Great Post Rick, After I studied your post and all the programs, I fell confident and ready to use PROC SMOTE in Visual Data Mining and Machine Learning. However it is good to know that I could even manage to synthesize data in those situations where my customers are constraint to use SAS9 with SAS STAT and IML.