Chemical space has been defined as the set of molecular descriptors in which molecules will be represented. Visual representation of the chemical space helps to better understand the mutual relationships between compounds in that multi-dimensional descriptor coordinates. Among the several methods available (examples of the most common include principal component analysis and t-distributed stochastic neighbor embedding), herein we used two novel representations detailed in this section.