This is an applied handbook on spatial analysis with annotated examples using S-Plus or R. Topics covered include exploratory data analysis, hypothesis testing, geostatistics, and interpolation techniques. Although the examples are presented in R, their results and interpretations are applicable to any other software attempting spatial analyses.