Note
Click here to download the full example code
Select Electrodes and Resampling¶
Within paradigm, it is possible to restrict analysis only to a subset of electrodes and to resample to a specific sampling rate. There is also a utility function to select common electrodes shared between datasets. This tutorial demonstrates how to use this functionality.
# Authors: Sylvain Chevallier <sylvain.chevallier@uvsq.fr>
#
# License: BSD (3-clause)
import matplotlib.pyplot as plt
from mne.decoding import CSP
from pyriemann.estimation import Covariances
from pyriemann.tangentspace import TangentSpace
from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA
from sklearn.linear_model import LogisticRegression as LR
from sklearn.pipeline import make_pipeline
import moabb.analysis.plotting as moabb_plt
from moabb.datasets import BNCI2014001, Zhou2016
from moabb.datasets.utils import find_intersecting_channels
from moabb.evaluations import WithinSessionEvaluation
from moabb.paradigms import LeftRightImagery
Datasets¶
Load 2 subjects of BNCI 2014-004 and Zhou2016 datasets, with 2 sessions each
subj = [1, 2]
datasets = [Zhou2016(), BNCI2014001()]
for d in datasets:
d.subject_list = subj
Paradigm¶
Restrict further analysis to specified channels, here C3, C4, and Cz. Also, use a specific resampling. In this example, all datasets are set to 200 Hz.
paradigm = LeftRightImagery(channels=["C3", "C4", "Cz"], resample=200.0)
Evaluation¶
The evaluation is conducted on with CSP+LDA, only on the 3 electrodes, with a sampling rate of 200 Hz.
evaluation = WithinSessionEvaluation(paradigm=paradigm, datasets=datasets)
csp_lda = make_pipeline(CSP(n_components=2), LDA())
ts_lr = make_pipeline(
Covariances(estimator="oas"), TangentSpace(metric="riemann"), LR(C=1.0)
)
results = evaluation.process({"csp+lda": csp_lda, "ts+lr": ts_lr})
print(results.head())
Out:
Zhou 2016-WithinSession: 0%| | 0/2 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
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/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
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/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
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/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
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/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
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/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
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/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
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/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
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/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
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/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
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/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
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/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
Zhou 2016-WithinSession: 50%|##### | 1/2 [00:04<00:04, 4.28s/it]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
Zhou 2016-WithinSession: 100%|##########| 2/2 [00:07<00:00, 3.77s/it]
Zhou 2016-WithinSession: 100%|##########| 2/2 [00:07<00:00, 3.85s/it]
001-2014-WithinSession: 0%| | 0/2 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
001-2014-WithinSession: 50%|##### | 1/2 [00:03<00:03, 3.88s/it]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
001-2014-WithinSession: 100%|##########| 2/2 [00:07<00:00, 4.01s/it]
001-2014-WithinSession: 100%|##########| 2/2 [00:07<00:00, 3.99s/it]
score time samples ... n_sessions dataset pipeline
0 0.864286 0.024543 144.0 ... 2 001-2014 csp+lda
1 0.855918 0.020947 144.0 ... 2 001-2014 csp+lda
2 0.515918 0.025654 144.0 ... 2 001-2014 csp+lda
3 0.575238 0.022574 144.0 ... 2 001-2014 csp+lda
4 0.851136 0.023648 119.0 ... 3 Zhou 2016 csp+lda
[5 rows x 9 columns]
Electrode Selection¶
It is possible to select the electrodes that are shared by all datasets using the find_intersecting_channels function. Datasets that have 0 overlap with others are discarded. It returns the set of common channels, as well as the list of datasets with valid channels.
electrodes, datasets = find_intersecting_channels(datasets)
evaluation = WithinSessionEvaluation(
paradigm=paradigm, datasets=datasets, overwrite=True, suffix="resample"
)
results = evaluation.process({"csp+lda": csp_lda, "ts+lr": ts_lr})
print(results.head())
Out:
Searching dataset: Zhou2016
Searching dataset: BNCI2014001
Zhou 2016-WithinSession: 0%| | 0/2 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
Zhou 2016-WithinSession: 50%|##### | 1/2 [00:04<00:04, 4.30s/it]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
Zhou 2016-WithinSession: 100%|##########| 2/2 [00:07<00:00, 3.74s/it]
Zhou 2016-WithinSession: 100%|##########| 2/2 [00:07<00:00, 3.82s/it]
001-2014-WithinSession: 0%| | 0/2 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
001-2014-WithinSession: 50%|##### | 1/2 [00:03<00:03, 3.92s/it]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/mne/utils/check.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
LooseVersion(library.__version__) < LooseVersion(min_version):
001-2014-WithinSession: 100%|##########| 2/2 [00:07<00:00, 3.93s/it]
001-2014-WithinSession: 100%|##########| 2/2 [00:07<00:00, 3.93s/it]
score time samples ... n_sessions dataset pipeline
0 0.869456 0.022494 144.0 ... 2 001-2014 csp+lda
1 0.863878 0.021382 144.0 ... 2 001-2014 csp+lda
2 0.523401 0.021672 144.0 ... 2 001-2014 csp+lda
3 0.485714 0.024289 144.0 ... 2 001-2014 csp+lda
4 0.839773 0.021632 119.0 ... 3 Zhou 2016 csp+lda
[5 rows x 9 columns]
Plot Results¶
Compare the obtained results with the two pipelines, CSP+LDA and logistic regression computed in the tangent space of the covariance matrices.
Total running time of the script: ( 0 minutes 36.246 seconds)