cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.71760/ukllc-dataset-00308-01
title: Southall & Brent Revisited (SABRE): COVID-19 Antibody Test Results
title: SABRE_Covid_antibody_test_results

description: Antibody study request sent to surviving participants who had completeted Covid questionnaire at wave 1 or wave 2.  Finger tip blood sample by post to Thriva
DOI: 10.71760/ukllc-dataset-00309-02
title: Southall & Brent Revisited (SABRE): COVID-19 Wave 1
title: SABRE_Covidwave1

description: Sent to surviving participants who had consented to data linkage and who had attended or completed questionnaires at visit3. 87 were email and the remainder were paper questionnaires
DOI: 10.3535/gt4-s4p-276
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lj6-y3q-qmv
title: Aegilops caudata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.16538530
title: WD4P: A link prediction benchmark for knowledge graph with multiple annotation patterns.

description: WD4P (Wikidata with 4 Patterns) is a benchmark for link prediction on knowledge graphs containing base triple and three annotation patterns.

In addition to base triples (s-p-o), the annotation patterns are:





t-p-o pattern: describe annotations where a triple is in subject position,

s-p-t pattern: describe annotations where a triple is in object position,

and t-p-t pattern: describe annotations where triples are in both positions.



 

To build WD4P, we use WD50K [1] since it is a curated hyper-relational KG, and FBHE [2], since it is a bi-level KG, and because both KGs are based on FB15K-237.

We join WD50K and FBHE by taking advantage of that last fact. 

Similar to WD50K, WD4P uses entities and relations from Wikidata (rather than Freebase), as Wikidata is still maintained.

 

The different patterns were obtained like follows.





 We obtained the base triples (and s-p-o pattern) from the 233,711 base triples of WD50K and the annotated triples of FBHE.

We obtained the t-p-o pattern by reusing half of the 46,645 annotations of WD50K.

To obtain the s-p-t, we reversed the other half of the annotations of WD50K by incorporating the appropriate symmetric relations.

We obtain the t-p-t pattern by reusing as much of the 34,941 annotations of FBHE as possible. 



This method has for consequence that WD4P contains at most one annotation pattern per fact.

That is because facts from WD50K contain only the t-p-o, or the s-p-t pattern once reversed.

While facts from FBHE are only a singular t-p-t pattern.

 

For evaluation purposes, we built two subsets of WD4P.





WD4P-HR, a hyper-relational KG containing only s-p-o and t-p-o patterns of WD4P.

WD4P-BL, a bi-level KG containing only s-p-o and t-p-t patterns.



WD4P and its variants are randomly split into the same training set, validation set, and test set, respectively containing 80%, 10%, and 10% of the original information.

As was done for WD50K, we eliminate test set leakages by removing facts from the train and validation sets that share their annotated triple with a fact of the test set.

Then, to ensure that every term in the test set has been seen during training, we remove facts from the test set that contain entities and relations not present in the train or validation sets.

 

 

 

 

[1] Mikhail Galkin, Priyansh Trivedi, Gaurav Maheshwari, Ricardo Usbeck, and Jens Lehmann. 2020. Message Passing for Hyper-Relational Knowledge Graphs. In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP), Bonnie Webber, Trevor Cohn, Yulan He, and Yang Liu (Eds.). Association for Computational Linguistics, 7346–7359. doi:10.18653/v1/ 2020.emnlp- main.596

 

[2] Chanyoung Chung and Joyce Jiyoung Whang. 2023. Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link Prediction. Proceedings of the AAAI Conference on Artificial Intelligence 37, 4 (June 2023), 4208–4216. doi:10.1609/aaai.v37i4.25538
DOI: 10.5281/zenodo.16538531
title: WD4P: A link prediction benchmark for knowledge graph with multiple annotation patterns.

description: WD4P (Wikidata with 4 Patterns) is a benchmark for link prediction on knowledge graphs containing base triple and three annotation patterns.

In addition to base triples (s-p-o), the annotation patterns are:





t-p-o pattern: describe annotations where a triple is in subject position,

s-p-t pattern: describe annotations where a triple is in object position,

and t-p-t pattern: describe annotations where triples are in both positions.



 

To build WD4P, we use WD50K [1] since it is a curated hyper-relational KG, and FBHE [2], since it is a bi-level KG, and because both KGs are based on FB15K-237.

We join WD50K and FBHE by taking advantage of that last fact. 

Similar to WD50K, WD4P uses entities and relations from Wikidata (rather than Freebase), as Wikidata is still maintained.

 

The different patterns were obtained like follows.





 We obtained the base triples (and s-p-o pattern) from the 233,711 base triples of WD50K and the annotated triples of FBHE.

We obtained the t-p-o pattern by reusing half of the 46,645 annotations of WD50K.

To obtain the s-p-t, we reversed the other half of the annotations of WD50K by incorporating the appropriate symmetric relations.

We obtain the t-p-t pattern by reusing as much of the 34,941 annotations of FBHE as possible. 



This method has for consequence that WD4P contains at most one annotation pattern per fact.

That is because facts from WD50K contain only the t-p-o, or the s-p-t pattern once reversed.

While facts from FBHE are only a singular t-p-t pattern.

 

For evaluation purposes, we built two subsets of WD4P.





WD4P-HR, a hyper-relational KG containing only s-p-o and t-p-o patterns of WD4P.

WD4P-BL, a bi-level KG containing only s-p-o and t-p-t patterns.



WD4P and its variants are randomly split into the same training set, validation set, and test set, respectively containing 80%, 10%, and 10% of the original information.

As was done for WD50K, we eliminate test set leakages by removing facts from the train and validation sets that share their annotated triple with a fact of the test set.

Then, to ensure that every term in the test set has been seen during training, we remove facts from the test set that contain entities and relations not present in the train or validation sets.

 

 

 

 

[1] Mikhail Galkin, Priyansh Trivedi, Gaurav Maheshwari, Ricardo Usbeck, and Jens Lehmann. 2020. Message Passing for Hyper-Relational Knowledge Graphs. In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP), Bonnie Webber, Trevor Cohn, Yulan He, and Yang Liu (Eds.). Association for Computational Linguistics, 7346–7359. doi:10.18653/v1/ 2020.emnlp- main.596

 

[2] Chanyoung Chung and Joyce Jiyoung Whang. 2023. Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link Prediction. Proceedings of the AAAI Conference on Artificial Intelligence 37, 4 (June 2023), 4208–4216. doi:10.1609/aaai.v37i4.25538
DOI: 10.71760/ukllc-dataset-00307-02
title: Southall & Brent Revisited (SABRE): COVID-19 Wave 3
title: SABRE_COVID_WAVE3

description: Postal questionnaire
DOI: 10.3535/0c2-7x7-lys
title: Hypericum empetrifolium Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l91-8mp-5aj
title: Aegilops comosa subsp. heldreichii (Holzm. ex Boiss.) Eig

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.71760/ukllc-dataset-00304-01
title: Medical Research Council (MRC) National Survey of Health and Development (NSHD): Nightingale Metabolomics
title: NSHD46_nightingale_metabolomics

description: All active study members who provided a blood sample for Nightingale metabolomics
DOI: 10.71760/ukllc-dataset-00306-02
title: Southall & Brent Revisited (SABRE): COVID-19 Wave 2 Yes
title: SABRE_COVID_WAVE2YES

description: Postal questionnaire
DOI: 10.3535/ggs-5xe-elb
title: Astragalus depressus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xpv-gjz-rzl
title: Lysimachia atropurpurea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.71760/ukllc-dataset-00303-01
title: Medical Research Council (MRC) National Survey of Health and Development (NSHD): COVID-19 Antibody Test Results
title: NSHD46_covid_antibody_test_results

description: All active study members who have completed at least one COVID questionnaire were asked to undergo a COVID-19 antibody finger prick test
DOI: 10.71760/ukllc-dataset-00305-02
title: Southall & Brent Revisited (SABRE): COVID-19 Wave 2 No
title: SABRE_COVID_WAVE2No

description: Postal questionnaire
DOI: 10.3535/wb3-qfs-0cn
title: Lotus herbaceus (Vill.) Jauzein

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.71760/ukllc-dataset-00302-01
title: Medical Research Council (MRC) National Survey of Health and Development (NSHD): Sociodemographics
title: NSHD46_SOCIODEMOGRAPHICS

description: Childhood and midlife social class; parental and own education; housing tenure; income.
DOI: 10.3535/0pm-t4p-qr0
title: Poa timoleontis Heldr. ex Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t3s-15q-38x
title: Myosotis sylvatica subsp. cyanea (Boiss. & Heldr.) Vestergr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.71760/ukllc-dataset-00299-01
title: Medical Research Council (MRC) National Survey of Health and Development (NSHD): COVID-19 Wave 1 Questionnaire
title: NSHD46_COVIDW1WEBPOSTAL

description: All active participants were sent a COVID web/postal questionnaire. The questions covered topics about wellbeing and the impact of COVID on work and family life.
DOI: 10.71760/ukllc-dataset-00300-01
title: Medical Research Council (MRC) National Survey of Health and Development (NSHD): COVID-19 Wave 2 Questionnaire
title: NSHD46_COVIDW2WEBPOSTAL

description: All active participants were sent a COVID web/postal questionnaire. The questions covered topics about wellbeing and the impact of COVID on work and family life.
DOI: 10.3535/r6t-bc8-11y
title: Alkanna graeca Boiss. & Spruner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y9p-833-aqb
title: Daucus guttatus Sm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.71760/ukllc-dataset-00298-01
title: National Institute for Health and Care Research (NIHR) Mental Health BioResource COVID-19 Psychiatry and Neurological Genetics (COPING) Study: Controls from the COPING study
title: NIHRBIO_COPING_Bioresource

description: All participants in the study were sent a baseline questionnaire to complete, followed by followup questionnaires online. The questions covered topics of wellbeing before the pandemic and how it changed, as well as the impact of COVID on their mental health, work, and family life. The data covers prepandemic, baseline, and retrospective data from non-GLAD participants taking part in the COPING study.
DOI: 10.71760/ukllc-dataset-00301-01
title: Medical Research Council (MRC) National Survey of Health and Development (NSHD): COVID-19 Wave 3 
title: NSHD46_COVIDW3WEB

description: All active participants were sent a COVID web/postal questionnaire. The questions covered topics about wellbeing and the impact of COVID on work and family life.
DOI: 10.15468/dl.hzt7a5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cecropia schreberiana",
 "Country is Cameroon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062126-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/aff-blr-hee
title: Lactuca tuberosa Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jkl-6d6-lkt
title: Petrosedum tenuifolium (Sm.) Grulich

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4za-prc-e2y
title: Onosma frutescens Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7zy-qf5-xey
title: Campanula topaliana subsp. cordifolia Phitos

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lqb-leh-716
title: Juncus acutus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tpq-16r-y8x
title: Fumaria officinalis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9sy-zkn-5jc
title: Crepis zacintha (L.) Babc.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/a8t-d8j-fva
title: Stipa endotricha Martinovský

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2vl-q49-mfb
title: Trifolium grandiflorum Schreb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fxz-fcd-bqd
title: Dasypyrum villosum (L.) Borbás

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kr6-vlh-t27
title: Thapsia asclepium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d58-nn7-0g0
title: Vicia villosa subsp. varia (Host) Corb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ftf-chq-vf7
title: Teucrium flavum subsp. hellenicum Rech.f.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bq5-ylg-txa
title: Ononis pubescens L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xwa-p7s-j4b
title: Ranunculus neapolitanus Ten.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5rc-h86-7n3
title: Euphorbia taurinensis All.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/80w-qt7-a03
title: Tripogon bromoides Roem. & Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/aww-lbf-h6j
title: Tordylium officinale L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l24-yr5-yvx
title: Asplenium cuneifolium Viv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qfr-h2h-th8
title: Torilis leptophylla (L.) Rchb. fil.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v5v-rra-f7x
title: Crepis foetida L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1kf-n9q-de9
title: Luzula nodulosa (Chaub. & Bory) E. Mey.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mpj-y17-jh2
title: Erodium cicutarium (L.) L'Hér.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gvx-l0n-63x
title: Valerianella dentata (L.) Pollich

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ypl-seg-2cd
title: Thymus longicaulis C.Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rfa-e2p-5ws
title: Coronilla securidaca L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kgb-hwc-y55
title: Trifolium ochroleucon Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vjr-ny4-pl6
title: Hypericum olympicum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3n9-dzd-c37
title: Polygonum minus Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t58-jpg-kng
title: Heliopsis helianthoides (L.) Sweet

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/472-aef-gjb
title: Hordeum geniculatum All.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k7h-sqm-jcf
title: Ptilostemon chamaepeuce (L.) Less.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/rxxwpkyh7r
title: Wind Resource Quality Assessment Data

description: Repository Description – Wind Resource Assessment
This repository contains the data and results associated with a study focused on the evaluation of wind energy potential. It includes both raw and processed datasets, as well as the outputs from spatial and statistical analyses performed throughout the research.
The data used to calculate the relevant variables were obtained from publicly available sources and processed using tools such as Google Earth Engine and Python. In addition to the original data sources (referenced in the Appendix), the repository offers maps, vector layers, and other geospatial outputs that visualize the results of the assessment across the study area.
The repository also includes documentation of the methodology applied, from the selection and filtering of suitable areas to the final evaluation of wind farm locations. These materials are intended to support transparency, reproducibility, and further research in wind resource assessment.
DOI: 10.3535/fzz-twz-xmm
title: Veronica scardica Griseb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mhw-7zc-v0a
title: Phalaris paradoxa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tf4-qfe-2cm
title: Fibigia clypeata (L.) Medik.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.vheg9x
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.26365 44.38312,7.33661 44.38312,7.33661 44.81212,6.26365 44.81212,6.26365 44.38312))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chondrina gerhardi"
 ]
}

 The dataset includes 11 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062127-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/rxxwpkyh7r.1
title: Wind Resource Quality Assessment Data

description: Repository Description – Wind Resource Assessment
This repository contains the data and results associated with a study focused on the evaluation of wind energy potential. It includes both raw and processed datasets, as well as the outputs from spatial and statistical analyses performed throughout the research.
The data used to calculate the relevant variables were obtained from publicly available sources and processed using tools such as Google Earth Engine and Python. In addition to the original data sources (referenced in the Appendix), the repository offers maps, vector layers, and other geospatial outputs that visualize the results of the assessment across the study area.
The repository also includes documentation of the methodology applied, from the selection and filtering of suitable areas to the final evaluation of wind farm locations. These materials are intended to support transparency, reproducibility, and further research in wind resource assessment.
DOI: 10.3535/sf3-nm1-bec
title: Lotus tenuis Waldst. & Kit. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wxe-yz1-gwb
title: Fumaria schleicheri Soy.-Will.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ff7-7v7-qmf
title: Lamium garganicum subsp. striatum (Sm.) Hayek

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/z0w-el6-mgk
title: Anthemis chia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.haesvp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Akysis portellus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062128-250717081556266/datasets/export for details.
DOI: 10.3535/kay-n67-lhq
title: Hibiscus trionum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/llf-x6x-0s5
title: Hypericum empetrifolium Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3dj-4dz-3pr
title: Astragalus exscapus subsp. exscapus

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ayv-9nk-0vt
title: Galium taygeteum Krendl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2zr-mgq-v3n
title: Lysimachia serpyllifolia Schreb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c8e-vha-nag
title: Dittrichia graveolens (L.) Greuter

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0e7-f3a-184
title: Salvia argentea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/49z-fsp-9xd
title: Medicago lupulina L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jej-h9p-be0
title: Lotus longisiliquosus R.Roem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y3a-yat-ln5
title: Pilosella bauhini subsp. bauhini

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/al1-1bn-r83
title: Valeriana dioscoridis Sm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mdz-00f-qc7
title: Convolvulus cantabrica L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4jw-44g-6gj
title: Galium thymifolium Boiss. & Heldr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fan-v9v-pmd
title: Sarcopoterium spinosum (L.) Spach

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m9q-gjy-qf5
title: Crucianella latifolia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jr4-dn2-z6q
title: Clematis flammula L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ltp-589-zr6
title: Acanthus spinosus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9s1-c7n-3yq
title: Marrubium peregrinum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bsy-jem-2fr
title: Dipsacus pilosus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17632/fpsxmc9ggz
title: all_map_info- bubble

description: KEGG pathway bubble
DOI: 10.3535/3x7-thk-r0b
title: Cotinus coggygria Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.