The reaction network was postprocessed using ReacNetGenerator by Zeng et al. from the NNMD trajectories. All the species in the reaction network are clustered by their fingerprints using the scikit-learn package . The fingerprints are defined by the molecular structure and calculated by RDKit . The importance of each species is calculated according to the observed number that it occurs and is represented by the size of the dot.