AndreaBozzo/ceres-open-data-index huggingface dataset:
NOAA/WDS Paleoclimatology - Alfaro-SÃ¡nchez - Barro Colorado Nature Monument - TRTU - ITRDB PAN002

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 Panama, Central America. The time period coverage is from 87 to -64 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: barro colorado nature monument, biological records, central america, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, land records, latitude 9.1543, longitude -79.8461, material: null, national centers for environmental information, nesdis, noaa, north america, paleoclimate, paleoclimate indicators, panama, tree ring, tree rings, tree-ring, trichilia tuberculata, trichilia tuberculata (triana & planch.) c.dc., trtu, u.s. department of commerce, what: age, what: total ring width, width
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Kailash Cave Geochemical Data from 14800 to 12700 Cal Yr BP

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 speleothems with a geographic location of India, Southcentral Asia. The time period coverage is from 14836 to 12683 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, cave deposits, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, india, kailash cave, land records, latitude 18.8445, longitude 81.9915, material: calcite, material: null, national centers for environmental information, nesdis, noaa, oxygen isotopes, paleoclimate, paleoclimate indicators, southcentral asia, speleothems, u.s. department of commerce, what: age, what: delta 18o, what: depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Nova Grgosova cave Geochemical Data from 10000 to -52 Cal Yr BP

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 speleothems with a geographic location of Croatia, Southern Europe. The time period coverage is from 10022 to -52 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, cave deposits, climate indicators, continent, croatia, doc/noaa/nesdis/ncei, earth science, europe, land records, latitude 45.8188, longitude 15.6783, material: calcite, material: null, national centers for environmental information, nesdis, noaa, nova grgosova cave, oxygen isotopes, paleoclimate, paleoclimate indicators, southern europe, speleothems, u.s. department of commerce, what: age, what: delta 13c, what: delta 18o, what: depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Rainwater QMRA high-pressure vehicle washing

Data supporting publication figures. 

This dataset is associated with the following publication:
Johnston, J., and M. Jahne. Quantitative microbial risk assessment of pathogen exposure from rainwater used in high-pressure vehicle washing.   JOURNAL OF WATER AND HEALTH. IWA Publishing, London,  UK, 23(3): 428-438, (2025).

Tags: citizen-science, non-potable-stormwater-use, quantitative-microbial-risk-assessment-qmra, rainwater
Organization: U.S. Environmental Protection Agency
NOAA/WDS Paleoclimatology - Clamouse Cave Geochemical Data from 187400 to 74500 Cal Yr BP

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 speleothems with a geographic location of France, Western Europe. The time period coverage is from 187405 to 74460 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, cave deposits, clamouse cave, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, europe, france, land records, latitude 43.71, longitude 3.55, material: calcite, material: null, national centers for environmental information, nesdis, noaa, oxygen isotopes, paleoclimate, paleoclimate indicators, speleothems, u.s. department of commerce, western europe, what: age, what: delta 13c, what: delta 18o, what: depth, what: sample thickness
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Yamen Cave, China Deglacial Speleothem Oxygen Isotope 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 Cave. The data include parameters of speleothems with a geographic location of China, Eastern Asia. The time period coverage is from 16319 to 7322 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, cave deposits, china, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, eastern asia, land records, latitude 25.4833, longitude 107.9, material: calcium carbonate, material: null, monsoon, national centers for environmental information, nesdis, noaa, oxygen isotopes, paleoclimate, paleoclimate indicators, speleothems, u.s. department of commerce, what: age, what: delta 18o, what: depth, yamen cave
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Akalagavi Cave Geochemical Data from 280 to -46 Cal Yr BP

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 speleothems with a geographic location of India, Southcentral Asia. The time period coverage is from 284 to -46 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: akalagavi cave, asia, carbon isotopes, cave deposits, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, india, land records, latitude 14.9833, longitude 74.5167, material: aragonite, material: null, national centers for environmental information, nesdis, noaa, oxygen isotopes, paleoclimate, paleoclimate indicators, southcentral asia, speleothems, u.s. department of commerce, what: age, what: delta 13c, what: delta 18o, what: depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Smith - Deer Ridge Recollection - PIPO - ITRDB CO695

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 Colorado, United States Of America. The time period coverage is from 260 to -57 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, colorado, continent, deer ridge recollection, doc/noaa/nesdis/ncei, earth science, land records, latitude 40.37, longitude -105.57, material: null, national centers for environmental information, nesdis, noaa, north america, paleoclimate, paleoclimate indicators, pinus ponderosa douglas ex c. lawson, pipo, ponderosa pine, tree ring, tree rings, tree-ring, u.s. department of commerce, united states of america, western yellow pine, what: age, what: earlywood width, what: total ring width, width
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Pumijumnong - Mae Wong Update - TEGR - ITRDB THA029

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 Thailand, Southeastern Asia. The time period coverage is from 83 to -46 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, biological records, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, land records, latitude 15.813845, longitude 99.308639, mae wong, material: null, national centers for environmental information, nesdis, noaa, paleoclimate, paleoclimate indicators, southeastern asia, teak, tectona grandis l. f., tegr, thailand, 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 - El Soplao Cave, Spain, Speleothem Multiproxy Data, 6.3-11.8 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 Cave. The data include parameters of speleothems with a geographic location of Spain, Southern Europe. The time period coverage is from 11809 to 6371 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: abrupt climate change, carbon isotopes, cave deposits, climate indicators, continent, decadal resolution, doc/noaa/nesdis/ncei, earth science, el soplao cave, europe, geochemistry, hydrology, interglacial, land records, latitude 43.296111, longitude -4.393611, material: calcite, material: null, national centers for environmental information, nesdis, noaa, north atlantic oscillation, oxygen isotopes, paleoclimate, paleoclimate indicators, southern europe, spain, speleothems, u.s. department of commerce, what: age, what: delta 13c, what: delta 18o, what: depth, what: growth rate, what: magnesium/calcium, what: strontium/calcium
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Villars Cave Geochemical Data from 178000 to 1100 Cal Yr BP

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 speleothems with a geographic location of France, Western Europe. The time period coverage is from 178002 to 1055 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, cave deposits, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, europe, france, land records, latitude 45.3, longitude .5, material: calcite, material: null, national centers for environmental information, nesdis, noaa, oxygen isotopes, paleoclimate, paleoclimate indicators, speleothems, trace metals, u.s. department of commerce, villars cave, western europe, what: age, what: barium/calcium, what: delta 13c, what: delta 18o, what: depth, what: sample thickness, what: strontium/calcium
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Sparse Machine Learning Methods for Understanding Large Text Corpora

Sparse machine learning has recently 
emerged as powerful tool to obtain models of high-dimensional data with high degree of interpretability, at low computational cost. This paper posits that these methods can be extremely useful for understanding large collections of text documents, without requiring user expertise in machine learning. Our approach relies on three main ingredients: (a) multi-document text summarization and (b) comparative summarization of two corpora, both using 
parse regression or classification; (c) sparse principal components and sparse graphical models for unsupervised analysis and visualization of large text 
corpora. We validate our approach using a corpus of Aviation Safety Reporting System (ASRS) reports and demonstrate that the methods can reveal causal and contributing factors in runway incursions. Furthermore, we show that the methods automatically discover four main tasks that pilots perform during 
flight, which can aid in further understanding the causal and contributing factors to runway incursions and other drivers for aviation safety incidents. 

Citation:  L. El Ghaoui, G. C. Li, V. Duong, V. Pham, A. N. Srivastava, and K. Bhaduri, “Sparse Machine Learning Methods for Understanding Large Text Corpora,” Proceedings of the Conference on Intelligent Data Understanding, 2011.

Tags: ames, dashlink, nasa
Organization: National Aeronautics and Space Administration
NOAA/WDS Paleoclimatology - Baratang Cave Geochemical Data from 3900 to 0 Cal Yr BP

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 speleothems with a geographic location of India, Southcentral Asia. The time period coverage is from 3911 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: asia, baratang cave, carbon isotopes, cave deposits, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, india, land records, latitude 12.0833, longitude 92.75, material: calcite, material: null, national centers for environmental information, nesdis, noaa, oxygen isotopes, paleoclimate, paleoclimate indicators, southcentral asia, speleothems, u.s. department of commerce, what: age, what: delta 13c, what: delta 18o, what: depth, what: sample thickness
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Tamboril Cave Geochemical Data from 10000 to 940 Cal Yr BP

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 speleothems with a geographic location of Minas Gerais, Brazil. The time period coverage is from 9981 to 941 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: brazil, carbon isotopes, cave deposits, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, land records, latitude -16.364, longitude -46.904, material: aragonite, material: null, minas gerais, national centers for environmental information, nesdis, noaa, oxygen isotopes, paleoclimate, paleoclimate indicators, south america, speleothems, tamboril cave, u.s. department of commerce, what: age, what: delta 13c, what: delta 18o, what: depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Dark Cave Geochemical Data from 6200 to 300 Cal Yr BP

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 speleothems with a geographic location of China, Eastern Asia. The time period coverage is from 6164 to 304 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, cave deposits, china, climate indicators, continent, dark cave, doc/noaa/nesdis/ncei, earth science, eastern asia, land records, latitude 27.2, longitude 106.016, material: calcite, material: null, national centers for environmental information, nesdis, noaa, oxygen isotopes, paleoclimate, paleoclimate indicators, speleothems, u.s. department of commerce, what: age, what: delta 18o, what: depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Winter North Atlantic Oscillation Index Reconstruction from Tree-Rings since 910 C.E.

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|tree ring with a geographic location of North Atlantic Ocean. The time period coverage is from 1040 to -68 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: atlantic ocean, atmospheric and oceanic circulation patterns reconstruction, atmospheric circulation, climate indicators, climate reconstructions|tree ring, doc/noaa/nesdis/ncei, earth science, latitude, longitude, material: null, national centers for environmental information, nesdis, noaa, north atlantic ocean, north atlantic oscillation, ocean, paleoclimate, paleoclimate indicators, paleoclimate reconstructions, reconstructions, u.s. department of commerce, what: age, what: north atlantic oscillation index
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - El Soplao Cave Geochemical Data from 14700 to 8000 Cal Yr BP

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 speleothems with a geographic location of Spain, Southern Europe. The time period coverage is from 14669 to 7965 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, cave deposits, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, el soplao cave, europe, land records, latitude 43.296111, longitude -4.393611, material: calcite, material: null, national centers for environmental information, nesdis, noaa, oxygen isotopes, paleoclimate, paleoclimate indicators, southern europe, spain, speleothems, u.s. department of commerce, what: age, what: delta 13c, what: delta 18o, what: depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Mawmluh Cave Geochemical Data from 22700 to 6600 Cal Yr BP

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 speleothems with a geographic location of India, Southcentral Asia. The time period coverage is from 22716 to 6604 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, carbon isotopes, cave deposits, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, india, land records, latitude 25.2622, longitude 91.8167, material: calcite, material: null, mawmluh cave, national centers for environmental information, nesdis, noaa, oxygen isotopes, paleoclimate, paleoclimate indicators, southcentral asia, speleothems, u.s. department of commerce, what: age, what: delta 13c, what: delta 18o, what: depth, what: sample thickness
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Fukugaguchi Cave Geochemical Data from 10000 to -52 Cal Yr BP

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 speleothems with a geographic location of Japan, Eastern Asia. The time period coverage is from 10006 to -52 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, cave deposits, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, eastern asia, fukugaguchi cave, japan, land records, latitude 36.9917, longitude 137.8, material: calcite, material: null, national centers for environmental information, nesdis, noaa, oxygen isotopes, paleoclimate, paleoclimate indicators, speleothems, u.s. department of commerce, what: age, what: delta 18o, what: depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Lee-Thorp et al. 2001, Holmgren et al. 1999 South African Speleothem Stable Isotope 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 Cave. The data include parameters of speleothems with a geographic location of South Africa, Southern Africa. The time period coverage is from 6406 to -46 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, carbon isotopes, cave deposits, climate indicators, cold air cave, continent, doc/noaa/nesdis/ncei, earth science, land records, latitude -24.02, longitude 29.11, material: calcium carbonate, material: null, national centers for environmental information, nesdis, noaa, oxygen isotopes, pages 2k network, pages africa 2k, paleoclimate, paleoclimate indicators, south africa, southern africa, speleothems, u.s. department of commerce, what: age, what: delta 13c, what: delta 18o, what: depth, what: grayscale
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - San Francisco Bay Northern Estuary 625 Year Salinity Reconstruction

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|tree ring with a geographic location of California, United States Of America. The time period coverage is from 571 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: blue oak, california, climate indicators, climate reconstructions|tree ring, continent, doc/noaa/nesdis/ncei, drought, earth science, enso, latitude 38.067975, longitude -121.842735, material: null, national centers for environmental information, nesdis, noaa, north america, other hydroclimate reconstruction, paleoclimate, paleoclimate indicators, paleoclimate reconstructions, qudg, quercus douglasii hook. and arn., reconstructions, salinity, san francisco bay northern estuary, u.s. department of commerce, united states of america, what: age, what: salinity
Organization: National Oceanic and Atmospheric Administration, Department of Commerce