However, this analysis is based on the hypothesis that something in the metal catalyst surface decides or describes the selectivity, and of course the features we have chosen (DFT adsorption energies, WF, LC) are directly connected to the surface. Thus, the fact that we can separate the elements according to their product distribution this nicely using only the given simple descriptors, strongly supports this hypothesis regarding the deciding factor of the catalyst surface.