cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17623506
title: Digital Fashion Skills Dataset for PCA and Machine Learning Cluster Analysis

description: This dataset supports the article "Digital Fashion Skills Mapping Through PCA Clustering and Machine Learning: A Data-Driven Foundation for a Green TVET-Oriented Digital Competence Framework". The dataset contains raw and processed data used for Principal Component Analysis (PCA), Artificial Neural Network classification, K-Means clustering, and hierarchical clustering. The variables include Digital Design Skills, CAD Skills, Digital Sewing Skills, Digital Collaboration Skills, Digital Creativity, Fashion Technology Understanding, and VR Proficiency. The dataset is anonymized and intended for research, replication, and secondary analysis in digital fashion education, Green TVET, and data-driven competency modeling.
DOI: 10.5281/zenodo.17623507
title: Digital Fashion Skills Dataset for PCA and Machine Learning Cluster Analysis

description: This dataset supports the article "Digital Fashion Skills Mapping Through PCA Clustering and Machine Learning: A Data-Driven Foundation for a Green TVET-Oriented Digital Competence Framework". The dataset contains raw and processed data used for Principal Component Analysis (PCA), Artificial Neural Network classification, K-Means clustering, and hierarchical clustering. The variables include Digital Design Skills, CAD Skills, Digital Sewing Skills, Digital Collaboration Skills, Digital Creativity, Fashion Technology Understanding, and VR Proficiency. The dataset is anonymized and intended for research, replication, and secondary analysis in digital fashion education, Green TVET, and data-driven competency modeling.
DOI: 10.15468/dl.b528m7
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037825-251025141854904/datasets/export for details.
DOI: 10.15468/dl.m4j446
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-148.03048 27.06497,-80.96952 27.06497,-80.96952 53.93503,-148.03048 53.93503,-148.03048 27.06497))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sorex preblei",
 "Year 1970-2017"
 ]
}

 The dataset includes 165 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037826-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6enmh
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037827-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5mfnvs
title: Occurrence Download

description: A dataset containing 269 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aves presentes en el cerro Yerrecuí, municipio de Tadó, Chocó. 2022"
 ]
}

 The dataset includes 269 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037828-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2yx94
title: Occurrence Download

description: A dataset containing 12792 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Subcoccinella vigintiquatuorpunctata"
 ]
}

 The dataset includes 12792 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037829-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bth5kg
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mixia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037830-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqe4m4
title: Occurrence Download

description: A dataset containing 13573 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.1.2.12_1",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Insecta"
 ]
}

 The dataset includes 13573 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037831-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17620412
title: Source Dataset for "Revisiting Mars' Induced Magnetic Field and Clock Angle Departures under Real-Time Upstream Solar Wind Conditions"

description: This dataset supports the manuscript by Cheng et al. (2025), “Revisiting Mars’ Induced Magnetic Field and Clock Angle Departures under Real-Time Upstream Solar Wind Conditions.”





clock_diff: Clock-angle departures.




inside_B: Downstream magnetic field vectors.




inside_clock: Clock angle of the downstream magnetic field.




inside_Pmso: Position of the downstream point in MSO coordinates.


inside_Pmse: Position of the downstream point in MSE coordinates.



inside_sza: Solar zenith angle at the downstream point.




IMF_B: Upstream interplanetary magnetic field (IMF).


IMF_clock, IMF_cone: clock angle and cone angle of IMF



sw_dynamic_P: Solar wind dynamic pressure.


bs_normal: corresponding bow shock normal vector for each point.

theta_bn: shock normal angle


 

 

 

"
DOI: 10.5281/zenodo.17624009
title: Source Dataset for "Revisiting Mars' Induced Magnetic Field and Clock Angle Departures under Real-Time Upstream Solar Wind Conditions"

description: This dataset supports the manuscript by Cheng et al. (2025), “Revisiting Mars’ Induced Magnetic Field and Clock Angle Departures under Real-Time Upstream Solar Wind Conditions.”





clock_diff: Clock-angle departures.




inside_B: Downstream magnetic field vectors.




inside_clock: Clock angle of the downstream magnetic field.




inside_Pmso: Position of the downstream point in MSO coordinates.


inside_Pmse: Position of the downstream point in MSE coordinates.



inside_sza: Solar zenith angle at the downstream point.




IMF_B: Upstream interplanetary magnetic field (IMF).


IMF_clock, IMF_cone: clock angle and cone angle of IMF



sw_dynamic_P: Solar wind dynamic pressure.


bs_normal: corresponding bow shock normal vector for each point.

theta_bn: shock normal angle


 

 

 

"
DOI: 10.15468/dl.kfaugs
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mammillaria luethyi"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037832-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.78kd2r
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hoplitis convolvuli"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037833-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pn3mtj
title: Occurrence Download

description: A dataset containing 254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sporotrichum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 254 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037834-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17623989
title: Conscious AI
DOI: 10.15468/dl.xhn94z
title: Occurrence Download

description: A dataset containing 3132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Itersonilia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3132 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037838-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhz95c
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hoplitis gusenleitneri"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037840-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17624058
title: NVQE-T Framework and PIVA Protocol:\\ Autonomous Coherence Certification under Sub-2.5 µs Latency\\ \large (Partial Release for Patent Protection
DOI: 10.15468/dl.sc4uf5
title: Occurrence Download

description: A dataset containing 201797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-106.47654 35.19745,-106.49682 35.1916,-106.49734 35.15672,-106.49808 35.07282,-106.49449 35.01948,-106.46782 35.0282,-106.45346 35.03948,-106.43961 35.04871,-106.44012 35.08872,-106.44064 35.13231,-106.45346 35.17129,-106.47654 35.19745))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 201797 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037820-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17624057
title: NVQE-T Framework and PIVA Protocol:\\ Autonomous Coherence Certification under Sub-2.5 µs Latency\\ \large (Partial Release for Patent Protection
DOI: 10.15468/dl.r4734n
title: Occurrence Download

description: A dataset containing 43195 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triturus marmoratus"
 ]
}

 The dataset includes 43195 records from 780 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037839-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdysvc
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hoplitis convolvuli"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037841-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xv4f9x
title: Occurrence Download

description: A dataset containing 32737 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ceratobasidium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 32737 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037842-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rezg98
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-134.68811 33.51543,-107.31189 33.51543,-107.31189 44.48457,-134.68811 44.48457,-134.68811 33.51543))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aplodontia rufa californica",
 "Year 1970-2020"
 ]
}

 The dataset includes 20 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037843-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17624062
title: The Team Formation Problem in Education: A Systematic Review and Taxonomy of Its Variants and Optimisation Approaches [APPENDIX AND DATA]
DOI: 10.5281/zenodo.17624061
title: The Team Formation Problem in Education: A Systematic Review and Taxonomy of Its Variants and Optimisation Approaches [APPENDIX AND DATA]
DOI: 10.15468/dl.fa7tv3
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-167.47239 14.37258,-54.52761 14.37258,-54.52761 59.62742,-167.47239 59.62742,-167.47239 14.37258))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Euderma maculatum",
 "Year 1970-2020"
 ]
}

 The dataset includes 121 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037845-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e240172v1
title: Global Residential HVAC Market Analysis

description: The global Residential HVAC Market was valued at USD 104.50
billion in 2024 and is anticipated to grow to USD 122.47 billion by 2025. The
market is projected to reach USD 154.22 billion by 2030, registering a compound
annual growth rate (CAGR) of 5.16% from 2025 to 2030. This growth is driven by
increasing urbanization, rising demand for energy-efficient and sustainable
HVAC solutions, and heightened awareness of indoor air quality.<br><br>For more information visit: https://www.nextmsc.com/report/residential-hvac-market-cm3534
DOI: 10.15468/dl.7wbkwy
title: Occurrence Download

description: A dataset containing 2337224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Morus notabilis, Sesbania bispinosa, Aegilops umbellulata, Agropyron cristatum, Avena longiglumis, Beckmannia syzigachne, Cercis chuniana, Cucumis sativus, Hordeum brevisubulatum, Oxalis articulata, Oxalis debilis, Physaria fendleri, Physaria lindheimeri, Physaria pallida, Rosa laevigata, Rosa persica, Arabidopsis thaliana, Camelina neglecta, Fragaria nipponica, Fragaria orientalis, Antirrhinum majus, Carpinus viminea, Cenchrus americanus, Corydalis hemidicentra, Dasypyrum villosum, Epimedium pubescens, Medicago littoralis, Ormosia purpureiflora, Pontederia cordata, Prunus campanulata, Puccinellia tenuiflora, Punica granatum, Salvia officinalis, Secale cereale, Arabis alpina, Arabis planisiliqua, Corydalis saxicola, Artemisia tridentata, Centella asiatica, Coptis teeta, Eomecon chionantha, Lotus pedunculatus, Luzula pallescens, Platycodon grandiflorus, Rosa rugosa, Microcitrus australis, Argentina lineata, Salvia hispanica, Arachis ipaensis, Brachypodium distachyon, Brachypodium stacei, Brassica oleracea, Bretschneidera sinensis, Musa troglodytarum, Ormosia emarginata, Ormosia semicastrata, Paspalum notatum, Tripidium rufipilum, Sorghum bicolor, Spodiopogon sagittifolius, Theobroma grandiflorum, Macrotyloma uniflorum, Prunus speciosa, Rubus corchorifolius, Anethum graveolens, Apios americana, Begonia fimbristipula, Citrullus amarus, Citrullus colocynthis, Citrullus lanatus, Citrullus mucosospermus, Citrullus naudinianus, Citrullus rehmii, Cornus wilsoniana, Corylus americana, Daucus carota, Fagopyrum tataricum, Gongronemopsis tenacissima, Gynochthodes officinalis, Hansenia weberbaueriana, Hoya carnosa, Incarvillea sinensis, Lablab purpureus, Murraya koenigii, Mussaenda pubescens, Ophiorrhiza japonica, Penstemon barbatus, Phaseolus vulgaris, Rhodomyrtus tomentosa, Santalum album, Sphenostylis stenocarpa, Trichosanthes truncata, Averrhoa carambola, Citrullus ecirrhosus, Lagenaria siceraria, Metrosideros polymorpha, Momordica charantia, Acorus gramineus, Acorus calamus, Avena clauda)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2337224 records from 5409 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028943-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkhnc6
title: Occurrence Download

description: A dataset containing 2589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Country is Bolivia (Plurinational State of)",
 "Geometry POLYGON((-65.48087 -21.92488,-64.6967 -21.92488,-64.70702 -20.82857,-64.6967 -20.55336,-65.48087 -20.55336,-65.48087 -21.92488))",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (NE, DD, LC, NT, VU, EN, CR, EW, EX)",
 "Month is one of (December, November, October, August, September, July, June, May, March, April, February, January)",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 2589 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008188-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.535ked
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is JPN.26_1",
 "Geometry POLYGON((115.79909 29.51472,158.20091 29.51472,158.20091 46.48528,115.79909 46.48528,115.79909 29.51472))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Veronicastrum japonicum (Nakai) T.Yamaz."
 ]
}

 The dataset includes 215 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008189-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxm6z6
title: Occurrence Download

description: A dataset containing 7324 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phaseolus coccineus L.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 7324 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008190-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jujw9q
title: Occurrence Download

description: A dataset containing 258996 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Anas acuta Linnaeus, 1758",
 "Year is less than or equal to 2024",
 "Year is greater than or equal to 2021",
 "Continent is Europe"
 ]
}

 The dataset includes 258996 records from 231 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012949-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5s8ec
title: Occurrence Download

description: A dataset containing 34778 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sardinops sagax",
 "Year 2015-2025"
 ]
}

 The dataset includes 34778 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034665-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvm5jn
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The Exsiccatal Series \"Triebel, Microfungi exsiccati\"",
 "Country is Croatia"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034668-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtmzxr
title: Occurrence Download

description: A dataset containing 81699 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Euphorbia dulcis"
 ]
}

 The dataset includes 81699 records from 761 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034572-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16927223
title: Quantifying the Impacts of the 10-11 May 2024 Geomagnetic Superstorm on Transatlantic Aviation: Rerouting, Delays, and Economic Losses

description: The dataset covers meteorological conditions from North America to Europe during 4–8 May 2024, along with ADS-B flight data, Kp and Dst indices, and the corresponding statistical results analysed in this study.
DOI: 10.5281/zenodo.16931981
title: Quantifying the Impacts of the 10-11 May 2024 Geomagnetic Superstorm on Transatlantic Aviation: Rerouting, Delays, and Economic Losses

description: The dataset covers meteorological conditions from North America to Europe during 4–8 May 2024, along with ADS-B flight data, Kp and Dst indices, and the corresponding statistical results analysed in this study.
DOI: 10.15468/dl.q7xu5j
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034669-250811113504898/datasets/export for details.
DOI: 10.15468/dl.mqsyuu
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cenchrus echinatus",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034670-250811113504898/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/12843649
title: Peer-to-Peer Boliviano (BOB) Exchange Data