For this work, we investigated a wealth descriptors, including adsorption energies of various relevant adsorbates, reaction barriers for several competing reaction pathways, and physical descriptors such as the lattice constant (LC) and slab work function (WF) for several metal catalysts. The full list of descriptors used for the statistical analysis can be found in Fig. .