cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.mmnsx4
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Quercus semecarpifolia"
 ]
}

 The dataset includes 97 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005101-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17687917
title: Place Characteristics Description and Innovative Firm Location Dataset
DOI: 10.5281/zenodo.17695627
title: Key Factors Influencing the Ethical Use of Generative Artificial Intelligence in Higher Education: A Delphi Study
DOI: 10.5281/zenodo.17695628
title: Key Factors Influencing the Ethical Use of Generative Artificial Intelligence in Higher Education: A Delphi Study
DOI: 10.48366/r1564659
title: Benchmark Datasets for Clothing Attribute Recognition

description: a comparative summary of key clothing attribute recognition datasets published between 2012 and 2019. It lists each dataset’s publication year, image count, number of categories and attributes, key annotation features, and data sources. The table highlights the evolution from small curated collections to large-scale, richly annotated datasets sourced from online shopping sites and fashion platforms.
DOI: 10.15468/dl.tdm65d
title: Occurrence Download

description: A dataset containing 1288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Month is one of (September, October, November)",
 "TaxonKey is Anser cygnoides",
 "Year 2015-2025"
 ]
}

 The dataset includes 1288 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005104-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17695659
title: PRINCIPLES OF JUSTIFYING THE MACHINE COMPOSITION AND REGIONAL TECHNICAL SERVICE SYSTEM FOR AGRICULTURAL CLUSTERS OF THE REPUBLIC OF KARAKALPAKSTAN

description: In world practice, agricultural clusters and farms are among the main producers of agricultural products. Most of these entities have their own machine and tractor fleet, repair and maintenance points, and mobile workshops. Sudden malfunctions in the machines of agro-clusters working in the field are eliminated independently with the help of these points and workshops, and shift service is provided. Orders are placed at central service enterprises to perform complex malfunctions and maintenance work.
DOI: 10.5281/zenodo.17695660
title: PRINCIPLES OF JUSTIFYING THE MACHINE COMPOSITION AND REGIONAL TECHNICAL SERVICE SYSTEM FOR AGRICULTURAL CLUSTERS OF THE REPUBLIC OF KARAKALPAKSTAN

description: In world practice, agricultural clusters and farms are among the main producers of agricultural products. Most of these entities have their own machine and tractor fleet, repair and maintenance points, and mobile workshops. Sudden malfunctions in the machines of agro-clusters working in the field are eliminated independently with the help of these points and workshops, and shift service is provided. Orders are placed at central service enterprises to perform complex malfunctions and maintenance work.
DOI: 10.15468/dl.ch5hmd
title: Occurrence Download

description: A dataset containing 7074 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Geometry POLYGON((23.43535 68.80775,28.38968 25.8701,85.58984 25.26958,130.77944 4.70155,168.31238 65.05447,75.53103 79.61723,23.43535 68.80775))",
 "TaxonKey is Calamagrostis arundinacea"
 ]
}

 The dataset includes 7074 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005105-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/nd3p-jm38
title: "Lumbar compression Analysis Using Kinetic and Kinematic Data from 3D motion Capture System"

description: "This study investigates lumbar compression during both static and dynamic conditions using a 3D motion capture system. This data set contains the barefoot and high-heeled walking data of 10 healthy female participants. In this study, based on the IOR full-body marker set, markers were placed on participants, and kinetic and kinematic data were collected for each participant. Marker data from the lumbar region are processed to calculate displacement-based lumbar compression and lumbar compression angles in MATLAB across different subphases of the stance phase of the gait cycle. Participants walked on a force plate integrated with a 3D motion capture system while wearing both barefoot and high-heeled conditions. The consolidated report (joint kinetics and kinematics at the hip, knee, and ankle, and ground reaction force) of all participants for barefoot and high-heeled walking, generated using QTM software, is provided in PDF format. Also, the coordinates of markers placed in the lumbar region are given as a text file. Gait events were identified from ground reaction forces, and marker coordinates for each event were exported for further analysis. The study ultimately compares lumbar compression between barefoot and high-heeled walking to understand how footwear affects spinal motion. A brief procedure is given in the README document. "
DOI: 10.15468/dl.ygz9za
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Raorchestes hassanensis"
 ]
}

 The dataset includes 47 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005106-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsq7n6
title: Occurrence Download

description: A dataset containing 1103500154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations)",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset includes 1103500154 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005091-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v46k59
title: Occurrence Download

description: A dataset containing 3913 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Calamagrostis arundinacea"
 ]
}

 The dataset includes 3913 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005107-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ryx7dk
title: Occurrence Download

description: A dataset containing 307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Abies pindrow"
 ]
}

 The dataset includes 307 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005108-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4jyyn
title: Occurrence Download

description: A dataset containing 20992 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Philippines",
 "Island is Mindanao"
 ]
}

 The dataset includes 20992 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005109-251120083545085/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/13846894
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.q23e2g
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.60111000000001 24.825288, 88.523742 24.819711, 88.4483 24.803119, 88.37665800000001 24.775923, 88.310596 24.738802, 88.251749 24.692676, 88.20157 24.638691, 88.161289 24.578185, 88.131891 24.512656, 88.11408299999999 24.443723, 88.10828600000001 24.373089, 88.11462299999999 24.302493, 88.132919 24.233672, 88.162705 24.168317, 88.20323399999999 24.108031, 88.25349900000001 24.054289, 88.31225999999999 24.008407, 88.378074 23.971505, 88.44932799999999 23.944484, 88.524283 23.928004, 88.60111000000001 23.922465, 88.677937 23.928004, 88.752892 23.944484, 88.824146 23.971505, 88.88996 24.008407, 88.94872100000001 24.054289, 88.998986 24.108031, 89.03951499999999 24.168317, 89.069301 24.233672, 89.087597 24.302493, 89.093934 24.373089, 89.088137 24.443723, 89.070329 24.512656, 89.040931 24.578185, 89.00064999999999 24.638691, 88.95047099999999 24.692676, 88.89162399999999 24.738802, 88.82556200000001 24.775923, 88.75391999999999 24.803119, 88.678478 24.819711, 88.60111000000001 24.825288))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005882-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fsdkd
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 {
 "or" : [
 "Geometry POLYGON((108.214 29.015,116.075 29.015,116.075 33.605,108.214 33.605,108.214 29.015))",
 "Geometry POLYGON((108.3 29.2,116.7 29.2,116.7 33.6,108.3 33.6,108.3 29.2))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Forsythia suspensa"
 ]
}

 The dataset includes 252 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005885-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qx28py
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.60111000000001 24.825288, 88.523742 24.819711, 88.4483 24.803119, 88.37665800000001 24.775923, 88.310596 24.738802, 88.251749 24.692676, 88.20157 24.638691, 88.161289 24.578185, 88.131891 24.512656, 88.11408299999999 24.443723, 88.10828600000001 24.373089, 88.11462299999999 24.302493, 88.132919 24.233672, 88.162705 24.168317, 88.20323399999999 24.108031, 88.25349900000001 24.054289, 88.31225999999999 24.008407, 88.378074 23.971505, 88.44932799999999 23.944484, 88.524283 23.928004, 88.60111000000001 23.922465, 88.677937 23.928004, 88.752892 23.944484, 88.824146 23.971505, 88.88996 24.008407, 88.94872100000001 24.054289, 88.998986 24.108031, 89.03951499999999 24.168317, 89.069301 24.233672, 89.087597 24.302493, 89.093934 24.373089, 89.088137 24.443723, 89.070329 24.512656, 89.040931 24.578185, 89.00064999999999 24.638691, 88.95047099999999 24.692676, 88.89162399999999 24.738802, 88.82556200000001 24.775923, 88.75391999999999 24.803119, 88.678478 24.819711, 88.60111000000001 24.825288))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005886-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/wnt6-x446
title: "PEM fuel cell polarization test under different temperatures"

description: "This dataset is constructed based on polarization test results of a proton exchange membrane (PEM) fuel cell under multiple temperature conditions to support studies on operational mechanism analysis and early fault diagnosis. The polarization tests are processed at stack temperatures of [60, 65, 70, 75, 80, 85] \u2103, where key electrochemical signals, including cathode pressure difference, cathode outlet pressure, stack voltage, high-frequency resistance (HFR), and cell voltage monitoring (CVM) data, are systematically collected during the tests. Based on the acquired raw measurements. The dataset is suitable for fuel cell mechanism-consistent analysis, early fault detection, and validation of data-driven diagnostic algorithms, which provides a reliable experimental basis for investigating fault evolution mechanisms of PEM fuel cells under varying temperature conditions."
DOI: 10.15468/dl.844uqf
title: Occurrence Download

description: A dataset containing 1000 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Elymus dahuricus",
 "Year 1970-2000"
 ]
}

 The dataset includes 1000 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005887-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5n7sra
title: Occurrence Download

description: A dataset listing the 1183 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is one of (Central African Republic, Cameroon, Congo, Democratic Republic of the, Congo, Equatorial Guinea, Gabon)",
 "OccurrenceStatus is Present",
 "TaxonKey is Orchidaceae",
 "Year 1960-2026"
 ]
}

 The dataset's 1183 records were derived from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005868-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kj9jfx
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.60111000000001 24.825288, 88.523742 24.819711, 88.4483 24.803119, 88.37665800000001 24.775923, 88.310596 24.738802, 88.251749 24.692676, 88.20157 24.638691, 88.161289 24.578185, 88.131891 24.512656, 88.11408299999999 24.443723, 88.10828600000001 24.373089, 88.11462299999999 24.302493, 88.132919 24.233672, 88.162705 24.168317, 88.20323399999999 24.108031, 88.25349900000001 24.054289, 88.31225999999999 24.008407, 88.378074 23.971505, 88.44932799999999 23.944484, 88.524283 23.928004, 88.60111000000001 23.922465, 88.677937 23.928004, 88.752892 23.944484, 88.824146 23.971505, 88.88996 24.008407, 88.94872100000001 24.054289, 88.998986 24.108031, 89.03951499999999 24.168317, 89.069301 24.233672, 89.087597 24.302493, 89.093934 24.373089, 89.088137 24.443723, 89.070329 24.512656, 89.040931 24.578185, 89.00064999999999 24.638691, 88.95047099999999 24.692676, 88.89162399999999 24.738802, 88.82556200000001 24.775923, 88.75391999999999 24.803119, 88.678478 24.819711, 88.60111000000001 24.825288))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005888-260120142942310/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.31130335.v1
title: Supplementary information: Additions to PM<sub>2.5</sub> Nitrate during Atmospheric Transport from China to South Korea Revealed by Stable Isotopes

description: We studied PM<sub>2.5</sub> NO<sub>3</sub><sup>−</sup> collected from Seoul and Baengnyeong Island in South Korea.
DOI: 10.6084/m9.figshare.31130335
title: Supplementary information: Additions to PM<sub>2.5</sub> Nitrate during Atmospheric Transport from China to South Korea Revealed by Stable Isotopes

description: We studied PM<sub>2.5</sub> NO<sub>3</sub><sup>−</sup> collected from Seoul and Baengnyeong Island in South Korea.
DOI: 10.5281/zenodo.18344496
title: Dataset for "KnowYourCG: Facilitating base-level sparse methylome interpretation" --- HM450

description: Knowledgebases for the HumanMethylation450 Array (HM450)

This repository hosts curated knowledgebases for the Infinium HumanMethylation450 (HM450) array. These datasets are specifically formatted as RDS files for the knowYourCG Bioconductor package. They enable researchers to perform functional enrichment analysis on 450k data using updated genomic landmarks, chromatin states, and regulatory features.

1. Technical Metadata & Quality Control

Essential datasets for array-level metadata and data cleaning.





ProbeType — Infinium Type I vs Type II probe design.




InfiniumChemistry — Technical chemistry metadata for the 450k platform.




Mask (2026 Update) — Latest probe masking for artifacts and SNPs.




Mask (Legacy, BioC default) — Previous version of quality masks.




Blacklist — Genomic regions prone to mapping interference.



2. Genomic Context & Sequence Features

Knowledgebases describing the physical and evolutionary landscape of the 450k probes.





Chromosome — Updated chromosomal assignments.




CGI — CpG Island (CGI) associations.




nFlankCG — Nucleotide composition of sequences flanking the CpG.




Tetranuc2 — Tetranucleotide frequency signatures.




rmsk1 & rmsk2 — RepeatMasker repetitive elements.



3. Epigenomic States & Regulatory Elements

Annotations linking 450k sites to functional chromatin and protein binding data.





ChromHMM & REMCChromHMM — Chromatin state models and Roadmap Epigenomics updates.




HM — Histone modification peak overlaps.




TFBSrm — Transcription Factor Binding Sites.




CTCFbind — CTCF binding/insulator sites.




ABCompartment — Higher-order chromatin structure (A/B compartments).




PMD — Partially Methylated Domains.



4. Biological Signatures

Specialized datasets for tissue-specific and developmental biology.





ImprintingDMR — Differentially Methylated Regions associated with imprinting.




MetagenePC — Principal components of gene-level methylation.





References & Support





DOI: 10.5281/zenodo.18344496




Software: knowYourCG (Bioconductor)




Background Paper: Goldberg and Fu et al., Science Advances (2025)
DOI: 10.5281/zenodo.18176500
title: Dataset for "KnowYourCG: Facilitating base-level sparse methylome interpretation" --- HM450

description: Knowledgebases for the HumanMethylation450 Array (HM450)

This repository hosts curated knowledgebases for the Infinium HumanMethylation450 (HM450) array. These datasets are specifically formatted as RDS files for the knowYourCG Bioconductor package. They enable researchers to perform functional enrichment analysis on 450k data using updated genomic landmarks, chromatin states, and regulatory features.

1. Technical Metadata & Quality Control

Essential datasets for array-level metadata and data cleaning.





ProbeType — Infinium Type I vs Type II probe design.




InfiniumChemistry — Technical chemistry metadata for the 450k platform.




Mask (2026 Update) — Latest probe masking for artifacts and SNPs.




Mask (Legacy, BioC default) — Previous version of quality masks.




Blacklist — Genomic regions prone to mapping interference.



2. Genomic Context & Sequence Features

Knowledgebases describing the physical and evolutionary landscape of the 450k probes.





Chromosome — Updated chromosomal assignments.




CGI — CpG Island (CGI) associations.




nFlankCG — Nucleotide composition of sequences flanking the CpG.




Tetranuc2 — Tetranucleotide frequency signatures.




rmsk1 & rmsk2 — RepeatMasker repetitive elements.



3. Epigenomic States & Regulatory Elements

Annotations linking 450k sites to functional chromatin and protein binding data.





ChromHMM & REMCChromHMM — Chromatin state models and Roadmap Epigenomics updates.




HM — Histone modification peak overlaps.




TFBSrm — Transcription Factor Binding Sites.




CTCFbind — CTCF binding/insulator sites.




ABCompartment — Higher-order chromatin structure (A/B compartments).




PMD — Partially Methylated Domains.



4. Biological Signatures

Specialized datasets for tissue-specific and developmental biology.





ImprintingDMR — Differentially Methylated Regions associated with imprinting.




MetagenePC — Principal components of gene-level methylation.





References & Support





DOI: 10.5281/zenodo.18344496




Software: knowYourCG (Bioconductor)




Background Paper: Goldberg and Fu et al., Science Advances (2025)
DOI: 10.15468/dl.v4h7t8
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anolis danieli"
 ]
}

 The dataset includes 147 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005891-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqk3bd
title: Occurrence Download

description: A dataset containing 702 records in GBIF matching the query:
SELECT
 '124' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey 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 decimalLatitude &gt;= -12.166598047573723
 AND decimalLatitude &lt;= -8.098015256935714
 AND decimalLongitude &gt;= 145.57511247204945
 AND decimalLongitude &lt;= 151.78002114302873
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 702 records were derived from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005881-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/njjlmp
title: Replication Data for: Students Build Skills Self-Assessing Their Class Notes

description: Replication data for Students Build Skills Self-Assessing Their Class Notes published at the Journal of College Reading and Learning.