Useful textbooks

• Shumway RH, Stoffer DS. 2011. Time Series Analysis and Its Applications. With R Examples. New York, USA: Springer; 3rd Edition.

Data and analyses from this textbook are available in R under the astsa package.

• Isaaks EH, Srivastava RM. 1989. An Introduction to Applied Geostatistics. New York: Oxford University Press.

Some data and analyses from this textbook are available in R under the gstat package.

Summary of R packages

• For time-series analysis: https://cran.r-project.org/web/views/TimeSeries.html

• For spatial analysis:  https://cran.r-project.org/web/views/Spatial.html

NOTE: I will be using version 4.5.0 of the main R installation for Windows. While the latest version for any operating system (available from https://cran.r-project.org/) should be fine too, I only tested the R code in this environment.

Example datasets

• For temporal autocorrelation analysis: Truckee and Carson River normalized discharge

• For spatial autocorrelation analysis: Groundwater depth data file 1 and data file 2

Example R code

• For temporal autocorrelation analysis: Example script #1

• For spatial autocorrelation analysis: Example script #2