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molecules, and the metabolome and can be adopted as a universal fingerprint to describe and search chemical space. The source code is available at https//github.com/reymond-group/map4 and interactive MAP4 similarity search tools and TMAPs for various databases are accessible at http//map-search.gdb.tools/ and http//tm.gdb.tools/map4/.Computer-aided research on the relationship between molecular structures of natural compounds (NC) and their biological activities have been carried out extensively because the molecular structures of new d