Similarity between elements x and y corresponds to the number c t (x, y) of templates they both hold in common. These values constitute the co-occurrence matrix C t . Each entry of C t was then normalised using equation 1 . The subscript t emphasises the dependence of the calculation on the given chemical space at time t.