A 1000 member subset of the initial ZINC compound database was generated by taking nearest neighbors from a multivariate bimodal distribution among logP, molecular refractivity, molecular weight, polarizable surface area, and the complexity index BertzCT descriptors calculated using Mordred. Once descriptors were calculated, they were embedded into a 3D chemical point cloud to allow for downsampling.