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

description: A dataset containing 116526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 {
 "or" : [
 "TaxonKey is Fagaceae",
 "TaxonKey is Fabaceae"
 ]
 }
 ]
}

 The dataset includes 116526 records from 244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001380-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxca3h
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is China",
 "Country is Chinese Taipei",
 "Country is Hong Kong"
 ]
 },
 "TaxonKey is Aetobatus ocellatus (Kuhl, 1823)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100144-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2xdvjc
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Australia)",
 "BasisOfRecord is one of (Specimen)",
 "Year is greater than or equal to 1900",
 "TaxonKey is Nassella trichotoma (Nees) Hack. & Arechav.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 315 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0415985-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enklsk
title: Occurrence Download

description: A dataset containing 192 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coleonyx mitratus (Peters, 1863)"
 ]
}

 The dataset includes 192 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001380-180920211646547/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ghvcg
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vini kuhlii (Vigors, 1824))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 120 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055902-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttaxn3
title: Occurrence Download

description: A dataset containing 556 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cardioglossa Boulenger, 1900)",
 "Continent is one of (Africa)"
 ]
}

 The dataset includes 556 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100169-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99zrh4
title: Occurrence Download

description: A dataset containing 1302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Otus lettia (Hodgson, 1836)",
 "Year 2000-2024"
 ]
}

 The dataset includes 1302 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055901-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0ynxxp
title: Occurrence Download

description: A dataset containing 2764 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geophis nasalis (Cope, 1868)"
 ]
}

 The dataset includes 2764 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001380-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqrbyw
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 {
 "or" : [
 "Country is French Guiana",
 "Country is Suriname",
 "Country is Guyana"
 ]
 },
 "DatasetKey is Naturalis Biodiversity Center (NL) - Botany",
 "TaxonKey is Xylopia sericea A.St.-Hil."
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100173-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufbw8g
title: Occurrence Download

description: A dataset containing 4517 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is French Polynesia",
 "TaxonKey is Scleractinia"
 ]
}

 The dataset includes 4517 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005232-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqayab
title: Occurrence Download

description: A dataset containing 854 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table T1) Abundance of stratigraphically important planktonic foraminifera in ODP Site 186-1150 sediments"
 ]
}

 The dataset includes 854 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001380-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqynhw
title: Occurrence Download

description: A dataset containing 58575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Fratercula arctica (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 58575 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019968-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w0sjyr
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Numenius arquata orientalis C.L.Brehm, 1831",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 134 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013218-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.woxvm3
title: Occurrence Download

description: A dataset containing 655 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Lista de árboles y arbustos del Bosque tropical seco del valle alto del río Magdalena, Colombia"
 ]
}

 The dataset includes 655 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048867-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4x5nhd
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthyllis podocephala Boiss."
 ]
}

 The dataset includes 159 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019964-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcb1gc
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ardisia humilis Vahl"
 ]
}

 The dataset includes 229 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010956-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bcumbq
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is ONCFS Réseau Ours brun - Ours 2001 présence Régulière Mailles 10km LAEA Réseau Ours brun ONCFS"
 ]
}

 The dataset includes 22 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013226-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lqnzqj
title: Occurrence Download

description: A dataset containing 1242 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratotherium simum (Burchell, 1817)"
 ]
}

 The dataset includes 1242 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020006-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxrxet
title: Occurrence Download

description: A dataset containing 380 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 {
 "or" : [
 "Month is March",
 "Month is June",
 "Month is September",
 "Month is December"
 ]
 },
 "Year 1920-2020",
 "TaxonKey is Clupea harengus Linnaeus, 1758"
 ]
}

 The dataset includes 380 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013861-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eg84tr
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guyana",
 "TaxonKey is Mosannona discolor (R.E.Fr.) Chatrou"
 ]
}

 The dataset includes 29 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013219-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pexihi
title: Occurrence Download

description: A dataset containing 891 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Rhipidura atra Salvadori, 1876",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 891 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020015-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rytzh
title: Occurrence Download

description: A dataset containing 4502 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galeus melastomus Rafinesque, 1810"
 ]
}

 The dataset includes 4502 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029537-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jovpfy
title: Occurrence Download

description: A dataset containing 184 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lucanus barbarossa Fabricius, 1801"
 ]
}

 The dataset includes 184 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009490-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ucebly
title: Occurrence Download

description: A dataset containing 767 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "HasCoordinate is true",
 "TaxonKey is Senecio inaequidens DC.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 767 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050309-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n3y8gp
title: Occurrence Download

description: A dataset containing 10596 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1920-2020",
 "HasCoordinate is true",
 "TaxonKey is Solanum tuberosum L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10596 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040127-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ee2b6n
title: Occurrence Download

description: A dataset containing 804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Chamaetylas poliocephala (Bonaparte, 1850)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 804 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019983-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yg38z9
title: Occurrence Download

description: A dataset containing 18794129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 49.085278",
 "DecimalLatitude is less than or equal to 54.085278",
 "DecimalLongitude is greater than or equal to -5.0",
 "DecimalLongitude is less than or equal to 0.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 18794129 records from 535 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049347-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrm8vt
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((150.286 -9.863955000000001, 150.214689 -9.869512, 150.145126 -9.886049, 150.079018 -9.91316, 150.017989 -9.950179, 149.963536 -9.996198, 149.917 -10.050087, 149.879528 -10.110523, 149.852044 -10.176021, 149.835232 -10.244972, 149.829512 -10.315678, 149.835031 -10.386399, 149.851662 -10.455394, 149.879001 -10.520962, 149.916381 -10.581487, 149.962885 -10.635474, 150.017369 -10.68159, 150.078491 -10.718697, 150.144743 -10.745878, 150.214487 -10.76246, 150.286 -10.768033, 150.357513 -10.76246, 150.427257 -10.745878, 150.493509 -10.718697, 150.554631 -10.68159, 150.609115 -10.635474, 150.655619 -10.581487, 150.692999 -10.520962, 150.720338 -10.455394, 150.736969 -10.386399, 150.742488 -10.315678, 150.736768 -10.244972, 150.719956 -10.176021, 150.692472 -10.110523, 150.655 -10.050087, 150.608464 -9.996198, 150.554011 -9.950179, 150.492982 -9.91316, 150.426874 -9.886049, 150.357311 -9.869512, 150.286 -9.863955000000001))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049385-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10815144
title: The Commercial Potential of Science

description:  





[coming soon: commercial and scientific potential predictions for over 30 million articles, published worldwide]

 

This dataset introduces a novel index designed to predict the commercial potential of scientific articles. The index captures the probability that an article will be used by firms for the development of marketable products or processes. In addition to commercial potential, the dataset also introduces an index to predict scientific potential—the likelihood that an article will be relevant for the advance of science, regardless its commercial application. 

The indices are crucial for researchers focused on understanding 1) the production of science with commercial potential and 2) the pathway from academic research to market innovations and the factors that influence the commercial viability of scientific discoveries.

 

Citation Information: If you use this dataset, please cite the article: “Masclans-Armengol, R., Hasan, S., & Cohen, W. M. (2024). Measuring the Commercial Potential of Science. NBER working paper”

 

Components of the Dataset: The dataset encompasses indices for over 5.2 million articles that meet the following criteria:



Publication year: 2000 to 2020

Published under 126 U.S. universities

Articles in the applied and natural sciences and engineering fields


Data is delivered via a single csv file. Each row contains information for a scientific article, with the following variables:



‘doi’: Digital Object Identifier—unique article identifier that can be used to match to other data sources, such as OpenAlex, Dimensions, or Web of Science.

‘compot’: commercial potential index.

‘scipot‘: scientific potential index.


To develop the commercial potential index, we employed SciBert (Beltagy et al., 2019), a Large Language Model for scientific understanding. We fine tune SciBert with deep neural networks to classify scientific articles based on their potential for commercial application. We trained 20 predictive models, one per year, using the text of an academic article’s abstract to generate ex-ante, out-of-sample, and out-of-training-time-period predictions of any given scientific article’s commercial potential.

Following the same methodology, we compute the scientific potential index.

 

Licensing and Contact Information: The dataset and its components are distributed under a Creative Commons Attribution Non-Commercial license.

 

Acknowledgments: We thank The Technology Opportunity Lab at Duke University and the Kauffman Foundation for funding the creation of this dataset.
DOI: 10.17026/ar/osufgo
title: PAN-00170830 - terra sigillata plate type Drag. 18/31

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00170830&lt;/p&gt;
description: Modified: 2025-06-16T09:53:38+02:00
DOI: 10.5517/ccdc.csd.cc2ly1l6
title: CCDC 2411198: Experimental Crystal Structure Determination

description: Related Article: Zichao Rong, Zihao Chen, Felix Luong, Saumil Chheda, H. T. Nhan Luong, Zhiling Zheng, Kevin Greco, Abdullah A. Alghamdi, K. Huyen Bui, Théo Jaffrelot Inizan, Tung Nguyen-Dang, H. Hieu Pham, Dung D. Le, Joachim Sauer, Viet Bac T. Phung, Jennifer T. Chayes, Christian Borgs, Mario Boley, Laurent El Ghaoui, Omar M. Yaghi|2025|Nat. Synth.|16||doi:10.1038/s44160-025-00939-9
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/ccdc.csd.cc2n7c3d
title: CCDC 2449933: Experimental Crystal Structure Determination

description: Related Article: Bharti Singh, Tao He, Michael J. Zaworotko|2025|CrystEngComm|27|7865|doi:10.1039/d5ce00918a
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/ccdc.csd.cc2n7c4f
title: CCDC 2449934: Experimental Crystal Structure Determination

description: Related Article: Bharti Singh, Tao He, Michael J. Zaworotko|2025|CrystEngComm|27|7865|doi:10.1039/d5ce00918a
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/ccdc.csd.cc2kpdnb
title: CCDC 2374062: Experimental Crystal Structure Determination

description: Related Article: Zhen-Yu Yang, Jia-Lu Guan, Jin-Sheng Zhang, Ju-Wen Zhang, Yan Zhao, Bin-Qiu Liu|2026|Polyhedron|284||doi:10.1016/j.poly.2025.117898
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/ccdc.csd.cc2n7c5g
title: CCDC 2449935: Experimental Crystal Structure Determination

description: Related Article: Bharti Singh, Tao He, Michael J. Zaworotko|2025|CrystEngComm|27|7865|doi:10.1039/d5ce00918a
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/ccdc.csd.cc2kpdth
title: CCDC 2374067: Experimental Crystal Structure Determination

description: Related Article: Zhen-Yu Yang, Jia-Lu Guan, Jin-Sheng Zhang, Ju-Wen Zhang, Yan Zhao, Bin-Qiu Liu|2026|Polyhedron|284||doi:10.1016/j.poly.2025.117898
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.