cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.v2d4vm
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "Geometry POLYGON ((133.5636 33.497, 133.5767 33.4979, 133.3919 33.4373, 133.9709 33.4373, 133.9591 33.44208, 133.9336 33.48769, 133.7278 33.53871, 133.5643 33.50109, 133.5751 33.54019, 133.567 33.57422, 133.5289 33.5709, 133.5649 33.55145, 133.5441 33.55657, 133.5094 33.55224, 133.4767 33.5793, 133.4841 33.55857, 133.4904 33.55355, 133.5084 33.5513, 133.5552 33.55328, 133.547 33.51718, 133.5636 33.497), (133.5639 33.55058, 133.5655 33.55011, 133.5646 33.54208, 133.5639 33.55058), (133.5584 33.52267, 133.5583 33.52166, 133.5575 33.52249, 133.5584 33.52267), (133.552 33.5205, 133.5536 33.52113, 133.5537 33.52061, 133.552 33.5205), (133.5507 33.52104, 133.5515 33.52042, 133.5511 33.52042, 133.5507 33.52104), (133.4411 33.44482, 133.4475 33.44806, 133.447 33.4469, 133.4411 33.44482))",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014293-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eak3ur
title: Occurrence Download

description: A dataset containing 345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Perisoreus internigrans"
 ]
}

 The dataset includes 345 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014292-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7nqry9
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyssopus officinalis",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 267 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014291-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.asf36x
title: Occurrence Download

description: A dataset containing 407 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyssopus officinalis",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 407 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014294-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xm7gbs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "Geometry POLYGON ((133.5636 33.497, 133.5767 33.4979, 133.3919 33.4373, 133.9709 33.4373, 133.9591 33.44208, 133.9336 33.48769, 133.7278 33.53871, 133.5643 33.50109, 133.5751 33.54019, 133.567 33.57422, 133.5289 33.5709, 133.5649 33.55145, 133.5441 33.55657, 133.5094 33.55224, 133.4767 33.5793, 133.4841 33.55857, 133.4904 33.55355, 133.5084 33.5513, 133.5552 33.55328, 133.547 33.51718, 133.5636 33.497), (133.5639 33.55058, 133.5655 33.55011, 133.5646 33.54208, 133.5639 33.55058), (133.5584 33.52267, 133.5583 33.52166, 133.5575 33.52249, 133.5584 33.52267), (133.552 33.5205, 133.5536 33.52113, 133.5537 33.52061, 133.552 33.5205), (133.5507 33.52104, 133.5515 33.52042, 133.5511 33.52042, 133.5507 33.52104), (133.4411 33.44482, 133.4475 33.44806, 133.447 33.4469, 133.4411 33.44482))",
 "TaxonKey is Archaea"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014296-250914085247600/datasets/export for details.
DOI: 10.15468/dl.3uqpqj
title: Occurrence Download

description: A dataset containing 90700 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Galaxias)",
 "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 90700 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014251-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13096825
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.15468/dl.st5fh6
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014298-250914085247600/datasets/export for details.
DOI: 10.15468/dl.vpsyrs
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhinogobius honghensis)",
 "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 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014299-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57xn7t
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((30.065605255210222 49.984769747944995, 30.068959511135855 49.993312623063495, 30.069664789694542 50.0021132324422, 30.067692541035026 50.0108334216444, 30.063117162948377 50.01913794480225, 30.056113354396576 50.02670736819951, 30.046949574561488 50.033250390860914, 30.03597783230845 50.03851510185622, 30.023620182059755 50.04229873214886, 30.01035244129495 50.04445551538992, 29.99668576494779 50.04490234510477, 29.9831468061827 50.04362200238549, 29.970257255937995 50.04066382485273, 29.958513581457108 50.036141790069514, 29.94836777510123 50.03023009020903, 29.940209879591194 50.02315637496259, 29.934352977189945 50.01519293198846, 29.931021222853204 50.00664615469061, 29.930341371164157 49.99784471249504, 29.932338100973034 49.98912688662699, 29.936933287463688 49.98082756315887, 29.94394921602614 49.973265384202556, 29.953115582311508 49.96673054783394, 29.964079983681433 49.96147371869469, 29.97642148328853 49.957696465879465, 29.989666722440084 49.955543584822834, 30.00330797187429 49.95509758792609, 30.016822449453088 49.956375567307866, 30.029692191284862 49.959328545144956, 30.041423745779436 49.96384333548218, 30.05156696572836 49.969746849048626, 30.059732202158443 49.97681268244238, 30.065605255210222 49.984769747944995))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 54 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014302-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/usctheses-ouc11399lora
title: Validation of BMI1 in the Pathogenesis of ADPKD with Human Kidney Organoids and Mouse Models
DOI: 10.15468/dl.745edu
title: Occurrence Download

description: A dataset containing 3498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "Geometry POLYGON ((131.8741 37.03714, 132.0562 37.10347, 132.1094 37.17538, 132.1217 37.25726, 132.0218 37.40349, 131.83 37.44619, 131.6662 37.37126, 131.6114 37.22438, 131.6946 37.0916, 131.8741 37.03714))",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 3498 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014297-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6akdm9
title: Occurrence Download

description: A dataset containing 4558 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "IucnRedListCategory is LC",
 "OccurrenceStatus is Present",
 "TaxonKey is Mollusca"
 ]
}

 The dataset includes 4558 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014301-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/usctheses-ouc11399lorg
title: Assessment of Neurocognitive and Cerebrovascular Function in Iron-deficient Polycythemia Vera
DOI: 10.5281/zenodo.17140844
title: FoodSafeSum

description: FoodSafeSum is a machine-actionable dataset for NLP in food safety. It contains human-written and LLM-generated summaries and titles of 2,091 food-safety documents, plus manually curated topics, document types, and automatically extracted hazard annotations. Documents were gathered by SGS Digicomply from news, regulatory/legal sources, guidance portals, and scientific outlets (years 2002–2023; ~58% originally in English; the rest translated and curated). The dataset enables research on classification, retrieval, RAG-style QA, and event clustering in food-safety monitoring and policy. (See Section 3 and Table 7 for schema and fields; Figures 1–3 for source/type statistics. In the paper)

 

What’s included?









Manual summary and manual title (by domain experts)




LLM summary and LLM title (generated with meta.llama3-70b-instruct via Bedrock)




Document type (News, Regulation, Guidance, Scientific) and topic labels (12 high-level categories, e.g., Policies & Laws; Contaminants, residues & contact materials)




Hazard annotations auto-extracted from a controlled vocabulary derived from prior work




Source name and original title

For each source item:

 






Note: The full original documents are not included in the public release (used internally for analysis only).



 

Format & schema





Primary release as CSV/JSON with columns (see Table 7): manual_summary, manual_title, llama70b_summary, llama70b_title, source_name, doc_type, topics, plus hazards (list) and any auxiliary metadata used for experiments.




Multilingual inputs were translated (Google Translate/DeepL) and curated; see paper for details.
DOI: 10.5281/zenodo.17140845
title: FoodSafeSum

description: FoodSafeSum is a machine-actionable dataset for NLP in food safety. It contains human-written and LLM-generated summaries and titles of 2,091 food-safety documents, plus manually curated topics, document types, and automatically extracted hazard annotations. Documents were gathered by SGS Digicomply from news, regulatory/legal sources, guidance portals, and scientific outlets (years 2002–2023; ~58% originally in English; the rest translated and curated). The dataset enables research on classification, retrieval, RAG-style QA, and event clustering in food-safety monitoring and policy. (See Section 3 and Table 7 for schema and fields; Figures 1–3 for source/type statistics. In the paper)

 

What’s included?









Manual summary and manual title (by domain experts)




LLM summary and LLM title (generated with meta.llama3-70b-instruct via Bedrock)




Document type (News, Regulation, Guidance, Scientific) and topic labels (12 high-level categories, e.g., Policies & Laws; Contaminants, residues & contact materials)




Hazard annotations auto-extracted from a controlled vocabulary derived from prior work




Source name and original title

For each source item:

 






Note: The full original documents are not included in the public release (used internally for analysis only).



 

Format & schema





Primary release as CSV/JSON with columns (see Table 7): manual_summary, manual_title, llama70b_summary, llama70b_title, source_name, doc_type, topics, plus hazards (list) and any auxiliary metadata used for experiments.




Multilingual inputs were translated (Google Translate/DeepL) and curated; see paper for details.
DOI: 10.25549/usctheses-ouc11399lore
title: Navigating College with Family on My Shoulders: Parental Involvement and the Academic Success of First-Generation Latinas
DOI: 10.17909/jes1-s391
title: Data from F-type Main-Sequence Stars

description: The data was collected by extracting rotation periods.
DOI: 10.15468/dl.rbwmww
title: Occurrence Download

description: A dataset containing 1655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "Geometry POLYGON ((131.8741 37.03714, 132.0562 37.10347, 132.1094 37.17538, 132.1217 37.25726, 132.0218 37.40349, 131.83 37.44619, 131.6662 37.37126, 131.6114 37.22438, 131.6946 37.0916, 131.8741 37.03714))",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 1655 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014303-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/usctheses-ouc11399lor6
title: El Poder de la Hermandad: The Role Men of Color Support Initiatives in Shaping the Experiences of Men of Color in Higher Education
DOI: 10.25549/usctheses-ouc11399lor8
title: THE RIGHT TO DIE MOVEMENT
DOI: 10.25549/usctheses-ouc11399lorb
title: Methodology of Establishing a Physiologically Based Pharmacokinetic Models via GastroPlus
DOI: 10.17630/9d3bc316-982d-4c68-944b-b1671744c2cc
title: Data underpinning India Holly Pinker's thesis

description: The data files are embargoed until 20/10/2027
DOI: 10.15468/dl.3hksaj
title: Occurrence Download

description: A dataset containing 222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "TaxonKey is Tussilago farfara"
 ]
}

 The dataset includes 222 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014304-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.67pyr2
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "Geometry POLYGON ((131.8741 37.03714, 132.0562 37.10347, 132.1094 37.17538, 132.1217 37.25726, 132.0218 37.40349, 131.83 37.44619, 131.6662 37.37126, 131.6114 37.22438, 131.6946 37.0916, 131.8741 37.03714))",
 "TaxonKey is Bacteria"
 ]
}

 The dataset includes 130 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014305-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3cbxce
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyssopus officinalis",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014306-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18170/dvn/vb2cob
title: Manually Annotated Dataset Based on Core Socialist Values Indicator System , 2024-2025

description: 1. Purpose of Data Collection (Production) The fundamental purpose of collecting (and producing) this dataset is to enable news and public opinion work to better adapt to the emerging platform society and the disruptive impact of AI large-language models across regions and sectors. The immediate goal of data collection is to train AI algorithms and develop a Core Socialist Values (CSV) recognition and authentication model. These two purposes are interdependent: achieving the immediate goal—building an CSV recognition tool—is a prerequisite for the fundamental goal. Only with this tool can we effectively leverage vast volumes of UGC and PGC content to improve both the quality and quantity of positive messaging, thereby enhancing the impact of positive content in the context of platform communication. In addition, this dataset is well-suited for AI model value alignment training and can support research on mainstream media content ecosystems, political communication, cross-media comparisons, and related social science studies. 2. Method of Data Collection (Production) First, our research team constructed a Core Socialist Values indicator system—consisting of 12 primary, 43 secondary, and 84 tertiary indicators across the “nation–society–citizen” dimensions—based on Marxist classics, the theoretical documents of the Communist Party of China and authoritative academic references, validated via archival literature review and cross-consistency assessments. Next, from the People's Daily Account, we collected textual data and assembled a data annotation team comprising Peking University students at undergraduate, master's, and doctoral levels specializing in social sciences. This team manually annotated the dataset according to the CSV indicator system, producing a labeled dataset aligned with Core Socialist Values Indicator System. 3. Data Coverage: Timeframe & Scope We gathered approximately 15,000 media texts (2015-2025) from People's Daily Account, annotated across 26 domains including Social Governance and Economic Policy. The temporal scope and coverage domain of the annotated dataset are identical to those of the originally collected data.
DOI: 10.15468/dl.5nw94p
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyssopus officinalis",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014307-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9w3ch8
title: Occurrence Download

description: A dataset containing 774 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyssopus officinalis",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 774 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014308-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwn3hw
title: Occurrence Download

description: A dataset listing the 12598 species recorded in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset's 12598 records were derived from 1157 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014282-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.54htdj
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pseudomyrmex mixtecus Ward, 1993"
 ]
}

 The dataset includes 35 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020203-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5u39c
title: Occurrence Download

description: A dataset containing 875 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "Geometry POLYGON((-105.52429 -6.01282,-75.47571 -6.01282,-75.47571 6.01282,-105.52429 6.01282,-105.52429 -6.01282))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mimus trifasciatus (Gould, 1837)"
 ]
}

 The dataset includes 875 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093177-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.anehui
title: Occurrence Download

description: A dataset containing 12950 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rangifer tarandus (Linnaeus, 1758)"
 ]
}

 The dataset includes 12950 records from 235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012403-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pd973
title: Occurrence Download

description: A dataset containing 688 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Rogiera amoena Planch."
 ]
}

 The dataset includes 688 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010122-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezrdyx
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clerodendrum dependens Aug.DC."
 ]
}

 The dataset includes 36 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093193-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oc1jyj
title: Occurrence Download

description: A dataset containing 890 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is RMT Trawl catch from the 2005/06 V3 BROKE-West voyage - Zooplankton"
 ]
}

 The dataset includes 890 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012403-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5d8gvt
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Selaginella gynostachya Valdespino"
 ]
}

 The dataset includes 16 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093183-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.