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Maximizing the potential benefits of beaver restoration for fire resilience and water storage
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Created: Jun 24, 2025 at 8:06 p.m. (UTC)
Last updated: Jun 25, 2025 at 12:23 a.m. (UTC)
Published date: Jun 25, 2025 at 12:23 a.m. (UTC)
DOI: 10.4211/hs.74c8ad5a706a446a8f8d0cdfcf05e523
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Content types: Geographic Feature Content  Geographic Raster Content 
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Abstract

This study used the Beaver Restoration Assessment Tool (BRAT) to estimate beaver dam capacity in streams in the Sierra Nevada of California. We used BRAT model results to estimate potential water storage and fire resilience associated with potential beaver dam capacity in the region. We used this analysis to identify priority watersheds for beaver restoration and reintroduction. This code replicates our analysis of BRAT model results.

Subject Keywords

Coverage

Spatial

Coordinate System/Geographic Projection:
WGS 84 EPSG:4326
Coordinate Units:
Decimal degrees
North Latitude
42.1444°
East Longitude
-113.8184°
South Latitude
32.1167°
West Longitude
-125.1563°

Content

README.md

Maximizing the potential benefits of beaver restoration for fire resilience and water storage

This study used the Beaver Restoration Assessment Tool (BRAT) to estimate beaver dam capacity in streams in the Sierra Nevada of California. We used BRAT model results to estimate potential water storage and fire resilience associated with potential beaver dam capacity in the region. We used this analysis to identify priority watersheds for beaver restoration and reintroduction.

Dataset: AllSierras_DamCapacity6.shp Dataset Description: BRAT model results for all 31 study watersheds

Dataset: background.rds Dataset Description: State boundaries dataset for figure backgrounds. Dataset Citation: us_states package in R using 2021 census data: https://docs.ropensci.org/USAboundaries/reference/us_states.html

Dataset: WatershedBoundaries5.shp Dataset Description: Watershed boundaries map for figure backgrounds. Dataset Citation: U.S. Geological Survey. 2024b. “National Hydrography Dataset.” 2024. https://www.usgs.gov/national-hydrography/national-hydrography-dataset.

Dataset: FireRisk_4.tif Dataset Description: Wildfire Hazard Potential (WHP) Dataset Citation: U.S. Forest Service. 2020. “Wildfire Hazard Potential | Missoula Fire Sciences Laboratory.” USDA Forest Service, Fire Modeling Institute. https://research.fs.usda.gov/firelab/products/dataandtools/wildfire-hazard-potential.

Dataset: LandOwnership.shp Dataset Description: Land ownership (public vs. private land) Dataset Citation: BLM National SMA Surface Management Agency Area Polygons. 2024. US Department of the Interior Bureau of Land Management. April 18, 2024. https://gbp-blm-egis.hub.arcgis.com/datasets/6bf2e737c59d4111be92420ee5ab0b46/about.

Dataset: ndc.rds Dataset Description: Water deficit Dataset Citation: Devineni, Naresh, Upmanu Lall, Elius Etienne, Daniel Shi, and Chen Xi. 2015. “America’s Water Risk: Current Demand and Climate Variability.” Geophysical Research Letters 42 (7): 2285–93. https://doi.org/10.1002/2015GL063487.Filtered for CA and NV.

Code/Software: The script MoravekEtAl_HydroShare.Rmd is an R Markdown script that uses the above datasets to reproduce the analyses in this manuscript.

Data Services

The following web services are available for data contained in this resource. Geospatial Feature and Raster data are made available via Open Geospatial Consortium Web Services. The provided links can be copied and pasted into GIS software to access these data. Multidimensional NetCDF data are made available via a THREDDS Data Server using remote data access protocols such as OPeNDAP. Other data services may be made available in the future to support additional data types.

Web Map Service

https://geoserver.hydroshare.org/geoserver/HS-74c8ad5a706a446a8f8d0cdfcf05e523/wms?request=GetCapabilities

Web Feature Service

https://geoserver.hydroshare.org/geoserver/HS-74c8ad5a706a446a8f8d0cdfcf05e523/wfs?request=GetCapabilities

Web Coverage Service

https://geoserver.hydroshare.org/geoserver/HS-74c8ad5a706a446a8f8d0cdfcf05e523/wcs?request=GetCapabilities

Related Geospatial Features

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Credits

Funding Agencies

This resource was created using funding from the following sources:
Agency Name Award Title Award Number
U.S. National Science Foundation GRFP
NASA Goddard Space Flight Center
NASA Sea Level Change Science Team Grant #80NSSC21K0321
The Center for Biological Diversity
UC Berkeley Environmental Science, Policy, and Management Departmental Research Grant.

How to Cite

Moravek, J., J. Brashares, M. Girotto, R. Spivak, A. Kerr, A. Molod, S. Feirer, R. Johnson, A. Getirana, E. Fairfax, A. Ruhi (2025). Maximizing the potential benefits of beaver restoration for fire resilience and water storage, HydroShare, https://doi.org/10.4211/hs.74c8ad5a706a446a8f8d0cdfcf05e523

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

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

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