{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "33f5bdd6",
   "metadata": {},
   "source": [
    "# If Oklahoma's weakest rural hospitals closed\n",
    "\n",
    "A scenario, not a forecast. Which of Oklahoma's rural hospitals are financially weakest by one written rule, how far\n",
    "people would then drive to the nearest hospital, and how full the hospitals that stay open would get.\n",
    "\n",
    "- **The rule** uses the hospitals' own Medicare cost reports (CMS HCRIS, fiscal years 2021 to 2024): a total margin\n",
    "  below zero in at least 3 of the 4 years, and a Medicaid share of charges at or above the median for rural hospitals\n",
    "  across the United States. Meeting it does not mean a hospital will close.\n",
    "- **Drive times** were worked out with Plotlay's drive-time engine over the U.S. Census Bureau's TIGER/Line 2024 roads,\n",
    "  from every Oklahoma block group's centre of population to the nearest hospital open to everyone.\n",
    "- **Beds** are HHS's weekly hospital capacity data for the last year hospitals reported (May 2023 to April 2024), or\n",
    "  the cost report where HHS has nothing.\n",
    "\n",
    "This notebook reads only `../data`. Every value is per hospital, per block group or per county: no patient-level data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8a67fdff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "293 hospitals in Oklahoma and the counties round it; 103 in Oklahoma\n",
      "3374 block groups, 4,028,634 people (ACS 2020-24)\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={'ccn': str})\n",
    "b = pd.read_csv(f'{DATA}/tables/blockgroups.csv', dtype={'geoid': str})\n",
    "cr = pd.read_csv(f'{DATA}/tables/cost_reports.csv', dtype={'ccn': str})\n",
    "rs = pd.read_csv(f'{DATA}/tables/risk_by_state.csv')\n",
    "t = pd.read_csv(f'{DATA}/tables/rural_terminations_us.csv', dtype=str)\n",
    "print(len(h), 'hospitals in Oklahoma and the counties round it;', (h.state == 'OK').sum(), 'in Oklahoma')\n",
    "print(len(b), 'block groups,', f'{b.population.sum():,}', 'people (ACS 2020-24)')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "619454a8",
   "metadata": {},
   "source": [
    "## 1. The rule, state by state\n",
    "\n",
    "`risk_by_state.csv` counts, for every state, the rural hospitals with cost reports for 2021 to 2024 (tribal and Indian\n",
    "Health Service hospitals left out, their margins are not comparable) and how many meet the rule."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1eb01373",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "state  rural_hospitals  loss_3plus  meets_rule  share_meeting\n",
      "   OK               79          31          20          0.253\n",
      "   NY               56          16          13          0.232\n",
      "   TN               54          22          12          0.222\n",
      "   CA               64          13          12          0.188\n",
      "   LA               61          12          12          0.197\n",
      "   IN               54          12          11          0.204\n",
      "   IL               84          13          10          0.119\n",
      "   OR               35           9           9          0.257\n",
      "United States: 212 of 2380 rural hospitals meet the rule\n"
     ]
    }
   ],
   "source": [
    "print(rs.sort_values('meets_rule', ascending=False).head(8).to_string(index=False))\n",
    "print(f\"United States: {rs.meets_rule.sum()} of {rs.rural_hospitals.sum()} rural hospitals meet the rule\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39fb8e43",
   "metadata": {},
   "source": [
    "## 2. Oklahoma's rural hospitals\n",
    "\n",
    "`loss_years` counts the cost reports of 2021 to 2024 with a total margin below zero; `medicaid_share` is the median\n",
    "Medicaid share of charges, in per cent. The rule: `loss_years >= 3` and `medicaid_share >= 15.06`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d7f4c7cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "74 rural hospitals in Oklahoma; 16 meet the rule\n",
      "27 lost money in 3 or more of the 4 years (tribal and IHS hospitals included)\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>town</th>\n",
       "      <th>type</th>\n",
       "      <th>beds</th>\n",
       "      <th>patients</th>\n",
       "      <th>loss_years</th>\n",
       "      <th>medicaid_share</th>\n",
       "      <th>margin_2024</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Jackson County Memorial Hospital Authority</td>\n",
       "      <td>Altus</td>\n",
       "      <td>Short-term</td>\n",
       "      <td>36.0</td>\n",
       "      <td>21.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>-2.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Pushmataha County Town of Antlers Hospital</td>\n",
       "      <td>Antlers</td>\n",
       "      <td>Short-term</td>\n",
       "      <td>15.8</td>\n",
       "      <td>7.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>25.4</td>\n",
       "      <td>-39.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Hillcrest Hospital Cushing</td>\n",
       "      <td>Cushing</td>\n",
       "      <td>Short-term</td>\n",
       "      <td>19.4</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>25.8</td>\n",
       "      <td>-15.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Great Plains Regional Medical Center</td>\n",
       "      <td>Elk City</td>\n",
       "      <td>Short-term</td>\n",
       "      <td>62.0</td>\n",
       "      <td>25.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.2</td>\n",
       "      <td>-11.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Fairview Regional Medical Center Authority</td>\n",
       "      <td>Fairview</td>\n",
       "      <td>Critical access</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.8</td>\n",
       "      <td>-0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>INTEGRIS Grove Hospital</td>\n",
       "      <td>Grove</td>\n",
       "      <td>Short-term</td>\n",
       "      <td>32.2</td>\n",
       "      <td>16.8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>-0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Hillcrest Hospital Henryetta</td>\n",
       "      <td>Henryetta</td>\n",
       "      <td>Short-term</td>\n",
       "      <td>13.5</td>\n",
       "      <td>9.9</td>\n",
       "      <td>4.0</td>\n",
       "      <td>23.2</td>\n",
       "      <td>-15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Harmon Memorial Hospital</td>\n",
       "      <td>Hollis</td>\n",
       "      <td>Critical access</td>\n",
       "      <td>22.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>16.8</td>\n",
       "      <td>-1.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Choctaw Memorial Hospital</td>\n",
       "      <td>Hugo</td>\n",
       "      <td>Short-term</td>\n",
       "      <td>34.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>26.5</td>\n",
       "      <td>-4.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Mercy Health Love County</td>\n",
       "      <td>Marietta</td>\n",
       "      <td>Critical access</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>16.5</td>\n",
       "      <td>-12.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>McAlester Regional Health Center</td>\n",
       "      <td>McAlester</td>\n",
       "      <td>Short-term</td>\n",
       "      <td>96.0</td>\n",
       "      <td>51.6</td>\n",
       "      <td>4.0</td>\n",
       "      <td>22.2</td>\n",
       "      <td>-10.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>INTEGRIS Miami Hospital</td>\n",
       "      <td>Miami</td>\n",
       "      <td>Short-term</td>\n",
       "      <td>30.0</td>\n",
       "      <td>14.2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>-10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Eastern Oklahoma Medical Center</td>\n",
       "      <td>Poteau</td>\n",
       "      <td>Critical access</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>21.5</td>\n",
       "      <td>-2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Northeastern Health System Sequoyah</td>\n",
       "      <td>Sallisaw</td>\n",
       "      <td>Short-term</td>\n",
       "      <td>56.4</td>\n",
       "      <td>11.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>25.9</td>\n",
       "      <td>29.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Wagoner Community Hospital</td>\n",
       "      <td>Wagoner</td>\n",
       "      <td>Short-term</td>\n",
       "      <td>16.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>37.7</td>\n",
       "      <td>-5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>INTEGRIS Health Woodward</td>\n",
       "      <td>Woodward</td>\n",
       "      <td>Short-term</td>\n",
       "      <td>18.4</td>\n",
       "      <td>10.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>19.9</td>\n",
       "      <td>-40.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           name       town             type  \\\n",
       "103  Jackson County Memorial Hospital Authority      Altus       Short-term   \n",
       "117  Pushmataha County Town of Antlers Hospital    Antlers       Short-term   \n",
       "123                  Hillcrest Hospital Cushing    Cushing       Short-term   \n",
       "101        Great Plains Regional Medical Center   Elk City       Short-term   \n",
       "181  Fairview Regional Medical Center Authority   Fairview  Critical access   \n",
       "127                     INTEGRIS Grove Hospital      Grove       Short-term   \n",
       "136                Hillcrest Hospital Henryetta  Henryetta       Short-term   \n",
       "190                    Harmon Memorial Hospital     Hollis  Critical access   \n",
       "124                   Choctaw Memorial Hospital       Hugo       Short-term   \n",
       "161                    Mercy Health Love County   Marietta  Critical access   \n",
       "108            McAlester Regional Health Center  McAlester       Short-term   \n",
       "93                      INTEGRIS Miami Hospital      Miami       Short-term   \n",
       "189             Eastern Oklahoma Medical Center     Poteau  Critical access   \n",
       "126         Northeastern Health System Sequoyah   Sallisaw       Short-term   \n",
       "131                  Wagoner Community Hospital    Wagoner       Short-term   \n",
       "92                     INTEGRIS Health Woodward   Woodward       Short-term   \n",
       "\n",
       "     beds  patients  loss_years  medicaid_share  margin_2024  \n",
       "103  36.0      21.8         3.0            18.0         -2.9  \n",
       "117  15.8       7.6         3.0            25.4        -39.6  \n",
       "123  19.4       6.3         4.0            25.8        -15.9  \n",
       "101  62.0      25.7         3.0            20.2        -11.2  \n",
       "181  25.0       2.1         3.0            15.8         -0.8  \n",
       "127  32.2      16.8         4.0            18.7         -0.9  \n",
       "136  13.5       9.9         4.0            23.2        -15.0  \n",
       "190  22.0       3.5         4.0            16.8         -1.3  \n",
       "124  34.0       8.0         3.0            26.5         -4.3  \n",
       "161  25.0       7.4         3.0            16.5        -12.4  \n",
       "108  96.0      51.6         4.0            22.2        -10.9  \n",
       "93   30.0      14.2         4.0            23.0        -10.0  \n",
       "189  24.0      10.8         3.0            21.5         -2.4  \n",
       "126  56.4      11.4         3.0            25.9         29.2  \n",
       "131  16.0       7.7         3.0            37.7         -5.1  \n",
       "92   18.4      10.2         3.0            19.9        -40.6  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ok = h[(h.state == 'OK') & (h.rural == 'Rural')]\n",
    "meets = ok[ok.in_scenario.str.startswith('Meets')]\n",
    "print(f\"{len(ok)} rural hospitals in Oklahoma; {len(meets)} meet the rule\")\n",
    "print(f\"{int((ok.loss_years >= 3).sum())} lost money in 3 or more of the 4 years (tribal and IHS hospitals included)\")\n",
    "meets[['name', 'town', 'type', 'beds', 'patients', 'loss_years', 'medicaid_share', 'margin_2024']].sort_values('town')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9968c93f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the same 16 from the cost reports: True\n"
     ]
    }
   ],
   "source": [
    "# the rule again from the cost reports themselves (fiscal years 2021 to 2024)\n",
    "g = cr.groupby('ccn').agg(n=('fiscal_year', 'nunique'), loss=('total_margin', lambda s: int((s < 0).sum())), med=('medicaid_share_of_charges', 'median'))\n",
    "again = set(g[(g.n >= 3) & (g.loss >= 3) & (g.med >= 0.1506)].index) & set(ok[~ok.in_scenario.str.startswith('Tribal')].ccn)\n",
    "print('the same 16 from the cost reports:', again == set(meets.ccn))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b1f3239",
   "metadata": {},
   "source": [
    "## 3. Rural hospitals that stopped inpatient care since 2005\n",
    "\n",
    "From the CMS Provider of Services file: every rural short-term or critical access hospital whose Medicare agreement\n",
    "ended since 2005, classed by what the file shows at the same place afterwards. `continued` (a new provider number, a\n",
    "new owner or a change of type) is not a closure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0d7c0301",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "class\n",
      "continued    413\n",
      "closed       236\n",
      "reh           54\n",
      "reopened      34\n",
      "United States: 324 rural hospitals stopped inpatient care (54 became Rural Emergency Hospitals)\n",
      "                               name         city      ended    class\n",
      "      USPHS CLINTON INDIAN HOSPITAL      CLINTON 2007-01-12   closed\n",
      "          PAWNEE MUNICIPAL HOSPITAL       PAWNEE 2007-08-31   closed\n",
      "            SEMINOLE MEDICAL CENTER     SEMINOLE 2007-09-30 reopened\n",
      "        MUSKOGEE COMMUNITY HOSPITAL     MUSKOGEE 2012-07-01   closed\n",
      "MEMORIAL HOSPITAL & PHYSICIAN GROUP    FREDERICK 2016-03-31   closed\n",
      "                EPIC MEDICAL CENTER      EUFAULA 2016-05-24   closed\n",
      "             CRAIG GENERAL HOSPITAL       VINITA 2016-12-04 reopened\n",
      "           SAYRE COMMUNITY HOSPITAL        SAYRE 2017-03-08 reopened\n",
      "           SAYRE COMMUNITY HOSPITAL        SAYRE 2018-08-20   closed\n",
      "    LATIMER COUNTY GENERAL HOSPITAL    WILBURTON 2018-11-11   closed\n",
      "    PAULS VALLEY HOSPITAL AUTHORITY PAULS VALLEY 2018-11-18 reopened\n",
      "             MERCY HOSPITAL EL RENO      EL RENO 2019-05-01   closed\n",
      "             ALLIANCEHEALTH CLINTON      CLINTON 2022-12-31 reopened\n",
      "         STILLWATER MEDICAL - PERRY        PERRY 2023-03-31      reh\n",
      "       STILLWATER MEDICAL-BLACKWELL    BLACKWELL 2023-06-30      reh\n",
      "   HARPER COUNTY COMMUNITY HOSPITAL      BUFFALO 2023-09-30      reh\n",
      "           ELKVIEW GENERAL HOSPITAL       HOBART 2024-06-30      reh\n",
      "          CLAREMORE INDIAN HOSPITAL    CLAREMORE 2025-09-30   closed\n",
      "                  MEMORIAL HOSPITAL     STILWELL 2026-03-04      reh\n",
      "           ASCENSION ST JOHN NOWATA       NOWATA 2026-07-31      reh\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x111021970>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x385 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t['year'] = t.ended.str[:4].astype(int)\n",
    "print(t['class'].value_counts().to_string())\n",
    "ended = t[t['class'].isin(['closed', 'reopened', 'reh'])]\n",
    "print(f\"United States: {len(ended)} rural hospitals stopped inpatient care ({(ended['class'] == 'reh').sum()} became Rural Emergency Hospitals)\")\n",
    "print(ended[ended.state == 'OK'][['name', 'city', 'ended', 'class']].to_string(index=False))\n",
    "ax = ended.groupby(['year', 'class']).size().unstack(fill_value=0)[['closed', 'reopened', 'reh']].plot.bar(stacked=True, figsize=(10, 3.5), color=['#b91c1c', '#2563eb', '#f59e0b'], width=0.8)\n",
    "ax.set_xlabel(''); ax.set_ylabel('Hospitals'); ax.set_title('Rural inpatient closures and conversions, United States'); ax.legend(frameon=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52e87e3f",
   "metadata": {},
   "source": [
    "## 4. The drive to the nearest hospital\n",
    "\n",
    "`minutes_today` and `minutes_scenario` are the minutes from each block group's centre of population to the nearest\n",
    "hospital open to everyone, today and with the 16 hospitals gone. The averages are weighted by people."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fb6fa415",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Oklahoma, the average drive: 10.7 min today, 12.8 min in the scenario\n",
      "Rural block groups (1,415,721 people): 12.6 min today, 18.3 min\n",
      "more than 30 min:   132,970 today,   348,649 in the scenario\n",
      "more than 45 min:    11,902 today,    91,235 in the scenario\n",
      "more than 60 min:     2,894 today,    16,978 in the scenario\n",
      "369,390 people would drive longer, 22.8 min longer on average\n"
     ]
    }
   ],
   "source": [
    "w = b.population\n",
    "avg = lambda c, m=slice(None): np.average(b.loc[m, c], weights=w[m])\n",
    "print(f\"Oklahoma, the average drive: {avg('minutes_today'):.1f} min today, {avg('minutes_scenario'):.1f} min in the scenario\")\n",
    "r = b.rural == 'Rural'\n",
    "print(f\"Rural block groups ({w[r].sum():,} people): {avg('minutes_today', r):.1f} min today, {avg('minutes_scenario', r):.1f} min\")\n",
    "for m in (30, 45, 60): print(f\"more than {m} min: {w[b.minutes_today > m].sum():>9,} today, {w[b.minutes_scenario > m].sum():>9,} in the scenario\")\n",
    "longer = b.minutes_added > 0.5\n",
    "print(f\"{w[longer].sum():,} people would drive longer, {np.average(b.minutes_added[longer], weights=w[longer]):.1f} min longer on average\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0556cd60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1540x550 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gb = gpd.read_file(f'{DATA}/geometry/blockgroups.geojson').merge(b, left_on='key', right_on='geoid')\n",
    "fig, ax = plt.subplots(1, 2, figsize=(14, 5))\n",
    "for a, c, title in [(ax[0], 'minutes_today', 'Today'), (ax[1], 'minutes_scenario', 'If the 16 hospitals closed')]:\n",
    "    gb.plot(column=c, cmap='YlOrRd', vmin=0, vmax=60, ax=a, legend=a is ax[1], legend_kwds={'label': 'minutes to the nearest hospital', 'shrink': .7})\n",
    "    a.set_axis_off(); a.set_title(title)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4da4ed4",
   "metadata": {},
   "source": [
    "## 5. Counties\n",
    "\n",
    "The counties' averages are the block groups' minutes weighted by their people (Plotlay rolls the block groups up into\n",
    "the counties they stand in)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "af36acb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "\n",
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       "        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>population</th>\n",
       "      <th>mean_min_today</th>\n",
       "      <th>mean_min_scenario</th>\n",
       "      <th>over30_scenario</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Pittsburg</td>\n",
       "      <td>43561</td>\n",
       "      <td>13.90</td>\n",
       "      <td>51.77</td>\n",
       "      <td>42568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Pushmataha</td>\n",
       "      <td>10790</td>\n",
       "      <td>21.24</td>\n",
       "      <td>58.07</td>\n",
       "      <td>10790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Harmon</td>\n",
       "      <td>2406</td>\n",
       "      <td>3.75</td>\n",
       "      <td>38.27</td>\n",
       "      <td>2406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Woodward</td>\n",
       "      <td>20158</td>\n",
       "      <td>9.32</td>\n",
       "      <td>41.04</td>\n",
       "      <td>19030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Jackson</td>\n",
       "      <td>24678</td>\n",
       "      <td>7.17</td>\n",
       "      <td>33.59</td>\n",
       "      <td>23351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Choctaw</td>\n",
       "      <td>14297</td>\n",
       "      <td>12.54</td>\n",
       "      <td>34.24</td>\n",
       "      <td>7590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Beckham</td>\n",
       "      <td>22148</td>\n",
       "      <td>9.18</td>\n",
       "      <td>29.31</td>\n",
       "      <td>4600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Okmulgee</td>\n",
       "      <td>36899</td>\n",
       "      <td>20.28</td>\n",
       "      <td>40.37</td>\n",
       "      <td>32136</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          name  population  mean_min_today  mean_min_scenario  over30_scenario\n",
       "60   Pittsburg       43561           13.90              51.77            42568\n",
       "63  Pushmataha       10790           21.24              58.07            10790\n",
       "28      Harmon        2406            3.75              38.27             2406\n",
       "76    Woodward       20158            9.32              41.04            19030\n",
       "32     Jackson       24678            7.17              33.59            23351\n",
       "11     Choctaw       14297           12.54              34.24             7590\n",
       "4      Beckham       22148            9.18              29.31             4600\n",
       "55    Okmulgee       36899           20.28              40.37            32136"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c = pd.read_csv(f'{DATA}/tables/counties.csv', dtype={'geoid': str})\n",
    "c.sort_values('mean_min_added', ascending=False).head(8)[['name', 'population', 'mean_min_today', 'mean_min_scenario', 'over30_scenario']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53dbf0d0",
   "metadata": {},
   "source": [
    "## 6. Beds at the hospitals that stay open\n",
    "\n",
    "Each closing hospital's patients (its average patients a day) are shared among the block groups nearest to it today in\n",
    "proportion to their people, and each share goes to the hospital nearest that block group in the scenario\n",
    "(`patient_moves.csv`, variant A). Variant B sends them to the nearest short-term general hospital instead, skipping\n",
    "critical access hospitals, which keep at most 25 beds. No beds are added and nothing else changes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "04fc6455",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Variant A: 35 hospitals take patients; 85% full or more: 4 today, 12 after; 100% or more: 1 today, 6 after\n",
      "Variant B: 20 hospitals take patients; 85% full or more: 5 today, 10 after; 100% or more: 1 today, 6 after\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\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>to_ccn</th>\n",
       "      <th>to_name</th>\n",
       "      <th>patients_a_day</th>\n",
       "      <th>town</th>\n",
       "      <th>state</th>\n",
       "      <th>beds</th>\n",
       "      <th>occupancy_today</th>\n",
       "      <th>occupancy_scenario</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>371319</td>\n",
       "      <td>Coal County General Hospital, Inc.</td>\n",
       "      <td>29.42</td>\n",
       "      <td>Coalgate</td>\n",
       "      <td>OK</td>\n",
       "      <td>25.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>133.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>371330</td>\n",
       "      <td>Mangum Regional Medical Center</td>\n",
       "      <td>19.34</td>\n",
       "      <td>Mangum</td>\n",
       "      <td>OK</td>\n",
       "      <td>21.5</td>\n",
       "      <td>49.2</td>\n",
       "      <td>139.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>371335</td>\n",
       "      <td>Haskell Regional Hospital, Inc</td>\n",
       "      <td>16.72</td>\n",
       "      <td>Stigler</td>\n",
       "      <td>OK</td>\n",
       "      <td>25.0</td>\n",
       "      <td>11.4</td>\n",
       "      <td>78.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>370245</td>\n",
       "      <td>Clinton Regional Hospital</td>\n",
       "      <td>16.54</td>\n",
       "      <td>Clinton</td>\n",
       "      <td>OK</td>\n",
       "      <td>22.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>82.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>040055</td>\n",
       "      <td>Baptist Health - Fort Smith</td>\n",
       "      <td>16.44</td>\n",
       "      <td>Fort Smith</td>\n",
       "      <td>AR</td>\n",
       "      <td>198.0</td>\n",
       "      <td>93.3</td>\n",
       "      <td>101.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>370237</td>\n",
       "      <td>Saint Francis Hospital Vinita, Inc</td>\n",
       "      <td>13.85</td>\n",
       "      <td>Vinita</td>\n",
       "      <td>OK</td>\n",
       "      <td>15.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>139.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>370025</td>\n",
       "      <td>Saint Francis Hospital Muskogee</td>\n",
       "      <td>12.47</td>\n",
       "      <td>Muskogee</td>\n",
       "      <td>OK</td>\n",
       "      <td>165.0</td>\n",
       "      <td>61.6</td>\n",
       "      <td>69.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>450196</td>\n",
       "      <td>Paris Regional Health</td>\n",
       "      <td>11.27</td>\n",
       "      <td>Paris</td>\n",
       "      <td>TX</td>\n",
       "      <td>126.9</td>\n",
       "      <td>82.1</td>\n",
       "      <td>91.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>371303</td>\n",
       "      <td>Roger Mills Memorial Hospital</td>\n",
       "      <td>9.20</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>OK</td>\n",
       "      <td>15.0</td>\n",
       "      <td>35.5</td>\n",
       "      <td>96.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>260001</td>\n",
       "      <td>Mercy Hospital Joplin</td>\n",
       "      <td>7.52</td>\n",
       "      <td>Joplin</td>\n",
       "      <td>MO</td>\n",
       "      <td>186.7</td>\n",
       "      <td>94.5</td>\n",
       "      <td>98.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   to_ccn                             to_name  patients_a_day        town  \\\n",
       "0  371319  Coal County General Hospital, Inc.           29.42    Coalgate   \n",
       "1  371330      Mangum Regional Medical Center           19.34      Mangum   \n",
       "2  371335      Haskell Regional Hospital, Inc           16.72     Stigler   \n",
       "3  370245           Clinton Regional Hospital           16.54     Clinton   \n",
       "4  040055         Baptist Health - Fort Smith           16.44  Fort Smith   \n",
       "5  370237  Saint Francis Hospital Vinita, Inc           13.85      Vinita   \n",
       "6  370025     Saint Francis Hospital Muskogee           12.47    Muskogee   \n",
       "7  450196               Paris Regional Health           11.27       Paris   \n",
       "8  371303       Roger Mills Memorial Hospital            9.20    Cheyenne   \n",
       "9  260001               Mercy Hospital Joplin            7.52      Joplin   \n",
       "\n",
       "  state   beds  occupancy_today  occupancy_scenario  \n",
       "0    OK   25.0             15.4               133.1  \n",
       "1    OK   21.5             49.2               139.2  \n",
       "2    OK   25.0             11.4                78.3  \n",
       "3    OK   22.0              7.0                82.1  \n",
       "4    AR  198.0             93.3               101.6  \n",
       "5    OK   15.0             47.0               139.3  \n",
       "6    OK  165.0             61.6                69.2  \n",
       "7    TX  126.9             82.1                91.0  \n",
       "8    OK   15.0             35.5                96.8  \n",
       "9    MO  186.7             94.5                98.5  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mv = pd.read_csv(f'{DATA}/tables/patient_moves.csv', dtype={'from_ccn': str, 'to_ccn': str})\n",
    "for v, col in [('A', 'occupancy_scenario'), ('B', 'occupancy_scenario_b')]:\n",
    "    got = mv[mv.variant == v].groupby('to_ccn').patients_a_day.sum()\n",
    "    rec = h.set_index('ccn').loc[got[got > 0.5].index]\n",
    "    known = rec[rec.occupancy_today.notna()]\n",
    "    print(f\"Variant {v}: {len(rec)} hospitals take patients; 85% full or more: {(known.occupancy_today >= 85).sum()} today, {(known[col] >= 85).sum()} after; \"\n",
    "          f\"100% or more: {(known.occupancy_today >= 100).sum()} today, {(known[col] >= 100).sum()} after\")\n",
    "a = mv[mv.variant == 'A'].groupby(['to_ccn', 'to_name']).patients_a_day.sum().sort_values(ascending=False).head(10).reset_index()\n",
    "a.merge(h[['ccn', 'town', 'state', 'beds', 'occupancy_today', 'occupancy_scenario']], left_on='to_ccn', right_on='ccn').drop(columns='ccn')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cb5f802",
   "metadata": {},
   "source": [
    "## Read it carefully\n",
    "\n",
    "- **A scenario, not a forecast.** The rule picks hospitals with several years of losses and a high Medicaid share. Many\n",
    "  such hospitals keep going for years with local tax support, a health system behind them or grants.\n",
    "- **Closing could mean converting.** Six Oklahoma hospitals have become Rural Emergency Hospitals since 2023: emergency\n",
    "  and outpatient care stay, inpatient beds go. The drive here is to a hospital with inpatient beds.\n",
    "- **Speeds are averages by kind of road** (TIGER: 105 km/h interstates, 80 US and state highways, 45 local roads, 60\n",
    "  ramps, 50 service drives; 20 km/h from a block group's centre to the nearest road). No traffic, no weather, roads\n",
    "  both ways.\n",
    "- **Patients go to the nearest hospital** in the scenario. In life they go where their doctor sends them, and some\n",
    "  care (surgery, intensive care) is regional already.\n",
    "- **Beds are from the last year of HHS reporting** (to April 2024) or a cost report; a hospital's beds change.\n",
    "- **Tribal and Indian Health Service hospitals** are on the map but are not counted as anyone's nearest hospital."
   ]
  }
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