For each optimized molecular structure, the HOMO energies were extracted from the MOPAC output files. While the semi-empirical level of theory may not provide the same accuracy as higher-level quantum chemical methods, the HOMO energies obtained from these calculations can serve as a surrogate for more sophisticated calculations and provide insights into the electronic structure of the generated molecules with a minimal computational footprint.