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

description: A dataset containing 66446 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Bunias orientalis"
 ]
}

 The dataset includes 66446 records from 492 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034856-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9dn5y
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADT0813"
 ]
}

 The dataset includes 28 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034882-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/6193
title: MedNurse-QA
DOI: 10.15468/dl.qpcptj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptocephalus ectenurus"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034883-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mur5rx
title: Occurrence Download

description: A dataset containing 20399 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxidus gracilis"
 ]
}

 The dataset includes 20399 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034884-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16789138
title: Intensivkapazitäten und COVID-19-Intensivbettenbelegung in Deutschland

description: Das Intensivregister (www.intensivregister.de) ist eine digitale Plattform zur Echtzeiterfassung von intensivmedizinischen Behandlungs- und Bettenkapazitäten sowie den Fallzahlen intensivmedizinisch behandelter COVID-19-Patient:innen der etwa 1.300 Akut-Krankenhäuser Deutschlands. Bis 12 Uhr ist die tägliche Meldung laut Verordnung für die Krankenhäuser verpflichtend. Darüber hinaus kann beliebig oft gemeldet werden, sodass Veränderungen in den Kapazitäten aktuell berichtet werden können.
Damit ermöglicht das Intensivregister in der Pandemie sowie darüber hinaus, Engpässe in der intensivmedizinischen Versorgung im regionalen und zeitlichen Vergleich zu erkennen. Es schafft somit eine wertvolle Grundlage zur Reaktion und zur datengestützten Handlungssteuerung in Echtzeit. Zur Aufrechterhaltung der Krankenhausversorgung bietet das DIVI-Intensivregister demnach ein Portal zur Suche freier Intensivbetten und zur Kontaktaufnahme zwischen Fachkolleg*innen, um die gegenseitige Unterstützung bei Behandlungsfragen im intensivmedizinischen Kontext zu erleichtern. Ebenso liefert es eine maßgebliche Informationsgrundlage für staatliche Steuerungs- und Planungsmaßnahmen sowie für die lokale und überregionale Steuerung und Koordinierung der Bettenbelegung.
DOI: 10.15468/dl.pnc3wn
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Richardsonichthys leucogaster"
 ]
}

 The dataset includes 278 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034885-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16788951
title: NABaybay Dataset

description: The Novel Assembled Baybayin (NABaybay) Dataset is a curated collection of Baybayin script data designed for computer vision applications and related research. It contains 61,200 Baybayin character images, 1,000 Baybayin word images, and 110 Baybayin block-level images, each prepared in formats suitable for various machine learning and deep learning workflows. The character images are available in four formats: raw (.jpg), grayscale (.jpg), feature vector (.csv), and feature vector (.mat). Each Baybayin character class contains 3,600 images, processed into binary, center-aligned, and 28×28-pixel data. The word image set consists of 1,000 raw (.png) files, each named according to its Latin equivalent. The block image set includes over 100 raw (.png) images, comprising 55 handwritten and 35 typewritten Baybayin texts, some of which also include accompanying Latin text.

The source code and scripts used to generate this dataset are available in our GitHub repository: https://github.com/rbp0803/NABaybay_Dataset

This dataset is part of an ongoing initiative to preserve and reintroduce the Baybayin script in the digital age. It can be applied to a wide range of Baybayin-related programs, studies, and research projects.
DOI: 10.5281/zenodo.16788952
title: NABaybay Dataset

description: The Novel Assembled Baybayin (NABaybay) Dataset is a curated collection of Baybayin script data designed for computer vision applications and related research. It contains 61,200 Baybayin character images, 1,000 Baybayin word images, and 110 Baybayin block-level images, each prepared in formats suitable for various machine learning and deep learning workflows. The character images are available in four formats: raw (.jpg), grayscale (.jpg), feature vector (.csv), and feature vector (.mat). Each Baybayin character class contains 3,600 images, processed into binary, center-aligned, and 28×28-pixel data. The word image set consists of 1,000 raw (.png) files, each named according to its Latin equivalent. The block image set includes over 100 raw (.png) images, comprising 55 handwritten and 35 typewritten Baybayin texts, some of which also include accompanying Latin text.

The source code and scripts used to generate this dataset are available in our GitHub repository: https://github.com/rbp0803/NABaybay_Dataset

This dataset is part of an ongoing initiative to preserve and reintroduce the Baybayin script in the digital age. It can be applied to a wide range of Baybayin-related programs, studies, and research projects.
DOI: 10.5281/zenodo.16789114
title: Late-Nineteenth-Century Cultural Magazines at the National Library of Spain: The CORSMAXIX Dataset

description: CORSMAXIX compiles 48 issues from three late nineteenth-century Spanish cultural magazines published between 1898 and 1899: Vida nueva (1898–1900), La vida literaria (1899), and La vida galante (1898–1905). Based on scans from the National Library of Spain, the text from these issues was extracted, cleaned, and standardized, resulting in a corpus of 789 .txt files written by 308 contributors, accompanied by six datasheets: three magazines’ issues indexes, a standardized author file based on authority sources,  an author ID and biographical information sheet, when available, and a PIDs list by magazine issue. All materials have been deposited in Zenodo. The dataset offers a rich collection of short stories, poems, reviews, and socio-political essays from a decisive moment in Spain’s political and cultural history, enabling multiple computational analyses and facilitating connections with other periodical corpora for broader research in the humanities and social sciences.
DOI: 10.15468/dl.rw3s5g
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADY4338"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034886-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tpxkm
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apistes leucogaster"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034887-250802193616735/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.29877116
title: Climate Change

description: Climate Change analysis for Weyib Watershed.
DOI: 10.6084/m9.figshare.29877116.v1
title: Climate Change

description: Climate Change analysis for Weyib Watershed.
DOI: 10.5281/zenodo.16789112
title: Soil moisture and the number of simultaneous stressors drive interactions among global changes on denitrification

description: This file encompasses the data that support the findings of the study entitled "Soil moisture and the number of simultaneous stressors drive interactions among global changes on denitrification" by Audrey Niboyet, Xavier Le Roux, Nona R. Chiariello, Paul Dijkstra, Christopher B. Field and Bruce A. Hungate in Communications Earth & Environment.
DOI: 10.5281/zenodo.16789113
title: Soil moisture and the number of simultaneous stressors drive interactions among global changes on denitrification

description: This file encompasses the data that support the findings of the study entitled "Soil moisture and the number of simultaneous stressors drive interactions among global changes on denitrification" by Audrey Niboyet, Xavier Le Roux, Nona R. Chiariello, Paul Dijkstra, Christopher B. Field and Bruce A. Hungate in Communications Earth & Environment.
DOI: 10.15468/dl.km34m6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tetraroge leucogaster"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034888-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99wf9u
title: Occurrence Download

description: A dataset containing 1152 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Risor ruber"
 ]
}

 The dataset includes 1152 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034889-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5rrjfp
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC4191"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034890-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adyjbt
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atelopus cruciger cruciger"
 ]
}

 The dataset includes 23 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034891-250802193616735/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.29877125
title: SLR-Thematic Comparison of key Literature in LLM and KG Integration for Education.xlsx

description: This dataset contains the detailed data extraction matrix from a systematic literature review (SLR) investigating the integration of Large Language Models (LLMs), Knowledge Graphs (KGs), and Retrieval-Augmented Generation (RAG) for personalized learning applications in education. The review systematically analyzed a core set of 18 seminal and state-of-the-art papers published between 2017 and 2025. Each entry in the dataset deconstructs a research paper according to its primary described application, its methodology for prerequisite identification or learning path generation, the specific roles of the LLM and KG within its architecture, its reported challenges and limitations, and its key contribution or finding.This dataset is a valuable resource for researchers, students, and practitioners in the fields of AI in Education, Educational Technology, and Human-Computer Interaction who are seeking a structured and detailed overview of this rapidly evolving research area.
DOI: 10.6084/m9.figshare.29877125.v1
title: SLR-Thematic Comparison of key Literature in LLM and KG Integration for Education.xlsx

description: This dataset contains the detailed data extraction matrix from a systematic literature review (SLR) investigating the integration of Large Language Models (LLMs), Knowledge Graphs (KGs), and Retrieval-Augmented Generation (RAG) for personalized learning applications in education. The review systematically analyzed a core set of 18 seminal and state-of-the-art papers published between 2017 and 2025. Each entry in the dataset deconstructs a research paper according to its primary described application, its methodology for prerequisite identification or learning path generation, the specific roles of the LLM and KG within its architecture, its reported challenges and limitations, and its key contribution or finding.This dataset is a valuable resource for researchers, students, and practitioners in the fields of AI in Education, Educational Technology, and Human-Computer Interaction who are seeking a structured and detailed overview of this rapidly evolving research area.
DOI: 10.15468/dl.yp3e33
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ABA2480"
 ]
}

 The dataset includes 33 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034892-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.484d7t
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC4190"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034893-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmshbf
title: Occurrence Download

description: A dataset containing 27173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Occurrence evidence)",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Allium",
 "Year 1980-2025"
 ]
}

 The dataset includes 27173 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034894-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15835797
title: Late-Nineteenth-Century Cultural Magazines at the National Library of Spain: The CORSMAXIX Dataset

description: CORSMAXIX compiles 48 issues from three late nineteenth-century Spanish cultural magazines published between 1898 and 1899: Vida nueva (1898–1900), La vida literaria (1899), and La vida galante (1898–1905). Based on scans from the National Library of Spain, the text from these issues was extracted, cleaned, and standardized, resulting in a corpus of 789 .txt files written by 308 contributors, accompanied by six datasheets: three magazines’ issues indexes, a standardized author file based on authority sources,  an author ID and biographical information sheet, when available, and a PIDs list by magazine issue. All materials have been deposited in Zenodo. The dataset offers a rich collection of short stories, poems, reviews, and socio-political essays from a decisive moment in Spain’s political and cultural history, enabling multiple computational analyses and facilitating connections with other periodical corpora for broader research in the humanities and social sciences.
DOI: 10.5281/zenodo.16789180
title: Late-Nineteenth-Century Cultural Magazines at the National Library of Spain: The CORSMAXIX Dataset

description: CORSMAXIX compiles 48 issues from three late nineteenth-century Spanish cultural magazines published between 1898 and 1899: Vida nueva (1898–1900), La vida literaria (1899), and La vida galante (1898–1905). Based on scans from the National Library of Spain, the text from these issues was extracted, cleaned, and standardized, resulting in a corpus of 789 .txt files written by 308 contributors, accompanied by six datasheets: three magazines’ issues indexes, a standardized author file based on authority sources,  an author ID and biographical information sheet, when available, and a PIDs list by magazine issue. All materials have been deposited in Zenodo. The dataset offers a rich collection of short stories, poems, reviews, and socio-political essays from a decisive moment in Spain’s political and cultural history, enabling multiple computational analyses and facilitating connections with other periodical corpora for broader research in the humanities and social sciences.
DOI: 10.15468/dl.qvj84q
title: Occurrence Download

description: A dataset containing 20399 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxidus gracilis"
 ]
}

 The dataset includes 20399 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034895-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7waccn
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Risor mirus"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034896-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mh8j4p
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Garmannia rubra"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034897-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/wrav-sj45
title: "Biomedical Text Dataset for Early Autism Prediction Using Transformer Models"

description: "This dataset contains curated and augmented textual data related to Autism Spectrum Disorder (ASD), compiled from publicly available sources including the Mendeley repository, caregiver narratives, and clinical discussion forums. The data was filtered to remove duplicates and retain only ASD-relevant content, preserving the natural linguistic patterns present in parental language. Synthetic data generation using TinyLLaMA was employed to balance class distribution and expand coverage of DSM-5-aligned symptom categories. The final dataset supports both binary classification (ASD vs. Non-ASD) with 5,000 samples and multi-class classification with 500 ASD-positive samples across 10 symptom categories. This resource is intended for use in domain-specific natural language processing, mental health diagnostics, and ASD symptom modeling research."
DOI: 10.15468/dl.gfcuvs
title: Occurrence Download

description: A dataset containing 985 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lathyrus grandiflorus"
 ]
}

 The dataset includes 985 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034898-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.auspce
title: Occurrence Download

description: A dataset containing 360 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rogadius pristiger"
 ]
}

 The dataset includes 360 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034899-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nybqt5
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAD3175"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034900-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzvss2
title: Occurrence Download

description: A dataset containing 73769 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Silybum marianum"
 ]
}

 The dataset includes 73769 records from 1122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034878-250802193616735/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.28596725
title: <b>China's food demand from 2020 to 2100 across the five </b><b>shared socioeconomic pathways</b>

description: Building on the vast heterogeneity in dietary practices and population size across China, which contributed to profound regional disparities in food demand, we incorporated regional dietary preferences and energy needs across different age groups, genders, and residential statuses to estimate future regional dietary patterns and project raw grain demand for 13 major foods (rice, wheat, maize, tubers, highland barley, beans, pork, beef, mutton, poultry, aquatic products, eggs, and dairy products) in China from 2020 to 2100 across the five shared socioeconomic pathway (SSP) scenarios at the provincial level.The projected diets were proven to be consistent with Chinese dietary practices and fulfilled macronutritionsrequirements, compared to dietary guidelines from the EAT-Lancet Commission, the Chinese Nutrition Society, and major peer studies. Diet directly relates to food security, human health, and environmental sustainability. The dataset developed in this study provides detailed demand information at both spatial and food-specific levels, offering valuable insights for conducting food management strategies tailored to regional needs and optimizing resource allocation strategies. The data unit is ten thousand tons.
DOI: 10.25318/3710028601-fra
title: Caractéristiques et revenu d'emploi médian des diplômés postsecondaires 10 ans après l'obtention du titre scolaire, selon le titre scolaire et le domaine d'études (regroupements STIM et SACHES)

description: Caractéristiques et revenu d'emploi médian des diplômés postsecondaires 10 ans après l'obtention du titre scolaire, selon le titre scolaire (Classification des programmes et des sanctions d'études - variante grade professionnel) et le domaine d'études (Classification des programmes d'enseignement (CPE) Canada 2021 - Regroupements STIM (science, technologie, ingénierie et mathématiques) et SACHES (santé, arts, commerce, science humaines, éducation et sciences sociales)).