UIC Scientists have designed an automated chemical structure dereplication software capable of identifying the chemical structure of an unknown molecule from raw NMR data using dereplication and data mining principles. The dereplication tool provides information about chemical shifts of methyl groups within the triterpenoid family of molecules. This software provides a standardized model for naming the compounds based on the structure and variation to the methyl group location including members of the cycloartane triterpenes family.