cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7xb95s
title: Occurrence Download

description: A dataset containing 1504 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 1000.0-1000000.0",
 "Geometry POLYGON((-501.56788 24.11736,-408.56393 24.11736,-408.56393 71.5928,-501.56788 71.5928,-501.56788 24.11736))",
 "HasCoordinate is true",
 "TaxonKey is Cirsium arvense (L.) Scop."
 ]
}

 The dataset includes 1504 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285784-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uymaw9
title: Occurrence Download

description: A dataset containing 98416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Sweden, Norway, Finland)",
 "OccurrenceStatus is Present",
 "TaxonKey is Tussilago farfara L."
 ]
}

 The dataset includes 98416 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174171-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mc28m4
title: Occurrence Download

description: A dataset containing 1598344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Netherlands, Germany, Belgium)",
 "TaxonKey is Buteo buteo (Linnaeus, 1758)",
 "Year 1970-2022"
 ]
}

 The dataset includes 1598344 records from 538 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174174-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qc7jby
title: Occurrence Download

description: A dataset containing 5535 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pelecinus Latreille, 1800"
 ]
}

 The dataset includes 5535 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285795-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.snx8qh
title: Occurrence Download

description: A dataset containing 12364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fulica atra Linnaeus, 1758",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12364 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285783-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.av7g5z
title: Occurrence Download

description: A dataset containing 7575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lutra lutra (Linnaeus, 1758)"
 ]
}

 The dataset includes 7575 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174172-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsxrtk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cheirotonus jansoni (Jordan, 1898)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0208669-220831081235567/datasets/export for details.
DOI: 10.15468/dl.q4ntp4
title: Occurrence Download

description: A dataset containing 4266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Amaranthus retroflexus L."
 ]
}

 The dataset includes 4266 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285790-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b59tud
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "GbifId" : [
 "is 4900540964"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011151-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8fea5
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.83751 -38.88619,-9.83751 -38.88619,-9.83751 24.04295,-99.83751 24.04295,-99.83751 -38.88619))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dicksonia antarctica Labill."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011152-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xmsen
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Petalostemum Michx."
 ]
}

 The dataset includes 70 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011153-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7294/26197124
title: Dangerous Harbor Project - Lancaster County - Reel 26 - 1702-1713 - TIFFs 1-50

description: This dataset includes 50 TIFF files showing court orders from Lancaster County in Virginia. They were created to settle disputes between residents within Lancaster County and ultimately issue punishments, judgments, and fines. These documents were used to identify escaped unfree laborers in the 17th century Chesapeake and the punishments associated with their escape.<br>To learn more about this project, please go to the Dangerous Harbor Website.
DOI: 10.7294/26197124.v1
title: Dangerous Harbor Project - Lancaster County - Reel 26 - 1702-1713 - TIFFs 1-50

description: This dataset includes 50 TIFF files showing court orders from Lancaster County in Virginia. They were created to settle disputes between residents within Lancaster County and ultimately issue punishments, judgments, and fines. These documents were used to identify escaped unfree laborers in the 17th century Chesapeake and the punishments associated with their escape.<br>To learn more about this project, please go to the Dangerous Harbor Website.
DOI: 10.7294/26197232
title: Dangerous Harbor Project - Lancaster County - Reel 26 - 1702-1713 - TIFFs 51-100

description: This dataset includes 50 TIFF files showing court orders from Lancaster County in Virginia. They were created to settle disputes between residents within Lancaster County and ultimately issue punishments, judgments, and fines. These documents were used to identify escaped unfree laborers in the 17th century Chesapeake and the punishments associated with their escape.<br>To learn more about this project, please go to the Dangerous Harbor Website.
DOI: 10.7294/26197232.v1
title: Dangerous Harbor Project - Lancaster County - Reel 26 - 1702-1713 - TIFFs 51-100

description: This dataset includes 50 TIFF files showing court orders from Lancaster County in Virginia. They were created to settle disputes between residents within Lancaster County and ultimately issue punishments, judgments, and fines. These documents were used to identify escaped unfree laborers in the 17th century Chesapeake and the punishments associated with their escape.<br>To learn more about this project, please go to the Dangerous Harbor Website.
DOI: 10.7294/26197235
title: Dangerous Harbor Project - Lancaster County - Reel 26 - 1702-1713 - TIFFs 101-150

description: This dataset includes 50 TIFF files showing court orders from Lancaster County in Virginia. They were created to settle disputes between residents within Lancaster County and ultimately issue punishments, judgments, and fines. These documents were used to identify escaped unfree laborers in the 17th century Chesapeake and the punishments associated with their escape.<br>To learn more about this project, please go to the Dangerous Harbor Website.
DOI: 10.7294/26197235.v1
title: Dangerous Harbor Project - Lancaster County - Reel 26 - 1702-1713 - TIFFs 101-150

description: This dataset includes 50 TIFF files showing court orders from Lancaster County in Virginia. They were created to settle disputes between residents within Lancaster County and ultimately issue punishments, judgments, and fines. These documents were used to identify escaped unfree laborers in the 17th century Chesapeake and the punishments associated with their escape.<br>To learn more about this project, please go to the Dangerous Harbor Website.
DOI: 10.7294/26197244
title: Dangerous Harbor Project - Lancaster County - Reel 26 - 1702-1713 - TIFFs 151-200

description: This dataset includes 50 TIFF files showing court orders from Lancaster County in Virginia. They were created to settle disputes between residents within Lancaster County and ultimately issue punishments, judgments, and fines. These documents were used to identify escaped unfree laborers in the 17th century Chesapeake and the punishments associated with their escape.<br>To learn more about this project, please go to the Dangerous Harbor Website.
DOI: 10.7294/26197244.v1
title: Dangerous Harbor Project - Lancaster County - Reel 26 - 1702-1713 - TIFFs 151-200

description: This dataset includes 50 TIFF files showing court orders from Lancaster County in Virginia. They were created to settle disputes between residents within Lancaster County and ultimately issue punishments, judgments, and fines. These documents were used to identify escaped unfree laborers in the 17th century Chesapeake and the punishments associated with their escape.<br>To learn more about this project, please go to the Dangerous Harbor Website.
DOI: 10.7294/26197247
title: Dangerous Harbor Project - Lancaster County - Reel 26 - 1702-1713 - TIFFs 201-250

description: This dataset includes 50 TIFF files showing court orders from Lancaster County in Virginia. They were created to settle disputes between residents within Lancaster County and ultimately issue punishments, judgments, and fines. These documents were used to identify escaped unfree laborers in the 17th century Chesapeake and the punishments associated with their escape.<br>To learn more about this project, please go to the Dangerous Harbor Website.
DOI: 10.7294/26197247.v1
title: Dangerous Harbor Project - Lancaster County - Reel 26 - 1702-1713 - TIFFs 201-250

description: This dataset includes 50 TIFF files showing court orders from Lancaster County in Virginia. They were created to settle disputes between residents within Lancaster County and ultimately issue punishments, judgments, and fines. These documents were used to identify escaped unfree laborers in the 17th century Chesapeake and the punishments associated with their escape.<br>To learn more about this project, please go to the Dangerous Harbor Website.
DOI: 10.15468/dl.nxtu3h
title: Occurrence Download

description: A dataset containing 809 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elaeis guineensis Jacq."
 ]
}

 The dataset includes 809 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011156-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60520/ieda/113511
title: Element concentrations and stable isotope values of groundwater from a well at Hafralaekur in northern Iceland.

description: Groundwater samples have been collected on a weekly basis from a 100 meter deep well at Hafralaekur in northern Iceland since 2008. These samples were collected in low-density-polyethylene bottles. They were filtered and samples intended for element concentration analysis were acidified with ultrapure HNO3. The groundwater samples have then been analyzed for element concentrations (Ca, K, Na, Si), using Inductively Coupled Plasma Optical Emission Spectrometer (ICP-OES), and for for stable isotope values (O, H), using Cavity ring down spectroscopy (CRDS) for the purpose of studying changes of groundwater chemistry before and after earthquakes.
description: Skelton, A., Liljedahl‐Claesson, L., Wästeby, N., Andrén, M., Stockmann, G., Sturkell, E., Mörth, C.-M., Stefansson, A., Tollefsen, E., Siegmund, H., Keller, N., Kjartansdóttir, R., Hjartarson, H. and Kockum, I. (2019) "Hydrochemical changes before and after earthquakes based on long‐term measurements of multiple parameters at two sites in northern Iceland—A review." Journal of Geophysical Research 124: 2702–2720
DOI: 10.5281/zenodo.13994342
title: Soundscape Datasets for Few-Shot Bird Sound Classification

description: This repository provides easy access to open-source soundscape datasets of bird sounds, specifically optimized for few-shot classification.

soundscapes.zip contains evaluation soundscape datasets from the BIRB benchmark (https://arxiv.org/abs/2312.07439), downsampled to 16kHz, preprocessed using CNN14 from PANNs (https://arxiv.org/abs/1912.10211), to select a 6-second window with the highest bird activation, and converted to Pytorch (.pt) format to facilitate usability for evaluating deep neural networks. 

These preprocessed datasets are employed in the work "Domain-Invariant Representation Learning of Bird Sounds" (https://arxiv.org/abs/2409.08589), which evaluates the few-shot learning capabilities of deep learning models trained on focal recordings (e.g., Xeno-Canto) and tested on soundscape recordings.

Dataset Structure

Validation Dataset



POW (pow.pt): The validation dataset consists of 16,047 examples across 43 classes and is organized as a dictionary with 'data' and 'label' keys representing bird sounds and their corresponding labels. Storing the entire validation dataset in a single tensor enables rapid loading and efficient processing, significantly accelerating the validation process. Classes with only one example are removed, as they are insufficient for one-shot classification tasks. Source: https://zenodo.org/records/4656848#.Y7ijhOxudhE


Test Datasets 

Each test dataset is structured with multiple subfolders, each labeled with an eBird species code to represent data for a specific bird species.



SSW (ssw/): Contains 50,760 examples across 96 classes. Source: https://zenodo.org/records/7079380#.Y7ijHOxudhE

NES (coffee_farms/): Contains 6,952 examples across 89 classes. Source: https://zenodo.org/records/7525349#.ZB8z_-xudhE

UHH (hawaii/): Contains 59,583 examples across 27 classes. Source: https://zenodo.org/records/7078499#.Y7ijPuxudhE

HSN (high_sierras/): Contains 10,296 examples across 19 classes. Source: https://zenodo.org/records/7525805#.ZB8zsexudhE

SNE (sierras_kahl/): Contains 20,147 examples across 56 classes. Source: https://zenodo.org/records/7050014#.Y7ijWexudhE

PER (peru/): Contains 14,768 examples across 132 classes. Source: https://zenodo.org/records/7079124#.Y7iis-xudhE


Code and detailed instructions, including data loading, model implementation, and few-shot evaluation, can be found at: https://github.com/ilyassmoummad/ProtoCLR
DOI: 10.5281/zenodo.13994373
title: Soundscape Datasets for Few-Shot Bird Sound Classification

description: This repository provides easy access to open-source soundscape datasets of bird sounds, specifically optimized for few-shot classification.

soundscapes.zip contains evaluation soundscape datasets from the BIRB benchmark (https://arxiv.org/abs/2312.07439), downsampled to 16kHz, preprocessed using CNN14 from PANNs (https://arxiv.org/abs/1912.10211), to select a 6-second window with the highest bird activation, and converted to Pytorch (.pt) format to facilitate usability for evaluating deep neural networks. 

These preprocessed datasets are employed in the work "Domain-Invariant Representation Learning of Bird Sounds" (https://arxiv.org/abs/2409.08589), which evaluates the few-shot learning capabilities of deep learning models trained on focal recordings (e.g., Xeno-Canto) and tested on soundscape recordings.

Dataset Structure

Validation Dataset



POW (pow.pt): The validation dataset consists of 16,047 examples across 43 classes and is organized as a dictionary with 'data' and 'label' keys representing bird sounds and their corresponding labels. Storing the entire validation dataset in a single tensor enables rapid loading and efficient processing, significantly accelerating the validation process. Classes with only one example are removed, as they are insufficient for one-shot classification tasks. Source: https://zenodo.org/records/4656848#.Y7ijhOxudhE


Test Datasets 

Each test dataset is structured with multiple subfolders, each labeled with an eBird species code to represent data for a specific bird species.



SSW (ssw/): Contains 50,760 examples across 96 classes. Source: https://zenodo.org/records/7079380#.Y7ijHOxudhE

NES (coffee_farms/): Contains 6,952 examples across 89 classes. Source: https://zenodo.org/records/7525349#.ZB8z_-xudhE

UHH (hawaii/): Contains 59,583 examples across 27 classes. Source: https://zenodo.org/records/7078499#.Y7ijPuxudhE

HSN (high_sierras/): Contains 10,296 examples across 19 classes. Source: https://zenodo.org/records/7525805#.ZB8zsexudhE

SNE (sierras_kahl/): Contains 20,147 examples across 56 classes. Source: https://zenodo.org/records/7050014#.Y7ijWexudhE

PER (peru/): Contains 14,768 examples across 132 classes. Source: https://zenodo.org/records/7079124#.Y7iis-xudhE


Code and detailed instructions, including data loading, model implementation, and few-shot evaluation, can be found at: https://github.com/ilyassmoummad/ProtoCLR
DOI: 10.15468/dl.vvh8k4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((31.87498 26.25089, 32.0002 26.25089, 32.0002 26.31834, 31.87498 26.31834, 31.87498 26.25089))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011159-241024112534372/datasets/export for details.
DOI: 10.15468/dl.9rfrkc
title: Occurrence Download

description: A dataset containing 1506 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Computarización de la Colección de Referencia para Zoología, Arqueozoología y Paleontología del Museo de Historia Natural de la Universidad Autónoma de Baja California Sur"
 ]
}

 The dataset includes 1506 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011160-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9n73d
title: Occurrence Download

description: A dataset containing 1306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycalopex fulvipes (Martin, 1837)",
 "Year 1000-2024"
 ]
}

 The dataset includes 1306 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011161-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.va9h52
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((31.96303 26.14974, 32.06769 26.14974, 32.06769 26.25089, 31.96303 26.25089, 31.96303 26.14974))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 18 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011162-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bg7hya
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Finland",
 "MediaType is Image",
 "TaxonKey is Cakile maritima Scop.",
 "Year is 1952"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011164-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j43nys
title: Occurrence Download

description: A dataset containing 7792 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Doryopteris J.Sm."
 ]
}

 The dataset includes 7792 records from 269 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011163-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4qhqx8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (MEX.10.5_2, MEX.10_1)",
 "TaxonKey is Heloderma horridum (Wiegmann, 1829)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011166-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6r3dn
title: Occurrence Download

description: A dataset containing 1304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycalopex fulvipes (Martin, 1837)",
 "Year 1985-2024"
 ]
}

 The dataset includes 1304 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011169-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hk3qr
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Cuba",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gliricidia sepium (Jacq.) Kunth"
 ]
}

 The dataset includes 36 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011170-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.