Once the data had been uploaded, a UMAP projection was calculated based on the explainable model's latent space representations. We then proceeded to explore different groups, the predictions obtained by the models and the related explanations. Here we present our findings related to one specific group that contains 26 compounds with high structural similarity (see Supplementary Material, Additional File 1 for a detailed view of the group and projection).