cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2sy3kh
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elatostema comptonioides A.C.Sm."
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040932-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nkhw4r
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cetorhinus maximus (Gunnerus, 1765)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024658-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqbjtk
title: Occurrence Download

description: A dataset containing 366 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ostryocarpus Hook.f."
 ]
}

 The dataset includes 366 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024659-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2nvpw5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squalus maximus Gunnerus, 1765",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024660-250127130748423/datasets/export for details.
DOI: 10.5281/zenodo.14532967
title: Real vs Fake Faces Balanced Dataset with Multiple Dataset Splits

description: The Real vs Fake Faces Balanced Dataset with Multiple Dataset Splits is a restructured version of the existing RVF10K dataset (available at: https://www.kaggle.com/datasets/sachchitkunichetty/rvf10k), designed to provide structured splits and balance to aid research in binary classification tasks, particularly in the field of deepfake detection and real vs. fake face image classification. This dataset contains total 10,000 high-quality face images, equally split between real and fake images. The real face images are sourced from NVIDIA's Flickr Faces HQ (FFHQ) dataset, while the fake face images are derived from Bojan Tunguz's 1 Million Fake Face dataset. The folder structure of Real vs Fake Faces has been optimized for compatibility and interoperability with the benchmark 140k Real and Fake Faces dataset, ensuring ease of integration into existing research workflows.

To support diverse experimental setups, facilitate benchmarking and reproducibility, Real vs Fake Faces is divided into four different training and testing splits:





60-40 (60% Training, 40% Testing): Designed for balanced training and moderately large test sets, suitable for initial experiments.




70-30 (70% Training, 30% Testing): Ideal for scenarios requiring more data for model training while maintaining a reasonable test set size.




75-25 (75% Training, 25% Testing): Focused on experiments needing extended training data with a smaller test set.




80-20 (80% Training, 20% Testing): Suitable for fine-tuning or model validation with maximal training data.



Dataset Structure: The dataset is organized into two main folders: real and fake. Each folder contains subdirectories named train, test, and validation, corresponding to the specific split proportions. This hierarchical design facilitates ease of use in machine learning pipelines and seamless integration with pre-existing tools.
DOI: 10.5281/zenodo.14532968
title: Real vs Fake Faces Balanced Dataset with Multiple Dataset Splits

description: The Real vs Fake Faces Balanced Dataset with Multiple Dataset Splits is a restructured version of the existing RVF10K dataset (available at: https://www.kaggle.com/datasets/sachchitkunichetty/rvf10k), designed to provide structured splits and balance to aid research in binary classification tasks, particularly in the field of deepfake detection and real vs. fake face image classification. This dataset contains total 10,000 high-quality face images, equally split between real and fake images. The real face images are sourced from NVIDIA's Flickr Faces HQ (FFHQ) dataset, while the fake face images are derived from Bojan Tunguz's 1 Million Fake Face dataset. The folder structure of Real vs Fake Faces has been optimized for compatibility and interoperability with the benchmark 140k Real and Fake Faces dataset, ensuring ease of integration into existing research workflows.

To support diverse experimental setups, facilitate benchmarking and reproducibility, Real vs Fake Faces is divided into four different training and testing splits:





60-40 (60% Training, 40% Testing): Designed for balanced training and moderately large test sets, suitable for initial experiments.




70-30 (70% Training, 30% Testing): Ideal for scenarios requiring more data for model training while maintaining a reasonable test set size.




75-25 (75% Training, 25% Testing): Focused on experiments needing extended training data with a smaller test set.




80-20 (80% Training, 20% Testing): Suitable for fine-tuning or model validation with maximal training data.



Dataset Structure: The dataset is organized into two main folders: real and fake. Each folder contains subdirectories named train, test, and validation, corresponding to the specific split proportions. This hierarchical design facilitates ease of use in machine learning pipelines and seamless integration with pre-existing tools.
DOI: 10.15468/dl.g43kdz
title: Occurrence Download

description: A dataset containing 439 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thamnaconus modestus (Günther, 1877)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 439 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024662-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctgfq5
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monacanthus modestus Günther, 1877",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024664-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sb2ap6
title: Occurrence Download

description: A dataset containing 10372 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalacrocorax capillatus (Temminck & Schlegel, 1849)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10372 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024665-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmsft9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carbo capillatus Temminck & Schlegel, 1850",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024666-250127130748423/datasets/export for details.
DOI: 10.15468/dl.fqh4nt
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gastrolobium melanopetalum (F.Muell.) G.Chandler & Crisp"
 ]
}

 The dataset includes 80 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024667-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbf3mc
title: Occurrence Download

description: A dataset containing 671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Uria aalge (Pontoppidan, 1763)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 671 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024668-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.huhrm3
title: Occurrence Download

description: A dataset containing 46292480 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "MediaType is null",
 "Month is one of (June, July)"
 ]
}

 The dataset includes 46292480 records from 16298 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024620-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/hqm6n7
title: Ribbon seal (Histriophoca fasciata) location data from a satellite telemetry tag (ptt id 99279) deployed in the Bering Sea from 2014-04-26 to 2014-05-13, deployment id 535b252884a8e004b84ab60f

description: This is the OBIS extraction of Ribbon seal (Histriophoca fasciata) location data from a satellite telemetry tag (ptt id 99279) deployed in the Bering Sea from 2014-04-26 to 2014-05-13, deployment id 535b252884a8e004b84ab60f from the U.S. Animal Telemetry Network (ATN). This extraction is a subset of detections intended to be useful for the OBIS network. The source dataset, containing the full set of detections, is available at NCEI: https://www.ncei.noaa.gov/archive/accession/0305405. The entire collection of satellite telemetry location and profile data collected from satellite-linked tags deployed on marine animals and contributed by organizations that are part of the U.S. Animal Telemetry Network (ATN) can be found at: https://doi.org/10.25921/wp4e-ph20
DOI: 10.15468/dl.3m8de8
title: Occurrence Download

description: A dataset containing 19581 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sanguinaria canadensis",
 "Year 1900-2020"
 ]
}

 The dataset includes 19581 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034135-250920141307145/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/13220564
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.13287001
title: Pandanaceae Plastome Phylogenetics Project Files

description: RAxML Tree: PartitionedMLPlastome.tree

BEAST Tree: med_Wojahn_Pandanaceae_Plastome_2024.tree

Alignment: AlignedRevCompGood.fasta
DOI: 10.5281/zenodo.13915919
title: Pandanaceae Plastome Phylogenetics Project Files

description: RAxML Tree: PartitionedMLPlastome.tree

BEAST Tree: med_Wojahn_Pandanaceae_Plastome_2024.tree

Alignment: AlignedRevCompGood.fasta
DOI: 10.15468/dl.rmztbr
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acidomeria sordida",
 "HasCoordinate is True"
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034138-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/9ncxjv
title: Ribbon seal (Histriophoca fasciata) location data from a satellite telemetry tag (ptt id 99280) deployed in the Bering Sea from 2014-04-28 to 2014-05-06, deployment id 535dc41684a8e004b84bb4d8

description: This is the OBIS extraction of Ribbon seal (Histriophoca fasciata) location data from a satellite telemetry tag (ptt id 99280) deployed in the Bering Sea from 2014-04-28 to 2014-05-06, deployment id 535dc41684a8e004b84bb4d8 from the U.S. Animal Telemetry Network (ATN). This extraction is a subset of detections intended to be useful for the OBIS network. The source dataset, containing the full set of detections, is available at NCEI: https://www.ncei.noaa.gov/archive/accession/0305406. The entire collection of satellite telemetry location and profile data collected from satellite-linked tags deployed on marine animals and contributed by organizations that are part of the U.S. Animal Telemetry Network (ATN) can be found at: https://doi.org/10.25921/wp4e-ph20
DOI: 10.15468/dl.jw6kmc
title: Occurrence Download

description: A dataset containing 4790 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "MediaType is Image",
 "TaxonKey is Reynoutria japonica"
 ]
}

 The dataset includes 4790 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034103-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddfn97
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Althos obscurator",
 "HasCoordinate is True"
 ]
}

 The dataset includes 101 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034139-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/rmaacz
title: Ribbon seal (Histriophoca fasciata) location data from a satellite telemetry tag (ptt id 99282) deployed in the Bering Sea from 2014-04-28 to 2014-05-14, deployment id 535ded7c84a8e004b84bc6b2

description: This is the OBIS extraction of Ribbon seal (Histriophoca fasciata) location data from a satellite telemetry tag (ptt id 99282) deployed in the Bering Sea from 2014-04-28 to 2014-05-14, deployment id 535ded7c84a8e004b84bc6b2 from the U.S. Animal Telemetry Network (ATN). This extraction is a subset of detections intended to be useful for the OBIS network. The source dataset, containing the full set of detections, is available at NCEI: https://www.ncei.noaa.gov/archive/accession/0305407. The entire collection of satellite telemetry location and profile data collected from satellite-linked tags deployed on marine animals and contributed by organizations that are part of the U.S. Animal Telemetry Network (ATN) can be found at: https://doi.org/10.25921/wp4e-ph20
DOI: 10.15468/dl.umwmxa
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Althos pallescens",
 "HasCoordinate is True"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034140-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbmwf3
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034141-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/zjcbq8
title: Bearded seal (Erignathus barbatus) location data from a satellite telemetry tag (ptt id 99287) deployed in the Arctic Ocean, Beaufort Sea, Bering Sea, and the Chukchi Sea from 2012-07-04 to 2013-03-12, deployment id 52d85570a86a2315ac168774

description: This is the OBIS extraction of Bearded seal (Erignathus barbatus) location data from a satellite telemetry tag (ptt id 99287) deployed in the Arctic Ocean, Beaufort Sea, Bering Sea, and the Chukchi Sea from 2012-07-04 to 2013-03-12, deployment id 52d85570a86a2315ac168774 from the U.S. Animal Telemetry Network (ATN). This extraction is a subset of detections intended to be useful for the OBIS network. The source dataset, containing the full set of detections, is available at NCEI: https://www.ncei.noaa.gov/archive/accession/0298436. The entire collection of satellite telemetry location and profile data collected from satellite-linked tags deployed on marine animals and contributed by organizations that are part of the U.S. Animal Telemetry Network (ATN) can be found at: https://doi.org/10.25921/wp4e-ph20
DOI: 10.15468/dl.489n3d
title: Occurrence Download

description: A dataset containing 860 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Cunila"
 ]
}

 The dataset includes 860 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034142-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/kb28pj
title: Ribbon seal (Histriophoca fasciata) location data from a satellite telemetry tag (ptt id 99292) deployed in the Bering Sea, and the Northwestern Passages from 2010-05-23 to 2010-06-12, deployment id 5796a65414a4da7dc3184262

description: This is the OBIS extraction of Ribbon seal (Histriophoca fasciata) location data from a satellite telemetry tag (ptt id 99292) deployed in the Bering Sea, and the Northwestern Passages from 2010-05-23 to 2010-06-12, deployment id 5796a65414a4da7dc3184262 from the U.S. Animal Telemetry Network (ATN). This extraction is a subset of detections intended to be useful for the OBIS network. The source dataset, containing the full set of detections, is available at NCEI: https://www.ncei.noaa.gov/archive/accession/0305410. The entire collection of satellite telemetry location and profile data collected from satellite-linked tags deployed on marine animals and contributed by organizations that are part of the U.S. Animal Telemetry Network (ATN) can be found at: https://doi.org/10.25921/wp4e-ph20
DOI: 10.15468/seta65
title: Spotted seal (Phoca largha) location data from a satellite telemetry tag (ptt id 99288) deployed in the Bering Sea from 2010-05-22 to 2010-09-01, deployment id 57a2301e01fbb0537256a854

description: This is the OBIS extraction of Spotted seal (Phoca largha) location data from a satellite telemetry tag (ptt id 99288) deployed in the Bering Sea from 2010-05-22 to 2010-09-01, deployment id 57a2301e01fbb0537256a854 from the U.S. Animal Telemetry Network (ATN). This extraction is a subset of detections intended to be useful for the OBIS network. The source dataset, containing the full set of detections, is available at NCEI: https://www.ncei.noaa.gov/archive/accession/0305409. The entire collection of satellite telemetry location and profile data collected from satellite-linked tags deployed on marine animals and contributed by organizations that are part of the U.S. Animal Telemetry Network (ATN) can be found at: https://doi.org/10.25921/wp4e-ph20
DOI: 10.15468/j3u429
title: Spotted seal (Phoca largha) location data from a satellite telemetry tag (ptt id 99295) deployed in the Bering Sea, and the Chukchi Sea from 2010-05-23 to 2011-07-30, deployment id 57a2308e01fbb0540505eac5

description: This is the OBIS extraction of Spotted seal (Phoca largha) location data from a satellite telemetry tag (ptt id 99295) deployed in the Bering Sea, and the Chukchi Sea from 2010-05-23 to 2011-07-30, deployment id 57a2308e01fbb0540505eac5 from the U.S. Animal Telemetry Network (ATN). This extraction is a subset of detections intended to be useful for the OBIS network. The source dataset, containing the full set of detections, is available at NCEI: https://www.ncei.noaa.gov/archive/accession/0305412. The entire collection of satellite telemetry location and profile data collected from satellite-linked tags deployed on marine animals and contributed by organizations that are part of the U.S. Animal Telemetry Network (ATN) can be found at: https://doi.org/10.25921/wp4e-ph20
DOI: 10.15468/dl.cf9px5
title: Occurrence Download

description: A dataset containing 1423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-96.11799 39.79723,-67.97706 39.79723,-67.97706 51.04723,-96.11799 51.04723,-96.11799 39.79723))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sanguinaria canadensis",
 "Year 1900-2000"
 ]
}

 The dataset includes 1423 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034143-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.727rrf
title: Occurrence Download

description: A dataset containing 2345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-127.07672 2.61612,30.42566 2.61612,30.42566 65.58812,-127.07672 65.58812,-127.07672 2.61612))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Podophyllum peltatum",
 "Year 1900-2000"
 ]
}

 The dataset includes 2345 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034144-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpce6j
title: Occurrence Download

description: A dataset containing 2498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-137.47413 11.73005,36.47413 11.73005,36.47413 81.26995,-137.47413 81.26995,-137.47413 11.73005))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Claytonia virginica",
 "Year 1900-2000"
 ]
}

 The dataset includes 2498 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034146-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdmmna
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cordia subcordata",
 "Country is Comoros",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034145-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.