The developed method is applied to two materials datasets and used to assess novelty along chemical and structural domains. The first is a control dataset assembled from a variety of materials belonging to distinct materials sub-classes with varying degrees of similarity. The second analysis assesses the novelty of Li-containing compounds in the GNOME dataset relative to experimentally verified compounds in the Materials Project database.