Before revision:  We exemplify TMAP in the area of cheminformatics with interactive maps for 1.16 million drug-like molecules from ChEMBL, 10.1 million small molecule fragments from FDB17,  and 131 thousand 3D- structures of biomolecules from the PDB Databank, and to visualize data from literature (GUTENBERG data set), cancer biology(PANSCAN data set) and particle physics(MiniBooNE data set).
After revision:  We exemplify TMAP in the area of cheminformatics with interactive maps for 1.16 million drug-like molecules from ChEMBL, 10.1 million small molecule fragments from FDB17, the Natural Products Atlas, DSSTox, DrugBank, as well as to the MoleculeNet benchmark collection of data sets. We also show its broad applicability with further examples from biology, particle physics, and 131 thousand 3D- structures of biomolecules from the PDB Databank, and to visualize data from literature (GUTENBERG data set), cancer biology(PANSCAN data set) and particle physics(MiniBooNE data set).