AndreaBozzo/ceres-open-data-index huggingface dataset:
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: Surplus Precipitation

This dataset represents surplus precipitation (mm): precipitation minus potential evaporation described in DOI: 10.1016/j.scitotenv.2020.137661 within individual,  local NHDPlusV2 catchments and upstream, contributing watersheds.

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: Surficial Lithology in Watershed

This dataset represents the density of 18 USGS lithology classes within individual, local NHDPlusV2 catchments and upstream, contributing watersheds(see Data Sources for links to NHDPlusV2 data and USGS). Attributes were calculated for every local NHDPlusV2 catchment and then accumulated to provide watershed-level metrics for USGS lithology data. This data set is derived from the USGS raster map of 18 lithology classes (categorical data type) for the conterminous USA. The map was produced based on texture, internal structure, thickness, and environment of deposition or formation of materials. These 18 lithology classes were summarized by local catchment and by watershed to produce 18 local catchment-level and watershed-level metrics as a categorical data type.

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: Surface Water Nitrogen Load

This dataset represents estimated surface water TN load within individual,  local NHDPlusV2 catchments and upstream, contributing watersheds. Measured as kg Nitrogen.

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: Surface Water Nitrogen Flux

This dataset represents estimated surface water TN flux within individual,  local NHDPlusV2 catchments and upstream, contributing watersheds. Measured as kg N/km2.

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: State Soil Geographic Database (STATSGO) (KFFACT)

This dataset represents the soil characteristic within individual, local NHDPlusV2 catchments and upstream, contributing watersheds based on the STATSGO landscape rasters. Attributes of the landscape layer were calculated for every local NHDPlusV2 catchment and accumulated to provide watershed-level metrics. This data set is derived from the STATSGO landscape rasters for the conterminous USA. Individual rasters (Landscape Layers) of depth to bedrock (rckdep), organic material (om), percent clay (clay), percent sand (sand), permeability (perm), soil erodibility (KFFACT/KFACT), and water table depth (wtdep) were used to calculate soil characteristics for each NHDPlusV2 catchment.  The soil characteristics were summarized to produce local catchment-level and watershed-level metrics as a continuous data type. The STATSGO data are distributed in two sets, STATSGO_Set1 and STATSGO_Set2, based on common NoData locations in each set of soil GIS layers.

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: Septic System Density

This dataset represents density of septic systems within individual,  local NHDPlusV2 catchments and upstream, contributing watersheds.  The data is based on the 1990 U.S. Census.

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: Road and Stream Intersections

This dataset represents the density of road and stream crossings within individual, local NHDPlusV2 catchments and upstream, contributing watersheds. Attributes of the landscape layer were calculated for every local NHDPlusV2 catchment and then accumulated to provide watershed-level metrics. The landscape layer (raster) was developed by James Falcone of the USGS. US Census TIGER 2000 line files of roads and the NHDPlusV1 line files of all streams were converted to 30-meter grids where the presence of a street or stream was a 1 and everything else a 0.  These were intersected and anything that was a 1 in both grids is the result. The density of road and stream crossings (crossings / square kilometer) were summarized to produce local catchment-level and watershed-level metrics as a continuous data type.

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: Reference Stream Temperature Predictions

This dataset represents predictions made to individual, local NHDPlusV2 stream segments. Attributes were calculated for every local NHDPlusV2 stream segment. (See Supplementary Info for Glossary of Terms). These predictions were made to provide estimates of reference-condition stream temperatures in support of the 2008-2009 and 2013-2014 (forthcoming) National Rivers and Streams Assessments. These predictions were based on a set of published models (Hill et al. 2013; http://www.journals.uchicago.edu/doi/abs/10.1899/12-009.1). From Hill et al. (2013): "We modeled 3 ecologically important elements of the thermal regime: mean summer, mean winter, and mean annual stream temperature. These models used a set of least-disturbed USGS stations and sites to model stream temperatures from a set of landscape metrics. To build reference-condition models, we used daily mean ST data obtained from several thousand US Geological Survey temperature sites distributed across the conterminous USA and iteratively modeled ST with Random Forests to identify sites in reference condition. These data are summarized to produce local stream segment-level metrics as a continuous data type.

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: PRISM Normals Data

This dataset represents climate observations within individual, local NHDPlusV2 catchments and upstream, contributing watersheds. Attributes of the landscape layer were calculated for every local NHDPlusV2 catchment and accumulated to provide watershed-level metrics. PRISM is a set of monthly, yearly, and single-event gridded data products of mean temperature and precipitation, max/min temperatures, and dewpoints, primarily for the United States. In-situ point measurements are ingested into the PRISM (Parameter elevation Regression on Independent Slopes Model) statistical mapping system. The PRISM products use a weighted regression scheme to account for complex climate regimes associated with orography, rain shadows, temperature inversions, slope aspect, coastal proximity, and other factors. These data are summarized by local catchment and by watershed to produce local catchment-level and watershed-level metrics as a continuous data type.

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: Predicted Channel Widths and Depths

This dataset represents predicted channel widths and depths from Doyle et al. 2023. Values include: Predicted wetted width: distance of the water\\u2019s edge from left to right bank, Predicted thalweg depth: deepest point in the channel cross section from the bottom substrate to the water surface, Predicted bankfull width: distance from left to right bank at bankfull stage where the potential water height would spill outside of the channel and into the floodplain, and Predicted bankfull depth: thalweg depth plus bankfull height, which is the height from the water surface to the bankfull stage.

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: Predicted Biological Condition

This dataset consists of predicted probabilities of good biological condition based in the US EPA 2008/2009 National Rivers and Streams Assessment (NRSA). NRSA assesses the biological condition of rivers and streams using several approaches, including a benthic invertebrate multimetric index (BMMI). The development of the NRSA BMMI is documented in the 2008/2009 NRSA Report (https://www.epa.gov/national-aquatic-resource-surveys/national-rivers-and-streams-assessment-2008-2009-results) and by Stoddard et al. (2008) (http://www.bioone.org/doi/abs/10.1899/08-053.1). This assessment resulted in the classification of 1,380 streams as being in good or poor biological condition. These sites were paired with StreamCat data and a random forest model was developed to predict the probable condition of streams based on the binary response of condition to catchment and watershed features. This model was then applied to NHDPlusV2 stream segments that were within the NRSA sampling frame, i.e., streams that were candidates for sampling during the 2008/2009 NRSA (~1.1 million stream segments). Model development was documented in Fox et al. (2017) (https://link.springer.com/article/10.1007/s10661-017-6025-0) and Hill et al. (2017)(http://onlinelibrary.wiley.com/doi/10.1002/eap.1617/full).

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: Runoff

This dataset represents the estimated surface water runoff within individual, local NHDPlusV2 catchments and upstream, contributing watersheds. Attributes of the landscape layer were calculated for every local NHDPlusV2 catchment and then accumulated to provide watershed-level metrics.(see Data Sources for links to NHDPlusV2 data and metadata) The landscape layer (raster) was developed with a water-balance model developed by Dave Wolock of the USGS and is detailed further in the paper "Independent effects of temperature and precipitation on modeled runoff in the conterminous United States". McCabe and Wolock[2011] Runoff is defined as the flow per unit area delivered to streams and rivers in units of millimeters per month. The runoff estimates were summarized to produce local catchment-level and watershed-level metrics as a continuous data type.

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: Pesticide

This dataset represents the pesticide use within individual, local NHDPlusV2 catchments and upstream, contributing watersheds. Attributes of the landscape layer were calculated for every local NHDPlusV2 catchment and accumulated to provide watershed-level metrics. This data set is derived from 219, 1-kilometer (km) resolution grids depicting estimated agricultural use of each pesticide in the conterminous United States. Each grid cell value in the national grids of this dataset is the estimated total kilograms (kg) of pesticides applied to row crops, small grain crops and fallow land, pasture and hay crops, and orchard and vineyard crops within the 1- by 1-km area. A single raster was produced using the Raster Calculator Tool adding all 219 grids to form the landscape layer for analysis. (see Data Sources for links to NHDPlusV2 data and USGS Data). The (kilograms of pesticides/square kilometer) was summarized by local catchment and by watershed to produce local catchment-level and watershed-level metrics as a continuous data type.

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: Non-agricultural Introduced Managed Vegetation

This dataset represents the percent of non-agricultural, non-native vegetation based on LANDFIRE existing vegetation type (EVT) for a 30-m grid cell within individual local NHDPlusV2 catchments and upstream, contributing watersheds based on field reference data and Landsat, elevation, and ancillary data. EVTs are mapped using decision tree models, field data, Landsat imagery, elevation, and biophysical gradient data. Decision tree models are developed separately for each of the three lifeforms -tree, shrub, and herbaceous and are then used to generate lifeform specific EVT layers.  The LF-GAP Map Units Descriptions provide descriptions for each LF EVT including species, distribution and classification information. Vegetation map units are primarily derived from NatureServe's Ecological Systems classification, alliances of the U.S. National Vegetation Classification (USNVC), and the National Land Cover Database and LF specific types. LANDFIRE EVT groups were reclassified into introduced managed vegetation cover where EVT_GP = (701,702,703,704,705,706,707,708,709,711,731).

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
The StreamCat Dataset: Accumulated Attributes for NHDPlusV2 (Version 2.1) Catchments for the Conterminous United States: No Agricultural Drainage

This dataset represents % of land without agricultural drainage, described in DOI: 10.1016/j.scitotenv.2020.137661,  within individual, local NHDPlusV2 catchments and upstream, contributing watersheds.

Tags: alabama, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, ecosystem, environment, florida, georgia, idaho, illinois, indiana, inlandwaters, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, modeling, monitoring, montana, natural-resources, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, rhode-island, south-carolina, south-dakota, surface-water, tennessee, texas, united-states, united-states-of-america, usa, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency