Natural_Gas_Price_Prediction_Weekly.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Installing package into ‘/Users/sarthakdasadia/Library/R/3.3/library’\n",
      "(as ‘lib’ is unspecified)\n"
     ]
    }
   ],
   "source": [
    "install.packages('fGarch')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "options(warn=-1)\n",
    "\n",
    "library(xts)\n",
    "library(Quandl)\n",
    "library(dplyr)\n",
    "library(plotly)\n",
    "library(lubridate)\n",
    "library(forecast)\n",
    "library(TSPred)\n",
    "library(fGarch)\n",
    "library(tseries)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dowload data using Quandl API\n",
    "\n",
    "- The API will provide weekly data since 04/08/1990 \n",
    "- It will form a dataframe which needs to be reversed to in chronological order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "qurtly_data = Quandl(\"CHRIS/CME_NG1\", collapse = 'quarterly')\n",
    "monthly_data = Quandl(\"CHRIS/CME_NG1\", collapse = 'monthly')\n",
    "weekly_data = Quandl(\"CHRIS/CME_NG1\", collapse = 'weekly')\n",
    "daily_data = Quandl(\"CHRIS/CME_NG1\", collapse = 'daily')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "qurtly_data <- qurtly_data[rev(rownames(qurtly_data)),]\n",
    "monthly_data <- monthly_data[rev(rownames(monthly_data)),]\n",
    "weekly_data <- weekly_data[rev(rownames(weekly_data)),]\n",
    "daily_data <- daily_data[rev(rownames(daily_data)),]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>Date</th><th scope=col>Open</th><th scope=col>High</th><th scope=col>Low</th><th scope=col>Last</th><th scope=col>Change</th><th scope=col>Settle</th><th scope=col>Volume</th><th scope=col>Previous Day Open Interest</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1423</th><td>1990-04-08</td><td>1.615     </td><td>1.635     </td><td>1.610     </td><td>1.625     </td><td>NA        </td><td>1.625     </td><td> 62       </td><td>136       </td></tr>\n",
       "\t<tr><th scope=row>1422</th><td>1990-04-15</td><td>1.595     </td><td>1.600     </td><td>1.590     </td><td>1.598     </td><td>NA        </td><td>1.598     </td><td> 40       </td><td>172       </td></tr>\n",
       "\t<tr><th scope=row>1421</th><td>1990-04-22</td><td>1.560     </td><td>1.560     </td><td>1.540     </td><td>1.543     </td><td>NA        </td><td>1.543     </td><td>120       </td><td>174       </td></tr>\n",
       "\t<tr><th scope=row>1420</th><td>1990-04-29</td><td>1.560     </td><td>1.560     </td><td>1.550     </td><td>1.555     </td><td>NA        </td><td>1.555     </td><td> 21       </td><td>211       </td></tr>\n",
       "\t<tr><th scope=row>1419</th><td>1990-05-06</td><td>1.570     </td><td>1.575     </td><td>1.570     </td><td>1.575     </td><td>NA        </td><td>1.575     </td><td>  9       </td><td>186       </td></tr>\n",
       "\t<tr><th scope=row>1418</th><td>1990-05-13</td><td>1.571     </td><td>1.575     </td><td>1.565     </td><td>1.565     </td><td>NA        </td><td>1.565     </td><td> 48       </td><td>167       </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllll}\n",
       "  & Date & Open & High & Low & Last & Change & Settle & Volume & Previous Day Open Interest\\\\\n",
       "\\hline\n",
       "\t1423 & 1990-04-08 & 1.615      & 1.635      & 1.610      & 1.625      & NA         & 1.625      &  62        & 136       \\\\\n",
       "\t1422 & 1990-04-15 & 1.595      & 1.600      & 1.590      & 1.598      & NA         & 1.598      &  40        & 172       \\\\\n",
       "\t1421 & 1990-04-22 & 1.560      & 1.560      & 1.540      & 1.543      & NA         & 1.543      & 120        & 174       \\\\\n",
       "\t1420 & 1990-04-29 & 1.560      & 1.560      & 1.550      & 1.555      & NA         & 1.555      &  21        & 211       \\\\\n",
       "\t1419 & 1990-05-06 & 1.570      & 1.575      & 1.570      & 1.575      & NA         & 1.575      &   9        & 186       \\\\\n",
       "\t1418 & 1990-05-13 & 1.571      & 1.575      & 1.565      & 1.565      & NA         & 1.565      &  48        & 167       \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | Date | Open | High | Low | Last | Change | Settle | Volume | Previous Day Open Interest | \n",
       "|---|---|---|---|---|---|\n",
       "| 1423 | 1990-04-08 | 1.615      | 1.635      | 1.610      | 1.625      | NA         | 1.625      |  62        | 136        | \n",
       "| 1422 | 1990-04-15 | 1.595      | 1.600      | 1.590      | 1.598      | NA         | 1.598      |  40        | 172        | \n",
       "| 1421 | 1990-04-22 | 1.560      | 1.560      | 1.540      | 1.543      | NA         | 1.543      | 120        | 174        | \n",
       "| 1420 | 1990-04-29 | 1.560      | 1.560      | 1.550      | 1.555      | NA         | 1.555      |  21        | 211        | \n",
       "| 1419 | 1990-05-06 | 1.570      | 1.575      | 1.570      | 1.575      | NA         | 1.575      |   9        | 186        | \n",
       "| 1418 | 1990-05-13 | 1.571      | 1.575      | 1.565      | 1.565      | NA         | 1.565      |  48        | 167        | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "     Date       Open  High  Low   Last  Change Settle Volume\n",
       "1423 1990-04-08 1.615 1.635 1.610 1.625 NA     1.625   62   \n",
       "1422 1990-04-15 1.595 1.600 1.590 1.598 NA     1.598   40   \n",
       "1421 1990-04-22 1.560 1.560 1.540 1.543 NA     1.543  120   \n",
       "1420 1990-04-29 1.560 1.560 1.550 1.555 NA     1.555   21   \n",
       "1419 1990-05-06 1.570 1.575 1.570 1.575 NA     1.575    9   \n",
       "1418 1990-05-13 1.571 1.575 1.565 1.565 NA     1.565   48   \n",
       "     Previous Day Open Interest\n",
       "1423 136                       \n",
       "1422 172                       \n",
       "1421 174                       \n",
       "1420 211                       \n",
       "1419 186                       \n",
       "1418 167                       "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(weekly_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>Date</th><th scope=col>Open</th><th scope=col>High</th><th scope=col>Low</th><th scope=col>Last</th><th scope=col>Change</th><th scope=col>Settle</th><th scope=col>Volume</th><th scope=col>Previous Day Open Interest</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>6</th><td>2017-06-04</td><td>3.051     </td><td>3.051     </td><td>2.989     </td><td>3.004     </td><td>0.009     </td><td>2.999     </td><td>144221    </td><td>324648    </td></tr>\n",
       "\t<tr><th scope=row>5</th><td>2017-06-11</td><td>3.034     </td><td>3.066     </td><td>3.028     </td><td>3.044     </td><td>0.011     </td><td>3.039     </td><td>137695    </td><td>258407    </td></tr>\n",
       "\t<tr><th scope=row>4</th><td>2017-06-18</td><td>3.049     </td><td>3.082     </td><td>3.021     </td><td>3.028     </td><td>0.019     </td><td>3.037     </td><td>119322    </td><td>141820    </td></tr>\n",
       "\t<tr><th scope=row>3</th><td>2017-06-25</td><td>2.898     </td><td>2.940     </td><td>2.895     </td><td>2.921     </td><td>0.035     </td><td>2.929     </td><td> 86777    </td><td> 49392    </td></tr>\n",
       "\t<tr><th scope=row>2</th><td>2017-07-02</td><td>3.037     </td><td>3.052     </td><td>2.974     </td><td>3.041     </td><td>0.007     </td><td>3.035     </td><td>151157    </td><td>274412    </td></tr>\n",
       "\t<tr><th scope=row>1</th><td>2017-07-09</td><td>2.949     </td><td>3.050     </td><td>2.935     </td><td>2.950     </td><td>0.084     </td><td>2.951     </td><td>142393    </td><td>275176    </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllll}\n",
       "  & Date & Open & High & Low & Last & Change & Settle & Volume & Previous Day Open Interest\\\\\n",
       "\\hline\n",
       "\t6 & 2017-06-04 & 3.051      & 3.051      & 2.989      & 3.004      & 0.009      & 2.999      & 144221     & 324648    \\\\\n",
       "\t5 & 2017-06-11 & 3.034      & 3.066      & 3.028      & 3.044      & 0.011      & 3.039      & 137695     & 258407    \\\\\n",
       "\t4 & 2017-06-18 & 3.049      & 3.082      & 3.021      & 3.028      & 0.019      & 3.037      & 119322     & 141820    \\\\\n",
       "\t3 & 2017-06-25 & 2.898      & 2.940      & 2.895      & 2.921      & 0.035      & 2.929      &  86777     &  49392    \\\\\n",
       "\t2 & 2017-07-02 & 3.037      & 3.052      & 2.974      & 3.041      & 0.007      & 3.035      & 151157     & 274412    \\\\\n",
       "\t1 & 2017-07-09 & 2.949      & 3.050      & 2.935      & 2.950      & 0.084      & 2.951      & 142393     & 275176    \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | Date | Open | High | Low | Last | Change | Settle | Volume | Previous Day Open Interest | \n",
       "|---|---|---|---|---|---|\n",
       "| 6 | 2017-06-04 | 3.051      | 3.051      | 2.989      | 3.004      | 0.009      | 2.999      | 144221     | 324648     | \n",
       "| 5 | 2017-06-11 | 3.034      | 3.066      | 3.028      | 3.044      | 0.011      | 3.039      | 137695     | 258407     | \n",
       "| 4 | 2017-06-18 | 3.049      | 3.082      | 3.021      | 3.028      | 0.019      | 3.037      | 119322     | 141820     | \n",
       "| 3 | 2017-06-25 | 2.898      | 2.940      | 2.895      | 2.921      | 0.035      | 2.929      |  86777     |  49392     | \n",
       "| 2 | 2017-07-02 | 3.037      | 3.052      | 2.974      | 3.041      | 0.007      | 3.035      | 151157     | 274412     | \n",
       "| 1 | 2017-07-09 | 2.949      | 3.050      | 2.935      | 2.950      | 0.084      | 2.951      | 142393     | 275176     | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  Date       Open  High  Low   Last  Change Settle Volume\n",
       "6 2017-06-04 3.051 3.051 2.989 3.004 0.009  2.999  144221\n",
       "5 2017-06-11 3.034 3.066 3.028 3.044 0.011  3.039  137695\n",
       "4 2017-06-18 3.049 3.082 3.021 3.028 0.019  3.037  119322\n",
       "3 2017-06-25 2.898 2.940 2.895 2.921 0.035  2.929   86777\n",
       "2 2017-07-02 3.037 3.052 2.974 3.041 0.007  3.035  151157\n",
       "1 2017-07-09 2.949 3.050 2.935 2.950 0.084  2.951  142393\n",
       "  Previous Day Open Interest\n",
       "6 324648                    \n",
       "5 258407                    \n",
       "4 141820                    \n",
       "3  49392                    \n",
       "2 274412                    \n",
       "1 275176                    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tail(weekly_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "weekly_data <- weekly_data[-1423,]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>Date</th><th scope=col>Open</th><th scope=col>High</th><th scope=col>Low</th><th scope=col>Last</th><th scope=col>Change</th><th scope=col>Settle</th><th scope=col>Volume</th><th scope=col>Previous Day Open Interest</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>7</th><td>2017-05-28</td><td>3.186     </td><td>3.263     </td><td>3.167     </td><td>3.252     </td><td>0.052     </td><td>3.236     </td><td> 10517    </td><td>  6321    </td></tr>\n",
       "\t<tr><th scope=row>6</th><td>2017-06-04</td><td>3.051     </td><td>3.051     </td><td>2.989     </td><td>3.004     </td><td>0.009     </td><td>2.999     </td><td>144221    </td><td>324648    </td></tr>\n",
       "\t<tr><th scope=row>5</th><td>2017-06-11</td><td>3.034     </td><td>3.066     </td><td>3.028     </td><td>3.044     </td><td>0.011     </td><td>3.039     </td><td>137695    </td><td>258407    </td></tr>\n",
       "\t<tr><th scope=row>4</th><td>2017-06-18</td><td>3.049     </td><td>3.082     </td><td>3.021     </td><td>3.028     </td><td>0.019     </td><td>3.037     </td><td>119322    </td><td>141820    </td></tr>\n",
       "\t<tr><th scope=row>3</th><td>2017-06-25</td><td>2.898     </td><td>2.940     </td><td>2.895     </td><td>2.921     </td><td>0.035     </td><td>2.929     </td><td> 86777    </td><td> 49392    </td></tr>\n",
       "\t<tr><th scope=row>2</th><td>2017-07-02</td><td>3.037     </td><td>3.052     </td><td>2.974     </td><td>3.041     </td><td>0.007     </td><td>3.035     </td><td>151157    </td><td>274412    </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllll}\n",
       "  & Date & Open & High & Low & Last & Change & Settle & Volume & Previous Day Open Interest\\\\\n",
       "\\hline\n",
       "\t7 & 2017-05-28 & 3.186      & 3.263      & 3.167      & 3.252      & 0.052      & 3.236      &  10517     &   6321    \\\\\n",
       "\t6 & 2017-06-04 & 3.051      & 3.051      & 2.989      & 3.004      & 0.009      & 2.999      & 144221     & 324648    \\\\\n",
       "\t5 & 2017-06-11 & 3.034      & 3.066      & 3.028      & 3.044      & 0.011      & 3.039      & 137695     & 258407    \\\\\n",
       "\t4 & 2017-06-18 & 3.049      & 3.082      & 3.021      & 3.028      & 0.019      & 3.037      & 119322     & 141820    \\\\\n",
       "\t3 & 2017-06-25 & 2.898      & 2.940      & 2.895      & 2.921      & 0.035      & 2.929      &  86777     &  49392    \\\\\n",
       "\t2 & 2017-07-02 & 3.037      & 3.052      & 2.974      & 3.041      & 0.007      & 3.035      & 151157     & 274412    \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | Date | Open | High | Low | Last | Change | Settle | Volume | Previous Day Open Interest | \n",
       "|---|---|---|---|---|---|\n",
       "| 7 | 2017-05-28 | 3.186      | 3.263      | 3.167      | 3.252      | 0.052      | 3.236      |  10517     |   6321     | \n",
       "| 6 | 2017-06-04 | 3.051      | 3.051      | 2.989      | 3.004      | 0.009      | 2.999      | 144221     | 324648     | \n",
       "| 5 | 2017-06-11 | 3.034      | 3.066      | 3.028      | 3.044      | 0.011      | 3.039      | 137695     | 258407     | \n",
       "| 4 | 2017-06-18 | 3.049      | 3.082      | 3.021      | 3.028      | 0.019      | 3.037      | 119322     | 141820     | \n",
       "| 3 | 2017-06-25 | 2.898      | 2.940      | 2.895      | 2.921      | 0.035      | 2.929      |  86777     |  49392     | \n",
       "| 2 | 2017-07-02 | 3.037      | 3.052      | 2.974      | 3.041      | 0.007      | 3.035      | 151157     | 274412     | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  Date       Open  High  Low   Last  Change Settle Volume\n",
       "7 2017-05-28 3.186 3.263 3.167 3.252 0.052  3.236   10517\n",
       "6 2017-06-04 3.051 3.051 2.989 3.004 0.009  2.999  144221\n",
       "5 2017-06-11 3.034 3.066 3.028 3.044 0.011  3.039  137695\n",
       "4 2017-06-18 3.049 3.082 3.021 3.028 0.019  3.037  119322\n",
       "3 2017-06-25 2.898 2.940 2.895 2.921 0.035  2.929   86777\n",
       "2 2017-07-02 3.037 3.052 2.974 3.041 0.007  3.035  151157\n",
       "  Previous Day Open Interest\n",
       "7   6321                    \n",
       "6 324648                    \n",
       "5 258407                    \n",
       "4 141820                    \n",
       "3  49392                    \n",
       "2 274412                    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tail(weekly_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\\begin{enumerate*}\n",
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       "1. 110\n",
       "2. 9\n",
       "\n",
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       "[1] 110   9"
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     "metadata": {},
     "output_type": "display_data"
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       "<ol class=list-inline>\n",
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       "\\begin{enumerate*}\n",
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       "1. 328\n",
       "2. 9\n",
       "\n",
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       "[1] 328   9"
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       "\\begin{enumerate*}\n",
       "\\item 1422\n",
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       "1. 1422\n",
       "2. 9\n",
       "\n",
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       "[1] 1422    9"
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       "\t<li>6831</li>\n",
       "\t<li>9</li>\n",
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       "\\begin{enumerate*}\n",
       "\\item 6831\n",
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       "1. 6831\n",
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       "\n",
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       "[1] 6831    9"
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     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "dim(qurtly_data)\n",
    "dim(monthly_data)\n",
    "dim(weekly_data)\n",
    "dim(daily_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub data rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_data_rate_limit`.\n"
     ]
    }
   ],
   "source": [
    "p1 <- plot_ly(daily_data, x = ~Date, y = ~Open, type = 'scatter', mode = 'lines') %>%\n",
    "        layout(title = \"Natural Gas Prices Chart\",\n",
    "         xaxis = list(title = \"Year\"),\n",
    "         yaxis = list (title = \"Price in US$ per Million BTU\"))\n",
    "p1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Convert the dataframe into a time series and check properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "weekly_ts <- ts(weekly_data$Open, frequency=52, start = decimal_date(ymd(\"1990-04-08\")))\n",
    "#monthly_ts <- ts(log(monthly_data$Open))\n",
    "#daily_ts <- ts(log(daily_data$Open))\n",
    "\n",
    "#gas_ts <- ts(log(gas_data$Open), frequency=12, start=decimal_date(ymd(\"1990-04-30\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Y7YGzABEzABE+gTArSk8OeNGAlDJEj9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\nj2g9+ozGfyMxpPxn0pzSxtIHJcro6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4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dz5h8tGghj7CPkXcIGy1yEwEhj2i+WZKHdMSN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\nYmUIfwhyeSWP/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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Decompose time series\n",
    "\n",
    "decomp = stl(weekly_ts, s.window=\"periodic\")\n",
    "plot(decomp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We clearely see seasonality in the residual plot. For Time Series analysis, we need to convert it into a stationary series.\n",
    "\n",
    "The ***augmented Dickey-Fuller (ADF)*** test is a formal statistical test for stationarity. The null hypothesis assumes that the series is non-stationary. ADF procedure tests whether the change in Y can be explained by lagged value and a linear trend. If contribution of the lagged value to the change in Y is non-significant and there is a presence of a trend component, the series is non-stationary and null hypothesis will not be rejected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "\tAugmented Dickey-Fuller Test\n",
       "\n",
       "data:  weekly_ts\n",
       "Dickey-Fuller = -2.8906, Lag order = 11, p-value = 0.2013\n",
       "alternative hypothesis: stationary\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "adf.test(weekly_ts, alternative = \"stationary\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This means that the series is not stationary. Usually, non-stationary series can be corrected by a simple transformation such as differencing. Differencing the series can help in removing its trend or cycles. The idea behind differencing is that, if the original data series does not have constant properties over time, then the change from one period to another might. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "\tAugmented Dickey-Fuller Test\n",
       "\n",
       "data:  weekly_dff1\n",
       "Dickey-Fuller = -11.83, Lag order = 11, p-value = 0.01\n",
       "alternative hypothesis: stationary\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IAABCBw2AQ4HB32+hIdBCAwIQEOSBPC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QfyCLX9jzL0H2NL4/N/im4BBwngDuc+oPDJJ7AMYhvxkLaMZD/1pbWD9CjTO0VvaO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\n6OGBVOPAQaz+VJcGbeFXoPZbXi9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yIgQToLs5MQ2LyAG5xpLoF0X5P9UDdG1U/V08zO4Wdtx9k3p9f0dPu3se/ZPftP2dWO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\nFwKhe7jlHgAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weekly_dff1 = diff(weekly_ts, differences = 1)\n",
    "adf.test(weekly_dff1, alternative = \"stationary\")\n",
    "\n",
    "plot(weekly_dff1, ylab=\"Residual\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     Min.   1st Qu.    Median      Mean   3rd Qu.      Max. \n",
       "-3.310000 -0.137000  0.000000  0.001001  0.125000  4.311000 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary(weekly_dff1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mean is close to 0 and Dickey-Fuller Test suggests that the null hypothesis can be rejected. That is TS is close to being a stationary and differencing parameter ***d = 1***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** Autocorrelations and Choosing Model Order ***\n",
    "\n",
    "Autocorrelation plots (also known as ACF or the auto correlation function) are a useful visual tool in determining whether a series is stationary. These plots can also help to choose the order parameters for ARIMA model. If the series is correlated with its lags then, generally, there are some trend or seasonal components and therefore its statistical properties are not constant over time.\n",
    "\n",
    "ACF plots display correlation between a series and its lags. In addition to suggesting the order of differencing, ACF plots can help in determining the order of the MA (q) model. Partial autocorrelation plots (PACF), as the name suggests, display correlation between a variable and its lags that is not explained by previous lags. PACF plots are useful when determining the order of the AR(p) model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8yLCJK8yJPIi8wNclQXCSygj0fEjOO4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ghwJFkE1lTmynz77bdKyrpOaSuV3EOsTO4yfu3ff//9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\nqFH33bnHbXnaO8o8rCRztr7cm+9e6NofIRRnDQQ4sg4TgbYC7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jN4WSvwna81MBo67iAd4pK/sLyYYzMPjT4JCwyHzk1q3bsI5yQgFaEW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\nGBzjzDIAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Inspect ACF and PACF\n",
    "\n",
    "ggtsdisplay(weekly_ts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Auto-correlation of residual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dYoBOMbbrhhGhEUeYbBNLcFq6yySqEgUQfmUiiIcY+6XUIxQyi6+eabp/I9QChc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\nMNH785gQQCAxgXr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YR1VQhoh6TH4FtvvVVFKlZVJbBs2TJj+N1331WVjHUIeFqA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\nCgEEEEAAAQQQQAABBFIh8P8cylxaObrNdQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggtsdisplay(weekly_dff1, lag.max = 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are significant auto correlations at lag 3 and 5 and beyond. Partial correlation plots show a significant spike at lag 3, 5 and 20. This suggests that we might want to test models with AR or MA components of order 3, 5, or 20. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "arima(x = weekly_ts, order = c(20, 1, 5))\n",
       "\n",
       "Coefficients:\n",
       "          ar1     ar2     ar3      ar4      ar5      ar6     ar7     ar8\n",
       "      -0.2268  0.0138  0.1081  -0.4564  -0.4854  -0.1000  0.0315  0.0754\n",
       "s.e.   0.3385  0.0993  0.0997   0.1115   0.2566   0.0583  0.0376  0.0372\n",
       "          ar9     ar10     ar11     ar12     ar13     ar14     ar15    ar16\n",
       "      -0.0662  -0.0753  -0.0371  -0.0092  -0.0158  -0.0218  -0.0399  0.0305\n",
       "s.e.   0.0411   0.0494   0.0351   0.0331   0.0326   0.0339   0.0324  0.0309\n",
       "        ar17    ar18    ar19     ar20     ma1      ma2      ma3     ma4     ma5\n",
       "      0.0164  0.0582  0.0435  -0.0993  0.1858  -0.0048  -0.0415  0.5464  0.3716\n",
       "s.e.  0.0355  0.0318  0.0399   0.0357  0.3397   0.1029   0.1021  0.0996  0.2827\n",
       "\n",
       "sigma^2 estimated as 0.1261:  log likelihood = -545.53,  aic = 1143.05"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CjtgpZAz0Oup/bCRzAWAiEQAiEQAiEQ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W616uRZ99N5Z9j/jyuWhUt/l8NnQdr3pd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\nAgQIECBAgAABAgQIECBAgACBfgn8f9kjEZh5FGvAAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fit_weekly = arima(weekly_ts, order=c(20,1,5))\n",
    "fit_weekly\n",
    "\n",
    "tsdisplay(residuals(fit_weekly), lag.max=15, main='Model Residuals')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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00h8pLWOudm/JCk9tu+7hofvknNrP/T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SH5YfkSh/ETgiT+t+lRf+ZVLPZ2/M1IuS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\nAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Forecasts from ARIMA(20,1,5)”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcast_weekly <- forecast(fit_weekly, h=5)\n",
    "plot(fcast_weekly, xlim = c(2016,2018))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "         Point Forecast    Lo 80    Hi 80    Lo 95    Hi 95\n",
       "2017.612       3.061641 2.606587 3.516695 2.365696 3.757586\n",
       "2017.631       3.086299 2.455792 3.716806 2.122022 4.050576\n",
       "2017.650       3.112992 2.341418 3.884567 1.932971 4.293013\n",
       "2017.670       3.173360 2.268416 4.078305 1.789367 4.557354\n",
       "2017.689       3.194340 2.157757 4.230922 1.609024 4.779656"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcast_weekly"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exponential Smoothing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Holt-Winters exponential smoothing with trend and additive seasonal component.\n",
       "\n",
       "Call:\n",
       "HoltWinters(x = weekly_ts)\n",
       "\n",
       "Smoothing parameters:\n",
       " alpha: 0.9561109\n",
       " beta : 0\n",
       " gamma: 0.8383359\n",
       "\n",
       "Coefficients:\n",
       "            [,1]\n",
       "a    3.362557634\n",
       "b   -0.004222588\n",
       "s1  -0.331765950\n",
       "s2  -0.266244896\n",
       "s3  -0.112591843\n",
       "s4  -0.016261298\n",
       "s5   0.021657185\n",
       "s6   0.005333739\n",
       "s7   0.135873037\n",
       "s8   0.239768768\n",
       "s9   0.283979770\n",
       "s10  0.361251594\n",
       "s11  0.363659537\n",
       "s12  0.558805309\n",
       "s13  0.568009471\n",
       "s14  0.725423907\n",
       "s15  0.772431485\n",
       "s16  0.788554353\n",
       "s17  0.787973414\n",
       "s18  0.750396648\n",
       "s19  0.656198195\n",
       "s20  0.693859114\n",
       "s21  0.477933246\n",
       "s22  0.283750915\n",
       "s23  0.051819590\n",
       "s24 -0.061444348\n",
       "s25 -0.167979123\n",
       "s26 -0.240550331\n",
       "s27 -0.328769497\n",
       "s28 -0.281928678\n",
       "s29 -0.279048935\n",
       "s30 -0.281528282\n",
       "s31 -0.333038241\n",
       "s32 -0.209687805\n",
       "s33 -0.219601216\n",
       "s34 -0.310527662\n",
       "s35 -0.195438153\n",
       "s36 -0.221316464\n",
       "s37 -0.177973229\n",
       "s38 -0.227620565\n",
       "s39 -0.118712093\n",
       "s40 -0.289567443\n",
       "s41 -0.301640870\n",
       "s42 -0.246087934\n",
       "s43 -0.211138354\n",
       "s44 -0.240761230\n",
       "s45 -0.286220927\n",
       "s46 -0.264263022\n",
       "s47 -0.294418624\n",
       "s48 -0.275978978\n",
       "s49 -0.350963786\n",
       "s50 -0.425930046\n",
       "s51 -0.344708230\n",
       "s52 -0.326465947"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp_model <- HoltWinters(weekly_ts)\n",
    "\n",
    "exp_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>fit</th><th scope=col>upr</th><th scope=col>lwr</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>3.026569</td><td>3.783929</td><td>2.269210</td></tr>\n",
       "\t<tr><td>3.087868</td><td>4.135695</td><td>2.040040</td></tr>\n",
       "\t<tr><td>3.237298</td><td>4.510990</td><td>1.963606</td></tr>\n",
       "\t<tr><td>3.329406</td><td>4.794548</td><td>1.864264</td></tr>\n",
       "\t<tr><td>3.363102</td><td>4.997419</td><td>1.728785</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{lll}\n",
       " fit & upr & lwr\\\\\n",
       "\\hline\n",
       "\t 3.026569 & 3.783929 & 2.269210\\\\\n",
       "\t 3.087868 & 4.135695 & 2.040040\\\\\n",
       "\t 3.237298 & 4.510990 & 1.963606\\\\\n",
       "\t 3.329406 & 4.794548 & 1.864264\\\\\n",
       "\t 3.363102 & 4.997419 & 1.728785\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "fit | upr | lwr | \n",
       "|---|---|---|---|---|\n",
       "| 3.026569 | 3.783929 | 2.269210 | \n",
       "| 3.087868 | 4.135695 | 2.040040 | \n",
       "| 3.237298 | 4.510990 | 1.963606 | \n",
       "| 3.329406 | 4.794548 | 1.864264 | \n",
       "| 3.363102 | 4.997419 | 1.728785 | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "     fit      upr      lwr     \n",
       "[1,] 3.026569 3.783929 2.269210\n",
       "[2,] 3.087868 4.135695 2.040040\n",
       "[3,] 3.237298 4.510990 1.963606\n",
       "[4,] 3.329406 4.794548 1.864264\n",
       "[5,] 3.363102 4.997419 1.728785"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp_pred <- predict(exp_model, 5, prediction.interval = TRUE)\n",
    "exp_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ECAAIG+AgqkvjxmEiBAgAABAgQIECDQ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\nwJwI/D/Q//x1ET1DiQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.ts(weekly_ts, ylab = \"Gas Price\", xlim = c(2017, 2018))\n",
    "lines(exp_model$fitted[,1], col = \"green\")\n",
    "lines(exp_pred[,1], col = \"blue\")\n",
    "lines(exp_pred[,2], col = \"red\", lty = 2)\n",
    "lines(exp_pred[,3], col = \"red\", lty = 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.3.2"
  }
 },
 "nbformat": 4,
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