2023-10-21 17:49:12 +01:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 50,
"id": "0eda6302-263d-4cb4-bb63-a3757839d95c",
"metadata": {},
"outputs": [
{
"data": {
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"\n",
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Date</th>\n",
" <th>Name</th>\n",
" <th>Tiles</th>\n",
" <th>New Tiles</th>\n",
" <th>Moving time</th>\n",
" <th>Elapsed time</th>\n",
" <th>Average</th>\n",
" <th>Distance (m)</th>\n",
" <th>Elevation (m)</th>\n",
" <th>Type</th>\n",
" <th>Commute</th>\n",
" <th>Trainer</th>\n",
" <th>Max heartrate</th>\n",
" <th>Avg heartrate</th>\n",
" <th>Start Lat</th>\n",
" <th>Start Long</th>\n",
" <th>Gear</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2023-08-21 18:18:51</td>\n",
" <td>Evening Run</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>4381</td>\n",
" <td>4684</td>\n",
" <td>9.8208</td>\n",
" <td>11951.2</td>\n",
" <td>32.8</td>\n",
" <td>Run</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>51.5554</td>\n",
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" <td>NaN</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>2023-08-17 18:30:22</td>\n",
" <td>Evening Run</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>2312</td>\n",
" <td>2868</td>\n",
" <td>9.7596</td>\n",
" <td>6267.5</td>\n",
" <td>23.8</td>\n",
" <td>Run</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>51.5554</td>\n",
" <td>-0.080529</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2023-08-14 17:15:33</td>\n",
" <td>Evening Run</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>3305</td>\n",
" <td>4100</td>\n",
" <td>10.7172</td>\n",
" <td>9839.3</td>\n",
" <td>43.2</td>\n",
" <td>Run</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>51.5554</td>\n",
" <td>-0.080523</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2023-08-11 20:19:00</td>\n",
" <td>Evening Run</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>3358</td>\n",
" <td>3435</td>\n",
" <td>8.9352</td>\n",
" <td>8335.1</td>\n",
" <td>59.0</td>\n",
" <td>Run</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>190</td>\n",
" <td>160.7</td>\n",
" <td>43.7695</td>\n",
" <td>4.121180</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2023-08-09 20:20:32</td>\n",
" <td>Evening Run</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1692</td>\n",
" <td>2560</td>\n",
" <td>9.3744</td>\n",
" <td>4405.5</td>\n",
" <td>66.9</td>\n",
" <td>Run</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>43.7694</td>\n",
" <td>4.121110</td>\n",
" <td>NaN</td>\n",
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" <th>197</th>\n",
" <td>2017-04-23 19:01:35</td>\n",
" <td>Evening Run</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>2899</td>\n",
" <td>2948</td>\n",
" <td>10.6128</td>\n",
" <td>8547.3</td>\n",
" <td>17.8</td>\n",
" <td>Run</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>52.2080</td>\n",
" <td>0.119659</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>198</th>\n",
" <td>2017-03-06 18:35:40</td>\n",
" <td>Evening Run</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>2950</td>\n",
" <td>2972</td>\n",
" <td>11.3328</td>\n",
" <td>9287.6</td>\n",
" <td>12.0</td>\n",
" <td>Run</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>199</th>\n",
" <td>2017-02-14 19:15:36</td>\n",
" <td>Evening Run</td>\n",
" <td>4</td>\n",
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" <td>3166</td>\n",
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" <th>200</th>\n",
" <td>2017-01-30 19:10:27</td>\n",
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" <th>201</th>\n",
" <td>2017-01-16 18:19:07</td>\n",
" <td>Evening Run</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>3216</td>\n",
" <td>3478</td>\n",
" <td>9.6588</td>\n",
" <td>8627.4</td>\n",
" <td>17.7</td>\n",
" <td>Run</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>52.2078</td>\n",
" <td>0.119573</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>202 rows × 17 columns</p>\n",
"</div>"
],
"text/plain": [
" Date Name Tiles New Tiles Moving time \n",
"0 2023-08-21 18:18:51 Evening Run 4 1 4381 \\\n",
"1 2023-08-17 18:30:22 Evening Run 4 0 2312 \n",
"2 2023-08-14 17:15:33 Evening Run 4 0 3305 \n",
"3 2023-08-11 20:19:00 Evening Run 4 0 3358 \n",
"4 2023-08-09 20:20:32 Evening Run 2 0 1692 \n",
".. ... ... ... ... ... \n",
"197 2017-04-23 19:01:35 Evening Run 4 0 2899 \n",
"198 2017-03-06 18:35:40 Evening Run 4 3 2950 \n",
"199 2017-02-14 19:15:36 Evening Run 4 0 3166 \n",
"200 2017-01-30 19:10:27 Evening Run 4 0 3059 \n",
"201 2017-01-16 18:19:07 Evening Run 4 4 3216 \n",
"\n",
" Elapsed time Average Distance (m) Elevation (m) Type Commute \n",
"0 4684 9.8208 11951.2 32.8 Run 0 \\\n",
"1 2868 9.7596 6267.5 23.8 Run 0 \n",
"2 4100 10.7172 9839.3 43.2 Run 0 \n",
"3 3435 8.9352 8335.1 59.0 Run 0 \n",
"4 2560 9.3744 4405.5 66.9 Run 0 \n",
".. ... ... ... ... ... ... \n",
"197 2948 10.6128 8547.3 17.8 Run 0 \n",
"198 2972 11.3328 9287.6 12.0 Run 0 \n",
"199 3286 9.9144 8717.6 17.7 Run 0 \n",
"200 3172 10.1196 8598.0 17.7 Run 0 \n",
"201 3478 9.6588 8627.4 17.7 Run 0 \n",
"\n",
" Trainer Max heartrate Avg heartrate Start Lat Start Long Gear \n",
"0 0 0 0.0 51.5554 -0.080556 NaN \n",
"1 0 0 0.0 51.5554 -0.080529 NaN \n",
"2 0 0 0.0 51.5554 -0.080523 NaN \n",
"3 0 190 160.7 43.7695 4.121180 NaN \n",
"4 0 0 0.0 43.7694 4.121110 NaN \n",
".. ... ... ... ... ... ... \n",
"197 0 0 0.0 52.2080 0.119659 NaN \n",
"198 0 0 0.0 52.2080 0.119585 NaN \n",
"199 0 0 0.0 52.2079 0.119709 NaN \n",
"200 0 0 0.0 52.2081 0.119615 NaN \n",
"201 0 0 0.0 52.2078 0.119573 NaN \n",
"\n",
"[202 rows x 17 columns]"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Get runs from \n",
"import pandas as pd\n",
"runs = pd.read_excel(\"runs.xlsx\", parse_dates = [\"Date\"])\n",
"runs"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "a64a0e41-8227-4145-a539-b7c448d422e5",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 500x250 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import pyplot as plt\n",
"import numpy as np\n",
"from datetime import datetime\n",
"\n",
"def fade_out_by_date(dates, low = None, high = None):\n",
" low, high = low or min(dates), high or max(dates)\n",
" range = (high - low)\n",
" return (dates - low) / range\n",
"\n",
"f, ax = plt.subplots(figsize = (5,2.5))\n",
"ax.set(ylabel = \"Moving Time (mins)\", xlabel = \"Distance (km)\")\n",
"\n",
"x = runs[\"Distance (m)\"].values/1e3\n",
"y = runs[\"Moving time\"].values/60\n",
"\n",
"dists = np.linspace(1, 25, 2)\n",
"for i in [5,6,7]:\n",
" mins_per_km = i * dists\n",
" ax.plot(dists, mins_per_km, color = \"black\", linestyle = \"dotted\", label = f\"{i} min/km\")\n",
" ax.text(25.5, 25*i, f\"{i} min/km\", va = \"center\")\n",
"\n",
"i = runs[\"Distance (m)\"].argmax()\n",
"ax.annotate(\"Half Marathon!\", (x[i], y[i]-1), (20, 50), arrowprops = dict(arrowstyle = \"->\"))\n",
"\n",
"ax.scatter(x, y, s=20, alpha = 0.6*fade_out_by_date(runs[\"Date\"]))\n",
"ax.spines[['right', 'top']].set_visible(False)\n",
"f.savefig(\"time_vs_distance.svg\", transparent=True)\n",
"f.savefig(\"time_vs_distance.png\", transparent=True)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "e3a8767d-9534-4e1e-954e-0fc6add73f12",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 200x200 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"runs = pd.read_excel(\"runs.xlsx\", parse_dates = [\"Date\"])\n",
"f, ax = plt.subplots(figsize = (2,2))\n",
"ax.set(ylabel = \"Moving Time (mins)\", xlabel = \"Distance (km)\")\n",
"\n",
"x = runs[\"Distance (m)\"].values/1e3\n",
"y = runs[\"Moving time\"].values/60\n",
"\n",
"dists = np.linspace(1, 25, 2)\n",
"for i in [5,6,7]:\n",
" mins_per_km = i * dists\n",
" ax.plot(dists, mins_per_km, color = \"black\", linestyle = \"dotted\", label = f\"{i} min/km\")\n",
" # ax.text(25.5, 25*i, f\"{i} min/km\", va = \"center\")\n",
"\n",
"i = runs[\"Distance (m)\"].argmax()\n",
"ax.annotate(\"Half Marathon!\", (x[i], y[i]-1), (1, 150), arrowprops = dict(arrowstyle = \"->\"))\n",
"\n",
"ax.scatter(x, y, s=20, alpha = 0.6*fade_out_by_date(runs[\"Date\"]))\n",
"ax.spines[['right', 'top']].set_visible(False)\n",
"ax.set(xticklabels = [], yticklabels = [])\n",
"f.tight_layout()\n",
"f.savefig(\"half_thumbnail.svg\", transparent=True)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "51846c1c-a67e-4da4-997c-5699e9e85ecf",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, (ax2, ax) = plt.subplots(nrows=2, figsize = (5,5), sharex = True,\n",
" gridspec_kw = dict(height_ratios = (1,2)))\n",
"\n",
"ax.set(ylabel = \"Moving Time (mins)\", xlabel = \"Distance (km)\")\n",
"\n",
"x = runs[\"Distance (m)\"].values/1e3\n",
"y = runs[\"Moving time\"].values/60\n",
"\n",
"dists = np.linspace(1, 25, 2)\n",
"for i in [5,6,7]:\n",
" mins_per_km = i * dists\n",
" ax.plot(dists, mins_per_km, color = \"black\", linestyle = \"dotted\", label = f\"{i} min/km\")\n",
" ax.text(25.5, 25*i, f\"{i} min/km\", va = \"center\")\n",
"\n",
"ax.annotate(\"Half Marathon!\", (x[0], y[0]-1), (20, 50), arrowprops = dict(arrowstyle = \"->\"))\n",
"\n",
"ax.scatter(x, y, s=20, alpha = 0.6*fade_out_by_date(runs[\"Date\"]))\n",
"for a in [ax, ax2]: a.spines[['right', 'top']].set_visible(False)\n",
"\n",
"ax2.hist(x, bins = 30, alpha = 0.5)\n",
"ax2.set(yticks=[], ylabel = \"Frequency Density\")\n",
"\n",
"f.savefig(\"time_vs_distance_plus_hist.svg\", transparent=True)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "bd19b6de-bdde-40bd-a344-0cd3cbd76f80",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x250 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"runs = pd.read_excel(\"runs_2.xlsx\", parse_dates = [\"Date\"])\n",
"\n",
"def fade_out_by_date(dates, low = None, high = None):\n",
" low, high = low or min(dates), high or max(dates)\n",
" range = (high - low)\n",
" return (dates - low) / range\n",
"\n",
"f, ax = plt.subplots(figsize = (5,2.5))\n",
"ax.set(ylabel = \"Moving Time (mins)\", xlabel = \"Distance (km)\")\n",
"\n",
"x = runs[\"Distance (m)\"].values/1e3\n",
"y = runs[\"Moving time\"].values/60\n",
"\n",
"dists = np.linspace(1, 50, 2)\n",
"for i in [5,6,7]:\n",
" mins_per_km = i * dists\n",
" ax.plot(dists, mins_per_km, color = \"black\", linestyle = \"dotted\", label = f\"{i} min/km\")\n",
" ax.text(51, 50*i, f\"{i} min/km\", va = \"center\")\n",
"\n",
"i = runs[\"Distance (m)\"].argmax()\n",
"ax.annotate(\"Amsterdamn Marathon!\", (x[i], y[i]-1), (10, 250), arrowprops = dict(arrowstyle = \"->\"))\n",
"\n",
"ax.scatter(x, y, s=20, alpha = 0.6*fade_out_by_date(runs[\"Date\"]))\n",
"ax.spines[['right', 'top']].set_visible(False)\n",
"f.savefig(\"time_vs_distance_2.svg\", transparent=True)\n",
"f.savefig(\"time_vs_distance_2.png\", transparent=True)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "1c155c8d-4c78-48e5-bb13-31183827aa70",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 200x200 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"runs = pd.read_excel(\"runs_2.xlsx\", parse_dates = [\"Date\"])\n",
"\n",
"def fade_out_by_date(dates, low = None, high = None):\n",
" low, high = low or min(dates), high or max(dates)\n",
" range = (high - low)\n",
" return (dates - low) / range\n",
"\n",
"f, ax = plt.subplots(figsize = (2,2))\n",
"ax.set(ylabel = \"Moving Time (mins)\", xlabel = \"Distance (km)\")\n",
"\n",
"x = runs[\"Distance (m)\"].values/1e3\n",
"y = runs[\"Moving time\"].values/60\n",
"\n",
"dists = np.linspace(1, 50, 2)\n",
"for i in [5,6,7]:\n",
" mins_per_km = i * dists\n",
" ax.plot(dists, mins_per_km, color = \"black\", linestyle = \"dotted\", label = f\"{i} min/km\")\n",
" # ax.text(51, 50*i, f\"{i} min/km\", va = \"center\")\n",
"\n",
"i = runs[\"Distance (m)\"].argmax()\n",
"ax.annotate(\"Amsterdamn\\nMarathon!\", (x[i], y[i]-1), (5, 270))\n",
"\n",
"ax.scatter(x, y, s=20, alpha = 0.6*fade_out_by_date(runs[\"Date\"]))\n",
"ax.spines[['right', 'top']].set_visible(False)\n",
"ax.set(xticklabels = [], yticklabels = [])\n",
"f.tight_layout()\n",
"f.savefig(\"full_thumbnail.svg\", transparent=True)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "721822c4-c519-4715-ad9d-71bb8a0216e4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"___Downloading Latest Data___\n",
"Traceback (most recent call last):\n",
" File \"/Users/math/micromamba/envs/iot_ingester/bin/garmindb_cli.py\", line 358, in <module>\n",
" main(sys.argv[1:])\n",
" File \"/Users/math/micromamba/envs/iot_ingester/bin/garmindb_cli.py\", line 339, in main\n",
" download_data(args.overwrite, args.latest, args.stats)\n",
" File \"/Users/math/micromamba/envs/iot_ingester/bin/garmindb_cli.py\", line 112, in download_data\n",
" if not download.login():\n",
" ^^^^^^^^^^^^^^^^\n",
" File \"/Users/math/micromamba/envs/iot_ingester/lib/python3.11/site-packages/garmindb/download.py\", line 178, in login\n",
" self.display_name = self.user_prefs['displayName']\n",
" ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^\n",
"TypeError: 'NoneType' object is not subscriptable\n"
]
}
],
"source": [
"!garmindb_cli.py --all --download --import --analyze --latest"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "10e9e3df-d3cd-4705-98da-0a8df85302cc",
"metadata": {},
"outputs": [],
"source": [
"from garmindb import ConfigManager\n",
"from garmindb.garmindb import MonitoringDb, Monitoring, MonitoringHeartRate\n",
"import datetime\n",
"import numpy as np\n",
"\n",
"start_ts = datetime.date.today() - datetime.timedelta(days = 30)\n",
"end_ts = datetime.date.today()\n",
"\n",
"db_params = ConfigManager.get_db_params()\n",
"mon_db = MonitoringDb(db_params, False)\n",
"hr_data = MonitoringHeartRate.get_for_period(mon_db, start_ts, end_ts, MonitoringHeartRate)\n",
"data = Monitoring.get_for_period(mon_db, start_ts, end_ts, Monitoring)\n",
"\n",
"time = np.array([entry.timestamp for entry in hr_data])\n",
"hr = np.array([entry.heart_rate for entry in hr_data])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "4ba44ab5-7ef8-4674-9df7-b08b644d4075",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"datetime.datetime(2023, 7, 27, 11, 36)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"time[0]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "88258010-921b-4952-a0de-0613c88bc62f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"from matplotlib import pyplot as plt\n",
"\n",
"r = hr\n",
"theta = pd.Series(time).dt.hour + pd.Series(time).dt.minute/60 \\\n",
" + pd.Series(time).dt.second/60**2\n",
"\n",
"theta = theta / 24 * 2*np.pi\n",
"\n",
"fig, ax = plt.subplots(subplot_kw={'projection': 'polar'})\n",
"ax.scatter(theta, r, 1, alpha = 0.07)\n",
"ax.set(xticks = np.linspace(0,2*np.pi,24,endpoint=False), xticklabels = range(0,24))\n",
"ax.grid(True)\n",
"ax.set(xlabel = \"Hour of Day\", ylabel = \"Heart Rate (bpm)\")\n",
"ax.set_theta_direction(\"clockwise\")\n",
"ax.set_theta_zero_location(\"N\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "257082b8-de36-498f-a6c7-72df05c858e5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[Text(0.5, 0, 'Hour of Day'), Text(0, 0.5, 'Heart Rate (bpm)')]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import scipy\n",
"hour = pd.Series(time).dt.hour + pd.Series(time).dt.minute/60 \\\n",
" + pd.Series(time).dt.second/60**2\n",
"\n",
"# theta = theta / 24 * 2*np.pi\n",
"\n",
"bins = np.linspace(0,24,24 * 5)\n",
"mean_hr, bins, bin_index = scipy.stats.binned_statistic(hour, hr, bins=bins)\n",
"bin_center = (bins[1:] + bins[:-1])/2\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.scatter(hour, hr, 1, alpha = 0.2)\n",
"ax.plot(bin_center, mean_hr)\n",
"\n",
"ax.grid(True)\n",
"ax.set(xlabel = \"Hour of Day\", ylabel = \"Heart Rate (bpm)\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "459d3e7c-5a97-4cfb-97e3-78b15bec2e9e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[Text(0.5, 0, 'Heart Rate (bpm)'), Text(0, 0.5, 'Frequency Density')]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(8, 4))\n",
"gs = fig.add_gridspec(nrows=1, ncols=2, width_ratios=(1, 1), height_ratios=(1,),\n",
" left=0.1, right=0.9, bottom=0.1, top=0.9,\n",
" wspace=0.1, hspace=0.05)\n",
"\n",
"hist_ax = fig.add_subplot(gs[0, 0])\n",
"circadian_ax = fig.add_subplot(gs[0, 1], projection = \"polar\")\n",
"\n",
"ax = circadian_ax\n",
"ax.scatter(theta, r, 1, alpha = 0.2)\n",
"ax.set(xticks = np.linspace(0,2*np.pi,24,endpoint=False), xticklabels = range(0,24))\n",
"ax.grid(True)\n",
"ax.set(xlabel = \"Hour of Day\", ylabel = \"Heart Rate (bpm)\")\n",
"ax.set_theta_direction(\"clockwise\")\n",
"ax.set_theta_zero_location(\"N\")\n",
"\n",
"ax = hist_ax\n",
"ax.hist(hr, bins = 20, alpha = 0.7);\n",
"ax.set(xlabel = \"Heart Rate (bpm)\", ylabel = \"Frequency Density\")"
]
},
{
"cell_type": "code",
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"id": "ecbba31d-9e97-4c19-a1cb-81a8682cbbe9",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "8e9bbb04-6dc4-4017-b612-79cc0442d613",
"metadata": {},
"outputs": [],
"source": []
}
],
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