Harmonized land nutrient irrigation dataset (HLNID) for conterminous United States, 1938-2020
Data files
May 16, 2026 version files 789.28 MB
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HLNID_150sec_20260416.zip
107.04 MB
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HLNID_48sec_20260406.zip
682.24 MB
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README.md
5.36 KB
Abstract
Land use-land cover, nutrient inputs from fertilizer and manure, and irrigation are primary anthropogenic drivers of ecosystem functioning and degradation. Historical datasets covering these drivers at various spatial resolutions are essential for analyzing changes in these drivers as well as for input to models that estimate ecosystem outcomes such as water quality and runoff. We describe a new dataset for the conterminous United States (CONUS) – the Harmonized Land Nutrient Irrigation Dataset (HLNID) – that leverages existing datasets both at the county-scale (e.g., Census of Agriculture) and higher resolution land change model outputs (e.g., FORE-SCE) and remotely-sensed products (e.g., NLCD, CDL) to produce annual land use-land cover (including crop type), fertilizer and manure nutrient mass (nitrogen and phosphorus), and irrigation extent for the years 1938-2020. The flexible method can provide data at a range of custom spatial resolutions but we present results at 48 and 250 arc-seconds. The dataset reveals specific changes such as the increase in corn and soybean (replacing small grains and pasture) in the northern Great Plains since the 1990s, the spatial concentration of manure production in certain regions such as the uplands of the Southern Seaboard, and the expansion of irrigation in regions such as the Prairie Gateway. The method can readily incorporate new raw input datasets (e.g., CDL) to create updated versions but is limited by current time lags in state fertilizer sales data reporting.
Dataset DOI: 10.5061/dryad.r4xgxd2rh
Description of the data and file structure
Here we provide a new dataset – the Harmonized Land Nutrient Irrigation Dataset (HLNID). The raster datasets (GeoTIFFs) consist of single categorical values for each pixel for land use-land cover (and crop type), continuous values for nutrients, and Boolean values for irrigation extent. While we provide data for two spatial resolutions (48 and 150 arc-sec), the method is scale independent. We use the temporally consistent and county-scale USDA Census of Agriculture (CoA) dataset as a foundational data source for the method to allow for harmonization through time and across other historical datasets. The method preserves county-scale estimates from the CoA and other sources (FORE-SCE, LCMAP, NLCD) and uses recent model-based and satellite-based datasets (LCMAP, NLCD, CDL, MIrAD) to spatially allocate LULC, crop type, and irrigation extent across a given county. It also preserves county-scale nutrient mass estimates and spatially allocates within a county according to crop-specific demand.
Files and variables
File: HLNID_150sec_20260416.zip
Description: Harmonized Land Nutrient Irrigation Dataset (HLNID) at 150 arc-second resolution
'irrig' folder: annual irrigation extent raster datasets (GeoTIFFs) from 1938-2020
'irrig_YYYY.tif': boolean data representing irrigation extent
0: no irrigation present
1: irrigation present
'lulc' folder: annual land use-land cover (LULC) raster datasets (GeoTIFFs) from 1938-2020
'vegtype_YYYY.tif': integer data representing LULC category for each individual year
| LULC code | LULC description |
|---|---|
| 4 | Evergreen forest |
| 5 | Deciduous forest |
| 8 | Mixed forest |
| 10 | Grassland |
| 11 | Shrubland |
| 15 | Perennial ice/snow |
| 16 | Corn |
| 17 | Soybean |
| 18 | Small grains |
| 19 | Alfalfa |
| 20 | Non-alfalfa hay |
| 21 | Pasture / range |
| 22 | Developed / high intensity |
| 23 | Developed / medium intensity |
| 24 | Developed / low intensity |
| 25 | Developed / open space |
| 26 | Herbaceous wetland |
| 27 | Woody wetland |
| 30 | Barren |
| 98 | Open water |
| 99 | Other crop |
'nutrients' folder: annual nutrient (nitrogen and phosphorus) inputs from fertilizer and manure from 1938-2020
NOTE: manure is estimated on an "as-excreted" basis and does not account for losses prior to typical land application
'fertnkg_YYYY.tif': fertilizer nitrogen [kg/ha]
'fertpkg_YYYY.tif': fertilizer phosphorus [kg/ha]
'manurenkg_YYYY.tif': manure nitrogen [kg/ha]
'manurepkg_YYYY.tif': manure phosphorus [kg/ha]
File: HLNID_48sec_20260406.zip
Description: Harmonized Land Nutrient Irrigation Dataset (HLNID) at 48 arc-second resolution
'irrig' folder: annual irrigation extent raster datasets (GeoTIFFs) from 1938-2020
'irrig_YYYY.tif': boolean data representing irrigation extent
0: no irrigation present
1: irrigation present
'lulc' folder: annual land use-land cover (LULC) raster datasets (GeoTIFFs) from 1938-2020
'vegtype_YYYY.tif': integer data representing LULC category for each individual year
| LULC code | LULC description |
|---|---|
| 4 | Evergreen forest |
| 5 | Deciduous forest |
| 8 | Mixed forest |
| 10 | Grassland |
| 11 | Shrubland |
| 15 | Perennial ice/snow |
| 16 | Corn |
| 17 | Soybean |
| 18 | Small grains |
| 19 | Alfalfa |
| 20 | Non-alfalfa hay |
| 21 | Pasture / range |
| 22 | Developed / high intensity |
| 23 | Developed / medium intensity |
| 24 | Developed / low intensity |
| 25 | Developed / open space |
| 26 | Herbaceous wetland |
| 27 | Woody wetland |
| 30 | Barren |
| 98 | Open water |
| 99 | Other crop |
'nutrients' folder: annual nutrient (nitrogen and phosphorus) inputs from fertilizer and manure from 1938-2020
NOTE: manure is estimated on an "as-excreted" basis and does not account for losses prior to typical land application
'fertnkg_YYYY.tif': fertilizer nitrogen [kg/ha]
'fertpkg_YYYY.tif': fertilizer phosphorus [kg/ha]
'manurenkg_YYYY.tif': manure nitrogen [kg/ha]
'manurepkg_YYYY.tif': manure phosphorus [kg/ha]
Code/software
Many different software applications can be used to view and extract data from GeoTIFF files including ArcGIS, QGIS, R, Python, and Matlab.
