AndreaBozzo/ceres-open-data-index huggingface dataset:
Improved Wetland Soil Organic Carbon Stocks of the Conterminous U.S. Through Data Harmonization

Public data used for data harmonization. 

This dataset is associated with the following publication:
Uhran, B., L. Windham-Myers, N. Bliss, A. Nahlik, E. Sundquist, and C. Stagg. Improved Wetland Soil Organic Carbon Stocks of the Conterminous U.S. Through Data Harmonization.   Frontiers in Soil Science. Frontiers, Lausanne,  SWITZERLAND, 1: 706701, (2021).

Tags: national-wetland-condition-assessment, soil-organic-carbon, soils, wetlands
Organization: U.S. Environmental Protection Agency
H12008: NOS Hydrographic Survey , Approaches to Miami, Florida, 2008-08-26

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: active remote sensing, aircraft, approaches to miami, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, florida, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), lidar/laser sounders, marine sediments, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, profilers/sounders, seafloor topography, sediment composition, u.s. department of commerce, united states of america, vicinity of soldier key, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12007: NOS Hydrographic Survey , Cross Rip Shoal, Massachusetts, 2009-05-04

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: acoustic sounders, bathymetry, bathymetry/seafloor topography, continent, cross rip channel, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, massachusetts, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, nantucket sound, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, sonar, sound navigation and ranging, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
EM302 Water Column Sonar Data Collected During SKQ202104S

OOI Endurance Array OM

Tags: acoustic scattering, acoustic sounders, aquatic ecosystems, aquatic sciences, bathymetry, bathymetry/seafloor topography, benthic, biosphere, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth science, ecosystems, fisheries, in situ/laboratory instruments, marine ecosystems, national centers for environmental information, national geophysical data center, nesdis, noaa, ocean acoustics, oceans, pelagic, profilers/sounders, seafloor topography, u.s. department of commerce, unknown, vertical location, water column, water column mapping system, wcms
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12004: NOS Hydrographic Survey , Unimak Pass, Alaska, 2009-08-26

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: acoustic sounders, alaska, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, sonar, sound navigation and ranging, southwest peninsula, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NEFSC 2000 Spring Bottom Trawl Survey (AL0002, EK500)

The objectives of the cruise are to: (1) determine the spring distribution and relative abundance of fish and selected invertebrate species; (2) collect biological samples for studies of age and growth relationships, fecundity, maturity and food habits; (3) collect hydrographic and meteorological data; (4)
collect samples of ichthyoplankton and zooplankton; and (5) make data and sample collections for cooperative researchers and programs; (6) conduct a hydroacoustic survey between survey stations.

Tags: acoustic scattering, acoustic sounders, aquatic ecosystems, aquatic sciences, bathymetry, bathymetry/seafloor topography, benthic, biosphere, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, doc/noaa/nmfs, earth science, ecosystems, fisheries, geographic region, global, in situ/laboratory instruments, marine ecosystems, national centers for environmental information, national geophysical data center, national marine fisheries service, nesdis, noaa, north atlantic ocean, ocean acoustics, oceans, pelagic, profilers/sounders, sea floor, seafloor topography, u.s. department of commerce, vertical location, water column mapping system, wcms
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
EK60 Water Column Sonar Data Collected During NF1708

On August 12-31, 2017 the National Centers for Coastal Ocean Science (NCCOS) led a research expedition aboard the NOAA Ship Nancy Foster supported by NOAAâs Deep Sea Coral Research and Technology Program (DSCRTP) through the Southeast Deep Coral Initiative (SEDCI).

Tags: acoustic scattering, acoustic sounders, aquatic ecosystems, aquatic sciences, bathymetry, bathymetry/seafloor topography, benthic, biosphere, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth science, ecosystems, fisheries, in situ/laboratory instruments, marine ecosystems, national centers for environmental information, national geophysical data center, nesdis, noaa, north atlantic ocean, ocean acoustics, oceans, pelagic, profilers/sounders, seafloor topography, u.s. department of commerce, vertical location, water column, water column mapping system, wcms
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Migration energetics simulation

Respository contains model code and output for simulation modeling of salmon migration bio-energetics. 

This dataset is associated with the following publication:
Snyder, M.N., N.H. Schumaker, J.B. Dunham, J.L. Ebersole, M.L. Keefer, J. Halama, R. Comeleo, P. Leinenbach, A. Brookes, B. Cope, J. Wu, and J. Palmer. Tough places and safe spaces: can refuges save salmon from a warming climate?..   Ecosphere. ESA Journals,    13(11): e4265, (2022).

Tags: cold-water-refuge, migration, salmon, trout
Organization: U.S. Environmental Protection Agency
Data for  Ammonium adduct chemical ionization to investigate anthropogenic oxygenated gas-phase organic compounds in urban air

Data includes the VCPy code repository and 3 data files:
ny_benzene.csv: New York County emissions of benzene from the 2017 NEI (units of lb)
ny_co.csv: New York County emissions of carbon monoxide (CO) from the 2017 NEI (units of short tons)
ny_vcpy_2019.csv: VCPy v2.0 emissions for New York County for 2019 (units of kg/yr)

Tags: criteria-pollutant, ozone-o3, secondary-organic-aerosol-soa, volatile-chemical-products-vcps, volatile-organic-compounds-vocs
Organization: U.S. Environmental Protection Agency
ERI and DPT-EC datasets

ERI dataset is location data (xyz) and resistivity data in excel format.  DPT-EC dataset is depth, resistivity, and rate of penetration in excel format. 

This dataset is associated with the following publication:
Fields, J., T. Tandy, T. Halihan, R. Ross, D. Beak, R. Neill, and J. Groves. Electrical Resistivity Imaging of an Enhanced Aquifer Recharge Site.   Journal of Geophysics and Engineering. Oxford University Press, OXFORD,  UK, 19(5): 1095-1110, (2022).

Tags: climate-change, electrical-resistivity-imaging, enhanced-aquifer-recharge, groundwater-flow, karst, vadose-zone
Organization: U.S. Environmental Protection Agency
2016_Harsha_EPA_Dataset

(1) qPCR and RT-qPCR for cyanotoxin producing genes, and (2) some water quality parameters. 

This dataset is associated with the following publication:
Duan, X., C. Zhang, I. Struewing, X. Li, H. Allen, and J. Lu. Cyanotoxin-encoding genes as powerful predictors of cyanotoxin production during harmful cyanobacterial blooms in an inland freshwater lake: Evaluating a novel early-warning system.   SCIENCE OF THE TOTAL ENVIRONMENT. Elsevier BV, AMSTERDAM,  NETHERLANDS, 830: 154568, (2022).

Tags: cyanobacteria, early-warning-system, microcystins, microcystis, nutrients, qpcr-rt-qpcr
Organization: U.S. Environmental Protection Agency
Full Scale Viral Laundering Dataset

This dataset contains disinfection efficacy of  scrubs, face coverings, and denim contaminated by Phi6 and MS2 and cleaned using hot water laundering. 

This dataset is associated with the following publication:
Mikelonis, A., J. Archer, B. Wyrzykowska, E. Morris, J. Sawyer, T. Chamberlain, A. Abdel-Hady, M. Monge, and A. Touati. Determining Viral Disinfection Efficacy of Hot Water Laundering.   Journal of Visualized Experiments. JoVE, Somerville, MA, USA, 184: e64164, (2022).

Tags: disinfection, homeland-security, ppe, virus
Organization: U.S. Environmental Protection Agency
DWH cast dataset

This dataset was generated from mined, secondary data collected during the Deepwater Horizon oil spill subsea dispersed oil monitoring. Teh secondary is publicly available from:

BP Gulf Science Data (2019) Chemistry data associated with water column samples collected in the Gulf of Mexico from May 2010 through July 2012. Distributed by: Gulf of Mexico Research Initiative Information and Data Cooperative (GRIIDC), Harte Research Institute, Texas A&M University-Corpus Christi. doi:10.7266/N747489X. 

This dataset is associated with the following publication:
Conmy, R., A. Hall, D. Sundaravadivelu, B. Schaeffer, and A. Murray. Fluorescence-estimated oil concentration (Foil) in the Deepwater Horizon subsea oil plume.   MARINE POLLUTION BULLETIN. Elsevier Science Ltd, New York, NY, USA, 180: 113808, (2022).

Tags: deepwater-horizon, dispersant, fluorescence, oil-spills
Organization: U.S. Environmental Protection Agency
Bluetooth Low Energy (BLE) Received Signal Strength Indicator (RSSI) Data for Proximity Detection in COVID-19 Electronic Contact Tracing

NIST carried out a comprehensive BLE RSI data collection campaign under various operational scenarios.  In some scenarios, the transmitting and receiving BLE radios were in line-of-sight (LOS) or each other and in others they were in non-line-of-sight (NLOS).  The distance between the radios were measured and recorded in each scenario.  in NLOS scenarios, data was collected were walls made of different construction materials were blocking the direct path from the transmitter to the receiver.  In LOS scenarios, we looked at the effect of a person being between the radios and how that affected the received signal.  It is valuable to make this data, which is well-documented, available to the R&D community so that they can develop and evaluate their own proximity detection algorithms.

Tags: bluetooth-low-energy-ble-covid-19-distance-estimation-electronic-contact-tracing-exposure-notif
Organization: National Institute of Standards and Technology
Measurement Data From "Operational Impacts of IEEE 802.1Qbv Scheduling on a Collaborative Robotic Scenario"

Time-sensitive networking (TSN) is an emerging topic for the advancement of wireless networking for industrial applications.  TSN, as defined under the umbrella of IEEE 802.1 working group standards, addresses issues related to providing deterministic communications over IEEE 802-based Local Area Networks (LANs).  TSN was originally designed to support real-time audio/video applications over Ethernet providing better reliability and lower, more deterministic latency with traffic shaping capabilities.  TSN has since expanded its scope and applicability to other applications such as those in industrial environments and automotive.  Industrial examples include machine-machine communications for robot control, end-effector actuation, real-time sensing, and safety integrated systems.  Applications utilizing an wireless local area network (WLAN) can also benefit from scheduling and traffic shaping as defined in the 802.1Qbv standard; however, factors such as clock stability, synchronization, resource requirements and protocol options come into play when selecting a schedule to support multiple application types on the same network.  In this article, we present a scenario for a collaborative robot heavy lift operation, in which, two robots communicate over an IEEE 802.11 WLAN with TSN capabilities to lift a rigid body in three dimensions.  Scheduling is performed using 802.1Qbv over WLAN with the robot operating system (ROS) used as the software middleware utilizing the transport control protocol (TCP).  As a part of the research, we describe our process for schedule selection to accommodate the time-sensitive traffic of the robotic scenario while allowing an industrial internet of things (IIoT) high data rate traffic to coexist.  We then provide an analysis of the impacts of TSN schedule selection on the operational performance of the collaborative robot application.  The data provided within this data set was collected as a result of experiments conducted under this research effort.

Tags: factory-communications, ieee-802-11, ieee-802-1qbv, tsn, wireless, wlan
Organization: National Institute of Standards and Technology
AM Bench 2022 Measurement Results Data: Optical Microscopy of Laser-scanned Single Tracks and Pads (AMB2022-03)

The following data files are provided in support of the AM Bench 2022 modeling challenges associated with bare plate single track and pad laser scans performed on the NIST Additive Manufacturing Metrology Testbed (https://www.nist.gov/el /ammt-temps). These measurements were used in the AMB2022-03 set of  challenges associated with track melt pool geometry (CHAL-AMB2022-03-TMPG) and pad melt pool geometry (CHAL-AMB2022-03-PMPG).  Description of the associated measurements and modeling challenges are provided on the AMB2022-03 challenge description webpage (https://www.nist.gov/document/amb2022-03-measurement-and-challenge-descriptions-version-101).

Tags: laser-powder-bed-fusion-additive-manufacturing-am-bench-microscopy-melt-pool-geometry-cross-sec
Organization: National Institute of Standards and Technology
Data to accompany the paper "Comparison of Heat Capacity Measurements of Alternative and Conventional Aviation Fuels"

The data are averaged specific heat capacity measurement results and associated expanded uncertainties for nine conventional and alternative aviation fuels (Jet A, Jet A-1, JP-8, JP-5, S-8, S-5, IPK, HRJ Camelina, and HRJ Tallow), which are presented in Tables S10-S18 of the Supplemental Information file accompanying the manuscript entitled "Comparison of Heat Capacity Measurements of Alternative and Conventional Aviation Fuels".

Tags: aviation-fuels, differential-scanning-calorimetry, isobaric-specific-heat-capacity, renewable-fuels, synthetic-fuels, temperature-dependence
Organization: National Institute of Standards and Technology
USFS Gopher Hill Lidar, CA 2012

Lidar was collected over Gopher Hill, California on November 26th 2012 for the USFS Pacific Region. Data were collected to aid in identifying ecological restoration opportunities by assessing forest structural complexity, mapping geomorphic features, and quantifying acreages of highly suitable wildlife habitat. This dataset covers over 500 acres ( over 2 km2)

Organization: OpenTopography
Alpine Fault, NZ 2015

Lidar data was acquired in four strips along the Alpine Fault for GNS Science between September 22 - 25 2015 to investigate the transition from the central and northern sections of the Alpine Fault.  For more details, see the publication: Langridge RM, Howarth JD. 2018. A New Paradigm for Alpine Fault Paleoseismicity: The Northern Section of the Alpine Fault. Lower Hutt (NZ): GNS Science. 49 p. (GNS Science miscellaneous series 121). doi:10.21420/G2WS9H

Organization: OpenTopography
EM710 Water Column Sonar Data Collected During FK210922

Interdisciplinary Investigation of the Pesacdero Basin

Tags: acoustic scattering, acoustic sounders, aquatic ecosystems, aquatic sciences, bathymetry, bathymetry/seafloor topography, benthic, biosphere, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth science, ecosystems, fisheries, in situ/laboratory instruments, marine ecosystems, national centers for environmental information, national geophysical data center, nesdis, noaa, ocean acoustics, oceans, pelagic, profilers/sounders, seafloor topography, u.s. department of commerce, unknown, vertical location, water column, water column mapping system, wcms
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
USFS East Branch East Weaver Creek Lidar, CA 2012

Lidar was collected over East Branch East Weaver Creek on October 14th 2012 for the USFS Pacific Region. Data were collected to aid in identifying ecological restoration opportunities by assessing forest structural complexity, mapping geomorphic features, and quantifying acreages of highly suitable wildlife habitat. This dataset covers over 2700 acres ( over 11 km2)

Organization: OpenTopography
EK500 Water Column Sonar Data Collected During AL0002

NEFSC 2000 Spring Bottom Trawl Survey (AL0002, EK500). The objectives of the cruise are to: (1) determine the spring distribution and relative abundance of fish and selected invertebrate species; (2) collect biological samples for studies of age and growth relationships, fecundity, maturity and food habits; (3) collect hydrographic and meteorological data; (4)
collect samples of ichthyoplankton and zooplankton; and (5) make data and sample collections for cooperative researchers and programs; (6) conduct a hydroacoustic survey between survey stations.

Tags: acoustic scattering, acoustic sounders, aquatic ecosystems, aquatic sciences, bathymetry, bathymetry/seafloor topography, benthic, biosphere, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, doc/noaa/nmfs, earth science, ecosystems, fisheries, in situ/laboratory instruments, marine ecosystems, national centers for environmental information, national geophysical data center, national marine fisheries service, nesdis, noaa, north atlantic ocean, ocean acoustics, oceans, pelagic, profilers/sounders, seafloor topography, u.s. department of commerce, vertical location, water column, water column mapping system, wcms
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
ES60 Water Column Sonar Data Collected During GOA15SS

Scientists of the Groundfish Assessment Program of Alaska Fisheries Science Center's Resource Assessment and Conservation Engineering (RACE) Division conducted the ninth Gulf of Alaska Biennial Bottom Trawl Survey during the summer of 2015. This survey extends to 13 the series of surveys, previously conducted every 3 years between 1984 and 1999, which constitute the time series used in stock assessments of Gulf of Alaska groundfish resources. The survey area covered the continental shelf and upper continental slope to 1,000 m in the Gulf of Alaska from Islands of Four Mountains (170Â°W long.) and approximately 2,800 km across the Gulf of Alaska to Dixon Entrance (133Â°25'W long.). The survey was conducted aboard three chartered commercial trawlers, the FV Alaska Provider, FV Sea Storm, and FV Cape Flattery. Trawl haul samples were successfully collected at 772 survey stations using standard RACE Division Poly Nor'Eastern high-opening bottom trawl nets with rubber bobbin roller gear.

Tags: acoustic scattering, acoustic sounders, aquatic ecosystems, aquatic sciences, bathymetry, bathymetry/seafloor topography, benthic, biosphere, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth science, ecosystems, fisheries, gulf of alaska, in situ/laboratory instruments, marine ecosystems, national centers for environmental information, national geophysical data center, nesdis, noaa, ocean acoustics, oceans, pelagic, profilers/sounders, seafloor topography, u.s. department of commerce, vertical location, water column, water column mapping system, wcms
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
EM710 Water Column Sonar Data Collected During AR35-02

NISKINe

Tags: acoustic scattering, acoustic sounders, aquatic ecosystems, aquatic sciences, bathymetry, bathymetry/seafloor topography, benthic, biosphere, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth science, ecosystems, fisheries, in situ/laboratory instruments, marine ecosystems, national centers for environmental information, national geophysical data center, nesdis, noaa, ocean acoustics, oceans, pelagic, profilers/sounders, seafloor topography, u.s. department of commerce, unknown, vertical location, water column, water column mapping system, wcms
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
EM302 Water Column Sonar Data Collected During NA070

Shakedown

Tags: acoustic scattering, acoustic sounders, aquatic ecosystems, aquatic sciences, bathymetry, bathymetry/seafloor topography, benthic, biosphere, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth science, ecosystems, fisheries, in situ/laboratory instruments, marine ecosystems, national centers for environmental information, national geophysical data center, nesdis, noaa, ocean acoustics, oceans, pelagic, profilers/sounders, seafloor topography, u.s. department of commerce, unknown, vertical location, water column, water column mapping system, wcms
Organization: National Oceanic and Atmospheric Administration, Department of Commerce