Runabout: A mobile EEG study of auditory oddball processing in laboratory and real-world conditions

uploaded by Andrew W Corcoran on 2021-04-15 - 28 days ago
last modified on 2021-04-23 - 20 days ago
authored by Magnus Liebherr, Andrew W. Corcoran, Phillip M. Alday, Scott Coussens, Valeria Bellan, Caitlin A. Howlett, Maarten A. Immink, Mark Kohler, Matthias Schlesewsky, Ina Bornkessel-Schlesewsky
13615118
We found 2 Warnings in your dataset. You are not required to fix warnings, but doing so will make your dataset more BIDS compliant.

There are files in the /stimuli directory that are not utilized in any _events.tsv file.

There are files in the /stimuli directory that are not utilized in any _events.tsv file.

There are files in the /stimuli directory that are not utilized in any _events.tsv file.

There are files in the /stimuli directory that are not utilized in any _events.tsv file.

/participants.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: caffeine_consumption, glasses_contacts_reading not defined, please define in: /participants.json

/sub-01/eeg/sub-01_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-01/sub-01_channels.json,/sub-01/sub-01_task-oddball_channels.json,/sub-01/eeg/sub-01_channels.json,/sub-01/eeg/sub-01_task-oddball_channels.json

/sub-02/eeg/sub-02_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-02/sub-02_channels.json,/sub-02/sub-02_task-oddball_channels.json,/sub-02/eeg/sub-02_channels.json,/sub-02/eeg/sub-02_task-oddball_channels.json

/sub-03/eeg/sub-03_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-03/sub-03_channels.json,/sub-03/sub-03_task-oddball_channels.json,/sub-03/eeg/sub-03_channels.json,/sub-03/eeg/sub-03_task-oddball_channels.json

/sub-04/eeg/sub-04_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-04/sub-04_channels.json,/sub-04/sub-04_task-oddball_channels.json,/sub-04/eeg/sub-04_channels.json,/sub-04/eeg/sub-04_task-oddball_channels.json

/sub-05/eeg/sub-05_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-05/sub-05_channels.json,/sub-05/sub-05_task-oddball_channels.json,/sub-05/eeg/sub-05_channels.json,/sub-05/eeg/sub-05_task-oddball_channels.json

/sub-06/eeg/sub-06_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-06/sub-06_channels.json,/sub-06/sub-06_task-oddball_channels.json,/sub-06/eeg/sub-06_channels.json,/sub-06/eeg/sub-06_task-oddball_channels.json

/sub-07/eeg/sub-07_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-07/sub-07_channels.json,/sub-07/sub-07_task-oddball_channels.json,/sub-07/eeg/sub-07_channels.json,/sub-07/eeg/sub-07_task-oddball_channels.json

/sub-08/eeg/sub-08_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-08/sub-08_channels.json,/sub-08/sub-08_task-oddball_channels.json,/sub-08/eeg/sub-08_channels.json,/sub-08/eeg/sub-08_task-oddball_channels.json

/sub-09/eeg/sub-09_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-09/sub-09_channels.json,/sub-09/sub-09_task-oddball_channels.json,/sub-09/eeg/sub-09_channels.json,/sub-09/eeg/sub-09_task-oddball_channels.json

and 34 more files

OpenNeuro Accession Number: ds003620
Files: 369, Size: 17.04GB, Subjects: 44, Session: 1
Available Tasks: Oddball
Available Modalities: channels, eeg, electrodes, events

README

Overview -------- This dataset contains raw and pre-processed EEG data from a mobile EEG study investigating the additive effects of task load, motor demand, and environmental complexity on attention. More details will be provided once the manuscript has passed peer-review.

All preprocessing and analysis code is deposited in the code directory. The entire MATLAB pipeline can be reproduced by executing the run_pipeline.m script. In order to run these scripts, you will need to ensure you have the required MATLAB toolboxes and R packages on your system. You will also need to adapt def_local.m to specify local paths to MATLAB and EEGLAB. Descriptive statistics and mixed-effects models can be reproduced in R by running the stat_analysis.R script.

See below for software details.

Citing this dataset ------------------- For more information, see the dataset_description.json file.

Format ------ Dataset is formatted according to the EEG-BIDS extension (Pernet et al., 2019) and the BIDS extension proposal for common electrophysiological derivatives (BEP021) v0.0.1, which can be found here:

https://docs.google.com/document/d/1PmcVs7vg7Th-cGC-UrX8rAhKUHIzOI-uIOh69_mvdlw/edit#heading=h.mqkmyp254xh6

Note that BEP021 is still a work in progress as of 2021-03-01.

Generally, you can find data in the .tsv files and descriptions in the accompanying .json files.

An important BIDS definition to consider is the "Inheritance Principle" (see 3.5 in the BIDS specification: http://bids.neuroimaging.io/bids_spec.pdf), which states:

Any metadata file (​.json​,​.bvec​,​.tsv​, etc.) may be defined at any directory level. The values from the top level are inherited by all lower levels unless they are overridden by a file at the lower level.

Details about the experiment ---------------------------- Forty-four healthy adults aged 18-40 performed an oddball task involving complex tone (piano and horn) stimuli in three settings: (1) sitting in a quiet room in the lab (LAB); (2) walking around a sports field (FIELD); (3) navigating a route through a university campus (CAMPUS).

Participants performed each environmental condition twice: once while attending to oddball stimuli (i.e. counting the number of presented deviant tones; COUNT), and once while disregarding or ignoring the tone stimuli (IGNORE).

EEG signals were recorded from 32 active electrodes using a Brain Vision LiveAmp 32 amplifier. See manuscript for further details.

MATLAB software details ----------------------- MATLAB Version: 9.7.0.1319299 (R2019b) Update 5 MATLAB License Number: 678256 Operating System: Microsoft Windows 10 Enterprise Version 10.0 (Build 18363) Java Version: Java 1.8.0_202-b08 with Oracle Corporation Java HotSpot(TM) 64-Bit Server VM mixed mode

  • MATLAB (v9.7)
  • Simulink (v10.0)
  • Curve Fitting Toolbox (v3.5.10)
  • DSP System Toolbox (v9.9)
  • Image Processing Toolbox (v11.0)
  • MATLAB Compiler (v7.1)
  • MATLAB Compiler SDK (v6.7)
  • Parallel Computing Toolbox (v7.1)
  • Signal Processing Toolbox (v8.3)
  • Statistics and Machine Learning Toolbox (v11.6)
  • Symbolic Math Toolbox (v8.4)
  • Wavelet Toolbox (v5.3)

The following toolboxes/helper functions were also used:

  • EEGLAB (v2019.1)
  • ERPLAB (v8.02)
  • ICLabel (v1.3)
  • clean_rawdata (v2.3)
  • bids-matlab-tools (v5.2)
  • dipfit (v3.4)
  • firfilt (v2.4)
  • export_fig (v3.12)
  • ColorBrewer (v3.1.0)

R software details ------------------ R version 3.6.2 (2019-12-12)

Platform: x86_64-w64-mingw32/x64 (64-bit)

locale: LCCOLLATE=EnglishAustralia.1252, LCCTYPE=EnglishAustralia.1252, LCMONETARY=EnglishAustralia.1252, LCNUMERIC=C and LCTIME=EnglishAustralia.1252_

attached base packages:

  • stats
  • graphics
  • grDevices
  • utils
  • datasets
  • methods
  • base

other attached packages:

  • sjPlot(v.2.8.7)
  • emmeans(v.1.5.1)
  • car(v.3.0-10)
  • carData(v.3.0-4)
  • lme4(v.1.1-23)
  • Matrix(v.1.2-18)
  • data.table(v.1.13.0)
  • forcats(v.0.5.0)
  • stringr(v.1.4.0)
  • dplyr(v.1.0.2)
  • purrr(v.0.3.4)
  • readr(v.1.4.0)
  • tidyr(v.1.1.2)
  • tibble(v.3.0.4)
  • ggplot2(v.3.3.2)
  • tidyverse(v.1.3.0)

loaded via a namespace (and not attached):

  • nlme(v.3.1-149)
  • pbkrtest(v.0.4-8.6)
  • fs(v.1.5.0)
  • lubridate(v.1.7.9)
  • insight(v.0.12.0)
  • httr(v.1.4.2)
  • numDeriv(v.2016.8-1.1)
  • tools(v.3.6.2)
  • backports(v.1.1.10)
  • utf8(v.1.1.4)
  • R6(v.2.4.1)
  • sjlabelled(v.1.1.7)
  • DBI(v.1.1.0)
  • colorspace(v.1.4-1)
  • withr(v.2.3.0)
  • tidyselect(v.1.1.0)
  • curl(v.4.3)
  • compiler(v.3.6.2)
  • performance(v.0.5.0)
  • cli(v.2.1.0)
  • rvest(v.0.3.6)
  • xml2(v.1.3.2)
  • sandwich(v.3.0-0)
  • labeling(v.0.3)
  • bayestestR(v.0.7.2)
  • scales(v.1.1.1)
  • mvtnorm(v.1.1-1)
  • digest(v.0.6.25)
  • foreign(v.0.8-76)
  • minqa(v.1.2.4)
  • rio(v.0.5.16)
  • pkgconfig(v.2.0.3)
  • dbplyr(v.1.4.4)
  • rlang(v.0.4.8)
  • readxl(v.1.3.1)
  • rstudioapi(v.0.11)
  • farver(v.2.0.3)
  • generics(v.0.0.2)
  • zoo(v.1.8-8)
  • jsonlite(v.1.7.1)
  • zip(v.2.1.1)
  • magrittr(v.1.5)
  • parameters(v.0.8.6)
  • Rcpp(v.1.0.5)
  • munsell(v.0.5.0)
  • fansi(v.0.4.1)
  • abind(v.1.4-5)
  • lifecycle(v.0.2.0)
  • stringi(v.1.4.6)
  • multcomp(v.1.4-14)
  • MASS(v.7.3-53)
  • plyr(v.1.8.6)
  • grid(v.3.6.2)
  • blob(v.1.2.1)
  • parallel(v.3.6.2)
  • sjmisc(v.2.8.6)
  • crayon(v.1.3.4)
  • lattice(v.0.20-41)
  • ggeffects(v.0.16.0)
  • haven(v.2.3.1)
  • splines(v.3.6.2)
  • pander(v.0.6.3)
  • sjstats(v.0.18.1)
  • hms(v.0.5.3)
  • knitr(v.1.30)
  • pillar(v.1.4.6)
  • boot(v.1.3-25)
  • estimability(v.1.3)
  • effectsize(v.0.3.3)
  • codetools(v.0.2-16)
  • reprex(v.0.3.0)
  • glue(v.1.4.2)
  • modelr(v.0.1.8)
  • vctrs(v.0.3.4)
  • nloptr(v.1.2.2.2)
  • cellranger(v.1.1.0)
  • gtable(v.0.3.0)
  • assertthat(v.0.2.1)
  • xfun(v.0.18)
  • openxlsx(v.4.2.2)
  • xtable(v.1.8-4)
  • broom(v.0.7.1)
  • coda(v.0.19-4)
  • survival(v.3.2-7)
  • lmerTest(v.3.1-3)
  • statmod(v.1.4.34)
  • TH.data(v.1.0-10)
  • ellipsis(v.0.3.1)

Authors

  • Magnus Liebherr
  • Andrew W. Corcoran
  • Phillip M. Alday
  • Scott Coussens
  • Valeria Bellan
  • Caitlin A. Howlett
  • Maarten A. Immink
  • Mark Kohler
  • Matthias Schlesewsky
  • Ina Bornkessel-Schlesewsky

Dataset DOI

10.18112/openneuro.ds003620.v1.0.1

License

CC0

Acknowledgements

How to Acknowledge

Funding

  • FT160100437

References and Links

Ethics Approvals

  • 0000034991

How To Cite

Copy
Magnus Liebherr and Andrew W. Corcoran and Phillip M. Alday and Scott Coussens and Valeria Bellan and Caitlin A. Howlett and Maarten A. Immink and Mark Kohler and Matthias Schlesewsky and Ina Bornkessel-Schlesewsky (2021). Runabout: A mobile EEG study of auditory oddball processing in laboratory and real-world conditions. OpenNeuro. [Dataset] doi: 10.18112/openneuro.ds003620.v1.0.1
More citation info

Runabout: A mobile EEG study of auditory oddball processing in laboratory and real-world conditions

uploaded by Andrew W Corcoran on 2021-04-15 - 28 days ago
last modified on 2021-04-23 - 20 days ago
authored by Magnus Liebherr, Andrew W. Corcoran, Phillip M. Alday, Scott Coussens, Valeria Bellan, Caitlin A. Howlett, Maarten A. Immink, Mark Kohler, Matthias Schlesewsky, Ina Bornkessel-Schlesewsky
13615118

OpenNeuro Accession Number: ds003620
Files: 369, Size: 17.04GB, Subjects: 44, Session: 1
Available Tasks: Oddball
Available Modalities: channels, eeg, electrodes, events

README

Overview -------- This dataset contains raw and pre-processed EEG data from a mobile EEG study investigating the additive effects of task load, motor demand, and environmental complexity on attention. More details will be provided once the manuscript has passed peer-review.

All preprocessing and analysis code is deposited in the code directory. The entire MATLAB pipeline can be reproduced by executing the run_pipeline.m script. In order to run these scripts, you will need to ensure you have the required MATLAB toolboxes and R packages on your system. You will also need to adapt def_local.m to specify local paths to MATLAB and EEGLAB. Descriptive statistics and mixed-effects models can be reproduced in R by running the stat_analysis.R script.

See below for software details.

Citing this dataset ------------------- For more information, see the dataset_description.json file.

Format ------ Dataset is formatted according to the EEG-BIDS extension (Pernet et al., 2019) and the BIDS extension proposal for common electrophysiological derivatives (BEP021) v0.0.1, which can be found here:

https://docs.google.com/document/d/1PmcVs7vg7Th-cGC-UrX8rAhKUHIzOI-uIOh69_mvdlw/edit#heading=h.mqkmyp254xh6

Note that BEP021 is still a work in progress as of 2021-03-01.

Generally, you can find data in the .tsv files and descriptions in the accompanying .json files.

An important BIDS definition to consider is the "Inheritance Principle" (see 3.5 in the BIDS specification: http://bids.neuroimaging.io/bids_spec.pdf), which states:

Any metadata file (​.json​,​.bvec​,​.tsv​, etc.) may be defined at any directory level. The values from the top level are inherited by all lower levels unless they are overridden by a file at the lower level.

Details about the experiment ---------------------------- Forty-four healthy adults aged 18-40 performed an oddball task involving complex tone (piano and horn) stimuli in three settings: (1) sitting in a quiet room in the lab (LAB); (2) walking around a sports field (FIELD); (3) navigating a route through a university campus (CAMPUS).

Participants performed each environmental condition twice: once while attending to oddball stimuli (i.e. counting the number of presented deviant tones; COUNT), and once while disregarding or ignoring the tone stimuli (IGNORE).

EEG signals were recorded from 32 active electrodes using a Brain Vision LiveAmp 32 amplifier. See manuscript for further details.

MATLAB software details ----------------------- MATLAB Version: 9.7.0.1319299 (R2019b) Update 5 MATLAB License Number: 678256 Operating System: Microsoft Windows 10 Enterprise Version 10.0 (Build 18363) Java Version: Java 1.8.0_202-b08 with Oracle Corporation Java HotSpot(TM) 64-Bit Server VM mixed mode

  • MATLAB (v9.7)
  • Simulink (v10.0)
  • Curve Fitting Toolbox (v3.5.10)
  • DSP System Toolbox (v9.9)
  • Image Processing Toolbox (v11.0)
  • MATLAB Compiler (v7.1)
  • MATLAB Compiler SDK (v6.7)
  • Parallel Computing Toolbox (v7.1)
  • Signal Processing Toolbox (v8.3)
  • Statistics and Machine Learning Toolbox (v11.6)
  • Symbolic Math Toolbox (v8.4)
  • Wavelet Toolbox (v5.3)

The following toolboxes/helper functions were also used:

  • EEGLAB (v2019.1)
  • ERPLAB (v8.02)
  • ICLabel (v1.3)
  • clean_rawdata (v2.3)
  • bids-matlab-tools (v5.2)
  • dipfit (v3.4)
  • firfilt (v2.4)
  • export_fig (v3.12)
  • ColorBrewer (v3.1.0)

R software details ------------------ R version 3.6.2 (2019-12-12)

Platform: x86_64-w64-mingw32/x64 (64-bit)

locale: LCCOLLATE=EnglishAustralia.1252, LCCTYPE=EnglishAustralia.1252, LCMONETARY=EnglishAustralia.1252, LCNUMERIC=C and LCTIME=EnglishAustralia.1252_

attached base packages:

  • stats
  • graphics
  • grDevices
  • utils
  • datasets
  • methods
  • base

other attached packages:

  • sjPlot(v.2.8.7)
  • emmeans(v.1.5.1)
  • car(v.3.0-10)
  • carData(v.3.0-4)
  • lme4(v.1.1-23)
  • Matrix(v.1.2-18)
  • data.table(v.1.13.0)
  • forcats(v.0.5.0)
  • stringr(v.1.4.0)
  • dplyr(v.1.0.2)
  • purrr(v.0.3.4)
  • readr(v.1.4.0)
  • tidyr(v.1.1.2)
  • tibble(v.3.0.4)
  • ggplot2(v.3.3.2)
  • tidyverse(v.1.3.0)

loaded via a namespace (and not attached):

  • nlme(v.3.1-149)
  • pbkrtest(v.0.4-8.6)
  • fs(v.1.5.0)
  • lubridate(v.1.7.9)
  • insight(v.0.12.0)
  • httr(v.1.4.2)
  • numDeriv(v.2016.8-1.1)
  • tools(v.3.6.2)
  • backports(v.1.1.10)
  • utf8(v.1.1.4)
  • R6(v.2.4.1)
  • sjlabelled(v.1.1.7)
  • DBI(v.1.1.0)
  • colorspace(v.1.4-1)
  • withr(v.2.3.0)
  • tidyselect(v.1.1.0)
  • curl(v.4.3)
  • compiler(v.3.6.2)
  • performance(v.0.5.0)
  • cli(v.2.1.0)
  • rvest(v.0.3.6)
  • xml2(v.1.3.2)
  • sandwich(v.3.0-0)
  • labeling(v.0.3)
  • bayestestR(v.0.7.2)
  • scales(v.1.1.1)
  • mvtnorm(v.1.1-1)
  • digest(v.0.6.25)
  • foreign(v.0.8-76)
  • minqa(v.1.2.4)
  • rio(v.0.5.16)
  • pkgconfig(v.2.0.3)
  • dbplyr(v.1.4.4)
  • rlang(v.0.4.8)
  • readxl(v.1.3.1)
  • rstudioapi(v.0.11)
  • farver(v.2.0.3)
  • generics(v.0.0.2)
  • zoo(v.1.8-8)
  • jsonlite(v.1.7.1)
  • zip(v.2.1.1)
  • magrittr(v.1.5)
  • parameters(v.0.8.6)
  • Rcpp(v.1.0.5)
  • munsell(v.0.5.0)
  • fansi(v.0.4.1)
  • abind(v.1.4-5)
  • lifecycle(v.0.2.0)
  • stringi(v.1.4.6)
  • multcomp(v.1.4-14)
  • MASS(v.7.3-53)
  • plyr(v.1.8.6)
  • grid(v.3.6.2)
  • blob(v.1.2.1)
  • parallel(v.3.6.2)
  • sjmisc(v.2.8.6)
  • crayon(v.1.3.4)
  • lattice(v.0.20-41)
  • ggeffects(v.0.16.0)
  • haven(v.2.3.1)
  • splines(v.3.6.2)
  • pander(v.0.6.3)
  • sjstats(v.0.18.1)
  • hms(v.0.5.3)
  • knitr(v.1.30)
  • pillar(v.1.4.6)
  • boot(v.1.3-25)
  • estimability(v.1.3)
  • effectsize(v.0.3.3)
  • codetools(v.0.2-16)
  • reprex(v.0.3.0)
  • glue(v.1.4.2)
  • modelr(v.0.1.8)
  • vctrs(v.0.3.4)
  • nloptr(v.1.2.2.2)
  • cellranger(v.1.1.0)
  • gtable(v.0.3.0)
  • assertthat(v.0.2.1)
  • xfun(v.0.18)
  • openxlsx(v.4.2.2)
  • xtable(v.1.8-4)
  • broom(v.0.7.1)
  • coda(v.0.19-4)
  • survival(v.3.2-7)
  • lmerTest(v.3.1-3)
  • statmod(v.1.4.34)
  • TH.data(v.1.0-10)
  • ellipsis(v.0.3.1)

Authors

  • Magnus Liebherr
  • Andrew W. Corcoran
  • Phillip M. Alday
  • Scott Coussens
  • Valeria Bellan
  • Caitlin A. Howlett
  • Maarten A. Immink
  • Mark Kohler
  • Matthias Schlesewsky
  • Ina Bornkessel-Schlesewsky

Dataset DOI

10.18112/openneuro.ds003620.v1.0.1

License

CC0

Acknowledgements

How to Acknowledge

Funding

  • FT160100437

References and Links

Ethics Approvals

  • 0000034991

How To Cite

Copy
Magnus Liebherr and Andrew W. Corcoran and Phillip M. Alday and Scott Coussens and Valeria Bellan and Caitlin A. Howlett and Maarten A. Immink and Mark Kohler and Matthias Schlesewsky and Ina Bornkessel-Schlesewsky (2021). Runabout: A mobile EEG study of auditory oddball processing in laboratory and real-world conditions. OpenNeuro. [Dataset] doi: 10.18112/openneuro.ds003620.v1.0.1
More citation info

Dataset File Tree

Git Hash: da9f8a5 

BIDS Validation

We found 2 Warnings in your dataset. You are not required to fix warnings, but doing so will make your dataset more BIDS compliant.

There are files in the /stimuli directory that are not utilized in any _events.tsv file.

There are files in the /stimuli directory that are not utilized in any _events.tsv file.

There are files in the /stimuli directory that are not utilized in any _events.tsv file.

There are files in the /stimuli directory that are not utilized in any _events.tsv file.

/participants.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: caffeine_consumption, glasses_contacts_reading not defined, please define in: /participants.json

/sub-01/eeg/sub-01_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-01/sub-01_channels.json,/sub-01/sub-01_task-oddball_channels.json,/sub-01/eeg/sub-01_channels.json,/sub-01/eeg/sub-01_task-oddball_channels.json

/sub-02/eeg/sub-02_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-02/sub-02_channels.json,/sub-02/sub-02_task-oddball_channels.json,/sub-02/eeg/sub-02_channels.json,/sub-02/eeg/sub-02_task-oddball_channels.json

/sub-03/eeg/sub-03_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-03/sub-03_channels.json,/sub-03/sub-03_task-oddball_channels.json,/sub-03/eeg/sub-03_channels.json,/sub-03/eeg/sub-03_task-oddball_channels.json

/sub-04/eeg/sub-04_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-04/sub-04_channels.json,/sub-04/sub-04_task-oddball_channels.json,/sub-04/eeg/sub-04_channels.json,/sub-04/eeg/sub-04_task-oddball_channels.json

/sub-05/eeg/sub-05_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-05/sub-05_channels.json,/sub-05/sub-05_task-oddball_channels.json,/sub-05/eeg/sub-05_channels.json,/sub-05/eeg/sub-05_task-oddball_channels.json

/sub-06/eeg/sub-06_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-06/sub-06_channels.json,/sub-06/sub-06_task-oddball_channels.json,/sub-06/eeg/sub-06_channels.json,/sub-06/eeg/sub-06_task-oddball_channels.json

/sub-07/eeg/sub-07_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-07/sub-07_channels.json,/sub-07/sub-07_task-oddball_channels.json,/sub-07/eeg/sub-07_channels.json,/sub-07/eeg/sub-07_task-oddball_channels.json

/sub-08/eeg/sub-08_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-08/sub-08_channels.json,/sub-08/sub-08_task-oddball_channels.json,/sub-08/eeg/sub-08_channels.json,/sub-08/eeg/sub-08_task-oddball_channels.json

/sub-09/eeg/sub-09_task-oddball_channels.tsv

Tabular file contains custom columns not described in a data dictionary

Columns: sampling_reference not defined, please define in: /channels.json, /task-oddball_channels.json,/sub-09/sub-09_channels.json,/sub-09/sub-09_task-oddball_channels.json,/sub-09/eeg/sub-09_channels.json,/sub-09/eeg/sub-09_task-oddball_channels.json

and 34 more files

Dataset File Tree

Git Hash: da9f8a5 

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