A random subset of 200 and 20,000 compounds from ChEMBL (v. 24.1) were used to assess the baseline number of applicable templates and the applicability of the top N templates respectively, unless otherwise stated. Salts were removed from the ChEMBL dataset using RDKit. Random subsets were drawn from the resulting dataset using a random state of 1.