AndreaBozzo/ceres-open-data-index huggingface dataset:
SiteID-005 Snake River at Ferry Butte Road, near Blackfoot, ID

These geospatial data were collected during the May 30-31, 2017 topographic and hydrographic survey of the Snake River at Ferry Butte Road near Blackfoot, ID.

Tags: acoustic, acoustic-doppler-current-profiling, adcp, ascii, bathymetry, blackfoot, doppler, elevation, geology, geoscientificinformation, id, idaho, imagerybasemapsearthcover, inland-waters, inlandwaters, lidar, location, multibeam, oceans, snake-river, structure, u-s-geological-survey, usa, usgs, usgs-590c997ee4b0e541a038e364, water-depth, xyz
Organization: Department of the Interior
Hydrologic Data Sites for Emery County, Utah

This map shows the USGS (United States Geologic Survey), NWIS (National
Water Inventory System) Hydrologic Data Sites for Emery 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: altitude, emery, emery-county, environment, estuary, geoscientificinformation, hole-depth, hydrologic-data-site, inlandwaters, lake, reservoir, spring, state-of-utah, stream, usgs-ec5e6729-3f21-4724-a2ca-e53ed5d4b74c, utah, water-use, well, well-depth
Organization: Department of the Interior
Moisture Correction Bands- SINDRI

A spread sheet documenting the application and derivation of equations used in the moisture correction process.  This sheet outputs a corrected fractional residue cover and also has estimates of standard error, residual standard error, residual mean squared error and range of the calculated fractional residue estimates.

Tags: agriculture, soil-moisture, usgs-597b2836e4b0a38ca27563bc
Organization: Department of the Interior
Airborne geophysical survey: Eagle-Talkeetna

Aeromagnetic data were collected along flight lines by instruments in an aircraft that recorded magnetic-field intensity values and location. In surveys such as this one where the data were originally collected in digital form and not digitized from contour maps, the information we provide typically includes latitude, longitude, magnetic anomaly in nanoTeslas, and intermediate values used to derive the magnetic anomaly such as total magnetic field.

Tags: aeromagnetic-surveying, f02090-fairbanks-north-star, f02240-southeast-fairbanks, f02290-yukon-koyukuk, field-monitoring-stations, geophysics, geospatial-datasets, magnetic-field-earth, usgs-70929a61-7f00-405e-84fc-5867c549b10c
Organization: Department of the Interior
f991cp.m77t and f991cp.h77t: MGD77T data and header files for single-beam bathymetry data for field activity F-9-91-CP in Central Pacific from 09/24/1991 to 09/25/1991

Single-beam bathymetry data along with GPS navigation data was collected as part of the U.S. Geological Survey cruise F-9-91-CP. The cruise was conducted in the Central Pacific from September 24 to September 25, 1991. The chief scientists was Jim Gardner from the USGS Coastal and Marine Geology office in Menlo Park, CA. The geophysical source was a 10 kilohertz (kHz) and 3.5 kHz system.
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/f/f991cp/html/f-9-91-cp.meta.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: bathymetry, bathymetry-and-elevation, bathymetry-measurement, central-pacific-ocean, distributions, geoscientificinformation, marine-geology, marine-geophysics, oceans, pacific-ocean, seafloor-topography, single-beam-bathymetry, single-beam-echo-sounder, state-of-hawaii, usgs-43dbefa2-4c9b-4be0-bf16-2d29c74eb765, water-depth
Organization: Department of the Interior
Cape Canaveral, Florida, multibeam bathymetry collected in 2016 by Coastal Carolina University: Processed elevation point data (XYZ)

A geophysical survey was conducted offshore Cape Canaveral, Florida by Coastal Carolina University offshore of Cape Canaveral, Florida using high-resolution chirp sub-bottom, multibeam bathymetry and side scan sonar (SSS) systems on June 13, 14, 16, and 17 of 2016. This USGS data release includes the resulting processed elevation point data (xyz), an interpolated digital elevation model (DEM), with processed backscatter, side scan sonar, and seismic chirp data.

Tags: bathymetry, cape-canaveral, cmgp, coastal-and-marine-geology-program, coastal-carolina-university, coastal-location, elevation, em3002d, epipelagic, florida, geophysical, geophysics, geoscientificinformation, hydrography, imagerybasemapsearthcover, location, marine-geology, multibeam-sonar, ocean-characteristics, ocean-processes, oceans, sea-surface, seafloor-mapping, spcmsc, st-petersburg-coastal-and-marine-science-center, u-s-geological-survey, usgs, usgs-ada643e5-0b4d-4ab1-9bbe-9f35ce8c8d48
Organization: Department of the Interior
Data Files for the Development of Regional Regression Equations for Flow-Duration Statistics and N-day Low-Flow Frequencies for Ungaged Stream Locations in Puerto Rico Using Data Through Water Year 2018

Flow-duration statistics at the 99th, 98th, 95th, 90th, 80th, 70th, 60th, and 50th percent exceedance probabilities and annual n-day low-flow statistics for the 1-, 7-, 14-, and 30-day mean low flows with 2-year (0.5 nonexceedance probability), 5-year (0.2 nonexceedance probability), and 10-year (0.1 nonexceedance probability) recurrence intervals were computed for 28 selected streamflow gaging stations in Puerto Rico. The 28 selected streamflow gaging stations were required to have 10 or more years of daily mean streamflow data through water year 2018. 
The flow-duration statistics and n-day low-flow frequencies were computed using the U.S. Geological Survey program, SWToolbox.  Regional regression equations were developed to estimate flow-duration statistics and n-day low-flow frequencies at ungaged stream locations using selected basin characteristics as explanatory variables. These variables were determined from digital spatial datasets and geographic information systems using the most recent data available, as referenced in the U.S. Geological Survey web application, StreamStats, and published in Kolb and Ryan (2021).  
An ordinary least-squares procedure in R Studio was used to develop the final regional flow-duration regression equations using drainage area, mean total annual reference evapotranspiration, and minimum basin elevation as the explanatory variables. A generalized least squares procedure in the U.S. Geological Survey program, WREG, was used to account for cross-correlation of sites and develop the final regional n-day low-flow frequency regression equations using drainage area, mean total annual reference evapotranspiration, and minimum basin elevation as the explanatory variables. This data release includes two child pages: Puerto Rico Flow-Duration Regression Files and Puerto Rico N-day Low-Flow Regression Files, a BasinCharacteristics.csv file that contains 47 basin and climatic characteristics considered in the analyses, a BasinCharacteristics_corrrelation_charts folder that contains .pdf files showing correlation matrices, a R_regsubsets_output folder that contains .txt and .pdf files showing results of the "regsubsets" analyses, a Trend_statistics_nday_lowflow_timeseries.csv file that contains the SWToolbox Mann-Kendall tau statistics, and a NWIS_rdb_files folder that contains the .rdb files used in the analyses. 
References Cited:   
Kolb, K.R., and Ryan, P.J., 2021, Basin Characteristic Rasters for Puerto Rico StreamStats, 2021: U.S. Geological Survey data release, https://doi.org/10.5066/P9HK9SSQ.

Tags: daily-mean-streamflow, flow-duration, low-flows, puerto-rico, regression-analysis, statistical-analysis, usgs-6014218fd34e162231feda13
Organization: Department of the Interior
Database for the geologic map of the northern Harrat Rahat volcanic field, Kingdom of Saudi Arabia

The Harrat Rahat volcanic field, located in the west-central part of the Kingdom of Saudi Arabia, is the largest of 15 harrats (Arabic for 'volcanic field') hosted within the Arabian plate. Harrat Rahat is 50 to 75 km wide (east-west) and 300 km long (north-south), covering an area of approximately 20,000 square kilometers and encompassing more than 900 observable vents. The overall map area and its dataset show the volcanic geology of the northern part (about 3,340 square kilometers) of Harrat Rahat, at a scale of 1:75,000. Two additional map areas and their feature classes highlight areas of interest at 1:25,000 scale.
Northern Harrat Rahat is of interest owing to the location of the city of Al-Madinah Al-Munawarah (hereafter, referred to as Al-Madinah), which sits atop (and is recently expanding over) the north end of the volcanic field. Al-Madinah is home to more than 1.5 million residents, and the city experiences an additional influx of approximately 3 million pilgrims annually. The downtown area of Al-Madinah is less than 8 km from lava flows of the only confirmed historical eruption (unit bla; eruptive stage 1), which occurred in 1256 C.E.

Tags: al-madinah-al-munawarah, basalt, benmoreite, geology, geoscientificinformation, harrat-rahat-volcanic-field, lava-flow, mugearite, saudi-arabia, trachyte, usgs-5dfbef52e4b0cc5243395ffb, volcanic-activity
Organization: Department of the Interior
Arcs Representing Potential Streamflow-loss Zones in Lawrence County, SD

This data set provides information for evaluation of streamflow loss
as mechanism of transport of potential contaminants when assessing
sensitivity of ground-water to contamination in Lawrence County, SD.
This data set is a result of a larger work (WRIR 00-4103 cited above),
which includes a paper plate titled: "Map showing drainage areas
upstream from potential streamflow-loss zones and locations of
selected streamflow-gaging stations in Lawrence County, SD."
Streamflow loss is an important source of recharge to the Minnekahta,
Minnelusa, and Madison aquifers.  Water recharged from streamflow
loss compared to direct infiltration of precipitation is more likely
to enter rapid flowpaths through the unsaturated zone and aquifer
media because of solution openings. This data set
includes arcs that represent the stream reaches that cross the
outcrops of the Minnekahta Limestone, Minnelusa Formation, and
Madison Limestone that have potential to recharge the aquifers from
streamflow loss.  The source data includes digital data that
characterizes the geology of the Black Hills area, which
has been compiled at 1:100,000 scale and published
in 1999 as part of the Black Hills Hydrology Study.
USGS digital line graphs were used to describe the hydrography.
The loss-zone data set has been archived at the USGS
Water Resources National Spatial Data Information Node.

Tags: contamination, environment, geoscientificinformation, ground-water, inlandwaters, lawrence-county, sensitivity, south-dakota, usgs-7834843e-95f3-43e4-89d4-c670aec26a33
Organization: Department of the Interior
Long-term hydrological and biological data from Williams and Shingobee Lakes, north-central Minnesota

The Shingobee Headwaters Aquatic Ecosystem Project is a long-term, multi-disciplinary monitoring and research study of a 28-square-kilometer headwaters watershed in north-central Minnesota that began in 1978.  Emphasis is on processes related to hydrology, limnology, geochemistry, and watershed ecology and the land-water and atmosphere-water interfaces.  Lakes are a substantial focus and integrator of many of the physical, chemical, and biological processes that occur within watersheds.  Large volumes of groundwater discharge provide resilience to lakes and wetlands in response to anthropogenic and climatic influences.  Minnesota, located in north-central USA, has been both warmer and wetter than normal during the past several decades.  Date selected from the Shingobee watershed collected from 1978 to 2020 indicate that some parameters have changed as expected based on the recent warm, wet period, some parameters have changed in unexpected ways, and some parameters indicate little to no change.

Tags: field-inventory-and-monitoring, groundwater-level, hydrogeology, hydrology, limnology, phenology, shingobee-lake, snow-and-ice-cover, usgs-5f613ba682ce38aaa2359aca, williams-lake
Organization: Department of the Interior
MODFLOW 6 models for assimilating remote sensing evapotranspiration in ensemble-based framework to enhance cascade routing and re-infiltration concept in integrated hydrological models applied to support decision making

This data release contains MODFLOW 6 integrated hydrological model (IHM) that helps characterize the groundwater/surface-water interaction within the Sardon Catchment of western Spain. The model was used to quantify and reduce the overall model uncertainty to improve its reliability as a Decision Support Modeling (DSM) tool by improving the conceptualization and simulation of the overland flow process.  The model was calibrated to groundwater heads, surface flows at the outlet of the model, and remotely sensed evapotranspiration data collected by the MODIS satellite. To help constrain the roughly 500,000 estimated parameters, observations of "actual" evapotranspiration (ET) were obtained from the remotely sensed MODIS-ET product, an atypical calibration target. The MODIS-ET observations complemented the more traditional hydraulic heads and streamflow observations, yielding approximately 150,000 total observations for calibration. The data assimilation was carried using the PEST++ iterative ensemble smoother (IES). As discussed in the accompanying model documentation, including the MODIS-ET observations improved the cascade routing and re-infiltration (CRR) implementation, and subsequently reduced the uncertainties associated with other model parameters. Additionally, it significantly reduced the uncertainties of fluxes of interest, specifically the net recharge, a critical flux for water management which is not easily measured and is typically a modeled quantity within most IHM simulations that is of particular interest. This USGS data release contains all the input and output files for the simulations described in the associated journal article (https://doi.org/10.1016/j.jhydrol.2024.131411)

Tags: environment, geoscientificinformation, groundwater, groundwater-flow, groundwater-model, groundwater-surface-water-interaction, inlandwaters, modeling, modflow-6, salamanco-province, sardon-catchment, savannah, semi-arid-mediterranean-climate, spain, usgs-65f86766d34e97daac9ff49c, usgsgroundwatermodel
Organization: Department of the Interior
EXO2 surface-water-quality data at unnamed south lake near Bemidji, Minnesota, 2019

These data were collected in coordination with the U.S. Geological Survey Hydrogeophysics Branch for the National Crude Oil Spill Fate and Natural Attenuation Research Site.  Data were collected while trailing the Ecomapper with an EXO2 multi-parameter sonde suspended at the water surface from a manned boat propelled by a trolling motor.  An EXO 2.0 handheld controller was used for coordinate information. Data collected inlcludes barometric pressure, water temperature,  specific conductance, pH, dissolved oxygen, total chlorophyll, and blue-green algae.  
These data are provided in two formats: a CSV file named EXO2_SWQ_South.csv, and in the Environmental Systems Research Institute (ESRI) shapefile format consisting of a group of files that have been compressed into a zip archive that is named EXO2_SWQ_South_shapefile.zip.

Tags: auv, beltrami-county, bemidji, biota, ecomapper, lake, minnesota, national-crude-oil-spill-fate-and-natural-attenuation-research-site, oil-spill, usgs-5f5934ba82cefd9f2082c306, water-quality
Organization: Department of the Interior
Population vulnerability of marine birds within the California Current System

Six metrics were used to determine Population Vulnerability: global population size, annual occurrence in the California Current System (CCS), percent of the population present in the CCS, threat status, breeding score, and annual adult survival.  Global Population size (POP)—to determine population size estimates for each species we gathered information tabulated by American Bird Conservancy, Birdlife International, and other primary sources. Proportion of Population in CCS (CCSpop)—for each species, we generated the population size within the CCS by averaging region-wide population estimates, or by combining state estimates for California, Oregon, and Washington for each species (if estimates were not available for a region or state, “NA” was recorded in place of a value) and then dividing the CCSpop value by the estimated global population size (POP) to yield the percentage of the population occurring in the CCS. Annual Occurrence in the CCS (AO)—for each species, we estimated the number of months per year within the CCS and binned this estimate into three categories: 1–4 months, 5–8 months, or 9–12 months. Threat Status (TS)—for each species, we used the International Union for Conservation of Nature (IUCN) species threat status (IUCN 2014) and the U.S. Fish and Wildlife national threat status lists (USFWS 2014) to determine TS values for each species.  If available, we also evaluated threat status values from state and international agencies. Breeding Score (BR)—we determined the degree to which a species breeds and feeds its young in the CCS according to 3 categories: breeds in the CCS, may breed in the CCS, or does not breed in the CCS. Adult Survival (AS)—for each species, we referenced information to estimate adult annual survival, because adult survival among marine birds in general is the most important demographic factor that can affect population growth rate and therefore inform vulnerability. 
These data support the following publication: Adams, J., Kelsey, E.C., Felis J.J., and Pereksta, D.M., 2016, Collision and displacement vulnerability among marine birds of the California Current System associated with offshore wind energy infrastructure: U.S. Geological Survey Open-File Report 2016-1154, 116 p., https://doi.org/10.3133/ofr20161154.
These data were revisied in June 2017 and the revision published in August 2017. Please be advised to use CCS_vulnerability_FINAL_VERSION_v9_PV.csv

Tags: biota, california, california-current-system, environment, ocean-wind-energy, oregon, pacific-outer-continental-shelf, renewable-energy, seabirds, usgs-592f05a2e4b0e9bd0ea793df, vulnerability-assessment, washington
Organization: Department of the Interior
PR_Q09.TIF - Puerto Rico U.S. EEZ GLORIA sidescan-sonar data mosaic (9 of 9) (ACEA, 50 m, Clarke1866)

The Puerto Rico U.S. EEZ study area includes the seafloor between the island of Puerto Rico and the Puerto Rico Trench floor and extends west to Mona Canyon and east to the U.S. Virgin Islands. South of the islands, it covers parts of the Muertos Trough and the Venezuelan Basin. 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. A total of 9 digital mosaics of approximately a 2 degree by 2 degree (or smaller) area with a 50-meter pixel resolution were completed for the Puerto Rico U.S. EEZ.

Tags: acoustic-receivers, acoustic-reflectivity, atlantic-ocean, backscatter, caribbean-sea, cmgp, coastal-and-marine-geology-program, continental-island-rise, continental-island-slope, continental-margin, continental-rise, continental-shelf, continental-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, greater-antilles-ecoregion, grey-scale-image, image-mosaics, imagerybasemapsearthcover, marine-basin-floor, marine-geology, marine-geophysics, marine-oceanic, mona-canyon, muertos-trough, ocean-gt-atlantic-ocean, ocean-gt-atlantic-ocean-gt-north-atlantic-ocean, ocean-gt-atlantic-ocean-gt-north-atlantic-ocean-gt-caribbean-sea, ocean-gt-atlantic-ocean-gt-north-atlantic-ocean-gt-caribbean-sea-gt-puerto-rico, ocean-gt-atlantic-ocean-gt-north-atlantic-ocean-gt-caribbean-sea-gt-virgin-islands, oceans, oceans-gt-ocean-acoustics-gt-acoustic-reflectivity, physical-habitats-and-geomorphology, puerto-rico, puerto-rico-trench, sea-floor-acoustic-reflectivity, sea-floor-characteristics, seabed, side-scan-sonar, sidescan-sonar, sidescan-sonar-mosaic, trench, u-s-geological-survey, usgs, usgs-213643a0-cf73-4076-992b-edd9da65fd1a, virgin-island-shelf, virgin-islands, whsc, whsc-cruise-identifier-frnl85-4, whsc-cruise-identifier-frnl85leg4, whsc-serial-number-85039, woods-hole-science-center
Organization: Department of the Interior
LANDFIRE 2023 Anderson Fire Behavior Fuel Model (FBFM13) CONUS

LANDFIRE's 2023 Update (LF 2023) 13 Anderson Fire Behavior Fuel Models (FBFM13) product represents distinct distributions of fuel loadings found among surface fuel components (live and dead), size classes, and fuel types (Anderson 1982). The fuel models are described by the most common fire carrying fuel type (grass, brush, timber, or slash), loading and surface area-to-volume ratio by size class and component, fuel bed depth, and moisture of extinction. LF FBFM13 can be used for fire spread related characteristic models. To create the FBFM13 product, expert rulesets were developed to understand how different types of disturbance would change pre-disturbance fuel models to post disturbance fuels, based on the severity and time since disturbance. These rulesets are represented in the LF Total Fuel Change (LFTFC) Tool and Database. In LF 2023, non-disturbed fuels are the same as LF 2016 Remap for natural vegetation. 
To designate disturbed areas where FBFM13 is modified, the aggregated Annual Disturbance products from 2014 to 2023 in the LF Fuel Disturbance (FDist) product are used. All existing disturbances between 2014-2023 are represented in LF 2023, and the products are intended to be used in 2024 (the year of release).  
When using any product from the LF 2023 fuel product suite, users should consider adjusting fuel layers for disturbances that occurred after the end of the 2023 fiscal year (after October 1st, 2023). Disturbances that occurred after the end of the 2023 fiscal year are not accounted for within LF 2023 fuel products. Learn more about LF 2023 at https://www.landfire.gov/data/lf2023.

Tags: anderson-fire-behavior-fuel-model, biota, conterminous-united-states, continental-u-s, conus, fbfm, fbfm13, fire-behavior-fuel-model-13, fires, geographic-information-systems, geospatial-datasets, hazard-preparedness, image-collections, imagerybasemapsearthcover, landfire-2023, lf-2023, raster-digital-data, remote-sensing, u-s-forest-service-usfs, u-s-geological-survey-usgs, united-states, us, usgs-672511e1d34e4f57573f4821
Organization: Department of the Interior