The visual representation of chemical spaces can lead to visually appealing figures, particularly if appropriate color schemes are used. The visually attractive settings are used to emphasize patterns in the chemistry data to facilitate visual information extraction. For instance, to highlight grouping or clustering in the chemistry data or to rapidly identify patterns in the structure-property landscapes. At the same time, the visually attractive graphs can be for the chemistry expert and non-expert, a visually attractive graph or sort of a digital "painting" or work of art. In other words, the graph or digital painting is driven by chemical structures and descriptors. Therefore, the person generating the chemical space representation could be considered a chemical space artist that can communicate not only chemical data and information but even emotions if the chemical structures are associated with a personal, emotional, or another type of feeling the "artist" / author want to communicate through the visualization, e.g., an artistic expression. In this sense, the concept of chemical space also opens up the possibility of searching for new representations that have to do with the need to configure another image of thought, and think in a novel fashion; it is a creative task and is similar to art.