AndreaBozzo/ceres-open-data-index huggingface dataset:
Coastwide Reference Monitoring System (CRMS) 2005, 2008, 2012, 2015 and 2018 Site 0644 land-water matrix

Wetland restoration efforts conducted by the Coastal Wetlands Planning, Protection and Restoration Act (CWPPRA) in Louisiana rely on monitoring to determine the efficacy of these projects. The Coastwide Reference Monitoring System (CRMS) was developed to assist in a multiple-reference approach that uses aspects of hydrogeomorphic functional assessments and probabilistic sampling for monitoring. The CRMS program includes a suite of approximately 390 sites that encompass the range of hydrological and ecological conditions for each stratum. As part of CRMS, land and water classifications are created from Digital Orthophoto Quarter Quadrangles (DOQQs) approximately every three years at all CRMS sites. This dataset consists of a matrix of five land-water products (2005, 2008, 2012, YYYY and 2018).  The resulting matrix has 32 possible classes defined by the combination of land and water categories on those five dates.

Tags: alteration-of-wetland-habitats, cartography, coastal, coastal-louisiana, crms, doqq, emergent-wetland, forested-wetland, geographic-information-system, imagerybasemapsearthcover, land-water, louisiana, mapping, marsh, protection, restoration, scrub-shrub-wetland, state-of-louisiana, usgs-611f13fcd34e40dd9c01d281, wetland, wetland-ecosystems, wetland-restoration
Organization: Department of the Interior
Multibeam Echosounder, Reson T-20P MC20 site bathymetry (2-m),  USGS field activity 2017-003-FA, Mississippi River Delta front offshore of southeastern Louisiana (32-bit GeoTIFF, UTM Zone 16N, NAD 83, NAVD 88 Vertical Datum)

High resolution bathymetric, sea-floor backscatter, and seismic-reflection data were collected offshore of southeastern Louisiana aboard the research vessel Point Sur on May 19-26, 2017, in an effort to characterize mudflow hazards on the Mississippi River Delta front. As the initial field program of a research cooperative between the U.S. Geological Survey, the Bureau of Ocean Energy Management, and other Federal and academic partners, the primary objective of this cruise was to assess the suitability of sea-floor mapping and shallow subsurface imaging tools in the challenging environmental conditions found across delta fronts (for example, variably distributed water column stratification and widespread biogenic gas in the shallow subsurface). Approximately 675 kilometers (km) of multibeam bathymetry and backscatter data, 420 km of towed chirp data, and 550 km of multichannel seismic data were collected. Varied mudflow (gully, lobe), prodelta morphologies, and structural features were imaged in selected survey areas from Pass a Loutre to Southwest Pass.

Tags: bathymetry, boem, bureau-of-ocean-energy-management, cmgp, coastal-and-marine-geology-program, elevation, field-activity-number-2017-003-fa, geoscientificinformation, geotiff, gulf-of-mexico, imagerybasemapsearthcover, marine-geology, marine-geophysics, mississippi-river-delta-front, multibeam-bathymetry, multibeam-echosounder, multibeam-sonar, oceans, pass-a-loutre, reson, sea-floor, seafloor, south-pass, southeast-louisiana, southwest-pass, t20p, u-s-geological-survey, usgs, usgs-5a9464c1e4b069906068fb10, whcmsc, woods-hole-coastal-and-marine-science-center
Organization: Department of the Interior
Shapefile of Irrigated Agricultural Acreage within the Suwannee River Water Management District in 2020

A shapefile of the extent of irrigated agricultural fields which includes an attribute table of the irrigated acreage for the period between January and December 2020 was compiled for Alachua, Baker, Bradford, Columbia, Dixie, Gilchrist, Hamilton, Jefferson, Lafayette, Levy, Madison, Suwannee, Taylor, and Union Counties, Florida. These counties are fully or partially within the Suwannee River Water Management District boundaries. Attributes for each polygon that represents a field include a general or specific crop type, irrigation system, and primary water source for irrigation.

Tags: boundaries, crop-type, environment, farming, florida-department-of-agriculture-and-consumer-service, groundwater, irrigation-type, landuse, landuse-classification-codes, orthoimagery, surface-water, suwannee-river-water-management-district, usgs-61f14129d34e8b818add095d
Organization: Department of the Interior
Data supporting the 2017 geomorphic survey of North Fork Eagle Creek, New Mexico

This U.S. Geological Survey (USGS) data release contains the results from the 2017 geomorphic survey of North Fork Eagle Creek, New Mexico. The 2017 geomorphic survey was conducted by the USGS, in cooperation with the Village of Ruidoso, New Mexico, and is the first in a planned series of five annual geomorphic surveys of the stream reach located between the North Fork Eagle Creek near Alto, New Mexico, streamflow-gaging station (USGS site 08387550) and the Eagle Creek below South Fork near Alto, New Mexico, streamflow-gaging station (USGS site 08387600). Specifically, this data release contains the results from 14 cross-section surveys (to include x-y-z coordinates of all cross-section points), the locations of all woody debris identified in the reach and their corresponding debris jam classifications, and the locations of all pools identified in the reach. All x-y-z coordinates included in this data release were collected by using survey-grade real-time kinematic global navigation satellite systems (RTK GNSS). 
This data release supports the following publication: 
Graziano, A.P., 2019, Geomorphic survey of North Fork Eagle Creek, New Mexico, 2017: U.S. Geological Survey Open-File Report 2018-1187, 28 p., https://doi.org/10.3133/ofr20181187.

Tags: eagle-creek, fires, floods, geomorphology, hydrology, lincoln-county, lincoln-national-forest, ruidoso, sierra-blanca, subsidence, usgs-5b9fd7f5e4b08583a5c2732e, watershed-management
Organization: Department of the Interior
EAARL Coastal Topography--Louisiana, Mississippi and Alabama September 2006:  First Return

ASCII XYZ point cloud data were produced from remotely sensed, geographically referenced elevation measurements by the U.S. Geological Survey (USGS). Elevation measurements were collected over the area using the National Aeronautics and Space Administration (NASA) Experimental Advanced Airborne Research Lidar (EAARL), a pulsed laser ranging system mounted onboard an aircraft to measure ground elevation, vegetation canopy, and coastal topography. The system uses high-frequency laser beams directed at the Earth's surface through an opening in the bottom of the aircraft's fuselage. The laser system records the time difference between emission of the laser beam and the reception of the reflected laser signal in the aircraft. The plane travels over the target area at approximately 50 meters per second at an elevation of approximately 300 meters, resulting in a laser swath of approximately 240 meters with an average point spacing of 2-3 meters. The EAARL, developed originally by NASA at Wallops Flight Facility in Virginia, measures ground elevation with a vertical resolution of 3 centimeters. A sampling rate of 3 kilohertz or higher results in an extremely dense spatial elevation dataset. Over 100 kilometers of coastline can be surveyed easily within a 3- to 4-hour mission. When resultant elevation maps for an area are analyzed, they provide a useful tool to make management decisions regarding land development.

Tags: airborne-lidar-processing-system, alabama, alps, altimetry, ascii-xyz-first-return, bathymetry-and-elevation, cat-island, chandeleur-islands, dauphin-island, digital-elevation-models, distributions, doi-usgs-cmg-gt-coastal-and-marine-geology-u-s-geological-survey-u-s-department-of-interior, eaarl, elevation, experimental-advanced-airborne-research-lidar, gulf-of-mexico, horn-island, land-surface-gt-topography-gt-terrain-elevation, laser-altimetry, lidar, lidar-gt-light-detection-and-ranging, louisiana, mississippi, ocean-gt-coastal-processes-gt-barrier-islands, ocean-gt-coastal-processes-gt-beaches, ocean-gt-coastal-processes-gt-shoreline-displacement, petit-bois-island, remote-sensing, ship-island, topographic-mapping, topography, usgs-dd956d71-2240-4fcc-861e-c4d324eeb8f1, usgs-national-assessment-of-coastal-change-hazards-project
Organization: Department of the Interior
SPARROW Model Inputs and Estimated Effects of Agricultural Conservation Practices on Total Nitrogen in Streams of the Chesapeake Bay Watershed

This data release contains input and output data tables from a SPAtially Referenced Regression On Watershed attributes (SPARROW) model, which estimated total nitrogen loads in streams of the Chesapeake Bay watershed under varying better management practice (BMP) implementation scenarios.   Further documentation about the SPARROW modeling framework can be found here: https://pubs.er.usgs.gov/publication/tm6B3.
A model archive containing inputs, outputs, code, and helpful spatial data is also included as a zipped folder. This model archive can be used to recreate the output provided in this data release. The model archive includes a read me text file that documents the contents of the archive and how it can be used.
SPARROW_Inputs.csv includes spatial information about nitrogen sources, landscape characteristics, and hydrology from the year 2012 for use with the SPARROW model.
SPARROW_Output_BaseBMP.csv includes SPARROW model output for the base model that does not include a BMP variable.
SPARROW_Output_HighBMP.csv includes SPARROW model output for the model that includes a high-impact BMP variable.
SPARROW_Output_OtherBMP.csv includes SPARROW model output for the model that includes a other-impact BMP variable.

Tags: chesapeake-bay, delaware, district-of-columbia, new-york, nitrogen-loads, nutrient-loads, pennsylvania, spatial-analysis, spatially-referenced-regression-on-watershed-attributes-sparrow, statistical-analysis, streamflow, surface-water-quality, usgs-63a1f91dd34e0de3a1f27cf6, virginia, west-virginia
Organization: Department of the Interior
Mineral Commodity Summaries 2024 - ZIRCONIUM AND HAFNIUM Data Release

This data release contains the U.S. salient statistics and world production data extracted from the ZIRCONIUM AND HAFNIUM data sheet of the USGS Mineral Commodity Summaries 2024.

Tags: hafnium, metallic-mineral-resources, usgs-65b7d8fcd34e36a39045b54c, zircon, zirconium
Organization: Department of the Interior
GAK_Q42.TIF - Gulf of Alaska U.S. EEZ GLORIA sidescan-sonar data mosaic (12 of 30) (LCC, 50 m, WGS84)

GLORIA data for the Gulf of Alaska Exclusive Economic Zone (EEZ) were acquired during five cruises over a four year period. The first cruise conducted in 1986 (F-1-86-GA) surveyed an area of the north-central mosaic area and covered an area of approximately 40,000 square kilometers (sq km). The second two cruises (F-8-88-AA, F-9-88-WG) were conducted in 1988. One of the 1988 cruises (F-8-88-AA) focused on a survey of the Aleutian Arc. The eastern most portion of that survey extended outside of the Aleutian Arc survey area and covered an area of approximately 52,000 square kilometers (sq km) of seafloor on the western edge of the Gulf of Alaska. The final two cruises (F-6-89-GA, F-7-89-EG) were completed in 1989. As in earlier EEZ reconnaissance surveys, the USGS utilized the GLORIA (Geological LOng-Range Inclined Asdic) sidescan-sonar system to complete the geologic mapping. The collected GLORIA data were processed and digitally mosaicked to produce continuous imagery of the seafloor. Thirty digital mosaics with a 50-meter pixel resolution were completed for the region.

Tags: abyssal-submarine-fan, acoustic-receivers, acoustic-reflectivity, alaska, alaskan-abyssal-plain, aleutian-abyssal-plain, aleutian-trench, backscatter, british-columbia-margin, chirikof-channel, cmgp, coastal-and-marine-geology-program, continental-island-rise, continental-island-slope, distributions, eez, exclusive-economic-zone, exclusive-economic-zone-eez, geological-long-range-inclined-asdic, geoscientificinformation, geotiff-image, gloria, gloria-gt-geological-long-range-inclined-asdic, grey-scale-image, gulf-of-alaska, gulf-of-alaska-ecoregion, image-mosaics, imagerybasemapsearthcover, infobank-identifier-f-1-86-ga, infobank-identifier-f-6-89-ga, infobank-identifier-f-7-89-eg, infobank-identifier-f-8-88-aa, infobank-identifier-f-9-88-wg, kodiak-bowie-seamount-chain, marine-basin-floor, marine-geology, marine-geophysics, marine-oceanic, north-american-pacific-fijordland-ecoregion, ocean-gt-pacific-ocean, ocean-gt-pacific-ocean-gt-north-pacific-ocean, ocean-gt-pacific-ocean-gt-north-pacific-ocean-gt-gulf-of-alaska, oceans, oceans-gt-ocean-acoustics-gt-acoustic-reflectivity, physical-habitats-and-geomorphology, queen-charlotte-fault, sea-floor-acoustic-reflectivity, sea-floor-characteristics, seabed, side-scan-sonar, sidescan-sonar, sidescan-sonar-mosaic, surveyor-channel, tectonic-trench, u-s-geological-survey, usgs, usgs-61817890-2fd8-4470-9188-ae54eb78d448, wcmg, western-coastal-and-marine-geology, yakutat-margin
Organization: Department of the Interior
Discharge areas for the transient ground-water flow model, Death Valley regional ground-water flow system, Nevada and California

This digital data set represents discharge areas in the Death Valley regional ground-water 
flow system (DVRFS) transient model. Natural ground-water discharge occurs by way of evapotranspiration (ET) 
and spring flow in the DVRFS model domain, an approximately 45,000 square-kilometer region of southern 
Nevada and California. Ground water is simulated as discharging from a drain boundary (cell) when the simulated 
head in the cell rises above a specified drain altitude using the Drain package (Harbaugh and others, 2000). 
Average annual values of ET and spring discharge (San Juan and others, 2004) were used as observation 
information during calibration of the DVRFS model (Faunt and others, 2004). The DVRFS transient ground-water 
flow model is one of the most recent in a number of regional-scale models developed by the U.S. Geological 
Survey (USGS) for the U.S. Department of Energy (DOE) to support investigations at the Nevada Test Site 
(NTS) and at Yucca Mountain, Nevada (see "Larger Work Citation", Chapter A, page 8).

Tags: amargosa-desert, ash-meadows, california, california-valley, chicago-valley, china-ranch, clark-county, clayton-valley, coal-valley, death-valley, death-valley-regional-ground-water-flow-system, drain-boundary, drain-observation, environment, esmeralda-county, eureka-valley, flow-model, franklin-lake, franklin-well, garden-valley, geoscientificinformation, ground-water, ground-water-discharge, hydraulic-head, hydrogeology, hydrology, inlandwaters, inyo-county, kern-county, las-vegas-valley, lincoln-county, mesquite-valley, mineral-county, modflow-2000, mono-county, nevada, nevada-test-site, nye-county, oasis-valley, owlshead-mountains, pahranagat-range, pahrump-valley, panamint-range, penoyer-valley, railroad-valley, resting-spring, saline-valley, san-bernadino-county, sarcobatus-flat, sheep-range, shoshone, silurian-valley, southern-nevada, spring-flow, spring-mountains, stewart-valley, stone-cabin-valley, tecopa, transient-ground-water-model, usgs-8a0af590-9cce-4d18-9a76-6b237915e878, yucca-mountain
Organization: Department of the Interior
Geology and geomorphology--Drakes Bay and Vicinity Bay, California

This part of DS 781 presents data for the geologic and geomorphic map of the Drakes Bay and Vicinity, California. The polygon shapefile is included in "Geology_DrakesBay.zip," which is accessible from https://pubs.usgs.gov/ds/781/DrakesBay/data_catalog_DrakesBay.html. These data accompany the pamphlet and map sheets of Watt, J.T., Dartnell, P., Golden, N.E., Greene, H.G., Erdey, M.D., Cochrane, G.R., Johnson, S.Y., Hartwell, S.R., Kvitek, R.G., Manson, M.W., Endris, C.A., Dieter, B.E., Sliter, R.W., Krigsman, L.M., Lowe, E.N., and Chin, J.L. (J.T. Watt and S.A. Cochran, eds.), 2015, California State Waters Map Series—Drakes Bay and Vicinity, California: U.S. Geological Survey Open-File Report 2015–1041, pamphlet 36 p., 10 sheets, scale 1:24,000, https://doi.org/10.3133/ofr20151041.
        Marine geology and geomorphology was mapped in the Drakes Bay and Vicinity map area, California, from approximate Mean High Water (MHW) to the 3-nautical-mile limit of California's State Waters. Offshore geologic units were delineated on the basis of integrated analyses of adjacent onshore geology with multibeam bathymetry and backscatter imagery, seafloor-sediment and rock samples, digital camera and video imagery, and high-resolution seismic-reflection profiles.

Tags: bathymetry, continental-island-shelf, distributions, drakes-bay, drakes-estero, environment, geologic-mapping, geologic-maps, geoscientificinformation, geospatial-datasets, imagerybasemapsearthcover, maps-and-atlases, marin-county, marine-geology, marine-nearshore-subtidal, marine-offshore-subtidal, northern-california-ecoregion, oceans, pacific-ocean, physical-habitats-and-geomorphology, rock-substrate, sea-floor-characteristics, seabed, seafloor-topography, state-of-california, transform-continental-margin, unconsolidated-mineral-substrate, usgs-65451c63-3fda-4d73-95e9-a433958078fe
Organization: Department of the Interior
Coastwide Reference Monitoring System (CRMS) 2021 Site 4809 land-water classification data

Wetland restoration efforts conducted by the Coastal Wetlands Planning, Protection and Restoration Act (CWPPRA) in Louisiana rely on monitoring efforts to determine the efficacy of these efforts. The Coastwide Reference Monitoring System (CRMS) was developed to assist in a multiple-reference approach that uses aspects of hydrogeomorphic functional assessments and probabilistic sampling for monitoring. The CRMS program includes a suite of approximately 398 sites that encompass the range of hydrological and ecological conditions for each stratum. As part of CRMS, land and water classifications are created from Digital Orthophoto Quarter Quadrangles (DOQQs) approximately every three years at all CRMS sites. A DOQQ is a raster image in which displacement in the image caused by sensor orientation and terrain relief has been removed and combines the image characteristics of a photo with geometric qualities of a map. The DOQQs generated for this project consist of 2021 Color Infrared (CIR) Digital Imagery. These images were classified into land and water categories using a threshold of the near infrared (NIR) band, followed by supervised and unsupervised classification.  Initial classification results are then reviewed by multiple image analysts to identify and manually recode errors. The final land-water classifications are intended to serve as both geographic and quantitative assessments of landscape composition on the date of acquisition. Five previous assessments have been conducted (2005, 2008, 2012, 2015/2016, and 2018). Once the program creates enough data points for statistical analyses, these data will be used for land area change rate calculation.

Tags: alteration-of-wetland-habitats, cartography, coastal, coastal-louisiana, crms, doqq, emergent-wetland, forested-wetland, geographic-information-system, imagerybasemapsearthcover, land-water, louisiana, mapping, marsh, protection, restoration, scrub-shrub-wetland, state-of-louisiana, usgs-653c1ebfd34ee4b6e05bc480, wetland, wetland-restoration
Organization: Department of the Interior
Rapid Assessment of Vegetation Condition after Wildfire (RAVG) Thematic Burn Severity Mosaic for CONUS in 2021

The RAVG (Rapid Assessment of Vegetation Condition after Wildfire) program provides assessments of vegetation conditions following large fires on forested lands. Fire effects are represented by three metrics: percent change in live basal area (BA), percent change in canopy cover (CC), and the standardized Composite Burn Index (CBI). These data are derived from moderate resolution multi-spectral imagery (e.g., Landsat 8 Operational Land Imager or Sentinel-2 Multispectral Instrument). The Relative Differenced Normalized Burn Ratio (RdNBR), which is correlated to the variation of burn severity within a fire, is calculated from a pair of images (pre- and postfire), judiciously selected to capture fire effects. The three-severity metrics are in turn calculated from RdNBR using regression equations developed from and calibrated with historical field data. This map layer is a thematic raster image of MTBS burn severity classes for all inventoried fires occurring in CONUS during calendar year 2021. Fires omitted from this mapped inventory are those where suitable satellite imagery was not available, or fires were not discernable from available imagery.

Tags: ak, alaska, burn-severity, burned-area, continental-u-s, conus, differenced-normalized-burn-ratio, fire-location, fire-occurrence, imagerybasemapsearthcover, landsat, location, normalized-burn-ratio, prescribed-fire, ravg, sentinel, united-states, us, usgs-630cab0bd34e3b967a8c9526, wildfire, wildland-fire
Organization: Department of the Interior
Coastwide Reference Monitoring System (CRMS) 2021 Site 0278 land-water classification data

Wetland restoration efforts conducted by the Coastal Wetlands Planning, Protection and Restoration Act (CWPPRA) in Louisiana rely on monitoring efforts to determine the efficacy of these efforts. The Coastwide Reference Monitoring System (CRMS) was developed to assist in a multiple-reference approach that uses aspects of hydrogeomorphic functional assessments and probabilistic sampling for monitoring. The CRMS program includes a suite of approximately 398 sites that encompass the range of hydrological and ecological conditions for each stratum. As part of CRMS, land and water classifications are created from Digital Orthophoto Quarter Quadrangles (DOQQs) approximately every three years at all CRMS sites. A DOQQ is a raster image in which displacement in the image caused by sensor orientation and terrain relief has been removed and combines the image characteristics of a photo with geometric qualities of a map. The DOQQs generated for this project consist of 2021 Color Infrared (CIR) Digital Imagery. These images were classified into land and water categories using a threshold of the near infrared (NIR) band, followed by supervised and unsupervised classification.  Initial classification results are then reviewed by multiple image analysts to identify and manually recode errors. The final land-water classifications are intended to serve as both geographic and quantitative assessments of landscape composition on the date of acquisition. Five previous assessments have been conducted (2005, 2008, 2012, 2015/2016, and 2018). Once the program creates enough data points for statistical analyses, these data will be used for land area change rate calculation.

Tags: alteration-of-wetland-habitats, cartography, coastal, coastal-louisiana, crms, doqq, emergent-wetland, forested-wetland, geographic-information-system, imagerybasemapsearthcover, land-water, louisiana, mapping, marsh, protection, restoration, scrub-shrub-wetland, state-of-louisiana, usgs-64dce24bd34e5f6cd552804c, wetland, wetland-restoration
Organization: Department of the Interior