Files
openrun/examples/notebooks/03_recovery.ipynb
2026-06-12 06:25:45 -04:00

562 lines
342 KiB
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 03 — Recovery & wellness\n",
"\n",
"Sleep, HRV, RHR, body battery, and how they relate to training load."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1497 days, 2022-04-08 → 2026-05-17\n"
]
}
],
"source": [
"import sys\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from openrun import open_conn, load_wellness, joined\n",
"\n",
"conn = open_conn()\n",
"w = load_wellness(conn)\n",
"j = joined(conn)\n",
"print(f'{len(w)} days, {w.index.min().date()} → {w.index.max().date()}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Recent 30 days — at a glance"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"ename": "TypeError",
"evalue": "no numeric data to plot",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mTypeError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[2]\u001b[39m\u001b[32m, line 3\u001b[39m\n\u001b[32m 1\u001b[39m recent = w.tail(\u001b[32m30\u001b[39m)\n\u001b[32m 2\u001b[39m fig, axes = plt.subplots(\u001b[32m5\u001b[39m, \u001b[32m1\u001b[39m, figsize=(\u001b[32m13\u001b[39m, \u001b[32m10\u001b[39m), sharex=\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[32m----> \u001b[39m\u001b[32m3\u001b[39m recent[\u001b[33m'sleep_score'\u001b[39m].plot(ax=axes[\u001b[32m0\u001b[39m], marker=\u001b[33m'o'\u001b[39m, color=\u001b[33m'C0'\u001b[39m)\n\u001b[32m 4\u001b[39m axes[\u001b[32m0\u001b[39m].set_title(\u001b[33m'Sleep score'\u001b[39m); axes[\u001b[32m0\u001b[39m].grid(alpha=\u001b[32m0.3\u001b[39m)\n\u001b[32m 5\u001b[39m recent[\u001b[33m'resting_hr'\u001b[39m].plot(ax=axes[\u001b[32m1\u001b[39m], marker=\u001b[33m'o'\u001b[39m, color=\u001b[33m'C1'\u001b[39m)\n\u001b[32m 6\u001b[39m axes[\u001b[32m1\u001b[39m].set_title(\u001b[33m'Resting HR (bpm)'\u001b[39m); axes[\u001b[32m1\u001b[39m].grid(alpha=\u001b[32m0.3\u001b[39m)\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/Documents/obsidian/RunningLog/garmin/.venv/lib/python3.13/site-packages/pandas/plotting/_core.py:1185\u001b[39m, in \u001b[36mPlotAccessor.__call__\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 1182\u001b[39m label_name = label_kw \u001b[38;5;129;01mor\u001b[39;00m data.columns\n\u001b[32m 1183\u001b[39m data.columns = label_name\n\u001b[32m-> \u001b[39m\u001b[32m1185\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[30;43mplot_backend\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mplot\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43mdata\u001b[39;49m\u001b[30;43m,\u001b[39;49m\u001b[30;43m \u001b[39;49m\u001b[30;43mkind\u001b[39;49m\u001b[30;43m=\u001b[39;49m\u001b[30;43mkind\u001b[39;49m\u001b[30;43m,\u001b[39;49m\u001b[30;43m \u001b[39;49m\u001b[30;43m*\u001b[39;49m\u001b[30;43m*\u001b[39;49m\u001b[30;43mkwargs\u001b[39;49m\u001b[30;43m)\u001b[39;49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/Documents/obsidian/RunningLog/garmin/.venv/lib/python3.13/site-packages/pandas/plotting/_matplotlib/__init__.py:71\u001b[39m, in \u001b[36mplot\u001b[39m\u001b[34m(data, kind, **kwargs)\u001b[39m\n\u001b[32m 69\u001b[39m kwargs[\u001b[33m\"\u001b[39m\u001b[33max\u001b[39m\u001b[33m\"\u001b[39m] = \u001b[38;5;28mgetattr\u001b[39m(ax, \u001b[33m\"\u001b[39m\u001b[33mleft_ax\u001b[39m\u001b[33m\"\u001b[39m, ax)\n\u001b[32m 70\u001b[39m plot_obj = PLOT_CLASSES[kind](data, **kwargs)\n\u001b[32m---> \u001b[39m\u001b[32m71\u001b[39m \u001b[30;43mplot_obj\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mgenerate\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43m)\u001b[39;49m\n\u001b[32m 72\u001b[39m plt.draw_if_interactive()\n\u001b[32m 73\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m plot_obj.result\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/Documents/obsidian/RunningLog/garmin/.venv/lib/python3.13/site-packages/pandas/plotting/_matplotlib/core.py:516\u001b[39m, in \u001b[36mMPLPlot.generate\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 514\u001b[39m \u001b[38;5;129m@final\u001b[39m\n\u001b[32m 515\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mgenerate\u001b[39m(\u001b[38;5;28mself\u001b[39m) -> \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m516\u001b[39m \u001b[30;43mself\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43m_compute_plot_data\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43m)\u001b[39;49m\n\u001b[32m 517\u001b[39m fig = \u001b[38;5;28mself\u001b[39m.fig\n\u001b[32m 518\u001b[39m \u001b[38;5;28mself\u001b[39m._make_plot(fig)\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/Documents/obsidian/RunningLog/garmin/.venv/lib/python3.13/site-packages/pandas/plotting/_matplotlib/core.py:716\u001b[39m, in \u001b[36mMPLPlot._compute_plot_data\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 714\u001b[39m \u001b[38;5;66;03m# no non-numeric frames or series allowed\u001b[39;00m\n\u001b[32m 715\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m is_empty:\n\u001b[32m--> \u001b[39m\u001b[32m716\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[33m\"\u001b[39m\u001b[33mno numeric data to plot\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 718\u001b[39m \u001b[38;5;28mself\u001b[39m.data = numeric_data.apply(\u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m)._convert_to_ndarray)\n",
"\u001b[31mTypeError\u001b[39m: no numeric data to plot"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1300x1000 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"recent = w.tail(30)\n",
"fig, axes = plt.subplots(5, 1, figsize=(13, 10), sharex=True)\n",
"recent['sleep_score'].plot(ax=axes[0], marker='o', color='C0')\n",
"axes[0].set_title('Sleep score'); axes[0].grid(alpha=0.3)\n",
"recent['resting_hr'].plot(ax=axes[1], marker='o', color='C1')\n",
"axes[1].set_title('Resting HR (bpm)'); axes[1].grid(alpha=0.3)\n",
"recent['hrv_last_night'].plot(ax=axes[2], marker='o', color='C2')\n",
"axes[2].set_title('HRV (last night avg, ms)'); axes[2].grid(alpha=0.3)\n",
"recent['avg_stress'].plot(ax=axes[3], marker='o', color='C3')\n",
"axes[3].set_title('Avg stress'); axes[3].grid(alpha=0.3)\n",
"recent[['bb_highest','bb_lowest']].plot(ax=axes[4], marker='o')\n",
"axes[4].set_title('Body Battery (high/low)'); axes[4].grid(alpha=0.3)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Sleep composition over time"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1300x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"stages = w[['deep_s','light_s','rem_s','awake_s']].fillna(0) / 3600 # hours\n",
"stages.columns = ['Deep','Light','REM','Awake']\n",
"fig, ax = plt.subplots(figsize=(13, 4))\n",
"stages.tail(60).plot.area(ax=ax, alpha=0.7, color=['#1f3a93','#6dd5fa','#9b59b6','#e74c3c'])\n",
"ax.set_ylabel('Hours')\n",
"ax.set_title('Sleep stages — last 60 nights')\n",
"ax.grid(alpha=0.3)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Does yesterday's training affect today's HRV / RHR?\n",
"\n",
"Compare days *after* a run vs days *after* rest, restricted to days where you actually have HRV/RHR readings."
]
},
{
"cell_type": "code",
"execution_count": 4,
"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>n_days</th>\n",
" <th>rhr_mean</th>\n",
" <th>hrv_mean</th>\n",
" <th>sleep_score_mean</th>\n",
" <th>avg_stress</th>\n",
" </tr>\n",
" <tr>\n",
" <th>load_bucket_prev</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>rest</th>\n",
" <td>285</td>\n",
" <td>48.1</td>\n",
" <td>68.2</td>\n",
" <td>NaN</td>\n",
" <td>32.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>light</th>\n",
" <td>7</td>\n",
" <td>50.3</td>\n",
" <td>61.3</td>\n",
" <td>NaN</td>\n",
" <td>40.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>moderate</th>\n",
" <td>35</td>\n",
" <td>48.9</td>\n",
" <td>65.3</td>\n",
" <td>NaN</td>\n",
" <td>31.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>hard</th>\n",
" <td>28</td>\n",
" <td>48.6</td>\n",
" <td>67.1</td>\n",
" <td>NaN</td>\n",
" <td>31.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>very hard</th>\n",
" <td>8</td>\n",
" <td>48.6</td>\n",
" <td>61.6</td>\n",
" <td>NaN</td>\n",
" <td>32.8</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" n_days rhr_mean hrv_mean sleep_score_mean avg_stress\n",
"load_bucket_prev \n",
"rest 285 48.1 68.2 NaN 32.7\n",
"light 7 50.3 61.3 NaN 40.1\n",
"moderate 35 48.9 65.3 NaN 31.5\n",
"hard 28 48.6 67.1 NaN 31.6\n",
"very hard 8 48.6 61.6 NaN 32.8"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"by_prev = j.copy()\n",
"by_prev['ran_yesterday'] = by_prev['distance_km_prev'].gt(0)\n",
"by_prev['load_bucket_prev'] = pd.cut(by_prev['training_load_prev'].fillna(0),\n",
" bins=[-0.1, 0, 50, 100, 200, 1e6],\n",
" labels=['rest','light','moderate','hard','very hard'])\n",
"summary = (by_prev.groupby('load_bucket_prev', observed=True)\n",
" .agg(n_days=('resting_hr','count'),\n",
" rhr_mean=('resting_hr','mean'),\n",
" hrv_mean=('hrv_last_night','mean'),\n",
" sleep_score_mean=('sleep_score','mean'),\n",
" avg_stress=('avg_stress','mean')))\n",
"summary.round(1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"fig, axes = plt.subplots(1, 3, figsize=(13, 4), sharex=True)\n",
"for ax, col, title in zip(axes,\n",
" ['rhr_mean','hrv_mean','sleep_score_mean'],\n",
" ['Resting HR (next day)','HRV (next night)','Sleep score']):\n",
" summary[col].plot(kind='bar', ax=ax, color='C0')\n",
" ax.set_title(title)\n",
" ax.set_xlabel('Yesterday training load')\n",
" ax.grid(alpha=0.3, axis='y')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Correlations\n",
"Pairwise correlations between training and recovery signals (Spearman, robust to outliers)."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cols = ['training_load','distance_km','training_load_prev','distance_km_prev',\n",
" 'sleep_score','sleep_hours','deep_pct','rem_pct',\n",
" 'resting_hr','hrv_last_night','avg_stress','bb_highest']\n",
"corr = j[cols].corr(method='spearman')\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"im = ax.imshow(corr, vmin=-1, vmax=1, cmap='RdBu_r')\n",
"ax.set_xticks(range(len(cols))); ax.set_xticklabels(cols, rotation=45, ha='right')\n",
"ax.set_yticks(range(len(cols))); ax.set_yticklabels(cols)\n",
"for i in range(len(cols)):\n",
" for k in range(len(cols)):\n",
" v = corr.iloc[i, k]\n",
" if pd.notna(v):\n",
" ax.text(k, i, f'{v:.2f}', ha='center', va='center',\n",
" color='white' if abs(v) > 0.5 else 'black', fontsize=8)\n",
"plt.colorbar(im, ax=ax)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Weekly summary: km vs. recovery indicators"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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>distance_km</th>\n",
" <th>training_load</th>\n",
" <th>sleep_score</th>\n",
" <th>sleep_hours</th>\n",
" <th>resting_hr</th>\n",
" <th>hrv_last_night</th>\n",
" <th>avg_stress</th>\n",
" </tr>\n",
" <tr>\n",
" <th>calendar_date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2026-03-02</th>\n",
" <td>5.3</td>\n",
" <td>58.1</td>\n",
" <td>NaN</td>\n",
" <td>7.5</td>\n",
" <td>54.9</td>\n",
" <td>60.1</td>\n",
" <td>39.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026-03-09</th>\n",
" <td>12.1</td>\n",
" <td>127.0</td>\n",
" <td>NaN</td>\n",
" <td>6.7</td>\n",
" <td>53.5</td>\n",
" <td>64.2</td>\n",
" <td>38.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026-03-16</th>\n",
" <td>2.3</td>\n",
" <td>23.2</td>\n",
" <td>NaN</td>\n",
" <td>6.7</td>\n",
" <td>53.0</td>\n",
" <td>60.0</td>\n",
" <td>32.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026-03-23</th>\n",
" <td>18.9</td>\n",
" <td>158.7</td>\n",
" <td>NaN</td>\n",
" <td>6.8</td>\n",
" <td>53.1</td>\n",
" <td>58.2</td>\n",
" <td>34.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026-03-30</th>\n",
" <td>20.0</td>\n",
" <td>139.7</td>\n",
" <td>NaN</td>\n",
" <td>6.9</td>\n",
" <td>52.3</td>\n",
" <td>60.3</td>\n",
" <td>31.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026-04-06</th>\n",
" <td>9.2</td>\n",
" <td>99.3</td>\n",
" <td>NaN</td>\n",
" <td>7.6</td>\n",
" <td>47.9</td>\n",
" <td>71.3</td>\n",
" <td>23.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026-04-13</th>\n",
" <td>24.8</td>\n",
" <td>240.3</td>\n",
" <td>NaN</td>\n",
" <td>6.4</td>\n",
" <td>50.7</td>\n",
" <td>63.5</td>\n",
" <td>32.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026-04-20</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>7.3</td>\n",
" <td>49.0</td>\n",
" <td>62.9</td>\n",
" <td>27.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026-04-27</th>\n",
" <td>29.7</td>\n",
" <td>281.7</td>\n",
" <td>NaN</td>\n",
" <td>7.1</td>\n",
" <td>50.4</td>\n",
" <td>62.0</td>\n",
" <td>36.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026-05-04</th>\n",
" <td>26.6</td>\n",
" <td>243.2</td>\n",
" <td>NaN</td>\n",
" <td>6.8</td>\n",
" <td>51.1</td>\n",
" <td>62.4</td>\n",
" <td>33.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026-05-11</th>\n",
" <td>20.8</td>\n",
" <td>190.0</td>\n",
" <td>NaN</td>\n",
" <td>7.1</td>\n",
" <td>51.1</td>\n",
" <td>66.0</td>\n",
" <td>29.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026-05-18</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>6.9</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" distance_km training_load sleep_score sleep_hours \\\n",
"calendar_date \n",
"2026-03-02 5.3 58.1 NaN 7.5 \n",
"2026-03-09 12.1 127.0 NaN 6.7 \n",
"2026-03-16 2.3 23.2 NaN 6.7 \n",
"2026-03-23 18.9 158.7 NaN 6.8 \n",
"2026-03-30 20.0 139.7 NaN 6.9 \n",
"2026-04-06 9.2 99.3 NaN 7.6 \n",
"2026-04-13 24.8 240.3 NaN 6.4 \n",
"2026-04-20 0.0 0.0 NaN 7.3 \n",
"2026-04-27 29.7 281.7 NaN 7.1 \n",
"2026-05-04 26.6 243.2 NaN 6.8 \n",
"2026-05-11 20.8 190.0 NaN 7.1 \n",
"2026-05-18 0.0 0.0 NaN 6.9 \n",
"\n",
" resting_hr hrv_last_night avg_stress \n",
"calendar_date \n",
"2026-03-02 54.9 60.1 39.4 \n",
"2026-03-09 53.5 64.2 38.0 \n",
"2026-03-16 53.0 60.0 32.3 \n",
"2026-03-23 53.1 58.2 34.7 \n",
"2026-03-30 52.3 60.3 31.9 \n",
"2026-04-06 47.9 71.3 23.0 \n",
"2026-04-13 50.7 63.5 32.9 \n",
"2026-04-20 49.0 62.9 27.1 \n",
"2026-04-27 50.4 62.0 36.0 \n",
"2026-05-04 51.1 62.4 33.3 \n",
"2026-05-11 51.1 66.0 29.9 \n",
"2026-05-18 NaN NaN NaN "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"weekly = j.resample('W-MON').agg({\n",
" 'distance_km': 'sum',\n",
" 'training_load': 'sum',\n",
" 'sleep_score': 'mean',\n",
" 'sleep_hours': 'mean',\n",
" 'resting_hr': 'mean',\n",
" 'hrv_last_night': 'mean',\n",
" 'avg_stress': 'mean',\n",
"})\n",
"weekly.tail(12).round(1)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "garmin (3.13.13.final.0)",
"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": "3.13.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}