04-Time-series-features.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Previous: Time series decomposition](03-Time-series-decomposition.ipynb)\n",
    "• [Contents](Contents.ipynb)\n",
    "• [Next: The forecaster's toolbox](05-The-forecasters-toolbox.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4 Time series features\n",
    "\n",
    "[FPP3 Chapter 3](https://otexts.com/fpp3/features.html)\n",
    "\n",
    "* [4.1 Some simple statistics](#4.1-Some-simple-statistics)\n",
    "* [4.2 ACF features](#4.2-ACF-features)\n",
    "* [4.3 STL Features](#4.3-STL-Features)\n",
    "* [4.4 Other Features](#4.4-Other-Features)\n",
    "* [4.5 Exploring Australian tourism data](#4.5-Exploring-Australian-tourism-data)\n",
    "\n",
    "Things are going to be extra manual in this chapter, compared to the equivalents in R.  I'll touch briefly on [tsfresh](https://tsfresh.readthedocs.io/en/latest/), but that seems much more like cookie-cutter feature engineering for production, rather than a tool for any kind of inference.\n",
    "\n",
    "<hr/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.insert(0, '.')\n",
    "from utils import *\n",
    "\n",
    "# extra import for feature engineering\n",
    "import tsfresh\n",
    "\n",
    "# also sklearn for a little PCA + t-SNE\n",
    "from sklearn import preprocessing, decomposition, manifold"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[utils.py](utils.py)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.1 Some simple statistics\n",
    "\n",
    "[FPP3 Section 4.1](https://otexts.com/fpp3/some-simple-statistics.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>Quarter</th>\n",
       "      <th>Region</th>\n",
       "      <th>State</th>\n",
       "      <th>Purpose</th>\n",
       "      <th>Trips</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</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>1998-01-01</th>\n",
       "      <td>1998 Q1</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Business</td>\n",
       "      <td>135.077690</td>\n",
       "      <td>1998-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998-04-01</th>\n",
       "      <td>1998 Q2</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Business</td>\n",
       "      <td>109.987316</td>\n",
       "      <td>1998-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998-07-01</th>\n",
       "      <td>1998 Q3</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Business</td>\n",
       "      <td>166.034687</td>\n",
       "      <td>1998-07-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998-10-01</th>\n",
       "      <td>1998 Q4</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Business</td>\n",
       "      <td>127.160464</td>\n",
       "      <td>1998-10-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-01-01</th>\n",
       "      <td>1999 Q1</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Business</td>\n",
       "      <td>137.448533</td>\n",
       "      <td>1999-01-01</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-01</th>\n",
       "      <td>2016 Q4</td>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>33.672151</td>\n",
       "      <td>2016-10-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-01</th>\n",
       "      <td>2017 Q1</td>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>46.223014</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-01</th>\n",
       "      <td>2017 Q2</td>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>50.582837</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-01</th>\n",
       "      <td>2017 Q3</td>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>27.766728</td>\n",
       "      <td>2017-07-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-10-01</th>\n",
       "      <td>2017 Q4</td>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>46.281578</td>\n",
       "      <td>2017-10-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24320 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Quarter           Region            State   Purpose       Trips  \\\n",
       "date                                                                          \n",
       "1998-01-01  1998 Q1         Adelaide  South Australia  Business  135.077690   \n",
       "1998-04-01  1998 Q2         Adelaide  South Australia  Business  109.987316   \n",
       "1998-07-01  1998 Q3         Adelaide  South Australia  Business  166.034687   \n",
       "1998-10-01  1998 Q4         Adelaide  South Australia  Business  127.160464   \n",
       "1999-01-01  1999 Q1         Adelaide  South Australia  Business  137.448533   \n",
       "...             ...              ...              ...       ...         ...   \n",
       "2016-10-01  2016 Q4  Yorke Peninsula  South Australia  Visiting   33.672151   \n",
       "2017-01-01  2017 Q1  Yorke Peninsula  South Australia  Visiting   46.223014   \n",
       "2017-04-01  2017 Q2  Yorke Peninsula  South Australia  Visiting   50.582837   \n",
       "2017-07-01  2017 Q3  Yorke Peninsula  South Australia  Visiting   27.766728   \n",
       "2017-10-01  2017 Q4  Yorke Peninsula  South Australia  Visiting   46.281578   \n",
       "\n",
       "                 date  \n",
       "date                   \n",
       "1998-01-01 1998-01-01  \n",
       "1998-04-01 1998-04-01  \n",
       "1998-07-01 1998-07-01  \n",
       "1998-10-01 1998-10-01  \n",
       "1999-01-01 1999-01-01  \n",
       "...               ...  \n",
       "2016-10-01 2016-10-01  \n",
       "2017-01-01 2017-01-01  \n",
       "2017-04-01 2017-04-01  \n",
       "2017-07-01 2017-07-01  \n",
       "2017-10-01 2017-10-01  \n",
       "\n",
       "[24320 rows x 6 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tourism = (\n",
    "    pd.read_csv('data/tourism.csv')\n",
    "    .pipe(compute, lambda x: dict(\n",
    "        date=pd.to_datetime(x.Quarter.str.replace(' ', ''))\n",
    "    ))\n",
    "    .set_index('date', drop=False)\n",
    ")\n",
    "tourism"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Region           State            Purpose \n",
       "Adelaide         South Australia  Business    155.527910\n",
       "                                  Holiday     156.543437\n",
       "                                  Other        56.563450\n",
       "                                  Visiting    205.193667\n",
       "Adelaide Hills   South Australia  Business      2.664236\n",
       "                                                 ...    \n",
       "Wimmera          Victoria         Visiting     14.879986\n",
       "Yorke Peninsula  South Australia  Business      6.892481\n",
       "                                  Holiday      80.088485\n",
       "                                  Other         1.885884\n",
       "                                  Visiting     28.146552\n",
       "Name: Trips, Length: 304, dtype: float64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tourism.groupby('Region State Purpose'.split()).Trips.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Region</th>\n",
       "      <th>State</th>\n",
       "      <th>Purpose</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Kangaroo Island</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Other</td>\n",
       "      <td>0.340347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>MacDonnell</td>\n",
       "      <td>Northern Territory</td>\n",
       "      <td>Other</td>\n",
       "      <td>0.449004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>Wilderness West</td>\n",
       "      <td>Tasmania</td>\n",
       "      <td>Other</td>\n",
       "      <td>0.478268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Barkly</td>\n",
       "      <td>Northern Territory</td>\n",
       "      <td>Other</td>\n",
       "      <td>0.632386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Clare Valley</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Other</td>\n",
       "      <td>0.897749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Sydney</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>Holiday</td>\n",
       "      <td>550.326865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>North Coast NSW</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>Holiday</td>\n",
       "      <td>587.896632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Sydney</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>Business</td>\n",
       "      <td>602.043884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Melbourne</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>618.897541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Sydney</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>747.269968</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>304 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Region               State   Purpose        mean\n",
       "158  Kangaroo Island     South Australia     Other    0.340347\n",
       "182       MacDonnell  Northern Territory     Other    0.449004\n",
       "294  Wilderness West            Tasmania     Other    0.478268\n",
       "34            Barkly  Northern Territory     Other    0.632386\n",
       "86      Clare Valley     South Australia     Other    0.897749\n",
       "..               ...                 ...       ...         ...\n",
       "269           Sydney     New South Wales   Holiday  550.326865\n",
       "217  North Coast NSW     New South Wales   Holiday  587.896632\n",
       "268           Sydney     New South Wales  Business  602.043884\n",
       "199        Melbourne            Victoria  Visiting  618.897541\n",
       "271           Sydney     New South Wales  Visiting  747.269968\n",
       "\n",
       "[304 rows x 4 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    tourism\n",
    "    .groupby('Region State Purpose'.split())\n",
    "    .pipe(summarize, lambda x: dict(mean=x.Trips.mean()))\n",
    "    .reset_index()\n",
    "    .sort_values('mean')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Region</th>\n",
       "      <th>State</th>\n",
       "      <th>Purpose</th>\n",
       "      <th>0.0</th>\n",
       "      <th>0.25</th>\n",
       "      <th>0.5</th>\n",
       "      <th>0.75</th>\n",
       "      <th>1.0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Business</td>\n",
       "      <td>68.725393</td>\n",
       "      <td>133.893462</td>\n",
       "      <td>152.576618</td>\n",
       "      <td>176.935536</td>\n",
       "      <td>242.494367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Holiday</td>\n",
       "      <td>108.033040</td>\n",
       "      <td>134.626822</td>\n",
       "      <td>153.945007</td>\n",
       "      <td>172.256677</td>\n",
       "      <td>223.557406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Other</td>\n",
       "      <td>25.901846</td>\n",
       "      <td>43.865901</td>\n",
       "      <td>53.809463</td>\n",
       "      <td>62.523135</td>\n",
       "      <td>107.494657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>136.611154</td>\n",
       "      <td>178.915998</td>\n",
       "      <td>205.581736</td>\n",
       "      <td>229.299111</td>\n",
       "      <td>269.535618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Adelaide Hills</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Business</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.255434</td>\n",
       "      <td>3.920368</td>\n",
       "      <td>28.601515</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Wimmera</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>1.307505</td>\n",
       "      <td>10.800154</td>\n",
       "      <td>13.863049</td>\n",
       "      <td>19.222546</td>\n",
       "      <td>42.516814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Business</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.161881</td>\n",
       "      <td>5.727692</td>\n",
       "      <td>9.023333</td>\n",
       "      <td>23.062615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Holiday</td>\n",
       "      <td>34.078872</td>\n",
       "      <td>58.180385</td>\n",
       "      <td>77.624339</td>\n",
       "      <td>96.779303</td>\n",
       "      <td>138.035726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Other</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500451</td>\n",
       "      <td>1.288070</td>\n",
       "      <td>2.789666</td>\n",
       "      <td>13.903678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>8.041249</td>\n",
       "      <td>21.608759</td>\n",
       "      <td>26.970494</td>\n",
       "      <td>34.052298</td>\n",
       "      <td>56.202511</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>304 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Region            State   Purpose         0.0        0.25  \\\n",
       "0           Adelaide  South Australia  Business   68.725393  133.893462   \n",
       "1           Adelaide  South Australia   Holiday  108.033040  134.626822   \n",
       "2           Adelaide  South Australia     Other   25.901846   43.865901   \n",
       "3           Adelaide  South Australia  Visiting  136.611154  178.915998   \n",
       "4     Adelaide Hills  South Australia  Business    0.000000    0.000000   \n",
       "..               ...              ...       ...         ...         ...   \n",
       "299          Wimmera         Victoria  Visiting    1.307505   10.800154   \n",
       "300  Yorke Peninsula  South Australia  Business    0.000000    3.161881   \n",
       "301  Yorke Peninsula  South Australia   Holiday   34.078872   58.180385   \n",
       "302  Yorke Peninsula  South Australia     Other    0.000000    0.500451   \n",
       "303  Yorke Peninsula  South Australia  Visiting    8.041249   21.608759   \n",
       "\n",
       "            0.5        0.75         1.0  \n",
       "0    152.576618  176.935536  242.494367  \n",
       "1    153.945007  172.256677  223.557406  \n",
       "2     53.809463   62.523135  107.494657  \n",
       "3    205.581736  229.299111  269.535618  \n",
       "4      1.255434    3.920368   28.601515  \n",
       "..          ...         ...         ...  \n",
       "299   13.863049   19.222546   42.516814  \n",
       "300    5.727692    9.023333   23.062615  \n",
       "301   77.624339   96.779303  138.035726  \n",
       "302    1.288070    2.789666   13.903678  \n",
       "303   26.970494   34.052298   56.202511  \n",
       "\n",
       "[304 rows x 8 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    tourism\n",
    "    .groupby('Region State Purpose'.split())\n",
    "    .Trips.quantile(np.linspace(0, 1, 5))\n",
    "    .unstack()\n",
    "    .reset_index()\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.2 ACF features\n",
    "\n",
    "[FPP3 Section 4.2](https://otexts.com/fpp3/acf-features.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>Region</th>\n",
       "      <th>State</th>\n",
       "      <th>Purpose</th>\n",
       "      <th>acf1</th>\n",
       "      <th>acf10</th>\n",
       "      <th>diff1_acf1</th>\n",
       "      <th>diff1_acf10</th>\n",
       "      <th>diff2_acf1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Business</td>\n",
       "      <td>0.033747</td>\n",
       "      <td>0.178512</td>\n",
       "      <td>-0.520696</td>\n",
       "      <td>0.467325</td>\n",
       "      <td>-0.680290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Holiday</td>\n",
       "      <td>0.048006</td>\n",
       "      <td>0.181429</td>\n",
       "      <td>-0.362272</td>\n",
       "      <td>0.667445</td>\n",
       "      <td>-0.508050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Other</td>\n",
       "      <td>0.520506</td>\n",
       "      <td>1.839437</td>\n",
       "      <td>-0.416583</td>\n",
       "      <td>0.394835</td>\n",
       "      <td>-0.683430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>0.069183</td>\n",
       "      <td>0.087223</td>\n",
       "      <td>-0.400511</td>\n",
       "      <td>0.460148</td>\n",
       "      <td>-0.529266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Adelaide Hills</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Business</td>\n",
       "      <td>0.071204</td>\n",
       "      <td>0.118244</td>\n",
       "      <td>-0.579912</td>\n",
       "      <td>0.422009</td>\n",
       "      <td>-0.752904</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Wimmera</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>0.157857</td>\n",
       "      <td>0.074567</td>\n",
       "      <td>-0.399496</td>\n",
       "      <td>0.244883</td>\n",
       "      <td>-0.632037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Business</td>\n",
       "      <td>0.031348</td>\n",
       "      <td>0.100111</td>\n",
       "      <td>-0.415320</td>\n",
       "      <td>0.319440</td>\n",
       "      <td>-0.578901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Holiday</td>\n",
       "      <td>-0.005335</td>\n",
       "      <td>1.459052</td>\n",
       "      <td>-0.148840</td>\n",
       "      <td>2.271211</td>\n",
       "      <td>-0.260421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Other</td>\n",
       "      <td>-0.108659</td>\n",
       "      <td>0.244080</td>\n",
       "      <td>-0.719777</td>\n",
       "      <td>0.973856</td>\n",
       "      <td>-0.796429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>0.069286</td>\n",
       "      <td>0.207780</td>\n",
       "      <td>-0.356340</td>\n",
       "      <td>0.450884</td>\n",
       "      <td>-0.540299</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>304 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Region            State   Purpose      acf1     acf10  \\\n",
       "0           Adelaide  South Australia  Business  0.033747  0.178512   \n",
       "1           Adelaide  South Australia   Holiday  0.048006  0.181429   \n",
       "2           Adelaide  South Australia     Other  0.520506  1.839437   \n",
       "3           Adelaide  South Australia  Visiting  0.069183  0.087223   \n",
       "4     Adelaide Hills  South Australia  Business  0.071204  0.118244   \n",
       "..               ...              ...       ...       ...       ...   \n",
       "299          Wimmera         Victoria  Visiting  0.157857  0.074567   \n",
       "300  Yorke Peninsula  South Australia  Business  0.031348  0.100111   \n",
       "301  Yorke Peninsula  South Australia   Holiday -0.005335  1.459052   \n",
       "302  Yorke Peninsula  South Australia     Other -0.108659  0.244080   \n",
       "303  Yorke Peninsula  South Australia  Visiting  0.069286  0.207780   \n",
       "\n",
       "     diff1_acf1  diff1_acf10  diff2_acf1  \n",
       "0     -0.520696     0.467325   -0.680290  \n",
       "1     -0.362272     0.667445   -0.508050  \n",
       "2     -0.416583     0.394835   -0.683430  \n",
       "3     -0.400511     0.460148   -0.529266  \n",
       "4     -0.579912     0.422009   -0.752904  \n",
       "..          ...          ...         ...  \n",
       "299   -0.399496     0.244883   -0.632037  \n",
       "300   -0.415320     0.319440   -0.578901  \n",
       "301   -0.148840     2.271211   -0.260421  \n",
       "302   -0.719777     0.973856   -0.796429  \n",
       "303   -0.356340     0.450884   -0.540299  \n",
       "\n",
       "[304 rows x 8 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    tourism\n",
    "    .groupby('Region State Purpose'.split())\n",
    "    .Trips\n",
    "    .pipe(summarize, lambda x: dict(\n",
    "        acf1 = x.shift().corr(x),\n",
    "        acf10 = np.sum([x.shift(n).fillna(0).corr(x)**2 for n in range(1,11)]),\n",
    "        diff1_acf1 = x.diff().shift().corr(x.diff()),\n",
    "        diff1_acf10 = np.sum([\n",
    "            x.diff().shift(n).fillna(0).corr(x.diff().fillna(0))**2\n",
    "            for n in range(1,11)]),\n",
    "        diff2_acf1 = x.diff().diff().shift().corr(x.diff().diff()),\n",
    "        # etc.\n",
    "    ))\n",
    "    .unstack()\n",
    "    .reset_index()\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: doesn't *quite* match https://otexts.com/fpp3/acf-features.html ... close though."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.3 STL Features\n",
    "\n",
    "[FPP3 Section 4.3](https://otexts.com/fpp3/stlfeatures.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = (\n",
    "    tourism\n",
    "    .groupby('Region State Purpose'.split())\n",
    "    .pipe(summarize, lambda x: dict(\n",
    "        stl = sm.tsa.STL(x.Trips).fit()\n",
    "    ))\n",
    "    .pipe(compute, lambda x: dict(\n",
    "        trend_strength = [\n",
    "            1 - (stl.resid.var() / (stl.resid + stl.trend).var())\n",
    "            for stl in x.stl ],\n",
    "        season_strength = [\n",
    "            1 - (stl.resid.var() / (stl.resid + stl.seasonal).var())\n",
    "            for stl in x.stl ],\n",
    "    ))\n",
    "    .reset_index()\n",
    "    .drop(columns='stl')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>Region</th>\n",
       "      <th>State</th>\n",
       "      <th>Purpose</th>\n",
       "      <th>trend_strength</th>\n",
       "      <th>season_strength</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Business</td>\n",
       "      <td>0.491401</td>\n",
       "      <td>0.470449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Holiday</td>\n",
       "      <td>0.602472</td>\n",
       "      <td>0.686141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Other</td>\n",
       "      <td>0.790447</td>\n",
       "      <td>0.385627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Adelaide</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>0.494546</td>\n",
       "      <td>0.561827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Adelaide Hills</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Business</td>\n",
       "      <td>0.515058</td>\n",
       "      <td>0.347363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Wimmera</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>0.566867</td>\n",
       "      <td>0.470856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Business</td>\n",
       "      <td>0.484131</td>\n",
       "      <td>0.570480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Holiday</td>\n",
       "      <td>0.452712</td>\n",
       "      <td>0.846731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Other</td>\n",
       "      <td>0.494873</td>\n",
       "      <td>0.554751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Yorke Peninsula</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>Visiting</td>\n",
       "      <td>0.560699</td>\n",
       "      <td>0.627371</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>304 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Region            State   Purpose  trend_strength  \\\n",
       "0           Adelaide  South Australia  Business        0.491401   \n",
       "1           Adelaide  South Australia   Holiday        0.602472   \n",
       "2           Adelaide  South Australia     Other        0.790447   \n",
       "3           Adelaide  South Australia  Visiting        0.494546   \n",
       "4     Adelaide Hills  South Australia  Business        0.515058   \n",
       "..               ...              ...       ...             ...   \n",
       "299          Wimmera         Victoria  Visiting        0.566867   \n",
       "300  Yorke Peninsula  South Australia  Business        0.484131   \n",
       "301  Yorke Peninsula  South Australia   Holiday        0.452712   \n",
       "302  Yorke Peninsula  South Australia     Other        0.494873   \n",
       "303  Yorke Peninsula  South Australia  Visiting        0.560699   \n",
       "\n",
       "     season_strength  \n",
       "0           0.470449  \n",
       "1           0.686141  \n",
       "2           0.385627  \n",
       "3           0.561827  \n",
       "4           0.347363  \n",
       "..               ...  \n",
       "299         0.470856  \n",
       "300         0.570480  \n",
       "301         0.846731  \n",
       "302         0.554751  \n",
       "303         0.627371  \n",
       "\n",
       "[304 rows x 5 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some region/state/purpose with low or high trend strengths:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = 'Region State Purpose'.split()\n",
    "fig, axs = plt.subplots(4, 1, figsize=(8,8))\n",
    "ii = d.sort_values('trend_strength').index[[0, 1, -2, -1]]\n",
    "for (ax, i) in zip(axs, ii):\n",
    "    idx = d.loc[i, cols].to_frame().T\n",
    "    ts = idx.merge(tourism, on=cols).set_index('date')\n",
    "    ax.plot(ts.Trips)\n",
    "    ax.text(.02, .98,\n",
    "            f'{\" / \".join(idx.values[0])}: {d.trend_strength.loc[i]:.3f}',\n",
    "            transform=ax.transAxes)\n",
    "    ax.set(ylim=(0,None))\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some region/state/purpose with low or high season strength:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = 'Region State Purpose'.split()\n",
    "fig, axs = plt.subplots(4, 1, figsize=(8,8))\n",
    "ii = d.sort_values('season_strength').index[[0, 1, -2, -1]]\n",
    "for (ax, i) in zip(axs, ii):\n",
    "    idx = d.loc[i, cols].to_frame().T\n",
    "    ts = idx.merge(tourism, on=cols).set_index('date')\n",
    "    ax.plot(ts.Trips)\n",
    "    ax.text(.02, .98,\n",
    "            f'{\" / \".join(idx.values[0])}: {d.trend_strength.loc[i]:.3f}',\n",
    "            transform=ax.transAxes)\n",
    "    ax.set(ylim=(0,None))\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x700 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(3, 3, figsize=(9,7))\n",
    "axs = axs.ravel()\n",
    "for (i, (State, dd)) in enumerate(d.groupby('State')):\n",
    "    ax = axs[i]\n",
    "    for (Purpose, ddd) in dd.groupby('Purpose'):\n",
    "        ax.plot(ddd.trend_strength, ddd.season_strength, '.', label=Purpose)\n",
    "    lim = (0, 1)\n",
    "    ax.set(xlim=lim, ylim=lim, title=State)\n",
    "    ax.grid()\n",
    "axs[5].legend(title='Purpose', loc='center left', bbox_to_anchor=[1, .5])\n",
    "fig.text(.5, -.01, 'trend_strength', ha='center', va='bottom')\n",
    "fig.text(0, .5, 'season_strength', ha='left', va='center', rotation=90)\n",
    "fig.delaxes(axs[-1])\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: there are still plenty more features not computed here."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.4 Other Features\n",
    "\n",
    "[FFP3 Section 4.4](https://otexts.com/fpp3/other-features.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "R's `feasts` \"computes only a few dozen features that have proven useful in time series analysis.\"  I haven't seen a drop-in replacement.  Instead, we'll take a quick look at [tsfresh](https://tsfresh.readthedocs.io/en/latest/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is basically for when you don't want to spend too much time or effort searching for information hidden in your timeseries.  tsfresh calculates a large list of features that, taken together, are likely to extract most of the available information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Feature Extraction: 100%|██████████| 19/19 [00:05<00:00,  3.60it/s]\n"
     ]
    }
   ],
   "source": [
    "ids = list(zip(tourism.Region, tourism.State, tourism.Purpose))\n",
    "d = pd.DataFrame(dict(date=tourism.date, ids=ids, Trips=tourism.Trips))\n",
    "features = tsfresh.extract_features(d, column_id='ids', column_sort='date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Trips__abs_energy', 'Trips__absolute_sum_of_changes',\n",
       "       'Trips__agg_autocorrelation__f_agg_\"mean\"__maxlag_40',\n",
       "       'Trips__agg_autocorrelation__f_agg_\"median\"__maxlag_40',\n",
       "       'Trips__agg_autocorrelation__f_agg_\"var\"__maxlag_40',\n",
       "       'Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_10__f_agg_\"max\"',\n",
       "       'Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_10__f_agg_\"mean\"',\n",
       "       'Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_10__f_agg_\"min\"',\n",
       "       'Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_10__f_agg_\"var\"',\n",
       "       'Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_50__f_agg_\"max\"',\n",
       "       ...\n",
       "       'Trips__symmetry_looking__r_0.9500000000000001',\n",
       "       'Trips__time_reversal_asymmetry_statistic__lag_1',\n",
       "       'Trips__time_reversal_asymmetry_statistic__lag_2',\n",
       "       'Trips__time_reversal_asymmetry_statistic__lag_3',\n",
       "       'Trips__value_count__value_-1', 'Trips__value_count__value_0',\n",
       "       'Trips__value_count__value_1', 'Trips__variance',\n",
       "       'Trips__variance_larger_than_standard_deviation',\n",
       "       'Trips__variation_coefficient'],\n",
       "      dtype='object', name='variable', length=768)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "feat = features.dropna(axis=1, how='all').copy()\n",
    "feat = tsfresh.utilities.dataframe_functions.impute(feat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>variable</th>\n",
       "      <th>Trips__abs_energy</th>\n",
       "      <th>Trips__absolute_sum_of_changes</th>\n",
       "      <th>Trips__agg_autocorrelation__f_agg_\"mean\"__maxlag_40</th>\n",
       "      <th>Trips__agg_autocorrelation__f_agg_\"median\"__maxlag_40</th>\n",
       "      <th>Trips__agg_autocorrelation__f_agg_\"var\"__maxlag_40</th>\n",
       "      <th>Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_10__f_agg_\"max\"</th>\n",
       "      <th>Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_10__f_agg_\"mean\"</th>\n",
       "      <th>Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_10__f_agg_\"min\"</th>\n",
       "      <th>Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_10__f_agg_\"var\"</th>\n",
       "      <th>Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_50__f_agg_\"max\"</th>\n",
       "      <th>...</th>\n",
       "      <th>Trips__symmetry_looking__r_0.9500000000000001</th>\n",
       "      <th>Trips__time_reversal_asymmetry_statistic__lag_1</th>\n",
       "      <th>Trips__time_reversal_asymmetry_statistic__lag_2</th>\n",
       "      <th>Trips__time_reversal_asymmetry_statistic__lag_3</th>\n",
       "      <th>Trips__value_count__value_-1</th>\n",
       "      <th>Trips__value_count__value_0</th>\n",
       "      <th>Trips__value_count__value_1</th>\n",
       "      <th>Trips__variance</th>\n",
       "      <th>Trips__variance_larger_than_standard_deviation</th>\n",
       "      <th>Trips__variation_coefficient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</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",
       "      <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>(Adelaide, South Australia, Business)</th>\n",
       "      <td>2.035497e+06</td>\n",
       "      <td>2954.746823</td>\n",
       "      <td>-0.044595</td>\n",
       "      <td>-0.025129</td>\n",
       "      <td>0.025393</td>\n",
       "      <td>221.255986</td>\n",
       "      <td>156.233078</td>\n",
       "      <td>91.481348</td>\n",
       "      <td>1663.960750</td>\n",
       "      <td>242.494367</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>89670.072292</td>\n",
       "      <td>99496.333255</td>\n",
       "      <td>110175.257946</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1254.784165</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.227759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(Adelaide, South Australia, Holiday)</th>\n",
       "      <td>2.018329e+06</td>\n",
       "      <td>2265.919912</td>\n",
       "      <td>0.012693</td>\n",
       "      <td>0.011321</td>\n",
       "      <td>0.050729</td>\n",
       "      <td>194.419573</td>\n",
       "      <td>148.855963</td>\n",
       "      <td>120.058650</td>\n",
       "      <td>477.865172</td>\n",
       "      <td>223.557406</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20566.957497</td>\n",
       "      <td>92647.374474</td>\n",
       "      <td>66309.138766</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>723.263346</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.171796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(Adelaide, South Australia, Other)</th>\n",
       "      <td>2.797094e+05</td>\n",
       "      <td>996.938285</td>\n",
       "      <td>0.091202</td>\n",
       "      <td>0.089798</td>\n",
       "      <td>0.049633</td>\n",
       "      <td>60.493478</td>\n",
       "      <td>40.906222</td>\n",
       "      <td>30.142869</td>\n",
       "      <td>82.697131</td>\n",
       "      <td>80.954040</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9167.792570</td>\n",
       "      <td>21083.470848</td>\n",
       "      <td>28854.384152</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>296.944144</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.304650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(Adelaide, South Australia, Visiting)</th>\n",
       "      <td>3.451796e+06</td>\n",
       "      <td>2931.877711</td>\n",
       "      <td>-0.026528</td>\n",
       "      <td>-0.023010</td>\n",
       "      <td>0.042046</td>\n",
       "      <td>251.415160</td>\n",
       "      <td>200.217112</td>\n",
       "      <td>158.825170</td>\n",
       "      <td>1050.533961</td>\n",
       "      <td>265.754859</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>66572.315062</td>\n",
       "      <td>149550.011674</td>\n",
       "      <td>265532.472670</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1043.008783</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.157391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(Adelaide Hills, South Australia, Business)</th>\n",
       "      <td>2.026174e+03</td>\n",
       "      <td>273.057927</td>\n",
       "      <td>-0.033807</td>\n",
       "      <td>-0.048861</td>\n",
       "      <td>0.011880</td>\n",
       "      <td>11.552803</td>\n",
       "      <td>2.462560</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.846271</td>\n",
       "      <td>28.601515</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.033934</td>\n",
       "      <td>-23.623924</td>\n",
       "      <td>-55.557875</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.229021</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.602540</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\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>(Wimmera, Victoria, Visiting)</th>\n",
       "      <td>2.211244e+04</td>\n",
       "      <td>629.872028</td>\n",
       "      <td>-0.025746</td>\n",
       "      <td>-0.026336</td>\n",
       "      <td>0.013321</td>\n",
       "      <td>27.742492</td>\n",
       "      <td>16.063097</td>\n",
       "      <td>6.237111</td>\n",
       "      <td>49.165937</td>\n",
       "      <td>42.516814</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>32.158976</td>\n",
       "      <td>46.587777</td>\n",
       "      <td>209.793009</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.991538</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.498363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(Yorke Peninsula, South Australia, Business)</th>\n",
       "      <td>5.842724e+03</td>\n",
       "      <td>429.648591</td>\n",
       "      <td>-0.018201</td>\n",
       "      <td>0.013933</td>\n",
       "      <td>0.016590</td>\n",
       "      <td>17.544497</td>\n",
       "      <td>7.926013</td>\n",
       "      <td>2.469020</td>\n",
       "      <td>22.220187</td>\n",
       "      <td>23.062615</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-35.483142</td>\n",
       "      <td>-28.436835</td>\n",
       "      <td>39.223154</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.527750</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.733045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(Yorke Peninsula, South Australia, Holiday)</th>\n",
       "      <td>5.671373e+05</td>\n",
       "      <td>2551.395468</td>\n",
       "      <td>-0.000175</td>\n",
       "      <td>-0.014469</td>\n",
       "      <td>0.242493</td>\n",
       "      <td>127.346576</td>\n",
       "      <td>77.891220</td>\n",
       "      <td>41.622135</td>\n",
       "      <td>658.428845</td>\n",
       "      <td>138.035726</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-6578.180832</td>\n",
       "      <td>464.907362</td>\n",
       "      <td>2086.774031</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>675.051287</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.324413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(Yorke Peninsula, South Australia, Other)</th>\n",
       "      <td>6.829033e+02</td>\n",
       "      <td>186.225350</td>\n",
       "      <td>-0.007536</td>\n",
       "      <td>-0.021295</td>\n",
       "      <td>0.011335</td>\n",
       "      <td>2.838461</td>\n",
       "      <td>1.080894</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.739527</td>\n",
       "      <td>6.126201</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.265059</td>\n",
       "      <td>15.730251</td>\n",
       "      <td>6.145487</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.979733</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.183281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(Yorke Peninsula, South Australia, Visiting)</th>\n",
       "      <td>7.142592e+04</td>\n",
       "      <td>896.120974</td>\n",
       "      <td>-0.014583</td>\n",
       "      <td>-0.023580</td>\n",
       "      <td>0.025304</td>\n",
       "      <td>44.111065</td>\n",
       "      <td>27.225154</td>\n",
       "      <td>15.247874</td>\n",
       "      <td>65.123013</td>\n",
       "      <td>56.202511</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>376.376155</td>\n",
       "      <td>2070.654500</td>\n",
       "      <td>1045.148670</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.595622</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.356340</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>304 rows × 532 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "variable                                      Trips__abs_energy  \\\n",
       "id                                                                \n",
       "(Adelaide, South Australia, Business)              2.035497e+06   \n",
       "(Adelaide, South Australia, Holiday)               2.018329e+06   \n",
       "(Adelaide, South Australia, Other)                 2.797094e+05   \n",
       "(Adelaide, South Australia, Visiting)              3.451796e+06   \n",
       "(Adelaide Hills, South Australia, Business)        2.026174e+03   \n",
       "...                                                         ...   \n",
       "(Wimmera, Victoria, Visiting)                      2.211244e+04   \n",
       "(Yorke Peninsula, South Australia, Business)       5.842724e+03   \n",
       "(Yorke Peninsula, South Australia, Holiday)        5.671373e+05   \n",
       "(Yorke Peninsula, South Australia, Other)          6.829033e+02   \n",
       "(Yorke Peninsula, South Australia, Visiting)       7.142592e+04   \n",
       "\n",
       "variable                                      Trips__absolute_sum_of_changes  \\\n",
       "id                                                                             \n",
       "(Adelaide, South Australia, Business)                            2954.746823   \n",
       "(Adelaide, South Australia, Holiday)                             2265.919912   \n",
       "(Adelaide, South Australia, Other)                                996.938285   \n",
       "(Adelaide, South Australia, Visiting)                            2931.877711   \n",
       "(Adelaide Hills, South Australia, Business)                       273.057927   \n",
       "...                                                                      ...   \n",
       "(Wimmera, Victoria, Visiting)                                     629.872028   \n",
       "(Yorke Peninsula, South Australia, Business)                      429.648591   \n",
       "(Yorke Peninsula, South Australia, Holiday)                      2551.395468   \n",
       "(Yorke Peninsula, South Australia, Other)                         186.225350   \n",
       "(Yorke Peninsula, South Australia, Visiting)                      896.120974   \n",
       "\n",
       "variable                                      Trips__agg_autocorrelation__f_agg_\"mean\"__maxlag_40  \\\n",
       "id                                                                                                  \n",
       "(Adelaide, South Australia, Business)                                                 -0.044595     \n",
       "(Adelaide, South Australia, Holiday)                                                   0.012693     \n",
       "(Adelaide, South Australia, Other)                                                     0.091202     \n",
       "(Adelaide, South Australia, Visiting)                                                 -0.026528     \n",
       "(Adelaide Hills, South Australia, Business)                                           -0.033807     \n",
       "...                                                                                         ...     \n",
       "(Wimmera, Victoria, Visiting)                                                         -0.025746     \n",
       "(Yorke Peninsula, South Australia, Business)                                          -0.018201     \n",
       "(Yorke Peninsula, South Australia, Holiday)                                           -0.000175     \n",
       "(Yorke Peninsula, South Australia, Other)                                             -0.007536     \n",
       "(Yorke Peninsula, South Australia, Visiting)                                          -0.014583     \n",
       "\n",
       "variable                                      Trips__agg_autocorrelation__f_agg_\"median\"__maxlag_40  \\\n",
       "id                                                                                                    \n",
       "(Adelaide, South Australia, Business)                                                 -0.025129       \n",
       "(Adelaide, South Australia, Holiday)                                                   0.011321       \n",
       "(Adelaide, South Australia, Other)                                                     0.089798       \n",
       "(Adelaide, South Australia, Visiting)                                                 -0.023010       \n",
       "(Adelaide Hills, South Australia, Business)                                           -0.048861       \n",
       "...                                                                                         ...       \n",
       "(Wimmera, Victoria, Visiting)                                                         -0.026336       \n",
       "(Yorke Peninsula, South Australia, Business)                                           0.013933       \n",
       "(Yorke Peninsula, South Australia, Holiday)                                           -0.014469       \n",
       "(Yorke Peninsula, South Australia, Other)                                             -0.021295       \n",
       "(Yorke Peninsula, South Australia, Visiting)                                          -0.023580       \n",
       "\n",
       "variable                                      Trips__agg_autocorrelation__f_agg_\"var\"__maxlag_40  \\\n",
       "id                                                                                                 \n",
       "(Adelaide, South Australia, Business)                                                  0.025393    \n",
       "(Adelaide, South Australia, Holiday)                                                   0.050729    \n",
       "(Adelaide, South Australia, Other)                                                     0.049633    \n",
       "(Adelaide, South Australia, Visiting)                                                  0.042046    \n",
       "(Adelaide Hills, South Australia, Business)                                            0.011880    \n",
       "...                                                                                         ...    \n",
       "(Wimmera, Victoria, Visiting)                                                          0.013321    \n",
       "(Yorke Peninsula, South Australia, Business)                                           0.016590    \n",
       "(Yorke Peninsula, South Australia, Holiday)                                            0.242493    \n",
       "(Yorke Peninsula, South Australia, Other)                                              0.011335    \n",
       "(Yorke Peninsula, South Australia, Visiting)                                           0.025304    \n",
       "\n",
       "variable                                      Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_10__f_agg_\"max\"  \\\n",
       "id                                                                                                                   \n",
       "(Adelaide, South Australia, Business)                                                221.255986                      \n",
       "(Adelaide, South Australia, Holiday)                                                 194.419573                      \n",
       "(Adelaide, South Australia, Other)                                                    60.493478                      \n",
       "(Adelaide, South Australia, Visiting)                                                251.415160                      \n",
       "(Adelaide Hills, South Australia, Business)                                           11.552803                      \n",
       "...                                                                                         ...                      \n",
       "(Wimmera, Victoria, Visiting)                                                         27.742492                      \n",
       "(Yorke Peninsula, South Australia, Business)                                          17.544497                      \n",
       "(Yorke Peninsula, South Australia, Holiday)                                          127.346576                      \n",
       "(Yorke Peninsula, South Australia, Other)                                              2.838461                      \n",
       "(Yorke Peninsula, South Australia, Visiting)                                          44.111065                      \n",
       "\n",
       "variable                                      Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_10__f_agg_\"mean\"  \\\n",
       "id                                                                                                                    \n",
       "(Adelaide, South Australia, Business)                                                156.233078                       \n",
       "(Adelaide, South Australia, Holiday)                                                 148.855963                       \n",
       "(Adelaide, South Australia, Other)                                                    40.906222                       \n",
       "(Adelaide, South Australia, Visiting)                                                200.217112                       \n",
       "(Adelaide Hills, South Australia, Business)                                            2.462560                       \n",
       "...                                                                                         ...                       \n",
       "(Wimmera, Victoria, Visiting)                                                         16.063097                       \n",
       "(Yorke Peninsula, South Australia, Business)                                           7.926013                       \n",
       "(Yorke Peninsula, South Australia, Holiday)                                           77.891220                       \n",
       "(Yorke Peninsula, South Australia, Other)                                              1.080894                       \n",
       "(Yorke Peninsula, South Australia, Visiting)                                          27.225154                       \n",
       "\n",
       "variable                                      Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_10__f_agg_\"min\"  \\\n",
       "id                                                                                                                   \n",
       "(Adelaide, South Australia, Business)                                                 91.481348                      \n",
       "(Adelaide, South Australia, Holiday)                                                 120.058650                      \n",
       "(Adelaide, South Australia, Other)                                                    30.142869                      \n",
       "(Adelaide, South Australia, Visiting)                                                158.825170                      \n",
       "(Adelaide Hills, South Australia, Business)                                            0.000000                      \n",
       "...                                                                                         ...                      \n",
       "(Wimmera, Victoria, Visiting)                                                          6.237111                      \n",
       "(Yorke Peninsula, South Australia, Business)                                           2.469020                      \n",
       "(Yorke Peninsula, South Australia, Holiday)                                           41.622135                      \n",
       "(Yorke Peninsula, South Australia, Other)                                              0.000000                      \n",
       "(Yorke Peninsula, South Australia, Visiting)                                          15.247874                      \n",
       "\n",
       "variable                                      Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_10__f_agg_\"var\"  \\\n",
       "id                                                                                                                   \n",
       "(Adelaide, South Australia, Business)                                               1663.960750                      \n",
       "(Adelaide, South Australia, Holiday)                                                 477.865172                      \n",
       "(Adelaide, South Australia, Other)                                                    82.697131                      \n",
       "(Adelaide, South Australia, Visiting)                                               1050.533961                      \n",
       "(Adelaide Hills, South Australia, Business)                                           14.846271                      \n",
       "...                                                                                         ...                      \n",
       "(Wimmera, Victoria, Visiting)                                                         49.165937                      \n",
       "(Yorke Peninsula, South Australia, Business)                                          22.220187                      \n",
       "(Yorke Peninsula, South Australia, Holiday)                                          658.428845                      \n",
       "(Yorke Peninsula, South Australia, Other)                                             -0.739527                      \n",
       "(Yorke Peninsula, South Australia, Visiting)                                          65.123013                      \n",
       "\n",
       "variable                                      Trips__agg_linear_trend__attr_\"intercept\"__chunk_len_50__f_agg_\"max\"  \\\n",
       "id                                                                                                                   \n",
       "(Adelaide, South Australia, Business)                                                242.494367                      \n",
       "(Adelaide, South Australia, Holiday)                                                 223.557406                      \n",
       "(Adelaide, South Australia, Other)                                                    80.954040                      \n",
       "(Adelaide, South Australia, Visiting)                                                265.754859                      \n",
       "(Adelaide Hills, South Australia, Business)                                           28.601515                      \n",
       "...                                                                                         ...                      \n",
       "(Wimmera, Victoria, Visiting)                                                         42.516814                      \n",
       "(Yorke Peninsula, South Australia, Business)                                          23.062615                      \n",
       "(Yorke Peninsula, South Australia, Holiday)                                          138.035726                      \n",
       "(Yorke Peninsula, South Australia, Other)                                              6.126201                      \n",
       "(Yorke Peninsula, South Australia, Visiting)                                          56.202511                      \n",
       "\n",
       "variable                                      ...  \\\n",
       "id                                            ...   \n",
       "(Adelaide, South Australia, Business)         ...   \n",
       "(Adelaide, South Australia, Holiday)          ...   \n",
       "(Adelaide, South Australia, Other)            ...   \n",
       "(Adelaide, South Australia, Visiting)         ...   \n",
       "(Adelaide Hills, South Australia, Business)   ...   \n",
       "...                                           ...   \n",
       "(Wimmera, Victoria, Visiting)                 ...   \n",
       "(Yorke Peninsula, South Australia, Business)  ...   \n",
       "(Yorke Peninsula, South Australia, Holiday)   ...   \n",
       "(Yorke Peninsula, South Australia, Other)     ...   \n",
       "(Yorke Peninsula, South Australia, Visiting)  ...   \n",
       "\n",
       "variable                                      Trips__symmetry_looking__r_0.9500000000000001  \\\n",
       "id                                                                                            \n",
       "(Adelaide, South Australia, Business)                                                   1.0   \n",
       "(Adelaide, South Australia, Holiday)                                                    1.0   \n",
       "(Adelaide, South Australia, Other)                                                      1.0   \n",
       "(Adelaide, South Australia, Visiting)                                                   1.0   \n",
       "(Adelaide Hills, South Australia, Business)                                             1.0   \n",
       "...                                                                                     ...   \n",
       "(Wimmera, Victoria, Visiting)                                                           1.0   \n",
       "(Yorke Peninsula, South Australia, Business)                                            1.0   \n",
       "(Yorke Peninsula, South Australia, Holiday)                                             1.0   \n",
       "(Yorke Peninsula, South Australia, Other)                                               1.0   \n",
       "(Yorke Peninsula, South Australia, Visiting)                                            1.0   \n",
       "\n",
       "variable                                      Trips__time_reversal_asymmetry_statistic__lag_1  \\\n",
       "id                                                                                              \n",
       "(Adelaide, South Australia, Business)                                            89670.072292   \n",
       "(Adelaide, South Australia, Holiday)                                             20566.957497   \n",
       "(Adelaide, South Australia, Other)                                                9167.792570   \n",
       "(Adelaide, South Australia, Visiting)                                            66572.315062   \n",
       "(Adelaide Hills, South Australia, Business)                                         12.033934   \n",
       "...                                                                                       ...   \n",
       "(Wimmera, Victoria, Visiting)                                                       32.158976   \n",
       "(Yorke Peninsula, South Australia, Business)                                       -35.483142   \n",
       "(Yorke Peninsula, South Australia, Holiday)                                      -6578.180832   \n",
       "(Yorke Peninsula, South Australia, Other)                                            3.265059   \n",
       "(Yorke Peninsula, South Australia, Visiting)                                       376.376155   \n",
       "\n",
       "variable                                      Trips__time_reversal_asymmetry_statistic__lag_2  \\\n",
       "id                                                                                              \n",
       "(Adelaide, South Australia, Business)                                            99496.333255   \n",
       "(Adelaide, South Australia, Holiday)                                             92647.374474   \n",
       "(Adelaide, South Australia, Other)                                               21083.470848   \n",
       "(Adelaide, South Australia, Visiting)                                           149550.011674   \n",
       "(Adelaide Hills, South Australia, Business)                                        -23.623924   \n",
       "...                                                                                       ...   \n",
       "(Wimmera, Victoria, Visiting)                                                       46.587777   \n",
       "(Yorke Peninsula, South Australia, Business)                                       -28.436835   \n",
       "(Yorke Peninsula, South Australia, Holiday)                                        464.907362   \n",
       "(Yorke Peninsula, South Australia, Other)                                           15.730251   \n",
       "(Yorke Peninsula, South Australia, Visiting)                                      2070.654500   \n",
       "\n",
       "variable                                      Trips__time_reversal_asymmetry_statistic__lag_3  \\\n",
       "id                                                                                              \n",
       "(Adelaide, South Australia, Business)                                           110175.257946   \n",
       "(Adelaide, South Australia, Holiday)                                             66309.138766   \n",
       "(Adelaide, South Australia, Other)                                               28854.384152   \n",
       "(Adelaide, South Australia, Visiting)                                           265532.472670   \n",
       "(Adelaide Hills, South Australia, Business)                                        -55.557875   \n",
       "...                                                                                       ...   \n",
       "(Wimmera, Victoria, Visiting)                                                      209.793009   \n",
       "(Yorke Peninsula, South Australia, Business)                                        39.223154   \n",
       "(Yorke Peninsula, South Australia, Holiday)                                       2086.774031   \n",
       "(Yorke Peninsula, South Australia, Other)                                            6.145487   \n",
       "(Yorke Peninsula, South Australia, Visiting)                                      1045.148670   \n",
       "\n",
       "variable                                      Trips__value_count__value_-1  \\\n",
       "id                                                                           \n",
       "(Adelaide, South Australia, Business)                                  0.0   \n",
       "(Adelaide, South Australia, Holiday)                                   0.0   \n",
       "(Adelaide, South Australia, Other)                                     0.0   \n",
       "(Adelaide, South Australia, Visiting)                                  0.0   \n",
       "(Adelaide Hills, South Australia, Business)                            0.0   \n",
       "...                                                                    ...   \n",
       "(Wimmera, Victoria, Visiting)                                          0.0   \n",
       "(Yorke Peninsula, South Australia, Business)                           0.0   \n",
       "(Yorke Peninsula, South Australia, Holiday)                            0.0   \n",
       "(Yorke Peninsula, South Australia, Other)                              0.0   \n",
       "(Yorke Peninsula, South Australia, Visiting)                           0.0   \n",
       "\n",
       "variable                                      Trips__value_count__value_0  \\\n",
       "id                                                                          \n",
       "(Adelaide, South Australia, Business)                                 0.0   \n",
       "(Adelaide, South Australia, Holiday)                                  0.0   \n",
       "(Adelaide, South Australia, Other)                                    0.0   \n",
       "(Adelaide, South Australia, Visiting)                                 0.0   \n",
       "(Adelaide Hills, South Australia, Business)                          25.0   \n",
       "...                                                                   ...   \n",
       "(Wimmera, Victoria, Visiting)                                         0.0   \n",
       "(Yorke Peninsula, South Australia, Business)                          4.0   \n",
       "(Yorke Peninsula, South Australia, Holiday)                           0.0   \n",
       "(Yorke Peninsula, South Australia, Other)                            17.0   \n",
       "(Yorke Peninsula, South Australia, Visiting)                          0.0   \n",
       "\n",
       "variable                                      Trips__value_count__value_1  \\\n",
       "id                                                                          \n",
       "(Adelaide, South Australia, Business)                                 0.0   \n",
       "(Adelaide, South Australia, Holiday)                                  0.0   \n",
       "(Adelaide, South Australia, Other)                                    0.0   \n",
       "(Adelaide, South Australia, Visiting)                                 0.0   \n",
       "(Adelaide Hills, South Australia, Business)                           0.0   \n",
       "...                                                                   ...   \n",
       "(Wimmera, Victoria, Visiting)                                         0.0   \n",
       "(Yorke Peninsula, South Australia, Business)                          0.0   \n",
       "(Yorke Peninsula, South Australia, Holiday)                           0.0   \n",
       "(Yorke Peninsula, South Australia, Other)                             0.0   \n",
       "(Yorke Peninsula, South Australia, Visiting)                          0.0   \n",
       "\n",
       "variable                                      Trips__variance  \\\n",
       "id                                                              \n",
       "(Adelaide, South Australia, Business)             1254.784165   \n",
       "(Adelaide, South Australia, Holiday)               723.263346   \n",
       "(Adelaide, South Australia, Other)                 296.944144   \n",
       "(Adelaide, South Australia, Visiting)             1043.008783   \n",
       "(Adelaide Hills, South Australia, Business)         18.229021   \n",
       "...                                                       ...   \n",
       "(Wimmera, Victoria, Visiting)                       54.991538   \n",
       "(Yorke Peninsula, South Australia, Business)        25.527750   \n",
       "(Yorke Peninsula, South Australia, Holiday)        675.051287   \n",
       "(Yorke Peninsula, South Australia, Other)            4.979733   \n",
       "(Yorke Peninsula, South Australia, Visiting)       100.595622   \n",
       "\n",
       "variable                                      Trips__variance_larger_than_standard_deviation  \\\n",
       "id                                                                                             \n",
       "(Adelaide, South Australia, Business)                                                    1.0   \n",
       "(Adelaide, South Australia, Holiday)                                                     1.0   \n",
       "(Adelaide, South Australia, Other)                                                       1.0   \n",
       "(Adelaide, South Australia, Visiting)                                                    1.0   \n",
       "(Adelaide Hills, South Australia, Business)                                              1.0   \n",
       "...                                                                                      ...   \n",
       "(Wimmera, Victoria, Visiting)                                                            1.0   \n",
       "(Yorke Peninsula, South Australia, Business)                                             1.0   \n",
       "(Yorke Peninsula, South Australia, Holiday)                                              1.0   \n",
       "(Yorke Peninsula, South Australia, Other)                                                1.0   \n",
       "(Yorke Peninsula, South Australia, Visiting)                                             1.0   \n",
       "\n",
       "variable                                      Trips__variation_coefficient  \n",
       "id                                                                          \n",
       "(Adelaide, South Australia, Business)                             0.227759  \n",
       "(Adelaide, South Australia, Holiday)                              0.171796  \n",
       "(Adelaide, South Australia, Other)                                0.304650  \n",
       "(Adelaide, South Australia, Visiting)                             0.157391  \n",
       "(Adelaide Hills, South Australia, Business)                       1.602540  \n",
       "...                                                                    ...  \n",
       "(Wimmera, Victoria, Visiting)                                     0.498363  \n",
       "(Yorke Peninsula, South Australia, Business)                      0.733045  \n",
       "(Yorke Peninsula, South Australia, Holiday)                       0.324413  \n",
       "(Yorke Peninsula, South Australia, Other)                         1.183281  \n",
       "(Yorke Peninsula, South Australia, Visiting)                      0.356340  \n",
       "\n",
       "[304 rows x 532 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feat"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.5 Exploring Australian tourism data\n",
    "\n",
    "[FPP3 Section 4.5](https://otexts.com/fpp3/exploring-australian-tourism-data.html)\n",
    "\n",
    "The main plot from this section is fantastic.  We will make only a very weak knock-off here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "d1 = (\n",
    "    tourism\n",
    "    .groupby('Region State Purpose'.split())\n",
    "    .Trips.quantile(np.linspace(0, 1, 5))\n",
    "    .unstack()\n",
    "    .reset_index()\n",
    ")\n",
    "\n",
    "d2 = (\n",
    "    tourism\n",
    "    .groupby('Region State Purpose'.split())\n",
    "    .Trips\n",
    "    .pipe(summarize, lambda x: dict(\n",
    "        acf1 = x.shift().corr(x),\n",
    "        acf10 = np.sum([x.shift(n).fillna(0).corr(x)**2 for n in range(1,11)]),\n",
    "        diff1_acf1 = x.diff().shift().corr(x.diff()),\n",
    "        diff1_acf10 = np.sum([\n",
    "            x.diff().shift(n).fillna(0).corr(x.diff().fillna(0))**2\n",
    "            for n in range(1,11)]),\n",
    "        diff2_acf1 = x.diff().diff().shift().corr(x.diff().diff()),\n",
    "        # etc.\n",
    "    ))\n",
    "    .unstack()\n",
    "    .reset_index()\n",
    ")\n",
    "\n",
    "d3 = (\n",
    "    tourism\n",
    "    .groupby('Region State Purpose'.split())\n",
    "    .pipe(summarize, lambda x: dict(\n",
    "        stl = sm.tsa.STL(x.Trips).fit()\n",
    "    ))\n",
    "    .pipe(compute, lambda x: dict(\n",
    "        trend_strength = [\n",
    "            1 - (stl.resid.var() / (stl.resid + stl.trend).var())\n",
    "            for stl in x.stl ],\n",
    "        season_strength = [\n",
    "            1 - (stl.resid.var() / (stl.resid + stl.seasonal).var())\n",
    "            for stl in x.stl ],\n",
    "    ))\n",
    "    .reset_index()\n",
    "    .drop(columns='stl')\n",
    ")\n",
    "cols = 'Region State Purpose'.split()\n",
    "d = d1.merge(d2, on=cols).merge(d3, on=cols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To see how much information we've extracted, we'll do a principle component analysis.  In principle, statsmodels [handles this too](https://www.statsmodels.org/stable/generated/statsmodels.multivariate.pca.PCA.html), but it seems that [sklearn's PCA](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html) has better defaults."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = preprocessing.StandardScaler().fit_transform(d[d.columns[3:]])\n",
    "pca = decomposition.PCA().fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "dpca = (\n",
    "    pd.DataFrame(pca)\n",
    "    .assign(Region=d.Region, State=d.State, Purpose=d.Purpose)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5,5))\n",
    "colors = dict(Business='C1', Holiday='C2', Other='C0', Visiting='C6')\n",
    "for (Purpose, dd) in dpca.groupby('Purpose'):\n",
    "    ax.plot(dd[0], dd[1], 'o', label=Purpose, color=colors[Purpose], alpha=.5)\n",
    "ax.legend()\n",
    "ax.set(xlabel='PCA1', ylabel='PCA2')\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bonus: t-SNE\n",
    "\n",
    "[t-SNE](https://scikit-learn.org/stable/modules/manifold.html#t-sne) is another way to make similar visualizations.  It's generally slower, but it packs more info into 2D space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 6.33 s, sys: 112 ms, total: 6.44 s\n",
      "Wall time: 876 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "tsne = manifold.TSNE(random_state=1).fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "dtsne = (\n",
    "    pd.DataFrame(tsne)\n",
    "    .assign(Region=d.Region, State=d.State, Purpose=d.Purpose)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5,5))\n",
    "colors = dict(Business='C1', Holiday='C2', Other='C0', Visiting='C6')\n",
    "for (Purpose, dd) in dtsne.groupby('Purpose'):\n",
    "    ax.plot(dd[0], dd[1], 'o', label=Purpose, color=colors[Purpose], alpha=.5)\n",
    "ax.legend()\n",
    "ax.set(xlabel='t-SNE 1', ylabel='t-SNE 2')\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Previous: Time series decomposition](03-Time-series-decomposition.ipynb)\n",
    "• [Contents](Contents.ipynb)\n",
    "• [Next: The forecaster's toolbox](05-The-forecasters-toolbox.ipynb)"
   ]
  }
 ],
 "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": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}