cds-1011-health-data-analysis/activity_sleep.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c2188cd7",
   "metadata": {},
   "source": [
    "# Read data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "52f55dde",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "\n",
    "activity_cols = {\n",
    "    \"Datum\": \"date\",\n",
    "    \"Ø Pace\": \"pace_average\",\n",
    "    \"Kalorien\": \"calories\",\n",
    "    \"Zeit\": \"time\",\n",
    "    \"Ø Herzfrequenz\": \"heart_rate_average\",\n",
    "    \"Ø Atemfrequenz\": \"respiration_rate_average\",\n",
    "}\n",
    "df_activities = pd.read_csv(\n",
    "    \"data/raw/all_activities.csv\",\n",
    "    usecols=list(activity_cols.keys())\n",
    ")\n",
    "df_activities.rename(columns=activity_cols, inplace=True)\n",
    "\n",
    "sleep_cols = {\n",
    "    \"Sleep Score 7 Tage\": \"date\",\n",
    "    \"Score\": \"score\",\n",
    "    \"Dauer\": \"duration\",\n",
    "    \"Schlafenszeit\": \"bedtime\",\n",
    "    \"Ruheherzfrequenz\": \"resting_heart_rate\",\n",
    "    \"Atmung\": \"respiration_rate\",\n",
    "    \"HFV-Status\": \"hrv_status\",\n",
    "}\n",
    "df_sleep = pd.read_csv(\n",
    "    \"data/raw/sleep.csv\",\n",
    "    usecols=list(sleep_cols.keys())\n",
    ")\n",
    "df_sleep.rename(columns=sleep_cols, inplace=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b7f18eb",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "8f4ea4b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>calories</th>\n",
       "      <th>time</th>\n",
       "      <th>heart_rate_average</th>\n",
       "      <th>pace_average</th>\n",
       "      <th>respiration_rate_average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2025-09-21 09:53:57</td>\n",
       "      <td>2,817</td>\n",
       "      <td>04:35:15</td>\n",
       "      <td>148</td>\n",
       "      <td>6:27</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2025-09-20 15:18:50</td>\n",
       "      <td>246</td>\n",
       "      <td>00:20:13</td>\n",
       "      <td>144</td>\n",
       "      <td>5:26</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2025-09-19 12:31:00</td>\n",
       "      <td>210</td>\n",
       "      <td>00:30:18</td>\n",
       "      <td>116</td>\n",
       "      <td>25.4</td>\n",
       "      <td>--</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2025-09-15 11:16:13</td>\n",
       "      <td>350</td>\n",
       "      <td>00:30:39</td>\n",
       "      <td>133</td>\n",
       "      <td>5:28</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2025-09-13 10:51:36</td>\n",
       "      <td>549</td>\n",
       "      <td>00:44:56</td>\n",
       "      <td>144</td>\n",
       "      <td>4:59</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  date calories      time heart_rate_average pace_average  \\\n",
       "0  2025-09-21 09:53:57    2,817  04:35:15                148         6:27   \n",
       "1  2025-09-20 15:18:50      246  00:20:13                144         5:26   \n",
       "2  2025-09-19 12:31:00      210  00:30:18                116         25.4   \n",
       "3  2025-09-15 11:16:13      350  00:30:39                133         5:28   \n",
       "4  2025-09-13 10:51:36      549  00:44:56                144         4:59   \n",
       "\n",
       "  respiration_rate_average  \n",
       "0                       30  \n",
       "1                       30  \n",
       "2                       --  \n",
       "3                       26  \n",
       "4                       32  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_activities.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "ad575627",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>score</th>\n",
       "      <th>resting_heart_rate</th>\n",
       "      <th>respiration_rate</th>\n",
       "      <th>hrv_status</th>\n",
       "      <th>duration</th>\n",
       "      <th>bedtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2025-09-30</td>\n",
       "      <td>77</td>\n",
       "      <td>44</td>\n",
       "      <td>11.38</td>\n",
       "      <td>83</td>\n",
       "      <td>6h 47min</td>\n",
       "      <td>11:22 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2025-09-29</td>\n",
       "      <td>73</td>\n",
       "      <td>46</td>\n",
       "      <td>12</td>\n",
       "      <td>84</td>\n",
       "      <td>9h 6min</td>\n",
       "      <td>10:52 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2025-09-28</td>\n",
       "      <td>34</td>\n",
       "      <td>47</td>\n",
       "      <td>14.96</td>\n",
       "      <td>84</td>\n",
       "      <td>6h 34min</td>\n",
       "      <td>12:34 AM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2025-09-27</td>\n",
       "      <td>93</td>\n",
       "      <td>41</td>\n",
       "      <td>11.13</td>\n",
       "      <td>92</td>\n",
       "      <td>8h 32min</td>\n",
       "      <td>10:39 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2025-09-26</td>\n",
       "      <td>97</td>\n",
       "      <td>42</td>\n",
       "      <td>11.15</td>\n",
       "      <td>90</td>\n",
       "      <td>7h 50min</td>\n",
       "      <td>10:07 PM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date score resting_heart_rate respiration_rate hrv_status  duration  \\\n",
       "0  2025-09-30    77                 44            11.38         83  6h 47min   \n",
       "1  2025-09-29    73                 46               12         84   9h 6min   \n",
       "2  2025-09-28    34                 47            14.96         84  6h 34min   \n",
       "3  2025-09-27    93                 41            11.13         92  8h 32min   \n",
       "4  2025-09-26    97                 42            11.15         90  7h 50min   \n",
       "\n",
       "    bedtime  \n",
       "0  11:22 PM  \n",
       "1  10:52 PM  \n",
       "2  12:34 AM  \n",
       "3  10:39 PM  \n",
       "4  10:07 PM  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sleep.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91f04fe7",
   "metadata": {},
   "source": [
    "# Clean data/time features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "826e5af0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>calories</th>\n",
       "      <th>time</th>\n",
       "      <th>heart_rate_average</th>\n",
       "      <th>pace_average</th>\n",
       "      <th>respiration_rate_average</th>\n",
       "      <th>time_seconds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2025-09-21</td>\n",
       "      <td>2,817</td>\n",
       "      <td>09:53:57</td>\n",
       "      <td>148</td>\n",
       "      <td>387.0</td>\n",
       "      <td>30</td>\n",
       "      <td>35637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2025-09-20</td>\n",
       "      <td>246</td>\n",
       "      <td>15:18:50</td>\n",
       "      <td>144</td>\n",
       "      <td>326.0</td>\n",
       "      <td>30</td>\n",
       "      <td>55130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2025-09-19</td>\n",
       "      <td>210</td>\n",
       "      <td>12:31:00</td>\n",
       "      <td>116</td>\n",
       "      <td>25.4</td>\n",
       "      <td>--</td>\n",
       "      <td>45060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2025-09-15</td>\n",
       "      <td>350</td>\n",
       "      <td>11:16:13</td>\n",
       "      <td>133</td>\n",
       "      <td>328.0</td>\n",
       "      <td>26</td>\n",
       "      <td>40573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2025-09-13</td>\n",
       "      <td>549</td>\n",
       "      <td>10:51:36</td>\n",
       "      <td>144</td>\n",
       "      <td>299.0</td>\n",
       "      <td>32</td>\n",
       "      <td>39096</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date calories      time heart_rate_average  pace_average  \\\n",
       "0 2025-09-21    2,817  09:53:57                148         387.0   \n",
       "1 2025-09-20      246  15:18:50                144         326.0   \n",
       "2 2025-09-19      210  12:31:00                116          25.4   \n",
       "3 2025-09-15      350  11:16:13                133         328.0   \n",
       "4 2025-09-13      549  10:51:36                144         299.0   \n",
       "\n",
       "  respiration_rate_average  time_seconds  \n",
       "0                       30         35637  \n",
       "1                       30         55130  \n",
       "2                       --         45060  \n",
       "3                       26         40573  \n",
       "4                       32         39096  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "def pace_to_seconds(pace_str):\n",
    "    try:\n",
    "        if isinstance(pace_str, str) and \":\" in pace_str:\n",
    "            parts = pace_str.split(\":\")\n",
    "            if len(parts) == 2:\n",
    "                minutes, seconds = int(parts[0]), int(parts[1])\n",
    "                return minutes * 60 + seconds\n",
    "            elif len(parts) == 3:  # If format is HH:MM:SS\n",
    "                hours, minutes, seconds = int(\n",
    "                    parts[0]), int(parts[1]), int(parts[2])\n",
    "                return hours * 3600 + minutes * 60 + seconds\n",
    "        return float(pace_str)\n",
    "    except Exception:\n",
    "        return 0\n",
    "\n",
    "\n",
    "# activities\n",
    "date = pd.to_datetime(df_activities[\"date\"], errors=\"coerce\")\n",
    "df_activities[\"date\"] = date.dt.date\n",
    "df_activities['date'] = pd.to_datetime(df_activities['date'], errors='coerce')\n",
    "df_activities[\"time\"] = date.dt.time\n",
    "df_activities[\"time_seconds\"] = df_activities[\"time\"].apply(\n",
    "    lambda t: t.hour * 3600 + t.minute * 60 +\n",
    "    t.second if hasattr(t, \"hour\") else 0\n",
    ")\n",
    "\n",
    "df_activities[\"pace_average\"] = df_activities[\"pace_average\"].apply(\n",
    "    pace_to_seconds)\n",
    "\n",
    "df_activities.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "06bd16d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date                        datetime64[ns]\n",
       "calories                            object\n",
       "time                                object\n",
       "heart_rate_average                  object\n",
       "pace_average                       float64\n",
       "respiration_rate_average            object\n",
       "time_seconds                         int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_activities.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "2cbef16d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>calories</th>\n",
       "      <th>time</th>\n",
       "      <th>heart_rate_average</th>\n",
       "      <th>pace_average</th>\n",
       "      <th>respiration_rate_average</th>\n",
       "      <th>time_seconds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2025-09-21</td>\n",
       "      <td>2817</td>\n",
       "      <td>09:53:57</td>\n",
       "      <td>148</td>\n",
       "      <td>387.0</td>\n",
       "      <td>30</td>\n",
       "      <td>35637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2025-09-20</td>\n",
       "      <td>246</td>\n",
       "      <td>15:18:50</td>\n",
       "      <td>144</td>\n",
       "      <td>326.0</td>\n",
       "      <td>30</td>\n",
       "      <td>55130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2025-09-19</td>\n",
       "      <td>210</td>\n",
       "      <td>12:31:00</td>\n",
       "      <td>116</td>\n",
       "      <td>25.4</td>\n",
       "      <td>0</td>\n",
       "      <td>45060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2025-09-15</td>\n",
       "      <td>350</td>\n",
       "      <td>11:16:13</td>\n",
       "      <td>133</td>\n",
       "      <td>328.0</td>\n",
       "      <td>26</td>\n",
       "      <td>40573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2025-09-13</td>\n",
       "      <td>549</td>\n",
       "      <td>10:51:36</td>\n",
       "      <td>144</td>\n",
       "      <td>299.0</td>\n",
       "      <td>32</td>\n",
       "      <td>39096</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  calories      time  heart_rate_average  pace_average  \\\n",
       "0 2025-09-21      2817  09:53:57                 148         387.0   \n",
       "1 2025-09-20       246  15:18:50                 144         326.0   \n",
       "2 2025-09-19       210  12:31:00                 116          25.4   \n",
       "3 2025-09-15       350  11:16:13                 133         328.0   \n",
       "4 2025-09-13       549  10:51:36                 144         299.0   \n",
       "\n",
       "   respiration_rate_average  time_seconds  \n",
       "0                        30         35637  \n",
       "1                        30         55130  \n",
       "2                         0         45060  \n",
       "3                        26         40573  \n",
       "4                        32         39096  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "\n",
    "numeric_columns = [\n",
    "    \"calories\",\n",
    "    \"heart_rate_average\",\n",
    "    \"respiration_rate_average\",\n",
    "    \"pace_average\",\n",
    "    \"time_seconds\",\n",
    "]\n",
    "\n",
    "for col in numeric_columns:\n",
    "    if df_activities[col].dtype == \"object\":\n",
    "        df_activities[col] = pd.to_numeric(df_activities[col].str.replace(',', '').replace('--', '0'), errors='coerce')\n",
    "    else:\n",
    "        df_activities[col] = pd.to_numeric(df_activities[col], errors='coerce')\n",
    "\n",
    "df_activities.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "9603af45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date                        datetime64[ns]\n",
       "calories                             int64\n",
       "time                                object\n",
       "heart_rate_average                   int64\n",
       "pace_average                       float64\n",
       "respiration_rate_average             int64\n",
       "time_seconds                         int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_activities.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "d3ec20f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def bedtime_to_seconds(bedtime_str):\n",
    "    try:\n",
    "        t = pd.to_datetime(bedtime_str, format=\"%I:%M %p\", errors=\"coerce\")\n",
    "        if pd.isnull(t):\n",
    "            return 0\n",
    "        return t.hour * 3600 + t.minute * 60 + t.second\n",
    "    except Exception:\n",
    "        return 0\n",
    "\n",
    "df_sleep[\"bedtime_seconds\"] = df_sleep[\"bedtime\"].apply(bedtime_to_seconds)\n",
    "\n",
    "df_sleep[\"date\"] = pd.to_datetime(df_sleep[\"date\"], errors=\"coerce\")\n",
    "\n",
    "df_sleep[\"duration\"] = pd.to_timedelta(df_sleep[\"duration\"], errors=\"coerce\")\n",
    "df_sleep[\"duration_seconds\"] = (\n",
    "    df_sleep[\"duration\"].dt.total_seconds().fillna(0).astype(int)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "845cc713",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>score</th>\n",
       "      <th>resting_heart_rate</th>\n",
       "      <th>respiration_rate</th>\n",
       "      <th>hrv_status</th>\n",
       "      <th>duration</th>\n",
       "      <th>bedtime</th>\n",
       "      <th>bedtime_seconds</th>\n",
       "      <th>duration_seconds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2025-09-30</td>\n",
       "      <td>77</td>\n",
       "      <td>44</td>\n",
       "      <td>11.38</td>\n",
       "      <td>83</td>\n",
       "      <td>0 days 06:47:00</td>\n",
       "      <td>11:22 PM</td>\n",
       "      <td>84120</td>\n",
       "      <td>24420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2025-09-29</td>\n",
       "      <td>73</td>\n",
       "      <td>46</td>\n",
       "      <td>12.00</td>\n",
       "      <td>84</td>\n",
       "      <td>0 days 09:06:00</td>\n",
       "      <td>10:52 PM</td>\n",
       "      <td>82320</td>\n",
       "      <td>32760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2025-09-28</td>\n",
       "      <td>34</td>\n",
       "      <td>47</td>\n",
       "      <td>14.96</td>\n",
       "      <td>84</td>\n",
       "      <td>0 days 06:34:00</td>\n",
       "      <td>12:34 AM</td>\n",
       "      <td>2040</td>\n",
       "      <td>23640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2025-09-27</td>\n",
       "      <td>93</td>\n",
       "      <td>41</td>\n",
       "      <td>11.13</td>\n",
       "      <td>92</td>\n",
       "      <td>0 days 08:32:00</td>\n",
       "      <td>10:39 PM</td>\n",
       "      <td>81540</td>\n",
       "      <td>30720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2025-09-26</td>\n",
       "      <td>97</td>\n",
       "      <td>42</td>\n",
       "      <td>11.15</td>\n",
       "      <td>90</td>\n",
       "      <td>0 days 07:50:00</td>\n",
       "      <td>10:07 PM</td>\n",
       "      <td>79620</td>\n",
       "      <td>28200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  score  resting_heart_rate  respiration_rate  hrv_status  \\\n",
       "0 2025-09-30     77                  44             11.38          83   \n",
       "1 2025-09-29     73                  46             12.00          84   \n",
       "2 2025-09-28     34                  47             14.96          84   \n",
       "3 2025-09-27     93                  41             11.13          92   \n",
       "4 2025-09-26     97                  42             11.15          90   \n",
       "\n",
       "         duration   bedtime  bedtime_seconds  duration_seconds  \n",
       "0 0 days 06:47:00  11:22 PM            84120             24420  \n",
       "1 0 days 09:06:00  10:52 PM            82320             32760  \n",
       "2 0 days 06:34:00  12:34 AM             2040             23640  \n",
       "3 0 days 08:32:00  10:39 PM            81540             30720  \n",
       "4 0 days 07:50:00  10:07 PM            79620             28200  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numeric_columns = [\n",
    "    \"score\",\n",
    "    \"duration_seconds\",\n",
    "    \"bedtime_seconds\",\n",
    "    \"resting_heart_rate\",\n",
    "    \"respiration_rate\",\n",
    "    \"hrv_status\"\n",
    "]\n",
    "\n",
    "for col in numeric_columns:\n",
    "    if df_sleep[col].dtype == \"object\":\n",
    "        df_sleep[col] = pd.to_numeric(df_sleep[col].str.replace(',', '').replace('--', '0'), errors='coerce')\n",
    "    else:\n",
    "        df_sleep[col] = pd.to_numeric(df_sleep[col], errors='coerce')\n",
    "\n",
    "\n",
    "df_sleep.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e228914c",
   "metadata": {},
   "source": [
    "# Corelation Matrix sleep after training"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7c6d0c2",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "05da5fe7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date                        365\n",
       "calories                    251\n",
       "time                        251\n",
       "heart_rate_average          251\n",
       "pace_average                251\n",
       "respiration_rate_average    251\n",
       "time_seconds                251\n",
       "score                       365\n",
       "resting_heart_rate          365\n",
       "respiration_rate            365\n",
       "hrv_status                  365\n",
       "duration                    364\n",
       "bedtime                     365\n",
       "bedtime_seconds             365\n",
       "duration_seconds            365\n",
       "dtype: int64"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_latest_activity = df_activities.sort_values('time').groupby('date', as_index=False).last()\n",
    "\n",
    "df_combined = pd.merge(df_latest_activity, df_sleep, on='date', how='right')\n",
    "df_combined.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "41080d47",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation_matrix = df_combined.corr(numeric_only=True)\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(12, 10))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", center=0)\n",
    "plt.title(\"Korrelationsmatrix - Alle Aktivitären\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "cf54e6c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if \"time_seconds\" in df_combined.columns and \"bedtime_seconds\" in df_combined.columns:\n",
    "    df_combined[\"time_diff_activity_to_sleep_time_seconds\"] = (\n",
    "        df_combined[\"bedtime_seconds\"] - df_combined[\"time_seconds\"] + df_combined[\"duration_seconds\"]\n",
    "    )\n",
    "\n",
    "filtered = df_combined[df_combined[\"time_diff_activity_to_sleep_time_seconds\"] < 2 * 60 * 60]\n",
    "filtered = filtered.drop(columns=[\"time_diff_activity_to_sleep_time_seconds\"])\n",
    "\n",
    "correlation_matrix = filtered.corr(numeric_only=True)\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(12, 10))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", center=0)\n",
    "plt.title(\"Korrelationsmatrix- Trainings 2 Stunden vor dem Schlafen\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da366f4a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/cp/r09cdjsd4hzc7p8vtlkxw48h0000gn/T/ipykernel_9401/1428926002.py:18: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n",
      "  plt.boxplot(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kein Training: 114\n",
      "Training (>2h vorher): 241\n",
      "Training (<2h vorher): 10\n",
      "Total days: 365\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "df_combined['training_this_day'] = df_combined['calories'].notna()\n",
    "df_combined['training_2h_before_sleep'] = (\n",
    "    (df_combined['training_this_day']) &\n",
    "    (df_combined['time_diff_activity_to_sleep_time_seconds'].abs() < 3 * 60 * 60)\n",
    ")\n",
    "\n",
    "# 3. Gruppiere die Daten\n",
    "group_no_training = df_combined[~df_combined['training_this_day']]['score']\n",
    "group_training_2h_before_sleep = df_combined[df_combined['training_2h_before_sleep']]['score']\n",
    "group_training_more_than_2h = df_combined[\n",
    "    df_combined['training_this_day'] & ~df_combined['training_2h_before_sleep']\n",
    "]['score']\n",
    "\n",
    "\n",
    "# 4. Boxplot\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.boxplot(\n",
    "    [group_no_training.dropna(), group_training_more_than_2h.dropna(), group_training_2h_before_sleep.dropna()],\n",
    "    labels=['Kein Training', 'Training (>2h vorher)', 'Training (<2h vorher)']\n",
    ")\n",
    "plt.ylabel('Ruheherzfrequenz in der Nacht')\n",
    "plt.title('Ruheherzfrequenz nach Trainingszeitpunkt')\n",
    "plt.show()\n",
    "\n",
    "print(\"Kein Training: 1 \", len(group_no_training.dropna()))\n",
    "print(\"Training (>2h vorher): 1 \", len(group_training_more_than_2h.dropna()))\n",
    "print(\"Training (<2h vorher): 1 \", len(group_training_2h_before_sleep.dropna()))\n",
    "\n",
    "total_days = (\n",
    "    len(group_no_training.dropna()) +\n",
    "    len(group_training_more_than_2h.dropna()) +\n",
    "    len(group_training_2h_before_sleep.dropna())\n",
    ")\n",
    "print(\"Total days:\", total_days)  # Should be 365\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "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": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}