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Validating SWORD of Science (SoS) Discharge Estimates with Hydrology Community Discharge Streamflow Observations (SWOT SHCQ)


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Created: Apr 02, 2025 at 6:24 p.m.
Last updated: Apr 23, 2025 at 5:35 a.m.
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Sharing Status: Public
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Abstract

This resource provides a Jupyter notebook designed to evaluate river discharge estimates from the Surface Water and Ocean Topography (SWOT) mission using the SWORD of Science (SoS) dataset. The SWOT SoS products, developed by the Discharge Algorithm Working Group (DAWG), include both unconstrained (satellite-only) and gauge-constrained (calibrated with in-situ data) estimates. In this notebook, we focus on validating the unconstrained discharge estimates using independent streamflow observations obtained through the Surface Water and Ocean Topography Hydrology Community Discharge repository (SWOT SHCQ). The SHCQ serves as a community-driven place for gathering in-situ hydrologic data and plays a critical role in constraining and validating SWOT-derived discharge parameters, particularly within the SWOT Confluence processing framework and in future product releases. By comparing unconstrained estimates to trusted ground-based observations, the notebook provides insights into the performance of SWOT algorithms and supports efforts to enhance the accuracy and usability of SWOT hydrology products across diverse river systems.

This notebook walks users through a hands-on workflow to access and explore SWOT discharge data produced by SoS. These datasets include both unconstrained estimates, which rely solely on SWOT observations and hydrologic modeling, and gauge-constrained estimates, which incorporate in-situ measurements for improved accuracy. Users will learn how to query and open SWOT SoS data in the cloud using the earthaccess API and xarray, identify river reaches of interest (e.g., the Rhine River), visualize those reaches on an interactive map, and extract discharge time series for individual reaches from selected algorithms. By linking satellite-derived estimates with ground-based observations, this workflow supports validation efforts and enhances the usability of SWOT products for local and global hydrologic research.

Subject Keywords

Coverage

Spatial

Coordinate System/Geographic Projection:
WGS 84 EPSG:4326
Coordinate Units:
Decimal degrees
Place/Area Name:
Glob
North Latitude
89.9900°
East Longitude
179.9900°
South Latitude
-89.9900°
West Longitude
-179.9900°

Content

Related Resources

The content of this resource references SWOT Discharge Algorithm Working Group (DAWG). 2024. SWOT Level 4 River Discharge Products Version 1. Ver. 1. PO.DAAC, CA, USA. Dataset accessed at https://doi.org/10.5067/SWOT-SOS-V1
The content of this resource can be executed by https://www.hydroshare.org/resource/33c45575b95f45c4bf7335faab67ed36/
The content of this resource references Coss, S. (2024). Surface Water and Ocean Topography Hydrology Community Discharge (SWOT SHCQ), HydroShare, http://www.hydroshare.org/resource/38feeef698ca484b907b7b3eb84ad05b
This resource belongs to the following collections:
Title Owners Sharing Status My Permission
SwotViz Example Notebook Collection Anthony Castronova · Irene Garousi-Nejad · Devin Cowan  Public &  Shareable Open Access
SwotViz Example Notebook Collection Devin Cowan  Private &  Shareable None
SwotViz Example Notebook Collection Devin Cowan  Private &  Shareable None

How to Cite

Castronova, A. M., I. Garousi-Nejad (2025). Validating SWORD of Science (SoS) Discharge Estimates with Hydrology Community Discharge Streamflow Observations (SWOT SHCQ), HydroShare, http://www.hydroshare.org/resource/1cc0fdda275340ff9d6682627d09a3b9

This resource is shared under the Creative Commons Attribution CC BY.

http://creativecommons.org/licenses/by/4.0/
CC-BY

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