For the common targets between Drug and Disease, bioactivity features are extracted from ChEMBL. The heuristics composed from literature for the binding assays linked to the target and the associated bioactivity values are explained in Section S6.2 of Supporting Information. We retrieve the values for Ki and Stdval for every common target linked in the constructed dataset, wherever applicable and available.