cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vxvss4
title: Occurrence Download

description: A dataset containing 36818 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cuphea P.Browne"
 ]
}

 The dataset includes 36818 records from 424 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0186844-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15299649
title: FESOM 2. Bellingshausen and  Amundsen Seas Experiment (1991-2020) / UV

description: The reference run was plublished in DOI:

In this experiment, all the temperature and salinity changes associated with the ice shelves in the Bellingshausen and  Amundsen Seas , referred to as BeAm experiment, are set to 0. The experiments branch out from the reference run in 1991 and run until 2020, all model outputs are given in monthly means.

 

A validation of the reference run climatology can be found at https://doi.org/10.5281/zenodo.14193354

 

Here we provide zonal (unod) and meridional (vnod) velocity from 1991 to 2020, south of 60S.
DOI: 10.5281/zenodo.15299650
title: FESOM 2. Bellingshausen and  Amundsen Seas Experiment (1991-2020) / UV

description: The reference run was plublished in DOI:

In this experiment, all the temperature and salinity changes associated with the ice shelves in the Bellingshausen and  Amundsen Seas , referred to as BeAm experiment, are set to 0. The experiments branch out from the reference run in 1991 and run until 2020, all model outputs are given in monthly means.

 

A validation of the reference run climatology can be found at https://doi.org/10.5281/zenodo.14193354

 

Here we provide zonal (unod) and meridional (vnod) velocity from 1991 to 2020, south of 60S.
DOI: 10.57703/ce-vvvt5
title: R44

description: Sample ID R44 of the Surface Topography Challenge

Measurement 1:
The surfaces were measured using White Light Interferometry (WLI; MFT-5000, Rtec). The sample was analyzed directly after unpacking without further cleaning procedure.
Five positions of the sample (in the middle = P1, top right corner =P2, bottom right corner = P3, bottom left corner = P4, and top left corner = P5) were analyzed with different magnifications (10x, 20x, 50x). The positions P1-5 at the different magnifications are not identical.
*.bcrf, *.enc, *.info and *.png files were exported as raw-data of the measurement with the WLI from R-tec.
The *.bcrf file was then further processed using Mountain®9, whereby tilt and curvature were removed. Furthermore, the surface roughness parameters (S-values) were evaluated in accordance to ISO 25178 without filter.
Finally, the *.mnt files and *.pdf report files were exported

Measurement 2:
The surfaces were measured using White Light Interferometry (WLI;Profilm3D®, Filmmetrics). The sample was analyzed directly after unpacking without further cleaning procedure.
The WLI was calibrated by the Filmetrics step-height standard SHS-16278.
One position per sample was analyzed with a magnification of 10x.
*.fibcs, *.fibps, *.stl, *.sur and *.txt files were exported as raw-data of the measurement with the WLI from Filmmetrics.
DOI: 10.5281/zenodo.15299424
title: FESOM 2. West and Shackleton Ice Shelf Experiment (1991-2020) / UV

description: The reference run was plublished in DOI: 

In this experiment, all the temperature and salinity changes associated with the ice shelves in the West and Shackleton Ice Shelf (WeSh experiment) are set to 0. The experiments branch out from the reference run in 1991 and run until 2020, all model outputs are given in monthly means.

 

A validation of the reference run climatology can be found at https://doi.org/10.5281/zenodo.14193354





Here we provide the meridional (vnod) and zonal (unod) velocity from 1991 to 2020, south of 60S.
DOI: 10.5281/zenodo.15299425
title: FESOM 2. West and Shackleton Ice Shelf Experiment (1991-2020) / UV

description: The reference run was plublished in DOI: 

In this experiment, all the temperature and salinity changes associated with the ice shelves in the West and Shackleton Ice Shelf (WeSh experiment) are set to 0. The experiments branch out from the reference run in 1991 and run until 2020, all model outputs are given in monthly means.

 

A validation of the reference run climatology can be found at https://doi.org/10.5281/zenodo.14193354





Here we provide the meridional (vnod) and zonal (unod) velocity from 1991 to 2020, south of 60S.
DOI: 10.5281/zenodo.15268316
title: FESOM 2. Eastern Weddell Sea  Experiment (1991-2020) / TS

description: The reference run was published in DOI:

In this experiment, all the temperature and salinity changes associated with the ice shelves in the eastern Weddell Sea between 29° W and 9.5° E are turned off, EWS experiment, are set to 0. The experiments branch out from the reference run in 1991 and run until 2020, all model outputs are given in monthly means.

 

A validation of the reference run climatology can be found at https://doi.org/10.5281/zenodo.14193354

 

Here we provide potential temperature and salinity from 1991 to 2020 and south of 60S.
DOI: 10.5281/zenodo.15268317
title: FESOM 2. Eastern Weddell Sea  Experiment (1991-2020) / TS

description: The reference run was published in DOI:

In this experiment, all the temperature and salinity changes associated with the ice shelves in the eastern Weddell Sea between 29° W and 9.5° E are turned off, EWS experiment, are set to 0. The experiments branch out from the reference run in 1991 and run until 2020, all model outputs are given in monthly means.

 

A validation of the reference run climatology can be found at https://doi.org/10.5281/zenodo.14193354

 

Here we provide potential temperature and salinity from 1991 to 2020 and south of 60S.
DOI: 10.15468/dl.8r5njq
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platyrrhinus recifinus (Thomas, 1901)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 62 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004862-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15268271
title: FESOM 2. West and Shackleton Ice Shelf Experiment (1991-2020) / TS

description: The reference run was plublished in DOI: 

In this experiment, all the temperature and salinity changes associated with the ice shelves in the West and Shackleton Ice Shelf (WeSh experiment) are set to 0. The experiments branch out from the reference run in 1991 and run until 2020, all model outputs are given in monthly means.

 

A validation of the reference run climatology can be found at https://doi.org/10.5281/zenodo.14193354

 

Here we provide potential temperature and salinity from 1991 to 2020 and south of 60S.
DOI: 10.5281/zenodo.15268272
title: FESOM 2. West and Shackleton Ice Shelf Experiment (1991-2020) / TS

description: The reference run was plublished in DOI: 

In this experiment, all the temperature and salinity changes associated with the ice shelves in the West and Shackleton Ice Shelf (WeSh experiment) are set to 0. The experiments branch out from the reference run in 1991 and run until 2020, all model outputs are given in monthly means.

 

A validation of the reference run climatology can be found at https://doi.org/10.5281/zenodo.14193354

 

Here we provide potential temperature and salinity from 1991 to 2020 and south of 60S.
DOI: 10.15468/dl.bmh9h7
title: Occurrence Download

description: A dataset containing 56015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Pseudacris crucifer (Wied-Neuwied, 1838))"
 ]
}

 The dataset includes 56015 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004846-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxryun
title: Occurrence Download

description: A dataset containing 27560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Acris crepitans Baird, 1854)"
 ]
}

 The dataset includes 27560 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004861-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15210020
title: Dataset of modelled sea level in the Italian Seas for the historical period 2008-2020 (reanalysis model winds and sea-level data assimilation)

description: This dataset contains reanalysis results from numerical model runs of total sea level in the Italian Seas, covering the historical period of 2008-2020.  




This study was part of the project “COAST-CLIM”, funded by the Italian PNRR initiative “RETURN” (RETURN Extended Partnership, https://www.fondazionereturn.it/en/). “COAST-CLIM” was coordinated by the Italian National Research Council (CNR). PNRR is funded by the European Union under the Next Generation Europe program (NRRP, M4, C2, I1.3 – D.D. 1243 2/8/2022, PE0000005). 








Authors: Marco Bajo, Christian Ferrarin, Francesco Barbariol,  Alvise Benetazzo (CNR-ISMAR) 










Data set name: COAST-CLIM_L_MS_HIST










Variables: total sea level 










Geographical region: Italian seas 










Period (month/year): 01/2008- 12/2020 










Numerical model and setup: SHYFEM hydrodynamic model with Ensemble Kalman filter. Barotropic simulations with an unstructured grid, assimilating sea-level in-situ data 










Atmospheric forcing: 10-m wind components and mean sea level pressure from the Copernicus European Regional ReAnalysis (CERRA; 5.5-km horizontal spatial resolution, 3-hour temporal resolution) dataset (DOI: 10.24381/cds.622a565a) 










Boundary conditions: IBI model, CMEMS. Reanalysis data of sea level 










Output spatial resolution: 0.025x0.025 degree 










Output frequency: 1 hour
DOI: 10.5281/zenodo.15210021
title: Dataset of modelled sea level in the Italian Seas for the historical period 2008-2020 (reanalysis model winds and sea-level data assimilation)

description: This dataset contains reanalysis results from numerical model runs of total sea level in the Italian Seas, covering the historical period of 2008-2020.  




This study was part of the project “COAST-CLIM”, funded by the Italian PNRR initiative “RETURN” (RETURN Extended Partnership, https://www.fondazionereturn.it/en/). “COAST-CLIM” was coordinated by the Italian National Research Council (CNR). PNRR is funded by the European Union under the Next Generation Europe program (NRRP, M4, C2, I1.3 – D.D. 1243 2/8/2022, PE0000005). 








Authors: Marco Bajo, Christian Ferrarin, Francesco Barbariol,  Alvise Benetazzo (CNR-ISMAR) 










Data set name: COAST-CLIM_L_MS_HIST










Variables: total sea level 










Geographical region: Italian seas 










Period (month/year): 01/2008- 12/2020 










Numerical model and setup: SHYFEM hydrodynamic model with Ensemble Kalman filter. Barotropic simulations with an unstructured grid, assimilating sea-level in-situ data 










Atmospheric forcing: 10-m wind components and mean sea level pressure from the Copernicus European Regional ReAnalysis (CERRA; 5.5-km horizontal spatial resolution, 3-hour temporal resolution) dataset (DOI: 10.24381/cds.622a565a) 










Boundary conditions: IBI model, CMEMS. Reanalysis data of sea level 










Output spatial resolution: 0.025x0.025 degree 










Output frequency: 1 hour
DOI: 10.15468/dl.nhqtxb
title: Occurrence Download

description: A dataset containing 788 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "GadmGid is USA.47_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Sciuridae",
 "Year 2019-2019"
 ]
}

 The dataset includes 788 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004863-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4dnkf
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((51.50035914850815 25.244077663063404,51.590696407608846 25.244077663063404,51.590696407608846 25.334414922164097,51.50035914850815 25.334414922164097,51.50035914850815 25.244077663063404))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 90 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004864-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xhvqq
title: Occurrence Download

description: A dataset containing 4171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "OccurrenceStatus is Present",
 "StateProvince is Northern Cape Province"
 ]
}

 The dataset includes 4171 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004865-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14976455
title: lyDATA: 2025 HVH Oropharynx

description: This dataset contains the detailed patterns of lymphatic progression of 164 patients with squamous cell carcinomas (SCCs) in the oropharynx, treated at the Hospital Vall d'Hebron between 2007 and 2021.
DOI: 10.5281/zenodo.14976631
title: lyDATA: 2025 HVH Oropharynx

description: This dataset contains the detailed patterns of lymphatic progression of 164 patients with squamous cell carcinomas (SCCs) in the oropharynx, treated at the Hospital Vall d'Hebron between 2007 and 2021.
DOI: 10.5281/zenodo.15303568
title: lyDATA: 2025 HVH Oropharynx

description: This dataset contains the detailed patterns of lymphatic progression of 164 patients with squamous cell carcinomas (SCCs) in the oropharynx, treated at the Hospital Vall d'Hebron between 2007 and 2021.
DOI: 10.15468/dl.7vrwr6
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((76.16548 21.17019,122.83452 21.17019,122.83452 39.82981,76.16548 39.82981,76.16548 21.17019))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lonicera cyanocarpa Franch.",
 "Year 1970-2025"
 ]
}

 The dataset includes 47 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004866-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3nbc2e
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chiroderma doriae Thomas, 1891",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004867-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17639/nott.7542
title: Making in vitro release and formulation data AI-ready: A foundation for streamlined nanomedicine development

description: Open-access liposome database, code, and datasets associated with manuscript submission titled "Making in vitro release and formulation data AI-ready: A foundation for streamlined nanomedicine development".
DOI: 10.5281/zenodo.15196238
title: Dataset of modelled significant wave height in the Italian Seas for the historical period 1994-1999 (reanalysis model winds)

description:  



This dataset contains hindcast results from numerical model runs of significant wave height in the Italian Seas, covering the historical period of 1994-1999.  




This study was part of the project “COAST-CLIM”, funded by the Italian PNRR initiative “RETURN” (RETURN Extended Partnership, https://www.fondazionereturn.it/en/). “COAST-CLIM” was coordinated by the Italian National Research Council (CNR). PNRR is funded by the European Union under the Next Generation Europe program (NRRP, M4, C2, I1.3 – D.D. 1243 2/8/2022, PE0000005). 








Authors: Christian Ferrarin, Marco Bajo, Francesco Barbariol,  Alvise Benetazzo (CNR-ISMAR) 










Variables: significant wave height 










Geographical region: Italian seas 










Period (month/year): 01/1994- 12/1999 










Numerical model and setup: WAVEWATCH III® spectral wave model with unstructured grid and coupled to SHYFEM hydrodynamic model 










Atmospheric forcing: 10-m wind components  and mean sea level pressure from the Copernicus European Regional ReAnalysis (CERRA; 5.5-km horizontal spatial resolution, 3-hour temporal resolution) dataset (DOI: 10.24381/cds.622a565a) 










Output spatial resolution: 0.025 degree x 0.025 degree 










Output frequency: 1 hour
DOI: 10.5281/zenodo.15196239
title: Dataset of modelled significant wave height in the Italian Seas for the historical period 1994-1999 (reanalysis model winds)

description:  



This dataset contains hindcast results from numerical model runs of significant wave height in the Italian Seas, covering the historical period of 1994-1999.  




This study was part of the project “COAST-CLIM”, funded by the Italian PNRR initiative “RETURN” (RETURN Extended Partnership, https://www.fondazionereturn.it/en/). “COAST-CLIM” was coordinated by the Italian National Research Council (CNR). PNRR is funded by the European Union under the Next Generation Europe program (NRRP, M4, C2, I1.3 – D.D. 1243 2/8/2022, PE0000005). 








Authors: Christian Ferrarin, Marco Bajo, Francesco Barbariol,  Alvise Benetazzo (CNR-ISMAR) 










Variables: significant wave height 










Geographical region: Italian seas 










Period (month/year): 01/1994- 12/1999 










Numerical model and setup: WAVEWATCH III® spectral wave model with unstructured grid and coupled to SHYFEM hydrodynamic model 










Atmospheric forcing: 10-m wind components  and mean sea level pressure from the Copernicus European Regional ReAnalysis (CERRA; 5.5-km horizontal spatial resolution, 3-hour temporal resolution) dataset (DOI: 10.24381/cds.622a565a) 










Output spatial resolution: 0.025 degree x 0.025 degree 










Output frequency: 1 hour
DOI: 10.57703/ce-zbuxt
title: A49

description: Sample ID A49 of the Surface Topography Challenge

Measurement 1:
The surfaces were measured using White Light Interferometry (WLI; MFT-5000, Rtec). The sample was analyzed directly after unpacking without further cleaning procedure.
Five positions of the sample (in the middle = P1, top right corner =P2, bottom right corner = P3, bottom left corner = P4, and top left corner = P5) were analyzed with different magnifications (10x, 20x, 50x). The positions P1-5 at the different magnifications are not identical.
*.bcrf, *.enc, *.info and *.png files were exported as raw-data of the measurement with the WLI from R-tec.
The *.bcrf file was then further processed using Mountain®9, whereby tilt and curvature were removed. Furthermore, the surface roughness parameters (S-values) were evaluated in accordance to ISO 25178 without filter.
Finally, the *.mnt files and *.pdf report files were exported

Measurement 2:
The surfaces were measured using White Light Interferometry (WLI;Profilm3D®, Filmmetrics). The sample was analyzed directly after unpacking without further cleaning procedure.
The WLI was calibrated by the Filmetrics step-height standard SHS-16278.
One position per sample was analyzed with a magnification of 10x.
*.fibcs, *.fibps, *.stl, *.sur and *.txt files were exported as raw-data of the measurement with the WLI from Filmmetrics.
DOI: 10.15468/dl.abnx5x
title: Occurrence Download

description: A dataset containing 5434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Pseudacris feriarum (Baird, 1854))"
 ]
}

 The dataset includes 5434 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004868-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gbk9k
title: Occurrence Download

description: A dataset containing 27560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Acris crepitans Baird, 1854)"
 ]
}

 The dataset includes 27560 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004869-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13939008
title: ITU-ML5G-PS-006: Intrusion and Vulnerability Detection in Software-Defined Networks (SDN)

description: The dataset was sourced from the International Telecommunication Union (ITU) in collaboration withthe industry (ULAK) and consists of real network traffic from users, extracted from an SDN, combined with other known benchmark datasets. It contains around 2.3 mil-lion records each having 78 features, with data representing both benign traffic and 14 different types of network attacks, making it well-suited for the evaluation ofintrusion detection systems.

This dataset was used to work on the “AI/ML in 5G” competition 

 in the ”ITU-ML5G-PS-006: Intrusion and Vulnerability Detection in Software-Defined Networks (SDN)” challenge organised by the ITU and ULAK.
DOI: 10.5281/zenodo.13939009
title: ITU-ML5G-PS-006: Intrusion and Vulnerability Detection in Software-Defined Networks (SDN)

description: The dataset was sourced from the International Telecommunication Union (ITU) in collaboration withthe industry (ULAK) and consists of real network traffic from users, extracted from an SDN, combined with other known benchmark datasets. It contains around 2.3 mil-lion records each having 78 features, with data representing both benign traffic and 14 different types of network attacks, making it well-suited for the evaluation ofintrusion detection systems.

This dataset was used to work on the “AI/ML in 5G” competition 

 in the ”ITU-ML5G-PS-006: Intrusion and Vulnerability Detection in Software-Defined Networks (SDN)” challenge organised by the ITU and ULAK.
DOI: 10.5281/zenodo.15303541
title: ITU-ML5G-PS-006: Intrusion and Vulnerability Detection in Software-Defined Networks (SDN)

description: The dataset was sourced from the International Telecommunication Union (ITU) in collaboration withthe industry (ULAK) and consists of real network traffic from users, extracted from an SDN, combined with other known benchmark datasets. It contains around 2.3 mil-lion records each having 78 features, with data representing both benign traffic and 14 different types of network attacks, making it well-suited for the evaluation ofintrusion detection systems.

This dataset was used to work on the “AI/ML in 5G” competition 

 in the ”ITU-ML5G-PS-006: Intrusion and Vulnerability Detection in Software-Defined Networks (SDN)” challenge organised by the ITU and ULAK.