Marine dissolved organic carbon (DOC) is a significant carbon reservoir that impacts climate but remains poorly quantified. The absence of a comprehensive DOC climatology impedes model validation, estimation of the current DOC inventory, and comprehension of DOC's role in the carbon cycle and climate. To tackle this issue, we employed boosted regression trees to link a compilation of DOC observations with various environmental climatologies, extr [...]