vol. 7

Context

Contributors/Researchers from Mendeley Data present the young adult's data set of Electrocardiograms (ECG) and Galvanic Skin Response (GSR) for the emotion recognition task, helpful in human-computer interaction for individuals with cognitive and physical disorders. Wearable shimmer3 ECG and GSR sensors were used to acquire data from a total of 25 participants. The dataset consists of three parts, raw data, extracted features for ECG, and self-annotation labels. Raw data consists of multimodal data and single modal data in .mat format. Multimodal data consists of ECG and GSR for 12 participants, provided with 21 stimulus videos divided into three sessions. Similarly, single modal data consists of ECG data acquired from 13 other participants. These physiological signals correlate with the six basic emotions of surprise, anger, fear, happiness, sadness, disgust, and the addition of a neutral state. Each of these seven states was further divided into five levels of intensity of felt emotion, making a total of 35 emotional states. Self annotation was performed by participants for these emotional states as well as scores of valence, arousal, and dominance. Twenty emotion-related features were extracted from each ECG sample and also provided as supplementary material for further analysis. This data provides a valuable addition to the physiological signal-based emotion recognition for the larger set of emotions and young adults.

Acknowledgements

Data Source and Reference: - https://data.mendeley.com/datasets/g2p7vwxyn2/4

Context

This dataset was created to research on various techniques to estimate stress using Galvanic Skin Response signals.

Content

The dataset consists of two zipped files- - Low_MWL (Low Mental workload section) - High_MWL (High Mental workload section)

Each file contains 22 csv files corresponding to ppg data of 22 persons (20 males and 2 females).

The data is generated after pre-processing of MAUS dataset.

Acknowledgements

https://ieee-dataport.org/open-access/maus-dataset-mental-workload-assessment-n-back-task-using-wearable-sensor

Inspiration

You can build a mental workload assessment system using the dataset, for example- a Transfer Learning based binary classifier model, estimating levels of stress.

Related Dataset

https://www.kaggle.com/datasets/krishd123/ppg-collection-for-cognitive-strain

Qualitative interview data with women living in the Mare Complex of Favelas.Quantitative biometric data based on women's journeys across violent borders in the favela. The spreadsheet data includes: GSR data(1st tab), GSR data analysis (2nd tab), accelerometer (3rd tab), gyroscope (4th tab), skin temperature (5th tab), barometer (6th tab), path of journey (7th tab)

Enables glutathione-disulfide reductase (NADPH) activity. Predicted to be involved in several processes, including cell redox homeostasis; cellular response to oxidative stress; and glutathione metabolic process. Located in external side of plasma membrane. Is expressed in brain ventricular layer; gut; lung; metanephros; and retina. Human ortholog(s) of this gene implicated in cataract; congenital nonspherocytic hemolytic anemia 10; and macular degeneration. Orthologous to human GSR (glutathione-disulfide reductase). [provided by Alliance of Genome Resources, Jul 2025]

Download Historical Sugar-Raw-TGE Futures Data. CQG daily, 1 minute, tick, and level 1 data from 1899.

Non-traditional data signals from social media and employment platforms for GSRT stock analysis

Gsr Enterprises Inc Export Import Data. Follow the Eximpedia platform for HS code, importer-exporter records, and customs shipment details.

ENCODES a protein that exhibits flavin adenine dinucleotide binding (ortholog); glutathione binding (ortholog); glutathione-disulfide reductase (NADPH) activity (ortholog); INVOLVED IN glutathione metabolic process (ortholog); response to activity (ortholog); response to auditory stimulus (ortholog); PARTICIPATES IN 2-hydroxyglutaric aciduria pathway; glutamic acid/glutamate metabolic pathway; glutathione metabolic pathway; ASSOCIATED WITH acute kidney failure (ortholog); acute kidney tubular necrosis (ortholog); Acute Lung Injury (ortholog); FOUND IN cytoplasm (inferred); cytosol (inferred); external side of plasma membrane (inferred)

Non-traditional data signals from social media and employment platforms for GSRM stock analysis

Comprehensive dataset containing 1 verified GSR locations in Tucumán Province, Argentina with complete contact information, ratings, reviews, and location data.

Brazil Automobile Production: Motorcycle: Suzuki: GSR 750 data was reported at 34.000 Unit in Apr 2016. This records an increase from the previous number of 15.000 Unit for Jan 2016. Brazil Automobile Production: Motorcycle: Suzuki: GSR 750 data is updated monthly, averaging 60.000 Unit from Jul 2013 (Median) to Apr 2016, with 5 observations. The data reached an all-time high of 60.000 Unit in Oct 2013 and a record low of 15.000 Unit in Jan 2016. Brazil Automobile Production: Motorcycle: Suzuki: GSR 750 data remains active status in CEIC and is reported by Brazilian Association of Motorcycle, Moped, and Bicycle Manufacturers. The data is categorized under Brazil Premium Database’s Automobile Sector – Table BR.RAL002: Motorcycle Production: by Enterprise. Two Wheels: Tricycle, quad biking, Motorcycle and Moped.

Protein-Protein, Genetic, and Chemical Interactions for GSR (Mus musculus) curated by BioGRID (https://thebiogrid.org); DEFINITION: glutathione reductase

G S R Limited Export Import Data. Follow the Eximpedia platform for HS code, importer-exporter records, and customs shipment details.

Protein-Protein, Genetic, and Chemical Interactions for GSR-1 (Caenorhabditis elegans) curated by BioGRID (https://thebiogrid.org); DEFINITION: Protein GSR-1

This is the calculation of the EEG and GSR exported directly from imotions 10.1, and the calculation of the eye tracking data exported from aSeeStudio

Non-traditional data signals from social media and employment platforms for GSRFU stock analysis

SoccerNet Challenge 2025 - Game State Reconstruction

  Download the dataset

Install the huggingface_hub pip package: pip install huggingface_hub[cli]

Download the dataset with the following Python code : from huggingface_hub import snapshot_download snapshot_download(repo_id="SoccerNet/SN-GSR-2025", repo_type="dataset", revision="main", local_dir="SoccerNet/SN-GSR-2025")

Brazil Motorcycle Production: Suzuki: GSR 125S data was reported at 1,080.000 Unit in 2014. This records an increase from the previous number of 480.000 Unit for 2013. Brazil Motorcycle Production: Suzuki: GSR 125S data is updated yearly, averaging 835.000 Unit from Dec 2012 (Median) to 2014, with 3 observations. The data reached an all-time high of 1,080.000 Unit in 2014 and a record low of 480.000 Unit in 2013. Brazil Motorcycle Production: Suzuki: GSR 125S data remains active status in CEIC and is reported by Brazilian Association of Motorcycle, Moped, and Bicycle Manufacturers. The data is categorized under Brazil Premium Database’s Automobile Sector – Table BR.RAL004: Motorcycle Production: by Enterprise: Annual. Two Wheels: Tricycle, quad biking, Motorcycle and Moped.

Protein-Protein, Genetic, and Chemical Interactions for GSR 1 (Arabidopsis thaliana (Columbia)) curated by BioGRID (https://thebiogrid.org); DEFINITION: glutamine synthetase 1;1