The content and diversity of the chemical structures of the 187 compounds in the Epi Food Chemical Database were analyzed under three main types of analysis: a) scaffolds and chemical diversity using structural fingerprints and chemical scaffolds, b) distribution in chemical space, and c) descriptive structure-activity relationships based on the concept of activity, or more general, property landscapes. Each of the three types of analysis is described below.