Note

Click here to download the full example code

Apply DOC-Forest recipe to single subject BCI data

Here we use the resting state DOC-Forest [1] recipe to analyze BCI data. Compared to the original reference, 2 major modifications are done.

  1. For simplicity, we only compute 1 feature per marker, not 4
  2. For speed, we use 200 trees, not 2000.

Compared to the common spatial patterns example form the MNE website, the result is not particularly impressive. This is because a global statistic like the mean or the standard deviation are a good abstraction for severly brain injured patients but not for different conditions in a BCI experiment conducted with healthy participants.

References

[1]Engemann D.A.*, Raimondo F.*, King JR., Rohaut B., Louppe G., Faugeras F., Annen J., Cassol H., Gosseries O., Fernandez-Slezak D., Laureys S., Naccache L., Dehaene S. and Sitt J.D. (2018). Robust EEG-based cross-site and cross-protocol classification of states of consciousness. Brain. doi:10.1093/brain/awy251
 
# Authors: Denis A. Engemann <denis.engemann@gmail.com>
#          Federico Raimondo <federaimondo@gmail.com>

import numpy as np
import mne

from mne.io import concatenate_raws, read_raw_edf
from mne.datasets import eegbci

from sklearn.preprocessing import RobustScaler
from sklearn.model_selection import cross_val_score, GroupShuffleSplit
from sklearn.ensemble import ExtraTreesClassifier
from sklearn.pipeline import make_pipeline

import matplotlib.pyplot as plt

from nice import Markers
from nice.markers import (PowerSpectralDensity,
                          KolmogorovComplexity,
                          PermutationEntropy,
                          SymbolicMutualInformation,
                          PowerSpectralDensitySummary,
                          PowerSpectralDensityEstimator)

# avoid classification of evoked responses by using epochs that start 1s after
# cue onset.
tmin, tmax = 0, 2
event_id = dict(hands=2, feet=3)
subject = 1
runs = [6, 10, 14]  # motor imagery: hands vs feet

raw_fnames = eegbci.load_data(subject, runs)
raw_files = [read_raw_edf(f, preload=True, stim_channel='auto') for f in
             raw_fnames]
raw = concatenate_raws(raw_files)
raw.filter(1, 45)

mne.set_eeg_reference(raw, copy=False)

# strip channel names of "." characters
raw.rename_channels(lambda x: x.strip('.'))

events = mne.find_events(raw, shortest_event=0, stim_channel='STI 014')

picks = mne.pick_types(raw.info, meg=False, eeg=True, stim=False, eog=False,
                       exclude='bads')

# Read epochs (train will be done only between 1 and 2s)
# Testing will be done with a running classifier
epochs = mne.Epochs(
    raw, events, event_id, tmin, tmax, proj=True, picks=picks,
    baseline=None, preload=True)

psds_params = dict(n_fft=4096, n_overlap=100, n_jobs='auto', nperseg=128)

Out:

Extracting EDF parameters from /Users/dengeman/mne_data/MNE-eegbci-data/physiobank/database/eegmmidb/S001/S001R06.edf...
EDF file detected
EDF annotations detected (consider using raw.find_edf_events() to extract them)
Setting channel info structure...
Creating raw.info structure...
Reading 0 ... 19999  =      0.000 ...   124.994 secs...
Used Annotations descriptions: ['T0', 'T2', 'T1']
Extracting EDF parameters from /Users/dengeman/mne_data/MNE-eegbci-data/physiobank/database/eegmmidb/S001/S001R10.edf...
EDF file detected
EDF annotations detected (consider using raw.find_edf_events() to extract them)
Setting channel info structure...
Creating raw.info structure...
Reading 0 ... 19999  =      0.000 ...   124.994 secs...
Used Annotations descriptions: ['T0', 'T1', 'T2']
Extracting EDF parameters from /Users/dengeman/mne_data/MNE-eegbci-data/physiobank/database/eegmmidb/S001/S001R14.edf...
EDF file detected
EDF annotations detected (consider using raw.find_edf_events() to extract them)
Setting channel info structure...
Creating raw.info structure...
Reading 0 ... 19999  =      0.000 ...   124.994 secs...
Used Annotations descriptions: ['T0', 'T2', 'T1']
Setting up band-pass filter from 1 - 45 Hz
l_trans_bandwidth chosen to be 1.0 Hz
h_trans_bandwidth chosen to be 11.2 Hz
Filter length of 529 samples (3.306 sec) selected
Setting up band-pass filter from 1 - 45 Hz
l_trans_bandwidth chosen to be 1.0 Hz
h_trans_bandwidth chosen to be 11.2 Hz
Filter length of 529 samples (3.306 sec) selected
Setting up band-pass filter from 1 - 45 Hz
l_trans_bandwidth chosen to be 1.0 Hz
h_trans_bandwidth chosen to be 11.2 Hz
Filter length of 529 samples (3.306 sec) selected
Applying average reference.
Applying a custom EEG reference.
Trigger channel has a non-zero initial value of 1 (consider using initial_event=True to detect this event)
Removing orphaned offset at the beginning of the file.
71 events found
Event IDs: [1 2 3]
45 matching events found
No baseline correction applied
Not setting metadata
0 projection items activated
Loading data for 45 events and 321 original time points ...
0 bad epochs dropped

Prepare markers

backend = 'python'  # This gives maximum compatibility across platforms.
# For improved speed, checkout the optimization options using C extensions.

# We define one base estimator to avoid recomputation when looking up markers.
base_psd = PowerSpectralDensityEstimator(
    psd_method='welch', tmin=None, tmax=None, fmin=1., fmax=45.,
    psd_params=psds_params, comment='default')


# Here are the resting-state compatible markers we considered in the paper.

markers = Markers([
    PowerSpectralDensity(estimator=base_psd, fmin=1., fmax=4.,
                         normalize=False, comment='delta'),
    PowerSpectralDensity(estimator=base_psd, fmin=1., fmax=4.,
                         normalize=True, comment='deltan'),
    PowerSpectralDensity(estimator=base_psd, fmin=4., fmax=8.,
                         normalize=False, comment='theta'),
    PowerSpectralDensity(estimator=base_psd, fmin=4., fmax=8.,
                         normalize=True, comment='thetan'),
    PowerSpectralDensity(estimator=base_psd, fmin=8., fmax=12.,
                         normalize=False, comment='alpha'),
    PowerSpectralDensity(estimator=base_psd, fmin=8., fmax=12.,
                         normalize=True, comment='alphan'),
    PowerSpectralDensity(estimator=base_psd, fmin=12., fmax=30.,
                         normalize=False, comment='beta'),
    PowerSpectralDensity(estimator=base_psd, fmin=12., fmax=30.,
                         normalize=True, comment='betan'),
    PowerSpectralDensity(estimator=base_psd, fmin=30., fmax=45.,
                         normalize=False, comment='gamma'),
    PowerSpectralDensity(estimator=base_psd, fmin=30., fmax=45.,
                         normalize=True, comment='gamman'),
    PowerSpectralDensity(estimator=base_psd, fmin=1., fmax=45.,
                         normalize=False, comment='summary_se'),
    PowerSpectralDensitySummary(estimator=base_psd, fmin=1., fmax=45.,
                                percentile=.5, comment='summary_msf'),
    PowerSpectralDensitySummary(estimator=base_psd, fmin=1., fmax=45.,
                                percentile=.9, comment='summary_sef90'),
    PowerSpectralDensitySummary(estimator=base_psd, fmin=1., fmax=45.,
                                percentile=.95, comment='summary_sef95'),
    PermutationEntropy(tmin=None, tmax=0.6, backend=backend),
    # csd needs to be skipped
    SymbolicMutualInformation(
        tmin=None, tmax=0.6, method='weighted', backend=backend,
        method_params={'nthreads': 'auto', 'bypass_csd': True},
        comment='weighted'),

    KolmogorovComplexity(tmin=None, tmax=0.6, backend=backend,
                         method_params={'nthreads': 'auto'}),
])

Prepare reductions. Keep in mind that this is BCI, we have some localized effects. Therefore we will consider the standard deviation acros channels. Contraty to the paper, this is a single subject analysis. We therefore do not pefrorm a full reduction but only compute one statistic per marker and per epoch. In the paper, instead, we computed summaries over epochs and sensosrs, yielding one value per marker per EEG recoding.

epochs_fun = np.mean
channels_fun = np.std
reduction_params = {
    'PowerSpectralDensity': {
        'reduction_func': [
            {'axis': 'frequency', 'function': np.sum},
            {'axis': 'epochs', 'function': epochs_fun},
            {'axis': 'channels', 'function': channels_fun}]
    },
    'PowerSpectralDensitySummary': {
        'reduction_func': [
            {'axis': 'epochs', 'function': epochs_fun},
            {'axis': 'channels', 'function': channels_fun}]
    },
    'SymbolicMutualInformation': {
        'reduction_func': [
            {'axis': 'epochs', 'function': epochs_fun},
            {'axis': 'channels', 'function': channels_fun},
            {'axis': 'channels_y', 'function': channels_fun}]
    },
    'PermutationEntropy': {
        'reduction_func': [
            {'axis': 'epochs', 'function': epochs_fun},
            {'axis': 'channels', 'function': channels_fun}]
    },
    'KolmogorovComplexity': {
        'reduction_func': [
            {'axis': 'epochs', 'function': epochs_fun},
            {'axis': 'channels', 'function': channels_fun}]
    }
}

X = np.empty((len(epochs), len(markers)))
for ii in range(len(epochs)):
    markers.fit(epochs[ii])
    X[ii, :] = markers.reduce_to_scalar(marker_params=reduction_params)
    # XXX hide this inside code
    for marker in markers.values():
        delattr(marker, 'data_')
    delattr(base_psd, 'data_')

y = epochs.events[:, 2] - 2

Out:

Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006327152252197266 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006224155426025391 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006200075149536133 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.005933046340942383 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006819009780883789 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.007508993148803711 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006106853485107422 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.007560014724731445 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006006002426147461 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006104946136474609 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006037235260009766 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006891012191772461 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006190061569213867 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006645917892456055 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.005964994430541992 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.00590205192565918 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006412029266357422 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006489992141723633 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006025075912475586 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006042003631591797 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006777048110961914 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006400108337402344 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.00613713264465332 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006067991256713867 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.005914926528930664 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.0064046382904052734 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006426095962524414 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006092071533203125 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006269931793212891 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.007688045501708984 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006402015686035156 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.0059130191802978516 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.007200956344604492 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006131887435913086 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006292819976806641 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006123065948486328 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006599903106689453 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.006311893463134766 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
Fitting nice/marker/PowerSpectralDensity/gamma
Fitting nice/marker/PowerSpectralDensity/gamman
Fitting nice/marker/PowerSpectralDensity/summary_se
Fitting nice/marker/PowerSpectralDensitySummary/summary_msf
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef90
Fitting nice/marker/PowerSpectralDensitySummary/summary_sef95
Fitting nice/marker/PermutationEntropy/default
Filtering  at 6.67 Hz
Performing symbolic transformation
Fitting nice/marker/SymbolicMutualInformation/weighted
Autodetected number of jobs 2
Bypassing CSD
Filtering  at 6.67 Hz
Performing symbolic transformation
Running wsmi with python...
Fitting nice/marker/KolmogorovComplexity/default
Running KolmogorovComplexity
Elapsed time 0.0068302154541015625 sec
Reducing to scalars
Reducing nice/marker/PowerSpectralDensity/delta
Reduction order for nice/marker/PowerSpectralDensity/delta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/deltan
Reduction order for nice/marker/PowerSpectralDensity/deltan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/theta
Reduction order for nice/marker/PowerSpectralDensity/theta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/thetan
Reduction order for nice/marker/PowerSpectralDensity/thetan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alpha
Reduction order for nice/marker/PowerSpectralDensity/alpha: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/alphan
Reduction order for nice/marker/PowerSpectralDensity/alphan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/beta
Reduction order for nice/marker/PowerSpectralDensity/beta: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/betan
Reduction order for nice/marker/PowerSpectralDensity/betan: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamma
Reduction order for nice/marker/PowerSpectralDensity/gamma: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/gamman
Reduction order for nice/marker/PowerSpectralDensity/gamman: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensity/summary_se
Reduction order for nice/marker/PowerSpectralDensity/summary_se: ['frequency', 'epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_msf
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_msf: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef90
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef90: ['epochs', 'channels']
Reducing nice/marker/PowerSpectralDensitySummary/summary_sef95
Reduction order for nice/marker/PowerSpectralDensitySummary/summary_sef95: ['epochs', 'channels']
Reducing nice/marker/PermutationEntropy/default
Reduction order for nice/marker/PermutationEntropy/default: ['epochs', 'channels']
Reducing nice/marker/SymbolicMutualInformation/weighted
Reduction order for nice/marker/SymbolicMutualInformation/weighted: ['epochs', 'channels', 'channels_y']
Reducing nice/marker/KolmogorovComplexity/default
Reduction order for nice/marker/KolmogorovComplexity/default: ['epochs', 'channels']
Fitting nice/marker/PowerSpectralDensity/delta
Autodetected number of jobs 8
Effective window size : 25.600 (s)
Fitting nice/marker/PowerSpectralDensity/deltan
Fitting nice/marker/PowerSpectralDensity/theta
Fitting nice/marker/PowerSpectralDensity/thetan
Fitting nice/marker/PowerSpectralDensity/alpha
Fitting nice/marker/PowerSpectralDensity/alphan
Fitting nice/marker/PowerSpectralDensity/beta
Fitting nice/marker/PowerSpectralDensity/betan
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Original DOC-Forest recipe

# NOTE: It was 2000 in the paper. Bnut we want to save time.
n_estimators = 200
doc_forest = make_pipeline(
    RobustScaler(),
    ExtraTreesClassifier(
        n_estimators=n_estimators, max_features=1, criterion='entropy',
        max_depth=4, random_state=42, class_weight='balanced'))

cv = GroupShuffleSplit(n_splits=50, train_size=0.8, test_size=0.2,
                       random_state=42)

aucs = cross_val_score(
    X=X, y=y, estimator=doc_forest,
    scoring='roc_auc', cv=cv, groups=np.arange(len(epochs)))

Inspect variable importances We will use, for convenience, the in-sample fit. In the paper we sometimes looked at the distributions across CV-folds.

doc_forest.fit(X, y)
variable_importance = doc_forest.steps[-1][-1].feature_importances_
sorter = variable_importance.argsort()

# shorten the names a bit.
var_names = list(markers.keys())
var_names = [var_names[ii].lstrip('nice/marker/') for ii in sorter]

# let's plot it
plt.figure(figsize=(8, 6))
plt.scatter(
    doc_forest.steps[-1][-1].feature_importances_[sorter],
    np.arange(17))
plt.yticks(np.arange(17), var_names)
plt.subplots_adjust(left=.46)
plt.title('AUC={:0.3f}'.format(np.mean(aucs)))
plt.show()
../_images/sphx_glr_plot_resting_state_features_001.png

Total running time of the script: ( 0 minutes 33.522 seconds)

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