Within the diverse landscape of NPDBs, various initiatives have arisen to systematically document the biodiversity of NPs, with a particular emphasis on geographical regions . Noteworthy examples in Latin America and the Caribbean countries include PeruNPDB from Peru, along with NUBBEDB SistemaX , , and the UEFS dataset from Brazil. Additionally various countries in Latin America are assembling LANaPDB: Latin American Natural Product database that integrates the information of NP from six countries with nearly 13,000 compounds .