Graphical tools for conditional probabilistic exploration of multivariate spatial datasets

► The comap and the quad plot are shown to have both strengths and shortcomings. ► The new quad map enhances the capacity of previous exploratory data techniques. ► The quad map is based upon probability theory. ► Online analytics processing and GIS offer potential in automating the quad map.