To illustrate the application of MAYA, herein we show the data visualization of an exemplary data set of 170 compounds annotated with inhibitory activity (IC50) against three biological endpoints, specifically with ChEMBL identifiers (IDs) CHEMBL3142, CHEMBL5147, and CHEMBL3234. The dataset was obtained from ChEMBL-34 focusing on small molecules with activity against kinase human enzymes, all evaluated with the same ChEMBL assay ID. Kinases play a crucial role in various cellular signaling pathways that regulate crucial processes such as cell growth and proliferation, making them key targets in cancer therapy . Results generated with the newly introduced tool are presented in Figure . Six of the eighteen possible visualizations generated with MAYA are shown (the remaining visualizations are presented in Figure in the Supporting Information). In this exemplary application of the tool, Figure shows the PCA and t-SNE visualizations using three types of molecular representations (two types of molecular fingerprints and continuous properties of pharmaceutical relevance). The data points are coded on a continuous color scale from red (compounds with overall low biological activity against the three biological endpoints) to blue (compounds with higher biological activity for all three kinases). The size of the data points represents the relative standard deviation of the biological activities (e.g., smaller data points are associated with molecules with lower standard deviation).