AndreaBozzo/ceres-open-data-index huggingface dataset:
Coastwide Reference Monitoring System (CRMS) 2018 Site 0394 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 2018 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. Four previous assessments have been conducted (2005, 2008, 2012, and 2015/2016). 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-611d2b77d34e40dd9c012985, wetland, wetland-ecosystems, wetland-restoration
Organization: Department of the Interior
Unprocessed aerial imagery from 15 October 2020 coastal survey of Central California.

This is a set of 1982 oblique aerial photogrammetric images and their derivatives, collected from Natural Bridges to Monterey 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-bb18d21b-0cf1-41c3-992d-cd633fdf72cb, visible-light-imaging
Organization: Department of the Interior
Airborne geophysical survey: Orleans Mountain, California

Aeromagnetic data were collected along flight lines by instruments in an
aircraft that recorded magnetic-field values and locations.  This dataset
presents latitude, longitude, altitude, and magnetic-field values.

Tags: aeromagnetic-data, aeromagnetic-surveying, airborne-surveys, ca, california, f06015-del-norte, f06023-humboldt, f06093-siskiyou, f06105-trinity, field-monitoring-stations, geophysical-surveys, geophysics, geospatial-datasets, magnetic, magnetic-field-earth, magnetic-surveys, orleans-mountain, orleans-mtn, residual-magnetic-field, total-field, united-states, usgs-f0ca877c-83c7-4711-994c-10929486282d
Organization: Department of the Interior
Silicified wood from around Old Faithful Geyser, Yellowstone National Park

Old Faithful Geyser in the Upper Geyser Basin of Yellowstone National Park is one of the best studied geysers in the world. Under research permit YELL-SCI-8030, samples from 13 silicified tree remnants were collected adjacent to the Old Faithful Geyser cone in April and November 2019. The silicified wood samples were dated using the radiocarbon (14C) method and were analyzed by scanning electron microscope (SEM) to determine the extent of wood silicification. This study was conducted in order to provide new information on the geyser’s past long-term (decadal to centennial) eruptive activity. Understanding Old Faithful’s past could provide a baseline for understanding future changes in its eruption intervals.

Tags: carbon-14-analysis, carbon-isotope-analysis, geochronology, hydrothermal-processes, old-faithful-geyser, tree-ring-analysis, usgs-5eb9b5ba82ce25b5135d2718, yellowstone-national-park
Organization: Department of the Interior
Grass Carp (Ctenopharyngodon idella) egg capture data from tributaries to western Lake Erie, 2015-2020

The data includes dates, places, and times of sampling events for eggs and larvae of invasive Grass Carp (Ctenopharyngodon idella) in tributaries to Lake Erie between 2015 and 2020. Reference data on locations and dates sampled, gears used, and effort are included. Developmental stages for a subset of undamaged, fertilized eggs are provided. Tables include common fields to allow for integration into a relational database to aid data extraction and associating data among tables.

Tags: asian-carp, biota, cuyahoga-river, fish, fish-spawning-and-larval-aggregation, grass-carp, great-lakes, huron-river, invasive-species, mathematical-modeling, maumee-river, portage-river, sandusky-river, streamflow, usgs-5fe1d765d34e30b9123f0815, usgs-cc-asian-carp, western-lake-erie
Organization: Department of the Interior
Esri Binary 2-m Bathymetric Grid of National Oceanic and Atmospheric Administration (NOAA) Survey H12296 in Block Island Sound (H12296_2M_UTM, UTM Zone 19, NAD 83)

The U.S. Geological Survey (USGS), in cooperation with the National Oceanic and Atmospheric Administration (NOAA), is producing detailed geologic maps of the coastal sea floor. Bathymetric and sidescan-sonar data, originally collected by NOAA for charting purposes, provide a fundamental framework for research and management activities along this part of Block Island Sound, show the composition and terrain of the seabed, and provide information on sediment transport and benthic habitat. During June 2012, bottom photographs and surficial sediment data were acquired as part of a ground-truth reconnaissance survey of this area. Interpretations were derived from the multibeam-echosounder, sidescan-sonar, sedimentary, and photographic data collected in Block Island Sound. For more information on the ground-truth survey see &lt;http://woodshole.er.usgs.gov/operations/ia/public_ds_info.php?fa=2012-002-FA&gt;.

Tags: arcraster-binary-grid, atlantic-ocean, bathymetry, block-island-sound, cmgp, coastal-and-marine-geology-program, elevation, geospatial-datasets, grid, h12296, info-bank-id-r-02-12-li, marine-geophysics, multibeam-bathymetry, multibeam-sonar, national-oceanic-and-atmospheric-administration, noaa, noaa-survey-h12296, north-america, oceans, reson-7125, rhode-island, sea-floor-characteristics, u-s-east-coast, u-s-geological-survey, united-states, usgs, usgs-ae9c6703-69dd-4c15-9670-ccd330439323, whcmsc, woods-hole-coastal-and-marine-science-center
Organization: Department of the Interior
1 Site Information: Deep learning approaches for improving prediction of daily stream temperature in data-scarce, unmonitored, and dammed basins

&lt;p&gt;This data release component contains shapefiles of river basin polygons and monitoring site locations coincident with the outlets of those basins. A table of basin attributes is also supplied. Attributes, observations, and weather forcing data for these basins were used to train and test the stream temperature prediction models of Rahmani et al. (2021b).&lt;\p&gt;

Tags: al, alabama, ar, arizona, arkansas, az, ca, california, co, colorado, connecticut, ct, dc, de, deep-learning, delaware, district-of-columbia, environment, ga, georgia, ia, id, idaho, il, illinois, in, indiana, inlandwaters, iowa, kansas, kentucky, ks, ky, ma, machine-learning, maine, maryland, massachusetts, md, me, mi, michigan, minnesota, mississippi, missouri, mn, mo, modeling, montana, ms, mt, nc, nd, ne, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, nh, nj, nm, north-carolina, north-dakota, nv, ny, oh, ohio, ok, oklahoma, or, oregon, pa, pennsylvania, rhode-island, ri, sc, sd, south-carolina, south-dakota, streams, tennessee, texas, tn, tx, united-states, us, usgs-606db85fd34e670a7d5f61f0, ut, utah, va, virginia, wa, washington, water-resources, water-temperature, west-virginia, wi, wisconsin, wv, wy, wyoming
Organization: Department of the Interior
3D bathymetric surfaces of low- and high-relief sites from the coral reef flat off Waiakane, Molokai

3D bathymetric surfaces of low- and high-relief sites from the coral reef flat off Waiakane, Molokai, were created using structure-from-motion (SfM) techniques. The two study sites are located approximately 640 m from shore and approximately 20 m apart in the alongshore direction. At each site, an approximate 12-meter diameter area was imaged in three passes by a swimmer using a handheld digital camera. These images were fed into Structure-from-Motion (SfM) software to produce high-resolution (fine-scale), accurate, and precise topographic point clouds with sub-centimeter accuracy for both the low- and high-relief sites. In addition, a subset of a previously published (Logan and Storlazzi, 2022), coarser-scale, 3D bathymetric surface of the reef flat immediately surrounding the two study sites is included. The point clouds are formatted in LAS (.las) format.
These data accompany a manuscript by Norris and others (2023) [Norris, B.K., Storlazzi, C.D., Pomeroy, A.W.M., Rosenberger, K.J., Logan, J.B., and Cheriton, O.M., 2023, Combining field observations and high-resolution numerical modeling to demonstrate the effect of coral reef roughness on turbulence and its implications for reef restoration design: Coastal Engineering, https://doi.org/10.1016/j.coastaleng.2023.104331].

Tags: aerial-and-satellite-photography, aerial-photography, altimetry, bathymetry-and-elevation, chmrp, coastal-and-marine-hazards-and-resources-program, coastal-processes, elevation, geomorphology, geoscientificinformation, geospatial-datasets, image-mosaics, molokai, orthophotography, pacific-coastal-and-marine-science-center, pcmsc, photography, remote-sensing, sfm, state-of-hawaii, structure-from-motion, topographic-maps, topography, u-s-geological-survey, uas, unmanned-aerial-system, usgs, usgs-6202e938d34e622189dcecf1, waiakane
Organization: Department of the Interior
Surface Water Index of Permanence (SWIPe) for the upper Missouri River basin, 1989-2021

With the Surface Water Index of Permanence (SWIPe), we provide a standardized metric for describing one- to five-year anomalies of the annual minimum surface water extent of streams and wetlands for multiple spatial scales including basin (4-digit hydrologic unit codes [HUCs]) to subwatersheds (12-digit HUCs). Drier conditions are represented by negative SWIPe values that range from 0 to -3 standard deviations from zero, or the normal condition. SWIPe is calculated for the upper Missouri River basin using streamflow permanence probability estimates from the Probability of Streamflow Permanence for the upper Missouri River basin (PROSPERum) model and surface-water inundation observations from the Dynamic Surface Water Extent (DSWE) dataset for years 1989-2021. The upper Missouri River basin consists of four-digit HUCs 1002-1013. Intrinsic mode functions that describe overall and interannual trends in the underlying SWIPe time series, and the significance, are provided as part of this data release. SWIPe is calculated using several different cumulative distribution functions (CDFs) including generalized normal, generalized extreme value, generalized logistic, Pearson-3, Weibull, and generalized Pareto. The CDF with p-values &lt; 0.05 based on the Kolmogorov-Smirnov (K-S) test and the lowest  Akaike Information Criterion  was used to model probabilities on which SWIPe is based. An empirical CDF was applied when all of the theoretical CDFs resulted in p-values &gt; 0.05. The probabilities were standardized to have a mean around zero and standard deviation of one.

Tags: climate, climatologymeteorologyatmosphere, drought, dswe, environment, inlandwaters, prosper, surface-water-quantity, usgs-65e0dd73d34e5855ff4ce1bf
Organization: Department of the Interior
Tri-Decadal Global Landsat Orthorectified ETM+ Single Scene: 1999-2003

'The USGS Earth Resources Observation and Science (EROS) Center archive holds data collected by the Landsat suite of satellites, beginning with Landsat 1 in 1972. All Landsat data held in the USGS EROS archive are available for download at no charge. 
'

Tags: earth-science, eros, etm, imagery, infrared-wavelengths, landsat, radiance, remote-sensing, satellite, usgs, usgs-eros5e83a14e11229601, visible-wavelengths
Organization: Department of the Interior
Interpolated 3-m bathymetric grid of NOAA survey H11043 off Branford, Connecticut (H11043_BATHY3)

The U.S. Geological Survey, in cooperation with the National Oceanic and Atmospheric Administration and the Connecticut Department of Environmental Protection, has produced detailed geologic maps of the sea floor in Long Island Sound, a major East Coast estuary surrounded by the most densely populated region of the United States.  These studies have built upon cooperative research with the State of Connecticut that was initiated in 1982.  The current phase of this research program is directed toward studies of sea-floor sediment distribution, processes that control sediment distribution, nearshore environmental concerns, and the relation of benthic community structures to the sea-floor geology.
The bathymetry data in this data set were collected during 2002 for charting applications as part of NOAA project OPR-B340-RU, survey H11043 aboard the NOAA Ship RUDE. The RUDE, which supports NOAA's east-coast nautical charting mission, is outfitted to acquire single-beam bathymetry with an Odom Echotrac DF-3200 duel frequency echosounder and shallow water multibeam bathymetry with a Reson 8125 system.  The Reson multibeam system operates at 455 KHz with a 120 degree across track swath and 240 beams along its swath.

Tags: arcgis, atlantic-ocean, bathymetry, bathymetry-and-elevation, bathymetry-measurement, branford, branford-reef, cmgp, coastal-and-marine-geology-program, connecticut, connecticut-department-of-environmental-protection, ct-dep, depth, distributions, elevation, geoscientificinformation, grid, imagerybasemapsearthcover, interpotated, long-island-sound, marine-geophysics, multibeam-echo-sounder, multibeam-sonar, national-oceanic-and-atmospheric-administration, noaa, noaa-ship-rude, north-america, oceans, single-beam-echo-sounder, townshend-ledge, u-s-east-coast, u-s-geological-survey, united-states, usgs, usgs-d800e46f-60bd-40cc-be6f-9fa9273698e2, utm, whsc, woods-hole-science-center
Organization: Department of the Interior
Grain-size distributions from San Pablo Bay, California, 2011 to 2012

Sediment cores were collected from San Pablo Bay, in the Sacramento-San Joaquin Delta in California by the U.S. Geological Survey Pacific Coastal and Marine Science Center (PCMSC) during multiple surveys from 2011 to 2012. The cores were analyzed for grain-size distributions at the PCMSC sediment lab.

Tags: cmhrp, coastal-and-marine-hazards-and-resources-program, grab-sampling, grain-size-analysis, oceans, pacific-coastal-and-marine-science-center, pcmsc, push-coring, sacramento-san-joaquin-delta, san-pablo-bay, sea-floor-characteristics, sediment, sediment-transport, sedimentation, state-of-california, substrate, u-s-geological-survey, unconsolidated-deposits, usgs, usgs-5bd75b51e4b0b3fc5ce77857
Organization: Department of the Interior
l780bs.m77t - MGD77 data file for Geophysical data from field activity L-7-80-BS in Bering Sea, Alaska from 08/01/1980 to 08/26/1980

Single-beam bathymetry and gravity data along with DGPS navigation data was collected as part of field activity L-7-80-BS in Bering Sea, Alaska from 08/01/1980 to 08/26/1980, http://walrus.wr.usgs.gov/infobank/l/l780bs/html/l-7-80-bs.meta.html
These data are reformatted from space-delimited ASCII text files located in the Coastal and Marine Geology Program (CMGP) InfoBank field activity catalog at http://walrus.wr.usgs.gov/infobank/l/l780bs/html/l-7-80-bs.bath.html and http://walrus.wr.usgs.gov/infobank/l/l780bs/html/l-7-80-bs.grav.html into MGD77T format provided by the NOAA's National Geophysical Data Center(NGDC). The MGD77T format includes a header (documentation) file (.h77t) and a data file (.m77t). More information regarding this format can be found in the publication listed in the Cross_reference section of this metadata file.

Tags: ak, alaska, bathymetry, bathymetry-and-elevation, bathymetry-measurement, bering-sea, bering-sea-alaska, distributions, geoscientificinformation, gravimeter-measurement, gravimetry, marine-geology, marine-geophysics, marine-gravity-field, oceans, seafloor-topography, single-beam-echo-sounder, usa, usgs-431deaf5-8793-467f-8a82-c4b675ea6bc2, water-depth
Organization: Department of the Interior
High resolution natural color imagery collected by uncrewed aircraft system (UAS) for mapping channel and vegetation change along a 7-mile reach of the Middle Green River at Horseshoe Bend near Jensen, Utah from 2020-2023.

The U.S. Geological Survey collected low-altitude airborne natural color imagery via a fixed-wing uncrewed aircraft system (UAS) for mapping channel and vegetation change along a 7-mile reach of the Middle Green River at Horseshoe Bend near Jensen, UT. Visual imagery was collected in jpg format and Structure-from-Motion (SfM) photogrammetry techniques were applied (Over et al., 2021) using Agisoft Metashape Professional (v. 2.1.2 build 18358) to derive time-specific high-resolution 5 centimeter natural color orthomosaics of the study reach annually from 2020 to 2023. Ground control points (2ft x 2ft ground targets) were also surveyed in the field using Trimble RTK GPS survey units and were used in georectification in the SfM process.

Tags: aerial-photography, drone, environment, geoscientificinformation, green-river, horseshoe-bend, hydrology, image-collections, imagerybasemapsearthcover, jensen, remote-sensing, riparian, surface-water-non-marine, uas, uncrewed-aircraft-system, unoccupied-aircraft-system, usgs-66d1041cd34ebebd6af01eaa, utah
Organization: Department of the Interior
Discharge data from Moenkopi Wash, AZ

These data were compiled to perform analyses of hydrologic change, changes in sediment transport, and channel change within Moenkopi Wash, Arizona. Objective(s) of our study were to quantify the magnitude and timing of changes in hydrology, sediment transport, and channel form within Moenkopi Wash and to determine the downstream effects of those changes on sediment delivery downstream to the Little Colorado River, and the Colorado River. These data represent instantaneous discharge records, suspended-sediment sample records, topographic survey data, historical aerial imagery, and channel polygons and centerlines mapped on the historical imagery. Instantaneous discharge records in this study began in 1926 and extend to 2022 and were collected at 5 different stream gages within Moenkopi Wash. Suspended-sediment samples were collected between 1948 and 2022 at four stream gage locations. Topographic datasets were collected by field surveys between 1940 and 2016 at five stream gage locations. Aerial imagery datasets were collected in the 1930s, 1952, 1968, 1979, 1992, 1997, 2007, 2013, and 2019. The 1968 and 1979 aerial imagery was collected by the U. S. Geological Survey. The 1952 imagery was collected by the U.S. Army Map Service. The 1992 and 1997 imagery were collected by the National Aerial Imagery Program. The 2007, 2013 and 2019 aerial images were collected by the National Agricultural Program. These data can be used to analyze changes in hydrology, sediment transport, and channel change within Moenkopi Wash.

Tags: active-channel-boundaries, aerial-imagery-data, aerial-photography, arizona, biogeomorphic-feedbacks, biota, cameron, channel-boundaries, channel-centerlines, channel-change, channel-form, channel-narrowing, channel-polygons, colorado-river, cross-section-shape, data-release, dryland-rivers, field-activity-logs, field-inventory-and-monitoring, field-surveys, floods, geomorphology, historical-aerial-imagery, hydrologic-change, hydrology, image-collections, image-mosaics, imagerybasemapsearthcover, inlandwaters, instantaneous-discharge-records, little-colorado-river, moenkopi, moenkopi-wash, national-aerial-imagery-program, national-agricultural-program, northern-arizona, orthoimagery, riparian-vegetation, sediment-delivery, sediment-geochemistry, sediment-transport, sedimentation, sedimentology, shonto, stream-discharge, stream-gage-locations, stream-gage-measurement, stream-gages, suspended-material-water, suspended-sediment-sample-records, topographic-survey-data, tuba-city, u-s-army-map-service, u-s-geological-survey, usgs-653acf97d34ee4b6e05bbfff, vegetation, wetland-ecosystems
Organization: Department of the Interior
Bathymetry--Offshore of Gaviota Map Area, California

This part of DS 781 presents data for bathymetry for several seafloor maps of the Offshore of Gaviota Map Area, California. The GeoTiff is included in "Bathymetry_OffshoreGaviota.zip," which is accessible from https://doi.org/10.5066/F7TH8JWJ. These data accompany the pamphlet and map sheets of Johnson, S.Y., Dartnell, P., Cochrane, G.R., Hartwell, S.R., Golden, N.E., Kvitek, R.G., and Davenport, C.W. (S.Y. Johnson and S.A. Cochran, eds.), 2018, California State Waters Map Series—Offshore of Gaviota, California: U.S. Geological Survey Open-File Report 2018–1023, pamphlet 41 p., 9 sheets, scale 1:24,000, https://doi.org/10.3133/ofr20181023.
Bathymetry of the Offshore of Gaviota map area in southern California was generated from acoustic-bathymetry data collected largely by the U.S. Geological Survey (USGS) and by Fugro Pelagos Inc. Acoustic mapping was completed between 2007 and 2008 using a combination of 400-kHz Reson 7125, 240-kHz Reson 8101, and 100-kHz Reson 8111 multibeam echosounders, as well as a 234-kHz SEA SWATHplus bathymetric sidescan-sonar system. In addition, bathymetric-lidar data was collected in the nearshore area by the U.S. Army Corps of Engineers (USACE) Joint Lidar Bathymetry Technical Center of Expertise in 2009 and 2010. These mapping missions combine to provide continuous bathymetric data from the shoreline to beyond the limit of California's State Waters.

Tags: bathymetry, bathymetry-measurement, environment, gaviota, geoscientificinformation, imagerybasemapsearthcover, marine-geophysics, oceans, oceans-gt-bathymetry-seafloortopography-gt-bathymetry, oceans-gt-bathymetry-seafloortopography-gt-seafloor-topography, pacific-ocean, santa-barbara-county, sonar-methods, state-of-california, usgs-589a426fe4b0efcedb71a67e
Organization: Department of the Interior