AndreaBozzo/ceres-open-data-index huggingface dataset:
Terrestrial Condition Assessment (TCA) Alaska Uncharacteristic Fire Severity Moderate (Map Service)

The percent area of a landscape analysis unit where the LANDFIRE Percent Low Severity (PLS) dataset predicted low severity fires and Monitoring Trends and Burn Severity (MTBS) mapped either moderate or high severity fires occurring 1984-2017.

Tags: fire, gtac, open-data, tca, usfs
Organization: Department of Agriculture
Terrestrial Condition Assessment (TCA) Insect and Pathogen Hazard (Map Service)

The 2018 National Insect and Disease Risk Map (NIDRM) developed by USFS-FHAAST indicates locations where forests are stressed and susceptible to outbreaks of native and non-native insects and diseases. These include forests with overly high stand densities, and where soil/site conditions contribute to drought. The basis for assigning risk is the expectation that 25% or more of live basal area (three times the natural background rate of mortality) will die over the next 15 years due to insects and diseases.

Tags: eco, ecology, gtac, insects, open-data, tca, usfs
Organization: Department of Agriculture
Terrestrial Condition Assessment (TCA) Alaska Tree Mortality 0 to 5 years (Map Service)

<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>The percent area of a landscape analysis unit that has been identified as having tree mortality or defoliation 3 out of 5 years from USFS Forest Health Areal Detection Surveys (2015-2019).</span>

Tags: gtac, open-data, tca, tree-mortality, usfs
Organization: Department of Agriculture
Terrestrial Condition Assessment (TCA) Recent Drought Impacts (Map Service)

The average moisture deficit as a z-score calculated from the reference time period of 1900-2017 and current conditions as 2017-2019. Data were summarized at the Subsection scale of the USFS National Hierarchy of Ecological Units and applied to the corresponding LTA.

Tags: drought, gtac, mdz3, moisture-difference, open-data, tca, usfs, z-score
Organization: Department of Agriculture
Terrestrial Condition Assessment (TCA) Climate Exposure Temperature Winter (Map Service)

The difference in Winter temperature (F) between the reference time period of 1900-2014 and the current time period 2015-2019. Winter months include December, January, and February. Data used are sourced from PRISM, Oregon State University. Data were summarized at the Subsection scale of the USFS National Hierarchy of Ecological Units and applied to the corresponding LTA.

Tags: gtac, open-data, tca, temperature, usfs
Organization: Department of Agriculture
Terrestrial Condition Assessment (TCA) Climate Exposure Precipitation Fall (Map Service)

The difference in Fall precipitation (in) between the reference time period of 1900-2014 and the current time period 2015-2019. Fall months include September, October, and November. Data used are sourced from PRISM, Oregon State University. Data were summarized at the Subsection scale of the USFS National Hierarchy of Ecological Units and applied to the corresponding LTA.

Tags: gtac, open-data, precipitation, tca, usfs
Organization: Department of Agriculture
Terrestrial Condition Assessment (TCA) Alaska Climate Exposure Temperature Winter (Map Service)

The difference in Winter temperature (F) between the reference time period of 1980-2014 and the current time period 2015-2019. Winter months include December, January, and February. Data used are sourced from DAYMET, Daily Surface Weather and Climatological Summaries, Oak Ridge National Laboratory. Data were summarized at the Subsection scale of the USFS National Hierarchy of Ecological Units and applied to the corresponding LTA.

Tags: alaska, climate, gtac, mdz3, open-data, tca, temperature, usfs, winter
Organization: Department of Agriculture
Terrestrial Condition Assessment (TCA) Grassland Encroachment (Map Service)

The indicator uses areas identified as grasslands using LANDFIRE�s Biophysical Settings (BpS) raster dataset (US_140BPS_20180618) along with a cross-walk based on Reeves MC, Mitchell JE (2011) Extent of coterminous US rangelands: quantifying implications of differing agency perspectives. Rangel Ecol Manage 64:1�12 to identify BpS units that are likely to be grasslands during pre-European times. Presence of conifer tree species was developed using USGS National Landcover Database 2011 (NLCD) legend class �42 � Evergreen Forest�. The Evergreen forest class represents �areas dominated by trees generally greater than 5 meters tall, and greater than 20% of total vegetation cover. More than 75% of the tree species maintain their leaves all year. Canopy is never without green foliage.��<div><br /></div><div>�Grassland conifer encroachment is identified where raster pixels are identified as both �grasslands� and NLCD �Evergreen Forest�</div>

Tags: conifer, grassland, grasslands, gtac, open-data, tca, usfs
Organization: Department of Agriculture
Terrestrial Condition Assessment (TCA) Uncharacteristic Fire Severity Moderate (Map Service)

The LANDFIRE Percent Mixed-Severity Fire (PMS) raster dataset (LF US_120_PMS) was combined with the Monitoring Trends in Burn Severity (MTBS) data (1984-2017) to identify areas that have experienced unnaturally severe wildfires in the recent past (1984-2017). Areas mapped are greater than 50% Mixed-Severity Fire and a high severity fire MTBS mapped fire at the same location.

Tags: fire, gtac, open-data, tca, usfs
Organization: Department of Agriculture
MTBS Wildfire Burn Severity Mosaics

Burn severity layers are thematic images depicting severity as unburned to low, low, moderate, high, and increased greenness (increased post-fire vegetation response). The layer may also have a sixth class representing a mask for clouds, shadows, large water bodies, or other features on the landscape that erroneously affect the severity classification. This data has been prepared as part of the Monitoring Trends in Burn Severity (MTBS) project. Due to the lack of comprehensive fire reporting information and quality Landsat imagery, burn severity for all targeted MTBS fires are not available. Additionally, the availability of burn severity data for fires occurring in the current and previous calendar year is variable since these data are currently in production and released on an intermittent basis by the MTBS project.�<a href='https://apps.fs.usda.gov/arcx/rest/services/RDW_Wildfire' target='_blank' rel='nofollow ugc noopener noreferrer'>Map Services</a>

Tags: burn-severity, fire-and-aviation, fire-mapping, forest-service, land-use-land-cover-theme, mtbs, national-geospatial-data-asset, ngda, open-data, usfs, wildfire
Organization: Department of Agriculture
Climate Shield Bull Trout (0% Brook Trout), 2040 (Feature Layer)

This feature class represents the mid-century (2030-2059) scenario for bull trout, derived from the Climate Shield fish distribution models. These models provide stream-specific probabilistic predictions about the occurrence of juvenile bull trout and cutthroat trout in association with three different scenarios for climate change and brook trout invasions. These datasets indicate all potential cold-water habitats less than 11 degrees Celsius. The attribute fields BT_0BRK - BT_100BRK indicate the probabilities of bull trout occurrence within a cold-water habitat based on the prevalence of brook trout at 0%, 25%, 50%, 75%, or 100% of the sites within a habitat. The probabilities were predicted using the Climate Shield native trout models developed from known species occurrence in greater than 500 cold-water streams. The stream centerlines were based on the National Hydrography Dataset (NHD) but were modified for purposes of modeling and cross-walking to other datasets.

Tags: biota, bull-trout, climate-change, climate-shield, climatologymeteorologyatmosphere, crowd-sourcing, ectotherm, environment, geostatistics, health, inlandwaters, invasive-species, models, open-data, refugia, salmonid, species-distribution, stream-temperature, trout, usda-forest-service, usfs
Organization: Department of Agriculture
Collaborative Forest Landscape Restoration Program: Point (Feature Layer)

The Forest Service's Natural Resource Manager (NRM) Forest Activity Tracking System (FACTS) is the agency standard for managing information aboutactivities related to fire/fuels, silviculture, and invasive species. FACTS is an activity tracking application for all levels of the Forest Service. The application allows tracking and monitoring of NEPA decisions as well as the ability to create and manage KV trust fund plans at the timber sale level. This application complements its companion NRM applications, which cover the spectrum of living and non-living natural resource information. This layer represents Collaborative Forest Landscape Restoration (CFLR) Program project activities. Also included are other High Priority Restoration projects that are funded outside of CFLR. It is important to note that this layer does not contain all of the approved project activities. Instead, these are the accomplishments that project groups uploaded to the Forest Service corporate data holdings in FACTS. As spatial data is a new requirement for the program, improvements to the quality and comprehensiveness of this data is expected in coming years. <a href='https://data.fs.usda.gov/geodata/edw/edw_resources/meta/S_USA.Activity_CFLRP_PT.xml' target='_blank' rel='nofollow ugc noopener noreferrer'>Metadata</a>

Tags: cflr, environment, hrp, lands-and-realty, open-data
Organization: Department of Agriculture
Collaborative Forest Landscape Restoration Project Boundaries (Feature Layer)

Depicts the boundaries for the Collaborative Forest Landscape Restoration (CFLR) and High Priority Restoration (HRP) projects. <a href='https://data.fs.usda.gov/geodata/edw/edw_resources/meta/S_USA.CFLR_HPRP_ProjectBoundary.xml' target='_blank' rel='nofollow ugc noopener noreferrer'>Metadata</a>

Tags: cflr, environment, hrp, lands-and-realty, open-data
Organization: Department of Agriculture
Collaborative Forest Landscape Restoration Program: Line (Feature Layer)

The Forest Service's Natural Resource Manager (NRM) Forest Activity Tracking System (FACTS) is the agency standard for managing information aboutactivities related to fire/fuels, silviculture, and invasive species. FACTS is an activity tracking application for all levels of the Forest Service. The application allows tracking and monitoring of NEPA decisions as well as the ability to create and manage KV trust fund plans at the timber sale level. This application complements its companion NRM applications, which cover the spectrum of living and non-living natural resource information. This layer represents Collaborative Forest Landscape Restoration (CFLR) Program project activities. Also included are other High Priority Restoration projects that are funded outside of CFLR. It is important to note that this layer does not contain all of the approved project activities. Instead, these are the accomplishments that project groups uploaded to the Forest Service corporate data holdings in FACTS. As spatial data is a new requirement for the program, improvements to the quality and comprehensiveness of this data is expected in coming years. <a href='https://data.fs.usda.gov/geodata/edw/edw_resources/meta/S_USA.Activity_CFLRP_LN.xml' target='_blank' rel='nofollow ugc noopener noreferrer'>Metadata</a>

Tags: cflr, environment, hrp, lands-and-realty, open-data
Organization: Department of Agriculture
Ecological Provinces (Feature Layer)

This data set includes polygons for ecological provinces within the conterminous United States. This data set contains regional geographic delineations for analysis of ecological relationships across ecological units.   <a href='https://data.fs.usda.gov/geodata/edw/edw_resources/meta/S_USA.EcoMapProvinces.xml' target='_blank' rel='nofollow ugc noopener noreferrer'>Metadata</a>

Tags: biota, ecological-provinces, ecology, open-data
Organization: Department of Agriculture
Public Land Survey System Townships (Feature Layer)

An area defined by the Public Lands Survey System grid that is referenced by its tier and range numbers, and is normally a rectangle approximately 6 miles on a side with boundaries conforming to meridians and parallels. <a href='https://data.fs.usda.gov/geodata/edw/edw_resources/meta/S_USA.Township.xml' target='_blank' rel='nofollow ugc noopener noreferrer'>Metadata</a>

Tags: alp-land-dataset, land-status, lands-and-realty, meridian-code, nfs-lands, open-data, planning-cadastre, range, section-legal-description, section-number, township, usda-forest-service
Organization: Department of Agriculture
Ecological Sections (Feature Layer)

This data set includes polygons for ecological sections within Subregions within the conterminous United States. This data set contains regional geographic delineations for analysis of ecological relationships across ecological units. <a href='https://data.fs.usda.gov/geodata/edw/edw_resources/meta/S_USA.EcomapSections.xml' target='_blank' rel='nofollow ugc noopener noreferrer'>Metadata</a>

Tags: biota, ecological-sections, ecology, open-data
Organization: Department of Agriculture
Climate Shield Cutthroat Trout (0% Brook Trout), 1980 (Feature Layer)

This feature class represents the historical (1970-1999 scenario for cutthroat trout, derived from the Climate Shield fish distribution models. These models provide stream-specific probabilistic predictions about the occurrence of juvenile bull trout and cutthroat trout in association with three different scenarios for climate change and brook trout invasions. These datasets indicate all potential cold-water habitats less than 11 degrees Celsius. The attribute fields CT_0BRK - CT_100BRK indicate the probabilities of cutthroat trout occurrence within a cold-water habitat based on the prevalence of brook trout at 0%, 25%, 50%, 75%, or 100% of the sites within a habitat. The probabilities were predicted using the Climate Shield native trout models developed from known species occurrence in greater than 500 cold-water streams. The stream centerlines were based on the National Hydrography Dataset (NHD) but were modified for purposes of modeling and cross-walking to other datasets.

Tags: biota, climate-change, climate-shield, climatologymeteorologyatmosphere, crowd-sourcing, cutthroat-trout, ectotherm, environment, geostatistics, health, inlandwaters, invasive-species, models, open-data, refugia, salmonid, species-distribution, stream-temperature, trout, usfs
Organization: Department of Agriculture
Climate Shield Cutthroat Trout (0% Brook Trout), 2040 (Feature Layer)

This feature class represents the mid-century (2030-2059) scenario for cutthroat trout, derived from the Climate Shield fish distribution models. These models provide stream-specific probabilistic predictions about the occurrence of juvenile bull trout and cutthroat trout in association with three different scenarios for climate change and brook trout invasions. These datasets indicate all potential cold-water habitats less than 11 degrees Celsius. The attribute fields CT_0BRK - CT_100BRK indicate the probabilities of cutthroat trout occurrence within a cold-water habitat based on the prevalence of brook trout at 0%, 25%, 50%, 75%, or 100% of the sites within a habitat. The probabilities were predicted using the Climate Shield native trout models developed from known species occurrence in greater than 500 cold-water streams. The stream centerlines were based on the National Hydrography Dataset (NHD) but were modified for purposes of modeling and cross-walking to other datasets.

Tags: biota, climate-change, climate-shield, climatologymeteorologyatmosphere, crowd-sourcing, cutthroat-trout, ectotherm, environment, geostatistics, health, inlandwaters, invasive-species, models, open-data, refugia, salmonid, species-distribution, stream-temperature, trout, usfs
Organization: Department of Agriculture
Climate Shield Bull Trout (50% Brook Trout), 2080 (Feature Layer)

This feature class represents the end-of-century (2070-2099) scenario for bull trout, derived from the Climate Shield fish distribution models. These models provide stream-specific probabilistic predictions about the occurrence of juvenile bull trout and cutthroat trout in association with three different scenarios for climate change and brook trout invasions. These datasets indicate all potential cold-water habitats less than 11 degrees Celsius. The attribute fields BT_0BRK - BT_100BRK indicate the probabilities of bull trout occurrence within a cold-water habitat based on the prevalence of brook trout at 0%, 25%, 50%, 75%, or 100% of the sites within a habitat. The probabilities were predicted using the Climate Shield native trout models developed from known species occurrence in greater than 500 cold-water streams. The stream centerlines were based on the National Hydrography Dataset (NHD) but were modified for purposes of modeling and cross-walking to other datasets.

Tags: biota, bull-trout, climate-change, climate-shield, climatologymeteorologyatmosphere, crowd-sourcing, ectotherm, environment, geostatistics, health, inlandwaters, invasive-species, models, open-data, refugia, salmonid, species-distribution, stream-temperature, trout, usfs
Organization: Department of Agriculture
Climate Shield Bull Trout (50% Brook Trout), 1980 (Feature Layer)

This feature class represents the historical (1970-1999) scenario for bull trout, derived from the Climate Shield fish distribution models. These models provide stream-specific probabilistic predictions about the occurrence of juvenile bull trout and cutthroat trout in association with three different scenarios for climate change and brook trout invasions. These datasets indicate all potential cold-water habitats less than 11 degrees Celsius. The attribute fields BT_0BRK - BT_100BRK indicate the probabilities of bull trout occurrence within a cold-water habitat based on the prevalence of brook trout at 0%, 25%, 50%, 75%, or 100% of the sites within a habitat. The probabilities were predicted using the Climate Shield native trout models developed from known species occurrence in greater than 500 cold-water streams. The stream centerlines were based on the National Hydrography Dataset (NHD) but were modified for purposes of modeling and cross-walking to other datasets.

Tags: biota, bull-trout, climate-change, climate-shield, climatologymeteorologyatmosphere, crowd-sourcing, ectotherm, environment, geostatistics, health, inlandwaters, invasive-species, models, open-data, refugia, salmonid, species-distribution, stream-temperature, trout, usfs
Organization: Department of Agriculture
Hydro Flow Metrics Percent Change 2040 (Map Service)

This map service represents the percent change in modeled streamflow metrics between the historical (1977-2006) and mid-century (2030-2059) time periods in the United States. In addition to standard NHD attributes, the streamflow datasets include metrics on mean daily flow (annual and seasonal), flood levels associated with 1.5-year, 10-year, and 25-year floods; annual and decadal minimum weekly flows and date of minimum weekly flow, center of flow mass date; baseflow index, and average number of winter floods.�These files and additional information are available on the project website,�<a href='https://www.fs.usda.gov/rm/boise/AWAE/projects/modeled_stream_flow_metrics.shtml' target='_blank' rel='nofollow ugc noopener noreferrer'>https://www.fs.usda.gov/rm/boise/AWAE/projects/modeled_stream_flow_metrics.shtml</a>. Streams without flow metrics (null values) were removed from this dataset to improve display speed; to see all stream lines, use an NHD flowline dataset.<div><br /></div><div>Hydro flow metrics data can be downloaded from�<a href='https://data.fs.usda.gov/geodata/edw/datasets.php?xmlKeyword=hydro+flow+metrics' target='_blank' rel='nofollow ugc noopener noreferrer'>here</a>.<br /></div>

Tags: edw, hydro, hydrology, national-hydrography-dataset, nhd, office-of-sustainability-and-climate, open-data, osc, stream-flow, streams, usda-forest-service, usfs, variable-infiltration-capacity, vic
Organization: Department of Agriculture
Climate Shield Cutthroat Trout (50% Brook Trout), 2080 (Feature Layer)

This feature class represents the end-of-century (2070-2099) scenario for cutthroat trout, derived from the Climate Shield fish distribution models. These models provide stream-specific probabilistic predictions about the occurrence of juvenile bull trout and cutthroat trout in association with three different scenarios for climate change and brook trout invasions. These datasets indicate all potential cold-water habitats less than 11 degrees Celsius. The attribute fields CT_0BRK - CT_100BRK indicate the probabilities of cutthroat trout occurrence within a cold-water habitat based on the prevalence of brook trout at 0%, 25%, 50%, 75%, or 100% of the sites within a habitat. The probabilities were predicted using the Climate Shield native trout models developed from known species occurrence in greater than 500 cold-water streams. The stream centerlines were based on the National Hydrography Dataset (NHD) but were modified for purposes of modeling and cross-walking to other datasets.

Tags: biota, climate-change, climate-shield, climatologymeteorologyatmosphere, crowd-sourcing, cutthroat-trout, ectotherm, environment, geostatistics, health, inlandwaters, invasive-species, models, open-data, refugia, salmonid, species-distribution, stream-temperature, trout, usfs
Organization: Department of Agriculture
High-resolution tree cover of Kansas (2015) (Map Service)

<a href='https://doi.org/10.2737/RDS-2017-0025' target='_blank' rel='nofollow ugc noopener noreferrer'>Download this data or get more information</a>. This data publication contains 2015 high-resolution land cover data for each of the 105 counties within Kansas. These data are a digital representation of land cover derived from 1-meter aerial imagery from the National Agriculture Imagery Program (NAIP). There is a separate file for each county. Data are intended for use in rural areas and therefore do not include land cover in cities and towns. Land cover classes (tree cover, other land cover, water, or city/town) were mapped using an object-based image analysis approach and supervised classification.

Tags: agroforestry, analysis, imagerybasemapsearthcover, inventory, kansas, land-cover, monitoring, natural-resource-management-use, open-data, resource-inventory, riparian, tree-cover, water, windbreaks
Organization: Department of Agriculture
Hazardous sites (Feature Layer)

Polygons representing FS land areas with a regulated use specification authorized by the Comprehensive Environmental Response, Compensation, and Liability Act of 1980. These areas generally contain hazardous waste considerations. <a href='https://data.fs.usda.gov/geodata/edw/edw_resources/meta/S_USA.CERCLASITE.xml' target='_blank' rel='nofollow ugc noopener noreferrer'>Metadata</a>

Tags: alp-land-dataset, cercla-site, hazardous-sites, land-status, nfs-lands, open-data, usda-forest-service
Organization: Department of Agriculture
U.S. Bioenergy Statistics

The U.S. Bioenergy Statistics are a source of information on biofuels intended to present a picture of the renewable energy industry and its relationship to agriculture.  Where appropriate, data are presented in both a calendar year and the relevant marketing year timeframe to increase utility to feedstock-oriented users.  The statistics highlight the factors that influence the demand for agricultural feedstocks for biofuels production; for instance, numerous tables emphasize the relationship between energy and commodity markets.

Tags: bio-energy, bio-fuel, bioenergy, biofuel, biofuels, statistics
Organization: Department of Agriculture