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

description: A dataset containing 66855 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 56.135291543055025
 AND decimallatitude &lt;= 61.2993700571118
 AND decimallongitude &gt;= 79.15061207187689
 AND decimallongitude &lt;= 94.92509208566076
 AND GBIF_Within('POLYGON ((94.925092 56.135292, 94.925092 61.299370, 79.150612 61.299370, 79.150612 56.135292, 94.925092 56.135292))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 66855 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005032-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e82tgt
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Country is one of (Australia, Papua New Guinea, Malaysia)",
 "Elevation 0.0-500.0m",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acacia auriculiformis"
 ]
}

 The dataset includes 389 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005049-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18492583
title: A bioactive chlorophyll-derived yellow phyllobilin from senescent leaves of Carica papaya (Caricaceae) and its potential role in the ethnopharmacological use of withered leaf extracts

description: This data set contains a list of theoretical masses of known phyllobilins [M+H]+, as well as data needed to reproduce the GNPS feature-based molecular networking job: 

http://gnps.ucsd.edu/ProteoSAFe/status.jsp?task=ef2135f9e2d54f97b42e449b9e57bb11
DOI: 10.5281/zenodo.18429220
title: Mopo pan-European Methane and Hydrogen data

description: This dataset includes the main information to build a simplified methane network (including country-level interconnections, production and storage capacities and their associated costs). Similar information is provided for the envisaged hydrogen network.

The capacities are based on the TNDP of EntsoG.

The costs are given when publicly available (published tariffs) , otherwise an average or a realistic value is given.

Some technology costs and parameters associated to the production of methane or hydrogen are also included ; the source is specified in the dataset.
DOI: 10.5281/zenodo.18590390
title: Mopo pan-European Methane and Hydrogen data

description: This dataset includes the main information to build a simplified methane network (including country-level interconnections, production and storage capacities and their associated costs). Similar information is provided for the envisaged hydrogen network.

The capacities are based on the TNDP of EntsoG.

The costs are given when publicly available (published tariffs) , otherwise an average or a realistic value is given.

Some technology costs and parameters associated to the production of methane or hydrogen are also included ; the source is specified in the dataset.
DOI: 10.15468/dl.gbq4g7
title: Occurrence Download

description: A dataset containing 1372 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Scutellaria baicalensis"
 ]
}

 The dataset includes 1372 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005051-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eurypj
title: Occurrence Download

description: A dataset containing 497141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is TWN.7_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "PublishingOrg is 7c07cec1-2925-443c-81f1-333e4187bdea",
 "PublishingOrg is 6ddd1cf5-0655-44ac-a572-cb581a054992",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d"
 ]
 },
 "TaxonKey is Chordata",
 "Year 2010-2019"
 ]
}

 The dataset includes 497141 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003095-210914110416597/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.31304740.v1
title: orthodontic_dataset

description: This dataset contains de-identified orthodontic medical records, including standardized clinical information, treatment plans. All records are anonymized to protect patient privacy, suitable for orthodontic diagnosis research, treatment outcome analysis, and related machine learning or statistical modeling studies
DOI: 10.15468/dl.5gprk9
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((126.56737 34.91282,127.44146 34.91282,127.44146 35.26215,126.56737 35.26215,126.56737 34.91282))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lutra lutra"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005052-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.95h4mp
title: Occurrence Download

description: A dataset containing 13465 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phylloscopus coronatus)",
 "Geometry POLYGON((55.000000 4.000000, 157.000000 4.000000, 157.000000 73.000000, 55.000000 73.000000, 55.000000 4.000000))",
 "Month is one of (April, May, June)",
 "Year is greater than or equal to 2014",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is null",
 "CoordinateUncertaintyInMeters is less than or equal to 5000"
 ]
 },
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation, Specimen)"
 ]
}

 The dataset includes 13465 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005053-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezb5sw
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Touchardia latifolia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 134 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005054-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18575330
title: Altered oceanic crust as an overlooked hydrogen reservoir
DOI: 10.5281/zenodo.18575331
title: Altered oceanic crust as an overlooked hydrogen reservoir
DOI: 10.5281/zenodo.18590415
title: Educational Data Mining of Student Engagement in Science Learning: An Analytics-Based Evaluation Using Machine Learning
DOI: 10.5281/zenodo.18590414
title: Educational Data Mining of Student Engagement in Science Learning: An Analytics-Based Evaluation Using Machine Learning
DOI: 10.5281/zenodo.18590469
title: LINF_320040300

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.5281/zenodo.18590470
title: LINF_320040300

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.15468/dl.bw9jfg
title: Occurrence Download

description: A dataset containing 384 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erythroxylum pungens",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 384 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005055-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3jmk96pznt
title: Perceptual Misalignment Between Food Pantry Staff and Clients: A Cross-Sectional Analysis of Actual and Assumed Satisfaction, Preferences, and Capabilities

description: This is the raw data from a cross-sectional survey of staff and clients from 35 food pantries in Indiana. Results showed that staff and clients held fundamentally different views. The survey instrument was comprised of multiple choice, Likert scale, numeric value, and free response questions that assessed demographic information, client satisfaction with their pantry experience, confidence in their own food management practices (i.e., meal planning, making shopping lists, comparing prices across stores), and the degree to which their preferences affected their food choices. Additional questions assessed topics such as transportation and food storage.
DOI: 10.17632/3jmk96pznt.1
title: Perceptual Misalignment Between Food Pantry Staff and Clients: A Cross-Sectional Analysis of Actual and Assumed Satisfaction, Preferences, and Capabilities

description: This is the raw data from a cross-sectional survey of staff and clients from 35 food pantries in Indiana. Results showed that staff and clients held fundamentally different views. The survey instrument was comprised of multiple choice, Likert scale, numeric value, and free response questions that assessed demographic information, client satisfaction with their pantry experience, confidence in their own food management practices (i.e., meal planning, making shopping lists, comparing prices across stores), and the degree to which their preferences affected their food choices. Additional questions assessed topics such as transportation and food storage.
DOI: 10.34740/kaggle/dsv/14793665
title: Nipah Virus Outbreak - West Bengal 2026 (WHO)
DOI: 10.15468/dl.nppwxy
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Viola chamissoniana",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 34 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005059-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/pfmt6dd46f
title: Wheel-rail excitation induced modulation mechanism of electromechanical coupling torque ripple in metro PMSM traction systems data (for ResEng. submission)

description: Data from article "Electromechanical coupling-induced torque ripple in metro PMSM traction systems: modulation mechanism and spectrum analysis under wheel-rail excitation"
DOI: 10.17632/pfmt6dd46f.2
title: Wheel-rail excitation induced modulation mechanism of electromechanical coupling torque ripple in metro PMSM traction systems data (for ResEng. submission)

description: Data from article "Electromechanical coupling-induced torque ripple in metro PMSM traction systems: modulation mechanism and spectrum analysis under wheel-rail excitation"
DOI: 10.15468/dl.xmkp45
title: Occurrence Download

description: A dataset containing 8438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Falco subbuteo)",
 "Geometry POLYGON((55.000000 4.000000, 157.000000 4.000000, 157.000000 73.000000, 55.000000 73.000000, 55.000000 4.000000))",
 "Month is one of (May, June, July)",
 "Year is greater than or equal to 2014",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is null",
 "CoordinateUncertaintyInMeters is less than or equal to 5000"
 ]
 },
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation, Specimen)"
 ]
}

 The dataset includes 8438 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005058-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/y5njvpt9dd
title: original images and magnified regions-Fig3 and Fig6

description: original images and magnified regions in Fig3 and Fig6
DOI: 10.17632/y5njvpt9dd.1
title: original images and magnified regions-Fig3 and Fig6

description: original images and magnified regions in Fig3 and Fig6
DOI: 10.17632/x875yycgms
title: Medicare Claims Superficial Radiation Therapy Supplemental Tables/Figures

description: Supplementary Table and Figure for SRT Paper
DOI: 10.17632/x875yycgms.1
title: Medicare Claims Superficial Radiation Therapy Supplemental Tables/Figures

description: Supplementary Table and Figure for SRT Paper
DOI: 10.13016/xnua-bif7
title: Efficiency Gains in Rare Book Assessment: Evaluating Generative AI as an Adjunct Approach

description: 100 rare books chosen at random Each book was photographed six times in the following areas: Front cover and spine Front endpapers (both) First random set of pages Second random set of pages Back endpapers (both) Back cover and spine The following data was collected about each book: Barcode Condition of the text block Gutter margin width Paper type and condition Binding type and condition Suggested preservation/conservation actions Damage prior to assessment (Y/N) Foxing Present (Y/N) Prior Water Damage (Y/N) A human experienced with assessing the condition of rare books evaluated each book. Six photographs were taken of each book and were fed into Gemini and ChatGPT to assess for the same assessments that the human performed. The prompt that was used: “Using the uploaded images as a guide generate a preservation assessment report using the following parameters: Condition of the text block Gutter margin width Paper type and condition Binding type and condition Suggested preservation and conservation actions for this book”
description: Months of environmental fluctuations in the rare book storage area compelled the Preservation Department to conduct a condition assessment. To limit the possibility of inattentional blindness and to test the quality of generative AI systems two different generative AI systems were tested against well-trained humans. The test consisted of one-hundred books which were evaluated by humans for damage to the text-block, the spine, the margin/gutter and the paper. The areas were photographed, those photographs and uniform text were input into Gemini Pro and ChatGPT Pro. The human results were compared against Gemini Pro and ChatGPT Pro. Considering generative AI was not designed to perform rare book assessments, the AI systems performed better than expected evaluating the text block, the condition of the paper and suggested preservation actions.
DOI: 10.17632/crxk5kxtfn
title: Artemisia capillaris Thunb. Tea ameliorates liver injury in MASLD mice by inhibiting apoptosis and promoting autophagy
DOI: 10.17632/crxk5kxtfn.1
title: Artemisia capillaris Thunb. Tea ameliorates liver injury in MASLD mice by inhibiting apoptosis and promoting autophagy
DOI: 10.17632/8f5rjtt4w7
title: A Large-scale Arabic Articles Dataset for Multi-Group Text Classification

description: Dataset Title: A Large-scale Hierarchical Arabic Articles Dataset for Multi-Group Classification
1. General Information
• Dataset Name: A Large-scale Hierarchical Arabic Articles Dataset for Multi-Group Text Classification.
• Principal Investigator: Suliman Al-Shossi.
• Co-Investigator: Akram Alsubari.
• Institution: Faculty of Science, University of Ibb, Yemen.
• Associated Publication: Al-Shossi, S., & Alsubari, A. (2026). Multi Group classification based on Arabic. International Journal on Advanced Electrical and Computer Engineering.
2. Dataset Overview
This dataset contains 75,282 Arabic articles meticulously curated and preprocessed for Natural Language Processing (NLP) tasks. The articles are organized in a hierarchical structure featuring 29 consolidated main categories and 600 distinct subcategories.
3. Data Source and Collection
The data was collected using automated web scraping techniques from four major Arabic content platforms:
• Mqall 
• Mawdoo3 
• Mhtwyat 
• Mqalaty The initial raw collection of 94,685 articles was refined through manual label normalization and down-sampling to ensure class balance.
4. File Description
• Arabic_Articles_Dataset.csv: The main dataset file. It includes the following columns:
o Title: The original title of the article.
o Content: The cleaned and normalized textual content of the article.
o Main_Category: The top-level category label.
o Sub_Category: The specific sub-level category label.
• Network_Graph.png: A visualization (Fig. 2) showing the hierarchical relationships and semantic clusters between categories.
5. Preprocessing & Normalization
The textual content has been standardized using the following steps:
• Text Cleaning: Removal of Arabic stopwords, diacritics, punctuation, and non-Arabic characters.
• Normalization: Standardizing Alif forms (أ, إ, آ to ا) and converting Ta Marbuta (ة) to Ha (ه).
• Class Balancing: Each subcategory is capped at 400 articles to minimize model bias.
6. Usage and Reuse Potential
This dataset is designed for:
• Training and evaluating Hierarchical Text Classification models.
• Benchmarking Generative (e.g., AraT5) and Direct (e.g., AraGPT-2) classification approaches.
• Developing Arabic-specific topic modeling and semantic analysis tools.
7. Ethical Considerations
The data consists of publicly available content collected in accordance with the terms of use of the source websites. All participant-related data has been fully anonymized.
DOI: 10.17632/8f5rjtt4w7.1
title: A Large-scale Arabic Articles Dataset for Multi-Group Text Classification

description: Dataset Title: A Large-scale Hierarchical Arabic Articles Dataset for Multi-Group Classification
1. General Information
• Dataset Name: A Large-scale Hierarchical Arabic Articles Dataset for Multi-Group Text Classification.
• Principal Investigator: Suliman Al-Shossi.
• Co-Investigator: Akram Alsubari.
• Institution: Faculty of Science, University of Ibb, Yemen.
• Associated Publication: Al-Shossi, S., & Alsubari, A. (2026). Multi Group classification based on Arabic. International Journal on Advanced Electrical and Computer Engineering.
2. Dataset Overview
This dataset contains 75,282 Arabic articles meticulously curated and preprocessed for Natural Language Processing (NLP) tasks. The articles are organized in a hierarchical structure featuring 29 consolidated main categories and 600 distinct subcategories.
3. Data Source and Collection
The data was collected using automated web scraping techniques from four major Arabic content platforms:
• Mqall 
• Mawdoo3 
• Mhtwyat 
• Mqalaty The initial raw collection of 94,685 articles was refined through manual label normalization and down-sampling to ensure class balance.
4. File Description
• Arabic_Articles_Dataset.csv: The main dataset file. It includes the following columns:
o Title: The original title of the article.
o Content: The cleaned and normalized textual content of the article.
o Main_Category: The top-level category label.
o Sub_Category: The specific sub-level category label.
• Network_Graph.png: A visualization (Fig. 2) showing the hierarchical relationships and semantic clusters between categories.
5. Preprocessing & Normalization
The textual content has been standardized using the following steps:
• Text Cleaning: Removal of Arabic stopwords, diacritics, punctuation, and non-Arabic characters.
• Normalization: Standardizing Alif forms (أ, إ, آ to ا) and converting Ta Marbuta (ة) to Ha (ه).
• Class Balancing: Each subcategory is capped at 400 articles to minimize model bias.
6. Usage and Reuse Potential
This dataset is designed for:
• Training and evaluating Hierarchical Text Classification models.
• Benchmarking Generative (e.g., AraT5) and Direct (e.g., AraGPT-2) classification approaches.
• Developing Arabic-specific topic modeling and semantic analysis tools.
7. Ethical Considerations
The data consists of publicly available content collected in accordance with the terms of use of the source websites. All participant-related data has been fully anonymized.
DOI: 10.15468/dl.qduj8p
title: Occurrence Download

description: A dataset containing 1882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sarcomphalus joazeiro",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1882 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005060-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18585850
title: Physiological, biochemical, and fatty acid responses of marine microalgae exposed to pristine and aged low-density polyethylene (LDPE) microplastics

description: This dataset includes experimental data on the physiological, biochemical, and fatty acid responses of the marine microalga Nannochloropsis gaditana exposed to varying concentrations of pristine and aged low-density polyethylene (LDPE) microplastics.





Growth parameters (Percentage Inhibition)




Pigment content (chlorophyll a, chlorophyll c, carotenoids)


Biochemical composition (Protein and Carbohydrate)



Fatty acid profiles (FAME analysis)




Oxidative stress and enzymatic activity (SOD, CAT, POD)

The dataset supports the study titled "Influence of pristine and aged LDPE MPs on the growth, fatty acid biosynthetic enzymes, and cellular disruption on wild marine microalgae Nannochloropsis gaditana," which is currently under peer review.
DOI: 10.5281/zenodo.18585849
title: Physiological, biochemical, and fatty acid responses of marine microalgae exposed to pristine and aged low-density polyethylene (LDPE) microplastics

description: This dataset includes experimental data on the physiological, biochemical, and fatty acid responses of the marine microalga Nannochloropsis gaditana exposed to varying concentrations of pristine and aged low-density polyethylene (LDPE) microplastics.





Growth parameters (Percentage Inhibition)




Pigment content (chlorophyll a, chlorophyll c, carotenoids)


Biochemical composition (Protein and Carbohydrate)



Fatty acid profiles (FAME analysis)




Oxidative stress and enzymatic activity (SOD, CAT, POD)

The dataset supports the study titled "Influence of pristine and aged LDPE MPs on the growth, fatty acid biosynthetic enzymes, and cellular disruption on wild marine microalgae Nannochloropsis gaditana," which is currently under peer review.