The AquaSat dataset is the largest inland water matchup dataset ever assembled. It pairs more than 600,000 in-situ observations with satellite imagery to provide a large-scale training dataset for continental scale remote sensing of water quality. The code to generate aquasat can be found here: https://github.com/GlobalHydrologyLab/watersat and the paper here: 10.1029/2019WR024883