Introduction and Rationale:
Due to our increasing understanding of the role the surrounding landscape plays in ecological processes, a detailed characterization of land cover, including both agricultural and natural habitats, is ever more important for both researchers and conservation practitioners. Unfortunately, in the United States, different types of land cover data are split across thematic datasets that emphasize agricultural or natural vegetation, but not both. To address this data gap and reduce duplicative efforts in geospatial processing, we merged two major datasets, the LANDFIRE National Vegetation Classification (NVC) and USDA-NASS Cropland Data Layer (CDL), to produce an integrated land cover map. Our workflow leveraged strengths of the NVC and the CDL to produce detailed rasters comprising both agricultural and natural land-cover classes. We generated these maps for each year from 2012-2021 for the conterminous United States, quantified agreement between input layers and accuracy of our merged product, and published the complete workflow necessary to update these data. In our validation analyses, we found that approximately 5.5% of NVC agricultural pixels conflicted with the CDL, but we resolved a majority of these conflicts based on surrounding agricultural land, leaving only 0.6% of agricultural pixels unresolved in our merged product.
Contents:
Spatial data
1. Attribute table for merged rasters
Technical validation data
1. Number and proportion of mismatched pixels
2. Number and proportion of unresolved pixels
3. Producer's and User's accuracy values and coverage of reference data
- Attribute table for merged rasterscsv
Raster attribute table for merged raster product. Class names and...
MD5:Explore Data40.94 KB - Number and proportion of mismatched pixelscsv
Number and proportion of pixels that were mismatched between the Cropland...
MD5:Explore Data146.1 MB - Number and proportion of unresolved pixelscsv
Number and proportion of unresolved pixels in the final merged rasters, per...
MD5:Explore Data3 MB - Producer's and User's accuracy values and coverage of reference datacsv
Producer's and User's accuracy values and coverage of reference data, per...
MD5:Explore Data12.21 MB
Field | Value |
---|---|
Tags | |
Modified | 2022-10-17 |
Release Date | 2022-10-17 |
Frequency | Not Planned |
Identifier | 4f825ff4-c320-4875-bf2a-9fb20486608e |
Spatial / Geographical Coverage Area | POLYGON ((-125.33203125 23.976881235045, -125.33203125 48.458351882809, -64.3359375 48.458351882809, -64.3359375 23.976881235045)) |
Publisher | Ag Data Commons |
Spatial / Geographical Coverage Location | Conterminous United States |
Temporal Coverage | January 1, 2012 to December 31, 2021 |
License | |
Data Dictionary | |
Contact Name | Goslee, Sarah |
Contact Email | |
Public Access Level | Public |
Program Code | 005:040 - Department of Agriculture - National Research |
Bureau Code | 005:18 - Agricultural Research Service |