D5.emotion_SelFeat_data_gen.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create one file for each person containing selected features and emotion label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "#load the master file created in step D4\n",
    "df= pd.read_csv('data/raw_Emotion_pALL_ALLFeat_updated2.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>person</th>\n",
       "      <th>raw_acc:magnitude_stats:mean</th>\n",
       "      <th>raw_acc:magnitude_stats:std</th>\n",
       "      <th>raw_acc:magnitude_stats:moment3</th>\n",
       "      <th>raw_acc:magnitude_stats:moment4</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile25</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile50</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile75</th>\n",
       "      <th>raw_acc:magnitude_stats:value_entropy</th>\n",
       "      <th>...</th>\n",
       "      <th>cl_latitude</th>\n",
       "      <th>cl_longitude</th>\n",
       "      <th>minute_of_hour</th>\n",
       "      <th>minute_of_day</th>\n",
       "      <th>time_diff_in_minute</th>\n",
       "      <th>pleasant_score</th>\n",
       "      <th>arousal_score</th>\n",
       "      <th>geo_dist</th>\n",
       "      <th>dominance_score</th>\n",
       "      <th>emotion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <td>0.333994</td>\n",
       "      <td>0.956588</td>\n",
       "      <td>0.992468</td>\n",
       "      <td>1.033735</td>\n",
       "      <td>1.399579</td>\n",
       "      <td>...</td>\n",
       "      <td>32.881</td>\n",
       "      <td>-117.234</td>\n",
       "      <td>7</td>\n",
       "      <td>1087</td>\n",
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       "      <td>8.47</td>\n",
       "      <td>6.05</td>\n",
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       "      <td>2.0</td>\n",
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       "      <td>8</td>\n",
       "      <td>1.020985</td>\n",
       "      <td>0.211577</td>\n",
       "      <td>0.189190</td>\n",
       "      <td>0.312424</td>\n",
       "      <td>0.875169</td>\n",
       "      <td>1.003510</td>\n",
       "      <td>1.153094</td>\n",
       "      <td>2.234364</td>\n",
       "      <td>...</td>\n",
       "      <td>32.881</td>\n",
       "      <td>-117.234</td>\n",
       "      <td>8</td>\n",
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       "      <td>6.05</td>\n",
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       "      <td>2.0</td>\n",
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       "    <tr>\n",
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       "      <td>1.036591</td>\n",
       "      <td>0.285806</td>\n",
       "      <td>-0.132830</td>\n",
       "      <td>0.343141</td>\n",
       "      <td>0.788695</td>\n",
       "      <td>1.072480</td>\n",
       "      <td>1.272836</td>\n",
       "      <td>2.705906</td>\n",
       "      <td>...</td>\n",
       "      <td>32.881</td>\n",
       "      <td>-117.235</td>\n",
       "      <td>9</td>\n",
       "      <td>1089</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>8.47</td>\n",
       "      <td>6.05</td>\n",
       "      <td>65.809210</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>8</td>\n",
       "      <td>1.076537</td>\n",
       "      <td>0.265645</td>\n",
       "      <td>0.142064</td>\n",
       "      <td>0.322576</td>\n",
       "      <td>0.854440</td>\n",
       "      <td>1.071343</td>\n",
       "      <td>1.288627</td>\n",
       "      <td>2.813417</td>\n",
       "      <td>...</td>\n",
       "      <td>32.880</td>\n",
       "      <td>-117.235</td>\n",
       "      <td>10</td>\n",
       "      <td>1090</td>\n",
       "      <td>1.016667</td>\n",
       "      <td>8.47</td>\n",
       "      <td>6.05</td>\n",
       "      <td>40.436150</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>8</td>\n",
       "      <td>1.152467</td>\n",
       "      <td>0.350221</td>\n",
       "      <td>0.292778</td>\n",
       "      <td>0.439607</td>\n",
       "      <td>0.857681</td>\n",
       "      <td>1.070274</td>\n",
       "      <td>1.418371</td>\n",
       "      <td>2.739190</td>\n",
       "      <td>...</td>\n",
       "      <td>32.880</td>\n",
       "      <td>-117.235</td>\n",
       "      <td>11</td>\n",
       "      <td>1091</td>\n",
       "      <td>0.983333</td>\n",
       "      <td>8.47</td>\n",
       "      <td>6.05</td>\n",
       "      <td>55.765343</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 283 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      timestamp  person  raw_acc:magnitude_stats:mean  \\\n",
       "0  1.440094e+09       8                      1.001473   \n",
       "1  1.440094e+09       8                      1.020985   \n",
       "2  1.440094e+09       8                      1.036591   \n",
       "3  1.440094e+09       8                      1.076537   \n",
       "4  1.440094e+09       8                      1.152467   \n",
       "\n",
       "   raw_acc:magnitude_stats:std  raw_acc:magnitude_stats:moment3  \\\n",
       "0                     0.126916                         0.209004   \n",
       "1                     0.211577                         0.189190   \n",
       "2                     0.285806                        -0.132830   \n",
       "3                     0.265645                         0.142064   \n",
       "4                     0.350221                         0.292778   \n",
       "\n",
       "   raw_acc:magnitude_stats:moment4  raw_acc:magnitude_stats:percentile25  \\\n",
       "0                         0.333994                              0.956588   \n",
       "1                         0.312424                              0.875169   \n",
       "2                         0.343141                              0.788695   \n",
       "3                         0.322576                              0.854440   \n",
       "4                         0.439607                              0.857681   \n",
       "\n",
       "   raw_acc:magnitude_stats:percentile50  raw_acc:magnitude_stats:percentile75  \\\n",
       "0                              0.992468                              1.033735   \n",
       "1                              1.003510                              1.153094   \n",
       "2                              1.072480                              1.272836   \n",
       "3                              1.071343                              1.288627   \n",
       "4                              1.070274                              1.418371   \n",
       "\n",
       "   raw_acc:magnitude_stats:value_entropy  ...  cl_latitude  cl_longitude  \\\n",
       "0                               1.399579  ...       32.881      -117.234   \n",
       "1                               2.234364  ...       32.881      -117.234   \n",
       "2                               2.705906  ...       32.881      -117.235   \n",
       "3                               2.813417  ...       32.880      -117.235   \n",
       "4                               2.739190  ...       32.880      -117.235   \n",
       "\n",
       "   minute_of_hour  minute_of_day  time_diff_in_minute  pleasant_score  \\\n",
       "0               7           1087             0.000000            8.47   \n",
       "1               8           1088             1.000000            8.47   \n",
       "2               9           1089             1.000000            8.47   \n",
       "3              10           1090             1.016667            8.47   \n",
       "4              11           1091             0.983333            8.47   \n",
       "\n",
       "   arousal_score   geo_dist  dominance_score  emotion  \n",
       "0           6.05   0.000000             7.21      2.0  \n",
       "1           6.05   5.040893             7.21      2.0  \n",
       "2           6.05  65.809210             7.21      2.0  \n",
       "3           6.05  40.436150             7.21      2.0  \n",
       "4           6.05  55.765343             7.21      2.0  \n",
       "\n",
       "[5 rows x 283 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#read each person's data at a time\n",
    "#p=[8, 10, 12, 13, 15, 20, 21, 25, 27, 33, 35, 40, 46, 48, 49, 52, 54, 55]\n",
    "p=8\n",
    "one_person_df=df.loc[df['person'] == p]\n",
    "one_person_df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " 'person',\n",
       " 'raw_acc:magnitude_stats:mean',\n",
       " 'raw_acc:magnitude_stats:std',\n",
       " 'raw_acc:magnitude_stats:moment3',\n",
       " 'raw_acc:magnitude_stats:moment4',\n",
       " 'raw_acc:magnitude_stats:percentile25',\n",
       " 'raw_acc:magnitude_stats:percentile50',\n",
       " 'raw_acc:magnitude_stats:percentile75',\n",
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       " 'proc_gyro:magnitude_stats:percentile25',\n",
       " 'proc_gyro:magnitude_stats:percentile50',\n",
       " 'proc_gyro:magnitude_stats:percentile75',\n",
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       " 'location:log_longitude_range',\n",
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       " 'location:min_speed',\n",
       " 'location:max_speed',\n",
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       " 'location:best_vertical_accuracy',\n",
       " 'location:diameter',\n",
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       " 'audio_properties:max_abs_value',\n",
       " 'audio_properties:normalization_multiplier',\n",
       " 'discrete:app_state:is_active',\n",
       " 'discrete:app_state:is_inactive',\n",
       " 'discrete:app_state:is_background',\n",
       " 'discrete:app_state:missing',\n",
       " 'discrete:battery_plugged:is_ac',\n",
       " 'discrete:battery_plugged:is_usb',\n",
       " 'discrete:battery_plugged:is_wireless',\n",
       " 'discrete:battery_plugged:missing',\n",
       " 'discrete:battery_state:is_unknown',\n",
       " 'discrete:battery_state:is_unplugged',\n",
       " 'discrete:battery_state:is_not_charging',\n",
       " 'discrete:battery_state:is_discharging',\n",
       " 'discrete:battery_state:is_charging',\n",
       " 'discrete:battery_state:is_full',\n",
       " 'discrete:battery_state:missing',\n",
       " 'discrete:on_the_phone:is_False',\n",
       " 'discrete:on_the_phone:is_True',\n",
       " 'discrete:on_the_phone:missing',\n",
       " 'discrete:ringer_mode:is_normal',\n",
       " 'discrete:ringer_mode:is_silent_no_vibrate',\n",
       " 'discrete:ringer_mode:is_silent_with_vibrate',\n",
       " 'discrete:ringer_mode:missing',\n",
       " 'discrete:wifi_status:is_not_reachable',\n",
       " 'discrete:wifi_status:is_reachable_via_wifi',\n",
       " 'discrete:wifi_status:is_reachable_via_wwan',\n",
       " 'discrete:wifi_status:missing',\n",
       " 'lf_measurements:light',\n",
       " 'lf_measurements:pressure',\n",
       " 'lf_measurements:proximity_cm',\n",
       " 'lf_measurements:proximity',\n",
       " 'lf_measurements:relative_humidity',\n",
       " 'lf_measurements:battery_level',\n",
       " 'lf_measurements:screen_brightness',\n",
       " 'lf_measurements:temperature_ambient',\n",
       " 'label:LYING_DOWN',\n",
       " 'label:SITTING',\n",
       " 'label:FIX_walking',\n",
       " 'label:FIX_running',\n",
       " 'label:BICYCLING',\n",
       " 'label:SLEEPING',\n",
       " 'label:IN_CLASS',\n",
       " 'label:IN_A_MEETING',\n",
       " 'label:LOC_main_workplace',\n",
       " 'label:OR_indoors',\n",
       " 'label:OR_outside',\n",
       " 'label:IN_A_CAR',\n",
       " 'label:ON_A_BUS',\n",
       " 'label:DRIVE_-_I_M_THE_DRIVER',\n",
       " 'label:DRIVE_-_I_M_A_PASSENGER',\n",
       " 'label:LOC_home',\n",
       " 'label:FIX_restaurant',\n",
       " 'label:PHONE_IN_POCKET',\n",
       " 'label:OR_exercise',\n",
       " 'label:COOKING',\n",
       " 'label:SHOPPING',\n",
       " 'label:STROLLING',\n",
       " 'label:DRINKING__ALCOHOL_',\n",
       " 'label:BATHING_-_SHOWER',\n",
       " 'label:CLEANING',\n",
       " 'label:DOING_LAUNDRY',\n",
       " 'label:WASHING_DISHES',\n",
       " 'label:WATCHING_TV',\n",
       " 'label:SURFING_THE_INTERNET',\n",
       " 'label:AT_A_PARTY',\n",
       " 'label:AT_A_BAR',\n",
       " 'label:LOC_beach',\n",
       " 'label:SINGING',\n",
       " 'label:TALKING',\n",
       " 'label:COMPUTER_WORK',\n",
       " 'label:EATING',\n",
       " 'label:TOILET',\n",
       " 'label:GROOMING',\n",
       " 'label:DRESSING',\n",
       " 'label:AT_THE_GYM',\n",
       " 'label:STAIRS_-_GOING_UP',\n",
       " 'label:STAIRS_-_GOING_DOWN',\n",
       " 'label:ELEVATOR',\n",
       " 'label:OR_standing',\n",
       " 'label:AT_SCHOOL',\n",
       " 'label:PHONE_IN_HAND',\n",
       " 'label:PHONE_IN_BAG',\n",
       " 'label:PHONE_ON_TABLE',\n",
       " 'label:WITH_CO-WORKERS',\n",
       " 'label:WITH_FRIENDS',\n",
       " 'label_source',\n",
       " 'hour_of_timestamp',\n",
       " 'day_of_timestamp',\n",
       " 'day_of_month',\n",
       " 'cl_latitude',\n",
       " 'cl_longitude',\n",
       " 'minute_of_hour',\n",
       " 'minute_of_day',\n",
       " 'time_diff_in_minute',\n",
       " 'pleasant_score',\n",
       " 'arousal_score',\n",
       " 'geo_dist',\n",
       " 'dominance_score',\n",
       " 'emotion']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#print list of features\n",
    "list(one_person_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "283"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "one_person_df.shape[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>person</th>\n",
       "      <th>raw_acc:magnitude_stats:mean</th>\n",
       "      <th>raw_acc:magnitude_stats:std</th>\n",
       "      <th>raw_acc:magnitude_stats:moment3</th>\n",
       "      <th>raw_acc:magnitude_stats:moment4</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile25</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile50</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile75</th>\n",
       "      <th>raw_acc:magnitude_stats:value_entropy</th>\n",
       "      <th>...</th>\n",
       "      <th>cl_longitude</th>\n",
       "      <th>minute_of_hour</th>\n",
       "      <th>minute_of_day</th>\n",
       "      <th>time_diff_in_minute</th>\n",
       "      <th>pleasant_score</th>\n",
       "      <th>#window</th>\n",
       "      <th>arousal_score</th>\n",
       "      <th>geo_dist</th>\n",
       "      <th>dominance_score</th>\n",
       "      <th>emotion</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>8</td>\n",
       "      <td>1.001473</td>\n",
       "      <td>0.126916</td>\n",
       "      <td>0.209004</td>\n",
       "      <td>0.333994</td>\n",
       "      <td>0.956588</td>\n",
       "      <td>0.992468</td>\n",
       "      <td>1.033735</td>\n",
       "      <td>1.399579</td>\n",
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       "      <td>8</td>\n",
       "      <td>1.020985</td>\n",
       "      <td>0.211577</td>\n",
       "      <td>0.189190</td>\n",
       "      <td>0.312424</td>\n",
       "      <td>0.875169</td>\n",
       "      <td>1.003510</td>\n",
       "      <td>1.153094</td>\n",
       "      <td>2.234364</td>\n",
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       "      <td>-117.234</td>\n",
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       "      <td>8</td>\n",
       "      <td>1.036591</td>\n",
       "      <td>0.285806</td>\n",
       "      <td>-0.132830</td>\n",
       "      <td>0.343141</td>\n",
       "      <td>0.788695</td>\n",
       "      <td>1.072480</td>\n",
       "      <td>1.272836</td>\n",
       "      <td>2.705906</td>\n",
       "      <td>...</td>\n",
       "      <td>-117.235</td>\n",
       "      <td>9</td>\n",
       "      <td>1089</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>8.47</td>\n",
       "      <td>217</td>\n",
       "      <td>6.05</td>\n",
       "      <td>65.809210</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>8</td>\n",
       "      <td>1.076537</td>\n",
       "      <td>0.265645</td>\n",
       "      <td>0.142064</td>\n",
       "      <td>0.322576</td>\n",
       "      <td>0.854440</td>\n",
       "      <td>1.071343</td>\n",
       "      <td>1.288627</td>\n",
       "      <td>2.813417</td>\n",
       "      <td>...</td>\n",
       "      <td>-117.235</td>\n",
       "      <td>10</td>\n",
       "      <td>1090</td>\n",
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       "      <td>8.47</td>\n",
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       "      <td>6.05</td>\n",
       "      <td>40.436150</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>8</td>\n",
       "      <td>1.152467</td>\n",
       "      <td>0.350221</td>\n",
       "      <td>0.292778</td>\n",
       "      <td>0.439607</td>\n",
       "      <td>0.857681</td>\n",
       "      <td>1.070274</td>\n",
       "      <td>1.418371</td>\n",
       "      <td>2.739190</td>\n",
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       "      <td>-117.235</td>\n",
       "      <td>11</td>\n",
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       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 284 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      timestamp  person  raw_acc:magnitude_stats:mean  \\\n",
       "0  1.440094e+09       8                      1.001473   \n",
       "1  1.440094e+09       8                      1.020985   \n",
       "2  1.440094e+09       8                      1.036591   \n",
       "3  1.440094e+09       8                      1.076537   \n",
       "4  1.440094e+09       8                      1.152467   \n",
       "\n",
       "   raw_acc:magnitude_stats:std  raw_acc:magnitude_stats:moment3  \\\n",
       "0                     0.126916                         0.209004   \n",
       "1                     0.211577                         0.189190   \n",
       "2                     0.285806                        -0.132830   \n",
       "3                     0.265645                         0.142064   \n",
       "4                     0.350221                         0.292778   \n",
       "\n",
       "   raw_acc:magnitude_stats:moment4  raw_acc:magnitude_stats:percentile25  \\\n",
       "0                         0.333994                              0.956588   \n",
       "1                         0.312424                              0.875169   \n",
       "2                         0.343141                              0.788695   \n",
       "3                         0.322576                              0.854440   \n",
       "4                         0.439607                              0.857681   \n",
       "\n",
       "   raw_acc:magnitude_stats:percentile50  raw_acc:magnitude_stats:percentile75  \\\n",
       "0                              0.992468                              1.033735   \n",
       "1                              1.003510                              1.153094   \n",
       "2                              1.072480                              1.272836   \n",
       "3                              1.071343                              1.288627   \n",
       "4                              1.070274                              1.418371   \n",
       "\n",
       "   raw_acc:magnitude_stats:value_entropy  ...  cl_longitude  minute_of_hour  \\\n",
       "0                               1.399579  ...      -117.234               7   \n",
       "1                               2.234364  ...      -117.234               8   \n",
       "2                               2.705906  ...      -117.235               9   \n",
       "3                               2.813417  ...      -117.235              10   \n",
       "4                               2.739190  ...      -117.235              11   \n",
       "\n",
       "   minute_of_day  time_diff_in_minute  pleasant_score  #window  arousal_score  \\\n",
       "0           1087             0.000000            8.47      217           6.05   \n",
       "1           1088             1.000000            8.47      217           6.05   \n",
       "2           1089             1.000000            8.47      217           6.05   \n",
       "3           1090             1.016667            8.47      218           6.05   \n",
       "4           1091             0.983333            8.47      218           6.05   \n",
       "\n",
       "    geo_dist  dominance_score  emotion  \n",
       "0   0.000000             7.21      2.0  \n",
       "1   5.040893             7.21      2.0  \n",
       "2  65.809210             7.21      2.0  \n",
       "3  40.436150             7.21      2.0  \n",
       "4  55.765343             7.21      2.0  \n",
       "\n",
       "[5 rows x 284 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#define window size or time interval\n",
    "window_size=5\n",
    "new_col=(one_person_df['minute_of_day']//window_size)\n",
    "new_col\n",
    "#create a new column #window and assign window value based on the minute_of_day variable\n",
    "one_person_df.insert(one_person_df.shape[1]-4, column='#window', value=new_col)\n",
    "one_person_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>cl_latitude</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day_of_month</th>\n",
       "      <th>#window</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
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       "      <th>232</th>\n",
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       "      <th>233</th>\n",
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       "      <th>236</th>\n",
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       "      <th>237</th>\n",
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       "      <th>239</th>\n",
       "      <td>32.875000</td>\n",
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       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>32.875000</td>\n",
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       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>32.875000</td>\n",
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       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>32.875000</td>\n",
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       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>32.875000</td>\n",
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       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>32.875000</td>\n",
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       "    <tr>\n",
       "      <th>246</th>\n",
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       "      <th>220</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>32.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>32.879833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>32.882400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>32.883000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>269 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      cl_latitude\n",
       "day_of_month #window             \n",
       "20           217        32.881000\n",
       "             218        32.879600\n",
       "             219        32.879000\n",
       "             220        32.879000\n",
       "24           20         32.865000\n",
       "             21         32.865600\n",
       "             22         32.865500\n",
       "             226        32.878000\n",
       "             227        32.876600\n",
       "             228        32.875200\n",
       "             229        32.875000\n",
       "             230        32.875000\n",
       "             231        32.875000\n",
       "             232        32.875000\n",
       "             233        32.875000\n",
       "             234        32.875000\n",
       "             235        32.875000\n",
       "             236        32.875000\n",
       "             237        32.875000\n",
       "             238        32.875000\n",
       "             239        32.875000\n",
       "             240        32.875000\n",
       "             241        32.875000\n",
       "             242        32.875000\n",
       "             243        32.875000\n",
       "             244        32.875000\n",
       "             245        32.875000\n",
       "             246        32.875800\n",
       "             247        32.878400\n",
       "             248        32.878200\n",
       "...                           ...\n",
       "25           211        32.878000\n",
       "             212        32.878000\n",
       "             213        32.878000\n",
       "             214        32.878600\n",
       "             215        32.879400\n",
       "             216        32.879000\n",
       "             217        32.879000\n",
       "             218        32.879000\n",
       "             219        32.879000\n",
       "             220        32.879000\n",
       "             221        32.879000\n",
       "             222        32.879000\n",
       "             223        32.879000\n",
       "             224        32.879000\n",
       "             225        32.879000\n",
       "             226        32.879000\n",
       "             227        32.879000\n",
       "             228        32.879000\n",
       "             229        32.879000\n",
       "             230        32.879000\n",
       "             231        32.879000\n",
       "             232        32.879000\n",
       "             233        32.879000\n",
       "             234        32.879000\n",
       "             235        32.879000\n",
       "             236        32.879000\n",
       "             237        32.879000\n",
       "             238        32.879833\n",
       "             239        32.882400\n",
       "             240        32.883000\n",
       "\n",
       "[269 rows x 1 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#aggregate latitude in 5-minute window\n",
    "one_person_df.groupby(['day_of_month','#window']).agg({'cl_latitude': \"mean\"})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "269"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(one_person_df.groupby(['day_of_month','#window']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>timestamp</th>\n",
       "      <th>person</th>\n",
       "      <th>raw_acc:magnitude_stats:mean</th>\n",
       "      <th>raw_acc:magnitude_stats:std</th>\n",
       "      <th>raw_acc:magnitude_stats:moment3</th>\n",
       "      <th>raw_acc:magnitude_stats:moment4</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile25</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile50</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile75</th>\n",
       "      <th>raw_acc:magnitude_stats:value_entropy</th>\n",
       "      <th>...</th>\n",
       "      <th>cl_longitude</th>\n",
       "      <th>minute_of_hour</th>\n",
       "      <th>minute_of_day</th>\n",
       "      <th>time_diff_in_minute</th>\n",
       "      <th>pleasant_score</th>\n",
       "      <th>#window</th>\n",
       "      <th>arousal_score</th>\n",
       "      <th>geo_dist</th>\n",
       "      <th>dominance_score</th>\n",
       "      <th>emotion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>8</td>\n",
       "      <td>1.001473</td>\n",
       "      <td>0.126916</td>\n",
       "      <td>0.209004</td>\n",
       "      <td>0.333994</td>\n",
       "      <td>0.956588</td>\n",
       "      <td>0.992468</td>\n",
       "      <td>1.033735</td>\n",
       "      <td>1.399579</td>\n",
       "      <td>...</td>\n",
       "      <td>-117.234</td>\n",
       "      <td>7</td>\n",
       "      <td>1087</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.47</td>\n",
       "      <td>217</td>\n",
       "      <td>6.05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>8</td>\n",
       "      <td>1.020985</td>\n",
       "      <td>0.211577</td>\n",
       "      <td>0.189190</td>\n",
       "      <td>0.312424</td>\n",
       "      <td>0.875169</td>\n",
       "      <td>1.003510</td>\n",
       "      <td>1.153094</td>\n",
       "      <td>2.234364</td>\n",
       "      <td>...</td>\n",
       "      <td>-117.234</td>\n",
       "      <td>8</td>\n",
       "      <td>1088</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>8.47</td>\n",
       "      <td>217</td>\n",
       "      <td>6.05</td>\n",
       "      <td>5.040893</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>8</td>\n",
       "      <td>1.036591</td>\n",
       "      <td>0.285806</td>\n",
       "      <td>-0.132830</td>\n",
       "      <td>0.343141</td>\n",
       "      <td>0.788695</td>\n",
       "      <td>1.072480</td>\n",
       "      <td>1.272836</td>\n",
       "      <td>2.705906</td>\n",
       "      <td>...</td>\n",
       "      <td>-117.235</td>\n",
       "      <td>9</td>\n",
       "      <td>1089</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>8.47</td>\n",
       "      <td>217</td>\n",
       "      <td>6.05</td>\n",
       "      <td>65.809210</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>8</td>\n",
       "      <td>1.076537</td>\n",
       "      <td>0.265645</td>\n",
       "      <td>0.142064</td>\n",
       "      <td>0.322576</td>\n",
       "      <td>0.854440</td>\n",
       "      <td>1.071343</td>\n",
       "      <td>1.288627</td>\n",
       "      <td>2.813417</td>\n",
       "      <td>...</td>\n",
       "      <td>-117.235</td>\n",
       "      <td>10</td>\n",
       "      <td>1090</td>\n",
       "      <td>1.016667</td>\n",
       "      <td>8.47</td>\n",
       "      <td>218</td>\n",
       "      <td>6.05</td>\n",
       "      <td>40.436150</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>8</td>\n",
       "      <td>1.152467</td>\n",
       "      <td>0.350221</td>\n",
       "      <td>0.292778</td>\n",
       "      <td>0.439607</td>\n",
       "      <td>0.857681</td>\n",
       "      <td>1.070274</td>\n",
       "      <td>1.418371</td>\n",
       "      <td>2.739190</td>\n",
       "      <td>...</td>\n",
       "      <td>-117.235</td>\n",
       "      <td>11</td>\n",
       "      <td>1091</td>\n",
       "      <td>0.983333</td>\n",
       "      <td>8.47</td>\n",
       "      <td>218</td>\n",
       "      <td>6.05</td>\n",
       "      <td>55.765343</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 284 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      timestamp  person  raw_acc:magnitude_stats:mean  \\\n",
       "0  1.440094e+09       8                      1.001473   \n",
       "1  1.440094e+09       8                      1.020985   \n",
       "2  1.440094e+09       8                      1.036591   \n",
       "3  1.440094e+09       8                      1.076537   \n",
       "4  1.440094e+09       8                      1.152467   \n",
       "\n",
       "   raw_acc:magnitude_stats:std  raw_acc:magnitude_stats:moment3  \\\n",
       "0                     0.126916                         0.209004   \n",
       "1                     0.211577                         0.189190   \n",
       "2                     0.285806                        -0.132830   \n",
       "3                     0.265645                         0.142064   \n",
       "4                     0.350221                         0.292778   \n",
       "\n",
       "   raw_acc:magnitude_stats:moment4  raw_acc:magnitude_stats:percentile25  \\\n",
       "0                         0.333994                              0.956588   \n",
       "1                         0.312424                              0.875169   \n",
       "2                         0.343141                              0.788695   \n",
       "3                         0.322576                              0.854440   \n",
       "4                         0.439607                              0.857681   \n",
       "\n",
       "   raw_acc:magnitude_stats:percentile50  raw_acc:magnitude_stats:percentile75  \\\n",
       "0                              0.992468                              1.033735   \n",
       "1                              1.003510                              1.153094   \n",
       "2                              1.072480                              1.272836   \n",
       "3                              1.071343                              1.288627   \n",
       "4                              1.070274                              1.418371   \n",
       "\n",
       "   raw_acc:magnitude_stats:value_entropy  ...  cl_longitude  minute_of_hour  \\\n",
       "0                               1.399579  ...      -117.234               7   \n",
       "1                               2.234364  ...      -117.234               8   \n",
       "2                               2.705906  ...      -117.235               9   \n",
       "3                               2.813417  ...      -117.235              10   \n",
       "4                               2.739190  ...      -117.235              11   \n",
       "\n",
       "   minute_of_day  time_diff_in_minute  pleasant_score  #window  arousal_score  \\\n",
       "0           1087             0.000000            8.47      217           6.05   \n",
       "1           1088             1.000000            8.47      217           6.05   \n",
       "2           1089             1.000000            8.47      217           6.05   \n",
       "3           1090             1.016667            8.47      218           6.05   \n",
       "4           1091             0.983333            8.47      218           6.05   \n",
       "\n",
       "    geo_dist  dominance_score  emotion  \n",
       "0   0.000000             7.21      2.0  \n",
       "1   5.040893             7.21      2.0  \n",
       "2  65.809210             7.21      2.0  \n",
       "3  40.436150             7.21      2.0  \n",
       "4  55.765343             7.21      2.0  \n",
       "\n",
       "[5 rows x 284 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "one_person_df.head() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# aggreegate  selected variables to the time interval (window=5 minutes)\n",
    "# continuous value: mean, binary value: sum\n",
    "temp_df=one_person_df.groupby(['day_of_month','#window']).agg({'timestamp':\"mean\", 'raw_acc:magnitude_stats:mean':\"mean\",'raw_acc:magnitude_stats:std': \"mean\",\\\n",
    "                                                               'raw_acc:magnitude_stats:moment3':\"mean\", 'raw_acc:magnitude_stats:percentile25':\"mean\",\\\n",
    "                                                               'raw_acc:magnitude_stats:percentile50':\"mean\",'raw_acc:magnitude_stats:percentile75':\"mean\",\\\n",
    "                                                               'raw_acc:magnitude_spectrum:log_energy_band1':\"mean\",'raw_acc:magnitude_spectrum:log_energy_band2':\"mean\",\\\n",
    "                                                               'raw_acc:magnitude_spectrum:log_energy_band3':\"mean\",\\\n",
    "                                                               'raw_acc:magnitude_autocorrelation:period':\"mean\",\\\n",
    "                                                               'raw_acc:magnitude_autocorrelation:normalized_ac':\"mean\",'raw_acc:3d:mean_x':\"mean\",\\\n",
    "                                                               'raw_acc:3d:mean_y':\"mean\",'raw_acc:3d:mean_z':\"mean\",\\\n",
    "                                                               'raw_acc:3d:ro_xy':\"mean\",'raw_acc:3d:ro_xz':\"mean\",\\\n",
    "                                                               'raw_acc:3d:ro_yz':\"mean\",\\\n",
    "                                                               'proc_gyro:magnitude_stats:moment3':\"mean\",'proc_gyro:magnitude_stats:moment4':\"mean\",\\\n",
    "                                                               \n",
    "                                                               'proc_gyro:magnitude_stats:percentile50':\"mean\",'proc_gyro:magnitude_stats:value_entropy':\"mean\",\\\n",
    "                                                               \n",
    "                                                               'proc_gyro:magnitude_spectrum:log_energy_band1':\"mean\",'proc_gyro:magnitude_spectrum:log_energy_band2':\"mean\",\\\n",
    "                                                               'proc_gyro:magnitude_spectrum:log_energy_band3':\"mean\",'proc_gyro:magnitude_spectrum:log_energy_band4':\"mean\",\\\n",
    "                                                               'proc_gyro:magnitude_spectrum:spectral_entropy':\"mean\",'proc_gyro:magnitude_autocorrelation:period':\"mean\",\\\n",
    "                                                               'proc_gyro:magnitude_autocorrelation:normalized_ac':\"mean\",'proc_gyro:3d:mean_x':\"mean\",\\\n",
    "                                                               'proc_gyro:3d:mean_y':\"mean\", 'proc_gyro:3d:mean_z':\"mean\",'proc_gyro:3d:std_z':\"mean\",'proc_gyro:3d:ro_xy':\"mean\",\\\n",
    "                                                               'proc_gyro:3d:ro_xz':\"mean\",'proc_gyro:3d:ro_yz':\"mean\",'raw_magnet:magnitude_stats:mean':\"mean\",'raw_magnet:magnitude_stats:moment4':\"mean\",\\\n",
    "                                                               'raw_magnet:magnitude_stats:percentile25':\"mean\",'raw_magnet:magnitude_stats:percentile50':\"mean\",'raw_magnet:magnitude_stats:percentile75':\"mean\",\\\n",
    "                                                               'raw_magnet:magnitude_stats:time_entropy':\"mean\",\\\n",
    "                                                               'raw_magnet:magnitude_spectrum:log_energy_band2':\"mean\",'raw_magnet:magnitude_spectrum:log_energy_band3':\"mean\",\\\n",
    "                                                               'raw_magnet:magnitude_spectrum:spectral_entropy':\"mean\",\\\n",
    "                                                               'raw_magnet:3d:mean_x':\"mean\",'raw_magnet:3d:mean_y':\"mean\",'raw_magnet:3d:mean_z':\"mean\",'raw_magnet:3d:std_x':\"mean\",\\\n",
    "                                                               'raw_magnet:3d:std_y':\"mean\",'raw_magnet:3d:std_z':'mean','raw_magnet:3d:ro_xy':'mean','raw_magnet:3d:ro_xz':'mean',\\\n",
    "                                                               'raw_magnet:avr_cosine_similarity_lag_range0':\"mean\",'raw_magnet:avr_cosine_similarity_lag_range1':\"mean\",\\\n",
    "                                                               'watch_acceleration:magnitude_stats:mean':\"mean\",'watch_acceleration:magnitude_stats:moment3':\"mean\",\\\n",
    "                                                               'watch_acceleration:magnitude_stats:moment4':\"mean\",'watch_acceleration:magnitude_stats:percentile25':\"mean\",'watch_acceleration:magnitude_stats:percentile50':\"mean\",\\\n",
    "                                                               'watch_acceleration:magnitude_stats:percentile75': \"mean\",'watch_acceleration:magnitude_stats:value_entropy': \"mean\",\\\n",
    "                                                               'watch_acceleration:magnitude_stats:time_entropy':\"mean\",'watch_acceleration:magnitude_spectrum:log_energy_band0': \"mean\",\\\n",
    "                                                               'watch_acceleration:magnitude_spectrum:log_energy_band1': \"mean\",'watch_acceleration:magnitude_spectrum:log_energy_band2': \"mean\",'watch_acceleration:magnitude_spectrum:log_energy_band3': \"mean\",\\\n",
    "                                                               'watch_acceleration:magnitude_spectrum:log_energy_band4': \"mean\",'watch_acceleration:3d:mean_x': \"mean\",\\\n",
    "                                                               'watch_acceleration:3d:mean_y': \"mean\",'watch_acceleration:3d:mean_z': \"mean\",\\\n",
    "                                                               'watch_acceleration:3d:std_z': \"mean\",'watch_acceleration:3d:ro_xy': \"mean\",\\\n",
    "                                                               'watch_acceleration:spectrum:x_log_energy_band0': \"mean\",\\\n",
    "                                                               'watch_acceleration:spectrum:x_log_energy_band2': \"mean\",\\\n",
    "                                                               'watch_acceleration:spectrum:x_log_energy_band3': \"mean\",'watch_acceleration:spectrum:x_log_energy_band4': \"mean\",\\\n",
    "                                                               'watch_acceleration:spectrum:y_log_energy_band1': \"mean\",'watch_acceleration:spectrum:y_log_energy_band2': \"mean\",\\\n",
    "                                                               'watch_acceleration:spectrum:y_log_energy_band4': \"mean\",\\\n",
    "                                                               'watch_acceleration:spectrum:z_log_energy_band0': \"mean\",'watch_acceleration:spectrum:z_log_energy_band1': \"mean\",\\\n",
    "                                                               'watch_acceleration:spectrum:z_log_energy_band2': \"mean\",\\\n",
    "                                                               'watch_acceleration:spectrum:z_log_energy_band4': \"mean\",'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range0': \"mean\",'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range1': \"mean\",\\\n",
    "                                                               'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range2': \"mean\",'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range3': \"mean\",'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range4': \"mean\",\\\n",
    "                                                               'watch_heading:mean_cos': \"mean\",'watch_heading:std_cos': \"mean\",'watch_heading:mom3_cos': \"mean\",\\\n",
    "                                                               'watch_heading:mom4_cos': \"mean\",'watch_heading:mean_sin': \"mean\",'watch_heading:std_sin': \"mean\",\\\n",
    "                                                               'watch_heading:mom3_sin': \"mean\",'watch_heading:mom4_sin': \"mean\",'watch_heading:entropy_8bins': \"mean\",'location:num_valid_updates': \"mean\",\\\n",
    "                                                               'location:log_longitude_range': \"mean\",'location:min_altitude': \"mean\",\\\n",
    "                                                               'location:max_altitude': \"mean\",'location:min_speed': \"mean\",\\\n",
    "                                                               'location:best_horizontal_accuracy': \"mean\",'location:best_vertical_accuracy': \"mean\",\\\n",
    "                                                               'location:diameter': \"mean\",'location:log_diameter': \"mean\",'location_quick_features:std_lat': \"mean\",'location_quick_features:std_long': \"mean\",\\\n",
    "                                                               'location_quick_features:lat_change': \"mean\",'location_quick_features:mean_abs_lat_deriv': \"mean\",\\\n",
    "                                                               'audio_naive:mfcc0:mean': \"mean\",'audio_naive:mfcc1:mean': \"mean\",\\\n",
    "                                                               'audio_naive:mfcc2:mean': \"mean\",'audio_naive:mfcc3:mean': \"mean\",'audio_naive:mfcc4:mean': \"mean\",\\\n",
    "                                                               'audio_naive:mfcc5:mean': \"mean\",'audio_naive:mfcc6:std': \"mean\",'audio_naive:mfcc7:mean': \"mean\",'audio_naive:mfcc8:mean': \"mean\",\\\n",
    "                                                               'audio_naive:mfcc9:mean': \"mean\",'audio_naive:mfcc10:mean': \"mean\",'audio_naive:mfcc11:mean': \"mean\",'audio_naive:mfcc12:mean': \"mean\",\\\n",
    "                                                               'audio_naive:mfcc0:std': \"mean\",'audio_naive:mfcc1:std': \"mean\",'audio_naive:mfcc2:std': \"mean\",'audio_naive:mfcc3:std': \"mean\",\\\n",
    "                                                               'audio_naive:mfcc4:std': \"mean\",'audio_naive:mfcc5:std': \"mean\",'audio_naive:mfcc6:std': \"mean\",'audio_naive:mfcc7:std': \"mean\",\\\n",
    "                                                               'audio_naive:mfcc8:std': \"mean\",'audio_naive:mfcc9:std': \"mean\",'audio_naive:mfcc10:std': \"mean\",'audio_naive:mfcc11:std': \"mean\",'audio_naive:mfcc12:std': \"mean\",\\\n",
    "                                                               'audio_properties:max_abs_value': \"mean\",'audio_properties:normalization_multiplier': \"mean\",\\\n",
    "                                                               'discrete:battery_plugged:is_ac': \"sum\",\\\n",
    "                                                               \n",
    "                                                               'discrete:battery_plugged:missing':\"sum\",'discrete:battery_state:is_unplugged':\"sum\",\\\n",
    "                                                               'discrete:battery_state:is_discharging':\"sum\",'discrete:battery_state:is_charging':\"sum\",\\\n",
    "                                                               \n",
    "                                                               'discrete:ringer_mode:is_normal':\"sum\",\\\n",
    "                                                               'discrete:ringer_mode:is_silent_with_vibrate':\"sum\",\\\n",
    "                                                               'discrete:wifi_status:is_not_reachable':'sum','discrete:wifi_status:is_reachable_via_wifi':'sum',\\\n",
    "                                                               'lf_measurements:light':\"mean\",'lf_measurements:pressure':\"mean\",'lf_measurements:proximity_cm':\"mean\",\\\n",
    "                                                               'lf_measurements:relative_humidity':\"mean\",'lf_measurements:battery_level':\"mean\",'lf_measurements:screen_brightness':\"mean\", 'lf_measurements:temperature_ambient':\"mean\",\\\n",
    "                                                               'label:LYING_DOWN': 'sum','label:SITTING': 'sum','label:FIX_walking': 'sum','label:FIX_running': 'sum','label:BICYCLING': 'sum','label:SLEEPING': 'sum','label:IN_CLASS': 'sum',\\\n",
    "                                                               'label:IN_A_MEETING': 'sum','label:LOC_main_workplace': 'sum','label:OR_indoors': 'sum','label:OR_outside': 'sum','label:IN_A_CAR': 'sum',\\\n",
    "                                                               'label:DRIVE_-_I_M_A_PASSENGER': 'sum','label:LOC_home': 'sum','label:PHONE_IN_POCKET': 'sum','label:OR_exercise': 'sum','label:COOKING': 'sum',\\\n",
    "                                                               'label:SHOPPING': 'sum', 'label:BATHING_-_SHOWER': 'sum','label:CLEANING': 'sum','label:DOING_LAUNDRY': 'sum','label:WATCHING_TV': 'sum',\\\n",
    "                                                               'label:SURFING_THE_INTERNET': 'sum','label:TALKING': 'sum','label:COMPUTER_WORK': 'sum','label:EATING': 'sum',\\\n",
    "                                                               'label:TOILET': 'sum','label:GROOMING': 'sum','label:DRESSING': 'sum','label:STAIRS_-_GOING_UP': 'sum','label:STAIRS_-_GOING_DOWN': 'sum','label:OR_standing': 'sum',\\\n",
    "                                                               'label:AT_SCHOOL': 'sum','label:PHONE_IN_HAND': 'sum','label:PHONE_IN_BAG': 'sum','label:PHONE_ON_TABLE': 'sum','label:WITH_CO-WORKERS': 'sum','label:WITH_FRIENDS': 'sum',\\\n",
    "                                                               'hour_of_timestamp': \"mean\", 'day_of_timestamp':\"max\", 'day_of_month':\"max\", 'geo_dist': \"mean\", 'cl_latitude': \"mean\", 'cl_longitude': \"mean\", 'pleasant_score': \"mean\", 'arousal_score': \"mean\",'dominance_score': \"mean\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>raw_acc:magnitude_stats:mean</th>\n",
       "      <th>raw_acc:magnitude_stats:std</th>\n",
       "      <th>raw_acc:magnitude_stats:moment3</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile25</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile50</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile75</th>\n",
       "      <th>raw_acc:magnitude_spectrum:log_energy_band1</th>\n",
       "      <th>raw_acc:magnitude_spectrum:log_energy_band2</th>\n",
       "      <th>raw_acc:magnitude_spectrum:log_energy_band3</th>\n",
       "      <th>...</th>\n",
       "      <th>label:WITH_FRIENDS</th>\n",
       "      <th>hour_of_timestamp</th>\n",
       "      <th>day_of_timestamp</th>\n",
       "      <th>day_of_month</th>\n",
       "      <th>geo_dist</th>\n",
       "      <th>cl_latitude</th>\n",
       "      <th>cl_longitude</th>\n",
       "      <th>pleasant_score</th>\n",
       "      <th>arousal_score</th>\n",
       "      <th>dominance_score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day_of_month</th>\n",
       "      <th>#window</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 rowspan=\"4\" valign=\"top\">20</th>\n",
       "      <th>217</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>1.019683</td>\n",
       "      <td>0.208100</td>\n",
       "      <td>0.088455</td>\n",
       "      <td>0.873484</td>\n",
       "      <td>1.022819</td>\n",
       "      <td>1.153222</td>\n",
       "      <td>0.468006</td>\n",
       "      <td>2.679848</td>\n",
       "      <td>1.444744</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>23.616701</td>\n",
       "      <td>32.881000</td>\n",
       "      <td>-117.234333</td>\n",
       "      <td>8.470000</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>1.093562</td>\n",
       "      <td>0.300236</td>\n",
       "      <td>0.205309</td>\n",
       "      <td>0.857378</td>\n",
       "      <td>1.063638</td>\n",
       "      <td>1.312268</td>\n",
       "      <td>0.860350</td>\n",
       "      <td>3.469182</td>\n",
       "      <td>1.702275</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>73.230956</td>\n",
       "      <td>32.879600</td>\n",
       "      <td>-117.233800</td>\n",
       "      <td>8.470000</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>1.440095e+09</td>\n",
       "      <td>1.025258</td>\n",
       "      <td>0.168070</td>\n",
       "      <td>0.227730</td>\n",
       "      <td>0.956374</td>\n",
       "      <td>1.010832</td>\n",
       "      <td>1.074479</td>\n",
       "      <td>0.608588</td>\n",
       "      <td>1.469505</td>\n",
       "      <td>0.990092</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>14.259258</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>8.470000</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>1.440095e+09</td>\n",
       "      <td>1.005540</td>\n",
       "      <td>0.074641</td>\n",
       "      <td>0.097187</td>\n",
       "      <td>0.987591</td>\n",
       "      <td>0.998488</td>\n",
       "      <td>1.011220</td>\n",
       "      <td>0.097474</td>\n",
       "      <td>0.601399</td>\n",
       "      <td>0.340052</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>20.064404</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>8.470000</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"26\" valign=\"top\">24</th>\n",
       "      <th>20</th>\n",
       "      <td>1.440381e+09</td>\n",
       "      <td>1.024582</td>\n",
       "      <td>0.190395</td>\n",
       "      <td>0.179144</td>\n",
       "      <td>0.928229</td>\n",
       "      <td>0.998126</td>\n",
       "      <td>1.114429</td>\n",
       "      <td>0.094596</td>\n",
       "      <td>2.130435</td>\n",
       "      <td>1.162463</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>697.187101</td>\n",
       "      <td>32.865000</td>\n",
       "      <td>-117.233000</td>\n",
       "      <td>8.235000</td>\n",
       "      <td>5.705</td>\n",
       "      <td>6.565000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1.440381e+09</td>\n",
       "      <td>1.030178</td>\n",
       "      <td>0.207203</td>\n",
       "      <td>0.228413</td>\n",
       "      <td>0.915062</td>\n",
       "      <td>0.994987</td>\n",
       "      <td>1.095068</td>\n",
       "      <td>0.157593</td>\n",
       "      <td>2.075438</td>\n",
       "      <td>1.841815</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>29.654626</td>\n",
       "      <td>32.865600</td>\n",
       "      <td>-117.232200</td>\n",
       "      <td>8.235000</td>\n",
       "      <td>5.705</td>\n",
       "      <td>6.565000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1.440381e+09</td>\n",
       "      <td>1.020069</td>\n",
       "      <td>0.171735</td>\n",
       "      <td>0.215544</td>\n",
       "      <td>0.930502</td>\n",
       "      <td>0.998261</td>\n",
       "      <td>1.071296</td>\n",
       "      <td>0.442164</td>\n",
       "      <td>1.867431</td>\n",
       "      <td>1.525476</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>17.430353</td>\n",
       "      <td>32.865500</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>8.235000</td>\n",
       "      <td>5.705</td>\n",
       "      <td>6.565000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>1.440442e+09</td>\n",
       "      <td>1.066504</td>\n",
       "      <td>0.335112</td>\n",
       "      <td>0.311042</td>\n",
       "      <td>0.831905</td>\n",
       "      <td>1.031235</td>\n",
       "      <td>1.229658</td>\n",
       "      <td>1.183385</td>\n",
       "      <td>3.607128</td>\n",
       "      <td>2.082192</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>931.640307</td>\n",
       "      <td>32.878000</td>\n",
       "      <td>-117.238000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>1.440443e+09</td>\n",
       "      <td>1.097777</td>\n",
       "      <td>0.338977</td>\n",
       "      <td>0.245074</td>\n",
       "      <td>0.881603</td>\n",
       "      <td>1.074694</td>\n",
       "      <td>1.303618</td>\n",
       "      <td>0.879899</td>\n",
       "      <td>3.573324</td>\n",
       "      <td>1.520199</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>64.009379</td>\n",
       "      <td>32.876600</td>\n",
       "      <td>-117.239000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>1.440443e+09</td>\n",
       "      <td>1.051386</td>\n",
       "      <td>0.187730</td>\n",
       "      <td>0.216487</td>\n",
       "      <td>0.968418</td>\n",
       "      <td>1.028802</td>\n",
       "      <td>1.108949</td>\n",
       "      <td>0.283732</td>\n",
       "      <td>1.720786</td>\n",
       "      <td>1.156501</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>17.105087</td>\n",
       "      <td>32.875200</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.844000</td>\n",
       "      <td>1.940</td>\n",
       "      <td>7.358000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>1.440443e+09</td>\n",
       "      <td>1.008782</td>\n",
       "      <td>0.008767</td>\n",
       "      <td>0.009651</td>\n",
       "      <td>1.007424</td>\n",
       "      <td>1.008563</td>\n",
       "      <td>1.009635</td>\n",
       "      <td>0.000296</td>\n",
       "      <td>0.019366</td>\n",
       "      <td>0.010291</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0.742334</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.660000</td>\n",
       "      <td>3.020</td>\n",
       "      <td>7.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>1.440444e+09</td>\n",
       "      <td>1.007277</td>\n",
       "      <td>0.011460</td>\n",
       "      <td>0.019646</td>\n",
       "      <td>1.005816</td>\n",
       "      <td>1.006858</td>\n",
       "      <td>1.008019</td>\n",
       "      <td>0.001760</td>\n",
       "      <td>0.047780</td>\n",
       "      <td>0.022834</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>6.021756</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.660000</td>\n",
       "      <td>3.020</td>\n",
       "      <td>7.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>1.440444e+09</td>\n",
       "      <td>1.009898</td>\n",
       "      <td>0.016968</td>\n",
       "      <td>0.020801</td>\n",
       "      <td>1.007111</td>\n",
       "      <td>1.008544</td>\n",
       "      <td>1.010371</td>\n",
       "      <td>0.026528</td>\n",
       "      <td>0.195327</td>\n",
       "      <td>0.108419</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>5.809940</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.660000</td>\n",
       "      <td>3.020</td>\n",
       "      <td>7.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>1.440444e+09</td>\n",
       "      <td>1.009058</td>\n",
       "      <td>0.013982</td>\n",
       "      <td>0.014876</td>\n",
       "      <td>1.007358</td>\n",
       "      <td>1.008607</td>\n",
       "      <td>1.009818</td>\n",
       "      <td>0.007770</td>\n",
       "      <td>0.122403</td>\n",
       "      <td>0.139749</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>6.875335</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.660000</td>\n",
       "      <td>3.020</td>\n",
       "      <td>7.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>1.440444e+09</td>\n",
       "      <td>1.005128</td>\n",
       "      <td>0.008207</td>\n",
       "      <td>0.006587</td>\n",
       "      <td>1.003661</td>\n",
       "      <td>1.005420</td>\n",
       "      <td>1.006753</td>\n",
       "      <td>0.004742</td>\n",
       "      <td>0.040416</td>\n",
       "      <td>0.067800</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>10.023929</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.660000</td>\n",
       "      <td>3.020</td>\n",
       "      <td>7.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>1.440445e+09</td>\n",
       "      <td>1.002669</td>\n",
       "      <td>0.005094</td>\n",
       "      <td>0.002968</td>\n",
       "      <td>1.001045</td>\n",
       "      <td>1.002727</td>\n",
       "      <td>1.004058</td>\n",
       "      <td>0.000079</td>\n",
       "      <td>0.001012</td>\n",
       "      <td>0.002625</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>7.306451</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.660000</td>\n",
       "      <td>3.020</td>\n",
       "      <td>7.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>1.440445e+09</td>\n",
       "      <td>1.003176</td>\n",
       "      <td>0.003153</td>\n",
       "      <td>0.001349</td>\n",
       "      <td>1.001728</td>\n",
       "      <td>1.003131</td>\n",
       "      <td>1.004596</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.001304</td>\n",
       "      <td>0.002351</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>2.117447</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.660000</td>\n",
       "      <td>3.020</td>\n",
       "      <td>7.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>1.440445e+09</td>\n",
       "      <td>1.005738</td>\n",
       "      <td>0.005517</td>\n",
       "      <td>-0.000738</td>\n",
       "      <td>1.004542</td>\n",
       "      <td>1.005849</td>\n",
       "      <td>1.007096</td>\n",
       "      <td>0.000081</td>\n",
       "      <td>0.003867</td>\n",
       "      <td>0.003277</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0.116451</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.660000</td>\n",
       "      <td>3.020</td>\n",
       "      <td>7.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>1.440446e+09</td>\n",
       "      <td>1.007669</td>\n",
       "      <td>0.012626</td>\n",
       "      <td>0.014211</td>\n",
       "      <td>1.004760</td>\n",
       "      <td>1.007512</td>\n",
       "      <td>1.009633</td>\n",
       "      <td>0.001842</td>\n",
       "      <td>0.009232</td>\n",
       "      <td>0.011628</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>4.453022</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.660000</td>\n",
       "      <td>3.020</td>\n",
       "      <td>7.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>1.440446e+09</td>\n",
       "      <td>1.003017</td>\n",
       "      <td>0.028405</td>\n",
       "      <td>0.045988</td>\n",
       "      <td>0.999485</td>\n",
       "      <td>1.001858</td>\n",
       "      <td>1.003965</td>\n",
       "      <td>0.015088</td>\n",
       "      <td>0.024224</td>\n",
       "      <td>0.055679</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>6.695479</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.660000</td>\n",
       "      <td>3.020</td>\n",
       "      <td>7.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>1.440446e+09</td>\n",
       "      <td>0.997965</td>\n",
       "      <td>0.006008</td>\n",
       "      <td>-0.000755</td>\n",
       "      <td>0.996648</td>\n",
       "      <td>0.997957</td>\n",
       "      <td>0.999215</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.031912</td>\n",
       "      <td>0.012052</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>2.104706</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.660000</td>\n",
       "      <td>3.020</td>\n",
       "      <td>7.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>1.440447e+09</td>\n",
       "      <td>0.998027</td>\n",
       "      <td>0.011421</td>\n",
       "      <td>0.007390</td>\n",
       "      <td>0.995346</td>\n",
       "      <td>0.997924</td>\n",
       "      <td>1.000491</td>\n",
       "      <td>0.001735</td>\n",
       "      <td>0.038958</td>\n",
       "      <td>0.038123</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0.341850</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.660000</td>\n",
       "      <td>3.020</td>\n",
       "      <td>7.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>1.440447e+09</td>\n",
       "      <td>1.017957</td>\n",
       "      <td>0.099511</td>\n",
       "      <td>0.128507</td>\n",
       "      <td>0.995432</td>\n",
       "      <td>1.004496</td>\n",
       "      <td>1.016352</td>\n",
       "      <td>0.066391</td>\n",
       "      <td>0.442368</td>\n",
       "      <td>0.382290</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>1.794990</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.813333</td>\n",
       "      <td>2.120</td>\n",
       "      <td>7.303333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>1.440447e+09</td>\n",
       "      <td>1.005388</td>\n",
       "      <td>0.029069</td>\n",
       "      <td>0.052824</td>\n",
       "      <td>1.003107</td>\n",
       "      <td>1.004182</td>\n",
       "      <td>1.005244</td>\n",
       "      <td>0.080527</td>\n",
       "      <td>0.302571</td>\n",
       "      <td>0.280233</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>1.529296</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>1.440447e+09</td>\n",
       "      <td>1.001537</td>\n",
       "      <td>0.002300</td>\n",
       "      <td>-0.000329</td>\n",
       "      <td>1.000127</td>\n",
       "      <td>1.001566</td>\n",
       "      <td>1.002941</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.000652</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>2.005638</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>1.440448e+09</td>\n",
       "      <td>0.991654</td>\n",
       "      <td>0.017088</td>\n",
       "      <td>0.026622</td>\n",
       "      <td>0.987051</td>\n",
       "      <td>0.990857</td>\n",
       "      <td>0.993391</td>\n",
       "      <td>0.038678</td>\n",
       "      <td>0.151210</td>\n",
       "      <td>0.163512</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>3.552632</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>1.440448e+09</td>\n",
       "      <td>0.986210</td>\n",
       "      <td>0.004079</td>\n",
       "      <td>0.003743</td>\n",
       "      <td>0.984470</td>\n",
       "      <td>0.985617</td>\n",
       "      <td>0.987661</td>\n",
       "      <td>0.000338</td>\n",
       "      <td>0.000824</td>\n",
       "      <td>0.002667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>1.959823</td>\n",
       "      <td>32.875000</td>\n",
       "      <td>-117.240000</td>\n",
       "      <td>6.844000</td>\n",
       "      <td>1.940</td>\n",
       "      <td>7.358000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>1.440448e+09</td>\n",
       "      <td>1.068145</td>\n",
       "      <td>0.333558</td>\n",
       "      <td>0.406510</td>\n",
       "      <td>0.883554</td>\n",
       "      <td>1.012965</td>\n",
       "      <td>1.177665</td>\n",
       "      <td>0.445948</td>\n",
       "      <td>2.274139</td>\n",
       "      <td>1.256528</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>30.004348</td>\n",
       "      <td>32.875800</td>\n",
       "      <td>-117.240400</td>\n",
       "      <td>4.194000</td>\n",
       "      <td>4.448</td>\n",
       "      <td>5.122000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>1.440449e+09</td>\n",
       "      <td>1.125525</td>\n",
       "      <td>0.468947</td>\n",
       "      <td>0.530704</td>\n",
       "      <td>0.844863</td>\n",
       "      <td>1.042582</td>\n",
       "      <td>1.300624</td>\n",
       "      <td>0.299822</td>\n",
       "      <td>2.793903</td>\n",
       "      <td>2.243061</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>35.169366</td>\n",
       "      <td>32.878400</td>\n",
       "      <td>-117.240800</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>5.400</td>\n",
       "      <td>3.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>1.440449e+09</td>\n",
       "      <td>1.142975</td>\n",
       "      <td>0.506386</td>\n",
       "      <td>0.516444</td>\n",
       "      <td>0.831315</td>\n",
       "      <td>1.091889</td>\n",
       "      <td>1.390226</td>\n",
       "      <td>0.772097</td>\n",
       "      <td>3.785308</td>\n",
       "      <td>2.323983</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>56.470990</td>\n",
       "      <td>32.878200</td>\n",
       "      <td>-117.241800</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>5.400</td>\n",
       "      <td>3.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\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 rowspan=\"30\" valign=\"top\">25</th>\n",
       "      <th>211</th>\n",
       "      <td>1.440524e+09</td>\n",
       "      <td>0.989023</td>\n",
       "      <td>0.018986</td>\n",
       "      <td>0.011019</td>\n",
       "      <td>0.984243</td>\n",
       "      <td>0.988705</td>\n",
       "      <td>0.993324</td>\n",
       "      <td>0.003343</td>\n",
       "      <td>0.016187</td>\n",
       "      <td>0.032718</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>2.622038</td>\n",
       "      <td>32.878000</td>\n",
       "      <td>-117.237000</td>\n",
       "      <td>6.430000</td>\n",
       "      <td>4.370</td>\n",
       "      <td>6.620000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>1.440525e+09</td>\n",
       "      <td>0.987107</td>\n",
       "      <td>0.015717</td>\n",
       "      <td>0.008347</td>\n",
       "      <td>0.981253</td>\n",
       "      <td>0.986534</td>\n",
       "      <td>0.992872</td>\n",
       "      <td>0.002137</td>\n",
       "      <td>0.052764</td>\n",
       "      <td>0.047359</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>2.029033</td>\n",
       "      <td>32.878000</td>\n",
       "      <td>-117.237000</td>\n",
       "      <td>6.430000</td>\n",
       "      <td>4.370</td>\n",
       "      <td>6.620000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>1.440525e+09</td>\n",
       "      <td>0.986350</td>\n",
       "      <td>0.014133</td>\n",
       "      <td>0.015360</td>\n",
       "      <td>0.980369</td>\n",
       "      <td>0.985993</td>\n",
       "      <td>0.991533</td>\n",
       "      <td>0.002830</td>\n",
       "      <td>0.043468</td>\n",
       "      <td>0.044833</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>0.733181</td>\n",
       "      <td>32.878000</td>\n",
       "      <td>-117.237000</td>\n",
       "      <td>6.430000</td>\n",
       "      <td>4.370</td>\n",
       "      <td>6.620000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>1.440525e+09</td>\n",
       "      <td>1.026269</td>\n",
       "      <td>0.222390</td>\n",
       "      <td>0.237659</td>\n",
       "      <td>0.875875</td>\n",
       "      <td>1.009953</td>\n",
       "      <td>1.137770</td>\n",
       "      <td>0.183953</td>\n",
       "      <td>2.474704</td>\n",
       "      <td>0.981219</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>48.333769</td>\n",
       "      <td>32.878600</td>\n",
       "      <td>-117.236200</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>5.400</td>\n",
       "      <td>3.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>1.440525e+09</td>\n",
       "      <td>1.072930</td>\n",
       "      <td>0.348787</td>\n",
       "      <td>0.235260</td>\n",
       "      <td>0.867297</td>\n",
       "      <td>1.056175</td>\n",
       "      <td>1.266918</td>\n",
       "      <td>0.208552</td>\n",
       "      <td>3.562769</td>\n",
       "      <td>2.353351</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>86.195179</td>\n",
       "      <td>32.879400</td>\n",
       "      <td>-117.233200</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>5.400</td>\n",
       "      <td>3.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>1.440526e+09</td>\n",
       "      <td>1.007863</td>\n",
       "      <td>0.101184</td>\n",
       "      <td>0.146422</td>\n",
       "      <td>0.987710</td>\n",
       "      <td>0.996573</td>\n",
       "      <td>1.012331</td>\n",
       "      <td>0.507979</td>\n",
       "      <td>1.020100</td>\n",
       "      <td>0.792917</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>4.271751</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>5.400</td>\n",
       "      <td>3.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>1.440526e+09</td>\n",
       "      <td>0.991879</td>\n",
       "      <td>0.039727</td>\n",
       "      <td>0.062426</td>\n",
       "      <td>0.982440</td>\n",
       "      <td>0.990234</td>\n",
       "      <td>0.997239</td>\n",
       "      <td>0.100638</td>\n",
       "      <td>0.551128</td>\n",
       "      <td>0.265911</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>3.050120</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>5.400</td>\n",
       "      <td>3.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>1.440526e+09</td>\n",
       "      <td>0.991552</td>\n",
       "      <td>0.037623</td>\n",
       "      <td>0.041744</td>\n",
       "      <td>0.976882</td>\n",
       "      <td>0.989937</td>\n",
       "      <td>1.002763</td>\n",
       "      <td>0.012237</td>\n",
       "      <td>0.224147</td>\n",
       "      <td>0.286062</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>7.740796</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>5.400</td>\n",
       "      <td>3.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>1.440527e+09</td>\n",
       "      <td>0.993293</td>\n",
       "      <td>0.047593</td>\n",
       "      <td>0.078156</td>\n",
       "      <td>0.981488</td>\n",
       "      <td>0.989838</td>\n",
       "      <td>0.998577</td>\n",
       "      <td>0.064889</td>\n",
       "      <td>0.477402</td>\n",
       "      <td>0.291996</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>7.425808</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>5.400</td>\n",
       "      <td>3.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>1.440527e+09</td>\n",
       "      <td>0.997319</td>\n",
       "      <td>0.039348</td>\n",
       "      <td>0.046582</td>\n",
       "      <td>0.988601</td>\n",
       "      <td>0.995679</td>\n",
       "      <td>1.003170</td>\n",
       "      <td>0.017540</td>\n",
       "      <td>0.232007</td>\n",
       "      <td>0.200830</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>6.320027</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>5.400</td>\n",
       "      <td>3.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>1.440527e+09</td>\n",
       "      <td>0.992072</td>\n",
       "      <td>0.026932</td>\n",
       "      <td>0.029237</td>\n",
       "      <td>0.987041</td>\n",
       "      <td>0.990651</td>\n",
       "      <td>0.994902</td>\n",
       "      <td>0.010561</td>\n",
       "      <td>0.152378</td>\n",
       "      <td>0.281086</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>3.587561</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>5.400</td>\n",
       "      <td>3.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>1.440528e+09</td>\n",
       "      <td>0.991150</td>\n",
       "      <td>0.008009</td>\n",
       "      <td>0.010925</td>\n",
       "      <td>0.989425</td>\n",
       "      <td>0.990797</td>\n",
       "      <td>0.992559</td>\n",
       "      <td>0.000290</td>\n",
       "      <td>0.000679</td>\n",
       "      <td>0.001453</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>11.751926</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>5.400</td>\n",
       "      <td>3.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>1.440528e+09</td>\n",
       "      <td>0.992004</td>\n",
       "      <td>0.007507</td>\n",
       "      <td>-0.001737</td>\n",
       "      <td>0.989908</td>\n",
       "      <td>0.991776</td>\n",
       "      <td>0.993596</td>\n",
       "      <td>0.001814</td>\n",
       "      <td>0.005842</td>\n",
       "      <td>0.003593</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>14.072200</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.231800</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>1.440528e+09</td>\n",
       "      <td>1.007631</td>\n",
       "      <td>0.007519</td>\n",
       "      <td>0.002242</td>\n",
       "      <td>1.004450</td>\n",
       "      <td>1.007544</td>\n",
       "      <td>1.010361</td>\n",
       "      <td>0.000546</td>\n",
       "      <td>0.007040</td>\n",
       "      <td>0.006792</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>5.159969</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>1.440528e+09</td>\n",
       "      <td>1.008652</td>\n",
       "      <td>0.010949</td>\n",
       "      <td>0.009107</td>\n",
       "      <td>1.006190</td>\n",
       "      <td>1.008880</td>\n",
       "      <td>1.010939</td>\n",
       "      <td>0.000407</td>\n",
       "      <td>0.001439</td>\n",
       "      <td>0.002186</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>6.629692</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>1.440529e+09</td>\n",
       "      <td>1.010093</td>\n",
       "      <td>0.007006</td>\n",
       "      <td>-0.001020</td>\n",
       "      <td>1.008273</td>\n",
       "      <td>1.010105</td>\n",
       "      <td>1.011923</td>\n",
       "      <td>0.000293</td>\n",
       "      <td>0.001154</td>\n",
       "      <td>0.001264</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>13.300641</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>1.440529e+09</td>\n",
       "      <td>1.002630</td>\n",
       "      <td>0.015457</td>\n",
       "      <td>0.025467</td>\n",
       "      <td>0.998053</td>\n",
       "      <td>1.002224</td>\n",
       "      <td>1.006653</td>\n",
       "      <td>0.006155</td>\n",
       "      <td>0.032331</td>\n",
       "      <td>0.026326</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>19.528383</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>1.440529e+09</td>\n",
       "      <td>0.991839</td>\n",
       "      <td>0.022374</td>\n",
       "      <td>0.019801</td>\n",
       "      <td>0.982214</td>\n",
       "      <td>0.990909</td>\n",
       "      <td>1.000153</td>\n",
       "      <td>0.007565</td>\n",
       "      <td>0.056337</td>\n",
       "      <td>0.059621</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>10.204613</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>1.440530e+09</td>\n",
       "      <td>1.004996</td>\n",
       "      <td>0.013326</td>\n",
       "      <td>-0.001768</td>\n",
       "      <td>0.997597</td>\n",
       "      <td>1.005089</td>\n",
       "      <td>1.011876</td>\n",
       "      <td>0.000751</td>\n",
       "      <td>0.006173</td>\n",
       "      <td>0.013709</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>6.465252</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>1.440530e+09</td>\n",
       "      <td>0.993643</td>\n",
       "      <td>0.050664</td>\n",
       "      <td>0.060096</td>\n",
       "      <td>0.983153</td>\n",
       "      <td>0.992007</td>\n",
       "      <td>1.000392</td>\n",
       "      <td>0.037128</td>\n",
       "      <td>0.261067</td>\n",
       "      <td>0.153620</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>7.887725</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>1.440530e+09</td>\n",
       "      <td>0.990900</td>\n",
       "      <td>0.002396</td>\n",
       "      <td>0.001945</td>\n",
       "      <td>0.989572</td>\n",
       "      <td>0.990536</td>\n",
       "      <td>0.991543</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>8.001517</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>1.440531e+09</td>\n",
       "      <td>0.990362</td>\n",
       "      <td>0.003750</td>\n",
       "      <td>0.005213</td>\n",
       "      <td>0.989113</td>\n",
       "      <td>0.990093</td>\n",
       "      <td>0.991096</td>\n",
       "      <td>0.000742</td>\n",
       "      <td>0.004798</td>\n",
       "      <td>0.001821</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>16.615518</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>1.440531e+09</td>\n",
       "      <td>0.989823</td>\n",
       "      <td>0.001312</td>\n",
       "      <td>0.000566</td>\n",
       "      <td>0.988982</td>\n",
       "      <td>0.989783</td>\n",
       "      <td>0.990616</td>\n",
       "      <td>0.000050</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>6.028699</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>1.440531e+09</td>\n",
       "      <td>0.991741</td>\n",
       "      <td>0.005822</td>\n",
       "      <td>0.008824</td>\n",
       "      <td>0.990008</td>\n",
       "      <td>0.991041</td>\n",
       "      <td>0.992912</td>\n",
       "      <td>0.000966</td>\n",
       "      <td>0.008193</td>\n",
       "      <td>0.016165</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>5.367251</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>1.440531e+09</td>\n",
       "      <td>0.991404</td>\n",
       "      <td>0.003804</td>\n",
       "      <td>0.004660</td>\n",
       "      <td>0.989530</td>\n",
       "      <td>0.990692</td>\n",
       "      <td>0.992971</td>\n",
       "      <td>0.000091</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000076</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>11.306393</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>1.440532e+09</td>\n",
       "      <td>0.990345</td>\n",
       "      <td>0.001822</td>\n",
       "      <td>0.001246</td>\n",
       "      <td>0.989177</td>\n",
       "      <td>0.990175</td>\n",
       "      <td>0.991336</td>\n",
       "      <td>0.000085</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>0.000564</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>9.740022</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>6.890000</td>\n",
       "      <td>1.670</td>\n",
       "      <td>7.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>1.440532e+09</td>\n",
       "      <td>0.997438</td>\n",
       "      <td>0.038497</td>\n",
       "      <td>0.026277</td>\n",
       "      <td>0.979960</td>\n",
       "      <td>0.994450</td>\n",
       "      <td>1.010939</td>\n",
       "      <td>0.068678</td>\n",
       "      <td>0.226914</td>\n",
       "      <td>0.142678</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>18.897352</td>\n",
       "      <td>32.879000</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>7.048000</td>\n",
       "      <td>2.108</td>\n",
       "      <td>7.417000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>1.440532e+09</td>\n",
       "      <td>1.042879</td>\n",
       "      <td>0.311984</td>\n",
       "      <td>0.232806</td>\n",
       "      <td>0.787349</td>\n",
       "      <td>1.019552</td>\n",
       "      <td>1.236914</td>\n",
       "      <td>0.424699</td>\n",
       "      <td>3.614880</td>\n",
       "      <td>1.817914</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>63.629940</td>\n",
       "      <td>32.879833</td>\n",
       "      <td>-117.233667</td>\n",
       "      <td>7.680000</td>\n",
       "      <td>3.860</td>\n",
       "      <td>7.325000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>1.440533e+09</td>\n",
       "      <td>1.035726</td>\n",
       "      <td>0.242367</td>\n",
       "      <td>0.221644</td>\n",
       "      <td>0.855329</td>\n",
       "      <td>1.009340</td>\n",
       "      <td>1.157013</td>\n",
       "      <td>0.356303</td>\n",
       "      <td>2.613672</td>\n",
       "      <td>1.484679</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>45.186022</td>\n",
       "      <td>32.882400</td>\n",
       "      <td>-117.234400</td>\n",
       "      <td>7.680000</td>\n",
       "      <td>3.860</td>\n",
       "      <td>7.325000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>1.440533e+09</td>\n",
       "      <td>0.990674</td>\n",
       "      <td>0.003074</td>\n",
       "      <td>0.003324</td>\n",
       "      <td>0.988966</td>\n",
       "      <td>0.990475</td>\n",
       "      <td>0.991886</td>\n",
       "      <td>0.000161</td>\n",
       "      <td>0.000409</td>\n",
       "      <td>0.000846</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>4.581938</td>\n",
       "      <td>32.883000</td>\n",
       "      <td>-117.235000</td>\n",
       "      <td>7.680000</td>\n",
       "      <td>3.860</td>\n",
       "      <td>7.325000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>269 rows × 201 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         timestamp  raw_acc:magnitude_stats:mean  \\\n",
       "day_of_month #window                                               \n",
       "20           217      1.440094e+09                      1.019683   \n",
       "             218      1.440094e+09                      1.093562   \n",
       "             219      1.440095e+09                      1.025258   \n",
       "             220      1.440095e+09                      1.005540   \n",
       "24           20       1.440381e+09                      1.024582   \n",
       "             21       1.440381e+09                      1.030178   \n",
       "             22       1.440381e+09                      1.020069   \n",
       "             226      1.440442e+09                      1.066504   \n",
       "             227      1.440443e+09                      1.097777   \n",
       "             228      1.440443e+09                      1.051386   \n",
       "             229      1.440443e+09                      1.008782   \n",
       "             230      1.440444e+09                      1.007277   \n",
       "             231      1.440444e+09                      1.009898   \n",
       "             232      1.440444e+09                      1.009058   \n",
       "             233      1.440444e+09                      1.005128   \n",
       "             234      1.440445e+09                      1.002669   \n",
       "             235      1.440445e+09                      1.003176   \n",
       "             236      1.440445e+09                      1.005738   \n",
       "             237      1.440446e+09                      1.007669   \n",
       "             238      1.440446e+09                      1.003017   \n",
       "             239      1.440446e+09                      0.997965   \n",
       "             240      1.440447e+09                      0.998027   \n",
       "             241      1.440447e+09                      1.017957   \n",
       "             242      1.440447e+09                      1.005388   \n",
       "             243      1.440447e+09                      1.001537   \n",
       "             244      1.440448e+09                      0.991654   \n",
       "             245      1.440448e+09                      0.986210   \n",
       "             246      1.440448e+09                      1.068145   \n",
       "             247      1.440449e+09                      1.125525   \n",
       "             248      1.440449e+09                      1.142975   \n",
       "...                            ...                           ...   \n",
       "25           211      1.440524e+09                      0.989023   \n",
       "             212      1.440525e+09                      0.987107   \n",
       "             213      1.440525e+09                      0.986350   \n",
       "             214      1.440525e+09                      1.026269   \n",
       "             215      1.440525e+09                      1.072930   \n",
       "             216      1.440526e+09                      1.007863   \n",
       "             217      1.440526e+09                      0.991879   \n",
       "             218      1.440526e+09                      0.991552   \n",
       "             219      1.440527e+09                      0.993293   \n",
       "             220      1.440527e+09                      0.997319   \n",
       "             221      1.440527e+09                      0.992072   \n",
       "             222      1.440528e+09                      0.991150   \n",
       "             223      1.440528e+09                      0.992004   \n",
       "             224      1.440528e+09                      1.007631   \n",
       "             225      1.440528e+09                      1.008652   \n",
       "             226      1.440529e+09                      1.010093   \n",
       "             227      1.440529e+09                      1.002630   \n",
       "             228      1.440529e+09                      0.991839   \n",
       "             229      1.440530e+09                      1.004996   \n",
       "             230      1.440530e+09                      0.993643   \n",
       "             231      1.440530e+09                      0.990900   \n",
       "             232      1.440531e+09                      0.990362   \n",
       "             233      1.440531e+09                      0.989823   \n",
       "             234      1.440531e+09                      0.991741   \n",
       "             235      1.440531e+09                      0.991404   \n",
       "             236      1.440532e+09                      0.990345   \n",
       "             237      1.440532e+09                      0.997438   \n",
       "             238      1.440532e+09                      1.042879   \n",
       "             239      1.440533e+09                      1.035726   \n",
       "             240      1.440533e+09                      0.990674   \n",
       "\n",
       "                      raw_acc:magnitude_stats:std  \\\n",
       "day_of_month #window                                \n",
       "20           217                         0.208100   \n",
       "             218                         0.300236   \n",
       "             219                         0.168070   \n",
       "             220                         0.074641   \n",
       "24           20                          0.190395   \n",
       "             21                          0.207203   \n",
       "             22                          0.171735   \n",
       "             226                         0.335112   \n",
       "             227                         0.338977   \n",
       "             228                         0.187730   \n",
       "             229                         0.008767   \n",
       "             230                         0.011460   \n",
       "             231                         0.016968   \n",
       "             232                         0.013982   \n",
       "             233                         0.008207   \n",
       "             234                         0.005094   \n",
       "             235                         0.003153   \n",
       "             236                         0.005517   \n",
       "             237                         0.012626   \n",
       "             238                         0.028405   \n",
       "             239                         0.006008   \n",
       "             240                         0.011421   \n",
       "             241                         0.099511   \n",
       "             242                         0.029069   \n",
       "             243                         0.002300   \n",
       "             244                         0.017088   \n",
       "             245                         0.004079   \n",
       "             246                         0.333558   \n",
       "             247                         0.468947   \n",
       "             248                         0.506386   \n",
       "...                                           ...   \n",
       "25           211                         0.018986   \n",
       "             212                         0.015717   \n",
       "             213                         0.014133   \n",
       "             214                         0.222390   \n",
       "             215                         0.348787   \n",
       "             216                         0.101184   \n",
       "             217                         0.039727   \n",
       "             218                         0.037623   \n",
       "             219                         0.047593   \n",
       "             220                         0.039348   \n",
       "             221                         0.026932   \n",
       "             222                         0.008009   \n",
       "             223                         0.007507   \n",
       "             224                         0.007519   \n",
       "             225                         0.010949   \n",
       "             226                         0.007006   \n",
       "             227                         0.015457   \n",
       "             228                         0.022374   \n",
       "             229                         0.013326   \n",
       "             230                         0.050664   \n",
       "             231                         0.002396   \n",
       "             232                         0.003750   \n",
       "             233                         0.001312   \n",
       "             234                         0.005822   \n",
       "             235                         0.003804   \n",
       "             236                         0.001822   \n",
       "             237                         0.038497   \n",
       "             238                         0.311984   \n",
       "             239                         0.242367   \n",
       "             240                         0.003074   \n",
       "\n",
       "                      raw_acc:magnitude_stats:moment3  \\\n",
       "day_of_month #window                                    \n",
       "20           217                             0.088455   \n",
       "             218                             0.205309   \n",
       "             219                             0.227730   \n",
       "             220                             0.097187   \n",
       "24           20                              0.179144   \n",
       "             21                              0.228413   \n",
       "             22                              0.215544   \n",
       "             226                             0.311042   \n",
       "             227                             0.245074   \n",
       "             228                             0.216487   \n",
       "             229                             0.009651   \n",
       "             230                             0.019646   \n",
       "             231                             0.020801   \n",
       "             232                             0.014876   \n",
       "             233                             0.006587   \n",
       "             234                             0.002968   \n",
       "             235                             0.001349   \n",
       "             236                            -0.000738   \n",
       "             237                             0.014211   \n",
       "             238                             0.045988   \n",
       "             239                            -0.000755   \n",
       "             240                             0.007390   \n",
       "             241                             0.128507   \n",
       "             242                             0.052824   \n",
       "             243                            -0.000329   \n",
       "             244                             0.026622   \n",
       "             245                             0.003743   \n",
       "             246                             0.406510   \n",
       "             247                             0.530704   \n",
       "             248                             0.516444   \n",
       "...                                               ...   \n",
       "25           211                             0.011019   \n",
       "             212                             0.008347   \n",
       "             213                             0.015360   \n",
       "             214                             0.237659   \n",
       "             215                             0.235260   \n",
       "             216                             0.146422   \n",
       "             217                             0.062426   \n",
       "             218                             0.041744   \n",
       "             219                             0.078156   \n",
       "             220                             0.046582   \n",
       "             221                             0.029237   \n",
       "             222                             0.010925   \n",
       "             223                            -0.001737   \n",
       "             224                             0.002242   \n",
       "             225                             0.009107   \n",
       "             226                            -0.001020   \n",
       "             227                             0.025467   \n",
       "             228                             0.019801   \n",
       "             229                            -0.001768   \n",
       "             230                             0.060096   \n",
       "             231                             0.001945   \n",
       "             232                             0.005213   \n",
       "             233                             0.000566   \n",
       "             234                             0.008824   \n",
       "             235                             0.004660   \n",
       "             236                             0.001246   \n",
       "             237                             0.026277   \n",
       "             238                             0.232806   \n",
       "             239                             0.221644   \n",
       "             240                             0.003324   \n",
       "\n",
       "                      raw_acc:magnitude_stats:percentile25  \\\n",
       "day_of_month #window                                         \n",
       "20           217                                  0.873484   \n",
       "             218                                  0.857378   \n",
       "             219                                  0.956374   \n",
       "             220                                  0.987591   \n",
       "24           20                                   0.928229   \n",
       "             21                                   0.915062   \n",
       "             22                                   0.930502   \n",
       "             226                                  0.831905   \n",
       "             227                                  0.881603   \n",
       "             228                                  0.968418   \n",
       "             229                                  1.007424   \n",
       "             230                                  1.005816   \n",
       "             231                                  1.007111   \n",
       "             232                                  1.007358   \n",
       "             233                                  1.003661   \n",
       "             234                                  1.001045   \n",
       "             235                                  1.001728   \n",
       "             236                                  1.004542   \n",
       "             237                                  1.004760   \n",
       "             238                                  0.999485   \n",
       "             239                                  0.996648   \n",
       "             240                                  0.995346   \n",
       "             241                                  0.995432   \n",
       "             242                                  1.003107   \n",
       "             243                                  1.000127   \n",
       "             244                                  0.987051   \n",
       "             245                                  0.984470   \n",
       "             246                                  0.883554   \n",
       "             247                                  0.844863   \n",
       "             248                                  0.831315   \n",
       "...                                                    ...   \n",
       "25           211                                  0.984243   \n",
       "             212                                  0.981253   \n",
       "             213                                  0.980369   \n",
       "             214                                  0.875875   \n",
       "             215                                  0.867297   \n",
       "             216                                  0.987710   \n",
       "             217                                  0.982440   \n",
       "             218                                  0.976882   \n",
       "             219                                  0.981488   \n",
       "             220                                  0.988601   \n",
       "             221                                  0.987041   \n",
       "             222                                  0.989425   \n",
       "             223                                  0.989908   \n",
       "             224                                  1.004450   \n",
       "             225                                  1.006190   \n",
       "             226                                  1.008273   \n",
       "             227                                  0.998053   \n",
       "             228                                  0.982214   \n",
       "             229                                  0.997597   \n",
       "             230                                  0.983153   \n",
       "             231                                  0.989572   \n",
       "             232                                  0.989113   \n",
       "             233                                  0.988982   \n",
       "             234                                  0.990008   \n",
       "             235                                  0.989530   \n",
       "             236                                  0.989177   \n",
       "             237                                  0.979960   \n",
       "             238                                  0.787349   \n",
       "             239                                  0.855329   \n",
       "             240                                  0.988966   \n",
       "\n",
       "                      raw_acc:magnitude_stats:percentile50  \\\n",
       "day_of_month #window                                         \n",
       "20           217                                  1.022819   \n",
       "             218                                  1.063638   \n",
       "             219                                  1.010832   \n",
       "             220                                  0.998488   \n",
       "24           20                                   0.998126   \n",
       "             21                                   0.994987   \n",
       "             22                                   0.998261   \n",
       "             226                                  1.031235   \n",
       "             227                                  1.074694   \n",
       "             228                                  1.028802   \n",
       "             229                                  1.008563   \n",
       "             230                                  1.006858   \n",
       "             231                                  1.008544   \n",
       "             232                                  1.008607   \n",
       "             233                                  1.005420   \n",
       "             234                                  1.002727   \n",
       "             235                                  1.003131   \n",
       "             236                                  1.005849   \n",
       "             237                                  1.007512   \n",
       "             238                                  1.001858   \n",
       "             239                                  0.997957   \n",
       "             240                                  0.997924   \n",
       "             241                                  1.004496   \n",
       "             242                                  1.004182   \n",
       "             243                                  1.001566   \n",
       "             244                                  0.990857   \n",
       "             245                                  0.985617   \n",
       "             246                                  1.012965   \n",
       "             247                                  1.042582   \n",
       "             248                                  1.091889   \n",
       "...                                                    ...   \n",
       "25           211                                  0.988705   \n",
       "             212                                  0.986534   \n",
       "             213                                  0.985993   \n",
       "             214                                  1.009953   \n",
       "             215                                  1.056175   \n",
       "             216                                  0.996573   \n",
       "             217                                  0.990234   \n",
       "             218                                  0.989937   \n",
       "             219                                  0.989838   \n",
       "             220                                  0.995679   \n",
       "             221                                  0.990651   \n",
       "             222                                  0.990797   \n",
       "             223                                  0.991776   \n",
       "             224                                  1.007544   \n",
       "             225                                  1.008880   \n",
       "             226                                  1.010105   \n",
       "             227                                  1.002224   \n",
       "             228                                  0.990909   \n",
       "             229                                  1.005089   \n",
       "             230                                  0.992007   \n",
       "             231                                  0.990536   \n",
       "             232                                  0.990093   \n",
       "             233                                  0.989783   \n",
       "             234                                  0.991041   \n",
       "             235                                  0.990692   \n",
       "             236                                  0.990175   \n",
       "             237                                  0.994450   \n",
       "             238                                  1.019552   \n",
       "             239                                  1.009340   \n",
       "             240                                  0.990475   \n",
       "\n",
       "                      raw_acc:magnitude_stats:percentile75  \\\n",
       "day_of_month #window                                         \n",
       "20           217                                  1.153222   \n",
       "             218                                  1.312268   \n",
       "             219                                  1.074479   \n",
       "             220                                  1.011220   \n",
       "24           20                                   1.114429   \n",
       "             21                                   1.095068   \n",
       "             22                                   1.071296   \n",
       "             226                                  1.229658   \n",
       "             227                                  1.303618   \n",
       "             228                                  1.108949   \n",
       "             229                                  1.009635   \n",
       "             230                                  1.008019   \n",
       "             231                                  1.010371   \n",
       "             232                                  1.009818   \n",
       "             233                                  1.006753   \n",
       "             234                                  1.004058   \n",
       "             235                                  1.004596   \n",
       "             236                                  1.007096   \n",
       "             237                                  1.009633   \n",
       "             238                                  1.003965   \n",
       "             239                                  0.999215   \n",
       "             240                                  1.000491   \n",
       "             241                                  1.016352   \n",
       "             242                                  1.005244   \n",
       "             243                                  1.002941   \n",
       "             244                                  0.993391   \n",
       "             245                                  0.987661   \n",
       "             246                                  1.177665   \n",
       "             247                                  1.300624   \n",
       "             248                                  1.390226   \n",
       "...                                                    ...   \n",
       "25           211                                  0.993324   \n",
       "             212                                  0.992872   \n",
       "             213                                  0.991533   \n",
       "             214                                  1.137770   \n",
       "             215                                  1.266918   \n",
       "             216                                  1.012331   \n",
       "             217                                  0.997239   \n",
       "             218                                  1.002763   \n",
       "             219                                  0.998577   \n",
       "             220                                  1.003170   \n",
       "             221                                  0.994902   \n",
       "             222                                  0.992559   \n",
       "             223                                  0.993596   \n",
       "             224                                  1.010361   \n",
       "             225                                  1.010939   \n",
       "             226                                  1.011923   \n",
       "             227                                  1.006653   \n",
       "             228                                  1.000153   \n",
       "             229                                  1.011876   \n",
       "             230                                  1.000392   \n",
       "             231                                  0.991543   \n",
       "             232                                  0.991096   \n",
       "             233                                  0.990616   \n",
       "             234                                  0.992912   \n",
       "             235                                  0.992971   \n",
       "             236                                  0.991336   \n",
       "             237                                  1.010939   \n",
       "             238                                  1.236914   \n",
       "             239                                  1.157013   \n",
       "             240                                  0.991886   \n",
       "\n",
       "                      raw_acc:magnitude_spectrum:log_energy_band1  \\\n",
       "day_of_month #window                                                \n",
       "20           217                                         0.468006   \n",
       "             218                                         0.860350   \n",
       "             219                                         0.608588   \n",
       "             220                                         0.097474   \n",
       "24           20                                          0.094596   \n",
       "             21                                          0.157593   \n",
       "             22                                          0.442164   \n",
       "             226                                         1.183385   \n",
       "             227                                         0.879899   \n",
       "             228                                         0.283732   \n",
       "             229                                         0.000296   \n",
       "             230                                         0.001760   \n",
       "             231                                         0.026528   \n",
       "             232                                         0.007770   \n",
       "             233                                         0.004742   \n",
       "             234                                         0.000079   \n",
       "             235                                         0.000100   \n",
       "             236                                         0.000081   \n",
       "             237                                         0.001842   \n",
       "             238                                         0.015088   \n",
       "             239                                         0.000086   \n",
       "             240                                         0.001735   \n",
       "             241                                         0.066391   \n",
       "             242                                         0.080527   \n",
       "             243                                         0.000025   \n",
       "             244                                         0.038678   \n",
       "             245                                         0.000338   \n",
       "             246                                         0.445948   \n",
       "             247                                         0.299822   \n",
       "             248                                         0.772097   \n",
       "...                                                           ...   \n",
       "25           211                                         0.003343   \n",
       "             212                                         0.002137   \n",
       "             213                                         0.002830   \n",
       "             214                                         0.183953   \n",
       "             215                                         0.208552   \n",
       "             216                                         0.507979   \n",
       "             217                                         0.100638   \n",
       "             218                                         0.012237   \n",
       "             219                                         0.064889   \n",
       "             220                                         0.017540   \n",
       "             221                                         0.010561   \n",
       "             222                                         0.000290   \n",
       "             223                                         0.001814   \n",
       "             224                                         0.000546   \n",
       "             225                                         0.000407   \n",
       "             226                                         0.000293   \n",
       "             227                                         0.006155   \n",
       "             228                                         0.007565   \n",
       "             229                                         0.000751   \n",
       "             230                                         0.037128   \n",
       "             231                                         0.000043   \n",
       "             232                                         0.000742   \n",
       "             233                                         0.000050   \n",
       "             234                                         0.000966   \n",
       "             235                                         0.000091   \n",
       "             236                                         0.000085   \n",
       "             237                                         0.068678   \n",
       "             238                                         0.424699   \n",
       "             239                                         0.356303   \n",
       "             240                                         0.000161   \n",
       "\n",
       "                      raw_acc:magnitude_spectrum:log_energy_band2  \\\n",
       "day_of_month #window                                                \n",
       "20           217                                         2.679848   \n",
       "             218                                         3.469182   \n",
       "             219                                         1.469505   \n",
       "             220                                         0.601399   \n",
       "24           20                                          2.130435   \n",
       "             21                                          2.075438   \n",
       "             22                                          1.867431   \n",
       "             226                                         3.607128   \n",
       "             227                                         3.573324   \n",
       "             228                                         1.720786   \n",
       "             229                                         0.019366   \n",
       "             230                                         0.047780   \n",
       "             231                                         0.195327   \n",
       "             232                                         0.122403   \n",
       "             233                                         0.040416   \n",
       "             234                                         0.001012   \n",
       "             235                                         0.001304   \n",
       "             236                                         0.003867   \n",
       "             237                                         0.009232   \n",
       "             238                                         0.024224   \n",
       "             239                                         0.031912   \n",
       "             240                                         0.038958   \n",
       "             241                                         0.442368   \n",
       "             242                                         0.302571   \n",
       "             243                                         0.000129   \n",
       "             244                                         0.151210   \n",
       "             245                                         0.000824   \n",
       "             246                                         2.274139   \n",
       "             247                                         2.793903   \n",
       "             248                                         3.785308   \n",
       "...                                                           ...   \n",
       "25           211                                         0.016187   \n",
       "             212                                         0.052764   \n",
       "             213                                         0.043468   \n",
       "             214                                         2.474704   \n",
       "             215                                         3.562769   \n",
       "             216                                         1.020100   \n",
       "             217                                         0.551128   \n",
       "             218                                         0.224147   \n",
       "             219                                         0.477402   \n",
       "             220                                         0.232007   \n",
       "             221                                         0.152378   \n",
       "             222                                         0.000679   \n",
       "             223                                         0.005842   \n",
       "             224                                         0.007040   \n",
       "             225                                         0.001439   \n",
       "             226                                         0.001154   \n",
       "             227                                         0.032331   \n",
       "             228                                         0.056337   \n",
       "             229                                         0.006173   \n",
       "             230                                         0.261067   \n",
       "             231                                         0.000124   \n",
       "             232                                         0.004798   \n",
       "             233                                         0.000120   \n",
       "             234                                         0.008193   \n",
       "             235                                         0.000120   \n",
       "             236                                         0.000362   \n",
       "             237                                         0.226914   \n",
       "             238                                         3.614880   \n",
       "             239                                         2.613672   \n",
       "             240                                         0.000409   \n",
       "\n",
       "                      raw_acc:magnitude_spectrum:log_energy_band3  ...  \\\n",
       "day_of_month #window                                               ...   \n",
       "20           217                                         1.444744  ...   \n",
       "             218                                         1.702275  ...   \n",
       "             219                                         0.990092  ...   \n",
       "             220                                         0.340052  ...   \n",
       "24           20                                          1.162463  ...   \n",
       "             21                                          1.841815  ...   \n",
       "             22                                          1.525476  ...   \n",
       "             226                                         2.082192  ...   \n",
       "             227                                         1.520199  ...   \n",
       "             228                                         1.156501  ...   \n",
       "             229                                         0.010291  ...   \n",
       "             230                                         0.022834  ...   \n",
       "             231                                         0.108419  ...   \n",
       "             232                                         0.139749  ...   \n",
       "             233                                         0.067800  ...   \n",
       "             234                                         0.002625  ...   \n",
       "             235                                         0.002351  ...   \n",
       "             236                                         0.003277  ...   \n",
       "             237                                         0.011628  ...   \n",
       "             238                                         0.055679  ...   \n",
       "             239                                         0.012052  ...   \n",
       "             240                                         0.038123  ...   \n",
       "             241                                         0.382290  ...   \n",
       "             242                                         0.280233  ...   \n",
       "             243                                         0.000652  ...   \n",
       "             244                                         0.163512  ...   \n",
       "             245                                         0.002667  ...   \n",
       "             246                                         1.256528  ...   \n",
       "             247                                         2.243061  ...   \n",
       "             248                                         2.323983  ...   \n",
       "...                                                           ...  ...   \n",
       "25           211                                         0.032718  ...   \n",
       "             212                                         0.047359  ...   \n",
       "             213                                         0.044833  ...   \n",
       "             214                                         0.981219  ...   \n",
       "             215                                         2.353351  ...   \n",
       "             216                                         0.792917  ...   \n",
       "             217                                         0.265911  ...   \n",
       "             218                                         0.286062  ...   \n",
       "             219                                         0.291996  ...   \n",
       "             220                                         0.200830  ...   \n",
       "             221                                         0.281086  ...   \n",
       "             222                                         0.001453  ...   \n",
       "             223                                         0.003593  ...   \n",
       "             224                                         0.006792  ...   \n",
       "             225                                         0.002186  ...   \n",
       "             226                                         0.001264  ...   \n",
       "             227                                         0.026326  ...   \n",
       "             228                                         0.059621  ...   \n",
       "             229                                         0.013709  ...   \n",
       "             230                                         0.153620  ...   \n",
       "             231                                         0.000205  ...   \n",
       "             232                                         0.001821  ...   \n",
       "             233                                         0.000092  ...   \n",
       "             234                                         0.016165  ...   \n",
       "             235                                         0.000076  ...   \n",
       "             236                                         0.000564  ...   \n",
       "             237                                         0.142678  ...   \n",
       "             238                                         1.817914  ...   \n",
       "             239                                         1.484679  ...   \n",
       "             240                                         0.000846  ...   \n",
       "\n",
       "                      label:WITH_FRIENDS  hour_of_timestamp  day_of_timestamp  \\\n",
       "day_of_month #window                                                            \n",
       "20           217                     0.0                 18                 3   \n",
       "             218                     0.0                 18                 3   \n",
       "             219                     0.0                 18                 3   \n",
       "             220                     0.0                 18                 3   \n",
       "24           20                      0.0                  1                 0   \n",
       "             21                      0.0                  1                 0   \n",
       "             22                      0.0                  1                 0   \n",
       "             226                     0.0                 18                 0   \n",
       "             227                     0.0                 18                 0   \n",
       "             228                     0.0                 19                 0   \n",
       "             229                     0.0                 19                 0   \n",
       "             230                     0.0                 19                 0   \n",
       "             231                     0.0                 19                 0   \n",
       "             232                     0.0                 19                 0   \n",
       "             233                     0.0                 19                 0   \n",
       "             234                     0.0                 19                 0   \n",
       "             235                     0.0                 19                 0   \n",
       "             236                     0.0                 19                 0   \n",
       "             237                     0.0                 19                 0   \n",
       "             238                     0.0                 19                 0   \n",
       "             239                     0.0                 19                 0   \n",
       "             240                     0.0                 20                 0   \n",
       "             241                     0.0                 20                 0   \n",
       "             242                     0.0                 20                 0   \n",
       "             243                     0.0                 20                 0   \n",
       "             244                     0.0                 20                 0   \n",
       "             245                     0.0                 20                 0   \n",
       "             246                     0.0                 20                 0   \n",
       "             247                     0.0                 20                 0   \n",
       "             248                     0.0                 20                 0   \n",
       "...                                  ...                ...               ...   \n",
       "25           211                     0.0                 17                 1   \n",
       "             212                     0.0                 17                 1   \n",
       "             213                     0.0                 17                 1   \n",
       "             214                     0.0                 17                 1   \n",
       "             215                     0.0                 17                 1   \n",
       "             216                     0.0                 18                 1   \n",
       "             217                     0.0                 18                 1   \n",
       "             218                     0.0                 18                 1   \n",
       "             219                     0.0                 18                 1   \n",
       "             220                     0.0                 18                 1   \n",
       "             221                     0.0                 18                 1   \n",
       "             222                     0.0                 18                 1   \n",
       "             223                     0.0                 18                 1   \n",
       "             224                     0.0                 18                 1   \n",
       "             225                     0.0                 18                 1   \n",
       "             226                     0.0                 18                 1   \n",
       "             227                     0.0                 18                 1   \n",
       "             228                     0.0                 19                 1   \n",
       "             229                     0.0                 19                 1   \n",
       "             230                     0.0                 19                 1   \n",
       "             231                     0.0                 19                 1   \n",
       "             232                     0.0                 19                 1   \n",
       "             233                     0.0                 19                 1   \n",
       "             234                     0.0                 19                 1   \n",
       "             235                     0.0                 19                 1   \n",
       "             236                     0.0                 19                 1   \n",
       "             237                     0.0                 19                 1   \n",
       "             238                     0.0                 19                 1   \n",
       "             239                     0.0                 19                 1   \n",
       "             240                     0.0                 20                 1   \n",
       "\n",
       "                      day_of_month    geo_dist  cl_latitude  cl_longitude  \\\n",
       "day_of_month #window                                                        \n",
       "20           217                20   23.616701    32.881000   -117.234333   \n",
       "             218                20   73.230956    32.879600   -117.233800   \n",
       "             219                20   14.259258    32.879000   -117.232000   \n",
       "             220                20   20.064404    32.879000   -117.232000   \n",
       "24           20                 24  697.187101    32.865000   -117.233000   \n",
       "             21                 24   29.654626    32.865600   -117.232200   \n",
       "             22                 24   17.430353    32.865500   -117.232000   \n",
       "             226                24  931.640307    32.878000   -117.238000   \n",
       "             227                24   64.009379    32.876600   -117.239000   \n",
       "             228                24   17.105087    32.875200   -117.240000   \n",
       "             229                24    0.742334    32.875000   -117.240000   \n",
       "             230                24    6.021756    32.875000   -117.240000   \n",
       "             231                24    5.809940    32.875000   -117.240000   \n",
       "             232                24    6.875335    32.875000   -117.240000   \n",
       "             233                24   10.023929    32.875000   -117.240000   \n",
       "             234                24    7.306451    32.875000   -117.240000   \n",
       "             235                24    2.117447    32.875000   -117.240000   \n",
       "             236                24    0.116451    32.875000   -117.240000   \n",
       "             237                24    4.453022    32.875000   -117.240000   \n",
       "             238                24    6.695479    32.875000   -117.240000   \n",
       "             239                24    2.104706    32.875000   -117.240000   \n",
       "             240                24    0.341850    32.875000   -117.240000   \n",
       "             241                24    1.794990    32.875000   -117.240000   \n",
       "             242                24    1.529296    32.875000   -117.240000   \n",
       "             243                24    2.005638    32.875000   -117.240000   \n",
       "             244                24    3.552632    32.875000   -117.240000   \n",
       "             245                24    1.959823    32.875000   -117.240000   \n",
       "             246                24   30.004348    32.875800   -117.240400   \n",
       "             247                24   35.169366    32.878400   -117.240800   \n",
       "             248                24   56.470990    32.878200   -117.241800   \n",
       "...                            ...         ...          ...           ...   \n",
       "25           211                25    2.622038    32.878000   -117.237000   \n",
       "             212                25    2.029033    32.878000   -117.237000   \n",
       "             213                25    0.733181    32.878000   -117.237000   \n",
       "             214                25   48.333769    32.878600   -117.236200   \n",
       "             215                25   86.195179    32.879400   -117.233200   \n",
       "             216                25    4.271751    32.879000   -117.232000   \n",
       "             217                25    3.050120    32.879000   -117.232000   \n",
       "             218                25    7.740796    32.879000   -117.232000   \n",
       "             219                25    7.425808    32.879000   -117.232000   \n",
       "             220                25    6.320027    32.879000   -117.232000   \n",
       "             221                25    3.587561    32.879000   -117.232000   \n",
       "             222                25   11.751926    32.879000   -117.232000   \n",
       "             223                25   14.072200    32.879000   -117.231800   \n",
       "             224                25    5.159969    32.879000   -117.232000   \n",
       "             225                25    6.629692    32.879000   -117.232000   \n",
       "             226                25   13.300641    32.879000   -117.232000   \n",
       "             227                25   19.528383    32.879000   -117.232000   \n",
       "             228                25   10.204613    32.879000   -117.232000   \n",
       "             229                25    6.465252    32.879000   -117.232000   \n",
       "             230                25    7.887725    32.879000   -117.232000   \n",
       "             231                25    8.001517    32.879000   -117.232000   \n",
       "             232                25   16.615518    32.879000   -117.232000   \n",
       "             233                25    6.028699    32.879000   -117.232000   \n",
       "             234                25    5.367251    32.879000   -117.232000   \n",
       "             235                25   11.306393    32.879000   -117.232000   \n",
       "             236                25    9.740022    32.879000   -117.232000   \n",
       "             237                25   18.897352    32.879000   -117.232000   \n",
       "             238                25   63.629940    32.879833   -117.233667   \n",
       "             239                25   45.186022    32.882400   -117.234400   \n",
       "             240                25    4.581938    32.883000   -117.235000   \n",
       "\n",
       "                      pleasant_score  arousal_score  dominance_score  \n",
       "day_of_month #window                                                  \n",
       "20           217            8.470000          6.050         7.210000  \n",
       "             218            8.470000          6.050         7.210000  \n",
       "             219            8.470000          6.050         7.210000  \n",
       "             220            8.470000          6.050         7.210000  \n",
       "24           20             8.235000          5.705         6.565000  \n",
       "             21             8.235000          5.705         6.565000  \n",
       "             22             8.235000          5.705         6.565000  \n",
       "             226            6.890000          1.670         7.440000  \n",
       "             227            6.890000          1.670         7.440000  \n",
       "             228            6.844000          1.940         7.358000  \n",
       "             229            6.660000          3.020         7.030000  \n",
       "             230            6.660000          3.020         7.030000  \n",
       "             231            6.660000          3.020         7.030000  \n",
       "             232            6.660000          3.020         7.030000  \n",
       "             233            6.660000          3.020         7.030000  \n",
       "             234            6.660000          3.020         7.030000  \n",
       "             235            6.660000          3.020         7.030000  \n",
       "             236            6.660000          3.020         7.030000  \n",
       "             237            6.660000          3.020         7.030000  \n",
       "             238            6.660000          3.020         7.030000  \n",
       "             239            6.660000          3.020         7.030000  \n",
       "             240            6.660000          3.020         7.030000  \n",
       "             241            6.813333          2.120         7.303333  \n",
       "             242            6.890000          1.670         7.440000  \n",
       "             243            6.890000          1.670         7.440000  \n",
       "             244            6.890000          1.670         7.440000  \n",
       "             245            6.844000          1.940         7.358000  \n",
       "             246            4.194000          4.448         5.122000  \n",
       "             247            2.550000          5.400         3.850000  \n",
       "             248            2.550000          5.400         3.850000  \n",
       "...                              ...            ...              ...  \n",
       "25           211            6.430000          4.370         6.620000  \n",
       "             212            6.430000          4.370         6.620000  \n",
       "             213            6.430000          4.370         6.620000  \n",
       "             214            2.550000          5.400         3.850000  \n",
       "             215            2.550000          5.400         3.850000  \n",
       "             216            2.550000          5.400         3.850000  \n",
       "             217            2.550000          5.400         3.850000  \n",
       "             218            2.550000          5.400         3.850000  \n",
       "             219            2.550000          5.400         3.850000  \n",
       "             220            2.550000          5.400         3.850000  \n",
       "             221            2.550000          5.400         3.850000  \n",
       "             222            2.550000          5.400         3.850000  \n",
       "             223            6.890000          1.670         7.440000  \n",
       "             224            6.890000          1.670         7.440000  \n",
       "             225            6.890000          1.670         7.440000  \n",
       "             226            6.890000          1.670         7.440000  \n",
       "             227            6.890000          1.670         7.440000  \n",
       "             228            6.890000          1.670         7.440000  \n",
       "             229            6.890000          1.670         7.440000  \n",
       "             230            6.890000          1.670         7.440000  \n",
       "             231            6.890000          1.670         7.440000  \n",
       "             232            6.890000          1.670         7.440000  \n",
       "             233            6.890000          1.670         7.440000  \n",
       "             234            6.890000          1.670         7.440000  \n",
       "             235            6.890000          1.670         7.440000  \n",
       "             236            6.890000          1.670         7.440000  \n",
       "             237            7.048000          2.108         7.417000  \n",
       "             238            7.680000          3.860         7.325000  \n",
       "             239            7.680000          3.860         7.325000  \n",
       "             240            7.680000          3.860         7.325000  \n",
       "\n",
       "[269 rows x 201 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "a=one_person_df.groupby(['day_of_month','#window']).size().unstack(fill_value=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FPDOzFnDL2MysBdwyNjNrAbeMzcxaYCjcMjYza5zHGZuZtYD7jM3MWsB9xmZmLeBuCjOzFvDt0GZmLRAeTWFm1jx3U5iZtYAv4JmZtYCHtpmZtYC7KczMWqDJ26GnNHZmM7OWiRL/xiLp65LulrSil3M7GZuZZYaJnksPvgHM6/Xc7qYwM8tUOc44Ii6XNKfX+NpaxpLm5V5vIOk0ScslLZQ0q8t+CyQtkbTkG7fcWVf1zMzWUKZlnM9VWVmwNueus2V8PHBB9vok4C7gQOBvgK8AB420U0QMAAMAD81/XXO96Wb2tDMUvY80zueqKkxUN8WeEbFr9vr/SDpsgs5rZtazJlt/dSbjzSUdDQhYX5LiLx0yvnBoZq3T5DjjOpPiV4GZwAzgm8CmAJK2AJbVeF4zs3GpcjSFpG8DPwe2l7RK0j90i6+tZRwRx0naAZgNXB0Rj2brV0taWNd5zczGq+LRFAeXia9zNMXhwLnA4cAKSW/ObT6+rvOamY1XxeOMS6mzz3gBsEdEPJqNtVskaU5EnELqRzYza5XhEqMpqlZnMp6a65q4TdJcUkJ+Hk7GZtZCk/UC3mpJneFsZIn5ANKFvJ1qPK+Z2bhERM+lanW2jA8FBvMrImIQOFTSV2o8r5nZuEzKKTQjYlWXbT+r67xmZuPlyeXNzFpg2A8kNTNrXpm5KarmZGxmlnE3hZlZC7ibwsysBdwyNjNrAbeMzcxaYDiGGju3k7GZWWZS3vRhZtZv6rjNuVdOxmZmGbeMzcxawC1jM7MW8GgKM7MWmKyTy5uZ9RX3GZuZtYD7jM3MWsB9xmZmLeCWsZlZC7jP2MysBYaGPZrCzKxxnkLTzKwFfAHPzKwFmryAN6WxM5uZtUyU+DcWSfMk3SLp15I+Nla8W8ZmZpnhii7gSZoKfAl4PbAKuFbSDyPiptH2ccvYzCwTJcoYXgr8OiJujYgngO8Ab+5+8ohWF2BBlXGObcf52xDb9Pn7Lbbp85eNrbsAC4AlubIgt+0twNdyy+8Cvtj1eE2/oR7e8JIq4xzbjvO3Ibbp8/dbbNPnLxvbZAHeOkIy/kK3fdxNYWZWvVXAVrnlLYHfd9vBydjMrHrXAi+QtLWk6cA7gB9226EfRlMMVBzn2Hacvw2xTZ+/32KbPn/Z2MZExKCkDwAXAlOBr0fEjd32UdafYWZmDXI3hZlZCzgZm5m1gJOxmVkLOBmbmbXApEvGks4vEdvzldmSsWXqUHlsXXW15kjaVtLfSnpRYf10Scotv0bSMZL2G+EYPcf2ev6ysRNV337UN6MpJJ0fEftlr3cfLQz4UUQ8O7ffxl1ir4+ILccZW6YOlcfWVdduJM2IiEd7jN0hIm6uIbZMHcZV32xc6JOR/XJIeg2wO3BTRHT94yVpW2AXYGUUJoUpc1xJlwJvjYh7Jb0L+CRwOfAyYCAivpDFXQ/MjYgHJH0Y+Gvgx8CrSXerfTx3zDKxPZ1/HLG11HcyaFUyLpGIhoDLsvVFL4+IdXPHHAJ+V4iNbHl2RExfi9gydag0tq66diPp9oh47mSPrTFplTnuiojYMXt9LTAvIu6TtB5wVUTsPELcEmCfiHhc0jRgaSduLWNHPf9axlZW38mgbTd9XMvoSWPD3OuVwD9FxK+KQZLuKKy6Fdg3Im6vOLZMHeqIraWuko4uxnQ2ATMKsf+3S+yGaxFbpg511HdqRDyQvX47f0kCJwBLgXyLbLOIuDd7fQTwinwiAr6Qiy1z3CclzY6IO4FHgcey9X8i3UTQ8bCkHSNiBXAv8EzgcdLvdrEbskxsr+cvG1tXffte25Jxr0njU4z+zTi8sPx5YCNgjaQF/OdaxJapQx2xddX1eOCzwOAIscVjzAeOIf3SFR28FrFl6lBHfetKWmWO+0HgIklnAzcCl0i6ANgHOD0X917grKzVfTewRNJlwM6k/xvGGdvr+cvG1lXfvte2boq3ADdExC0jbDsoIn6QW94BmA1cne8XlDQvIi4o7PtSICLiWqWLCvOAmyPixz3U6YyIOLSHuL1Jc5iuiIiLCtteRupDfFjSuqQW0G7ATcDxEfFQLvYI4JyIKLZui+d7Bql19fuI+ImkQ4BXkv6gDUTEk4X4bUgfi7ciJa5fAd/OnzuLuxI4PCKuG+Gcd0TEVrnlS4BPRMSVI8T+NiK2HmdsmTpUXl9JOwNnAtdnm/cifWLbGTg5Ihbm9ptLmkT8bGBjUh9wJxFdGBGfy8X2fNwsfgPgEGA7UsJeBZxb7F9Xmsj8rwpxF0bEgyO8zzKxPZ1/HLG11LfftSoZdyNpfkScnr0+Ang/KfHsChwZEedm25ZGxO65/Y4F9iN9Iy8m9eUtBl5H+qZ+JhdbnMhDwGuASwAi4k252Gsi4qXZ6/dk9TmH9IPzPxFxQi72RmCXSPerDwB/BBYB+2br/yYX+xCpdfUb4NvA9yLinhH+P87K3tN6wIOkj+Tfz46piDgsF3sEcACpL/ONwDLgAVJy/ueIWJyL3R64f5RzzoqIP+SWNwb+f0T8sRg7wr5lYsvUYXvgvlxXQVX1rStpPS2Si6TNI+LuGo67SUTcV/VxWyFaMPdnLwW4Pff6BmBG9noOaWLnI7PlXxT2u4H0cXE94GFg/Wz9usDyQuwvgG8Bc0kXVeYCd2WvX12Mzb2+ltR3CPAsUus+H7sy93ppYduyEeowhfQLexpwD6mldRgwMxe3PPs6DfgDqT8S0h+Q4vu6Ibd9PWBx9vq5xf+vyVCAzZuuQwXvYQPgBOBm4L6srMzWbdjjMc4vLK+f7X8mcHBh25cLy1sAp5Ja/ZuQurqWA98Fnl2I3XiEchupG23jQuy8wns8LTvuQmBWIfYEYNPs9Z6k6yS/Jl24fnXT36OqS6s6wSUtH6XcAMzKhU6NrGsiIm4jJc39JJ3Mmhf/BiNiKFJr6DcR8XC23+NA8YFXewDXAf8KPBSpxfh4RFwWEZcVYqdI2kjSJqSW6D3ZcR9jzf7LFZLmZ6+vl7Rn9n63A54sxEZEDEfERRHxD8BzgC+TulZuLZx/OjCTlGA3yNY/A1iHNU3LbZ+Znej2YqykDSSdIOlmSfdlZWW2bkN6pML4ZUnrS/oPSWdmXSr5bV8uLG8h6VRJX5K0iaRPSbpB0nclPbsQu3GhbAJck31vNi7Eziu8z9Oyn6+Fkmblti2V9Imsa2es97mnpEslfUvSVpIulvSgpGsl7VaInSHp05JulPSQpHskXSXp70c49HdJn17mRsQmEbEJ6VPag8D3csfcfZSyB+lTY16n//Zs4GBJZ2fdXQAvL8R+g9SNdgdwKalv+wDg/wH/VYi9l/R7ky+zSRcllxRi8329J5EaOweSGjRfKcTuH3/5xPNZ4O0RsS3puXInMdk0/deg8JfwD6QfoOcVyhxS32gn7hJg18K+04AzgKHC+quB9bLXUwp/lZeOUo8tST/wXyTXIi/E3EZKjr/Nvm6RrZ/Bmq3dDUg/3L/J6vNkts9lpG6KfOyoLVVg3dzrD2bH+B3pKv5Pga+SWsHHFvY7ktT6GCC1tOZn6zcDLi/EXgh8tPN+snVbZOsuLsTuPkrZA7irEHs2qaVzEGle17OBZ2Tbip8WLiBdWPxYVu+Pklrxh5M+/udjh7PvQb482fm+FGKX5l5/Dfj37Ofrg8APctt+C3yOdHH0mmz7c0b5nlxD6gY7mJS43pKt3xf4eSH2XODvs5+vo0nD4F4AfJN07SAfe0uXn4Nbcq+HSL8Pl45QHi/sV/y5/FfgZ6SWb/F7kP/kd/sYx/lQ9j3bKf9/OErdl3Y5TnH5ZmBa9vqqwrYbRjp+P5fGK1D4Dz4N2HuUbQtzr7fMJ4tC3F6F5WeMErdp/odnlJj9i78kPbyH9YCtR9k2k3RDwB4UPpLlYrYrca7ndJIEaWjWW4CXjhL74mz7DmMcs6ckkC1PykRQiNuH9Mlkdfa+FpSoa7HL7PrC8rXZ1ymkC8r5bRcBH8n/nJA+HX4U+Elu3QrgBaO83zsKyyvJNUiydYeRRkD8brS6Av9e2LZGIuQvDZiTs5/zW0ep0yrSH6JjSI0J5bYVu9cOz/4fXkvqJvk88CrgOODMXn9P+qU0XgGXdpVek0C2flImAkb4xES67jAPOL2w/uek/v23kj6lHJStfzWF57UBV5I1NkgfzS/MbSv+odsIOJHUOnwAuD/7PzyRXD8s6Q/s9qO834MKy/8JvG6EuHnArwrrPk12XaawfltgUZefnwNJ46tXj7L92ELpXGvZAjhjhPi5wH+TrqXcQLpJZgGwTtO/K1WXxivg0q5SSAL3F5LARoXYSZkIgO+U+P/ahdS1cz6wA3AKqV/3RuCVhdidSd0aDwJXkH0KInUXHTHCsXcgjfqZUVg/b4S4fceKGyN2vxKxXY9Luji+4zjqsFax/V4ar4BL/xSyvuY2xxYSQeV1mKj3RboOcAvwA9L1iTfnti0tG5ctH15TbF116Pm4k6E0XgGX/imMcjHz6RQ7Ueenx+GbvcZN9tjJUNp2O7Q1TNLy0Tbx1OGFkza26fNnnjJ8M7vTb5Gk5/HU4Zu9xk322L7nZGxFs4A3kC4a5Yl0AerpENv0+QFWS9o1IpYBRMSjkg4Avg7sNI64yR7b/5pumru0q9Dj8MLJHNv0+bPlnoZv9ho32WMnQ+mbuSnMzCazVt0ObWb2dOVkbGbWAk7GNiGySYLmSjpI0sd63Oe9ksacS7qwz+LORExm/cTJ2CbKy0iTJL2aNPPXmCLivyLijFprZdYSTsZWK0mfzcbXvoQ0j8M/AqdK+jdJ12Uxu0gKSZ0Hgv5G0nrZ1JkfytYtlnSipGsk/VLSPtn6dSV9J5sK879Jd+B1zn1wNvXmCkknZuvepjTVKpKOlHRr9nobSVdM2H+MWYGTsdUqIj5MSsDfICXk5RGxc0R8GnimpPVJM6MtAfbJBvTfHSM/jWNapKerHEWaWwLgfcAfIz0p+DOkGfGQ9BzSfBqvJU3L+hJJB5GedrJPtu8+wH2SZgN702OL3awOTsY2EXYjPeppB9KE5R1Xkp4D9yrSpOOvIiXI0ZLi97Ov15FujyXb51sAEbGcNP8xpMS/OCLuiYhB4CzgVRGxGpghaSbpeYALezivWe18B57VRtKupBbxlqSnQayXVmsZ8ApS8tuHNMH7uaRpOgP40SiH7DzVeYin/uyONFi+2+2yPyc9KfqWrA7vzupzzFjvyawubhlbbSJiWUTsCvwSeBFpIvo3RMSukR57dTnwTtIUmsOk6TrfSJp0vleXA38HIGlH0jSVkF0slLSp0kNADyY9WaWzz4eyr78gPc7oT1F4UrbZRHLL2GolaTPggYgYlrRDRPy5myLS5C+QkiKkOX63jIji3A3dnAqcnl0kXEaaL5iIuEvSx0lP5xDw48ieIE5qDW9FeuTUkKQ7SPM3mzXGt0ObmbWAuynMzFrAydjMrAWcjM3MWsDJ2MysBZyMzcxawMnYzKwFnIzNzFrgfwHmNN9VMHNkfwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualize heatmap of present and missing windows\n",
    "import seaborn as sns\n",
    "import matplotlib.pylab as plt\n",
    "\n",
    "ax = sns.heatmap(a, linewidth=0.0001)\n",
    "plt.rcParams['figure.figsize'] = [5, 10]\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>timestamp</th>\n",
       "      <th>person</th>\n",
       "      <th>raw_acc:magnitude_stats:mean</th>\n",
       "      <th>raw_acc:magnitude_stats:std</th>\n",
       "      <th>raw_acc:magnitude_stats:moment3</th>\n",
       "      <th>raw_acc:magnitude_stats:moment4</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile25</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile50</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile75</th>\n",
       "      <th>raw_acc:magnitude_stats:value_entropy</th>\n",
       "      <th>...</th>\n",
       "      <th>cl_longitude</th>\n",
       "      <th>minute_of_hour</th>\n",
       "      <th>minute_of_day</th>\n",
       "      <th>time_diff_in_minute</th>\n",
       "      <th>pleasant_score</th>\n",
       "      <th>#window</th>\n",
       "      <th>arousal_score</th>\n",
       "      <th>geo_dist</th>\n",
       "      <th>dominance_score</th>\n",
       "      <th>emotion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>8</td>\n",
       "      <td>1.001473</td>\n",
       "      <td>0.126916</td>\n",
       "      <td>0.209004</td>\n",
       "      <td>0.333994</td>\n",
       "      <td>0.956588</td>\n",
       "      <td>0.992468</td>\n",
       "      <td>1.033735</td>\n",
       "      <td>1.399579</td>\n",
       "      <td>...</td>\n",
       "      <td>-117.234</td>\n",
       "      <td>7</td>\n",
       "      <td>1087</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.47</td>\n",
       "      <td>217</td>\n",
       "      <td>6.05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>8</td>\n",
       "      <td>1.020985</td>\n",
       "      <td>0.211577</td>\n",
       "      <td>0.189190</td>\n",
       "      <td>0.312424</td>\n",
       "      <td>0.875169</td>\n",
       "      <td>1.003510</td>\n",
       "      <td>1.153094</td>\n",
       "      <td>2.234364</td>\n",
       "      <td>...</td>\n",
       "      <td>-117.234</td>\n",
       "      <td>8</td>\n",
       "      <td>1088</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>8.47</td>\n",
       "      <td>217</td>\n",
       "      <td>6.05</td>\n",
       "      <td>5.040893</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>8</td>\n",
       "      <td>1.036591</td>\n",
       "      <td>0.285806</td>\n",
       "      <td>-0.132830</td>\n",
       "      <td>0.343141</td>\n",
       "      <td>0.788695</td>\n",
       "      <td>1.072480</td>\n",
       "      <td>1.272836</td>\n",
       "      <td>2.705906</td>\n",
       "      <td>...</td>\n",
       "      <td>-117.235</td>\n",
       "      <td>9</td>\n",
       "      <td>1089</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>8.47</td>\n",
       "      <td>217</td>\n",
       "      <td>6.05</td>\n",
       "      <td>65.809210</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>8</td>\n",
       "      <td>1.076537</td>\n",
       "      <td>0.265645</td>\n",
       "      <td>0.142064</td>\n",
       "      <td>0.322576</td>\n",
       "      <td>0.854440</td>\n",
       "      <td>1.071343</td>\n",
       "      <td>1.288627</td>\n",
       "      <td>2.813417</td>\n",
       "      <td>...</td>\n",
       "      <td>-117.235</td>\n",
       "      <td>10</td>\n",
       "      <td>1090</td>\n",
       "      <td>1.016667</td>\n",
       "      <td>8.47</td>\n",
       "      <td>218</td>\n",
       "      <td>6.05</td>\n",
       "      <td>40.436150</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>8</td>\n",
       "      <td>1.152467</td>\n",
       "      <td>0.350221</td>\n",
       "      <td>0.292778</td>\n",
       "      <td>0.439607</td>\n",
       "      <td>0.857681</td>\n",
       "      <td>1.070274</td>\n",
       "      <td>1.418371</td>\n",
       "      <td>2.739190</td>\n",
       "      <td>...</td>\n",
       "      <td>-117.235</td>\n",
       "      <td>11</td>\n",
       "      <td>1091</td>\n",
       "      <td>0.983333</td>\n",
       "      <td>8.47</td>\n",
       "      <td>218</td>\n",
       "      <td>6.05</td>\n",
       "      <td>55.765343</td>\n",
       "      <td>7.21</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 284 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      timestamp  person  raw_acc:magnitude_stats:mean  \\\n",
       "0  1.440094e+09       8                      1.001473   \n",
       "1  1.440094e+09       8                      1.020985   \n",
       "2  1.440094e+09       8                      1.036591   \n",
       "3  1.440094e+09       8                      1.076537   \n",
       "4  1.440094e+09       8                      1.152467   \n",
       "\n",
       "   raw_acc:magnitude_stats:std  raw_acc:magnitude_stats:moment3  \\\n",
       "0                     0.126916                         0.209004   \n",
       "1                     0.211577                         0.189190   \n",
       "2                     0.285806                        -0.132830   \n",
       "3                     0.265645                         0.142064   \n",
       "4                     0.350221                         0.292778   \n",
       "\n",
       "   raw_acc:magnitude_stats:moment4  raw_acc:magnitude_stats:percentile25  \\\n",
       "0                         0.333994                              0.956588   \n",
       "1                         0.312424                              0.875169   \n",
       "2                         0.343141                              0.788695   \n",
       "3                         0.322576                              0.854440   \n",
       "4                         0.439607                              0.857681   \n",
       "\n",
       "   raw_acc:magnitude_stats:percentile50  raw_acc:magnitude_stats:percentile75  \\\n",
       "0                              0.992468                              1.033735   \n",
       "1                              1.003510                              1.153094   \n",
       "2                              1.072480                              1.272836   \n",
       "3                              1.071343                              1.288627   \n",
       "4                              1.070274                              1.418371   \n",
       "\n",
       "   raw_acc:magnitude_stats:value_entropy  ...  cl_longitude  minute_of_hour  \\\n",
       "0                               1.399579  ...      -117.234               7   \n",
       "1                               2.234364  ...      -117.234               8   \n",
       "2                               2.705906  ...      -117.235               9   \n",
       "3                               2.813417  ...      -117.235              10   \n",
       "4                               2.739190  ...      -117.235              11   \n",
       "\n",
       "   minute_of_day  time_diff_in_minute  pleasant_score  #window  arousal_score  \\\n",
       "0           1087             0.000000            8.47      217           6.05   \n",
       "1           1088             1.000000            8.47      217           6.05   \n",
       "2           1089             1.000000            8.47      217           6.05   \n",
       "3           1090             1.016667            8.47      218           6.05   \n",
       "4           1091             0.983333            8.47      218           6.05   \n",
       "\n",
       "    geo_dist  dominance_score  emotion  \n",
       "0   0.000000             7.21      2.0  \n",
       "1   5.040893             7.21      2.0  \n",
       "2  65.809210             7.21      2.0  \n",
       "3  40.436150             7.21      2.0  \n",
       "4  55.765343             7.21      2.0  \n",
       "\n",
       "[5 rows x 284 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "one_person_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(269, 201)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# calulate the motion as the mode of all emotion values within the same window\n",
    "from scipy.stats import mode\n",
    "\n",
    "temp_df['emotion']=one_person_df.groupby(['day_of_month','#window'])['emotion'].agg(lambda x:pd.Series.mode(x)[0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['timestamp',\n",
       " 'raw_acc:magnitude_stats:mean',\n",
       " 'raw_acc:magnitude_stats:std',\n",
       " 'raw_acc:magnitude_stats:moment3',\n",
       " 'raw_acc:magnitude_stats:percentile25',\n",
       " 'raw_acc:magnitude_stats:percentile50',\n",
       " 'raw_acc:magnitude_stats:percentile75',\n",
       " 'raw_acc:magnitude_spectrum:log_energy_band1',\n",
       " 'raw_acc:magnitude_spectrum:log_energy_band2',\n",
       " 'raw_acc:magnitude_spectrum:log_energy_band3',\n",
       " 'raw_acc:magnitude_autocorrelation:period',\n",
       " 'raw_acc:magnitude_autocorrelation:normalized_ac',\n",
       " 'raw_acc:3d:mean_x',\n",
       " 'raw_acc:3d:mean_y',\n",
       " 'raw_acc:3d:mean_z',\n",
       " 'raw_acc:3d:ro_xy',\n",
       " 'raw_acc:3d:ro_xz',\n",
       " 'raw_acc:3d:ro_yz',\n",
       " 'proc_gyro:magnitude_stats:moment3',\n",
       " 'proc_gyro:magnitude_stats:moment4',\n",
       " 'proc_gyro:magnitude_stats:percentile50',\n",
       " 'proc_gyro:magnitude_stats:value_entropy',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band1',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band2',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band3',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band4',\n",
       " 'proc_gyro:magnitude_spectrum:spectral_entropy',\n",
       " 'proc_gyro:magnitude_autocorrelation:period',\n",
       " 'proc_gyro:magnitude_autocorrelation:normalized_ac',\n",
       " 'proc_gyro:3d:mean_x',\n",
       " 'proc_gyro:3d:mean_y',\n",
       " 'proc_gyro:3d:mean_z',\n",
       " 'proc_gyro:3d:std_z',\n",
       " 'proc_gyro:3d:ro_xy',\n",
       " 'proc_gyro:3d:ro_xz',\n",
       " 'proc_gyro:3d:ro_yz',\n",
       " 'raw_magnet:magnitude_stats:mean',\n",
       " 'raw_magnet:magnitude_stats:moment4',\n",
       " 'raw_magnet:magnitude_stats:percentile25',\n",
       " 'raw_magnet:magnitude_stats:percentile50',\n",
       " 'raw_magnet:magnitude_stats:percentile75',\n",
       " 'raw_magnet:magnitude_stats:time_entropy',\n",
       " 'raw_magnet:magnitude_spectrum:log_energy_band2',\n",
       " 'raw_magnet:magnitude_spectrum:log_energy_band3',\n",
       " 'raw_magnet:magnitude_spectrum:spectral_entropy',\n",
       " 'raw_magnet:3d:mean_x',\n",
       " 'raw_magnet:3d:mean_y',\n",
       " 'raw_magnet:3d:mean_z',\n",
       " 'raw_magnet:3d:std_x',\n",
       " 'raw_magnet:3d:std_y',\n",
       " 'raw_magnet:3d:std_z',\n",
       " 'raw_magnet:3d:ro_xy',\n",
       " 'raw_magnet:3d:ro_xz',\n",
       " 'raw_magnet:avr_cosine_similarity_lag_range0',\n",
       " 'raw_magnet:avr_cosine_similarity_lag_range1',\n",
       " 'watch_acceleration:magnitude_stats:mean',\n",
       " 'watch_acceleration:magnitude_stats:moment3',\n",
       " 'watch_acceleration:magnitude_stats:moment4',\n",
       " 'watch_acceleration:magnitude_stats:percentile25',\n",
       " 'watch_acceleration:magnitude_stats:percentile50',\n",
       " 'watch_acceleration:magnitude_stats:percentile75',\n",
       " 'watch_acceleration:magnitude_stats:value_entropy',\n",
       " 'watch_acceleration:magnitude_stats:time_entropy',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band0',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band1',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band2',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band3',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band4',\n",
       " 'watch_acceleration:3d:mean_x',\n",
       " 'watch_acceleration:3d:mean_y',\n",
       " 'watch_acceleration:3d:mean_z',\n",
       " 'watch_acceleration:3d:std_z',\n",
       " 'watch_acceleration:3d:ro_xy',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band0',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band2',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band3',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band4',\n",
       " 'watch_acceleration:spectrum:y_log_energy_band1',\n",
       " 'watch_acceleration:spectrum:y_log_energy_band2',\n",
       " 'watch_acceleration:spectrum:y_log_energy_band4',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band0',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band1',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band2',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band4',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range0',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range1',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range2',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range3',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range4',\n",
       " 'watch_heading:mean_cos',\n",
       " 'watch_heading:std_cos',\n",
       " 'watch_heading:mom3_cos',\n",
       " 'watch_heading:mom4_cos',\n",
       " 'watch_heading:mean_sin',\n",
       " 'watch_heading:std_sin',\n",
       " 'watch_heading:mom3_sin',\n",
       " 'watch_heading:mom4_sin',\n",
       " 'watch_heading:entropy_8bins',\n",
       " 'location:num_valid_updates',\n",
       " 'location:log_longitude_range',\n",
       " 'location:min_altitude',\n",
       " 'location:max_altitude',\n",
       " 'location:min_speed',\n",
       " 'location:best_horizontal_accuracy',\n",
       " 'location:best_vertical_accuracy',\n",
       " 'location:diameter',\n",
       " 'location:log_diameter',\n",
       " 'location_quick_features:std_lat',\n",
       " 'location_quick_features:std_long',\n",
       " 'location_quick_features:lat_change',\n",
       " 'location_quick_features:mean_abs_lat_deriv',\n",
       " 'audio_naive:mfcc0:mean',\n",
       " 'audio_naive:mfcc1:mean',\n",
       " 'audio_naive:mfcc2:mean',\n",
       " 'audio_naive:mfcc3:mean',\n",
       " 'audio_naive:mfcc4:mean',\n",
       " 'audio_naive:mfcc5:mean',\n",
       " 'audio_naive:mfcc6:std',\n",
       " 'audio_naive:mfcc7:mean',\n",
       " 'audio_naive:mfcc8:mean',\n",
       " 'audio_naive:mfcc9:mean',\n",
       " 'audio_naive:mfcc10:mean',\n",
       " 'audio_naive:mfcc11:mean',\n",
       " 'audio_naive:mfcc12:mean',\n",
       " 'audio_naive:mfcc0:std',\n",
       " 'audio_naive:mfcc1:std',\n",
       " 'audio_naive:mfcc2:std',\n",
       " 'audio_naive:mfcc3:std',\n",
       " 'audio_naive:mfcc4:std',\n",
       " 'audio_naive:mfcc5:std',\n",
       " 'audio_naive:mfcc7:std',\n",
       " 'audio_naive:mfcc8:std',\n",
       " 'audio_naive:mfcc9:std',\n",
       " 'audio_naive:mfcc10:std',\n",
       " 'audio_naive:mfcc11:std',\n",
       " 'audio_naive:mfcc12:std',\n",
       " 'audio_properties:max_abs_value',\n",
       " 'audio_properties:normalization_multiplier',\n",
       " 'discrete:battery_plugged:is_ac',\n",
       " 'discrete:battery_plugged:missing',\n",
       " 'discrete:battery_state:is_unplugged',\n",
       " 'discrete:battery_state:is_discharging',\n",
       " 'discrete:battery_state:is_charging',\n",
       " 'discrete:ringer_mode:is_normal',\n",
       " 'discrete:ringer_mode:is_silent_with_vibrate',\n",
       " 'discrete:wifi_status:is_not_reachable',\n",
       " 'discrete:wifi_status:is_reachable_via_wifi',\n",
       " 'lf_measurements:light',\n",
       " 'lf_measurements:pressure',\n",
       " 'lf_measurements:proximity_cm',\n",
       " 'lf_measurements:relative_humidity',\n",
       " 'lf_measurements:battery_level',\n",
       " 'lf_measurements:screen_brightness',\n",
       " 'lf_measurements:temperature_ambient',\n",
       " 'label:LYING_DOWN',\n",
       " 'label:SITTING',\n",
       " 'label:FIX_walking',\n",
       " 'label:FIX_running',\n",
       " 'label:BICYCLING',\n",
       " 'label:SLEEPING',\n",
       " 'label:IN_CLASS',\n",
       " 'label:IN_A_MEETING',\n",
       " 'label:LOC_main_workplace',\n",
       " 'label:OR_indoors',\n",
       " 'label:OR_outside',\n",
       " 'label:IN_A_CAR',\n",
       " 'label:DRIVE_-_I_M_A_PASSENGER',\n",
       " 'label:LOC_home',\n",
       " 'label:PHONE_IN_POCKET',\n",
       " 'label:OR_exercise',\n",
       " 'label:COOKING',\n",
       " 'label:SHOPPING',\n",
       " 'label:BATHING_-_SHOWER',\n",
       " 'label:CLEANING',\n",
       " 'label:DOING_LAUNDRY',\n",
       " 'label:WATCHING_TV',\n",
       " 'label:SURFING_THE_INTERNET',\n",
       " 'label:TALKING',\n",
       " 'label:COMPUTER_WORK',\n",
       " 'label:EATING',\n",
       " 'label:TOILET',\n",
       " 'label:GROOMING',\n",
       " 'label:DRESSING',\n",
       " 'label:STAIRS_-_GOING_UP',\n",
       " 'label:STAIRS_-_GOING_DOWN',\n",
       " 'label:OR_standing',\n",
       " 'label:AT_SCHOOL',\n",
       " 'label:PHONE_IN_HAND',\n",
       " 'label:PHONE_IN_BAG',\n",
       " 'label:PHONE_ON_TABLE',\n",
       " 'label:WITH_CO-WORKERS',\n",
       " 'label:WITH_FRIENDS',\n",
       " 'hour_of_timestamp',\n",
       " 'day_of_timestamp',\n",
       " 'day_of_month',\n",
       " 'geo_dist',\n",
       " 'cl_latitude',\n",
       " 'cl_longitude',\n",
       " 'pleasant_score',\n",
       " 'arousal_score',\n",
       " 'dominance_score',\n",
       " 'emotion']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "list(temp_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(269, 202)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "emotion\n",
      "1.0     40\n",
      "2.0     15\n",
      "3.0    162\n",
      "6.0     52\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(temp_df.groupby('emotion').size())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>raw_acc:magnitude_stats:mean</th>\n",
       "      <th>raw_acc:magnitude_stats:std</th>\n",
       "      <th>raw_acc:magnitude_stats:moment3</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile25</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile50</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile75</th>\n",
       "      <th>raw_acc:magnitude_spectrum:log_energy_band1</th>\n",
       "      <th>raw_acc:magnitude_spectrum:log_energy_band2</th>\n",
       "      <th>raw_acc:magnitude_spectrum:log_energy_band3</th>\n",
       "      <th>...</th>\n",
       "      <th>hour_of_timestamp</th>\n",
       "      <th>day_of_timestamp</th>\n",
       "      <th>day_of_month</th>\n",
       "      <th>geo_dist</th>\n",
       "      <th>cl_latitude</th>\n",
       "      <th>cl_longitude</th>\n",
       "      <th>pleasant_score</th>\n",
       "      <th>arousal_score</th>\n",
       "      <th>dominance_score</th>\n",
       "      <th>emotion</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day_of_month</th>\n",
       "      <th>#window</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 rowspan=\"4\" valign=\"top\">20</th>\n",
       "      <th>217</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>1.019683</td>\n",
       "      <td>0.208100</td>\n",
       "      <td>0.088455</td>\n",
       "      <td>0.873484</td>\n",
       "      <td>1.022819</td>\n",
       "      <td>1.153222</td>\n",
       "      <td>0.468006</td>\n",
       "      <td>2.679848</td>\n",
       "      <td>1.444744</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>23.616701</td>\n",
       "      <td>32.8810</td>\n",
       "      <td>-117.234333</td>\n",
       "      <td>8.470</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>1.093562</td>\n",
       "      <td>0.300236</td>\n",
       "      <td>0.205309</td>\n",
       "      <td>0.857378</td>\n",
       "      <td>1.063638</td>\n",
       "      <td>1.312268</td>\n",
       "      <td>0.860350</td>\n",
       "      <td>3.469182</td>\n",
       "      <td>1.702275</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>73.230956</td>\n",
       "      <td>32.8796</td>\n",
       "      <td>-117.233800</td>\n",
       "      <td>8.470</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>1.440095e+09</td>\n",
       "      <td>1.025258</td>\n",
       "      <td>0.168070</td>\n",
       "      <td>0.227730</td>\n",
       "      <td>0.956374</td>\n",
       "      <td>1.010832</td>\n",
       "      <td>1.074479</td>\n",
       "      <td>0.608588</td>\n",
       "      <td>1.469505</td>\n",
       "      <td>0.990092</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>14.259258</td>\n",
       "      <td>32.8790</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>8.470</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>1.440095e+09</td>\n",
       "      <td>1.005540</td>\n",
       "      <td>0.074641</td>\n",
       "      <td>0.097187</td>\n",
       "      <td>0.987591</td>\n",
       "      <td>0.998488</td>\n",
       "      <td>1.011220</td>\n",
       "      <td>0.097474</td>\n",
       "      <td>0.601399</td>\n",
       "      <td>0.340052</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>20.064404</td>\n",
       "      <td>32.8790</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>8.470</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <th>20</th>\n",
       "      <td>1.440381e+09</td>\n",
       "      <td>1.024582</td>\n",
       "      <td>0.190395</td>\n",
       "      <td>0.179144</td>\n",
       "      <td>0.928229</td>\n",
       "      <td>0.998126</td>\n",
       "      <td>1.114429</td>\n",
       "      <td>0.094596</td>\n",
       "      <td>2.130435</td>\n",
       "      <td>1.162463</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>697.187101</td>\n",
       "      <td>32.8650</td>\n",
       "      <td>-117.233000</td>\n",
       "      <td>8.235</td>\n",
       "      <td>5.705</td>\n",
       "      <td>6.565</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 202 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         timestamp  raw_acc:magnitude_stats:mean  \\\n",
       "day_of_month #window                                               \n",
       "20           217      1.440094e+09                      1.019683   \n",
       "             218      1.440094e+09                      1.093562   \n",
       "             219      1.440095e+09                      1.025258   \n",
       "             220      1.440095e+09                      1.005540   \n",
       "24           20       1.440381e+09                      1.024582   \n",
       "\n",
       "                      raw_acc:magnitude_stats:std  \\\n",
       "day_of_month #window                                \n",
       "20           217                         0.208100   \n",
       "             218                         0.300236   \n",
       "             219                         0.168070   \n",
       "             220                         0.074641   \n",
       "24           20                          0.190395   \n",
       "\n",
       "                      raw_acc:magnitude_stats:moment3  \\\n",
       "day_of_month #window                                    \n",
       "20           217                             0.088455   \n",
       "             218                             0.205309   \n",
       "             219                             0.227730   \n",
       "             220                             0.097187   \n",
       "24           20                              0.179144   \n",
       "\n",
       "                      raw_acc:magnitude_stats:percentile25  \\\n",
       "day_of_month #window                                         \n",
       "20           217                                  0.873484   \n",
       "             218                                  0.857378   \n",
       "             219                                  0.956374   \n",
       "             220                                  0.987591   \n",
       "24           20                                   0.928229   \n",
       "\n",
       "                      raw_acc:magnitude_stats:percentile50  \\\n",
       "day_of_month #window                                         \n",
       "20           217                                  1.022819   \n",
       "             218                                  1.063638   \n",
       "             219                                  1.010832   \n",
       "             220                                  0.998488   \n",
       "24           20                                   0.998126   \n",
       "\n",
       "                      raw_acc:magnitude_stats:percentile75  \\\n",
       "day_of_month #window                                         \n",
       "20           217                                  1.153222   \n",
       "             218                                  1.312268   \n",
       "             219                                  1.074479   \n",
       "             220                                  1.011220   \n",
       "24           20                                   1.114429   \n",
       "\n",
       "                      raw_acc:magnitude_spectrum:log_energy_band1  \\\n",
       "day_of_month #window                                                \n",
       "20           217                                         0.468006   \n",
       "             218                                         0.860350   \n",
       "             219                                         0.608588   \n",
       "             220                                         0.097474   \n",
       "24           20                                          0.094596   \n",
       "\n",
       "                      raw_acc:magnitude_spectrum:log_energy_band2  \\\n",
       "day_of_month #window                                                \n",
       "20           217                                         2.679848   \n",
       "             218                                         3.469182   \n",
       "             219                                         1.469505   \n",
       "             220                                         0.601399   \n",
       "24           20                                          2.130435   \n",
       "\n",
       "                      raw_acc:magnitude_spectrum:log_energy_band3  ...  \\\n",
       "day_of_month #window                                               ...   \n",
       "20           217                                         1.444744  ...   \n",
       "             218                                         1.702275  ...   \n",
       "             219                                         0.990092  ...   \n",
       "             220                                         0.340052  ...   \n",
       "24           20                                          1.162463  ...   \n",
       "\n",
       "                      hour_of_timestamp  day_of_timestamp  day_of_month  \\\n",
       "day_of_month #window                                                      \n",
       "20           217                     18                 3            20   \n",
       "             218                     18                 3            20   \n",
       "             219                     18                 3            20   \n",
       "             220                     18                 3            20   \n",
       "24           20                       1                 0            24   \n",
       "\n",
       "                        geo_dist  cl_latitude  cl_longitude  pleasant_score  \\\n",
       "day_of_month #window                                                          \n",
       "20           217       23.616701      32.8810   -117.234333           8.470   \n",
       "             218       73.230956      32.8796   -117.233800           8.470   \n",
       "             219       14.259258      32.8790   -117.232000           8.470   \n",
       "             220       20.064404      32.8790   -117.232000           8.470   \n",
       "24           20       697.187101      32.8650   -117.233000           8.235   \n",
       "\n",
       "                      arousal_score  dominance_score  emotion  \n",
       "day_of_month #window                                           \n",
       "20           217              6.050            7.210      2.0  \n",
       "             218              6.050            7.210      2.0  \n",
       "             219              6.050            7.210      2.0  \n",
       "             220              6.050            7.210      2.0  \n",
       "24           20               5.705            6.565      2.0  \n",
       "\n",
       "[5 rows x 202 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(269, 202)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop all variables that contain all NANs\n",
    "temp_df.dropna(axis=1,how='all', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(269, 197)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#reset the index\n",
    "temp_df.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(269, 197)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>raw_acc:magnitude_stats:mean</th>\n",
       "      <th>raw_acc:magnitude_stats:std</th>\n",
       "      <th>raw_acc:magnitude_stats:moment3</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile25</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile50</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile75</th>\n",
       "      <th>raw_acc:magnitude_spectrum:log_energy_band1</th>\n",
       "      <th>raw_acc:magnitude_spectrum:log_energy_band2</th>\n",
       "      <th>raw_acc:magnitude_spectrum:log_energy_band3</th>\n",
       "      <th>...</th>\n",
       "      <th>hour_of_timestamp</th>\n",
       "      <th>day_of_timestamp</th>\n",
       "      <th>day_of_month</th>\n",
       "      <th>geo_dist</th>\n",
       "      <th>cl_latitude</th>\n",
       "      <th>cl_longitude</th>\n",
       "      <th>pleasant_score</th>\n",
       "      <th>arousal_score</th>\n",
       "      <th>dominance_score</th>\n",
       "      <th>emotion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>1.019683</td>\n",
       "      <td>0.208100</td>\n",
       "      <td>0.088455</td>\n",
       "      <td>0.873484</td>\n",
       "      <td>1.022819</td>\n",
       "      <td>1.153222</td>\n",
       "      <td>0.468006</td>\n",
       "      <td>2.679848</td>\n",
       "      <td>1.444744</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
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       "      <td>20</td>\n",
       "      <td>23.616701</td>\n",
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       "      <td>-117.234333</td>\n",
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       "      <td>6.050</td>\n",
       "      <td>7.210</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>1.093562</td>\n",
       "      <td>0.300236</td>\n",
       "      <td>0.205309</td>\n",
       "      <td>0.857378</td>\n",
       "      <td>1.063638</td>\n",
       "      <td>1.312268</td>\n",
       "      <td>0.860350</td>\n",
       "      <td>3.469182</td>\n",
       "      <td>1.702275</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>73.230956</td>\n",
       "      <td>32.8796</td>\n",
       "      <td>-117.233800</td>\n",
       "      <td>8.470</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.440095e+09</td>\n",
       "      <td>1.025258</td>\n",
       "      <td>0.168070</td>\n",
       "      <td>0.227730</td>\n",
       "      <td>0.956374</td>\n",
       "      <td>1.010832</td>\n",
       "      <td>1.074479</td>\n",
       "      <td>0.608588</td>\n",
       "      <td>1.469505</td>\n",
       "      <td>0.990092</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>14.259258</td>\n",
       "      <td>32.8790</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>8.470</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.440095e+09</td>\n",
       "      <td>1.005540</td>\n",
       "      <td>0.074641</td>\n",
       "      <td>0.097187</td>\n",
       "      <td>0.987591</td>\n",
       "      <td>0.998488</td>\n",
       "      <td>1.011220</td>\n",
       "      <td>0.097474</td>\n",
       "      <td>0.601399</td>\n",
       "      <td>0.340052</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>20.064404</td>\n",
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       "      <td>-117.232000</td>\n",
       "      <td>8.470</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.440381e+09</td>\n",
       "      <td>1.024582</td>\n",
       "      <td>0.190395</td>\n",
       "      <td>0.179144</td>\n",
       "      <td>0.928229</td>\n",
       "      <td>0.998126</td>\n",
       "      <td>1.114429</td>\n",
       "      <td>0.094596</td>\n",
       "      <td>2.130435</td>\n",
       "      <td>1.162463</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>697.187101</td>\n",
       "      <td>32.8650</td>\n",
       "      <td>-117.233000</td>\n",
       "      <td>8.235</td>\n",
       "      <td>5.705</td>\n",
       "      <td>6.565</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 197 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      timestamp  raw_acc:magnitude_stats:mean  raw_acc:magnitude_stats:std  \\\n",
       "0  1.440094e+09                      1.019683                     0.208100   \n",
       "1  1.440094e+09                      1.093562                     0.300236   \n",
       "2  1.440095e+09                      1.025258                     0.168070   \n",
       "3  1.440095e+09                      1.005540                     0.074641   \n",
       "4  1.440381e+09                      1.024582                     0.190395   \n",
       "\n",
       "   raw_acc:magnitude_stats:moment3  raw_acc:magnitude_stats:percentile25  \\\n",
       "0                         0.088455                              0.873484   \n",
       "1                         0.205309                              0.857378   \n",
       "2                         0.227730                              0.956374   \n",
       "3                         0.097187                              0.987591   \n",
       "4                         0.179144                              0.928229   \n",
       "\n",
       "   raw_acc:magnitude_stats:percentile50  raw_acc:magnitude_stats:percentile75  \\\n",
       "0                              1.022819                              1.153222   \n",
       "1                              1.063638                              1.312268   \n",
       "2                              1.010832                              1.074479   \n",
       "3                              0.998488                              1.011220   \n",
       "4                              0.998126                              1.114429   \n",
       "\n",
       "   raw_acc:magnitude_spectrum:log_energy_band1  \\\n",
       "0                                     0.468006   \n",
       "1                                     0.860350   \n",
       "2                                     0.608588   \n",
       "3                                     0.097474   \n",
       "4                                     0.094596   \n",
       "\n",
       "   raw_acc:magnitude_spectrum:log_energy_band2  \\\n",
       "0                                     2.679848   \n",
       "1                                     3.469182   \n",
       "2                                     1.469505   \n",
       "3                                     0.601399   \n",
       "4                                     2.130435   \n",
       "\n",
       "   raw_acc:magnitude_spectrum:log_energy_band3  ...  hour_of_timestamp  \\\n",
       "0                                     1.444744  ...                 18   \n",
       "1                                     1.702275  ...                 18   \n",
       "2                                     0.990092  ...                 18   \n",
       "3                                     0.340052  ...                 18   \n",
       "4                                     1.162463  ...                  1   \n",
       "\n",
       "   day_of_timestamp  day_of_month    geo_dist  cl_latitude  cl_longitude  \\\n",
       "0                 3            20   23.616701      32.8810   -117.234333   \n",
       "1                 3            20   73.230956      32.8796   -117.233800   \n",
       "2                 3            20   14.259258      32.8790   -117.232000   \n",
       "3                 3            20   20.064404      32.8790   -117.232000   \n",
       "4                 0            24  697.187101      32.8650   -117.233000   \n",
       "\n",
       "   pleasant_score  arousal_score  dominance_score  emotion  \n",
       "0           8.470          6.050            7.210      2.0  \n",
       "1           8.470          6.050            7.210      2.0  \n",
       "2           8.470          6.050            7.210      2.0  \n",
       "3           8.470          6.050            7.210      2.0  \n",
       "4           8.235          5.705            6.565      2.0  \n",
       "\n",
       "[5 rows x 197 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['timestamp',\n",
       " 'raw_acc:magnitude_stats:mean',\n",
       " 'raw_acc:magnitude_stats:std',\n",
       " 'raw_acc:magnitude_stats:moment3',\n",
       " 'raw_acc:magnitude_stats:percentile25',\n",
       " 'raw_acc:magnitude_stats:percentile50',\n",
       " 'raw_acc:magnitude_stats:percentile75',\n",
       " 'raw_acc:magnitude_spectrum:log_energy_band1',\n",
       " 'raw_acc:magnitude_spectrum:log_energy_band2',\n",
       " 'raw_acc:magnitude_spectrum:log_energy_band3',\n",
       " 'raw_acc:magnitude_autocorrelation:period',\n",
       " 'raw_acc:magnitude_autocorrelation:normalized_ac',\n",
       " 'raw_acc:3d:mean_x',\n",
       " 'raw_acc:3d:mean_y',\n",
       " 'raw_acc:3d:mean_z',\n",
       " 'raw_acc:3d:ro_xy',\n",
       " 'raw_acc:3d:ro_xz',\n",
       " 'raw_acc:3d:ro_yz',\n",
       " 'proc_gyro:magnitude_stats:moment3',\n",
       " 'proc_gyro:magnitude_stats:moment4',\n",
       " 'proc_gyro:magnitude_stats:percentile50',\n",
       " 'proc_gyro:magnitude_stats:value_entropy',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band1',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band2',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band3',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band4',\n",
       " 'proc_gyro:magnitude_spectrum:spectral_entropy',\n",
       " 'proc_gyro:magnitude_autocorrelation:period',\n",
       " 'proc_gyro:magnitude_autocorrelation:normalized_ac',\n",
       " 'proc_gyro:3d:mean_x',\n",
       " 'proc_gyro:3d:mean_y',\n",
       " 'proc_gyro:3d:mean_z',\n",
       " 'proc_gyro:3d:std_z',\n",
       " 'proc_gyro:3d:ro_xy',\n",
       " 'proc_gyro:3d:ro_xz',\n",
       " 'proc_gyro:3d:ro_yz',\n",
       " 'raw_magnet:magnitude_stats:mean',\n",
       " 'raw_magnet:magnitude_stats:moment4',\n",
       " 'raw_magnet:magnitude_stats:percentile25',\n",
       " 'raw_magnet:magnitude_stats:percentile50',\n",
       " 'raw_magnet:magnitude_stats:percentile75',\n",
       " 'raw_magnet:magnitude_stats:time_entropy',\n",
       " 'raw_magnet:magnitude_spectrum:log_energy_band2',\n",
       " 'raw_magnet:magnitude_spectrum:log_energy_band3',\n",
       " 'raw_magnet:magnitude_spectrum:spectral_entropy',\n",
       " 'raw_magnet:3d:mean_x',\n",
       " 'raw_magnet:3d:mean_y',\n",
       " 'raw_magnet:3d:mean_z',\n",
       " 'raw_magnet:3d:std_x',\n",
       " 'raw_magnet:3d:std_y',\n",
       " 'raw_magnet:3d:std_z',\n",
       " 'raw_magnet:3d:ro_xy',\n",
       " 'raw_magnet:3d:ro_xz',\n",
       " 'raw_magnet:avr_cosine_similarity_lag_range0',\n",
       " 'raw_magnet:avr_cosine_similarity_lag_range1',\n",
       " 'watch_acceleration:magnitude_stats:mean',\n",
       " 'watch_acceleration:magnitude_stats:moment3',\n",
       " 'watch_acceleration:magnitude_stats:moment4',\n",
       " 'watch_acceleration:magnitude_stats:percentile25',\n",
       " 'watch_acceleration:magnitude_stats:percentile50',\n",
       " 'watch_acceleration:magnitude_stats:percentile75',\n",
       " 'watch_acceleration:magnitude_stats:value_entropy',\n",
       " 'watch_acceleration:magnitude_stats:time_entropy',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band0',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band1',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band2',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band3',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band4',\n",
       " 'watch_acceleration:3d:mean_x',\n",
       " 'watch_acceleration:3d:mean_y',\n",
       " 'watch_acceleration:3d:mean_z',\n",
       " 'watch_acceleration:3d:std_z',\n",
       " 'watch_acceleration:3d:ro_xy',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band0',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band2',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band3',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band4',\n",
       " 'watch_acceleration:spectrum:y_log_energy_band1',\n",
       " 'watch_acceleration:spectrum:y_log_energy_band2',\n",
       " 'watch_acceleration:spectrum:y_log_energy_band4',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band0',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band1',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band2',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band4',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range0',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range1',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range2',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range3',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range4',\n",
       " 'watch_heading:mean_cos',\n",
       " 'watch_heading:std_cos',\n",
       " 'watch_heading:mom3_cos',\n",
       " 'watch_heading:mom4_cos',\n",
       " 'watch_heading:mean_sin',\n",
       " 'watch_heading:std_sin',\n",
       " 'watch_heading:mom3_sin',\n",
       " 'watch_heading:mom4_sin',\n",
       " 'watch_heading:entropy_8bins',\n",
       " 'location:num_valid_updates',\n",
       " 'location:log_longitude_range',\n",
       " 'location:min_altitude',\n",
       " 'location:max_altitude',\n",
       " 'location:min_speed',\n",
       " 'location:best_horizontal_accuracy',\n",
       " 'location:best_vertical_accuracy',\n",
       " 'location:diameter',\n",
       " 'location:log_diameter',\n",
       " 'location_quick_features:std_lat',\n",
       " 'location_quick_features:std_long',\n",
       " 'location_quick_features:lat_change',\n",
       " 'location_quick_features:mean_abs_lat_deriv',\n",
       " 'audio_naive:mfcc0:mean',\n",
       " 'audio_naive:mfcc1:mean',\n",
       " 'audio_naive:mfcc2:mean',\n",
       " 'audio_naive:mfcc3:mean',\n",
       " 'audio_naive:mfcc4:mean',\n",
       " 'audio_naive:mfcc5:mean',\n",
       " 'audio_naive:mfcc6:std',\n",
       " 'audio_naive:mfcc7:mean',\n",
       " 'audio_naive:mfcc8:mean',\n",
       " 'audio_naive:mfcc9:mean',\n",
       " 'audio_naive:mfcc10:mean',\n",
       " 'audio_naive:mfcc11:mean',\n",
       " 'audio_naive:mfcc12:mean',\n",
       " 'audio_naive:mfcc0:std',\n",
       " 'audio_naive:mfcc1:std',\n",
       " 'audio_naive:mfcc2:std',\n",
       " 'audio_naive:mfcc3:std',\n",
       " 'audio_naive:mfcc4:std',\n",
       " 'audio_naive:mfcc5:std',\n",
       " 'audio_naive:mfcc7:std',\n",
       " 'audio_naive:mfcc8:std',\n",
       " 'audio_naive:mfcc9:std',\n",
       " 'audio_naive:mfcc10:std',\n",
       " 'audio_naive:mfcc11:std',\n",
       " 'audio_naive:mfcc12:std',\n",
       " 'audio_properties:max_abs_value',\n",
       " 'audio_properties:normalization_multiplier',\n",
       " 'discrete:battery_plugged:is_ac',\n",
       " 'discrete:battery_plugged:missing',\n",
       " 'discrete:battery_state:is_unplugged',\n",
       " 'discrete:battery_state:is_discharging',\n",
       " 'discrete:battery_state:is_charging',\n",
       " 'discrete:ringer_mode:is_normal',\n",
       " 'discrete:ringer_mode:is_silent_with_vibrate',\n",
       " 'discrete:wifi_status:is_not_reachable',\n",
       " 'discrete:wifi_status:is_reachable_via_wifi',\n",
       " 'lf_measurements:battery_level',\n",
       " 'lf_measurements:screen_brightness',\n",
       " 'label:LYING_DOWN',\n",
       " 'label:SITTING',\n",
       " 'label:FIX_walking',\n",
       " 'label:FIX_running',\n",
       " 'label:BICYCLING',\n",
       " 'label:SLEEPING',\n",
       " 'label:IN_CLASS',\n",
       " 'label:IN_A_MEETING',\n",
       " 'label:LOC_main_workplace',\n",
       " 'label:OR_indoors',\n",
       " 'label:OR_outside',\n",
       " 'label:IN_A_CAR',\n",
       " 'label:DRIVE_-_I_M_A_PASSENGER',\n",
       " 'label:LOC_home',\n",
       " 'label:PHONE_IN_POCKET',\n",
       " 'label:OR_exercise',\n",
       " 'label:COOKING',\n",
       " 'label:SHOPPING',\n",
       " 'label:BATHING_-_SHOWER',\n",
       " 'label:CLEANING',\n",
       " 'label:DOING_LAUNDRY',\n",
       " 'label:WATCHING_TV',\n",
       " 'label:SURFING_THE_INTERNET',\n",
       " 'label:TALKING',\n",
       " 'label:COMPUTER_WORK',\n",
       " 'label:EATING',\n",
       " 'label:TOILET',\n",
       " 'label:GROOMING',\n",
       " 'label:DRESSING',\n",
       " 'label:STAIRS_-_GOING_UP',\n",
       " 'label:STAIRS_-_GOING_DOWN',\n",
       " 'label:OR_standing',\n",
       " 'label:AT_SCHOOL',\n",
       " 'label:PHONE_IN_HAND',\n",
       " 'label:PHONE_IN_BAG',\n",
       " 'label:PHONE_ON_TABLE',\n",
       " 'label:WITH_CO-WORKERS',\n",
       " 'label:WITH_FRIENDS',\n",
       " 'hour_of_timestamp',\n",
       " 'day_of_timestamp',\n",
       " 'day_of_month',\n",
       " 'geo_dist',\n",
       " 'cl_latitude',\n",
       " 'cl_longitude',\n",
       " 'pleasant_score',\n",
       " 'arousal_score',\n",
       " 'dominance_score',\n",
       " 'emotion']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# list all variables\n",
    "list(temp_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop columns with all zeros in pandas dataframe\n",
    "temp_df=temp_df.T[(temp_df!=0).any()].T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['timestamp',\n",
       " 'raw_acc:magnitude_stats:mean',\n",
       " 'raw_acc:magnitude_stats:std',\n",
       " 'raw_acc:magnitude_stats:moment3',\n",
       " 'raw_acc:magnitude_stats:percentile25',\n",
       " 'raw_acc:magnitude_stats:percentile50',\n",
       " 'raw_acc:magnitude_stats:percentile75',\n",
       " 'raw_acc:magnitude_spectrum:log_energy_band1',\n",
       " 'raw_acc:magnitude_spectrum:log_energy_band2',\n",
       " 'raw_acc:magnitude_spectrum:log_energy_band3',\n",
       " 'raw_acc:magnitude_autocorrelation:period',\n",
       " 'raw_acc:magnitude_autocorrelation:normalized_ac',\n",
       " 'raw_acc:3d:mean_x',\n",
       " 'raw_acc:3d:mean_y',\n",
       " 'raw_acc:3d:mean_z',\n",
       " 'raw_acc:3d:ro_xy',\n",
       " 'raw_acc:3d:ro_xz',\n",
       " 'raw_acc:3d:ro_yz',\n",
       " 'proc_gyro:magnitude_stats:moment3',\n",
       " 'proc_gyro:magnitude_stats:moment4',\n",
       " 'proc_gyro:magnitude_stats:percentile50',\n",
       " 'proc_gyro:magnitude_stats:value_entropy',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band1',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band2',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band3',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band4',\n",
       " 'proc_gyro:magnitude_spectrum:spectral_entropy',\n",
       " 'proc_gyro:magnitude_autocorrelation:period',\n",
       " 'proc_gyro:magnitude_autocorrelation:normalized_ac',\n",
       " 'proc_gyro:3d:mean_x',\n",
       " 'proc_gyro:3d:mean_y',\n",
       " 'proc_gyro:3d:mean_z',\n",
       " 'proc_gyro:3d:std_z',\n",
       " 'proc_gyro:3d:ro_xy',\n",
       " 'proc_gyro:3d:ro_xz',\n",
       " 'proc_gyro:3d:ro_yz',\n",
       " 'raw_magnet:magnitude_stats:mean',\n",
       " 'raw_magnet:magnitude_stats:moment4',\n",
       " 'raw_magnet:magnitude_stats:percentile25',\n",
       " 'raw_magnet:magnitude_stats:percentile50',\n",
       " 'raw_magnet:magnitude_stats:percentile75',\n",
       " 'raw_magnet:magnitude_stats:time_entropy',\n",
       " 'raw_magnet:magnitude_spectrum:log_energy_band2',\n",
       " 'raw_magnet:magnitude_spectrum:log_energy_band3',\n",
       " 'raw_magnet:magnitude_spectrum:spectral_entropy',\n",
       " 'raw_magnet:3d:mean_x',\n",
       " 'raw_magnet:3d:mean_y',\n",
       " 'raw_magnet:3d:mean_z',\n",
       " 'raw_magnet:3d:std_x',\n",
       " 'raw_magnet:3d:std_y',\n",
       " 'raw_magnet:3d:std_z',\n",
       " 'raw_magnet:3d:ro_xy',\n",
       " 'raw_magnet:3d:ro_xz',\n",
       " 'raw_magnet:avr_cosine_similarity_lag_range0',\n",
       " 'raw_magnet:avr_cosine_similarity_lag_range1',\n",
       " 'watch_acceleration:magnitude_stats:mean',\n",
       " 'watch_acceleration:magnitude_stats:moment3',\n",
       " 'watch_acceleration:magnitude_stats:moment4',\n",
       " 'watch_acceleration:magnitude_stats:percentile25',\n",
       " 'watch_acceleration:magnitude_stats:percentile50',\n",
       " 'watch_acceleration:magnitude_stats:percentile75',\n",
       " 'watch_acceleration:magnitude_stats:value_entropy',\n",
       " 'watch_acceleration:magnitude_stats:time_entropy',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band0',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band1',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band2',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band3',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band4',\n",
       " 'watch_acceleration:3d:mean_x',\n",
       " 'watch_acceleration:3d:mean_y',\n",
       " 'watch_acceleration:3d:mean_z',\n",
       " 'watch_acceleration:3d:std_z',\n",
       " 'watch_acceleration:3d:ro_xy',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band0',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band2',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band3',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band4',\n",
       " 'watch_acceleration:spectrum:y_log_energy_band1',\n",
       " 'watch_acceleration:spectrum:y_log_energy_band2',\n",
       " 'watch_acceleration:spectrum:y_log_energy_band4',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band0',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band1',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band2',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band4',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range0',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range1',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range2',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range3',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range4',\n",
       " 'watch_heading:mean_cos',\n",
       " 'watch_heading:std_cos',\n",
       " 'watch_heading:mom3_cos',\n",
       " 'watch_heading:mom4_cos',\n",
       " 'watch_heading:mean_sin',\n",
       " 'watch_heading:std_sin',\n",
       " 'watch_heading:mom3_sin',\n",
       " 'watch_heading:mom4_sin',\n",
       " 'watch_heading:entropy_8bins',\n",
       " 'location:num_valid_updates',\n",
       " 'location:log_longitude_range',\n",
       " 'location:min_altitude',\n",
       " 'location:max_altitude',\n",
       " 'location:min_speed',\n",
       " 'location:best_horizontal_accuracy',\n",
       " 'location:best_vertical_accuracy',\n",
       " 'location:diameter',\n",
       " 'location:log_diameter',\n",
       " 'location_quick_features:std_lat',\n",
       " 'location_quick_features:std_long',\n",
       " 'location_quick_features:lat_change',\n",
       " 'location_quick_features:mean_abs_lat_deriv',\n",
       " 'audio_naive:mfcc0:mean',\n",
       " 'audio_naive:mfcc1:mean',\n",
       " 'audio_naive:mfcc2:mean',\n",
       " 'audio_naive:mfcc3:mean',\n",
       " 'audio_naive:mfcc4:mean',\n",
       " 'audio_naive:mfcc5:mean',\n",
       " 'audio_naive:mfcc6:std',\n",
       " 'audio_naive:mfcc7:mean',\n",
       " 'audio_naive:mfcc8:mean',\n",
       " 'audio_naive:mfcc9:mean',\n",
       " 'audio_naive:mfcc10:mean',\n",
       " 'audio_naive:mfcc11:mean',\n",
       " 'audio_naive:mfcc12:mean',\n",
       " 'audio_naive:mfcc0:std',\n",
       " 'audio_naive:mfcc1:std',\n",
       " 'audio_naive:mfcc2:std',\n",
       " 'audio_naive:mfcc3:std',\n",
       " 'audio_naive:mfcc4:std',\n",
       " 'audio_naive:mfcc5:std',\n",
       " 'audio_naive:mfcc7:std',\n",
       " 'audio_naive:mfcc8:std',\n",
       " 'audio_naive:mfcc9:std',\n",
       " 'audio_naive:mfcc10:std',\n",
       " 'audio_naive:mfcc11:std',\n",
       " 'audio_naive:mfcc12:std',\n",
       " 'audio_properties:max_abs_value',\n",
       " 'audio_properties:normalization_multiplier',\n",
       " 'discrete:battery_plugged:missing',\n",
       " 'discrete:battery_state:is_unplugged',\n",
       " 'discrete:battery_state:is_charging',\n",
       " 'discrete:wifi_status:is_not_reachable',\n",
       " 'discrete:wifi_status:is_reachable_via_wifi',\n",
       " 'lf_measurements:battery_level',\n",
       " 'lf_measurements:screen_brightness',\n",
       " 'label:LYING_DOWN',\n",
       " 'label:SITTING',\n",
       " 'label:FIX_walking',\n",
       " 'label:SLEEPING',\n",
       " 'label:IN_CLASS',\n",
       " 'label:OR_indoors',\n",
       " 'label:OR_outside',\n",
       " 'label:LOC_home',\n",
       " 'label:TALKING',\n",
       " 'label:COMPUTER_WORK',\n",
       " 'label:TOILET',\n",
       " 'label:OR_standing',\n",
       " 'label:AT_SCHOOL',\n",
       " 'label:PHONE_IN_HAND',\n",
       " 'label:PHONE_IN_BAG',\n",
       " 'label:PHONE_ON_TABLE',\n",
       " 'hour_of_timestamp',\n",
       " 'day_of_timestamp',\n",
       " 'day_of_month',\n",
       " 'geo_dist',\n",
       " 'cl_latitude',\n",
       " 'cl_longitude',\n",
       " 'pleasant_score',\n",
       " 'arousal_score',\n",
       " 'dominance_score',\n",
       " 'emotion']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(temp_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(269, 171)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>timestamp</th>\n",
       "      <th>raw_acc:magnitude_stats:mean</th>\n",
       "      <th>raw_acc:magnitude_stats:std</th>\n",
       "      <th>raw_acc:magnitude_stats:moment3</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile25</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile50</th>\n",
       "      <th>raw_acc:magnitude_stats:percentile75</th>\n",
       "      <th>raw_acc:magnitude_spectrum:log_energy_band1</th>\n",
       "      <th>raw_acc:magnitude_spectrum:log_energy_band2</th>\n",
       "      <th>raw_acc:magnitude_spectrum:log_energy_band3</th>\n",
       "      <th>...</th>\n",
       "      <th>hour_of_timestamp</th>\n",
       "      <th>day_of_timestamp</th>\n",
       "      <th>day_of_month</th>\n",
       "      <th>geo_dist</th>\n",
       "      <th>cl_latitude</th>\n",
       "      <th>cl_longitude</th>\n",
       "      <th>pleasant_score</th>\n",
       "      <th>arousal_score</th>\n",
       "      <th>dominance_score</th>\n",
       "      <th>emotion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>1.019683</td>\n",
       "      <td>0.208100</td>\n",
       "      <td>0.088455</td>\n",
       "      <td>0.873484</td>\n",
       "      <td>1.022819</td>\n",
       "      <td>1.153222</td>\n",
       "      <td>0.468006</td>\n",
       "      <td>2.679848</td>\n",
       "      <td>1.444744</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>23.616701</td>\n",
       "      <td>32.8810</td>\n",
       "      <td>-117.234333</td>\n",
       "      <td>8.470</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.440094e+09</td>\n",
       "      <td>1.093562</td>\n",
       "      <td>0.300236</td>\n",
       "      <td>0.205309</td>\n",
       "      <td>0.857378</td>\n",
       "      <td>1.063638</td>\n",
       "      <td>1.312268</td>\n",
       "      <td>0.860350</td>\n",
       "      <td>3.469182</td>\n",
       "      <td>1.702275</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>73.230956</td>\n",
       "      <td>32.8796</td>\n",
       "      <td>-117.233800</td>\n",
       "      <td>8.470</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.440095e+09</td>\n",
       "      <td>1.025258</td>\n",
       "      <td>0.168070</td>\n",
       "      <td>0.227730</td>\n",
       "      <td>0.956374</td>\n",
       "      <td>1.010832</td>\n",
       "      <td>1.074479</td>\n",
       "      <td>0.608588</td>\n",
       "      <td>1.469505</td>\n",
       "      <td>0.990092</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>14.259258</td>\n",
       "      <td>32.8790</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>8.470</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.440095e+09</td>\n",
       "      <td>1.005540</td>\n",
       "      <td>0.074641</td>\n",
       "      <td>0.097187</td>\n",
       "      <td>0.987591</td>\n",
       "      <td>0.998488</td>\n",
       "      <td>1.011220</td>\n",
       "      <td>0.097474</td>\n",
       "      <td>0.601399</td>\n",
       "      <td>0.340052</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.064404</td>\n",
       "      <td>32.8790</td>\n",
       "      <td>-117.232000</td>\n",
       "      <td>8.470</td>\n",
       "      <td>6.050</td>\n",
       "      <td>7.210</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.440381e+09</td>\n",
       "      <td>1.024582</td>\n",
       "      <td>0.190395</td>\n",
       "      <td>0.179144</td>\n",
       "      <td>0.928229</td>\n",
       "      <td>0.998126</td>\n",
       "      <td>1.114429</td>\n",
       "      <td>0.094596</td>\n",
       "      <td>2.130435</td>\n",
       "      <td>1.162463</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>697.187101</td>\n",
       "      <td>32.8650</td>\n",
       "      <td>-117.233000</td>\n",
       "      <td>8.235</td>\n",
       "      <td>5.705</td>\n",
       "      <td>6.565</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 171 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      timestamp  raw_acc:magnitude_stats:mean  raw_acc:magnitude_stats:std  \\\n",
       "0  1.440094e+09                      1.019683                     0.208100   \n",
       "1  1.440094e+09                      1.093562                     0.300236   \n",
       "2  1.440095e+09                      1.025258                     0.168070   \n",
       "3  1.440095e+09                      1.005540                     0.074641   \n",
       "4  1.440381e+09                      1.024582                     0.190395   \n",
       "\n",
       "   raw_acc:magnitude_stats:moment3  raw_acc:magnitude_stats:percentile25  \\\n",
       "0                         0.088455                              0.873484   \n",
       "1                         0.205309                              0.857378   \n",
       "2                         0.227730                              0.956374   \n",
       "3                         0.097187                              0.987591   \n",
       "4                         0.179144                              0.928229   \n",
       "\n",
       "   raw_acc:magnitude_stats:percentile50  raw_acc:magnitude_stats:percentile75  \\\n",
       "0                              1.022819                              1.153222   \n",
       "1                              1.063638                              1.312268   \n",
       "2                              1.010832                              1.074479   \n",
       "3                              0.998488                              1.011220   \n",
       "4                              0.998126                              1.114429   \n",
       "\n",
       "   raw_acc:magnitude_spectrum:log_energy_band1  \\\n",
       "0                                     0.468006   \n",
       "1                                     0.860350   \n",
       "2                                     0.608588   \n",
       "3                                     0.097474   \n",
       "4                                     0.094596   \n",
       "\n",
       "   raw_acc:magnitude_spectrum:log_energy_band2  \\\n",
       "0                                     2.679848   \n",
       "1                                     3.469182   \n",
       "2                                     1.469505   \n",
       "3                                     0.601399   \n",
       "4                                     2.130435   \n",
       "\n",
       "   raw_acc:magnitude_spectrum:log_energy_band3  ...  hour_of_timestamp  \\\n",
       "0                                     1.444744  ...               18.0   \n",
       "1                                     1.702275  ...               18.0   \n",
       "2                                     0.990092  ...               18.0   \n",
       "3                                     0.340052  ...               18.0   \n",
       "4                                     1.162463  ...                1.0   \n",
       "\n",
       "   day_of_timestamp  day_of_month    geo_dist  cl_latitude  cl_longitude  \\\n",
       "0               3.0          20.0   23.616701      32.8810   -117.234333   \n",
       "1               3.0          20.0   73.230956      32.8796   -117.233800   \n",
       "2               3.0          20.0   14.259258      32.8790   -117.232000   \n",
       "3               3.0          20.0   20.064404      32.8790   -117.232000   \n",
       "4               0.0          24.0  697.187101      32.8650   -117.233000   \n",
       "\n",
       "   pleasant_score  arousal_score  dominance_score  emotion  \n",
       "0           8.470          6.050            7.210      2.0  \n",
       "1           8.470          6.050            7.210      2.0  \n",
       "2           8.470          6.050            7.210      2.0  \n",
       "3           8.470          6.050            7.210      2.0  \n",
       "4           8.235          5.705            6.565      2.0  \n",
       "\n",
       "[5 rows x 171 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop emotional score variables, day of month, and timestapms \n",
    "temp_df.drop(['pleasant_score', 'arousal_score','dominance_score', 'day_of_month','timestamp'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(269, 166)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['raw_acc:magnitude_stats:mean',\n",
       " 'raw_acc:magnitude_stats:std',\n",
       " 'raw_acc:magnitude_stats:moment3',\n",
       " 'raw_acc:magnitude_stats:percentile25',\n",
       " 'raw_acc:magnitude_stats:percentile50',\n",
       " 'raw_acc:magnitude_stats:percentile75',\n",
       " 'raw_acc:magnitude_spectrum:log_energy_band1',\n",
       " 'raw_acc:magnitude_spectrum:log_energy_band2',\n",
       " 'raw_acc:magnitude_spectrum:log_energy_band3',\n",
       " 'raw_acc:magnitude_autocorrelation:period',\n",
       " 'raw_acc:magnitude_autocorrelation:normalized_ac',\n",
       " 'raw_acc:3d:mean_x',\n",
       " 'raw_acc:3d:mean_y',\n",
       " 'raw_acc:3d:mean_z',\n",
       " 'raw_acc:3d:ro_xy',\n",
       " 'raw_acc:3d:ro_xz',\n",
       " 'raw_acc:3d:ro_yz',\n",
       " 'proc_gyro:magnitude_stats:moment3',\n",
       " 'proc_gyro:magnitude_stats:moment4',\n",
       " 'proc_gyro:magnitude_stats:percentile50',\n",
       " 'proc_gyro:magnitude_stats:value_entropy',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band1',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band2',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band3',\n",
       " 'proc_gyro:magnitude_spectrum:log_energy_band4',\n",
       " 'proc_gyro:magnitude_spectrum:spectral_entropy',\n",
       " 'proc_gyro:magnitude_autocorrelation:period',\n",
       " 'proc_gyro:magnitude_autocorrelation:normalized_ac',\n",
       " 'proc_gyro:3d:mean_x',\n",
       " 'proc_gyro:3d:mean_y',\n",
       " 'proc_gyro:3d:mean_z',\n",
       " 'proc_gyro:3d:std_z',\n",
       " 'proc_gyro:3d:ro_xy',\n",
       " 'proc_gyro:3d:ro_xz',\n",
       " 'proc_gyro:3d:ro_yz',\n",
       " 'raw_magnet:magnitude_stats:mean',\n",
       " 'raw_magnet:magnitude_stats:moment4',\n",
       " 'raw_magnet:magnitude_stats:percentile25',\n",
       " 'raw_magnet:magnitude_stats:percentile50',\n",
       " 'raw_magnet:magnitude_stats:percentile75',\n",
       " 'raw_magnet:magnitude_stats:time_entropy',\n",
       " 'raw_magnet:magnitude_spectrum:log_energy_band2',\n",
       " 'raw_magnet:magnitude_spectrum:log_energy_band3',\n",
       " 'raw_magnet:magnitude_spectrum:spectral_entropy',\n",
       " 'raw_magnet:3d:mean_x',\n",
       " 'raw_magnet:3d:mean_y',\n",
       " 'raw_magnet:3d:mean_z',\n",
       " 'raw_magnet:3d:std_x',\n",
       " 'raw_magnet:3d:std_y',\n",
       " 'raw_magnet:3d:std_z',\n",
       " 'raw_magnet:3d:ro_xy',\n",
       " 'raw_magnet:3d:ro_xz',\n",
       " 'raw_magnet:avr_cosine_similarity_lag_range0',\n",
       " 'raw_magnet:avr_cosine_similarity_lag_range1',\n",
       " 'watch_acceleration:magnitude_stats:mean',\n",
       " 'watch_acceleration:magnitude_stats:moment3',\n",
       " 'watch_acceleration:magnitude_stats:moment4',\n",
       " 'watch_acceleration:magnitude_stats:percentile25',\n",
       " 'watch_acceleration:magnitude_stats:percentile50',\n",
       " 'watch_acceleration:magnitude_stats:percentile75',\n",
       " 'watch_acceleration:magnitude_stats:value_entropy',\n",
       " 'watch_acceleration:magnitude_stats:time_entropy',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band0',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band1',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band2',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band3',\n",
       " 'watch_acceleration:magnitude_spectrum:log_energy_band4',\n",
       " 'watch_acceleration:3d:mean_x',\n",
       " 'watch_acceleration:3d:mean_y',\n",
       " 'watch_acceleration:3d:mean_z',\n",
       " 'watch_acceleration:3d:std_z',\n",
       " 'watch_acceleration:3d:ro_xy',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band0',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band2',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band3',\n",
       " 'watch_acceleration:spectrum:x_log_energy_band4',\n",
       " 'watch_acceleration:spectrum:y_log_energy_band1',\n",
       " 'watch_acceleration:spectrum:y_log_energy_band2',\n",
       " 'watch_acceleration:spectrum:y_log_energy_band4',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band0',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band1',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band2',\n",
       " 'watch_acceleration:spectrum:z_log_energy_band4',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range0',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range1',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range2',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range3',\n",
       " 'watch_acceleration:relative_directions:avr_cosine_similarity_lag_range4',\n",
       " 'watch_heading:mean_cos',\n",
       " 'watch_heading:std_cos',\n",
       " 'watch_heading:mom3_cos',\n",
       " 'watch_heading:mom4_cos',\n",
       " 'watch_heading:mean_sin',\n",
       " 'watch_heading:std_sin',\n",
       " 'watch_heading:mom3_sin',\n",
       " 'watch_heading:mom4_sin',\n",
       " 'watch_heading:entropy_8bins',\n",
       " 'location:num_valid_updates',\n",
       " 'location:log_longitude_range',\n",
       " 'location:min_altitude',\n",
       " 'location:max_altitude',\n",
       " 'location:min_speed',\n",
       " 'location:best_horizontal_accuracy',\n",
       " 'location:best_vertical_accuracy',\n",
       " 'location:diameter',\n",
       " 'location:log_diameter',\n",
       " 'location_quick_features:std_lat',\n",
       " 'location_quick_features:std_long',\n",
       " 'location_quick_features:lat_change',\n",
       " 'location_quick_features:mean_abs_lat_deriv',\n",
       " 'audio_naive:mfcc0:mean',\n",
       " 'audio_naive:mfcc1:mean',\n",
       " 'audio_naive:mfcc2:mean',\n",
       " 'audio_naive:mfcc3:mean',\n",
       " 'audio_naive:mfcc4:mean',\n",
       " 'audio_naive:mfcc5:mean',\n",
       " 'audio_naive:mfcc6:std',\n",
       " 'audio_naive:mfcc7:mean',\n",
       " 'audio_naive:mfcc8:mean',\n",
       " 'audio_naive:mfcc9:mean',\n",
       " 'audio_naive:mfcc10:mean',\n",
       " 'audio_naive:mfcc11:mean',\n",
       " 'audio_naive:mfcc12:mean',\n",
       " 'audio_naive:mfcc0:std',\n",
       " 'audio_naive:mfcc1:std',\n",
       " 'audio_naive:mfcc2:std',\n",
       " 'audio_naive:mfcc3:std',\n",
       " 'audio_naive:mfcc4:std',\n",
       " 'audio_naive:mfcc5:std',\n",
       " 'audio_naive:mfcc7:std',\n",
       " 'audio_naive:mfcc8:std',\n",
       " 'audio_naive:mfcc9:std',\n",
       " 'audio_naive:mfcc10:std',\n",
       " 'audio_naive:mfcc11:std',\n",
       " 'audio_naive:mfcc12:std',\n",
       " 'audio_properties:max_abs_value',\n",
       " 'audio_properties:normalization_multiplier',\n",
       " 'discrete:battery_plugged:missing',\n",
       " 'discrete:battery_state:is_unplugged',\n",
       " 'discrete:battery_state:is_charging',\n",
       " 'discrete:wifi_status:is_not_reachable',\n",
       " 'discrete:wifi_status:is_reachable_via_wifi',\n",
       " 'lf_measurements:battery_level',\n",
       " 'lf_measurements:screen_brightness',\n",
       " 'label:LYING_DOWN',\n",
       " 'label:SITTING',\n",
       " 'label:FIX_walking',\n",
       " 'label:SLEEPING',\n",
       " 'label:IN_CLASS',\n",
       " 'label:OR_indoors',\n",
       " 'label:OR_outside',\n",
       " 'label:LOC_home',\n",
       " 'label:TALKING',\n",
       " 'label:COMPUTER_WORK',\n",
       " 'label:TOILET',\n",
       " 'label:OR_standing',\n",
       " 'label:AT_SCHOOL',\n",
       " 'label:PHONE_IN_HAND',\n",
       " 'label:PHONE_IN_BAG',\n",
       " 'label:PHONE_ON_TABLE',\n",
       " 'hour_of_timestamp',\n",
       " 'day_of_timestamp',\n",
       " 'geo_dist',\n",
       " 'cl_latitude',\n",
       " 'cl_longitude',\n",
       " 'emotion']"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(temp_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "#save the file for each person\n",
    "temp_df.to_csv('data/NOv_w5_emotionLabel_SelFeat_p'+str(p)+'.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
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   "outputs": [],
   "source": []
  },
  {
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   "execution_count": null,
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   "outputs": [],
   "source": []
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   "execution_count": null,
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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "outputs": [],
   "source": []
  },
  {
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   "execution_count": null,
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   "source": []
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   "source": []
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