1. Introduction Rivers and lakes are important water resources, indispensable for human life and production; they also facilitate the material and energy cycle between the land and ocean, and their hydrochemical properties have important implications for human health, aquatic biota and ecosystem services [,]. The chemical composition of water not only indicates surface weathering processes, but also reflects the source, composition and content characteristics of regional hydrochemical elements.