AndreaBozzo/ceres-open-data-index huggingface dataset:
Radio Access Network Anomalous State Detection Dataset

This project [1] produced two types of data: Working Data and Derived Data. The Working Data includes raw measurements collected from a Radio Access Network (RAN) utilizing commercial-off-the-shelf (COTS) hardware. These measurements were gathered at multiple layers of the Long-Term Evolution (LTE) protocol stack within the RAN, in both a baseline state with encrypted data and an anomalous state with encryption disabled. The data is provided in comma-separated value (.csv) format.The Working Data was then processed into Derived Data using Python 3 scripts that performed statistical analyses to explore data distributions. The Derived Data is also available in .csv files. Additionally, human-readable spreadsheets are included, offering measurement notes and definitions related to the Working Data. Please note that the data set is divided into three distinct tranches, or sections, in alignment with the project's design of experiment.[1] M. Frey, T. Evans, A. Folz, M. Gregg, J. Quimby, J. Rezac. ?Anomalous state detection in radio access networks: A proof-of-concept.? Journal of Network and Computer Applications. Volume 231, 2024, https://doi.org/10.1016/j.jnca.2024.103979.

Tags: anomalous-state-detection, cellular-communication-security, measurement-stability, metrology, multi-feature-detection, multi-layer-architecture, radio-access-network
Organization: National Institute of Standards and Technology
SRM 1548b Typical Diet

SRM 1548b electronic files containing the non-certified value and uncertainty, and the data used to assign that value. Certificate date 24 June 2024:  Non-certified value for glyphosate added to Table A3; silicon value of potential interest moved to appendix B; updated format; editorial changes.

Tags: amino-acids, elements, fatty-acids, food, nutrition, proximates, sugars
Organization: National Institute of Standards and Technology
2-Benzyltoluene: Experimental and Derived Thermodynamic Properties

This document is part of a series of reports describing experimental property measurements completed at the National Institute for Petroleum and Energy Research (NIPER) in Bartlesville, Oklahoma, in the 1980s and 1990s. Members of the Bartlesville Thermodynamics Group included William D. "Bill" Good, William V. "Bill" Steele, Bruce E. Gammon, Norris K. Smith, Stephen E. Knipmeyer, An "Andy" Nguyen, Timothy D. Klots, I. A. "Alex" Hossenlopp, Aaron P. Rau, William B. Collier, John F. Messerly, Ann G. Osborn, Susan Lee Bechtold, Donald G. Archer, Ian R. Tasker, Allan B. Cowell, Michael M. Strube, and the author of this report.

Tags: density, enthalpy-of-formation, heat-capacity, thermodynamic-functions, vapor-pressure
Organization: National Institute of Standards and Technology
A Technique for Optimal On-Wafer Device Spacing at Millimeter-Wave Frequencies

This dataset contains the simulated data of a ground-signal-ground on-wafer probe landed on a microstrip variable-impedance device (DUT) with a 775 micron (um) microstrip line neighboring the device and without any line neighboring the device. Two variables were investigated in the data: the impedance of the DUT and the X,Y location of the neighboring line. The reflection coefficient of the probe was recorded from 1 Gigahertz (GHz) to 150 GHz. We use a metric discussed in the complementary paper that we deem 'maximum error' which is the maximum value, across the frequency band, of the absolute difference between the  probe reflection coefficient, at a specific DUT impedance and neighboring line location, and the probe reflection coefficient with no line nearby. Figure 2,3, and 4 are all different conditions of DUT impedances and neighboring line locations. In the paper, red curves and red X markers correspond to when the maximum error metric has exceeded 0.03. Green curves and green checkmark markers correspond to when the maximum error metric is below 0.015  and the yellow curves and yellow diamond markers correspond to when the maximum error metric is between 0.015 and 0.03. This dataset also contains the measured and simulated data for the probe reflection coefficient when landed on the output of a high-electron-mobility transistor (HEMT) with and without a nearby 775um line. The bias point of the HEMT device was Vds: 10V and Ids: 10mA. The HEMT measurement with no line nearby was used as the impedance of the DUT for the probe simulation. The probe simulation was calibrated using an Open-Short-Load (OSL) calibration technique so that the measurement and simulation reference planes were the same.

Tags: gan, hemt, microstrip, mmic, on-wafer, probe, sic, vna
Organization: National Institute of Standards and Technology
A Collection of Dwellings to Represent the U.S. Housing Stock (2024 Update) Associated Python Scripts

This is a compilation of Python scripts used when developing the Collection of Dwellings to Represent the U.S. Housing Stock (2024 Update) NIST TN.

Tags: database-dwelling-indoor-air-quality-modeling-residential-buildings-ventilation-python-conatm
Organization: National Institute of Standards and Technology
NOAA/WDS Paleoclimatology - Renland, East Greenland Holocene Lake Sediment LOI Data

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 Lake. The data include parameters of paleolimnology with a geographic location of Greenland. The time period coverage is from 12000 to 0 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: bunny lake, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, greenland, latitude 71.03118, latitude 71.03248, latitude 71.06601, longitude -27.31106, longitude -27.41535, longitude -27.42675, material: null, material: sediment, national centers for environmental information, nesdis, noaa, north america, ocean/lake records, paleoclimate, paleoclimate indicators, paleolimnology, physical properties, rapids lake, raven lake, u.s. department of commerce, what: depth, what: mineral matter, what: organic matter
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - NEEM Ice Core NEEM-1 Time Scale

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 Ice Core. The data include parameters of ice cores with a geographic location of Greenland. The time period coverage is from 108159 to 0 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: age control, climate indicators, continent, dansgaard-oeschger cycles, doc/noaa/nesdis/ncei, earth science, greenland, ice core, ice core records, ice cores, latitude 77.45, longitude -51.066667, material: bulk ice, material: null, national centers for environmental information, neem, nesdis, noaa, north america, paleoclimate, paleoclimate indicators, u.s. department of commerce, what: accumulation rate, what: delta 15n, what: depth, what: electrical conductivity, what: hydrogen ion, what: ice age
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Indian Ocean Sea Surface Temperature Reconstruction and Mg/Ca Data during the Last Deglaciation

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 Climate Reconstruction. The data include parameters of paleoceanography with a geographic location of Indian Ocean. The time period coverage is from 25827 to 767 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: climate indicators, climate reconstructions|paleoceanography, doc/noaa/nesdis/ncei, earth science, indian ocean, latitude -20.4, latitude -9.65, longitude 118.333333, longitude 36.33, material: foraminifer assemblage, material: globigerinoides ruber, material: null, md79-257, md98-2165, national centers for environmental information, nesdis, noaa, ocean, pacific ocean, paleocean, paleoceanography, paleoclimate, paleoclimate indicators, paleoclimate reconstructions, reconstructions, sea surface temperature, sea surface temperature reconstruction, trace metals in carbonates, u.s. department of commerce, western pacific ocean, what: age, what: depth, what: magnesium/calcium, what: sea surface temperature
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Toromani - Divjaka - PIPN - ITRDB ALB005

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 Tree Ring. The data include parameters of tree ring with a geographic location of Albania, Southern Europe. The time period coverage is from 88 to -60 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: albania, biological records, climate indicators, continent, divjaka, doc/noaa/nesdis/ncei, earth science, europe, italian stone pine, land records, latitude 41, longitude 19.4833, material: null, national centers for environmental information, nesdis, noaa, paleoclimate, paleoclimate indicators, pinus pinea l., pipn, southern europe, tree ring, tree rings, tree-ring, u.s. department of commerce, umbrella pine, what: age, what: earlywood width, what: latewood width, what: total ring width, width
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Klang Cave, Thailand 2700 Year Stalagmite d18O Data and ITCZ Shift Index

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 Cave. The data include parameters of climate reconstructions|speleothems with a geographic location of Thailand, Southeastern Asia. The time period coverage is from 2645 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: asia, atmospheric and oceanic circulation patterns reconstruction, cave deposits, climate indicators, climate reconstructions|speleothems, continent, doc/noaa/nesdis/ncei, earth science, klang cave, land records, latitude 8.33, longitude 98.73, material: delta 18o, material: null, national centers for environmental information, nesdis, noaa, other, oxygen isotopes, paleoclimate, paleoclimate indicators, southeastern asia, speleothems, thailand, u.s. department of commerce, what: age, what: depth, what: intertropical convergence zone index, what: sample identification
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Radiocarbon Dates of Wood, Planktic and Benthic Foraminifera for the Glacial-Deglacial Eastern Equatorial Pacific

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 Paleoceanography. The data include parameters of paleoceanography with a geographic location of Eastern Pacific Ocean. The time period coverage is from 34030 to 3460 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: age control, carbon isotopes, climate indicators, doc/noaa/nesdis/ncei, earth science, eastern pacific ocean, knr176 ggc17/jpc30, latitude 5.02, longitude -77.63, material: neogloboquadrina dutertrei, material: null, material: uvigerina sp., national centers for environmental information, nesdis, noaa, ocean, ocean/lake records, pacific ocean, paleocean, paleoceanography, paleoclimate, paleoclimate indicators, u.s. department of commerce, what: 14c fraction modern, what: age, what: delta 13c, what: depth, what: sample identification
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - D4 - Greenland Positive Matrix Factorization Model Results

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 Ice Core. The data include parameters of ice cores with a geographic location of Greenland. The time period coverage is from 276 to -53 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: chemistry, climate indicators, continent, d4, doc/noaa/nesdis/ncei, earth science, greenland, ice core, ice core records, ice cores, latitude 71.4, longitude -43.9, material: bulk ice, material: null, national centers for environmental information, nesdis, noaa, north america, paleoclimate, paleoclimate indicators, u.s. department of commerce, what: factor score, what: ice age
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Heyerdahl fire data from Salsipuedes (SSP) - IMPD MXSSP002

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 Fire. The data include parameters of fire history|tree ring with a geographic location of Chihuahua, Mexico. The time period coverage is from 321 to -45 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: chihuahua, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, fire history, fire history|tree ring, fire scar dates, land records, latitude 28.624, longitude -108.244, material: null, material: wood, mexico, mixd, national centers for environmental information, nesdis, noaa, north america, paleoclimate, paleoclimate indicators, salsipuedes (ssp), u.s. department of commerce, various taxa, what: age, what: tree demographic and injury and fire event code
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Biondi - Parco del Circeo - PIPN - ITRDB ITAL002

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 Tree Ring. The data include parameters of tree ring with a geographic location of Italy, Southern Europe. The time period coverage is from 72 to -38 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, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, europe, italian stone pine, italy, land records, latitude 41.33, longitude 13, material: null, national centers for environmental information, nesdis, noaa, paleoclimate, paleoclimate indicators, parco del circeo, pinus pinea l., pipn, southern europe, tree ring, tree rings, tree-ring, u.s. department of commerce, umbrella pine, what: age, what: number of samples, what: total ring width, what: tree ring standardized growth index, width
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Stahle - Rio Azul - TAMU - ITRDB GTM001

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 Tree Ring. The data include parameters of tree ring with a geographic location of Guatemala, Central America. The time period coverage is from 150 to -59 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, central america, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, guatemala, land records, latitude 15.761, longitude -91.843, material: null, montezuma cypress, national centers for environmental information, nesdis, noaa, north america, paleoclimate, paleoclimate indicators, rio azul, tamu, taxodium mucronatum ten., tree ring, tree rings, tree-ring, u.s. department of commerce, what: age, what: total ring width, width
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Asynchronous Little Ice Age glacier fluctuations in Iceland and European Alps linked to shifts in subpolar North Atlantic circulation

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 Lake. The data include parameters of paleolimnology with a geographic location of Iceland, Northern Europe. The time period coverage is from 1090 to -50 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: arctic, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, europe, iceland, lake hvã­tã¡rvatn03-1, lake hvã­tã¡rvatn03-2, lake hvã­tã¡rvatn03-3, lake hvã­tã¡rvatn03-4, lake hvã­tã¡rvatn09-6, lake hvã­tã¡rvatn10-7, latitude 64.61897, latitude 64.63483, latitude 64.63805, latitude 64.64172, latitude 64.64305, latitude 64.64588, little ice age (lia), longitude -19.83328, longitude -19.83943, longitude -19.83995, longitude -19.84928, longitude -19.84962, longitude -19.85912, material: null, material: sediment, national centers for environmental information, nesdis, noaa, northern europe, ocean/lake records, paleoclimate, paleoclimate indicators, paleolimnology, physical properties, u.s. department of commerce, what: age, what: ice rafted debris, what: sedimentation rate, what: varve thickness
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Eastern Tropical Indian Ocean G. ruber Stable Isotope Data from the Late Holocene and LGM

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 Paleoceanography. The data include parameters of paleoceanography with a geographic location of Indian Ocean. The time period coverage is from 21000 to 0 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: carbon isotopes, climate indicators, doc/noaa/nesdis/ncei, earth science, eastern tropical indian ocean, indian ocean, latitude, longitude, material: globigerinoides ruber white, material: null, national centers for environmental information, nesdis, noaa, ocean, ocean/lake records, oxygen isotopes, paleocean, paleoceanography, paleoclimate, paleoclimate indicators, u.s. department of commerce, what: delta 13c, what: delta 18o, what: notes, what: sample identification
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Heyerdahl fire data from Alto del Jiguital (AJT) - IMPD MXAJT001

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 Fire. The data include parameters of fire history|tree ring with a geographic location of Durango, Mexico. The time period coverage is from 281 to -45 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: alto del jiguital (ajt), climate indicators, continent, doc/noaa/nesdis/ncei, durango, earth science, fire history, fire history|tree ring, fire scar dates, land records, latitude 25.453, longitude -106.881, material: null, material: wood, mexico, mixd, national centers for environmental information, nesdis, noaa, north america, paleoclimate, paleoclimate indicators, u.s. department of commerce, various taxa, what: age, what: tree demographic and injury and fire event code
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - GonzÃ¡lez-MÃ©ndez - Cielo Rojo - SWMC - ITRDB GTM003

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 Tree Ring. The data include parameters of tree ring with a geographic location of Guatemala, Central America. The time period coverage is from 93 to -72 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, central america, cielo rojo, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, guatemala, honduras mahogany, land records, latitude 17.738084, longitude -89.280094, material: null, national centers for environmental information, nesdis, noaa, north america, paleoclimate, paleoclimate indicators, swietenia macrophylla king, swmc, tree ring, tree rings, tree-ring, u.s. department of commerce, what: age, what: number of samples, what: total ring width, what: tree ring standardized growth index, width
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Kharinei Lake Surface Air Temperature Reconstructions during the Past 11000 Years

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 Climate Reconstruction. The data include parameters of climate reconstructions|insect|paleolimnology with a geographic location of Russia, Eastern Europe. The time period coverage is from 11503 to -53 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: air temperature, air temperature reconstruction, climate indicators, climate reconstructions|insect|paleolimnology, continent, doc/noaa/nesdis/ncei, earth science, eastern europe, europe, kharinei, latitude 67.3628, longitude 62.7507, material: midge assemblage, material: null, national centers for environmental information, nesdis, noaa, paleoclimate, paleoclimate indicators, paleoclimate reconstructions, reconstructions, russia, u.s. department of commerce, what: age, what: depth, what: notes, what: surface air temperature
Organization: National Oceanic and Atmospheric Administration, Department of Commerce