cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16414188
title: Dataset comprising extracted R, G, and B components for assessment of remote photopletismography

description: This repository contains raw Red (R), Green (G), and Blue (B) components for remote assessment of Pulse Rate (PR). The results of analysis of video signals for noncontact PR assessment are presented in a paper titled "Contactless Pulse Rate Assessment: Results and Insights for Application in Driving Simulators" and published in Applied Sciences journal in 2025.

File "RGB dataset.7z" contains 79 compressed .csv (comma-separated values) files for different video files obtained. Each .csv file contains the following columns:



Timestamp_HR - timestamp in the UNIX format of the Heart Rate (HR) measurement from Empatica E4 device

HR - HR measured at the time indicated by Timestamp_HR by Empatica E4 device in beats per minute (bpm) units

Timestamp_BVP - timestamp in the UNIX format of the Blood Volume Pulse (BVP) signal from Empatica E4 device

BVP - instantaneous value of the BVP signal, centered around zero and measured using Empatica E4 device (there is no unit for BVP, it is gien in relative signal amplitude)

Timestamp_RGB - timestamp of the RGB values assessed from the facial videos in seconds

R - average intensity value of the R component from the facial region of interest at the Timestamp_RGB (there is no unit for R component)

G - G component at the Timestamp_RGB

B - B component at the Timestamp_RGB


Acknowledgments: We express our deep gratitude to Jelena Medarević, from the Faculty of Electrical Engineering, University of Ljubljana for her valuable ideas regarding the analysis of signals from the Empatica E4 sensor and for providing us with additional data for assessing Empatica E4 bias (we cite her paper). During the preparation of this study, the first author utilized GPT3.5 (ChatGPT) to enhance clarity and language and the first author is fully responsible for the publication content after using this tool.

Funding: Nadica Miljković was financially supported by the Ministry of Science, Technological Development and Innovation of the Republic of Serbia under contract No. 451-03-137/2025-03/200103. The work presented in this paper was financially supported by the Slovenian Research Agency within program ICT4QL, grant no. P2-0246 for Kristina Stojmenova Pečečnik and Jaka Sodnik.

Citing Instructions: If you find these data useful for your lecture(s) and/or research, please cite both journal paper and Zenodo repository as:



Nešković ĐD, Stojmenova Pečečnik K, Sodnik J, Miljković N. Dataset comprising extracted R, G, and B components for assessment of remote photopletismography (Version 1) [Data set]. Zenodo. 2025. https://doi.org/10.5281/zenodo.16414188

Nešković ĐD, Stojmenova Pečečnik K, Sodnik J, Miljković N. Contactless Pulse Rate Assessment: Results and Insights for Application in Driving Simulators. Applied Sciences. 2025; 15(17):9512. https://doi.org/10.3390/app15179512
DOI: 10.5281/zenodo.16414189
title: Dataset comprising extracted R, G, and B components for assessment of remote photopletismography

description: This repository contains raw Red (R), Green (G), and Blue (B) components for remote assessment of Pulse Rate (PR). The results of analysis of video signals for noncontact PR assessment are presented in a paper titled "Contactless Pulse Rate Assessment: Results and Insights for Application in Driving Simulators" and published in Applied Sciences journal in 2025.

File "RGB dataset.7z" contains 79 compressed .csv (comma-separated values) files for different video files obtained. Each .csv file contains the following columns:



Timestamp_HR - timestamp in the UNIX format of the Heart Rate (HR) measurement from Empatica E4 device

HR - HR measured at the time indicated by Timestamp_HR by Empatica E4 device in beats per minute (bpm) units

Timestamp_BVP - timestamp in the UNIX format of the Blood Volume Pulse (BVP) signal from Empatica E4 device

BVP - instantaneous value of the BVP signal, centered around zero and measured using Empatica E4 device (there is no unit for BVP, it is gien in relative signal amplitude)

Timestamp_RGB - timestamp of the RGB values assessed from the facial videos in seconds

R - average intensity value of the R component from the facial region of interest at the Timestamp_RGB (there is no unit for R component)

G - G component at the Timestamp_RGB

B - B component at the Timestamp_RGB


Acknowledgments: We express our deep gratitude to Jelena Medarević, from the Faculty of Electrical Engineering, University of Ljubljana for her valuable ideas regarding the analysis of signals from the Empatica E4 sensor and for providing us with additional data for assessing Empatica E4 bias (we cite her paper). During the preparation of this study, the first author utilized GPT3.5 (ChatGPT) to enhance clarity and language and the first author is fully responsible for the publication content after using this tool.

Funding: Nadica Miljković was financially supported by the Ministry of Science, Technological Development and Innovation of the Republic of Serbia under contract No. 451-03-137/2025-03/200103. The work presented in this paper was financially supported by the Slovenian Research Agency within program ICT4QL, grant no. P2-0246 for Kristina Stojmenova Pečečnik and Jaka Sodnik.

Citing Instructions: If you find these data useful for your lecture(s) and/or research, please cite both journal paper and Zenodo repository as:



Nešković ĐD, Stojmenova Pečečnik K, Sodnik J, Miljković N. Dataset comprising extracted R, G, and B components for assessment of remote photopletismography (Version 1) [Data set]. Zenodo. 2025. https://doi.org/10.5281/zenodo.16414188

Nešković ĐD, Stojmenova Pečečnik K, Sodnik J, Miljković N. Contactless Pulse Rate Assessment: Results and Insights for Application in Driving Simulators. Applied Sciences. 2025; 15(17):9512. https://doi.org/10.3390/app15179512
DOI: 10.15468/dl.q35p2x
title: Occurrence Download

description: A dataset containing 470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-114.58025 31.3982,-116.65489 31.10259,-115.69441 25.17813,-110.27731 22.93305,-108.47161 22.79145,-114.58025 31.3982))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ranidae"
 ]
}

 The dataset includes 470 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149562-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jodnhv
title: Occurrence Download

description: A dataset containing 210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Cnidoscolus tehuacanensis Breckon"
 ]
}

 The dataset includes 210 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005680-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xl9u4o
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Norway",
 "TaxonKey is Tuberaceae"
 ]
}

 The dataset includes 96 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005356-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7r6me7
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cousinia glabriseta Kult."
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149564-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ccrpbg
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silene nocteolens Webb & Berthel.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 34 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005681-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5u5zr4
title: Occurrence Download

description: A dataset containing 22297 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Silene noctiflora L."
 ]
}

 The dataset includes 22297 records from 335 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073078-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5n34mp
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cousinia glaphyra Rech.fil. & Köie"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149568-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tac56d
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cistanthe laxiflora (Phil.) Peralta & D.I.Ford",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005681-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2dhqa
title: Occurrence Download

description: A dataset containing 6046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Coregonus lavaretus (Linnaeus, 1758)"
 ]
}

 The dataset includes 6046 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113502-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2hssf
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cousinia glaucopsis Bornm. & Rech.fil."
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149571-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.to6n05
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salix ×chrysocoma Dode"
 ]
}

 The dataset includes 90 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005681-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzptaf
title: Occurrence Download

description: A dataset containing 12321 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-50.37903 -31.08012,-42.1759 -26.80882,-38.46496 -21.82751,-36.70715 -14.59776,-32.99621 -6.73493,-34.94934 -3.81798,-42.95715 -11.36277,-45.3009 -16.10447,-48.03528 -18.89821,-52.33215 -19.26737,-58.77747 -22.18967,-59.3634 -28.3667,-50.37903 -31.08012))",
 "HasCoordinate is true",
 "TaxonKey is Araceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12321 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005357-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.toanzd
title: Occurrence Download

description: A dataset containing 7116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pterostichus melanarius (Illiger, 1798)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7116 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005681-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkj82b
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cousinia gigantoptera Rech.fil. & Podlech"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149558-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugx8h7
title: Occurrence Download

description: A dataset containing 85013 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vombatus ursinus (Shaw, 1800)"
 ]
}

 The dataset includes 85013 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069799-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hp7pv
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cousinia gilliatii Rech.fil."
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149563-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ayedud
title: Occurrence Download

description: A dataset containing 740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sarcoramphus papa (Linnaeus, 1758)",
 "Country is Mexico"
 ]
}

 The dataset includes 740 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005681-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3kbjrn
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is one of (Ursus arctos Linnaeus, 1758, Ursus arctos alascensis Merriam, 1896, Ursus arctos lasistanicus Satunin, 1913)",
 "Year 2000-2024"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0197241-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbjjsn
title: Occurrence Download

description: A dataset containing 944 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vitis vinifera subsp. sylvestris (Willd.) Hegi"
 ]
}

 The dataset includes 944 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005681-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ryszd
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parajubaea sunkha M.Moraes"
 ]
}

 The dataset includes 30 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149577-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lmxtrr
title: Occurrence Download

description: A dataset containing 1754 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adansonia digitata L."
 ]
}

 The dataset includes 1754 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027856-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjgcm4
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gaga decurrens (Mickel) Fay W.Li & Windham"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005681-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qns5mk
title: Occurrence Download

description: A dataset containing 654647 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "Country is Sweden",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Grus grus (Linnaeus, 1758)",
 "Year 2000-2023"
 ]
}

 The dataset includes 654647 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149595-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3yypfv
title: Occurrence Download

description: A dataset containing 12985 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pinus uncinata Ramond ex DC."
 ]
}

 The dataset includes 12985 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073077-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xj2ix2
title: Occurrence Download

description: A dataset containing 8842764 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Tropicos MO Specimen Data"
 ]
}

 The dataset includes 8842764 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005681-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chfmp5
title: Occurrence Download

description: A dataset containing 9165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Pantherophis obsoletus (Say, 1823)"
 ]
}

 The dataset includes 9165 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149602-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afmm3a
title: Occurrence Download

description: A dataset containing 296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Callosobruchus maculatus (Fabricius, 1775)"
 ]
}

 The dataset includes 296 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0197242-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4b5ake
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cayaponia laxa Cogn. ex Harms"
 ]
}

 The dataset includes 14 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005682-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jga4qr
title: Occurrence Download

description: A dataset containing 3493 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vulpes macrotis Merriam, 1888"
 ]
}

 The dataset includes 3493 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069810-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ev5gv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cousinia gulczensis Kult."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149607-230224095556074/datasets/export for details.
DOI: 10.15468/dl.urugub
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Picea glehnii (F.Schmidt) Mast."
 ]
}

 The dataset includes 127 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005682-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.we4jxx
title: Occurrence Download

description: A dataset containing 2130651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passerina cyanea (Linnaeus, 1766)",
 "HasCoordinate is True",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 2021",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False"
 ]
}

 The dataset includes 2130651 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113507-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdu4mb
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.46453 40.29105,-5.4106 40.29105,-5.4106 43.74025,-9.46453 43.74025,-9.46453 40.29105))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Azolla filiculoides Lam."
 ]
}

 The dataset includes 83 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012479-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q97g8h
title: Occurrence Download

description: A dataset listing the 64157 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Basidiomycota"
 ]
}

 The dataset's 64157 records were derived from 1232 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008979-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/x1p-fdq-zng
title: Amphipoea lucens Freyer, 1845

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.