Note

Go to the end to download the full example code.

Getting averaging info from .fif files#

Parse averaging information defined in Elekta Vectorview/TRIUX DACQ (data acquisition). Extract and average epochs accordingly. Modify some averaging parameters and get epochs.

# Author: Jussi Nurminen (jnu@iki.fi)
#
# License: BSD-3-Clause
# Copyright the MNE-Python contributors.

import os

import mne
from mne.datasets import multimodal

fname_raw = os.path.join(multimodal.data_path(), "multimodal_raw.fif")


print(__doc__)

Read raw file

raw = mne.io.read_raw_fif(fname_raw)

Opening raw data file /home/circleci/mne_data/MNE-multimodal-data/multimodal_raw.fif...
    Read a total of 7 projection items:
        grad_ssp_upright.fif : PCA-v1 (1 x 306)  idle
        grad_ssp_upright.fif : PCA-v2 (1 x 306)  idle
        mag_ssp_upright.fif : PCA-v1 (1 x 306)  idle
        mag_ssp_upright.fif : PCA-v2 (1 x 306)  idle
        mag_ssp_upright.fif : PCA-v3 (1 x 306)  idle
        mag_ssp_upright.fif : PCA-v4 (1 x 306)  idle
        mag_ssp_upright.fif : PCA-v5 (1 x 306)  idle
    Range : 183600 ... 576599 =    305.687 ...   960.014 secs
Ready.

Check DACQ defined averaging categories and other info

print(raw.acqparser)

<AcqParserFIF | categories: 20 (8 in use), events: 17 (8 in use)
Averaging categories:
1: "Visual Upper right"
2: "Visual Lower right"
3: "Visual Lower left"
4: "Visual Upper left"
5: "Somato right"
6: "Somato left"
7: "Auditory right"
8: "Auditory left">

Extract epochs corresponding to a category

cond = raw.acqparser.get_condition(raw, "Auditory right")
epochs = mne.Epochs(raw, **cond)
epochs.average().plot_topo(background_color="w")
elekta epochs
Not setting metadata
104 matching events found
Setting baseline interval to [-0.09989760657919393, 0.0] s
Applying baseline correction (mode: mean)
Created an SSP operator (subspace dimension = 7)
7 projection items activated

Get epochs from all conditions, average

evokeds = []
for cat in raw.acqparser.categories:
    cond = raw.acqparser.get_condition(raw, cat)
    # copy (supported) rejection parameters from DACQ settings
    epochs = mne.Epochs(
        raw, reject=raw.acqparser.reject, flat=raw.acqparser.flat, **cond
    )
    evoked = epochs.average()
    evoked.comment = cat["comment"]
    evokeds.append(evoked)

Not setting metadata
118 matching events found
Setting baseline interval to [-0.09989760657919393, 0.0] s
Applying baseline correction (mode: mean)
Created an SSP operator (subspace dimension = 7)
7 projection items activated
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0123', 'MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
Not setting metadata
129 matching events found
Setting baseline interval to [-0.09989760657919393, 0.0] s
Applying baseline correction (mode: mean)
Created an SSP operator (subspace dimension = 7)
7 projection items activated
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812', 'MEG 0942']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812', 'MEG 2232']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on GRAD : ['MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
Not setting metadata
115 matching events found
Setting baseline interval to [-0.09989760657919393, 0.0] s
Applying baseline correction (mode: mean)
Created an SSP operator (subspace dimension = 7)
7 projection items activated
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0123', 'MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on GRAD : ['MEG 0123', 'MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0123', 'MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
Not setting metadata
133 matching events found
Setting baseline interval to [-0.09989760657919393, 0.0] s
Applying baseline correction (mode: mean)
Created an SSP operator (subspace dimension = 7)
7 projection items activated
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812', 'MEG 0942']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0123', 'MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
Not setting metadata
107 matching events found
Setting baseline interval to [-0.09989760657919393, 0.0] s
Applying baseline correction (mode: mean)
Created an SSP operator (subspace dimension = 7)
7 projection items activated
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
Not setting metadata
118 matching events found
Setting baseline interval to [-0.09989760657919393, 0.0] s
Applying baseline correction (mode: mean)
Created an SSP operator (subspace dimension = 7)
7 projection items activated
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812', 'MEG 2232']
    Rejecting  epoch based on GRAD : ['MEG 0812', 'MEG 2232']
    Rejecting  epoch based on GRAD : ['MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812', 'MEG 2232']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on GRAD : ['MEG 0123', 'MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
Not setting metadata
104 matching events found
Setting baseline interval to [-0.09989760657919393, 0.0] s
Applying baseline correction (mode: mean)
Created an SSP operator (subspace dimension = 7)
7 projection items activated
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812', 'MEG 0942']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
Not setting metadata
117 matching events found
Setting baseline interval to [-0.09989760657919393, 0.0] s
Applying baseline correction (mode: mean)
Created an SSP operator (subspace dimension = 7)
7 projection items activated
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on GRAD : ['MEG 0812', 'MEG 0942']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']

Make a new averaging category

newcat = dict()
newcat["comment"] = "Visual lower left, longer epochs"
newcat["event"] = 3  # reference event
newcat["start"] = -0.2  # epoch start rel. to ref. event (in seconds)
newcat["end"] = 0.7  # epoch end
newcat["reqevent"] = 0  # additional required event; 0 if none
newcat["reqwithin"] = 0.5  # ...required within .5 s (before or after)
newcat["reqwhen"] = 2  # ...required before (1) or after (2) ref. event
newcat["index"] = 9  # can be set freely

cond = raw.acqparser.get_condition(raw, newcat)
epochs = mne.Epochs(raw, reject=raw.acqparser.reject, flat=raw.acqparser.flat, **cond)
epochs.average().plot(time_unit="s")
Gradiometers (204 channels), Magnetometers (102 channels)
Not setting metadata
115 matching events found
Setting baseline interval to [-0.19979521315838786, 0.0] s
Applying baseline correction (mode: mean)
Created an SSP operator (subspace dimension = 7)
7 projection items activated
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0123', 'MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on GRAD : ['MEG 0123', 'MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0123', 'MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on GRAD : ['MEG 0812', 'MEG 0942', 'MEG 2232']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on GRAD : ['MEG 0812']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']
    Rejecting  epoch based on EOG : ['EOG 061']

Total running time of the script: (0 minutes 9.463 seconds)

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