To prepare the data for a thorough analysis, we first cleaned it systematically. The criteria we used align with FB applications: (i) Aromaticity is a critical factor that enables the dispersion of π-electrons across the conjugated ring. This dispersion lowers the ground-state energy and enhances molecular stability . Cyclic molecular structures also offer a platform for facile molecular engineering, applicable either to the core structure or to the functional group decoration. Consequently, a total of 6845 records were excluded from the database due to their non-aromatic character.