Partition dataset according to amino acid type improves the prediction of deleterious non-synonymous SNPs

► Proper dataset partition can improve the prediction of deleterious nsSNPs. ► Partition according to original residue type at nsSNP is a good criterion. ► Similar strategy is supposed promising in other machine learning problems.