STEW: Simultaneous Task EEG Workload Dataset

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This dataset consists of raw EEG data from 48 subjects who participated in a multitasking workload experiment utilizing the SIMKAP multitasking test. The subjects’ brain activity at rest was also recorded before the test and is included as well. The Emotiv EPOC device, with sampling frequency of 128Hz and 14 channels was used to obtain the data, with 2.5 minutes of EEG recording for each case. Subjects were also asked to rate their perceived mental workload after each stage on a rating scale of 1 to 9 and the ratings are provided in a separate file.

Instructions: 

The data for each subject follows the naming convention: subno_task.txt. For example, sub01_lo.txt would be raw EEG data for subject 1 at rest, while sub23_hi.txt would be raw EEG data for subject 23 during the multitasking test. The rows of each datafile corresponds to the samples in the recording and the columns corresponds to the 14 channels of the EEG device: AF3, F7, F3, FC5, T7, P7, O1, O2, P8, T8, FC6, F4, F8, AF4, respectively.

The ratings for each subject is given in a separate file ratings.txt. They are given in a comma separated value format: subject number, rating at rest, rating for test. For example: 1, 2, 8 would be subject 1, rating of 2 for “at rest”, rating of 8 for “test”. Note that ratings for subjects 5, 24 and 42 are unavailable.

License: Creative Commons Attribution

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Citation Author(s):
Wei Lun Lim, Olga Sourina, Lipo Wang
Submitted by:
Wei Lun Lim
Last updated:
Tue, 07/10/2018 - 02:19
DOI:
10.21227/44r8-ya50
Data Format:
 
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[1] Wei Lun Lim, Olga Sourina, Lipo Wang, "STEW: Simultaneous Task EEG Workload Dataset", IEEE Dataport, 2018. [Online]. Available: http://dx.doi.org/10.21227/44r8-ya50. Accessed: Jul. 17, 2018.
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doi = {10.21227/44r8-ya50},
url = {http://dx.doi.org/10.21227/44r8-ya50},
author = {Wei Lun Lim; Olga Sourina; Lipo Wang },
publisher = {IEEE Dataport},
title = {STEW: Simultaneous Task EEG Workload Dataset},
year = {2018} }
TY - DATA
T1 - STEW: Simultaneous Task EEG Workload Dataset
AU - Wei Lun Lim; Olga Sourina; Lipo Wang
PY - 2018
PB - IEEE Dataport
UR - 10.21227/44r8-ya50
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Wei Lun Lim, Olga Sourina, Lipo Wang. (2018). STEW: Simultaneous Task EEG Workload Dataset. IEEE Dataport. http://dx.doi.org/10.21227/44r8-ya50
Wei Lun Lim, Olga Sourina, Lipo Wang, 2018. STEW: Simultaneous Task EEG Workload Dataset. Available at: http://dx.doi.org/10.21227/44r8-ya50.
Wei Lun Lim, Olga Sourina, Lipo Wang. (2018). "STEW: Simultaneous Task EEG Workload Dataset." Web.
1. Wei Lun Lim, Olga Sourina, Lipo Wang. STEW: Simultaneous Task EEG Workload Dataset [Internet]. IEEE Dataport; 2018. Available from : http://dx.doi.org/10.21227/44r8-ya50
Wei Lun Lim, Olga Sourina, Lipo Wang. "STEW: Simultaneous Task EEG Workload Dataset." doi: 10.21227/44r8-ya50