cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60712/si-id41163.1
title: StrainInfo SI-ID 41163.1

description: StrainInfo dataset 41163 about a strain of Pseudomonas oryzihabitans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.7910/dvn/wmpxe1
title: Mycorrhizal fungi take up and store salmon nitrogen

description: This dataset contains the dN15, dC13, and C:N values for fungal sporocarps, white spruce, paper birch, and organic and mineral soil samples at three salmon streams in SW Alaska.
DOI: 10.34740/kaggle/dsv/14965366
title: 🚦 Pakistan Traffic E-Challan (2018–2026)
DOI: 10.15468/dl.7x6wxz
title: Occurrence Download

description: A dataset containing 0 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 Astatoreochromis alluaudi"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002442-260225131425191/datasets/export for details.
DOI: 10.15468/dl.ux32uu
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Dryopteridaceae"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002443-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5dkap
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002444-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v37rrp
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Malayotyphlops ruficauda"
 ]
}

 The dataset includes 33 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002445-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdb4tt
title: Occurrence Download

description: A dataset containing 197 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 Osteomugil cunnesius"
 ]
}

 The dataset includes 197 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002446-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18772712
title: The single-cell sequencing data of 12 patients with colorectal cancer

description: This study collected single-cell sequencing data from 12 colorectal cancer patients at the First Affiliated Hospital of Zhengzhou University. Among them, 10 patients provided samples of their colorectal cancer primary tumor tissues, while 2 patients collected paired samples of their colorectal cancer primary tumor tissues, adjacent tissues, and liver metastatic tissues. All samples underwent single-cell transcriptome sequencing.
DOI: 10.15468/dl.4n75kk
title: Occurrence Download

description: A dataset containing 222 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 Evynnis tumifrons"
 ]
}

 The dataset includes 222 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002448-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18772713
title: The single-cell sequencing data of 12 patients with colorectal cancer

description: This study collected single-cell sequencing data from 12 colorectal cancer patients at the First Affiliated Hospital of Zhengzhou University. Among them, 10 patients provided samples of their colorectal cancer primary tumor tissues, while 2 patients collected paired samples of their colorectal cancer primary tumor tissues, adjacent tissues, and liver metastatic tissues. All samples underwent single-cell transcriptome sequencing.
DOI: 10.15468/dl.zeurbn
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Aspleniaceae"
 ]
}

 The dataset includes 29 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002447-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wm9s95
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Pteridaceae"
 ]
}

 The dataset includes 43 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002449-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9kwvg
title: Occurrence Download

description: A dataset containing 21600 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Angelo State Natural History Collections (ASNHC) Mammal specimens (Arctos)"
 ]
}

 The dataset includes 21600 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002450-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mp4jez
title: Occurrence Download

description: A dataset containing 1251 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 thompsoni"
 ]
}

 The dataset includes 1251 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002451-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xj2reg
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002453-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eexrh5
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Salviniaceae"
 ]
}

 The dataset includes 29 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002454-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpm7f3
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002455-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18766031
title: EMPD: An Event-based Multimodal Physiological Dataset for Remote Pulse Wave Detection (Part 2 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: 10.5281/zenodo.18766030
title: EMPD: An Event-based Multimodal Physiological Dataset for Remote Pulse Wave Detection (Part 2 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.egx72x
title: Occurrence Download

description: A dataset containing 372 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 guttatus"
 ]
}

 The dataset includes 372 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002456-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18767004
title: EMPD: An Event-based Multimodal Physiological Dataset for Remote Pulse Wave Detection (Part 3 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: 10.5281/zenodo.18767005
title: EMPD: An Event-based Multimodal Physiological Dataset for Remote Pulse Wave Detection (Part 3 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.a3h7v8
title: Occurrence Download

description: A dataset containing 97501 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saltator striatipectus",
 "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 97501 records from 218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002424-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z6ds4q
title: Occurrence Download

description: A dataset containing 505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Cupressaceae"
 ]
}

 The dataset includes 505 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002458-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3qgup
title: Occurrence Download

description: A dataset containing 28843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dugong dugon",
 "Year 1000-2025"
 ]
}

 The dataset includes 28843 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002457-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18774419
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.