{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c2188cd7",
   "metadata": {},
   "source": [
    "# Read data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "id": "5b2b0060",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "id": "52f55dde",
   "metadata": {},
   "outputs": [],
   "source": [
    "activity_cols = {\n",
    "    \"Datum\": \"date\",\n",
    "    \"Ø Pace\": \"activity_pace_average\",\n",
    "    \"Kalorien\": \"activity_calories\",\n",
    "    \"Zeit\": \"activity_duration\",\n",
    "    \"Ø Herzfrequenz\": \"activity_heart_rate_average\",\n",
    "    \"Ø Atemfrequenz\": \"activity_breathing_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\": \"sleep_score\",\n",
    "    \"Dauer\": \"sleep_duration\",\n",
    "    \"Schlafenszeit\": \"sleep_bedtime\",\n",
    "    \"Ruheherzfrequenz\": \"sleep_resting_heart_rate\",\n",
    "    \"HFV-Status\": \"sleep_hrv_status\",\n",
    "    \"Atmung\": \"sleep_breathing_rate\",\n",
    "    \"Schlafbedürfnis\": \"sleep_duration_needed\",\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)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91f04fe7",
   "metadata": {},
   "source": [
    "# Clean data/time features"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97252627",
   "metadata": {},
   "source": [
    "## Activities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "id": "826e5af0",
   "metadata": {},
   "outputs": [],
   "source": [
    "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",
    "df_activities[\"date\"] = pd.to_datetime(df_activities[\"date\"], errors=\"coerce\")\n",
    "df_activities[\"activity_starting_time\"] = df_activities[\"date\"] - df_activities[\"date\"].dt.normalize()\n",
    "df_activities[\"date\"] = df_activities[\"date\"].dt.normalize()\n",
    "\n",
    "df_activities[\"activity_pace_average\"] = df_activities[\"activity_pace_average\"].apply(pace_to_seconds)\n",
    "df_activities[\"activity_duration\"] = pd.to_timedelta(df_activities[\"activity_duration\"], errors=\"coerce\")\n",
    "df_activities[\"activity_duration_seconds\"] = df_activities[\"activity_duration\"].dt.total_seconds().fillna(0).astype(int)\n",
    "\n",
    "df_activities[\"activity_ending_time\"] = df_activities[\"activity_starting_time\"] + df_activities[\"activity_duration\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "id": "2cbef16d",
   "metadata": {},
   "outputs": [],
   "source": [
    "numeric_columns = [\n",
    "    \"activity_calories\",\n",
    "    \"activity_heart_rate_average\",\n",
    "    \"activity_pace_average\",\n",
    "    \"activity_breathing_rate_average\",\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')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "708414b6",
   "metadata": {},
   "source": [
    "## Sleep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "id": "d3ec20f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_sleep[\"date\"] = pd.to_datetime(df_sleep[\"date\"], errors=\"coerce\")\n",
    "\n",
    "df_sleep = df_sleep[df_sleep[\"sleep_bedtime\"] != \"--\"]\n",
    "\n",
    "df_sleep[\"sleep_bedtime\"] = pd.to_timedelta(\n",
    "    pd.to_datetime(df_sleep[\"sleep_bedtime\"].astype(str), format=\"%I:%M %p\").dt.hour * 3600 +\n",
    "    pd.to_datetime(df_sleep[\"sleep_bedtime\"].astype(str), format=\"%I:%M %p\").dt.minute * 60,\n",
    "    unit=\"s\"\n",
    ")\n",
    "\n",
    "# Handle AM times by adding 24 hours to times before noon\n",
    "mask = df_sleep[\"sleep_bedtime\"].dt.components['hours'] < 12\n",
    "df_sleep.loc[mask, \"sleep_bedtime\"] = df_sleep.loc[mask, \"sleep_bedtime\"] + pd.Timedelta(days=1)\n",
    "\n",
    "df_sleep[\"sleep_duration\"] = pd.to_timedelta(df_sleep[\"sleep_duration\"], errors=\"coerce\")\n",
    "df_sleep[\"sleep_duration_seconds\"] = (df_sleep[\"sleep_duration\"]).dt.total_seconds()\n",
    "df_sleep[\"sleep_duration_needed\"] = pd.to_timedelta(df_sleep[\"sleep_duration_needed\"], errors=\"coerce\")\n",
    "df_sleep[\"sleep_duration_needed_seconds\"] = (df_sleep[\"sleep_duration_needed\"]).dt.total_seconds() \n",
    "\n",
    "df_sleep[\"sleep_duration_needed_delta\"] = df_sleep[\"sleep_duration\"] - df_sleep[\"sleep_duration_needed\"]\n",
    "df_sleep[\"sleep_duration_needed_delta_seconds\"] = (df_sleep[\"sleep_duration_needed_delta\"]).dt.total_seconds()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "id": "845cc713",
   "metadata": {},
   "outputs": [],
   "source": [
    "numeric_columns = [\n",
    "    \"sleep_score\",\n",
    "    \"sleep_resting_heart_rate\",\n",
    "    \"sleep_hrv_status\",\n",
    "    \"sleep_breathing_rate\",\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')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fabceba5",
   "metadata": {},
   "source": [
    "## Combined"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "id": "05da5fe7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_latest_activity = df_activities.sort_values('activity_ending_time').groupby('date', as_index=False).last()\n",
    "\n",
    "df_combined = pd.merge(df_latest_activity, df_sleep, on='date', how='right')\n",
    "\n",
    "if \"activity_ending_time\" in df_combined.columns and \"sleep_bedtime\" in df_combined.columns:\n",
    "    df_combined[\"bedtime_activity_ending_delta\"] = df_combined[\"sleep_bedtime\"] - df_combined[\"activity_ending_time\"]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "427af06c",
   "metadata": {},
   "source": [
    "## Save cleaned data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "id": "6a8888ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_combined.to_csv(\"data/cleaned/combined_activities_sleep.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "730ab7c4",
   "metadata": {},
   "source": [
    "## Data overview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "id": "47ffa998",
   "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>activity_calories</th>\n",
       "      <th>activity_duration</th>\n",
       "      <th>activity_heart_rate_average</th>\n",
       "      <th>activity_pace_average</th>\n",
       "      <th>activity_breathing_rate_average</th>\n",
       "      <th>activity_starting_time</th>\n",
       "      <th>activity_duration_seconds</th>\n",
       "      <th>activity_ending_time</th>\n",
       "      <th>sleep_score</th>\n",
       "      <th>...</th>\n",
       "      <th>sleep_breathing_rate</th>\n",
       "      <th>sleep_hrv_status</th>\n",
       "      <th>sleep_duration</th>\n",
       "      <th>sleep_duration_needed</th>\n",
       "      <th>sleep_bedtime</th>\n",
       "      <th>sleep_duration_seconds</th>\n",
       "      <th>sleep_duration_needed_seconds</th>\n",
       "      <th>sleep_duration_needed_delta</th>\n",
       "      <th>sleep_duration_needed_delta_seconds</th>\n",
       "      <th>bedtime_activity_ending_delta</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2025-09-30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>77</td>\n",
       "      <td>...</td>\n",
       "      <td>11.38</td>\n",
       "      <td>83</td>\n",
       "      <td>0 days 06:47:00</td>\n",
       "      <td>0 days 07:00:00</td>\n",
       "      <td>0 days 23:22:00</td>\n",
       "      <td>24420.0</td>\n",
       "      <td>25200.0</td>\n",
       "      <td>-1 days +23:47:00</td>\n",
       "      <td>-780.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2025-09-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>73</td>\n",
       "      <td>...</td>\n",
       "      <td>12.00</td>\n",
       "      <td>84</td>\n",
       "      <td>0 days 09:06:00</td>\n",
       "      <td>0 days 08:40:00</td>\n",
       "      <td>0 days 22:52:00</td>\n",
       "      <td>32760.0</td>\n",
       "      <td>31200.0</td>\n",
       "      <td>0 days 00:26:00</td>\n",
       "      <td>1560.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2025-09-28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>34</td>\n",
       "      <td>...</td>\n",
       "      <td>14.96</td>\n",
       "      <td>84</td>\n",
       "      <td>0 days 06:34:00</td>\n",
       "      <td>0 days 07:40:00</td>\n",
       "      <td>1 days 00:34:00</td>\n",
       "      <td>23640.0</td>\n",
       "      <td>27600.0</td>\n",
       "      <td>-1 days +22:54:00</td>\n",
       "      <td>-3960.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2025-09-27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>93</td>\n",
       "      <td>...</td>\n",
       "      <td>11.13</td>\n",
       "      <td>92</td>\n",
       "      <td>0 days 08:32:00</td>\n",
       "      <td>0 days 07:40:00</td>\n",
       "      <td>0 days 22:39:00</td>\n",
       "      <td>30720.0</td>\n",
       "      <td>27600.0</td>\n",
       "      <td>0 days 00:52:00</td>\n",
       "      <td>3120.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2025-09-26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>97</td>\n",
       "      <td>...</td>\n",
       "      <td>11.15</td>\n",
       "      <td>90</td>\n",
       "      <td>0 days 07:50:00</td>\n",
       "      <td>0 days 07:40:00</td>\n",
       "      <td>0 days 22:07:00</td>\n",
       "      <td>28200.0</td>\n",
       "      <td>27600.0</td>\n",
       "      <td>0 days 00:10:00</td>\n",
       "      <td>600.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2025-09-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>94</td>\n",
       "      <td>...</td>\n",
       "      <td>10.92</td>\n",
       "      <td>87</td>\n",
       "      <td>0 days 07:31:00</td>\n",
       "      <td>0 days 07:40:00</td>\n",
       "      <td>0 days 22:25:00</td>\n",
       "      <td>27060.0</td>\n",
       "      <td>27600.0</td>\n",
       "      <td>-1 days +23:51:00</td>\n",
       "      <td>-540.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2025-09-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>80</td>\n",
       "      <td>...</td>\n",
       "      <td>10.83</td>\n",
       "      <td>87</td>\n",
       "      <td>0 days 07:35:00</td>\n",
       "      <td>0 days 07:10:00</td>\n",
       "      <td>1 days 00:20:00</td>\n",
       "      <td>27300.0</td>\n",
       "      <td>25800.0</td>\n",
       "      <td>0 days 00:25:00</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2025-09-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>12.50</td>\n",
       "      <td>88</td>\n",
       "      <td>0 days 07:49:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 23:36:00</td>\n",
       "      <td>28140.0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>-1 days +23:49:00</td>\n",
       "      <td>-660.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2025-09-22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>76</td>\n",
       "      <td>...</td>\n",
       "      <td>12.62</td>\n",
       "      <td>91</td>\n",
       "      <td>0 days 10:01:00</td>\n",
       "      <td>0 days 08:30:00</td>\n",
       "      <td>0 days 22:01:00</td>\n",
       "      <td>36060.0</td>\n",
       "      <td>30600.0</td>\n",
       "      <td>0 days 01:31:00</td>\n",
       "      <td>5460.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2025-09-21</td>\n",
       "      <td>2817.0</td>\n",
       "      <td>0 days 04:35:15</td>\n",
       "      <td>148.0</td>\n",
       "      <td>387.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0 days 09:53:57</td>\n",
       "      <td>16515.0</td>\n",
       "      <td>0 days 14:29:12</td>\n",
       "      <td>99</td>\n",
       "      <td>...</td>\n",
       "      <td>10.79</td>\n",
       "      <td>95</td>\n",
       "      <td>0 days 08:37:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 21:08:00</td>\n",
       "      <td>31020.0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>0 days 00:37:00</td>\n",
       "      <td>2220.0</td>\n",
       "      <td>0 days 06:38:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2025-09-20</td>\n",
       "      <td>246.0</td>\n",
       "      <td>0 days 00:20:13</td>\n",
       "      <td>144.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0 days 15:18:50</td>\n",
       "      <td>1213.0</td>\n",
       "      <td>0 days 15:39:03</td>\n",
       "      <td>72</td>\n",
       "      <td>...</td>\n",
       "      <td>12.53</td>\n",
       "      <td>86</td>\n",
       "      <td>0 days 06:15:00</td>\n",
       "      <td>0 days 07:40:00</td>\n",
       "      <td>0 days 21:06:00</td>\n",
       "      <td>22500.0</td>\n",
       "      <td>27600.0</td>\n",
       "      <td>-1 days +22:35:00</td>\n",
       "      <td>-5100.0</td>\n",
       "      <td>0 days 05:26:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2025-09-19</td>\n",
       "      <td>210.0</td>\n",
       "      <td>0 days 00:30:18</td>\n",
       "      <td>116.0</td>\n",
       "      <td>25.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0 days 12:31:00</td>\n",
       "      <td>1818.0</td>\n",
       "      <td>0 days 13:01:18</td>\n",
       "      <td>82</td>\n",
       "      <td>...</td>\n",
       "      <td>11.81</td>\n",
       "      <td>87</td>\n",
       "      <td>0 days 08:07:00</td>\n",
       "      <td>0 days 07:30:00</td>\n",
       "      <td>0 days 22:40:00</td>\n",
       "      <td>29220.0</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>0 days 00:37:00</td>\n",
       "      <td>2220.0</td>\n",
       "      <td>0 days 09:38:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2025-09-18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>93</td>\n",
       "      <td>...</td>\n",
       "      <td>11.59</td>\n",
       "      <td>90</td>\n",
       "      <td>0 days 08:15:00</td>\n",
       "      <td>0 days 07:20:00</td>\n",
       "      <td>0 days 22:39:00</td>\n",
       "      <td>29700.0</td>\n",
       "      <td>26400.0</td>\n",
       "      <td>0 days 00:55:00</td>\n",
       "      <td>3300.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2025-09-17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>11.17</td>\n",
       "      <td>91</td>\n",
       "      <td>0 days 08:55:00</td>\n",
       "      <td>0 days 07:00:00</td>\n",
       "      <td>0 days 22:17:00</td>\n",
       "      <td>32100.0</td>\n",
       "      <td>25200.0</td>\n",
       "      <td>0 days 01:55:00</td>\n",
       "      <td>6900.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2025-09-16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>85</td>\n",
       "      <td>...</td>\n",
       "      <td>10.58</td>\n",
       "      <td>90</td>\n",
       "      <td>0 days 09:27:00</td>\n",
       "      <td>0 days 08:40:00</td>\n",
       "      <td>0 days 21:21:00</td>\n",
       "      <td>34020.0</td>\n",
       "      <td>31200.0</td>\n",
       "      <td>0 days 00:47:00</td>\n",
       "      <td>2820.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2025-09-15</td>\n",
       "      <td>350.0</td>\n",
       "      <td>0 days 00:30:39</td>\n",
       "      <td>133.0</td>\n",
       "      <td>328.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0 days 11:16:13</td>\n",
       "      <td>1839.0</td>\n",
       "      <td>0 days 11:46:52</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>90</td>\n",
       "      <td>0 days 07:57:00</td>\n",
       "      <td>0 days 09:00:00</td>\n",
       "      <td>0 days 22:57:00</td>\n",
       "      <td>28620.0</td>\n",
       "      <td>32400.0</td>\n",
       "      <td>-1 days +22:57:00</td>\n",
       "      <td>-3780.0</td>\n",
       "      <td>0 days 11:10:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2025-09-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>16.69</td>\n",
       "      <td>85</td>\n",
       "      <td>0 days 01:16:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>1 days 05:43:00</td>\n",
       "      <td>4560.0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>-1 days +17:16:00</td>\n",
       "      <td>-24240.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2025-09-13</td>\n",
       "      <td>549.0</td>\n",
       "      <td>0 days 00:44:56</td>\n",
       "      <td>144.0</td>\n",
       "      <td>299.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0 days 10:51:36</td>\n",
       "      <td>2696.0</td>\n",
       "      <td>0 days 11:36:32</td>\n",
       "      <td>80</td>\n",
       "      <td>...</td>\n",
       "      <td>11.71</td>\n",
       "      <td>93</td>\n",
       "      <td>0 days 07:25:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>1 days 00:22:00</td>\n",
       "      <td>26700.0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>-1 days +23:25:00</td>\n",
       "      <td>-2100.0</td>\n",
       "      <td>0 days 12:45:28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2025-09-12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>94</td>\n",
       "      <td>...</td>\n",
       "      <td>10.94</td>\n",
       "      <td>94</td>\n",
       "      <td>0 days 07:51:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 22:10:00</td>\n",
       "      <td>28260.0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>-1 days +23:51:00</td>\n",
       "      <td>-540.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2025-09-11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>93</td>\n",
       "      <td>...</td>\n",
       "      <td>10.60</td>\n",
       "      <td>91</td>\n",
       "      <td>0 days 07:44:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 22:14:00</td>\n",
       "      <td>27840.0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>-1 days +23:44:00</td>\n",
       "      <td>-960.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2025-09-10</td>\n",
       "      <td>573.0</td>\n",
       "      <td>0 days 00:50:07</td>\n",
       "      <td>135.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0 days 14:20:09</td>\n",
       "      <td>3007.0</td>\n",
       "      <td>0 days 15:10:16</td>\n",
       "      <td>91</td>\n",
       "      <td>...</td>\n",
       "      <td>10.97</td>\n",
       "      <td>91</td>\n",
       "      <td>0 days 07:55:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 22:08:00</td>\n",
       "      <td>28500.0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>-1 days +23:55:00</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>0 days 06:57:44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2025-09-09</td>\n",
       "      <td>491.0</td>\n",
       "      <td>0 days 00:40:03</td>\n",
       "      <td>143.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0 days 17:04:58</td>\n",
       "      <td>2403.0</td>\n",
       "      <td>0 days 17:45:01</td>\n",
       "      <td>89</td>\n",
       "      <td>...</td>\n",
       "      <td>11.18</td>\n",
       "      <td>89</td>\n",
       "      <td>0 days 07:57:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 22:02:00</td>\n",
       "      <td>28620.0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>-1 days +23:57:00</td>\n",
       "      <td>-180.0</td>\n",
       "      <td>0 days 04:16:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2025-09-08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>59</td>\n",
       "      <td>...</td>\n",
       "      <td>13.22</td>\n",
       "      <td>89</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 23:02:00</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>0 days 00:00:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2025-09-07</td>\n",
       "      <td>873.0</td>\n",
       "      <td>0 days 01:19:19</td>\n",
       "      <td>136.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0 days 09:59:26</td>\n",
       "      <td>4759.0</td>\n",
       "      <td>0 days 11:18:45</td>\n",
       "      <td>84</td>\n",
       "      <td>...</td>\n",
       "      <td>11.09</td>\n",
       "      <td>96</td>\n",
       "      <td>0 days 07:48:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 23:59:00</td>\n",
       "      <td>28080.0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>-1 days +23:48:00</td>\n",
       "      <td>-720.0</td>\n",
       "      <td>0 days 12:40:15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2025-09-06</td>\n",
       "      <td>510.0</td>\n",
       "      <td>0 days 00:43:57</td>\n",
       "      <td>141.0</td>\n",
       "      <td>335.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0 days 17:24:49</td>\n",
       "      <td>2637.0</td>\n",
       "      <td>0 days 18:08:46</td>\n",
       "      <td>97</td>\n",
       "      <td>...</td>\n",
       "      <td>10.47</td>\n",
       "      <td>95</td>\n",
       "      <td>0 days 07:57:00</td>\n",
       "      <td>0 days 08:30:00</td>\n",
       "      <td>0 days 23:37:00</td>\n",
       "      <td>28620.0</td>\n",
       "      <td>30600.0</td>\n",
       "      <td>-1 days +23:27:00</td>\n",
       "      <td>-1980.0</td>\n",
       "      <td>0 days 05:28:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2025-09-05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>76</td>\n",
       "      <td>...</td>\n",
       "      <td>11.39</td>\n",
       "      <td>93</td>\n",
       "      <td>0 days 06:51:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 23:23:00</td>\n",
       "      <td>24660.0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>-1 days +22:51:00</td>\n",
       "      <td>-4140.0</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2025-09-04</td>\n",
       "      <td>511.0</td>\n",
       "      <td>0 days 00:44:12</td>\n",
       "      <td>137.0</td>\n",
       "      <td>331.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0 days 11:37:25</td>\n",
       "      <td>2652.0</td>\n",
       "      <td>0 days 12:21:37</td>\n",
       "      <td>84</td>\n",
       "      <td>...</td>\n",
       "      <td>11.00</td>\n",
       "      <td>96</td>\n",
       "      <td>0 days 07:05:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 22:55:00</td>\n",
       "      <td>25500.0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>-1 days +23:05:00</td>\n",
       "      <td>-3300.0</td>\n",
       "      <td>0 days 10:33:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2025-09-03</td>\n",
       "      <td>326.0</td>\n",
       "      <td>0 days 01:19:34</td>\n",
       "      <td>93.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0 days 19:14:22</td>\n",
       "      <td>4774.0</td>\n",
       "      <td>0 days 20:33:56</td>\n",
       "      <td>86</td>\n",
       "      <td>...</td>\n",
       "      <td>11.14</td>\n",
       "      <td>97</td>\n",
       "      <td>0 days 07:43:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 22:18:00</td>\n",
       "      <td>27780.0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>-1 days +23:43:00</td>\n",
       "      <td>-1020.0</td>\n",
       "      <td>0 days 01:44:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2025-09-02</td>\n",
       "      <td>605.0</td>\n",
       "      <td>0 days 00:50:10</td>\n",
       "      <td>141.0</td>\n",
       "      <td>305.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0 days 18:00:24</td>\n",
       "      <td>3010.0</td>\n",
       "      <td>0 days 18:50:34</td>\n",
       "      <td>95</td>\n",
       "      <td>...</td>\n",
       "      <td>11.00</td>\n",
       "      <td>98</td>\n",
       "      <td>0 days 07:50:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 22:06:00</td>\n",
       "      <td>28200.0</td>\n",
       "      <td>28800.0</td>\n",
       "      <td>-1 days +23:50:00</td>\n",
       "      <td>-600.0</td>\n",
       "      <td>0 days 03:15:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2025-09-01</td>\n",
       "      <td>301.0</td>\n",
       "      <td>0 days 00:32:51</td>\n",
       "      <td>117.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0 days 17:57:55</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>0 days 18:30:46</td>\n",
       "      <td>92</td>\n",
       "      <td>...</td>\n",
       "      <td>10.81</td>\n",
       "      <td>98</td>\n",
       "      <td>0 days 08:04:00</td>\n",
       "      <td>0 days 08:40:00</td>\n",
       "      <td>0 days 21:53:00</td>\n",
       "      <td>29040.0</td>\n",
       "      <td>31200.0</td>\n",
       "      <td>-1 days +23:24:00</td>\n",
       "      <td>-2160.0</td>\n",
       "      <td>0 days 03:22:14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         date  activity_calories activity_duration  \\\n",
       "0  2025-09-30                NaN               NaT   \n",
       "1  2025-09-29                NaN               NaT   \n",
       "2  2025-09-28                NaN               NaT   \n",
       "3  2025-09-27                NaN               NaT   \n",
       "4  2025-09-26                NaN               NaT   \n",
       "5  2025-09-25                NaN               NaT   \n",
       "6  2025-09-24                NaN               NaT   \n",
       "7  2025-09-23                NaN               NaT   \n",
       "8  2025-09-22                NaN               NaT   \n",
       "9  2025-09-21             2817.0   0 days 04:35:15   \n",
       "10 2025-09-20              246.0   0 days 00:20:13   \n",
       "11 2025-09-19              210.0   0 days 00:30:18   \n",
       "12 2025-09-18                NaN               NaT   \n",
       "13 2025-09-17                NaN               NaT   \n",
       "14 2025-09-16                NaN               NaT   \n",
       "15 2025-09-15              350.0   0 days 00:30:39   \n",
       "16 2025-09-14                NaN               NaT   \n",
       "17 2025-09-13              549.0   0 days 00:44:56   \n",
       "18 2025-09-12                NaN               NaT   \n",
       "19 2025-09-11                NaN               NaT   \n",
       "20 2025-09-10              573.0   0 days 00:50:07   \n",
       "21 2025-09-09              491.0   0 days 00:40:03   \n",
       "22 2025-09-08                NaN               NaT   \n",
       "23 2025-09-07              873.0   0 days 01:19:19   \n",
       "24 2025-09-06              510.0   0 days 00:43:57   \n",
       "25 2025-09-05                NaN               NaT   \n",
       "26 2025-09-04              511.0   0 days 00:44:12   \n",
       "27 2025-09-03              326.0   0 days 01:19:34   \n",
       "28 2025-09-02              605.0   0 days 00:50:10   \n",
       "29 2025-09-01              301.0   0 days 00:32:51   \n",
       "\n",
       "    activity_heart_rate_average  activity_pace_average  \\\n",
       "0                           NaN                    NaN   \n",
       "1                           NaN                    NaN   \n",
       "2                           NaN                    NaN   \n",
       "3                           NaN                    NaN   \n",
       "4                           NaN                    NaN   \n",
       "5                           NaN                    NaN   \n",
       "6                           NaN                    NaN   \n",
       "7                           NaN                    NaN   \n",
       "8                           NaN                    NaN   \n",
       "9                         148.0                  387.0   \n",
       "10                        144.0                  326.0   \n",
       "11                        116.0                   25.4   \n",
       "12                          NaN                    NaN   \n",
       "13                          NaN                    NaN   \n",
       "14                          NaN                    NaN   \n",
       "15                        133.0                  328.0   \n",
       "16                          NaN                    NaN   \n",
       "17                        144.0                  299.0   \n",
       "18                          NaN                    NaN   \n",
       "19                          NaN                    NaN   \n",
       "20                        135.0                  322.0   \n",
       "21                        143.0                  294.0   \n",
       "22                          NaN                    NaN   \n",
       "23                        136.0                  337.0   \n",
       "24                        141.0                  335.0   \n",
       "25                          NaN                    NaN   \n",
       "26                        137.0                  331.0   \n",
       "27                         93.0                    0.0   \n",
       "28                        141.0                  305.0   \n",
       "29                        117.0                   33.9   \n",
       "\n",
       "    activity_breathing_rate_average activity_starting_time  \\\n",
       "0                               NaN                    NaT   \n",
       "1                               NaN                    NaT   \n",
       "2                               NaN                    NaT   \n",
       "3                               NaN                    NaT   \n",
       "4                               NaN                    NaT   \n",
       "5                               NaN                    NaT   \n",
       "6                               NaN                    NaT   \n",
       "7                               NaN                    NaT   \n",
       "8                               NaN                    NaT   \n",
       "9                              30.0        0 days 09:53:57   \n",
       "10                             30.0        0 days 15:18:50   \n",
       "11                              0.0        0 days 12:31:00   \n",
       "12                              NaN                    NaT   \n",
       "13                              NaN                    NaT   \n",
       "14                              NaN                    NaT   \n",
       "15                             26.0        0 days 11:16:13   \n",
       "16                              NaN                    NaT   \n",
       "17                             32.0        0 days 10:51:36   \n",
       "18                              NaN                    NaT   \n",
       "19                              NaN                    NaT   \n",
       "20                             29.0        0 days 14:20:09   \n",
       "21                             32.0        0 days 17:04:58   \n",
       "22                              NaN                    NaT   \n",
       "23                             29.0        0 days 09:59:26   \n",
       "24                             30.0        0 days 17:24:49   \n",
       "25                              NaN                    NaT   \n",
       "26                             30.0        0 days 11:37:25   \n",
       "27                             19.0        0 days 19:14:22   \n",
       "28                             32.0        0 days 18:00:24   \n",
       "29                              0.0        0 days 17:57:55   \n",
       "\n",
       "    activity_duration_seconds activity_ending_time  sleep_score  ...  \\\n",
       "0                         NaN                  NaT           77  ...   \n",
       "1                         NaN                  NaT           73  ...   \n",
       "2                         NaN                  NaT           34  ...   \n",
       "3                         NaN                  NaT           93  ...   \n",
       "4                         NaN                  NaT           97  ...   \n",
       "5                         NaN                  NaT           94  ...   \n",
       "6                         NaN                  NaT           80  ...   \n",
       "7                         NaN                  NaT           90  ...   \n",
       "8                         NaN                  NaT           76  ...   \n",
       "9                     16515.0      0 days 14:29:12           99  ...   \n",
       "10                     1213.0      0 days 15:39:03           72  ...   \n",
       "11                     1818.0      0 days 13:01:18           82  ...   \n",
       "12                        NaN                  NaT           93  ...   \n",
       "13                        NaN                  NaT           90  ...   \n",
       "14                        NaN                  NaT           85  ...   \n",
       "15                     1839.0      0 days 11:46:52          100  ...   \n",
       "16                        NaN                  NaT           16  ...   \n",
       "17                     2696.0      0 days 11:36:32           80  ...   \n",
       "18                        NaN                  NaT           94  ...   \n",
       "19                        NaN                  NaT           93  ...   \n",
       "20                     3007.0      0 days 15:10:16           91  ...   \n",
       "21                     2403.0      0 days 17:45:01           89  ...   \n",
       "22                        NaN                  NaT           59  ...   \n",
       "23                     4759.0      0 days 11:18:45           84  ...   \n",
       "24                     2637.0      0 days 18:08:46           97  ...   \n",
       "25                        NaN                  NaT           76  ...   \n",
       "26                     2652.0      0 days 12:21:37           84  ...   \n",
       "27                     4774.0      0 days 20:33:56           86  ...   \n",
       "28                     3010.0      0 days 18:50:34           95  ...   \n",
       "29                     1971.0      0 days 18:30:46           92  ...   \n",
       "\n",
       "    sleep_breathing_rate  sleep_hrv_status  sleep_duration  \\\n",
       "0                  11.38                83 0 days 06:47:00   \n",
       "1                  12.00                84 0 days 09:06:00   \n",
       "2                  14.96                84 0 days 06:34:00   \n",
       "3                  11.13                92 0 days 08:32:00   \n",
       "4                  11.15                90 0 days 07:50:00   \n",
       "5                  10.92                87 0 days 07:31:00   \n",
       "6                  10.83                87 0 days 07:35:00   \n",
       "7                  12.50                88 0 days 07:49:00   \n",
       "8                  12.62                91 0 days 10:01:00   \n",
       "9                  10.79                95 0 days 08:37:00   \n",
       "10                 12.53                86 0 days 06:15:00   \n",
       "11                 11.81                87 0 days 08:07:00   \n",
       "12                 11.59                90 0 days 08:15:00   \n",
       "13                 11.17                91 0 days 08:55:00   \n",
       "14                 10.58                90 0 days 09:27:00   \n",
       "15                 10.00                90 0 days 07:57:00   \n",
       "16                 16.69                85 0 days 01:16:00   \n",
       "17                 11.71                93 0 days 07:25:00   \n",
       "18                 10.94                94 0 days 07:51:00   \n",
       "19                 10.60                91 0 days 07:44:00   \n",
       "20                 10.97                91 0 days 07:55:00   \n",
       "21                 11.18                89 0 days 07:57:00   \n",
       "22                 13.22                89 0 days 08:00:00   \n",
       "23                 11.09                96 0 days 07:48:00   \n",
       "24                 10.47                95 0 days 07:57:00   \n",
       "25                 11.39                93 0 days 06:51:00   \n",
       "26                 11.00                96 0 days 07:05:00   \n",
       "27                 11.14                97 0 days 07:43:00   \n",
       "28                 11.00                98 0 days 07:50:00   \n",
       "29                 10.81                98 0 days 08:04:00   \n",
       "\n",
       "   sleep_duration_needed   sleep_bedtime sleep_duration_seconds  \\\n",
       "0        0 days 07:00:00 0 days 23:22:00                24420.0   \n",
       "1        0 days 08:40:00 0 days 22:52:00                32760.0   \n",
       "2        0 days 07:40:00 1 days 00:34:00                23640.0   \n",
       "3        0 days 07:40:00 0 days 22:39:00                30720.0   \n",
       "4        0 days 07:40:00 0 days 22:07:00                28200.0   \n",
       "5        0 days 07:40:00 0 days 22:25:00                27060.0   \n",
       "6        0 days 07:10:00 1 days 00:20:00                27300.0   \n",
       "7        0 days 08:00:00 0 days 23:36:00                28140.0   \n",
       "8        0 days 08:30:00 0 days 22:01:00                36060.0   \n",
       "9        0 days 08:00:00 0 days 21:08:00                31020.0   \n",
       "10       0 days 07:40:00 0 days 21:06:00                22500.0   \n",
       "11       0 days 07:30:00 0 days 22:40:00                29220.0   \n",
       "12       0 days 07:20:00 0 days 22:39:00                29700.0   \n",
       "13       0 days 07:00:00 0 days 22:17:00                32100.0   \n",
       "14       0 days 08:40:00 0 days 21:21:00                34020.0   \n",
       "15       0 days 09:00:00 0 days 22:57:00                28620.0   \n",
       "16       0 days 08:00:00 1 days 05:43:00                 4560.0   \n",
       "17       0 days 08:00:00 1 days 00:22:00                26700.0   \n",
       "18       0 days 08:00:00 0 days 22:10:00                28260.0   \n",
       "19       0 days 08:00:00 0 days 22:14:00                27840.0   \n",
       "20       0 days 08:00:00 0 days 22:08:00                28500.0   \n",
       "21       0 days 08:00:00 0 days 22:02:00                28620.0   \n",
       "22       0 days 08:00:00 0 days 23:02:00                28800.0   \n",
       "23       0 days 08:00:00 0 days 23:59:00                28080.0   \n",
       "24       0 days 08:30:00 0 days 23:37:00                28620.0   \n",
       "25       0 days 08:00:00 0 days 23:23:00                24660.0   \n",
       "26       0 days 08:00:00 0 days 22:55:00                25500.0   \n",
       "27       0 days 08:00:00 0 days 22:18:00                27780.0   \n",
       "28       0 days 08:00:00 0 days 22:06:00                28200.0   \n",
       "29       0 days 08:40:00 0 days 21:53:00                29040.0   \n",
       "\n",
       "    sleep_duration_needed_seconds  sleep_duration_needed_delta  \\\n",
       "0                         25200.0            -1 days +23:47:00   \n",
       "1                         31200.0              0 days 00:26:00   \n",
       "2                         27600.0            -1 days +22:54:00   \n",
       "3                         27600.0              0 days 00:52:00   \n",
       "4                         27600.0              0 days 00:10:00   \n",
       "5                         27600.0            -1 days +23:51:00   \n",
       "6                         25800.0              0 days 00:25:00   \n",
       "7                         28800.0            -1 days +23:49:00   \n",
       "8                         30600.0              0 days 01:31:00   \n",
       "9                         28800.0              0 days 00:37:00   \n",
       "10                        27600.0            -1 days +22:35:00   \n",
       "11                        27000.0              0 days 00:37:00   \n",
       "12                        26400.0              0 days 00:55:00   \n",
       "13                        25200.0              0 days 01:55:00   \n",
       "14                        31200.0              0 days 00:47:00   \n",
       "15                        32400.0            -1 days +22:57:00   \n",
       "16                        28800.0            -1 days +17:16:00   \n",
       "17                        28800.0            -1 days +23:25:00   \n",
       "18                        28800.0            -1 days +23:51:00   \n",
       "19                        28800.0            -1 days +23:44:00   \n",
       "20                        28800.0            -1 days +23:55:00   \n",
       "21                        28800.0            -1 days +23:57:00   \n",
       "22                        28800.0              0 days 00:00:00   \n",
       "23                        28800.0            -1 days +23:48:00   \n",
       "24                        30600.0            -1 days +23:27:00   \n",
       "25                        28800.0            -1 days +22:51:00   \n",
       "26                        28800.0            -1 days +23:05:00   \n",
       "27                        28800.0            -1 days +23:43:00   \n",
       "28                        28800.0            -1 days +23:50:00   \n",
       "29                        31200.0            -1 days +23:24:00   \n",
       "\n",
       "   sleep_duration_needed_delta_seconds  bedtime_activity_ending_delta  \n",
       "0                               -780.0                            NaT  \n",
       "1                               1560.0                            NaT  \n",
       "2                              -3960.0                            NaT  \n",
       "3                               3120.0                            NaT  \n",
       "4                                600.0                            NaT  \n",
       "5                               -540.0                            NaT  \n",
       "6                               1500.0                            NaT  \n",
       "7                               -660.0                            NaT  \n",
       "8                               5460.0                            NaT  \n",
       "9                               2220.0                0 days 06:38:48  \n",
       "10                             -5100.0                0 days 05:26:57  \n",
       "11                              2220.0                0 days 09:38:42  \n",
       "12                              3300.0                            NaT  \n",
       "13                              6900.0                            NaT  \n",
       "14                              2820.0                            NaT  \n",
       "15                             -3780.0                0 days 11:10:08  \n",
       "16                            -24240.0                            NaT  \n",
       "17                             -2100.0                0 days 12:45:28  \n",
       "18                              -540.0                            NaT  \n",
       "19                              -960.0                            NaT  \n",
       "20                              -300.0                0 days 06:57:44  \n",
       "21                              -180.0                0 days 04:16:59  \n",
       "22                                 0.0                            NaT  \n",
       "23                              -720.0                0 days 12:40:15  \n",
       "24                             -1980.0                0 days 05:28:14  \n",
       "25                             -4140.0                            NaT  \n",
       "26                             -3300.0                0 days 10:33:23  \n",
       "27                             -1020.0                0 days 01:44:04  \n",
       "28                              -600.0                0 days 03:15:26  \n",
       "29                             -2160.0                0 days 03:22:14  \n",
       "\n",
       "[30 rows x 21 columns]"
      ]
     },
     "execution_count": 299,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_combined.head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "id": "ce818c76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date                                    datetime64[ns]\n",
       "activity_calories                              float64\n",
       "activity_duration                      timedelta64[ns]\n",
       "activity_heart_rate_average                    float64\n",
       "activity_pace_average                          float64\n",
       "activity_breathing_rate_average                float64\n",
       "activity_starting_time                 timedelta64[ns]\n",
       "activity_duration_seconds                      float64\n",
       "activity_ending_time                   timedelta64[ns]\n",
       "sleep_score                                      int64\n",
       "sleep_resting_heart_rate                         int64\n",
       "sleep_breathing_rate                           float64\n",
       "sleep_hrv_status                                 int64\n",
       "sleep_duration                         timedelta64[ns]\n",
       "sleep_duration_needed                  timedelta64[ns]\n",
       "sleep_bedtime                          timedelta64[ns]\n",
       "sleep_duration_seconds                         float64\n",
       "sleep_duration_needed_seconds                  float64\n",
       "sleep_duration_needed_delta            timedelta64[ns]\n",
       "sleep_duration_needed_delta_seconds            float64\n",
       "bedtime_activity_ending_delta          timedelta64[ns]\n",
       "dtype: object"
      ]
     },
     "execution_count": 300,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_combined.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c848335",
   "metadata": {},
   "source": [
    "# Visualizations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e228914c",
   "metadata": {},
   "source": [
    "## Corelation Matrix sleep after all activities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "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": [
    "filtered_all_activities = df_combined[(df_combined[\"activity_calories\"].notna())]\n",
    "correlation_matrix = df_combined.corr(numeric_only=True)\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": "markdown",
   "id": "d5ba27c4",
   "metadata": {},
   "source": [
    "## Corelation Matrix sleep after activities < 4h before sleep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "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": [
    "\n",
    "df_combine_activities_4_hours_before_sleep = df_combined[(df_combined[\"activity_calories\"].notna()) & (\n",
    "    df_combined[\"bedtime_activity_ending_delta\"] < pd.Timedelta(hours=4))]\n",
    "\n",
    "correlation_matrix = df_combine_activities_4_hours_before_sleep.corr(\n",
    "    numeric_only=True)\n",
    "\n",
    "plt.figure(figsize=(12, 10))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", center=0)\n",
    "plt.title(\"Korrelationsmatrix- Trainings 4 Stunden vor dem Schlafen\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "634ee858",
   "metadata": {},
   "source": [
    "## Scatter plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "id": "e2246df2",
   "metadata": {},
   "outputs": [
    {
     "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": [
      "Number of blue points: 39\n",
      "Number of red points: 81\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "filtered_df_combined_4h_before_sleep = df_combine_activities_4_hours_before_sleep[\n",
    "    (df_combine_activities_4_hours_before_sleep[\"activity_calories\"].notna()) &\n",
    "    (df_combine_activities_4_hours_before_sleep['sleep_duration_needed_delta'].abs() < pd.Timedelta(hours=0.5))\n",
    "]\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.scatter(\n",
    "    filtered_df_combined_4h_before_sleep['activity_heart_rate_average'],\n",
    "    filtered_df_combined_4h_before_sleep['sleep_hrv_status'],\n",
    "    alpha=0.7,\n",
    "    color='blue'\n",
    ")\n",
    "filtered_df_combined_more_than_4h_before_sleep = df_combined[\n",
    "     (df_combined[\"activity_calories\"].notna()) &\n",
    "     (df_combined[\"bedtime_activity_ending_delta\"] > pd.Timedelta(hours=4))&\n",
    "     (df_combined['sleep_duration_needed_delta'].abs() < pd.Timedelta(hours=0.5))\n",
    " ]\n",
    "\n",
    "plt.scatter(\n",
    "    filtered_df_combined_more_than_4h_before_sleep['activity_heart_rate_average'],\n",
    "    filtered_df_combined_more_than_4h_before_sleep['sleep_hrv_status'],\n",
    "    alpha=0.7,\n",
    "    color='red',\n",
    ")\n",
    "\n",
    "plt.xlabel('Activity Heart Rate Average')\n",
    "plt.ylabel('HRV Status That Night')\n",
    "plt.ylim(60, 110)\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "print(f'Number of blue points: {len(filtered_df_combined_4h_before_sleep)}')\n",
    "print(f'Number of red points: {len(filtered_df_combined_more_than_4h_before_sleep)}')\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
}