Table · dataset · 2026
Multimodal Non-Invasive Physiological Signal Dataset
Listed in figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.6084/m9.figshare.32674569.v3
Description
<p dir="ltr"># Multimodal Non-Invasive Physiological Signal Dataset</p><p dir="ltr"><br></p><p dir="ltr">This dataset contains non-invasive physiological signals (ECG, EEG, and PPG) collected from 32 participants across three distinct cognitive states: rest, stress induced by calculation tasks, and stress induced by identification tasks.</p><p dir="ltr"><br></p><p dir="ltr">## Directory Structure</p><p dir="ltr"><br></p><p dir="ltr">```text</p><p dir="ltr">├── brain_performance/</p><p dir="ltr">│ ├── identification_performance.csv</p><p>│ </p><p dir="ltr">└── raw_data/</p><p dir="ltr"> ├── s1/</p><p dir="ltr"> │ ├── s1 all.csv</p><p dir="ltr"> │ ├── s1 all stress.csv</p><p dir="ltr"> │ └── s1 all flowers.csv</p><p dir="ltr"> ├── s2/</p><p dir="ltr"> │ ├── s2 all.csv</p><p dir="ltr"> │ ├── s2 all stress.csv</p><p dir="ltr"> │ └── s2 all flowers.csv</p><p dir="ltr"> └── ...
(up to s32)</p><p>```</p><p dir="ltr"><br></p><p dir="ltr">## Dataset Description</p><p dir="ltr"><br></p><p dir="ltr">### 1. Brain Performance (`/brain_performance`)</p><p dir="ltr">This folder contains behavioral metrics and task performance data. </p><p dir="ltr">* **`identification_performance.csv`**: Tracks participant performance during the identification stress task. It records the total number of samples presented to each participant, along with the count of correct and incorrect answers.</p><p dir="ltr"><br></p><p dir="ltr">### 2.
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Raw Data (`/raw_data`)</p><p dir="ltr">This folder contains the authentic, unprocessed physiological signal data. It is divided into 32 subfolders labeled `s1` through `s32`, where each folder represents a unique subject (Sample 1, Sample 2, etc.).</p><p dir="ltr"><br></p><p dir="ltr">Each sample folder contains exactly three signals data:</p><p dir="ltr">* **`ecg`**: Electrocardiogram signal data capturing cardiac activity.</p><p dir="ltr">* **`eeg`**: Electroencephalogram signal data capturing brainwave activity.</p><p dir="ltr">* **`ppg`**: Photoplethysmogram signal data capturing peripheral blood volume pulse.</p><p dir="ltr"><br></p><p dir="ltr">## Experimental States</p><p dir="ltr">The signals in the raw data files span three specific experimental phases:</p><p dir="ltr">1. **Rest**: Baseline state with no cognitive load.</p><p dir="ltr">2. **Stress on Calculation**: Stress induced by mental arithmetic tasks.</p><p dir="ltr">3. **Stress on Identification**: Stress induced by visual or cognitive identification tasks (performance recorded in the `brain_performance` folder).</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.32674569.v3 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science · Social Science
- Inferred from text
- Biomedical engineering 71% · Heart 65% · Text 75%
Provenance · 4 source records, 39 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/32674569 | 5 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/32674569 | 4 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/32674569 | 4 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/32674569 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[anatomy].local:anatomy:heart | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[field].anzsrc:group:4003 | enrichment · figshare com | taxonomy-embedding@1.0.0 | title+keywords+description (71%) |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[modality].local:modality:text | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |