{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
Rapidly Measuring Spatial Accessibility of COVID-19 Healthcare Resources: A Case Study of Illinois, USA
\n", "
\n", "\n", " **Author**: Jeon-Young Kang 1,2, Alexander Michels 1,3, Fanzheng Lyu1,2, Shaohua Wang1,2 , Nelson Agbodo4, Vincent Freeman5, Shaowen Wang1,2,3,* \n", "
\n", "\n", " 1 CyberGIS Center for Advanced Digital and Spatial Studies, University of Illinois at UrbanaChampaign, Urbana, Illinois
\n", " 2 Department of Geography and Geographic Information Science, University of Illinois at Urbana-Champaign, Urbana, Illinois
\n", " 3 Illinois Informatics Institute, University of Illinois at Urbana-Champaign, Urbana, Illinois
\n", " 4 Division of Health Data and Policy, Illinois Department of Public Health, Springfield, Illinois
\n", " 5 Division of Epidemiology and Biostatistics, School of Public Health, University of Illinois at Chicago, Chicago, Illinois

\n", " * Corresponding author: shaowen@illinois.edu
\n", "\n", "[CyberGIS Center for Advanced Digital and Spatial Studies](https://cybergis.illinois.edu/)

\n", "[CyberInfrastructure & Geospatial Information Laboratory](https://cigi.illinois.edu/)

\n", "### The accessibility measure calculated here is updated daily on https://wherecovid19.cigi.illinois.edu/\n", "### You can checkout the paper here: https://doi.org/10.1186/s12942-020-00229-x\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "### Reference\n", "Kang, J. Y., Michels, A. C., Lyu, F., Wang, S., Agbodo, N., Freeman, V. L., & Wang, S. (2020). Rapidly Measuring Spatial Accessibility of COVID-19 Healthcare Resources: A Case Study of Illinois, USA. medRxiv https://doi.org/10.1101/2020.05.06.20093534\n", "\n", "\n", "### Objectives\n", "This aims to measure spatial access for people to hospitals in Illinois. The spatial accessibiilty is measured by the use of an enhanced two-step floating catchment area (E2FCA) method (Luo & Qi, 2009), which is an outcome of interactions between demands (i.e, # of potential patients; people) and supply (i.e., # of beds or physicians). As a result, the map of spatial accessibility will be produced. It identifies which regions need more healthcare resources, such as the number of beds or physicians. This notebook would serve as a guideline of which regions need more beds for fighting against COVID-19. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data\n", "To perform the ESFCA method, three types of data are required, as follows: (1) road network, (2) population, and (3) hospital information. The road network can be obtained from the [OpenStreetMap Python Library, called OSMNX](https://github.com/gboeing/osmnx). The population data is available on the [American Community Survey](https://data.census.gov/cedsci/deeplinks?url=https%3A%2F%2Ffactfinder.census.gov%2F&tid=GOVSTIMESERIES.CG00ORG01). Lastly, hosptial information is also publically available on the [Homelanad Infrastructure Foundation-Level Data](https://hifld-geoplatform.opendata.arcgis.com/datasets/hospitals?geometry=-94.504%2C40.632%2C-80.980%2C43.486)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Method - An enhanced two-step floating catchment area (E2FCA)\n", "\n", "The catchement area for each hospital will be delineated by travel times. People living in the overlappying regions by multiple hospitals' catchment area are more accessible to hospitals than people living in other places. \n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Codes\n", "Import necessary libraries to run this model.\n", "See `requirements.txt` for the library versions used for this analysis." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import geopandas as gpd\n", "import networkx as nx\n", "import osmnx as ox\n", "from shapely.geometry import Point, LineString, Polygon\n", "import matplotlib.pyplot as plt\n", "from tqdm import tqdm\n", "import multiprocessing as mp\n", "import folium, itertools, os, time, warnings\n", "from IPython.display import display, clear_output\n", "\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load and Visualize Data\n", "\n", "### Population and COVID-19 Cases Data by County" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOIDSTATEFPCOUNTYFPTRACTCENAMELSADPopUnnamed_ 0NAMEOverFiftyTotalPopgeometry
01703101040017031010400Census Tract 10451531538Census Tract 104, Cook County, Illinois11035153POLYGON ((-87.66125 42.01288, -87.66125 42.012...
11703101060017031010600Census Tract 1066271438Census Tract 106, Cook County, Illinois14696271POLYGON ((-87.67059 42.00537, -87.67046 42.005...
21703103020017031030200Census Tract 30254442075Census Tract 302, Cook County, Illinois20185444POLYGON ((-87.67062 41.99808, -87.67045 41.998...
31703103030017031030300Census Tract 3033464516Census Tract 303, Cook County, Illinois10973464POLYGON ((-87.67501 41.99799, -87.67473 41.998...
41703103040017031030400Census Tract 30425821520Census Tract 304, Cook County, Illinois8602582POLYGON ((-87.67471 41.99076, -87.67440 41.990...
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" ], "text/plain": [ " GEOID STATEFP COUNTYFP TRACTCE NAMELSAD Pop Unnamed_ 0 \\\n", "0 17031010400 17 031 010400 Census Tract 104 5153 1538 \n", "1 17031010600 17 031 010600 Census Tract 106 6271 438 \n", "2 17031030200 17 031 030200 Census Tract 302 5444 2075 \n", "3 17031030300 17 031 030300 Census Tract 303 3464 516 \n", "4 17031030400 17 031 030400 Census Tract 304 2582 1520 \n", "\n", " NAME OverFifty TotalPop \\\n", "0 Census Tract 104, Cook County, Illinois 1103 5153 \n", "1 Census Tract 106, Cook County, Illinois 1469 6271 \n", "2 Census Tract 302, Cook County, Illinois 2018 5444 \n", "3 Census Tract 303, Cook County, Illinois 1097 3464 \n", "4 Census Tract 304, Cook County, Illinois 860 2582 \n", "\n", " geometry \n", "0 POLYGON ((-87.66125 42.01288, -87.66125 42.012... \n", "1 POLYGON ((-87.67059 42.00537, -87.67046 42.005... \n", "2 POLYGON ((-87.67062 41.99808, -87.67045 41.998... \n", "3 POLYGON ((-87.67501 41.99799, -87.67473 41.998... \n", "4 POLYGON ((-87.67471 41.99076, -87.67440 41.990... " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pop_data = gpd.read_file('./data/PopData/Chicago_Tract.shp')\n", "pop_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hospital Data\n", "\n", "Note that 999 is treated as a \"NULL\"/\"NA\" so these hospitals are filtered out. This data contains the number of ICU beds and ventilators at each hospital." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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FIDHospitalCityZIP_CodeXYTotal_BedAdult ICUTotal Ventgeometry
02Methodist Hospital of ChicagoChicago60640-87.67107941.9728001453612MULTIPOINT (-87.67108 41.97280)
14Advocate Christ Medical CenterOak Lawn60453-87.73248341.72028178519664MULTIPOINT (-87.73248 41.72028)
213Evanston HospitalEvanston60201-87.68328842.0653933548929MULTIPOINT (-87.68329 42.06539)
324AMITA Health Adventist Medical Center HinsdaleHinsdale60521-87.92011641.8056132616521MULTIPOINT (-87.92012 41.80561)
425Holy Cross HospitalChicago60629-87.69084141.7700012646621MULTIPOINT (-87.69084 41.77000)
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" ], "text/plain": [ " FID Hospital City ZIP_Code \\\n", "0 2 Methodist Hospital of Chicago Chicago 60640 \n", "1 4 Advocate Christ Medical Center Oak Lawn 60453 \n", "2 13 Evanston Hospital Evanston 60201 \n", "3 24 AMITA Health Adventist Medical Center Hinsdale Hinsdale 60521 \n", "4 25 Holy Cross Hospital Chicago 60629 \n", "\n", " X Y Total_Bed Adult ICU Total Vent \\\n", "0 -87.671079 41.972800 145 36 12 \n", "1 -87.732483 41.720281 785 196 64 \n", "2 -87.683288 42.065393 354 89 29 \n", "3 -87.920116 41.805613 261 65 21 \n", "4 -87.690841 41.770001 264 66 21 \n", "\n", " geometry \n", "0 MULTIPOINT (-87.67108 41.97280) \n", "1 MULTIPOINT (-87.73248 41.72028) \n", "2 MULTIPOINT (-87.68329 42.06539) \n", "3 MULTIPOINT (-87.92012 41.80561) \n", "4 MULTIPOINT (-87.69084 41.77000) " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hospitals = gpd.read_file('./data/HospitalData/Chicago_Hospital_Info.shp')\n", "hospitals.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generate and Plot Map of Hospitals" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m = folium.Map(location=[41.85, -87.65], tiles='cartodbpositron', zoom_start=10)\n", "for i in range(0, len(hospitals)):\n", " folium.CircleMarker(\n", " location=[hospitals.iloc[i]['Y'], hospitals.iloc[i]['X']],\n", " popup=\"{}{}\\n{}{}\\n{}{}\".format('Hospital Name: ',hospitals.iloc[i]['Hospital'],\n", " 'ICU Beds: ',hospitals.iloc[i]['Adult ICU'],\n", " 'Ventilators: ', hospitals.iloc[i]['Total Vent']),\n", " radius=5,\n", " color='grey',\n", " fill=True,\n", " fill_opacity=0.6,\n", " legend_name = 'Hospitals'\n", " ).add_to(m)\n", "legend_html = '''
  Legend
'''\n", "\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load and Plot Hexagon Grids (500-meter resolution)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grid_file = gpd.read_file('./data/GridFile/Chicago_Grid.shp')\n", "grid_file.plot(figsize=(8,8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load and Plot the Street Network" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "graphml_path = \"data/Chicago_Network.graphml\"\n", "if not os.path.exists(graphml_path):\n", " G = ox.graph_from_place('Chicago', network_type='drive') # pulling the drive network the first time will take a while\n", " ox.save_graphml(G, graphml_path)\n", "else:\n", " G = ox.load_graphml(graphml_path)\n", "ox.plot_graph(G)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## \"Helper\" Functions\n", "\n", "The functions below are needed for our analysis later, let's take a look!\n", "\n", "### network_setting\n", "\n", "Cleans the OSMNX network to work better with drive-time analysis.\n", "\n", "First, we remove all nodes with 0 outdegree because any hospital assigned to such a node would be unreachable from everywhere. Next, we remove small (under 10 node) *strongly connected components* to reduce erroneously small ego-centric networks. Lastly, we ensure that the max speed is set and in the correct units before calculating time.\n", "\n", "Args:\n", "\n", "* network: OSMNX network for the spatial extent of interest\n", "\n", "Returns:\n", "\n", "* OSMNX network: cleaned OSMNX network for the spatial extent" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def network_setting(network):\n", " _nodes_removed = len([n for (n, deg) in network.out_degree() if deg ==0])\n", " network.remove_nodes_from([n for (n, deg) in network.out_degree() if deg ==0])\n", " for component in list(nx.strongly_connected_components(network)):\n", " if len(component)<10:\n", " for node in component:\n", " _nodes_removed+=1\n", " network.remove_node(node)\n", " for u, v, k, data in tqdm(G.edges(data=True, keys=True),position=0):\n", " if 'maxspeed' in data.keys():\n", " speed_type = type(data['maxspeed'])\n", " if (speed_type==str):\n", " if len(data['maxspeed'].split(','))==2:\n", " data['maxspeed']=float(data['maxspeed'].split(',')[0]) \n", " elif data['maxspeed']=='signals':\n", " data['maxspeed']=35.0 # drive speed setting as 35 miles\n", " else:\n", " data['maxspeed']=float(data['maxspeed'].split()[0])\n", " else:\n", " data['maxspeed']=float(data['maxspeed'][0].split()[0])\n", " else:\n", " data['maxspeed']= 35.0 #miles\n", " data['maxspeed_meters'] = data['maxspeed']*26.8223 # convert mile to meter\n", " data['time'] = float(data['length'])/ data['maxspeed_meters']\n", " print(\"Removed {} nodes ({:2.4f}%) from the OSMNX network\".format(_nodes_removed, _nodes_removed/float(network.number_of_nodes())))\n", " print(\"Number of nodes: {}\".format(network.number_of_nodes()))\n", " print(\"Number of edges: {}\".format(network.number_of_edges())) \n", " return(network)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### hospital_setting\n", "\n", "Finds the nearest OSMNX node for each hospital.\n", "\n", "Args:\n", "\n", "* hospital: GeoDataFrame of hospitals\n", "* G: OSMNX network\n", "\n", "Returns:\n", "\n", "* GeoDataFrame of hospitals with info on nearest OSMNX node" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def hospital_setting(hospitals, G):\n", " hospitals['nearest_osm']=None\n", " for i in tqdm(hospitals.index, desc=\"Find the nearest osm from hospitals\", position=0):\n", " hospitals['nearest_osm'][i] = ox.get_nearest_node(G, [hospitals['Y'][i], hospitals['X'][i]], method='euclidean') # find the nearest node from hospital location\n", " print ('hospital setting is done')\n", " return(hospitals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### pop_centroid\n", "\n", "Converts geodata to centroids\n", "\n", "Args:\n", "\n", "* pop_data: a GeodataFrame\n", "* pop_type: a string, either \"pop\" for general population or \"covid\" for COVID-19 case data\n", "\n", "Returns:\n", "\n", "* GeoDataFrame of centroids with population data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# to estimate the centroids of census tract / county\n", "def pop_centroid (pop_data, pop_type):\n", " pop_data = pop_data.to_crs({'init': 'epsg:4326'})\n", " if pop_type ==\"pop\":\n", " pop_data=pop_data[pop_data['OverFifty']>=0] \n", " if pop_type ==\"covid\":\n", " pop_data=pop_data[pop_data['cases']>=0]\n", " pop_cent = pop_data.centroid # it make the polygon to the point without any other information\n", " pop_centroid = gpd.GeoDataFrame()\n", " i = 0\n", " for point in tqdm(pop_cent, desc='Pop Centroid File Setting', position=0):\n", " if pop_type== \"pop\":\n", " pop = pop_data.iloc[i]['OverFifty']\n", " code = pop_data.iloc[i]['GEOID']\n", " if pop_type ==\"covid\":\n", " pop = pop_data.iloc[i]['cases']\n", " code = pop_data.iloc[i].ZCTA5CE10\n", " pop_centroid = pop_centroid.append({'code':code,'pop': pop,'geometry': point}, ignore_index=True)\n", " i = i+1\n", " return(pop_centroid)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### calculate_catchment_area\n", "\n", "Calculates a catchment area of things within some distance of a point using a given metric.\n", "\n", "Function first creates an ego-centric subgraph on the NetworkX road network starting with the nearest OSM node for the hospital and going out to a given distance as measured by the distance unit. We then calculate the convex hull around the nodes in the ego-centric subgraph and make it a GeoPandas object.\n", "\n", "Args:\n", "\n", "* G: OSMNX network\n", "* nearest_osm: OSMNX road network node that is closest to the place of interest (hospital)\n", "* distance: the max distance to include in the catchment area\n", "* distance_unit: how we measure distance (used by ego_graph), we always use time\n", "\n", "Returns:\n", "\n", "* GeoDataFrame the catchment area." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def calculate_catchment_area(G, nearest_osm, distance, distance_unit = \"time\"):\n", " road_network = nx.ego_graph(G, nearest_osm, distance, distance=distance_unit) \n", " nodes = [Point((data['x'], data['y'])) for node, data in road_network.nodes(data=True)]\n", " polygon = gpd.GeoSeries(nodes).unary_union.convex_hull ## to create convex hull\n", " polygon = gpd.GeoDataFrame(gpd.GeoSeries(polygon)) ## change polygon to geopandas\n", " polygon = polygon.rename(columns={0:'geometry'}).set_geometry('geometry')\n", " return polygon.copy(deep=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### hospital_measure_acc\n", "\n", "Measures the effect of a single hospital on the surrounding area. (Uses `calculate_catchment_area`)\n", "\n", "Args:\n", "\n", "* \\_thread\\_id: int used to keep track of which thread this is\n", "* hospital: Geopandas dataframe with information on a hospital\n", "* pop_data: Geopandas dataframe with population data\n", "* distances: Distances in time to calculate accessibility for\n", "* weights: how to weight the different travel distances\n", "\n", "Returns:\n", "\n", "* Tuple containing:\n", " * Int (\\_thread\\_id)\n", " * GeoDataFrame of catchment areas with key stats" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def hospital_measure_acc (_thread_id, hospital, pop_data, distances, weights):\n", " ##distance weight = 1, 0.68, 0.22\n", " polygons = []\n", " for distance in distances:\n", " polygons.append(calculate_catchment_area(G, hospital['nearest_osm'],distance))\n", " for i in reversed(range(1, len(distances))):\n", " polygons[i] = gpd.overlay(polygons[i], polygons[i-1], how=\"difference\")\n", " \n", " num_pops = []\n", " for j in pop_data.index:\n", " point = pop_data['geometry'][j]\n", " for k in range(len(polygons)):\n", " if len(polygons[k]) > 0: # to exclude the weirdo (convex hull is not polygon)\n", " if (point.within(polygons[k].iloc[0][\"geometry\"])):\n", " num_pops.append(pop_data['pop'][j]*weights[k]) \n", " total_pop = sum(num_pops)\n", " for i in range(len(distances)):\n", " polygons[i]['time']=distances[i]\n", " polygons[i]['total_pop']=total_pop\n", " polygons[i]['hospital_icu_beds'] = float(hospital['Adult ICU'])/polygons[i]['total_pop'] # proportion of # of beds over pops in 10 mins\n", " polygons[i]['hospital_vents'] = float(hospital['Total Vent'])/polygons[i]['total_pop'] # proportion of # of beds over pops in 10 mins\n", " polygons[i].crs = { 'init' : 'epsg:4326'}\n", " polygons[i] = polygons[i].to_crs({'init':'epsg:32616'})\n", " print('\\rCatchment for hospital {:4.0f} complete'.format(_thread_id), end=\"\")\n", " return(_thread_id, [ polygon.copy(deep=True) for polygon in polygons ])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### measure_acc_par\n", "\n", "Parallel implementation of accessibility measurement.\n", "\n", "Args:\n", "\n", "* hospitals: Geodataframe of hospitals\n", "* pop_data: Geodataframe containing population data\n", "* network: OSMNX street network\n", "* distances: list of distances to calculate catchments for\n", "* weights: list of floats to apply to different catchments\n", "* num\\_proc: number of processors to use.\n", "\n", "Returns:\n", "\n", "* Geodataframe of catchments with accessibility statistics calculated" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def hospital_acc_unpacker(args):\n", " return hospital_measure_acc(*args)\n", "\n", "def measure_acc_par (hospitals, pop_data, network, distances, weights, num_proc = 4):\n", " catchments = []\n", " for distance in distances:\n", " catchments.append(gpd.GeoDataFrame())\n", " pool = mp.Pool(processes = num_proc)\n", " hospital_list = [ hospitals.iloc[i] for i in range(len(hospitals)) ]\n", " results = pool.map(hospital_acc_unpacker, zip(range(len(hospital_list)), hospital_list, itertools.repeat(pop_data), itertools.repeat(distances), itertools.repeat(weights)))\n", " pool.close()\n", " results.sort()\n", " results = [ r[1] for r in results ]\n", " for i in range(len(results)):\n", " for j in range(len(distances)):\n", " catchments[j] = catchments[j].append(results[i][j], sort=False)\n", " return catchments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### overlap_calc\n", "\n", "Calculates and aggregates accessibility statistics for one catchment on our grid file.\n", "\n", "Args:\n", "\n", "* \\_id: thread ID\n", "* poly: GeoDataFrame representing a catchment area\n", "* grid_file: a GeoDataFrame representing our grids\n", "* weight: the weight to applied for a given catchment\n", "* service_type: the service we are calculating for: ICU beds or ventilators\n", "\n", "Returns:\n", "\n", "* Tuple containing:\n", " * thread ID\n", " * Counter object (dictionary for numbers) with aggregated stats by grid ID number" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from collections import Counter\n", "def overlap_calc(_id, poly, grid_file, weight, service_type):\n", " value_dict = Counter()\n", " if type(poly.iloc[0][service_type])!=type(None): \n", " value = float(poly[service_type])*weight\n", " intersect = gpd.overlay(grid_file, poly, how='intersection')\n", " intersect['overlapped']= intersect.area\n", " intersect['percent'] = intersect['overlapped']/intersect['area']\n", " intersect=intersect[intersect['percent']>=0.5]\n", " intersect_region = intersect['id']\n", " for intersect_id in intersect_region:\n", " try:\n", " value_dict[intersect_id] +=value\n", " except:\n", " value_dict[intersect_id] = value\n", " return(_id, value_dict)\n", "\n", "def overlap_calc_unpacker(args):\n", " return overlap_calc(*args)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### overlapping_function\n", "\n", "Calculates how all catchment areas overlap with and affect the accessibility of each grid in our grid file.\n", "\n", "Args:\n", "\n", "* grid_file: GeoDataFrame of our grid\n", "* catchments: GeoDataFrame of our catchments\n", "* service_type: the kind of care being provided (ICU beds vs. ventilators)\n", "* weights: the weight to apply to each service type\n", "* num\\_proc: the number of processors\n", "\n", "Returns:\n", "\n", "* Geodataframe - grid\\_file with calculated stats" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def overlapping_function (grid_file, catchments, service_type, weights, num_proc = 4):\n", " grid_file[service_type]=0\n", " pool = mp.Pool(processes = num_proc)\n", " acc_list = []\n", " for i in range(len(catchments)):\n", " acc_list.extend([ catchments[i][j:j+1] for j in range(len(catchments[i])) ])\n", " acc_weights = []\n", " for i in range(len(catchments)):\n", " acc_weights.extend( [weights[i]]*len(catchments[i]) )\n", " results = pool.map(overlap_calc_unpacker, zip(range(len(acc_list)), acc_list, itertools.repeat(grid_file), acc_weights, itertools.repeat(service_type)))\n", " pool.close()\n", " results.sort()\n", " results = [ r[1] for r in results ]\n", " service_values = results[0]\n", " for result in results[1:]:\n", " service_values+=result\n", " for intersect_id, value in service_values.items():\n", " grid_file.loc[grid_file['id']==intersect_id, service_type] += value\n", " return(grid_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### normalization\n", "\n", "Normalizes our result (Geodataframe) for a given resource (res)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def normalization (result, res):\n", " result[res]=(result[res]-min(result[res]))/(max(result[res])-min(result[res]))\n", " return result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### file_import\n", "\n", "Imports all files we need to run our code and pulls the Illinois network from OSMNX if it is not present (will take a while). \n", "\n", "**NOTE:** even if we calculate accessibility for just Chicago, we want to use the Illinois network (or at least we should not use the Chicago network) because using the Chicago network will result in hospitals near but outside of Chicago having an infinite distance (unreachable because roads do not extend past Chicago).\n", "\n", "Args:\n", "\n", "* pop_type: population type, either \"pop\" for general population or \"covid\" for COVID-19 cases\n", "* region: the region to use for our hospital and grid file (\"Chicago\" or \"Illinois\")\n", "\n", "Returns:\n", "\n", "* G: OSMNX network\n", "* hospitals: Geodataframe of hospitals\n", "* grid_file: Geodataframe of grids\n", "* pop_data: Geodataframe of population" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def file_import (pop_type, region):\n", " if not os.path.exists(\"./Data/{}_Network.graphml\".format(region)):\n", " G = ox.graph_from_place(region, network_type='drive') # pulling the drive network the first time will take a while\n", " ox.save_graphml(G, './Data/{}_Network.graphml'.format(region))\n", " #G = ox.load_graphml('./Data/{}_Network.graphml'.format(region))\n", " G = ox.load_graphml('./Data/Illinois_Network.graphml')\n", " hospitals = gpd.read_file('./Data/HospitalData/{}_Hospital_Info.shp'.format(region))\n", " grid_file = gpd.read_file('./Data/GridFile/{}_Grid.shp'.format(region))\n", " if pop_type==\"pop\":\n", " pop_data = gpd.read_file('./Data/PopData/{}_Tract.shp'.format(region))\n", " if pop_type==\"covid\":\n", " pop_data = gpd.read_file('./Data/PopData/{}_ZIPCODE.shp'.format(region))\n", " return G, hospitals, grid_file, pop_data" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def output_map(output_grid, base_map, hospitals, resource):\n", " ax=output_grid.plot(column=resource, cmap='OrRd',figsize=(18,12), legend=True, zorder=1)\n", " base_map.plot(ax=ax, facecolor=\"none\", edgecolor='gray', lw=0.1)\n", " ax.scatter(hospitals.X, hospitals.Y, zorder=1, c='black', s=8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Run the model\n", "\n", "Below you can customize the input of the model:\n", "\n", "* Processor - the number of processors to use\n", "* Region - the spatial extent of the measure\n", "* Population - the population to calculate the measure for\n", "* Resource - the hospital resource of interest" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9db907470b5b426684ceb27f087cc3d4", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(description='Processor: ', index=3, options=(('1', 1), ('2', 2), ('3', 3), ('4', 4)), value=4)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2cbc85b9ef98482c8787576ef665de2f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(description='Region: ', options=(('Chicago', 'Chicago'), ('Illinois', 'Illinois')), value='Chicago')" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2d873b2221674728b5f45a637685c3d5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(description='Population: ', options=(('Population at Risk', 'pop'), ('COVID-19 Patients', 'covid')), …" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ed17380556ee4b369e271cbecfd9529c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(description='Resource: ', options=(('ICU Beds', 'hospital_icu_beds'), ('Ventilators', 'hospital_vents…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import ipywidgets\n", "from IPython.display import display\n", "\n", "processor_dropdown = ipywidgets.Dropdown( options=[(\"1\", 1), (\"2\", 2), (\"3\", 3), (\"4\", 4)],\n", " value = 4, description = \"Processor: \")\n", "\n", "place_dropdown = ipywidgets.Dropdown( options=[(\"Chicago\", \"Chicago\"), (\"Illinois\",\"Illinois\")],\n", " value = \"Chicago\", description = \"Region: \")\n", "\n", "population_dropdown = ipywidgets.Dropdown( options=[(\"Population at Risk\", \"pop\"), (\"COVID-19 Patients\", \"covid\") ],\n", " value = \"pop\", description = \"Population: \")\n", "\n", "resource_dropdown = ipywidgets.Dropdown( options=[(\"ICU Beds\", \"hospital_icu_beds\"), (\"Ventilators\", \"hospital_vents\") ],\n", " value = \"hospital_icu_beds\", description = \"Resource: \")\n", "display(processor_dropdown,place_dropdown,population_dropdown,resource_dropdown)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 75895/75895 [00:00<00:00, 621923.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Removed 108 nodes (0.0038%) from the OSMNX network\n", "Number of nodes: 28433\n", "Number of edges: 75895\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Pop Centroid File Setting: 100%|██████████| 878/878 [00:03<00:00, 223.18it/s]\n", "Find the nearest osm from hospitals: 100%|██████████| 66/66 [00:10<00:00, 6.04it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "hospital setting is done\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# G, hospitals, grid_file, pop_data = file_import (population_dropdown.value, place_dropdown.value)\n", "G = network_setting (G)\n", "pop_data = pop_centroid(pop_data, population_dropdown.value)\n", "hospitals = hospital_setting(hospitals, G)\n", "distances=[10,20,30] # distances in travel time\n", "weights=[1.0, 0.68, 0.22] # weights where weights[0] is applied to distances[0]\n", "resources = [\"hospital_icu_beds\", \"hospital_vents\"] # resources" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Catchment for hospital 64 complete" ] } ], "source": [ "catchments = measure_acc_par(hospitals, pop_data, G, distances, weights, num_proc=processor_dropdown.value)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "for j in range(len(catchments)):\n", " catchments[j] = catchments[j][catchments[j][resource_dropdown.value]!=float('inf')]\n", "result=overlapping_function (grid_file, catchments, resource_dropdown.value, weights, num_proc=processor_dropdown.value)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0440843.4160874.638515e+06441420.7663564.638015e+064158216661.173POLYGON ((440843.416 4638265.403, 440987.754 4...0.006879
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" ], "text/plain": [ " left top right bottom id area \\\n", "0 440843.416087 4.638515e+06 441420.766356 4.638015e+06 4158 216661.173 \n", "1 440843.416087 4.638015e+06 441420.766356 4.637515e+06 4159 216661.168 \n", "2 440843.416087 4.639515e+06 441420.766356 4.639015e+06 4156 216661.169 \n", "3 440843.416087 4.639015e+06 441420.766356 4.638515e+06 4157 216661.171 \n", "4 440843.416087 4.640515e+06 441420.766356 4.640015e+06 4154 216661.171 \n", "\n", " geometry hospital_icu_beds \n", "0 POLYGON ((440843.416 4638265.403, 440987.754 4... 0.006879 \n", "1 POLYGON ((440843.416 4637765.403, 440987.754 4... 0.006906 \n", "2 POLYGON ((440843.416 4639265.403, 440987.754 4... 0.007068 \n", "3 POLYGON ((440843.416 4638765.403, 440987.754 4... 0.006968 \n", "4 POLYGON ((440843.416 4640265.403, 440987.754 4... 0.006849 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result.head()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "result = normalization (result, resource_dropdown.value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualization & Conclusion\n", "\n", "The black dots represent hospitals. People living in the darker-colored regions are more accessible to the hospitals than those living in the lighter-colored regions. To cope with this health inequality issue, policy makers need to consider about placing more hospitals in the ligher-colored regions. This can also be applicable to COVID-19. To be more specific, people living in southern Chicago are less accessible to get tested and to be hospitalized, under assumption that people are more likely to visit to the nearby hospitals from their home. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "result = result.to_crs({'init': 'epsg:4326'})\n", "output_map(result, pop_data, hospitals, resource_dropdown.value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### References\n", "\n", "Luo, W., & Qi, Y. (2009). An enhanced two-step floating catchment area (E2SFCA) method for measuring spatial accessibility to primary care physicians. Health & place, 15(4), 1100-1107." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3-0.8.0", "language": "python", "name": "python3-0.8.0" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 4 }