Dataset for the textbook
Computational Methods and GIS Applications in Social Science (3rd Edition), 2023
Fahui Wang, Lingbo Liu
Main Book Citation:
Wang, F., & Liu, L. (2023). Computational Methods and GIS Applications in Social Science (3rd ed.). CRC Press. https://doi.org/10.1201/9781003292302
KNIME Lab Manual Citation:
Liu, L., & Wang, F. (2023). Computational Methods and GIS Applications in Social Science - Lab Manual. CRC Press. https://doi.org/10.1201/9781003304357
KNIME Hub Dataset and Workflow for Computational Methods and GIS Applications in Social Science-Lab Manual
Update Log
If Python package not found in Package Management, use ArcGIS Pro's Python Command Prompt to install them, e.g.,
conda install -c conda-forge python-igraph leidenalg
NetworkCommDetPro in CMGIS-V3-Tools was updated on July 10,2024
Add spatial adjacency table into Florida on June 29,2024
The dataset and tool for ABM Crime Simulation were updated on August 3, 2023,
The toolkits in CMGIS-V3-Tools was updated on August 3rd,2023.
Report Issues on GitHub
https://github.com/UrbanGISer/Computational-Methods-and-GIS-Applications-in-Social-Science
Following the website of Fahui Wang :
http://faculty.lsu.edu/fahui
Contents
Chapter 1. Getting Started with ArcGIS: Data Management and Basic Spatial Analysis Tools
Case Study 1: Mapping and Analyzing Population Density Pattern in Baton Rouge, Louisiana
Chapter 2. Measuring Distance and Travel Time and Analyzing Distance Decay Behavior
Case Study 2A: Estimating Drive Time and Transit Time in Baton Rouge, Louisiana
Case Study 2B: Analyzing Distance Decay Behavior for Hospitalization in Florida
Chapter 3. Spatial Smoothing and Spatial Interpolation
Case Study 3A: Mapping Place Names in Guangxi, China
Case Study 3B: Area-Based Interpolations of Population in Baton Rouge, Louisiana
Case Study 3C: Detecting Spatiotemporal Crime Hotspots in Baton Rouge, Louisiana
Chapter 4. Delineating Functional Regions and Applications in Health Geography
Case Study 4A: Defining Service Areas of Acute Hospitals in Baton Rouge, Louisiana
Case Study 4B: Automated Delineation of Hospital Service Areas in Florida
Chapter 5. GIS-Based Measures of Spatial Accessibility and Application in Examining Healthcare Disparity
Case Study 5: Measuring Accessibility of Primary Care Physicians in Baton Rouge
Chapter 6. Function Fittings by Regressions and Application in Analyzing Urban Density Patterns
Case Study 6: Analyzing Population Density Patterns in Chicago Urban Area
>Chapter 7. Principal Components, Factor and Cluster Analyses and Application in Social Area Analysis
Case Study 7: Social Area Analysis in Beijing
Chapter 8. Spatial Statistics and Applications in Cultural and Crime Geography
Case Study 8A: Spatial Distribution and Clusters of Place Names in Yunnan, China
Case Study 8B: Detecting Colocation Between Crime Incidents and Facilities
Case Study 8C: Spatial Cluster and Regression Analyses of Homicide Patterns in Chicago
Chapter 9. Regionalization Methods and Application in Analysis of Cancer Data
Case Study 9: Constructing Geographical Areas for Mapping Cancer Rates in Louisiana
Chapter 10. System of Linear Equations and Application of Garin-Lowry in Simulating Urban Population and Employment Patterns
Case Study 10: Simulating Population and Service Employment Distributions in a Hypothetical City
Chapter 11. Linear and Quadratic Programming and Applications in Examining Wasteful Commuting and Allocating Healthcare Providers
Case Study 11A: Measuring Wasteful Commuting in Columbus, Ohio
Case Study 11B: Location-Allocation Analysis of Hospitals in Rural China
Chapter 12. Monte Carlo Method and Applications in Urban Population and Traffic Simulations
Case Study 12A. Examining Zonal Effect on Urban Population Density Functions in Chicago by Monte Carlo Simulation
Case Study 12B: Monte Carlo-Based Traffic Simulation in Baton Rouge, Louisiana
Chapter 13. Agent-Based Model and Application in Crime Simulation
Case Study 13: Agent-Based Crime Simulation in Baton Rouge, Louisiana
Chapter 14. Spatiotemporal Big Data Analytics and Application in Urban Studies
Case Study 14A: Exploring Taxi Trajectory in ArcGIS
Case Study 14B: Identifying High Traffic Corridors and Destinations in Shanghai
Dataset File Structure
1 BatonRouge
Census.gdb
BR.gdb
2A BatonRouge
BR_Road.gdb
Hosp_Address.csv
TransitNetworkTemplate.xml
BR_GTFS
Google API Pro.tbx
2B Florida
FL_HSA.gdb
R_ArcGIS_Tools.tbx (RegressionR)
3A China_GX
GX.gdb
3B BatonRouge
BR.gdb
3C BatonRouge
BRcrime
R_ArcGIS_Tools.tbx (STKDE)
4A BatonRouge
BRRoad.gdb
4B Florida
FL_HSA.gdb
HSA Delineation Pro.tbx
Huff Model Pro.tbx
FLplgnAdjAppend.csv
5 BRMSA
BRMSA.gdb
Accessibility Pro.tbx
6 Chicago
ChiUrArea.gdb
R_ArcGIS_Tools.tbx (RegressionR)
7 Beijing
BJSA.gdb
bjattr.csv
R_ArcGIS_Tools.tbx (PCAandFA,
BasicClustering)
8A Yunnan
YN.gdb
R_ArcGIS_Tools.tbx (SaTScanR)
8B Jiangsu
JS.gdb
8C Chicago
ChiCity.gdb
cityattr.csv
R_ArcGIS_Tools.tbx
(PCAandFA, SpatialRegressionModel)
9 Louisiana
Louisiana.gdb
MLR Tools Pro.tbx
R_ArcGIS_Tools.tbx (RegionalizationR)
10 SimuCity
SimuCity.gdb
Garin-Lowry.tbx
11A Columbus
Columbus.gdb
R_ArcGIS_Tools.tbx (WasteCommuteR)
11B Xiantao
XT.gdb
R_ArcGIS_Tools.tbx
(MiniMaxR, MAEP)
12A Chicago
ZoneEffect.gdb
12B BRMSA
BRMSAmc.gdb
MCSimulation.tbx
13 ABMSIM
Data
ABMscripts
ABM Crime Simulator for ArcGIS Pro.tbx
14 Shanghai
Shanghai.gdb
SHtaxi.csv
raw ( original data >= 9GB, save as split independent files)
XSTAR
notice:raw.csv..7z.001-003 files are for Chapter 14
CMGIS-V3-Toolbox
R-ArcGIS-Tools
ArcPy-Tools