sd_update_labels.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import libraries\n",
    "from time import time\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy\n",
    "import pandas as pd\n",
    "import copy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Labelling after feature engineering for all epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_subject(studyId):\n",
    "    df_id = pd.read_csv(\"/Users/kwang/Desktop/CRP/aggregateData/aggregate_fe_{}.csv\".format(studyId))\n",
    "    sleep_labels = df_id['sleepLabel'].values\n",
    "    df_id = df_id.drop([\"sleepLabel\"], axis = 1)\n",
    "    return df_id, sleep_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# table manipulation\n",
    "# add mean and variance of heart rates\n",
    "# colnames = list(df_001.columns)\n",
    "# df_001_short = df_001.drop(colnames[0:60], axis = 1)\n",
    "# df_001_short['HR'] = df_001[colnames[0:60]].apply(lambda r: tuple(r), axis=1).apply(np.array)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sleep Label Extension"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sleep_labelling(df_id, sleep_labels):\n",
    "    sleep_labels_old = copy.deepcopy(sleep_labels)\n",
    "    end_time_stamps = df_id['endTimeStamp']\n",
    "    awake_range = 8*3600 # 4 hours in seconds\n",
    "    awake_periods = int(4*3600/900)\n",
    "    # 0 means not measures\n",
    "    # -1 means not sleeping\n",
    "    for i in range(1,len(sleep_labels)-1):\n",
    "        # sleep starts\n",
    "        if sleep_labels[i-1] == 0 and sleep_labels[i] == 0 and sleep_labels[i+1] == 1:\n",
    "            current_end_stamp = end_time_stamps[i]\n",
    "            for j in range(awake_periods):\n",
    "                if i-j-16 < 0:\n",
    "                    break\n",
    "                elif end_time_stamps[i-j-16] > current_end_stamp - awake_range:\n",
    "                    sleep_labels[i-j-16] = -1\n",
    "        # sleep ends\n",
    "        elif sleep_labels[i-1] == 1 and sleep_labels[i] == 0 and sleep_labels[i+1] == 0:\n",
    "            current_end_stamp = end_time_stamps[i]\n",
    "            for j in range(awake_periods):\n",
    "                if i+j+16 >= len(sleep_labels):\n",
    "                    break\n",
    "                elif end_time_stamps[i+j+16] < current_end_stamp + awake_range:\n",
    "                    sleep_labels[i+j+16] = -1\n",
    "    sleepLabels = np.array(sleep_labels, dtype='int8')\n",
    "    df_id[\"sleepLabel\"] = sleepLabels\n",
    "    df_id_labelled = df_id[df_id[\"sleepLabel\"] != 0]\n",
    "    return df_id_labelled"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0                88             88             88             88   \n",
      "1                81             87             87             87   \n",
      "2                74             73             73             73   \n",
      "3                68             69             69             69   \n",
      "4                66             77             77             77   \n",
      "...             ...            ...            ...            ...   \n",
      "8386             55             55             55             55   \n",
      "8387             55             54             54             54   \n",
      "8388             55             55             55             55   \n",
      "8389             54             54             54             54   \n",
      "8390             55             55             55             55   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0                88             88             88             88   \n",
      "1                87            101            101            101   \n",
      "2                73             73             73             73   \n",
      "3                69             67             67             67   \n",
      "4                77             86             86             86   \n",
      "...             ...            ...            ...            ...   \n",
      "8386             55             55             55             55   \n",
      "8387             54             54             54             54   \n",
      "8388             55             55             55             55   \n",
      "8389             54             54             54             54   \n",
      "8390             55             55             55             55   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0                88             88  ...      0               0.0   \n",
      "1               101            101  ...      0               0.0   \n",
      "2                73             71  ...      0               0.0   \n",
      "3                67             85  ...      0               0.0   \n",
      "4                86             86  ...      0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "8386             55             54  ...      0               0.0   \n",
      "8387             54             55  ...      0               0.0   \n",
      "8388             55             54  ...      0               0.0   \n",
      "8389             54             54  ...      0               0.0   \n",
      "8390             55             55  ...      0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRstd  HR_min  HR_max  \\\n",
      "0                      4             3.733333  0.000000      88      88   \n",
      "1                      7             2.666667  9.643519      74     106   \n",
      "2                      3             0.933333  2.010987      67      74   \n",
      "3                      7             1.733333  5.685843      64      85   \n",
      "4                      7             5.266667  5.063551      66      95   \n",
      "...                  ...                  ...       ...     ...     ...   \n",
      "8386                   4             0.466667  3.939658      54      69   \n",
      "8387                   0             0.000000  0.503098      54      55   \n",
      "8388                   0             0.000000  0.490301      54      55   \n",
      "8389                   3             0.533333  3.687320      54      66   \n",
      "8390                   3             0.400000  0.445948      54      55   \n",
      "\n",
      "         HRmean  HRmean_deviation  sleepLabel  \n",
      "0     88.000000         18.301525          -1  \n",
      "1     91.050000         21.351525          -1  \n",
      "2     69.300000         -0.398475          -1  \n",
      "3     67.900000         -1.798475          -1  \n",
      "4     84.433333         14.734858          -1  \n",
      "...         ...               ...         ...  \n",
      "8386  56.266667        -13.431809           1  \n",
      "8387  54.533333        -15.165142           1  \n",
      "8388  54.616667        -15.081809           1  \n",
      "8389  56.116667        -13.581809           1  \n",
      "8390  54.733333        -14.965142           1  \n",
      "\n",
      "[4930 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "4              99.0          100.0          100.0          100.0   \n",
      "5              69.0           69.0           69.0           69.0   \n",
      "6              62.0           61.0           61.0           61.0   \n",
      "7              62.0           61.0           61.0           61.0   \n",
      "8              62.0           61.0           61.0           61.0   \n",
      "...             ...            ...            ...            ...   \n",
      "7857           76.0           82.0           82.0           82.0   \n",
      "7858           90.0           87.0           87.0           87.0   \n",
      "7859           85.0           83.0           83.0           83.0   \n",
      "7860           83.0           74.0           74.0           74.0   \n",
      "7861           79.0           79.0           79.0           79.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "4             100.0           97.0           97.0           97.0   \n",
      "5              69.0           66.0           66.0           66.0   \n",
      "6              61.0           62.0           62.0           62.0   \n",
      "7              61.0           62.0           62.0           62.0   \n",
      "8              61.0           61.0           61.0           61.0   \n",
      "...             ...            ...            ...            ...   \n",
      "7857           82.0           87.0           87.0           87.0   \n",
      "7858           87.0           86.0           86.0           86.0   \n",
      "7859           83.0           77.0           77.0           77.0   \n",
      "7860           74.0           70.0           70.0           70.0   \n",
      "7861           79.0           80.0           80.0           80.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "4              97.0           99.0  ...    0.0               0.0   \n",
      "5              66.0           66.0  ...    0.0               0.0   \n",
      "6              62.0           62.0  ...    0.0               0.0   \n",
      "7              62.0           62.0  ...    0.0               0.0   \n",
      "8              61.0           62.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "7857           87.0           86.0  ...    0.0               0.0   \n",
      "7858           86.0           84.0  ...    0.0               0.0   \n",
      "7859           77.0           76.0  ...    0.0               0.0   \n",
      "7860           70.0           69.0  ...    0.0               0.0   \n",
      "7861           80.0           97.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "4                    7.0             1.266667  96.000000   5.291503   \n",
      "5                    3.0             0.400000  63.450000   2.220284   \n",
      "6                    2.0             0.266667  61.933333   0.251549   \n",
      "7                    1.0             0.066667  61.666667   0.475383   \n",
      "8                    1.0             0.066667  61.600000   0.494032   \n",
      "...                  ...                  ...        ...        ...   \n",
      "7857                 7.0             4.533333  90.500000   4.311986   \n",
      "7858                 7.0             4.200000  87.550000   5.619051   \n",
      "7859                 3.0             2.400000  74.633333   4.302016   \n",
      "7860                 7.0             2.333333  77.533333   6.570263   \n",
      "7861                 7.0             2.200000  96.800000  15.956296   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "4            18.963069    86.0   108.0           1  \n",
      "5           -13.586931    62.0    69.0           1  \n",
      "6           -15.103597    61.0    62.0           1  \n",
      "7           -15.370264    61.0    62.0           1  \n",
      "8           -15.436931    61.0    62.0           1  \n",
      "...                ...     ...     ...         ...  \n",
      "7857         13.463069    76.0    99.0          -1  \n",
      "7858         10.513069    79.0   102.0          -1  \n",
      "7859         -2.403597    69.0    85.0          -1  \n",
      "7860          0.496403    69.0    90.0          -1  \n",
      "7861         19.763069    79.0   140.0          -1  \n",
      "\n",
      "[4561 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "13             76.0           76.0           76.0           76.0   \n",
      "14             76.0           76.0           76.0           76.0   \n",
      "15             76.0           76.0           76.0           76.0   \n",
      "16             76.0           76.0           76.0           76.0   \n",
      "17             91.0           82.0           82.0           82.0   \n",
      "...             ...            ...            ...            ...   \n",
      "7867           51.0           51.0           51.0           51.0   \n",
      "7868           54.0           56.0           56.0           56.0   \n",
      "7869           51.0           52.0           52.0           52.0   \n",
      "7870           62.0           66.0           66.0           66.0   \n",
      "7871           52.0           65.0           65.0           65.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "13             76.0           76.0           76.0           76.0   \n",
      "14             76.0           76.0           76.0           76.0   \n",
      "15             76.0           76.0           76.0           76.0   \n",
      "16             76.0           76.0           76.0           76.0   \n",
      "17             82.0           78.0           78.0           78.0   \n",
      "...             ...            ...            ...            ...   \n",
      "7867           51.0           51.0           51.0           51.0   \n",
      "7868           56.0           52.0           52.0           52.0   \n",
      "7869           52.0           52.0           52.0           52.0   \n",
      "7870           66.0           57.0           57.0           57.0   \n",
      "7871           65.0           64.0           64.0           64.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "13             76.0           76.0  ...    0.0               0.0   \n",
      "14             76.0           76.0  ...    0.0               0.0   \n",
      "15             76.0           76.0  ...    0.0               0.0   \n",
      "16             76.0           76.0  ...    0.0               0.0   \n",
      "17             78.0           76.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "7867           51.0           51.0  ...    0.0               0.0   \n",
      "7868           52.0           50.0  ...    0.0               0.0   \n",
      "7869           52.0           53.0  ...    0.0               0.0   \n",
      "7870           57.0           58.0  ...    0.0               0.0   \n",
      "7871           64.0           57.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "13                   3.0             0.400000  76.000000  0.000000   \n",
      "14                   3.0             0.200000  76.000000  0.000000   \n",
      "15                   5.0             0.600000  77.733333  3.653958   \n",
      "16                   7.0             0.600000  76.950000  3.336623   \n",
      "17                   3.0             0.200000  76.383333  2.792797   \n",
      "...                  ...                  ...        ...       ...   \n",
      "7867                 4.0             1.266667  52.016667  3.377351   \n",
      "7868                 4.0             0.666667  51.850000  2.137835   \n",
      "7869                 4.0             0.866667  53.550000  3.675042   \n",
      "7870                 4.0             1.466667  56.766667  5.675898   \n",
      "7871                 6.0             0.933333  56.500000  5.592065   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "13           -0.180362    76.0    76.0           1  \n",
      "14           -0.180362    76.0    76.0           1  \n",
      "15            1.552971    76.0    88.0           1  \n",
      "16            0.769638    76.0    91.0           1  \n",
      "17            0.202971    72.0    91.0           1  \n",
      "...                ...     ...     ...         ...  \n",
      "7867        -24.163696    50.0    63.0           1  \n",
      "7868        -24.330362    48.0    56.0           1  \n",
      "7869        -22.630362    51.0    62.0           1  \n",
      "7870        -19.413696    51.0    67.0           1  \n",
      "7871        -19.680362    52.0    69.0           1  \n",
      "\n",
      "[4318 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "49            101.0           97.0           97.0           97.0   \n",
      "50            102.0          100.0          100.0          100.0   \n",
      "51             96.0           99.0           99.0           99.0   \n",
      "68             73.0           73.0           73.0           73.0   \n",
      "69             73.0           71.0           71.0           71.0   \n",
      "...             ...            ...            ...            ...   \n",
      "1395           80.0           86.0           86.0           86.0   \n",
      "1396           77.0           86.0           86.0           86.0   \n",
      "1397           86.0           80.0           80.0           80.0   \n",
      "1398           74.0           84.0           84.0           84.0   \n",
      "1399           68.0           63.0           63.0           63.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "49             97.0           97.0           97.0           97.0   \n",
      "50            100.0           92.0           92.0           92.0   \n",
      "51             99.0           90.0           90.0           90.0   \n",
      "68             73.0           73.0           73.0           73.0   \n",
      "69             71.0           69.0           69.0           69.0   \n",
      "...             ...            ...            ...            ...   \n",
      "1395           86.0           86.0           86.0           86.0   \n",
      "1396           86.0           87.0           87.0           87.0   \n",
      "1397           80.0           79.0           79.0           79.0   \n",
      "1398           84.0           95.0           95.0           95.0   \n",
      "1399           63.0           48.0           48.0           48.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "49             97.0          101.0  ...    0.0               0.0   \n",
      "50             92.0          114.0  ...    0.0               0.0   \n",
      "51             90.0          102.0  ...    0.0               0.0   \n",
      "68             73.0           73.0  ...    0.0               0.0   \n",
      "69             69.0           69.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "1395           86.0           84.0  ...    0.0               0.0   \n",
      "1396           87.0           84.0  ...    0.0               0.0   \n",
      "1397           79.0           81.0  ...    0.0               0.0   \n",
      "1398           95.0           94.0  ...    0.0               0.0   \n",
      "1399           48.0           57.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "49                   7.0             6.533333   96.383333   7.995956   \n",
      "50                   7.0             4.200000   98.033333   7.364520   \n",
      "51                   7.0             6.533333  101.650000   5.885417   \n",
      "68                   2.0             0.133333   72.933333   0.251549   \n",
      "69                   1.0             0.066667   69.000000   0.863576   \n",
      "...                  ...                  ...         ...        ...   \n",
      "1395                 7.0             4.333333   82.116667   5.877540   \n",
      "1396                 4.0             3.733333   76.183333   6.956260   \n",
      "1397                 7.0             4.000000   84.866667   7.200439   \n",
      "1398                 7.0             2.866667   83.500000   8.406011   \n",
      "1399                 7.0             4.800000   71.550000  13.293843   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "49           16.973664    80.0   114.0          -1  \n",
      "50           18.623664    88.0   114.0          -1  \n",
      "51           22.240330    90.0   114.0          -1  \n",
      "68           -6.476336    72.0    73.0           1  \n",
      "69          -10.409670    68.0    73.0           1  \n",
      "...                ...     ...     ...         ...  \n",
      "1395          2.706997    72.0    89.0          -1  \n",
      "1396         -3.226336    68.0    87.0          -1  \n",
      "1397          5.456997    74.0    98.0          -1  \n",
      "1398          4.090330    68.0    95.0          -1  \n",
      "1399         -7.859670    48.0   104.0          -1  \n",
      "\n",
      "[603 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "13             64.0           64.0           64.0           64.0   \n",
      "14             64.0           64.0           64.0           64.0   \n",
      "15             64.0           64.0           64.0           64.0   \n",
      "16             64.0           64.0           64.0           64.0   \n",
      "17             68.0           67.0           67.0           67.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8458           47.0           52.0           52.0           52.0   \n",
      "8459           47.0           47.0           47.0           47.0   \n",
      "8460           50.0           50.0           50.0           50.0   \n",
      "8461           50.0           51.0           51.0           51.0   \n",
      "8462           51.0           50.0           50.0           50.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "13             64.0           64.0           64.0           64.0   \n",
      "14             64.0           64.0           64.0           64.0   \n",
      "15             64.0           64.0           64.0           64.0   \n",
      "16             64.0           64.0           64.0           64.0   \n",
      "17             67.0           66.0           66.0           66.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8458           52.0           48.0           48.0           48.0   \n",
      "8459           47.0           48.0           48.0           48.0   \n",
      "8460           50.0           50.0           50.0           50.0   \n",
      "8461           51.0           52.0           52.0           52.0   \n",
      "8462           50.0           51.0           51.0           51.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "13             64.0           64.0  ...    0.0               0.0   \n",
      "14             64.0           64.0  ...    0.0               0.0   \n",
      "15             64.0           64.0  ...    0.0               0.0   \n",
      "16             64.0           64.0  ...    0.0               0.0   \n",
      "17             66.0           64.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "8458           48.0           47.0  ...    0.0               0.0   \n",
      "8459           48.0           64.0  ...    0.0               0.0   \n",
      "8460           50.0           50.0  ...    0.0               0.0   \n",
      "8461           52.0           50.0  ...    0.0               0.0   \n",
      "8462           51.0           50.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "13                   2.0             0.466667  64.066667  0.251549   \n",
      "14                   3.0             0.733333  64.066667  0.251549   \n",
      "15                   3.0             0.933333  64.000000  0.000000   \n",
      "16                   3.0             1.400000  66.933333  4.772331   \n",
      "17                   3.0             1.333333  66.433333  5.840730   \n",
      "...                  ...                  ...        ...       ...   \n",
      "8458                 2.0             0.133333  47.400000  1.264911   \n",
      "8459                 5.0             0.800000  50.950000  4.147390   \n",
      "8460                 4.0             0.333333  50.066667  0.251549   \n",
      "8461                 2.0             0.133333  50.383333  0.613179   \n",
      "8462                 7.0             2.066667  52.566667  4.350596   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "13           -3.825045    64.0    65.0           1  \n",
      "14           -3.825045    64.0    65.0           1  \n",
      "15           -3.891712    64.0    64.0           1  \n",
      "16           -0.958379    62.0    78.0           1  \n",
      "17           -1.458379    62.0    79.0           1  \n",
      "...                ...     ...     ...         ...  \n",
      "8458        -20.491712    47.0    52.0           1  \n",
      "8459        -16.941712    47.0    64.0           1  \n",
      "8460        -17.825045    50.0    51.0           1  \n",
      "8461        -17.508379    50.0    52.0           1  \n",
      "8462        -15.325045    50.0    67.0           1  \n",
      "\n",
      "[5278 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0             119.0          119.0          119.0          119.0   \n",
      "1             119.0          119.0          119.0          119.0   \n",
      "2             119.0          114.0          114.0          114.0   \n",
      "3             114.0          114.0          114.0          114.0   \n",
      "4             104.0          104.0          104.0          104.0   \n",
      "...             ...            ...            ...            ...   \n",
      "997            64.0           64.0           64.0           64.0   \n",
      "998            63.0           63.0           63.0           63.0   \n",
      "999            63.0           63.0           63.0           63.0   \n",
      "1000           66.0           64.0           64.0           64.0   \n",
      "1001           63.0           63.0           63.0           63.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0             119.0          119.0          119.0          119.0   \n",
      "1             119.0          119.0          119.0          119.0   \n",
      "2             114.0          114.0          114.0          114.0   \n",
      "3             114.0          113.0          113.0          113.0   \n",
      "4             104.0          104.0          104.0          104.0   \n",
      "...             ...            ...            ...            ...   \n",
      "997            64.0           63.0           63.0           63.0   \n",
      "998            63.0           63.0           63.0           63.0   \n",
      "999            63.0           63.0           63.0           63.0   \n",
      "1000           64.0           64.0           64.0           64.0   \n",
      "1001           63.0           63.0           63.0           63.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0             119.0          119.0  ...    0.0               0.0   \n",
      "1             119.0          119.0  ...    0.0               0.0   \n",
      "2             114.0          114.0  ...    0.0               0.0   \n",
      "3             113.0          113.0  ...    0.0               0.0   \n",
      "4             104.0          104.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "997            63.0           63.0  ...    0.0               0.0   \n",
      "998            63.0           64.0  ...    0.0               0.0   \n",
      "999            63.0           63.0  ...    0.0               0.0   \n",
      "1000           64.0           63.0  ...    0.0               0.0   \n",
      "1001           63.0           63.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean     HRstd  \\\n",
      "0                    7.0             3.266667  119.000000  0.000000   \n",
      "1                    7.0             2.333333  119.000000  0.000000   \n",
      "2                    7.0             2.000000  114.083333  0.645497   \n",
      "3                    7.0             1.400000  108.433333  4.629920   \n",
      "4                    7.0             1.066667   99.350000  4.535454   \n",
      "...                  ...                  ...         ...       ...   \n",
      "997                  3.0             0.200000   63.350000  0.480995   \n",
      "998                  1.0             0.066667   63.333333  0.475383   \n",
      "999                  4.0             0.466667   65.083333  4.861790   \n",
      "1000                 0.0             0.000000   63.450000  0.594466   \n",
      "1001                 4.0             0.800000   66.533333  5.033672   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0            40.167014   119.0   119.0          -1  \n",
      "1            40.167014   119.0   119.0          -1  \n",
      "2            35.250347   114.0   119.0          -1  \n",
      "3            29.600347   104.0   114.0          -1  \n",
      "4            20.517014    95.0   104.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "997         -15.482986    63.0    64.0           1  \n",
      "998         -15.499653    63.0    64.0           1  \n",
      "999         -13.749653    63.0    81.0           1  \n",
      "1000        -15.382986    63.0    66.0           1  \n",
      "1001        -12.299653    63.0    76.0           1  \n",
      "\n",
      "[588 rows x 74 columns]\n",
      "     000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "4            105.0          105.0          105.0          105.0   \n",
      "5            105.0          105.0          105.0          105.0   \n",
      "6            105.0          105.0          105.0          105.0   \n",
      "7            105.0          105.0          105.0          105.0   \n",
      "8            105.0          105.0          105.0          105.0   \n",
      "..             ...            ...            ...            ...   \n",
      "226           72.0           71.0           71.0           71.0   \n",
      "227           99.0           92.0           92.0           92.0   \n",
      "228           92.0           92.0           92.0           92.0   \n",
      "229           85.0           83.0           83.0           83.0   \n",
      "230           83.0           83.0           83.0           83.0   \n",
      "\n",
      "     060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "4            105.0          105.0          105.0          105.0   \n",
      "5            105.0          105.0          105.0          105.0   \n",
      "6            105.0          105.0          105.0          105.0   \n",
      "7            105.0          105.0          105.0          105.0   \n",
      "8            105.0          105.0          105.0          105.0   \n",
      "..             ...            ...            ...            ...   \n",
      "226           71.0           71.0           71.0           71.0   \n",
      "227           92.0           92.0           92.0           92.0   \n",
      "228           92.0           98.0           98.0           98.0   \n",
      "229           83.0           84.0           84.0           84.0   \n",
      "230           83.0           83.0           83.0           83.0   \n",
      "\n",
      "     120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "4            105.0          105.0  ...    0.0               0.0   \n",
      "5            105.0          105.0  ...    0.0               0.0   \n",
      "6            105.0          105.0  ...    0.0               0.0   \n",
      "7            105.0          105.0  ...    0.0               0.0   \n",
      "8            105.0          105.0  ...    0.0               0.0   \n",
      "..             ...            ...  ...    ...               ...   \n",
      "226           71.0           71.0  ...    0.0               0.0   \n",
      "227           92.0           92.0  ...    0.0               0.0   \n",
      "228           98.0           88.0  ...    0.0               0.0   \n",
      "229           84.0           85.0  ...    0.0               0.0   \n",
      "230           83.0           83.0  ...    0.0               0.0   \n",
      "\n",
      "     maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "4                   0.0             0.000000  105.000000   0.000000   \n",
      "5                   0.0             0.000000  105.000000   0.000000   \n",
      "6                   0.0             0.000000  105.000000   0.000000   \n",
      "7                   0.0             0.000000  105.000000   0.000000   \n",
      "8                   0.0             0.000000  105.000000   0.000000   \n",
      "..                  ...                  ...         ...        ...   \n",
      "226                 7.0             3.000000   81.816667  12.279916   \n",
      "227                 7.0             2.800000   98.716667   7.611525   \n",
      "228                 7.0             5.133333   83.583333   6.023377   \n",
      "229                 5.0             3.866667   83.700000   3.566796   \n",
      "230                 4.0             3.733333   79.183333   4.852019   \n",
      "\n",
      "     HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "4           25.086992   105.0   105.0          -1  \n",
      "5           25.086992   105.0   105.0          -1  \n",
      "6           25.086992   105.0   105.0          -1  \n",
      "7           25.086992   105.0   105.0          -1  \n",
      "8           25.086992   105.0   105.0          -1  \n",
      "..                ...     ...     ...         ...  \n",
      "226          1.903659    71.0   108.0          -1  \n",
      "227         18.803659    92.0   113.0          -1  \n",
      "228          3.670325    75.0    98.0          -1  \n",
      "229          3.786992    76.0    92.0          -1  \n",
      "230         -0.729675    71.0    87.0          -1  \n",
      "\n",
      "[132 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "11             70.0           70.0           70.0           70.0   \n",
      "12             70.0           70.0           70.0           70.0   \n",
      "13             70.0           70.0           70.0           70.0   \n",
      "14             70.0           70.0           70.0           70.0   \n",
      "15             70.0           70.0           70.0           70.0   \n",
      "...             ...            ...            ...            ...   \n",
      "6895           89.0           87.0           87.0           87.0   \n",
      "6896           89.0           93.0           93.0           93.0   \n",
      "6897           89.0           90.0           90.0           90.0   \n",
      "6898           90.0           90.0           90.0           90.0   \n",
      "6899          102.0           90.0           90.0           90.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "11             70.0           70.0           70.0           70.0   \n",
      "12             70.0           70.0           70.0           70.0   \n",
      "13             70.0           70.0           70.0           70.0   \n",
      "14             70.0           70.0           70.0           70.0   \n",
      "15             70.0           70.0           70.0           70.0   \n",
      "...             ...            ...            ...            ...   \n",
      "6895           87.0           88.0           88.0           88.0   \n",
      "6896           93.0           92.0           92.0           92.0   \n",
      "6897           90.0           84.0           84.0           84.0   \n",
      "6898           90.0           86.0           86.0           86.0   \n",
      "6899           90.0           92.0           92.0           92.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "11             70.0           70.0  ...    0.0               0.0   \n",
      "12             70.0           70.0  ...    0.0               0.0   \n",
      "13             70.0           70.0  ...    0.0               0.0   \n",
      "14             70.0           70.0  ...    0.0               0.0   \n",
      "15             70.0           70.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "6895           88.0           88.0  ...    0.0               0.0   \n",
      "6896           92.0           86.0  ...    0.0               0.0   \n",
      "6897           84.0           89.0  ...    0.0               0.0   \n",
      "6898           86.0           90.0  ...    0.0               0.0   \n",
      "6899           92.0          111.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "11                   0.0             0.000000  70.000000   0.000000   \n",
      "12                   0.0             0.000000  70.000000   0.000000   \n",
      "13                   0.0             0.000000  70.000000   0.000000   \n",
      "14                   0.0             0.000000  70.000000   0.000000   \n",
      "15                   0.0             0.000000  70.000000   0.000000   \n",
      "...                  ...                  ...        ...        ...   \n",
      "6895                 7.0             4.066667  89.933333   6.275772   \n",
      "6896                 4.0             3.466667  86.866667   3.963677   \n",
      "6897                 4.0             3.200000  81.983333   5.169964   \n",
      "6898                 7.0             5.133333  95.400000  13.339377   \n",
      "6899                 7.0             4.466667  90.033333   9.064677   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "11           -4.502575    70.0    70.0           1  \n",
      "12           -4.502575    70.0    70.0           1  \n",
      "13           -4.502575    70.0    70.0           1  \n",
      "14           -4.502575    70.0    70.0           1  \n",
      "15           -4.502575    70.0    70.0           1  \n",
      "...                ...     ...     ...         ...  \n",
      "6895         15.430758    82.0   105.0          -1  \n",
      "6896         12.364092    81.0    93.0          -1  \n",
      "6897          7.480758    72.0    90.0          -1  \n",
      "6898         20.897425    85.0   132.0          -1  \n",
      "6899         15.530758    78.0   111.0          -1  \n",
      "\n",
      "[3842 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "12             69.0           69.0           69.0           69.0   \n",
      "13             67.0           68.0           68.0           68.0   \n",
      "14             69.0           69.0           69.0           69.0   \n",
      "15             61.0           61.0           61.0           61.0   \n",
      "16             61.0           61.0           61.0           61.0   \n",
      "...             ...            ...            ...            ...   \n",
      "5618           53.0           53.0           53.0           53.0   \n",
      "5619           89.0           88.0           88.0           88.0   \n",
      "5620           60.0           55.0           55.0           55.0   \n",
      "5621           48.0           50.0           50.0           50.0   \n",
      "5622           72.0           64.0           64.0           64.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "12             69.0           68.0           68.0           68.0   \n",
      "13             68.0           68.0           68.0           68.0   \n",
      "14             69.0           65.0           65.0           65.0   \n",
      "15             61.0           61.0           61.0           61.0   \n",
      "16             61.0           61.0           61.0           61.0   \n",
      "...             ...            ...            ...            ...   \n",
      "5618           53.0           53.0           53.0           53.0   \n",
      "5619           88.0           78.0           78.0           78.0   \n",
      "5620           55.0           50.0           50.0           50.0   \n",
      "5621           50.0           55.0           55.0           55.0   \n",
      "5622           64.0           57.0           57.0           57.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "12             68.0           67.0  ...    0.0               0.0   \n",
      "13             68.0           67.0  ...    0.0               0.0   \n",
      "14             65.0           62.0  ...    0.0               0.0   \n",
      "15             61.0           61.0  ...    0.0               0.0   \n",
      "16             61.0           61.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "5618           53.0           53.0  ...    0.0               0.0   \n",
      "5619           78.0           65.0  ...    0.0               0.0   \n",
      "5620           50.0           72.0  ...    0.0               0.0   \n",
      "5621           55.0           55.0  ...    0.0               0.0   \n",
      "5622           57.0           54.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "12                   2.0             0.533333  67.566667   0.647464   \n",
      "13                   7.0             2.466667  78.100000  10.671838   \n",
      "14                   0.0             0.000000  62.066667   2.342436   \n",
      "15                   2.0             0.266667  61.066667   0.251549   \n",
      "16                   0.0             0.000000  58.716667   1.236338   \n",
      "...                  ...                  ...        ...        ...   \n",
      "5618                 7.0             3.800000  68.800000  15.759635   \n",
      "5619                 7.0             4.466667  65.216667  12.614347   \n",
      "5620                 7.0             2.666667  53.866667   6.941564   \n",
      "5621                 7.0             2.066667  60.000000   9.380832   \n",
      "5622                 5.0             4.000000  63.183333   7.148525   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "12           -4.722268    67.0    69.0           1  \n",
      "13            5.811066    67.0    97.0           1  \n",
      "14          -10.222268    61.0    69.0           1  \n",
      "15          -11.222268    61.0    62.0           1  \n",
      "16          -13.572268    58.0    61.0           1  \n",
      "...                ...     ...     ...         ...  \n",
      "5618         -3.488934    53.0    91.0           1  \n",
      "5619         -7.072268    49.0    89.0           1  \n",
      "5620        -18.422268    46.0    72.0           1  \n",
      "5621        -12.288934    48.0    77.0           1  \n",
      "5622         -9.105601    52.0    73.0           1  \n",
      "\n",
      "[3070 rows x 74 columns]\n",
      "       000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0               81.0           81.0           81.0           81.0   \n",
      "1               81.0           81.0           81.0           81.0   \n",
      "2               81.0           81.0           81.0           81.0   \n",
      "3               86.0           86.0           86.0           86.0   \n",
      "4               82.0           82.0           82.0           82.0   \n",
      "...              ...            ...            ...            ...   \n",
      "10715           97.0           93.0           93.0           93.0   \n",
      "10716           89.0           95.0           95.0           95.0   \n",
      "10717          103.0          119.0          119.0          119.0   \n",
      "10718          107.0          105.0          105.0          105.0   \n",
      "10719          100.0           93.0           93.0           93.0   \n",
      "\n",
      "       060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0               81.0           81.0           81.0           81.0   \n",
      "1               81.0           81.0           81.0           81.0   \n",
      "2               81.0           81.0           81.0           81.0   \n",
      "3               86.0           86.0           86.0           86.0   \n",
      "4               82.0           82.0           82.0           82.0   \n",
      "...              ...            ...            ...            ...   \n",
      "10715           93.0           91.0           91.0           91.0   \n",
      "10716           95.0          107.0          107.0          107.0   \n",
      "10717          119.0          109.0          109.0          109.0   \n",
      "10718          105.0          102.0          102.0          102.0   \n",
      "10719           93.0           92.0           92.0           92.0   \n",
      "\n",
      "       120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0               81.0           81.0  ...    0.0               0.0   \n",
      "1               81.0           81.0  ...    0.0               0.0   \n",
      "2               81.0           86.0  ...    0.0               0.0   \n",
      "3               86.0           86.0  ...    0.0               0.0   \n",
      "4               82.0           82.0  ...    0.0               0.0   \n",
      "...              ...            ...  ...    ...               ...   \n",
      "10715           91.0           92.0  ...    0.0               0.0   \n",
      "10716          107.0          110.0  ...    0.0               0.0   \n",
      "10717          109.0          104.0  ...    0.0               0.0   \n",
      "10718          102.0          105.0  ...    0.0               0.0   \n",
      "10719           92.0           92.0  ...    0.0               0.0   \n",
      "\n",
      "       maxMotionIntensity  meanMotionIntensity      HRmean     HRstd  \\\n",
      "0                     7.0             5.933333   81.000000  0.000000   \n",
      "1                     7.0             4.666667   81.000000  0.000000   \n",
      "2                     7.0             5.000000   85.250000  1.800424   \n",
      "3                     7.0             4.466667   82.866667  1.661801   \n",
      "4                     7.0             4.066667   82.000000  0.000000   \n",
      "...                   ...                  ...         ...       ...   \n",
      "10715                 2.0             0.400000   93.400000  5.256795   \n",
      "10716                 3.0             0.600000   98.633333  6.844438   \n",
      "10717                 7.0             2.133333  102.400000  6.970154   \n",
      "10718                 7.0             1.866667  101.050000  4.401175   \n",
      "10719                 7.0             2.666667   93.366667  9.113162   \n",
      "\n",
      "       HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0             -1.580466    81.0    81.0          -1  \n",
      "1             -1.580466    81.0    81.0          -1  \n",
      "2              2.669534    81.0    86.0          -1  \n",
      "3              0.286201    82.0    86.0          -1  \n",
      "4             -0.580466    82.0    82.0          -1  \n",
      "...                 ...     ...     ...         ...  \n",
      "10715         10.819534    89.0   105.0          -1  \n",
      "10716         16.052867    87.0   110.0          -1  \n",
      "10717         19.819534    90.0   119.0          -1  \n",
      "10718         18.469534    91.0   107.0          -1  \n",
      "10719         10.786201    84.0   122.0          -1  \n",
      "\n",
      "[4110 rows x 74 columns]\n",
      "     000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0             99.0           99.0           99.0           99.0   \n",
      "1             99.0           99.0           99.0           99.0   \n",
      "2             99.0           99.0           99.0           99.0   \n",
      "3             84.0           84.0           84.0           84.0   \n",
      "4             89.0           89.0           89.0           89.0   \n",
      "..             ...            ...            ...            ...   \n",
      "639          118.0          118.0          118.0          118.0   \n",
      "640          105.0          105.0          105.0          105.0   \n",
      "641          100.0          100.0          100.0          100.0   \n",
      "642          110.0          116.0          116.0          116.0   \n",
      "643          112.0          106.0          106.0          106.0   \n",
      "\n",
      "     060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0             99.0           99.0           99.0           99.0   \n",
      "1             99.0           99.0           99.0           99.0   \n",
      "2             99.0           99.0           99.0           99.0   \n",
      "3             84.0           89.0           89.0           89.0   \n",
      "4             89.0           89.0           89.0           89.0   \n",
      "..             ...            ...            ...            ...   \n",
      "639          118.0          118.0          118.0          118.0   \n",
      "640          105.0          105.0          105.0          105.0   \n",
      "641          100.0          100.0          100.0          100.0   \n",
      "642          116.0          114.0          114.0          114.0   \n",
      "643          106.0          104.0          104.0          104.0   \n",
      "\n",
      "     120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0             99.0           99.0  ...    0.0               0.0   \n",
      "1             99.0           99.0  ...    0.0               0.0   \n",
      "2             99.0           99.0  ...    0.0               0.0   \n",
      "3             89.0           89.0  ...    0.0               0.0   \n",
      "4             89.0           89.0  ...    0.0               0.0   \n",
      "..             ...            ...  ...    ...               ...   \n",
      "639          118.0          118.0  ...    0.0               0.0   \n",
      "640          105.0          103.0  ...    0.0               0.0   \n",
      "641          100.0          100.0  ...    0.0               0.0   \n",
      "642          114.0          112.0  ...    0.0               0.0   \n",
      "643          104.0          105.0  ...    0.0               0.0   \n",
      "\n",
      "     maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "0                   7.0             5.133333   99.000000   0.000000   \n",
      "1                   7.0             1.133333   99.000000   0.000000   \n",
      "2                   7.0             1.733333   98.250000   3.296763   \n",
      "3                   7.0             2.866667   88.583333   1.393589   \n",
      "4                   7.0             3.800000   84.666667   4.534862   \n",
      "..                  ...                  ...         ...        ...   \n",
      "639                 7.0             0.933333  114.483333   4.914495   \n",
      "640                 0.0             0.000000  104.683333   4.135385   \n",
      "641                 7.0             0.933333  109.366667  11.409135   \n",
      "642                 7.0             0.466667  112.966667   7.644576   \n",
      "643                 7.0             2.066667  102.983333   8.470270   \n",
      "\n",
      "     HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0           22.738664    99.0    99.0          -1  \n",
      "1           22.738664    99.0    99.0          -1  \n",
      "2           21.988664    84.0    99.0          -1  \n",
      "3           12.321998    84.0    89.0          -1  \n",
      "4            8.405331    81.0    94.0          -1  \n",
      "..                ...     ...     ...         ...  \n",
      "639         38.221998   105.0   122.0          -1  \n",
      "640         28.421998    99.0   113.0          -1  \n",
      "641         33.105331    98.0   138.0          -1  \n",
      "642         36.705331   100.0   128.0          -1  \n",
      "643         26.721998    89.0   125.0          -1  \n",
      "\n",
      "[116 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0             108.0          108.0          108.0          108.0   \n",
      "17             67.0           67.0           67.0           67.0   \n",
      "18             62.0           62.0           62.0           62.0   \n",
      "19             62.0           62.0           62.0           62.0   \n",
      "20             65.0           65.0           65.0           65.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8566           96.0           98.0           98.0           98.0   \n",
      "8567           83.0           96.0           96.0           96.0   \n",
      "8568           98.0           94.0           94.0           94.0   \n",
      "8569           84.0           80.0           80.0           80.0   \n",
      "8570          100.0           98.0           98.0           98.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0             108.0          108.0          108.0          108.0   \n",
      "17             67.0           67.0           67.0           67.0   \n",
      "18             62.0           62.0           62.0           62.0   \n",
      "19             62.0           62.0           62.0           62.0   \n",
      "20             65.0           65.0           65.0           65.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8566           98.0           92.0           92.0           92.0   \n",
      "8567           96.0           93.0           93.0           93.0   \n",
      "8568           94.0           92.0           92.0           92.0   \n",
      "8569           80.0           87.0           87.0           87.0   \n",
      "8570           98.0          100.0          100.0          100.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0             108.0          108.0  ...    0.0               0.0   \n",
      "17             67.0           67.0  ...    0.0               0.0   \n",
      "18             62.0           62.0  ...    0.0               0.0   \n",
      "19             62.0           62.0  ...    0.0               0.0   \n",
      "20             65.0           65.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "8566           92.0           93.0  ...    0.0               0.0   \n",
      "8567           93.0           88.0  ...    0.0               0.0   \n",
      "8568           92.0           93.0  ...    0.0               0.0   \n",
      "8569           87.0           94.0  ...    0.0               0.0   \n",
      "8570          100.0          100.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "0                    7.0             6.200000  108.000000   0.000000   \n",
      "17                   3.0             0.733333   63.416667   2.272098   \n",
      "18                   3.0             0.400000   62.000000   0.000000   \n",
      "19                   3.0             0.266667   62.750000   1.310001   \n",
      "20                   3.0             0.933333   65.000000   0.000000   \n",
      "...                  ...                  ...         ...        ...   \n",
      "8566                 4.0             1.266667   89.616667   5.446478   \n",
      "8567                 3.0             1.200000   91.216667   7.957710   \n",
      "8568                 3.0             0.466667   93.766667   4.427827   \n",
      "8569                 7.0             3.333333  100.733333  10.541068   \n",
      "8570                 7.0             1.933333   88.716667   8.196923   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0            29.165331   108.0   108.0          -1  \n",
      "17          -15.418002    62.0    67.0           1  \n",
      "18          -16.834669    62.0    62.0           1  \n",
      "19          -16.084669    62.0    65.0           1  \n",
      "20          -13.834669    65.0    65.0           1  \n",
      "...                ...     ...     ...         ...  \n",
      "8566         10.781998    83.0    98.0          -1  \n",
      "8567         12.381998    80.0   103.0          -1  \n",
      "8568         14.931998    84.0   101.0          -1  \n",
      "8569         21.898664    80.0   118.0          -1  \n",
      "8570          9.881998    77.0   100.0          -1  \n",
      "\n",
      "[5002 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0             73.0           73.0           73.0           73.0   \n",
      "1             73.0           73.0           73.0           73.0   \n",
      "2             73.0           73.0           73.0           73.0   \n",
      "3             73.0           73.0           73.0           73.0   \n",
      "4             73.0           73.0           73.0           73.0   \n",
      "..             ...            ...            ...            ...   \n",
      "339           78.0           78.0           78.0           78.0   \n",
      "340           78.0           78.0           78.0           78.0   \n",
      "341           80.0           80.0           80.0           80.0   \n",
      "342           66.0           66.0           66.0           66.0   \n",
      "343           66.0           66.0           66.0           66.0   \n",
      "\n",
      "     060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0             73.0           73.0           73.0           73.0   \n",
      "1             73.0           73.0           73.0           73.0   \n",
      "2             73.0           73.0           73.0           73.0   \n",
      "3             73.0           73.0           73.0           73.0   \n",
      "4             73.0           73.0           73.0           73.0   \n",
      "..             ...            ...            ...            ...   \n",
      "339           78.0           78.0           78.0           78.0   \n",
      "340           78.0           78.0           78.0           78.0   \n",
      "341           80.0           80.0           80.0           80.0   \n",
      "342           66.0           66.0           66.0           66.0   \n",
      "343           66.0           66.0           66.0           66.0   \n",
      "\n",
      "     120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0             73.0           73.0  ...    0.0               0.0   \n",
      "1             73.0           73.0  ...    0.0               0.0   \n",
      "2             73.0           73.0  ...    0.0               0.0   \n",
      "3             73.0           73.0  ...    0.0               0.0   \n",
      "4             73.0           73.0  ...    0.0               0.0   \n",
      "..             ...            ...  ...    ...               ...   \n",
      "339           78.0           78.0  ...    0.0               0.0   \n",
      "340           78.0           78.0  ...    0.0               0.0   \n",
      "341           80.0           80.0  ...    0.0               0.0   \n",
      "342           66.0           66.0  ...    0.0               0.0   \n",
      "343           66.0           66.0  ...    0.0               0.0   \n",
      "\n",
      "     maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "0                   7.0             6.466667  73.000000  0.000000   \n",
      "1                   7.0             5.466667  73.000000  0.000000   \n",
      "2                   7.0             3.600000  73.000000  0.000000   \n",
      "3                   3.0             2.400000  73.000000  0.000000   \n",
      "4                   3.0             2.333333  73.716667  0.454420   \n",
      "..                  ...                  ...        ...       ...   \n",
      "339                 1.0             0.066667  78.000000  0.000000   \n",
      "340                 7.0             1.000000  78.233333  0.647464   \n",
      "341                 3.0             0.333333  76.500000  6.113336   \n",
      "342                 0.0             0.000000  66.000000  0.000000   \n",
      "343                 3.0             0.200000  66.500000  0.873334   \n",
      "\n",
      "     HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0           -4.924115    73.0    73.0          -1  \n",
      "1           -4.924115    73.0    73.0          -1  \n",
      "2           -4.924115    73.0    73.0          -1  \n",
      "3           -4.924115    73.0    73.0          -1  \n",
      "4           -4.207449    73.0    74.0          -1  \n",
      "..                ...     ...     ...         ...  \n",
      "339          0.075885    78.0    78.0           1  \n",
      "340          0.309218    78.0    80.0           1  \n",
      "341         -1.424115    66.0    80.0           1  \n",
      "342        -11.924115    66.0    66.0           1  \n",
      "343        -11.424115    66.0    68.0           1  \n",
      "\n",
      "[217 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "5              75.0           91.0           91.0           91.0   \n",
      "6              84.0           85.0           85.0           85.0   \n",
      "7              91.0           91.0           91.0           91.0   \n",
      "8             107.0          104.0          104.0          104.0   \n",
      "9             102.0          110.0          110.0          110.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8224           98.0           89.0           89.0           89.0   \n",
      "8225           61.0           62.0           62.0           62.0   \n",
      "8226           66.0           66.0           66.0           66.0   \n",
      "8227           86.0           86.0           86.0           86.0   \n",
      "8228           69.0           74.0           74.0           74.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "5              91.0           97.0           97.0           97.0   \n",
      "6              85.0           86.0           86.0           86.0   \n",
      "7              91.0           82.0           82.0           82.0   \n",
      "8             104.0          103.0          103.0          103.0   \n",
      "9             110.0          117.0          117.0          117.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8224           89.0           74.0           74.0           74.0   \n",
      "8225           62.0           63.0           63.0           63.0   \n",
      "8226           66.0           67.0           67.0           67.0   \n",
      "8227           86.0           86.0           86.0           86.0   \n",
      "8228           74.0           84.0           84.0           84.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "5              97.0           92.0  ...    0.0               0.0   \n",
      "6              86.0           81.0  ...    0.0               0.0   \n",
      "7              82.0           78.0  ...    0.0               0.0   \n",
      "8             103.0          109.0  ...    0.0               0.0   \n",
      "9             117.0          105.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "8224           74.0           68.0  ...    0.0               0.0   \n",
      "8225           63.0           61.0  ...    0.0               0.0   \n",
      "8226           67.0           67.0  ...    0.0               0.0   \n",
      "8227           86.0           83.0  ...    0.0               0.0   \n",
      "8228           84.0           79.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "5                    7.0             4.866667   88.116667   3.493780   \n",
      "6                    7.0             5.266667   87.816667   4.184279   \n",
      "7                    7.0             1.333333   97.533333  12.150841   \n",
      "8                    7.0             0.466667  104.816667   5.235122   \n",
      "9                    7.0             0.466667  109.616667   7.227752   \n",
      "...                  ...                  ...         ...        ...   \n",
      "8224                 3.0             0.933333   66.083333   8.379336   \n",
      "8225                 3.0             2.800000   65.983333   3.925111   \n",
      "8226                 7.0             3.133333   69.133333   5.987180   \n",
      "8227                 4.0             4.000000   80.416667   5.799742   \n",
      "8228                 7.0             4.733333   80.800000   7.212983   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "5            16.429154    75.0    97.0          -1  \n",
      "6            16.129154    81.0    98.0          -1  \n",
      "7            25.845820    78.0   126.0          -1  \n",
      "8            33.129154    99.0   116.0          -1  \n",
      "9            37.929154   102.0   125.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "8224         -5.604180    61.0    98.0          -1  \n",
      "8225         -5.704180    61.0    74.0          -1  \n",
      "8226         -2.554180    66.0    86.0          -1  \n",
      "8227          8.729154    69.0    87.0          -1  \n",
      "8228          9.112487    69.0    96.0          -1  \n",
      "\n",
      "[4816 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "71             97.0          100.0          100.0          100.0   \n",
      "72             90.0           90.0           90.0           90.0   \n",
      "73            103.0          100.0          100.0          100.0   \n",
      "74             98.0           97.0           97.0           97.0   \n",
      "75             94.0           91.0           91.0           91.0   \n",
      "...             ...            ...            ...            ...   \n",
      "1911           93.0          104.0          104.0          104.0   \n",
      "1912          101.0          107.0          107.0          107.0   \n",
      "1913          119.0          119.0          119.0          119.0   \n",
      "1914          103.0           96.0           96.0           96.0   \n",
      "1915          107.0          100.0          100.0          100.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "71            100.0          100.0          100.0          100.0   \n",
      "72             90.0           89.0           89.0           89.0   \n",
      "73            100.0          103.0          103.0          103.0   \n",
      "74             97.0           97.0           97.0           97.0   \n",
      "75             91.0           94.0           94.0           94.0   \n",
      "...             ...            ...            ...            ...   \n",
      "1911          104.0          106.0          106.0          106.0   \n",
      "1912          107.0          111.0          111.0          111.0   \n",
      "1913          119.0          124.0          124.0          124.0   \n",
      "1914           96.0          118.0          118.0          118.0   \n",
      "1915          100.0          101.0          101.0          101.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "71            100.0          118.0  ...    0.0               0.0   \n",
      "72             89.0          108.0  ...    0.0               0.0   \n",
      "73            103.0          110.0  ...    0.0               0.0   \n",
      "74             97.0           90.0  ...    0.0               0.0   \n",
      "75             94.0           86.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "1911          106.0           97.0  ...    0.0               0.0   \n",
      "1912          111.0          110.0  ...    0.0               0.0   \n",
      "1913          124.0          114.0  ...    0.0               0.0   \n",
      "1914          118.0          114.0  ...    0.0               0.0   \n",
      "1915          101.0          107.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean     HRstd  \\\n",
      "71                   7.0             0.866667   97.650000  6.846563   \n",
      "72                   7.0             2.066667  101.250000  7.352216   \n",
      "73                   7.0             0.466667   99.216667  6.362207   \n",
      "74                   4.0             1.333333   91.333333  5.117821   \n",
      "75                   3.0             1.400000   90.866667  4.917856   \n",
      "...                  ...                  ...         ...       ...   \n",
      "1911                 7.0             4.400000   99.866667  6.616535   \n",
      "1912                 7.0             5.400000  105.033333  6.409650   \n",
      "1913                 7.0             5.266667  104.733333  8.229477   \n",
      "1914                 7.0             5.466667  107.800000  7.516761   \n",
      "1915                 7.0             5.000000  104.600000  5.256795   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "71           14.867009    90.0   118.0          -1  \n",
      "72           18.467009    89.0   117.0          -1  \n",
      "73           16.433676    91.0   114.0          -1  \n",
      "74            8.550343    81.0    98.0          -1  \n",
      "75            8.083676    82.0    99.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "1911         17.083676    85.0   110.0          -1  \n",
      "1912         22.250343    93.0   119.0          -1  \n",
      "1913         21.950343    96.0   124.0          -1  \n",
      "1914         25.017009    94.0   119.0          -1  \n",
      "1915         21.817009    96.0   117.0          -1  \n",
      "\n",
      "[689 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0              83.0           83.0           83.0           83.0   \n",
      "1              89.0           89.0           89.0           89.0   \n",
      "2              90.0           90.0           90.0           90.0   \n",
      "3              41.0           41.0           41.0           41.0   \n",
      "4              41.0           41.0           41.0           41.0   \n",
      "...             ...            ...            ...            ...   \n",
      "6709           66.0           66.0           66.0           66.0   \n",
      "6710           79.0           79.0           79.0           79.0   \n",
      "6711           79.0           79.0           79.0           79.0   \n",
      "6712           79.0           79.0           79.0           79.0   \n",
      "6713           79.0           79.0           79.0           79.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0              83.0           83.0           83.0           83.0   \n",
      "1              89.0           89.0           89.0           89.0   \n",
      "2              90.0           90.0           90.0           90.0   \n",
      "3              41.0           41.0           41.0           41.0   \n",
      "4              41.0           41.0           41.0           41.0   \n",
      "...             ...            ...            ...            ...   \n",
      "6709           66.0           66.0           66.0           66.0   \n",
      "6710           79.0           79.0           79.0           79.0   \n",
      "6711           79.0           79.0           79.0           79.0   \n",
      "6712           79.0           79.0           79.0           79.0   \n",
      "6713           79.0           79.0           79.0           79.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0              83.0           83.0  ...    0.0               0.0   \n",
      "1              89.0           89.0  ...    0.0               0.0   \n",
      "2              90.0           90.0  ...    0.0               0.0   \n",
      "3              41.0           41.0  ...    0.0               0.0   \n",
      "4              41.0           41.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "6709           66.0           66.0  ...    0.0               0.0   \n",
      "6710           79.0           79.0  ...    0.0               0.0   \n",
      "6711           79.0           79.0  ...    0.0               0.0   \n",
      "6712           79.0           79.0  ...    0.0               0.0   \n",
      "6713           79.0           79.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "0                    4.0             4.000000  84.100000   2.341230   \n",
      "1                    7.0             5.066667  89.050000   0.219784   \n",
      "2                    7.0             4.733333  54.883333  22.266561   \n",
      "3                    7.0             5.733333  41.000000   0.000000   \n",
      "4                    7.0             4.600000  43.450000  10.769425   \n",
      "...                  ...                  ...        ...        ...   \n",
      "6709                 7.0             5.000000  68.583333   5.033083   \n",
      "6710                 5.0             1.800000  79.000000   0.000000   \n",
      "6711                 7.0             3.866667  79.000000   0.000000   \n",
      "6712                 7.0             4.533333  79.000000   0.000000   \n",
      "6713                 7.0             2.333333  71.700000   4.354230   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0            11.494854    83.0    89.0          -1  \n",
      "1            16.444854    89.0    90.0          -1  \n",
      "2           -17.721813    41.0    90.0          -1  \n",
      "3           -31.605146    41.0    41.0          -1  \n",
      "4           -29.155146    41.0    90.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "6709         -4.021813    66.0    79.0          -1  \n",
      "6710          6.394854    79.0    79.0          -1  \n",
      "6711          6.394854    79.0    79.0          -1  \n",
      "6712          6.394854    79.0    79.0          -1  \n",
      "6713         -0.905146    69.0    79.0          -1  \n",
      "\n",
      "[3129 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "5               82.0           87.0           87.0           87.0   \n",
      "6              111.0          106.0          106.0          106.0   \n",
      "7               87.0           89.0           89.0           89.0   \n",
      "8               97.0           89.0           89.0           89.0   \n",
      "9               96.0           99.0           99.0           99.0   \n",
      "...              ...            ...            ...            ...   \n",
      "10733           71.0           64.0           64.0           64.0   \n",
      "10750           67.0           68.0           68.0           68.0   \n",
      "10751           71.0           75.0           75.0           75.0   \n",
      "10752           73.0           69.0           69.0           69.0   \n",
      "10753           87.0           82.0           82.0           82.0   \n",
      "\n",
      "       060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "5               87.0           86.0           86.0           86.0   \n",
      "6              106.0           95.0           95.0           95.0   \n",
      "7               89.0           96.0           96.0           96.0   \n",
      "8               89.0           86.0           86.0           86.0   \n",
      "9               99.0           94.0           94.0           94.0   \n",
      "...              ...            ...            ...            ...   \n",
      "10733           64.0           61.0           61.0           61.0   \n",
      "10750           68.0           88.0           88.0           88.0   \n",
      "10751           75.0           70.0           70.0           70.0   \n",
      "10752           69.0           82.0           82.0           82.0   \n",
      "10753           82.0           73.0           73.0           73.0   \n",
      "\n",
      "       120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "5               86.0           82.0  ...    0.0               0.0   \n",
      "6               95.0          100.0  ...    0.0               0.0   \n",
      "7               96.0           99.0  ...    0.0               0.0   \n",
      "8               86.0           86.0  ...    0.0               0.0   \n",
      "9               94.0           97.0  ...    0.0               0.0   \n",
      "...              ...            ...  ...    ...               ...   \n",
      "10733           61.0           60.0  ...    0.0               0.0   \n",
      "10750           88.0           83.0  ...    0.0               0.0   \n",
      "10751           70.0           66.0  ...    0.0               0.0   \n",
      "10752           82.0           93.0  ...    0.0               0.0   \n",
      "10753           73.0           72.0  ...    0.0               0.0   \n",
      "\n",
      "       maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "5                     4.0             1.400000  92.983333  7.207556   \n",
      "6                     3.0             1.000000  97.933333  7.460328   \n",
      "7                     7.0             2.733333  92.700000  6.026214   \n",
      "8                     7.0             4.200000  97.950000  8.922311   \n",
      "9                     7.0             1.866667  89.433333  6.815652   \n",
      "...                   ...                  ...        ...       ...   \n",
      "10733                 4.0             2.266667  57.716667  3.014607   \n",
      "10750                 2.0             0.266667  71.816667  6.682869   \n",
      "10751                 1.0             0.066667  76.233333  7.452372   \n",
      "10752                 0.0             0.000000  81.366667  7.225113   \n",
      "10753                 0.0             0.000000  80.166667  4.544196   \n",
      "\n",
      "       HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "5              8.917584    82.0   111.0          -1  \n",
      "6             13.867584    87.0   111.0          -1  \n",
      "7              8.634250    87.0   106.0          -1  \n",
      "8             13.884250    86.0   119.0          -1  \n",
      "9              5.367584    81.0    99.0          -1  \n",
      "...                 ...     ...     ...         ...  \n",
      "10733        -26.349083    56.0    71.0           1  \n",
      "10750        -12.249083    65.0    88.0          -1  \n",
      "10751         -7.832416    66.0    92.0          -1  \n",
      "10752         -2.699083    69.0    97.0          -1  \n",
      "10753         -3.899083    72.0    89.0          -1  \n",
      "\n",
      "[1951 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0              82.0           82.0           82.0           82.0   \n",
      "1              82.0           82.0           82.0           82.0   \n",
      "2              80.0           80.0           80.0           80.0   \n",
      "3              80.0           80.0           80.0           80.0   \n",
      "4              80.0           80.0           80.0           80.0   \n",
      "...             ...            ...            ...            ...   \n",
      "5681           90.0           88.0           88.0           88.0   \n",
      "5682          103.0           95.0           95.0           95.0   \n",
      "5683           83.0           81.0           81.0           81.0   \n",
      "5684           85.0           88.0           88.0           88.0   \n",
      "5685           93.0           92.0           92.0           92.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0              82.0           82.0           82.0           82.0   \n",
      "1              82.0           82.0           82.0           82.0   \n",
      "2              80.0           80.0           80.0           80.0   \n",
      "3              80.0           80.0           80.0           80.0   \n",
      "4              80.0           80.0           80.0           80.0   \n",
      "...             ...            ...            ...            ...   \n",
      "5681           88.0           95.0           95.0           95.0   \n",
      "5682           95.0           87.0           87.0           87.0   \n",
      "5683           81.0           79.0           79.0           79.0   \n",
      "5684           88.0           84.0           84.0           84.0   \n",
      "5685           92.0           90.0           90.0           90.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0              82.0           82.0  ...    0.0               0.0   \n",
      "1              82.0           82.0  ...    0.0               0.0   \n",
      "2              80.0           80.0  ...    0.0               0.0   \n",
      "3              80.0           80.0  ...    0.0               0.0   \n",
      "4              80.0           80.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "5681           95.0          101.0  ...    0.0               0.0   \n",
      "5682           87.0           84.0  ...    0.0               0.0   \n",
      "5683           79.0           88.0  ...    0.0               0.0   \n",
      "5684           84.0           83.0  ...    0.0               0.0   \n",
      "5685           90.0          105.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "0                    5.0             3.800000  82.000000  0.000000   \n",
      "1                    7.0             4.800000  80.700000  0.961989   \n",
      "2                    7.0             5.000000  80.000000  0.000000   \n",
      "3                    7.0             4.600000  80.000000  0.000000   \n",
      "4                    7.0             3.933333  80.766667  0.980603   \n",
      "...                  ...                  ...        ...       ...   \n",
      "5681                 7.0             6.800000  89.650000  6.976535   \n",
      "5682                 7.0             6.200000  86.533333  8.245115   \n",
      "5683                 7.0             5.600000  85.166667  4.178909   \n",
      "5684                 7.0             4.866667  84.200000  6.326699   \n",
      "5685                 7.0             5.600000  98.583333  9.725542   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0             0.882148    82.0    82.0          -1  \n",
      "1            -0.417852    80.0    82.0          -1  \n",
      "2            -1.117852    80.0    80.0          -1  \n",
      "3            -1.117852    80.0    80.0          -1  \n",
      "4            -0.351185    80.0    82.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "5681          8.532148    82.0   103.0          -1  \n",
      "5682          5.415482    78.0   109.0          -1  \n",
      "5683          4.048815    79.0    93.0          -1  \n",
      "5684          3.082148    74.0    98.0          -1  \n",
      "5685         17.465482    84.0   114.0          -1  \n",
      "\n",
      "[2577 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "37             91.0           90.0           90.0           90.0   \n",
      "38             89.0           89.0           89.0           89.0   \n",
      "39             90.0           90.0           90.0           90.0   \n",
      "40             90.0           90.0           90.0           90.0   \n",
      "41            109.0           97.0           97.0           97.0   \n",
      "...             ...            ...            ...            ...   \n",
      "2096          107.0          107.0          107.0          107.0   \n",
      "2097          101.0           95.0           95.0           95.0   \n",
      "2098           97.0          104.0          104.0          104.0   \n",
      "2099          101.0           92.0           92.0           92.0   \n",
      "2100           82.0           84.0           84.0           84.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "37             90.0           90.0           90.0           90.0   \n",
      "38             89.0           89.0           89.0           89.0   \n",
      "39             90.0           90.0           90.0           90.0   \n",
      "40             90.0          108.0          108.0          108.0   \n",
      "41             97.0           93.0           93.0           93.0   \n",
      "...             ...            ...            ...            ...   \n",
      "2096          107.0          121.0          121.0          121.0   \n",
      "2097           95.0           92.0           92.0           92.0   \n",
      "2098          104.0           99.0           99.0           99.0   \n",
      "2099           92.0          102.0          102.0          102.0   \n",
      "2100           84.0           93.0           93.0           93.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "37             90.0           89.0  ...    0.0               0.0   \n",
      "38             89.0           89.0  ...    0.0               0.0   \n",
      "39             90.0           89.0  ...    0.0               0.0   \n",
      "40            108.0          123.0  ...    0.0               0.0   \n",
      "41             93.0           92.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "2096          121.0          113.0  ...    0.0               0.0   \n",
      "2097           92.0           91.0  ...    0.0               0.0   \n",
      "2098           99.0           90.0  ...    0.0               0.0   \n",
      "2099          102.0           97.0  ...    0.0               0.0   \n",
      "2100           93.0           89.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean     HRstd  \\\n",
      "37                   3.0             1.400000   89.100000  0.510898   \n",
      "38                   2.0             0.266667   91.783333  3.714797   \n",
      "39                   4.0             1.200000   91.733333  4.707969   \n",
      "40                   7.0             1.400000  102.950000  9.871076   \n",
      "41                   4.0             0.600000   92.116667  3.252596   \n",
      "...                  ...                  ...         ...       ...   \n",
      "2096                 7.0             1.400000  104.900000  7.091891   \n",
      "2097                 3.0             0.666667   93.333333  5.537749   \n",
      "2098                 3.0             0.200000   99.266667  3.965387   \n",
      "2099                 3.0             1.600000   90.583333  6.134901   \n",
      "2100                 4.0             2.200000   87.533333  4.749547   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "37            3.359787    88.0    91.0          -1  \n",
      "38            6.043120    89.0   103.0          -1  \n",
      "39            5.993120    89.0   107.0          -1  \n",
      "40           17.209787    90.0   123.0          -1  \n",
      "41            6.376453    90.0   109.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "2096         19.159787    95.0   121.0          -1  \n",
      "2097          7.593120    87.0   104.0          -1  \n",
      "2098         13.526453    90.0   105.0          -1  \n",
      "2099          4.843120    82.0   102.0          -1  \n",
      "2100          1.793120    82.0    98.0          -1  \n",
      "\n",
      "[625 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0              72.0           72.0           72.0           72.0   \n",
      "1              72.0           72.0           72.0           72.0   \n",
      "2              75.0           75.0           75.0           75.0   \n",
      "3              75.0           75.0           75.0           75.0   \n",
      "4              75.0           75.0           75.0           75.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8375           50.0           50.0           50.0           50.0   \n",
      "8376           52.0           52.0           52.0           52.0   \n",
      "8377           55.0           55.0           55.0           55.0   \n",
      "8378           55.0           55.0           55.0           55.0   \n",
      "8379           65.0           58.0           58.0           58.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0              72.0           72.0           72.0           72.0   \n",
      "1              72.0           72.0           72.0           72.0   \n",
      "2              75.0           75.0           75.0           75.0   \n",
      "3              75.0           75.0           75.0           75.0   \n",
      "4              75.0           75.0           75.0           75.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8375           50.0           50.0           50.0           50.0   \n",
      "8376           52.0           52.0           52.0           52.0   \n",
      "8377           55.0           56.0           56.0           56.0   \n",
      "8378           55.0           56.0           56.0           56.0   \n",
      "8379           58.0           56.0           56.0           56.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0              72.0           72.0  ...    0.0               0.0   \n",
      "1              72.0           72.0  ...    0.0               0.0   \n",
      "2              75.0           75.0  ...    0.0               0.0   \n",
      "3              75.0           75.0  ...    0.0               0.0   \n",
      "4              75.0           75.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "8375           50.0           49.0  ...    0.0               0.0   \n",
      "8376           52.0           52.0  ...    0.0               0.0   \n",
      "8377           56.0           56.0  ...    0.0               0.0   \n",
      "8378           56.0           56.0  ...    0.0               0.0   \n",
      "8379           56.0           56.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "0                    7.0             5.200000  72.000000  0.000000   \n",
      "1                    4.0             4.000000  72.350000  0.971195   \n",
      "2                    7.0             4.400000  75.000000  0.000000   \n",
      "3                    7.0             4.400000  75.000000  0.000000   \n",
      "4                    7.0             4.866667  75.000000  0.000000   \n",
      "...                  ...                  ...        ...       ...   \n",
      "8375                 3.0             0.200000  51.300000  1.154211   \n",
      "8376                 4.0             0.266667  52.683333  1.214205   \n",
      "8377                 3.0             0.200000  55.466667  0.503098   \n",
      "8378                 4.0             1.000000  56.966667  4.108555   \n",
      "8379                 3.0             0.200000  55.766667  1.499906   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0             2.088121    72.0    72.0          -1  \n",
      "1             2.438121    72.0    75.0          -1  \n",
      "2             5.088121    75.0    75.0          -1  \n",
      "3             5.088121    75.0    75.0          -1  \n",
      "4             5.088121    75.0    75.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "8375        -18.611879    49.0    52.0           1  \n",
      "8376        -17.228545    52.0    55.0           1  \n",
      "8377        -14.445212    55.0    56.0           1  \n",
      "8378        -12.945212    55.0    70.0           1  \n",
      "8379        -14.145212    54.0    65.0           1  \n",
      "\n",
      "[3711 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0              71.0           71.0           71.0           71.0   \n",
      "1              71.0           71.0           71.0           71.0   \n",
      "2              71.0           71.0           71.0           71.0   \n",
      "3              71.0           71.0           71.0           71.0   \n",
      "4              73.0           73.0           73.0           73.0   \n",
      "...             ...            ...            ...            ...   \n",
      "5086           99.0          104.0          104.0          104.0   \n",
      "5087          105.0          115.0          115.0          115.0   \n",
      "5088           85.0           83.0           83.0           83.0   \n",
      "5089           92.0           84.0           84.0           84.0   \n",
      "5090           70.0           71.0           71.0           71.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0              71.0           71.0           71.0           71.0   \n",
      "1              71.0           71.0           71.0           71.0   \n",
      "2              71.0           71.0           71.0           71.0   \n",
      "3              71.0           71.0           71.0           71.0   \n",
      "4              73.0           73.0           73.0           73.0   \n",
      "...             ...            ...            ...            ...   \n",
      "5086          104.0          104.0          104.0          104.0   \n",
      "5087          115.0          109.0          109.0          109.0   \n",
      "5088           83.0           81.0           81.0           81.0   \n",
      "5089           84.0           82.0           82.0           82.0   \n",
      "5090           71.0           71.0           71.0           71.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0              71.0           71.0  ...    0.0               0.0   \n",
      "1              71.0           71.0  ...    0.0               0.0   \n",
      "2              71.0           71.0  ...    0.0               0.0   \n",
      "3              71.0           71.0  ...    0.0               0.0   \n",
      "4              73.0           73.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "5086          104.0          106.0  ...    0.0               0.0   \n",
      "5087          109.0          111.0  ...    0.0               0.0   \n",
      "5088           81.0           82.0  ...    0.0               0.0   \n",
      "5089           82.0           73.0  ...    0.0               0.0   \n",
      "5090           71.0           69.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "0                    7.0             4.666667  71.000000   0.000000   \n",
      "1                    7.0             4.066667  71.000000   0.000000   \n",
      "2                    7.0             5.000000  71.000000   0.000000   \n",
      "3                    7.0             3.133333  72.566667   0.830900   \n",
      "4                    7.0             3.800000  73.000000   0.000000   \n",
      "...                  ...                  ...        ...        ...   \n",
      "5086                 7.0             5.800000  97.433333   8.807483   \n",
      "5087                 7.0             4.866667  89.266667  12.950841   \n",
      "5088                 7.0             5.400000  88.616667   9.719963   \n",
      "5089                 7.0             3.600000  79.700000   4.130498   \n",
      "5090                 7.0             3.933333  74.266667   4.448830   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0            -1.859173    71.0    71.0          -1  \n",
      "1            -1.859173    71.0    71.0          -1  \n",
      "2            -1.859173    71.0    71.0          -1  \n",
      "3            -0.292506    71.0    73.0          -1  \n",
      "4             0.140827    73.0    73.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "5086         24.574161    76.0   106.0          -1  \n",
      "5087         16.407494    77.0   115.0          -1  \n",
      "5088         15.757494    76.0   106.0          -1  \n",
      "5089          6.840827    70.0    92.0          -1  \n",
      "5090          1.407494    69.0    82.0          -1  \n",
      "\n",
      "[2190 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "6              64.0           64.0           64.0           64.0   \n",
      "7              63.0           63.0           63.0           63.0   \n",
      "8              64.0           64.0           64.0           64.0   \n",
      "9              64.0           64.0           64.0           64.0   \n",
      "10             64.0           64.0           64.0           64.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8009           56.0           59.0           59.0           59.0   \n",
      "8010           80.0           81.0           81.0           81.0   \n",
      "8011           54.0           53.0           53.0           53.0   \n",
      "8012           52.0           57.0           57.0           57.0   \n",
      "8013           53.0           58.0           58.0           58.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "6              64.0           64.0           64.0           64.0   \n",
      "7              63.0           63.0           63.0           63.0   \n",
      "8              64.0           64.0           64.0           64.0   \n",
      "9              64.0           64.0           64.0           64.0   \n",
      "10             64.0          133.0          133.0          133.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8009           59.0           56.0           56.0           56.0   \n",
      "8010           81.0           81.0           81.0           81.0   \n",
      "8011           53.0           52.0           52.0           52.0   \n",
      "8012           57.0           84.0           84.0           84.0   \n",
      "8013           58.0           62.0           62.0           62.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...   steps  distanceInMeters  \\\n",
      "6              64.0           63.0  ...     0.0              0.00   \n",
      "7              63.0           63.0  ...     0.0              0.00   \n",
      "8              64.0           64.0  ...     0.0              0.00   \n",
      "9              64.0           64.0  ...     0.0              0.00   \n",
      "10            133.0          141.0  ...  2368.0           2989.84   \n",
      "...             ...            ...  ...     ...               ...   \n",
      "8009           56.0           58.0  ...     0.0              0.00   \n",
      "8010           81.0           72.0  ...     0.0              0.00   \n",
      "8011           52.0           52.0  ...     0.0              0.00   \n",
      "8012           84.0           67.0  ...     0.0              0.00   \n",
      "8013           62.0           61.0  ...     0.0              0.00   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "6                    7.0             5.466667   63.150000   0.360085   \n",
      "7                    7.0             6.466667   63.683333   2.368520   \n",
      "8                    7.0             4.200000   64.000000   0.000000   \n",
      "9                    7.0             5.600000   64.000000   0.000000   \n",
      "10                   7.0             7.000000  147.050000  26.469314   \n",
      "...                  ...                  ...         ...        ...   \n",
      "8009                 7.0             4.933333   62.466667  11.228696   \n",
      "8010                 7.0             5.400000   59.900000  10.174245   \n",
      "8011                 7.0             5.466667   53.033333   2.899250   \n",
      "8012                 7.0             5.133333   58.316667   7.698760   \n",
      "8013                 7.0             4.400000   61.083333  10.420468   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "6            -0.580456    63.0    64.0          -1  \n",
      "7            -0.047123    61.0    70.0          -1  \n",
      "8             0.269544    64.0    64.0          -1  \n",
      "9             0.269544    64.0    64.0          -1  \n",
      "10           83.319544    64.0   160.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "8009         -1.263790    50.0    82.0          -1  \n",
      "8010         -3.830456    50.0    81.0          -1  \n",
      "8011        -10.697123    49.0    58.0          -1  \n",
      "8012         -5.413790    52.0    84.0          -1  \n",
      "8013         -2.647123    50.0    82.0          -1  \n",
      "\n",
      "[4407 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0              75.0           86.0           86.0           86.0   \n",
      "1              86.0           81.0           81.0           81.0   \n",
      "2              86.0           80.0           80.0           80.0   \n",
      "3             101.0           94.0           94.0           94.0   \n",
      "4              91.0           89.0           89.0           89.0   \n",
      "...             ...            ...            ...            ...   \n",
      "7321          114.0          114.0          114.0          114.0   \n",
      "7322          116.0          110.0          110.0          110.0   \n",
      "7323          106.0          103.0          103.0          103.0   \n",
      "7324          112.0          101.0          101.0          101.0   \n",
      "7325          101.0          100.0          100.0          100.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0              86.0           95.0           95.0           95.0   \n",
      "1              81.0           90.0           90.0           90.0   \n",
      "2              80.0           77.0           77.0           77.0   \n",
      "3              94.0           94.0           94.0           94.0   \n",
      "4              89.0           90.0           90.0           90.0   \n",
      "...             ...            ...            ...            ...   \n",
      "7321          114.0          118.0          118.0          118.0   \n",
      "7322          110.0          116.0          116.0          116.0   \n",
      "7323          103.0          105.0          105.0          105.0   \n",
      "7324          101.0          109.0          109.0          109.0   \n",
      "7325          100.0           99.0           99.0           99.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0              95.0          107.0  ...    0.0               0.0   \n",
      "1              90.0           89.0  ...    0.0               0.0   \n",
      "2              77.0           85.0  ...    0.0               0.0   \n",
      "3              94.0           92.0  ...    0.0               0.0   \n",
      "4              90.0           87.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "7321          118.0          118.0  ...    0.0               0.0   \n",
      "7322          116.0          115.0  ...    0.0               0.0   \n",
      "7323          105.0          108.0  ...    0.0               0.0   \n",
      "7324          109.0          108.0  ...    0.0               0.0   \n",
      "7325           99.0           98.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "0                    7.0             3.000000   95.283333  10.229720   \n",
      "1                    3.0             3.000000   79.200000   5.118262   \n",
      "2                    7.0             1.866667   94.483333  15.082251   \n",
      "3                    3.0             0.800000   94.633333   4.125024   \n",
      "4                    4.0             1.066667   92.200000   5.401820   \n",
      "...                  ...                  ...         ...        ...   \n",
      "7321                 7.0             5.800000  116.900000   4.409927   \n",
      "7322                 7.0             4.800000  117.100000   9.340453   \n",
      "7323                 7.0             4.200000  105.833333   6.148354   \n",
      "7324                 4.0             2.133333  103.916667   4.910355   \n",
      "7325                 7.0             3.933333  106.716667   6.170162   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0            11.149476    75.0   117.0          -1  \n",
      "1            -4.933857    74.0    90.0          -1  \n",
      "2            10.349476    77.0   133.0          -1  \n",
      "3            10.499476    89.0   102.0          -1  \n",
      "4             8.066143    84.0   104.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "7321         32.766143   110.0   127.0          -1  \n",
      "7322         32.966143   105.0   136.0          -1  \n",
      "7323         21.699476    98.0   118.0          -1  \n",
      "7324         19.782810    98.0   113.0          -1  \n",
      "7325         22.582810    98.0   117.0          -1  \n",
      "\n",
      "[2914 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "8              58.0           58.0           58.0           58.0   \n",
      "9              58.0           58.0           58.0           58.0   \n",
      "10             58.0           58.0           58.0           58.0   \n",
      "11             58.0           58.0           58.0           58.0   \n",
      "12             58.0           58.0           58.0           58.0   \n",
      "...             ...            ...            ...            ...   \n",
      "6624           58.0           59.0           59.0           59.0   \n",
      "6625           60.0           60.0           60.0           60.0   \n",
      "6626           66.0           66.0           66.0           66.0   \n",
      "6627           67.0           67.0           67.0           67.0   \n",
      "6628          107.0          109.0          109.0          109.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "8              58.0           58.0           58.0           58.0   \n",
      "9              58.0           58.0           58.0           58.0   \n",
      "10             58.0           58.0           58.0           58.0   \n",
      "11             58.0           58.0           58.0           58.0   \n",
      "12             58.0           58.0           58.0           58.0   \n",
      "...             ...            ...            ...            ...   \n",
      "6624           59.0           60.0           60.0           60.0   \n",
      "6625           60.0           75.0           75.0           75.0   \n",
      "6626           66.0           77.0           77.0           77.0   \n",
      "6627           67.0           63.0           63.0           63.0   \n",
      "6628          109.0          100.0          100.0          100.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "8              58.0           58.0  ...    0.0              0.00   \n",
      "9              58.0           58.0  ...    0.0              0.00   \n",
      "10             58.0           58.0  ...    0.0              0.00   \n",
      "11             58.0           58.0  ...    0.0              0.00   \n",
      "12             58.0           58.0  ...    0.0              0.00   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "6624           60.0           58.0  ...    0.0              0.00   \n",
      "6625           75.0           76.0  ...    0.0              0.00   \n",
      "6626           77.0           66.0  ...    0.0              0.00   \n",
      "6627           63.0           81.0  ...  949.0            777.22   \n",
      "6628          100.0           91.0  ...    0.0              0.00   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "8                    7.0             4.066667  58.000000   0.000000   \n",
      "9                    7.0             6.200000  58.000000   0.000000   \n",
      "10                   3.0             2.000000  58.000000   0.000000   \n",
      "11                   3.0             2.000000  58.000000   0.000000   \n",
      "12                   4.0             1.666667  58.000000   0.000000   \n",
      "...                  ...                  ...        ...        ...   \n",
      "6624                 4.0             2.533333  62.900000   4.300966   \n",
      "6625                 7.0             3.000000  66.766667   7.258815   \n",
      "6626                 7.0             4.133333  67.450000   6.629224   \n",
      "6627                 7.0             7.000000  92.266667  14.028865   \n",
      "6628                 6.0             3.600000  85.816667   9.108557   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "8            -9.886016    58.0    58.0          -1  \n",
      "9            -9.886016    58.0    58.0          -1  \n",
      "10           -9.886016    58.0    58.0          -1  \n",
      "11           -9.886016    58.0    58.0          -1  \n",
      "12           -9.886016    58.0    58.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "6624         -4.986016    58.0    72.0          -1  \n",
      "6625         -1.119349    59.0    78.0          -1  \n",
      "6626         -0.436016    57.0    78.0          -1  \n",
      "6627         24.380651    63.0   110.0          -1  \n",
      "6628         17.930651    78.0   109.0          -1  \n",
      "\n",
      "[2382 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "2              66.0           66.0           66.0           66.0   \n",
      "3              66.0           66.0           66.0           66.0   \n",
      "4              66.0           66.0           66.0           66.0   \n",
      "5              57.0           57.0           57.0           57.0   \n",
      "6              57.0           57.0           57.0           57.0   \n",
      "...             ...            ...            ...            ...   \n",
      "2922          104.0          104.0          104.0          104.0   \n",
      "2923          103.0          100.0          100.0          100.0   \n",
      "2924          107.0          106.0          106.0          106.0   \n",
      "2925          104.0          100.0          100.0          100.0   \n",
      "2926          108.0          115.0          115.0          115.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "2              66.0           66.0           66.0           66.0   \n",
      "3              66.0           66.0           66.0           66.0   \n",
      "4              66.0           66.0           66.0           66.0   \n",
      "5              57.0           57.0           57.0           57.0   \n",
      "6              57.0           57.0           57.0           57.0   \n",
      "...             ...            ...            ...            ...   \n",
      "2922          104.0          101.0          101.0          101.0   \n",
      "2923          100.0          116.0          116.0          116.0   \n",
      "2924          106.0          104.0          104.0          104.0   \n",
      "2925          100.0          100.0          100.0          100.0   \n",
      "2926          115.0          121.0          121.0          121.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "2              66.0           66.0  ...    0.0               0.0   \n",
      "3              66.0           66.0  ...    0.0               0.0   \n",
      "4              66.0           66.0  ...    0.0               0.0   \n",
      "5              57.0           57.0  ...    0.0               0.0   \n",
      "6              57.0           57.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "2922          101.0          120.0  ...    0.0               0.0   \n",
      "2923          116.0          128.0  ...    0.0               0.0   \n",
      "2924          104.0          107.0  ...    0.0               0.0   \n",
      "2925          100.0          105.0  ...    0.0               0.0   \n",
      "2926          121.0          109.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean     HRstd  \\\n",
      "2                    5.0             2.600000   66.000000  0.000000   \n",
      "3                    3.0             3.000000   66.000000  0.000000   \n",
      "4                    7.0             4.000000   64.950000  2.913586   \n",
      "5                    3.0             2.466667   57.000000  0.000000   \n",
      "6                    4.0             2.866667   57.000000  0.000000   \n",
      "...                  ...                  ...         ...       ...   \n",
      "2922                 7.0             5.466667  106.683333  8.476271   \n",
      "2923                 7.0             5.533333  111.000000  9.355502   \n",
      "2924                 7.0             5.466667  109.383333  5.520660   \n",
      "2925                 7.0             6.133333  104.533333  2.534285   \n",
      "2926                 7.0             5.933333  109.283333  5.015541   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "2           -16.213519    66.0    66.0          -1  \n",
      "3           -16.213519    66.0    66.0          -1  \n",
      "4           -17.263519    57.0    66.0          -1  \n",
      "5           -25.213519    57.0    57.0          -1  \n",
      "6           -25.213519    57.0    57.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "2922         24.469814    95.0   120.0          -1  \n",
      "2923         28.786481    98.0   128.0          -1  \n",
      "2924         27.169814   103.0   121.0          -1  \n",
      "2925         22.319814   100.0   108.0          -1  \n",
      "2926         27.069814   102.0   121.0          -1  \n",
      "\n",
      "[1152 rows x 74 columns]\n",
      "       000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0               87.0           83.0           83.0           83.0   \n",
      "1               83.0           83.0           83.0           83.0   \n",
      "2               87.0           87.0           87.0           87.0   \n",
      "3               87.0           87.0           87.0           87.0   \n",
      "4              106.0          106.0          106.0          106.0   \n",
      "...              ...            ...            ...            ...   \n",
      "12843           85.0           84.0           84.0           84.0   \n",
      "12844           89.0           93.0           93.0           93.0   \n",
      "12845           95.0           92.0           92.0           92.0   \n",
      "12846           88.0           88.0           88.0           88.0   \n",
      "12847           98.0          109.0          109.0          109.0   \n",
      "\n",
      "       060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0               83.0           83.0           83.0           83.0   \n",
      "1               83.0           83.0           83.0           83.0   \n",
      "2               87.0           87.0           87.0           87.0   \n",
      "3               87.0           87.0           87.0           87.0   \n",
      "4              106.0          106.0          106.0          106.0   \n",
      "...              ...            ...            ...            ...   \n",
      "12843           84.0           94.0           94.0           94.0   \n",
      "12844           93.0           86.0           86.0           86.0   \n",
      "12845           92.0           88.0           88.0           88.0   \n",
      "12846           88.0           88.0           88.0           88.0   \n",
      "12847          109.0          104.0          104.0          104.0   \n",
      "\n",
      "       120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0               83.0           83.0  ...    0.0               0.0   \n",
      "1               83.0           83.0  ...    0.0               0.0   \n",
      "2               87.0           87.0  ...    0.0               0.0   \n",
      "3               87.0           87.0  ...    0.0               0.0   \n",
      "4              106.0           92.0  ...    0.0               0.0   \n",
      "...              ...            ...  ...    ...               ...   \n",
      "12843           94.0           98.0  ...    0.0               0.0   \n",
      "12844           86.0           88.0  ...    0.0               0.0   \n",
      "12845           88.0           86.0  ...    0.0               0.0   \n",
      "12846           88.0           89.0  ...    0.0               0.0   \n",
      "12847          104.0           98.0  ...    0.0               0.0   \n",
      "\n",
      "       maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "0                     3.0             3.000000  83.066667  0.516398   \n",
      "1                     3.0             2.800000  85.600000  1.923979   \n",
      "2                     3.0             2.800000  87.000000  0.000000   \n",
      "3                     7.0             3.200000  91.416667  7.794591   \n",
      "4                     3.0             2.600000  88.616667  7.569098   \n",
      "...                   ...                  ...        ...       ...   \n",
      "12843                 4.0             2.600000  91.666667  7.366131   \n",
      "12844                 3.0             2.066667  94.566667  6.825592   \n",
      "12845                 5.0             1.933333  89.650000  4.053979   \n",
      "12846                 5.0             2.866667  92.966667  6.638273   \n",
      "12847                 7.0             3.266667  95.933333  7.111382   \n",
      "\n",
      "       HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0             -4.097354    83.0    87.0          -1  \n",
      "1             -1.564020    83.0    87.0          -1  \n",
      "2             -0.164020    87.0    87.0          -1  \n",
      "3              4.252646    87.0   106.0          -1  \n",
      "4              1.452646    85.0   106.0          -1  \n",
      "...                 ...     ...     ...         ...  \n",
      "12843          4.502646    81.0   103.0          -1  \n",
      "12844          7.402646    86.0   105.0          -1  \n",
      "12845          2.485980    86.0   101.0          -1  \n",
      "12846          5.802646    88.0   108.0          -1  \n",
      "12847          8.769313    86.0   109.0          -1  \n",
      "\n",
      "[6554 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0              82.0           82.0           82.0           82.0   \n",
      "1              82.0           82.0           82.0           82.0   \n",
      "2              82.0           82.0           82.0           82.0   \n",
      "3              82.0           82.0           82.0           82.0   \n",
      "4              68.0           68.0           68.0           68.0   \n",
      "...             ...            ...            ...            ...   \n",
      "2899           88.0           87.0           87.0           87.0   \n",
      "2900           84.0           88.0           88.0           88.0   \n",
      "2901           97.0          102.0          102.0          102.0   \n",
      "2902          104.0           99.0           99.0           99.0   \n",
      "2903           98.0           88.0           88.0           88.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0              82.0           82.0           82.0           82.0   \n",
      "1              82.0           82.0           82.0           82.0   \n",
      "2              82.0           82.0           82.0           82.0   \n",
      "3              82.0           82.0           82.0           82.0   \n",
      "4              68.0           68.0           68.0           68.0   \n",
      "...             ...            ...            ...            ...   \n",
      "2899           87.0           87.0           87.0           87.0   \n",
      "2900           88.0           99.0           99.0           99.0   \n",
      "2901          102.0          103.0          103.0          103.0   \n",
      "2902           99.0           96.0           96.0           96.0   \n",
      "2903           88.0           81.0           81.0           81.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0              82.0           82.0  ...    0.0               0.0   \n",
      "1              82.0           82.0  ...    0.0               0.0   \n",
      "2              82.0           82.0  ...    0.0               0.0   \n",
      "3              82.0           82.0  ...    0.0               0.0   \n",
      "4              68.0           68.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "2899           87.0          106.0  ...    0.0               0.0   \n",
      "2900           99.0           92.0  ...    0.0               0.0   \n",
      "2901          103.0          102.0  ...    0.0               0.0   \n",
      "2902           96.0           84.0  ...    0.0               0.0   \n",
      "2903           81.0           80.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "0                    4.0             4.000000  82.000000   0.000000   \n",
      "1                    4.0             4.000000  82.000000   0.000000   \n",
      "2                    4.0             3.733333  82.000000   0.000000   \n",
      "3                    4.0             3.733333  73.550000   6.252932   \n",
      "4                    7.0             4.333333  67.266667   1.560820   \n",
      "...                  ...                  ...        ...        ...   \n",
      "2899                 7.0             6.000000  89.200000   6.438233   \n",
      "2900                 7.0             6.266667  91.850000   8.292993   \n",
      "2901                 7.0             6.800000  96.083333   7.470375   \n",
      "2902                 7.0             6.533333  85.566667   7.475081   \n",
      "2903                 7.0             6.066667  90.050000  12.610763   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0             2.806343    82.0    82.0          -1  \n",
      "1             2.806343    82.0    82.0          -1  \n",
      "2             2.806343    82.0    82.0          -1  \n",
      "3            -5.643657    69.0    82.0          -1  \n",
      "4           -11.926990    64.0    68.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "2899         10.006343    83.0   106.0          -1  \n",
      "2900         12.656343    83.0   111.0          -1  \n",
      "2901         16.889676    82.0   105.0          -1  \n",
      "2902          6.373010    78.0   104.0          -1  \n",
      "2903         10.856343    78.0   118.0          -1  \n",
      "\n",
      "[1748 rows x 74 columns]\n",
      "       000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "10              77.0           77.0           77.0           77.0   \n",
      "11              88.0           84.0           84.0           84.0   \n",
      "12              79.0           87.0           87.0           87.0   \n",
      "13              88.0           90.0           90.0           90.0   \n",
      "14              88.0           79.0           79.0           79.0   \n",
      "...              ...            ...            ...            ...   \n",
      "14401           96.0           93.0           93.0           93.0   \n",
      "14402           91.0           89.0           89.0           89.0   \n",
      "14403          102.0          104.0          104.0          104.0   \n",
      "14404           89.0           87.0           87.0           87.0   \n",
      "14405           92.0           93.0           93.0           93.0   \n",
      "\n",
      "       060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "10              77.0           91.0           91.0           91.0   \n",
      "11              84.0           92.0           92.0           92.0   \n",
      "12              87.0           87.0           87.0           87.0   \n",
      "13              90.0           87.0           87.0           87.0   \n",
      "14              79.0           75.0           75.0           75.0   \n",
      "...              ...            ...            ...            ...   \n",
      "14401           93.0          102.0          102.0          102.0   \n",
      "14402           89.0           89.0           89.0           89.0   \n",
      "14403          104.0           95.0           95.0           95.0   \n",
      "14404           87.0           84.0           84.0           84.0   \n",
      "14405           93.0           90.0           90.0           90.0   \n",
      "\n",
      "       120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "10              91.0           95.0  ...    0.0               0.0   \n",
      "11              92.0           89.0  ...    0.0               0.0   \n",
      "12              87.0           91.0  ...    0.0               0.0   \n",
      "13              87.0           85.0  ...    0.0               0.0   \n",
      "14              75.0           80.0  ...    0.0               0.0   \n",
      "...              ...            ...  ...    ...               ...   \n",
      "14401          102.0          100.0  ...    0.0               0.0   \n",
      "14402           89.0           89.0  ...    0.0               0.0   \n",
      "14403           95.0           92.0  ...    0.0               0.0   \n",
      "14404           84.0           82.0  ...    0.0               0.0   \n",
      "14405           90.0           92.0  ...    0.0               0.0   \n",
      "\n",
      "       maxMotionIntensity  meanMotionIntensity      HRmean     HRstd  \\\n",
      "10                    7.0             3.466667   86.683333  5.898841   \n",
      "11                    4.0             3.466667   82.950000  6.634335   \n",
      "12                    4.0             3.733333   81.850000  5.108401   \n",
      "13                    7.0             3.933333   83.400000  6.428749   \n",
      "14                    3.0             2.000000   78.516667  6.132690   \n",
      "...                   ...                  ...         ...       ...   \n",
      "14401                 6.0             4.133333   97.816667  4.703016   \n",
      "14402                 7.0             5.333333  103.616667  8.806953   \n",
      "14403                 7.0             5.733333  101.150000  6.991096   \n",
      "14404                 7.0             4.333333   90.216667  6.569296   \n",
      "14405                 4.0             4.000000   92.950000  7.160213   \n",
      "\n",
      "       HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "10             0.910760    75.0    95.0          -1  \n",
      "11            -2.822574    73.0    92.0          -1  \n",
      "12            -3.922574    73.0    91.0          -1  \n",
      "13            -2.372574    74.0    94.0          -1  \n",
      "14            -7.255907    73.0    91.0          -1  \n",
      "...                 ...     ...     ...         ...  \n",
      "14401         12.044093    91.0   104.0          -1  \n",
      "14402         17.844093    89.0   118.0          -1  \n",
      "14403         15.377426    89.0   110.0          -1  \n",
      "14404          4.444093    80.0   100.0          -1  \n",
      "14405          7.177426    78.0   104.0          -1  \n",
      "\n",
      "[6494 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "75             90.0           90.0           90.0           90.0   \n",
      "76             83.0           83.0           83.0           83.0   \n",
      "77             85.0           85.0           85.0           85.0   \n",
      "78            100.0          100.0          100.0          100.0   \n",
      "79             82.0           82.0           82.0           82.0   \n",
      "...             ...            ...            ...            ...   \n",
      "4267          123.0          111.0          111.0          111.0   \n",
      "4268           90.0           94.0           94.0           94.0   \n",
      "4269           82.0           85.0           85.0           85.0   \n",
      "4270           77.0           87.0           87.0           87.0   \n",
      "4271           84.0           81.0           81.0           81.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "75             90.0           90.0           90.0           90.0   \n",
      "76             83.0           83.0           83.0           83.0   \n",
      "77             85.0           85.0           85.0           85.0   \n",
      "78            100.0          100.0          100.0          100.0   \n",
      "79             82.0           82.0           82.0           82.0   \n",
      "...             ...            ...            ...            ...   \n",
      "4267          111.0          102.0          102.0          102.0   \n",
      "4268           94.0           96.0           96.0           96.0   \n",
      "4269           85.0           90.0           90.0           90.0   \n",
      "4270           87.0           81.0           81.0           81.0   \n",
      "4271           81.0           85.0           85.0           85.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "75             90.0           90.0  ...    0.0               0.0   \n",
      "76             83.0           83.0  ...    0.0               0.0   \n",
      "77             85.0           85.0  ...    0.0               0.0   \n",
      "78            100.0          100.0  ...    0.0               0.0   \n",
      "79             82.0           82.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "4267          102.0          114.0  ...    0.0               0.0   \n",
      "4268           96.0           99.0  ...    0.0               0.0   \n",
      "4269           90.0           80.0  ...    0.0               0.0   \n",
      "4270           81.0           93.0  ...    0.0               0.0   \n",
      "4271           85.0           85.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "75                   7.0             5.133333   86.850000   3.511844   \n",
      "76                   7.0             5.266667   84.033333   1.007879   \n",
      "77                   7.0             5.600000   91.150000   7.189505   \n",
      "78                   7.0             3.400000   93.100000   8.825426   \n",
      "79                   7.0             5.733333   83.350000   5.934173   \n",
      "...                  ...                  ...         ...        ...   \n",
      "4267                 7.0             6.866667  106.816667  10.590196   \n",
      "4268                 7.0             6.066667   90.533333   4.869367   \n",
      "4269                 7.0             4.933333   76.216667   8.291494   \n",
      "4270                 7.0             6.200000   90.550000   6.941462   \n",
      "4271                 7.0             3.466667   82.566667   8.214016   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "75            9.909155    83.0    90.0          -1  \n",
      "76            7.092488    83.0    85.0          -1  \n",
      "77           14.209155    85.0   100.0          -1  \n",
      "78           16.159155    82.0   100.0          -1  \n",
      "79            6.409155    82.0   109.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "4267         29.875821    81.0   123.0          -1  \n",
      "4268         13.592488    82.0    99.0          -1  \n",
      "4269         -0.724179    63.0    90.0          -1  \n",
      "4270         13.609155    77.0   101.0          -1  \n",
      "4271          5.625821    74.0   106.0          -1  \n",
      "\n",
      "[2632 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0             72.0           72.0           72.0           72.0   \n",
      "1             72.0           72.0           72.0           72.0   \n",
      "2             75.0           75.0           75.0           75.0   \n",
      "3             75.0           75.0           75.0           75.0   \n",
      "4             75.0           75.0           75.0           75.0   \n",
      "..             ...            ...            ...            ...   \n",
      "951           90.0           90.0           90.0           90.0   \n",
      "952          105.0          104.0          104.0          104.0   \n",
      "953           89.0           91.0           91.0           91.0   \n",
      "954           78.0           76.0           76.0           76.0   \n",
      "955           93.0           92.0           92.0           92.0   \n",
      "\n",
      "     060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0             72.0           72.0           72.0           72.0   \n",
      "1             72.0           72.0           72.0           72.0   \n",
      "2             75.0           75.0           75.0           75.0   \n",
      "3             75.0           75.0           75.0           75.0   \n",
      "4             75.0           75.0           75.0           75.0   \n",
      "..             ...            ...            ...            ...   \n",
      "951           90.0           90.0           90.0           90.0   \n",
      "952          104.0           91.0           91.0           91.0   \n",
      "953           91.0           96.0           96.0           96.0   \n",
      "954           76.0           75.0           75.0           75.0   \n",
      "955           92.0           90.0           90.0           90.0   \n",
      "\n",
      "     120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0             72.0           72.0  ...    0.0               0.0   \n",
      "1             72.0           72.0  ...    0.0               0.0   \n",
      "2             75.0           75.0  ...    0.0               0.0   \n",
      "3             75.0           75.0  ...    0.0               0.0   \n",
      "4             75.0           75.0  ...    0.0               0.0   \n",
      "..             ...            ...  ...    ...               ...   \n",
      "951           90.0           95.0  ...    0.0               0.0   \n",
      "952           91.0           89.0  ...    0.0               0.0   \n",
      "953           96.0           94.0  ...    0.0               0.0   \n",
      "954           75.0           77.0  ...    0.0               0.0   \n",
      "955           90.0           91.0  ...    0.0               0.0   \n",
      "\n",
      "     maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "0                   7.0             4.200000   72.000000   0.000000   \n",
      "1                   7.0             3.466667   72.550000   1.170615   \n",
      "2                   7.0             4.400000   75.000000   0.000000   \n",
      "3                   7.0             2.933333   75.000000   0.000000   \n",
      "4                   3.0             3.000000   73.900000   2.341230   \n",
      "..                  ...                  ...         ...        ...   \n",
      "951                 7.0             6.333333  100.750000   7.174874   \n",
      "952                 7.0             3.733333   91.400000   5.654457   \n",
      "953                 4.0             2.666667   84.783333   5.675077   \n",
      "954                 7.0             4.333333   95.883333  16.051920   \n",
      "955                 7.0             5.066667  100.566667  11.720425   \n",
      "\n",
      "     HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0          -10.671884    72.0    72.0          -1  \n",
      "1          -10.121884    72.0    75.0          -1  \n",
      "2           -7.671884    75.0    75.0          -1  \n",
      "3           -7.671884    75.0    75.0          -1  \n",
      "4           -8.771884    69.0    75.0          -1  \n",
      "..                ...     ...     ...         ...  \n",
      "951         18.078116    90.0   113.0          -1  \n",
      "952          8.728116    82.0   105.0          -1  \n",
      "953          2.111449    77.0    96.0          -1  \n",
      "954         13.211449    75.0   140.0          -1  \n",
      "955         17.894783    86.0   122.0          -1  \n",
      "\n",
      "[521 rows x 74 columns]\n",
      "       000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "3               65.0           63.0           63.0           63.0   \n",
      "4               63.0           63.0           63.0           63.0   \n",
      "5               60.0           60.0           60.0           60.0   \n",
      "6               60.0           60.0           60.0           60.0   \n",
      "7               58.0           58.0           58.0           58.0   \n",
      "...              ...            ...            ...            ...   \n",
      "14064           44.0           44.0           44.0           44.0   \n",
      "14065           44.0           44.0           44.0           44.0   \n",
      "14066           44.0           44.0           44.0           44.0   \n",
      "14067           50.0           64.0           64.0           64.0   \n",
      "14068           51.0           57.0           57.0           57.0   \n",
      "\n",
      "       060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "3               63.0           63.0           63.0           63.0   \n",
      "4               63.0           63.0           63.0           63.0   \n",
      "5               60.0           60.0           60.0           60.0   \n",
      "6               60.0           60.0           60.0           60.0   \n",
      "7               58.0           58.0           58.0           58.0   \n",
      "...              ...            ...            ...            ...   \n",
      "14064           44.0           44.0           44.0           44.0   \n",
      "14065           44.0           44.0           44.0           44.0   \n",
      "14066           44.0           44.0           44.0           44.0   \n",
      "14067           64.0           52.0           52.0           52.0   \n",
      "14068           57.0           49.0           49.0           49.0   \n",
      "\n",
      "       120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "3               63.0           63.0  ...    0.0               0.0   \n",
      "4               63.0           63.0  ...    0.0               0.0   \n",
      "5               60.0           60.0  ...    0.0               0.0   \n",
      "6               60.0           60.0  ...    0.0               0.0   \n",
      "7               58.0           58.0  ...    0.0               0.0   \n",
      "...              ...            ...  ...    ...               ...   \n",
      "14064           44.0           44.0  ...    0.0               0.0   \n",
      "14065           44.0           56.0  ...    0.0               0.0   \n",
      "14066           44.0           44.0  ...    0.0               0.0   \n",
      "14067           52.0           46.0  ...    0.0               0.0   \n",
      "14068           49.0           45.0  ...    0.0               0.0   \n",
      "\n",
      "       maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "3                     4.0             3.666667  63.033333  0.258199   \n",
      "4                     4.0             2.666667  60.850000  1.363259   \n",
      "5                     4.0             4.000000  60.000000  0.000000   \n",
      "6                     7.0             2.600000  59.233333  0.980603   \n",
      "7                     4.0             2.866667  60.916667  2.485836   \n",
      "...                   ...                  ...        ...       ...   \n",
      "14064                 4.0             0.733333  44.133333  0.342803   \n",
      "14065                 4.0             0.533333  46.733333  5.367405   \n",
      "14066                 4.0             0.333333  44.300000  1.318705   \n",
      "14067                 5.0             0.533333  46.516667  5.334543   \n",
      "14068                 2.0             1.066667  45.516667  3.461614   \n",
      "\n",
      "       HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "3             -2.183415    63.0    65.0          -1  \n",
      "4             -4.366748    60.0    63.0          -1  \n",
      "5             -5.216748    60.0    60.0          -1  \n",
      "6             -5.983415    58.0    60.0          -1  \n",
      "7             -4.300082    58.0    63.0          -1  \n",
      "...                 ...     ...     ...         ...  \n",
      "14064        -21.083415    44.0    45.0           1  \n",
      "14065        -18.483415    44.0    62.0           1  \n",
      "14066        -20.916748    44.0    50.0           1  \n",
      "14067        -18.700082    44.0    64.0           1  \n",
      "14068        -19.700082    43.0    57.0           1  \n",
      "\n",
      "[8440 rows x 74 columns]\n",
      "     000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "1             84.0           84.0           84.0           84.0   \n",
      "2             84.0           84.0           84.0           84.0   \n",
      "3             82.0           82.0           82.0           82.0   \n",
      "4             89.0           89.0           89.0           89.0   \n",
      "5             89.0           89.0           89.0           89.0   \n",
      "..             ...            ...            ...            ...   \n",
      "717           70.0           82.0           82.0           82.0   \n",
      "718           85.0           89.0           89.0           89.0   \n",
      "719           66.0           66.0           66.0           66.0   \n",
      "720           73.0           73.0           73.0           73.0   \n",
      "721           65.0           65.0           65.0           65.0   \n",
      "\n",
      "     060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "1             84.0           84.0           84.0           84.0   \n",
      "2             84.0           84.0           84.0           84.0   \n",
      "3             82.0           82.0           82.0           82.0   \n",
      "4             89.0           89.0           89.0           89.0   \n",
      "5             89.0           89.0           89.0           89.0   \n",
      "..             ...            ...            ...            ...   \n",
      "717           82.0           81.0           81.0           81.0   \n",
      "718           89.0           81.0           81.0           81.0   \n",
      "719           66.0           66.0           66.0           66.0   \n",
      "720           73.0           84.0           84.0           84.0   \n",
      "721           65.0           66.0           66.0           66.0   \n",
      "\n",
      "     120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "1             84.0           84.0  ...    0.0               0.0   \n",
      "2             84.0           84.0  ...    0.0               0.0   \n",
      "3             82.0           82.0  ...    0.0               0.0   \n",
      "4             89.0           89.0  ...    0.0               0.0   \n",
      "5             89.0           89.0  ...    0.0               0.0   \n",
      "..             ...            ...  ...    ...               ...   \n",
      "717           81.0           73.0  ...    0.0               0.0   \n",
      "718           81.0           74.0  ...    0.0               0.0   \n",
      "719           66.0           66.0  ...    0.0               0.0   \n",
      "720           84.0           76.0  ...    0.0               0.0   \n",
      "721           66.0           66.0  ...    0.0               0.0   \n",
      "\n",
      "     maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "1                   4.0             4.000000  84.000000  0.000000   \n",
      "2                   4.0             4.000000  81.100000  2.614821   \n",
      "3                   7.0             4.733333  85.150000  3.511844   \n",
      "4                   4.0             4.000000  89.000000  0.000000   \n",
      "5                   4.0             4.000000  81.800000  6.196773   \n",
      "..                  ...                  ...        ...       ...   \n",
      "717                 7.0             4.266667  83.416667  8.724195   \n",
      "718                 2.0             0.933333  70.116667  6.874398   \n",
      "719                 4.0             1.466667  69.216667  4.790852   \n",
      "720                 4.0             1.800000  71.266667  5.602259   \n",
      "721                 3.0             1.800000  66.300000  1.393690   \n",
      "\n",
      "     HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "1            3.349501    84.0    84.0          -1  \n",
      "2            0.449501    77.0    84.0          -1  \n",
      "3            4.499501    82.0    89.0          -1  \n",
      "4            8.349501    89.0    89.0          -1  \n",
      "5            1.149501    73.0    89.0          -1  \n",
      "..                ...     ...     ...         ...  \n",
      "717          2.766168    70.0   100.0           1  \n",
      "718        -10.533832    66.0    89.0           1  \n",
      "719        -11.433832    66.0    81.0           1  \n",
      "720         -9.383832    65.0    84.0           1  \n",
      "721        -14.350499    65.0    71.0           1  \n",
      "\n",
      "[402 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0               78.0           78.0           78.0           78.0   \n",
      "1               93.0           93.0           93.0           93.0   \n",
      "2               84.0           91.0           91.0           91.0   \n",
      "3               74.0           74.0           74.0           74.0   \n",
      "4               74.0           74.0           74.0           74.0   \n",
      "...              ...            ...            ...            ...   \n",
      "12128           98.0          105.0          105.0          105.0   \n",
      "12145           70.0           70.0           70.0           70.0   \n",
      "12146           89.0           90.0           90.0           90.0   \n",
      "12147           87.0           89.0           89.0           89.0   \n",
      "12148           92.0          112.0          112.0          112.0   \n",
      "\n",
      "       060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0               78.0           78.0           78.0           78.0   \n",
      "1               93.0           93.0           93.0           93.0   \n",
      "2               91.0           91.0           91.0           91.0   \n",
      "3               74.0           74.0           74.0           74.0   \n",
      "4               74.0           74.0           74.0           74.0   \n",
      "...              ...            ...            ...            ...   \n",
      "12128          105.0          106.0          106.0          106.0   \n",
      "12145           70.0           69.0           69.0           69.0   \n",
      "12146           90.0           89.0           89.0           89.0   \n",
      "12147           89.0           85.0           85.0           85.0   \n",
      "12148          112.0          109.0          109.0          109.0   \n",
      "\n",
      "       120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0               78.0           78.0  ...    0.0               0.0   \n",
      "1               93.0           93.0  ...    0.0               0.0   \n",
      "2               91.0           91.0  ...    0.0               0.0   \n",
      "3               74.0           74.0  ...    0.0               0.0   \n",
      "4               74.0           74.0  ...    0.0               0.0   \n",
      "...              ...            ...  ...    ...               ...   \n",
      "12128          106.0          102.0  ...    0.0               0.0   \n",
      "12145           69.0           69.0  ...    0.0               0.0   \n",
      "12146           89.0           89.0  ...    0.0               0.0   \n",
      "12147           85.0           77.0  ...    0.0               0.0   \n",
      "12148          109.0           94.0  ...    0.0               0.0   \n",
      "\n",
      "       maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "0                     7.0             4.866667   78.000000   0.000000   \n",
      "1                     7.0             4.800000   85.950000   3.739052   \n",
      "2                     7.0             3.400000   88.900000   5.534790   \n",
      "3                     5.0             4.666667   74.000000   0.000000   \n",
      "4                     7.0             4.600000   77.716667   4.654474   \n",
      "...                   ...                  ...         ...        ...   \n",
      "12128                 7.0             5.933333  105.050000   8.080999   \n",
      "12145                 7.0             3.066667   76.816667   9.292774   \n",
      "12146                 7.0             5.333333   88.316667   2.837352   \n",
      "12147                 7.0             2.666667   77.116667   7.003853   \n",
      "12148                 7.0             3.133333   85.466667  13.395505   \n",
      "\n",
      "       HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0              0.434963    78.0    78.0          -1  \n",
      "1              8.384963    84.0    93.0          -1  \n",
      "2             11.334963    74.0    91.0          -1  \n",
      "3             -3.565037    74.0    74.0          -1  \n",
      "4              0.151630    71.0    83.0          -1  \n",
      "...                 ...     ...     ...         ...  \n",
      "12128         27.484963    98.0   129.0          -1  \n",
      "12145         -0.748370    69.0    92.0           1  \n",
      "12146         10.751630    84.0    96.0           1  \n",
      "12147         -0.448370    69.0    92.0           1  \n",
      "12148          7.901630    67.0   112.0           1  \n",
      "\n",
      "[5875 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "24             63.0           60.0           60.0           60.0   \n",
      "25             73.0           78.0           78.0           78.0   \n",
      "26             78.0           64.0           64.0           64.0   \n",
      "27             66.0           73.0           73.0           73.0   \n",
      "28             61.0           59.0           59.0           59.0   \n",
      "...             ...            ...            ...            ...   \n",
      "2195           96.0           96.0           96.0           96.0   \n",
      "2196           99.0          110.0          110.0          110.0   \n",
      "2197          113.0          115.0          115.0          115.0   \n",
      "2198           96.0           92.0           92.0           92.0   \n",
      "2199          102.0           96.0           96.0           96.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "24             60.0           58.0           58.0           58.0   \n",
      "25             78.0           73.0           73.0           73.0   \n",
      "26             64.0           59.0           59.0           59.0   \n",
      "27             73.0           70.0           70.0           70.0   \n",
      "28             59.0           66.0           66.0           66.0   \n",
      "...             ...            ...            ...            ...   \n",
      "2195           96.0           96.0           96.0           96.0   \n",
      "2196          110.0          104.0          104.0          104.0   \n",
      "2197          115.0          108.0          108.0          108.0   \n",
      "2198           92.0           89.0           89.0           89.0   \n",
      "2199           96.0           98.0           98.0           98.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "24             58.0           58.0  ...    0.0               0.0   \n",
      "25             73.0           80.0  ...    0.0               0.0   \n",
      "26             59.0           66.0  ...    0.0               0.0   \n",
      "27             70.0           74.0  ...    0.0               0.0   \n",
      "28             66.0           65.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "2195           96.0           92.0  ...    0.0               0.0   \n",
      "2196          104.0           96.0  ...    0.0               0.0   \n",
      "2197          108.0          101.0  ...    0.0               0.0   \n",
      "2198           89.0          107.0  ...    0.0               0.0   \n",
      "2199           98.0           98.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "24                   7.0             6.333333   79.633333  20.831826   \n",
      "25                   7.0             6.333333   77.316667   6.639613   \n",
      "26                   7.0             5.266667   66.066667   4.230105   \n",
      "27                   7.0             4.933333   65.350000   4.997711   \n",
      "28                   7.0             4.600000   64.433333   4.060419   \n",
      "...                  ...                  ...         ...        ...   \n",
      "2195                 7.0             4.400000   95.283333   5.008778   \n",
      "2196                 7.0             5.800000   99.433333   8.620761   \n",
      "2197                 7.0             4.600000  102.416667  10.610662   \n",
      "2198                 7.0             5.666667  103.633333   8.970699   \n",
      "2199                 7.0             4.000000   93.550000   4.131011   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "24           -5.142485    57.0   113.0          -1  \n",
      "25           -7.459152    65.0    93.0          -1  \n",
      "26          -18.709152    59.0    78.0          -1  \n",
      "27          -19.425819    58.0    74.0          -1  \n",
      "28          -20.342485    57.0    69.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "2195         10.507515    87.0   108.0          -1  \n",
      "2196         14.657515    89.0   114.0          -1  \n",
      "2197         17.640848    87.0   115.0          -1  \n",
      "2198         18.857515    89.0   118.0          -1  \n",
      "2199          8.774181    85.0   102.0          -1  \n",
      "\n",
      "[1218 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "1              99.0          100.0          100.0          100.0   \n",
      "2             107.0          112.0          112.0          112.0   \n",
      "3              84.0           92.0           92.0           92.0   \n",
      "4              79.0           76.0           76.0           76.0   \n",
      "5              77.0           75.0           75.0           75.0   \n",
      "...             ...            ...            ...            ...   \n",
      "6993           48.0           51.0           51.0           51.0   \n",
      "6994           52.0           52.0           52.0           52.0   \n",
      "6995           54.0           55.0           55.0           55.0   \n",
      "6996           55.0           66.0           66.0           66.0   \n",
      "6997           55.0           55.0           55.0           55.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "1             100.0           96.0           96.0           96.0   \n",
      "2             112.0          108.0          108.0          108.0   \n",
      "3              92.0           85.0           85.0           85.0   \n",
      "4              76.0           75.0           75.0           75.0   \n",
      "5              75.0           75.0           75.0           75.0   \n",
      "...             ...            ...            ...            ...   \n",
      "6993           51.0           52.0           52.0           52.0   \n",
      "6994           52.0           52.0           52.0           52.0   \n",
      "6995           55.0           55.0           55.0           55.0   \n",
      "6996           66.0           66.0           66.0           66.0   \n",
      "6997           55.0           55.0           55.0           55.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "1              96.0           93.0  ...    0.0               0.0   \n",
      "2             108.0          107.0  ...    0.0               0.0   \n",
      "3              85.0           82.0  ...    0.0               0.0   \n",
      "4              75.0           75.0  ...    0.0               0.0   \n",
      "5              75.0           75.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "6993           52.0           52.0  ...    0.0               0.0   \n",
      "6994           52.0           53.0  ...    0.0               0.0   \n",
      "6995           55.0           55.0  ...    0.0               0.0   \n",
      "6996           66.0           58.0  ...    0.0               0.0   \n",
      "6997           55.0           67.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "1                    7.0             4.666667  95.733333  3.709204   \n",
      "2                    4.0             4.000000  92.850000  9.547073   \n",
      "3                    4.0             4.000000  84.883333  5.949196   \n",
      "4                    7.0             4.400000  77.566667  3.950399   \n",
      "5                    4.0             4.000000  84.516667  9.435763   \n",
      "...                  ...                  ...        ...       ...   \n",
      "6993                 0.0             0.000000  52.066667  0.733385   \n",
      "6994                 2.0             0.533333  53.633333  2.680543   \n",
      "6995                 4.0             0.400000  54.983333  0.129099   \n",
      "6996                 4.0             0.800000  56.733333  3.745581   \n",
      "6997                 3.0             0.533333  56.566667  4.240110   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "1            19.122770    92.0   107.0          -1  \n",
      "2            16.239436    83.0   112.0          -1  \n",
      "3             8.272770    74.0    95.0          -1  \n",
      "4             0.956103    75.0    87.0          -1  \n",
      "5             7.906103    75.0    95.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "6993        -24.543897    48.0    53.0           1  \n",
      "6994        -22.977230    52.0    61.0           1  \n",
      "6995        -21.627230    54.0    55.0           1  \n",
      "6996        -19.877230    55.0    66.0           1  \n",
      "6997        -20.043897    53.0    67.0           1  \n",
      "\n",
      "[4182 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "25             61.0           61.0           61.0           61.0   \n",
      "26             57.0           57.0           57.0           57.0   \n",
      "27             57.0           57.0           57.0           57.0   \n",
      "28             55.0           55.0           55.0           55.0   \n",
      "29             55.0           55.0           55.0           55.0   \n",
      "...             ...            ...            ...            ...   \n",
      "7817           84.0           84.0           84.0           84.0   \n",
      "7818           83.0           83.0           83.0           83.0   \n",
      "7819           83.0           83.0           83.0           83.0   \n",
      "7820           79.0           79.0           79.0           79.0   \n",
      "7821           82.0           82.0           82.0           82.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "25             61.0           61.0           61.0           61.0   \n",
      "26             57.0           57.0           57.0           57.0   \n",
      "27             57.0           57.0           57.0           57.0   \n",
      "28             55.0           55.0           55.0           55.0   \n",
      "29             55.0           55.0           55.0           55.0   \n",
      "...             ...            ...            ...            ...   \n",
      "7817           84.0           84.0           84.0           84.0   \n",
      "7818           83.0           83.0           83.0           83.0   \n",
      "7819           83.0           83.0           83.0           83.0   \n",
      "7820           79.0           79.0           79.0           79.0   \n",
      "7821           82.0           82.0           82.0           82.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "25             61.0           61.0  ...    0.0               0.0   \n",
      "26             57.0           57.0  ...    0.0               0.0   \n",
      "27             57.0           57.0  ...    0.0               0.0   \n",
      "28             55.0           55.0  ...    0.0               0.0   \n",
      "29             55.0           55.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "7817           84.0           84.0  ...    0.0               0.0   \n",
      "7818           83.0           83.0  ...    0.0               0.0   \n",
      "7819           83.0           83.0  ...    0.0               0.0   \n",
      "7820           79.0           79.0  ...    0.0               0.0   \n",
      "7821           82.0           82.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "25                   2.0             0.133333  60.266667  1.560820   \n",
      "26                   0.0             0.000000  57.000000  0.000000   \n",
      "27                   4.0             0.466667  56.633333  0.780410   \n",
      "28                   0.0             0.000000  55.000000  0.000000   \n",
      "29                   3.0             0.200000  54.766667  0.647464   \n",
      "...                  ...                  ...        ...       ...   \n",
      "7817                 4.0             4.000000  83.483333  0.503939   \n",
      "7818                 4.0             3.733333  83.000000  0.000000   \n",
      "7819                 7.0             4.400000  81.733333  1.876407   \n",
      "7820                 7.0             4.200000  79.550000  1.170615   \n",
      "7821                 7.0             4.400000  81.900000  0.439568   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "25          -10.603970    57.0    61.0           1  \n",
      "26          -13.870636    57.0    57.0           1  \n",
      "27          -14.237303    55.0    57.0           1  \n",
      "28          -15.870636    55.0    55.0           1  \n",
      "29          -16.103970    53.0    55.0           1  \n",
      "...                ...     ...     ...         ...  \n",
      "7817         12.612697    83.0    84.0          -1  \n",
      "7818         12.129364    83.0    83.0          -1  \n",
      "7819         10.862697    79.0    83.0          -1  \n",
      "7820          8.679364    79.0    82.0          -1  \n",
      "7821         11.029364    80.0    82.0          -1  \n",
      "\n",
      "[3844 rows x 74 columns]\n",
      "       000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0               69.0           69.0           69.0           69.0   \n",
      "1               69.0           69.0           69.0           69.0   \n",
      "2               69.0           69.0           69.0           69.0   \n",
      "3               69.0           69.0           69.0           69.0   \n",
      "4               60.0           60.0           60.0           60.0   \n",
      "...              ...            ...            ...            ...   \n",
      "11817           92.0           89.0           89.0           89.0   \n",
      "11818           79.0           80.0           80.0           80.0   \n",
      "11819           95.0           94.0           94.0           94.0   \n",
      "11820           91.0           85.0           85.0           85.0   \n",
      "11821           79.0           74.0           74.0           74.0   \n",
      "\n",
      "       060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0               69.0           69.0           69.0           69.0   \n",
      "1               69.0           69.0           69.0           69.0   \n",
      "2               69.0           69.0           69.0           69.0   \n",
      "3               69.0           69.0           69.0           69.0   \n",
      "4               60.0           60.0           60.0           60.0   \n",
      "...              ...            ...            ...            ...   \n",
      "11817           89.0           86.0           86.0           86.0   \n",
      "11818           80.0           85.0           85.0           85.0   \n",
      "11819           94.0           90.0           90.0           90.0   \n",
      "11820           85.0           81.0           81.0           81.0   \n",
      "11821           74.0           74.0           74.0           74.0   \n",
      "\n",
      "       120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0               69.0           69.0  ...    0.0               0.0   \n",
      "1               69.0           69.0  ...    0.0               0.0   \n",
      "2               69.0           69.0  ...    0.0               0.0   \n",
      "3               69.0           69.0  ...    0.0               0.0   \n",
      "4               60.0           60.0  ...    0.0               0.0   \n",
      "...              ...            ...  ...    ...               ...   \n",
      "11817           86.0           84.0  ...    0.0               0.0   \n",
      "11818           85.0          108.0  ...    0.0               0.0   \n",
      "11819           90.0           86.0  ...    0.0               0.0   \n",
      "11820           81.0           82.0  ...    0.0               0.0   \n",
      "11821           74.0           92.0  ...    0.0               0.0   \n",
      "\n",
      "       maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "0                     4.0             3.733333   69.000000   0.000000   \n",
      "1                     3.0             1.866667   69.000000   0.000000   \n",
      "2                     4.0             2.133333   69.000000   0.000000   \n",
      "3                     7.0             3.733333   67.483333   3.610210   \n",
      "4                     3.0             1.333333   60.000000   0.000000   \n",
      "...                   ...                  ...         ...        ...   \n",
      "11817                 4.0             4.000000   86.350000   3.155974   \n",
      "11818                 7.0             6.000000   93.666667   6.905332   \n",
      "11819                 7.0             5.266667   93.800000   7.498700   \n",
      "11820                 3.0             2.600000   78.733333   3.492688   \n",
      "11821                 7.0             5.733333  112.700000  27.618036   \n",
      "\n",
      "       HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0             -7.448427    69.0    69.0          -1  \n",
      "1             -7.448427    69.0    69.0          -1  \n",
      "2             -7.448427    69.0    69.0          -1  \n",
      "3             -8.965093    60.0    71.0          -1  \n",
      "4            -16.448427    60.0    60.0          -1  \n",
      "...                 ...     ...     ...         ...  \n",
      "11817          9.901573    79.0    92.0          -1  \n",
      "11818         17.218240    79.0   108.0          -1  \n",
      "11819         17.351573    81.0   111.0          -1  \n",
      "11820          2.284907    73.0    91.0          -1  \n",
      "11821         36.251573    74.0   158.0          -1  \n",
      "\n",
      "[6948 rows x 74 columns]\n",
      "       000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0               59.0           59.0           59.0           59.0   \n",
      "1               59.0           59.0           59.0           59.0   \n",
      "2               59.0           59.0           59.0           59.0   \n",
      "3               58.0           58.0           58.0           58.0   \n",
      "4               58.0           58.0           58.0           58.0   \n",
      "...              ...            ...            ...            ...   \n",
      "10064           55.0           65.0           65.0           65.0   \n",
      "10065           62.0           53.0           53.0           53.0   \n",
      "10066           58.0           54.0           54.0           54.0   \n",
      "10067           81.0           80.0           80.0           80.0   \n",
      "10068           65.0           63.0           63.0           63.0   \n",
      "\n",
      "       060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0               59.0           59.0           59.0           59.0   \n",
      "1               59.0           59.0           59.0           59.0   \n",
      "2               59.0           59.0           59.0           59.0   \n",
      "3               58.0           58.0           58.0           58.0   \n",
      "4               58.0           58.0           58.0           58.0   \n",
      "...              ...            ...            ...            ...   \n",
      "10064           65.0           60.0           60.0           60.0   \n",
      "10065           53.0           52.0           52.0           52.0   \n",
      "10066           54.0           53.0           53.0           53.0   \n",
      "10067           80.0           87.0           87.0           87.0   \n",
      "10068           63.0           59.0           59.0           59.0   \n",
      "\n",
      "       120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0               59.0           59.0  ...    0.0               0.0   \n",
      "1               59.0           59.0  ...    0.0               0.0   \n",
      "2               59.0           59.0  ...    0.0               0.0   \n",
      "3               58.0           58.0  ...    0.0               0.0   \n",
      "4               58.0           66.0  ...    0.0               0.0   \n",
      "...              ...            ...  ...    ...               ...   \n",
      "10064           60.0           61.0  ...    0.0               0.0   \n",
      "10065           52.0           53.0  ...    0.0               0.0   \n",
      "10066           53.0           64.0  ...    0.0               0.0   \n",
      "10067           87.0           76.0  ...    0.0               0.0   \n",
      "10068           59.0           64.0  ...    0.0               0.0   \n",
      "\n",
      "       maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "0                     7.0             4.933333  59.000000   0.000000   \n",
      "1                     5.0             2.600000  59.000000   0.000000   \n",
      "2                     4.0             3.733333  58.216667   0.415450   \n",
      "3                     4.0             2.666667  58.000000   0.000000   \n",
      "4                     7.0             4.933333  64.800000   2.880678   \n",
      "...                   ...                  ...        ...        ...   \n",
      "10064                 4.0             2.533333  61.816667   4.378266   \n",
      "10065                 2.0             1.200000  57.733333   5.284665   \n",
      "10066                 7.0             5.466667  72.016667  12.214872   \n",
      "10067                 7.0             5.733333  71.533333   6.182169   \n",
      "10068                 7.0             4.600000  64.550000   6.872754   \n",
      "\n",
      "       HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0             -7.692412    59.0    59.0          -1  \n",
      "1             -7.692412    59.0    59.0          -1  \n",
      "2             -8.475745    58.0    59.0          -1  \n",
      "3             -8.692412    58.0    58.0          -1  \n",
      "4             -1.892412    58.0    66.0          -1  \n",
      "...                 ...     ...     ...         ...  \n",
      "10064         -4.875745    51.0    67.0          -1  \n",
      "10065         -8.959079    51.0    67.0          -1  \n",
      "10066          5.324255    53.0    90.0          -1  \n",
      "10067          4.840921    64.0    87.0          -1  \n",
      "10068         -2.142412    59.0    92.0          -1  \n",
      "\n",
      "[5241 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0              75.0           75.0           75.0           75.0   \n",
      "1              70.0           70.0           70.0           70.0   \n",
      "2              70.0           70.0           70.0           70.0   \n",
      "3              70.0           70.0           70.0           70.0   \n",
      "4              64.0           64.0           64.0           64.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8639           50.0           50.0           50.0           50.0   \n",
      "8640           51.0           51.0           51.0           51.0   \n",
      "8641           51.0           51.0           51.0           51.0   \n",
      "8642           47.0           47.0           47.0           47.0   \n",
      "8643           47.0           47.0           47.0           47.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0              75.0           75.0           75.0           75.0   \n",
      "1              70.0           70.0           70.0           70.0   \n",
      "2              70.0           70.0           70.0           70.0   \n",
      "3              70.0           70.0           70.0           70.0   \n",
      "4              64.0           64.0           64.0           64.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8639           50.0           50.0           50.0           50.0   \n",
      "8640           51.0           51.0           51.0           51.0   \n",
      "8641           51.0           51.0           51.0           51.0   \n",
      "8642           47.0           47.0           47.0           47.0   \n",
      "8643           47.0           47.0           47.0           47.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0              75.0           75.0  ...    0.0               0.0   \n",
      "1              70.0           70.0  ...    0.0               0.0   \n",
      "2              70.0           70.0  ...    0.0               0.0   \n",
      "3              70.0           64.0  ...    0.0               0.0   \n",
      "4              64.0           64.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "8639           50.0           50.0  ...    0.0               0.0   \n",
      "8640           51.0           51.0  ...    0.0               0.0   \n",
      "8641           51.0           51.0  ...    0.0               0.0   \n",
      "8642           47.0           47.0  ...    0.0               0.0   \n",
      "8643           47.0           47.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "0                    3.0             2.600000  72.750000  2.508460   \n",
      "1                    4.0             2.466667  70.000000  0.000000   \n",
      "2                    7.0             4.533333  70.000000  0.000000   \n",
      "3                    4.0             3.200000  64.900000  2.160508   \n",
      "4                    7.0             4.133333  63.283333  0.454420   \n",
      "...                  ...                  ...        ...       ...   \n",
      "8639                 4.0             0.800000  50.183333  0.390205   \n",
      "8640                 2.0             0.600000  51.000000  0.000000   \n",
      "8641                 3.0             0.200000  50.533333  1.294927   \n",
      "8642                 5.0             0.800000  47.000000  0.000000   \n",
      "8643                 3.0             0.800000  47.150000  0.659353   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0             4.447669    70.0    75.0          -1  \n",
      "1             1.697669    70.0    70.0          -1  \n",
      "2             1.697669    70.0    70.0          -1  \n",
      "3            -3.402331    64.0    70.0          -1  \n",
      "4            -5.018997    63.0    64.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "8639        -18.118997    50.0    51.0           1  \n",
      "8640        -17.302331    51.0    51.0           1  \n",
      "8641        -17.768997    47.0    51.0           1  \n",
      "8642        -21.302331    47.0    47.0           1  \n",
      "8643        -21.152331    47.0    50.0           1  \n",
      "\n",
      "[4358 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "13             73.0           73.0           73.0           73.0   \n",
      "14             73.0           73.0           73.0           73.0   \n",
      "15             73.0           73.0           73.0           73.0   \n",
      "16             80.0           80.0           80.0           80.0   \n",
      "17             80.0           80.0           80.0           80.0   \n",
      "...             ...            ...            ...            ...   \n",
      "4863           59.0           59.0           59.0           59.0   \n",
      "4864           67.0           67.0           67.0           67.0   \n",
      "4865           66.0           67.0           67.0           67.0   \n",
      "4866           67.0           68.0           68.0           68.0   \n",
      "4867           82.0           86.0           86.0           86.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "13             73.0           73.0           73.0           73.0   \n",
      "14             73.0           73.0           73.0           73.0   \n",
      "15             73.0           73.0           73.0           73.0   \n",
      "16             80.0           80.0           80.0           80.0   \n",
      "17             80.0           73.0           73.0           73.0   \n",
      "...             ...            ...            ...            ...   \n",
      "4863           59.0           60.0           60.0           60.0   \n",
      "4864           67.0           67.0           67.0           67.0   \n",
      "4865           67.0           66.0           66.0           66.0   \n",
      "4866           68.0           86.0           86.0           86.0   \n",
      "4867           86.0           83.0           83.0           83.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "13             73.0           73.0  ...    0.0               0.0   \n",
      "14             73.0           73.0  ...    0.0               0.0   \n",
      "15             73.0           73.0  ...    0.0               0.0   \n",
      "16             80.0           80.0  ...    0.0               0.0   \n",
      "17             73.0           73.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "4863           60.0           61.0  ...    0.0               0.0   \n",
      "4864           67.0           95.0  ...    0.0               0.0   \n",
      "4865           66.0           66.0  ...    0.0               0.0   \n",
      "4866           86.0           79.0  ...    0.0               0.0   \n",
      "4867           83.0           76.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "13                   7.0             2.866667  73.000000   0.000000   \n",
      "14                   7.0             4.866667  73.000000   0.000000   \n",
      "15                   7.0             4.933333  77.083333   3.480170   \n",
      "16                   7.0             5.466667  80.000000   0.000000   \n",
      "17                   7.0             4.133333  73.583333   1.951025   \n",
      "...                  ...                  ...        ...        ...   \n",
      "4863                 4.0             2.266667  66.000000   5.787186   \n",
      "4864                 7.0             3.200000  73.616667  13.753387   \n",
      "4865                 4.0             2.600000  66.316667   0.469102   \n",
      "4866                 4.0             2.266667  74.216667   6.722317   \n",
      "4867                 7.0             3.333333  69.316667   7.590118   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "13          -12.305206    73.0    73.0          -1  \n",
      "14          -12.305206    73.0    73.0          -1  \n",
      "15           -8.221873    73.0    80.0          -1  \n",
      "16           -5.305206    80.0    80.0          -1  \n",
      "17          -11.721873    73.0    80.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "4863        -19.305206    59.0    78.0          -1  \n",
      "4864        -11.688540    62.0   103.0          -1  \n",
      "4865        -18.988540    66.0    67.0          -1  \n",
      "4866        -11.088540    67.0    86.0          -1  \n",
      "4867        -15.988540    62.0    86.0          -1  \n",
      "\n",
      "[1586 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "10             81.0           81.0           81.0           81.0   \n",
      "11             73.0           73.0           73.0           73.0   \n",
      "12             65.0           65.0           65.0           65.0   \n",
      "29             71.0           64.0           64.0           64.0   \n",
      "30             61.0           61.0           61.0           61.0   \n",
      "...             ...            ...            ...            ...   \n",
      "5779           61.0           62.0           62.0           62.0   \n",
      "5780           62.0           61.0           61.0           61.0   \n",
      "5781           99.0          111.0          111.0          111.0   \n",
      "5782           61.0           67.0           67.0           67.0   \n",
      "5783           56.0           56.0           56.0           56.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "10             81.0           81.0           81.0           81.0   \n",
      "11             73.0           73.0           73.0           73.0   \n",
      "12             65.0           65.0           65.0           65.0   \n",
      "29             64.0           62.0           62.0           62.0   \n",
      "30             61.0           61.0           61.0           61.0   \n",
      "...             ...            ...            ...            ...   \n",
      "5779           62.0           61.0           61.0           61.0   \n",
      "5780           61.0           62.0           62.0           62.0   \n",
      "5781          111.0           92.0           92.0           92.0   \n",
      "5782           67.0           72.0           72.0           72.0   \n",
      "5783           56.0           56.0           56.0           56.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "10             81.0           81.0  ...    0.0               0.0   \n",
      "11             73.0           73.0  ...    0.0               0.0   \n",
      "12             65.0           65.0  ...    0.0               0.0   \n",
      "29             62.0           61.0  ...    0.0               0.0   \n",
      "30             61.0           61.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "5779           61.0           59.0  ...    0.0               0.0   \n",
      "5780           62.0           61.0  ...    0.0               0.0   \n",
      "5781           92.0           82.0  ...    0.0               0.0   \n",
      "5782           72.0           73.0  ...    0.0               0.0   \n",
      "5783           56.0           56.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "10                   7.0             3.533333  76.266667   3.905089   \n",
      "11                   4.0             3.533333  67.266667   3.635357   \n",
      "12                   4.0             4.000000  65.400000   1.509293   \n",
      "29                   4.0             0.466667  61.433333   1.477133   \n",
      "30                   0.0             0.000000  61.000000   0.000000   \n",
      "...                  ...                  ...        ...        ...   \n",
      "5779                 4.0             1.933333  61.383333   3.584768   \n",
      "5780                 7.0             3.066667  65.183333  10.005916   \n",
      "5781                 7.0             3.933333  77.033333  12.861672   \n",
      "5782                 4.0             2.600000  63.816667   6.907357   \n",
      "5783                 7.0             3.800000  65.916667  13.400344   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "10            4.514571    73.0    81.0          -1  \n",
      "11           -4.485429    65.0    73.0          -1  \n",
      "12           -6.352096    65.0    71.0          -1  \n",
      "29          -10.318762    61.0    71.0           1  \n",
      "30          -10.752096    61.0    61.0           1  \n",
      "...                ...     ...     ...         ...  \n",
      "5779        -10.368762    59.0    73.0          -1  \n",
      "5780         -6.568762    60.0    99.0          -1  \n",
      "5781          5.281238    61.0   111.0          -1  \n",
      "5782         -7.935429    56.0    75.0          -1  \n",
      "5783         -5.835429    55.0    98.0          -1  \n",
      "\n",
      "[3022 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "2              116.0          114.0          114.0          114.0   \n",
      "3              117.0          116.0          116.0          116.0   \n",
      "4              157.0          152.0          152.0          152.0   \n",
      "5              145.0          157.0          157.0          157.0   \n",
      "6              134.0          133.0          133.0          133.0   \n",
      "...              ...            ...            ...            ...   \n",
      "15521           84.0           83.0           83.0           83.0   \n",
      "15522           96.0          103.0          103.0          103.0   \n",
      "15523           80.0           90.0           90.0           90.0   \n",
      "15524           90.0           91.0           91.0           91.0   \n",
      "15525          109.0           96.0           96.0           96.0   \n",
      "\n",
      "       060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "2              114.0          117.0          117.0          117.0   \n",
      "3              116.0          115.0          115.0          115.0   \n",
      "4              152.0          125.0          125.0          125.0   \n",
      "5              157.0          163.0          163.0          163.0   \n",
      "6              133.0          120.0          120.0          120.0   \n",
      "...              ...            ...            ...            ...   \n",
      "15521           83.0           82.0           82.0           82.0   \n",
      "15522          103.0           92.0           92.0           92.0   \n",
      "15523           90.0           85.0           85.0           85.0   \n",
      "15524           91.0           90.0           90.0           90.0   \n",
      "15525           96.0           89.0           89.0           89.0   \n",
      "\n",
      "       120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "2              117.0          118.0  ...    0.0               0.0   \n",
      "3              115.0          117.0  ...    0.0               0.0   \n",
      "4              125.0          118.0  ...    0.0               0.0   \n",
      "5              163.0          167.0  ...    0.0               0.0   \n",
      "6              120.0          117.0  ...    0.0               0.0   \n",
      "...              ...            ...  ...    ...               ...   \n",
      "15521           82.0           79.0  ...    0.0               0.0   \n",
      "15522           92.0           91.0  ...    0.0               0.0   \n",
      "15523           85.0           85.0  ...    0.0               0.0   \n",
      "15524           90.0           90.0  ...    0.0               0.0   \n",
      "15525           89.0           84.0  ...    0.0               0.0   \n",
      "\n",
      "       maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "2                     7.0             5.133333  117.050000   0.946447   \n",
      "3                     7.0             1.400000  114.883333   2.649539   \n",
      "4                     7.0             5.600000  138.266667  17.247812   \n",
      "5                     7.0             5.600000  150.116667  11.226620   \n",
      "6                     7.0             5.600000  119.166667   4.958016   \n",
      "...                   ...                  ...         ...        ...   \n",
      "15521                 7.0             5.466667   82.933333   6.937656   \n",
      "15522                 7.0             5.533333   87.200000   5.249052   \n",
      "15523                 7.0             5.133333   86.633333   2.667867   \n",
      "15524                 7.0             4.600000   90.016667   6.652365   \n",
      "15525                 7.0             3.933333   88.400000   5.073026   \n",
      "\n",
      "       HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "2             46.718229   114.0   118.0          -1  \n",
      "3             44.551562   108.0   118.0          -1  \n",
      "4             67.934895   118.0   164.0          -1  \n",
      "5             79.784895   134.0   168.0          -1  \n",
      "6             48.834895   116.0   134.0          -1  \n",
      "...                 ...     ...     ...         ...  \n",
      "15521         12.601562    74.0   101.0          -1  \n",
      "15522         16.868229    80.0   103.0          -1  \n",
      "15523         16.301562    80.0    90.0          -1  \n",
      "15524         19.684895    79.0   109.0          -1  \n",
      "15525         18.068229    82.0   109.0          -1  \n",
      "\n",
      "[8234 rows x 74 columns]\n",
      "       000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "3               76.0           75.0           75.0           75.0   \n",
      "4               72.0           74.0           74.0           74.0   \n",
      "5               96.0           88.0           88.0           88.0   \n",
      "6              106.0          102.0          102.0          102.0   \n",
      "7              101.0           90.0           90.0           90.0   \n",
      "...              ...            ...            ...            ...   \n",
      "12522           60.0           60.0           60.0           60.0   \n",
      "12523           60.0           60.0           60.0           60.0   \n",
      "12524           60.0           60.0           60.0           60.0   \n",
      "12525           56.0           56.0           56.0           56.0   \n",
      "12526           56.0           56.0           56.0           56.0   \n",
      "\n",
      "       060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "3               75.0           72.0           72.0           72.0   \n",
      "4               74.0           80.0           80.0           80.0   \n",
      "5               88.0           93.0           93.0           93.0   \n",
      "6              102.0           99.0           99.0           99.0   \n",
      "7               90.0           89.0           89.0           89.0   \n",
      "...              ...            ...            ...            ...   \n",
      "12522           60.0           60.0           60.0           60.0   \n",
      "12523           60.0           60.0           60.0           60.0   \n",
      "12524           60.0           66.0           66.0           66.0   \n",
      "12525           56.0           56.0           56.0           56.0   \n",
      "12526           56.0           56.0           56.0           56.0   \n",
      "\n",
      "       120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "3               72.0           83.0  ...    0.0               0.0   \n",
      "4               80.0           92.0  ...    0.0               0.0   \n",
      "5               93.0           96.0  ...    0.0               0.0   \n",
      "6               99.0           88.0  ...    0.0               0.0   \n",
      "7               89.0          105.0  ...    0.0               0.0   \n",
      "...              ...            ...  ...    ...               ...   \n",
      "12522           60.0           60.0  ...    0.0               0.0   \n",
      "12523           60.0           60.0  ...    0.0               0.0   \n",
      "12524           66.0           74.0  ...    0.0               0.0   \n",
      "12525           56.0           56.0  ...    0.0               0.0   \n",
      "12526           56.0           56.0  ...    0.0               0.0   \n",
      "\n",
      "       maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "3                     3.0             2.800000   72.733333   4.686319   \n",
      "4                     5.0             3.066667   83.333333   7.174972   \n",
      "5                     7.0             3.266667  100.300000  10.857006   \n",
      "6                     4.0             1.466667   93.350000   6.578921   \n",
      "7                     3.0             0.200000   98.183333   6.138215   \n",
      "...                   ...                  ...         ...        ...   \n",
      "12522                 4.0             1.400000   63.733333   5.200608   \n",
      "12523                 2.0             0.133333   60.000000   0.000000   \n",
      "12524                 4.0             0.666667   59.066667   5.101900   \n",
      "12525                 0.0             0.000000   56.000000   0.000000   \n",
      "12526                 2.0             0.133333   56.000000   0.000000   \n",
      "\n",
      "       HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "3             -9.235129    65.0    83.0          -1  \n",
      "4              1.364871    72.0    96.0          -1  \n",
      "5             18.331537    83.0   116.0          -1  \n",
      "6             11.381537    85.0   106.0          -1  \n",
      "7             16.214871    89.0   108.0          -1  \n",
      "...                 ...     ...     ...         ...  \n",
      "12522        -18.235129    60.0    75.0           1  \n",
      "12523        -21.968463    60.0    60.0           1  \n",
      "12524        -22.901796    56.0    74.0           1  \n",
      "12525        -25.968463    56.0    56.0           1  \n",
      "12526        -25.968463    56.0    56.0           1  \n",
      "\n",
      "[7039 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "9             112.0          112.0          112.0          112.0   \n",
      "10             64.0           64.0           64.0           64.0   \n",
      "11             70.0           70.0           70.0           70.0   \n",
      "12             70.0           70.0           70.0           70.0   \n",
      "13             55.0           55.0           55.0           55.0   \n",
      "...             ...            ...            ...            ...   \n",
      "2976           57.0           57.0           57.0           57.0   \n",
      "2977           58.0           58.0           58.0           58.0   \n",
      "2978           58.0           58.0           58.0           58.0   \n",
      "2979           58.0           58.0           58.0           58.0   \n",
      "2980           58.0           58.0           58.0           58.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "9             112.0          112.0          112.0          112.0   \n",
      "10             64.0           64.0           64.0           64.0   \n",
      "11             70.0           70.0           70.0           70.0   \n",
      "12             70.0           70.0           70.0           70.0   \n",
      "13             55.0           55.0           55.0           55.0   \n",
      "...             ...            ...            ...            ...   \n",
      "2976           57.0           57.0           57.0           57.0   \n",
      "2977           58.0           58.0           58.0           58.0   \n",
      "2978           58.0           58.0           58.0           58.0   \n",
      "2979           58.0           58.0           58.0           58.0   \n",
      "2980           58.0           58.0           58.0           58.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "9             112.0          112.0  ...    0.0              0.00   \n",
      "10             64.0           64.0  ...    0.0              0.00   \n",
      "11             70.0           70.0  ...    0.0              0.00   \n",
      "12             70.0           70.0  ...    0.0              0.00   \n",
      "13             55.0           55.0  ...    0.0              0.00   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "2976           57.0           57.0  ...    0.0              0.00   \n",
      "2977           58.0           58.0  ...    0.0              0.00   \n",
      "2978           58.0           58.0  ...    0.0              0.00   \n",
      "2979           58.0           58.0  ...    0.0              0.00   \n",
      "2980           58.0           58.0  ...    0.0              0.01   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "9                    4.0             2.666667  84.466667  23.528898   \n",
      "10                   4.0             4.000000  68.300000   2.726518   \n",
      "11                   7.0             4.200000  70.000000   0.000000   \n",
      "12                   4.0             4.000000  61.983333   7.307975   \n",
      "13                   4.0             4.000000  55.000000   0.000000   \n",
      "...                  ...                  ...        ...        ...   \n",
      "2976                 2.0             0.533333  57.583333   0.497167   \n",
      "2977                 0.0             0.000000  58.000000   0.000000   \n",
      "2978                 0.0             0.000000  58.000000   0.000000   \n",
      "2979                 7.0             1.200000  58.000000   0.000000   \n",
      "2980                 7.0             3.333333  70.783333  16.098312   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "9             7.651415    64.0   112.0          -1  \n",
      "10           -8.515252    64.0    70.0          -1  \n",
      "11           -6.815252    70.0    70.0          -1  \n",
      "12          -14.831919    55.0    70.0          -1  \n",
      "13          -21.815252    55.0    55.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "2976        -19.231919    57.0    58.0          -1  \n",
      "2977        -18.815252    58.0    58.0          -1  \n",
      "2978        -18.815252    58.0    58.0          -1  \n",
      "2979        -18.815252    58.0    58.0          -1  \n",
      "2980         -6.031919    58.0    93.0          -1  \n",
      "\n",
      "[1419 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "2              83.0           83.0           83.0           83.0   \n",
      "3              83.0           83.0           83.0           83.0   \n",
      "4              83.0           83.0           83.0           83.0   \n",
      "5              83.0           83.0           83.0           83.0   \n",
      "6              83.0           83.0           83.0           83.0   \n",
      "...             ...            ...            ...            ...   \n",
      "5709           54.0           55.0           55.0           55.0   \n",
      "5710           59.0           58.0           58.0           58.0   \n",
      "5711           53.0           56.0           56.0           56.0   \n",
      "5712           55.0           55.0           55.0           55.0   \n",
      "5713           58.0           57.0           57.0           57.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "2              83.0           83.0           83.0           83.0   \n",
      "3              83.0           83.0           83.0           83.0   \n",
      "4              83.0           83.0           83.0           83.0   \n",
      "5              83.0           83.0           83.0           83.0   \n",
      "6              83.0           83.0           83.0           83.0   \n",
      "...             ...            ...            ...            ...   \n",
      "5709           55.0           55.0           55.0           55.0   \n",
      "5710           58.0           60.0           60.0           60.0   \n",
      "5711           56.0           55.0           55.0           55.0   \n",
      "5712           55.0           56.0           56.0           56.0   \n",
      "5713           57.0           58.0           58.0           58.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "2              83.0           83.0  ...    0.0               0.0   \n",
      "3              83.0           83.0  ...    0.0               0.0   \n",
      "4              83.0           83.0  ...    0.0               0.0   \n",
      "5              83.0           83.0  ...    0.0               0.0   \n",
      "6              83.0           83.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "5709           55.0           55.0  ...    0.0               0.0   \n",
      "5710           60.0           60.0  ...    0.0               0.0   \n",
      "5711           55.0           56.0  ...    0.0               0.0   \n",
      "5712           56.0           57.0  ...    0.0               0.0   \n",
      "5713           58.0           57.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "2                    7.0             5.066667  83.000000  0.000000   \n",
      "3                    7.0             6.066667  83.000000  0.000000   \n",
      "4                    7.0             6.266667  83.000000  0.000000   \n",
      "5                    7.0             6.400000  83.000000  0.000000   \n",
      "6                    7.0             6.800000  83.000000  0.000000   \n",
      "...                  ...                  ...        ...       ...   \n",
      "5709                 0.0             0.000000  55.650000  1.538489   \n",
      "5710                 2.0             0.200000  57.300000  2.998870   \n",
      "5711                 2.0             0.133333  56.300000  2.546516   \n",
      "5712                 0.0             0.000000  56.216667  0.845560   \n",
      "5713                 0.0             0.000000  57.016667  0.650728   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "2            17.324478    83.0    83.0          -1  \n",
      "3            17.324478    83.0    83.0          -1  \n",
      "4            17.324478    83.0    83.0          -1  \n",
      "5            17.324478    83.0    83.0          -1  \n",
      "6            17.324478    83.0    83.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "5709        -10.025522    53.0    59.0           1  \n",
      "5710         -8.375522    53.0    65.0           1  \n",
      "5711         -9.375522    53.0    65.0           1  \n",
      "5712         -9.458856    55.0    58.0           1  \n",
      "5713         -8.658856    56.0    58.0           1  \n",
      "\n",
      "[3244 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "6             101.0          101.0          101.0          101.0   \n",
      "7             103.0           96.0           96.0           96.0   \n",
      "8              96.0           96.0           96.0           96.0   \n",
      "9              99.0          113.0          113.0          113.0   \n",
      "10            105.0          105.0          105.0          105.0   \n",
      "...             ...            ...            ...            ...   \n",
      "6661          103.0          105.0          105.0          105.0   \n",
      "6662          110.0          112.0          112.0          112.0   \n",
      "6663          105.0          105.0          105.0          105.0   \n",
      "6664           96.0          102.0          102.0          102.0   \n",
      "6665          105.0          101.0          101.0          101.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "6             101.0          101.0          101.0          101.0   \n",
      "7              96.0           96.0           96.0           96.0   \n",
      "8              96.0           96.0           96.0           96.0   \n",
      "9             113.0          113.0          113.0          113.0   \n",
      "10            105.0          105.0          105.0          105.0   \n",
      "...             ...            ...            ...            ...   \n",
      "6661          105.0          113.0          113.0          113.0   \n",
      "6662          112.0          110.0          110.0          110.0   \n",
      "6663          105.0          105.0          105.0          105.0   \n",
      "6664          102.0           99.0           99.0           99.0   \n",
      "6665          101.0           98.0           98.0           98.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "6             101.0          101.0  ...    0.0               0.0   \n",
      "7              96.0           96.0  ...    0.0               0.0   \n",
      "8              96.0           96.0  ...    0.0               0.0   \n",
      "9             113.0          113.0  ...    0.0               0.0   \n",
      "10            105.0          105.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "6661          113.0           98.0  ...    0.0               0.0   \n",
      "6662          110.0          110.0  ...    0.0               0.0   \n",
      "6663          105.0          104.0  ...    0.0               0.0   \n",
      "6664           99.0          102.0  ...    0.0               0.0   \n",
      "6665           98.0          103.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "6                    7.0             2.333333  102.433333   0.908839   \n",
      "7                    7.0             2.133333   96.116667   0.903696   \n",
      "8                    7.0             2.800000   97.950000   1.442984   \n",
      "9                    0.0             0.000000  110.766667   3.810630   \n",
      "10                   7.0             0.933333  103.716667   2.731435   \n",
      "...                  ...                  ...         ...        ...   \n",
      "6661                 7.0             5.200000  111.216667  13.179455   \n",
      "6662                 7.0             5.133333  106.416667   3.533336   \n",
      "6663                 4.0             4.000000  102.216667   2.675005   \n",
      "6664                 4.0             4.000000  102.716667   2.179190   \n",
      "6665                 4.0             3.733333   99.733333   3.550444   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "6            25.019164   101.0   103.0          -1  \n",
      "7            18.702498    96.0   103.0          -1  \n",
      "8            20.535831    96.0    99.0          -1  \n",
      "9            33.352498    99.0   113.0          -1  \n",
      "10           26.302498    98.0   105.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "6661         33.802498    97.0   134.0          -1  \n",
      "6662         29.002498   101.0   112.0          -1  \n",
      "6663         24.802498    96.0   105.0          -1  \n",
      "6664         25.302498    96.0   106.0          -1  \n",
      "6665         22.319164    93.0   105.0          -1  \n",
      "\n",
      "[3027 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "5              80.0           79.0           79.0           79.0   \n",
      "6              73.0           69.0           69.0           69.0   \n",
      "7              61.0           66.0           66.0           66.0   \n",
      "8              64.0           62.0           62.0           62.0   \n",
      "9              64.0           73.0           73.0           73.0   \n",
      "...             ...            ...            ...            ...   \n",
      "1459           52.0           52.0           52.0           52.0   \n",
      "1460           53.0           52.0           52.0           52.0   \n",
      "1461           53.0           52.0           52.0           52.0   \n",
      "1462           52.0           52.0           52.0           52.0   \n",
      "1463           53.0           52.0           52.0           52.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "5              79.0           66.0           66.0           66.0   \n",
      "6              69.0           65.0           65.0           65.0   \n",
      "7              66.0           76.0           76.0           76.0   \n",
      "8              62.0           63.0           63.0           63.0   \n",
      "9              73.0           65.0           65.0           65.0   \n",
      "...             ...            ...            ...            ...   \n",
      "1459           52.0           52.0           52.0           52.0   \n",
      "1460           52.0           52.0           52.0           52.0   \n",
      "1461           52.0           52.0           52.0           52.0   \n",
      "1462           52.0           52.0           52.0           52.0   \n",
      "1463           52.0           52.0           52.0           52.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "5              66.0           66.0  ...    0.0               0.0   \n",
      "6              65.0           64.0  ...    0.0               0.0   \n",
      "7              76.0           78.0  ...    0.0               0.0   \n",
      "8              63.0           64.0  ...    0.0               0.0   \n",
      "9              65.0           76.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "1459           52.0           53.0  ...    0.0               0.0   \n",
      "1460           52.0           52.0  ...    0.0               0.0   \n",
      "1461           52.0           52.0  ...    0.0               0.0   \n",
      "1462           52.0           53.0  ...    0.0               0.0   \n",
      "1463           52.0           52.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "5                    5.0             2.866667  69.050000  7.249605   \n",
      "6                    3.0             2.200000  67.933333  5.335734   \n",
      "7                    3.0             3.000000  66.350000  5.203731   \n",
      "8                    3.0             3.000000  68.133333  4.785099   \n",
      "9                    7.0             4.666667  75.783333  9.602421   \n",
      "...                  ...                  ...        ...       ...   \n",
      "1459                 2.0             0.266667  52.250000  0.436667   \n",
      "1460                 2.0             0.266667  52.066667  0.251549   \n",
      "1461                 2.0             0.266667  52.016667  0.129099   \n",
      "1462                 2.0             0.133333  52.250000  0.436667   \n",
      "1463                 2.0             0.133333  52.016667  0.129099   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "5             0.952184    62.0    81.0          -1  \n",
      "6            -0.164482    61.0    78.0          -1  \n",
      "7            -1.747816    60.0    78.0          -1  \n",
      "8             0.035518    62.0    76.0          -1  \n",
      "9             7.685518    62.0    94.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "1459        -15.847816    52.0    53.0           1  \n",
      "1460        -16.031149    52.0    53.0           1  \n",
      "1461        -16.081149    52.0    53.0           1  \n",
      "1462        -15.847816    52.0    53.0           1  \n",
      "1463        -16.081149    52.0    53.0           1  \n",
      "\n",
      "[914 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "8              57.0           57.0           57.0           57.0   \n",
      "9              56.0           56.0           56.0           56.0   \n",
      "10             47.0           47.0           47.0           47.0   \n",
      "11             47.0           47.0           47.0           47.0   \n",
      "12             54.0           54.0           54.0           54.0   \n",
      "...             ...            ...            ...            ...   \n",
      "5835           87.0           71.0           71.0           71.0   \n",
      "5836           64.0           58.0           58.0           58.0   \n",
      "5837           71.0           73.0           73.0           73.0   \n",
      "5838           74.0           74.0           74.0           74.0   \n",
      "5839           75.0           77.0           77.0           77.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "8              57.0           57.0           57.0           57.0   \n",
      "9              56.0           56.0           56.0           56.0   \n",
      "10             47.0           47.0           47.0           47.0   \n",
      "11             47.0           47.0           47.0           47.0   \n",
      "12             54.0           54.0           54.0           54.0   \n",
      "...             ...            ...            ...            ...   \n",
      "5835           71.0           66.0           66.0           66.0   \n",
      "5836           58.0           60.0           60.0           60.0   \n",
      "5837           73.0           72.0           72.0           72.0   \n",
      "5838           74.0           75.0           75.0           75.0   \n",
      "5839           77.0           82.0           82.0           82.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "8              57.0           57.0  ...    0.0               0.0   \n",
      "9              56.0           56.0  ...    0.0               0.0   \n",
      "10             47.0           47.0  ...    0.0               0.0   \n",
      "11             47.0           47.0  ...    0.0               0.0   \n",
      "12             54.0           54.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "5835           66.0           67.0  ...    0.0               0.0   \n",
      "5836           60.0           61.0  ...    0.0               0.0   \n",
      "5837           72.0           69.0  ...    0.0               0.0   \n",
      "5838           75.0           74.0  ...    0.0               0.0   \n",
      "5839           82.0           87.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean     HRstd  \\\n",
      "8                    7.0             4.266667  56.750000  0.436667   \n",
      "9                    4.0             2.866667  50.150000  4.328953   \n",
      "10                   3.0             0.800000  47.000000  0.000000   \n",
      "11                   4.0             1.600000  49.216667  3.283713   \n",
      "12                   3.0             1.400000  54.000000  0.000000   \n",
      "...                  ...                  ...        ...       ...   \n",
      "5835                 7.0             5.800000  70.116667  4.411432   \n",
      "5836                 5.0             4.266667  62.683333  6.365936   \n",
      "5837                 4.0             3.466667  79.350000  8.760127   \n",
      "5838                 4.0             4.000000  74.516667  0.724666   \n",
      "5839                 7.0             4.266667  84.033333  2.590509   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "8           -10.058030    56.0    57.0          -1  \n",
      "9           -16.658030    47.0    56.0          -1  \n",
      "10          -19.808030    47.0    47.0          -1  \n",
      "11          -17.591364    47.0    54.0          -1  \n",
      "12          -12.808030    54.0    54.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "5835          3.308636    64.0    87.0          -1  \n",
      "5836         -4.124697    53.0    71.0          -1  \n",
      "5837         12.541970    69.0    99.0          -1  \n",
      "5838          7.708636    74.0    76.0          -1  \n",
      "5839         17.225303    75.0    87.0          -1  \n",
      "\n",
      "[2530 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "8              61.0           61.0           61.0           61.0   \n",
      "9              65.0           65.0           65.0           65.0   \n",
      "10             67.0           67.0           67.0           67.0   \n",
      "11             67.0           67.0           67.0           67.0   \n",
      "12             64.0           64.0           64.0           64.0   \n",
      "...             ...            ...            ...            ...   \n",
      "6100           77.0           80.0           80.0           80.0   \n",
      "6101           81.0           78.0           78.0           78.0   \n",
      "6102           76.0           84.0           84.0           84.0   \n",
      "6103           75.0           82.0           82.0           82.0   \n",
      "6104           79.0           83.0           83.0           83.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "8              61.0           61.0           61.0           61.0   \n",
      "9              65.0           65.0           65.0           65.0   \n",
      "10             67.0           67.0           67.0           67.0   \n",
      "11             67.0           67.0           67.0           67.0   \n",
      "12             64.0           64.0           64.0           64.0   \n",
      "...             ...            ...            ...            ...   \n",
      "6100           80.0           83.0           83.0           83.0   \n",
      "6101           78.0           77.0           77.0           77.0   \n",
      "6102           84.0           84.0           84.0           84.0   \n",
      "6103           82.0           74.0           74.0           74.0   \n",
      "6104           83.0           82.0           82.0           82.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "8              61.0           61.0  ...    0.0              0.00   \n",
      "9              65.0           65.0  ...    0.0              0.00   \n",
      "10             67.0           67.0  ...    0.0              0.00   \n",
      "11             67.0           67.0  ...    0.0              0.00   \n",
      "12             64.0           64.0  ...    0.0              0.00   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "6100           83.0          101.0  ...    0.0              0.00   \n",
      "6101           77.0           82.0  ...    0.0              0.00   \n",
      "6102           84.0           81.0  ...    0.0              0.00   \n",
      "6103           74.0           69.0  ...    0.0              0.00   \n",
      "6104           82.0           80.0  ...    0.0              0.03   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "8                    4.0             3.000000  61.466667   1.294927   \n",
      "9                    7.0             4.866667  66.166667   0.994334   \n",
      "10                   3.0             2.800000  67.000000   0.000000   \n",
      "11                   4.0             1.533333  65.650000   1.505076   \n",
      "12                   3.0             1.600000  80.066667  20.015136   \n",
      "...                  ...                  ...        ...        ...   \n",
      "6100                 7.0             5.400000  81.600000   8.019468   \n",
      "6101                 5.0             5.000000  79.750000   2.022123   \n",
      "6102                 7.0             3.733333  74.016667   5.094003   \n",
      "6103                 4.0             4.000000  75.000000   6.033803   \n",
      "6104                 7.0             2.533333  81.750000   6.277819   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "8           -14.006158    61.0    65.0          -1  \n",
      "9            -9.306158    65.0    67.0          -1  \n",
      "10           -8.472825    67.0    67.0          -1  \n",
      "11           -9.822825    64.0    67.0          -1  \n",
      "12            4.593842    64.0   106.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "6100          6.127175    71.0   101.0          -1  \n",
      "6101          4.277175    76.0    82.0          -1  \n",
      "6102         -1.456158    69.0    84.0          -1  \n",
      "6103         -0.472825    65.0    85.0          -1  \n",
      "6104          6.277175    71.0    92.0          -1  \n",
      "\n",
      "[3092 rows x 74 columns]\n",
      "     000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "12            57.0           56.0           56.0           56.0   \n",
      "13            69.0           59.0           59.0           59.0   \n",
      "14            73.0           64.0           64.0           64.0   \n",
      "15            90.0           80.0           80.0           80.0   \n",
      "16            56.0           56.0           56.0           56.0   \n",
      "..             ...            ...            ...            ...   \n",
      "683           89.0           64.0           64.0           64.0   \n",
      "684           75.0           75.0           75.0           75.0   \n",
      "685           80.0           79.0           79.0           79.0   \n",
      "686           58.0           55.0           55.0           55.0   \n",
      "687           53.0           53.0           53.0           53.0   \n",
      "\n",
      "     060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "12            56.0           66.0           66.0           66.0   \n",
      "13            59.0           55.0           55.0           55.0   \n",
      "14            64.0           58.0           58.0           58.0   \n",
      "15            80.0           76.0           76.0           76.0   \n",
      "16            56.0           57.0           57.0           57.0   \n",
      "..             ...            ...            ...            ...   \n",
      "683           64.0           66.0           66.0           66.0   \n",
      "684           75.0           69.0           69.0           69.0   \n",
      "685           79.0           73.0           73.0           73.0   \n",
      "686           55.0           53.0           53.0           53.0   \n",
      "687           53.0           53.0           53.0           53.0   \n",
      "\n",
      "     120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "12            66.0           65.0  ...    0.0              0.00   \n",
      "13            55.0           50.0  ...    0.0              0.00   \n",
      "14            58.0           57.0  ...    0.0              0.00   \n",
      "15            76.0           85.0  ...    0.0              0.00   \n",
      "16            57.0           62.0  ...    0.0              0.00   \n",
      "..             ...            ...  ...    ...               ...   \n",
      "683           66.0           77.0  ...    0.0              0.00   \n",
      "684           69.0           74.0  ...    0.0              0.00   \n",
      "685           73.0           76.0  ...    0.0              0.00   \n",
      "686           53.0           52.0  ...    0.0              0.00   \n",
      "687           53.0           63.0  ...    0.0              0.01   \n",
      "\n",
      "     maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "12                  3.0             2.800000  60.600000   5.490207   \n",
      "13                  3.0             3.000000  59.333333   5.634839   \n",
      "14                  7.0             4.200000  65.050000  12.973800   \n",
      "15                  7.0             3.133333  66.433333  11.451248   \n",
      "16                  3.0             2.800000  60.733333   5.001243   \n",
      "..                  ...                  ...        ...        ...   \n",
      "683                 4.0             4.000000  73.966667   4.672192   \n",
      "684                 7.0             4.600000  70.783333   4.892373   \n",
      "685                 4.0             3.466667  64.833333   8.132727   \n",
      "686                 3.0             1.533333  53.016667   1.016669   \n",
      "687                 0.0             0.000000  61.250000   5.780226   \n",
      "\n",
      "     HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "12          -6.082437    53.0    69.0          -1  \n",
      "13          -7.349104    50.0    73.0          -1  \n",
      "14          -1.632437    56.0    95.0          -1  \n",
      "15          -0.249104    56.0    90.0          -1  \n",
      "16          -5.949104    56.0    72.0          -1  \n",
      "..                ...     ...     ...         ...  \n",
      "683          7.284230    64.0    89.0          -1  \n",
      "684          4.100896    62.0    80.0          -1  \n",
      "685         -1.849104    54.0    80.0          -1  \n",
      "686        -13.665770    52.0    58.0          -1  \n",
      "687         -5.432437    53.0    71.0          -1  \n",
      "\n",
      "[391 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "15            102.0          119.0          119.0          119.0   \n",
      "16            103.0          108.0          108.0          108.0   \n",
      "17            111.0          113.0          113.0          113.0   \n",
      "18            133.0          123.0          123.0          123.0   \n",
      "19            110.0          112.0          112.0          112.0   \n",
      "...             ...            ...            ...            ...   \n",
      "3511          100.0           95.0           95.0           95.0   \n",
      "3512           92.0           92.0           92.0           92.0   \n",
      "3513           78.0           82.0           82.0           82.0   \n",
      "3514           84.0           93.0           93.0           93.0   \n",
      "3515           87.0           84.0           84.0           84.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "15            119.0          110.0          110.0          110.0   \n",
      "16            108.0          104.0          104.0          104.0   \n",
      "17            113.0          109.0          109.0          109.0   \n",
      "18            123.0          115.0          115.0          115.0   \n",
      "19            112.0          117.0          117.0          117.0   \n",
      "...             ...            ...            ...            ...   \n",
      "3511           95.0           94.0           94.0           94.0   \n",
      "3512           92.0           88.0           88.0           88.0   \n",
      "3513           82.0           84.0           84.0           84.0   \n",
      "3514           93.0           85.0           85.0           85.0   \n",
      "3515           84.0           85.0           85.0           85.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "15            110.0          117.0  ...    0.0               0.0   \n",
      "16            104.0          114.0  ...    0.0               0.0   \n",
      "17            109.0          111.0  ...    0.0               0.0   \n",
      "18            115.0          112.0  ...    0.0               0.0   \n",
      "19            117.0          118.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "3511           94.0           86.0  ...    0.0               0.0   \n",
      "3512           88.0           85.0  ...    0.0               0.0   \n",
      "3513           84.0           80.0  ...    0.0               0.0   \n",
      "3514           85.0           81.0  ...    0.0               0.0   \n",
      "3515           85.0           99.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean     HRstd  \\\n",
      "15                   7.0             3.866667  109.316667  6.621720   \n",
      "16                   7.0             4.200000  107.600000  7.288719   \n",
      "17                   7.0             4.800000  109.633333  9.359065   \n",
      "18                   7.0             5.066667  115.916667  9.474840   \n",
      "19                   7.0             5.400000  116.716667  9.120830   \n",
      "...                  ...                  ...         ...       ...   \n",
      "3511                 4.0             2.933333   92.466667  6.606280   \n",
      "3512                 4.0             3.266667   87.500000  4.900709   \n",
      "3513                 4.0             2.533333   83.833333  5.946561   \n",
      "3514                 3.0             1.533333   82.216667  4.510221   \n",
      "3515                 7.0             3.733333   97.100000  9.714047   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "15           13.139235    99.0   119.0          -1  \n",
      "16           11.422568    96.0   120.0          -1  \n",
      "17           13.455902    96.0   133.0          -1  \n",
      "18           19.739235   103.0   133.0          -1  \n",
      "19           20.539235   101.0   131.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "3511         -3.710765    81.0   102.0          -1  \n",
      "3512         -8.677432    78.0    96.0          -1  \n",
      "3513        -12.344098    76.0    97.0          -1  \n",
      "3514        -13.960765    77.0    93.0          -1  \n",
      "3515          0.922568    84.0   114.0          -1  \n",
      "\n",
      "[1917 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "0              60.0           47.0           47.0           47.0   \n",
      "1              81.0           92.0           92.0           92.0   \n",
      "2              84.0           83.0           83.0           83.0   \n",
      "3              82.0           85.0           85.0           85.0   \n",
      "4             100.0          111.0          111.0          111.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8715           65.0           65.0           65.0           65.0   \n",
      "8716           70.0           75.0           75.0           75.0   \n",
      "8717           75.0           64.0           64.0           64.0   \n",
      "8718           77.0           72.0           72.0           72.0   \n",
      "8719           71.0           66.0           66.0           66.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "0              47.0           49.0           49.0           49.0   \n",
      "1              92.0          105.0          105.0          105.0   \n",
      "2              83.0           80.0           80.0           80.0   \n",
      "3              85.0           82.0           82.0           82.0   \n",
      "4             111.0          108.0          108.0          108.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8715           65.0           77.0           77.0           77.0   \n",
      "8716           75.0           75.0           75.0           75.0   \n",
      "8717           64.0           70.0           70.0           70.0   \n",
      "8718           72.0           71.0           71.0           71.0   \n",
      "8719           66.0           61.0           61.0           61.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "0              49.0           48.0  ...    0.0               0.0   \n",
      "1             105.0           91.0  ...    0.0               0.0   \n",
      "2              80.0           83.0  ...    0.0               0.0   \n",
      "3              82.0           82.0  ...    0.0               0.0   \n",
      "4             108.0           98.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "8715           77.0           74.0  ...    0.0               0.0   \n",
      "8716           75.0           63.0  ...    0.0               0.0   \n",
      "8717           70.0           67.0  ...    0.0               0.0   \n",
      "8718           71.0           72.0  ...    0.0               0.0   \n",
      "8719           61.0           70.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "0                    3.0             1.400000  49.583333  10.593077   \n",
      "1                    4.0             2.266667  88.483333   5.861369   \n",
      "2                    3.0             1.666667  82.233333   0.945402   \n",
      "3                    7.0             5.066667  95.966667  11.334613   \n",
      "4                    7.0             3.533333  93.800000   8.297028   \n",
      "...                  ...                  ...        ...        ...   \n",
      "8715                 4.0             4.000000  68.516667   6.740949   \n",
      "8716                 4.0             3.200000  69.916667   7.344528   \n",
      "8717                 7.0             4.733333  79.500000  10.334245   \n",
      "8718                 4.0             4.000000  68.633333   4.372358   \n",
      "8719                 4.0             4.000000  67.250000   5.047654   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "0           -26.640974    44.0    81.0          -1  \n",
      "1            12.259026    81.0   105.0          -1  \n",
      "2             6.009026    80.0    84.0          -1  \n",
      "3            19.742359    82.0   117.0          -1  \n",
      "4            17.575692    80.0   111.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "8715         -7.707641    57.0    78.0          -1  \n",
      "8716         -6.307641    60.0    80.0          -1  \n",
      "8717          3.275692    64.0    98.0          -1  \n",
      "8718         -7.590974    59.0    77.0          -1  \n",
      "8719         -8.974308    61.0    77.0          -1  \n",
      "\n",
      "[5233 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "9              70.0           74.0           74.0           74.0   \n",
      "10             74.0           81.0           81.0           81.0   \n",
      "11             64.0           85.0           85.0           85.0   \n",
      "12             91.0           92.0           92.0           92.0   \n",
      "13             73.0           77.0           77.0           77.0   \n",
      "...             ...            ...            ...            ...   \n",
      "6266           60.0           61.0           61.0           61.0   \n",
      "6267           61.0           61.0           61.0           61.0   \n",
      "6268           59.0           62.0           62.0           62.0   \n",
      "6269           60.0           61.0           61.0           61.0   \n",
      "6270           58.0           58.0           58.0           58.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "9              74.0           84.0           84.0           84.0   \n",
      "10             81.0           65.0           65.0           65.0   \n",
      "11             85.0           79.0           79.0           79.0   \n",
      "12             92.0           91.0           91.0           91.0   \n",
      "13             77.0           78.0           78.0           78.0   \n",
      "...             ...            ...            ...            ...   \n",
      "6266           61.0           62.0           62.0           62.0   \n",
      "6267           61.0           61.0           61.0           61.0   \n",
      "6268           62.0           61.0           61.0           61.0   \n",
      "6269           61.0           61.0           61.0           61.0   \n",
      "6270           58.0           58.0           58.0           58.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "9              84.0           89.0  ...    0.0               0.0   \n",
      "10             65.0           71.0  ...    0.0               0.0   \n",
      "11             79.0           70.0  ...    0.0               0.0   \n",
      "12             91.0           90.0  ...    0.0               0.0   \n",
      "13             78.0           78.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "6266           62.0           61.0  ...    0.0               0.0   \n",
      "6267           61.0           62.0  ...    0.0               0.0   \n",
      "6268           61.0           60.0  ...    0.0               0.0   \n",
      "6269           61.0           61.0  ...    0.0               0.0   \n",
      "6270           58.0           58.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "9                    4.0             2.866667  73.000000   5.966005   \n",
      "10                   4.0             2.600000  66.833333   4.776946   \n",
      "11                   7.0             4.600000  83.750000  10.966243   \n",
      "12                   6.0             4.133333  85.233333   4.948435   \n",
      "13                   7.0             2.400000  80.633333   6.663756   \n",
      "...                  ...                  ...        ...        ...   \n",
      "6266                 3.0             1.333333  61.116667   0.738566   \n",
      "6267                 3.0             2.400000  61.966667   2.667867   \n",
      "6268                 3.0             1.466667  62.583333   4.060106   \n",
      "6269                 2.0             0.200000  59.433333   1.711048   \n",
      "6270                 1.0             0.133333  57.550000   0.501692   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "9            -0.430691    68.0    89.0          -1  \n",
      "10           -6.597358    60.0    81.0          -1  \n",
      "11           10.319309    64.0    98.0          -1  \n",
      "12           11.802642    73.0    92.0          -1  \n",
      "13            7.202642    73.0    96.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "6266        -12.314025    60.0    63.0          -1  \n",
      "6267        -11.464025    58.0    70.0          -1  \n",
      "6268        -10.847358    59.0    73.0          -1  \n",
      "6269        -13.997358    57.0    62.0          -1  \n",
      "6270        -15.880691    57.0    58.0          -1  \n",
      "\n",
      "[3418 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "19             88.0           88.0           88.0           88.0   \n",
      "20             92.0           87.0           87.0           87.0   \n",
      "21            124.0          135.0          135.0          135.0   \n",
      "22            108.0          108.0          108.0          108.0   \n",
      "23            111.0          107.0          107.0          107.0   \n",
      "...             ...            ...            ...            ...   \n",
      "9550           52.0           53.0           53.0           53.0   \n",
      "9551           69.0           60.0           60.0           60.0   \n",
      "9552           88.0           86.0           86.0           86.0   \n",
      "9553           67.0           62.0           62.0           62.0   \n",
      "9570           50.0           50.0           50.0           50.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "19             88.0           77.0           77.0           77.0   \n",
      "20             87.0           88.0           88.0           88.0   \n",
      "21            135.0          130.0          130.0          130.0   \n",
      "22            108.0          107.0          107.0          107.0   \n",
      "23            107.0          103.0          103.0          103.0   \n",
      "...             ...            ...            ...            ...   \n",
      "9550           53.0           57.0           57.0           57.0   \n",
      "9551           60.0           66.0           66.0           66.0   \n",
      "9552           86.0           89.0           89.0           89.0   \n",
      "9553           62.0           65.0           65.0           65.0   \n",
      "9570           50.0           50.0           50.0           50.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "19             77.0           76.0  ...    0.0              0.00   \n",
      "20             88.0           97.0  ...    0.0              0.00   \n",
      "21            130.0          126.0  ...    0.0              0.00   \n",
      "22            107.0          108.0  ...    0.0              0.02   \n",
      "23            103.0          105.0  ...    0.0              0.00   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "9550           57.0           61.0  ...    0.0              0.00   \n",
      "9551           66.0           61.0  ...    0.0              0.00   \n",
      "9552           89.0           81.0  ...    0.0              0.00   \n",
      "9553           65.0           60.0  ...    0.0              0.00   \n",
      "9570           50.0           50.0  ...    0.0              0.01   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "19                   7.0             5.200000   88.400000  11.399078   \n",
      "20                   7.0             5.600000  102.533333  12.139677   \n",
      "21                   7.0             4.533333  126.733333   6.784495   \n",
      "22                   7.0             4.800000  127.683333  19.949505   \n",
      "23                   7.0             3.733333  101.400000   6.268566   \n",
      "...                  ...                  ...         ...        ...   \n",
      "9550                 4.0             3.000000   55.383333   4.723155   \n",
      "9551                 7.0             3.733333   62.083333   9.585108   \n",
      "9552                 7.0             5.266667   72.350000   7.599788   \n",
      "9553                 7.0             4.466667   61.666667   8.009881   \n",
      "9570                 4.0             0.533333   51.666667   3.525532   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "19           17.428254    71.0   108.0          -1  \n",
      "20           31.561587    87.0   135.0          -1  \n",
      "21           55.761587   108.0   137.0          -1  \n",
      "22           56.711587   107.0   168.0          -1  \n",
      "23           30.428254    90.0   114.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "9550        -15.588413    51.0    69.0          -1  \n",
      "9551         -8.888413    51.0    88.0          -1  \n",
      "9552          1.378254    64.0    89.0          -1  \n",
      "9553         -9.305080    53.0    87.0          -1  \n",
      "9570        -19.305080    50.0    62.0           1  \n",
      "\n",
      "[5179 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "11           104.0           95.0           95.0           95.0   \n",
      "12           111.0          102.0          102.0          102.0   \n",
      "13           118.0          118.0          118.0          118.0   \n",
      "14           100.0          102.0          102.0          102.0   \n",
      "15            96.0           96.0           96.0           96.0   \n",
      "..             ...            ...            ...            ...   \n",
      "373          109.0          105.0          105.0          105.0   \n",
      "374          106.0          104.0          104.0          104.0   \n",
      "375          110.0          109.0          109.0          109.0   \n",
      "376          108.0          103.0          103.0          103.0   \n",
      "377          104.0          101.0          101.0          101.0   \n",
      "\n",
      "     060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "11            95.0           93.0           93.0           93.0   \n",
      "12           102.0           96.0           96.0           96.0   \n",
      "13           118.0          118.0          118.0          118.0   \n",
      "14           102.0           99.0           99.0           99.0   \n",
      "15            96.0           95.0           95.0           95.0   \n",
      "..             ...            ...            ...            ...   \n",
      "373          105.0          102.0          102.0          102.0   \n",
      "374          104.0          126.0          126.0          126.0   \n",
      "375          109.0          109.0          109.0          109.0   \n",
      "376          103.0          114.0          114.0          114.0   \n",
      "377          101.0           98.0           98.0           98.0   \n",
      "\n",
      "     120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "11            93.0          102.0  ...    0.0               0.0   \n",
      "12            96.0           94.0  ...    0.0               0.0   \n",
      "13           118.0          116.0  ...    0.0               0.0   \n",
      "14            99.0           98.0  ...    0.0               0.0   \n",
      "15            95.0           94.0  ...    0.0               0.0   \n",
      "..             ...            ...  ...    ...               ...   \n",
      "373          102.0          105.0  ...    0.0               0.0   \n",
      "374          126.0          126.0  ...    0.0               0.0   \n",
      "375          109.0          110.0  ...    0.0               0.0   \n",
      "376          114.0          114.0  ...    0.0               0.0   \n",
      "377           98.0           97.0  ...    0.0               0.0   \n",
      "\n",
      "     maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "11                  4.0             3.733333  100.350000   8.416741   \n",
      "12                  7.0             6.000000  114.350000  11.233764   \n",
      "13                  7.0             3.733333  109.966667   5.775362   \n",
      "14                  4.0             2.600000  102.133333   6.360542   \n",
      "15                  5.0             3.200000   98.633333   5.977264   \n",
      "..                  ...                  ...         ...        ...   \n",
      "373                 7.0             5.133333  103.650000   3.468136   \n",
      "374                 7.0             5.733333  112.066667   6.072630   \n",
      "375                 7.0             5.933333  114.966667   8.947998   \n",
      "376                 7.0             4.266667  107.066667   5.644456   \n",
      "377                 7.0             4.466667  104.566667   7.365441   \n",
      "\n",
      "     HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "11           4.768266    92.0   122.0          -1  \n",
      "12          18.768266    94.0   130.0          -1  \n",
      "13          14.384933   100.0   118.0          -1  \n",
      "14           6.551599    95.0   117.0          -1  \n",
      "15           3.051599    93.0   114.0          -1  \n",
      "..                ...     ...     ...         ...  \n",
      "373          8.068266    97.0   109.0          -1  \n",
      "374         16.484933   104.0   126.0          -1  \n",
      "375         19.384933   108.0   140.0          -1  \n",
      "376         11.484933    99.0   117.0          -1  \n",
      "377          8.984933    96.0   120.0          -1  \n",
      "\n",
      "[229 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "15             90.0           88.0           88.0           88.0   \n",
      "16            105.0          106.0          106.0          106.0   \n",
      "17            102.0          101.0          101.0          101.0   \n",
      "18             96.0           93.0           93.0           93.0   \n",
      "19            118.0          112.0          112.0          112.0   \n",
      "...             ...            ...            ...            ...   \n",
      "5439          104.0          109.0          109.0          109.0   \n",
      "5440          108.0           99.0           99.0           99.0   \n",
      "5441          104.0          110.0          110.0          110.0   \n",
      "5442           98.0          106.0          106.0          106.0   \n",
      "5443           90.0           90.0           90.0           90.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "15             88.0           87.0           87.0           87.0   \n",
      "16            106.0          103.0          103.0          103.0   \n",
      "17            101.0           90.0           90.0           90.0   \n",
      "18             93.0           86.0           86.0           86.0   \n",
      "19            112.0          131.0          131.0          131.0   \n",
      "...             ...            ...            ...            ...   \n",
      "5439          109.0          127.0          127.0          127.0   \n",
      "5440           99.0          100.0          100.0          100.0   \n",
      "5441          110.0          120.0          120.0          120.0   \n",
      "5442          106.0          116.0          116.0          116.0   \n",
      "5443           90.0           93.0           93.0           93.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "15             87.0           84.0  ...    0.0               0.0   \n",
      "16            103.0          101.0  ...    0.0               0.0   \n",
      "17             90.0           86.0  ...    0.0               0.0   \n",
      "18             86.0           91.0  ...    0.0               0.0   \n",
      "19            131.0          124.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "5439          127.0          114.0  ...    0.0               0.0   \n",
      "5440          100.0          102.0  ...    0.0               0.0   \n",
      "5441          120.0          112.0  ...    0.0               0.0   \n",
      "5442          116.0          107.0  ...    0.0               0.0   \n",
      "5443           93.0          101.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "15                   7.0             4.333333  102.616667  17.379212   \n",
      "16                   7.0             4.466667  104.650000  15.991338   \n",
      "17                   7.0             3.800000   91.700000  10.015750   \n",
      "18                   7.0             5.000000  106.900000  20.195401   \n",
      "19                   7.0             6.866667  130.783333  16.489433   \n",
      "...                  ...                  ...         ...        ...   \n",
      "5439                 7.0             5.933333  117.866667  12.645716   \n",
      "5440                 7.0             5.466667  105.200000   5.382961   \n",
      "5441                 7.0             5.866667  113.366667  12.882739   \n",
      "5442                 7.0             2.466667   99.466667   7.409263   \n",
      "5443                 4.0             1.066667   87.833333   4.791117   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "15           15.024909    84.0   148.0          -1  \n",
      "16           17.058243    86.0   146.0          -1  \n",
      "17            4.108243    83.0   115.0          -1  \n",
      "18           19.308243    86.0   154.0          -1  \n",
      "19           43.191576   109.0   161.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "5439         30.274909   104.0   143.0          -1  \n",
      "5440         17.608243    99.0   118.0          -1  \n",
      "5441         25.774909    94.0   148.0          -1  \n",
      "5442         11.874909    90.0   116.0          -1  \n",
      "5443          0.241576    84.0   101.0          -1  \n",
      "\n",
      "[2343 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "719            94.0           92.0           92.0           92.0   \n",
      "720            91.0           89.0           89.0           89.0   \n",
      "721            93.0           97.0           97.0           97.0   \n",
      "722           105.0          104.0          104.0          104.0   \n",
      "723            70.0           67.0           67.0           67.0   \n",
      "...             ...            ...            ...            ...   \n",
      "2975           73.0           72.0           72.0           72.0   \n",
      "2976           61.0           70.0           70.0           70.0   \n",
      "2977           60.0           61.0           61.0           61.0   \n",
      "2978           63.0           63.0           63.0           63.0   \n",
      "2979           78.0           73.0           73.0           73.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "719            92.0           85.0           85.0           85.0   \n",
      "720            89.0           87.0           87.0           87.0   \n",
      "721            97.0          106.0          106.0          106.0   \n",
      "722           104.0           99.0           99.0           99.0   \n",
      "723            67.0           65.0           65.0           65.0   \n",
      "...             ...            ...            ...            ...   \n",
      "2975           72.0           74.0           74.0           74.0   \n",
      "2976           70.0           64.0           64.0           64.0   \n",
      "2977           61.0           61.0           61.0           61.0   \n",
      "2978           63.0           62.0           62.0           62.0   \n",
      "2979           73.0           68.0           68.0           68.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "719            85.0           82.0  ...    0.0               0.0   \n",
      "720            87.0           87.0  ...    0.0               0.0   \n",
      "721           106.0          106.0  ...    0.0               0.0   \n",
      "722            99.0           93.0  ...    0.0               0.0   \n",
      "723            65.0           63.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "2975           74.0           79.0  ...    0.0               0.0   \n",
      "2976           64.0           74.0  ...    0.0               0.0   \n",
      "2977           61.0           62.0  ...    0.0               0.0   \n",
      "2978           62.0           63.0  ...    0.0               0.0   \n",
      "2979           68.0           77.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "719                  7.0             6.466667  89.316667   6.585788   \n",
      "720                  7.0             4.866667  90.966667   3.199400   \n",
      "721                  7.0             5.666667  98.533333   7.692097   \n",
      "722                  7.0             5.466667  88.450000  12.595971   \n",
      "723                  7.0             4.466667  74.366667  11.533248   \n",
      "...                  ...                  ...        ...        ...   \n",
      "2975                 7.0             3.400000  73.133333   6.099366   \n",
      "2976                 3.0             2.600000  66.416667   4.972097   \n",
      "2977                 4.0             2.266667  65.416667   4.924142   \n",
      "2978                 4.0             2.000000  63.616667   3.782617   \n",
      "2979                 4.0             0.733333  65.666667   5.568272   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "719          17.169878    80.0   100.0          -1  \n",
      "720          18.819878    87.0    98.0          -1  \n",
      "721          26.386545    87.0   110.0          -1  \n",
      "722          16.303211    70.0   105.0          -1  \n",
      "723           2.219878    61.0    91.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "2975          0.986545    61.0    81.0           1  \n",
      "2976         -5.730122    60.0    78.0           1  \n",
      "2977         -6.730122    60.0    77.0           1  \n",
      "2978         -8.530122    61.0    78.0           1  \n",
      "2979         -6.480122    62.0    78.0           1  \n",
      "\n",
      "[510 rows x 74 columns]\n",
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "7              76.0           84.0           84.0           84.0   \n",
      "8              87.0           89.0           89.0           89.0   \n",
      "9              82.0          113.0          113.0          113.0   \n",
      "10             81.0           86.0           86.0           86.0   \n",
      "11             77.0           76.0           76.0           76.0   \n",
      "...             ...            ...            ...            ...   \n",
      "2978           60.0           60.0           60.0           60.0   \n",
      "2979           59.0           59.0           59.0           59.0   \n",
      "2980           62.0           62.0           62.0           62.0   \n",
      "2981           62.0           62.0           62.0           62.0   \n",
      "2982           63.0           62.0           62.0           62.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "7              84.0           92.0           92.0           92.0   \n",
      "8              89.0           89.0           89.0           89.0   \n",
      "9             113.0          141.0          141.0          141.0   \n",
      "10             86.0           85.0           85.0           85.0   \n",
      "11             76.0           76.0           76.0           76.0   \n",
      "...             ...            ...            ...            ...   \n",
      "2978           60.0           60.0           60.0           60.0   \n",
      "2979           59.0           59.0           59.0           59.0   \n",
      "2980           62.0           62.0           62.0           62.0   \n",
      "2981           62.0           62.0           62.0           62.0   \n",
      "2982           62.0           63.0           63.0           63.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "7              92.0           84.0  ...    0.0               0.0   \n",
      "8              89.0           84.0  ...    0.0               0.0   \n",
      "9             141.0          128.0  ...    0.0               0.0   \n",
      "10             85.0           86.0  ...    0.0               0.0   \n",
      "11             76.0           75.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "2978           60.0           60.0  ...    0.0               0.0   \n",
      "2979           59.0           59.0  ...    0.0               0.0   \n",
      "2980           62.0           62.0  ...    0.0               0.0   \n",
      "2981           62.0           62.0  ...    0.0               0.0   \n",
      "2982           63.0           63.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity     HRmean      HRstd  \\\n",
      "7                    7.0             6.200000  84.750000   5.017343   \n",
      "8                    7.0             5.866667  82.816667   3.959505   \n",
      "9                    7.0             5.066667  92.483333  18.671552   \n",
      "10                   7.0             5.000000  85.266667   6.377574   \n",
      "11                   4.0             4.000000  74.683333   5.267398   \n",
      "...                  ...                  ...        ...        ...   \n",
      "2978                 2.0             0.133333  59.283333   0.454420   \n",
      "2979                 3.0             0.200000  59.950000   1.307410   \n",
      "2980                 0.0             0.000000  62.000000   0.000000   \n",
      "2981                 3.0             0.200000  62.516667   0.503939   \n",
      "2982                 3.0             0.400000  64.066667   3.540883   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "7             8.681037    76.0    94.0          -1  \n",
      "8             6.747704    75.0    90.0          -1  \n",
      "9            16.414370    77.0   141.0          -1  \n",
      "10            9.197704    77.0    99.0          -1  \n",
      "11           -1.385630    69.0    88.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "2978        -16.785630    59.0    60.0           1  \n",
      "2979        -16.118963    59.0    62.0           1  \n",
      "2980        -14.068963    62.0    62.0           1  \n",
      "2981        -13.552296    62.0    63.0           1  \n",
      "2982        -12.002296    62.0    75.0           1  \n",
      "\n",
      "[1400 rows x 74 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      000_heartRate  015_heartRate  030_heartRate  045_heartRate  \\\n",
      "15            110.0          105.0          105.0          105.0   \n",
      "16            123.0          114.0          114.0          114.0   \n",
      "17            111.0          104.0          104.0          104.0   \n",
      "18             90.0           89.0           89.0           89.0   \n",
      "19             91.0           87.0           87.0           87.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8941           84.0           85.0           85.0           85.0   \n",
      "8942           84.0           94.0           94.0           94.0   \n",
      "8943           87.0           89.0           89.0           89.0   \n",
      "8944           98.0           89.0           89.0           89.0   \n",
      "8945           88.0           86.0           86.0           86.0   \n",
      "\n",
      "      060_heartRate  075_heartRate  090_heartRate  105_heartRate  \\\n",
      "15            105.0           97.0           97.0           97.0   \n",
      "16            114.0          124.0          124.0          124.0   \n",
      "17            104.0           99.0           99.0           99.0   \n",
      "18             89.0           95.0           95.0           95.0   \n",
      "19             87.0           83.0           83.0           83.0   \n",
      "...             ...            ...            ...            ...   \n",
      "8941           85.0           77.0           77.0           77.0   \n",
      "8942           94.0          110.0          110.0          110.0   \n",
      "8943           89.0           88.0           88.0           88.0   \n",
      "8944           89.0           87.0           87.0           87.0   \n",
      "8945           86.0           85.0           85.0           85.0   \n",
      "\n",
      "      120_heartRate  135_heartRate  ...  steps  distanceInMeters  \\\n",
      "15             97.0           96.0  ...    0.0               0.0   \n",
      "16            124.0          135.0  ...    0.0               0.0   \n",
      "17             99.0           99.0  ...    0.0               0.0   \n",
      "18             95.0           96.0  ...    0.0               0.0   \n",
      "19             83.0           81.0  ...    0.0               0.0   \n",
      "...             ...            ...  ...    ...               ...   \n",
      "8941           77.0           88.0  ...    0.0               0.0   \n",
      "8942          110.0          110.0  ...    0.0               0.0   \n",
      "8943           88.0           88.0  ...    0.0               0.0   \n",
      "8944           87.0           87.0  ...    0.0               0.0   \n",
      "8945           85.0           87.0  ...    0.0               0.0   \n",
      "\n",
      "      maxMotionIntensity  meanMotionIntensity      HRmean      HRstd  \\\n",
      "15                   7.0             4.933333  107.850000   9.656516   \n",
      "16                   7.0             5.866667  107.733333  12.290091   \n",
      "17                   7.0             5.933333  102.683333   5.893092   \n",
      "18                   7.0             4.466667   92.850000   4.605910   \n",
      "19                   5.0             3.266667   87.083333   6.600698   \n",
      "...                  ...                  ...         ...        ...   \n",
      "8941                 7.0             4.200000   79.000000   5.810569   \n",
      "8942                 7.0             6.266667   96.950000   7.816595   \n",
      "8943                 7.0             5.000000   88.416667   2.895301   \n",
      "8944                 7.0             5.600000   93.366667   7.754641   \n",
      "8945                 7.0             5.866667   92.116667   9.130117   \n",
      "\n",
      "      HRmean_deviation  HR_min  HR_max  sleepLabel  \n",
      "15           32.555148    93.0   127.0          -1  \n",
      "16           32.438481    90.0   135.0          -1  \n",
      "17           27.388481    90.0   115.0          -1  \n",
      "18           17.555148    85.0   102.0          -1  \n",
      "19           11.788481    79.0   103.0          -1  \n",
      "...                ...     ...     ...         ...  \n",
      "8941          3.705148    70.0    88.0          -1  \n",
      "8942         21.655148    84.0   110.0          -1  \n",
      "8943         13.121815    84.0    98.0          -1  \n",
      "8944         18.071815    86.0   109.0          -1  \n",
      "8945         16.821815    80.0   106.0          -1  \n",
      "\n",
      "[4822 rows x 74 columns]\n"
     ]
    }
   ],
   "source": [
    "studyIds = [\"CRP{0:03d}\".format(i+1) for i in range(60)]\n",
    "studyIds.remove('CRP013')\n",
    "\n",
    "for studyId in studyIds:\n",
    "    df_id, sleep_labels_id = read_subject(studyId)\n",
    "    df_id_labelled = sleep_labelling(df_id, sleep_labels_id)\n",
    "    print(df_id_labelled)\n",
    "    df_id_labelled.to_csv(\"/Users/kwang/Desktop/CRP/sleepLabelled/sleepLabelled_{}.csv\".format(studyId), index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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