cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.qyu49u
title: Occurrence Download

description: A dataset containing 42549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Numenius madagascariensis",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 42549 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077825-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jeqgjw
title: Occurrence Download

description: A dataset listing the 486 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventario multitaxonómico del ANP Médanos de Samalayuca"
 ]
}

 The dataset's 486 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059971-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/1n5w-bn64
title: "MAC: A benchmark for multiple attribute CZSL"

description: "MAC: A CZSL dataset with multiple attribute."
DOI: 10.15468/dl.6sygjf
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 (Tragelaphus imberbis)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083431-250717081556266/datasets/export for details.
DOI: 10.26188/29670290
title: Chemical Engineering and Sustainable Development Keyword Co-occurrence Networks: Keyword Thesaurus File

description: This research project aimed to develop an overview of how chemical engineering addresses sustainable development challenges, based on a literature review. Bibliometric analysis was performed on search results concerning chemical engineering and sustainable development (.ris file). A thesaurus text file was used to clean the keyword data from the reference manager program (.text file).
DOI: 10.26188/29670290.v1
title: Chemical Engineering and Sustainable Development Keyword Co-occurrence Networks: Keyword Thesaurus File

description: This research project aimed to develop an overview of how chemical engineering addresses sustainable development challenges, based on a literature review. Bibliometric analysis was performed on search results concerning chemical engineering and sustainable development (.ris file). A thesaurus text file was used to clean the keyword data from the reference manager program (.text file).
DOI: 10.15468/dl.gz6xfb
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fraxinus americana",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083434-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sazstk
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083433-250717081556266/datasets/export for details.
DOI: 10.15468/dl.tcmfqk
title: Occurrence Download

description: A dataset containing 689675 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((117.74376 24.47895,118.02572 24.14939,118.41875 24.51129,118.21284 24.87795,117.74376 24.47895))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1599-2025"
 ]
}

 The dataset includes 689675 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020617-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ec57dd
title: Occurrence Download

description: A dataset containing 73593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fraxinus pennsylvanica Marshall)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 73593 records from 368 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020662-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/xbh1-wh31
title: Meade Locality NO. 9 [Mount Blanco] [TMM 31179] vertebrate fauna dataset

description: Raw data for the Meade Locality NO. 9 [Mount Blanco] [TMM 31179] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/78f8-7x12
title: Lake Couchiching water chemistry dataset

description: Raw data for the Lake Couchiching water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.rdmhj2
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypocnemis hypoxantha ochraceiventris Chapman, 1921"
 ]
}

 The dataset includes 66 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020671-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/bmzt-0s04
title: Judd Peak South [45LE225S] vertebrate fauna dataset

description: Raw data for the Judd Peak South [45LE225S] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.zgct9b
title: Occurrence Download

description: A dataset containing 9696 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex breviculmis R.Br.",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9696 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020672-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/a5dj-nq37
title: Loon Lake ostracode surface sample dataset

description: Raw data for the Loon Lake ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/bqja-m092
title: Fog Lake pollen dataset

description: Raw data for the Fog Lake pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.57841/casdc.0005406
title: 高通量分离细菌测试流程数据集
DOI: 10.21233/xjs1-mk32
title: Mill Dam water chemistry dataset

description: Raw data for the Mill Dam water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15325227
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-*-train.zip Is the training data generated from global ocean model CM2.6

factor-*-test.zip and factor-*-validate.zip are held out datasets separated from training dataset in time

factor-*-metadata.zip is additional information (horizontal grid, ocean depth, ...)

Factor number above stands for the coarsening ratio between high-resolution and coarse grids

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

Offline evaluation 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

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


 

Training dataset factor-*-train.zip contains the following variables:



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, sh_xx and sh_xy_h [1/s] are relative vorticity (rel_vort_h = dv/dx - du/dy), horizontal tension (sh_xx=du/dx - dv/dy) and horizontal shearing strain (sh_xy_h=du/dy + dv/dx). 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. Additional  features, which are potentially useful for training (Coriolis, beta effect) can be found in factor-*-metadata.zip.
DOI: 10.5281/zenodo.15361379
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:



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: 10.5281/zenodo.15320512
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-*-train.zip Is the training data generated from global ocean model CM2.6

factor-*-test.zip and factor-*-validate.zip are held out datasets separated from training dataset in time

factor-*-metadata.zip is additional information (horizontal grid, ocean depth, ...)

Factor number above stands for the coarsening ratio between high-resolution and coarse grids

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

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


 

Training dataset factor-*-train.zip contains the following variables:



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, sh_xx and sh_xy_h [1/s] are relative vorticity (rel_vort_h = dv/dx - du/dy), horizontal tension (sh_xx=du/dx - dv/dy) and horizontal shearing strain (sh_xy_h=du/dy + dv/dx). 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. Additional  features, which are potentially useful for training (Coriolis, beta effect) can be found in factor-*-metadata.zip.
DOI: 10.5281/zenodo.15328410
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


Additional data:



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: 10.21233/9wqs-zr97
title: Hole Bog testate amoebae surface sample dataset

description: Raw data for the Hole Bog testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/mtyg-t453
title: Willow Spring ostracode surface sample dataset

description: Raw data for the Willow Spring ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.yd639b
title: Occurrence Download

description: A dataset containing 5575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fraxinus chinensis Roxb.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5575 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020674-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/rx0e-q773
title: Sullivan Lake water chemistry dataset

description: Raw data for the Sullivan Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/6jcf-ca47
title: Huscroft Lake water chemistry dataset

description: Raw data for the Huscroft Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15286578
title: First Paleomagnetic and Geochronological Results from the Early Cretaceous Volcanic Rocks in the Western Tethyan Himalaya: Contribution to the Breakup of Eastern Gondwana and the Paleogeography of Neo-Tethys Ocean

description: This supporting information contains two additional figures presented in the main text.
DOI: 10.5281/zenodo.15286579
title: First Paleomagnetic and Geochronological Results from the Early Cretaceous Volcanic Rocks in the Western Tethyan Himalaya: Contribution to the Breakup of Eastern Gondwana and the Paleogeography of Neo-Tethyan Ocean

description: This supporting information contains two additional figures presented in the main text.
DOI: 10.5281/zenodo.15361643
title: First Paleomagnetic and Geochronological Results from the Early Cretaceous Volcanic Rocks in the Western Tethyan Himalaya: Contribution to the Breakup of Eastern Gondwana and the Paleogeography of Neo-Tethys Ocean

description: This supporting information contains two additional figures presented in the main text.
DOI: 10.15468/dl.azytkc
title: Occurrence Download

description: A dataset containing 805320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((117.90162 24.67929,117.90147 24.32455,118.40282 24.32976,118.40282 24.51389,118.40282 24.67992,117.90162 24.67929))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1599-2025"
 ]
}

 The dataset includes 805320 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020635-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/vkm1-mk23
title: Schwarzsee pollen surface sample dataset

description: Raw data for the Schwarzsee pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.cbf8zb
title: Occurrence Download

description: A dataset containing 645 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Peracarpa carnosa (Wall.) Hook.f. & Thomson",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 645 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020675-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.