To capture the usage and behavior of Dedenser with tangible examples of application, we have performed case studies with two datasets. The first, involves a subset of the ZINC 72 compounds extracted by Gómez-Bombarelli et al., the second is a set of aryl bromides from a study reported by Kariofillis et al. .