The chemical formula was calculated from the coordinates and atom type of each molecule using the RDKit package. All the molecules with charge separation, multiple species, or problems with convergence (total of 576 molecules) were removed from the data set to avoid unwarranted problems with energies. The total number of reactions obtained by this method is 162,490,067.