The study involved the creation of a non-traditional set of descriptors. The process of calculating descriptors involved cross-referencing molecules from an experimental database with molecules from a separate database containing quantum properties of small compounds, in order to identify substructure matches. The process of matching substructures was carried out utilising the HasSubstructMatch method in RDKit. Quantitative and qualitative descriptors were computed based on the quantum properties of the detected substructures. Broadly speaking, the descriptors comprise of the quantum properties of identified sub-structures that are categorised based on the count of atoms present in them. The values were subjected to averaging in order to render the descriptors unaffected by the quantity of substructures detected. Given that the descriptors are derived from substructures and the substructures database comprises molecules composed of a finite range of chemical elements, it is advisable to limit the experimental database to molecules that are also composed of the same elements.