Discusses ways to understand spatial data and its geometric features and the in-depth meaning of spatial statistical results derived from geo-referenced data. Discussion on geographic information system; Natural interpretations of eigenvectors associated with geographic weight matrix eigenvalues; Issue on spatial autocorrelation components of geo-referenced phenomena.