To further examine whether the models are predicting similar results, we plot the cumulative residuals of each model against important features in the SolProp test set. The cumulative residuals against solute molecular weight (Figure ) and solvent Wildman-Crippen log P (Figure ) both demonstrate that the fastprop and chemprop models are making similar predictions across the SolProp test set.