cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5pjxju
title: Occurrence Download

description: A dataset containing 404643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Sylvia curruca (Linnaeus, 1758)"
 ]
}

 The dataset includes 404643 records from 543 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108896-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tc3gdw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Unkanodes albifascia (Matsumura, 1900)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067060-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjm2vp
title: Occurrence Download

description: A dataset containing 51229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "OccurrenceStatus is Present",
 "TaxonKey is Limosa limosa (Linnaeus, 1758)",
 "Year 2000-2023"
 ]
}

 The dataset includes 51229 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268785-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7g38e
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((92.24411 23.40386,117.75589 23.40386,117.75589 33.59614,92.24411 33.59614,92.24411 23.40386))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus yunnanensis var. pygmaea (J.R.Xue) J.R.Xue",
 "Year 1970-2000"
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067065-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fvw2k
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "Country is Greece",
 "OccurrenceStatus is Present",
 "TaxonKey is Buteo buteo buteo",
 "Year 1990-2022"
 ]
}

 The dataset's 1 records were derived from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267331-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.anckap
title: Occurrence Download

description: A dataset containing 7228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "OccurrenceStatus is Present",
 "TaxonKey is Limosa lapponica (Linnaeus, 1758)",
 "Year 2000-2023"
 ]
}

 The dataset includes 7228 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268786-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4uqyt
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer fenzelianum Hand.-Mazz.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261942-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtdapq
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Espeletiopsis jimenez-quesadae (Cuatrec.) Cuatrec."
 ]
}

 The dataset includes 96 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267352-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5k3sup
title: Occurrence Download

description: A dataset containing 31782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crypturellus undulatus (Temminck, 1815)"
 ]
}

 The dataset includes 31782 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261944-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azk28h
title: Occurrence Download

description: A dataset listing the 193 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "CoordinateUncertaintyInMeters is less than or equal to 5000.0",
 "Country is one of (Germany, Austria, Switzerland)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Testudines, Squamata, Amphibia)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset's 193 records were derived from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268762-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2vhwgs
title: Occurrence Download

description: A dataset containing 17716 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Puma concolor (Linnaeus, 1771)"
 ]
}

 The dataset includes 17716 records from 316 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267342-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4wry8e
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer longipes Franch.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 87 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261970-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzxww7
title: Occurrence Download

description: A dataset containing 5147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "OccurrenceStatus is Present",
 "TaxonKey is Calidris canutus (Linnaeus, 1758)",
 "Year 2000-2023"
 ]
}

 The dataset includes 5147 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268781-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3xgrq
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corythomantis greeningi Boulenger, 1896"
 ]
}

 The dataset includes 106 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267347-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8y3du4
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cyanopsitta spixii (Wagler, 1832)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261945-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdxyh6
title: Occurrence Download

description: A dataset containing 2841 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spartina maritima (Curtis) Fernald"
 ]
}

 The dataset includes 2841 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067061-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzthrt
title: Occurrence Download

description: A dataset containing 31188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "OccurrenceStatus is Present",
 "TaxonKey is Calidris pugnax (Linnaeus, 1758)",
 "Year 2000-2023"
 ]
}

 The dataset includes 31188 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268782-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kh8s23
title: Occurrence Download

description: A dataset containing 837 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-0.3784 41.05099,-0.03739 41.05099,-0.03739 41.50587,-0.3784 41.50587,-0.3784 41.05099))",
 "TaxonKey is one of (Otis tarda Linnaeus, 1758, Pterocles alchata (Linnaeus, 1766), Pterocles orientalis (Linnaeus, 1758), Tetrax tetrax (Linnaeus, 1758), Chersophilus duponti (Vieillot, 1824), Falco naumanni J.G.Fleischer, 1818, Circus cyaneus (Linnaeus, 1766))"
 ]
}

 The dataset includes 837 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267360-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25921/x7ha-cd96
title: Physical and meteorological data collected by shipboard ADCP and CTD, and moored meteorological buoy data collected in the Chukchi Sea from February 2007 to October 2013 by contractors for Shell, ConocoPhillips and Statoil (NCEI Accession 0093399)

description: These data are part of a multi-year baseline environmental studies data set collected as part of the permitting process prior to drilling exploration wells. The objectives of the Chukchi Sea Environmental Baseline Studies Program are: 1. To provide data for pre-exploration and development-related activities 2. To provide data for permit applications 3. To provide input to planning of future operations and associated mitigation 4. To provide additional baseline data that can be used to assess and measure the potential environmental effects of offshore oil and gas exploration and development in the northeastern Chukchi Sea.

These data were submitted under Annex 1 of the Memorandum of Understanding between NOAA and the oil companies (NOAA Agreement NOS-MOA-2011-080).
DOI: 10.15468/dl.88r25n
title: Occurrence Download

description: A dataset containing 89741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "OccurrenceStatus is Present",
 "TaxonKey is Numenius arquata (Linnaeus, 1758)",
 "Year 2000-2023"
 ]
}

 The dataset includes 89741 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268789-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfmgbr
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kosteletzkya blanchardii Fryxell"
 ]
}

 The dataset includes 21 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001993-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.py5drz
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haberlea rhodopensis Friv.",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 135 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108868-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/gwjylo
title: Replication Data for: What Can Trends in Emergency Department Visits Tell Us About Child Mental Health?

description: This is the replication package for "What Can Trends in Emergency Department Visits Tell Us About Child Mental Health?," accepted in 2025 by the Journal of Human Resources.
DOI: 10.5281/zenodo.14801579
title: Benchmark dataset KF256 for Chaos Meets Attention: Transformers for Large-Scale Dynamical Prediction

description: We present the dataset accompanying the ICML 2025 paper “Chaos Meets Attention: Transformers for Large-Scale Dynamical Prediction.” In this work, we proposed a novel architecture of attention for spatial correlation in modelling high-dimensional chaotic systems, with a focus on achieving faithful long-time statistical behaviour.

This dataset addresses a benchmark on the 2D Kolmogorov flow, a canonical setting for studying turbulence and spatiotemporal chaos. The vorticity field data was generated using the high-fidelity pseudo-spectral solver introduced in (Dresdner et al. 2022).

The dataset consists of 370 trajectories, each initialised with a randomised vorticity field and evolved for 500 time steps with a fixed stride of Δt = 0.00175 s. The spatial resolution is 256 × 256, and the Reynolds number regime is consistent with the moderate to strongly turbulent flows studied in prior work. We split the dataset into 300 training, 40 validation, and 30 test trajectories in .npy format.

This dataset is intended to support research in machine learning for dynamical systems, particularly in the challenging regime of high-dimensional chaotic flows.
DOI: 10.5281/zenodo.14801580
title: Benchmark dataset KF256 for Chaos Meets Attention: Transformers for Large-Scale Dynamical Prediction

description: We present the dataset accompanying the ICML 2025 paper “Chaos Meets Attention: Transformers for Large-Scale Dynamical Prediction.” In this work, we proposed a novel architecture of attention for spatial correlation in modelling high-dimensional chaotic systems, with a focus on achieving faithful long-time statistical behaviour.

This dataset addresses a benchmark on the 2D Kolmogorov flow, a canonical setting for studying turbulence and spatiotemporal chaos. The vorticity field data was generated using the high-fidelity pseudo-spectral solver introduced in (Dresdner et al. 2022).

The dataset consists of 370 trajectories, each initialised with a randomised vorticity field and evolved for 500 time steps with a fixed stride of Δt = 0.00175 s. The spatial resolution is 256 × 256, and the Reynolds number regime is consistent with the moderate to strongly turbulent flows studied in prior work. We split the dataset into 300 training, 40 validation, and 30 test trajectories in .npy format.

This dataset is intended to support research in machine learning for dynamical systems, particularly in the challenging regime of high-dimensional chaotic flows.
DOI: 10.15468/dl.wzgxwd
title: Occurrence Download

description: A dataset containing 12556 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Argemone mexicana L."
 ]
}

 The dataset includes 12556 records from 538 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015741-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yzbgs
title: Occurrence Download

description: A dataset listing the 189 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-55.87969 -27.36792,-55.845 -27.36792,-55.845 -27.3167,-55.87969 -27.3167,-55.87969 -27.36792))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 189 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015749-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmvgfj
title: Occurrence Download

description: A dataset containing 384775 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chloroclystis rectangulata (Linnaeus, 1758), Lomographa bimaculata (Fabricius, 1775), Aethopyga gouldiae (Vigors, 1831), Aethopyga saturata (Hodgson, 1836), Marumba gaschkewitschii gressitti Clark, 1937, Asianidia decolor (Lindberg, 1936), Asianidia perspicillata (Horváth, 1909), Neoprocris floridana, Colletes thoracicus Smith, 1853, Paratylenchus neoamblycephalus Geraert, 1965, Phytobia cerasiferae (Kangas, 1955), Hoplocampa chrysorrhoea (Klug, 1816), Erysiphe prunastri DC., Coccophagus differens Yasnosh, 1966, Coccophagus proximus Yasnosh, 1966, Metaphycus silvestrii Sugonjaev, 1970, Strymon acaciae (Fabricius, 1787), Coccophagus spartanus Japoshvili & Karaca, 2002, Blastothrix truncatipennis (Ferriere, 1955), Trichomasthus albimanus Thomson, 1876, Microterys intermedius Sugonjaev, 1965, Phyllonorycter tribhuvani Kumata, 1973, Macropsidius sauroni (Hamilton, 1972), Condylotes sukatschovi Mitjaev, 1969, Zygina yamashiroensis Matsumura, 1916, Valsaria cincta (Berk. & Broome) Sacc., Blumeriella jaapii (Rehm) Arx, Leucostoma persoonii (Nitschke) Höhn., Diaporthe decorticans (Lév.) Sacc. & Roum., Yponomeuta evonymella (Linnaeus, 1758), Plagodis fervidaria (Herrich-Schäffer), Edwardsiana sharfi Ahmed & Naheed, 1981, Platymetopius exappendiculatus Mitjaev, 1980, Handianus cerasi Emeljanov, 1964, Paonias astylus Drury, 1773, Paonias myops Smith, 1797, Trichogramma danubiense Birova & Kazimirova, 1997, Lomographa temerata (Denis & Schiffermüller), 1775, Allophyes oxycanthae Linnaeus, 1758, Taphrina wiesneri (Ráthay) Mix, Xylodon flaviporus (Berk. & M.A.Curtis ex Cooke) Riebesehl & Langer, Apiosporina morbosa (Schwein.) Arx, Dendrophora erumpens (Burt) Chamuris, Filatima persicaeella (Murtfeldt, 1900), Acleris oxycoccana (Packard, 1869), Torymus eurytomae (Puzanowa-Malysheva, 1936), Quadrastichus sajoi (Szelenyi, 1941), Polystigma rubrum (Pers.) DC., Otiorhynchus clavipes (Bonsdorff, 1785), Hoplocampa flava (Linnaeus, 1760))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 384775 records from 1026 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015743-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7pfun
title: Occurrence Download

description: A dataset containing 14821 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Polystachya Hook."
 ]
}

 The dataset includes 14821 records from 299 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015751-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc66df6
title: CCDC 184897: Experimental Crystal Structure Determination

description: Related Article: D.M.M.Farrell, G.Ferguson, A.J.Lough, C.Glidewell|2002|Acta Crystallogr.,Sect.B:Struct.Sci.|58|272|doi:10.1107/S0108768101019632
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc66dg7
title: CCDC 184898: Experimental Crystal Structure Determination

description: Related Article: D.M.M.Farrell, G.Ferguson, A.J.Lough, C.Glidewell|2002|Acta Crystallogr.,Sect.B:Struct.Sci.|58|272|doi:10.1107/S0108768101019632
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc66dkb
title: CCDC 184901: Experimental Crystal Structure Determination

description: Related Article: D.M.M.Farrell, C.Glidewell, J.N.Low, J.M.S.Skakle, C.M.Zakaria|2002|Acta Crystallogr.,Sect.B:Struct.Sci.|58|289|doi:10.1107/S0108768101020006
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc66dlc
title: CCDC 184902: Experimental Crystal Structure Determination

description: Related Article: D.M.M.Farrell, C.Glidewell, J.N.Low, J.M.S.Skakle, C.M.Zakaria|2002|Acta Crystallogr.,Sect.B:Struct.Sci.|58|289|doi:10.1107/S0108768101020006
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc66dmd
title: CCDC 184903: Experimental Crystal Structure Determination

description: Related Article: D.M.M.Farrell, C.Glidewell, J.N.Low, J.M.S.Skakle, C.M.Zakaria|2002|Acta Crystallogr.,Sect.B:Struct.Sci.|58|289|doi:10.1107/S0108768101020006
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc66dnf
title: CCDC 184904: Experimental Crystal Structure Determination

description: Related Article: D.M.M.Farrell, C.Glidewell, J.N.Low, J.M.S.Skakle, C.M.Zakaria|2002|Acta Crystallogr.,Sect.B:Struct.Sci.|58|289|doi:10.1107/S0108768101020006
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.