cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57745/d3cjyo
title: BicWin25: multi-instrument datasets for studying marginal ice zone dynamics and wave-ice interactions

description: This dataset describes wave propagations and mechanical properties of sea ice in the Marginal Ice Zone (MIZ). Collected during a field campaign in the St. Lawrence Estuary, Canada, during winter 2025. The data were designed to characterize ocean wave propagation and sea ice mechanical properties under natural conditions. The dataset integrates synchronized measurements from geophone and DAS arrays, wave buoys, smartphones configured as motion sensors, and unmanned aerial vehicles (UAVs).
DOI: 10.5281/zenodo.18269022
title: SuperDARN data in netCDF format (1994-Nov)

description: 1994-Nov SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.5281/zenodo.6832950
title: SuperDARN data in netCDF format (1994-Nov)

description: 1994-Nov SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.5281/zenodo.16874102
title: Dataset and Codes Supporting: A Deep Learning-Based Graphical User Interface for Predicting Corneal Ectasia Scores from Raw Optical Coherence Tomography Data
DOI: 10.5281/zenodo.18067784
title: Dataset and Codes Supporting: A Deep Learning-Based Graphical User Interface for Predicting Corneal Ectasia Scores from Raw Optical Coherence Tomography Data
DOI: 10.15468/dl.ushcgq
title: Occurrence Download

description: A dataset containing 1641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cardaria draba, Lepidium draba)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1641 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014270-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yn8z4j
title: Occurrence Download

description: A dataset containing 2457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Poa, Beckmannia syzigachne, Triglochin maritima, Sparganium stoloniferum, Taraxacum tibetanum, Potentilla anserina, Artemisia, Pseudognaphalium affine, Primula tibetica, Hippuris vulgaris, Nymphaea tetragona, Utricularia aurea, Potamogeton distinctus, Myriophyllum spicatum, Epilobium, Elsholtzia stauntonii, Aster, Bidens pilosa, Medicago, Geranium sibiricum, Astragalus strictus, Gentiana, Sophora moorcroftiana, Persicaria amphibia, Datura stramonium, Persicaria, Hippophae rhamnoides, Rheum palmatum, Heracleum candicans, Pedicularis longiflora, Pedicularis, Spirodela polyrhiza, Berberis, Acorus calamus, Lancea tibetica, Juncus, Ceratostigma minus, Plantago depressa, Rorippa palustris, Cirsium souliei, Blysmus compressus, Eleocharis, Carex, Schoenoplectus lacustris, Kobresia humilis, Kobresia littledalei, Kobresia pygmaea, Phragmites australis, Pennisetum flaccidum, Setaria viridis, Echinochloa crus-galli)",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "HasGeospatialIssue" : [
 "is true"
 ]
 }
 },
 "DecimalLongitude is greater than or equal to 89.5",
 "DecimalLongitude is less than or equal to 93",
 "DecimalLatitude is greater than or equal to 29",
 "DecimalLatitude is less than or equal to 31"
 ]
}

 The dataset includes 2457 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014274-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mz92q6
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Mungos gambianus"
 ]
}

 The dataset includes 67 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014275-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17987887
title: Toxicity data for: COLLEMBOT: AI-based counting of Collembola for OECD 232 Tests

description: This dataset is part of a scientific article in preparation. Currently submitted to Environmental Toxicology & Chemistry.

 

This dataset contains raw and processed data from laboratory toxicity tests on Folsomia candida (Collembola) exposed to various soil contaminants under controlled conditions. The study compares traditional manual counting of juveniles and adults with automated image-based counting using the COLLEMBOT system. Data were collected across multiple soils (LUFA 2.2, OECD variants) and exposure scenarios, including different concentrations of pesticides (e.g., imidacloprid, chlorpyrifos, lindane), fungicides (fluazinam, cyproconazole), microplastics (polystyrene), and reference substances (boric acid).

The dataset includes:



Raw observations: survival and reproduction endpoints per replicate.

Manual vs automated counts: paired measurements for validation of automated image analysis.

Metadata: compound identity, soil type, concentration (nominal and adjusted), replicate information.

Dose-response modeling script: ECx values (ED10–ED90), NOEC/LOEC estimates, and statistical comparisons between counting methods.


This resource supports ecotoxicological research, automation in soil toxicity testing, and reproducibility in environmental risk assessment workflows.

 

This repository also contains the model weights for COLLEMBOT under a AGPL 3.0 license with the code being available at GitHub under a MIT license: https://github.com/waldstrom/collembot
DOI: 10.5281/zenodo.17987886
title: Toxicity data for: COLLEMBOT: AI-based counting of Collembola for OECD 232 Tests

description: This dataset is part of a scientific article in preparation. Currently submitted to Environmental Toxicology & Chemistry.

 

This dataset contains raw and processed data from laboratory toxicity tests on Folsomia candida (Collembola) exposed to various soil contaminants under controlled conditions. The study compares traditional manual counting of juveniles and adults with automated image-based counting using the COLLEMBOT system. Data were collected across multiple soils (LUFA 2.2, OECD variants) and exposure scenarios, including different concentrations of pesticides (e.g., imidacloprid, chlorpyrifos, lindane), fungicides (fluazinam, cyproconazole), microplastics (polystyrene), and reference substances (boric acid).

The dataset includes:



Raw observations: survival and reproduction endpoints per replicate.

Manual vs automated counts: paired measurements for validation of automated image analysis.

Metadata: compound identity, soil type, concentration (nominal and adjusted), replicate information.

Dose-response modeling script: ECx values (ED10–ED90), NOEC/LOEC estimates, and statistical comparisons between counting methods.


This resource supports ecotoxicological research, automation in soil toxicity testing, and reproducibility in environmental risk assessment workflows.

 

This repository also contains the model weights for COLLEMBOT under a AGPL 3.0 license with the code being available at GitHub under a MIT license: https://github.com/waldstrom/collembot
DOI: 10.15468/dl.bvsjp6
title: Occurrence Download

description: A dataset containing 2622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Agropsar philippensis)",
 "Geometry POLYGON((55.000000 4.000000, 150.000000 4.000000, 150.000000 73.000000, 55.000000 73.000000, 55.000000 4.000000))",
 "Month is one of (May, June, July)",
 "Year is greater than or equal to 2014",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation)"
 ]
}

 The dataset includes 2622 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014276-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14071939
title: Indian Company Metrics: Reviews, Ratings & Jobs
DOI: 10.15468/dl.ys44y5
title: Occurrence Download

description: A dataset containing 14069 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Adenocarpus gibbsianus, Iberis carnosa embergeri, Leucanthemum arundanum, Linaria benitoi, Linaria lamarckii, Moehringia fontqueri, Narcissus longispathus, Picris willkommii, Tephroseris elodes, Isoetes durieui, Taraxacum gaditanum, Phyllitis sagittata, Dianthus hinoxianus, Erodium cazorlanum, Coronopus navasii, Polyommatus golgus, Lithodora nitida, Rosmarinus tomentosus)"
 ]
}

 The dataset includes 14069 records from 220 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014278-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4g4cxs
title: Occurrence Download

description: A dataset containing 17487 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17487 records from 689 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014281-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rj8sfx
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "Country is Falkland Islands (Malvinas)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014280-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kn8mj4
title: Occurrence Download

description: A dataset containing 3070 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.69647 48.35492,12.0191 48.34528,11.70098 47.36682,12.12032 46.65346,14.03869 46.5185,14.69903 47.4343,13.69647 48.35492))",
 "TaxonKey is Senecio inaequidens"
 ]
}

 The dataset includes 3070 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014279-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5uvkqd
title: Occurrence Download

description: A dataset containing 4046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Mungos mungo"
 ]
}

 The dataset includes 4046 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014282-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azvfbf
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Paracynictis selousi"
 ]
}

 The dataset includes 228 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014283-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p13adwkz
title: Application of the WRF-Hydro Modeling System for the Conterminous United States Using the Bias Adjusted Version of the CONUS404 Atmospheric Forcings (CONUS404BA), Water Years 1980-2022

description: This data release contains inputs for and outputs from a hydrologic simulation for the conterminous United States (CONUS) using the WRF-Hydro modeling system version 5.2.0 (Gochis and others, 2020). This simulation was developed to provide water budget estimates for the period 10/1/1979 to 9/30/2022 using the bias adjusted version of the CONUS404 (CONUS404BA) atmospheric forcings dataset (Zhang and others, 2024). The WRF-Hydro model input files are included within this data release and consist of two configuration files, two simulation restart files, nine parameter files, and six types of output files. Each output type has a file for every hour of the model simulation, except for the LDASOUT and RTOUT files, which are output every three hours. The WRF-Hydro model has been executed with two different lake/reservoir routing options: 1) Pass Through - which aggregates the inflows coming to the lake and placing it as the lake outflow (Qin = Qout), representing roughly a natural flow behavior; and 2) Level Pool - using level pool lake/reservoir routing techniques in the presence of a waterbody on the channel network. Therefore, for the lakes and channel outputs, there exists two sets of data. The Entity and Attribute element of the metadata file contains the data descriptions for all the variables in each of the six types of output files. Please refer to the Supplemental Information element of this metadata record for further information on this model application. A schematic of the directory and file structure of the model archive is described by the model_archive_directory_structure.txt file included in this data release below. All model files are archived on the U.S. Geological Survey's Open Storage Network pod and can be accessed using the instructions provided in the Dataset Access section of the U.S. Geological Survey's HyTEST JupyterBook (https://hytest-org.github.io/hytest/doc/About.html#). The report that describes the development of this model application is provided in the External Resources (RafieeiNasab and others, 2024a). A previously published model archive for an 11-year WRF-Hydro simulation for the period 2010 to 2021 which is described in RafieeiNasab and others (2024a) is provided in the External Resources below (RafieeiNasab and others, 2024b).
DOI: 10.15468/dl.7crvgd
title: Occurrence Download

description: A dataset containing 922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trifolium badium, Trifolium badium, Trifolium badium)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 922 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014284-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13898121
title: PyWAsP tutorial data

description: Sample data (sites) for working with the WAsP Software and the WindKit and PyWAsP Python packages
DOI: 10.5281/zenodo.18269314
title: PyWAsP tutorial data

description: Sample data (sites) for working with the WAsP Software and the WindKit and PyWAsP Python packages
DOI: 10.15468/dl.nrkeep
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "Country is Saint Helena, Ascension and Tristan da Cunha",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014286-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.skdc6t
title: Occurrence Download

description: A dataset containing 5080 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Androsace filiformis"
 ]
}

 The dataset includes 5080 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014288-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.228pzg
title: Occurrence Download

description: A dataset containing 13425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Parus major)",
 "Geometry POLYGON((55.000000 4.000000, 150.000000 4.000000, 150.000000 73.000000, 55.000000 73.000000, 55.000000 4.000000))",
 "Month is one of (March, April, May)",
 "Year is greater than or equal to 2014",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation)"
 ]
}

 The dataset includes 13425 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014287-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3fhc68
title: Occurrence Download

description: A dataset containing 344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present",
 "TaxonKey is Pelophylax ridibundus",
 "Year 2000-2015"
 ]
}

 The dataset includes 344 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014289-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pa5wpe
title: Occurrence Download

description: A dataset containing 14069 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Adenocarpus gibbsianus, Iberis carnosa embergeri, Leucanthemum arundanum, Linaria benitoi, Linaria lamarckii, Moehringia fontqueri, Narcissus longispathus, Picris willkommii, Tephroseris elodes, Isoetes durieui, Taraxacum gaditanum, Phyllitis sagittata, Dianthus hinoxianus, Erodium cazorlanum, Coronopus navasii, Polyommatus golgus, Lithodora nitida, Rosmarinus tomentosus)"
 ]
}

 The dataset includes 14069 records from 220 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014290-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7n3jv
title: Occurrence Download

description: A dataset containing 344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vicia villosa",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 344 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042678-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5w385m
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vicia villosa",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 128 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042679-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/ix35hn
title: Replication Data for: Rights Violations and International Public Opinion

description: Replication files for Kopchick (2025): Rights Violations and International Public Opinion
DOI: 10.15468/dl.r4b2cq
title: Occurrence Download

description: A dataset containing 753 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Marasmius vagus"
 ]
}

 The dataset includes 753 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042680-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.stk7ur
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042681-250811113504898/datasets/export for details.