cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4vud7b
title: Occurrence Download

description: A dataset containing 1192 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biodiversity of Bayelsa Coastal Communities, Nigeria"
 ]
}

 The dataset includes 1192 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005116-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqbwst
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Range table from benthic foraminifers in ODP Hole 139-857C"
 ]
}

 The dataset includes 140 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010787-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.824eeg
title: Occurrence Download

description: A dataset containing 523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Adalaria proxima (Alder & Hancock, 1854)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 523 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039088-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hswrex
title: Occurrence Download

description: A dataset containing 612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Viburnum hartwegii Benth.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 612 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010787-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjr8py
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Colchicum soboliferum (C.A.Mey.) Stef."
 ]
}

 The dataset includes 156 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005111-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jj2chv
title: Occurrence Download

description: A dataset containing 1222 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Harpia harpyja (Linnaeus, 1758)"
 ]
}

 The dataset includes 1222 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010787-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfjp2d
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agrostis kilimandscharica Mez"
 ]
}

 The dataset includes 229 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022052-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pww4g8
title: Occurrence Download

description: A dataset containing 2932 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Chlorodrepanis stejnegeri (S.B.Wilson, 1890)"
 ]
}

 The dataset includes 2932 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005040-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7gjnd
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aotus nancymaae Hershkovitz, 1983"
 ]
}

 The dataset includes 50 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010788-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.js2s9h
title: Occurrence Download

description: A dataset containing 5349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex ericetorum Pollich",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 5349 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012340-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r49g5r
title: Occurrence Download

description: A dataset containing 640 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erythroxylum confusum Britton"
 ]
}

 The dataset includes 640 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005052-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bne8tv
title: Occurrence Download

description: A dataset containing 1833 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saguinus oedipus (Linnaeus, 1758)"
 ]
}

 The dataset includes 1833 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022048-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbmqyd
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chiroptera",
 "Geometry POLYGON((-108.984375 31.334871,-108.984375 30.543338,-108.204345 30.543338,-108.204345 31.334871,-108.984375 31.334871))"
 ]
}

 The dataset includes 53 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010789-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjxrts
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Hylexetastes perrotii brigidai Cardoso da Silva, Novaes & Oren, 1995"
 ]
}

 The dataset includes 20 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005057-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxjhrl
title: Occurrence Download

description: A dataset containing 39563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "DatasetKey is Estonian University of Life Sciences"
 ]
}

 The dataset includes 39563 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010789-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unrvet
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isatis tinctoria",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000354-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdcrt3
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000353-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eerfec
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isatis tinctoria",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 87 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000355-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbhc2p
title: Occurrence Download

description: A dataset containing 744 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isatis tinctoria",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 744 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000357-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9h5fz
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is Ognorhynchus icterotis"
 ]
}

 The dataset includes 19 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000359-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjw8da
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000358-250920141307145/datasets/export for details.
DOI: 10.34740/kaggle/dsv/13119575
title: Indian Bovine breeds
DOI: 10.15468/dl.r4a49z
title: Occurrence Download

description: A dataset containing 6669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((42.47388 18.20943,42.47479 18.20161,42.4815 18.19643,42.49012 18.19672,42.49548 18.20277,42.495 18.21066,42.4889 18.2157,42.47971 18.21572,42.47388 18.20943)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6669 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000360-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17166385
title: Preprocessed data for Elling et al., 2025 analysis (https://github.com/Mte2112/climalmal-2025)

description: Pre-processed data inputs for https://github.com/Mte2112/climalmal-2025/
DOI: 10.5281/zenodo.17166386
title: Preprocessed data for Elling et al., 2025 analysis (https://github.com/Mte2112/climalmal-2025)

description: Pre-processed data inputs for https://github.com/Mte2112/climalmal-2025/
DOI: 10.15468/dl.h5kgpb
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000361-250920141307145/datasets/export for details.
DOI: 10.15468/dl.ja54mb
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidium chalepense",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 129 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000362-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vw5g3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidium chalepense",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000363-250920141307145/datasets/export for details.
DOI: 10.15468/dl.vqvh8q
title: Occurrence Download

description: A dataset containing 920 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ailuridae"
 ]
}

 The dataset includes 920 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000364-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vf4gc2
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000365-250920141307145/datasets/export for details.
DOI: 10.15468/dl.k9gjtv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidium perfoliatum",
 "Country is Korea (Democratic People’s Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000366-250920141307145/datasets/export for details.
DOI: 10.15468/dl.yjukb8
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000367-250920141307145/datasets/export for details.
DOI: 10.15468/dl.rhkqfk
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidium perfoliatum",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 214 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000368-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exs4bw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidium perfoliatum",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000369-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jh3t8t
title: Occurrence Download

description: A dataset containing 637 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidium perfoliatum",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 637 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000370-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17166636
title: Data: X-ray free-electron laser observation of giant and anisotropic magnetostriction in 𝛽-O2 at 110 Tesla

description: Raw data used to make Fig. 2 and Fig. 3.
DOI: 10.5281/zenodo.17166637
title: Data: X-ray free-electron laser observation of giant and anisotropic magnetostriction in 𝛽-O2 at 110 Tesla

description: Raw data used to make Fig. 2 and Fig. 3.
DOI: 10.5281/zenodo.13806233
title: CLAP features for Audio Moment Retrieval

description: This page includes CLAP features of three datasets used in Language-based audio moment retrieval [1].



Clotho-Moment

UnAV100-subset

TUT Sound Events 2017


Raw wav files are also publicly available here.

[1] H. Munakata, T. Nishimura, S. Nakada, T. Komatsu, "Language-based Audio Moment Retrieval", In Proc. ICASSP, 2024.

How to Use

We can train/evaluate audio moment retrieval models using these features in Lighthouse.Please check the instructions of Lighthouse.



Unzip the file with the following commandsClotho-moment: 



for file in clotho-moment_features.tar.part-*.gz; do gunzip "$file"; done

clotho-moment_features.tar.part-* > clotho-moment_features.tar

tar -xvf clotho-moment_features.tar

UnAV100-subset, TUT Sound Events 2017: 



tar -xvf tut2017_features.tar.gz

tar -xvf unav100-subset_features.tar.gz



Set symbolic links in Lighthouseln -s features/{dataset_name} {lighthouse_dir}/features

Train the modelpython training/train.py --model qd_detr --dataset clotho-moment --feature clap

Evaluate the model



model=qd_detr



dataset=unav100-subset

feature=clap

model_path={lighthouse_dir}/results/qd_detr/clotho-moment/clap/best.ckpt

eval_split_name=val

eval_path=data/unav100-subset/unav100-subset_test_release.jsonl
python training/evaluate.py \

--model $model \

--dataset $dataset \

--feature $feature \

--model_path $model_path \

--eval_split_name $eval_split_name \

--eval_path $eval_path
DOI: 10.5281/zenodo.17129257
title: CLAP features for Audio Moment Retrieval

description: This page includes CLAP features of three datasets used in Language-based audio moment retrieval [1].



Clotho-Moment

UnAV100-subset

TUT Sound Events 2017


Raw wav files are also publicly available here.

[1] H. Munakata, T. Nishimura, S. Nakada, T. Komatsu, "Language-based Audio Moment Retrieval", In Proc. ICASSP, 2024.

How to Use

We can train/evaluate audio moment retrieval models using these features in Lighthouse.Please check the instructions of Lighthouse.



Unzip the file with the following commandsClotho-moment: 



for file in clotho-moment_features.tar.part-*.gz; do gunzip "$file"; done

clotho-moment_features.tar.part-* > clotho-moment_features.tar

tar -xvf clotho-moment_features.tar

UnAV100-subset, TUT Sound Events 2017: 



tar -xvf tut2017_features.tar.gz

tar -xvf unav100-subset_features.tar.gz



Set symbolic links in Lighthouseln -s features/{dataset_name} {lighthouse_dir}/features

Train the modelpython training/train.py --model qd_detr --dataset clotho-moment --feature clap

Evaluate the model



model=qd_detr



dataset=unav100-subset

feature=clap

model_path={lighthouse_dir}/results/qd_detr/clotho-moment/clap/best.ckpt

eval_split_name=val

eval_path=data/unav100-subset/unav100-subset_test_release.jsonl
python training/evaluate.py \

--model $model \

--dataset $dataset \

--feature $feature \

--model_path $model_path \

--eval_split_name $eval_split_name \

--eval_path $eval_path
DOI: 10.15468/dl.h37f66
title: Occurrence Download

description: A dataset containing 26724503 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Magnoliopsida",
 "Year 1970-1990"
 ]
}

 The dataset includes 26724503 records from 871 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000342-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cq7g8w
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidium perfoliatum",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 131 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000371-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/hn1c-cn15
title: "full-life bearing dataset of Xi'an Jiaotong University"

description: "the full-life bearing dataset (Bearing 1_2) of Xi'an Jiaotong University"
DOI: 10.15468/dl.32v5hn
title: Occurrence Download

description: A dataset containing 48129208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "CoordinateUncertaintyInMeters is less than or equal to 1000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida",
 "Year 2010-2024"
 ]
}

 The dataset includes 48129208 records from 1155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000356-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4nvq2
title: Occurrence Download

description: A dataset containing 21468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Nicaragua",
 "Geometry POLYGON((-86.23023 12.17152,-86.10624 11.662,-85.69709 11.75912,-85.34992 12.06241,-86.10624 12.26846,-86.23023 12.17152))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 21468 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000617-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.