AndreaBozzo/ceres-open-data-index huggingface dataset:
Hydro Flow Metrics Percent Change 2080 (Map Service)

This map service represents the percent change in modeled streamflow metrics between the historical (1977-2006) and end-of-century (2070-2099) time periods in the western 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
Hydro Flow Metrics Historical (Map Service)

This map service represents modeled streamflow metrics from the historical time period (1977-2006) 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
Hydro Flow Metrics Absolute Change 2080 (Map Service)

<div>This map service represents the absolute change in modeled streamflow metrics between the historical (1977-2006) and end-of-century (2070-2099) 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><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
Wildland Urban Interface: 1990 (Map Service)

<a href='https://doi.org/10.2737/RDS-2015-0012-2' target='_blank' rel='nofollow ugc noopener noreferrer'>Downloads and additional Metadata</a>. A tiled map service depicting wildland urban interface data for 1990. The wildland-urban interface (WUI) is the area where houses meet or intermingle with undeveloped wildland vegetation. This makes the WUI a focal area for human-environment conflicts such as wildland fires, habitat fragmentation, invasive species, and biodiversity decline. Using geographic information systems (GIS), we integrated U.S. Census and USGS National Land Cover Data, to map the Federal Register definition of WUI (Federal Register 66:751, 2001) for the conterminous United States for 1990. These data are useful within a GIS for mapping and analysis at national, state, and local levels. Data are available as a feature class and include information such as housing and population densities for 1990; wildland vegetation percentages for 1991; as well as WUI class in 1990. This WUI feature class is separate from the WUI datasets maintained by individual forest units, and it is not the authoritative source data of WUI for forest units. This map service shows the WUI data for 1990 only.

Tags: conterminous-united-states, environment, environment-and-people, fire, fragmentation, housing-growth, open-data, sprawl, united-states, wildland-fire, wildland-urban-interface, wui
Organization: Department of Agriculture
Wildland Urban Interface: 2010 (Map Service)

<a href='https://doi.org/10.2737/RDS-2015-0012-2' target='_blank' rel='nofollow ugc noopener noreferrer'>Downloads and additional Metadata</a>. A tiled map service depicting wildland urban interface data for 2010. The wildland-urban interface (WUI) is the area where houses meet or intermingle with undeveloped wildland vegetation. This makes the WUI a focal area for human-environment conflicts such as wildland fires, habitat fragmentation, invasive species, and biodiversity decline. Using geographic information systems (GIS), we integrated U.S. Census and USGS National Land Cover Data, to map the Federal Register definition of WUI (Federal Register 66:751, 2001) for the conterminous United States for 2010. These data are useful within a GIS for mapping and analysis at national, state, and local levels. Data are available as a feature class and include information such as housing and population densities for 2010; wildland vegetation percentages for 2011; as well as WUI class in 2010. This WUI feature class is separate from the WUI datasets maintained by individual forest units, and it is not the authoritative source data of WUI for forest units. This map service shows the WUI data for 2010 only.

Tags: conterminous-united-states, environment, environment-and-people, fire, fragmentation, housing-growth, open-data, sprawl, united-states, wildland-fire, wildland-urban-interface, wui
Organization: Department of Agriculture
Hydro Flow Metrics Absolute Change 2040 (Map Service)

<div>This map service represents the absolute 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><div><span style='color:rgb(31, 73, 125);'><br /></span></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>.</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
Integrated Resource Restoration (IRR): Point (Feature Layer)

Depicts the area of activities funded through the NFRR Budget Line Item and reported through the FACTS database. (The activities fall under number of acres treated annually to sustain or restore watershed function: acres of forestlands treated using timber sales, acres of forestland vegetation improved, acres of forestland vegetation established, acres of rangeland vegetation improved, acres treated for noxious weeds/invasive plants on NFS lands, and acres of hazardous fuels treated outside the wildland/urban interface (WUI) to reduce the risk of catastrophic wildland fire) and are self-reported by Forest Service Units. <a href='https://data.fs.usda.gov/geodata/edw/edw_resources/meta/S_USA.Activity_IRR_PT.xml' target='_blank' rel='nofollow ugc noopener noreferrer'>Metadata</a>

Tags: activities, collaborative-forest-landscape-restoration, ecosystem-resoration, environment, forest-management, open-data, priority-forest-landscapes, us-forest-service, vegetation-mangement
Organization: Department of Agriculture
Monitoring Trends in Burn Severity Hawaii (Map Service)

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://www.mtbs.gov/direct-download' target='_blank' rel='nofollow ugc noopener noreferrer'>Direct Download</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
Probabilistic Wildfire Risk (Map Service)

National burn probability (BP) and conditional fire intensity level (FIL) data were generated for the conterminous United States (US) using a geospatial Fire Simulation (FSim) system developed by the US Forest Service Missoula Fire Sciences Laboratory to estimate probabilistic components of wildfire risk (Finney et al. [2011]). The FSim system includes modules for weather generation, wildfire occurrence, fire growth, and fire suppression. FSim is designed to simulate the occurrence and growth of wildfires under tens of thousands of hypothetical contemporary fire seasons in order to estimate the probability of a given area (i.e., pixel) burning under current landscape conditions and fire management practices. The data presented here represent modeled BP and FIL for the conterminous US at a 270-meter grid spatial resolution. The six FILs correspond to flame-length classes as follows: FIL1 = &lt; 2 feet (ft); FIL2 = 2 &lt; 4 ft.; FIL3 = 4 &lt; 6 ft.; FIL4 = 6 &lt; 8 ft.; FIL5 = 8 &lt; 12 ft.; FIL6 = 12+ ft. Because they indicate conditional probabilities (i.e., representing the likelihood of burning at a certain intensity level, given that a fire occurs), the FIL*_20160830 data must be used in conjunction with the BP_20160830 data for risk assessment.

Tags: burn-probability, conterminous-united-states, conus, ecology, ecosystems, environment, fire, fire-intensity, flame-length, geoscientificinformation, open-data
Organization: Department of Agriculture
Monitoring Trends in Burn Severity Puerto Rico (Map Service)

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://www.mtbs.gov/direct-download' target='_blank' rel='nofollow ugc noopener noreferrer'>Direct Download</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
Monitoring Trends in Burn Severity Alaska (Map Service)

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.

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
National Forest System Land Units (Map Service)

<div><font><span style='font-size:16px;'>Note: This map service contains generalized NFS Land Unit boundaries to help with map service performance. Data in this service is not as accurate as the Automated Lands Program published data and will not accurately represent the boundary.</span></font><br /></div><div><font><span style='font-size:16px;'><br /></span></font></div><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;'>National Forest System Land Unit original accurate data can be downloaded from </span><a href='https://data.fs.usda.gov/geodata/edw/datasets.php?xmlKeyword=National+Forest+System+Land+Units' target='_blank' rel='nofollow ugc noopener noreferrer'>here</a><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;'>.</span><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'><br /></span></font><div>An NFS Land Unit is nationally significant classification of Federally owned forest, range, and related lands that are administered by the USDA Forest Service or designated for administration through the Forest Service. NFS Land Unit types include proclaimed national forest, purchase unit, national grassland, land utilization project, research and experimental area, national preserve, and other land area. Each NFS Land Unit is identified by a National Forest Fiscal Identifier (NFFID) code, a unique 4-digit number that is used for accounting purposes.</div></div>

Tags: administrative-boundaries, alp-land-dataset, land-status, land-utilization-project, lands-and-realty, national-forest, national-grassland, national-preserve, nfs-lands, open-data, other-area, purchase-unit, research-and-experimental-area, usda-forest-service
Organization: Department of Agriculture
Existing Vegetation: Region 5 (Map Service)

A map service depicting Forest Service existing vegetation polygons for Region 5.<div><br /></div><div>This Existing Vegetation (EVeg) polygon feature class is a CALVEG (Classification and Assessment with LANDSAT of Visible Ecological Groupings) map product from a scale of 1:24,000 to 1:100,000. The geographic extent entails the northeastern portion of CALVEG Zone 6, Central Coast. Source imagery for this layer ranges from the year 1998 to 2015. The CALVEG classification system was used for vegetation typing and crosswalked to other classification systems in this database including the California Wildlife Habitat Relationship System (CWHR).<br /></div><div><br /></div><div><a href='https://data.fs.usda.gov/geodata/edw/datasets.php?xmlKeyword=Existing+vegetation%3A+Region+5' target='_blank' rel='nofollow ugc noopener noreferrer'>Metadata and Downloads</a></div>

Tags: existing-veg, forest-service, open-data, region-5, usfs, vegetation
Organization: Department of Agriculture
Payments in Lieu of Taxes (PILT) and All Service Receipts (ASR) (Feature Layer)

<b>Note:</b> <b>This is a large dataset. </b>To download, go to <a href='https://data-usfs.hub.arcgis.com/datasets/usfs::payments-in-lieu-of-taxes-pilt-and-all-service-receipts-asr-feature-layer' target='_blank' rel='nofollow ugc noopener noreferrer'>ArcGIS Open Data Set</a> and click the download button, and under additional resources select the shapefile or geodatabase option. This data is intended for read-only use. Payments In Lieu of Taxes (PILT) and All Service Receipts (ASR) are combined into a base layer that is used in Forest Service business functions, as well as by other entities such as states and counties. This layer depicts Forest Service lands that qualify for PILT and/or ASR. Payments in Lieu of Taxes are Federal payments to local governments that help offset losses in property taxes due to the existence of nontaxable Federal lands within their boundaries. All Service Receipts data provides acreage inputs to the FS All Service Receipts program that tracks receipt data by unit and computes revenue sharing payments to states and counties. Please note, the publication of this dataset in EDW replaces the file geodatabase on the Public Lands and Realty Management website. <a href='https://data.fs.usda.gov/geodata/edw/datasets.php?xmlKeyword=Payments' target='_blank' rel='nofollow ugc noopener noreferrer'>Metadata and Downloads.</a>

Tags: alp-land-dataset, asr, land-status, nfs-lands, open-data, owner-parcel, pilt, usda-forest-service
Organization: Department of Agriculture
Forest Service Office Locations (Feature Layer)

<div>This data includes offices where Forest Service employees work or where IT equipment is housed. There is no Personally Identifiable Information (PII) data in this dataset, nor telework locations. It includes owned, leased and shared offices. Shared offices are buildings owned or leased by another entity (i.e. a university, other federal agency, etc.) but one or more Forest Service employee(s) work at the building or IT equipment is housed at the building.<br /></div><div><br /></div><div>Depicts the spatial locations for Office locations from the Forest Service CIO Asset Management Office. It includes owned, leased and shared offices. Data is collected, maintained and stewarded by the CIO Asset Management Office. EDW data loading tools extract the office location data from the CIO Asset Mgt. database. Latitude and longitude values are validated and then converted to spatial point data. Spatial point data and associated attributed data describing the office location are inserted into the Office Location Feature class in the Enterprise Data Warehouse. Changes to the Office Location data are checked daily by EDW data loading tools. Data is updated weekly. Data is visible at all scales and zoom levels. <a href='https://data.fs.usda.gov/geodata/edw/datasets.php?xmlKeyword=office+locations' target='_blank' rel='nofollow ugc noopener noreferrer'>Metadata and Downloads</a>.<br /></div>

Tags: building, office-locations, offices, open-data, structure, usda-forest-service
Organization: Department of Agriculture
FIA Landcover County Estimates - 2017 (Feature Layer)

This feature class represents forest area estimates (and percent sampling error) by county for the year 2017. The data was generated from the Forest Inventory Analysis (FIA) using the EVALIDator web tool (https://apps.fs.usda.gov/Evalidator/evalidator.jsp). The areas were calculated within county limits using the US Census Bureau's county spatial data (https://www.census.gov/geo/maps-data/data/cbf/cbf_counties.html). Features and attributes of the county layer were adapted to match attributes within the FIA database (FIADB) and features have been generalized by removing vertices to enhance performance. Future iterations of this dataset will be produced using refined methods and higher resolution spatial data. <a href='https://data.fs.usda.gov/geodata/edw/datasets.php?xmlKeyword=FIA+Landcover+County+Estimates' target='_blank' rel='nofollow ugc noopener noreferrer'>Metadata and Downloads</a>

Tags: cooperating, experimental-area, experimental-forest, experimental-range, experimental-watershed, open-data, research-and-development, usda-forest-service
Organization: Department of Agriculture
Forest Health Advisory System

Healthy forests not only provide a beautiful setting for our outdoor activities, they are at lower risk for catastrophic wild fires, and are more resilient to changes in climate and insect and disease attack.<div><br /></div><div>Many forest pests are part of the natural environment. However, as our nation's forests grow older and more dense, they are at greater risk of attack and new invasive pests can become established. Fortunately, we have projections which can identify tree species at risk of attack well ahead of time. Armed with this and other local information we can be proactive about protecting and restoring our forests to a healthy state. By planting new trees, removing unhealthy trees, and limiting the spread of invasive forest pests, we can ensure our nation's forests remain healthy for future generations.</div>

Tags: advisory, fhas, fhp, forest-health, open-data
Organization: Department of Agriculture