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go-garth/garth/colabs/sleep.ipynb
2025-09-07 06:38:39 -07:00

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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyMYSNpkyOfBAD4DCo+Yq+Qi",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/github/matin/garth/blob/main/colabs/sleep.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"# Garmin sleep statistics"
],
"metadata": {
"id": "BAdFqDSZ6kDc"
}
},
{
"cell_type": "markdown",
"source": [
"Start by installing and importing `garth`"
],
"metadata": {
"id": "rYcdIQ0p7J0y"
}
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "ImHEwwsi6U_C"
},
"outputs": [],
"source": [
"%pip install garth >& /dev/null"
]
},
{
"cell_type": "code",
"source": [
"import garth"
],
"metadata": {
"id": "2hqN2SWx7Msx"
},
"execution_count": 2,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Define Garth session location to save and resume sessions"
],
"metadata": {
"id": "ZIgwOzTp7QPs"
}
},
{
"cell_type": "code",
"source": [
"GARTH_HOME = \"drive/MyDrive/garth\""
],
"metadata": {
"id": "rRY592o97W7m"
},
"execution_count": 3,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Mount Drive for saving and resuming sessions"
],
"metadata": {
"id": "-7XcADH-7Z2B"
}
},
{
"cell_type": "code",
"source": [
"from google.colab import drive\n",
"drive.mount(\"/content/drive\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "E5ng79XD7cZG",
"outputId": "5d06cad9-4497-4d82-c772-17db34224b98"
},
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Mounted at /content/drive\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"Resume session or login, and make sure to save the garth session for next time"
],
"metadata": {
"id": "RZwodyQw7iqq"
}
},
{
"cell_type": "code",
"source": [
"from garth.exc import GarthException\n",
"from getpass import getpass\n",
"\n",
"try:\n",
" garth.resume(GARTH_HOME)\n",
" garth.client.username\n",
"except (GarthException, FileNotFoundError):\n",
" email = input(\"Email: \")\n",
" password = getpass(\"Password: \")\n",
" garth.client.login(email, password)\n",
"\n",
"garth.save(GARTH_HOME)"
],
"metadata": {
"id": "DEEIjPWn7lu5"
},
"execution_count": 5,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## Daily sleep quality"
],
"metadata": {
"id": "thTMuZ0w7-P_"
}
},
{
"cell_type": "markdown",
"source": [
"List sleep quality for the past 7 days"
],
"metadata": {
"id": "hkkhxPqY8GMU"
}
},
{
"cell_type": "code",
"source": [
"garth.DailySleep.list(period=7)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "27r1VCJ98Bxz",
"outputId": "e6f36922-e992-4290-d37c-9316b33960a1"
},
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[DailySleep(calendar_date=datetime.date(2023, 8, 10), value=79),\n",
" DailySleep(calendar_date=datetime.date(2023, 8, 11), value=68),\n",
" DailySleep(calendar_date=datetime.date(2023, 8, 12), value=73),\n",
" DailySleep(calendar_date=datetime.date(2023, 8, 13), value=70),\n",
" DailySleep(calendar_date=datetime.date(2023, 8, 14), value=75),\n",
" DailySleep(calendar_date=datetime.date(2023, 8, 15), value=28),\n",
" DailySleep(calendar_date=datetime.date(2023, 8, 16), value=42)]"
]
},
"metadata": {},
"execution_count": 6
}
]
},
{
"cell_type": "markdown",
"source": [
"Let's take a look at the sleep quality for the past 90 days"
],
"metadata": {
"id": "00pLOftd8OBZ"
}
},
{
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"\n",
"daily_sleep = pd.DataFrame(garth.DailySleep.list(period=90))\n",
"\n",
"daily_sleep[\"calendar_date\"] = pd.to_datetime(daily_sleep[\"calendar_date\"])\n",
"daily_sleep.set_index(\"calendar_date\", inplace=True)\n",
"\n",
"sns.set_theme()\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"\n",
"sns.lineplot(data=daily_sleep, legend=False)\n",
"\n",
"plt.ylabel(None)\n",
"plt.xlabel(None)\n",
"plt.title(\"Daily Sleep Quality\")\n",
"\n",
"ax = plt.gca()\n",
"ax.xaxis.set_major_locator(mdates.MonthLocator())\n",
"ax.xaxis.set_major_formatter(mdates.DateFormatter(\"%b %Y\"))\n",
"\n",
"plt.xticks(rotation=45, ha=\"right\")\n",
"\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 596
},
"id": "rIGthr8r8S70",
"outputId": "bcedb60b-4e51-48c2-c11d-0ca18a2794b1"
},
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Daily sleep data (including stages)"
],
"metadata": {
"id": "cGY4-x_68obc"
}
},
{
"cell_type": "markdown",
"source": [
"Determine the latest date with sleep data"
],
"metadata": {
"id": "jrKkclxLvU61"
}
},
{
"cell_type": "code",
"source": [
"latest = garth.DailySleep.list(period=2)[-1].calendar_date"
],
"metadata": {
"id": "Z08Kv62CvaFJ"
},
"execution_count": 8,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"The sleep data includes a tremendous amount of information and can only be fetched by day. Let\"s fetch every day for the 30 days leading up to yesterday"
],
"metadata": {
"id": "EneDTjdO8zBG"
}
},
{
"cell_type": "code",
"source": [
"sleep_data = [sd.daily_sleep_dto for sd in garth.SleepData.list(latest, 90)]"
],
"metadata": {
"id": "YWwxbPk19DUG"
},
"execution_count": 9,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Let's graph the sleep stages as a stacked bar graph"
],
"metadata": {
"id": "Ppg1gskf-Lhz"
}
},
{
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.DataFrame(sleep_data)\n",
"\n",
"df[\"deep_sleep_hours\"] = (\n",
" df[\"deep_sleep_seconds\"] / 3600\n",
")\n",
"df[\"light_sleep_hours\"] = (\n",
" df[\"light_sleep_seconds\"] / 3600\n",
")\n",
"df[\"rem_sleep_hours\"] = (\n",
" df[\"rem_sleep_seconds\"] / 3600\n",
")\n",
"df[\"awake_sleep_hours\"] = (\n",
" df[\"awake_sleep_seconds\"] / 3600\n",
")\n",
"df[\"calendar_date\"] = (\n",
" pd.to_datetime(df[\"calendar_date\"]).dt.date\n",
")\n",
"\n",
"df.sort_values(\"calendar_date\", inplace=True)\n",
"df.set_index(\"calendar_date\", inplace=True)\n",
"df.rename(columns={\n",
" \"deep_sleep_hours\": \"Deep\",\n",
" \"light_sleep_hours\": \"Light\",\n",
" \"rem_sleep_hours\": \"REM\",\n",
" \"awake_sleep_hours\": \"Awake\"\n",
"}, inplace=True)\n",
"\n",
"sns.set_theme()\n",
"\n",
"ax = df[[\"Deep\", \"Light\", \"REM\", \"Awake\"]].plot(\n",
" kind=\"bar\", stacked=True, figsize=(10, 6), grid=True, colormap=\"viridis\",\n",
" width=1\n",
")\n",
"\n",
"plt.ylabel(\"Hours\")\n",
"plt.xlabel(None)\n",
"plt.title(\"Daily Sleep Stages\")\n",
"plt.grid(axis=\"x\")\n",
"plt.legend(loc=\"upper left\")\n",
"labels = ax.get_xticklabels()\n",
"ticks = ax.get_xticks()\n",
"ax.set_xticks([tick for i, tick in enumerate(ticks) if i % 4 == 0])\n",
"ax.set_xticklabels([label for i, label in enumerate(labels) if i % 4 == 0])\n",
"plt.xticks(rotation=45, ha=\"right\")\n",
"\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
},
"id": "nwmrTPLd-cUK",
"outputId": "9221b664-d535-4bce-83b9-c2b5f4a6ca98"
},
"execution_count": 10,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"Look at the time of day for when we went to sleep and woke up"
],
"metadata": {
"id": "WW6Ec4xDoNLo"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"\n",
"df = pd.DataFrame(sleep_data)\n",
"df.sort_values(\"calendar_date\", inplace=True)\n",
"df.set_index(\"calendar_date\", inplace=True)\n",
"\n",
"# Convert index to datetime\n",
"df.index = pd.to_datetime(df.index)\n",
"\n",
"# Get the provided timestamp columns (in milliseconds)\n",
"start_col = \"sleep_start_timestamp_local\"\n",
"end_col = \"sleep_end_timestamp_local\"\n",
"\n",
"# Convert the timestamps (in milliseconds) to hours and minutes\n",
"df[\"sleep_start_time\"] = pd.to_datetime(df[start_col], unit=\"ms\").dt.time\n",
"df[\"sleep_end_time\"] = pd.to_datetime(df[end_col], unit=\"ms\").dt.time\n",
"\n",
"# Convert time to hours, with 18:00 as the starting point\n",
"def convert_time(time_obj):\n",
" hours_from_18 = time_obj.hour + time_obj.minute / 60 - 18\n",
" return hours_from_18 if hours_from_18 >= 0 else hours_from_18 + 24\n",
"\n",
"df[\"sleep_start_hours\"] = df[\"sleep_start_time\"].apply(convert_time)\n",
"df[\"sleep_end_hours\"] = df[\"sleep_end_time\"].apply(convert_time)\n",
"\n",
"# Plot\n",
"plt.figure(figsize=(10, 6))\n",
"sns.lineplot(data=df, x=df.index, y=\"sleep_start_hours\", label=\"Sleep Start\", marker=\"o\")\n",
"sns.lineplot(data=df, x=df.index, y=\"sleep_end_hours\", label=\"Sleep End\", marker=\"o\")\n",
"\n",
"# Formatting\n",
"plt.title(\"Sleep Start and End Time\")\n",
"plt.ylabel(\"Time of Day\")\n",
"plt.xlabel(\"Date\")\n",
"plt.grid(axis=\"x\")\n",
"plt.xticks(df.index[::4], rotation=45, ha=\"right\")\n",
"plt.yticks(range(0, 16, 2), [f\"{(h + 18) % 24:02d}:00\" for h in range(0, 16, 2)])\n",
"plt.ylim(0, 16)\n",
"plt.tight_layout()\n",
"plt.legend()\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 601
},
"id": "sojEiYKfXHab",
"outputId": "84bbeeb8-9688-408c-d08c-399f1978dbff"
},
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
}
]
}