cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.tdm6aw
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calothrix ramenskii Elenkin, 1922"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004348-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64jw2n
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neolyngbya maris-brasilis Caires, Sant'Anna & J.M.C.Nunes"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004350-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zw9jv
title: Occurrence Download

description: A dataset containing 41214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Castor fiber Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 41214 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004349-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mffqbn
title: Occurrence Download

description: A dataset containing 991 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calothrix scopulorum C.Agardh ex Bornet & Flahault"
 ]
}

 The dataset includes 991 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004351-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjq58c
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neolyngbya nodulosa T.A.Caires, C.L.Sant'Anna & J.M.C.Nunes"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004352-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bnwpwe
title: Occurrence Download

description: A dataset containing 103075 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is MYS.7_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (VU, EN, CR, NT, LC, DD)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 103075 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004340-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjka9j
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dryomys nitedula (Pallas, 1778)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 59 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004353-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jctdcw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calothrix scytonemicola Tilden"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004354-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jy5chh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neolyngbya tenuis T.A.Caires, C.L.Sant'Anna & J.M.C.Nunes"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004355-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enf72p
title: Occurrence Download

description: A dataset containing 632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sicista betulina (Pallas, 1779)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 632 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004356-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ywyy4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calothrix simulans Gardner"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004357-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fp8kfu
title: Occurrence Download

description: A dataset containing 282945 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-61.59741 10.61003, -61.25444 10.61003, -61.25444 10.7403, -61.59741 10.7403, -61.59741 10.61003))",
 "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 282945 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004345-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13995365
title: QCA-2024-SCC-TR52813 R&D data

description: Project Code: QCA-2024-SCC-TR52813.This project is classified as CONFIDENTIAL. All information, data, and results associated with this project are strictly restricted to authorized personnel only. Any dissemination, distribution, or copying of the project details is strictly prohibited without prior approval from the project lead and the university's Office of Research Compliance.
DOI: 10.5281/zenodo.13995366
title: QCA-2024-SCC-TR52813 R&D data

description: Project Code: QCA-2024-SCC-TR52813.This project is classified as CONFIDENTIAL. All information, data, and results associated with this project are strictly restricted to authorized personnel only. Any dissemination, distribution, or copying of the project details is strictly prohibited without prior approval from the project lead and the university's Office of Research Compliance.
DOI: 10.15468/dl.qzhd8b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neospongiostroma tosensis Endo, 1961"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004358-241024112534372/datasets/export for details.
DOI: 10.15468/dl.qmxe2t
title: Occurrence Download

description: A dataset containing 7279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis lupus Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 7279 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004359-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p82y8a
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004360-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ederae
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neosynechococcus sphagnicola"
 ]
}

 The dataset includes 19 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004362-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8z259e
title: Occurrence Download

description: A dataset containing 705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis aureus Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 705 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004363-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axp8aj
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calothrix stagnalis Gomont"
 ]
}

 The dataset includes 51 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004365-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hw9rw
title: Occurrence Download

description: A dataset containing 1076 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Monoplacophora"
 ]
}

 The dataset includes 1076 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004364-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgsch4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nephrococcus shilinensis Y.-P.Tian"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004366-241024112534372/datasets/export for details.
DOI: 10.15468/dl.agdwsn
title: Occurrence Download

description: A dataset containing 855 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ursus arctos Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 855 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004367-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nacmfy
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calothrix stellaris Bornet & Flahault"
 ]
}

 The dataset includes 45 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004368-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2mjcba
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nerusiandella faveoleta Vologdin, 1962"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004369-241024112534372/datasets/export for details.
DOI: 10.15468/dl.wuvzyz
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calothrix thermalis (Schwabe) Hansgirg"
 ]
}

 The dataset includes 49 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004371-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.47wevp
title: Occurrence Download

description: A dataset containing 11198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Martes martes (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 11198 records from 162 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004370-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.akfpds
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Newlandia frondosa Walcott, 1914"
 ]
}

 The dataset includes 20 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004372-241024112534372/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/9727003
title: Top Spotify Songs in 73 Countries (Daily Updated)
DOI: 10.5281/zenodo.13994343
title: Preprocessed Soundscape Datasets for Bird Sound Classification

description: 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 datasets are prepared specifically for bird sound classification.

These preprocessed datasets are employed in the work "Domain-Invariant Representation Learning of Bird Sounds" (https://arxiv.org/abs/2409.08589), which assesss few-shot learning capabilities for transfer learning from focal to soundscape recordings.

Dataset Structure

Validation Dataset



POW (pow.pt): Contains a dictionary with 'data' and 'label' keys representing the bird sounds and their corresponding labels. Source: https://zenodo.org/records/4656848#.Y7ijhOxudhE


Test Datasets 

Each test dataset folder contains numerous subfolders, with each subfolder named according to an eBird species code to represent data for a specific bird species.



SSW (ssw/): https://zenodo.org/records/7079380#.Y7ijHOxudhE

NES (coffee_farms/): https://zenodo.org/records/7525349#.ZB8z_-xudhE

UHH (hawaii/): https://zenodo.org/records/7078499#.Y7ijPuxudhE

HSN (high_sierras/): https://zenodo.org/records/7525805#.ZB8zsexudhE

SNE (sierras_kahl/): https://zenodo.org/records/7050014#.Y7ijWexudhE

PER (peru/): 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.kws9fk
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calothrix vivipara Harvey, 1858"
 ]
}

 The dataset includes 72 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004373-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n9ypkj
title: Occurrence Download

description: A dataset containing 2436457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-75.84634 45.3207, -75.5884 45.3207, -75.5884 45.47781, -75.84634 45.47781, -75.84634 45.3207))",
 "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 2436457 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004361-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x78su8
title: Occurrence Download

description: A dataset containing 3330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mustela putorius Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 3330 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004374-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbcr3v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nicholsonia glomerata Korde, 1973"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004375-241024112534372/datasets/export for details.
DOI: 10.15468/dl.s6zhrw
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lynx lynx (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 114 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004376-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qybfuw
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calothrix weberi Schmidle, 1899"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004377-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wef3qp
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004378-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqummz
title: Occurrence Download

description: A dataset containing 4733 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pipistrellus kuhlii (Kuhl, 1817)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 4733 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004379-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgd6yu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calyptophycus verrucius Johnson, 1940"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004380-241024112534372/datasets/export for details.
DOI: 10.15468/dl.yk5ju7
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nodosilinea nodulosa"
 ]
}

 The dataset includes 54 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004381-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yty2mz
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myotis alcathoe von Helversen & Heller, 2001",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 183 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004382-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jn6jt
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Camasia spongiosa Walcott, 1914"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004383-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.anjqgy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nodosilinea tenue"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004384-241024112534372/datasets/export for details.
DOI: 10.34740/kaggle/dsv/9727014
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.15468/dl.m5yr68
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Capilliphycus salinus T.A.Caires, Sant'Anna & J.M.Nunes"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004387-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.