To analyze the chemical space, we derived a UMAP projection from the rankbased Spearman correlation matrix of the SHAP values of all observations. With this, we grouped the compounds by the similarity of the explanations (Figure ), making full use of the multivariate and feature interaction information. Which should be more expressive than just using Tanimoto similarity based on Morgan and MACCS fingerprints.