braindecode.datasets.CHBMIT#
- class braindecode.datasets.CHBMIT(root=None, *args, **kwargs)[source]#
The Children’s Hospital Boston EEG Dataset.
This database, collected at the Children’s Hospital Boston, consists of EEG recordings from pediatric subjects with intractable seizures. Subjects were monitored for up to several days following withdrawal of anti-seizure medication in order to characterize their seizures and assess their candidacy for surgical intervention.
Description of the contents of the dataset
Each folder (sub-01, sub-01, etc.) contains between 9 and 42 continuous .edf files from a single subject. Hardware limitations resulted in gaps between consecutively-numbered .edf files, during which the signals were not recorded; in most cases, the gaps are 10 seconds or less, but occasionally there are much longer gaps. In order to protect the privacy of the subjects, all protected health information (PHI) in the original .edf files has been replaced with surrogate information in the files provided here. Dates in the original .edf files have been replaced by surrogate dates, but the time relationships between the individual files belonging to each case have been preserved. In most cases, the .edf files contain exactly one hour of digitized EEG signals, although those belonging to case sub-10 are two hours long, and those belonging to cases sub-04, sub-06, sub-07, sub-09, and sub-23 are four hours long; occasionally, files in which seizures are recorded are shorter.
The EEG is recorded at 256 Hz with a 16-bit resolution. The recordings are
referenced in a double banana bipolar montage with 18 channels from the 10-20 electrode system.
This BIDS-compatible version of the dataset was published by Jonathan Dan [R6776df1959e9-Dan2025] and is based on the original CHB MIT EEG Database [R6776df1959e9-Guttag2010], [R6776df1959e9-Shoeb2009].
Added in version 1.3.
- Parameters:
- rootpathlib.Path | str
The root of the BIDS path.
- subjectsstr | array-like of str | None
The subject ID. Corresponds to “sub”.
- sessionsstr | array-like of str | None
The acquisition session. Corresponds to “ses”.
- tasksstr | array-like of str | None
The experimental task. Corresponds to “task”.
- acquisitions: str | array-like of str | None
The acquisition parameters. Corresponds to “acq”.
- runsstr | array-like of str | None
The run number. Corresponds to “run”.
- processingsstr | array-like of str | None
The processing label. Corresponds to “proc”.
- recordingsstr | array-like of str | None
The recording name. Corresponds to “rec”.
- spacesstr | array-like of str | None
The coordinate space for anatomical and sensor location files (e.g.,
*_electrodes.tsv,*_markers.mrk). Corresponds to “space”. Note that valid values forspacemust come from a list of BIDS keywords as described in the BIDS specification.- splitsstr | array-like of str | None
The split of the continuous recording file for
.fifdata. Corresponds to “split”.- descriptionsstr | array-like of str | None
This corresponds to the BIDS entity
desc. It is used to provide additional information for derivative data, e.g., preprocessed data may be assigneddescription='cleaned'.- suffixesstr | array-like of str | None
The filename suffix. This is the entity after the last
_before the extension. E.g.,'channels'. The following filename suffix’s are accepted: ‘meg’, ‘markers’, ‘eeg’, ‘ieeg’, ‘T1w’, ‘participants’, ‘scans’, ‘electrodes’, ‘coordsystem’, ‘channels’, ‘events’, ‘headshape’, ‘digitizer’, ‘beh’, ‘physio’, ‘stim’- extensionsstr | array-like of str | None
The extension of the filename. E.g.,
'.json'. By default, uses the ones accepted bymne_bids.read_raw_bids().- datatypesstr | array-like of str | None
The BIDS data type, e.g.,
'anat','func','eeg','meg','ieeg'.- checkbool
If
True, only returns paths that conform to BIDS. IfFalse(default), the.checkattribute of the returnedmne_bids.BIDSPathobject will be set toTruefor paths that do conform to BIDS, and toFalsefor those that don’t.- preloadbool
If True, preload the data. Defaults to False.
- n_jobsint
Number of jobs to run in parallel. Defaults to 1.