Because of the important role that humans have in KDD, visualization is a data mining method in itself in addition to being essential in reporting the results, or ``creating'' the knowledge [4]. The illustrations can be used to gain insight of the data set and to summarize data sets. The power of the SOM as a visualization method is that only a single glance is needed to get an idea of the structure of the whole data set.