“…External test set II was built using the 139 EC 50 confirmed active compounds from the PubChem AID 2008 dataset to which the inactive compounds of the external test set I were added. Additionally to this 139 active compounds, we added to external test set II a list of 10 commercially available compounds, which are currently used in antileishmanial therapy: Allopurinol, , Amphotericin B, ,, Azithromycin, , Itraconazole, , Ketoconazole, , Metronidazole, , Miltefosine, ,,− Paromomycin, , Pentoxifylline, , and Rifampicin. ,, These 10 compounds were also subtracted from training, internal test, and external test I sets. A summary of data distribution indicating the number of active and inactive compounds in training, test, and external sets is presented in Table .…”