In addition to the logP models, we train a series of models on a vertical ionization potential (IP) data set for transition metal complexes (TMCs) calculated using B3LYP published by Duan et al. . For this data set we train two kinds of models: an evidential regression model recently developed and a simple feed forward NN where we again use the LS uncertainties for comparison.