Effect of adding UV radiation strength to the set of input features. The panels show the performance of ML-accelerated chemistry predictions, as in Fig. 2. Adding UV radiation strength increases the accuracy of the fit, but only slightly in the areas of the parameter space dominated by the selected molecules. Depending on the molecular species and constraints on calculation time, it is not necessary to use UV as a parameter.