To fully explore the role of functional groups on the (∆E HL , α) relationship, the QM7-X molecules were categorized into twelve major classes based on the functional groups they are bearing (see Sec. 6.2). Fig. shows that the distribution of all detected functional groups in the dataset, confirming that ∆E HL is clustered along the chemical properties of the molecules.