AndreaBozzo/ceres-open-data-index huggingface dataset:
Untargeted MS-based Monitoring of Glucuronides in Fish

Prioritization of environmental contaminants can be aided by detecting glucuronidated biotransformation products in fish using untargeted mass spectrometry-based metabolomics. 

This dataset is associated with the following publication:
Evich, M., J. Mosley, I. Ntai, J. Cavallin, D. Villeneuve, G. Ankley, T. Collette, and D. Ekman. Untargeted MSn-Based Monitoring of Glucuronides in Fish: Screening Complex Mixtures for Contaminants with Biological Relevance..   ACS ES&T Water. American Chemical Society, Washington, DC, USA, 2(12): 2481–2490, (2022).

Tags: bile, environmental-contaminants, glucuronides, high-resolution-mass-spectrometry, lc-ms, neutral-loss-dependent-ms3, phase-ii-metabolites, untargeted-metabolomics
Organization: U.S. Environmental Protection Agency
Occurrence of aetokthonotoxin producer in natural samples – a PCR protocol for easy detection

No EPA data was generated for the current manuscript.  LC/MS and LC/MS-MS data were generated by collaborators in Germany.  Sequencing data from this study is available at the NCBI under accession numbers OQ325307, OQ325311–OQ325313 and
OQ338813–OQ338815.  Additional data will be made available on request by the corresponding author. This dataset is not publicly accessible because: Data does not belong to EPA. It can be accessed through the following means: Sequencing data from this study is available at the NCBI under accession numbers OQ325307, OQ325311–OQ325313 and OQ338813–OQ338815. Format: Sequencing data. 

This dataset is associated with the following publication:
Stenclova, L., S. Wilde, M. Schwark, J. Cullen, S. McWhorter, T. Niedermeyer, W. Henderson, and J. Mares. Occurrence of aetokthonotoxin producer in natural samples – A PCR protocol for easy detection.   Harmful Algae. Elsevier B.V., Amsterdam,  NETHERLANDS, 125: 102425, (2023).

Tags: aetokthonos, aquatic-plants, cyanobacteria, hydrilla
Organization: U.S. Environmental Protection Agency
H12238: NOS Hydrographic Survey , Central Chesapeake Bay, Maryland, 2010-11-12

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: 4 nautical miles northeast of smith point, acoustic sounders, bathymetry, bathymetry/seafloor topography, central chesapeake bay, 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, maryland, 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, u.s. department of commerce, united states of america, water depth, wisconsin
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Northern South China Sea Porites Coral d13C Data during the mid-Holocene

This archived Paleoclimatology Study is available from the NOAA National Centers for Environmental Information (NCEI), under the World Data Service (WDS) for Paleoclimatology. The associated NCEI study type is Coral. The data include parameters of corals and sclerosponges with a geographic location of South China Sea, Western Pacific Ocean. The time period coverage is from 1517 to -69 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: biological records, carbon isotopes, climate indicators, coral deposits, corals and sclerosponges, doc/noaa/nesdis/ncei, earth science, latitude 19.6, longitude 110.8, material: calcium carbonate, material: null, national centers for environmental information, nesdis, noaa, northeast hainan island, ocean, ocean/lake records, pacific ocean, paleoclimate, paleoclimate indicators, south china sea, u.s. department of commerce, western pacific ocean, what: age, what: delta 13c
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Rwenzori Mountains Cosmogenic Nuclide Beryllium-10 Data of Glacial Features over the Past 30 ka

This archived Paleoclimatology Study is available from the NOAA National Centers for Environmental Information (NCEI), under the World Data Service (WDS) for Paleoclimatology. The associated NCEI study type is Other Collections. The data include parameters of others with a geographic location of Uganda, Eastern Africa. The time period coverage is from Unavailable begin date to Unavailable end date in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: africa, bujuku valley, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, eastern africa, glaciers and ice sheets reconstruction, lamia valley, last glacial maximum, latitude, longitude, moulyambouli valley, mubuku valley, national centers for environmental information, nesdis, noaa, nyamugasani valley, others, paleoclimate, paleoclimate indicators, paleoclimate reconstructions, rwenzori mountains, tropics, u.s. department of commerce, uganda
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Amino Acid d13C and d15N Data from Monterey Bay, California from 1998-2004 CE

This archived Paleoclimatology Study is available from the NOAA National Centers for Environmental Information (NCEI), under the World Data Service (WDS) for Paleoclimatology. The associated NCEI study type is Coral. The data include parameters of corals and sclerosponges with a geographic location of North Pacific Ocean. The time period coverage is from -48 to -54 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: biological records, california, carbon isotopes, chemistry, climate indicators, coral deposits, corals and sclerosponges, doc/noaa/nesdis/ncei, earth science, latitude, longitude, material: alanine, material: aspartic acid and asparagine, material: glutamic acid and glutamine, material: glycine, material: isidella sp., material: isidella sp.|alanine, material: isidella sp.|aspartic acid and asparagine, material: isidella sp.|glutamic acid and glutamine, material: isidella sp.|glycine, material: isidella sp.|isoleucine, material: isidella sp.|leucine, material: isidella sp.|lysine, material: isidella sp.|phenylalanine, material: isidella sp.|proline, material: isidella sp.|serine, material: isidella sp.|threonine, material: isidella sp.|valine, material: isoleucine, material: leucine, material: lysine, material: null, material: phenylalanine, material: proline, material: serine, material: threonine, material: valine, monterey bay, national centers for environmental information, nesdis, noaa, north pacific ocean, ocean, ocean/lake records, pacific ocean, paleoclimate, paleoclimate indicators, u.s. department of commerce, what: accumulation rate, what: collection date, what: delta 13c, what: delta 15n, what: sample identification
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
EK80 Water Column Sonar Data Collected During DP07

Patterns in acoustically derived biological scatter through the water column will be collected with multi-frequency scientific echosounders (Simrad EK80) operating at 18kHz, 38kHz, 70kHz and 120kHz following protocols developed during the NOAA NRDA DAP data collection operations. Specifically, during each cruise, transducers will be installed on a rigid pole mounted to the side of the ship, and calibrated at sea for operating conditions following protocols developed by Dr. Boswell during the ONSAP/DAP cruises. The dynamics of the mesopelagic scattering community will be examined through the depth dependent scattering responses at both frequencies (18 and 38kHz) as well as through the difference between the mean volume backscattering strength (MVBS; in dB) at 18 kHz and 38 kHz (dMVBS(18-38)). In addition, scatterers in the upper water column (~150m) will be examined by analyzing the all four available frequencies.

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 mexico, 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
Wanjugi et al 20xx Data Set (Version 1)

Water quality indicator, water quality parameters, and recreational parameter data set for study period. 

This dataset is associated with the following publication:
Wanjugi, P., M. Sivaganesan, A. Korajkic, B. McMinn, C. Kelty, E. Rhodes, M. Cyterski, R. Zepp, K. Oshima, E. Stachler, J. Kinzelman, S. Kurdas, M. Citriglia, F. Hsu, B. Acrey, and O. Shanks. Incidence of Somatic and F+ Coliphage in Great Lake Basin Recreational Waters.   WATER RESEARCH. Elsevier Science Ltd, New York, NY, USA, 140: 200-210, (2018).

Tags: coliphage, e-coli, enterococci, recreational-water
Organization: U.S. Environmental Protection Agency
Variable Fecal Source Prioritization in Recreational Waters Routinely Monitored with Viral and Bacterial General Indicators

Data used to generate Figures 1-5 in manuscript. 

This dataset is associated with the following publication:
Li, X., C.A. Kelty, M. Sivaganesan, and O. Shanks. Variable Fecal Source Prioritization in Recreational Waters Routinely Monitored with Viral and Bacterial General Indicators.   WATER RESEARCH. Elsevier Science Ltd, New York, NY, USA, 192: 116845, (2021).

Tags: coliphage, microbial-source-tracking, qprc, recreational-water-quality
Organization: U.S. Environmental Protection Agency
National seagrass

Using WorldView-2 and WorldView-3 imagery to classify seagrass in coastal ecosystems. 

This dataset is associated with the following publication:
Coffer, M., D. Graybill, P. Whitman, B. Schaeffer, W. Salls, R. Zimmerman, V. Hill, M. Lebrasse, J. Li, D. Keith, J. Kaldy, P. Colarusso, G. Raulerson, D. Ward, and W.J. Kenworthy. Providing a framework for seagrass mapping in United States coastal ecosystems using high spatial resolution satellite imagery.   JOURNAL OF ENVIRONMENTAL MANAGEMENT. Elsevier Science Ltd, New York, NY, USA, 337: 117669, (2023).

Tags: coastal-monitoring, image-classification, satellite-remote-sensing, seagrass, worldview-2, worldview-3
Organization: U.S. Environmental Protection Agency
Data_Analysis_HighFlow_LoadExport.zip

Data_Analysis_HighFlow_LoadExport. 

This dataset is associated with the following publication:
Kamrath, B., and Y. Yuan. Streamflow duration curve to explain nutrient export in Midwestern USA watersheds: Implication for water quality achievements.   JOURNAL OF ENVIRONMENTAL MANAGEMENT. Elsevier Science Ltd, New York, NY, USA, 336: 117598, (2023).

Tags: agricultural-watersheds, effectiveness-of-agricultural-conservation-practic, flow-interval, nutrient-export, percentage-of-annual-nutrient-load
Organization: U.S. Environmental Protection Agency
Datasets for manuscript "Predicting chemical end-of-life scenarios using structure-based classification models"

As described in the README.md file, the GitHub repository github.com/USEPA/PRTR-QSTR-models/tree/data-driven are Python scripts written to run Quantitative Structure–Transfer Relationship (QSTR) models based on chemical structure-based machine learning (ML) models for supporting environmental regulatory decision-making. Using features associated with annual chemical transfer amounts, chemical generator industry sectors, environmental policy stringency, gross value added by industry sectors, chemical descriptors, and chemical unit prices, as in the GitHub repository PRTR_transfers, the QSTR models developed here can predict potential EoL activities for chemicals transferred to off-site locations for EoL management. Also, this contribution shows that QSTR models aid in estimating the mass fraction allocation of chemicals of concern transferred off-site for EoL activities.
Also, it describes the Python libraries required for running the code, how to use it, the obtained outputs files after running the Python script, and how to obtain all manuscript figures and results. 

This dataset is associated with the following publication:
Hernandez-Betancur, J.D., G.J. Ruiz-Mercado, and M. Martín. Predicting Chemical End-of-Life Scenarios Using Structure-Based Classification Models.   ACS Sustainable Chemistry & Engineering. American Chemical Society, Washington, DC, USA, 11(9): 3594-3602, (2023).

Tags: chemical-flow-analysis, data-modeling, end-of-life, exposure-scenario, life-cycle-inventory, machine-learning, qsar-modeling
Organization: U.S. Environmental Protection Agency
Experimental data sets for viscosity and surface tension of binary mixtures at the temperatures (293.15 to 323.15) K and the pressures (99.325 to 103.325) kPa

This is a research data set extracted from NIST Standard Reference Database 103b and contains raw experimental data for viscosity and surface tension of binary mixtures.

Tags: binary-mixtures, surface-tension, viscosity
Organization: National Institute of Standards and Technology
Parametric simulations of microwave microfluidic measurement sensitivity to dielectric changes in polymer-fluid interfaces

This data set contains data used to generate plots in the paper "Microwave Characterization of Parylene C Dielectric and Barrier Properties".It contains the broadband S-parameter measurements of Parylene C coated CPWs exposed to water and ionic fluid, simulation set-up files and RLCG results, formatted data for each of the plots, and scripts to generate each figure.Simulations must be opened using ANSYS Electronics Desktop.Scripts must be executed using MATLAB.See readme file for complete description of each individual file.

Tags: barrier-properties, dielectric-properties, ionic-conductivity, microfluidics, microwave, parametric-simulation, parylene-c, permittivity, polymer, s-parameters, sensitivity
Organization: National Institute of Standards and Technology
Louisville Metro KY - Police Officer 2018 Training Catalog

<span style='color:rgb(77, 77, 77); font-family:Lato; font-size:16px;'>The In-Service catalog provides a list of courses offered by the LMPD Academy Staff. In 2017 all sworn personnel were required to take the mandated in-service course based on recommendations from the Policing in the 21st Century report</span><span style='color:rgb(77, 77, 77); font-family:Lato; font-size:16px;'> and current events that have been occurring nationwide.</span>

Tags: historical, jefferson-county, kentucky, lmpd, louisville, louisville-metro, louisville-metro-ky, louisville-metro-police-department, metro-police
Organization: Louisville Metro Government
Job Patterns For Minorities And Women In Private Industry, 2011 EEO-1 CBSA Aggregate by NAICS-2 Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations 

Tags: eeoc-eeo1-private-employer-eeo1-survey-2011
Organization: US Equal Employment Opportunity Commission
Job Patterns For Minorities And Women In Private Industry, 2011 EEO-1 CBSA Aggregate by NAICS-3 Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations 

Tags: eeoc-eeo1-private-employer-eeo1-survey-2011
Organization: US Equal Employment Opportunity Commission
Job Patterns for Minorities and Women in State and Local Government, 2011 EEO-4 Data Table: US by Function Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations 

Tags: eeoc-eeo4-state-and-local-eeo4-survey-2011
Organization: US Equal Employment Opportunity Commission
Job Patterns for Minorities and Women in State and Local Government, 2011 EEO-4 Data Table: US by Type Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations 

Tags: eeoc-eeo4-state-and-local-eeo4-survey-2011
Organization: US Equal Employment Opportunity Commission
Job Patterns for Minorities and Women in State and Local Government, 2011 EEO-4 Data Table: US by State Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations 

Tags: eeoc-eeo4-state-and-local-eeo4-survey-2011
Organization: US Equal Employment Opportunity Commission
Job Patterns for Minorities and Women in State and Local Government, 2011 EEO-4 Data Table: US Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations 

Tags: eeoc-eeo4-state-and-local-eeo4-survey-2011
Organization: US Equal Employment Opportunity Commission
Job Patterns for Minorities and Women in State and Local Government, 2011 EEO-4 Data Table: State by Function Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations 

Tags: eeoc-eeo4-state-and-local-eeo4-survey-2011
Organization: US Equal Employment Opportunity Commission
Job Patterns For Minorities And Women In Private Industry, 2012 EEO-1 National Aggregate Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations 

Tags: eeoc-eeo1-private-employer-eeo1-survey-2012
Organization: US Equal Employment Opportunity Commission
Job Patterns For Minorities And Women In Private Industry, 2012 EEO-1 State Aggregate Report

As part of its mandate under Title VII of the Civil Rights Act of 1964, as amended, the Equal Employment Opportunity Commission requires periodic reports from public and private employers, and unions and labor organizations 

Tags: eeoc-eeo1-private-employer-eeo1-survey-2012
Organization: US Equal Employment Opportunity Commission
2017 Digital Terrain Model - SE Corner

<div><b><a href='https://maps.lakecountyil.gov/gisdata/DTM2017_SE.zip' target='_blank' rel='nofollow ugc noopener noreferrer'>Download In State Plane Projection Here</a></b><br /></div><div><br /></div>

The 2017 Digital Terrain Model (DTM) is a 2 foot pixel resolution raster in Erdas IMG format. This was created using the ground (class = 2) lidar points and incorporating the breaklines.<br /><br />

The DTMs were developed using LiDAR data. LiDAR is an acronym for LIght Detection And Ranging. Light detection and ranging is the science of using a laser to measure distances to specific points. A specially equipped airplane with positioning tools and LiDAR technology was used to measure the distance to the surface of the earth to determine ground elevation. The classified points were developed using data collected in April to May 2017. The LiDAR points, specialized software, and technology provide the ability to create a high precision three-dimensional digital elevation and/or terrain models (DEM/DTM). The use of LiDAR significantly reduces the cost for developing this information.<br /><br />

The DTMs are intended to correspond to the orthometric heights of the bare surface of the county (no buildings or vegetation cover). DTM data is used by county agencies to study drainage issues such as flooding and erosion; contour generation; slope and aspect; and hill shade images. This dataset was compiled to meet the American Society for Photogrammetry and Remote Sensing (ASPRS) Accuracy Standards for Large-Scale Maps, CLASS 1 map accuracy.<br /><br />

The <a href='https://www.publications.usace.army.mil/Portals/76/Publications/EngineerManuals/EM_1110-1-1000.pdf' target='_blank' rel='nofollow ugc noopener noreferrer'>U.S. Army Corps of Engineers Engineering and Design Manual for Photogrammetric Production</a> recommends that data intended for this usage scale be used for any of the following purposes: route location, preliminary alignment and design, preliminary project planning, hydraulic sections, rough earthwork estimates, or high-gradient terrain / low unit cost earthwork excavation estimates. The manual does not recommend that these data be used for final design, excavation and grading plans, earthwork computations for bid estimates or contract measurement and payment.<br /><br />

This dataset does not take the place of an on-site survey for design, construction or regulatory purposes.


Tags: 2017-digital-elevation-model, 2017-lidar, contours, dem, digital-elevation-model, digital-terrain-model, dtm, elevation, lake-county-illinois, lidar-breaklines, lidar-point-cloud, topography
Organization: Lake County, Illinois
5.01 Quality of Business Services (dashboard)

<div>This operations dashboard shows historic and current data related to this performance measure. <br /></div><div><br /></div><div><p style='margin: 0in 0in 0.0001pt;'>The performance measure dashboard is available at <a href='https://financial-stability-and-vitality-tempegov.hub.arcgis.com/pages/quality-of-business-services' target='_blank' rel='nofollow ugc noopener noreferrer'>5.01 Quality of Business Services</a>.</p><p style='margin: 0in 0in 0.0001pt;'> </p><p style='margin: 0in 0in 0.0001pt;'><a href='https://gis.tempe.gov/design/data-dictionary/5.01%20Quality%20of%20Business%20Services%20(summary)/' style='' target='_blank' rel='nofollow ugc noopener noreferrer'>Data Dictionary</a><br /></p></div>

Tags: business-survey, financial-stability-and-vitality, quality-of-business-services-pm-5-01
Organization: City of Tempe
Literature experimental data for "Reference Materials for Phase Equilibrium Studies. 2. Solid-Liquid Equilibria (IUPAC Technical Report)"

The data files provide the literature experimental data used to plot the figures, develop and/or verify the models in the following article:A. Bazyleva, W. E. Acree Jr., V. Diky, G. T. Hefter, J. Jacquemin, M. C. F. Magalhães, J. W. Magee, D. K. Nordstrom, J. P. O'Connell, J. D. Olson, I. Polishuk, K. A. G. Schmidt, J. M. Shaw, J. P. M. Trusler, R. D. Weir. Reference Materials for Phase Equilibrium Studies. 2. Solid-Liquid Equilibria (IUPAC Technical Report). Pure Appl. Chem., 2022, accepted for publication.

Tags: experimental-method-corroboration, phase-equilibrium, reference-materials, solid-liquid-equilibrium, solubility
Organization: National Institute of Standards and Technology