jrtechs-RandomScripts/notebooks/fitbit/fitbitsleep.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          logId dateOfSleep                startTime                  endTime  \\\n",
      "0   22919218280  2019-07-01  2019-06-30T21:42:30.000  2019-07-01T06:53:00.000   \n",
      "1   22907959315  2019-06-30  2019-06-29T22:50:30.000  2019-06-30T08:22:30.000   \n",
      "2   22896495948  2019-06-29  2019-06-28T23:00:30.000  2019-06-29T07:34:30.000   \n",
      "3   22885271917  2019-06-28  2019-06-27T23:25:30.000  2019-06-28T07:01:00.000   \n",
      "4   22873469544  2019-06-27  2019-06-27T00:22:30.000  2019-06-27T06:37:30.000   \n",
      "5   22859901781  2019-06-26  2019-06-25T23:10:30.000  2019-06-26T06:41:30.000   \n",
      "6   22835159082  2019-06-24  2019-06-23T22:23:30.000  2019-06-24T06:34:30.000   \n",
      "7   22835159081  2019-06-23  2019-06-22T23:07:00.000  2019-06-23T06:42:00.000   \n",
      "8   22835159080  2019-06-22  2019-06-22T01:42:00.000  2019-06-22T07:36:30.000   \n",
      "9   22799331499  2019-06-21  2019-06-20T22:55:00.000  2019-06-21T06:35:30.000   \n",
      "10  22786383973  2019-06-20  2019-06-19T22:24:00.000  2019-06-20T06:22:00.000   \n",
      "11  22773778389  2019-06-19  2019-06-18T22:36:00.000  2019-06-19T06:18:00.000   \n",
      "12  22762586407  2019-06-18  2019-06-17T22:31:00.000  2019-06-18T06:32:00.000   \n",
      "13  22747505160  2019-06-17  2019-06-16T21:56:30.000  2019-06-17T06:30:30.000   \n",
      "14  22738149556  2019-06-16  2019-06-15T23:13:00.000  2019-06-16T07:12:30.000   \n",
      "15  22723339639  2019-06-15  2019-06-14T23:09:00.000  2019-06-15T07:47:00.000   \n",
      "16  22710872408  2019-06-14  2019-06-13T22:16:00.000  2019-06-14T06:12:30.000   \n",
      "17  22698921476  2019-06-13  2019-06-12T22:12:30.000  2019-06-13T06:01:30.000   \n",
      "18  22681265384  2019-06-12  2019-06-11T22:05:30.000  2019-06-12T06:30:30.000   \n",
      "19  22674775396  2019-06-11  2019-06-10T22:07:30.000  2019-06-11T06:32:30.000   \n",
      "20  22661124288  2019-06-10  2019-06-09T21:56:00.000  2019-06-10T06:22:00.000   \n",
      "21  22648970133  2019-06-09  2019-06-08T22:46:00.000  2019-06-09T07:30:30.000   \n",
      "22  22638820465  2019-06-08  2019-06-07T22:14:30.000  2019-06-08T06:50:00.000   \n",
      "23  22626446172  2019-06-07  2019-06-06T22:33:30.000  2019-06-07T07:04:30.000   \n",
      "24  22615666021  2019-06-06  2019-06-05T22:31:00.000  2019-06-06T06:39:00.000   \n",
      "25  22602351745  2019-06-05  2019-06-04T23:03:00.000  2019-06-05T06:39:00.000   \n",
      "26  22590503668  2019-06-04  2019-06-03T22:19:00.000  2019-06-04T06:20:00.000   \n",
      "27  22576235910  2019-06-03  2019-06-02T22:33:30.000  2019-06-03T06:16:30.000   \n",
      "28  22562754522  2019-06-02  2019-06-01T22:49:00.000  2019-06-02T07:00:30.000   \n",
      "29  22553516585  2019-06-01  2019-06-01T08:50:30.000  2019-06-01T10:09:30.000   \n",
      "30  22550042569  2019-06-01  2019-05-31T23:06:00.000  2019-06-01T04:57:30.000   \n",
      "\n",
      "    duration  minutesToFallAsleep  minutesAsleep  minutesAwake  \\\n",
      "0   33000000                    0            481            69   \n",
      "1   34320000                    0            492            80   \n",
      "2   30840000                    0            432            82   \n",
      "3   27300000                    0            387            68   \n",
      "4   22500000                    0            319            56   \n",
      "5   27060000                    0            387            64   \n",
      "6   29460000                    0            415            76   \n",
      "7   27300000                    0            400            55   \n",
      "8   21240000                    0            304            50   \n",
      "9   27600000                    0            380            80   \n",
      "10  28680000                    0            422            56   \n",
      "11  27720000                    0            395            67   \n",
      "12  28860000                    0            408            73   \n",
      "13  30840000                    0            452            62   \n",
      "14  28740000                    0            406            73   \n",
      "15  31080000                    0            451            67   \n",
      "16  28560000                    0            413            63   \n",
      "17  28140000                    0            386            83   \n",
      "18  30300000                    0            441            64   \n",
      "19  30300000                    0            446            59   \n",
      "20  30360000                    0            454            52   \n",
      "21  31440000                    0            445            79   \n",
      "22  30900000                    0            449            66   \n",
      "23  30660000                    0            432            79   \n",
      "24  29280000                    0            416            72   \n",
      "25  27360000                    0            377            79   \n",
      "26  28860000                    0            435            46   \n",
      "27  27780000                    0            400            63   \n",
      "28  29460000                    0            434            57   \n",
      "29   4740000                    0             76             3   \n",
      "30  21060000                    0            299            52   \n",
      "\n",
      "    minutesAfterWakeup  timeInBed  efficiency     type  infoCode  \\\n",
      "0                    8        550          89   stages         0   \n",
      "1                    0        572          90   stages         0   \n",
      "2                    0        514          94   stages         0   \n",
      "3                    1        455          84   stages         0   \n",
      "4                    0        375          92   stages         0   \n",
      "5                    0        451          86   stages         0   \n",
      "6                    5        491          92   stages         0   \n",
      "7                    0        455          93   stages         0   \n",
      "8                    0        354          93   stages         0   \n",
      "9                    0        460          91   stages         0   \n",
      "10                   0        478          95   stages         0   \n",
      "11                   0        462          87   stages         0   \n",
      "12                  14        481          87   stages         0   \n",
      "13                   1        514          89   stages         0   \n",
      "14                   1        479          86   stages         0   \n",
      "15                   0        518          89   stages         0   \n",
      "16                   0        476          88   stages         0   \n",
      "17                   0        469          93   stages         0   \n",
      "18                   1        505          88   stages         0   \n",
      "19                   3        505          92   stages         0   \n",
      "20                   0        506          93   stages         0   \n",
      "21                   0        524          94   stages         0   \n",
      "22                   0        515          92   stages         0   \n",
      "23                   0        511          84   stages         0   \n",
      "24                   0        488          89   stages         0   \n",
      "25                   0        456          86   stages         0   \n",
      "26                   1        481          84   stages         0   \n",
      "27                   2        463          91   stages         0   \n",
      "28                   1        491          89   stages         0   \n",
      "29                   0         79          96  classic         2   \n",
      "30                   0        351          85   stages         0   \n",
      "\n",
      "                                               levels  mainSleep  \n",
      "0   {'summary': {'deep': {'count': 5, 'minutes': 9...       True  \n",
      "1   {'summary': {'deep': {'count': 4, 'minutes': 1...       True  \n",
      "2   {'summary': {'deep': {'count': 4, 'minutes': 1...       True  \n",
      "3   {'summary': {'deep': {'count': 3, 'minutes': 9...       True  \n",
      "4   {'summary': {'deep': {'count': 5, 'minutes': 7...       True  \n",
      "5   {'summary': {'deep': {'count': 3, 'minutes': 8...       True  \n",
      "6   {'summary': {'deep': {'count': 2, 'minutes': 6...       True  \n",
      "7   {'summary': {'deep': {'count': 3, 'minutes': 8...       True  \n",
      "8   {'summary': {'deep': {'count': 2, 'minutes': 6...       True  \n",
      "9   {'summary': {'deep': {'count': 2, 'minutes': 7...       True  \n",
      "10  {'summary': {'deep': {'count': 4, 'minutes': 9...       True  \n",
      "11  {'summary': {'deep': {'count': 2, 'minutes': 7...       True  \n",
      "12  {'summary': {'deep': {'count': 2, 'minutes': 6...       True  \n",
      "13  {'summary': {'deep': {'count': 4, 'minutes': 9...       True  \n",
      "14  {'summary': {'deep': {'count': 3, 'minutes': 8...       True  \n",
      "15  {'summary': {'deep': {'count': 4, 'minutes': 1...       True  \n",
      "16  {'summary': {'deep': {'count': 2, 'minutes': 6...       True  \n",
      "17  {'summary': {'deep': {'count': 4, 'minutes': 8...       True  \n",
      "18  {'summary': {'deep': {'count': 6, 'minutes': 9...       True  \n",
      "19  {'summary': {'deep': {'count': 3, 'minutes': 1...       True  \n",
      "20  {'summary': {'deep': {'count': 4, 'minutes': 1...       True  \n",
      "21  {'summary': {'deep': {'count': 5, 'minutes': 9...       True  \n",
      "22  {'summary': {'deep': {'count': 5, 'minutes': 1...       True  \n",
      "23  {'summary': {'deep': {'count': 4, 'minutes': 7...       True  \n",
      "24  {'summary': {'deep': {'count': 4, 'minutes': 6...       True  \n",
      "25  {'summary': {'deep': {'count': 3, 'minutes': 8...       True  \n",
      "26  {'summary': {'deep': {'count': 6, 'minutes': 1...       True  \n",
      "27  {'summary': {'deep': {'count': 5, 'minutes': 9...       True  \n",
      "28  {'summary': {'deep': {'count': 6, 'minutes': 8...       True  \n",
      "29  {'summary': {'restless': {'count': 2, 'minutes...      False  \n",
      "30  {'summary': {'deep': {'count': 4, 'minutes': 8...       True  \n"
     ]
    }
   ],
   "source": [
    "sleep_df = pd.read_json(\"data/sleep-2019-06-01.json\",  convert_dates=True)\n",
    "print(sleep_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.gca()\n",
    "ax.set_title('Sleep Distribution for June')\n",
    "ax.boxplot(sleep_df['minutesAsleep']/60, vert=False,manage_ticks=False, notch=True)\n",
    "plt.xlabel(\"Hours Asleep\")\n",
    "ax.set_yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f61966bb050>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "startTimes = pd.to_datetime(sleep_df['startTime'])\n",
    "sleep = pd.to_datetime(sleep_df['startTime']).dt.hour -12 + pd.to_datetime(sleep_df['startTime']).dt.minute/60\n",
    "sleep.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.gca()\n",
    "ax.set_title('Fall asleep times')\n",
    "ax.boxplot(sleep, vert=False,manage_ticks=False, notch=True)\n",
    "plt.xlabel(\"Time went to Bed\")\n",
    "plt.xlim(8, 12)\n",
    "ax.set_yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getAllSleepData():\n",
    "    files = os.listdir(\"data\")\n",
    "    dfs = []\n",
    "    for file in files: # this can take 15 seconds\n",
    "        if \"sleep-\" in file: # finds the steps files\n",
    "            dfs.append(pd.read_json(\"data/\" + file,  convert_dates=['startTime', 'endTime']))\n",
    "    return pd.concat(dfs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "sleep_df = getAllSleepData()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "sleep_df['start'] = sleep_df['startTime'].dt.hour - 12 + sleep_df['startTime'].dt.minute/60\n",
    "sleep_df['end'] = sleep_df['endTime'].dt.hour + sleep_df['endTime'].dt.minute/60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.gca()\n",
    "ax.set_title('Wakeup Time')\n",
    "ax.boxplot(sleep_df['end'], vert=False,manage_ticks=False, notch=True)\n",
    "plt.xlabel(\"Wakeup Time\")\n",
    "ax.set_yticks([])\n",
    "plt.xlim(4, 10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.gca()\n",
    "ax.set_title('Time Went to Sleep')\n",
    "ax.boxplot(sleep_df['start'], vert=False,manage_ticks=False, notch=True)\n",
    "plt.xlabel(\"Time went to sleep\")\n",
    "ax.set_yticks([])\n",
    "plt.xlim(8, 12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "sleep_df['weekday'] = sleep_df['startTime'].dt.weekday"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.gca()\n",
    "ax.set_title('Steps Distribution for July\\n')\n",
    "sleep_df.boxplot(column=['start'], by='weekday',ax=ax, notch=True)\n",
    "plt.xlabel(\"Week Day\")\n",
    "plt.ylabel(\"Sleep Start\")\n",
    "plt.ylim(8, 12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.gca()\n",
    "ax.set_title('Wake Up Time')\n",
    "sleep_df.boxplot(column=['end'], by='weekday',ax=ax, notch=True)\n",
    "plt.xlabel(\"Week Day\")\n",
    "plt.ylabel(\"Sleep Start\")\n",
    "plt.ylim(5, 10)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}