Given a fragmentation scheme, and a large pool of molecules such as those present in ChEMBL , we can generate a database of fragments. For experiments presented here, we process the GuacaMol data set containing 1,591,378 molecules yielding 211,388 unique BRICS fragments. We also provide a fragment database derived from ChEMBL version 33.