A molecular descriptor, as defined by R. Todeschini and V. Consonni, is "the final result of a logic and mathematical procedure which transforms chemical information encoded within a symbolic representation of a molecule into an useful number." We used RDKit to generate one-and two-dimensional molecular descriptors of the compounds. Around 200 molecular descriptors can be generated by the RDKit. However, since we were aiming for explainability, we manually selected the descriptors which are intuitive, such as NumHAcceptors, TPSA, FractionCSP3, fr nitro, etc. Some examples of unintuitive descriptors, which were removed, are PEOE VSA7, VSA EState8, SMR VSA6, etc.