To address the Grounwater contamination, CrowdWaterSens, an uncertainty-aware graph neural network framework, examines the uncertainty and spatial irregularity of the crowdsensing groundwater contamination data and its relevant anthropogenic context to accurately estimate groundwater nitrate concentration.