a 90% contribution from electronic features for the KRR model with reduced features, the other ML models show a smaller proportion, so we conclude that neither category of features strongly dominates the prediction of differential binding energies (Supporting Information Figure ). We also find consistency between the top-ranked feature for most ion exchange models.