cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ud9j6x
title: Occurrence Download

description: A dataset containing 5229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Desmognathus orestes Tilley & Mahoney, 1996)"
 ]
}

 The dataset includes 5229 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016153-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6tvv3r
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acinonyx jubatus (Schreber, 1775)",
 "Year 1980-1994"
 ]
}

 The dataset includes 67 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016154-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xs2deu
title: Occurrence Download

description: A dataset containing 3656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acinonyx jubatus (Schreber, 1775)",
 "Year 2010-2024"
 ]
}

 The dataset includes 3656 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016156-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rcwxen
title: Occurrence Download

description: A dataset containing 3432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acinonyx jubatus (Schreber, 1775)",
 "Year 1995-2009"
 ]
}

 The dataset includes 3432 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016155-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7kgkw3
title: Occurrence Download

description: A dataset containing 869 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Desmognathus organi Crespi, Browne & Rissler, 2010)"
 ]
}

 The dataset includes 869 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016158-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.me6fxf
title: Occurrence Download

description: A dataset containing 232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Desmognathus planiceps Newman, 1955)"
 ]
}

 The dataset includes 232 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016159-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jan4uh
title: Occurrence Download

description: A dataset containing 1192 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Canada",
 "Country is Canada"
 ]
 },
 "TaxonKey is one of (Salvinia Ség., Salvinia P.Micheli ex Adans., 1763, Salvinia Guett., 1762, Salvinia Alonso, Ibanez & Ponte-Lira, 2003, Salvinia ×delasotae C.V.Miranda & Schwartsb., Salvinia ×molesta D.S.Mitch., Salvinia attenuata (Lesquereux, 1875), Salvinia auriculata Aubl., Salvinia auriculata var. auriculata, Salvinia auriculata var. major C.V.Miranda & Schwartsb., Salvinia auriculata var. sprucei Baker ex Kuhn, Salvinia biloba Raddi, Salvinia coahuilensis Weber, 1973, Salvinia cucullata Roxb., Salvinia cucullata Roxb. ex Bory, Salvinia cucullata Roxb. ex Wall., 1829, Salvinia cyclophylla (Lesquereux, 1873), Salvinia elliptica Newberry, 1894, Salvinia formosa Heer, 1859, Salvinia graui Herbst et al., 1987, Salvinia hainanensis Wang et al., 2014, Salvinia hastata Desv., Salvinia intertrappea Mahabale, 1950, Salvinia martynii Kopp, Salvinia michelii Loefl., Salvinia minima Baker, Salvinia natans (L.) All., Salvinia nuriana de la Sota & Cassa, Salvinia nymphellula Desv., Salvinia oblongifolia Mart., Salvinia preauriculata Berry, 1925, Salvinia sprucei Kuhn, Salviniaceae, Salviniales)"
 ]
}

 The dataset includes 1192 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016160-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wt7aht
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Desmognathus perlapsus Neill, 1950)"
 ]
}

 The dataset includes 141 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016163-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28738244.v7
title: Logic innovation

description: Logic innovation 9-pdf
DOI: 10.15468/dl.cwf6xt
title: Occurrence Download

description: A dataset containing 3848 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Desmognathus quadramaculatus (Holbrook, 1840))"
 ]
}

 The dataset includes 3848 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016166-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3wd25
title: Occurrence Download

description: A dataset containing 78632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ehrharta diplax F.Muell., Digitaria caledonica Henrard, Urochloa dictyoneura (Fig. & De Not.) Veldkamp, Paspalum orbiculare G.Forst., Echinochloa stagnina (Retz.) P.Beauv., Stenotaphrum micranthum (Desv.) C.E.Hubb., Imperata conferta (J.Presl) Ohwi, Cymbopogon coloratus (Hook.f.) Stapf, Tripsacum laxum Nash, Cyrtosperma merkusii (Hassk.) Schott, Xanthosoma undipes (K.Koch & C.D.Bouché) K.Koch, Didymodoxa caffra (Thunb.) Friis & Wilmot-Dear, Pouzolzia rubricaulis (Blume) Wedd., Persicaria dichotoma (Blume) Masam., Hibiscus diversifolius Jacq., Flacourtia rukam Zoll. & Moritzi, Acacia polystachya A.Cunn. ex Benth., Pleurolobus gangeticus (L.) J.St.-Hil. ex H.Ohashi & K.Ohashi, Grona adscendens (Sw.) H.Ohashi & K.Ohashi, Christia vespertilionis (L.f.) Bakh.f., Vigna umbellata (Thunb.) Ohwi & H.Ohashi, Vigna reflexopilosa Hayata, Cajanus scarabaeoides (L.) Thouars, Lagerstroemia speciosa (L.) Pers., Canarium indicum L., Canarium vulgare Leenh., Aegle marmelos (L.) Corrêa, Limonia acidissima L., Plumeria rubra L., Allamanda schottii Pohl, Stephanotis floribunda Brongn., Neolamarckia cadamba (Roxb.) Bosser, Ixora finlaysoniana Wall. ex G.Don, Solanum repandum G.Forst., Camonea pilosa (Houtt.) A.R.Simões & Staples, Angelonia biflora Benth., Lindernia rotundifolia (L.) Alston, Tetramerium aureum Rose, Trichodesma zeylanicum (Burm.fil.) R.Br., Lantana ×mista L., Orthosiphon aristatus (Blume) Miq., Pogostemon cablin (Blanco) Benth., Leucas cephalotes (Roth) Spreng., Lobelia zeylanica L., Xanthium chinense Mill., Chrysanthemum ×morifolium Ramat. ex Hemsl., Cynorkis fastigiata Thouars, Grammatophyllum speciosum Blume, Litsea glutinosa (Lour.) C.B.Rob., Agave angustifolia Haw.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 78632 records from 834 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016157-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9thdyy
title: Occurrence Download

description: A dataset containing 1946 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Canada",
 "Country is Canada"
 ]
 },
 "TaxonKey is one of (Cyprinus carpio Linnaeus, 1758)"
 ]
}

 The dataset includes 1946 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016167-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15192340
title: Appendix A1: GCC AI Activities Codebook (2018–2025)

description: This codebook provides a structured, empirical overview of 46 publicly announced AI-related activities across six Gulf Cooperation Council (GCC) countries: Kingdom of Saudi Arabia (KSA), the United Arab Emirates (UAE), Qatar, Kuwait, Bahrain, and Oman, covering the years 2018 to 2025. It systematically captures national strategies, institutional developments, major projects, and the public–private collaborations driving AI adoption in the region. Each entry details the year of the announcement, the involved organizations, the key objectives, and the primary outcomes, highlighting the ways AI is shaping workforce development, research agendas, and governance frameworks in each country.

By presenting information in a consistent, chronological format, the codebook highlights region-wide trends such as the rise of specialized AI governing bodies including the Saudi Data & AI Authority and the UAE’s Ministry of State for Artificial Intelligence, the development of large language models tailored to Arabic such as KSA’s “Noor” and the UAE’s “Jais”, and the rapid expansion of AI-focused education and upskilling programs. It also underscores the importance of ethical and regulatory considerations, with several countries introducing formal AI governance frameworks and guidelines.

Researchers, policymakers, and industry stakeholders will find value in this compendium for comparative analysis and strategic planning. While it does not aim to capture every AI initiative across the GCC, it distills the most influential, publicly disclosed efforts that are shaping the region’s AI landscape. Comprehensive references support each entry, making the codebook a reliable, data-driven resource for understanding how AI is transforming key sectors such as finance, healthcare, oil and gas, and urban development throughout the Gulf region.
DOI: 10.5281/zenodo.15192341
title: Appendix A1: GCC AI Activities Codebook (2018–2025)

description: This codebook provides a structured, empirical overview of 46 publicly announced AI-related activities across six Gulf Cooperation Council (GCC) countries: Kingdom of Saudi Arabia (KSA), the United Arab Emirates (UAE), Qatar, Kuwait, Bahrain, and Oman, covering the years 2018 to 2025. It systematically captures national strategies, institutional developments, major projects, and the public–private collaborations driving AI adoption in the region. Each entry details the year of the announcement, the involved organizations, the key objectives, and the primary outcomes, highlighting the ways AI is shaping workforce development, research agendas, and governance frameworks in each country.

By presenting information in a consistent, chronological format, the codebook highlights region-wide trends such as the rise of specialized AI governing bodies including the Saudi Data & AI Authority and the UAE’s Ministry of State for Artificial Intelligence, the development of large language models tailored to Arabic such as KSA’s “Noor” and the UAE’s “Jais”, and the rapid expansion of AI-focused education and upskilling programs. It also underscores the importance of ethical and regulatory considerations, with several countries introducing formal AI governance frameworks and guidelines.

Researchers, policymakers, and industry stakeholders will find value in this compendium for comparative analysis and strategic planning. While it does not aim to capture every AI initiative across the GCC, it distills the most influential, publicly disclosed efforts that are shaping the region’s AI landscape. Comprehensive references support each entry, making the codebook a reliable, data-driven resource for understanding how AI is transforming key sectors such as finance, healthcare, oil and gas, and urban development throughout the Gulf region.
DOI: 10.5281/zenodo.15192345
title: Brazilian Northeast Water and Sanitation Crisis Dataset (BNWSC)

description: This dataset provides multidisciplinary data on water access, sanitation, public health, and socioeconomic disparities in Brazil's Northeast region. It integrates official sources (2014–2022) and includes projections up to 2030, supporting research in public policy, collective health, and sustainability.
DOI: 10.5281/zenodo.15192346
title: Brazilian Northeast Water and Sanitation Crisis Dataset (BNWSC)

description: This dataset provides multidisciplinary data on water access, sanitation, public health, and socioeconomic disparities in Brazil's Northeast region. It integrates official sources (2014–2022) and includes projections up to 2030, supporting research in public policy, collective health, and sustainability.
DOI: 10.15468/dl.xtaqa4
title: Occurrence Download

description: A dataset containing 959 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Desmognathus santeetlah Tilley, 1981)"
 ]
}

 The dataset includes 959 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016169-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2s6mr7
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucosma sableana Wright & Gilligan, 2015"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016173-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pp5nt5
title: Occurrence Download

description: A dataset containing 39744 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alectra sessiliflora (Vahl) Kuntze, Aristida setacea Retz., Ayapana triplinervis (Vahl) R.M.King & H.Rob., Barleria prionitis L., Biancaea sappan (L.) Tod., Euphorbia heyneana Spreng., Impatiens flaccida Arn., Ischaemum aristatum L., Cyperus sesquiflorus (Torr.) Mattf. & Kük., Ligustrum robustum (Roxb.) Blume, Lobelia cliffortiana L., Setaria flavida (Retz.) Veldkamp, Paspalum nutans Lam., Pogonatherum paniceum (Lam.) Hack., Ravenala madagascariensis Sonn., Rhynchosia viscosa DC., Sida ulmifolia Mill., Solanum violaceum Ortega, Abutilon pannosum (G.Forst.) Schltdl., Asparagus racemosus Willd., Canavalia gladiata (Jacq.) DC., Ipomoea rubens Choisy, Cyperus thomensis (C.B.Clarke) Marais, Rubus fraxinifolius Poir., Terminalia arjuna (Roxb.) Wight & Arn., Trichodesma indicum (L.) R.Br., Wikstroemia indica (L.) C.A.Mey., Sapindus trifoliatus L., Triumfetta rotundifolia Lam., Senegalia rugata (Lam.) Britton & Rose, Acmella caulirhiza Delile, Adenostemma mauritianum DC., Aeschynomene brevifolia Poir., Aeschynomene uniflora E.Mey., Alysicarpus bupleurifolius (L.) DC., Begonia humilis Aiton, Begonia minor Jacq., Begonia ulmifolia Willd., Boehmeria virgata (G.Forst.) Guill., Boehmeria penduliflora Wedd. ex D.G.Long, Breynia retusa (Dennst.) Alston, Bulbostylis festucoides (Poir.) C.B.Clarke, Callicarpa candicans (Burm.f.) Hochr., Callicarpa macrophylla Vahl, Calophyllum soulattri Burm.fil., Centrosema plumieri (Turpin ex Pers.) Benth., Chamaecrista telfairiana (Hook.f.) Lock, Rotheca serrata (L.) Steane & Mabb., Crassocephalum rubens (Juss. ex Jacq.) S.Moore, Crotalaria grahamiana Wight & Arn.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 39744 records from 673 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016172-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccsbymn
title: CCDC 725512: Experimental Crystal Structure Determination

description: Related Article: B.Gawel, W.Lasocha|2007|Z.Krist.Cryst.Mater.|222|611|doi:10.1524/zksu.2007.2007.suppl_26.611
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/ccsdxln
title: CCDC 727402: Experimental Crystal Structure Determination

description: Related Article: M.A.Bennett, S.K.Bhargava, A.M.Bond, V.Bansal, C.M.Forsyth, Si-Xuan Guo, S.H.Priver|2009|Inorg.Chem.|48|2593|doi:10.1021/ic802213v
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/ccsdxnq
title: CCDC 727404: Experimental Crystal Structure Determination

description: Related Article: A.T.Ekubo, M.R.J.Elsegood, A.J.Lake, M.B.Smith|2009|Inorg.Chem.|48|2633|doi:10.1021/ic801709z
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: 10.5286/isis.e.rb2410503-1
title: Investigating fluid flow in dentine to inform the development of dental treatments for hypersensitivity: A neutron radiography study
DOI: 10.5517/ccsdxpr
title: CCDC 727405: Experimental Crystal Structure Determination

description: Related Article: A.T.Ekubo, M.R.J.Elsegood, A.J.Lake, M.B.Smith|2009|Inorg.Chem.|48|2633|doi:10.1021/ic801709z
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/ccsdxqs
title: CCDC 727406: Experimental Crystal Structure Determination

description: Related Article: A.T.Ekubo, M.R.J.Elsegood, A.J.Lake, M.B.Smith|2009|Inorg.Chem.|48|2633|doi:10.1021/ic801709z
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/ccsdxrt
title: CCDC 727407: Experimental Crystal Structure Determination

description: Related Article: A.T.Ekubo, M.R.J.Elsegood, A.J.Lake, M.B.Smith|2009|Inorg.Chem.|48|2633|doi:10.1021/ic801709z
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/ccsdxsv
title: CCDC 727408: Experimental Crystal Structure Determination

description: Related Article: A.T.Ekubo, M.R.J.Elsegood, A.J.Lake, M.B.Smith|2009|Inorg.Chem.|48|2633|doi:10.1021/ic801709z
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/ccrpwr1
title: CCDC 706234: Experimental Crystal Structure Determination

description: Related Article: C.Meermann, K.W.Tornroos, R.Anwander|2009|Inorg.Chem.|48|2561|doi:10.1021/ic802082b
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/ccrpws2
title: CCDC 706235: Experimental Crystal Structure Determination

description: Related Article: C.Meermann, K.W.Tornroos, R.Anwander|2009|Inorg.Chem.|48|2561|doi:10.1021/ic802082b
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: 10.15468/qdbe9v
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "epelayo"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "epelayo"
DOI: 10.5281/zenodo.17395889
title: SV_deduplicate_90_131025
DOI: 10.5286/isis.e.rb2410503
title: Investigating fluid flow in dentine to inform the development of dental treatments for hypersensitivity: A neutron radiography study
DOI: 10.5517/ccrpwt3
title: CCDC 706236: Experimental Crystal Structure Determination

description: Related Article: C.Meermann, K.W.Tornroos, R.Anwander|2009|Inorg.Chem.|48|2561|doi:10.1021/ic802082b
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/ccrpwv4
title: CCDC 706237: Experimental Crystal Structure Determination

description: Related Article: C.Meermann, K.W.Tornroos, R.Anwander|2009|Inorg.Chem.|48|2561|doi:10.1021/ic802082b
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.