First, to investigate the chemical space of compounds collected in this study, UMAP analysis was performed comparing our compounds to FDA approved drugs. The result of this analysis is shown in Figure where it can be seen that the chemical space of compounds used in this study for predictive model building were consistent with that of FDA compounds. Hence we can conclude that the model to be built in this study could have a wide range of applicability in chemical space.