Water level variability across a single hemisphere for all climate models using standard deviations across multiple datasets from 1981 to 2020 and in situ at the same time. The model trained on gridded observational products predicts fully out-of-sample March SWE at 2,961 in situ sites from SNOTEL, CanSWE and NH-SWE datasets. The reconstruction model predictions…