cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8oliev
title: Occurrence Download

description: A dataset containing 1120 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Field Study Group of the Dutch Mammal Society (NL) - 2007 - Mammal Survey Estonia"
 ]
}

 The dataset includes 1120 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004687-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2cja3
title: Occurrence Download

description: A dataset containing 4139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyrrhura molinae (Massena & Souance, 1854)"
 ]
}

 The dataset includes 4139 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066052-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25ubm7
title: Occurrence Download

description: A dataset containing 120759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-20 20,60 20,60 72,-20 72,-20 20))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "Month is February",
 "Month is March",
 "Month is April",
 "Month is May",
 "Month is June",
 "Month is July",
 "Month is August",
 "Month is September",
 "Month is October",
 "Month is November"
 ]
 },
 "TaxonKey is Vanessa cardui (Linnaeus, 1758)",
 "Year is 2019"
 ]
}

 The dataset includes 120759 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084073-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfb687
title: Occurrence Download

description: A dataset containing 125257 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON(((5.598907470703125 43.481822852999905,5.511016845703125 43.509717009288075,5.400552749633789 43.51127322324609,5.412139892578125 43.54257572246922,5.4547119140625 43.563476493226595,5.480804443359375 43.61122246320032,5.483551025390625 43.6499881760459,5.503549575805664 43.66644361490711,5.598907470703125 43.66985832954972,5.69091796875 43.70362249839005,5.763702392578124 43.661911057260674,5.79254150390625 43.625141236940564,5.804901123046875 43.601278509333646,5.799407958984375 43.5734266934657,5.76507568359375 43.52565074189047,5.71563720703125 43.52166770320007,5.598907470703125 43.481822852999905)))"
 ]
}

 The dataset includes 125257 records from 387 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030319-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5mtcw
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paspalum dispar Chase"
 ]
}

 The dataset includes 37 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066056-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2f8ec4
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Burkina Faso",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aristida mutabilis Trin. & Rupr."
 ]
}

 The dataset includes 230 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082251-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jlpdu2
title: Occurrence Download

description: A dataset containing 1011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Year 1990-2020",
 "HasCoordinate is true",
 "TaxonKey is Lynx canadensis Kerr, 1792",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1011 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003235-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zklllq
title: Occurrence Download

description: A dataset containing 1305 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Henicorhina negreti P.G.W.Salaman, Coopmans, T.M.Donegan, M.Mulligan, A.Cortes, S.L.Hilty & L.A.Ortega, 2003",
 "TaxonKey is Penelope perspicax Bangs, 1911",
 "TaxonKey is Spizaetus ornatus (Daudin, 1800)",
 "TaxonKey is Bangsia aureocincta (Hellmayr, 1910)"
 ]
 },
 "Country is Colombia"
 ]
}

 The dataset includes 1305 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066062-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbm5j5
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Loxosceles apachea Gertsch & Ennik, 1983"
 ]
}

 The dataset includes 34 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028066-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3sgebf
title: Occurrence Download

description: A dataset containing 11331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Cyanocompsa parellina (Bonaparte, 1850)"
 ]
}

 The dataset includes 11331 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013482-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krdwip
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paspalum capillifolium Nash"
 ]
}

 The dataset includes 22 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066063-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8fjsf
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "TaxonKey is Saimiri sciureus (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 86 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018431-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfx6zq
title: Occurrence Download

description: A dataset containing 353 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is State Of The Art Report On Biodiversity In Indian Sundarbans: Fishes Checklist"
 ]
}

 The dataset includes 353 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055597-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kafkkb
title: Occurrence Download

description: A dataset containing 110030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Bird tracking - GPS tracking of Lesser Black-backed Gulls and Herring Gulls breeding at the southern North Sea coast",
 "OrganismId is L916310"
 ]
}

 The dataset includes 110030 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107381-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsz3wd
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2000-2019",
 "Geometry POLYGON((8.29851 46.47510,13.61040 46.47510,13.61040 48.60095,8.29851 48.60095,8.29851 46.47510))",
 "HasCoordinate is true",
 "TaxonKey is Bryodemella tuberculata (Fabricius, 1775)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 32 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038549-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ryxb9t
title: Occurrence Download

description: A dataset containing 944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Rhynchopsitta pachyrhyncha (Swainson, 1827)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 944 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028077-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3bkwwm
title: Occurrence Download

description: A dataset containing 2564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-109.02832 40.34654,-108.91846 36.50964,-100.78857 36.47431,-100.78857 40.3298,-109.02832 40.4135,-109.02832 40.34654))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Danaus plexippus (Linnaeus, 1758)"
 ]
}

 The dataset includes 2564 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066072-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d0p7wv
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Sedum spathulifolium subsp. spathulifolium",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 89 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003243-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2yyzw
title: Occurrence Download

description: A dataset containing 67695 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Honduras",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 67695 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084081-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/60ptxq
title: Replication Data for: AI Adoption Survey (Responses)

description: The AI Adoption Survey was designed to empirically validate the constructs derived from the GCC National AI Strategies and the literature review. It targeted mid- to senior-level government employees across the six GCC member states who are directly involved in digital transformation, AI strategy, or IT/innovation functions.

Survey Design and Structure

The questionnaire included 12 core items (Q1–Q12).

Q1 captured demographic and categorical information (country, role, sector).

Q2–Q4 measured Technical Infrastructure (TI), focusing on the availability of ICT, data, and cloud resources to support AI.

Q5–Q7 measured Organizational Readiness (OR), including workforce readiness, leadership support, and institutional processes for AI integration.

Q8–Q9 measured Governance Environment (GE), assessing regulatory clarity, ethical oversight, and legal frameworks surrounding AI.

Q10–Q12 measured AI Outcomes (AIO), including perceived impact on service delivery, efficiency, and citizen satisfaction.
All items were measured using a 5-point Likert scale (1 = strongly disagree, 5 = strongly agree).

Sampling and Data Collection
The survey was distributed online between September 2024 and February 2025. Invitations were sent to approximately 400 eligible participants, with 203 valid responses recorded, representing all six GCC countries. Respondents were purposively sampled to ensure coverage of ministries, agencies, and professional associations engaged in AI deployment.

Response Characteristics
The final dataset provides a balanced representation across GCC states, with respondent distribution ranging from 15–17% per country. All respondents held positions in AI, IT, or digital transformation roles, ensuring relevance to the constructs under study. A non-response bias test (early vs. late respondents) indicated no statistically significant differences, supporting the validity of the sample.

Link to Model Development
Responses to Q2–Q9 were used to construct the latent variables Technical Infrastructure, Organizational Readines, and Governance Environment, while Q10–Q12 were modeled as AI Outcomes in the PLS-SEM. These survey data provided the empirical basis for validating the GCC-specific AI Adoption Index proposed in this study.
DOI: 10.15468/dl.z6a6m3
title: Occurrence Download

description: A dataset containing 2868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia pulcherrima",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2868 records from 237 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052526-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nsq43k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Astroblepus riberae)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052528-250827131500795/datasets/export for details.
DOI: 10.15468/dl.k8xf49
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cestrum nocturnum",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 97 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052531-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7p53h
title: Occurrence Download

description: A dataset containing 525 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cestrum nocturnum",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 525 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052529-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gaxqyn
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cestrum nocturnum",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 144 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052530-250827131500795/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.30102118
title: Data set of <b>Farmers’ knowledge on sap beetle in Bangladesh</b>

description: We did a research entitled '<b>Farmers’ knowledge, perception of invasive sap beetle (</b><b><i>Epuraea</i></b><b> sp.) infestation and its management practices in bottle gourd (</b><b><i>Lagenaria</i></b><b> </b><b><i>siceraria</i></b><b>)'. </b>These two uploaded data set contains all the information that were included in the result section of the research.<b>1.Dataset (categorical variables ) of Sap beetle perception: </b>Contain several column that represent each question of the survey, which are included in the result section.<b>2.Dataset (continuous variables ) of Sap beetle perception: </b>Contain two sheets which is understandable by seeing the column name
DOI: 10.6084/m9.figshare.30102118.v1
title: Data set of <b>Farmers’ knowledge on sap beetle in Bangladesh</b>

description: We did a research entitled '<b>Farmers’ knowledge, perception of invasive sap beetle (</b><b><i>Epuraea</i></b><b> sp.) infestation and its management practices in bottle gourd (</b><b><i>Lagenaria</i></b><b> </b><b><i>siceraria</i></b><b>)'. </b>These two uploaded data set contains all the information that were included in the result section of the research.<b>1.Dataset (categorical variables ) of Sap beetle perception: </b>Contain several column that represent each question of the survey, which are included in the result section.<b>2.Dataset (continuous variables ) of Sap beetle perception: </b>Contain two sheets which is understandable by seeing the column name
DOI: 10.5281/zenodo.17091770
title: 3D'omics data source - Micro-scale spatial metagenomics

description: Data files derived from the bioinformatic analysis of the raw data employed in the statistical analyses and visualisations of the manuscript "Micro-scale spatial metagenomics: revealing high-resolution spatial biogeography of gut microbiomes"
DOI: 10.5281/zenodo.17060219
title: A galaxy group/cluster catalog for COSMOS2020

description: This is a galaxy group/cluster catalog identified using a halo-based group finder applied to the COSMOS2020 galaxy catalog. Galaxies are selected with magnitude i < 25 and redshift z < 5. For more details, refer to Li et al. (2025).

We have used the catalog to investigate the evolution of the physical properties of the brightest galaxies in clusters and their protohalos from $z = 4$ to $z = 0$.
DOI: 10.5281/zenodo.17060220
title: A galaxy group/cluster catalog for COSMOS2020

description: This is a galaxy group/cluster catalog identified using a halo-based group finder applied to the COSMOS2020 galaxy catalog. Galaxies are selected with magnitude i < 25 and redshift z < 5. For more details, refer to Li et al. (2025).

We have used the catalog to investigate the evolution of the physical properties of the brightest galaxies in clusters and their protohalos from $z = 4$ to $z = 0$.
DOI: 10.15468/dl.g8sht5
title: Occurrence Download

description: A dataset containing 1481 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia schlechtendalii",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1481 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052535-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17091748
title: 3D'omics reference genome catalogue - Poultry salmonella experiment (micro-scale)
DOI: 10.5281/zenodo.17091749
title: 3D'omics reference genome catalogue - Poultry salmonella experiment (micro-scale)
DOI: 10.15468/dl.4desdu
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cestrum nocturnum",
 "Country is El Salvador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 114 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052541-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9grv7
title: Occurrence Download

description: A dataset containing 2796 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acer buergerianum"
 ]
}

 The dataset includes 2796 records from 207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052536-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttcfn3
title: Occurrence Download

description: A dataset containing 213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cestrum nocturnum",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 213 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052539-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnbr86
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cestrum nocturnum",
 "Country is Cook Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052540-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzkpst
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudobarbus capensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052542-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sk4z3e
title: Occurrence Download

description: A dataset containing 17963 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Singapore",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is May",
 "Year 2024-2025"
 ]
}

 The dataset includes 17963 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052544-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zpnbq
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cestrum nocturnum",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052548-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.