where f k , n val,k , and n train,k represent validation fraction of the k-th cluster, number of validation points in the k-th cluster, and number of training points in the k-th cluster, respectively. This indicates to what extent a given cluster consists of unknown compounds and can be useful in identifying clusters which are chemically distinct from existing compounds. Cluster target mean is given by Eq. ( ):