cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18106651
title: Multi-Attribute RFANNS Evaluation Datasets (MSMarco and Laion)

description: This upload contains the processed multi-attribute RFANNS evaluation datasets: MSMarco and Laion.

 

Each dataset is derived from a public corpus (the MS MARCO passage collection and the LAION image–text corpus) and includes:

 





dense vector embeddings for all objects




multiple numeric attribute columns (e.g., text length statistics for MSMarco; image resolution and similarity scores for Laion)



 

All files are provided in the binary format used by our implementation (*.meta.bin, *.vectors.bin), making them directly compatible with the KHI codebase.

 

The exact file formats are documented in the KHI repository:

https://github.com/yuyuanhang/KHI

 

Users are encouraged to cite the associated paper when using this data.
DOI: 10.17605/osf.io/qaxhj
title: ASW 2019 October 14

description: Distribution Statement A. Approved for public release: distribution is unlimited 

Raw CR2 imagery of the Sun in the anomalous refraction zone during ASW 2019 from the USCGC Healy by US Naval Observatory staff for studies of atmospheric refraction

See parent project for details
DOI: 10.34740/kaggle/dsv/14360843
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.5517/ccdc.csd.cc2p7ssj
title: CSD 2480148: Experimental Crystal Structure Determination

description: Related Article: Hicham Bourakhouadar, Juan Medina-Jurado, Linda S. Reitz, Lothar Schrey, Alex J. Corkett, Richard Dronskowski|2025|Z.Anorg.Allg.Chem.|651|e202500171|doi:10.1002/zaac.202500171
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.9s9rs4
title: Occurrence Download

description: A dataset containing 3523506041 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3523506041 records from 73381 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070223-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14360887
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.5281/zenodo.18095731
title: MD simulation of Rational Design of Hydrophobic Deep Eutectic Solvents Tunes the Catalytic Pocket of Lipase for the Sustainable Synthesis of Structural Lipids

description: FF: AMBER14sb_parmbsc1Engine: GROMACS 5.1.4

DES

Trajectory length: 100 nsSystem: 1 Protein + 286 SOL + 1 MCT + 600 Cyclohexanone + 300 Lauricacid +1 NA

DMSO

Trajectory length: 100 nsSystem: 1 Protein + 286 SOL + 1 MCT + 2000 DMSO + 1 NA
DOI: 10.5281/zenodo.18095730
title: MD simulation of Rational Design of Hydrophobic Deep Eutectic Solvents Tunes the Catalytic Pocket of Lipase for the Sustainable Synthesis of Structural Lipids

description: FF: AMBER14sb_parmbsc1Engine: GROMACS 5.1.4

DES

Trajectory length: 100 nsSystem: 1 Protein + 286 SOL + 1 MCT + 600 Cyclohexanone + 300 Lauricacid +1 NA

DMSO

Trajectory length: 100 nsSystem: 1 Protein + 286 SOL + 1 MCT + 2000 DMSO + 1 NA
DOI: 10.15468/dl.smnknu
title: Occurrence Download

description: A dataset containing 1767761 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Corvus frugilegus"
 ]
}

 The dataset includes 1767761 records from 2626 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070230-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sx6mcx
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taranis mayi (Verco, 1909)"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099752-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ftr3r
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mactra lilacea Lamarck, 1818"
 ]
}

 The dataset includes 193 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107172-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ydvf3s
title: Occurrence Download

description: A dataset containing 333482 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Lanius excubitor",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 333482 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074399-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4r9wye
title: Occurrence Download

description: A dataset containing 877 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Strix nivicolum",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 877 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085574-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdzdgp
title: Occurrence Download

description: A dataset containing 280 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eualus macilentus (Krøyer, 1841)"
 ]
}

 The dataset includes 280 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118841-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/3z4w-gq35
title: online-offline Iraquian hand-drawing dataset for early Parkinson’s disease detection

description: We introduce an online-offline Iraquian hand-drawing dataset for early Parkinson’s disease detection, exclusively collected using smartphones, thus eliminating the need for specialized equipment like digitizing tablets and pens. Our dataset comprises data from 30 healthy individuals (17 men, 13 women) with an average age of 56 years (SD = 6.12) and 30 PD patients (23 men, 7 women) with an average age of 60 years (SD = 4.91), gathered at Marjan Hospital in Hilla, Babil Governorate, Iraq. Participants undertook various hand-drawing tasks, including repetitive ellipses, spirals, digits, and Arabic word writing. We anticipate that our dataset will aid in early detection of Parkinson's disease and contribute to advancing understanding and treatment of the condition.
DOI: 10.15468/dl.394c2n
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-87.7828920000000039 41.8307509999999994, -87.7828920000000039 41.8318780600000011, -87.7828920000000039 41.8328091099999995, -87.7828920000000039 41.8334951399999966, -87.7828920000000039 41.8345732000000012, -87.7828920000000039 41.8357002600000030, -87.7828920000000039 41.8364843000000022, -87.7814669100000060 41.8364843000000022, -87.7805823700000047 41.8364843000000022, -87.7798944000000034 41.8364843000000022, -87.7787150099999991 41.8364843000000022, -87.7779778999999962 41.8364843000000022, -87.7779778999999962 41.8357002600000030, -87.7779778999999962 41.8352102300000013, -87.7779778999999962 41.8341321799999974, -87.7779778999999962 41.8334951399999966, -87.7779778999999962 41.8323680800000020, -87.7779778999999962 41.8316820499999977, -87.7779778999999962 41.8307509999999994, -87.7792064199999942 41.8307509999999994, -87.7807298000000031 41.8307509999999994, -87.7819583200000011 41.8307509999999994, -87.7828920000000039 41.8307509999999994))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087533-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnuztf
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Lanius giganteus",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 105 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074410-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yr6g8s
title: Occurrence Download

description: A dataset containing 341 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tanea zelandica (Quoy & Gaimard, 1832)"
 ]
}

 The dataset includes 341 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099745-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ja385p
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Philodendron stenophyllum K.Krause"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074394-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ns97dx
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Stephania delavayi Diels"
 ]
}

 The dataset includes 155 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099766-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxxp3p
title: Occurrence Download

description: A dataset containing 611 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neofusicoccum ribis (Slippers, Crous & M.J.Wingf.) Crous, Slippers & A.J.L.Phillips",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 }
 ]
}

 The dataset includes 611 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102856-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xptkna
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus bumelioides Liebm."
 ]
}

 The dataset includes 419 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029374-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqw7p8
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Darevskia clarkorum (Darevsky & Vedmederja, 1977))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045127-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a99ybv
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tamarix austromongolica Nakai"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0167773-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7ww6k
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudocalotes floweri (Boulenger, 1912))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045138-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbxx4c
title: Occurrence Download

description: A dataset containing 346 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mactra maculata Gmelin, 1791"
 ]
}

 The dataset includes 346 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107176-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vp49w8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arenaria jussiaei Cambess. ex A.St.-Hil."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045144-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ycneqx
title: Occurrence Download

description: A dataset containing 547 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castanopsis delavayi Franch."
 ]
}

 The dataset includes 547 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099759-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7jp3u
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calumma hilleniusi (Brygoo, Blanc & Domergue, 1973))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045154-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.784unw
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mactra grandis Gmelin, 1791"
 ]
}

 The dataset includes 193 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107164-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hhdq87
title: Occurrence Download

description: A dataset containing 268 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Draco beccarii Peters & Doria, 1878)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 268 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045181-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.77qcr2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diploderma batangense (Li, Deng, Wu & Wang, 2001), Diploderma batangensis (Li, Deng, Wu & Wang, 2001))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045248-230224095556074/datasets/export for details.
DOI: 10.15468/dl.yuw3ek
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mactra petitii d'Orbigny, 1846"
 ]
}

 The dataset includes 75 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107180-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsta77
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphiglossus astrolabi Duméril & Bibron, 1839)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 26 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045146-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wuw3et
title: Occurrence Download

description: A dataset containing 6873 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mactra stultorum (Linnaeus, 1758)"
 ]
}

 The dataset includes 6873 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107183-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nujhjx
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odontostemma karakorense (Em.Schmid) Rabeler & W.L.Wagner"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045151-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8tv32
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalaenopsis mannii Rchb.f.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075722-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3aumt8
title: Occurrence Download

description: A dataset containing 382403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Lanius collurio",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 382403 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074393-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwxvdj
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ferreiraella xylophaga (Gowlett-Holmes & A.M.Jones, 1992)"
 ]
}

 The dataset includes 49 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075747-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8va7ny
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Primula woodwardii Balf.fil."
 ]
}

 The dataset includes 123 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095339-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8byty
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalaenopsis tetraspis Rchb.f.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075785-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqpcyt
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oreocomopsis dochenensis (W.W.Sm.) Pimenov & Kljuykov"
 ]
}

 The dataset includes 24 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085592-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.