cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18610842
title: Data for: When Correlation Matters: On Uncertainty Propagation In The Case Of Data Disaggregation

description: This is the data repository for our study on “When Correlation Matters: On Uncertainty Propagation In The Case Of Data Disaggregation” submitted to the Journal of Industrial Ecology (JIE).

I contains:



The data behind the all numeric plots

The data needed to reproduce the case-study results in the Supplementary Information (check out V1)


 

To reproduce our results you need to download the files from this repo, our code from Github (https://github.com/simschul/uncertainty_disaggregation) and put the data into the `./data` folder. 

The data is an intermediate output from an earlier study: https://essd.copernicus.org/articles/16/2669/2024/essd-16-2669-2024.html 

For more information how those intermediate results were created please refer to the paper and the code (https://github.com/simschul/uncertainty_GHG_accounts)
DOI: 10.5281/zenodo.13806018
title: Data for: When Correlation Matters: On Uncertainty Propagation In The Case Of Data Disaggregation

description: This is the data repository for our study on “When Correlation Matters: On Uncertainty Propagation In The Case Of Data Disaggregation” submitted to the Journal of Industrial Ecology (JIE).

I contains:



The data behind the all numeric plots

The data needed to reproduce the case-study results in the Supplementary Information (check out V1)


 

To reproduce our results you need to download the files from this repo, our code from Github (https://github.com/simschul/uncertainty_disaggregation) and put the data into the `./data` folder. 

The data is an intermediate output from an earlier study: https://essd.copernicus.org/articles/16/2669/2024/essd-16-2669-2024.html 

For more information how those intermediate results were created please refer to the paper and the code (https://github.com/simschul/uncertainty_GHG_accounts)
DOI: 10.15468/dl.zuexmk
title: Occurrence Download

description: A dataset containing 2609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.94865 42.81867,2.95937 42.81867,2.95937 42.82843,2.94865 42.82843,2.94865 42.81867))",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862"
 ]
}

 The dataset includes 2609 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008681-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18045813
title: Raw cardiac activity during multi stage stroop color word test - (Set 1)

description: DescriptionThe dataset records raw cardiac activity while a participant performed a multi stage stroop color word test. There are two files, one with the timestamps of the start and end of different phases of the test and another file containing the R-R interval data.THe test protocol used for this experiment was taken from the following paper :https://doi.org/10.1007/S13369-013-0786-8. In case you wish to use the protocol in your work above please consider citing the work. Test EquipmentThe Stroop color word test was administered on a laptop with a screen size 15.3 inches. The tkinter based app was used to display the words.Polar H10 sensor was used to record the cardiac activity.

Acknowledgement

This project has received funding from the European Union’s Horizon Europe research and innovation programme under grant agreement No's 101093069 (P2CODE) and 101120657(ENFIELD). Disclaimer: Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Commission. Neither the European Union nor the European Commission can be held responsible for them.
DOI: 10.5281/zenodo.18045814
title: Raw cardiac activity during multi stage stroop color word test - (Set 1)

description: DescriptionThe dataset records raw cardiac activity while a participant performed a multi stage stroop color word test. There are two files, one with the timestamps of the start and end of different phases of the test and another file containing the R-R interval data.THe test protocol used for this experiment was taken from the following paper :https://doi.org/10.1007/S13369-013-0786-8. In case you wish to use the protocol in your work above please consider citing the work. Test EquipmentThe Stroop color word test was administered on a laptop with a screen size 15.3 inches. The tkinter based app was used to display the words.Polar H10 sensor was used to record the cardiac activity.

Acknowledgement

This project has received funding from the European Union’s Horizon Europe research and innovation programme under grant agreement No's 101093069 (P2CODE) and 101120657(ENFIELD). Disclaimer: Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Commission. Neither the European Union nor the European Commission can be held responsible for them.
DOI: 10.5281/zenodo.17939846
title: Thermal Sensitivity Raw data & R script

description: Raw data and R script for the analysis of people sensitivity to whole-body thermal perception to mild and extreme environmental temperature conditions
DOI: 10.5281/zenodo.18610318
title: C51592 BItFROST

description: 3D model of antler pick in the collection of the Museum of Cultural History, University of Oslo

View 3D model on BItFROST

View artefact on the Unimus portal

Documented for study by Mieko Matsumoto
DOI: 10.5281/zenodo.17939845
title: Thermal Sensitivity Raw data & R script

description: Raw data and R script for the analysis of people sensitivity to whole-body thermal perception to mild and extreme environmental temperature conditions
DOI: 10.5281/zenodo.18610317
title: C51592 BItFROST

description: 3D model of antler pick in the collection of the Museum of Cultural History, University of Oslo

View 3D model on BItFROST

View artefact on the Unimus portal

Documented for study by Mieko Matsumoto
DOI: 10.17605/osf.io/9gr6z
title: Understanding effects of feelings of precarity on the wellbeing and productivity of Early Career Researchers on fixed term contracts in academia and industry

description: This data set comprises of 14 anonymised key informant interviews with early career researchers. 

This was a small qualitative study which aimed to answer the following research question:

Understanding effects of feelings of precarity on the wellbeing and productivity of Early Career Researchers on fixed term contracts in academia and industry.

Data was collected between the February and September 2025.

All data in this depository is fully anonymised.

The full study protocol can be found in the file named Protocol.

Participant Demographics can be found in the file named 3.5 Interviewee Demographics.

The interview protocol can be found in the file nameed 3.5 Interview Guide.
DOI: 10.15468/dl.fdvfek
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stachytarpheta confertifolia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008682-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.en4zxm
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Argas vespertilionis, Carios vespertilionis)"
 ]
}

 The dataset includes 234 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008683-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywyfnr
title: Occurrence Download

description: A dataset containing 331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phrynium pubinerve",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 331 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008684-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhra2b
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aerides rosea",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 42 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008685-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18019739
title: Synthetic HRV Dataset for stress classification during assembly tasks

description: DescriptionThis dataset contains synthetic baseline-normalized heart rate variability (HRV) features generated for the purpose of training and benchmarking machine learning models for stress classification.Synthetic samples were generated using a Tabular Variational Autoencoder trained on baseline-normalized HRV features obtained from a 168 row real dataset.

The real experiment data was collected from participants while carrying out an assembly task. For more details about the real experiment please refer : https://doi.org/10.1016/j.ifacol.2025.11.861

The utility of the synthetic dataset was evaluated using a Train-on-Synthetic, Test-on-Real (TSTR) protocol.

To test the utility, logistic regression classifier was trained on:





Real data (TRTR)




Synthetic data only (TSTR)




Real + Synthetic data (augmentation check)










Training data
Accuracy
ROC-AUC




Real (TRTR)
0.74
0.85


Synthetic (TSTR)
0.68
0.77


Real + Synthetic
0.68
0.80






When applying models trained on this dataset to new data, users must first compute a personal baseline using resting data and apply the same subtractive normalization to each feature.HRV = HRV(raw) - HRV(baseline)





Acknowledgement



This project has received funding from the European Union’s Horizon Europe research and innovation programme under grant agreement No's 101093069 (P2CODE) and 101120657(ENFIELD). Disclaimer: Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Commission. Neither the European Union nor the European Commission can be held responsible for them.Citation The users of this dataset are kindly asked to cite the following paper:

Syed, Danish Abbas, Walter Quadrini, and Marta Pinzone. 2025. “Impact of Sitting vs Standing Baselines on Performance Parameters of Stress Classification Models in Assembly Tasks.” 15th IFAC Workshop on Intelligent Manufacturing Systems IMS 2025 59 (24): 179–84. https://doi.org/10.1016/j.ifacol.2025.11.861.
DOI: 10.5281/zenodo.18019738
title: Synthetic HRV Dataset for stress classification during assembly tasks

description: DescriptionThis dataset contains synthetic baseline-normalized heart rate variability (HRV) features generated for the purpose of training and benchmarking machine learning models for stress classification.Synthetic samples were generated using a Tabular Variational Autoencoder trained on baseline-normalized HRV features obtained from a 168 row real dataset.

The real experiment data was collected from participants while carrying out an assembly task. For more details about the real experiment please refer : https://doi.org/10.1016/j.ifacol.2025.11.861

The utility of the synthetic dataset was evaluated using a Train-on-Synthetic, Test-on-Real (TSTR) protocol.

To test the utility, logistic regression classifier was trained on:





Real data (TRTR)




Synthetic data only (TSTR)




Real + Synthetic data (augmentation check)










Training data
Accuracy
ROC-AUC




Real (TRTR)
0.74
0.85


Synthetic (TSTR)
0.68
0.77


Real + Synthetic
0.68
0.80






When applying models trained on this dataset to new data, users must first compute a personal baseline using resting data and apply the same subtractive normalization to each feature.HRV = HRV(raw) - HRV(baseline)





Acknowledgement



This project has received funding from the European Union’s Horizon Europe research and innovation programme under grant agreement No's 101093069 (P2CODE) and 101120657(ENFIELD). Disclaimer: Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or European Commission. Neither the European Union nor the European Commission can be held responsible for them.Citation The users of this dataset are kindly asked to cite the following paper:

Syed, Danish Abbas, Walter Quadrini, and Marta Pinzone. 2025. “Impact of Sitting vs Standing Baselines on Performance Parameters of Stress Classification Models in Assembly Tasks.” 15th IFAC Workshop on Intelligent Manufacturing Systems IMS 2025 59 (24): 179–84. https://doi.org/10.1016/j.ifacol.2025.11.861.
DOI: 10.15468/dl.vsqjz6
title: Occurrence Download

description: A dataset containing 147285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calidris alpina",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2015",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Country is United Kingdom of Great Britain and Northern Ireland",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 147285 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000951-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pe7umn
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bodenzoologische Untersuchungen (Lumbricidae und Enchytraeidae) auf den BDF 1-8"
 ]
}

 The dataset includes 255 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001026-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bz63sn
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Didemnum vexillum",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001027-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6b2ym
title: Occurrence Download

description: A dataset containing 880 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-119.6114683 35.1050121, -119.6102739 35.1338167, -119.6453383 35.13479349999999, -119.6465203 35.1059879, -119.6114683 35.1050121))",
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 880 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176703-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k64bua
title: Occurrence Download

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

 The dataset includes 41 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157082-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqcu97
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ornithodoros coriaceus Koch, 1844"
 ]
}

 The dataset includes 26 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174524-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkxvs2
title: Occurrence Download

description: A dataset listing the 61 species recorded in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-949.0",
 "Country is Spain",
 "Geometry POLYGON((-4.51184 36.71825,-4.4777 36.71825,-4.4777 36.73865,-4.51184 36.73865,-4.51184 36.71825))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "Year 2000-2022"
 ]
}

 The dataset's 61 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176725-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zzaeu
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba heterocoma Fenzl"
 ]
}

 The dataset includes 66 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157094-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqmkap
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Living Specimen, Fossil, Specimen, Material citation, Material sample)",
 "Country is one of (United States of America, Brazil, Uruguay, Argentina, Mexico, Barbados, Cuba, Saint Lucia, Martinique, Virgin Islands (U.S.), Suriname, Bermuda, Falkland Islands (Malvinas), Panama, Greenland, Canada, Venezuela (Bolivarian Republic of), Saint Vincent and the Grenadines, Puerto Rico, Bahamas, Virgin Islands (British), Colombia, Jamaica, Honduras, Dominican Republic, Antigua and Barbuda, Bonaire, Sint Eustatius and Saba, Saint Martin (French part), Aruba, Saint Kitts and Nevis)",
 "Geometry POLYGON((-102.30909 57.50943,-105.88139 24.47082,-76.91576 7.41672,-60.17726 -11.67117,-92.39572 -78.46026,-13.08875 -80.3881,-31.05673 55.80706,-45.30721 73.92688,-102.30909 57.50943))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhinoclama notabilis (Jeffreys, 1876)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174628-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbprzn
title: Occurrence Download

description: A dataset containing 4179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Oxalis debilis Kunth"
 ]
}

 The dataset includes 4179 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176714-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k95pnq
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157083-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3bytg
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is IND",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Scotophilus heathii (Horsfield, 1831)"
 ]
}

 The dataset includes 25 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174526-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.usxk3b
title: Occurrence Download

description: A dataset containing 1358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "TaxonKey is one of (Trachemys scripta (Thunberg In Schoepff, 1792), Trachemys scripta scripta, Trachemys scripta elegans (Wied, 1838), Trachemys scripta hartwegi, Trachemys scripta troostii (Holbrook, 1836), Trachemys scripta callirostris (Gray, 1856), Trachemys scripta chichiriviche Pritchard & Trebbau, 1984)"
 ]
}

 The dataset includes 1358 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176742-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4bzdc
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba falconeri O.E.Schulz"
 ]
}

 The dataset includes 30 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157135-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.seg9nj
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cryptoblepharus nigropunctatus (Hallowell, 1861)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0186266-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9t9cq
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Pouteria maxima T.D.Penn.)"
 ]
}

 The dataset includes 29 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176715-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7uvku9
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ortegocactus macdougallii Alexander"
 ]
}

 The dataset includes 24 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157089-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.