This is an applied handbook on geostatistics with annotated examples using S-Plus or R. This is the first book ever explaining geostatistics by example, applied for everyone who could use it from the many disciplines of geology, statistics, medical geography, environmental research, any other field that has data with locations. Although the examples are presented in R, their results and interpretations are applicable to any other software attempting geostatistical analyses.