cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18774420
title: EMPD: An Event-based Multimodal Physiological Dataset for Remote Pulse Wave Detection (Part 5 of 9)

description: Note: Due to file size limits and international network stability, this dataset is divided into 9 independent parts. (Note on filename: The physical archive files are named EPMD_Part_xx, which corresponds to this EMPD dataset).

Remote photoplethysmography (rPPG) based on traditional frame-based cameras often struggles with motion artifacts and limited temporal resolution. To address these limitations, we introduce EMPD (Event-based Multimodal Physiological Dataset), the first benchmark dataset specifically designed for non-contact physiological sensing via event cameras.

The dataset leverages a laser-assisted acquisition system where a high-coherence laser modulates subtle skin vibrations from the radial artery into significant signals detectable by a neuromorphic sensor. The hardware platform integrates a high-resolution event camera to capture micro-motions and intensity transients, an industrial RGB camera to provide traditional rPPG benchmarks, and a clinical-grade pulse oximeter to record ground truth PPG waveforms. EMPD contains 193 valid multimodal recordings (68 seconds each) collected from 83 subjects, covering a wide heart rate range (40–110 BPM) under both resting and post-exercise conditions. By providing precisely synchronized multimodal data with microsecond-level temporal precision, EMPD serves as a crucial resource for developing robust algorithms in the field of neuromorphic physiological monitoring.

Detailed Hardware Specifications:





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.




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).




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



Metadata & Labels: The global metadata file is available in Part 1. It includes Label (0: Resting, 1: Post-exercise), Gender (0: Male, 1: Female), and Participant IDs.
DOI: 10.15468/dl.6y4fjz
title: Occurrence Download

description: A dataset containing 289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Ephedraceae"
 ]
}

 The dataset includes 289 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002459-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18780317
title: Table S1
DOI: 10.5281/zenodo.15867288
title: Table S1
DOI: 10.15468/dl.umnvpm
title: Occurrence Download

description: A dataset containing 1105 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",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Acanthurus leucopareius"
 ]
}

 The dataset includes 1105 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002460-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2xgwny
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Satrapa icterophrys",
 "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 170 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002462-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e118224v1-199643
title: Data and Code for: "Gendered Laws and Women in the Workforce"

description: This paper
offers for the first time a global picture of gender discrimination by the law as
it affects women’s economic opportunity and charts the evolution of legal
inequalities over five decades. Using the World Bank’s newly constructed “Women, Business and the Law” database, we
document large and persistent gender inequalities, especially with regard to pay
and treatment of parenthood. We find positive correlations between more equal
laws pertaining to women in the workforce and more equal labor market outcomes,
such as higher female labor force participation and a smaller wage gap between
men and women.
description: No weights were used
description: Response Rates: The response rate among the contacted legal experts is between 80 and 85 percent each year.
description: Presence of Common Scales: Verbal answers to questions are converted to indicators recorded on a 0-1 scale
description: Each year the World Bank contacts international
law associations and asks them to recommend top lawyers who practice family law, inheritance law, labor
law, and property law in each of the 190 countries surveyed. Subsequently, the World Bank mails questionnaires to the recommended lawyers. A total of 2,100 lawyers from private law firms and non-governmental organizations in 190 different countries provided answers to mailed questionnaires.
description: Women across the world. Smallest Geographic Unit: Country
description: mail questionnaire; None
DOI: 10.15468/dl.8tr3gr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Nymphaeaceae"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002463-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fw46ve
title: Occurrence Download

description: A dataset containing 542845 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is KAZ",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Aves, Insecta, Plantae)"
 ]
}

 The dataset includes 542845 records from 492 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002419-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hg9az
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Alismataceae"
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002464-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ka2h7g
title: Occurrence Download

description: A dataset containing 7388 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",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Acanthurus nigrofuscus"
 ]
}

 The dataset includes 7388 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002465-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahu378
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Araceae"
 ]
}

 The dataset includes 157 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002467-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7u7bx
title: Occurrence Download

description: A dataset containing 59850 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is AFG",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Aves, Insecta, Plantae)"
 ]
}

 The dataset includes 59850 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002440-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmddhd
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Acoraceae"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002468-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bqkt4j
title: Occurrence Download

description: A dataset containing 1314 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",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Acanthurus pyroferus"
 ]
}

 The dataset includes 1314 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002469-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc4ny3t
title: CCDC 139286: Experimental Crystal Structure Determination

description: Related Article: A.Johansson, V.G.Kessler|2000|Inorg.Chem.Commun.|3|5|doi:10.1016/S1387-7003(99)00169-0
description: Related Article: A.Johansson, M.Roman, G.A.Seisenbaeva, L.Kloo, Z.Szabo, V.G.Kessler|2000|J.Chem.Soc.,Dalton Trans.||387|doi:10.1039/a907720k
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.dhzjmd
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is one of (CHN.17_1, CHN.17.9_1)",
 "TaxonKey is Tilia amurensis"
 ]
}

 The dataset includes 55 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024552-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ysce35
title: Occurrence Download

description: A dataset listing the 281115 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mollusca"
 ]
}

 The dataset's 281115 records were derived from 7183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024546-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fu2xq9
title: Occurrence Download

description: A dataset containing 4415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Taeniatherum caput-medusae (L.) Nevski"
 ]
}

 The dataset includes 4415 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003833-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1411860.10fu
title: SH1411860.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1411862.10fu
title: SH1411862.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1411867.10fu
title: SH1411867.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1411871.10fu
title: SH1411871.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15468/dl.ekyy8n
title: Occurrence Download

description: A dataset containing 101492 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Centropus phasianinus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 101492 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086122-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tz5vsu
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Columba guinea)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086155-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gayep
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rheiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-80 -30,-70 -30,-70 -20,-80 -20,-80 -30))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025379-251009101135966/datasets/export for details.
DOI: 10.13140/rg.2.2.18955.90405
title: Об использовании статистического метода при описании технологических процессов производственно-технических систем
DOI: 10.25824/redu/cwjh0c
title: Impacto da COVID-19 nos pacientes com Hanseníase atendidos em Mossoró, Rio Grande do Norte, Brasil

description: Descrição da Planilha de Dados- SINAN- Etapa 1 A planilha disponibilizada refere-se ao banco de dados utilizado na análise epidemiológica da tese "Impacto da COVID-19 nos pacientes com Hanseníase atendidos em Mossoró, Rio Grande do Norte, Brasil". Os dados foram extraídos do Sistema de Informação de Agravos de Notificação (SINAN), com abrangência nacional e ênfase no município de Mossoró-RN. A base reúne registros de casos novos de hanseníase notificados entre 2018 e 2023 e foi organizada com foco em análise estatística descritiva e multivariada, especialmente no contexto da pandemia de COVID-19. A segunda planilha contém dados sensíveis sobre os pacientes do ambulatório de hanseníase por esse motivo não estará disponível no sistema. Para mais informações, contatar os responsáveis
DOI: 10.15468/dl.s2cebx
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bucerotiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((130 -20,140 -20,140 -10,130 -10,130 -20))"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025380-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17362687
title: Global Coffee Consumption Trends (2010–2024) Compiled by Myroslav Mokhammad Abdeljawwad

description: Here’s the metadata you’ll include when uploading:





Title: Global Coffee Consumption Trends (2010–2024)




Author: Myroslav Mokhammad Abdeljawwad




Description:This dataset presents annual global coffee consumption trends across 15 countries from 2010 to 2024. It includes per capita consumption (cups/year) and total estimated national consumption in metric tons. Compiled and cleaned by Myroslav Mokhammad Abdeljawwad for open research, economic modeling, and educational use.




Keywords: Coffee, Consumption, Global Trends, Beverage Economics, Myroslav Abdeljawwad, Myroslav Mokhammad Abdeljawwad




License: CC-BY 4.0 (recommended)
DOI: 10.5281/zenodo.17362688
title: Global Coffee Consumption Trends (2010–2024) Compiled by Myroslav Mokhammad Abdeljawwad

description: Here’s the metadata you’ll include when uploading:





Title: Global Coffee Consumption Trends (2010–2024)




Author: Myroslav Mokhammad Abdeljawwad




Description:This dataset presents annual global coffee consumption trends across 15 countries from 2010 to 2024. It includes per capita consumption (cups/year) and total estimated national consumption in metric tons. Compiled and cleaned by Myroslav Mokhammad Abdeljawwad for open research, economic modeling, and educational use.




Keywords: Coffee, Consumption, Global Trends, Beverage Economics, Myroslav Abdeljawwad, Myroslav Mokhammad Abdeljawwad




License: CC-BY 4.0 (recommended)
DOI: 10.15468/dl.ujanvv
title: Occurrence Download

description: A dataset containing 2468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aucuba japonica",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2468 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078378-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.