Aiming to understand how each atom contributed to the predicted hydration free energy value, we first calculated the tree SHAP (SHapley Additive exPlanations ) values for every fingerprint feature. SHAP values are given in the same unit(s) as the target variable(s) -in our case hydration free energy -and indicate by how many units a feature pushed the prediction towards positive or negative values for a given instance.