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Published June 4, 2026 | Version v1.0
Dataset Open

Global Machine Learning Prior Files for SWOT Discharge Estimation

Authors/Creators

  • 1. ROR icon University of Massachusetts Amherst

Description

Prior values for SWOT discharge estimation were derived from the ensemble mean discharge predicted by two machine learning models (see References for model descriptions)

The following prior variables were generated:

  • max_q
  • min_q
  • mean_q
  • monthly_q
  • two_year_return_q
  • flow_duration_q
  • logQ_sd

 

Name ML discharge peiord SWORD
MLprior_v1.0_SWORDv16 03/31/2023 - 02/28/2025 v16
MLprior_v2.0_SWORDv17 03/31/2023 - 02/28/2025 v17
MLprior_v2.1_SWORDv17 03/31/2023 - 12/31/2025 v17

 

Files

Files (522.4 MB)

Name Size
md5:947814793f878174c13722ba7fa73364
522.4 MB Download

Additional details

Related works

References
Publication: 10.1038/s41467-025-64367-1 (DOI)
Publication: 10.1029/2024WR039764 (DOI)