This two-phase analysis method combines the ease of use of self-organizing maps and robustness of statistical methods. Groups of data records having similar properties or indicating similar behavior can be located easily and identified using prior knowledge. Conclusions are obtained in linquistic form, and clustering error estimates are included in the results.