The descriptor HeavyAtomMolWt was found important in the SHAP analyses of all the datasets and it was noted that the lower molecular weights have negative Shapley values. This means such compounds are more likely to predicted non-lysosomotropic. This relationship between molecular weight and non-lysosomotropism can be observed in the violin plot of the original lysosomotropic class distribution versus the molecular weight of the compounds (Fig. ).