• Use of default parameters for HDBSCAN excluding the option to modify the minimum cluster size. If users desire to change the HDBSCAN parameters, this can be remedied by the simple redefining of desired parameter values in a single line of source code. • Use of default parameters for UMAP embeddings, as the default parameters are typically satisfactory and skilled users may simply generate and provide their own chemical point clouds to their desired specificities. • Users provide the proportionality of downsampling desired (some value between 0 & 1).