AndreaBozzo/ceres-open-data-index huggingface dataset:
H12056: NOS Hydrographic Survey , Louisiana Coast, Louisiana, 2009-09-19

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: 21 nautical miles south of entrance to terrebonne bay, acoustic sounders, 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, gulf of mexico, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, louisiana, 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, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12054: NOS Hydrographic Survey , Louisiana Coast, Louisiana, 2009-08-16

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: 14 nautical miles south of entrance to terrebonne bay, acoustic sounders, 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, gulf of mexico, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, louisiana, 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, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Data and code for Boaggio et al. Beyond particulate matter mass: heightened levels of lead and other pollutants associated with destructive fire events in California

This dataset provides the description and code for the analyses done in Boaggio et al. Beyond particulate matter mass: heightened levels of lead and other pollutants associated with destructive fire events in California. 

This dataset is associated with the following publication:
Boaggio, K., S. Leduc, R. Rice, P. Duffney, K. Foley, A. Holder, S. McDow, and C. Weaver. Beyond Particulate Matter Mass: Heightened Levels of Lead and Other Pollutants Associated with Destructive Fire Events in California.   ENVIRONMENTAL SCIENCE & TECHNOLOGY. American Chemical Society, Washington, DC, USA, 56: 14272–14283, (2022).

Tags: lead, metals-production, wildfire, wildfire-smoke
Organization: U.S. Environmental Protection Agency
Ozone, Temperature, and Epidemiologic Inputs for Fann et al. (2022) - The Role of Temperature in Modifying the Risk of Ozone-Attributable Mortality under Future Changes in Climate: A Proof-of-Concept Analysis

Dataset contains all of the input CSV files for the analysis. Ozone and Temperature data for the years examined for both the CESM and CM3 climate projections, and the effect estimates from Jhun et al. (2014) that were used to estimate health impacts. 

This dataset is associated with the following publication:
Fann, N., E. Coffman, M. Jackson, I. Jhun, A. Lamichhane, C. Nolte, H. Roman, and J. Sacks. The Role of Temperature in Modifying the Risk of Ozone-Attributable Mortality under Future Changes in Climate: A Proof-of-Concept Analysis.   ENVIRONMENTAL SCIENCE & TECHNOLOGY. American Chemical Society, Washington, DC, USA, 56(2): 1202-1210, (2021).

Tags: air-temperature, health-impact-functions, ozone
Organization: U.S. Environmental Protection Agency
MASKFIT dataset

This dataset contains filtration efficiency data for the MASKFIT study. 

This dataset is associated with the following publication:
Chen, H., E. Pennington, M. Case, H. Tong, A. Rappold, J. Samet, and S. Prince. Improvement in Fitted Filtration Efficiency of N95 Respirators with Escalating Instruction of the Wearer.   AJPM Focus. Elsevier B.V., Amsterdam,  NETHERLANDS, 1(1): 1-5, (2022).

Tags: air-pollution, covid-19, fitted-filtration-efficiency, n95-respirator, personal-protection-equipment-ppe
Organization: U.S. Environmental Protection Agency
Human Mobility Data for NPS Visitation Estimation

This dataset is used for the analysis in the publication entitled "Using data derived from cellular device locations to estimate visitation to natural areas: an application to the U.S. National Park system". It includes cell data purchased from Airsage Inc. at the monthly resolution for years 2018 and 2019 for 38 park units in the U.S. National Park system, corresponding monthly visitation obtained from the NPS Stats (https://irma.nps.gov/STATS/), and park attributes that are considered to affect the relationships between Cell and NPS data in the analysis. 

Tags: cell-data, mobile-device-data, national-park, natural-areas, visitation
Organization: U.S. Environmental Protection Agency
AM-Bench image analysis demonstration

This repository contains scripts and supporting information for a set of demonstrations related to the 2022 AM-Bench challenge series.In particular, the data used in this demonstration comes from the 2018 AM-Bench challenge documented at https://www.nist.gov/ambench/amb2018-02-description.The script queries the AM-Bench 2018 repository located at https://ambench.nist.gov/, then processes the returned XML-based results, does some image processing, and generates plots of melt pool depths. This work was originally done by Miyu Mudalamane (University of Delaware) during a 2021 Summer Undergraduate Research Fellowship at NIST supervised by Chandler Becker and Gretchen Greene (NIST Office of Data and Informatics, ODI).It was later adapted as this notebook by Jordan Raddick (Johns Hopkins University) in consultation with NIST ODI staff.Additional datasets and challenge problem documentation are available through the NIST Public Data Repository record at https://data.nist.gov/od/id/6D6EC9B3A4147BE2E05324570681EEC91931 with an associated publication (https://link.springer.com/article/10.1007/s40192-020-00169-1) documenting the experiments.

Tags: additive-manufacturing, am-bench, benchmark
Organization: National Institute of Standards and Technology
Data accompanying "Simulating Electron-Excited Energy Dispersive X-Ray Spectra with the NIST DTSA-II Open-Source Software Platform" for the MRS 2022 Spring meeting

The EDS spectra discussed and used to create figures in the MRS journal article "Simulating Electron-Excited Energy Dispersive X-Ray Spectra with the NIST DTSA-II Open-Source Software Platform"

Tags: eds, monte-carlo-simulation, mrs, x-ray-spectrum
Organization: National Institute of Standards and Technology
KAIROS Evaluation Software

The KAIROS Evaluation Software Suite was developed by NIST in support of evaluation of DARPA's Program on Knowledge Directed Artificial Intelligence Reasoning Over Schemas (KAIROS). Some of the capabilities of this software include:* calculating a variety of metrics and scores indicative of performance of individual KAIROS systems* processing and format conversion of KAIROS system output, data annotations, and human assessment results* analyzing metrics, scores, and assessment results* generating statistics and charts summarizing these results

Tags: artificial-intelligence-ai-explainability, evaluation-of-ai-systems, human-language-technology-hlt, multimodal-and-multilingual-information-retrieval-ir
Organization: National Institute of Standards and Technology
Calibration Data for Wafer 2 of SRM 3461 - MEMS Cantilever Stiffness

SRM 3461 is an AFM sized chip with an array of seven cantilevers on each chip.  The uniformity of the chips offered for sale from wafer 2 is excellent and the SRM certificate reports values and uncertainties for the entire lot of chips for sale; however, this dataset provides the raw data used to certify the SRM.  Since each chip is serialized, the raw data for a specific SRM chip can be accessed from this dataset.  In addition to the laser Doppler vibrometry data and optical micrograph, this dataset contains the Mathematica code used to process the data.  This code reads the binary file formats from the Polytec.pvd files and calculates vibration spectra and fitted peak values that are then exported into the Excel files that are being made available for each chip.

Tags: cantilever, laser-doppler-vibrometer, ldv, mems, srm-3461, stiffness
Organization: National Institute of Standards and Technology
NIST Fire Calorimetry Database (FCD)

The National Fire Research Laboratory (NFRL) operates large scale open fire calorimeters to measure the heat and combustion products for fires in the range of 50 kW to 20,000 kW. This Fire Calorimetry Database (FCD) contains results, data files and images of fire experiments conducted at the NFRL. The specimens contained in this database include single burning items, fully furnished rooms, controlled burners, well characterized fuels and real composite fuels of unknown composition.

Tags: calorimetry, combustion, fire, heat-release-rate, smoke
Organization: National Institute of Standards and Technology
Ionic Fluorogel Targeted and NTA Data

Raw data (peak area and height, retention time) for each for each sample and 21 PFAS analytes. The targeted triplicate samples are MB_11A, MB_11B, and MB_11C at time points 0 min, 30 min, 2 hr, 4 hr, and 24 hr. Raw data (masses and peak areas) for non-targeted analysis of resin extracts. 

This dataset is associated with the following publication:
Manning, I.M., N. Guan Pin Chew, H.P. Macdonald, K. Miller, M. Strynar, O. Coronell, and F.A. Leibfarth. Hydrolytically Stable Ionic Fluorogels for High-Performance Remediation of Per- and Polyfluoroalkyl Substances (PFAS) from Natural Water.   Angewandte Chemie. John Wiley & Sons, Inc., Hoboken, NJ, USA, 61(41): e202208150, (2022).

Tags: ion-exchange, per-and-polyfluoroalkyl-substances-pfas, polymer, water-purification
Organization: U.S. Environmental Protection Agency
Measured PFOS Concentrations in U.S. Ambient Surface Waters through 2020

These data were part of a critical review that looks at the occurrence of PFOS in ambient surface waters across the U.S. All data from this paper were obtained from publicly available literature, including peer-review journal articles, theses, and government and industry reports through 2020. These data include measured PFOS concentrations across the U.S., sample site location (i.e., state, waterbody, and GPS coordinates), and dates of sample collection and analysis, and analytical methods used. Citation information for this dataset can be found in the EDG's Metadata Reference Information section and Data.gov's References section.

Tags: fate-and-transport, occurrence, perfluoroalkyl-substance-pfas, perfluorooctane-sulfonate-pfos, surface-waters
Organization: U.S. Environmental Protection Agency
Developing multiple lines of evidence JA Dataset

This data set is thedata of new plant survey and soil/media analysis for journal article currently titled  "Developing multiple lines of evidence to decrease drainage to surface area ratio for effective stormwater control using bioinfiltration". 

This dataset is associated with the following publication:
Oconnor, T. Using multiple metrics to show benefit of increasing watershed to surface area ratio for green infrastructure bioinfiltration design.   Journal of Sustainable Water in the Built Environment. American Society of Civil Engineers (ASCE), New York, NY, USA, 9(1): 04022019, (2023).

Tags: green-infrastructure, nonpoint-sources, phosphorus-and-nitrogen, plants, soil-moisture, stormwater
Organization: U.S. Environmental Protection Agency
Priority Pathogen Fate in Activated Sludge (09/2016 to 05/2019)

The main purpose of this study is to design and perform a series of experiments at the U.S. EPA T&E Facility in Cincinnati, Ohio, to determine the fate and transport of surrogate pathogens in bio-contaminated wastewater treated in an activated sludge pilot-scale treatment plant. 

This dataset is associated with the following publication:
Schupp, D., A. Burdsall, R. Silva, L. Heckman, R. Krishnan, J. Szabo, and M. Magnuson. Persistence of Surrogates for High Consequence Viral and Bacterial Pathogens in a Pilot-Scale Activated Sludge Treatment System.   PLOS ONE. Public Library of Science, San Francisco, CA, USA, 17(10): e0275482, (2022).

Tags: activated-sludge, pathogens, spores, virus, wastewater, wastewater-treatment-plant
Organization: U.S. Environmental Protection Agency
Chamber study 2021 measurement data

High time resolution (10 s) chamber study burn emission measurements and commercial laboratory fuel analysis reports. 

This dataset is associated with the following publication:
Urbanski, S., R. Long, H. Halliday, A. Habel, E. Lincoln, and M. Landis. Fuel layer specific pollutant emission factors for fire prone forest ecosystems of the western U.S. and Canada.   Atmospheric Environment: X. Elsevier B.V., Amsterdam,  NETHERLANDS,  0000, (2022).

Tags: emission-factors, prescribed-fire, wildland-fire-smoke
Organization: U.S. Environmental Protection Agency
Processing Difficult B. anthracis Sample Matrices 6-2022 Manuscript Submission Dataset

Dataset for bench-scale project evaluating methods to improve detection and sensitivity of Bacillus anthracis detection in 'difficult' sample matrices (i.e., soil, wet vacuum, stormwater runoff). 

This dataset is associated with the following publication:
Nelson, S., K. Hofacre, S. Shah, E. Silvestri, V. Gallardo, A. Mikelonis, R. James, and M. Calfee. Evaluation of Sample Processing Methods to Improve Detection of Bacillus anthracis in Difficult Sample Matrices.   ENVIRONMENTAL MONITORING AND ASSESSMENT. Springer, New York, NY, USA, 194(10): 789, (2022).

Tags: analysis, anthrax, bacillus-anthracis, detection, sampling, spores
Organization: U.S. Environmental Protection Agency
Topographic and Lithologic Controls on Subsurface Weathering, CA 2021

This lidar dataset was collected as part of an NCALM Seed grant for Justin Higa at the University of California, Los Angeles. This dataset was collected to help analyze topographic and lithologic controls on subsurface weathering in the Sierra Nevada mountains. The study area is located north east  of Fresno, California and covers approximately 38 km2.

Organization: OpenTopography
Lidar Survey of the San Pedro River, AZ 2021

This lidar dataset was collected as part of an NCALM Seed grant for Conor McMahon at the University of California, Santa Barbara. This dataset was collected to provide riparian vegetation mapping, classification, and measure historic drought response on the San Pedro river. The study area is located east of Sierra Vista, Arizona and covers approximately 81.5 km2.

Organization: OpenTopography
Bishkek city, Kazakhstan, 2013 (derived from Pleiades tristereo imagery)

This dataset is a pointcloud over Bishkek city, Kyrgyzstan, derived from Pleiades tristereo optical imagery acquired in 2013. The pointcloud was produced using Agisoft Metashape (version 1.6.2). The raw imagery was 0.5m resolution Pleiades tristereo imagery, which was processed in Agisoft with High accuracy alignment parameters, and the depth maps were produced using Ultra high quality and Mild filtering.  The original 202,403 tiepoints were filtered down to 153,326 before creation of the dense clouds by removing tie-points with a projection accuracy of greater than 5. The image has been cropped slightly at the edges to remove edge artefacts.

More information about this dataset, the images that were used to construct the pointcloud and how the co-registration was performed can be found in the associated manuscript:

Amey RMJ, Elliott J, Watson C, Walker R, Pagani M, Silva V, Hussain E, Abdrakhmatov K, Baikulov S, Tilek kyzy G, Improving urban seismic risk estimates for Bishkek, Kyrgyzstan, from improved geological knowledge of hazards, submitted 2021

This work has been supported by the the Royal Society GCRF Challenge grant (CHG\R1\170038) and the NERC Innovation award (grant number NE/S013911/1). JRE is supported by a Royal Society University Research fellowship (UF150282), CSW is funded by COMET and the GCRF Urban Disaster Risk Hub (NE/S009000/1), RTW is supported through the NATO Science for Peace and Security Program (Multi-year project G5690).

Organization: OpenTopography
Background Specific Conductivity and Associated 5% Extirpation Estimates in Arkansas

This is a detailed pedigree of the data sets, figures, tables, and R-code for the technical support document: Background Specific Conductivity and Associated 5% Extirpation Estimates in Arkansas. EPA/600/R-22/215. The data set includes curated data for specific conductivity, major ions, estimated background SC from observed and modeled data, and estimated 5% extirpation values. 

This dataset is associated with the following publication:
Cormier, S., C. Wharton, and Y. Wang. Background Specific Conductivity and  Associated 5% Extirpation Estimates in Arkansas. U.S. Environmental Protection Agency, Washington, DC, USA, 

Tags: arkansas, conductivity, field-based, total-dissolved-solids, water-quality-criteria
Organization: U.S. Environmental Protection Agency
Riparian groundwater quality

Surface water and groundwater chemistry collected at 5 urban stream study sites. This dataset is not publicly accessible because: Checking with University of Maryland for data availability. It can be accessed through the following means: Checking with University of Maryland for data availability. Format: Checking with University of Maryland for data availability. 

This dataset is associated with the following publication:
Wood, K., S. Kaushal, P. Vidon, P. Mayer, and J. Galella. Tree Trade-Offs in Stream Restoration: Impacts on Riparian Groundwater Quality.   Urban Ecosystems. Springer Science+Business Media B.V, Dordrecht,  NETHERLANDS, 25: 773-795, (2022).

Tags: groundwater, nitrogen-and-co-pollutants, plant-nutrients, riparian-buffer
Organization: U.S. Environmental Protection Agency
DHS Common Operating Picture (COP) Application Data

The DHS  Common Operating Picture (COP) application provides strategic enterprise situational awareness on incidents of interests to the homeland security enterprise as defined by the National Operations Center.  The application tracks incident of interest to the homeland security enterprise as defined by the National Operations Center (NOC), SPOT and incident reports, and geospatial data layers for situational context.

Tags: geospatial, incident, noc, reports
Organization: Department of Homeland Security
Survey of Gloss Mountain State Park, Oklahoma, November 7 2021

This Unoccupied Aerial Vehicle (UAV) survey was flown as part of a graduate class exercise at the Boone Pickens School of Geology at Oklahoma State University. The purpose was to provide students with experience in producing a high-resolution orthomosaic, Digital Elevation Model (DEM), and Point Cloud of an area. Moreover, the purpose was to provide high-resolution data of the state park, which is frequently visited in Oklahoma. The geological formation outcrops as a mesa defined by sub-horizontal strata of shale capped by a more resistant layer of gypsum.

Organization: OpenTopography
Customs and Border Protection - Public Forms Master Dataset

CBP public forms is a repository CBP forms in PDF format that supports the CBP Office of Finance by making available to the public and trade community electronic forms that can be completed online, saved and printed. There is no database associated to this collection of documents. Downloadable forms meets the business need of CBP to increase efficiency in processing of form related activities and to meet objectives of the Paper Reduction Act.

Tags: cbp-pf, customs-and-border-protection-public-forms, electronic-form, information-collection, online, paperless
Organization: Department of Homeland Security
CBP List of Preclearance Locations

CBP Preclearance provides for the U.S. border inspection and clearance of commercial air passengers and their goods at (15) locations in (6) foreign countries. CBP Preclearance is focused solely on passenger processing (no cargo). Processing includes anything a traveler is bringing into the U.S. that belongs to them, for example: their luggage, clothing, souvenirs and any other personal effects.

Tags: boarder, clearance, luggage, passenger, passenger-manifest, port-of-entry
Organization: Department of Homeland Security
CBP Intellectual Property Rights (IPR) Annual Seizure Statistics

Products that infringe on U.S. trademarks, copyrights, and patents threaten the health and safety of American consumers, our economy, and our national security. U.S. Customs and Border Protection) and U.S. Immigration and Customs Enforcement-s Homeland Security Investigations continued Intellectual Property Rights enforcement against these illicit imports mitigates the financial and welfare risk

Tags: access, biometric, copyright, duty-collection, import, inspection, intellectual-property, introduce, patent, selection, trademark, transfer, vetting
Organization: Department of Homeland Security
CBP Customs Rulings Online Search System (CROSS)

CROSS is a searchable database of CBP rulings that can be retrieved based on simple or complex search characteristics using keywords and Boolean operators. CROSS has the added functionality of CROSS referencing rulings from the initial search result set with their modified, revoked or referenced counterparts. Rulings collections are separated into Headquarters and New York.

Tags: cross, customs-rulings-online-search-system, decision, directive, guideline, instruction, judgment, ncsd, parameter, regulation, rule, ruling, trade-community, verdict
Organization: Department of Homeland Security
U.S. Border Patrol Fiscal Year Statistics Southwest border sector deaths - FY 1998 through FY 2013

Southwest Border Sectors include: Del Rio, El Centro, El Paso, Laredo, Rio Grande Valley, San Diego, Tucson, YumaSouthwest Border Deaths By Fiscal Year (Oct. 1st through Sept. 30th)

Tags: apprehension-booking, eabm, enforce, enforcement-case-tracking-system, iafis, ident, inspection-nseers, state-department, tecs
Organization: Department of Homeland Security
U.S. Border Patrol Fiscal Year 2012 Sector Profile

Apprehensions / Seizure Statistics - Fiscal Year 2012 (Oct. 1st through Sept. 30th) Fiscal Year 2012 - Nationwide Apprehensions By Sector: Accompanied / Unaccompanied Juveniles, Total Juveniles, Total AdultsFiscal Year 2012 - Nationwide Apprehensions by Sector: by GenderFiscal Year 2012 - Nationwide Apprehensions/Seizures by Border Region

Tags: apprehension-booking, eabm, enforce, enforcement-case-tracking-system, iafis, ident, inspection-nseers, state-department, tecs
Organization: Department of Homeland Security