Chemical space is a cornerstone concept in chemoinformatics . It has been defined as the ensemble of molecular descriptors that define the position of a given set of molecules . As such, the concept of chemical space strongly depends on molecular representation and the descriptors used to define the space. For many practical applications, chemical space is frequently used in the context of visualization.