Code

Data sets

• PFAS data provided by the GAMA
• Ozone data provided by the AQS
• Precipitation data provided by the USHCN

Visualization

• Plotting geostatistical data
• Plotting areal data
• NYT Examples

Geostatistical data

• Fitting the mean function
• The empirical variogram
• Coordinate systems
• MLE estimation
• Kriging example
• Relative efficiency simulation
• Bayesian Kriging with MCMC
• Design simulation
• Effective rank exploration
• Spatial GLM with MCMC (R script)
• Spatial counts with random effects and a copula (R script)
• Nonstationary simulation
• Nonstationarity via dimension expansion
• Exploratory analysis of spatiotemporal precip data
• Fit a separable model via MCMC
• Realizations of a non-separable process (thanks to Joe Guinness)
• A nonseparable covariance function
• Multivariate illustrations

Areal data models

• Fit a CAR model using MCMC to simulated data for NC
• Fit a CAR model using the CARBayes package

Spatial point patterns

• K functions for simulated point patterns
• Point pattern regression
• Hot spot detection