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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypoponera punctatissima",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003165-250914085247600/datasets/export for details.
DOI: 10.57934/0b01e41080812301
title: Bedrijven uit de Polisadministratie met hun economische activiteit en grootteklasse
DOI: 10.57934/0b01e41080812309
title: Eerste einddiploma in het hoger onderwijs
DOI: 10.57934/0b01e4108081b831
title: Banen en lonen op basis van de Polisadministratie
DOI: 10.57934/0b01e4108081c4c6
title: Ziekenhuisopnamen Landelijke Basisregistratie Ziekenhuiszorg
DOI: 10.15468/dl.26efc6
title: Occurrence Download

description: A dataset listing the 288 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.79631 46.57478,-1.80155 46.57015,-1.80155 46.56119,-1.78886 46.54538,-1.77859 46.54287,-1.77104 46.54558,-1.76429 46.54971,-1.76137 46.55394,-1.76127 46.55938,-1.76067 46.56824,-1.76883 46.57992,-1.77557 46.58173,-1.78141 46.58022,-1.79631 46.57478))",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "Year 2015-2025"
 ]
}

 The dataset's 288 records were derived from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003157-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.puqj77
title: Occurrence Download

description: A dataset containing 4726 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Calidris pusilla)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 4726 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003167-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57934/0b01e4108081dbdc
title: Personen in de Enquête Beroepsbevolking met gegevens over de combinatie van arbeid, zorg en kinderopvang
DOI: 10.15468/dl.kwesnw
title: Occurrence Download

description: A dataset containing 6423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((114 29,120 29,120 35,114 35,114 29))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (EX, EW, CR, NT, LC, DD, NE, VU, EN)",
 "OccurrenceStatus is Present",
 "Year 2025-2025"
 ]
}

 The dataset includes 6423 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003166-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1105615
title: Digital Archive from an Archaeological Evaluation North-East of Bury St Edmunds, Great Barton, Suffolk, 2014 and 2015

description: This collection comprises reports, images, a site plan, spreadsheets and site records from an archaeological evaluation of Land North-East of Bury St Edmunds, Great Barton, Suffolk undertaken by Archaeology South-East in two stages; 24 November to 15 December 2014 and 16 to 27 March 2015. Archaeological features and deposits were recorded in thirty-seven of the evaluation trenches; these were concentrated on the higher ground in the northern part of the site and were principally of Iron Age and Roman date. Some post-medieval features (field ditches, a possible track and at least one quarry) were recorded also.
DOI: 10.15468/dl.kec6ub
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Calidris pusilla)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003168-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57934/0b01e4108081e3ce
title: Eerste einddiploma in het hoger onderwijs
DOI: 10.57934/0b01e41080822162
title: Werkgeversenquête met informatie over werkgevers in de zorg- en welzijnssector
DOI: 10.15468/dl.sa59vj
title: Occurrence Download

description: A dataset containing 145320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sciurus vulgaris",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Material sample)"
 ]
 }
 },
 "Country is United Kingdom of Great Britain and Northern Ireland",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than or equal to 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 145320 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003124-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17119837
title: Exploratory Study: Leveraging AI to Enhance Expert Survey Workflows in Data Governance Assessments

description: In the Global Data Barometer project, we sought to use existing Large Language Models (LLMs) and Deep Research Agents to automate the process of answering expert questionnaire questions and collecting evidence. This report presents the results from three sets of experiments.

Experiment 1: Automated Questionnaire Answering

This experiment tested the Data Protection Indicator. We built a custom workflow using Dify to process pre-prepared DPL (Data Protection Law) framework documents for various countries. We then used an LLM (specifically, Gemini 2.5 Flash) to answer questions for each indicator based on the content of those documents. The resulting data includes each answer generated by the model, which we then compared with the answers provided by human researchers in the second edition of the GDB.

Experiment 2: Automated Evidence Search

This experiment focused on the Data Protection and Data Sharing indicators. We used Deep Research Agents from Gemini, ChatGPT, and Perplexity to search for relevant framework evidence. Our data records the evidence found by each agent, as well as the results of our manual verification of the accessibility of each evidence link.

Experiment 3: Automated End-to-End Questionnaire Answering

This experiment involved automatically searching for evidence and answering all questions. We tested two GOVERNANCE indicators—Data Protection and Data Sharing—which are based on textual evidence, as well as two Availability Indicators—Public Procurement and Land Tenure. The evidence for the Availability Indicators is more heterogeneous, requiring the inspection of specific data, website functions, and other non-textual sources. Our data records the answers provided by each agent and compares them with the original answers from the human researchers in GDB 2.0.
DOI: 10.15468/dl.u9xfnj
title: Occurrence Download

description: A dataset containing 19053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((114 29,120 29,120 35,114 35,114 29))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (EX, EW, CR, NT, LC, DD, NE, VU, EN)",
 "OccurrenceStatus is Present",
 "Year 2020-2020"
 ]
}

 The dataset includes 19053 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003169-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17120023
title: Exploratory Study: Leveraging AI to Enhance Expert Survey Workflows in Data Governance Assessments

description: In the Global Data Barometer project, we sought to use existing Large Language Models (LLMs) and Deep Research Agents to automate the process of answering expert questionnaire questions and collecting evidence. This report presents the results from three sets of experiments.

Experiment 1: Automated Questionnaire Answering

This experiment tested the Data Protection Indicator. We built a custom workflow using Dify to process pre-prepared DPL (Data Protection Law) framework documents for various countries. We then used an LLM (specifically, Gemini 2.5 Flash) to answer questions for each indicator based on the content of those documents. The resulting data includes each answer generated by the model, which we then compared with the answers provided by human researchers in the second edition of the GDB.

Experiment 2: Automated Evidence Search

This experiment focused on the Data Protection and Data Sharing indicators. We used Deep Research Agents from Gemini, ChatGPT, and Perplexity to search for relevant framework evidence. Our data records the evidence found by each agent, as well as the results of our manual verification of the accessibility of each evidence link.

Experiment 3: Automated End-to-End Questionnaire Answering

This experiment involved automatically searching for evidence and answering all questions. We tested two GOVERNANCE indicators—Data Protection and Data Sharing—which are based on textual evidence, as well as two Availability Indicators—Public Procurement and Land Tenure. The evidence for the Availability Indicators is more heterogeneous, requiring the inspection of specific data, website functions, and other non-textual sources. Our data records the answers provided by each agent and compares them with the original answers from the human researchers in GDB 2.0.
DOI: 10.15468/dl.mkd5z6
title: Occurrence Download

description: A dataset containing 5389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis invicta",
 "HasCoordinate is true",
 "Year is greater than or equal to 2006",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 5389 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003170-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4kaxv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypoponera punctatissima",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003171-250914085247600/datasets/export for details.
DOI: 10.5281/zenodo.17119655
title: Exploratory Study: Leveraging AI to Enhance Expert Survey Workflows in Data Governance Assessments

description: In the Global Data Barometer project, we sought to use existing Large Language Models (LLMs) and Deep Research Agents to automate the process of answering expert questionnaire questions and collecting evidence. This report presents the results from three sets of experiments.

Experiment 1: Automated Questionnaire Answering

This experiment tested the Data Protection Indicator. We built a custom workflow using Dify to process pre-prepared DPL (Data Protection Law) framework documents for various countries. We then used an LLM (specifically, Gemini 2.5 Flash) to answer questions for each indicator based on the content of those documents. The resulting data includes each answer generated by the model, which we then compared with the answers provided by human researchers in the second edition of the GDB.

Experiment 2: Automated Evidence Search

This experiment focused on the Data Protection and Data Sharing indicators. We used Deep Research Agents from Gemini, ChatGPT, and Perplexity to search for relevant framework evidence. Our data records the evidence found by each agent, as well as the results of our manual verification of the accessibility of each evidence link.

Experiment 3: Automated End-to-End Questionnaire Answering

This experiment involved automatically searching for evidence and answering all questions. We tested two GOVERNANCE indicators—Data Protection and Data Sharing—which are based on textual evidence, as well as two Availability Indicators—Public Procurement and Land Tenure. The evidence for the Availability Indicators is more heterogeneous, requiring the inspection of specific data, website functions, and other non-textual sources. Our data records the answers provided by each agent and compares them with the original answers from the human researchers in GDB 2.0.
DOI: 10.5281/zenodo.17119654
title: Exploratory Study: Leveraging AI to Enhance Expert Survey Workflows in Data Governance Assessments

description: In the Global Data Barometer project, we sought to use existing Large Language Models (LLMs) and Deep Research Agents to automate the process of answering expert questionnaire questions and collecting evidence. This report presents the results from three sets of experiments.

Experiment 1: Automated Questionnaire Answering

This experiment tested the Data Protection Indicator. We built a custom workflow using Dify to process pre-prepared DPL (Data Protection Law) framework documents for various countries. We then used an LLM (specifically, Gemini 2.5 Flash) to answer questions for each indicator based on the content of those documents. The resulting data includes each answer generated by the model, which we then compared with the answers provided by human researchers in the second edition of the GDB.

Experiment 2: Automated Evidence Search

This experiment focused on the Data Protection and Data Sharing indicators. We used Deep Research Agents from Gemini, ChatGPT, and Perplexity to search for relevant framework evidence. Our data records the evidence found by each agent, as well as the results of our manual verification of the accessibility of each evidence link.

Experiment 3: Automated End-to-End Questionnaire Answering

This experiment involved automatically searching for evidence and answering all questions. We tested two GOVERNANCE indicators—Data Protection and Data Sharing—which are based on textual evidence, as well as two Availability Indicators—Public Procurement and Land Tenure. The evidence for the Availability Indicators is more heterogeneous, requiring the inspection of specific data, website functions, and other non-textual sources. Our data records the answers provided by each agent and compares them with the original answers from the human researchers in GDB 2.0.
DOI: 10.5281/zenodo.17079381
title: Social Identity Online

description: This record contains the raw data, the computer code, and the processed, intermediate datasets for the article "Social Identity Online" by Mikhail Lipatov, Lucia Illari, Richard Sear, Akshay Verma, Neil F. Johnson and Sergey Gavrilets. The file Readme.md in Lipatov_etal_2025_code.zip contains instructions on how to produce the article's figures using the computer code and starting with the raw data.
DOI: 10.15468/dl.apdvmv
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypoponera punctatissima",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003172-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ptwyk
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypoponera punctatissima",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 34 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003173-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57934/0b01e41080824716
title: Werknemersenquête met informatie over werknemers in de zorg- en welzijnssector
DOI: 10.15468/dl.jdbg99
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Sayornis phoebe)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003174-250914085247600/datasets/export for details.
DOI: 10.57934/0b01e41080824fee
title: Patientgebonden huisartsdeclaraties
DOI: 10.5281/zenodo.17120036
title: Monitoring Data of a Generalized Model of River Downcutting

description: The files contain the monitoring data used in the numerical simulation of river downcutting driven landslides . If you have questions, please contact: zhanghan24@mails.jlu.edu.cn.
DOI: 10.5281/zenodo.17120037
title: Monitoring Data of a Generalized Model of River Downcutting

description: The files contain the monitoring data used in the numerical simulation of river downcutting driven landslides . If you have questions, please contact: zhanghan24@mails.jlu.edu.cn.
DOI: 10.57934/0b01e41080825130
title: Kinderopvangtoeslag kinderen naar soort kinderopvang
DOI: 10.5281/zenodo.17105900
title: Dataset for Experimental System Design for Optical Wireless Localization Using RSS Measurements
DOI: 10.57934/0b01e4108082518b
title: Kinderopvangtoeslag en kosten per ontvanger
DOI: 10.57934/0b01e41080827592
title: Historische Steekproef Nederland: religie
DOI: 10.57934/0b01e4108082759a
title: Historische Steekproef Nederland: kinderen en familierelaties
DOI: 10.34810/data720
title: ERC Artsoundscapes project – Acoustic measurements at the Game Pass I & II rock art sites

description: Data collected in the framework of the ERC project Artsoundscapes, the sound of special places: exploring rock art soundscapes and the sacred (https://cordis.europa.eu/project/id/787842). The project focuses on the relationship between archaeoacoustics and rock art. The dataset includes audio files in different formats that are the impulse responses and ambient sounds gathered at the Game Pass I & Game Pass II archaeological sites (Kamberg, South Africa). The excel files include the acoustic data derived from those impulse responses. Fieldwork was conducted in April 2022, by Margarita Díaz-Andreu, Neemias Santos da Rosa, Diego Moreno Iglesias, Ghilraen Laue, and Chih-Jen Hung, and had as guides Richard Duma and Raphael Mnikahti.
description: Raw recordings are also available on request. For any further information about this research, please contact Margarita Díaz-Andreu (m.diaz-andreu@ub.edu)
DOI: 10.57934/0b01e41080827ad2
title: Historische Steekproef Nederland: beroep
DOI: 10.57934/0b01e41080828b43
title: Verstrekkingen van geneesmiddelen op 4 posities ATC-code aan personen met datum verstrekking
DOI: 10.15468/dl.w62ahu
title: Occurrence Download

description: A dataset containing 14167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Sayornis phoebe)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 14167 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003175-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57934/0b01e4108082a4cd
title: Delictkenmerken van Haltjongeren van 12 tot 18 jaar
DOI: 10.15468/dl.7axvfu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypoponera punctatissima",
 "Country is Grenada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003177-250914085247600/datasets/export for details.
DOI: 10.5281/zenodo.17120478
title: Data for Research "Integrated Inventory Model and Energy Optimization in Imperfect Production Systems with Stochastic Demand"

description: Dataset for the manuscript “Integrated Inventory Model and Energy Optimization in Imperfect Production Systems with Stochastic Demand.”

It contains all input data used to generate the tables and figures in the paper.