AndreaBozzo/ceres-open-data-index huggingface dataset:
Orthomosaic map produced for the Illinois River Integrated Science basin, Illinois River near Starved Rock study sites, June 7, 2022

A Bell 407 helicopter with a gyro-stabilized gimbal was used to collect aerial videos of Illinois River Water Science Basin (IWS) riverine study sites in 2022.  Videos were collected using both natural color and thermal infrared cameras. These videos were used to determine the feasibility of estimating river surface velocity using aerial imagery. Photogrammetry techniques were used with the natural color video images to produce an orthomosaic map of the study reach.

Tags: environment, remote-sensing, streamflow, usgs-65aed914d34ef34c3506d765
Organization: Department of the Interior
Sampling site, water quality, and fish community data from multi-agency monitoring of the Illinois Waterway response to lock and dam closures, 2019-2021

Lock and dam closures along the Illinois Waterway occurred in summer of 2020, resulting in a prolonged reduction in traffic of large vessels along the Waterway. To study the response of Illinois Waterway water quality and fish community, ongoing water quality and fish Long Term Resource Monitoring (LTRMP) elements of the Upper Mississippi River Restoration program were expanded from the La Grange reach of the Lower Illinois to eight pools and reaches of the entire Illinois Waterway. This multi-agency effort occurred in each year before (2019), during (2020), and after (2021) the extended lock and dam closure. This dataset contains observations from this project, including a file of site information and LTRMP-style water quality data from each sampling unit, and another file of LTRMP-style, individual fish-level data from each sampling unit.

Tags: fish, freshwater-ecosystems, illinois, lower-illinois, river-systems, upper-illinois, usgs-656f381fd34ecaabeadac9a3, water-quality
Organization: Department of the Interior
qPCR Results for An Assessment of Pathogens in National Park Hot Springs

In 2018 and 2019, a multidisciplinary team from the U.S. Geological Survey (USGS), National Park Service, The Commonwealth Scientific and Industrial Research Organization, Montana State University’s Department of Microbiology and Immunology, and the Teton Conservation District, initiated a study to document the presence or absence of Naegleria fowleri, Giardia, Escherichia coli, and Cryptosporidium at several hot springs in Grand Teton National Park and John D. Rockefeller Jr. Memorial Parkway and Bridger-Teton National Forest, Yellowstone National Park, and Lake Mead National Recreation Area. This data release includes qPCR data from this investigation.

Tags: arizona, arizona-hot-spring, astoria-hot-springs, biota, blue-point-spring, boiling-river, boy-scout-canyon-spring, bridger-teton-national-forest, edna, fire-state-park, firehole-river, gardner-river, grand-teton-national-park, granite-hot-springs, huckleberry-hot-springs, lake-mead, mammoth, montana, nevada, nevada-hot-spring, overton-beach, pathogens, polecat-hot-springs, qpcr, rogers-springs, usgs-65aeed94d34ef34c3506d865, wyoming, yellowstone-national-park
Organization: Department of the Interior
A High Resolution Stereo Camera (HRSC) Digital Terrain Model for Mars, centered at -28.8N, 78.6E_USGS

A High Resolution Stereo Camera (HRSC) digital terrain model (DTM) was created for quantitative measurements of sinuous ridges on the surface of Mars.

Tags: biota, digital-terrain-model-dtm, high-resolution-stereo-camera, mars, mars-express, usgs-65721dd2d34e952b2273f52b
Organization: Department of the Interior
Rangeland Condition Monitoring Assessment and Projection (RCMAP) Annual Herbaceous Fractional Component Time-Series Across Western North America from 1985-2023

The RCMAP (Rangeland Condition Monitoring Assessment and Projection) dataset quantifies the percent cover of rangeland components across western North America using Landsat imagery from 1985-2023. The RCMAP product suite consists of ten fractional components: annual herbaceous, bare ground, herbaceous, litter, non-sagebrush shrub, perennial herbaceous, sagebrush, shrub, tree, and shrub height in addition to the temporal trends of each component. Several enhancements were made to the RCMAP process relative to prior generations. First, high-resolution training was revised using an improved neural-net classifier and modelling approach. These data serve as foundation to the RCMAP approach. The training database was further improved by incorporating additional datasets. Next, the Landsat compositing approach was improved to better capture the range of conditions from across each year and through time. These composites are based on Collection 2 Landsat data with improved geolocation accuracy and dynamic range. Finally, the Canadian portion of the sagebrush biome was included, which expanded the study area by 29,199 km2. 
Processing efficiency has been increased using open-source software and USGS High-Performance Computing (HPC) resources. The mapping area included eight regions which were subsequently mosaicked. These data can be used to answer critical questions regarding the influence of climate change and the suitability of management practices. Component products can be downloaded https://www.mrlc.gov/data.

Tags: ab, alberta, annual-herbaceous, arizona, arizona-plateau, az, back-in-time, bare-ground, big-sagebrush, biota, black-hills, blue-mountains, ca, california, canada, chihuahuan, chihuahuan-desert, climate-change, co, colorado, colorado-plateau, columbia-plateau, desert, environment, geoscientificinformation, grand-canyon, grass, grassland-change, great-basin, gunnison, herbaceous, id, idaho, imagerybasemapsearthcover, litter, mediterranean-california, middle-rockies, mojave, montana, mt, mts, nd, ne, nebraska, nevada, new-mexico, nm, north-dakota, north-plains, northern-great-plains, northern-great-salt-lake-desert, northern-mountainous, northern-rocky-mountains, nv, or, oregon, plains, plateau, prairie-provinces, rangeland, rangeland-management, rocky-mountains, sagebrush, saskatchewan, sd, shrub, shrub-height, shrubland, shrubland-change, shrubland-ecosystems, shrublands, sierra-nevada, sk, sonoran, sonoran-desert, south-dakota, southern-great-salt-lake-desert, southern-rocky-mountains, southwest-tablelands, terrestrial-ecosystems, texas, the-rockies, three-forks, time-series, trends, tx, united-states, usgs-65731395d34e952b22743c5e, ut, utah, vegetation, vegetation-change, vegetation-height, wa, wasatch, washington, western-us, wy, wyoming, wyoming-basin, yellowstone
Organization: Department of the Interior
Rangeland Condition Monitoring Assessment and Projection (RCMAP) Bare Ground Fractional Component Time-Series Across Western North America from 1985-2023

The RCMAP (Rangeland Condition Monitoring Assessment and Projection) dataset quantifies the percent cover of rangeland components across western North America using Landsat imagery from 1985-2023. The RCMAP product suite consists of ten fractional components: annual herbaceous, bare ground, herbaceous, litter, non-sagebrush shrub, perennial herbaceous, sagebrush, shrub, tree, and shrub height in addition to the temporal trends of each component. Several enhancements were made to the RCMAP process relative to prior generations. First, high-resolution training was revised using an improved neural-net classifier and modelling approach. These data serve as foundation to the RCMAP approach. The training database was further improved by incorporating additional datasets. Next, the Landsat compositing approach was improved to better capture the range of conditions from across each year and through time. These composites are based on Collection 2 Landsat data with improved geolocation accuracy and dynamic range. Finally, the Canadian portion of the sagebrush biome was included, which expanded the study area by 29,199 km2. 
Processing efficiency has been increased using open-source software and USGS High-Performance Computing (HPC) resources. The mapping area included eight regions which were subsequently mosaicked. These data can be used to answer critical questions regarding the influence of climate change and the suitability of management practices. Component products can be downloaded https://www.mrlc.gov/data.

Tags: ab, alberta, annual-herbaceous, arizona, arizona-plateau, az, back-in-time, bare-ground, big-sagebrush, biota, black-hills, blue-mountains, ca, california, canada, chihuahuan, chihuahuan-desert, climate-change, co, colorado, colorado-plateau, columbia-plateau, desert, environment, geoscientificinformation, grand-canyon, grass, grassland-change, great-basin, gunnison, herbaceous, id, idaho, imagerybasemapsearthcover, litter, mediterranean-california, middle-rockies, mojave, montana, mt, mts, nd, ne, nebraska, nevada, new-mexico, nm, north-dakota, north-plains, northern-great-plains, northern-great-salt-lake-desert, northern-mountainous, northern-rocky-mountains, nv, or, oregon, plains, plateau, prairie-provinces, rangeland, rangeland-management, rocky-mountains, sagebrush, saskatchewan, sd, shrub, shrub-height, shrubland, shrubland-change, shrubland-ecosystems, shrublands, sierra-nevada, sk, sonoran, sonoran-desert, south-dakota, southern-great-salt-lake-desert, southern-rocky-mountains, southwest-tablelands, terrestrial-ecosystems, texas, the-rockies, three-forks, time-series, trends, tx, united-states, usgs-65731415d34e952b22743c61, ut, utah, vegetation, vegetation-change, vegetation-height, wa, wasatch, washington, western-us, wy, wyoming, wyoming-basin, yellowstone
Organization: Department of the Interior
Rangeland Condition Monitoring Assessment and Projection (RCMAP) Herbaceous Fractional Component Time-Series Across Western North America from 1985-2023

The RCMAP (Rangeland Condition Monitoring Assessment and Projection) dataset quantifies the percent cover of rangeland components across western North America using Landsat imagery from 1985-2023. The RCMAP product suite consists of ten fractional components: annual herbaceous, bare ground, herbaceous, litter, non-sagebrush shrub, perennial herbaceous, sagebrush, shrub, tree, and shrub height in addition to the temporal trends of each component. Several enhancements were made to the RCMAP process relative to prior generations. First, high-resolution training was revised using an improved neural-net classifier and modelling approach. These data serve as foundation to the RCMAP approach. The training database was further improved by incorporating additional datasets. Next, the Landsat compositing approach was improved to better capture the range of conditions from across each year and through time. These composites are based on Collection 2 Landsat data with improved geolocation accuracy and dynamic range. Finally, the Canadian portion of the sagebrush biome was included, which expanded the study area by 29,199 km2. 
Processing efficiency has been increased using open-source software and USGS High-Performance Computing (HPC) resources. The mapping area included eight regions which were subsequently mosaicked. These data can be used to answer critical questions regarding the influence of climate change and the suitability of management practices. Component products can be downloaded https://www.mrlc.gov/data.

Tags: ab, alberta, annual-herbaceous, arizona, arizona-plateau, az, back-in-time, bare-ground, big-sagebrush, biota, black-hills, blue-mountains, ca, california, canada, chihuahuan, chihuahuan-desert, climate-change, co, colorado, colorado-plateau, columbia-plateau, desert, environment, geoscientificinformation, grand-canyon, grass, grassland-change, great-basin, gunnison, herbaceous, id, idaho, imagerybasemapsearthcover, litter, mediterranean-california, middle-rockies, mojave, montana, mt, mts, nd, ne, nebraska, nevada, new-mexico, nm, north-dakota, north-plains, northern-great-plains, northern-great-salt-lake-desert, northern-mountainous, northern-rocky-mountains, nv, or, oregon, plains, plateau, prairie-provinces, rangeland, rangeland-management, rocky-mountains, sagebrush, saskatchewan, sd, shrub, shrub-height, shrubland, shrubland-change, shrubland-ecosystems, shrublands, sierra-nevada, sk, sonoran, sonoran-desert, south-dakota, southern-great-salt-lake-desert, southern-rocky-mountains, southwest-tablelands, terrestrial-ecosystems, texas, the-rockies, three-forks, time-series, trends, tx, united-states, usgs-65731427d34e952b22743c63, ut, utah, vegetation, vegetation-change, vegetation-height, wa, wasatch, washington, western-us, wy, wyoming, wyoming-basin, yellowstone
Organization: Department of the Interior
Rangeland Condition Monitoring Assessment and Projection (RCMAP) Litter Fractional Component Time-Series Across Western North America from 1985-2023

The RCMAP (Rangeland Condition Monitoring Assessment and Projection) dataset quantifies the percent cover of rangeland components across western North America using Landsat imagery from 1985-2023. The RCMAP product suite consists of ten fractional components: annual herbaceous, bare ground, herbaceous, litter, non-sagebrush shrub, perennial herbaceous, sagebrush, shrub, tree, and shrub height in addition to the temporal trends of each component. Several enhancements were made to the RCMAP process relative to prior generations. First, high-resolution training was revised using an improved neural-net classifier and modelling approach. These data serve as foundation to the RCMAP approach. The training database was further improved by incorporating additional datasets. Next, the Landsat compositing approach was improved to better capture the range of conditions from across each year and through time. These composites are based on Collection 2 Landsat data with improved geolocation accuracy and dynamic range. Finally, the Canadian portion of the sagebrush biome was included, which expanded the study area by 29,199 km2. 
Processing efficiency has been increased using open-source software and USGS High-Performance Computing (HPC) resources. The mapping area included eight regions which were subsequently mosaicked. These data can be used to answer critical questions regarding the influence of climate change and the suitability of management practices. Component products can be downloaded https://www.mrlc.gov/data.

Tags: ab, alberta, annual-herbaceous, arizona, arizona-plateau, az, back-in-time, bare-ground, big-sagebrush, biota, black-hills, blue-mountains, ca, california, canada, chihuahuan, chihuahuan-desert, climate-change, co, colorado, colorado-plateau, columbia-plateau, desert, environment, geoscientificinformation, grand-canyon, grass, grassland-change, great-basin, gunnison, herbaceous, id, idaho, imagerybasemapsearthcover, litter, mediterranean-california, middle-rockies, mojave, montana, mt, mts, nd, ne, nebraska, nevada, new-mexico, nm, north-dakota, north-plains, northern-great-plains, northern-great-salt-lake-desert, northern-mountainous, northern-rocky-mountains, nv, or, oregon, plains, plateau, prairie-provinces, rangeland, rangeland-management, rocky-mountains, sagebrush, saskatchewan, sd, shrub, shrub-height, shrubland, shrubland-change, shrubland-ecosystems, shrublands, sierra-nevada, sk, sonoran, sonoran-desert, south-dakota, southern-great-salt-lake-desert, southern-rocky-mountains, southwest-tablelands, terrestrial-ecosystems, texas, the-rockies, three-forks, time-series, trends, tx, united-states, usgs-65731435d34e952b22743c65, ut, utah, vegetation, vegetation-change, vegetation-height, wa, wasatch, washington, western-us, wy, wyoming, wyoming-basin, yellowstone
Organization: Department of the Interior
Rangeland Condition Monitoring Assessment and Projection (RCMAP) Non Sagebrush Shrub Fractional Component Time-Series Across Western North America from 1985-2023

The RCMAP (Rangeland Condition Monitoring Assessment and Projection) dataset quantifies the percent cover of rangeland components across western North America using Landsat imagery from 1985-2023. The RCMAP product suite consists of ten fractional components: annual herbaceous, bare ground, herbaceous, litter, non-sagebrush shrub, perennial herbaceous, sagebrush, shrub, tree, and shrub height in addition to the temporal trends of each component. Several enhancements were made to the RCMAP process relative to prior generations. First, high-resolution training was revised using an improved neural-net classifier and modelling approach. These data serve as foundation to the RCMAP approach. The training database was further improved by incorporating additional datasets. Next, the Landsat compositing approach was improved to better capture the range of conditions from across each year and through time. These composites are based on Collection 2 Landsat data with improved geolocation accuracy and dynamic range. Finally, the Canadian portion of the sagebrush biome was included, which expanded the study area by 29,199 km2. 
Processing efficiency has been increased using open-source software and USGS High-Performance Computing (HPC) resources. The mapping area included eight regions which were subsequently mosaicked. These data can be used to answer critical questions regarding the influence of climate change and the suitability of management practices. Component products can be downloaded https://www.mrlc.gov/data.

Tags: ab, alberta, annual-herbaceous, arizona, arizona-plateau, az, back-in-time, bare-ground, big-sagebrush, biota, black-hills, blue-mountains, ca, california, canada, chihuahuan, chihuahuan-desert, climate-change, co, colorado, colorado-plateau, columbia-plateau, desert, environment, geoscientificinformation, grand-canyon, grass, grassland-change, great-basin, gunnison, herbaceous, id, idaho, imagerybasemapsearthcover, litter, mediterranean-california, middle-rockies, mojave, montana, mt, mts, nd, ne, nebraska, nevada, new-mexico, nm, north-dakota, north-plains, northern-great-plains, northern-great-salt-lake-desert, northern-mountainous, northern-rocky-mountains, nv, or, oregon, plains, plateau, prairie-provinces, rangeland, rangeland-management, rocky-mountains, sagebrush, saskatchewan, sd, shrub, shrub-height, shrubland, shrubland-change, shrubland-ecosystems, shrublands, sierra-nevada, sk, sonoran, sonoran-desert, south-dakota, southern-great-salt-lake-desert, southern-rocky-mountains, southwest-tablelands, terrestrial-ecosystems, texas, the-rockies, three-forks, time-series, trends, tx, united-states, usgs-65731444d34e952b22743c67, ut, utah, vegetation, vegetation-change, vegetation-height, wa, wasatch, washington, western-us, wy, wyoming, wyoming-basin, yellowstone
Organization: Department of the Interior
Rangeland Condition Monitoring Assessment and Projection (RCMAP) Perennial Herbaceous Fractional Component Time-Series Across Western North America from 1985-2023

The RCMAP (Rangeland Condition Monitoring Assessment and Projection) dataset quantifies the percent cover of rangeland components across western North America using Landsat imagery from 1985-2023. The RCMAP product suite consists of ten fractional components: annual herbaceous, bare ground, herbaceous, litter, non-sagebrush shrub, perennial herbaceous, sagebrush, shrub, tree, and shrub height in addition to the temporal trends of each component. Several enhancements were made to the RCMAP process relative to prior generations. First, high-resolution training was revised using an improved neural-net classifier and modelling approach. These data serve as foundation to the RCMAP approach. The training database was further improved by incorporating additional datasets. Next, the Landsat compositing approach was improved to better capture the range of conditions from across each year and through time. These composites are based on Collection 2 Landsat data with improved geolocation accuracy and dynamic range. Finally, the Canadian portion of the sagebrush biome was included, which expanded the study area by 29,199 km2. 
Processing efficiency has been increased using open-source software and USGS High-Performance Computing (HPC) resources. The mapping area included eight regions which were subsequently mosaicked. These data can be used to answer critical questions regarding the influence of climate change and the suitability of management practices. Component products can be downloaded https://www.mrlc.gov/data.

Tags: ab, alberta, annual-herbaceous, arizona, arizona-plateau, az, back-in-time, bare-ground, big-sagebrush, biota, black-hills, blue-mountains, ca, california, canada, chihuahuan, chihuahuan-desert, climate-change, co, colorado, colorado-plateau, columbia-plateau, desert, environment, geoscientificinformation, grand-canyon, grass, grassland-change, great-basin, gunnison, herbaceous, id, idaho, imagerybasemapsearthcover, litter, mediterranean-california, middle-rockies, mojave, montana, mt, mts, nd, ne, nebraska, nevada, new-mexico, nm, north-dakota, north-plains, northern-great-plains, northern-great-salt-lake-desert, northern-mountainous, northern-rocky-mountains, nv, or, oregon, plains, plateau, prairie-provinces, rangeland, rangeland-management, rocky-mountains, sagebrush, saskatchewan, sd, shrub, shrub-height, shrubland, shrubland-change, shrubland-ecosystems, shrublands, sierra-nevada, sk, sonoran, sonoran-desert, south-dakota, southern-great-salt-lake-desert, southern-rocky-mountains, southwest-tablelands, terrestrial-ecosystems, texas, the-rockies, three-forks, time-series, trends, tx, united-states, usgs-65731453d34e952b22743c69, ut, utah, vegetation, vegetation-change, vegetation-height, wa, wasatch, washington, western-us, wy, wyoming, wyoming-basin, yellowstone
Organization: Department of the Interior