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

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected, Country derived from coordinates, Continent derived from coordinates)",
 "OccurrenceStatus is Present",
 "TaxonKey is Meliosma alba (Schltdl.) Walp."
 ]
}

 The dataset includes 231 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004125-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vg87yp
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((101.88328 1.42013,101.78732 1.28468,101.66877 0.93475,101.38651 0.30253,101.75344 0.19527,102.27844 -0.01924,102.90506 -0.13214,103.3228 0.09931,103.20989 1.20567,101.88328 1.42013))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Helarctos malayanus (Raffles, 1822)"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004126-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pe5ug9
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nassarius foveolatus (Dunker, 1847)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004127-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2qtkd
title: Occurrence Download

description: A dataset containing 591 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Insecta",
 "Geometry POLYGON ((-97.5 18.3, -97.45 18.3, -97.45 18.33333, -97.5 18.33333, -97.5 18.3))",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material citation)"
 ]
 }
 }
 ]
}

 The dataset includes 591 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004129-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v8aj7t
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paracyclopina longifurca (Sewell, 1924)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004130-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdrca2
title: Occurrence Download

description: A dataset containing 683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-179.74621 26.82874,-31.25379 26.82874,-31.25379 86.17126,-179.74621 86.17126,-179.74621 26.82874))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rangifer tarandus caribou (Gmelin, 1788)"
 ]
}

 The dataset includes 683 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004131-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r987u3
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sobralia biflora Ruiz & Pav."
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004133-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpyfse
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Podocoryna loyola Haddad, Bettim & Miglietta, 2014",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004132-250218110819086/datasets/export for details.
DOI: 10.15468/dl.45x2hq
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sidneioides peregrinus Kremer et al., 2011",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004134-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ve84uz
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Insecta",
 "Geometry POLYGON ((-99.1925 19.31389, -99.17639 19.31389, -99.17639 19.31444, -99.1925 19.31444, -99.1925 19.31389))",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material citation)"
 ]
 }
 }
 ]
}

 The dataset includes 37 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004135-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5mzz9g
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calyptospadix cerulea Clarke, 1882",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 88 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004136-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4y2qw
title: Occurrence Download

description: A dataset containing 594 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Botrylloides niger Herdman, 1886",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 594 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004137-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwbb86
title: Occurrence Download

description: A dataset containing 1363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Geometry POLYGON ((-93.61944 16.21111, -93.54861 16.21111, -93.54861 16.27778, -93.61944 16.27778, -93.61944 16.21111))",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material citation)"
 ]
 }
 }
 ]
}

 The dataset includes 1363 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004138-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14902848
title: PyFWI Example Model
DOI: 10.5281/zenodo.14902849
title: PyFWI Example Model
DOI: 10.5281/zenodo.14902755
title: Gridded climatology of erythemally and vitamin D action spectrum-weighted UV radiation over Canada and the US

description: The 1 latitude by 1 longitude gridded dataset of erythemally and vitamin D actiom spectrum-weighted UV radiation for Canada and the US from the following publication:

V.E. Fioletov, L.J.B. McArthur, T.W. Mathews, L. Marrett,Estimated ultraviolet exposure levels for a sufficient vitamin D status in North America,

Journal of Photochemistry and Photobiology B: Biology,Volume 100, Issue 2,  Pages 57-66, ISSN 1011-1344, 2010,https://doi.org/10.1016/j.jphotobiol.2010.05.002.(https://www.sciencedirect.com/science/article/pii/S1011134410001090)

Abstract: Solar UV radiation is a major provider of vitamin D for humans. This study examines the distribution of solar UV radiation weighted according to the vitamin D action spectrum over the USA and Canada. Hourly and daily doses of spectrally integrated UV irradiance using the vitamin D action spectrum were estimated using a statistical relationship between UV irradiance and global solar irradiance, total ozone, and dew point temperature for 45 sites in Canada and 52 in the USA. Brewer spectrophotometer measurements at 12 sites in Canada and 21 sites in the USA were used to validate the obtained results. Different characteristics of the vitamin D action spectrum-weighted UV irradiance distribution over North America are presented in the form of monthly maps and as a data file. The time required to obtain standard vitamin D dose is also calculated for six types of skin.
DOI: 10.5281/zenodo.14902754
title: Gridded climatology of erythemally and vitamin D action spectrum-weighted UV radiation over Canada and the US

description: The 1 latitude by 1 longitude gridded dataset of erythemally and vitamin D actiom spectrum-weighted UV radiation for Canada and the US from the following publication:

V.E. Fioletov, L.J.B. McArthur, T.W. Mathews, L. Marrett,Estimated ultraviolet exposure levels for a sufficient vitamin D status in North America,

Journal of Photochemistry and Photobiology B: Biology,Volume 100, Issue 2,  Pages 57-66, ISSN 1011-1344, 2010,https://doi.org/10.1016/j.jphotobiol.2010.05.002.(https://www.sciencedirect.com/science/article/pii/S1011134410001090)

Abstract: Solar UV radiation is a major provider of vitamin D for humans. This study examines the distribution of solar UV radiation weighted according to the vitamin D action spectrum over the USA and Canada. Hourly and daily doses of spectrally integrated UV irradiance using the vitamin D action spectrum were estimated using a statistical relationship between UV irradiance and global solar irradiance, total ozone, and dew point temperature for 45 sites in Canada and 52 in the USA. Brewer spectrophotometer measurements at 12 sites in Canada and 21 sites in the USA were used to validate the obtained results. Different characteristics of the vitamin D action spectrum-weighted UV irradiance distribution over North America are presented in the form of monthly maps and as a data file. The time required to obtain standard vitamin D dose is also calculated for six types of skin.
DOI: 10.5281/zenodo.14898761
title: Numerical Simulation Data for High-Order Quantum Mass Corrections in Space-Time

description: This dataset contains numerical simulation results used in the study on quantum mass corrections affecting gravitational waves, warp metrics, and quantum entanglement. It includes simulation outputs, parameter files, and a README with details for reproduction.
DOI: 10.5281/zenodo.14898762
title: Numerical Simulation Data for High-Order Quantum Mass Corrections in Space-Time

description: This dataset contains numerical simulation results used in the study on quantum mass corrections affecting gravitational waves, warp metrics, and quantum entanglement. It includes simulation outputs, parameter files, and a README with details for reproduction.
DOI: 10.5281/zenodo.14902857
title: Numerical Simulation Data for High-Order Quantum Mass Corrections in Space-Time

description: This dataset contains numerical simulation results used in the study on quantum mass corrections affecting gravitational waves, warp metrics, and quantum entanglement. It includes simulation outputs, parameter files, and a README with details for reproduction.
DOI: 10.5281/zenodo.14902843
title: AMPERE Summary Plot Movies (2011-Apr)

description: 2011-Apr AMPERE summary plot movies. See included zenodo_summary_plot_movie_description document for details.
DOI: 10.5281/zenodo.14902844
title: AMPERE Summary Plot Movies (2011-Apr)

description: 2011-Apr AMPERE summary plot movies. See included zenodo_summary_plot_movie_description document for details.
DOI: 10.5281/zenodo.13690811
title: Data and code for training and testing a ResMLP model with experience replay for machine-learning physics parameterization

description: This directory contains the training data and code for training and testing a ResMLP with experience replay for creating a machine-learning physics parameterization for the Community Atmospheric Model. 

The directory is structured as follows:

1. Download training and testing data: https://portal.nersc.gov/archive/home/z/zhangtao/www/hybird_GCM_ML

2. Unzip nncam_training.zip

nncam_training

    - models

       model definition of ResMLP and other models for comparison purposes

    - dataloader 

       utility scripts to load data into pytorch dataset

    - training_scripts

       scripts to train ResMLP model with/without experience replay

    - offline_test

       scripts to perform offline test (Table 2, Figure 2)

3. Unzip nncam_coupling.zip

nncam_srcmods

     - SourceMods

          SourceMods to be used with CAM modules for coupling with neural network

     - otherfiles

          additional configuration files to setup and run SPCAM with neural network

     - pythonfiles

         python scripts to run neural network and couple with CAM

      - ClimAnalysis

          - paper_plots.ipynb

             scripts to produce online evaluation figures (Figure 1, Figure 3-10)
DOI: 10.5281/zenodo.13690812
title: Data and code for training and testing a ResMLP model with experience replay for machine-learning physics parameterization

description: This directory contains the training data and code for training and testing a ResMLP with experience replay for creating a machine-learning physics parameterization for the Community Atmospheric Model. 

The directory is structured as follows:

1. Download training and testing data: https://portal.nersc.gov/archive/home/z/zhangtao/www/hybird_GCM_ML

2. Unzip nncam_training.zip

nncam_training

    - models

       model definition of ResMLP and other models for comparison purposes

    - dataloader 

       utility scripts to load data into pytorch dataset

    - training_scripts

       scripts to train ResMLP model with/without experience replay

    - offline_test

       scripts to perform offline test (Table 2, Figure 2)

3. Unzip nncam_coupling.zip

nncam_srcmods

     - SourceMods

          SourceMods to be used with CAM modules for coupling with neural network

     - otherfiles

          additional configuration files to setup and run SPCAM with neural network

     - pythonfiles

         python scripts to run neural network and couple with CAM

      - ClimAnalysis

          - paper_plots.ipynb

             scripts to produce online evaluation figures (Figure 1, Figure 3-10)
DOI: 10.15468/dl.hx4cy5
title: Occurrence Download

description: A dataset containing 90477032 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "Country is France",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 90477032 records from 6266 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004122-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7m8pmz
title: Occurrence Download

description: A dataset containing 3690 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Incilius alvarius (Girard, 1859))"
 ]
}

 The dataset includes 3690 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017758-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62an8z
title: Occurrence Download

description: A dataset containing 691 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Coffea liberica)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 691 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053309-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/px2j-5yvn-br13
title: ICE-T: NSF/NCAR C-130 Wyoming Cloud Lidar (WCL) Aerosol Spatial Distribution Images and Data. Version 1.0

description: This dataset contains Wyoming Cloud Lidar (WCL) gif images to show aerosol spatial distributions and text files with dust aerosol flag near the flight level. This is preliminary data collected for the period of the Ice in Clouds Experiment - Tropical (ICE-T) project. See the readme file for more information.
DOI: 10.15468/dl.x53nbb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhus coriaria",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053311-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fscu8f
title: Occurrence Download

description: A dataset containing 2879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cordia dichotoma)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2879 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053313-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hw7ngp
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is Phrae",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 241 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053312-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/2.1.3859.7924
title: Citation in Spain, of publications authored by Dr. Sergei A. Ostroumov, https://www.researchgate.net/publication/273061482;ecology, protection of environment
DOI: 10.15468/dl.nxscpw
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Spain",
 "Geometry POLYGON((-10.09691 41.25431,-6.15644 41.25431,-6.15644 44.39202,-10.09691 44.39202,-10.09691 41.25431))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alternanthera philoxeroides"
 ]
}

 The dataset includes 9 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053316-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z786qh
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haplophyllum buxbaumii",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053317-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tup5sd
title: Occurrence Download

description: A dataset containing 3355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cordyline fruticosa)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3355 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053319-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7t456m
title: Occurrence Download

description: A dataset containing 9063 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is VerteCAT: Banco de datos de vertebrados de Cataluña",
 "OccurrenceStatus is Present",
 "TaxonKey is Chiroptera"
 ]
}

 The dataset includes 9063 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053315-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.