cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.twy12d
title: Occurrence Download

description: A dataset containing 92061 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Herbarium (ICEL)"
 ]
}

 The dataset includes 92061 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090475-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wsqw37
title: Occurrence Download

description: A dataset containing 387 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cheilodactylus fuscus Castelnau, 1879)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Absent"
 ]
}

 The dataset includes 387 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014110-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g0lkao
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((44.91211 -12.65625,156.00586 -12.65625,156.00586 57.65625,44.91211 57.65625,44.91211 -12.65625))",
 "TaxonKey is Coffea canephora Pierre ex A.Froehner"
 ]
}

 The dataset includes 23 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046857-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c73pux
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is INSECT COLLECTION"
 ]
}

 The dataset includes 176 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090476-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68e8xt
title: Occurrence Download

description: A dataset containing 58250 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidocolaptes lacrymiger (Des Murs, 1849)"
 ]
}

 The dataset includes 58250 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016968-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvvmas
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "DatasetKey is Two new Metacephalus DeLong & Martinson, 1973 species (Hemiptera: Cicadellidae: Portanini) from Brazil and proposed synonymy with Paraportanus Carvalho & Cavichioli, 2009"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046869-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpe44n
title: Occurrence Download

description: A dataset containing 123839 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Myanmar"
 ]
}

 The dataset includes 123839 records from 408 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090485-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.75942
title: CACHETTE DE KARNAK - CK_1023_nu_2009_01701

description: Référence : nu_2009_01701<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.9rd8qt
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phreatia morii Hayata"
 ]
}

 The dataset includes 16 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013776-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xar3e8
title: Occurrence Download

description: A dataset containing 419063 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Insect Species Occurrence Data from Multiple Projects Worldwide with Focus on Bees and Wasps in North America"
 ]
}

 The dataset includes 419063 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085536-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.75941
title: CACHETTE DE KARNAK - CK_1023_nu_2009_01700

description: Référence : nu_2009_01700<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.br4uqe
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Wittmackia laevigata (Leme) Aguirre-Santoro"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001908-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwsxz9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thrixspermum cymboglossum Schltr."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013792-230810091245214/datasets/export for details.
DOI: 10.34816/ifao.archives.75940
title: CACHETTE DE KARNAK - CK_1023_nu_2009_01699

description: Référence : nu_2009_01699<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.75939
title: CACHETTE DE KARNAK - CK_1023_nu_2009_01698

description: Référence : nu_2009_01698<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.75938
title: CACHETTE DE KARNAK - CK_1015_nu_2009_01398

description: Référence : nu_2009_01398<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.ky5jyu
title: Occurrence Download

description: A dataset containing 735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America)",
 "BasisOfRecord is one of (Specimen)",
 "Year is greater than or equal to 1900",
 "TaxonKey is Lymantria dispar Linnaeus, 1758",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 735 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031188-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.75937
title: CACHETTE DE KARNAK - CK_1015_nu_2009_01397

description: Référence : nu_2009_01397<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.75936
title: CACHETTE DE KARNAK - CK_1015_nu_2009_01396

description: Référence : nu_2009_01396<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.88qhhc
title: Occurrence Download

description: A dataset containing 706787 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alnus glutinosa (L.) Gaertn."
 ]
}

 The dataset includes 706787 records from 1912 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013816-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppwp5x
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kadsura ananosma Kerr"
 ]
}

 The dataset includes 11 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030144-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9dxzsjv2jd
title: Dataset for Automated Marking System for Essay Questions

description: Data Description
This data uses semantic analysis offers a nuanced understanding of student answers for essay questions for fairer evaluations over traditional methods, thereby refining scoring systems and mitigating human bias.

Dataset Overview
The University of Uyo CSC 221 (Introduction to File Processing) dataset (2019/2020 session) includes 100 student scripts and instructor-designed marking schemes. Initially Word documents, this data was manually transcribed to Excel for structured analysis, with each entry comprising a student's response, expected answer, and awarded marks.

Data Attributes and Structure
Key dataset attributes:
Question Number (qNo)
Sub-question (SubQ)
Mark Awarded
Student Registration Number (StudentRegNo)
Answers
Marking Scheme
Actual Mark

Data Collection Process
Data from 2019/2020 CSC 221 assessments was manually transcribed from Word documents (scripts and marking schemes) into Excel. This process aligned answers with schemes, structuring all relevant fields (qNo, SubQ, Mark Awarded, Actual Mark) for machine learning applications like semantic analysis and automated scoring.

Notable Findings and Observations
Analysis revealed key observations:
Response/Marking Discrepancy: Student answer variability from marking schemes highlighted the need for semantic analysis for fair scoring beyond keyword matching.
Response Length Impact: Shorter answers sometimes received scores comparable to longer ones, questioning if scoring systems adequately reflect quality.
Scoring Model Comparison: Automated scoring (semantic similarity) showed high consistency with human scoring. Minor discrepancies, particularly with partial credit, indicated human judgment remains crucial.
Automated Scoring Efficiency: The automated system efficiently processed large data volumes, suggesting scalability for educational settings.

Data Interpretation and Usage
The dataset's value lies in developing and improving automated scoring systems and assessment. It can train machine learning models to predict grades, analyze student performance, and detect scoring biases.

Researchers can leverage this dataset to:
Evaluate Scoring Models: Test various scoring algorithms.
Improve Scoring Systems: Refine methodologies via semantic analysis.
Inform Curriculum Development: Identify common student struggles.
Enhance Teaching Strategies: Uncover insights into student learning behaviors.
This dataset advances automated scoring, offering a robust foundation for machine learning models to automate scoring, predict performance, and refine curricula. It enables exploration of new, semantically-aware scoring approaches, significantly contributing to efficient, fair, and scalable educational assessment.
DOI: 10.17632/9dxzsjv2jd.1
title: Dataset for Automated Marking System for Essay Questions

description: Data Description
This data uses semantic analysis offers a nuanced understanding of student answers for essay questions for fairer evaluations over traditional methods, thereby refining scoring systems and mitigating human bias.

Dataset Overview
The University of Uyo CSC 221 (Introduction to File Processing) dataset (2019/2020 session) includes 100 student scripts and instructor-designed marking schemes. Initially Word documents, this data was manually transcribed to Excel for structured analysis, with each entry comprising a student's response, expected answer, and awarded marks.

Data Attributes and Structure
Key dataset attributes:
Question Number (qNo)
Sub-question (SubQ)
Mark Awarded
Student Registration Number (StudentRegNo)
Answers
Marking Scheme
Actual Mark

Data Collection Process
Data from 2019/2020 CSC 221 assessments was manually transcribed from Word documents (scripts and marking schemes) into Excel. This process aligned answers with schemes, structuring all relevant fields (qNo, SubQ, Mark Awarded, Actual Mark) for machine learning applications like semantic analysis and automated scoring.

Notable Findings and Observations
Analysis revealed key observations:
Response/Marking Discrepancy: Student answer variability from marking schemes highlighted the need for semantic analysis for fair scoring beyond keyword matching.
Response Length Impact: Shorter answers sometimes received scores comparable to longer ones, questioning if scoring systems adequately reflect quality.
Scoring Model Comparison: Automated scoring (semantic similarity) showed high consistency with human scoring. Minor discrepancies, particularly with partial credit, indicated human judgment remains crucial.
Automated Scoring Efficiency: The automated system efficiently processed large data volumes, suggesting scalability for educational settings.

Data Interpretation and Usage
The dataset's value lies in developing and improving automated scoring systems and assessment. It can train machine learning models to predict grades, analyze student performance, and detect scoring biases.

Researchers can leverage this dataset to:
Evaluate Scoring Models: Test various scoring algorithms.
Improve Scoring Systems: Refine methodologies via semantic analysis.
Inform Curriculum Development: Identify common student struggles.
Enhance Teaching Strategies: Uncover insights into student learning behaviors.
This dataset advances automated scoring, offering a robust foundation for machine learning models to automate scoring, predict performance, and refine curricula. It enables exploration of new, semantically-aware scoring approaches, significantly contributing to efficient, fair, and scalable educational assessment.
DOI: 10.15468/dl.h4nvwy
title: Occurrence Download

description: A dataset containing 3178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lophura nycthemera"
 ]
}

 The dataset includes 3178 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052016-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwdesq
title: Occurrence Download

description: A dataset containing 329516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((119.53425 29.69306,120.9776 29.69306,120.9776 30.85178,119.53425 30.85178,119.53425 29.69306))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 329516 records from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051974-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8ghz7
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oenothera stricta"
 ]
}

 The dataset includes 251 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052017-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wdkbq
title: Occurrence Download

description: A dataset containing 6020 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pluchea carolinensis"
 ]
}

 The dataset includes 6020 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052018-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kq7pqq
title: Occurrence Download

description: A dataset containing 1471 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crossoptilon crossoptilon"
 ]
}

 The dataset includes 1471 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052019-251120083545085/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/14150315
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.15468/dl.r433hx
title: Occurrence Download

description: A dataset containing 19340 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passiflora suberosa"
 ]
}

 The dataset includes 19340 records from 412 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052020-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ch75n6
title: Occurrence Download

description: A dataset containing 18122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Taxon occurrence data for the FungalRoot database",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 18122 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052021-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8emqce
title: Occurrence Download

description: A dataset containing 2456 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Syrmaticus humiae"
 ]
}

 The dataset includes 2456 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052022-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xg35sg
title: Occurrence Download

description: A dataset containing 2476 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anaeromyxobacter dehalogenans"
 ]
}

 The dataset includes 2476 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052023-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59kyp9
title: Occurrence Download

description: A dataset containing 2072 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oenothera tetraptera"
 ]
}

 The dataset includes 2072 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052024-251120083545085/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/14150370
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.15468/dl.pb6jsg
title: Occurrence Download

description: A dataset containing 73367 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum elaeagnifolium"
 ]
}

 The dataset includes 73367 records from 391 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052003-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/qg9p-gr15
title: "MAVISE: Multimodal dataset for analyzing Anxiety experience in a Virtual Immersive Social Environment"

description: "We present the MAVISE Dataset, the first, large-scale multimodal resource for studying social anxiety in immersive virtual environments. It contains synchronized behavioral and physiological recordings from a large sample of N=108 participants, which capture goal-directed navigation in socially stressful VR scenarios where autonomous agents systematically modulated social pressure. During this goal-finding task, participants exhibited environment-dependent realistic behavioral responses such as changes in locomotion patterns, interpersonal distance keeping, and attentional gaze shifts. After the task, participants provided continuous, frame-level anxiety annotations of their first-person videos. All behavioral, physiological, anxiety, and event-marker annotation streams were synchronized at 120 Hz, including, among others, EDA, PPG, RSP, pupil tracking, and agent\u2013player spatial relations. Event-based analyses revealed clear markers of social anxiety: agent intrusions into personal space increased anxiety, altered locomotion, and elevated sympathetic arousal, whereas goal completion produced sharp reductions across behavioral and physiological indicators. Across-participant deep-learning baselines further show that behavioral features are the dominant predictors of momentary anxiety, outperforming physiology alone and slightly exceeding full early-fusion models. Within physiology, EDA and pupil diameter contributed most. Locomotion-related features were uniquely indispensable, and high-variance target-guided masking improved anxiety prediction performance by emphasizing windows containing meaningful affective transitions. By integrating large-scale multimodal signals, continuous self-reports, and high temporal fidelity, MAVISE provides a unique, comprehensive dataset for research into anxiety in social immersive environments and offers first benchmark baselines for multimodal, predictive models."
DOI: 10.15468/dl.mmuhyp
title: Occurrence Download

description: A dataset containing 35200 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rivina humilis"
 ]
}

 The dataset includes 35200 records from 511 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052026-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnuuxs
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba radicata Hook.f."
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046420-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-24575
title: Letters of Mundell, Thomas, Secretary of Home Reference Missionary Council, PMU, June 1925-July 1927

description: [description english/roman)] Pentecostal Missionary Union [PMU]/Assemblies of God [AoG] Home Reference Missionary Council outgoing correspondence from Home Reference Missionary Council secretary Thomas Mundell, including index for correspondence 109 pages and correspondence 2026 pages. Outgoing letters sent by Mundell on behalf of Assemblies of God [AoG] Home Reference Missionary Council
DOI: 10.15468/dl.muy6aw
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxalis leucophylla Phil."
 ]
}

 The dataset includes 17 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056261-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.