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The data for this study support efforts to identify compound identification limitations using gas chromatography mass spectrometry (GC-MS) for seized drug analysis. This is a component of a larger project to evaluate specialized GC-MS methods for various drug classes, such as steroids and stimulants, alongside a new general analysis method. The dataset contains method parameters, mass spectra, and associated retention times generated from the replicate analysis of seized drug standards.