cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/qvk-qa9-jq9
title: Asparagus verticillatus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zhd-11z-7yn
title: Asparagus verticillatus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dc7-bp4-r8p
title: Campanula cespitosa Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jww-z08-cxz
title: Carex melanostachya M.Bieb. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/day-1r2-x1t
title: Veronica austriaca L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h6l-daz-tpk
title: Medicago orthoceras (Kar. & Kir.) Trautv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5b1-6yz-fbq
title: Aethionema armenum Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m0g-1e3-zcd
title: Asparagus verticillatus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3sx-epy-gnj
title: Vicia variegata subsp. variegata

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9q0-c2l-1jb
title: Hieracium bupleuroides C. C. Gmel.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8jd-rdw-73h
title: Strigosella africana (L.) Botsch.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zhd-033-w19
title: Astragalus hamosus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/za3-c53-khh
title: Athyrium filix-femina (L.) Roth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.w44zhr
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Setaria parviflora",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 40 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068948-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/dkb-9ap-0xe
title: Dactylorhiza Neck. ex Nevski

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ky7-ped-efy
title: Cyperus fuscus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lgy-tf4-lhb
title: Fuscocephaloziopsis macrostachya (Kaal.) Váňa & L. Söderstr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yf9-a3a-ttx
title: Astragalus aureus Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dtq-e0l-e2z
title: Poaceae

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fvd-43z-p2b
title: Alopecurus textilis Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jt2-cqb-qpd
title: Equisetum arvense L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rxx-x89-b0w
title: Digitalis grandiflora Mill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/az6-hn6-4q5
title: Thymus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0km-3q6-2x0
title: Veronica chamaedrys L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2f7-0l7-78s
title: Secale strictum (C.Presl) C.Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c4a-psr-4jx
title: Sphenolobus minutus (Schreb. ex Cranz) Berggr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l75-8b0-0rt
title: Silene latifolia Poir.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y29-zvd-sdp
title: Verbascum blattaria L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2fb-6md-bmh
title: Polygonum cognatum Meisn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j00-dfy-5cc
title: Geranium molle L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0w0-t16-kwn
title: Poterium sanguisorba subsp. sanguisorba

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lkg-7hk-rcj
title: Euphorbia glaberrima K.Koch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/00x-6yy-g1t
title: Trichophorum cespitosum (L.) Hartm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l81-b85-6r3
title: Pulvigera lyellii (Hook. & Taylor) Plášek, Sawicki & Ochyra

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4hw-8yf-epp
title: Hyoscyamus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yal-965-jcy
title: Fuscocephaloziopsis loitlesbergeri (Schiffn.) Váňa & L. Söderstr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0qj-vf7-skt
title: Menyanthes trifoliata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n22-ltj-x3d
title: Euphorbia squamosa Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.pm22ny
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Craugastor talamancae)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068949-250717081556266/datasets/export for details.
DOI: 10.3535/9lv-lk3-00t
title: Polytrichum longisetum Sw. ex Brid.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t5g-llq-vyx
title: Ephedra procera C.A.Mey.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f6g-a4a-9by
title: Thesium ramosum Hayne

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sqj-28k-l84
title: Euphorbia seguieriana Neck.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/62v-ml7-rvx
title: Stereodon callichrous (Brid.) Brid.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pbv-sg1-csd
title: Santolina L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2m7-2sw-9xj
title: Equisetum ramosissimum Desf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j0h-kx0-5yr
title: Veronica teucrium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1rt-eqj-wn6
title: Straminergon stramineum (Dicks. ex Brid.) Hedenäs

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qt4-xng-tw9
title: Salvia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/a5b-npt-n52
title: Euphorbia iberica Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g8m-2yz-lqf
title: Rochelia disperma (L. fil.) C. Koch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s1z-76k-z4h
title: Thesium ramosum Hayne

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h78-ha1-n74
title: Equisetum telmateia Ehrh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2pk-age-ky4
title: Scrophularia umbrosa Dumort.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.15568622
title: Aurora Initiative:_(AURORA HAS RE-SEEING) RESEARCH & PROJECT

description: Copying, publishing, or reusing any part of this document without explicit cooperation and crediting the author of the scientific content in all relevant documents is strictly prohibited.

~~ ...  ~~~~~~~~~~

Independent Researcher, Alexandria University - Higher Institute of Social Work, Egypt
DOI: 10.15468/dl.hkqsy3
title: Occurrence Download

description: A dataset containing 264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crotalaria senegalensis, Crotalaria senegalensis, Crotalaria senegalensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 264 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025201-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8thfkx
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba subumbellata"
 ]
}

 The dataset includes 76 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025202-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3g43p
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025203-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17630/f721abd5-c67d-4f79-b697-297be33ee969
title: Location-Based Games for Language Learning: A Scoping Review (dataset)

description: This dataset supports a scoping review of research on location-based games for language learning, covering studies published between July 2016 and July 2024. The data were collected through a systematic search of academic databases using predefined inclusion and exclusion criteria. The dataset is presented in two Excel files:

File 1: Appendix A – Coding Scheme 
Contains extracted data from the 19 studies included in the final review. Each study is coded across multiple variables, including publication details, methodology, research focus, theoretical frameworks, intervention types, context, results, and implications. It provides a structured overview of how location-based games are being researched in the field of language education.

File name: Appendix_A_Coding_Scheme.xlsx

File type: Microsoft Excel Spreadsheet (.xlsx)
Contents: Sheet 1: One row per study, with columns for Author(s), Year, Source, Title, Target Language, Research Focus, Methodology, Theoretical Framework, Intervention Type, Context, Summary, Results and Implications.

Software required: Any spreadsheet application such as Microsoft Excel, Google Sheets, or LibreOffice Calc.

File 2: Appendix B – Search Log
Documents the full journal search process undertaken during the initial phases of the review. It includes several sheets detailing database-specific searches, keywords used and the number of results retrieved and screened.

File name: Appendix B Search Log.xlsx

File type: Microsoft Excel Spreadsheet (.xlsx)

Contents: Sheet 1: Database search strategy, Sheet 2: Screening log, Sheet 3: Exclusion reasons

Software required: Microsoft Excel or compatible software

These files provide transparency into the review’s methodology and facilitate reproducibility. The coding scheme may be useful for researchers conducting similar reviews or for comparative analysis in digital game-based learning research.
DOI: 10.15468/dl.vjf524
title: Occurrence Download

description: A dataset containing 1718 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mirabilis jalapa",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1718 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025204-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2yu9v
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leuciscus cotio"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025206-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.896b94
title: Occurrence Download

description: A dataset containing 582 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine ovata"
 ]
}

 The dataset includes 582 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025207-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15990039
title: Dataset for paper "Generalizable neural-network parameterization of mesoscale eddies in idealized and global ocean models" by Pavel Perezhogin, Alistair Adcroft and Laure Zanna

description: This repository contains the following data:



factor-*.zip Is the training data generated from the global ocean model CM2.6, where factor value stands for the coarsening ratio between high-resolution and coarse grids

Data required to plot Figure 1 is in offline-skill-Figure-1.zip

Online metrics required to reproduce Figures 2,3 and 4 are in online-simulation-metrics.zip

NW2-*.zip is raw simulation data in the idealized configuration NeverWorld 2

OM4-*.zip is raw simulation data in the global configuration OM4


Additional data required to plot Figure S5:



Offline skill of the subgrid model used in the Paper for online simulations is shown in offline-skill-of-ANN-used-in-online-simulations.zip

Offline skill of a bigger ANN trained on all data and with dimensional scaling is provided offline-skill-ANN-32-32-neurons.zip


Split of the dataset into train/test/validate is performed in time. param.nc contains grid information, permanent_features.nc contains time-independent features that potentially can be used for training (Coriolis frequency, beta-effect). 

Files train/test/validate.nc contain input and output features to the neural network:



u and v  [m/s] are horizontal velocities on Arakawa C grid 

SGSx and SGSy [m/s^2] are zonal and meridional subfilter forcing such that:


          du/dt=SGSx 

          dv/dt=SGSy 



Txx, Txy, Tyy [m^2/s^2]are horizontal subfilter momentum fluxes such that:


           du/dt = d Txx / dx + d Txy / dy

           dv/dt = d Txy / dx + d Tyy / dy



rel_vort_h = dv/dx - du/dy [1/s] is relative vorticity

sh_xx=du/dx - dv/dy [1/s] is horizontal tension

sh_xy_h=du/dy + dv/dx [1/s] is shearing strain. Note: Index h stands for the horizontal interpolation to the center of the computational cell where thickness (h) resides.

div=du/dx + dv/dy [1/s] is horizontal divergence

deformation_radius [m] is the first baroclinic Rossby deformation radius. 

deltaU [m/s] is the scale of vertical shear

NH [m/s] is the vertical integral of the Buoyancy frequency


The deformation radius, vertical shear and Buoyancy frequency can be used in future studies to address generalization to different turbulence regimes.
DOI: 10.15468/dl.jxhza4
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phoenix canariensis",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025208-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqk8nf
title: Occurrence Download

description: A dataset containing 10886 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Vespidae",
 "Year 2005-2025"
 ]
}

 The dataset includes 10886 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025211-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfbv2d
title: Occurrence Download

description: A dataset containing 2799 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crotalaria spectabilis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2799 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025210-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uz4ycm
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phravenia viereckii"
 ]
}

 The dataset includes 197 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025209-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3tg67
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025212-250711103210423/datasets/export for details.
DOI: 10.5883/ds-hypo
title: Leidys Murillo Ramos, Pasi Sihvonen

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.15468/dl.5zbq89
title: Occurrence Download

description: A dataset containing 30119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalaris aquatica",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30119 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025213-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nk5482
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phoenix canariensis",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025214-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.by7t5b
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scambopus curvipes"
 ]
}

 The dataset includes 63 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025217-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hr57z5
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Osteochilichthys thomassi"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025216-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3taz2
title: Occurrence Download

description: A dataset containing 6186 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tomostima cuneifolia"
 ]
}

 The dataset includes 6186 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025215-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.