DOI: 10.7910/dvn/4cm7v4
title: Datasets for Computational Methods and GIS Applications in Social Science

description: &lt;p&gt;Dataset for the textbook &lt;/p&gt; 
&lt;h2&gt;Computational Methods and GIS Applications in Social Science (3rd Edition), 2023&lt;/h2&gt; 
&lt;p&gt;Fahui Wang, Lingbo Liu&lt;/p&gt;
&lt;/br&gt;

&lt;p&gt; Main Book Citation: &lt;/br&gt; Wang, F., & Liu, L. (2023). Computational Methods and GIS Applications in Social Science (3rd ed.). CRC Press. https://doi.org/10.1201/9781003292302&lt;/br&gt;&lt;/p&gt;
&lt;/br&gt;
&lt;p&gt; KNIME Lab Manual Citation: &lt;/br&gt; Liu, L., & Wang, F. (2023). Computational Methods and GIS Applications in Social Science - Lab Manual. CRC Press. https://doi.org/10.1201/9781003304357&lt;/br&gt;&lt;/p&gt;
&lt;/br&gt;

&lt;/p&gt;&lt;a href="https://hub.knime.com/center%20for%20geographic%20analysis%20at%20harvard%20university/spaces/Computational%20Methods%20and%20GIS%20Applications%20in%20Social%20Science-KNIME%20Lab%20Manual/~xPVOJanfKir8RSjm/" target="_blank"&gt;KNIME Hub Dataset and Workflow for Computational Methods and GIS Applications in Social Science-Lab Manual&lt;/a&gt;&lt;/p&gt;
&lt;/br&gt;

&lt;p&gt; Update Log&lt;/br&gt;
If Python package not found in Package Management, use ArcGIS Pro's Python Command Prompt to install them, e.g., &lt;/br&gt;
conda install -c conda-forge python-igraph leidenalg &lt;/br&gt;

NetworkCommDetPro in CMGIS-V3-Tools was updated on July 10,2024 &lt;/br&gt;
Add spatial adjacency table into Florida on June 29,2024 &lt;/br&gt;
The dataset and tool for ABM Crime Simulation were updated on August 3, 2023, &lt;/br&gt;
The toolkits in CMGIS-V3-Tools was updated on August 3rd,2023.&lt;/br&gt;
&lt;/p&gt;
&lt;/br&gt;

&lt;p&gt;Report Issues on GitHub &lt;/br&gt; &lt;a href="https://github.com/UrbanGISer/Computational-Methods-and-GIS-Applications-in-Social-Science"&gt;https://github.com/UrbanGISer/Computational-Methods-and-GIS-Applications-in-Social-Science&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Following the website of Fahui Wang : &lt;/br&gt; &lt;a href="http://faculty.lsu.edu/fahui"&gt;http://faculty.lsu.edu/fahui&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Contents&lt;/strong&gt;&lt;/p&gt;
&lt;/br&gt;
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;Chapter 1. Getting Started with ArcGIS: Data Management and Basic Spatial Analysis Tools&lt;/strong&gt;&lt;/p&gt;
&lt;li&gt;Case Study 1: Mapping and Analyzing Population Density Pattern in Baton Rouge, Louisiana&lt;/li&gt;
&lt;/br&gt;

&lt;p&gt;&lt;strong&gt;Chapter 2. Measuring Distance and Travel Time and Analyzing Distance Decay Behavior&lt;/strong&gt;&lt;/p&gt;
&lt;li&gt;Case Study 2A: Estimating Drive Time and Transit Time in Baton Rouge, Louisiana&lt;/li&gt;
&lt;li&gt;Case Study 2B: Analyzing Distance Decay Behavior for Hospitalization in Florida&lt;/li&gt;
&lt;/br&gt;

&lt;p&gt;&lt;strong&gt;Chapter 3. Spatial Smoothing and Spatial Interpolation&lt;/strong&gt;&lt;/p&gt;
&lt;li&gt;Case Study 3A: Mapping Place Names in Guangxi, China&lt;/li&gt;
&lt;li&gt;Case Study 3B: Area-Based Interpolations of Population in Baton Rouge, Louisiana&lt;/li&gt;
&lt;li&gt;Case Study 3C: Detecting Spatiotemporal Crime Hotspots in Baton Rouge, Louisiana&lt;/li&gt;
&lt;/br&gt;

&lt;p&gt;&lt;strong&gt;Chapter 4. Delineating Functional Regions and Applications in Health Geography&lt;/strong&gt;&lt;/p&gt;
&lt;li&gt;Case Study 4A: Defining Service Areas of Acute Hospitals in Baton Rouge, Louisiana&lt;/li&gt;
&lt;li&gt;Case Study 4B: Automated Delineation of Hospital Service Areas in Florida&lt;/li&gt;
&lt;/br&gt;

&lt;p&gt;&lt;strong&gt;Chapter 5. GIS-Based Measures of Spatial Accessibility and Application in Examining Healthcare Disparity&lt;/strong&gt;&lt;/p&gt;
&lt;li&gt;Case Study 5: Measuring Accessibility of Primary Care Physicians in Baton Rouge&lt;/li&gt;
&lt;/br&gt;

&lt;p&gt;&lt;strong&gt;Chapter 6. Function Fittings by Regressions and Application in Analyzing Urban Density Patterns&lt;/strong&gt;&lt;/p&gt;
&lt;li&gt;Case Study 6: Analyzing Population Density Patterns in Chicago Urban Area&lt;/li&gt;
&lt;/br&gt;

&lt;p&gt;&gt;&lt;strong&gt;Chapter 7. Principal Components, Factor and Cluster Analyses and Application in Social Area Analysis&lt;/strong&gt;&lt;/p&gt;
&lt;li&gt;Case Study 7: Social Area Analysis in Beijing&lt;/li&gt;
&lt;/br&gt;

&lt;p&gt;&lt;strong&gt;Chapter 8. Spatial Statistics and Applications in Cultural and Crime Geography&lt;/strong&gt;&lt;/p&gt;
&lt;li&gt;Case Study 8A: Spatial Distribution and Clusters of Place Names in Yunnan, China&lt;/li&gt;
&lt;li&gt;Case Study 8B: Detecting Colocation Between Crime Incidents and Facilities&lt;/li&gt;
&lt;li&gt;Case Study 8C: Spatial Cluster and Regression Analyses of Homicide Patterns in Chicago&lt;/li&gt;
&lt;/br&gt;

&lt;p&gt;&lt;strong&gt;Chapter 9. Regionalization Methods and Application in Analysis of Cancer Data&lt;/strong&gt;&lt;/p&gt;
&lt;li&gt;Case Study 9: Constructing Geographical Areas for Mapping Cancer Rates in Louisiana&lt;/li&gt;
&lt;/br&gt;

&lt;p&gt;&lt;strong&gt;Chapter 10. System of Linear Equations and Application of Garin-Lowry in Simulating Urban Population and Employment Patterns&lt;/strong&gt;&lt;/p&gt;
&lt;li&gt;Case Study 10: Simulating Population and Service Employment Distributions in a Hypothetical City&lt;/li&gt;
&lt;/br&gt;

&lt;p&gt;&lt;strong&gt;Chapter 11. Linear and Quadratic Programming and Applications in Examining Wasteful Commuting and Allocating Healthcare Providers&lt;/strong&gt;&lt;/p&gt;
&lt;li&gt;Case Study 11A: Measuring Wasteful Commuting in Columbus, Ohio&lt;/li&gt;
&lt;li&gt;Case Study 11B: Location-Allocation Analysis of Hospitals in Rural China&lt;/li&gt;
&lt;/br&gt;

&lt;p&gt;&lt;strong&gt;Chapter 12. Monte Carlo Method and Applications in Urban Population and Traffic Simulations&lt;/strong&gt;&lt;/p&gt;
&lt;li&gt; Case Study 12A. Examining Zonal Effect on Urban Population Density Functions in Chicago by Monte Carlo Simulation&lt;/li&gt;
&lt;li&gt;Case Study 12B: Monte Carlo-Based Traffic Simulation in Baton Rouge, Louisiana&lt;/li&gt;
&lt;/br&gt;

&lt;p&gt;&lt;strong&gt;Chapter 13. Agent-Based Model and Application in Crime Simulation&lt;/strong&gt;&lt;/p&gt;
&lt;li&gt;Case Study 13: Agent-Based Crime Simulation in Baton Rouge, Louisiana&lt;/li&gt;
&lt;/br&gt;

&lt;p&gt;&lt;strong&gt;Chapter 14. Spatiotemporal Big Data Analytics and Application in Urban Studies&lt;/strong&gt;&lt;/p&gt;
&lt;li&gt;Case Study 14A: Exploring Taxi Trajectory in ArcGIS&lt;/li&gt;
&lt;li&gt;Case Study 14B: Identifying High Traffic Corridors and Destinations in Shanghai&lt;/li&gt;
&lt;/br&gt;

&lt;p&gt;&lt;strong&gt;Dataset File Structure&lt;/strong&gt;&lt;/p&gt;
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;1 BatonRouge &lt;/strong&gt;&lt;/p&gt;
 &lt;/b&gt;Census.gdb&lt;/br&gt;
 &lt;/b&gt;BR.gdb 
&lt;/br&gt; 
&lt;p&gt;&lt;strong&gt;2A BatonRouge&lt;/strong&gt;&lt;/p&gt; 
 &lt;/b&gt; BR_Road.gdb&lt;/br&gt;
 &lt;/b&gt; Hosp_Address.csv&lt;/br&gt;
 &lt;/b&gt;TransitNetworkTemplate.xml&lt;/br&gt;
 &lt;/b&gt;BR_GTFS&lt;/br&gt;
 &lt;/b&gt; Google API Pro.tbx&lt;/br&gt; 
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;2B Florida &lt;/strong&gt;&lt;/p&gt;
 &lt;/b&gt; FL_HSA.gdb&lt;/br&gt; 
 &lt;/b&gt;R_ArcGIS_Tools.tbx (RegressionR)&lt;/br&gt; 
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;3A China_GX&lt;/strong&gt;&lt;/p&gt; 
 &lt;/b&gt;GX.gdb&lt;/br&gt; 
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;3B BatonRouge &lt;/strong&gt;&lt;/p&gt;
 &lt;/b&gt;BR.gdb&lt;/br&gt; 
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;3C BatonRouge&lt;/strong&gt;&lt;/p&gt; 
 &lt;/b&gt; BRcrime &lt;/br&gt; 
 &lt;/b&gt; R_ArcGIS_Tools.tbx (STKDE) &lt;/br&gt;
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;4A BatonRouge&lt;/strong&gt;&lt;/p&gt; 
 &lt;/b&gt; BRRoad.gdb&lt;/br&gt;
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;4B Florida&lt;/strong&gt;&lt;/p&gt; 
 &lt;/b&gt; FL_HSA.gdb&lt;/br&gt; 
 &lt;/b&gt; HSA Delineation Pro.tbx&lt;/br&gt;
 &lt;/b&gt; Huff Model Pro.tbx&lt;/br&gt;
 &lt;/b&gt; FLplgnAdjAppend.csv&lt;/br&gt;
&lt;/br&gt; 
&lt;p&gt;&lt;strong&gt;5 BRMSA &lt;/strong&gt;&lt;/p&gt;
 &lt;/b&gt; BRMSA.gdb &lt;/br&gt;
 &lt;/b&gt; Accessibility Pro.tbx&lt;/br&gt;
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;6 Chicago&lt;/strong&gt; &lt;/p&gt;
 &lt;/b&gt; ChiUrArea.gdb &lt;/br&gt;
 &lt;/b&gt; R_ArcGIS_Tools.tbx (RegressionR)&lt;/br&gt; 
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;7 Beijing&lt;/strong&gt;&lt;/p&gt; 
 &lt;/b&gt; BJSA.gdb&lt;/br&gt;
 &lt;/b&gt;bjattr.csv &lt;/br&gt;
 &lt;/b&gt; R_ArcGIS_Tools.tbx (PCAandFA,&lt;/br&gt;
 &lt;/b&gt; BasicClustering)&lt;/br&gt; 
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;8A Yunnan &lt;/strong&gt;&lt;/p&gt;
 &lt;/b&gt; YN.gdb&lt;/br&gt; 
 &lt;/b&gt;R_ArcGIS_Tools.tbx (SaTScanR) &lt;/br&gt;
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;8B Jiangsu &lt;/strong&gt;&lt;/p&gt;
 &lt;/b&gt;JS.gdb &lt;/br&gt; 
&lt;/br&gt;

&lt;p&gt;&lt;strong&gt;8C Chicago &lt;/strong&gt;&lt;/p&gt;
 &lt;/b&gt; ChiCity.gdb&lt;/br&gt;
 &lt;/b&gt; cityattr.csv&lt;/br&gt; 
 &lt;/b&gt; R_ArcGIS_Tools.tbx&lt;/br&gt;
 &lt;/b&gt; (PCAandFA, SpatialRegressionModel) &lt;/br&gt;
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;9 Louisiana&lt;/strong&gt; &lt;/p&gt;
 &lt;/b&gt; Louisiana.gdb &lt;/br&gt;
 &lt;/b&gt; MLR Tools Pro.tbx&lt;/br&gt;
 &lt;/b&gt; R_ArcGIS_Tools.tbx (RegionalizationR)&lt;/br&gt;
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;10 SimuCity&lt;/strong&gt; &lt;/p&gt;
 &lt;/b&gt; SimuCity.gdb &lt;/br&gt;
 &lt;/b&gt; Garin-Lowry.tbx&lt;/br&gt;
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;11A Columbus&lt;/strong&gt;&lt;/p&gt;
 &lt;/b&gt; Columbus.gdb &lt;/br&gt;
 &lt;/b&gt; R_ArcGIS_Tools.tbx (WasteCommuteR) &lt;/br&gt; 
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;11B Xiantao &lt;/strong&gt;&lt;/p&gt;
 &lt;/b&gt; XT.gdb &lt;/br&gt;
 &lt;/b&gt; R_ArcGIS_Tools.tbx&lt;/br&gt;
 &lt;/b&gt; (MiniMaxR, MAEP)&lt;/br&gt;
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;12A Chicago&lt;/strong&gt; &lt;/p&gt;
 &lt;/b&gt; ZoneEffect.gdb&lt;/br&gt; 
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;12B BRMSA &lt;/strong&gt;&lt;/p&gt;
 &lt;/b&gt; BRMSAmc.gdb&lt;/br&gt; 
 &lt;/b&gt; MCSimulation.tbx &lt;/br&gt;
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;13 ABMSIM&lt;/strong&gt; &lt;/p&gt;
 &lt;/b&gt; Data &lt;/br&gt;
 &lt;/b&gt; ABMscripts&lt;/br&gt;
 &lt;/b&gt; ABM Crime Simulator for ArcGIS Pro.tbx&lt;/br&gt; 
&lt;/br&gt;
&lt;p&gt;&lt;strong&gt;14 Shanghai &lt;/strong&gt;&lt;/p&gt;
 &lt;/b&gt;Shanghai.gdb &lt;/br&gt;
 &lt;/b&gt; SHtaxi.csv&lt;/br&gt;
 &lt;/b&gt; raw ( original data &gt;= 9GB, save as split independent files)&lt;/br&gt;
 &lt;/b&gt; XSTAR &lt;/br&gt;
&lt;/br&gt;
&lt;/b&gt;notice：raw.csv..7z.001-003 files are for Chapter 14&lt;/br&gt;
&lt;/br&gt;

&lt;p&gt; &lt;strong&gt;CMGIS-V3-Toolbox&lt;/strong&gt;&lt;/p&gt;
&lt;/b&gt;R-ArcGIS-Tools&lt;/br&gt;
&lt;/b&gt;ArcPy-Tools&lt;/br&gt;