To establish a quantitative measure that relates with the applicability domain of the classification models, the similarity or distance for each predicted molecule to the training set was computed. Since the models were constructed using Morgan fingerprints and physicochemical properties, two types of similarity metrics were calculated. Jaccard distance was calculated using Morgan Chiral of radius 2 (2048-bits) fingerprint.