{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fcfbbb8b",
   "metadata": {},
   "source": [
    "# How full were Los Angeles County's hospitals?\n",
    "\n",
    "Every hospital in Los Angeles County that reported to the U.S. Department of Health and Human Services (HHS), week by\n",
    "week from June 2020 to April 2024, and every census tract by how far its people live from a general hospital.\n",
    "\n",
    "HHS published each hospital as a row with an address, each week: beds, beds in use, COVID-19 patients, staffed adult\n",
    "ICU beds. The Census Bureau publishes people by tract. The shapes in `data/geometry/` were made in\n",
    "[Plotlay](https://www.getplotlay.com), which keyed the hospitals by their CMS number and the tracts by their GEOID.\n",
    "This notebook reads only `../data`. Every value is a weekly total per hospital as HHS published it: no patient-level data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "910f1fce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "86 hospitals; 203 weeks from 2020-06-07 to 2024-04-21 ; 2495 tracts\n",
      "type\n",
      "General (short term)    76\n",
      "Long term care           7\n",
      "Children's               2\n",
      "Critical access          1\n"
     ]
    }
   ],
   "source": [
    "import numpy as np, pandas as pd, geopandas as gpd, matplotlib.pyplot as plt\n",
    "DATA = '../data'\n",
    "plt.rcParams.update({'figure.dpi': 110, 'axes.spines.top': False, 'axes.spines.right': False, 'font.size': 10})\n",
    "h = pd.read_csv(f'{DATA}/tables/hospitals.csv', dtype={'hospital_pk': str})\n",
    "w = pd.read_csv(f'{DATA}/tables/hospital_weeks.csv', dtype={'hospital_pk': str}, parse_dates=['week'])\n",
    "t = pd.read_csv(f'{DATA}/tables/tract_access.csv', dtype={'geoid': str})\n",
    "print(len(h), 'hospitals;', w.week.nunique(), 'weeks from', w.week.min().date(), 'to', w.week.max().date(), ';', len(t), 'tracts')\n",
    "print(h.type.value_counts().to_string())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5847e7ba",
   "metadata": {},
   "source": [
    "## 1. The county, week by week\n",
    "\n",
    "County totals add up the hospitals that reported each week. A share in use is the beds in use over the beds, both\n",
    "added up first, so a big hospital counts for more than a small one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9305c7f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Busiest week: 2021-01-03, 8,316 COVID-19 patients, 80.6% of 19,773 beds in use, ICU 88.5%\n",
      "Fullest ICU week: 2021-01-17, 91.6%\n",
      "5 March 2023: 609 COVID-19 patients, 80.9% of 17,601 beds in use\n",
      "Beds reported: 19,773 in the peak week, surge beds included; 17,601 on 5 March 2023 (2,173 fewer)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x660 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = w.groupby('week').agg(hospitals=('hospital_pk', 'nunique'), beds=('beds', 'sum'), beds_used=('beds_used', 'sum'), covid=('covid_patients', 'sum'), icu_beds=('icu_beds', 'sum'), icu_used=('icu_used', 'sum'))\n",
    "g['in_use'] = 100 * g.beds_used / g.beds; g['icu_in_use'] = 100 * g.icu_used / g.icu_beds\n",
    "peak = g.covid.idxmax()\n",
    "print(f\"Busiest week: {peak.date()}, {g.covid[peak]:,.0f} COVID-19 patients, {g.in_use[peak]:.1f}% of {g.beds[peak]:,.0f} beds in use, ICU {g.icu_in_use[peak]:.1f}%\")\n",
    "print(f\"Fullest ICU week: {g.icu_in_use.idxmax().date()}, {g.icu_in_use.max():.1f}%\")\n",
    "m = pd.Timestamp('2023-03-05')\n",
    "print(f\"5 March 2023: {g.covid[m]:,.0f} COVID-19 patients, {g.in_use[m]:.1f}% of {g.beds[m]:,.0f} beds in use\")\n",
    "print(f\"Beds reported: {g.beds[peak]:,.0f} in the peak week, surge beds included; {g.beds[m]:,.0f} on 5 March 2023 ({g.beds[peak] - g.beds[m]:,.0f} fewer)\")\n",
    "fig, ax = plt.subplots(2, 1, figsize=(10, 6), sharex=True)\n",
    "ax[0].plot(g.index, g.covid, color='#cf3b26'); ax[0].set_ylabel('COVID-19 patients')\n",
    "ax[1].plot(g.index, g.in_use, label='Inpatient beds', color='#1d4f91'); ax[1].plot(g.index, g.icu_in_use, label='Staffed adult ICU beds', color='#e69f00')\n",
    "ax[1].set_ylabel('% in use'); ax[1].legend(frameon=False); ax[1].set_ylim(50, 100)\n",
    "# the bed counts step down in the week of 12 July 2020, the first week the file reports staffed ICU beds\n",
    "ax[1].axvline(pd.Timestamp('2020-07-12'), color='#999', lw=0.8, ls=':')\n",
    "ax[0].set_title('Los Angeles County hospitals, each week'); plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8feda35",
   "metadata": {},
   "source": [
    "## 2. The surge week, hospital by hospital"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a00c2b61",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "32 of 83 hospitals reporting were 90% full or fuller; 39 of 76 had their staffed adult ICU 95% full or fuller\n"
     ]
    }
   ],
   "source": [
    "pw = w[w.week == peak]\n",
    "print(f\"{(pw.occupancy >= 90).sum()} of {pw.occupancy.notna().sum()} hospitals reporting were 90% full or fuller; \"\n",
    "      f\"{(pw.icu_occupancy >= 95).sum()} of {pw.icu_occupancy.notna().sum()} had their staffed adult ICU 95% full or fuller\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b38ae00",
   "metadata": {},
   "source": [
    "## 3. After the pandemic\n",
    "\n",
    "`occupancy_2023_24` is each hospital's beds in use over its beds, all weeks of 2023 and 2024 (to 21 April) added up."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "09fa99cc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16 of 74 general hospitals averaged 90% or fuller\n"
     ]
    },
    {
     "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>name</th>\n",
       "      <th>city</th>\n",
       "      <th>beds_2023_24</th>\n",
       "      <th>occupancy_2023_24</th>\n",
       "      <th>occupancy_surge</th>\n",
       "      <th>weeks_90</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Martin Luther King, Jr. Community Hospital</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>131.0</td>\n",
       "      <td>98.1</td>\n",
       "      <td>86.3</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Ronald Reagan UCLA Medical Center</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>424.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>91.6</td>\n",
       "      <td>193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>USC Arcadia Hospital</td>\n",
       "      <td>Arcadia</td>\n",
       "      <td>207.9</td>\n",
       "      <td>96.8</td>\n",
       "      <td>96.2</td>\n",
       "      <td>193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>City of Hope Helford Clinical Research Hospital</td>\n",
       "      <td>Duarte</td>\n",
       "      <td>233.0</td>\n",
       "      <td>96.2</td>\n",
       "      <td>97.9</td>\n",
       "      <td>203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Providence Holy Cross Medical Center</td>\n",
       "      <td>Mission Hills</td>\n",
       "      <td>262.1</td>\n",
       "      <td>95.6</td>\n",
       "      <td>95.2</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Antelope Valley Hospital</td>\n",
       "      <td>Lancaster</td>\n",
       "      <td>261.0</td>\n",
       "      <td>95.4</td>\n",
       "      <td>94.9</td>\n",
       "      <td>190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Glendale Adventist Medical Center</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>274.4</td>\n",
       "      <td>94.6</td>\n",
       "      <td>95.2</td>\n",
       "      <td>163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Keck Hospital of USC</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>268.6</td>\n",
       "      <td>93.5</td>\n",
       "      <td>93.6</td>\n",
       "      <td>192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Saint Francis Medical Center</td>\n",
       "      <td>Lynwood</td>\n",
       "      <td>267.7</td>\n",
       "      <td>93.4</td>\n",
       "      <td>90.4</td>\n",
       "      <td>166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Santa Monica - UCLA Med Ctr &amp; Orthopaedic Hosp...</td>\n",
       "      <td>Santa Monica</td>\n",
       "      <td>268.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>84.7</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Cedars-Sinai Medical Center</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>908.3</td>\n",
       "      <td>92.0</td>\n",
       "      <td>93.9</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Providence Little Company of Mary Med Ctr Torr...</td>\n",
       "      <td>Torrance</td>\n",
       "      <td>260.9</td>\n",
       "      <td>90.7</td>\n",
       "      <td>93.9</td>\n",
       "      <td>160</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 name           city  \\\n",
       "73         Martin Luther King, Jr. Community Hospital    Los Angeles   \n",
       "29                  Ronald Reagan UCLA Medical Center    Los Angeles   \n",
       "27                               USC Arcadia Hospital        Arcadia   \n",
       "18    City of Hope Helford Clinical Research Hospital         Duarte   \n",
       "30               Providence Holy Cross Medical Center  Mission Hills   \n",
       "1                            Antelope Valley Hospital      Lancaster   \n",
       "28                  Glendale Adventist Medical Center       Glendale   \n",
       "57                               Keck Hospital of USC    Los Angeles   \n",
       "8                        Saint Francis Medical Center        Lynwood   \n",
       "9   Santa Monica - UCLA Med Ctr & Orthopaedic Hosp...   Santa Monica   \n",
       "52                        Cedars-Sinai Medical Center    Los Angeles   \n",
       "35  Providence Little Company of Mary Med Ctr Torr...       Torrance   \n",
       "\n",
       "    beds_2023_24  occupancy_2023_24  occupancy_surge  weeks_90  \n",
       "73         131.0               98.1             86.3        75  \n",
       "29         424.0               97.5             91.6       193  \n",
       "27         207.9               96.8             96.2       193  \n",
       "18         233.0               96.2             97.9       203  \n",
       "30         262.1               95.6             95.2       170  \n",
       "1          261.0               95.4             94.9       190  \n",
       "28         274.4               94.6             95.2       163  \n",
       "57         268.6               93.5             93.6       192  \n",
       "8          267.7               93.4             90.4       166  \n",
       "9          268.0               93.0             84.7       109  \n",
       "52         908.3               92.0             93.9       180  \n",
       "35         260.9               90.7             93.9       160  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gen = h[h.type.isin(['General (short term)', 'Critical access'])]\n",
    "print(f\"{(gen.occupancy_2023_24 >= 90).sum()} of {gen.occupancy_2023_24.notna().sum()} general hospitals averaged 90% or fuller\")\n",
    "big = gen[gen.beds_2023_24 >= 100].sort_values('occupancy_2023_24', ascending=False)\n",
    "big[['name', 'city', 'beds_2023_24', 'occupancy_2023_24', 'occupancy_surge', 'weeks_90']].head(12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6c7547ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "weeks_90 matches the weekly table (Plotlay's formula column count(occupancy >= 90) gives the same)\n"
     ]
    }
   ],
   "source": [
    "check = w.groupby('hospital_pk').apply(lambda d: int((d.occupancy >= 90).sum()), include_groups=False)\n",
    "assert (h.set_index('hospital_pk').weeks_90 == check.reindex(h.hospital_pk).fillna(0).astype(int).values).all()\n",
    "print(\"weeks_90 matches the weekly table (Plotlay's formula column count(occupancy >= 90) gives the same)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0eae9d08",
   "metadata": {},
   "source": [
    "## 4. How far people live from a general hospital\n",
    "\n",
    "`nearest_km` is the straight line from a point inside each tract to the nearest general hospital (short term or\n",
    "critical access) reporting in 2023-24. It is not a drive: freeways, hills and the traffic make a drive longer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d4a33d73",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "band\n",
      "0 to 2 km        30.3\n",
      "2 to 5 km        52.6\n",
      "5 to 10 km       14.5\n",
      "10 to 20 km       2.2\n",
      "20 km or more     0.5\n",
      "9,936,690 residents; half within 2.84 km; the average resident 3.43 km; 258,746 live 10 km or more away\n",
      "Antelope Valley: 411,291 people, 7.58 km on average, 1.09 beds per 1,000 within 10 km (county 1.67)\n"
     ]
    }
   ],
   "source": [
    "pop = t.population.sum()\n",
    "bands = ['0 to 2 km', '2 to 5 km', '5 to 10 km', '10 to 20 km', '20 km or more']\n",
    "b = t.groupby('band').population.sum().reindex(bands)\n",
    "print((b / pop * 100).round(1).to_string())\n",
    "o = t.sort_values('nearest_km'); med = o.nearest_km[o.population.cumsum() >= pop / 2].iloc[0]\n",
    "print(f\"{pop:,} residents; half within {med:.2f} km; the average resident {np.average(t.nearest_km, weights=t.population + 1e-9):.2f} km; {t[t.nearest_km >= 10].population.sum():,} live 10 km or more away\")\n",
    "av = t[t.nearest_hospital.isin(['Antelope Valley Hospital', 'Palmdale Regional Medical Center'])]\n",
    "print(f\"Antelope Valley: {av.population.sum():,} people, {np.average(av.nearest_km, weights=av.population + 1e-9):.2f} km on average, \"\n",
    "      f\"{np.average(av.beds_per_1000_10km, weights=av.population + 1e-9):.2f} beds per 1,000 within 10 km (county {np.average(t.beds_per_1000_10km, weights=t.population + 1e-9):.2f})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4a6ac997",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Los Angeles County census tracts')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 990x990 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tr = gpd.read_file(f'{DATA}/geometry/tracts.geojson').merge(t[['geoid', 'nearest_km']], left_on='key', right_on='geoid')\n",
    "hs = gpd.read_file(f'{DATA}/geometry/hospitals.geojson')\n",
    "ax = tr.plot(column='nearest_km', cmap='YlGnBu', scheme=None, vmin=0, vmax=20, figsize=(9, 9), legend=True, legend_kwds={'label': 'km to the nearest general hospital (straight line)', 'shrink': .6})\n",
    "hs.to_crs(3310).centroid.to_crs(4326).plot(ax=ax, color='#cf3b26', markersize=8); ax.set_axis_off(); ax.set_title('Los Angeles County census tracts')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d09d00cd",
   "metadata": {},
   "source": [
    "## 5. Check against Plotlay's export\n",
    "\n",
    "The data layer's linked data, exported from Plotlay, has the same weeks for the same keys."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "46e89f6e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "86 hospital shapes; all keyed to a row of hospitals.csv: True\n"
     ]
    }
   ],
   "source": [
    "import glob, os\n",
    "f = sorted(glob.glob(f'{DATA}/geometry/hospitals.geojson'))[0]\n",
    "keys = set(gpd.read_file(f).key.astype(str))\n",
    "print(len(keys), 'hospital shapes;', 'all keyed to a row of hospitals.csv:', keys == set(h.hospital_pk))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b853f0aa",
   "metadata": {},
   "source": [
    "## Read it carefully\n",
    "\n",
    "- **The data stopped in May 2024**, when hospitals no longer had to report. A week is a 7-day average, Sunday to Saturday.\n",
    "- **Beds are what each hospital reported**: staffed inpatient beds, surge and overflow beds included. The count fell\n",
    "  after the surge, so a share in use can hold steady with fewer patients.\n",
    "- **Small counts are suppressed** by HHS (-999999 in the source): blank here, never zero.\n",
    "- **Two records are not hospitals of their own**: 05T782 repeated Casa Colina week for week from December 2022 (dropped);\n",
    "  05T485 was a 42-bed temporary site at Long Beach Medical Center in late 2020 (added to that hospital).\n",
    "- **Distances are straight lines**, not drive times. Beds per 1,000 within 10 km ignores the county line, so the edges\n",
    "  read low."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
