The direct classification method, for both cases, resulted in around four times fewer misclassifications when compared to the QSAR regression model. We observed 47 cases of misclassification for the k-means based categories while for GHS categories the misclassified cases were 41. This was in agreement with our expectations, given that the total number of classes in GHS categories were smaller, thus a lower probablity of wrong classification.