As shown in Figure , characteristic signals for the above groups are highlighted in red. Our model utilizes regions of the IR spectrum that align with established chemical principles to identify present functional groups. Influences for groups like alkane, alkene and ketones are also observed in the analysis, but these groups are accurately predicted to be absent in the sample. We present more examples of SHAP analyses in the SI section.