Data visualization is an essential tool for scientists to reveal patterns that are hidden in high-dimensional data, to interpret these patterns, and -as a matter of usual practice -to convey them to non-experts. Moreover, in the current era of artificial intelligence (AI)-guided chemical design, visualization is frequently employed to describe the applicability domains of data-driven models.