In one embodiment, a system and a method for identifying the class of a component of a mixture includes collecting samples from a sample source, determining a summed ion spectrum for each sample and generating sample data from the summed ion spectra, comparing the sample data with reference summed ion spectra of multiple reference substances to determine correlations between the reference substances and the sample data, and evaluating the correlations of the substances of each substance class to determine which substance class most closely correlates to the sample data.