Electricity Consumption (SARIMAX Model) Time Series Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Forecasting of Electricity Consumption in India"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy.stats import norm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv('electricity_consumption.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.rename(columns={\"Unnamed: 0\": \"Date\"}, errors=\"raise\",inplace  = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['India_Consumption']=df.sum(axis = 1, skipna = True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[['Date','India_Consumption']]"
   ]
  },
  {
   "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></th>\n",
       "      <th>Date</th>\n",
       "      <th>India_Consumption</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>02/01/2019 00:00:00</td>\n",
       "      <td>3373.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>03/01/2019 00:00:00</td>\n",
       "      <td>3403.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>04/01/2019 00:00:00</td>\n",
       "      <td>3304.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>05/01/2019 00:00:00</td>\n",
       "      <td>3308.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>06/01/2019 00:00:00</td>\n",
       "      <td>3316.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>01/12/2020 00:00:00</td>\n",
       "      <td>3741.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>02/12/2020 00:00:00</td>\n",
       "      <td>3763.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>03/12/2020 00:00:00</td>\n",
       "      <td>3726.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>04/12/2020 00:00:00</td>\n",
       "      <td>3642.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>05/12/2020 00:00:00</td>\n",
       "      <td>3407.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>503 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Date  India_Consumption\n",
       "0    02/01/2019 00:00:00             3373.4\n",
       "1    03/01/2019 00:00:00             3403.7\n",
       "2    04/01/2019 00:00:00             3304.1\n",
       "3    05/01/2019 00:00:00             3308.9\n",
       "4    06/01/2019 00:00:00             3316.9\n",
       "..                   ...                ...\n",
       "498  01/12/2020 00:00:00             3741.5\n",
       "499  02/12/2020 00:00:00             3763.8\n",
       "500  03/12/2020 00:00:00             3726.6\n",
       "501  04/12/2020 00:00:00             3642.1\n",
       "502  05/12/2020 00:00:00             3407.0\n",
       "\n",
       "[503 rows x 2 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3654.3    2\n",
       "3483.4    2\n",
       "3642.2    2\n",
       "3853.8    2\n",
       "3682.3    2\n",
       "         ..\n",
       "3532.7    1\n",
       "3638.4    1\n",
       "3333.1    1\n",
       "3558.0    1\n",
       "3948.0    1\n",
       "Name: India_Consumption, Length: 492, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['India_Consumption'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().values.any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean = df['India_Consumption'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "std = df['India_Consumption'].std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "h = df['India_Consumption']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "h = sorted(h)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "normalised = norm.pdf(h,mean,std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x269afc23a20>"
      ]
     },
     "execution_count": 50,
     "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": [
    "plt.scatter(h,normalised,c='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Follows a Normal Distribution\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.34071448e-05, 4.75892413e-05, 5.76325071e-05, 6.37817972e-05,\n",
       "       6.83778304e-05, 7.73839655e-05, 7.76629001e-05, 9.64286255e-05,\n",
       "       1.01527623e-04, 1.12295388e-04, 1.12370592e-04, 1.12822658e-04,\n",
       "       1.20094186e-04, 1.22490744e-04, 1.26815947e-04, 1.30919751e-04,\n",
       "       1.41314888e-04, 1.46976410e-04, 1.57542799e-04, 1.74824299e-04,\n",
       "       1.77053272e-04, 1.78229203e-04, 1.82335993e-04, 1.89633909e-04,\n",
       "       2.08928697e-04, 2.10981456e-04, 2.26391477e-04, 2.61227628e-04,\n",
       "       2.64900891e-04, 2.67464190e-04, 2.87517388e-04, 3.14527459e-04,\n",
       "       3.23337503e-04, 3.30004181e-04, 3.33616204e-04, 3.44597259e-04,\n",
       "       3.47460768e-04, 3.51527686e-04, 3.56308274e-04, 3.63551155e-04,\n",
       "       3.86510152e-04, 3.87049501e-04, 4.11568982e-04, 4.11941212e-04,\n",
       "       4.27547696e-04, 4.31926633e-04, 4.34603434e-04, 4.41718836e-04,\n",
       "       4.55928914e-04, 4.57303293e-04, 4.76354175e-04, 4.79163326e-04,\n",
       "       4.84198775e-04, 4.86826797e-04, 4.94341953e-04, 5.55145143e-04,\n",
       "       5.66298463e-04, 5.77095901e-04, 5.78829887e-04, 5.80782679e-04,\n",
       "       5.86000607e-04, 5.87525330e-04, 5.95386388e-04, 5.95605211e-04,\n",
       "       5.97137658e-04, 6.20924944e-04, 6.22918688e-04, 6.24027039e-04,\n",
       "       6.26023339e-04, 6.27577131e-04, 6.30020745e-04, 6.36919677e-04,\n",
       "       6.77965316e-04, 6.91064874e-04, 7.03741915e-04, 7.04421714e-04,\n",
       "       7.09635453e-04, 7.10542519e-04, 7.14398532e-04, 7.22341684e-04,\n",
       "       7.30062048e-04, 7.40737986e-04, 7.46189912e-04, 7.56864543e-04,\n",
       "       7.89509887e-04, 8.12299484e-04, 8.35616941e-04, 8.37179680e-04,\n",
       "       8.37179680e-04, 8.43643737e-04, 8.46313551e-04, 8.49202429e-04,\n",
       "       8.56076336e-04, 8.61162054e-04, 8.66675462e-04, 8.88780245e-04,\n",
       "       8.91387010e-04, 8.99396218e-04, 9.01553305e-04, 9.03491854e-04,\n",
       "       9.16557500e-04, 9.16770589e-04, 9.20175018e-04, 9.39558956e-04,\n",
       "       9.39976555e-04, 9.41019818e-04, 9.42062028e-04, 9.47464308e-04,\n",
       "       9.60021620e-04, 9.62675735e-04, 9.70791742e-04, 9.75222232e-04,\n",
       "       9.79628427e-04, 9.82419487e-04, 9.83612547e-04, 9.94068451e-04,\n",
       "       9.94460047e-04, 1.00185827e-03, 1.00282569e-03, 1.00359860e-03,\n",
       "       1.00456346e-03, 1.00687325e-03, 1.00802503e-03, 1.00898325e-03,\n",
       "       1.00974877e-03, 1.01659595e-03, 1.01923777e-03, 1.02186766e-03,\n",
       "       1.02578982e-03, 1.03171328e-03, 1.03336750e-03, 1.03336750e-03,\n",
       "       1.03355099e-03, 1.03920671e-03, 1.04101769e-03, 1.04137910e-03,\n",
       "       1.04246171e-03, 1.04515771e-03, 1.04551603e-03, 1.04551603e-03,\n",
       "       1.04926208e-03, 1.05121227e-03, 1.05962386e-03, 1.06702037e-03,\n",
       "       1.07277346e-03, 1.07728089e-03, 1.07810958e-03, 1.07893638e-03,\n",
       "       1.08140534e-03, 1.08156932e-03, 1.08206082e-03, 1.08854760e-03,\n",
       "       1.09253823e-03, 1.09443611e-03, 1.09741750e-03, 1.10739468e-03,\n",
       "       1.10844832e-03, 1.10979697e-03, 1.10994640e-03, 1.11024500e-03,\n",
       "       1.11483017e-03, 1.11497672e-03, 1.11614603e-03, 1.11687407e-03,\n",
       "       1.11846817e-03, 1.12119699e-03, 1.12878010e-03, 1.13070392e-03,\n",
       "       1.13179536e-03, 1.13274566e-03, 1.13342174e-03, 1.13355668e-03,\n",
       "       1.13769498e-03, 1.14057857e-03, 1.14083851e-03, 1.14431139e-03,\n",
       "       1.14532737e-03, 1.14982494e-03, 1.15251311e-03, 1.15983916e-03,\n",
       "       1.16765992e-03, 1.16819999e-03, 1.16819999e-03, 1.16969893e-03,\n",
       "       1.17001758e-03, 1.17022951e-03, 1.17065217e-03, 1.17159728e-03,\n",
       "       1.17170179e-03, 1.17294804e-03, 1.17589965e-03, 1.17659930e-03,\n",
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       "       5.29352664e-04, 5.27465481e-04, 5.17862934e-04, 5.16823583e-04,\n",
       "       4.96224471e-04, 4.80013332e-04, 4.73398653e-04, 4.73198883e-04,\n",
       "       4.63063929e-04, 4.63063929e-04, 4.62668631e-04, 4.51472129e-04,\n",
       "       4.45439933e-04, 4.44858337e-04, 4.41762987e-04, 4.40797942e-04,\n",
       "       4.40797942e-04, 4.36180737e-04, 4.32543186e-04, 4.31970278e-04,\n",
       "       4.24369345e-04, 4.08640074e-04, 4.04942223e-04, 4.00345788e-04,\n",
       "       3.91239971e-04, 3.88891625e-04, 3.82072978e-04, 3.78511759e-04,\n",
       "       3.60475978e-04, 3.59613549e-04, 3.41953513e-04, 3.36627377e-04,\n",
       "       3.31844700e-04, 3.31024354e-04, 3.26453592e-04, 3.23536052e-04,\n",
       "       3.23212887e-04, 3.09979763e-04, 3.03416561e-04, 3.00476974e-04,\n",
       "       2.97096225e-04, 2.96025709e-04, 2.84861897e-04, 2.64649535e-04,\n",
       "       2.64365929e-04, 2.56924958e-04, 2.56508067e-04, 2.10282948e-04,\n",
       "       2.09437963e-04, 2.07875166e-04, 1.85541989e-04, 1.75907364e-04,\n",
       "       1.71908706e-04, 1.70971652e-04, 1.58152315e-04])"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "normalised"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 3642.2000000000003,\n",
       " 3642.2000000000003,\n",
       " 3646.5000000000005,\n",
       " 3648.8,\n",
       " 3650.0,\n",
       " 3654.2999999999997,\n",
       " 3654.2999999999997,\n",
       " 3656.3,\n",
       " 3664.0,\n",
       " 3667.8000000000006,\n",
       " 3668.7999999999997,\n",
       " 3668.7999999999997,\n",
       " 3669.2,\n",
       " 3671.5999999999995,\n",
       " 3671.7999999999993,\n",
       " 3673.2,\n",
       " 3674.3999999999996,\n",
       " 3676.2,\n",
       " 3677.8,\n",
       " 3678.4,\n",
       " 3679.4,\n",
       " 3681.5,\n",
       " 3681.8,\n",
       " 3682.1,\n",
       " 3682.3,\n",
       " 3682.3,\n",
       " 3690.5,\n",
       " 3690.9,\n",
       " 3692.7,\n",
       " 3695.0000000000005,\n",
       " 3700.8,\n",
       " 3702.8999999999996,\n",
       " 3702.8999999999996,\n",
       " 3705.499999999999,\n",
       " 3707.7,\n",
       " 3713.0,\n",
       " 3718.0999999999995,\n",
       " 3718.5,\n",
       " 3720.7999999999997,\n",
       " 3725.1000000000004,\n",
       " 3726.6,\n",
       " 3728.8,\n",
       " 3728.8,\n",
       " 3729.3000000000006,\n",
       " 3730.0,\n",
       " 3731.1,\n",
       " 3731.4,\n",
       " 3732.5,\n",
       " 3732.6,\n",
       " 3734.8999999999996,\n",
       " 3736.2,\n",
       " 3741.2999999999997,\n",
       " 3741.5000000000005,\n",
       " 3745.2000000000003,\n",
       " 3754.7999999999997,\n",
       " 3755.9,\n",
       " 3760.3999999999996,\n",
       " 3763.8,\n",
       " 3775.7999999999997,\n",
       " 3780.1999999999994,\n",
       " 3784.4999999999995,\n",
       " 3788.1000000000004,\n",
       " 3789.3,\n",
       " 3790.3999999999996,\n",
       " 3793.2000000000003,\n",
       " 3794.5,\n",
       " 3799.3,\n",
       " 3803.3,\n",
       " 3805.7,\n",
       " 3813.5000000000005,\n",
       " 3815.3999999999996,\n",
       " 3818.4,\n",
       " 3818.5,\n",
       " 3819.0,\n",
       " 3821.3,\n",
       " 3822.2,\n",
       " 3826.8,\n",
       " 3827.3,\n",
       " 3837.3,\n",
       " 3845.3,\n",
       " 3848.6,\n",
       " 3848.7,\n",
       " 3853.8,\n",
       " 3853.8,\n",
       " 3854.0000000000005,\n",
       " 3859.7000000000007,\n",
       " 3862.7999999999997,\n",
       " 3863.1,\n",
       " 3864.7,\n",
       " 3865.2000000000003,\n",
       " 3865.2000000000003,\n",
       " 3867.5999999999995,\n",
       " 3869.5,\n",
       " 3869.7999999999997,\n",
       " 3873.8,\n",
       " 3882.2000000000003,\n",
       " 3884.2000000000003,\n",
       " 3886.7000000000003,\n",
       " 3891.7000000000003,\n",
       " 3893.0,\n",
       " 3896.7999999999997,\n",
       " 3898.7999999999997,\n",
       " 3909.1,\n",
       " 3909.6,\n",
       " 3920.0,\n",
       " 3923.2000000000003,\n",
       " 3926.1,\n",
       " 3926.6000000000004,\n",
       " 3929.4,\n",
       " 3931.2000000000003,\n",
       " 3931.3999999999996,\n",
       " 3939.7,\n",
       " 3943.9,\n",
       " 3945.8,\n",
       " 3948.0,\n",
       " 3948.7000000000003,\n",
       " 3956.1000000000004,\n",
       " 3970.0,\n",
       " 3970.2000000000003,\n",
       " 3975.5000000000005,\n",
       " 3975.8,\n",
       " 4011.3999999999996,\n",
       " 4012.1000000000004,\n",
       " 4013.4,\n",
       " 4032.8,\n",
       " 4041.7,\n",
       " 4045.5,\n",
       " 4046.4,\n",
       " 4059.1000000000004]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "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>Date</th>\n",
       "      <th>India_Consumption</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>02/01/2019 00:00:00</td>\n",
       "      <td>3373.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>03/01/2019 00:00:00</td>\n",
       "      <td>3403.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>04/01/2019 00:00:00</td>\n",
       "      <td>3304.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>05/01/2019 00:00:00</td>\n",
       "      <td>3308.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>06/01/2019 00:00:00</td>\n",
       "      <td>3316.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>01/12/2020 00:00:00</td>\n",
       "      <td>3741.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>02/12/2020 00:00:00</td>\n",
       "      <td>3763.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>03/12/2020 00:00:00</td>\n",
       "      <td>3726.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>04/12/2020 00:00:00</td>\n",
       "      <td>3642.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>05/12/2020 00:00:00</td>\n",
       "      <td>3407.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>503 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Date  India_Consumption\n",
       "0    02/01/2019 00:00:00             3373.4\n",
       "1    03/01/2019 00:00:00             3403.7\n",
       "2    04/01/2019 00:00:00             3304.1\n",
       "3    05/01/2019 00:00:00             3308.9\n",
       "4    06/01/2019 00:00:00             3316.9\n",
       "..                   ...                ...\n",
       "498  01/12/2020 00:00:00             3741.5\n",
       "499  02/12/2020 00:00:00             3763.8\n",
       "500  03/12/2020 00:00:00             3726.6\n",
       "501  04/12/2020 00:00:00             3642.1\n",
       "502  05/12/2020 00:00:00             3407.0\n",
       "\n",
       "[503 rows x 2 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Normalized')"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax= df.plot(figsize=(20,10))\n",
    "ax.set_xlabel(\"h\")\n",
    "ax.set_ylabel(\"Normalized\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Testing for Stationarity with Dicky Fuller Test\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.tsa.stattools import adfuller"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_results = adfuller(df['India_Consumption'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "def adfuller_test(sales):\n",
    "    result=adfuller(sales)\n",
    "    labels = ['ADF Test Statistic','p-value','#Lags Used','Number of Observations Used']\n",
    "    for value,label in zip(result,labels):\n",
    "        print(label+' : '+str(value) )\n",
    "    if result[1] <= 0.05:\n",
    "        print(\"strong evidence against the null hypothesis(Ho), reject the null hypothesis. Data has no unit root and is stationary\")\n",
    "    else:\n",
    "        print(\"weak evidence against null hypothesis, time series has a unit root, indicating it is non-stationary \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF Test Statistic : -5.94008937986656\n",
      "p-value : 2.2717840848590585e-07\n",
      "#Lags Used : 7\n",
      "Number of Observations Used : 495\n",
      "strong evidence against the null hypothesis(Ho), reject the null hypothesis. Data has no unit root and is stationary\n"
     ]
    }
   ],
   "source": [
    "adfuller_test(df['India_Consumption'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Differencing Done for Better Precision of Model.... ADFULLER test is already Satisfied"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\KIIT\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "df['1st Differencing'] = df['India_Consumption']-df['India_Consumption'].shift(30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hence the Data is Stationary...So no need of Differencing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final Thoughts on Autocorrelation and Partial Autocorrelation\n",
    "Identification of an AR model is often best done with the PACF.\n",
    "For an AR model, the theoretical PACF “shuts off” past the order of the model. The phrase “shuts off” means that in theory the partial autocorrelations are equal to 0 beyond that point. Put another way, the number of non-zero partial autocorrelations gives the order of the AR model. By the “order of the model” we mean the most extreme lag of x that is used as a predictor.\n",
    "Identification of an MA model is often best done with the ACF rather than the PACF.\n",
    "\n",
    "For an MA model, the theoretical PACF does not shut off, but instead tapers toward 0 in some manner. A clearer pattern for an MA model is in the ACF. The ACF will have non-zero autocorrelations only at lags involved in the model.\n",
    "\n",
    "p,d,q p AR model lags d differencing q MA lags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.graphics.tsaplots import plot_acf,plot_pacf\n",
    "fig = plt.figure(figsize=(12,8))\n",
    "ax1 = fig.add_subplot(211)\n",
    "fig = plot_acf(df['India_Consumption'].dropna(),lags=40,ax=ax1)\n",
    "ax2 = fig.add_subplot(212)\n",
    "fig = plot_pacf(df['India_Consumption'].dropna(),lags=40,ax=ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "# p=5,d=1,q=5\n",
    "from statsmodels.tsa.arima_model import ARIMA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Here it is a seasonal data.... so we will use SARIMAX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\KIIT\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:1008: UserWarning: Non-invertible starting seasonal moving average Using zeros as starting parameters.\n",
      "  warn('Non-invertible starting seasonal moving average'\n",
      "C:\\Users\\KIIT\\AppData\\Roaming\\Python\\Python37\\site-packages\\statsmodels\\base\\model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  ConvergenceWarning)\n"
     ]
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "       \n",
    "model=sm.tsa.statespace.SARIMAX(df['India_Consumption'],order=(5,1,5),seasonal_order=(5,1,5,30))\n",
    "results=model.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\KIIT\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['forecast']=results.predict(start=400,end=503,dynamic=True)\n",
    "df[['India_Consumption','forecast']].plot(figsize=(12,8))"
   ]
  },
  {
   "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": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}