AndreaBozzo/ceres-open-data-index huggingface dataset:
USFS Freds Fire Lidar, CA 2015

Lidar was collected in the fall of 2014 and spring of 2015 for the USFS Pacific Region 5 sites in California. Data were collected to aid the United States Forest Service in assessing topographic and geophysical properties, as well as supporting ecological restoration planning, and assessing existing conditions of area forests. The Freds Fire project area covers over 150,000 acres (> 600 km 2)

Organization: OpenTopography
H12348: NOS Hydrographic Survey , Approaches to Kotzebue Sound, Alaska, 2011-08-31

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, kotzebue sound, 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, western approaches to cape blossom
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Harmonization of sediment diatoms from hundreds of lakes in the northeastern United States

Sediment diatoms are widely used to track environmental histories of lakes and their watersheds, but merging datasets generated by different researchers for further large-scale studies is challenging because of the taxonomic discrepancies caused by rapidly evolving diatom nomenclature and taxonomic concepts. Here we collated five datasets of lake sediment diatoms from the northeastern USA using a harmonization process which included updating synonyms, tracking the identity of inconsistently identified taxa and grouping those that could not be resolved taxonomically. The Dataset consists of a Portable Document Format (.pdf) file of the Voucher Flora, six Microsoft Excel (.xlsx) data files, an R script, and five output Comma Separated Values (.csv) files. 

The Voucher Flora documents the morphological species concepts in the dataset using diatom images compiled into plates (NE_Lakes_Voucher_Flora_102421.pdf) and the translation scheme of the OTU codes to diatom scientific or provisional names with identification sources, references, and notes (VoucherFloraTranslation_102421.xlsx).

The file Slide_accession_numbers_102421.xlsx has slide accession numbers in the ANS Diatom Herbarium.

The “DiatomHarmonization_032222_files for R.zip” archive contains four Excel input data files, the R code, and a subfolder “OUTPUT” with five .csv files. The file Counts_original_long_102421.xlsx contains original diatom count data in long format. The file Harmonization_102421.xlsx is the taxonomic harmonization scheme with notes and references. The file SiteInfo_031922.xlsx contains sampling site- and sample-level information. WaterQualityData_021822.xlsx is a supplementary file with water quality data. R code (DiatomHarmonization_032222.R) was used to apply the harmonization scheme to the original diatom counts to produce the output files. The resulting output files are five wide format files containing diatom count data at different harmonization steps (Counts_1327_wide.csv, Step1_1327_wide.csv, Step2_1327_wide.csv, Step3_1327_wide.csv) and the summary of the Indicator Species Analysis (INDVAL_RESULT.csv). The harmonization scheme (Harmonization_102421.xlsx) can be further modified based on additional taxonomic investigations, while the associated R code (DiatomHarmonization_032222.R) provides a straightforward mechanism to diatom data versioning. 

This dataset is associated with the following publication:
Potapova, M., S. Lee, S. Spaulding, and N. Schulte. A harmonized dataset of sediment diatoms from hundreds of lakes in the northeastern United States.   Scientific Data. Springer Nature, New York, NY,  9(540): 1-8, (2022).

Tags: data-quality, diatoms, lakes, paleolimnology, taxonomic-harmonization, water-quality
Organization: U.S. Environmental Protection Agency
SARS-CoV-2 Manuscript_Antimicrobial Coatings_Complete Data

Effectiveness data of antimicrobial coatings against SARS-CoV-2. 

This dataset is associated with the following publication:
Hardison, R., S. Ryan, R. Limmer, M. Crouse, S. Nelson, D. Barriga, J. Ghere, M. Stewart, S. Lee, B.M. Taylor, R. James, M. Calfee, and M. Howard. Residual Antimicrobial Coating Efficacy against SARS-CoV-2.   JOURNAL OF APPLIED MICROBIOLOGY. Blackwell Publishing, Malden, MA, USA, 132(4): 3375-3386, (2022).

Tags: antimicrobial-activity, antimicrobial-coatings, sars-cov-2
Organization: U.S. Environmental Protection Agency
ISA Literature screening dataset v.1

This dataset contains one instance of the information used in searching and screening peer-reviewed literature to identify references to be used in EPA's Integrated Science Assessments (ISAs). It is comprised of six subsets, three for each of two ISAs for Ozone (2013 and 2020). The subsets are reference metadata, which contains all metadata for references found through searches and references cited in the respective ISA, Citation context, which contains the text of paragraph of the ISA where each reference was cited, and the semantic map, which provides the outline of the ISA in a hierarchical table of chapters, sections and subsections. See the Supporting documents for a more detailed description.

Tags: data-management, information-science, machine-learning, methods-development, science-assessment
Organization: U.S. Environmental Protection Agency
Local Law 44 (2009-2012)

This contains 9 data tables with information on housing development projects that have received financial assistance from the City from 2009 through 2012. These tables include project- and building-level data; funding information; rent and affordability by unit; and information about the developer (Borrower Legal Entity), general contractor, and subcontractors. HPD is required to report out on projects that meet the Housing Development Project criteria as defined by Local Law 44 of 2012. Because this data was collected before the Law was enacted, it is not as robust as the data collected from 2013 onward [https://data.cityofnewyork.us/browse?Data-Collection_Data-Collection=HPD+Local+Law+44]. For more information on Local Law 44, please see HPD's Local Law 44 webpage: [https://www1.nyc.gov/site/hpd/services-and-information/local-law-44.page].

Tags: housing-transparency-local-law-44-ll44
Organization: City of New York
SST, NOAA POES AVHRR, LAC, 0.0125 degrees, West US, Day and Night, 2004-present (1 Day Composite), degree_F

NOAA CoastWatch provides sea surface temperature (SST) products derived from NOAA's Polar Operational Environmental Satellites (POES).  This data is provided at high resolution (0.0125 degrees) for the North Pacific Ocean.  Measurements are gathered by the Advanced Very High Resolution Radiometer (AVHRR) instrument, a multiband radiance sensor carried aboard the NOAA POES satellites.

Tags: advanced, altitude, area, atssta, avhrr, coast, coastwatch, coastwatch (https://coastwatch.noaa.gov/), coverage, data, day, degrees, earth science, environmental, envisat, high, lac, latitude, local, longitude, night, noaa, node, ocean, ocean temperature, oceans, orbiting, poes, polar, radiometer, resolution, satellite, sea, sea surface temperature, sea_surface_temperature, sst, surface, temperature, time, us, very, vhrr, wcn, west
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
MODIS Aqua, Level-3 R2022 SQ, Global, 4km, Particulate Inorganic Carbon, 2003-present (Monthly Composite)

Moderate Resolution Imaging Spectroradiometer on Aqua (MODISA) Level-3 Standard Mapped Image

Tags: aqua, balch, biology, calcite, carbon, center, chemistry, color, concentration, data, earth, earth science, flight, goddard, gordon, group, gsfc, image, imaging, inorganic, inorganic carbon, l3, latitude, level, level-3, longitude, mapped, moderate, modis, modisa, nasa, obpg, ocean, ocean biology processing group (nasa/gsfc/obpg), ocean chemistry, ocean color, oceans, pic, processing, resolution, science, smi, space, spectroradiometer, standard, time
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Fluorescence Line Height, Aqua MODIS, NPP, L3SMI, Global, 4km, R2022 NRT, 2003-present (Monthly Composite)

Moderate Resolution Imaging Spectroradiometer on Aqua (MODISA) Level-3 Standard Mapped Image

Tags: aqua, biology, center, color, data, earth, earth science, flight, fluorescence, goddard, group, gsfc, image, imaging, l3, latitude, level, level-3, line, longitude, mapped, moderate, modis, modisa, nasa, nflh, normalized, obpg, ocean, ocean biology processing group (nasa/gsfc/obpg), ocean optics, oceans, optical, optical properties, optics, processing, properties, resolution, science, smi, space, spectroradiometer, standard, time
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Diffuse Attenuation K490, Aqua MODIS, NPP, L3SMI, Global, 4km, R2022 SQ, 2003-present (1 Day Composite)

Moderate Resolution Imaging Spectroradiometer on Aqua (MODISA) Level-3 Standard Mapped Image

Tags: algorithm, aqua, attenuation, attenuation/transmission, biology, center, coefficient, color, data, diffuse, earth, earth science, flight, goddard, group, gsfc, image, imaging, kd2, l3, latitude, level, level-3, longitude, mapped, moderate, modis, modisa, nasa, obpg, ocean, ocean biology processing group (nasa/gsfc/obpg), ocean optics, oceans, optical, optical properties, optics, processing, properties, resolution, science, smi, space, spectroradiometer, standard, time, transmission
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
C-HARM v2 3-Day Forecast, Pseudo-nitzschia, cellular domoic acid, and particular domoic acid probability, California and Southern Oregon coast, 2022-present

The C-HARM model generates nowcast and forecasts of the probability of Pseudo-nitzschia concentrations of in excess of 10,000 cells/L, the probability of particulate domoic acid > 500 nanograms/L, and the probability of cellular domoic acid > 10 picograms/cell in California and Southern Oregon coastal water. Inputs for the model include near real-time satellite observations gap-filled chlorophyll a, 486nm reflectance, and 551nm reflectance fields from the S-NPP NOAA VIIRS sensor plus nowcast and forecast data of surface salinity, sea surface temperature, and surface currents from WCOFS ROMS. The chlorophyll a, reflectance, temperature, and surface current fields are included in the dataset

Tags: 488nm, 555nm, acid, air, atmosphere, atmospheric, atmospheric radiation, biological, biological classification, biosphere, c-harm, california, california-harmful algal risk mapping (c-harm), cell, cells, cells/l, cellular, cencoos, chemistry, chla, chlorophyll, chlorophyll-a, classification, coast, coastal, coastal processes, coastwatch, color, concentration, data, deigo, diatoms, dineof, domoic, domoic acid, downwelling, earth, earth science, eastern, eastern pacific ocean, ecosystems, emerging, fields, filled, flux, forecast, habs, harm, harmful algal blooms, heat, heat flux, imaging, latitude, longitude, marine, marine ecosystems, model, modeling, moderate, modis, nanograms, nanograms/l, near, nitzschia, noaa, nowcast, nrt, observing, ocean, ocean chemistry, ocean color, ocean optics, ocean temperature, oceans, optics, oregon, pacific, pacific ocean, particular, particulate, phytoplankton, picograms, picograms/cell, plankton, probability, processes, protists, pseudo, pseudo-nitzschia, radiance, radiation, radiative, radiative flux, ratio, real, reflectance, regional, resolution, roms, san, sccoos, science, sea, sea surface temperature, seawater, southern, spectroradiometer, sst, surface, surface_ratio_of_upwelling_radiance_emerging_from_sea_water_to_downwelling_radiative_flux_in_air, system, temperature, time, ucsc, ucsd, university, upwelling, water, with
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
SST, NOAA POES AVHRR, LAC, 0.0125 degrees, West US, Nighttime, 2004-present (Single Scan), degree_F, Lon+/-180

NOAA CoastWatch provides sea surface temperature (SST) products derived from NOAA's Polar Operational Environmental Satellites (POES).  This data is provided at high resolution (0.0125 degrees) for the North Pacific Ocean.  Measurements are gathered by the Advanced Very High Resolution Radiometer (AVHRR) instrument, a multiband radiance sensor carried aboard the NOAA POES satellites.

Tags: advanced, altitude, area, atsstn, avhrr, coast, coastwatch, coastwatch (https://coastwatch.noaa.gov/), coverage, data, degrees, earth science, environmental, envisat, high, lac, latitude, local, longitude, night, nighttime, noaa, node, ocean, ocean temperature, oceans, orbiting, poes, polar, radiometer, resolution, satellite, sea, sea surface temperature, sea_surface_temperature, sst, surface, temperature, time, us, very, vhrr, wcn, west
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
C-HARM v2 1-Day Forecast, Pseudo-nitzschia, cellular domoic acid, and particular domoic acid probability, California and Southern Oregon coast, 2022-present, Lon+/-180

The C-HARM model generates nowcast and forecasts of the probability of Pseudo-nitzschia concentrations of in excess of 10,000 cells/L, the probability of particulate domoic acid > 500 nanograms/L, and the probability of cellular domoic acid > 10 picograms/cell in California and Southern Oregon coastal water. Inputs for the model include near real-time satellite observations gap-filled chlorophyll a, 486nm reflectance, and 551nm reflectance fields from the S-NPP NOAA VIIRS sensor plus nowcast and forecast data of surface salinity, sea surface temperature, and surface currents from WCOFS ROMS. The chlorophyll a, reflectance, temperature, and surface current fields are included in the dataset

Tags: 488nm, 555nm, acid, air, atmosphere, atmospheric, atmospheric radiation, biological, biological classification, biosphere, c-harm, california, california-harmful algal risk mapping (c-harm), cell, cells, cells/l, cellular, cencoos, chemistry, chla, chlorophyll, chlorophyll-a, classification, coast, coastal, coastal processes, coastwatch, color, concentration, data, deigo, diatoms, dineof, domoic, domoic acid, downwelling, earth, earth science, eastern, eastern pacific ocean, ecosystems, emerging, fields, filled, flux, forecast, habs, harm, harmful algal blooms, heat, heat flux, imaging, latitude, longitude, marine, marine ecosystems, model, modeling, moderate, modis, nanograms, nanograms/l, near, nitzschia, noaa, nowcast, nrt, observing, ocean, ocean chemistry, ocean color, ocean optics, ocean temperature, oceans, optics, oregon, pacific, pacific ocean, particular, particulate, phytoplankton, picograms, picograms/cell, plankton, probability, processes, protists, pseudo, pseudo-nitzschia, radiance, radiation, radiative, radiative flux, ratio, real, reflectance, regional, resolution, roms, san, sccoos, science, sea, sea surface temperature, seawater, southern, spectroradiometer, sst, surface, surface_ratio_of_upwelling_radiance_emerging_from_sea_water_to_downwelling_radiative_flux_in_air, system, temperature, time, ucsc, ucsd, university, upwelling, water, with
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
SST, AQUA_MODIS, Not Masked, R2022 NRT, NASA GSFC OBPG, Global, 0.04166Â°, 2019-present, Daily

Moderate Resolution Imaging Spectroradiometer on Aqua (MODISA) Level-3 Standard Mapped Image

Tags: aqua, biology, center, color, data, earth, earth science, flight, goddard, group, gsfc, image, imaging, l3, latitude, level, level-3, levels, longitude, mapped, moderate, modis, modisa, nasa, obpg, ocean, ocean biology processing group (nasa/gsfc/obpg), ocean optics, ocean temperature, oceans, optics, processing, quality, resolution, science, sea, sea surface temperature, sea_surface_temperature, smi, space, spectroradiometer, sst, standard, surface, temperature, time
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
MODIS Aqua, Level-3 R2022 SQ, Global, 4km, Particulate Organic Carbon, 2003-present (Monthly Composite)

Moderate Resolution Imaging Spectroradiometer on Aqua (MODISA) Level-3 Standard Mapped Image

Tags: 443/555, aqua, biology, carbon, center, chemistry, color, data, earth, earth science, flight, goddard, group, gsfc, image, imaging, l3, latitude, level, level-3, longitude, mapped, moderate, modis, modisa, nasa, obpg, ocean, ocean biology processing group (nasa/gsfc/obpg), ocean chemistry, ocean color, oceans, organic, organic carbon, particulate, poc, processing, resolution, science, smi, space, spectroradiometer, standard, stramski, time, version
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Fluorescence Line Height, Aqua MODIS, NPP, L3SMI, Global, 4km, R2022 SQ, 2003-present (8 Day Composite)

Moderate Resolution Imaging Spectroradiometer on Aqua (MODISA) Level-3 Standard Mapped Image

Tags: aqua, biology, center, color, data, earth, earth science, flight, fluorescence, goddard, group, gsfc, image, imaging, l3, latitude, level, level-3, line, longitude, mapped, moderate, modis, modisa, nasa, nflh, normalized, obpg, ocean, ocean biology processing group (nasa/gsfc/obpg), ocean optics, oceans, optical, optical properties, optics, processing, properties, resolution, science, smi, space, spectroradiometer, standard, time
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Photosynthetically Available Radiation, Aqua MODIS, NPP, L3SMI, Global, 4km, R2022 NRT, 2003-present (8 Day Composite)

Moderate Resolution Imaging Spectroradiometer on Aqua (MODISA) Level-3 Standard Mapped Image

Tags: active, air, aqua, available, biology, biosphere, center, color, data, downwelling, earth, earth science, flight, flux, frouin, goddard, group, gsfc, image, imaging, l3, latitude, level, level-3, longitude, mapped, moderate, modis, modisa, nasa, obpg, ocean, ocean biology processing group (nasa/gsfc/obpg), ocean optics, oceans, optical, optical properties, optics, par, photon, photosynthetic, photosynthetically, photosynthetically active radiation, photosynthetically available radiation, processing, properties, radiation, resolution, science, smi, space, spectroradiometer, standard, surface, surface_downwelling_photosynthetic_photon_flux_in_air, time, vegetation
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA Ship Thomas Jefferson Underway Meteorological Data, Near Real Time

NOAA Ship Thomas Jefferson Underway Meteorological Data (Near Real Time, updated daily) are from the Shipboard Automated Meteorological and Oceanographic System (SAMOS) program.

IMPORTANT: ALWAYS USE THE QUALITY FLAG DATA! Each data variable's metadata includes a qcindex attribute which indicates a character number in the flag data.  ALWAYS check the flag data for each row of data to see which data is good (flag='Z') and which data isn't.  For example, to extract just data where time (qcindex=1), latitude (qcindex=2), longitude (qcindex=3), and airTemperature (qcindex=12) are 'good' data, include this constraint in your ERDDAP query:
  flag=~"ZZZ........Z.*"
in your query.  
"=~" indicates this is a regular expression constraint.
The 'Z's are literal characters.  In this dataset, 'Z' indicates 'good' data. 
The '.'s say to match any character.  
The '*' says to match the previous character 0 or more times.  
See the tutorial for regular expressions at
https://www.vogella.com/tutorials/JavaRegularExpressions/article.html

Tags: air, air temperature, air_pressure, air_temperature, atmosphere, atmospheric, atmospheric pressure, atmospheric pressure measurements, atmospheric temperature, atmospheric water vapor, atmospheric winds, calender, conductivity, control, course, data, date, day, density, direction, earth, earth science, electrical, file, flags, from, fsu, ground, heading, history, humidity, information, jefferson, latitude, level, longitude, measurements, meteorological, meteorology, oceans, over, platform, pressure, quality, relative, relative_humidity, salinity, salinity/density, sea, sea level pressure, sea_water_electrical_conductivity, sea_water_practical_salinity, sea_water_temperature, seawater, speed, static, static pressure, surface, surface air temperature, surface winds, temperature, thomas, time, vapor, water, wind, wind_from_direction, wind_speed, winds
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Photosynthetically Available Radiation, Aqua MODIS, NPP, L3SMI, Global, 4km, R2022 SQ 2003-present (1 Day Composite)

Moderate Resolution Imaging Spectroradiometer on Aqua (MODISA) Level-3 Standard Mapped Image

Tags: active, air, aqua, available, biology, biosphere, center, color, data, downwelling, earth, earth science, flight, flux, frouin, goddard, group, gsfc, image, imaging, l3, latitude, level, level-3, longitude, mapped, moderate, modis, modisa, nasa, obpg, ocean, ocean biology processing group (nasa/gsfc/obpg), ocean optics, oceans, optical, optical properties, optics, par, photon, photosynthetic, photosynthetically, photosynthetically active radiation, photosynthetically available radiation, processing, properties, radiation, resolution, science, smi, space, spectroradiometer, standard, surface, surface_downwelling_photosynthetic_photon_flux_in_air, time, vegetation
Organization: National Oceanic and Atmospheric Administration, Department of Commerce