cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29528219
title: EEG Signals for Robust Cognitive Workload Recognition Under Noisy Conditions.zip

description: <b>EEG Dataset for Realistic Workload Analysis</b>This dataset contains EEG recordings from 40 participants engaged in puzzle-solving and arithmetic tasks, designed to simulate real-world cognitive workload scenarios. Unlike traditional lab-controlled datasets, this collection deliberately includes a broad range of physiological and environmental artifacts, providing a realistic testing ground for robust EEG-based algorithm development.Key Characteristics:<b>Noise Sources Captured:</b> ECG (cardiac activity), EMG (muscle movements), EOG (eye blinks/movements), respiratory artifacts, and power line interference.<b>Hardware Used:</b> EEG signals were acquired using the KT88-3200 system with 16 channels at a sampling rate of 200 Hz.<b>Participant Background:</b> All participants had prior experience with dual-stage mental arithmetic protocols.Task and Recording Design:<b>Resting Phase:</b> Approximately 5 minutes, with ~1-minute segments extracted from early and late intervals.<b>Working Phase:</b> Approximately 10 minutes, also segmented into ~1-minute epochs from early and late stages.<b>Transition Break:</b> A 5-minute interval was introduced between phases to simulate workload transitions.<b>Total Duration:</b> Each participant contributed approximately 20 minutes of EEG data.<b>Session Randomization:</b> Session order was randomized to mitigate sequencing effects.File Naming Convention:Each EEG recording is stored in EDF format using the structure:<code>"SubjectXX_Y.edf"</code><code>XX</code> – Participant number (e.g., 00 to 39)<code>Y</code> – Task condition:<code>0</code>: No Workload (Resting State)<code>1</code>: WorkloadThis naming scheme ensures easy identification of each subject’s session and workload state.Participant Grouping:An accompanying file named <code><strong>Ratings (Good or Bad).txt</strong></code> is provided to indicate subjective performance ratings:<b>Good Counters:</b> 18 participants identified as having strong task performance<b>Bad Counters:</b> 22 participants with relatively lower performanceThese classifications can be used for subgroup analysis, model generalization studies, or performance-based stratification.Applications:This dataset supports research in:EEG signal denoising and artifact rejectionCognitive workload classification and regression modelingBrain–computer interface (BCI) validation under field conditionsReal-world mental workload monitoring and assessmentBy combining structured cognitive protocols with realistic environmental noise, this dataset offers a practical benchmark for evaluating EEG-based technologies in naturalistic settings.
DOI: 10.6084/m9.figshare.29528219.v3
title: EEG Signals for Robust Cognitive Workload Recognition Under Noisy Conditions.zip

description: <b>EEG Dataset for Realistic Workload Analysis</b>This dataset contains EEG recordings from 40 participants engaged in puzzle-solving and arithmetic tasks, designed to simulate real-world cognitive workload scenarios. Unlike traditional lab-controlled datasets, this collection deliberately includes a broad range of physiological and environmental artifacts, providing a realistic testing ground for robust EEG-based algorithm development.Key Characteristics:<b>Noise Sources Captured:</b> ECG (cardiac activity), EMG (muscle movements), EOG (eye blinks/movements), respiratory artifacts, and power line interference.<b>Hardware Used:</b> EEG signals were acquired using the KT88-3200 system with 16 channels at a sampling rate of 200 Hz.<b>Participant Background:</b> All participants had prior experience with dual-stage mental arithmetic protocols.Task and Recording Design:<b>Resting Phase:</b> Approximately 5 minutes, with ~1-minute segments extracted from early and late intervals.<b>Working Phase:</b> Approximately 10 minutes, also segmented into ~1-minute epochs from early and late stages.<b>Transition Break:</b> A 5-minute interval was introduced between phases to simulate workload transitions.<b>Total Duration:</b> Each participant contributed approximately 20 minutes of EEG data.<b>Session Randomization:</b> Session order was randomized to mitigate sequencing effects.File Naming Convention:Each EEG recording is stored in EDF format using the structure:<code>"SubjectXX_Y.edf"</code><code>XX</code> – Participant number (e.g., 00 to 39)<code>Y</code> – Task condition:<code>0</code>: No Workload (Resting State)<code>1</code>: WorkloadThis naming scheme ensures easy identification of each subject’s session and workload state.Participant Grouping:An accompanying file named <code><strong>Ratings (Good or Bad).txt</strong></code> is provided to indicate subjective performance ratings:<b>Good Counters:</b> 18 participants identified as having strong task performance<b>Bad Counters:</b> 22 participants with relatively lower performanceThese classifications can be used for subgroup analysis, model generalization studies, or performance-based stratification.Applications:This dataset supports research in:EEG signal denoising and artifact rejectionCognitive workload classification and regression modelingBrain–computer interface (BCI) validation under field conditionsReal-world mental workload monitoring and assessmentBy combining structured cognitive protocols with realistic environmental noise, this dataset offers a practical benchmark for evaluating EEG-based technologies in naturalistic settings.
DOI: 10.6084/m9.figshare.29528219.v2
title: EEG Signals for Robust Cognitive Workload Recognition Under Noisy Conditions.zip

description: <b>EEG Dataset for Realistic Mental Arithmetic Workload Analysis</b>This dataset contains EEG recordings from <b>40 participants</b> engaged in mental arithmetic tasks, structured to simulate real-world workload conditions. In contrast to conventional lab-controlled EEG datasets, this collection deliberately includes a broad range of <b>physiological and environmental artifacts</b>, making it suitable for testing model robustness under noisy, real-life scenarios.Key Characteristics:<b>Noise Sources Captured</b>: ECG (cardiac activity), EMG (muscle movements), EOG (eye blinks/movements), respiratory artifacts, and power line interference.<b>Hardware Used</b>: EEG signals were acquired using the <b>KT88-3200 system</b> with <b>19 channels</b> at a <b>sampling rate of 200 Hz</b>.<b>Participant Background</b>: All participants had prior experience with dual-stage mental arithmetic protocols.Task and Recording Design:Each session lasted approximately <b>5 minutes</b>, with around <b>1-minute segments</b> extracted from early and late portions of the session for analysis.A <b>10-minute inter-task break</b> was included to introduce workload transitions.Each participant contributed around <b>35 minutes</b> of EEG data in total.<b>Session orders were randomized</b> to prevent bias from sequencing effects.File Naming Convention:Each EEG recording is provided in <b>EDF format</b>, named using the following structure:<code>"SubjectXX_Y.edf"</code><code>XX</code> – Participant number (e.g., <code>Subject00</code>, <code>Subject01</code>, ... <code>Subject39</code>)<code>Y</code> – Task condition:<code>0</code>: <b>No Workload (Resting State)</b><code>1</code>: <b>Workload – Bad Counter</b><code>2</code>: <b>Workload – Good Counter</b>This naming scheme allows easy identification of the subject and the workload level during each recording session.Applications:This dataset supports research in:EEG signal denoising and artifact rejectionWorkload classification and regression modelsEvaluation of brain–computer interface (BCI) algorithms in field conditionsReal-world cognitive workload monitoringBy combining structured task protocols with real-world noise variability, this dataset provides a practical benchmark for developing and validating EEG-based technologies outside controlled laboratory settings.
DOI: 10.15468/dl.ygyc3n
title: Occurrence Download

description: A dataset containing 141789 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pimpinella major"
 ]
}

 The dataset includes 141789 records from 828 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009409-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkx8n2
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rorippa hilariana"
 ]
}

 The dataset includes 144 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009511-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jbmpnf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nopalea dejecta",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009512-250717081556266/datasets/export for details.
DOI: 10.15468/dl.ynrevm
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus hybridus",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009513-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12511859
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.c4scvp
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum caespitosum"
 ]
}

 The dataset includes 129 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009514-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fvqsdf
title: Occurrence Download

description: A dataset containing 1273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Podarcis muralis",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1273 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009515-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16113285
title: Moving Pictures of Thought: Extracting Visual Knowledge in Charles S. Peirce's Manuscripts with Vision-Language Models
DOI: 10.15468/dl.hcmqjx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xiphophorus maculatus",
 "Country is Bahamas",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009517-250717081556266/datasets/export for details.
DOI: 10.15468/dl.x5sy57
title: Occurrence Download

description: A dataset containing 928 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia przewalskii"
 ]
}

 The dataset includes 928 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009518-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vvjuvc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus hybridus",
 "Country is Egypt",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009520-250717081556266/datasets/export for details.
DOI: 10.3535/jtf-5rt-kya
title: Gautieria morchelliformis Vittad.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.x5n3mt
title: Occurrence Download

description: A dataset containing 724 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Lithobates capito)"
 ]
}

 The dataset includes 724 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009519-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.deh5qz
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADN6771"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009522-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8f96f
title: Occurrence Download

description: A dataset containing 14574 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisyrinchium angustifolium"
 ]
}

 The dataset includes 14574 records from 423 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009516-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15871723
title: Occurrence records of native Annonaceae species in Angola

description: This dataset contains georeferenced occurrence records for native species of the Annonaceae family in Angola. The records were compiled from natural history collections, scientific publications, and the Global Biodiversity Information Facility (GBIF). Occurrence data were georeferenced based on locality descriptions, and all records were evaluated for spatial accuracy and data quality. Duplicate records (i.e., records with the same collector name and collection number), as well as records with spatial uncertainty greater than 25 km, were excluded.The final dataset comprises 546 records used in preliminary conservation assessment and climate change sensitivity analysis.
DOI: 10.5281/zenodo.15871722
title: Occurrence records of native Annonaceae species in Angola

description: This dataset contains georeferenced occurrence records for native species of the Annonaceae family in Angola. The records were compiled from natural history collections, scientific publications, and the Global Biodiversity Information Facility (GBIF). Occurrence data were georeferenced based on locality descriptions, and all records were evaluated for spatial accuracy and data quality. Duplicate records (i.e., records with the same collector name and collection number), as well as records with spatial uncertainty greater than 25 km, were excluded.The final dataset comprises 546 records used in preliminary conservation assessment and climate change sensitivity analysis.
DOI: 10.15468/dl.eksxwf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xiphophorus maculatus",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009525-250717081556266/datasets/export for details.
DOI: 10.15468/dl.at23jv
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orconectes limosus",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009526-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vmgy78
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xiphophorus maculatus",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009529-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drsek3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orconectes limosus",
 "Country is Belarus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009527-250717081556266/datasets/export for details.
DOI: 10.15468/dl.y6c93x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neosiphonia harveyi",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009528-250717081556266/datasets/export for details.
DOI: 10.15468/dl.ut2y23
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus hybridus",
 "Country is El Salvador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 59 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009530-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4dynw
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia quitensis"
 ]
}

 The dataset includes 135 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009531-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.egefe2
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudopimelodus mangurus"
 ]
}

 The dataset includes 185 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009534-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bqabfv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Allostelites arvense, Equisetum arvense agreste, Equisetum arvense alpestre, Equisetum arvense arvense, Equisetum arvense ramulosum, Equisetum arvense arenicola, Equisetum arvense arvense, Equisetum arvense campestre, Equisetum arvense ramulosum, Equisetum arvense riparium)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009532-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrxvwj
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hoplitis seminigra"
 ]
}

 The dataset includes 76 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009536-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5jme8d
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Descurainia athrocarpa"
 ]
}

 The dataset includes 104 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009535-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/p27-406-a71
title: Euphrasia L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.7910/dvn/rzoitb
title: Surveyed Waste Locales on Bonny Island

description: This Dataset contains the shapefile of the major local waste dumping sites on Bonny Island and as well as the Research questionnaires used for the study.
DOI: 10.15468/dl.r37tzn
title: Occurrence Download

description: A dataset containing 338 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hesperis bicuspidata"
 ]
}

 The dataset includes 338 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009537-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2cnnc
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neosiphonia harveyi",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009541-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76r8u8
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisyrinchium arenarium"
 ]
}

 The dataset includes 461 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009539-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22008/fk2/iw73uu/mvdane
title: SDL_hour.nc

description: Uploaded with pyDataverse 2025-05-01 14:10
DOI: 10.22008/fk2/iw73uu/wgkzgd
title: SDL_hour.csv

description: Uploaded with pyDataverse 2025-05-01 14:10
DOI: 10.22008/fk2/iw73uu/z144aw
title: SDL_month.nc

description: Uploaded with pyDataverse 2025-05-01 14:10
DOI: 10.22008/fk2/iw73uu/435xee
title: QAS_A_month.nc

description: Uploaded with pyDataverse 2025-05-01 14:10
DOI: 10.22008/fk2/iw73uu/oplzi0
title: QAS_A_day.csv

description: Uploaded with pyDataverse 2025-05-01 14:11
DOI: 10.15468/dl.bpebnt
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is COL.2_2",
 "TaxonKey is Passalidae"
 ]
}

 The dataset includes 89 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025045-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.