notebooks/StudyAreaPlot.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "dangerous-values",
   "metadata": {},
   "source": [
    "# Study Area Plot\n",
    "\n",
    "**Authors:** Alexander Michels\n",
    "    \n",
    "This notebook is just for plotting the study area: hospitals and population data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "separated-briefing",
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "import contextily as cx\n",
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "import math\n",
    "import pandas as pd\n",
    "import pathlib\n",
    "from matplotlib_scalebar.scalebar import ScaleBar\n",
    "from scipy.stats import pearsonr\n",
    "import seaborn as sns\n",
    "import tqdm\n",
    "from typing import List"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "later-transcription",
   "metadata": {},
   "outputs": [],
   "source": [
    "ilfigsize=(8,12)\n",
    "cmap = \"viridis\"\n",
    "comparecmap = \"RdBu\"\n",
    "figpath = \"../figures\"\n",
    "cbarfont = 18\n",
    "projection = \"ESRI:102003\"\n",
    "integer_ticks = 6\n",
    "nullcolor = \"grey\"\n",
    "output_path = \"../outputs\"\n",
    "pltdpi = 100\n",
    "pathlib.Path(figpath).mkdir(parents=True, exist_ok=True)\n",
    "pathlib.Path(output_path).mkdir(parents=True, exist_ok=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "answering-supply",
   "metadata": {},
   "source": [
    "We are going to calculate accessibility to hospital beds using [Homeland Infrastructure Foundation-Level Data (HIFLD)](https://hifld-geoplatform.opendata.arcgis.com/datasets/geoplatform::hospitals-1). The hospitals are below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "alone-purchase",
   "metadata": {
    "scrolled": false
   },
   "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>OBJECTID</th>\n",
       "      <th>ID</th>\n",
       "      <th>NAME</th>\n",
       "      <th>ADDRESS</th>\n",
       "      <th>CITY</th>\n",
       "      <th>STATE</th>\n",
       "      <th>ZIP</th>\n",
       "      <th>ZIP4</th>\n",
       "      <th>TELEPHONE</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>...</th>\n",
       "      <th>WEBSITE</th>\n",
       "      <th>STATE_ID</th>\n",
       "      <th>ALT_NAME</th>\n",
       "      <th>ST_FIPS</th>\n",
       "      <th>OWNER</th>\n",
       "      <th>TTL_STAFF</th>\n",
       "      <th>BEDS</th>\n",
       "      <th>TRAUMA</th>\n",
       "      <th>HELIPAD</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>1513</td>\n",
       "      <td>0003460644</td>\n",
       "      <td>UHS HARTGROVE HOSPITAL</td>\n",
       "      <td>5730 WEST ROOSEVELT ROAD</td>\n",
       "      <td>CHICAGO</td>\n",
       "      <td>IL</td>\n",
       "      <td>60644</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>(773) 413-1700</td>\n",
       "      <td>PSYCHIATRIC</td>\n",
       "      <td>...</td>\n",
       "      <td>http://www.hartgrovehospital.com</td>\n",
       "      <td>0005454</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>17</td>\n",
       "      <td>PROPRIETARY</td>\n",
       "      <td>-999</td>\n",
       "      <td>128</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>N</td>\n",
       "      <td>POINT (677706.861 518544.822)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>1514</td>\n",
       "      <td>0001860612</td>\n",
       "      <td>JESSE BROWN VA MEDICAL CENTER - VA CHICAGO HEA...</td>\n",
       "      <td>820 S DAMEN STREET</td>\n",
       "      <td>CHICAGO</td>\n",
       "      <td>IL</td>\n",
       "      <td>60612</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>(312) 569-8387</td>\n",
       "      <td>MILITARY</td>\n",
       "      <td>...</td>\n",
       "      <td>http://www.chicago.va.gov/</td>\n",
       "      <td>14003F</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>17</td>\n",
       "      <td>GOVERNMENT - FEDERAL</td>\n",
       "      <td>-999</td>\n",
       "      <td>240</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>N</td>\n",
       "      <td>POINT (685088.436 519684.489)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>1515</td>\n",
       "      <td>0003160463</td>\n",
       "      <td>PALOS COMMUNITY HOSPITAL</td>\n",
       "      <td>12251 SOUTH 80TH AVENUE</td>\n",
       "      <td>PALOS HEIGHTS</td>\n",
       "      <td>IL</td>\n",
       "      <td>60464</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>(708) 923-4000</td>\n",
       "      <td>GENERAL ACUTE CARE</td>\n",
       "      <td>...</td>\n",
       "      <td>http://www.paloscommunityhospital.org</td>\n",
       "      <td>140062</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>17</td>\n",
       "      <td>NON-PROFIT</td>\n",
       "      <td>-999</td>\n",
       "      <td>377</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>Y</td>\n",
       "      <td>POINT (675828.819 496243.670)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>1516</td>\n",
       "      <td>0003660628</td>\n",
       "      <td>ROSELAND COMMUNITY HOSPITAL</td>\n",
       "      <td>45 W 111TH STREET</td>\n",
       "      <td>CHICAGO</td>\n",
       "      <td>IL</td>\n",
       "      <td>60628</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>(773) 995-3000</td>\n",
       "      <td>GENERAL ACUTE CARE</td>\n",
       "      <td>...</td>\n",
       "      <td>http://www.roselandhospital.org</td>\n",
       "      <td>140068</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>17</td>\n",
       "      <td>NON-PROFIT</td>\n",
       "      <td>-999</td>\n",
       "      <td>115</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>N</td>\n",
       "      <td>POINT (691089.739 500162.084)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>1517</td>\n",
       "      <td>0002360302</td>\n",
       "      <td>WEST SUBURBAN MEDICAL CENTER</td>\n",
       "      <td>3 ERIE COURT</td>\n",
       "      <td>OAK PARK</td>\n",
       "      <td>IL</td>\n",
       "      <td>60302</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>(708) 383-6200</td>\n",
       "      <td>GENERAL ACUTE CARE</td>\n",
       "      <td>...</td>\n",
       "      <td>http://www.westsuburbanmc.com/Home.aspx</td>\n",
       "      <td>140049</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>17</td>\n",
       "      <td>PROPRIETARY</td>\n",
       "      <td>-999</td>\n",
       "      <td>172</td>\n",
       "      <td>NOT AVAILABLE</td>\n",
       "      <td>N</td>\n",
       "      <td>POINT (676748.773 521277.201)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     OBJECTID          ID                                               NAME  \\\n",
       "512      1513  0003460644                             UHS HARTGROVE HOSPITAL   \n",
       "513      1514  0001860612  JESSE BROWN VA MEDICAL CENTER - VA CHICAGO HEA...   \n",
       "514      1515  0003160463                           PALOS COMMUNITY HOSPITAL   \n",
       "515      1516  0003660628                        ROSELAND COMMUNITY HOSPITAL   \n",
       "516      1517  0002360302                       WEST SUBURBAN MEDICAL CENTER   \n",
       "\n",
       "                      ADDRESS           CITY STATE    ZIP           ZIP4  \\\n",
       "512  5730 WEST ROOSEVELT ROAD        CHICAGO    IL  60644  NOT AVAILABLE   \n",
       "513        820 S DAMEN STREET        CHICAGO    IL  60612  NOT AVAILABLE   \n",
       "514   12251 SOUTH 80TH AVENUE  PALOS HEIGHTS    IL  60464  NOT AVAILABLE   \n",
       "515         45 W 111TH STREET        CHICAGO    IL  60628  NOT AVAILABLE   \n",
       "516              3 ERIE COURT       OAK PARK    IL  60302  NOT AVAILABLE   \n",
       "\n",
       "          TELEPHONE                TYPE  ...  \\\n",
       "512  (773) 413-1700         PSYCHIATRIC  ...   \n",
       "513  (312) 569-8387            MILITARY  ...   \n",
       "514  (708) 923-4000  GENERAL ACUTE CARE  ...   \n",
       "515  (773) 995-3000  GENERAL ACUTE CARE  ...   \n",
       "516  (708) 383-6200  GENERAL ACUTE CARE  ...   \n",
       "\n",
       "                                     WEBSITE  STATE_ID       ALT_NAME ST_FIPS  \\\n",
       "512         http://www.hartgrovehospital.com   0005454  NOT AVAILABLE      17   \n",
       "513               http://www.chicago.va.gov/    14003F  NOT AVAILABLE      17   \n",
       "514    http://www.paloscommunityhospital.org    140062  NOT AVAILABLE      17   \n",
       "515          http://www.roselandhospital.org    140068  NOT AVAILABLE      17   \n",
       "516  http://www.westsuburbanmc.com/Home.aspx    140049  NOT AVAILABLE      17   \n",
       "\n",
       "                    OWNER  TTL_STAFF  BEDS         TRAUMA HELIPAD  \\\n",
       "512           PROPRIETARY       -999   128  NOT AVAILABLE       N   \n",
       "513  GOVERNMENT - FEDERAL       -999   240  NOT AVAILABLE       N   \n",
       "514            NON-PROFIT       -999   377  NOT AVAILABLE       Y   \n",
       "515            NON-PROFIT       -999   115  NOT AVAILABLE       N   \n",
       "516           PROPRIETARY       -999   172  NOT AVAILABLE       N   \n",
       "\n",
       "                          geometry  \n",
       "512  POINT (677706.861 518544.822)  \n",
       "513  POINT (685088.436 519684.489)  \n",
       "514  POINT (675828.819 496243.670)  \n",
       "515  POINT (691089.739 500162.084)  \n",
       "516  POINT (676748.773 521277.201)  \n",
       "\n",
       "[5 rows x 33 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resource = \"BEDS\"\n",
    "\n",
    "hospitals = gpd.read_file(\"../data/hospitals/Hospitals.shp\")\n",
    "# keep only IL\n",
    "hospitals = hospitals[hospitals[\"STATE\"] == \"IL\"]\n",
    "hospitals = hospitals.to_crs(projection)\n",
    "# reject nulls\n",
    "hospitals = hospitals[hospitals[resource] > 0]\n",
    "hospitals.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "charitable-longitude",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hospitals.plot(figsize=ilfigsize, legend=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "otherwise-cholesterol",
   "metadata": {},
   "source": [
    "Now we can grab the population data at the block group level!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "polar-peripheral",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9689\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>STATEFP</th>\n",
       "      <th>COUNTYFP</th>\n",
       "      <th>TRACTCE</th>\n",
       "      <th>BLKGRPCE</th>\n",
       "      <th>AFFGEOID</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>NAME</th>\n",
       "      <th>LSAD</th>\n",
       "      <th>ALAND</th>\n",
       "      <th>AWATER</th>\n",
       "      <th>TOTPOP</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17</td>\n",
       "      <td>031</td>\n",
       "      <td>063303</td>\n",
       "      <td>2</td>\n",
       "      <td>1500000US170310633032</td>\n",
       "      <td>170310633032</td>\n",
       "      <td>2</td>\n",
       "      <td>BG</td>\n",
       "      <td>84097</td>\n",
       "      <td>0</td>\n",
       "      <td>705.0</td>\n",
       "      <td>POLYGON ((687667.935 527058.112, 687835.053 52...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>17</td>\n",
       "      <td>031</td>\n",
       "      <td>081202</td>\n",
       "      <td>4</td>\n",
       "      <td>1500000US170310812024</td>\n",
       "      <td>170310812024</td>\n",
       "      <td>4</td>\n",
       "      <td>BG</td>\n",
       "      <td>28863</td>\n",
       "      <td>0</td>\n",
       "      <td>850.0</td>\n",
       "      <td>POLYGON ((688743.908 523649.975, 689134.835 52...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>17</td>\n",
       "      <td>097</td>\n",
       "      <td>864410</td>\n",
       "      <td>3</td>\n",
       "      <td>1500000US170978644103</td>\n",
       "      <td>170978644103</td>\n",
       "      <td>3</td>\n",
       "      <td>BG</td>\n",
       "      <td>1654247</td>\n",
       "      <td>34701</td>\n",
       "      <td>657.0</td>\n",
       "      <td>POLYGON ((649394.338 551263.733, 649366.637 55...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>17</td>\n",
       "      <td>031</td>\n",
       "      <td>242000</td>\n",
       "      <td>3</td>\n",
       "      <td>1500000US170312420003</td>\n",
       "      <td>170312420003</td>\n",
       "      <td>3</td>\n",
       "      <td>BG</td>\n",
       "      <td>79671</td>\n",
       "      <td>0</td>\n",
       "      <td>963.0</td>\n",
       "      <td>POLYGON ((685552.767 523387.442, 685635.534 52...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17</td>\n",
       "      <td>031</td>\n",
       "      <td>824113</td>\n",
       "      <td>2</td>\n",
       "      <td>1500000US170318241132</td>\n",
       "      <td>170318241132</td>\n",
       "      <td>2</td>\n",
       "      <td>BG</td>\n",
       "      <td>2526191</td>\n",
       "      <td>46821</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>POLYGON ((668128.972 491112.276, 669706.091 49...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  STATEFP COUNTYFP TRACTCE BLKGRPCE               AFFGEOID         GEOID NAME  \\\n",
       "0      17      031  063303        2  1500000US170310633032  170310633032    2   \n",
       "1      17      031  081202        4  1500000US170310812024  170310812024    4   \n",
       "2      17      097  864410        3  1500000US170978644103  170978644103    3   \n",
       "3      17      031  242000        3  1500000US170312420003  170312420003    3   \n",
       "4      17      031  824113        2  1500000US170318241132  170318241132    2   \n",
       "\n",
       "  LSAD    ALAND  AWATER  TOTPOP  \\\n",
       "0   BG    84097       0   705.0   \n",
       "1   BG    28863       0   850.0   \n",
       "2   BG  1654247   34701   657.0   \n",
       "3   BG    79671       0   963.0   \n",
       "4   BG  2526191   46821  1367.0   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((687667.935 527058.112, 687835.053 52...  \n",
       "1  POLYGON ((688743.908 523649.975, 689134.835 52...  \n",
       "2  POLYGON ((649394.338 551263.733, 649366.637 55...  \n",
       "3  POLYGON ((685552.767 523387.442, 685635.534 52...  \n",
       "4  POLYGON ((668128.972 491112.276, 669706.091 49...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "group_pop = gpd.read_file(\"../data/population/IL-Group.shp\")\n",
    "print(len(group_pop))\n",
    "group_pop = group_pop.to_crs(projection)\n",
    "group_pop.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "demonstrated-monitoring",
   "metadata": {},
   "source": [
    "Let's plot the population per county:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "impressive-dressing",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=ilfigsize)\n",
    "ax = group_pop.plot(column=\"TOTPOP\", ax=ax, antialiased=False, legend=True,\n",
    "                    legend_kwds={'label': \"Population per Block Group\"})\n",
    "ax = hospitals.plot(ax=ax, marker=\"+\", color=\"orange\")\n",
    "\n",
    "# north arrow\n",
    "plt.text(x=440000, y=125000, s='N', fontsize=28)\n",
    "plt.arrow(450000, 50000, 0, 70000, length_includes_head=True,\n",
    "          head_width=50000, head_length=100000, overhang=.1, facecolor='k')\n",
    "# scale bar\n",
    "ax.add_artist(ScaleBar(dx=1))\n",
    "# cx.add_basemap(ax, source=cx.providers.Stamen.TonerLite, crs=projection)\n",
    "ax.margins(x=0, y=0)\n",
    "ax.set_axis_off()\n",
    "path = os.path.join(figpath, \"StudyArea.jpeg\")\n",
    "plt.savefig(path, dpi=pltdpi, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "wicked-morocco",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "crazy-killing",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}