AndreaBozzo/ceres-open-data-index huggingface dataset:
2018 Annual Data Files: Centennial Valley Arctic Grayling Adaptive Management Project, 2011-present

2018's Annual Data files have been uploaded as several digital holdings with data used to support the creation of the Centennial Valley Arctic Grayling Adaptive Management Project Annual Report from 2018. Instructions for creating annual reports, updates, and factsheets are provided in the 'Centennial Valley Arctic Grayling Adaptive Management Plan Annual Report, Spring Update, and Factsheet Workflow Process' document (ServCat record #104853).
-Arctic Grayling models data
-Age at length key data
-BC length at age
-Beaver dam data
-Model weights
-Reach data
-Spawning habitat data
-Study site figure
-Demographic estimates model table
-URRL vertices
-Winter habitat data

Tags: adaptive-management, arctic-grayling, general-biology-at-risk-biota-te-species, general-biology-species-fishes, general-management-adaptive-management, general-management-natural-resources-management-water-management, genetic-diversity, instream-conditions, limiting-factor-hypothesis, non-native-trout, overwinter-habitat, spawning-habitat, suitable-spawning-habitat, thymallus-arcticus
Organization: Department of the Interior
Rural Health Clinic Enrollments

The Rural Health Clinic (RHC) Enrollments dataset provides enrollment information on all RHCs currently enrolled in Medicare. This data includes information on the RHC's legal business name, doing business as name, organization type and address.

Tags: hospitals-facilities, medicare, outpatient-facilities, provider-enrollment, rural-health-clinics, rural-urban
Organization: U.S. Department of Health & Human Services
Federally Qualified Health Center Enrollments

The Federally Qualified Health Center (FQHC) Enrollments dataset provides enrollment information on all FQHCs currently enrolled in Medicare. This data includes information on the FQHC's legal business name, doing business as name, organization type, and address.

Tags: federally-qualified-health-centers, hospitals-facilities, medicare, outpatient-facilities, provider-enrollment
Organization: U.S. Department of Health & Human Services
FWS National Realty Boundaries

These boundaries are simplified from the U.S. Fish and Wildlife Service Real Estate Interest data layer containing polygons representing tracts of land (parcels) in which the Service has a real estate interest. Interior boundaries between parcels were dissolved to produce a single set of simplified external boundaries for each feature. These are resource grade mapping representations of the U.S. Fish and Wildlife Service boundaries. For legal descriptions of the land represented here, contact the USFWS Realty Office. This map layer was compiled by the U.S. Fish and Wildlife Service. Although these boundaries represent lands administered by the U.S. Fish and Wildlife Service, not all areas are open to the public. Some fragile habitats need to be protected from human traffic and some management areas are closed. The public is urged to contact specific Refuges or other conservation areas before visiting.

Tags: boundaries, conservation-area, national-fish-hatchery, national-wildlife-refuge, planningcadastre, united-states, waterfowl-production-area, wetland-management-district
Organization: Department of the Interior
Fish Springs National Wildlife Refuge National Vegetation Classification (NVC) map

National Vegetation Classification (NVC) map for Fish Springs National Wildlife Refuge. NVC provides a standardized hierarchical approach to classifying vegetation and this standard is being implemented by federal, state, tribal, and non-profit organizations throughout the United States. In order to maximize the efficiency and usefulness of the Refuges mapping project in support of management needs, mapping was completed to the NVC Alliance level (dominant species).  Mapping took place in the following 8 stages: (1) Site visits were conducted and 16 NVC Alliances that best fit dominate vegetation cover at Fish Springs NWR were selected; (2) 14 Project Codes (PCs) were defined to meet management’s mapping needs in conditions that do not meet a published NVC Alliance; (3) Prior to heading into the field, an initial digitization effort was completed where recognizable stands of dominant vegetation were digitized using a 2006 NAIP aerial image; (4) The initial digitizing effort was improved upon through a ground-truthing process in the field using established mapping standards and diagnostic criteria; (5) Once all vegetation mapping across the Refuge was completed, a re-verification effort in the field was conducted, and corrections were made where needed; (6) A digital editing review was completed to identify any potential digital mapping errors, and if needed sites were revisited; (7) A stratified random sampling method was utilized to assess map accuracy, and any identified errors were corrected; (8) The baseline NVC vegetation map (alliance level) was then utilized to create additional classification categories of broader habitat types and water regimes.Of the available 30 mapping categories (Alliances and PCs) established for the mapping effort, 28 were utilized within the final NVC vegetation map.  A total of 819 randomly selected assessment points were visited for the final accuracy assessment, resulting in a final map accuracy of 96.7%.

Tags: general-biology-communities-and-ecosystems-grassland-herbaceous, general-biology-communities-and-ecosystems-shrubland, general-biology-communities-and-ecosystems-wetland, general-biology-invasive-species-invasive-exotic-plants, general-biology-species-plants, general-management-inventory, general-management-monitoring, gis, national-vegetation-classification-system, nvcs, phragmites, reed, refuge-habitat
Organization: Department of the Interior
Turnbull NWR: Invasive Plant Species Inventory and Monitoring - Geospatial Data

This reference contains archived geospatial data for the survey Invasive Plant Species Inventory and Monitoring (PRIMR record FF01RTBL00-006), for the years 2004-2021.

The refuge began using  a GPS based survey for invasive species in 2004 using  a modified version of the Montana State Survey Protocol.  The survey was designed to systematical inventory and map 25 invasive plant species on the entire refuge to assess the current biological integrity of terrestrial plant communities and identify  areas in need of control and management.   The survey  requires navigation to waypoints  on a 50-meter  point grid and collecting information on the presence and cover of invasive species in a 0.1 acre plot.  In addition, encounters of invasive species between grid points are also mapped as pints and areas greater than 0.1 acre are mapped as a polygons.  The survey provides  geographic location of invasive species to focus control and management activities and the systematically sampled point grid provides important information on the level of  infestation with a surveyed unit and attributes associated with invasions such as plant community, slope,  aspect,  proximity to roads and facilities and level of disturbance .  Revisits of sites following control treatments allow comparisons to determine efficacy of treatments or potential spread of occurrences.  Surveys typically occur from July to October.

Tags: control, ff01rtbl00-006, general-biology-invasive-species-invasive-exotic-plants, general-management-inventory, general-management-monitoring, gps, im, level-of-disturbance, management, mapping, plant-community, primr-survey, treatment-efficacy
Organization: Department of the Interior
SEAN weather station data download - 2021 (WC_F)

The cumulative collection of RAWS station observations in Campbell Scientific .DAT format. It is extracted from the station datalogger during each visit to each site. Multiple years are stored in a ring buffer in the station and the entire buffer is captured on each visit.  No data corrections are directly applied to this Processing Level 0 product.

Tags: climate, ecological-framework-air-and-climate-weather-and-climate-weather-and-climate, weather-data
Organization: Department of the Interior
Land cover rasters (raw data) - Selawik National Wildlife Refuge

This geodatabase contains three (3) rasters, two (2) of which represent landcover for Selawik National Wildlife Refuge and surrounding areas. The third raster contains plot-based ground characteristics for pixels classified with high confidence. The two landcover rasters contain attribute information for soils, vegetation, and ecotypes; and differ slightly in their classifications because one encompasses a broader geographic area (lc_arcn), and therefore some classes are more generalized than in the other (lc_nokose).

The classification of local-scale ecosystems (ecotypes) combines physiography (e.g., riverine, coastal), topography (DEM), geology and vegetation from the landcover spectral database derived from the satellite image processing. These layers are used to model ecotypes in a way that best partitions geomorphic, hydrologic, pedologic, and vegetative characteristics.

Map projection: Albers Alaska, NAD 83, meters.

***NOTE***
The lc_nokose raster was used for the landcover classifications in the final report, as it is more specific to Selawik National Wildlife Refuge than the other landcover raster (lc_arcn), which includes some surrounding National Park Service lands and differs slightly in its classifications at the pixel level.

PDF maps are provided here for reference to help visualize what the data look like before downloading. Full resolution maps can be viewed in the final report (ServCat #49603).

Tags: classification, ecological-land-survey, ecotypes, els, land-cover, landcover, map, maps, soil, vegetation
Organization: Department of the Interior
FWS National Realty Centroids

This data layer depicts centroid points that have been placed upon the lands and waters administered by the U.S. Fish and Wildlife Service (USFWS) in North America, U.S. Trust Territories and Possessions. Office locations should be mapped using data stored in the Corporate Master Table. It is specifically not intended to be used as a land survey or representation of land for conveyance or tax purposes.

Tags: boundaries, cadastre-theme, centroids, national-fish-hatchery, national-wildlife-refuge, planningcadastre, united-states, waterfowl-production-area, wetland-management-district
Organization: Department of the Interior
Rim Rock Crowned Snake (Tantilla oolitica) Proposed Critical Habitat Rule Coordinates

Rim rock crowned snake (Tantilla oolitica) proposed critical habitat unit coordinates/plot points are provided here as a csv file. As noted in the proposed rule (FWS–R4–ES–2022–0022), the textual unit descriptions constitute the legal source for determining the critical habitat boundaries. Users of these geospatial data are cautioned to refer to the textual unit descriptions provided in the proposed rule as the definitive source in determining critical habitat areas. Additionally, interested parties are encouraged to contact the U.S. Fish and Wildlife Service for a definitive finding on whether a location is within critical habitat.

Tags: critical-habitat, florida, general-biology-at-risk-biota-te-species, general-biology-species-amphibians-and-reptiles, rim-rock-crowned-snake, tantilla-oolitica
Organization: Department of the Interior
Alternative outputs based on primary model (packaged datasets) - A landscape connectivity analysis for the coastal marten (Martes caurina humboldtensis)

This packaged data collection contains two sets of two additional model runs that used the same inputs and parameters as our primary model, with the exception being we implemented a "maximum corridor length" constraint that allowed us to identify and visualize the corridors as being well-connected (≤15km) or moderately connected (≤45km). This is based on an assumption that corridors longer than 45km are too long to sufficiently accommodate dispersal. One of these sets is based on a maximum corridor length that uses Euclidean (straight-line) distance, while the other set is based on a maximum corridor length that uses cost-weighted distance. These two sets of corridors can be compared against the full set of corridors from our primary model to identify the remaining corridors, which could be considered poorly connected. This package includes the following data layers:

Corridors classified as well connected (≤15km) based on Cost-weighted Distance
Corridors classified as moderately connected (≤45km) based on Cost-weighted Distance
Corridors classified as well connected (≤15km) based on Euclidean Distance
Corridors classified as moderately connected (≤45km) based on Euclidean Distance

Please refer to the embedded metadata and the information in our full report for details on the development of these data layers.

Packaged data are available in two formats:

Geodatabase (.gdb): A related set of file geodatabase rasters and feature classes, packaged in an ESRI file geodatabase.

ArcGIS Pro Map Package (.mpkx):  The same data included in the geodatabase, presented as fully-symbolized layers in a map.  Note that you must have ArcGIS Pro version 2.0 or greater to view.

See Cross-References for links to individual datasets, which can be downloaded in raster GeoTIFF (.tif) format.

Tags: coastal-marten, connectivity-modeling, general-biology-at-risk-biota-te-species, general-biology-species-mammals, general-landscapes-landscape-dynamics, general-landscapes-landscape-ecology, general-management-habitat-management-habitat-models, general-management-landscape-management-landscape-connectivity, gnarly-landscape-utilities, humboldt-coastal-marten, humboldt-marten, least-cost-path-analysis, linkage-mapper, martes-caurina-humboldtensis, pacific-marten
Organization: Department of the Interior
Resistance surface components (packaged datasets) - A landscape connectivity analysis for the coastal marten (Martes caurina humboldtensis)

This packaged data collection contains all of the processed datasets that were used to develop the resistance surface used in our primary model.  This package includes the following data layers:

Roads
Forested Land Cover (binned OGSI)
Rivers
Waterbodies
Non-forested Land Cover (GNN ESLF Codes)
Bays and Estuaries
Potentially Suitable Land Cover on Serpentine Soils
(used in post-processing of Resistance Surface)

Please refer to the embedded metadata and the information in our full report for details on the acquisition and development of these data layers.

Packaged data are available in two formats:

Geodatabase (.gdb): A related set of file geodatabase rasters and feature classes, packaged in an ESRI file geodatabase.

ArcGIS Pro Map Package (.mpkx):  The same data included in the geodatabase, presented as fully-symbolized layers in a map.  Note that you must have ArcGIS Pro version 2.0 or greater to view.

See Cross-References for links to individual datasets, which can be downloaded in raster GeoTIFF (.tif) format.

Tags: coastal-marten, connectivity-modeling, general-biology-at-risk-biota-te-species, general-biology-species-mammals, general-landscapes-landscape-dynamics, general-landscapes-landscape-ecology, general-management-habitat-management-habitat-models, general-management-landscape-management-landscape-connectivity, gnarly-landscape-utilities, humboldt-coastal-marten, humboldt-marten, least-cost-path-analysis, linkage-mapper, martes-caurina-humboldtensis, pacific-marten
Organization: Department of the Interior
Key ring-necked snake (Diadophis punctatus acricus) Proposed Critical Habitat Rule Coordinates

Key ring-necked snake (Diadophis punctatus acricus) proposed critical habitat unit coordinates/plot points are provided here as a csv file. As noted in the proposed rule (FWS–R4–ES–2022–0022), the textual unit descriptions constitute the legal source for determining the critical habitat boundaries. Users of these geospatial data are cautioned to refer to the textual unit descriptions provided in the proposed rule as the definitive source in determining critical habitat areas. Additionally, interested parties are encouraged to contact the U.S. Fish and Wildlife Service for a definitive finding on whether a location is within critical habitat.

Tags: diadophis-punctatus-acricus, florida, general-biology-at-risk-biota-te-species, general-biology-species-amphibians-and-reptiles, key-ring-necked-snake, key-ringneck-snake
Organization: Department of the Interior
Grays Lake NWR: Invasive Plant Inventory - Grid-based: Survey Grid (50 x 50 m) for Conducting Field-based Invasive Plant Surveys

This dataset was created to facilitate field-based invasive plant surveys. Each grid-cell constitutes a possible survey area within which a field surveyor documents the presence/absence of a suite of target species. The grid layer is displayed on a mobile device (smartphone or tablet) allowing the surveyor to navigate to the grid cell and establishes the geospatial boundaries of each survey.

Tags: biota, environment, general-biology-invasive-species-invasive-exotic-plants, general-management-inventory, invasive-species, inventory, noxious-weeds, survey, vascular-plants
Organization: Department of the Interior
Secondary model outputs (packaged datasets) - A landscape connectivity analysis for the coastal marten (Martes caurina humboldtensis)

This packaged data collection contains all of the outputs from our secondary model, which replaced habitat cores with the boundaries of the four existing coastal marten populations (known as Extant Population Areas, as defined in the USFWS Species Status Assessment v2.0) and used Linkage Mapper to produce corridors connecting these populations.  This package includes the following data layers:

Coastal Marten Extant Population Areas (EPAs)
Least-cost Paths Connecting EPAs
Least-cost Corridors Connecting EPAs

Please refer to the embedded metadata and the information in our full report for details on the development of these data layers.

Packaged data are available in two formats:

Geodatabase (.gdb): A related set of file geodatabase rasters and feature classes, packaged in an ESRI file geodatabase.

ArcGIS Pro Map Package (.mpkx):  The same data included in the geodatabase, presented as fully-symbolized layers in a map.  Note that you must have ArcGIS Pro version 2.0 or greater to view.

See Cross-References for links to individual datasets, which can be downloaded in shapefile (.shp) or raster GeoTIFF (.tif) formats.

Tags: coastal-marten, connectivity-modeling, general-biology-at-risk-biota-te-species, general-biology-species-mammals, general-landscapes-landscape-dynamics, general-landscapes-landscape-ecology, general-management-habitat-management-habitat-models, general-management-landscape-management-landscape-connectivity, gnarly-landscape-utilities, humboldt-coastal-marten, humboldt-marten, least-cost-path-analysis, linkage-mapper, martes-caurina-humboldtensis, pacific-marten
Organization: Department of the Interior
Primary model inputs and intermediaries (packaged datasets) - A landscape connectivity analysis for the coastal marten (Martes caurina humboldtensis)

This packaged data collection contains the two compiled input surfaces (habitat surface and resistance surface) that were used to derive habitat cores and movement corridors in our primary model.  It also includes an intermediary dataset (moving window averages) that was produced by the Core Mapper tool in the process of producing habitat cores, as well as an intermediary dataset (movement cost surface) that was produced by the Linkage Mapper tool in the process of producing least-cost corridors.  This package includes the following data layers:

Resistance Surface
Movement Cost Surface
Habitat Surface
Moving Window Averages

A lookup table of resistance values is also included in this package. This spreadsheet contains a list of component raster data layers that were used to compile our resistance surface, the classes of data represented within each of these rasters, and the resistance value we assigned to each class.

Please refer to the embedded metadata and the information in our full report for details on the development of these data layers.

Packaged data are available in two formats:

Geodatabase (.gdb): A related set of file geodatabase rasters and feature classes, packaged in an ESRI file geodatabase.

ArcGIS Pro Map Package (.mpkx):  The same data included in the geodatabase, presented as fully-symbolized layers in a map.  Note that you must have ArcGIS Pro version 2.0 or greater to view.

See Cross-References for links to individual datasets, which can be downloaded in raster GeoTIFF (.tif) format.

Tags: coastal-marten, connectivity-modeling, general-biology-at-risk-biota-te-species, general-biology-species-mammals, general-landscapes-landscape-dynamics, general-landscapes-landscape-ecology, general-management-habitat-management-habitat-models, general-management-landscape-management-landscape-connectivity, gnarly-landscape-utilities, humboldt-coastal-marten, humboldt-marten, least-cost-path-analysis, linkage-mapper, martes-caurina-humboldtensis, pacific-marten
Organization: Department of the Interior
R1: Oregon Coast: 1994 Aerial Photography of Nesting Seabird Colony Islands for Monitoring Purposes - Selected (Colony) Images Used For Counting, Geospatial Representation

Photography from helicopter taken for the purposes of resource monitoring, specifically seabird colony status and distribution. Oregon Coast aerial photography taken 6/08/1994 and 6/10/1994 on 35mm slide film.  Menasha Corp.  MD 500e Helicopter roughly 800-900' in altitude, Pilot - Ronald V. Patton, Right Front Photographer - Roy W. Lowe, USFWS, Right Rear Photographer - David S. Pitkin, USFWS 

These slides have been scanned at 1200 - 4000 DPI and have about 1-foot pixel resolution. Please note that these photos have not been georeferenced. The photos have not been orthorectified and therefore there will be photo anomalies and mis-matches between adjoining photos. Caution should be exercised if attempting to use this imagery to conduct measurements.

This geospatial representation includes the best quality images for each nesting seabird colony. The metadata includes grades for image quality.

Tags: aerial-photograph, digital-scan, ff01rorg00-002, ff01rtar00-002, general-management-inventory, general-management-monitoring, primr, seabird-colony, slide-film
Organization: Department of the Interior
Vegetation Inventory, Classification, and Mapping - Sample Design and Mapping Data: Minidoka National Wildlife Refuge

Spatial vegetation/habitat database produced for Minidoka National Wildlife Refuge (NWR). Classifications at the level of NVCS Groups and Alliances. This geodatabase also includes all field data: points associated with a parallel Ecological Integrity Assessment, training points, validation points, and accuracy assessment points.

This reference includes information about samples collected and a survey conducted by and lead by refuge staff over the course of two years following the initial EIA. Those samples were used to build a vegetation layer for the entire refuge. That work was completed in 2017. Geodatabases include data used for sample design including polygonal habitat classes for stratification, segmentation results used for sampling, management units and study area (AOI). Domain tables and hardcopy field data collection forms for the project are included.

Tags: climate-change, ecological-integrity-assessment, eia, general-biology-species-plants, general-landscapes-landscape-ecology, national-vegetation-classification-standard, natureserve, nvc, nvcs, vegetation-classification, vulnerability-assessment
Organization: Department of the Interior