The HOMO alone, Descriptor III, can predict E red. reasonably good even with RMSE = 0.229 and MAE = 0.177 V. Whereas, the E 0 forecasting is unsatisfactory and the contribution of the other states is necessary. Plotting target value versus HOMO reveals more sparsity for E 0 values in comparison to E red. (See Figure (a) and (b)).