This use case demonstrated how CIME can be utilized to explore a chemical space and to compare molecular representations for a set of labeled compounds (T1). By using an approach based on exploring two types of similarities, we showed how CIME can be used to select smaller sets of pertinent candidate compounds from a large chemical space.