The second dataset investigated here was the MassBank of North America (MoNA) . MoNA is an open-source "auto-curating repository" for mass spectral records. We then filtered the GC-MS subset of 18,915 spectra to only contain Type Ia monosubstituted α-amino acids measured by GC-EI TOF not found in the NEIMS training set (MoNA f ).