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Headwater clustering and classification model


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Created: Mar 11, 2026 at 6:28 p.m. (UTC)
Last updated: Mar 11, 2026 at 6:50 p.m. (UTC)
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Abstract

This resource contains the code for Seybold et al. (currently in review at Geophysical Research Letters).

Step 1 is the geospatial analysis and extraction of watershed attributes for 82,213 headwater watersheds across the continental United States.

Step 2 takes the extracted data from Step 1 and performs a k-means clustering of headwater watershed attributes. The final results of this clustering (linking HUC12 IDs and cluster assignments) is published as a standalone HydroShare resource and can be found here: Seybold, E. (2025). Headwater HUC12 IDs and associated Clusters, HydroShare, http://www.hydroshare.org/resource/4ba6663de66a42be81422d39ae349b66.

Step 3 takes the transformed headwater and downstream attributes generated in Step 1 (and used in Step 2) to train a random forest classification model that predicts headwater vs. downstream class membership.

Subject Keywords

Coverage

Spatial

Coordinate System/Geographic Projection:
WGS 84 EPSG:4326
Coordinate Units:
Decimal degrees
North Latitude
49.9848°
East Longitude
-65.3027°
South Latitude
24.4146°
West Longitude
-128.5840°

Content

Related Resources

This resource has a related resource in another format Seybold, E. (2025). Headwater HUC12 IDs and associated Clusters, HydroShare, http://www.hydroshare.org/resource/4ba6663de66a42be81422d39ae349b66

How to Cite

Seybold, E. (2026). Headwater clustering and classification model, HydroShare, http://www.hydroshare.org/resource/a072b8cdd20347deb522ba9add0427fd

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

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

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