A molecular fingerprint is a special kind of hash function that can reproducibly place any molecule, known or unknown, into one of a large but finite set of groups. Each molecule will be associated with exactly one fingerprint, but each fingerprint can be associated with multiple molecules. In other words, there exists a one-to-many relationship between fingerprints and molecules.