The improvement of alkyl halides (Figure ) may appear to match chemical intuition given the distinct pattern of halogen isotopes observed with MS. However, this conclusion is not supported by the architecture of an MLP model as each input neuron is independent. Future work incorporating the differences in abundance peaks instead of raw values may improve the performance of the MS only model.