Sensor-space comparison between subjectsΒΆ

All the subjects compared.

Warning

This example will open a lot of figures simultaneously!

import os.path as op
import sys

import numpy as np

import matplotlib.pyplot as plt

import mne

sys.path.append(op.join('..', '..', 'processing'))
from library.config import (meg_dir, ylim, l_freq,
                            set_matplotlib_defaults)  # noqa: E402

set_matplotlib_defaults()

evokeds = list()
for subject_id in range(1, 20):
    subject = "sub%03d" % subject_id
    fname_in = op.join(meg_dir, subject,
                       '%s_highpass-%sHz-ave.fif' % (subject, l_freq))
    evokeds.append(mne.read_evokeds(fname_in))
times = np.arange(0.1, 0.26, 0.025)

plt.rcParams['figure.max_open_warning'] = 200

Out:

Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub001/sub001_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 263 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 262 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 260 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 175 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 523 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 262 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 262 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub002/sub002_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 227 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 235 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 228 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 155 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 455 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 235 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 235 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub003/sub003_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 234 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 211 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 236 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 146 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 470 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 211 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 211 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub004/sub004_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 209 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 207 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 210 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 139 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 419 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 207 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 207 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub005/sub005_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 223 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 229 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 227 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 152 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 450 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 229 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 229 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub006/sub006_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 159 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 164 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 156 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 108 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 315 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 164 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 164 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub007/sub007_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 292 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 288 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 289 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 193 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 581 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 288 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 288 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub008/sub008_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 195 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 187 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 197 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 127 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 392 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 187 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 187 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub009/sub009_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 150 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 128 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 146 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 89 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 296 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 128 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 128 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub010/sub010_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 169 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 174 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 168 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 115 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 337 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 174 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 174 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub011/sub011_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 164 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 171 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 171 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 113 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 335 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 171 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 171 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub012/sub012_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 183 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 169 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 189 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 116 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 372 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 169 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 169 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub013/sub013_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 168 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 184 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 175 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 120 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 343 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 184 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 184 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub014/sub014_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 169 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 176 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 169 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 116 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 338 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 176 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 176 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub015/sub015_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 104 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 84 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 101 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 60 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 205 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 84 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 84 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub016/sub016_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 124 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 110 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 129 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 77 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 253 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 110 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 110 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub017/sub017_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 148 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 127 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 151 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 89 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 299 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 127 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 127 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub018/sub018_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 213 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 196 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 222 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 135 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 435 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 196 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 196 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
Reading /tsi/doctorants/data_gramfort/dgw_faces_reproduce/MEG/sub019/sub019_highpass-NoneHz-ave.fif ...
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (famous)
        0 CTF compensation matrices available
        nave = 197 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled)
        0 CTF compensation matrices available
        nave = 213 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (unfamiliar)
        0 CTF compensation matrices available
        nave = 193 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (contrast)
        0 CTF compensation matrices available
        nave = 138 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces)
        0 CTF compensation matrices available
        nave = 390 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (faces_eq)
        0 CTF compensation matrices available
        nave = 213 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied
    Read a total of 1 projection items:
        Average EEG reference (1 x 70) active
    Found the data of interest:
        t =    -200.00 ...    2900.00 ms (scrambled_eq)
        0 CTF compensation matrices available
        nave = 213 - aspect type = 100
Projections have already been applied. Setting proj attribute to True.
No baseline correction applied

Evoked responses on EEG and MEG, see 07. Evoked data.

ch_type_kwargs = [dict(meg=False, eeg=True), dict(meg='grad'), dict(meg='mag')]
for ch_type_kwarg in ch_type_kwargs:
    for idx, evoked in enumerate(evokeds):
        for cond in range(3):
            picks = mne.pick_types(evoked[cond].info, **ch_type_kwarg)
            comm = evoked[cond].comment
            evoked[cond].plot_joint(picks=picks, ts_args={'ylim': ylim},
                                    title='Subject %s %s' % (idx + 1, comm),
                                    show=False)
plt.show()
  • ../../_images/sphx_glr_plot_compare_001.png
  • ../../_images/sphx_glr_plot_compare_002.png
  • ../../_images/sphx_glr_plot_compare_003.png
  • ../../_images/sphx_glr_plot_compare_004.png
  • ../../_images/sphx_glr_plot_compare_005.png
  • ../../_images/sphx_glr_plot_compare_006.png
  • ../../_images/sphx_glr_plot_compare_007.png
  • ../../_images/sphx_glr_plot_compare_008.png
  • ../../_images/sphx_glr_plot_compare_009.png
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  • ../../_images/sphx_glr_plot_compare_016.png
  • ../../_images/sphx_glr_plot_compare_017.png
  • ../../_images/sphx_glr_plot_compare_018.png
  • ../../_images/sphx_glr_plot_compare_019.png
  • ../../_images/sphx_glr_plot_compare_020.png
  • ../../_images/sphx_glr_plot_compare_021.png
  • ../../_images/sphx_glr_plot_compare_022.png
  • ../../_images/sphx_glr_plot_compare_023.png
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  • ../../_images/sphx_glr_plot_compare_025.png
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  • ../../_images/sphx_glr_plot_compare_030.png
  • ../../_images/sphx_glr_plot_compare_031.png
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  • ../../_images/sphx_glr_plot_compare_036.png
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  • ../../_images/sphx_glr_plot_compare_040.png
  • ../../_images/sphx_glr_plot_compare_041.png
  • ../../_images/sphx_glr_plot_compare_042.png
  • ../../_images/sphx_glr_plot_compare_043.png
  • ../../_images/sphx_glr_plot_compare_044.png
  • ../../_images/sphx_glr_plot_compare_045.png
  • ../../_images/sphx_glr_plot_compare_046.png
  • ../../_images/sphx_glr_plot_compare_047.png
  • ../../_images/sphx_glr_plot_compare_048.png
  • ../../_images/sphx_glr_plot_compare_049.png
  • ../../_images/sphx_glr_plot_compare_050.png
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  • ../../_images/sphx_glr_plot_compare_055.png
  • ../../_images/sphx_glr_plot_compare_056.png
  • ../../_images/sphx_glr_plot_compare_057.png
  • ../../_images/sphx_glr_plot_compare_058.png
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  • ../../_images/sphx_glr_plot_compare_060.png
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  • ../../_images/sphx_glr_plot_compare_080.png
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  • ../../_images/sphx_glr_plot_compare_082.png
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Topomaps

for ch_type in ['eeg', 'mag', 'grad']:
    for idx, evoked in enumerate(evokeds):
        for cond in range(3):
            comm = evoked[cond].comment
            evoked[cond].plot_topomap(ch_type=ch_type, times=times,
                                      title='Subject %s %s (%s)'
                                      % (idx + 1, comm, ch_type),
                                      show=False)
plt.show()
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Total running time of the script: ( 6 minutes 28.898 seconds)

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