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). TMAP is available as a Python package. Installation, usage instructions and application examples can be found at URL
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, and literature.