Motor Imagery Datasets#

AlexMI()

Alex Motor Imagery dataset.

BNCI2014_001()

BNCI 2014-001 Motor Imagery dataset.

BNCI2014_002()

BNCI 2014-002 Motor Imagery dataset.

BNCI2014_004()

BNCI 2014-004 Motor Imagery dataset.

BNCI2015_001()

BNCI 2015-001 Motor Imagery dataset.

BNCI2015_004()

BNCI 2015-004 Motor Imagery dataset.

Cho2017()

Motor Imagery dataset from Cho et al 2017.

Dreyer2023()

Class for Dreyer2023 dataset management.

Dreyer2023A()

Class for Dreyer2023A dataset management.

Dreyer2023B()

Class for Dreyer2023B dataset management.

Dreyer2023C()

Class for Dreyer2023C dataset management.

Lee2019_MI([train_run, test_run, ...])

BMI/OpenBMI dataset for MI.

GrosseWentrup2009()

Munich Motor Imagery dataset.

Ofner2017([imagined, executed])

Motor Imagery ataset from Ofner et al 2017.

PhysionetMI([imagined, executed])

Physionet Motor Imagery dataset.

Schirrmeister2017()

High-gamma dataset described in Schirrmeister et al. 2017.

Shin2017A([accept])

Motor Imagey Dataset from Shin et al 2017.

Shin2017B([accept])

Mental Arithmetic Dataset from Shin et al 2017.

Weibo2014()

Motor Imagery dataset from Weibo et al 2014.

Zhou2016()

Motor Imagery dataset from Zhou et al 2016.

Stieger2021([interval, sessions])

Motor Imagery dataset from Stieger et al. 2021 [R9d4dafd3db21-1].

Liu2024([break_events, instr_events])

Beetl2021_A([phase])

Motor Imagery dataset from BEETL Competition - Dataset A.

Beetl2021_B([phase])

Motor Imagery dataset from BEETL Competition - Dataset B.

ERP Datasets#

BI2012([Training, Online])

P300 dataset BI2012 from a "Brain Invaders" experiment.

BI2013a([NonAdaptive, Adaptive, Training, ...])

P300 dataset BI2013a from a "Brain Invaders" experiment.

BI2014a()

P300 dataset BI2014a from a "Brain Invaders" experiment.

BI2014b()

P300 dataset BI2014b from a "Brain Invaders" experiment.

BI2015a()

P300 dataset BI2015a from a "Brain Invaders" experiment.

BI2015b()

P300 dataset BI2015b from a "Brain Invaders" experiment.

Cattan2019_VR([virtual_reality, screen_display])

Dataset of an EEG-based BCI experiment in Virtual Reality using P300.

BNCI2014_008()

BNCI 2014-008 P300 dataset.

BNCI2014_009()

BNCI 2014-009 P300 dataset.

BNCI2015_003()

BNCI 2015-003 P300 dataset.

DemonsP300()

Visual P300 dataset recorded in Virtual Reality (VR) game Raccoons versus Demons.

EPFLP300()

P300 dataset from Hoffmann et al 2008.

Huebner2017([interval, raw_slice_offset, ...])

Learning from label proportions for a visual matrix speller (ERP) dataset from Hübner et al 2017 [R0a211c89d39d-1].

Huebner2018([interval, raw_slice_offset, ...])

Mixture of LLP and EM for a visual matrix speller (ERP) dataset from Hübner et al 2018 [R8f30fc0d0ace-1].

Lee2019_ERP([train_run, test_run, ...])

BMI/OpenBMI dataset for P300.

Sosulski2019([use_soas_as_sessions, ...])

P300 dataset from initial spot study.

ErpCore2021_ERN()

ERN events of the ERP CORE dataset by Kappenman et al. 2020.

ErpCore2021_LRP()

LRP events of the ERP CORE dataset by Kappenman et al. 2020.

ErpCore2021_MMN()

MMN events of the ERP CORE dataset by Kappenman et al. 2020.

ErpCore2021_N2pc()

N2pc events of the ERP CORE dataset by Kappenman et al. 2020.

ErpCore2021_N170()

N170 events of the ERP CORE dataset by Kappenman et al. 2020.

ErpCore2021_N400()

N400 events of the ERP CORE dataset by Kappenman et al. 2020.

ErpCore2021_P3()

P3 events of the ERP CORE dataset by Kappenman et al. 2020.

SSVEP Datasets#

Kalunga2016()

SSVEP Exo dataset.

Nakanishi2015()

SSVEP Nakanishi 2015 dataset.

Wang2016()

SSVEP Wang 2016 dataset.

MAMEM1()

SSVEP MAMEM 1 dataset.

MAMEM2()

SSVEP MAMEM 2 dataset.

MAMEM3()

SSVEP MAMEM 3 dataset.

Lee2019_SSVEP([train_run, test_run, ...])

BMI/OpenBMI dataset for SSVEP.

c-VEP Datasets#

Thielen2015()

c-VEP dataset from Thielen et al. (2015).

Thielen2021()

c-VEP dataset from Thielen et al. (2021).

CastillosBurstVEP40([window_size])

c-VEP and Burst-VEP dataset from Castillos et al. (2023).

CastillosBurstVEP100([window_size])

c-VEP and Burst-VEP dataset from Castillos et al. (2023).

CastillosCVEP40([window_size])

c-VEP and Burst-VEP dataset from Castillos et al. (2023).

CastillosCVEP100([window_size])

c-VEP and Burst-VEP dataset from Castillos et al. (2023).

Resting State Datasets#

Cattan2019_PHMD()

Passive Head Mounted Display with Music Listening dataset [Rf4e3a2801e75-1].

Hinss2021()

Neuroergonomic 2021 dataset.

Rodrigues2017()

Alphawaves dataset

Base & Utils#

base.BaseDataset(subjects, ...[, doi, ...])

Abstract Moabb BaseDataset.

base.BaseBIDSDataset(subjects, ...[, doi, ...])

Abstract BIDS dataset class.

base.LocalBIDSDataset(bids_root[, ...])

Generic local/private BIDS datasets.

base.CacheConfig([save_raw, save_epochs, ...])

Configuration for caching of datasets.

fake.FakeDataset([event_list, n_sessions, ...])

Fake Dataset for test purpose.

fake.FakeVirtualRealityDataset([seed])

Fake Cattan2019_VR dataset for test purpose.

download.data_path(url, sign[, path, ...])

Get path to local copy of given dataset URL.

download.data_dl(url, sign[, path, ...])

Download file from url to specified path.

download.fs_issue_request(method, url, headers)

Wrapper for HTTP request.

download.fs_get_file_list(article_id[, version])

List all the files associated with a given article.

download.fs_get_file_hash(filelist)

Returns a dict associating figshare file id to MD5 hash.

download.fs_get_file_id(filelist)

Returns a dict associating filename to figshare file id.

download.fs_get_file_name(filelist)

Returns a dict associating figshare file id to filename.

utils.dataset_search([paradigm, ...])

Returns a list of datasets that match a given criteria.

utils.find_intersecting_channels(datasets[, ...])

Given a list of dataset instances return a list of channels shared by all datasets.

Compound Datasets#

ERP Datasets#

BI2014a_Il()

A selection of subject from BI2014a with AUC < 0.7 with pipeline: ERPCovariances(estimator="lwf"), MDM(metric="riemann")

BI2014b_Il()

A selection of subject from BI2014b with AUC < 0.7 with pipeline: ERPCovariances(estimator="lwf"), MDM(metric="riemann")

BI2015a_Il()

A selection of subject from BI2015a with AUC < 0.7 with pipeline: ERPCovariances(estimator="lwf"), MDM(metric="riemann")

BI2015b_Il()

A selection of subject from BI2015b with AUC < 0.7 with pipeline: ERPCovariances(estimator="lwf"), MDM(metric="riemann")

Cattan2019_VR_Il()

A selection of subject from Cattan2019_VR with AUC < 0.7 with pipeline: ERPCovariances(estimator="lwf"), MDM(metric="riemann")

BI_Il()

Subjects from braininvaders datasets with AUC < 0.7 with pipeline: ERPCovariances(estimator="lwf"), MDM(metric="riemann")