AndreaBozzo/ceres-open-data-index huggingface dataset:
Unprocessed aerial imagery from 2 October 2022 coastal survey of Southern California.

This is a set of 1108 oblique aerial photogrammetric images and their derivatives, collected from Santa Rosa Island with a fixed-lens digital camera from a crewed light aircraft, for processing using structure-from-motion photogrammetry and machine learning to study coastal geomorphic processes at high temporal and spatial resolution. JPG files in each folder follow the following naming convention: {CAM###}_{YYYYMMDDHHMMSS_ss}.jpg, where {CAM###} is the last 3 digits of the camera serial number, preceded by the letters "cam", and where {YYYYMMDDHHMMSS_ss} is the image acquisition time in {YearMonthDayHourMinuteSecond_hundredths} expressed in 24-hour time, as recorded by the camera's internal clock and written to the SubSecondDateTime field in the image EXIF data (for example CAM001_202009182311_50 would be the timestamp for an image with a SubSecondDateTime EXIF time/date stamp of September 18th, 2020 at 11:11.50 pm.

Tags: aerial-and-satellite-photography, aerial-photography, agents-of-coastal-change, anthropogenic-agents-of-coastal-change, cmhrp, coastal-and-marine-hazards-and-resources-program, coastal-development, coastal-ecosystems, coastal-erosion, coastal-landslides, coastal-processes, datasets, distributions, earth-sciences, ecology, environment, geography, geologic-processes, geology, geoscientificinformation, geospatial-datasets, habitat, image-analysis, image-collections, imagerybasemapsearthcover, infrastructure, pacific-coastal-and-marine-science-center, pcmsc, physical-habitats-and-geomorphology, remote-sensing, slope-processes, structures, u-s-geological-survey, united-states, united-states-and-territories, usgs, usgs-13c763dd-e609-449a-bb9d-fa59dfbd9b82, visible-light-imaging
Organization: Department of the Interior
High-Resolution Imaging Science Experiment Orthorectifiedimage Mosaic for Mars 2020 Terrain Relative Navigation

The Mars 2020 rover will explore Jezero crater, Mars to investigate an ancient delta for evidence of past microbial life and to better understand the geologic history of the region. The landing system onboard Mars 2020 will use technology developed at the Jet Propulsion Laboratory (JPL) called Terrain Relative Navigation (TRN), which will enable the spacecraft to autonomously avoid hazards (e.g., rock fields, crater rims) that exceed the safety requirements of the landing system. This capability allows small-scale hazards to be present in the landing ellipse, providing greater flexibility in selecting a landing location. In support of TRN, the USGS Astrogeology Science Center has generated and delivered a High-Resolution Imaging Science Experiment (HiRISE) digital terrain model (DTM) mosaic and orthomosaic that is the basemap onto which surface hazards were mapped. The hazard map will be onboard the spacecraft and used by TRN to help identify the final, hazard-free landing location.

Tags: entry-decent-and-landing-edl, high-resolution-imaging-science-experiment, mars, mars-2020, mars-reconnaissance-orbiter, mosaic, orthoimage, orthorectified-image, terrain-relative-navigation, usgs-13c20ddb-2a2c-4bbd-bac4-3ef88cd0eabf
Organization: Department of the Interior
6-m resolution grid of multibeam bathymetry in western Massachusetts Bay map Quadrangle 2 (Q2_BATHY6M)

The U.S. Geological Survey has conducted geologic mapping to characterize the sea floor offshore of Massachusetts.  The mapping was carried out using a Simrad Subsea EM 1000 Multibeam Echo Sounder on the Frederick G. Creed on four cruises conducted between 1994 and 1998.  The mapping was conducted in cooperation with the National Oceanic and Atmospheric Administration (NOAA) and with support from the Canadian Hydrographic Service and the University of New Brunswick.
The long-term goal of this mapping effort is to produce high-resolution geologic maps and a Geographic Information System (GIS) project that presents images and grids of bathymetry, shaded relief bathymetry, and backscatter intensity data from these surveys that will serve the needs of research, management and the public.

Tags: 6-m-grid, bathymetry, boston, cmgp, coastal-and-marine-geology-program, elevation, em-1000, frederick-g-creed, geospatial-datasets, gulf-of-maine, marine-geophysics, massachusetts, massachusetts-bay, multibeam, multibeam-sonar, mwra, mwra-ocean-outfall, north-atlantic-ocean, oceans, sea-floor, sea-floor-characteristics, sea-floor-mapping, simrad, stellwagen-basin, u-s-geological-survey, united-states, usgs, usgs-13bb5639-de71-4649-9171-8e700174b1b4, usgs-map-i-2732, western-massachusetts-bay, western-massachusetts-bay-map-quadrangle-2, whsc, woods-hole-science-center
Organization: Department of the Interior
Contours--Hueneme Canyon and Vicinity, California

This part of DS 781 presents data for the bathymetric contours of the Hueneme Canyon and Vicinity map area, California. The vector data file is included in "Contours_HuenemeCanyon.zip," which is accessible from https://pubs.usgs.gov/ds/781/HuenemeCanyon/data_catalog_HuenemeCanyon.html. These data accompany the pamphlet and map sheets of Johnson, S.Y., Dartnell, P., Cochrane, G.R., Golden, N.E., Phillips, E.L., Ritchie, A.C., Kvitek, R.G., Greene, H.G., Krigsman, L.M., Endris, C.A., Clahan, K.B., Sliter, R.W., Wong, F.L., Yoklavich, M.M., and Normark, W.R. (S.Y. Johnson, ed.), 2012, California State Waters Map Series—-Hueneme Canyon and Vicinity, California: U.S. Geological Survey Scientific Investigations Map 3225, 41 p., 12 sheets, scale 1:24,000, https://pubs.usgs.gov/sim/3225/.
The bathymetry map of Hueneme Canyon and Vicinity map area in southern California was generated from bathymetry data collected by California State University, Monterey Bay (CSUMB), by the U.S. Geological Survey (USGS), and by Fugro Pelagos for the U.S. Army Corps of Engineers (USACE) Joint Lidar Bathymetry Technical Center of Expertise. Most of the offshore area was mapped by CSUMB in the summers of 2006 and 2007, using a 244-kHz Reson 8101 multibeam echosounder. The far-northern part of the offshore area was mapped by the USGS in 2006, using a 117-kHz SEA (AP) Ltd. SWATHplus-M phase-differencing sidescan sonar. The nearshore bathymetry and coastal topography were mapped for USACE by Fugro Pelagos in 2009, using the SHOALS-1000T bathymetric-lidar and Leica ALS60 topographic-lidar systems. All these mapping missions combined to collect bathymetry from the 0-m isobath to beyond the 3-nautical-mile limit of California's State Waters. To generate contours, a smooth arithmetic mean convolution function was applied to the bathymetry. Following smoothing, contour lines were generated at 10-meter intervals from -10 m to -100 m and at 50-meter intervals from -100 m to -400 m.

Tags: bathymetry-and-elevation, cmgp, coastal-and-marine-geology-program, continental-island-shelf, geoscientificinformation, geospatial-datasets, hueneme-canyon, image-mosaics, imagerybasemapsearthcover, lidar, maps-and-atlases, marine-geophysics, marine-nearshore-subtidal, marine-offshore-subtidal, multibeam-echo-sounder, oceans, oceans-gt-bathymetry-seafloortopography-gt-bathymetry, oceans-gt-bathymetry-seafloortopography-gt-seafloor-topography, oxnard, pacific-coastal-and-marine-science-center, pacific-ocean, pcmsc, port-of-hueneme, scientific-interpretation, seabed, sidescan-sonar, sonar-methods, southern-california-ecoregion, state-of-california, transform-continental-margin, u-s-geological-survey, usgs, usgs-13a39e3e-60f8-4fb5-9424-eba0b75b2d55, ventura
Organization: Department of the Interior
Shallow ATRIS (sATRIS) Images Crocker Reef, Florida, 2014

Underwater digital images, single-beam bathymetry, and global positioning system (GPS) data were collected June 24-25, 2014, within a 1-kilkometer (km) x 1-km area around Crocker Reef in the Florida Keys, USA. A total of 91,206 images of the seafloor and water column were collected along pre-defined transect lines and organized into three sets:  track1, track2, and track3. This data release contains a subset of those images (25,485 images), all of which were used for benthic habitat classification, and contain GPS data. The data were collected using the U.S. Geological Survey (USGS) shallow Along-Track Reef-Imaging System (sATRIS), a boat-based, pole-mounted sensor package for mapping shallow-water benthic environments. Two other implementations exist, a towed system called Deep ATRIS and a profiling system called Drift ATRIS.  All three ATRIS implementations incorporate a digital still camera and an acoustic depth sounder.

Tags: aquatic-biology, benthic-surveys, crocker-reef, digital-imagery, doi-usgs-cmg-gt-coastal-and-marine-geology-u-s-geological-survey-u-s-department-of-interior, earth-remote-sensing-instruments-gt-passive-remote-sensing-gt-photon-optical-detectors-gt-camer, florida, florida-keys, geoscientificinformation, habitat-mapping, imagerybasemapsearthcover, marine-geology, ocean-gt-bathymetry-seafloor-topography-gt-bathymetry, ocean-gt-coastal-processes-gt-coral-reefs, oceans, remote-sensing, satris, seafloor-imagery, shallow-along-track-reef-imaging-system, shallow-marine-habitat-mapping, usgs-139fd636-5078-4baf-b680-a03a1595e385
Organization: Department of the Interior
Sprague River Oregon Vegetation 1968

The Sprague River drains 4090 square kilometers in south-central Oregon before flowing into the Williamson 
River and upper Klamath Lake. In cooperation with the U.S. Fish and Wildlife Service, the USGS and University 
of Oregon conducted a study to evaluate channel and floodplain processes for the 131 km of the Sprague River 
and its major tributaries, including the lower 20 km of the South Fork Sprague River, the lower 16 km of the North 
Fork Sprague River, and the lower 62 km of the Sycan River. The study involved multiple analyses, including 
assessments of historical channel change, riparian and floodplain vegetation, and surficial geology. To support 
these analyses, digital floodplain and channel maps were prepared from historic notes, maps, and aerial photos 
to depict channel and floodplain conditions at different times between 1866 and 2005. The geospatial database 
of current and historic channel and floodplain conditions will also enable evaluation of long-term trends pertaining 
to aquatic and riparian habitat conditions.

Tags: channel-analysis, floodplain-analysis, geomorphology, inlandwaters, klamath-basin, sprague-river-oregon, usgs-138d8fb3-1b98-4f99-b8cd-de9debb54483
Organization: Department of the Interior
Thickness of the lower Fort Union aquifer in the Williston structural basin

These data represent the thickness, in feet, of the lower Fort Union aquifer in the Williston structural basin. 
The data are presented as ASCII text files that can be converted to continuous raster format.

Tags: canada, environment, fox-hills-aquifer, geoscientificinformation, groundwater, groundwater-availability, inlandwaters, powder-river, united-states, usgs-13776928-7e04-4776-b31b-74c558aff4d3, williston-basin, williston-river
Organization: Department of the Interior
Estimates of herbicide use for the twenty-first through the fortieth most-used herbicides in the conterminous United States

This coverage contains estimates of herbicide use for the twenty-first
through the fortieth most-used herbicides in the conterminous United States
as reported in Gianessi and Puffer (1991). Herbicide-use estimates in this
coverage are reported for each county polygon as acres treated, pounds of
active ingredient used, and pounds used per square mile.
The herbicide-use estimates provided by Gianessi and Puffer (1991) list
acres treated and pounds of active ingredient applied for a given crop
in each county for which use has been estimated. Cropping data are from the
1987 Census of Agriculture, and are subject to occasional suppressions of
acreage estimates at the county level due to problems of confidentiality
and census disclosure rules. The herbicide-use estimates included in
this coverage are totals of use on all crops treated in a given county.
The polygons representing county boundaries in the conterminous United
States, as well as lakes, estuaries, and other nonland-area features
were derived from the Digital Line Graph (DLG) files representing the
1:2,000,000-scale map in the National Atlas of the United States (1970).
Herbicides
Herbicide use
Counties
United States

Tags: environment, geoscientificinformation, herbicide-use-estimates-for-counties-in-the-united-states, inlandwaters, usgs-13609931-6f5d-4974-ac0f-7479e525ccd2
Organization: Department of the Interior
Digital Elevation Model from Single-Beam Bathymetry XYZ Data Collected in 2015 from Raccoon Point to Point Au Fer, Louisiana

As part of the Barrier Island Comprehensive Monitoring Program (BICM), scientists from the U.S. Geological Survey (USGS) St. Petersburg Coastal and Marine Science Center conducted a nearshore single-beam bathymetry survey along the south-central coast of Louisiana, from Raccoon Point to Point Au Fer Island, in July 2015. The goal of the BICM program is to provide long-term data on Louisiana’s coastline and use this data to plan, design, evaluate, and maintain current and future barrier island restoration projects. The data described in this report will provide baseline bathymetric information for future research investigating island evolution, sediment transport, and recent and long term geomorphic change, and will support modeling of future changes in response to restoration and storm impacts. The survey area encompasses more than 300 square kilometers (km2) of nearshore environment from Raccoon Point to Point Au Fer Island. This data series serves as an archive of processed single-beam bathymetry data, collected from July 22–29, 2015, under USGS Field Activity Number 2015-320-FA. Geographic information system data products include a 200-meter-cell-size interpolated bathymetry grid, trackline maps, and point data files.

Tags: 2015-320-fa, bathymetry, caris, cmgp, coastal-and-marine-geology-program, coastal-change-and-transport, digital-elevation-model, elevation, geophysical, geophysics, geoscientific-information, gulf-of-mexico, hips-and-sips, hydrography, imagerybasemapsearthcover, louisiana, marine-geology, oceans, point-au-fer, raccoon-island, single-beam, single-beam-bathymetry, south-central-coast, spcmsc, st-petersburg-coastal-and-marine-science-center, u-s-geological-survey, usgs, usgs-135a829b-9589-43a9-b74a-d9b25a18d6f1
Organization: Department of the Interior
Interpretations from resistivity and lithologic logs in selected wells in the Williston basin

These data represent the interpretations from borehole electric (resistivity) logs from oil and 
gas wells and lithologic logs from nearby water wells. These interpretations were used to 
build the hydrogeologic framework in the Williston structural basin. The resistivity logs were 
used to identify the hydrogeologic units (fig. 3A of SIR 2014-5047) and to quantify the vertical 
detailed lithology (thickness of sand, coal, gravel, silt, and shale) in the oil and gas exploration 
boreholes.

Tags: groundwater, hydrogeology, lithology, lower-tertiary, montana, north-dakota, saskatchewan-canada, south-dakota, upper-cretaceous, usgs-13575cea-8b8d-4950-9702-a7b4cfcbddf0, williston, williston-basin
Organization: Department of the Interior
Beach Profile Data Collected from Madeira Beach, Florida (September 14, 2017)

This dataset, prepared by the U.S. Geological Survey (USGS) St. Petersburg Coastal and Marine Science Center (SPCMSC), provides beach profile data collected at Madeira Beach, Florida. Data were collected on foot by a person equipped with a Global Positioning System (GPS) antenna affixed to a backpack outfitted for surveying location and elevation data (XYZ) along pre-determined transects. The horizontal position data are given in the Universal Transverse Mercator (UTM) projected coordinate system, Zone 17 North (17N), referenced to the North American Datum of 1983 (NAD 83); the elevation data are referenced to the North American Vertical Datum of 1988 (NAVD 88), GEOID12B.

Tags: altimetry, bathymetry-and-elevation, beach, cmgp, coastal-and-marine-geology-program, distributions, doi-usgs-cmg-gt-coastal-and-marine-geology-u-s-geological-survey-u-s-department-of-interior, elevation, elevation-data, florida, geology, geomorphology, geoscientificinformation, global-positioning-system-gps-observations, gps-measurement, gulf-of-mexico, land-surface-gt-topography-gt-terrain-elevation, marine-geology, ocean-gt-coastal-processes-gt-beaches, oceans, spcmsc, st-petersburg-coastal-and-marine-science-center, topographic-mapping, topography, u-s-geological-survey, united-states-of-america, usgs, usgs-13515d23-fe8b-4d5a-a44b-b20fee4f725f
Organization: Department of the Interior
Navigation and environmental data from R/V Weatherbird II for the West Florida Shelf: USGS Cruise 11BHM04

The United States Geological Survey (USGS) is conducting a study on the effects of climate change on ocean acidification within the Gulf of Mexico; dealing specifically with the effect of ocean acidification on marine organisms and habitats. To investigate this, the USGS participated in two cruises in the West Florida Shelf and northern Gulf of Mexico regions aboard the R/V Weatherbird II, a ship of opportunity lead by Dr. Kendra Daly, of the University of South Florida (USF). The cruises occurred September 20 - 28 and November 2 - 4, 2011. Both left from and returned to Saint Petersburg, Florida, but followed different routes (see Trackline). On both cruises the USGS collected data pertaining to pH, dissolved inorganic carbon (DIC), and total alkalinity in discrete samples. Discrete surface samples were taken during transit approximatly hourly on both cruises, 95 in September were collected over a span of 2127 km, and 7 over a trackline of 732 km line on the November cruise. Along with the surface samples, another set of samples were taken at various depths at stations; 27 in September at four stations and 15 in November at five stations. In addition to the discrete samples flow-through data was also collected on both cruises in a variety of forms. Surface CTD data was collected every five minutes which includes temperature, salinity, and pH. In addition, two more flow-through instruments were setup on both cruises that recorded pH and CO2 every 15 minutes. Corroborating the USGS data is the vertical CTD profiles collected by USF, using the following sensors: CTD, oxygen, chlorophyll fluorescence, optical backscatter, and transmissometer. Additionally, discrete depth samples for nutrients, chlorophyll, and particulate organic carbon/nitrogen were collected.

Tags: assessments, bathypelagic, carbon-flux, chemical-analysis, chemical-oceanography, environmental-chemistry, epipelagic, florida, marine-chemistry, mesopelagic, ocean-acidification, ocean-chemistry, ocean-surface, pco2, ph, physical-chemical-features, salinity, temperature, total-carbon, united-states, usgs-134740b9-4638-4394-b21d-733bb7db0d69, west-florida-shelf
Organization: Department of the Interior
Specific Water Quality Sites for Rich County, Utah

This map shows specific water-quality items and hydrologic data site
information which come from QWDATA (Water Quality) and GWSI (Ground
Water Information System). Both QWDATA and GWSI are subsystems of
NWIS (National Water Inventory System)of the USGS (United States
Geologic Survey).
		
This map is for Rich County, Utah.
		
The scope and purpose of NWIS is defined on the web site:
		
http://water.usgs.gov/public/pubs/FS/FS-027-98/

Tags: alkalinity, ammonia, ammonia-unionize, dissolved-solids, environment, flow-rate, geoscientificinformation, hardness, hardness-total, inlandwaters, nitrogen, nitrogen-nitrate, ph, quality, rich, rich-county, specific-conductance, state-of-utah, usgs-1347267d-20db-40f4-a3c5-c2e77b7aa598, utah, water, water-level, water-quality, water-quality-site, water-temperature
Organization: Department of the Interior
A seamless, high-resolution, coastal digital elevation model (DEM) for Southern California

A seamless, three-meter digital elevation model (DEM) was constructed for the entire Southern California coastal zone, extending 473 km from Point Conception to the Mexican border. The goal was to integrate the most recent, high-resolution datasets available (for example, Light Detection and Ranging (Lidar) topography, multibeam and single beam sonar bathymetry, and Interferometric Synthetic Aperture Radar (IfSAR) topography) into a continuous surface from at least the 20-m isobath to the +20-m elevation contour.

Tags: bathymetry, bathymetry-measurement, beaches, coastal, digital-elevation-model, digital-elevation-models, digital-elvation-model, elevation, geoscientificinformation, geospatial-datasets, hazards, light-detection-and-ranging, multibeam-swath-bathymetry-system, north-pacific-ocean, ocean, oceans, sea-floor-characteristics, seafloor-topography, southern-california, state-of-california, usa, usgs-1313d046-7e62-495e-8cb0-88b6018dc644
Organization: Department of the Interior
Projected Seafloor Elevation Along the Florida Reef Tract From Big Pine Key to Marquesas Key, Florida-25 Years From 2011 Based on Historical Rates of Mean Erosion

The U.S. Geological Survey (USGS) St. Petersburg Coastal and Marine Science Center conducted research to quantify the combined effect of all constructive and destructive processes on modern coral reef ecosystems by projecting future regional-scale changes in seafloor elevation for several sites along the Florida Reef Tract, Florida (FL) including the shallow seafloor along Key West, FL. USGS staff used historical bathymetric point data from the 1930's (National Oceanic and Atmospheric Administration (NOAA) Office of Coast Survey, see Yates and others, 2017) and light detection and ranging (lidar)-derived data acquired in 2002 (Brock and others, 2006, 2007) to calculate historical seafloor elevation changes in the Upper Florida Keys (UFK) (Yates and others, 2017). Using those changes in seafloor elevation, annual rates of erosion were calculated for 13 habitat types found in the UFK reef tract. The annual rate of mean erosion for each habitat type was applied to a digital elevation model (DEM) extending from Big Pine Key to Marquesas Key, FL that was modified from the NOAA National Centers for Environmental Information (NCEI) Key West coastal DEM (NOAA, 2011) to project future seafloor elevation (from 2011) along the Key West section of the Florida Reef Tract. Grid resolution for the DEM is 1/3 arc-second (approximately 10 meters).

Tags: altimetry, big-pine-key, coelenterates, digital-elevation-models, doi-usgs-cmg-gt-coastal-and-marine-geology-u-s-geological-survey-u-s-department-of-interior, elevation, elevation-change, florida, florida-keys, florida-reef-tract, geoscientificinformation, key-west, lidar, lidar-gt-light-detection-and-ranging, marine-geology, marquesas-keys, ocean-gt-bathymetry-seafloor-topography-gt-water-depth, ocean-gt-coastal-processes-gt-coastal-elevation, ocean-gt-coastal-processes-gt-coral-reefs, ocean-gt-coastal-processes-gt-erosion, ocean-gt-coastal-processes-gt-sea-level-rise, oceans, reef-ecosystems, sea-floor-characteristics, sea-level-change, sea-level-rise, seafloor, seafloor-accretion, seafloor-elevation, seafloor-erosion, submerged, submerged-topography, usgs-13120fb9-b739-4c78-8df2-425ac65ad6ed
Organization: Department of the Interior