At the beginning of machine learning or computational model-building, it is helpful to quantify the diversity in the training set or the outputs of a molecular generative model (Case Study #3, Supporting Information S2) or for substrate scope verification (Case Study #2). This task generates a heatmap and density plot of the pairwise similarity between molecules in a molecule set for exploratory analysis.