{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4c80b529",
   "metadata": {},
   "source": [
    "# A daily-summary CSV: trends and a weekly view\n",
    "\n",
    "Many wearable exports boil down to one row per day. This notebook shows the pandas steps that work on any of them: parse the date column, add 7-day rolling means, compare two metrics, and resample by week.\n",
    "\n",
    "**The input here is synthetic** (`daily-summary-synthetic.csv` from [https://aifitnessapi.com/own-your-data](https://aifitnessapi.com/own-your-data#notebooks)), generated from a fixed seed. Its column names are **ours, not any vendor's**: no vendor's CSV layout was verified for this notebook. To use your own export, set `CSV` and map your columns in `COLUMNS`. Lines starting with `#` are comments and are skipped."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7b747035",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, urllib.request\n",
    "\n",
    "def local_or_download(path, url):\n",
    "    \"\"\"Use the file next to this notebook if it is there (a clone of the repo),\n",
    "    otherwise download the synthetic sample once (Colab).\"\"\"\n",
    "    if os.path.exists(path):\n",
    "        return path\n",
    "    name = os.path.basename(path)\n",
    "    if not os.path.exists(name):\n",
    "        urllib.request.urlretrieve(url, name)\n",
    "    return name\n",
    "\n",
    "CSV = local_or_download(\"data/daily-summary-synthetic.csv\",\n",
    "                        \"https://aifitnessapi.com/notebooks/data/daily-summary-synthetic.csv\")\n",
    "\n",
    "# Map your file's column names to the names used below.\n",
    "COLUMNS = {\"date\": \"date\", \"steps\": \"steps\", \"sleep_hours\": \"sleep_hours\",\n",
    "           \"resting_hr_bpm\": \"resting_hr_bpm\", \"weight_kg\": \"weight_kg\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8321cc71",
   "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>steps</th>\n",
       "      <th>distance_km</th>\n",
       "      <th>active_kcal</th>\n",
       "      <th>resting_hr_bpm</th>\n",
       "      <th>avg_hr_bpm</th>\n",
       "      <th>sleep_hours</th>\n",
       "      <th>weight_kg</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>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>2026-06-01</th>\n",
       "      <td>6050</td>\n",
       "      <td>4.54</td>\n",
       "      <td>319</td>\n",
       "      <td>58</td>\n",
       "      <td>75</td>\n",
       "      <td>5.70</td>\n",
       "      <td>72.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-06-02</th>\n",
       "      <td>8397</td>\n",
       "      <td>6.30</td>\n",
       "      <td>354</td>\n",
       "      <td>62</td>\n",
       "      <td>77</td>\n",
       "      <td>6.60</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-06-03</th>\n",
       "      <td>7548</td>\n",
       "      <td>5.66</td>\n",
       "      <td>449</td>\n",
       "      <td>52</td>\n",
       "      <td>77</td>\n",
       "      <td>6.28</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-06-04</th>\n",
       "      <td>7349</td>\n",
       "      <td>5.51</td>\n",
       "      <td>411</td>\n",
       "      <td>60</td>\n",
       "      <td>76</td>\n",
       "      <td>4.77</td>\n",
       "      <td>72.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-06-05</th>\n",
       "      <td>7445</td>\n",
       "      <td>5.58</td>\n",
       "      <td>349</td>\n",
       "      <td>55</td>\n",
       "      <td>79</td>\n",
       "      <td>5.70</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            steps  distance_km  active_kcal  resting_hr_bpm  avg_hr_bpm  \\\n",
       "date                                                                      \n",
       "2026-06-01   6050         4.54          319              58          75   \n",
       "2026-06-02   8397         6.30          354              62          77   \n",
       "2026-06-03   7548         5.66          449              52          77   \n",
       "2026-06-04   7349         5.51          411              60          76   \n",
       "2026-06-05   7445         5.58          349              55          79   \n",
       "\n",
       "            sleep_hours  weight_kg  \n",
       "date                                \n",
       "2026-06-01         5.70       72.4  \n",
       "2026-06-02         6.60        NaN  \n",
       "2026-06-03         6.28        NaN  \n",
       "2026-06-04         4.77       72.2  \n",
       "2026-06-05         5.70        NaN  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "d = pd.read_csv(CSV, comment=\"#\").rename(columns={v: k for k, v in COLUMNS.items()})\n",
    "d[\"date\"] = pd.to_datetime(d[\"date\"])\n",
    "d = d.set_index(\"date\").sort_index()\n",
    "d.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8890cef9",
   "metadata": {},
   "source": [
    "## Rolling means\n",
    "\n",
    "Day-to-day numbers are noisy; a 7-day rolling mean is the usual first look. `min_periods` keeps the first days from being blank."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b1bb48f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x504 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams.update({\"figure.figsize\": (10, 3.2), \"axes.spines.top\": False, \"axes.spines.right\": False,\n",
    "                     \"axes.grid\": True, \"grid.alpha\": 0.3, \"figure.dpi\": 72})\n",
    "\n",
    "fig, axes = plt.subplots(3, 1, figsize=(10, 7), sharex=True)\n",
    "for ax, col, unit in zip(axes, [\"steps\", \"sleep_hours\", \"resting_hr_bpm\"], [\"steps\", \"hours\", \"bpm\"]):\n",
    "    d[col].plot(ax=ax, lw=0.7, alpha=0.6, label=\"daily\")\n",
    "    d[col].rolling(7, min_periods=3).mean().plot(ax=ax, lw=2, label=\"7-day mean\")\n",
    "    ax.set_ylabel(unit); ax.set_title(col + \" (synthetic)\", fontsize=10)\n",
    "axes[0].legend(loc=\"upper right\")\n",
    "axes[-1].set_xlabel(\"\")\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a491cde4",
   "metadata": {},
   "source": [
    "## Weight: sparse readings\n",
    "\n",
    "Weight is logged every few days, so most rows are empty. Plot the readings themselves, and interpolate only for a trend line."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e9b7ccb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x230.4 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "40 readings over 120 days\n"
     ]
    }
   ],
   "source": [
    "w = d[\"weight_kg\"].dropna()\n",
    "ax = w.plot(style=\"o\", ms=3, label=\"readings\", title=\"Weight (synthetic)\")\n",
    "d[\"weight_kg\"].interpolate(limit_area=\"inside\").rolling(14, min_periods=5).mean().plot(ax=ax, lw=2, label=\"14-day trend\")\n",
    "ax.set_ylabel(\"kg\"); ax.set_xlabel(\"\"); ax.legend()\n",
    "plt.show()\n",
    "print(f\"{len(w)} readings over {len(d)} days\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3601f457",
   "metadata": {},
   "source": [
    "## Does sleep move with resting heart rate?\n",
    "\n",
    "A correlation and a scatter are the honest first step. On this synthetic file the two columns were generated independently, so expect a value near zero: the point is the method, not the result."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "209506aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = d[\"sleep_hours\"].corr(d[\"resting_hr_bpm\"])\n",
    "ax = d.plot.scatter(x=\"sleep_hours\", y=\"resting_hr_bpm\", s=12, figsize=(5, 4),\n",
    "                    title=f\"Sleep vs resting HR, r = {r:.2f} (synthetic)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c87d2471",
   "metadata": {},
   "source": [
    "## Weekly view\n",
    "\n",
    "`resample(\"W-MON\", label=\"left\", closed=\"left\")` gives Monday-starting weeks. Steps are summed and averaged; sleep and heart rate are averaged."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c28b48a8",
   "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>steps_total</th>\n",
       "      <th>steps_per_day</th>\n",
       "      <th>sleep_hours</th>\n",
       "      <th>resting_hr</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2026-06-01</th>\n",
       "      <td>48636</td>\n",
       "      <td>6948.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>57.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-06-08</th>\n",
       "      <td>49726</td>\n",
       "      <td>7103.7</td>\n",
       "      <td>5.9</td>\n",
       "      <td>59.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-06-15</th>\n",
       "      <td>49932</td>\n",
       "      <td>7133.1</td>\n",
       "      <td>5.2</td>\n",
       "      <td>56.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-06-22</th>\n",
       "      <td>45639</td>\n",
       "      <td>6519.9</td>\n",
       "      <td>5.6</td>\n",
       "      <td>56.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-06-29</th>\n",
       "      <td>46315</td>\n",
       "      <td>6616.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>57.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-07-06</th>\n",
       "      <td>47688</td>\n",
       "      <td>6812.6</td>\n",
       "      <td>5.4</td>\n",
       "      <td>57.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-07-13</th>\n",
       "      <td>50089</td>\n",
       "      <td>7155.6</td>\n",
       "      <td>5.5</td>\n",
       "      <td>56.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-07-20</th>\n",
       "      <td>50629</td>\n",
       "      <td>7232.7</td>\n",
       "      <td>5.3</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-07-27</th>\n",
       "      <td>49161</td>\n",
       "      <td>7023.0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>56.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-08-03</th>\n",
       "      <td>47184</td>\n",
       "      <td>6740.6</td>\n",
       "      <td>5.7</td>\n",
       "      <td>56.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-08-10</th>\n",
       "      <td>51478</td>\n",
       "      <td>7354.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>58.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-08-17</th>\n",
       "      <td>48355</td>\n",
       "      <td>6907.9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-08-24</th>\n",
       "      <td>49487</td>\n",
       "      <td>7069.6</td>\n",
       "      <td>5.8</td>\n",
       "      <td>57.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-08-31</th>\n",
       "      <td>50143</td>\n",
       "      <td>7163.3</td>\n",
       "      <td>5.4</td>\n",
       "      <td>57.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-09-07</th>\n",
       "      <td>47739</td>\n",
       "      <td>6819.9</td>\n",
       "      <td>5.8</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-09-14</th>\n",
       "      <td>49420</td>\n",
       "      <td>7060.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>56.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-09-21</th>\n",
       "      <td>48067</td>\n",
       "      <td>6866.7</td>\n",
       "      <td>5.4</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026-09-28</th>\n",
       "      <td>7042</td>\n",
       "      <td>7042.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            steps_total  steps_per_day  sleep_hours  resting_hr\n",
       "date                                                           \n",
       "2026-06-01        48636         6948.0          5.6        57.3\n",
       "2026-06-08        49726         7103.7          5.9        59.1\n",
       "2026-06-15        49932         7133.1          5.2        56.3\n",
       "2026-06-22        45639         6519.9          5.6        56.3\n",
       "2026-06-29        46315         6616.4          5.6        57.6\n",
       "2026-07-06        47688         6812.6          5.4        57.4\n",
       "2026-07-13        50089         7155.6          5.5        56.3\n",
       "2026-07-20        50629         7232.7          5.3        57.0\n",
       "2026-07-27        49161         7023.0          5.7        56.6\n",
       "2026-08-03        47184         6740.6          5.7        56.6\n",
       "2026-08-10        51478         7354.0          5.5        58.7\n",
       "2026-08-17        48355         6907.9          5.4        56.0\n",
       "2026-08-24        49487         7069.6          5.8        57.7\n",
       "2026-08-31        50143         7163.3          5.4        57.3\n",
       "2026-09-07        47739         6819.9          5.8        56.0\n",
       "2026-09-14        49420         7060.0          5.5        56.3\n",
       "2026-09-21        48067         6866.7          5.4        57.0\n",
       "2026-09-28         7042         7042.0          5.6        61.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekly = d.resample(\"W-MON\", label=\"left\", closed=\"left\").agg(\n",
    "    {\"steps\": [\"sum\", \"mean\"], \"sleep_hours\": \"mean\", \"resting_hr_bpm\": \"mean\"}).round(1)\n",
    "weekly.columns = [\"steps_total\", \"steps_per_day\", \"sleep_hours\", \"resting_hr\"]\n",
    "weekly"
   ]
  }
 ],
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