Spatial questions that arise in the analysis of spatial data often have to do with the assessing whether clustering is present in the data - natural applications are to the detection of clusters of crime and disease. Methods for describing and evaluating the significance of clusters spatial data are illustrated with both simple numerical examples and data sets from epidemiology and crime analysis