As noted previously, the input to an AHC algorithm is a dissimilarity matrix that summarizes the pairwise dissimilarity between objects in a set. Thus, the first step to performing an AHC analysis is selecting a pairwise dissimilarity measure to describe the relationship between objects. In this paper, we are interested in discriminating fentanyl analogs by four analytical measurements.