If desired, the diversity of depiction features is ensured by representing the entirety of features in bit arrays (feature fingerprints) and picking diverse sets using the MaxMin algorithm. Even though fingerprint picking is a time-consuming process, we highly recommend using it for the generation of smaller test sets where the random sampling of depiction features may not necessarily lead to a dataset that represents the entire feature space.