucLVixQotXLhQixcvVlVVlSTJMAxt3LhRmZmZuvPOO+V2u024cwAAAAAj6e/v1759+1ipNgRNeOjs6enRhg0btHXrVuXn56uoqEh79uzRihUrlJubqx07dsgwDG3btk2StH79ei1ZskSFhYVyuVzasmWLJOm5555TWlqatm/frnvuuUcbNmyQJG3dulWRkZHavn271qxZo9WrV0uSduzYoaqqKhUUFOj555/X6tWrB4MtAAAAAPOwUm1om/DQ6ff7FQgE1NPTI5/PJ5/Pp7CwMPX29uqmm26SJOXk5KiwsFADAwM6cOCAFixYMKRdknbu3Kns7GxJ0l133aV3331XAwMD2rlzpxYtWiRJmj9/vjwejxoaGrRr1y7deeedslqtmj17tlJTU1VcXDzRtw8AAADgPIZhsFJtiAub6AtGR0dr+fLlWrhwoSIjIzV//nzZ7XYlJSUNHpOUlKSmpia1t7crOjpaYWFhQ9olqbm5efA1YWFhio6OlsfjGdJ+7jWNjY1qbm4esvrVuXYAAAAA5qmurlZFRQUr1YawCQ+dx44d0+9//3u98847iomJ0Y9+9CPt3r1bFotl8BjDMGSxWAa/nu9vvz//NVarddhrzrUHAoER2y9FaWnpJR0/Gjxrio9C/8CF0DcwEvoFRkK/wEjM6hdtbW0qKSnRjBkz1NnZaUoNk01HR4esVqs8Ho/ZpQzpF5eThSY8dL733nu67bbblJCQIOnDKbMvvfTS4EJAktTa2iqn06n4+HidPXtWfr9fNptNLS0tg78BcTqdam1tVUpKinw+n7xer+Li4pScnKzm5mbNmjVryLlSUlLU3Nw87BqXwuVyyeFwXO5bcEFut1vz5s0bt/MjuNE/cCH0DYyEfoGR0C8wErP6RXt7u06dOqV58+aN68/YwaalpUUul0uzZ882tY7z+4Xb7ZbL5Rp18JzwZzrnzJmjPXv2qLu7W4Zh6O2339bNN98sh8MxmKTz8/OVnp4uu92utLQ0FRQUSJLy8vKUnp4uScrIyFBeXp4kqaCgQGlpabLb7crIyFB+fr4kqaioSA6HQ1dccYXS09P1+uuvy+/3q7a2VjU1Nbrhhhsm+vYBAACAKe/c1ijTpk0jcE4BEz7S+fnPf15Hjx5VTk6O7Ha7brjhBi1btkxf+tKXtHbtWnV1dWnu3Lm6//77JUnr1q3TqlWr9MILLyg1NVXPPvusJGn58uVatWqVsrKyFBMTo02bNkmS7rvvPuXm5iorK0vh4eF66qmnJEmZmZkqKSkZXGRow4YNioiImOjbBwAAAKa0vr4+vf/++7JYLJo2bZrZ5WACTHjolKRly5Zp2bJlQ9rmzJmjV199ddixM2fO1NatW4e1x8XF6cUXXxzW7nA4Bvf+PJ/FYtHKlSu1cuXKy6gcAAAAwGj5/X653W51d3cPPm6H0Dfh02sBAAAATD2GYaikpETNzc0EzimG0AkAAABg3FVUVOjEiRNDtjfE1EDoBAAAADCuTp06pbKyMjmdzgtugYjQRegEAAAAMG5aW1tVVFSkhIQE2Ww2s8uBCQidAAAAAMZFZ2en9u7dq9jYWNntdrPLgUkInQAAAADGXE9Pj/bu3avw8HBFRkaaXQ5MROgEAAAAMKbO7cXp9/sVExNjdjkwGaETAAAAwJjx+Xw6cOCAurq6FBcXZ3Y5mAQInQAAAADGRCAQ0KFDh9TW1sZenBhE6AQAAABw2QzDUGlpqU6ePKnExESzy8EkQugEAAAAcNkqKipUWVnJXpwYhtAJAAAA4LLU1NSotLRUTqdTVisRA0PRIwAAAACM2unTp3Xw4EElJibKZrOZXQ4mIUInAAAAgFHxeDzat2+fZsyYIbvdbnY5mKQInQAAAAAuWWdnp3bv3q2YmBg5HA6zy8EkRugEAAAAcEm6u7u1Z88ehYeHKzIy0uxyMMkROgEAAABctJ6eHu3du1eGYSgmJsbschAEwswuAAAAAEBwOHPmjPbu3atAIKC4uDizy0GQIHQCAAAA+Luampr0/vvvKzIyUrGxsWaXgyBC6AQAAABwQYZhqLq6WocOHdKMGTNYNAiXjNAJAAAAYESBQEBlZWWqrKxUYmKiwsKID7h09BoAAAAAw/T396u4uFj19fVyOp2yWlmDFKND6AQAAAAwRHd3t/bt26euri6lpKSYXQ6CHKETAAAAwKD29nbt3btXkpSQkGByNQgFhE4AAAAAkqSGhgbt379f06ZN07Rp08wuByGC0AkAAABMcYZhqKqqSocPH1Z8fDwr1GJMEToBAACAKczv9+vw4cOqqqqS0+mUzWYzuySEGEInAAAAMEX19/errKxMM2bMUEpKiiwWi9klIQSx7jEAAAAwBQ0MDGj//v06c+aMnE4ngRPjhtAJAAAATDEDAwM6cOCA2traFBcXZ3Y5CHGETgAAAGAK8fl8KioqUktLi5KSkswuB1MAoRMAAACYInw+n9xut5qbmwmcmDCETgAAAGAK8Pv9Ki4uVmNjI4ETE4rQCQAAAIQ4v9+vgwcPqr6+XomJiWaXgymG0AkAAACEML/fr0OHDqmurk5JSUmsUosJR+gEAAAAQlQgENDhw4dVW1vLtigwDaETAAAACEHnAmdNTY2Sk5MJnDANoRMAAAAIMYFAQEeOHFF1dTWBE6YjdAIAAAAh5FzgrKqqYkotJoUwswsAAAAAMDYCgYBKSkpUXV0tp9Mpq5UxJpiP0AkAAACEgHPPcDKlFpMNoRMAAAAIcn6/n0WDMGkROgEAAIAg5vf7VVxcrFOnThE4MSkROgEAAIAg5fP5VFxcrPr6ehYNwqRlypPFb7/9tnJycrRw4UI98cQTkqQ9e/YoOztbd9xxhzZv3jx4bHl5uXJycrRgwQI99thj8vl8kqSGhgYtXbpUmZmZevjhh+X1eiVJnZ2dWrZsmRYuXKilS5eqpaVFktTf368VK1Zo4cKFWrx4saqqqib4rgEAAICx4/P5dPDgQdXX1yspKYnAiUlrwkPnqVOntG7dOm3ZskWvvfaajh49ql27dmnNmjXasmWLCgoKVFpaql27dkmSVqxYodzcXO3YsUOGYWjbtm2SpPXr12vJkiUqLCyUy+XSli1bJEnPPfec0tLStH37dt1zzz3asGGDJGnr1q2KjIzU9u3btWbNGq1evXqibx0AAAAYEwMDAyoqKlJDQwMjnJj0Ljp0njp1SpK0c+dOPf/88zp79uyoLvjWW2/pzjvvVEpKiux2uzZv3qzIyEhdffXVuuqqqxQWFqbs7GwVFhaqvr5evb29uummmyRJOTk5Kiws1MDAgA4cOKAFCxYMaT9XX3Z2tiTprrvu0rvvvquBgQHt3LlTixYtkiTNnz9fHo9HDQ0No7oHAAAAwCznfhZuamqS0+k0uxzg77qo0Jmbm6tf/vKXqqqq0tq1a1VXV6c1a9aM6oK1tbXy+/166KGHdPfdd+s3v/mNmpublZSUNHiM0+lUU1PTsPakpCQ1NTWpvb1d0dHRCgsLG9IuachrwsLCFB0dLY/HM+K5GhsbR3UPAAAAgBn6+/u1f/9+tbS0DPnZFpjMLmohodLSUr366qv6xS9+ocWLF+uHP/yhcnJyRnVBv9+voqIibd26VVFRUXr44YcVERExZEqAYRiyWCwKBAIjtp/7er4LTSkwDENWq3XYa861X4rS0tJLOn403G73uF8DwYv+gQuhb2Ak9AuMhH4RvHp6enTs2DF1dXUpLi5O7e3tY3buioqKMTsXLk9HR4esVqs8Ho/ZpQz5vLicLHRRofNcQNu9e7ceeughSVJvb++oLpiYmKjbbrtN8fHxkqQvfvGLKiwslM1mGzympaVFTqdTKSkpgwsBSVJra6ucTqfi4+N19uxZ+f1+2Wy2weOlD0dJW1tblZKSIp/PJ6/Xq7i4OCUnJ6u5uVmzZs0acq5L4XK55HA4RnXfF8PtdmvevHnjdn72Ef6hAAAgAElEQVQEN/oHLoS+gZHQLzAS+kXwOn36tIqKinTFFVcoLi5uTM9dUVGh6667bkzPidFraWmRy+XS7NmzTa3j/M8Lt9stl8s16uB5UUN9s2bN0je/+U3V1dXp5ptv1g9/+EPNmTNnVBe8/fbb9d5776mzs1N+v19//etflZmZqerq6sGpt2+88YbS09M1c+ZMORyOwYSdn5+v9PR02e12paWlqaCgQJKUl5en9PR0SVJGRoby8vIkSQUFBUpLS5PdbldGRoby8/MlSUVFRXI4HLriiitGdQ8AAADARPD7/SotLdWePXsUHR095oETmAgXNdL55JNP6q233tK8efMGA9+Xv/zlUV3wxhtv1L//+79ryZIlGhgY0Oc+9znde++9+tjHPqbvfOc76uvrU0ZGhjIzMyVJmzZt0tq1a9XV1aW5c+fq/vvvlyStW7dOq1at0gsvvKDU1FQ9++yzkqTly5dr1apVysrKUkxMjDZt2iRJuu+++5Sbm6usrCyFh4frqaeeGlX9AAAAwETwer0qKipSe3u7kpOTL/nRMGCyuKjQGRUVpdmzZ+u9995TTk6O5syZo8jIyFFf9Ktf/aq++tWvDmm77bbb9Nprrw07ds6cOXr11VeHtc+cOVNbt24d1h4XF6cXX3xxWLvD4dDGjRtHXTMAAAAwUc5Np7XZbKxQi6B3Ub8u+cMf/qDVq1frV7/6lc6ePatHHnlkcL9MAAAAAGPD7/errKyM6bQIKRcVOrdu3arf/e53io6OVkJCgv7whz/o5ZdfHu/aAAAAgCnD6/Vq9+7dqqyslNPpHNcFLIGJdFHTa61Wq6Kjowe/T01NHbLaLAAAAIDRa2xs1IEDBxQWFsZ0WoSciwqdcXFxKi8vH9zn8rXXXtP06dPHtTAAAAAg1Pn9fh0/flzl5eWKj49ndBMh6aJC55o1a7R8+XKdPHlSn//85+VwOLRly5bxrg0AAAAIWd3d3SoqKpLH45HT6WQmIULWRYXOj3/848rPz1dNTY38fr9mz54tu90+3rUBAAAAIenMmTPavXu3JDGdFiHvI0Pnr3/96xHbz/0F+cY3vjH2FQEAAAAhrK2tTbt371ZERMSQdVOAUPWRobOiomKi6gAAAABCXkNDg/bv36+YmJjL2vceCCYfGTqffPLJiaoDAAAACGnV1dU6ePCgEhISFB4ebnY5wIS5qGc6i4uL9Ytf/ELd3d0yDEOBQEB1dXXauXPnOJcHAAAABDfDMHTs2DEdPXpUSUlJCgu7qB/BgZBhvZiD1q5dq8985jPq6upSdna2oqOjdccdd4x3bQAAAEBQ8/v9Onz4sI4ePSqn00ngxJR0Ub3eYrFo2bJlam9v18c+9jFlZ2frK1/5ynjXBgAAAAStgYEBFRcXq76+XikpKYN73gNTzUWNdE6bNk2SNGvWLFVWVioiIkJW60W9FAAAAJhyent7tXfvXp0+fVrJyckETkxpFzXSecMNN+h73/ueli9frgcffFA1NTVMDQAAAABG4PV69f7776u3t1dJSUlmlwOY7u8mR8MwtHLlSpWVlSkpKUmPPPKICgoK9Oyzz05EfQAAAEDQaGpqktvtlsVi0YwZM8wuB5gUPjJ0fvDBB1q2bJl+/OMf67bbbtPixYslSWfPnlVDQ4Nmz549IUUCAAAAk1l/f7/Ky8tVVVWl6dOnswcncJ6PDJ1PPfWUvve97+n222/X73//exmGoYKCAjU1Nen73/++Pve5z01UnQAAAMCk5PF4VFRUpJ6eHjmdTtY+Af7GR4bO06dPa9GiRZKkffv26Ytf/KKsVqtSU1PV1dU1IQUCAAAAk5HP51NlZaXKy8sVExPD85vABXzkr2HO/y1NcXGx5s+fP/h9X1/f+FUFAAAATGJnzpzRX//6Vx0/flxJSUmDuz0AGO4jRzqnT5+uY8eOqaurSy0tLYOh8+DBg0pOTp6QAgEAAIDJIhAIqLq6WkeOHFFkZKScTqfZJQGT3keGzh/84Ad64IEH1NXVpR/96EeKiorSSy+9pBdffFHPP//8RNUIAAAAmM7r9aq4uFgtLS1KSEhgC0HgIn3k35SbbrpJ7777rnp7exUbGytJ+sxnPqNXXnlF11xzzUTUBwAAAJjKMAydOnVKxcXFstvtzPgDLtHf/fVMeHi4wsPDB7//7Gc/O64FAQAAAJNFT0+PSkpKVF9fr/j4+CE/FwO4OMwJAAAAAEbg8Xj0/vvvKxAIKDk5WRaLxeySgKBE6AQAAAD+Rl1dnYqKihQdHa2oqCizywGCGqETAAAA+D+BQEDHjx/X0aNHlZiYKLvdbnZJQNAjdAIAAACS+vv7VVxcrPr6ejmdTtlsNrNLAkICoRMAAABTntfr1b59++T1enl+ExhjhE4AAABMaW1tbdq7d69sNpsSEhLMLgcIOYROAAAATEmGYai2tlbFxcWKjY1VZGSk2SUBIYnQCQAAgCnH7/fr6NGjqqioYMEgYJwROgEAADCl9Pb26uDBg2pqalJycrKsVqvZJQEhjdAJAACAKaOjo0P79u3TwMCAkpOTzS4HmBIInQAAAJgS6urqVFRUpGnTpik+Pt7scoApg9AJAACAkHbu+c3KykolJCTw/CYwwQidAAAACFk9PT1yu91qbW2V0+nk+U3ABIROAAAAhCSPx6P3339fhmHI6XSaXQ4wZRE6AQAAEFLO338zJiZGUVFRZpcETGmETgAAAIQMn8+n0tJSVVVVsf8mMEkQOgEAABASurq65Ha71dHRoZSUFFksFrNLAiBCJwAAAIKcz+dTdXW1ysrKFBERoaSkJLNLAnAeQicAAACCVktLi4qLi9Xd3a34+HiFhfHjLTDZ8LcSAAAAQae7u1tlZWWqq6tTTEwMq9MCkxihEwAAAEHD7/erpqZGpaWlstlscjqdPLsJTHKETgAAAASF1tZWHTp0SGfPnlV8fDwr0wJBwmrWhTdu3KhVq1ZJksrLy5WTk6MFCxbosccek8/nkyQ1NDRo6dKlyszM1MMPPyyv1ytJ6uzs1LJly7Rw4UItXbpULS0tkqT+/n6tWLFCCxcu1OLFi1VVVSXpw72aNm7cqMzMTN15551yu90m3DEAAABGo6enRwcPHtSuXbtkGIaSk5MJnEAQMSV07t27V3/84x8Hv1+xYoVyc3O1Y8cOGYahbdu2SZLWr1+vJUuWqLCwUC6XS1u2bJEkPffcc0pLS9P27dt1zz33aMOGDZKkrVu3KjIyUtu3b9eaNWu0evVqSdKOHTtUVVWlgoICPf/881q9evVgsAUAAMDk5Pf7VV1drT//+c9qaGhQSkqKpk2bZnZZAC7RhIfOjo4Obd68WQ899JAkqb6+Xr29vbrpppskSTk5OSosLNTAwIAOHDigBQsWDGmXpJ07dyo7O1uSdNddd+ndd9/VwMCAdu7cqUWLFkmS5s+fL4/Ho4aGBu3atUt33nmnrFarZs+erdTUVBUXF0/0rQMAAOAidXR0aNeuXSouLlZsbKzi4+N5dhMIUhP+TGdubq6+//3v6/Tp05Kk5ubmIXspJSUlqampSe3t7YqOjh5c9vpc+9++JiwsTNHR0fJ4PCOeq7GxUc3NzUNWNDvXDgAAgMklEAiourpaR44cUWRkpFJSUswuCcBlmtDQ+corryg1NVW33Xab/vCHP0j68IPl/N9aGYYhi8Uy+PV8F/rtlmEYslqtw15zrn2ka1itlz7IW1paesmvuVQ8b4qPQv/AhdA3MBL6BUYymftFX1+fKisr1draqri4ONlstsGBCoyviooKs0vA/+no6JDVapXH4zG7lCGfF5eThSY0dBYUFKilpUV33323zpw5o+7ublkslsGFgKQPVyVzOp2Kj4/X2bNn5ff7ZbPZ1NLSMjha6XQ61draqpSUFPl8Pnm9XsXFxSk5OVnNzc2aNWvWkHOlpKSoubl52DUulcvlksPhuMx34cLcbrfmzZs3budHcKN/4ELoGxgJ/QIjmcz9oqmpSW63WwkJCbr22mvNLmdKqaio0HXXXWd2Gfg/LS0tcrlcmj17tql1nP954Xa75XK5Rh08J/SZzl//+td64403lJ+fr+9+97v6x3/8Rz355JNyOByDKTo/P1/p6emy2+1KS0tTQUGBJCkvL0/p6emSpIyMDOXl5Un6MMimpaXJbrcrIyND+fn5kqSioiI5HA5dccUVSk9P1+uvvy6/36/a2lrV1NTohhtumMhbBwAAwAh8Pp/Kysr03nvvyeFwKD4+3uySAIyxSbFP56ZNm7R27Vp1dXVp7ty5uv/++yVJ69at06pVq/TCCy8oNTVVzz77rCRp+fLlWrVqlbKyshQTE6NNmzZJku677z7l5uYqKytL4eHheuqppyRJmZmZKikpGVxkaMOGDYqIiDDhTgEAAHDO2bNn5Xa71dHRIafTKZvNZnZJAMaBaaEzJydHOTk5kqQ5c+bo1VdfHXbMzJkztXXr1mHtcXFxevHFF4e1OxwObdy4cVi7xWLRypUrtXLlyjGoHAAAAJfDMAzV1dXp4MGDCg8PH9VjTwCCx6QY6QQAAMDU0NfXpyNHjqi2tlaJiYmy2+1mlwRgnBE6AQAAMCFaW1tVVFSk/v5+paSksO8mMEUQOgEAADCufD6fjh8/ruPHjys2NlaxsbFmlwRgAhE6AQAAMG46OjrkdrvV1dWlpKQkFgsCpiBCJwAAAMac3+/XiRMnVFpaqqioKCUlJZldEgCTEDoBAAAwprq6unTw4EG1trYqMTFRYWH8yAlMZXwCAAAAYEwYhqGTJ0+quLhYDodDKSkpZpcEYBIgdAIAAOCy9fT0qKSkRPX19UpISGArFACDCJ0AAAAYNcMw1NDQoOLiYklidBPAMIROAAAAjEpPT49KS0t16tQpzZgxQw6Hw+ySAExChE4AAABcEsMwVF9fr+LiYlksFiUnJ8tisZhdFoBJitAJAACAi9bd3a0jR46orq5O8fHxjG4C+LsInQAAAPi7DMNQXV2dDh06JKvVqpSUFEY3AVwUQicAAAA+Und3tw4fPqyGhgYlJCQoPDzc7JIABBFCJwAAAEYUCAQGRzfDwsKUmppqdkkAghChEwAAAEMYhqHm5maVlZWpo6ODfTcBXBZCJwAAACQND5uxsbHsuwngshE6AQAApjjDMNTS0qKjR4+qvb1d0dHRhE0AY4bQCQAAMEWdHzY9Ho9iYmKUnJxsdlkAQgyhEwAAYIoxDEOtra06evSo2traFBMTw8gmgHFD6AQAAJgizoXNsrIytbW1MY0WwIQgdAIAAEwB7e3tKikp0cmTJzVt2jTCJoAJQ+gEAAAIYb29vaqoqNAHH3yg3t5ewiaACUfoBAAACEGBQED19fUqKSmR3++X0+lUZ2en2WUBmIIInQAAACGmo6NDJSUlam1t1YwZM+RwOMwuCcAURugEAAAIEX19faqoqFBlZSXPbQKYNAidAAAAQS4QCKihoUGHDx+W3+9XUlKSbDab2WUBgCRCJwAAQFDzeDwqLS1lKi2ASYvQCQAAEGQCgYBaW1t17NgxtbW1KTIykqm0ACYtQicAAECQ8Pl8ampqUnl5uc6ePauoqCglJyebXRYAfCRCJwAAwCTX39+vuro6HT9+XL29vYqNjSVsAggahE4AAIBJqqenRzU1Nfrggw8UCAQ0ffp0TZ8+3eyyAOCSEDoBAAAmmc7OTlVXV6u6ulpWq1VxcXEKC+PHNgDBiU8vAACASaK9vV0VFRU6ffq07Ha7EhIS2PoEQNAjdAIAAJjM6/Xq2LFjqq2tVWRkpJKSkmSxWMwuCwDGBKETAADAJL29vTpx4oQqKioUFham5ORkwiaAkEPoBAAAmGA+n08nT55UWVmZDMNgGi2AkEboBAAAmCCBQECnT59WSUmJ+vr6NGPGDNntdrPLAoBxRegEAAAYZ4ZhqK2tTUeOHFFHRwdbnwCYUgidAAAA46i9vV3Hjh1TY2OjoqOjlZycbHZJADChCJ0AAADjoLOzU8ePH1ddXZ0iIiLkdDpZJAjAlEToBAAAGENer1eVlZWqqamR3W4nbAKY8gidAAAAY6Cnp0cffPCBqqqqFBYWpsTERFmtVrPLAgDTEToBAAAuQ29vr6qrq3X8+HHZbDa2PwGAv2HKr99+9rOfKSsrS1lZWXrqqackSXv27FF2drbuuOMObd68efDY8vJy5eTkaMGCBXrsscfk8/kkSQ0NDVq6dKkyMzP18MMPy+v1Svrw+Ylly5Zp4cKFWrp0qVpaWiRJ/f39WrFihRYuXKjFixerqqpqgu8aAACEknMjm2+99ZYqKyuVkJBA4ASAEUx46NyzZ4/ee+89/fGPf1ReXp7Kysr0xhtvaM2aNdqyZYsKCgpUWlqqXbt2SZJWrFih3Nxc7dixQ4ZhaNu2bZKk9evXa8mSJSosLJTL5dKWLVskSc8995zS0tK0fft23XPPPdqwYYMkaevWrYqMjNT27du1Zs0arV69eqJvHQAABLlAIKDW1lYVFRVpx44dKisrU2xsrBITEwmbAHABEx46k5KStGrVKoWHh8tut+vjH/+4ampqdPXVV+uqq65SWFiYsrOzVVhYqPr6evX29uqmm26SJOXk5KiwsFADAwM6cOCAFixYMKRdknbu3Kns7GxJ0l133aV3331XAwMD2rlzpxYtWiRJmj9/vjwejxoaGib69gEAQBDq6elRVVWV3nrrLb333ntqaWlRYmKikpKSZLfbzS4PACa1CX+m89prrx3875qaGm3fvl3//M//rKSkpMF2p9OppqYmNTc3D2lPSkpSU1OT2tvbFR0drbCwsCHtkoa8JiwsTNHR0fJ4PCOeq7GxUVdcccW43i8AAAhOgUBAHo9H1dXVqq+vl8ViUWxsrGJiYswuDQCCimkLCVVWVurBBx/Uo48+KpvNppqamsE/MwxDFotFgUBgyBLj59rPfT3fhZYiNwxDVqt12GvOtV+K0tLSSzp+NNxu97hfA8GL/oELoW9gJPSL0enr61NLS4vq6urU19en8PBwRUVFyWq1qr293ezyLltFRYXZJWASol9MHh0dHbJarfJ4PGaXMuTfkcvJQqaETrfbre9+97tas2aNsrKytH///sEFfySppaVFTqdTKSkpQ9pbW1vldDoVHx+vs2fPyu/3y2azDR4vfThK2traqpSUFPl8Pnm9XsXFxSk5OVnNzc2aNWvWkHNdCpfLJYfDMQbvwMjcbrfmzZs3budHcKN/4ELoGxgJ/eLSGIahtrY2VVdXq7m5WRaLRddff/24/rtvhoqKCl133XVml4FJhn4xubS0tMjlcmn27Nmm1nH+vyNut1sul2vUwXPCn+k8ffq0vvWtb2nTpk3KysqSJN14442qrq5WbW2t/H6/3njjDaWnp2vmzJlyOByDCTs/P1/p6emy2+1KS0tTQUGBJCkvL0/p6emSpIyMDOXl5UmSCgoKlJaWJrvdroyMDOXn50uSioqK5HA4mFoLAMAUFwgEdPr0ab3zzjv661//qtbW1sFnNUMtcAKAWSZ8pPOll15SX1+ffvrTnw62ff3rX9dPf/pTfec731FfX58yMjKUmZkpSdq0aZPWrl2rrq4uzZ07V/fff78kad26dVq1apVeeOEFpaam6tlnn5UkLV++XKtWrVJWVpZiYmK0adMmSdJ9992n3NxcZWVlKTw8fHCrFgAAMPX4fD41Njbq6NGj8nq9io6OVnJystllAUBImvDQuXbtWq1du3bEP3vttdeGtc2ZM0evvvrqsPaZM2dq69atw9rj4uL04osvDmt3OBzauHHjKCoGAAChYmBgQPX19SovL1dvb69iY2MJmwAwzkxbSAgAAGCi9PX16dSpUzp27Jh8Pp+mT5+u6dOnm10WAEwJhE4AABCyenp6VFNTo8rKShmGobi4OPbVBIAJRugEAAAhp7OzU9XV1aqurpbValVcXNzg/t4AgInFpy8AAAgJhmHI4/GooqJCjY2NCg8PV0JCgmw2m9mlAcCURugEAABBze/3q6mpSceOHdOZM2cUGRkpp9Mpi8VidmkAABE6AQBAkOrv71d9fb2OHTum3t5etj0BgEmK0AkAAIKGYRhqb2/X6dOndeLECQUCAcXGxrISLQBMYoROAAAwqRmGoc7OTjU2NurEiRPq6+uTzWbT9OnTWRwIAIIAn9QAAGBSOnv2rJqamlRdXa2uri7ZbDZGNQEgCBE6AQDApNHd3a3m5mZVV1frzJkzslqtiomJ4VlNAAhihE4AAGCq3t5etbS0qLq6Wh6PRxaLRdHR0XI6nWaXBgAYA4ROAAAw4QzDUEdHh2pra1VbWyvDMDRt2jQlJSWx1QkAhBhCJwAAmDADAwNqbm5WRUWFOjo6FB4ervj4eNlsNrNLAwCME0InAAAYd2fPntXJkyd14sQJ+f1+9tQEgCmE0AkAAMaF3+9Xa2urKisr1drayjYnADBF8akPAADGjM/nU0dHh+rr61VXV6f+/n5FRUXxrCYATGGETgAAcFn6+/vV3t6uuro6NTQ0yO/3y263KyYmhlFNAAChEwAAXLre3l55PB6dOnVKjY2NMgxDDodDcXFxLAoEABiC0AkAAC5KT0+PWltbdfLkSbW0tMgwDEVFRSkhIUFWq9Xs8gAAkxShEwAAXFB/f79aWlpUVVUlj8cjSTyjCQC4JIROAAAwRCAQUHt7u06dOqWTJ08ObnFC0AQAjAahEwAASJK8Xq9Onz6tDz74QL29vbLb7ZoxYwbPaAIALguhEwCAKWxgYEDNzc2qrq5Wa2urLBaLYmNjFRsba3ZpAIAQQegEAGCKMQxjyPRZn8+nadOmMX0WADAuCJ0AAEwRPT09On36tKqqqtTV1SW73c4WJwCAcUfoBAAghPn9frW1tam6ulqnT5+WxWJRTEyMkpOTzS4NADBFEDoBAAhBXq9X5eXlOnHihPr7+xUZGcn0WQCAKQidAACEiO7ubjU3N+vEiRM6dOiQrr32WsXGxsput5tdGvD/27vz6CjqdG/g3+quXtPZOntICEtYZBdQUJFlcJtBDCjMMIcRXBh0dEQ5M3qZ97xXxXu9l6vDwIyO6J2ZozOo4/ICIiiKRNkZdggREkJICGTtJJ2t1+qqev8IackGWbrThHw/5/Tp7lp+9VT3k0o99auqJqI+jEUnERFRL+Z2u1FZWYmCggJUVVVBEARYLBZYrVbExMSEOjwiIiIWnURERL2NJEmoqqpCYWEhysrKAIB3nyUiousWi04iIqJeQJZlVFdXo6ioCMXFxZBlGWazGbGxsdBoNKEOj4iIqF0sOsnP7fXBZnchNSE81KEQUS9is7vgdEtIS4oIdSg3HEVRUFNTg+LiYly4cAE+nw96vR7R0dH8mRMiIuo1WHSS30fbc7FpVz5ef+ZODO0fHepw+qyte8/jwKlSrFx6G0Qtey8oeApKaiErKtJTorrVztqPjqGgpA7vvngPDDoWQt2lqirq6upQVlaG8+fPw+PxQBRFREREQBT5b5uIiHof7tESgMadnP1ZpVAUFWs/OgaPJIc6pD5p17FLeGfTKWSdq0ReUU2ow+mQi+X1OHy6LNRhUCe5PD689L8HsOrvh6Gqapfbqap14VR+JeqdXuw5fimAEfY9DocD+fn5yMzMxLfffovc3FyYTCbEx8fDarWy4CQiol6LRecNwOmWcO5STbd2HIvK6lFa5cAdY5NxsbwB7287E8AIqSNOnavE2o+OY1haNAQBOJFnC1jbB7NLUVBSG7D2mqiqitfWH8ErfzuIf27P7VYOUtsq7E7szyrBlj3n8fmefMhKYD7jDd/mwV7vQXm1E8W2hi63sy+rBKoKWCMM2LK3gDnQSS6XCxcvXsSuXbvwzTffIDs7GxqNBgkJCYiNjYVerw91iERERN3Gw6Y3gD9/ehK7TxQjPTUKD05Px+1jkqHVdO7uhf/KLoUgAEvnjEaEWY/Nu/MxeVQSRg7i7fZ7Qnm1E6++dwhJsWa8vGQy/u87+3Eyz4af3zOsW+2qqooPvs7Bx9+cRXpKJNYsnx6YgC/LyqtEYWkdBiRF4MOvc1Dv9GLJA6Og6WT+UdsulNbhN3/aDY/3hzMP4qJMuG10crfarah2YtPOcxg1OAbZ+VU4mlOBlPiuXcu990QJBiRF4Ce3D8BbG7JwprAaIwZyu9ERpaWlOHjwIARBgNlsRnx8fKhDIiIiCgr2dPZyZVUO7D1ZjJuHxsHpkvDa+iP44KvO91IeyC7FsP7RsEYY8ejskYiJMOKj7blBiPjGcyq/EnUOb5fn98kKXn//CFRVxYuPT4bFrMe4IXHIvVANt8fX5XYVRcXbG7Pw8TdnkRQbhnOXanGpor7L7bVl065ziLIY8PtnpyJj6mB/bxz9IKewGu9t/R4+WenUfA6XhP967xDMBhGvL7sTf3/pXsRGmfDlvsJux/T3L04DAJb/fDxS4i04cqa8S+3Y7C6cKazGneP6YfqEVIQZRXyxt6Db8fUVbrcbgiAgLi4OYWFhoQ6HiIgoaFh09nKf7cqHRiPg2QU3461/m4nbRifhy30FcHWiWKmwO5F/qRaTRyUBAEwGEfdMSsPJczaUVzuDFfoNIfNwEf7PW/vw6H9sx9sbs1BW5eh0G//cnovcC3b8et44JMY07niOHRIHn6zi+4KqLsf2aeZZfLm/EA9OT8d/P3UHBAHYday4y+21VFRWh6M5FZg1ZSAMOi0ef2AkxqTHYtPOfEi+zhVYN6qdRy/id2/tw4bvzmH38Y5/9qraeG11ebUT/7boFgxPs8IaYcR9t6XhRJ6tWwcPTp2rxO4TxZg7Ix3x0WZMvCkB2flVXTrAsfdk4zpNGZcMk0HEXbemYV9WCapqXV2Oj4iIiG48LDp7sdoGD745VIQZE1IRE2mCViPgwRnpcLh9yDxc1OF2DmY33gRm8ugk/7CZt/QHAHzbiXb6movl9Vi3MQsjBloxdVw/fGY6iEgAABvcSURBVP2vQixbvRMVnSjUT+bZ8GnmWdx9a3/ceXM///CbBlohajU4cbZr13WWVTnwyY6zuGNMcmPPdaQJY9JjsevYpYBdc/f5nvPQixr8+LYBAABBaMy/6jo39pzo2zeUUVUVH36dg9UfHsPwAdFITbBg085zHfrsZUXFXzZn41/ZZXhs9shmp7jfMykNolbAtgOFXYqr3unFHz48iqTYMMybMQQAMGF4PHyygqz8yk63t+dEMQanRCI51gIA+MkdA6CoKj7bxd5uIiIi+gGv6ezFvthXAK8kY+70dP+w4WlWDEuLxud7zuMntw/s0LV1/8ouRWqCBf3iLP5h8VYzxg6Jw47DRfjZ3cN4jR4AySejoKQO0eFGhJt1+J9/HIZRr8ULD09ETKQJ82cOwXNrduKNT0/glaW3QRCu/pkdz63Af713CP3iLFg6Z3SzcUa9iBEDrcjK63whAAB/3ZwNjUbAkoxR/mHTx6fgjx+fQN7Fmm79JI6qqjh8uhzfHrmImbf0R6TF4B83flg80hLDsWlnPmZMSL3mZ3Aj8koy/vjxcew+XoyZt6Ti6XnjsPv4Jaz96DiO5VZgwvCEdudtcEl4/f0jOJZTgQemDsLsOwc1Gx8dbsTtY5KReagID993E4yGjm/CVVXFG5+cQE2DB689c6d/3pGDYmDUa3H0TDluHZHY4fZOnK1A3sUaPDJrhH9YcqwFMyf2x9a9BZh1x0B/zz018skKzhRWIyXegiizCLUkBxG1F2BAyztVC1c8Cc2GqwIg+I9dtDyIoTZ7inGVwWDTNGuyeXvUF1ldZTBU8qeNqDnmxfUlrMEJVRkZ6jACikVnL+WTFWzdW4BJIxORmtD8BiAZdw7Ga+8fwZGcq+9Eni2y44t9BcjOr8RDPxrSavzdt/bH6+8fxalzlRg7NC7g69AbKIqK789XYdfxS9h7sgQOlwQA0GgEKIqKlb+8DTGRJgBAcpwFj9w/Eus2ZGH7wSLcOzmt3Xb3nSzB7z84gpT4cKxcelubxcPYIXFYv+0Mahs8zQq7azlyphwHvy/D4lkjEBtl8g+/bXQy3tqQhZ3HLnWp6JR8Mg6dLsf/+zYP5y7WIDHGjHkt8kYQBMydno61Hx3H8Vwbxg+/8W+M4pMVXCitg9Ptg9cn4+NvzuJMYTUW/eQmzPvREAiCgKk3p2D9tjPY+N25NotOn6xgz4li/HN7LiqqnXh63ljcd7kHuaWf3D4Qu48XY9fxS7h3ctvTtGXbgUIcOFWKR+8fgSGpP3z/OlGLsUPicCSnAqqqtnugQPIp0GoEyIqCD77Kwcad55AcG4Yf3ZLabLqF9w3H7hPFWL/tDJ7/xcQOx3ej8Uoy7PUelFU5UGJrQG6RHQezy9DgkvCLHw/HQ5PjgfyDiK6xQ+8Mzh1qE50OmEq7foo+3ZiSnA6YSpgX1Bzz4vqikXyAZ3KowwgoFp29lEYQcPOwOPz0rqGtxt02JgmxkUb8c3susvIq8f35Srg8MiLC9DAbRdQ2eFBZ40ZNgwcmgxb33jYAD81oXXROHpWEMJMO3xwqumbRqaoq6p0SLCZdr+oVdXt8sNW44JVkJFjNCDPpUOfw4tylGpzMq8Tu45dQVeuGUa/F5NFJuHVEIhqcXhTbHBjaP6pVUXXf5AHYe6IEf/s8GxFheuh1GmgEARazDuFmPXIu2JF5qAgn8my4aYAVLz4+CRZz2zucY4fEYv22xjvEXnnqbXuKbQ3Yd7IEX+w7j35xFmRMHdxsfJhJh1tGJGDP8WLclGZFdb0b9jo3qurcqK33wGzSwRphhNkgwunxwemWIGo1MOpFON0S9p8qhcMlId5qxjM/HYcfTUyFqG19hv7Um1Pwjy/P4KNvcpGaEI64aFOraXqLtoowryTjbJEd2eer8H1+Fc5cqG52d1m9qMGKRbfgjrE/3GFWJ2rwwJ2D8O7W0zh1rhKJMWFocHlRWFqH88W12HOiGFW1bqQmWPAfT96O0YNj241pxEArBiVH4q+bswE0nnJ7NeeLa/GPL0/jaE4Fxg2Nw5xp6a2mmTA8Hge/L8PHO87CbBDh9sqorHHBVuNqfLY74XA3XvPZdMDl3slpePyBUTC1OGASG2VCxtRB+DQzD3OmDW5W4LbnasXu9cQjySitdKCyxgVRK0AnamHQaaHXaaCowImzNhz6vgz5xTVwuptfIxtmFHHryERMGdsP44fHN/7t3PELFGVlITY2Fk3dk/5Podmp2Fe8VlWg1WfVxmcnCMjLy8OQIUNatNVS07jr//OnwDh37hzS01tvB6hvY15cX2xV1YgyRYQ6jIASVP6o2jV5PB5kZ2dj1KhRMBg63uPUWUePHsWECRMC0tbG7/Lw7tbT0IkaDE+zItKiR53DC4dbQqTFgLgoEwb1i8T08SkwG3XttvP2xixsP3gB08enIDnOgjCjCI8kw+WRUdfggb3Bg0q7C5cq6uFw+5AcG4ZZUwZi6rgUeCUZNQ0eXCyvx7mLNbhka4DFpEN0hBHhJh0MehFGgxYCAEUFoKpQ1MYd0KpaN0qrHLDXuWE0iDAbRcRGmTAwKRL9E8Oh1zWeAlJV60LuBTvyL9XCGmlEekoUUuItUBQVkqzAJyvw+RRIvsuvZQXl1U6cu1iD8yW1qG1oftdZg17rLyC0GgHjh8dj2s0pmDQyscOnMpZVObBs9XdweeQ2x8dbzbjrlv6YO30wjPr225RlBQ+//DU8kowJw+MRbXAhypqAkkoHHO7GHldFUWGv88BW40S9s3HYsLRoPDF3dJs7+//KLsWr7x7yvxe1GlgjDIi0GOB0+1Bd54bb64PZIMJkECErKtxeHwABk0YmYvqEFIwbEgdtG8Xmlb7YV4C3N2YBAAYlR2LMkFgM7R+NAUkRkHwKGlxeNDglNLgkON0+mAxaRITpEW7WI/zys1eS0eCU4PL6oBM10IuN302dwwOHW4Jep4VRL0InaiArKpTLD1lRoREAi1mPcLMO4WF6WEx66ESN/zOTLueFT/4hN0orHTiVX4nvz1ehssaFWocXXkmG2aiDxaSDisaDFA6XBFlRIQhAWmIERg2OwYiBMYi06KHTahFvNfl7v6/kcEl47D+3typG9KIGIwbFIGPqYIwfFt+hgzaVNS6s+ecxZJ2rxPjh8TBrXLDGxqG23otiWz1KKx3wSI03c/LJCiwmHeb9aAjuv3MQDLrWp09V1rjw5P9kNiuew816xEWbEBfV+IgMNzR+dj4FowbHXPU0YadbwtL/3oEoiwG3jkxEmFEHSVZQ7/CizulFvcOLeqcXdY7G1y6PD7HRZqTGW5AUG4bocCMiLXpU1bpRVF6PyhoXBDQWvGZj48GR6HADosMNiIowwuGScLbIjoKSWlhMeiRYzYiJNMJoEGHUaxu3NXottBoBtQ0e2Os9UFQVJoMInahFda0bFXYnfD4F1kgjrBFGqCrg8fpQ5/SiuKIBxbYG2GpcV6/fAAxIisCoQTGIjjAiKtyABKsZybEWxEQaW323BQUFyMrKQlxccM4kOXv2LIYObX1gkvo25gW1hXlxfbHZbBgzZgwGDhwY0jiurE2OHj2KUaNGdbkmYtHZAb2x6JQVFQUlteif8EOB1hUVdife+OQECkvrUFPvaTYuzKRDlMWAmEgjUuItiI0y4eD3Zci9YG/VjlGvRUpCOFxuH+z17lY73i2JWg0SY8ywRhjhlWQ43D6UVzvhlVoXchqh8dRWe53b3xtzNVqNgLTECAxOiURSbBjiokzQ6bSw2Z2w2V2IiTQiPTUKg/tFIczUfkF+NfY6N8rtjTcUkmUVDc7GnewEaxhGDorpcG9wYWkdvjpQiAOnSlBd54EgNPYkhZv1EITGvomocCPiok1IjQ/H5FFJV+1ZVFUVZ4vsMOrFxuLfrGvVwxSoXqeL5fU4fLoMh06X42yRPeR3tNWLGvguF6bt0WoEpKdGITk2DJEWAww6LRxuCQ1OCYIAGA0iLCYdhvWPxohBMQhvp5e6Pd+fr8L54loY9FqY9CL6J4YjJd5yzSK+LYqiYsve83h/2xl4fTKM+sbY+sVZkBxn8fdARoTpcfekNFiukcseSYZ0+e9LFDVXPSDSEXtOFON/PzuFOofX/5mbDCLCw/SIuNzz3/haD6NBREW1E5cqGlBW7fBvHwQBSLSGId5qggABiqqiwSnBXu9GbYMHV36VFpMOg/pFwumWUF79w0GYjhAEICbCCJ1Oi6pad7PtjMmgRXJc4zXvTY8EqxmyosIjyfBefiiKiuEDrJ26jrWgoACHDh2CwWCAVquFKIrNHlpt966v4k4ktYV5QW1hXlxfWHT2clu2bMG6devg8/mwePFiLFy4sEPz9caiMxgcLglurw/Gpl6DdnaUzxbZkZ1fiTCTHpEWPZJjw9AvPhzaKwotWVHh8fp+6FkRGk8ZBn7ozdC2KMxkRUVpZQMuVTRAvry3GW7WIT0lCmajDoqioqzKgbJqJ3RaDUStBqLYeAqcqBUgajXQiRqEm/XdKsRDQVFUfLvnEKbePrHXxQ40Xg9YWFqLi+UNMOq1sJh1sJj0sJh0MBtFuDzy5Z4vD+odEupdXugvf1dGgwifrMArydCJWkRa9Agz6SBJClweHyS58VpDrUaARiNAq9FAVhQ0OCXUO72od0pocHrhdPug1f6QDzpRC51WgChqoRMFRIUbcdMAa6vTRa93qqri2LFj1+22Q1VVuL2y/++vIzyS7L+Wua2eWaBxe1Dn8MBe54FBr0VybFizgyWST4HH64PbK8N9+VlRVESE6REVboBWI8Dp9kHyKYi0GPyxqaoKp9sHQQAMerHVdiiQ3G43amtrIUkSnE4nXC6X/9ntdsPr9UIQhFZ3PdZoNNBqtdBoNG0+msZxJ5LawrygtjAvri83YtHZu/auuqG8vBxr1qzBxo0bodfrsWDBAkyaNInnr3dCmEnXoZ6/of2jr3mjGu3lwvJqp/a2NU9KfDhS4sPbHK/RCEi+3Mtzo9FoBERbxF5ZcAKN1zQOSY1u9/o+ixm9+trPULrer4UUBKHThbxBp0V8tPmq02g1AqLDjYgON7Y5XidqoBP1sFylmUhL678nQRC6fIZDZxmNRhiNbccPAIqiwOv1QpIkSJIEr9frfzS9bxrn8/ng9Xrhdrvh8/kgyzLsdjsqKir863WlpkL2yqJWEARoNBoIgtDs0dYwoLH4bZqvaVjL6a73/CQiop7RZ4rO/fv3Y/LkyYiKigIA3Hvvvfjqq6/w61//OsSRERERtabRaK5ZmLZHURQcPnwY48aNg6IoUBQFsixDlmWoqgpZlv3DFEWBqqr+YrXpuWnaK983tdX0uLKtlsNVVYWiXPu0+q6c4t9ymit7g9sb3nJ8y+em1y2X3dZ0gRze0XHtje/sNE3fUUfmISIKlD5TdFZUVDS7WUN8fDyysrJCGBEREVFwaDQaiKIY1EtCOqKp+Gz5aCpMrzZNy3FttdnW/FcOa/m6ZUF85fAr3zcNu/L5yvauNr6jw9tbTstltfW6vWmuNm+T+vp6VFdXt1p+KLR1gKDlsI4elGhr/qu10dFprzY8mNqLsaPjO9uG3W6HzWa76nRNOnJQqCd05TvpyOd25XSBWObV2muPy+Xq0nKuZ32m6Gx5VK8rG5Ds7OxAh9XK0aNHg74M6r2YH9Qe5ga1hXnRc5r2KZpuANXdG0EFS3JycrvjWu4YX+t9T0zbkek6OzxYbXR0vu4WZR2Z/1rTtBw/evTobsXU0eV2drpAup5ja8loNKK4uLjZAaJQufL/SHdqoT5TdCYmJuLIkSP+9zabDfHxnfvh+r5+IyEKLeYHtYe5QW1hXlBbmBfUFuYFtaW9Gwl1Refv099L3X777Thw4ACqq6vhcrmwfft2TJ06NdRhERERERER3dD6TE9nQkICli9fjkWLFkGSJMybNw9jxowJdVhEREREREQ3tD5TdALA7NmzMXv27FCHQURERERE1Gf0mdNriYiIiIiIqOex6CQiIiIiIqKgYdFJREREREREQcOik4iIiIiIiIKGRScREREREREFDYtOIiIiIiIiChoWnURERERERBQ0LDqJiIiIiIgoaMRQB9AbqKoKAPB6vUFflsfjCfoyqPdiflB7mBvUFuYFtYV5QW1hXlBbrsyLplqoqTbqDEHtylx9TH19Pc6ePRvqMIiIiIiIiEJq6NChCA8P79Q8LDo7QFEUOBwO6HQ6CIIQ6nCIiIiIiIh6lKqqkCQJYWFh0Gg6d5Umi04iIiIiIiIKGt5IiIiIiIiIiIKGRScREREREREFDYtOIiIiIiIiChoWnURERERERBQ0LDqJiIiIiIgoaFh0EhERERERUdCw6CQiIiIiIqKgYdEZZG+++SZmzZqFWbNm4bXXXgMA7N+/H7Nnz8Y999yDNWvWtJrnhRdewMaNG/3vS0pKsHDhQtx333341a9+BYfD0WPxU3AFIj+arF27Fm+88UbQY6aeEYjcOHr0KObNm4eMjAwsXrwYxcXFPRY/BUcg8uLIkSN48MEHMXv2bDz55JOora3tsfgpOAL5v+T06dMYNWpU0GOm4AtEXmzatAlTpkxBRkYGMjIy2pyHepdA5EVFRQWWLl2KOXPmYMGCBbh06dK1F6xS0Ozbt0/92c9+pno8HtXr9aqLFi1St2zZok6bNk0tKipSJUlSH3vsMXXnzp2qqqpqWVmZ+sQTT6hjxoxRN2zY4G9n6dKl6tatW1VVVdU333xTfe2110KyPhRYgcqPuro69Xe/+506ZswY9U9/+lOoVocCKFC5MWPGDPXMmTOqqqrqp59+qj755JMhWR8KjEDlxV133aXm5eWpqqqqr7/+urp69eqQrA8FRqDyQlVV1el0qgsWLFCHDh0ailWhAApUXrzyyivqli1bQrUaFGCByovFixerH374oaqqqvrhhx+qzz777DWXzZ7OIIqLi8OKFSug1+uh0+kwePBgFBYWIi0tDampqRBFEbNnz8ZXX30FANiyZQtmzpyJH//4x/42JEnC4cOHce+99wIAHnzwQf/01LsFIj8AIDMzEwMGDMCjjz4aitWgIAhEbni9Xjz77LMYPnw4AGDYsGEoLS0NyfpQYARqm/Hll18iPT0dkiShvLwcERERoVgdCpBA5QUArFq1CosXL+7pVaAgCFRenDp1Cps2bcLs2bPx29/+lmdG9HKByIvq6mrk5ORgwYIFAICHHnoIzz333DWXzaIziIYMGYJx48YBAAoLC7Ft2zYIgoC4uDj/NPHx8SgvLwcALFmyBPPnz2/Wht1uh8VigSiKABqTpWl66t0CkR8AMGfOHCxduhRarbZnAqegC0Ru6PV6ZGRkAAAURcGbb76Ju+66q4fWgIIhUNsMnU6H3NxcTJs2DQcPHsSsWbN6ZgUoKAKVF5mZmXC73bjvvvt6JnAKqkDlRVxcHJ566il8/vnnSEpKwiuvvNIzK0BBEYi8uHjxIpKTk7Fq1So89NBDWLZsGXQ63TWXzaKzB+Tl5eGxxx7DCy+8gNTUVAiC4B+nqmqz9y21Nf5q01Pv0538oBtbIHLD6/Xit7/9LXw+H5544olghks9JBB5MWzYMOzfvx9PPfUUli9fHsxwqYd0Jy9sNhvWrVuHf//3f++JUKkHdXd78ec//xkTJkyAIAhYsmQJ9uzZE+yQqQd0Jy98Ph9Onz6NyZMnY8OGDZg5cyZWrFhxzWWy6Ayyo0eP4pFHHsFvfvMbzJ07F4mJibDZbP7xNpsN8fHx7c5vtVpRX18PWZY7ND31Lt3ND7pxBSI3HA4HlixZAp/Ph3Xr1nXoSCRd37qbFx6PBzt27PC/f+CBB5CbmxvUmCn4upsXO3fuRE1NDRYuXOg/QyIjIwMNDQ1Bj52Cp7t5UV9fj/fee8//XlVVnlV1A+huXsTFxSEsLAwzZswAANx///3Iysq65nJZdAZRaWkpnn76afz+97/3n740duxYFBQU4MKFC5BlGVu3bsXUqVPbbUOn02HixIn48ssvAQCfffbZVaen3iMQ+UE3pkDlxvPPP4+0tDSsXbsWer2+J0KnIApEXoiiiJUrVyI7OxsAsG3bNowfP75H4qfgCERezJ8/Hzt27MDmzZuxefNmAMDmzZthsVh6ZB0o8AKRF2azGX/9619x8uRJAMD777+Pu+++u0fip+AIRF70798fiYmJ2LVrFwDgu+++w8iRI6+5bDEwq0Bt+dvf/gaPx4NVq1b5hy1YsACrVq3CM888A4/Hg2nTpl3z+omXXnoJK1aswLp165CUlIQ//OEPwQ6dekCg8oNuPIHIjdOnTyMzMxPp6emYO3cugMbrNP7yl78EPX4KjkDkhVarxZo1a/Diiy9ClmUkJCTg1Vdf7YnwKUj4v4TaEqjtxdq1a/Hyyy/D7XZjwIAB/p/YoN4pUNuLN954Ay+99BJef/11WCyWZu21R1BVVe32GhARERERERG1gafXEhERERERUdCw6CQiIiIiIqKgYdFJREREREREQcOik4iIiIiIiIKGRScREREREREFDYtOIiKiHrBy5Ur89Kc/hSzL/mGyLGPBggVYs2ZNCCMjIiIKLhadREREPWDFihVwuVx45513/MPeeecdaLVaLFu2LISRERERBRd/p5OIiKiH5Obm4uc//zk++OADqKqKpUuXYsOGDUhISMCOHTvw9ttvw+fzwWQyYcWKFRg7diwqKirw4osvwm63w2azoV+/fvjjH/8Iq9WKqVOnYsKECcjJycHzzz+PkpISfPLJJ9DpdDAajXjllVcwePDgUK82ERH1cSw6iYiIetD69euxadMmKIqC5cuXY9q0acjPz8fy5cuxfv16REZGIicnB0uWLEFmZqa/QH388cehKAqWLFmCadOmYfHixZg6dSoWLlyIJ554ApIk4eabb8bu3bthtVqxceNGyLKM+fPnh3qViYiojxNDHQAREVFf8vDDD+Prr7/G4MGDMW3aNADAvn37UF5ejkWLFvmnEwQBRUVFeOyxx3D48GG8++67KCwsRH5+Pm655Rb/dBMmTAAA6HQ63H333Zg/fz6mT5+OKVOm+NsnIiIKJRadREREPSwlJQX9+/f3v1cUBVOmTMHq1av9w0pLS5GQkIBVq1YhJycHc+fOxaRJk+DxeHDlSUphYWH+12vWrEFubi4OHDiAt99+G1u3bm3WJhERUSjwRkJEREQhNnnyZOzZswcFBQUAgMzMTMyZMwcejwd79+7FI488goyMDERHR+PAgQNQFKVVG5WVlZg+fTpiYmLwyCOPYNmyZTh16lRPrwoREVEr7OkkIiIKseHDh+Pll1/Gc889B1VVIYoi3nrrLZhMJjz99NN49dVXsXr1auh0OkycOBEXLlxo1UZsbCx++ctf4uGHH4bJZIIoili5cmUI1oaIiKg53kiIiIiIiIiIgoan1xIREREREVHQsOgkIiIiIiKioGHRSUREREREREHDopOIiIiIiIiChkUnERERERERBQ2LTiIiIiIiIgoaFp1EREREREQUNCw6iYiIiIiIKGj+P/ZXjADubbloAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "axis = ts_1['Weekly_Sales'].plot(label='Observed', figsize=(15, 6))\n",
    "fc_all['forecast'].plot(ax=axis, label='Forecast', alpha=0.7)\n",
    "axis.fill_between(fc_all.index, fc_all['lower_ci_95'], fc_all['upper_ci_95'], color='k', alpha=.25)\n",
    "#axis.fill_between(fc_all.index, fc_all['lower_ci_99'], fc_all['upper_ci_99'], color='k', alpha=.75)\n",
    "axis.set_xlabel('Years')\n",
    "axis.set_ylabel('Sales')\n",
    "plt.legend(loc='best')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Another Approach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "copy_data=data.copy()\n",
    "import calendar\n",
    "copy_data['Month'] = pd.DatetimeIndex(copy_data['Date']).month\n",
    "copy_data['Month'] = copy_data['Month'].apply(lambda x: calendar.month_abbr[x])\n",
    "copy_data['Year'] = pd.DatetimeIndex(copy_data['Date']).year\n",
    "copy_data['Day']=pd.DatetimeIndex(copy_data['Date']).day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "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>Store</th>\n",
       "      <th>Dept</th>\n",
       "      <th>Date</th>\n",
       "      <th>Weekly_Sales</th>\n",
       "      <th>IsHoliday</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "      <th>Day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-02-05</td>\n",
       "      <td>24924.50</td>\n",
       "      <td>False</td>\n",
       "      <td>Feb</td>\n",
       "      <td>2010</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-02-12</td>\n",
       "      <td>46039.49</td>\n",
       "      <td>True</td>\n",
       "      <td>Feb</td>\n",
       "      <td>2010</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-02-19</td>\n",
       "      <td>41595.55</td>\n",
       "      <td>False</td>\n",
       "      <td>Feb</td>\n",
       "      <td>2010</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-02-26</td>\n",
       "      <td>19403.54</td>\n",
       "      <td>False</td>\n",
       "      <td>Feb</td>\n",
       "      <td>2010</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-03-05</td>\n",
       "      <td>21827.90</td>\n",
       "      <td>False</td>\n",
       "      <td>Mar</td>\n",
       "      <td>2010</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Store  Dept        Date  Weekly_Sales  IsHoliday Month  Year  Day\n",
       "0      1     1  2010-02-05      24924.50      False   Feb  2010    5\n",
       "1      1     1  2010-02-12      46039.49       True   Feb  2010   12\n",
       "2      1     1  2010-02-19      41595.55      False   Feb  2010   19\n",
       "3      1     1  2010-02-26      19403.54      False   Feb  2010   26\n",
       "4      1     1  2010-03-05      21827.90      False   Mar  2010    5"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "copy_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "copy_data.index=range(len(copy_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "copy_data.drop(columns={'Date'},axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "copy_data=copy_data.join(pd.get_dummies(copy_data['Month']))\n",
    "copy_data.drop(columns={'Month'},axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "copy_data=copy_data.join(pd.get_dummies(copy_data['IsHoliday']))\n",
    "copy_data.drop(columns={'IsHoliday'},axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cross_validation import train_test_split\n",
    "X_train, X_test, y_train, y_test= train_test_split(copy_data.drop(columns={'Weekly_Sales'},axis=1),copy_data['Weekly_Sales'],test_size=0.2,random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\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=100, n_jobs=-1,\n",
       "           oob_score=False, random_state=None, verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = RandomForestRegressor(n_estimators=100,n_jobs=-1)\n",
    "X, y = X_train, y_train\n",
    "\n",
    "model.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred=model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred=pd.DataFrame(data=y_pred,index=X_test.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15836669.939313443"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "((y_pred[0]-y_test)**2).sum()/len(y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x17f8113c588>]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.plot(range(len(y_pred)),y_test)\n",
    "plt.plot(range(len(y_pred)),y_pred[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15836669.939313443"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "mean_squared_error(y_test,y_pred[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "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>Store</th>\n",
       "      <th>Dept</th>\n",
       "      <th>Year</th>\n",
       "      <th>Day</th>\n",
       "      <th>Apr</th>\n",
       "      <th>Aug</th>\n",
       "      <th>Dec</th>\n",
       "      <th>Feb</th>\n",
       "      <th>Jan</th>\n",
       "      <th>Jul</th>\n",
       "      <th>Jun</th>\n",
       "      <th>Mar</th>\n",
       "      <th>May</th>\n",
       "      <th>Nov</th>\n",
       "      <th>Oct</th>\n",
       "      <th>Sep</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>233571</th>\n",
       "      <td>24</td>\n",
       "      <td>55</td>\n",
       "      <td>2011</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88992</th>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>2010</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367842</th>\n",
       "      <td>39</td>\n",
       "      <td>59</td>\n",
       "      <td>2010</td>\n",
       "      <td>25</td>\n",
       "      <td>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>0</td>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184359</th>\n",
       "      <td>19</td>\n",
       "      <td>60</td>\n",
       "      <td>2011</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26175</th>\n",
       "      <td>3</td>\n",
       "      <td>45</td>\n",
       "      <td>2010</td>\n",
       "      <td>19</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Store  Dept  Year  Day  Apr  Aug  Dec  Feb  Jan  Jul  Jun  Mar  May  \\\n",
       "233571     24    55  2011    6    0    0    0    0    0    0    0    0    1   \n",
       "88992      10    11  2010   29    0    0    0    0    0    0    0    0    0   \n",
       "367842     39    59  2010   25    0    0    0    0    0    0    1    0    0   \n",
       "184359     19    60  2011   23    0    0    0    0    0    0    0    0    0   \n",
       "26175       3    45  2010   19    0    0    0    1    0    0    0    0    0   \n",
       "\n",
       "        Nov  Oct  Sep  False  True  \n",
       "233571    0    0    0      1     0  \n",
       "88992     0    1    0      1     0  \n",
       "367842    0    0    0      1     0  \n",
       "184359    0    0    1      1     0  \n",
       "26175     0    0    0      1     0  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_test=data_test.join(pd.get_dummies(data_test['IsHoliday']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "import calendar\n",
    "data_test['Month'] = pd.DatetimeIndex(data_test['Date']).month\n",
    "data_test['Month'] = data_test['Month'].apply(lambda x: calendar.month_abbr[x])\n",
    "data_test['Year'] = pd.DatetimeIndex(data_test['Date']).year\n",
    "data_test['Day']=pd.DatetimeIndex(data_test['Date']).day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_test=data_test.join(pd.get_dummies(data_test['Month']))\n",
    "data_test.drop(columns={'Month','Date','IsHoliday'},axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_test['Aug']=0\n",
    "data_test['Sep']=0\n",
    "data_test['Oct']=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_test=data_test[X_test.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred=pd.DataFrame(data=model.predict(data_test),index=data_test.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39873.1988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>19810.5457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19811.5705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20709.6208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19666.1921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>36104.1481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>48279.3405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>49787.0796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>24087.3474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>16627.9153</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            0\n",
       "0  39873.1988\n",
       "1  19810.5457\n",
       "2  19811.5705\n",
       "3  20709.6208\n",
       "4  19666.1921\n",
       "5  36104.1481\n",
       "6  48279.3405\n",
       "7  49787.0796\n",
       "8  24087.3474\n",
       "9  16627.9153"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred=pred.join(data_test['Date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred.index=pred.Date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x17f84701f98>"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred[0].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred.to_csv(\"Results.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}