cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ad22hu
title: Occurrence Download

description: A dataset containing 472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Calamus leucosteus"
 ]
}

 The dataset includes 472 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008729-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmhu9n
title: Occurrence Download

description: A dataset containing 264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paspalum conjugatum",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 264 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008730-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31403994.v1
title: <b>Enhancing Academic Writing Skills through Culturally Responsive Pedagogy</b>

description: Data set for the publication
DOI: 10.6084/m9.figshare.31403994
title: <b>Enhancing Academic Writing Skills through Culturally Responsive Pedagogy</b>

description: Data set for the publication
DOI: 10.15468/dl.9akgns
title: Occurrence Download

description: A dataset containing 1049 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Onychorhynchus coronatus",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1049 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008732-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.899bkp
title: Occurrence Download

description: A dataset containing 460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Material sample, Material citation, Specimen)",
 "Country is one of (Trinidad and Tobago, Guyana, Bolivia (Plurinational State of), Colombia, Brazil, Venezuela (Bolivarian Republic of), Iceland, Portugal, Peru, Cayman Islands)",
 "DatasetKey is one of (A revision of the cis-andean species of the genus Brycon Müller & Troschel (Characiformes: Characidae), Ictiologia Collection - Instituto Nacional de Pesquisas da Amazônia (INPA), Coleção de Ictiologia do MZUSP, NMNH Extant Specimen Records (USNM, US), Colección Ictiológica Museo de Ciencias Naturales de Guanare MCNG - INBIO Venezuela, LIRP - Coleção de Peixes do Laboratório de Ictiologia de Ribeirão Preto, CAS Ichthyology (ICH), Colección de Peces de Agua Dulce del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-P), Museum of Comparative Zoology, Harvard University, Fish Collection (MHNG-ICHT) of Muséum d'histoire naturelle de Genève)",
 "TaxonKey is Brycon amazonicus"
 ]
}

 The dataset includes 460 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008733-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24r9s8
title: Occurrence Download

description: A dataset containing 57144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Continent is North America",
 "Country is Canada",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Contopus cooperi",
 "Year 2016-2026"
 ]
}

 The dataset includes 57144 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008631-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ztebs
title: Occurrence Download

description: A dataset containing 390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Calamus nodosus"
 ]
}

 The dataset includes 390 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008734-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gutndr
title: Occurrence Download

description: A dataset containing 1914 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passer domesticus",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1914 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008735-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w25t8c
title: Occurrence Download

description: A dataset containing 1104435 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Cambodia",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1104435 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008669-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wcfw5w
title: Occurrence Download

description: A dataset containing 80580 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is North America",
 "Country is Canada",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordeiles minor",
 "Year 2016-2026"
 ]
}

 The dataset includes 80580 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008640-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rg7a72
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Caiman latirostris)",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Material sample, Specimen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008738-260221153910048/datasets/export for details.
DOI: 10.15468/dl.hm2a4m
title: Occurrence Download

description: A dataset containing 18556 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisthocomus hoazin",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18556 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008736-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3sg64h
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Calamus penna"
 ]
}

 The dataset includes 729 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008739-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29431577
title: Biowikinet: A Multilingual Network Dataset Revealing Biodiversity Knowledge Gaps

description: <b>BioWikiNet</b> is a multilingual dataset that links Wikipedia articles on biological taxa to the GBIF Backbone Taxonomy, enabling cross-lingual analysis of biodiversity knowledge representation. Based on the January 2025 Wikipedia snapshot, it covers 11 major language editions (Arabic, Chinese, English, French, German, Hindi, Indonesian, Japanese, Portuguese, Russian, and Spanish), comprising 1,266,215 articles linked to 751,843 taxonomic entities.The dataset includes:<br>A core metadata file (`biowikinet_core.csv`) containing article-level metrics: pageviews (2024), edit history, link statistics, and derived indices including SCI (Species Connectivity Index), core index, and excess focus.A structured JSON file of article nodes (`nodes.json`), each annotated with its Wikidata entity ID, taxonomic rank, GBIF ID, language, and key visibility metrics.A nested JSON file of 6,955,289 taxonomic hyperlinks—links (`edges.json`) to other biological taxa, structured as adjacency lists.This dataset is derived from:<br>Wikipedia content (primarily CC-BY-SA 4.0, with some older content under CC-BY-SA 3.0<sup>*</sup>) - article metadata and link structuresWikidata (CC0) - taxonomic entity identifiersGBIF Backbone Taxonomy &lt;https://doi.org/10.15468/39omei&gt; accessed via GBIF.org (CC0) - taxonomic classification<sup>*</sup>Wikipedia transitioned to CC-BY-SA 4.0 in June 2023. Content edited after this date is licensed under 4.0, while earlier contributions remain under 3.0 (both are ShareAlike-compatible).<b>Applications</b>: The dataset supports research in conservation culturomics, biodiversity informatics, multilingual knowledge equity, and AI/NLP applications. It enables detection of taxonomic knowledge gaps, cultural biases in species representation, and language-specific patterns in biodiversity engagement.BioWikiNet itself is distributed under CC-BY 4.0 license. When reusing this dataset, attribution to BioWikiNet is required. Any reuse of underlying Wikipedia content must comply with its respective CC-BY-SA license terms.When citing this dataset, please use: Shinya Uryu (2025). BioWikiNet: A Multilingual Network Dataset Revealing Biodiversity Knowledge Gaps. Figshare. &lt;https://doi.org/10.6084/m9.figshare.29431577&gt;<br>
DOI: 10.15468/dl.8afdww
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemiphyllodactylus larutensis"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008741-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29431577.v2
title: Biowikinet: A Multilingual Network Dataset Revealing Biodiversity Knowledge Gaps

description: <b>BioWikiNet</b> is a multilingual dataset that links Wikipedia articles on biological taxa to the GBIF Backbone Taxonomy, enabling cross-lingual analysis of biodiversity knowledge representation. Based on the January 2025 Wikipedia snapshot, it covers 11 major language editions (Arabic, Chinese, English, French, German, Hindi, Indonesian, Japanese, Portuguese, Russian, and Spanish), comprising 1,266,215 articles linked to 751,843 taxonomic entities.The dataset includes:<br>A core metadata file (`biowikinet_core.csv`) containing article-level metrics: pageviews (2024), edit history, link statistics, and derived indices including SCI (Species Connectivity Index), core index, and excess focus.A structured JSON file of article nodes (`nodes.json`), each annotated with its Wikidata entity ID, taxonomic rank, GBIF ID, language, and key visibility metrics.A nested JSON file of 6,955,289 taxonomic hyperlinks—links (`edges.json`) to other biological taxa, structured as adjacency lists.This dataset is derived from:<br>Wikipedia content (primarily CC-BY-SA 4.0, with some older content under CC-BY-SA 3.0<sup>*</sup>) - article metadata and link structuresWikidata (CC0) - taxonomic entity identifiersGBIF Backbone Taxonomy &lt;https://doi.org/10.15468/39omei&gt; accessed via GBIF.org (CC0) - taxonomic classification<sup>*</sup>Wikipedia transitioned to CC-BY-SA 4.0 in June 2023. Content edited after this date is licensed under 4.0, while earlier contributions remain under 3.0 (both are ShareAlike-compatible).<b>Applications</b>: The dataset supports research in conservation culturomics, biodiversity informatics, multilingual knowledge equity, and AI/NLP applications. It enables detection of taxonomic knowledge gaps, cultural biases in species representation, and language-specific patterns in biodiversity engagement.BioWikiNet itself is distributed under CC-BY 4.0 license. When reusing this dataset, attribution to BioWikiNet is required. Any reuse of underlying Wikipedia content must comply with its respective CC-BY-SA license terms.When citing this dataset, please use: Shinya Uryu (2025). BioWikiNet: A Multilingual Network Dataset Revealing Biodiversity Knowledge Gaps. Figshare. &lt;https://doi.org/10.6084/m9.figshare.29431577&gt;<br>
DOI: 10.6084/m9.figshare.29431577.v3
title: Biowikinet: A Multilingual Network Dataset Revealing Biodiversity Knowledge Gaps

description: <b>BioWikiNet</b> is a multilingual dataset that links Wikipedia articles on biological taxa to the GBIF Backbone Taxonomy, enabling cross-lingual analysis of biodiversity knowledge representation. Based on the January 2025 Wikipedia snapshot, it covers 11 major language editions (Arabic, Chinese, English, French, German, Hindi, Indonesian, Japanese, Portuguese, Russian, and Spanish), comprising 1,266,215 articles linked to 751,843 taxonomic entities.The dataset includes:<br>A core metadata file (`biowikinet_core.csv`) containing article-level metrics: pageviews (2024), edit history, link statistics, and derived indices including SCI (Species Connectivity Index), core index, and excess focus.A structured JSON file of article nodes (`nodes.json`), each annotated with its Wikidata entity ID, taxonomic rank, GBIF ID, language, and key visibility metrics.A nested JSON file of 6,955,289 taxonomic hyperlinks—links (`edges.json`) to other biological taxa, structured as adjacency lists.This dataset is derived from:<br>Wikipedia content (primarily CC-BY-SA 4.0, with some older content under CC-BY-SA 3.0<sup>*</sup>) - article metadata and link structuresWikidata (CC0) - taxonomic entity identifiersGBIF Backbone Taxonomy &lt;https://doi.org/10.15468/39omei&gt; accessed via GBIF.org (CC0) - taxonomic classification<sup>*</sup>Wikipedia transitioned to CC-BY-SA 4.0 in June 2023. Content edited after this date is licensed under 4.0, while earlier contributions remain under 3.0 (both are ShareAlike-compatible).<b>Applications</b>: The dataset supports research in conservation culturomics, biodiversity informatics, multilingual knowledge equity, and AI/NLP applications. It enables detection of taxonomic knowledge gaps, cultural biases in species representation, and language-specific patterns in biodiversity engagement.BioWikiNet itself is distributed under CC-BY 4.0 license. When reusing this dataset, attribution to BioWikiNet is required. Any reuse of underlying Wikipedia content must comply with its respective CC-BY-SA license terms.When citing this dataset, please use: Shinya Uryu (2025). BioWikiNet: A Multilingual Network Dataset Revealing Biodiversity Knowledge Gaps. Figshare. &lt;https://doi.org/10.6084/m9.figshare.29431577&gt;<br>
DOI: 10.15468/dl.67mj5y
title: Occurrence Download

description: A dataset containing 9901 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pecari tajacu",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9901 records from 197 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008740-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.74mrnd
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oporornis agilis",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 110 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008743-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckrbat
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemiphyllodactylus titiwangsaensis"
 ]
}

 The dataset includes 41 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008742-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9wrdx8
title: Occurrence Download

description: A dataset containing 3003 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Penelope purpurascens",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3003 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008745-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahvqeu
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Calamus pennatula"
 ]
}

 The dataset includes 393 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008744-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwb9fc
title: Occurrence Download

description: A dataset containing 5172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oressochen jubatus",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5172 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008747-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18755421
title: EPMD: A Multimodal Event-RGB Dataset for Non-contact Pulse Wave Reconstruction (Part 1 of 9)

description: The Event-Pulse Multimodal Dataset (EPMD) is a comprehensive dataset designed for non-contact high-fidelity pulse wave reconstruction and heart rate estimation. This dataset aims to exploit the synergy between frame-based integral imaging and neuromorphic event-based differential sensing for physiological measurement.

The dataset comprises 195 multimodal recordings (68 seconds each) collected from 83 subjects. For each recording, the data acquisition system simultaneously captures:





Wrist Event Streams: Captured using a high-speed event camera (Prophesee EVK4) focusing on the radial artery region, with a spatial resolution of 1280 × 720 and a timestamp precision of 1 µs. A low-power continuous-wave laser pointer (660 nm) is used as an active illumination source to enhance the event camera's sensitivity to pulse-induced micro-motions on the skin.




Facial RGB Videos: Recorded using an industrial-grade RGB camera (FLIR BFS-U3-31S4C-C) at an original resolution of 2048 × 1536 and 30 Hz (downsampled and compressed to 640 × 480 for the released dataset). These are designed for traditional remote photoplethysmography (rPPG) extraction methods (e.g., CHROM, ICA, POS).




Ground-Truth PPG: High-fidelity contact-based photoplethysmography (PPG) waveforms and heart rate (HR) recorded synchronously at 60Hz using a clinically validated contact-type finger-clip pulse oximeter (CONTEC CMS50E).



All devices are coordinated by a laptop for synchronous start/stop control and data recording. The dataset captures diverse physiological states, including resting and post-exercise conditions, providing a standardized benchmark for developing and evaluating event-camera-driven biomedical signal processing and multimodal (Event-RGB) fusion networks.

Note: Due to file size limits, this dataset is divided into 9 independent parts. Each part contains a distinct set of subjects with complete synchronized multimodal data. This is Part 1.
DOI: 10.15468/dl.n4yzgu
title: Occurrence Download

description: A dataset containing 1648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Pristis pristis"
 ]
}

 The dataset includes 1648 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008748-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gy6wa4
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemiphyllodactylus zugi"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008750-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nq5hn
title: Occurrence Download

description: A dataset containing 460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Material sample, Material citation, Specimen)",
 "Country is one of (Trinidad and Tobago, Guyana, Bolivia (Plurinational State of), Colombia, Brazil, Venezuela (Bolivarian Republic of), Iceland, Portugal, Peru, Cayman Islands)",
 "DatasetKey is one of (A revision of the cis-andean species of the genus Brycon Müller & Troschel (Characiformes: Characidae), Ictiologia Collection - Instituto Nacional de Pesquisas da Amazônia (INPA), Coleção de Ictiologia do MZUSP, NMNH Extant Specimen Records (USNM, US), Colección Ictiológica Museo de Ciencias Naturales de Guanare MCNG - INBIO Venezuela, LIRP - Coleção de Peixes do Laboratório de Ictiologia de Ribeirão Preto, CAS Ichthyology (ICH), Colección de Peces de Agua Dulce del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-P), Museum of Comparative Zoology, Harvard University, Fish Collection (MHNG-ICHT) of Muséum d'histoire naturelle de Genève)",
 "TaxonKey is Brycon amazonicus"
 ]
}

 The dataset includes 460 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008749-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.