Note
Click here to download the full example code
Hinss2021 classification example#
This example shows how to use the Hinss2021 dataset with the resting state paradigm.
In this example, we aim to determine the most effective channel selection strategy
for the moabb.datasets.Hinss2021 dataset.
The pipelines under consideration are:
Xdawn
Electrode selection based on time epochs data
Electrode selection based on covariance matrices
# License: BSD (3-clause)
import warnings
import numpy as np
import seaborn as sns
from matplotlib import pyplot as plt
from pyriemann.channelselection import ElectrodeSelection
from pyriemann.estimation import Covariances
from pyriemann.spatialfilters import Xdawn
from pyriemann.tangentspace import TangentSpace
from sklearn.base import TransformerMixin
from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA
from sklearn.pipeline import make_pipeline
from moabb import set_log_level
from moabb.datasets import Hinss2021
from moabb.evaluations import CrossSessionEvaluation
from moabb.paradigms import RestingStateToP300Adapter
# Suppressing future and runtime warnings for cleaner output
warnings.simplefilter(action="ignore", category=FutureWarning)
warnings.simplefilter(action="ignore", category=RuntimeWarning)
set_log_level("info")
Create util transformer#
Let’s create a scikit transformer mixin, that will select electrodes based on the covariance information
class EpochSelectChannel(TransformerMixin):
"""Select channels based on covariance information."""
def __init__(self, n_chan, cov_est):
self._chs_idx = None
self.n_chan = n_chan
self.cov_est = cov_est
def fit(self, X, _y=None):
# Get the covariances of the channels for each epoch.
covs = Covariances(estimator=self.cov_est).fit_transform(X)
# Get the average covariance between the channels
m = np.mean(covs, axis=0)
n_feats, _ = m.shape
# Select the `n_chan` channels having the maximum covariances.
all_max = []
for i in range(n_feats):
for j in range(n_feats):
if len(all_max) <= self.n_chan:
all_max.append(m[i, j])
else:
if m[i, j] > max(all_max):
all_max[np.argmin(all_max)] = m[i, j]
indices = []
for v in all_max:
indices.extend(np.argwhere(m == v).flatten())
# We will keep only these channels for the transform step.
indices = np.unique(indices)
self._chs_idx = indices
return self
def transform(self, X):
return X[:, self._chs_idx, :]
Initialization Process#
Define the experimental paradigm object (RestingState)
Load the datasets
Select a subset of subjects and specific events for analysis
# Here we define the mne events for the RestingState paradigm.
events = dict(easy=2, diff=3)
# The paradigm is adapted to the P300 paradigm.
paradigm = RestingStateToP300Adapter(events=events, tmin=0, tmax=0.5)
# We define a list with the dataset to use
datasets = [Hinss2021()]
# To reduce the computation time in the example, we will only use the
# first two subjects.
n__subjects = 2
title = "Datasets: "
for dataset in datasets:
title = title + " " + dataset.code
dataset.subject_list = dataset.subject_list[:n__subjects]
Create Pipelines#
Pipelines must be a dict of scikit-learning pipeline transformer.
pipelines = {}
pipelines["Xdawn+Cov+TS+LDA"] = make_pipeline(
Xdawn(nfilter=4), Covariances(estimator="lwf"), TangentSpace(), LDA()
)
pipelines["Cov+ElSel+TS+LDA"] = make_pipeline(
Covariances(estimator="lwf"), ElectrodeSelection(nelec=8), TangentSpace(), LDA()
)
# Pay attention here that the channel selection took place before computing the covariances:
# It is done on time epochs.
pipelines["ElSel+Cov+TS+LDA"] = make_pipeline(
EpochSelectChannel(n_chan=8, cov_est="lwf"),
Covariances(estimator="lwf"),
TangentSpace(),
LDA(),
)
Run evaluation#
Compare the pipeline using a cross session evaluation.
# Here should be cross-session
evaluation = CrossSessionEvaluation(
paradigm=paradigm,
datasets=datasets,
overwrite=False,
)
results = evaluation.process(pipelines)
2024-10-24 08:51:29,775 INFO MainThread moabb.evaluations.base Processing dataset: Hinss2021
Hinss2021-CrossSession: 0%| | 0/2 [00:00<?, ?it/s]MNE_DATA is not already configured. It will be set to default location in the home directory - /home/runner/mne_data
All datasets will be downloaded to this location, if anything is already downloaded, please move manually to this location
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/urllib3/connectionpool.py:1064: InsecureRequestWarning: Unverified HTTPS request is being made to host 'zenodo.org'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings
warnings.warn(
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/urllib3/connectionpool.py:1064: InsecureRequestWarning: Unverified HTTPS request is being made to host 'zenodo.org'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings
warnings.warn(
0%| | 0.00/181M [00:00<?, ?B/s]
0%| | 14.3k/181M [00:00<28:11, 107kB/s]
0%| | 45.1k/181M [00:00<15:30, 195kB/s]
0%| | 101k/181M [00:00<09:18, 324kB/s]
0%| | 159k/181M [00:00<07:43, 390kB/s]
0%| | 261k/181M [00:00<05:19, 566kB/s]
0%| | 345k/181M [00:00<04:51, 619kB/s]
0%| | 434k/181M [00:00<04:30, 668kB/s]
0%| | 516k/181M [00:00<04:25, 679kB/s]
0%|▏ | 598k/181M [00:01<04:22, 688kB/s]
0%|▏ | 680k/181M [00:01<04:19, 694kB/s]
0%|▏ | 762k/181M [00:01<04:18, 696kB/s]
0%|▏ | 843k/181M [00:01<04:18, 697kB/s]
1%|▏ | 941k/181M [00:01<04:02, 742kB/s]
1%|▏ | 1.09M/181M [00:01<03:19, 901kB/s]
1%|▎ | 1.24M/181M [00:01<02:58, 1.01MB/s]
1%|▎ | 1.34M/181M [00:01<03:06, 965kB/s]
1%|▎ | 1.51M/181M [00:01<02:38, 1.13MB/s]
1%|▎ | 1.63M/181M [00:02<02:45, 1.09MB/s]
1%|▎ | 1.74M/181M [00:02<02:52, 1.04MB/s]
1%|▍ | 1.84M/181M [00:02<02:59, 998kB/s]
1%|▍ | 1.94M/181M [00:02<03:06, 959kB/s]
1%|▍ | 2.17M/181M [00:02<02:22, 1.25MB/s]
1%|▍ | 2.29M/181M [00:02<02:29, 1.20MB/s]
1%|▌ | 2.41M/181M [00:02<02:35, 1.15MB/s]
1%|▌ | 2.53M/181M [00:02<02:41, 1.10MB/s]
1%|▌ | 2.64M/181M [00:03<02:48, 1.06MB/s]
2%|▌ | 2.76M/181M [00:03<02:51, 1.04MB/s]
2%|▌ | 2.89M/181M [00:03<02:47, 1.07MB/s]
2%|▋ | 3.00M/181M [00:03<02:51, 1.04MB/s]
2%|▋ | 3.20M/181M [00:03<02:23, 1.24MB/s]
2%|▋ | 3.32M/181M [00:03<02:30, 1.18MB/s]
2%|▋ | 3.44M/181M [00:03<02:36, 1.13MB/s]
2%|▊ | 3.57M/181M [00:03<02:36, 1.14MB/s]
2%|▊ | 3.69M/181M [00:03<02:42, 1.09MB/s]
2%|▊ | 3.80M/181M [00:04<02:49, 1.05MB/s]
2%|▊ | 3.90M/181M [00:04<02:56, 1.00MB/s]
2%|▊ | 4.06M/181M [00:04<02:38, 1.12MB/s]
2%|▉ | 4.18M/181M [00:04<02:44, 1.07MB/s]
2%|▉ | 4.28M/181M [00:04<02:51, 1.03MB/s]
2%|▉ | 4.39M/181M [00:04<02:59, 986kB/s]
2%|▉ | 4.51M/181M [00:04<02:56, 998kB/s]
3%|▉ | 4.64M/181M [00:04<02:50, 1.03MB/s]
3%|█ | 4.77M/181M [00:05<02:46, 1.06MB/s]
3%|█ | 4.87M/181M [00:05<02:53, 1.02MB/s]
3%|█ | 4.98M/181M [00:05<03:00, 976kB/s]
3%|█ | 5.14M/181M [00:05<02:37, 1.12MB/s]
3%|█▏ | 5.42M/181M [00:05<01:57, 1.50MB/s]
3%|█▏ | 5.57M/181M [00:05<02:02, 1.43MB/s]
3%|█▏ | 5.78M/181M [00:05<01:53, 1.55MB/s]
3%|█▏ | 5.95M/181M [00:05<01:56, 1.50MB/s]
3%|█▎ | 6.11M/181M [00:05<01:58, 1.47MB/s]
3%|█▎ | 6.26M/181M [00:06<02:04, 1.41MB/s]
4%|█▎ | 6.40M/181M [00:06<02:09, 1.35MB/s]
4%|█▎ | 6.53M/181M [00:06<02:14, 1.30MB/s]
4%|█▍ | 6.71M/181M [00:06<02:06, 1.38MB/s]
4%|█▍ | 6.89M/181M [00:06<02:01, 1.43MB/s]
4%|█▍ | 7.04M/181M [00:06<02:08, 1.36MB/s]
4%|█▌ | 7.17M/181M [00:06<02:12, 1.31MB/s]
4%|█▌ | 7.30M/181M [00:06<02:18, 1.25MB/s]
4%|█▌ | 7.43M/181M [00:06<02:24, 1.20MB/s]
4%|█▋ | 7.79M/181M [00:07<01:37, 1.78MB/s]
4%|█▋ | 7.97M/181M [00:07<01:41, 1.70MB/s]
4%|█▋ | 8.14M/181M [00:07<02:17, 1.26MB/s]
5%|█▋ | 8.28M/181M [00:07<02:18, 1.25MB/s]
5%|█▊ | 8.42M/181M [00:07<02:20, 1.23MB/s]
5%|█▊ | 8.56M/181M [00:07<02:20, 1.23MB/s]
5%|█▊ | 8.69M/181M [00:07<02:23, 1.20MB/s]
5%|█▊ | 8.82M/181M [00:08<02:26, 1.18MB/s]
5%|█▉ | 8.95M/181M [00:08<02:28, 1.16MB/s]
5%|█▉ | 9.08M/181M [00:08<02:29, 1.15MB/s]
5%|█▉ | 9.25M/181M [00:08<02:20, 1.22MB/s]
5%|█▉ | 9.37M/181M [00:08<02:25, 1.18MB/s]
5%|█▉ | 9.49M/181M [00:08<02:31, 1.13MB/s]
5%|██ | 9.62M/181M [00:08<02:30, 1.14MB/s]
5%|██ | 9.74M/181M [00:08<02:36, 1.09MB/s]
5%|██ | 9.95M/181M [00:08<02:10, 1.31MB/s]
6%|██ | 10.1M/181M [00:09<02:16, 1.26MB/s]
6%|██▏ | 10.2M/181M [00:09<02:21, 1.21MB/s]
6%|██▏ | 10.4M/181M [00:09<02:13, 1.28MB/s]
6%|██▏ | 10.5M/181M [00:09<02:13, 1.27MB/s]
6%|██▏ | 10.7M/181M [00:09<02:19, 1.22MB/s]
6%|██▎ | 10.8M/181M [00:09<02:21, 1.20MB/s]
6%|██▎ | 11.0M/181M [00:09<01:55, 1.47MB/s]
6%|██▎ | 11.2M/181M [00:09<02:00, 1.41MB/s]
6%|██▍ | 11.3M/181M [00:10<02:05, 1.35MB/s]
6%|██▍ | 11.5M/181M [00:10<01:52, 1.51MB/s]
6%|██▍ | 11.7M/181M [00:10<01:51, 1.52MB/s]
7%|██▌ | 12.0M/181M [00:10<01:28, 1.90MB/s]
7%|██▌ | 12.2M/181M [00:10<01:32, 1.82MB/s]
7%|██▌ | 12.4M/181M [00:10<02:05, 1.34MB/s]
7%|██▋ | 12.6M/181M [00:10<02:06, 1.33MB/s]
7%|██▋ | 12.7M/181M [00:10<02:08, 1.31MB/s]
7%|██▋ | 12.9M/181M [00:11<02:11, 1.28MB/s]
7%|██▋ | 13.0M/181M [00:11<02:14, 1.25MB/s]
7%|██▊ | 13.2M/181M [00:11<02:08, 1.30MB/s]
7%|██▊ | 13.4M/181M [00:11<01:59, 1.40MB/s]
7%|██▊ | 13.5M/181M [00:11<01:59, 1.40MB/s]
8%|██▉ | 13.9M/181M [00:11<01:28, 1.90MB/s]
8%|██▉ | 14.1M/181M [00:11<01:31, 1.82MB/s]
8%|██▉ | 14.3M/181M [00:11<01:35, 1.74MB/s]
8%|███ | 14.4M/181M [00:12<01:39, 1.67MB/s]
8%|███ | 14.6M/181M [00:12<01:43, 1.61MB/s]
8%|███ | 14.8M/181M [00:12<01:47, 1.54MB/s]
8%|███▏ | 14.9M/181M [00:12<01:52, 1.48MB/s]
8%|███▏ | 15.1M/181M [00:12<01:57, 1.42MB/s]
8%|███▏ | 15.2M/181M [00:12<02:01, 1.36MB/s]
9%|███▏ | 15.4M/181M [00:12<01:44, 1.59MB/s]
9%|███▎ | 15.8M/181M [00:12<01:24, 1.95MB/s]
9%|███▎ | 16.0M/181M [00:12<01:28, 1.86MB/s]
9%|███▍ | 16.2M/181M [00:13<01:28, 1.86MB/s]
9%|███▍ | 16.4M/181M [00:13<01:32, 1.77MB/s]
9%|███▍ | 16.6M/181M [00:13<01:28, 1.86MB/s]
9%|███▌ | 16.8M/181M [00:13<01:32, 1.78MB/s]
9%|███▌ | 17.0M/181M [00:13<01:36, 1.71MB/s]
9%|███▌ | 17.1M/181M [00:13<01:40, 1.63MB/s]
10%|███▋ | 17.3M/181M [00:13<02:15, 1.21MB/s]
10%|███▋ | 17.5M/181M [00:13<02:13, 1.23MB/s]
10%|███▋ | 17.7M/181M [00:14<01:58, 1.38MB/s]
10%|███▋ | 17.8M/181M [00:14<02:00, 1.35MB/s]
10%|███▊ | 18.0M/181M [00:14<02:03, 1.32MB/s]
10%|███▊ | 18.1M/181M [00:14<02:07, 1.27MB/s]
10%|███▊ | 18.2M/181M [00:14<02:12, 1.23MB/s]
10%|███▊ | 18.4M/181M [00:14<02:16, 1.19MB/s]
10%|███▉ | 18.6M/181M [00:14<01:53, 1.43MB/s]
10%|███▉ | 18.7M/181M [00:14<01:54, 1.42MB/s]
10%|███▉ | 18.9M/181M [00:15<01:59, 1.36MB/s]
11%|████ | 19.1M/181M [00:15<01:44, 1.55MB/s]
11%|████ | 19.3M/181M [00:15<01:41, 1.59MB/s]
11%|████ | 19.6M/181M [00:15<01:32, 1.74MB/s]
11%|████▏ | 19.7M/181M [00:15<02:05, 1.28MB/s]
11%|████▏ | 20.2M/181M [00:15<01:25, 1.88MB/s]
11%|████▎ | 20.4M/181M [00:15<01:26, 1.86MB/s]
11%|████▎ | 20.6M/181M [00:16<01:51, 1.44MB/s]
11%|████▎ | 20.8M/181M [00:16<01:51, 1.44MB/s]
12%|████▍ | 20.9M/181M [00:16<01:52, 1.43MB/s]
12%|████▍ | 21.1M/181M [00:16<01:53, 1.40MB/s]
12%|████▍ | 21.2M/181M [00:16<01:56, 1.37MB/s]
12%|████▍ | 21.4M/181M [00:16<02:33, 1.04MB/s]
12%|████▌ | 21.5M/181M [00:16<02:29, 1.06MB/s]
12%|████▌ | 21.8M/181M [00:17<01:56, 1.37MB/s]
12%|████▌ | 21.9M/181M [00:17<01:58, 1.34MB/s]
12%|████▋ | 22.1M/181M [00:17<02:01, 1.31MB/s]
12%|████▋ | 22.2M/181M [00:17<02:04, 1.28MB/s]
12%|████▋ | 22.3M/181M [00:17<02:08, 1.23MB/s]
12%|████▋ | 22.4M/181M [00:17<02:12, 1.20MB/s]
12%|████▋ | 22.6M/181M [00:17<02:02, 1.29MB/s]
13%|████▊ | 23.0M/181M [00:17<01:24, 1.87MB/s]
13%|████▉ | 23.4M/181M [00:17<01:05, 2.39MB/s]
13%|████▉ | 23.7M/181M [00:18<01:08, 2.31MB/s]
13%|█████ | 23.9M/181M [00:18<01:32, 1.71MB/s]
13%|█████ | 24.1M/181M [00:18<01:55, 1.36MB/s]
13%|█████ | 24.3M/181M [00:18<01:55, 1.36MB/s]
13%|█████ | 24.4M/181M [00:18<01:55, 1.35MB/s]
14%|█████▏ | 24.7M/181M [00:18<01:41, 1.54MB/s]
14%|█████▏ | 24.9M/181M [00:18<01:30, 1.73MB/s]
14%|█████▎ | 25.1M/181M [00:19<01:31, 1.71MB/s]
14%|█████▎ | 25.3M/181M [00:19<01:33, 1.66MB/s]
14%|█████▎ | 25.5M/181M [00:19<02:04, 1.25MB/s]
14%|█████▎ | 25.6M/181M [00:19<02:35, 1.00MB/s]
14%|█████▍ | 25.8M/181M [00:19<02:18, 1.12MB/s]
14%|█████▍ | 26.0M/181M [00:19<02:06, 1.22MB/s]
15%|█████▌ | 26.3M/181M [00:20<01:39, 1.55MB/s]
15%|█████▌ | 26.4M/181M [00:20<01:40, 1.54MB/s]
15%|█████▌ | 26.7M/181M [00:20<01:31, 1.69MB/s]
15%|█████▋ | 26.9M/181M [00:20<01:59, 1.29MB/s]
15%|█████▋ | 27.0M/181M [00:20<01:56, 1.32MB/s]
15%|█████▋ | 27.2M/181M [00:20<01:49, 1.41MB/s]
15%|█████▋ | 27.4M/181M [00:20<01:50, 1.39MB/s]
15%|█████▊ | 27.5M/181M [00:21<02:24, 1.06MB/s]
15%|█████▊ | 27.6M/181M [00:21<02:24, 1.06MB/s]
15%|█████▉ | 27.8M/181M [00:21<03:03, 837kB/s]
15%|██████ | 27.9M/181M [00:21<03:03, 837kB/s]
15%|██████ | 28.0M/181M [00:21<02:47, 914kB/s]
16%|█████▉ | 28.3M/181M [00:21<02:01, 1.26MB/s]
16%|█████▉ | 28.5M/181M [00:21<01:42, 1.48MB/s]
16%|██████ | 28.7M/181M [00:22<01:45, 1.45MB/s]
16%|██████ | 28.8M/181M [00:22<01:48, 1.41MB/s]
16%|██████ | 29.0M/181M [00:22<02:23, 1.06MB/s]
16%|██████ | 29.1M/181M [00:22<02:16, 1.11MB/s]
16%|██████▏ | 29.2M/181M [00:22<02:18, 1.10MB/s]
16%|██████▏ | 29.4M/181M [00:22<02:10, 1.16MB/s]
16%|██████▏ | 29.5M/181M [00:22<02:11, 1.15MB/s]
16%|██████▏ | 29.7M/181M [00:22<01:52, 1.34MB/s]
16%|██████▎ | 29.9M/181M [00:23<01:54, 1.32MB/s]
17%|██████▎ | 30.0M/181M [00:23<01:58, 1.27MB/s]
17%|██████▎ | 30.1M/181M [00:23<01:59, 1.26MB/s]
17%|██████▍ | 30.4M/181M [00:23<01:37, 1.55MB/s]
17%|██████▍ | 30.6M/181M [00:23<01:39, 1.51MB/s]
17%|██████▍ | 30.7M/181M [00:23<01:41, 1.48MB/s]
17%|██████▍ | 30.9M/181M [00:23<01:46, 1.42MB/s]
17%|██████▌ | 31.0M/181M [00:23<01:50, 1.36MB/s]
17%|██████▌ | 31.2M/181M [00:23<01:55, 1.30MB/s]
17%|██████▌ | 31.3M/181M [00:24<01:59, 1.25MB/s]
17%|██████▌ | 31.4M/181M [00:24<02:04, 1.20MB/s]
17%|██████▌ | 31.5M/181M [00:24<02:09, 1.15MB/s]
18%|██████▋ | 31.7M/181M [00:24<02:02, 1.22MB/s]
18%|██████▋ | 31.8M/181M [00:24<02:07, 1.17MB/s]
18%|██████▋ | 31.9M/181M [00:24<02:12, 1.12MB/s]
18%|██████▋ | 32.1M/181M [00:24<02:01, 1.22MB/s]
18%|██████▊ | 32.3M/181M [00:24<01:49, 1.36MB/s]
18%|██████▊ | 32.5M/181M [00:25<01:41, 1.46MB/s]
18%|██████▊ | 32.6M/181M [00:25<01:46, 1.40MB/s]
18%|██████▉ | 32.8M/181M [00:25<01:50, 1.34MB/s]
18%|██████▉ | 33.0M/181M [00:25<01:38, 1.51MB/s]
18%|██████▉ | 33.2M/181M [00:25<01:40, 1.47MB/s]
18%|██████▉ | 33.3M/181M [00:25<01:44, 1.41MB/s]
18%|███████ | 33.5M/181M [00:25<01:49, 1.35MB/s]
19%|███████ | 33.6M/181M [00:25<01:49, 1.34MB/s]
19%|███████ | 33.7M/181M [00:25<01:54, 1.29MB/s]
19%|███████ | 33.9M/181M [00:26<01:55, 1.27MB/s]
19%|███████▏ | 34.1M/181M [00:26<01:42, 1.44MB/s]
19%|███████▏ | 34.2M/181M [00:26<01:46, 1.37MB/s]
19%|███████▏ | 34.4M/181M [00:26<01:50, 1.32MB/s]
19%|███████▏ | 34.5M/181M [00:26<01:55, 1.27MB/s]
19%|███████▎ | 34.6M/181M [00:26<02:01, 1.21MB/s]
19%|███████▎ | 34.8M/181M [00:26<02:03, 1.18MB/s]
19%|███████▎ | 34.9M/181M [00:26<02:09, 1.13MB/s]
19%|███████▎ | 35.0M/181M [00:27<02:14, 1.09MB/s]
19%|███████▎ | 35.1M/181M [00:27<02:20, 1.04MB/s]
19%|███████▍ | 35.2M/181M [00:27<02:25, 1.00MB/s]
20%|███████▍ | 35.4M/181M [00:27<02:11, 1.11MB/s]
20%|███████▍ | 35.6M/181M [00:27<01:57, 1.24MB/s]
20%|███████▌ | 35.8M/181M [00:27<01:39, 1.46MB/s]
20%|███████▌ | 35.9M/181M [00:27<01:44, 1.39MB/s]
20%|███████▌ | 36.1M/181M [00:27<01:48, 1.34MB/s]
20%|███████▌ | 36.2M/181M [00:27<01:53, 1.28MB/s]
20%|███████▋ | 36.3M/181M [00:28<01:58, 1.23MB/s]
20%|███████▋ | 36.5M/181M [00:28<01:50, 1.31MB/s]
20%|███████▋ | 36.7M/181M [00:28<01:51, 1.29MB/s]
20%|███████▋ | 36.8M/181M [00:28<01:56, 1.24MB/s]
20%|███████▋ | 36.9M/181M [00:28<02:01, 1.19MB/s]
20%|███████▊ | 37.0M/181M [00:28<02:05, 1.15MB/s]
21%|███████▊ | 37.1M/181M [00:28<02:10, 1.10MB/s]
21%|███████▊ | 37.3M/181M [00:28<02:16, 1.06MB/s]
21%|███████▊ | 37.4M/181M [00:28<02:12, 1.08MB/s]
21%|███████▉ | 37.6M/181M [00:29<01:42, 1.39MB/s]
21%|███████▉ | 37.8M/181M [00:29<01:42, 1.40MB/s]
21%|███████▉ | 37.9M/181M [00:29<01:47, 1.34MB/s]
21%|███████▉ | 38.1M/181M [00:29<01:51, 1.28MB/s]
21%|████████ | 38.2M/181M [00:29<01:56, 1.23MB/s]
21%|████████ | 38.3M/181M [00:29<02:00, 1.18MB/s]
21%|████████▎ | 38.4M/181M [00:29<02:42, 875kB/s]
21%|████████▎ | 38.5M/181M [00:30<02:44, 867kB/s]
21%|████████▎ | 38.6M/181M [00:30<02:47, 850kB/s]
22%|████████▏ | 39.0M/181M [00:30<01:43, 1.37MB/s]
22%|████████▏ | 39.1M/181M [00:30<01:46, 1.33MB/s]
22%|████████▏ | 39.2M/181M [00:30<02:20, 1.01MB/s]
22%|████████▎ | 39.4M/181M [00:30<02:20, 1.01MB/s]
22%|████████▎ | 39.5M/181M [00:30<02:05, 1.13MB/s]
22%|████████▎ | 39.8M/181M [00:30<01:33, 1.50MB/s]
22%|████████▍ | 40.0M/181M [00:31<01:30, 1.55MB/s]
22%|████████▍ | 40.3M/181M [00:31<01:22, 1.71MB/s]
22%|████████▍ | 40.4M/181M [00:31<01:24, 1.66MB/s]
22%|████████▌ | 40.6M/181M [00:31<01:27, 1.60MB/s]
23%|████████▌ | 40.9M/181M [00:31<01:11, 1.95MB/s]
23%|████████▋ | 41.1M/181M [00:31<01:14, 1.87MB/s]
23%|████████▋ | 41.3M/181M [00:31<01:17, 1.81MB/s]
23%|████████▋ | 41.6M/181M [00:31<01:11, 1.94MB/s]
23%|████████▊ | 41.8M/181M [00:32<01:15, 1.86MB/s]
23%|████████▊ | 42.1M/181M [00:32<01:02, 2.23MB/s]
23%|████████▉ | 42.4M/181M [00:32<01:04, 2.13MB/s]
24%|████████▉ | 42.6M/181M [00:32<01:07, 2.04MB/s]
24%|████████▉ | 42.8M/181M [00:32<01:31, 1.51MB/s]
24%|█████████ | 43.0M/181M [00:32<01:31, 1.50MB/s]
24%|█████████ | 43.1M/181M [00:32<01:57, 1.17MB/s]
24%|█████████ | 43.3M/181M [00:33<01:57, 1.17MB/s]
24%|█████████ | 43.4M/181M [00:33<01:58, 1.16MB/s]
24%|█████████▏ | 43.5M/181M [00:33<01:59, 1.15MB/s]
24%|█████████▏ | 43.7M/181M [00:33<01:42, 1.33MB/s]
24%|█████████▏ | 44.0M/181M [00:33<01:28, 1.55MB/s]
24%|█████████▎ | 44.1M/181M [00:33<01:31, 1.50MB/s]
24%|█████████▎ | 44.3M/181M [00:33<02:01, 1.13MB/s]
25%|█████████▎ | 44.4M/181M [00:34<02:01, 1.12MB/s]
25%|█████████▎ | 44.5M/181M [00:34<02:03, 1.10MB/s]
25%|█████████▍ | 44.7M/181M [00:34<02:05, 1.08MB/s]
25%|█████████▍ | 44.9M/181M [00:34<01:39, 1.37MB/s]
25%|█████████▍ | 45.1M/181M [00:34<01:42, 1.33MB/s]
25%|█████████▍ | 45.2M/181M [00:34<01:45, 1.29MB/s]
25%|█████████▌ | 45.4M/181M [00:34<01:39, 1.36MB/s]
25%|█████████▌ | 45.5M/181M [00:34<01:43, 1.30MB/s]
25%|█████████▌ | 45.6M/181M [00:34<01:45, 1.28MB/s]
25%|█████████▌ | 45.8M/181M [00:35<01:50, 1.23MB/s]
25%|█████████▋ | 45.9M/181M [00:35<01:54, 1.18MB/s]
25%|█████████▋ | 46.0M/181M [00:35<01:59, 1.13MB/s]
25%|█████████▋ | 46.1M/181M [00:35<02:04, 1.09MB/s]
26%|█████████▋ | 46.2M/181M [00:35<02:09, 1.04MB/s]
26%|█████████▋ | 46.3M/181M [00:35<02:14, 1.00MB/s]
26%|██████████ | 46.5M/181M [00:35<02:19, 962kB/s]
26%|██████████ | 46.5M/181M [00:35<02:25, 926kB/s]
26%|██████████ | 46.6M/181M [00:35<02:28, 905kB/s]
26%|██████████ | 46.7M/181M [00:36<02:31, 887kB/s]
26%|██████████ | 46.9M/181M [00:36<02:20, 956kB/s]
26%|██████████ | 47.0M/181M [00:36<02:25, 922kB/s]
26%|██████████▏ | 47.1M/181M [00:36<02:29, 898kB/s]
26%|█████████▉ | 47.2M/181M [00:36<02:12, 1.01MB/s]
26%|██████████▏ | 47.3M/181M [00:36<02:18, 964kB/s]
26%|█████████▉ | 47.4M/181M [00:36<02:13, 1.00MB/s]
26%|██████████▏ | 47.6M/181M [00:36<02:13, 996kB/s]
26%|██████████ | 47.8M/181M [00:37<01:37, 1.37MB/s]
26%|██████████ | 48.0M/181M [00:37<01:39, 1.33MB/s]
27%|██████████ | 48.1M/181M [00:37<01:44, 1.28MB/s]
27%|██████████ | 48.2M/181M [00:37<01:48, 1.22MB/s]
27%|██████████▏ | 48.4M/181M [00:37<01:44, 1.27MB/s]
27%|██████████▏ | 48.5M/181M [00:37<01:48, 1.22MB/s]
27%|██████████▏ | 48.6M/181M [00:37<01:52, 1.17MB/s]
27%|██████████▏ | 48.8M/181M [00:37<01:57, 1.13MB/s]
27%|██████████▎ | 48.9M/181M [00:37<01:59, 1.10MB/s]
27%|██████████▎ | 49.1M/181M [00:38<01:46, 1.23MB/s]
27%|██████████▎ | 49.2M/181M [00:38<01:49, 1.20MB/s]
27%|██████████▎ | 49.4M/181M [00:38<01:40, 1.31MB/s]
27%|██████████▍ | 49.6M/181M [00:38<01:30, 1.46MB/s]
28%|██████████▍ | 49.9M/181M [00:38<01:15, 1.73MB/s]
28%|██████████▌ | 50.0M/181M [00:38<01:18, 1.66MB/s]
28%|██████████▌ | 50.2M/181M [00:38<01:22, 1.59MB/s]
28%|██████████▌ | 50.4M/181M [00:38<01:25, 1.53MB/s]
28%|██████████▌ | 50.5M/181M [00:39<01:28, 1.47MB/s]
28%|██████████▋ | 50.7M/181M [00:39<01:25, 1.53MB/s]
28%|██████████▋ | 50.9M/181M [00:39<01:29, 1.46MB/s]
28%|██████████▋ | 51.0M/181M [00:39<01:32, 1.40MB/s]
28%|██████████▋ | 51.2M/181M [00:39<01:36, 1.34MB/s]
28%|███████████ | 51.3M/181M [00:39<02:10, 991kB/s]
28%|███████████ | 51.4M/181M [00:39<02:11, 985kB/s]
28%|███████████ | 51.5M/181M [00:39<02:11, 985kB/s]
29%|██████████▊ | 51.6M/181M [00:40<02:06, 1.02MB/s]
29%|██████████▊ | 51.8M/181M [00:40<01:58, 1.09MB/s]
29%|██████████▉ | 51.9M/181M [00:40<02:02, 1.06MB/s]
29%|██████████▉ | 52.0M/181M [00:40<01:59, 1.08MB/s]
29%|██████████▉ | 52.2M/181M [00:40<01:58, 1.09MB/s]
29%|██████████▉ | 52.3M/181M [00:40<02:01, 1.06MB/s]
29%|███████████ | 52.6M/181M [00:40<01:25, 1.49MB/s]
29%|███████████ | 52.7M/181M [00:40<01:29, 1.43MB/s]
29%|███████████ | 52.9M/181M [00:40<01:33, 1.38MB/s]
29%|███████████▏ | 53.0M/181M [00:41<01:37, 1.32MB/s]
29%|███████████▏ | 53.1M/181M [00:41<01:40, 1.27MB/s]
29%|███████████▏ | 53.3M/181M [00:41<01:45, 1.21MB/s]
29%|███████████▏ | 53.4M/181M [00:41<01:49, 1.17MB/s]
30%|███████████▏ | 53.5M/181M [00:41<01:53, 1.12MB/s]
30%|███████████▎ | 53.7M/181M [00:41<01:45, 1.21MB/s]
30%|███████████▎ | 53.8M/181M [00:41<01:50, 1.16MB/s]
30%|███████████▎ | 53.9M/181M [00:41<01:54, 1.11MB/s]
30%|███████████▎ | 54.1M/181M [00:42<01:51, 1.14MB/s]
30%|███████████▎ | 54.2M/181M [00:42<01:52, 1.13MB/s]
30%|███████████▍ | 54.3M/181M [00:42<01:44, 1.21MB/s]
30%|███████████▍ | 54.5M/181M [00:42<01:36, 1.31MB/s]
30%|███████████▍ | 54.7M/181M [00:42<01:37, 1.30MB/s]
30%|███████████▌ | 54.8M/181M [00:42<01:41, 1.24MB/s]
30%|███████████▌ | 54.9M/181M [00:42<01:45, 1.19MB/s]
30%|███████████▌ | 55.1M/181M [00:42<01:29, 1.40MB/s]
31%|███████████▌ | 55.3M/181M [00:42<01:32, 1.36MB/s]
31%|███████████▋ | 55.4M/181M [00:43<01:36, 1.30MB/s]
31%|███████████▋ | 55.6M/181M [00:43<01:40, 1.24MB/s]
31%|███████████▋ | 55.7M/181M [00:43<01:44, 1.19MB/s]
31%|███████████▋ | 55.9M/181M [00:43<01:39, 1.26MB/s]
31%|███████████▊ | 56.0M/181M [00:43<01:42, 1.22MB/s]
31%|███████████▊ | 56.1M/181M [00:43<01:46, 1.17MB/s]
31%|███████████▊ | 56.2M/181M [00:43<01:51, 1.12MB/s]
31%|███████████▊ | 56.4M/181M [00:43<01:49, 1.14MB/s]
31%|███████████▊ | 56.6M/181M [00:44<01:35, 1.30MB/s]
31%|███████████▉ | 56.7M/181M [00:44<01:30, 1.38MB/s]
31%|███████████▉ | 56.9M/181M [00:44<01:34, 1.32MB/s]
32%|███████████▉ | 57.1M/181M [00:44<01:23, 1.49MB/s]
32%|████████████ | 57.2M/181M [00:44<01:26, 1.43MB/s]
32%|████████████ | 57.4M/181M [00:44<01:30, 1.36MB/s]
32%|████████████ | 57.5M/181M [00:44<01:32, 1.34MB/s]
32%|████████████ | 57.7M/181M [00:44<01:27, 1.40MB/s]
32%|████████████▏ | 57.9M/181M [00:44<01:31, 1.34MB/s]
32%|████████████▏ | 58.0M/181M [00:45<01:35, 1.29MB/s]
32%|████████████▏ | 58.1M/181M [00:45<01:35, 1.29MB/s]
32%|████████████▏ | 58.3M/181M [00:45<01:29, 1.37MB/s]
32%|████████████▎ | 58.6M/181M [00:45<01:19, 1.55MB/s]
32%|████████████▎ | 58.7M/181M [00:45<01:22, 1.48MB/s]
33%|████████████▎ | 58.9M/181M [00:45<01:20, 1.52MB/s]
33%|████████████▍ | 59.1M/181M [00:45<01:19, 1.53MB/s]
33%|████████████▍ | 59.3M/181M [00:45<01:13, 1.66MB/s]
33%|████████████▍ | 59.5M/181M [00:45<01:09, 1.75MB/s]
33%|████████████▌ | 59.7M/181M [00:46<01:12, 1.67MB/s]
33%|████████████▌ | 59.9M/181M [00:46<01:08, 1.78MB/s]
33%|████████████▋ | 60.2M/181M [00:46<01:07, 1.79MB/s]
33%|████████████▋ | 60.3M/181M [00:46<01:10, 1.71MB/s]
33%|████████████▋ | 60.5M/181M [00:46<01:13, 1.64MB/s]
34%|████████████▋ | 60.7M/181M [00:46<01:16, 1.57MB/s]
34%|████████████▊ | 60.8M/181M [00:46<01:20, 1.50MB/s]
34%|████████████▊ | 61.0M/181M [00:46<01:23, 1.44MB/s]
34%|████████████▊ | 61.1M/181M [00:47<01:24, 1.42MB/s]
34%|████████████▊ | 61.3M/181M [00:47<01:19, 1.50MB/s]
34%|████████████▉ | 61.5M/181M [00:47<01:23, 1.44MB/s]
34%|████████████▉ | 61.6M/181M [00:47<01:26, 1.38MB/s]
34%|████████████▉ | 61.8M/181M [00:47<01:30, 1.32MB/s]
34%|█████████████▎ | 61.9M/181M [00:47<02:02, 976kB/s]
34%|█████████████ | 62.1M/181M [00:47<01:47, 1.10MB/s]
34%|█████████████ | 62.2M/181M [00:47<01:44, 1.14MB/s]
35%|█████████████▏ | 62.5M/181M [00:48<01:14, 1.60MB/s]
35%|█████████████▏ | 62.7M/181M [00:48<01:15, 1.56MB/s]
35%|█████████████▏ | 62.9M/181M [00:48<01:17, 1.52MB/s]
35%|█████████████▏ | 63.0M/181M [00:48<01:20, 1.47MB/s]
35%|█████████████▎ | 63.2M/181M [00:48<01:22, 1.42MB/s]
35%|█████████████▎ | 63.3M/181M [00:48<01:23, 1.41MB/s]
35%|█████████████▎ | 63.5M/181M [00:48<01:27, 1.35MB/s]
35%|█████████████▎ | 63.7M/181M [00:48<01:20, 1.46MB/s]
35%|█████████████▍ | 63.8M/181M [00:49<01:23, 1.40MB/s]
35%|█████████████▍ | 64.0M/181M [00:49<01:27, 1.35MB/s]
35%|█████████████▍ | 64.1M/181M [00:49<01:30, 1.29MB/s]
35%|█████████████▍ | 64.2M/181M [00:49<01:34, 1.24MB/s]
36%|█████████████▌ | 64.4M/181M [00:49<01:38, 1.19MB/s]
36%|█████████████▌ | 64.5M/181M [00:49<01:42, 1.14MB/s]
36%|█████████████▌ | 64.6M/181M [00:49<01:37, 1.19MB/s]
36%|█████████████▌ | 64.8M/181M [00:49<01:39, 1.17MB/s]
36%|█████████████▌ | 64.9M/181M [00:49<01:43, 1.12MB/s]
36%|█████████████▋ | 65.0M/181M [00:50<01:48, 1.07MB/s]
36%|█████████████▋ | 65.1M/181M [00:50<01:42, 1.13MB/s]
36%|█████████████▋ | 65.3M/181M [00:50<01:42, 1.13MB/s]
36%|█████████████▊ | 65.6M/181M [00:50<01:05, 1.76MB/s]
36%|█████████████▊ | 65.9M/181M [00:50<01:04, 1.78MB/s]
36%|█████████████▊ | 66.0M/181M [00:50<01:07, 1.71MB/s]
37%|█████████████▉ | 66.2M/181M [00:50<01:10, 1.63MB/s]
37%|█████████████▉ | 66.4M/181M [00:50<01:13, 1.56MB/s]
37%|█████████████▉ | 66.5M/181M [00:51<01:16, 1.50MB/s]
37%|█████████████▉ | 66.7M/181M [00:51<01:19, 1.44MB/s]
37%|██████████████ | 66.8M/181M [00:51<01:20, 1.43MB/s]
37%|██████████████ | 67.0M/181M [00:51<01:23, 1.37MB/s]
37%|██████████████ | 67.1M/181M [00:51<01:26, 1.31MB/s]
37%|██████████████▏ | 67.3M/181M [00:51<01:20, 1.42MB/s]
37%|██████████████▏ | 67.5M/181M [00:51<01:23, 1.36MB/s]
37%|██████████████▏ | 67.6M/181M [00:51<01:27, 1.30MB/s]
37%|██████████████▏ | 67.7M/181M [00:51<01:30, 1.25MB/s]
38%|██████████████▎ | 67.9M/181M [00:52<01:27, 1.30MB/s]
38%|██████████████▎ | 68.1M/181M [00:52<01:25, 1.33MB/s]
38%|██████████████▎ | 68.3M/181M [00:52<01:16, 1.48MB/s]
38%|██████████████▎ | 68.4M/181M [00:52<01:43, 1.09MB/s]
38%|██████████████▍ | 68.6M/181M [00:52<01:36, 1.17MB/s]
38%|██████████████▍ | 68.8M/181M [00:52<01:19, 1.41MB/s]
38%|██████████████▍ | 69.0M/181M [00:52<01:21, 1.38MB/s]
38%|██████████████▌ | 69.1M/181M [00:52<01:23, 1.35MB/s]
38%|██████████████▌ | 69.3M/181M [00:53<01:25, 1.31MB/s]
38%|██████████████▌ | 69.5M/181M [00:53<01:16, 1.47MB/s]
39%|██████████████▋ | 69.7M/181M [00:53<01:09, 1.61MB/s]
39%|██████████████▋ | 69.9M/181M [00:53<01:11, 1.55MB/s]
39%|██████████████▋ | 70.0M/181M [00:53<01:14, 1.49MB/s]
39%|██████████████▋ | 70.2M/181M [00:53<01:17, 1.43MB/s]
39%|██████████████▊ | 70.3M/181M [00:53<01:20, 1.38MB/s]
39%|██████████████▊ | 70.5M/181M [00:53<01:23, 1.32MB/s]
39%|██████████████▊ | 70.6M/181M [00:54<01:27, 1.27MB/s]
39%|██████████████▊ | 70.7M/181M [00:54<01:27, 1.26MB/s]
39%|██████████████▊ | 70.9M/181M [00:54<01:30, 1.22MB/s]
39%|██████████████▉ | 71.0M/181M [00:54<01:34, 1.17MB/s]
39%|██████████████▉ | 71.1M/181M [00:54<01:37, 1.12MB/s]
39%|██████████████▉ | 71.2M/181M [00:54<01:41, 1.08MB/s]
39%|██████████████▉ | 71.3M/181M [00:54<01:42, 1.07MB/s]
39%|██████████████▉ | 71.4M/181M [00:54<01:47, 1.02MB/s]
40%|███████████████ | 71.6M/181M [00:54<01:28, 1.24MB/s]
40%|███████████████ | 71.9M/181M [00:55<01:10, 1.54MB/s]
40%|███████████████▏ | 72.1M/181M [00:55<01:13, 1.47MB/s]
40%|███████████████▏ | 72.2M/181M [00:55<01:39, 1.09MB/s]
40%|███████████████▏ | 72.3M/181M [00:55<01:40, 1.08MB/s]
40%|███████████████▏ | 72.5M/181M [00:55<01:42, 1.06MB/s]
40%|███████████████▋ | 72.6M/181M [00:55<02:12, 819kB/s]
40%|███████████████▋ | 72.7M/181M [00:56<02:12, 821kB/s]
40%|███████████████▎ | 72.9M/181M [00:56<01:37, 1.11MB/s]
40%|███████████████▎ | 73.1M/181M [00:56<01:25, 1.26MB/s]
40%|███████████████▍ | 73.3M/181M [00:56<01:22, 1.30MB/s]
41%|███████████████▍ | 73.4M/181M [00:56<01:18, 1.37MB/s]
41%|███████████████▍ | 73.8M/181M [00:56<01:00, 1.78MB/s]
41%|███████████████▌ | 73.9M/181M [00:56<01:02, 1.72MB/s]
41%|███████████████▌ | 74.1M/181M [00:56<01:23, 1.28MB/s]
41%|███████████████▌ | 74.3M/181M [00:57<01:43, 1.03MB/s]
41%|███████████████▌ | 74.4M/181M [00:57<01:43, 1.03MB/s]
41%|███████████████▋ | 74.5M/181M [00:57<01:39, 1.08MB/s]
41%|███████████████▋ | 74.6M/181M [00:57<01:40, 1.06MB/s]
41%|███████████████▋ | 74.9M/181M [00:57<01:22, 1.29MB/s]
41%|███████████████▊ | 75.0M/181M [00:57<01:17, 1.36MB/s]
42%|███████████████▊ | 75.2M/181M [00:57<01:20, 1.32MB/s]
42%|███████████████▊ | 75.3M/181M [00:57<01:22, 1.28MB/s]
42%|███████████████▊ | 75.5M/181M [00:58<01:25, 1.23MB/s]
42%|███████████████▊ | 75.6M/181M [00:58<01:28, 1.19MB/s]
42%|███████████████▉ | 75.7M/181M [00:58<01:32, 1.14MB/s]
42%|███████████████▉ | 75.8M/181M [00:58<01:32, 1.14MB/s]
42%|███████████████▉ | 76.0M/181M [00:58<01:33, 1.13MB/s]
42%|███████████████▉ | 76.1M/181M [00:58<01:26, 1.21MB/s]
42%|████████████████ | 76.3M/181M [00:58<01:25, 1.23MB/s]
42%|████████████████ | 76.4M/181M [00:58<01:28, 1.18MB/s]
42%|████████████████ | 76.6M/181M [00:59<01:25, 1.22MB/s]
42%|████████████████ | 76.7M/181M [00:59<01:27, 1.19MB/s]
42%|████████████████ | 76.8M/181M [00:59<01:31, 1.14MB/s]
43%|████████████████▏ | 77.0M/181M [00:59<01:23, 1.25MB/s]
43%|████████████████▏ | 77.1M/181M [00:59<01:25, 1.21MB/s]
43%|████████████████▏ | 77.2M/181M [00:59<01:29, 1.16MB/s]
43%|████████████████▏ | 77.4M/181M [00:59<01:31, 1.14MB/s]
43%|████████████████▎ | 77.5M/181M [00:59<01:31, 1.13MB/s]
43%|████████████████▎ | 77.6M/181M [00:59<01:31, 1.13MB/s]
43%|████████████████▎ | 77.7M/181M [01:00<01:31, 1.13MB/s]
43%|████████████████▎ | 77.9M/181M [01:00<01:35, 1.08MB/s]
43%|████████████████▎ | 78.0M/181M [01:00<01:39, 1.04MB/s]
43%|████████████████▍ | 78.3M/181M [01:00<01:01, 1.66MB/s]
43%|████████████████▍ | 78.5M/181M [01:00<01:04, 1.59MB/s]
43%|████████████████▌ | 78.7M/181M [01:00<01:07, 1.53MB/s]
44%|████████████████▌ | 78.8M/181M [01:00<01:09, 1.46MB/s]
44%|████████████████▌ | 79.0M/181M [01:00<01:07, 1.52MB/s]
44%|████████████████▌ | 79.2M/181M [01:01<01:07, 1.52MB/s]
44%|████████████████▋ | 79.3M/181M [01:01<01:09, 1.46MB/s]
44%|████████████████▉ | 80.5M/181M [01:01<00:25, 4.00MB/s]
45%|█████████████████▏ | 81.6M/181M [01:01<00:17, 5.72MB/s]
47%|█████████████████▋ | 84.4M/181M [01:01<00:08, 11.2MB/s]
48%|██████████████████▏ | 86.4M/181M [01:01<00:07, 13.0MB/s]
49%|██████████████████▋ | 89.0M/181M [01:01<00:05, 15.8MB/s]
50%|███████████████████▏ | 91.2M/181M [01:01<00:05, 16.7MB/s]
52%|███████████████████▋ | 93.6M/181M [01:01<00:04, 18.0MB/s]
53%|████████████████████▏ | 95.9M/181M [01:02<00:04, 18.6MB/s]
54%|████████████████████▋ | 98.5M/181M [01:02<00:04, 19.5MB/s]
56%|█████████████████████▋ | 101M/181M [01:02<00:04, 19.9MB/s]
57%|██████████████████████▎ | 103M/181M [01:02<00:03, 20.5MB/s]
58%|██████████████████████▊ | 106M/181M [01:02<00:03, 20.5MB/s]
60%|███████████████████████▎ | 108M/181M [01:02<00:03, 20.7MB/s]
61%|███████████████████████▊ | 111M/181M [01:02<00:03, 20.6MB/s]
62%|████████████████████████▎ | 113M/181M [01:02<00:03, 20.8MB/s]
64%|████████████████████████▉ | 115M/181M [01:02<00:03, 20.3MB/s]
65%|█████████████████████████▍ | 118M/181M [01:03<00:03, 20.6MB/s]
66%|█████████████████████████▊ | 120M/181M [01:03<00:03, 19.7MB/s]
68%|██████████████████████████▎ | 122M/181M [01:03<00:02, 19.9MB/s]
69%|██████████████████████████▊ | 125M/181M [01:03<00:02, 19.5MB/s]
70%|███████████████████████████▎ | 127M/181M [01:03<00:02, 19.6MB/s]
71%|███████████████████████████▊ | 129M/181M [01:03<00:02, 19.4MB/s]
73%|████████████████████████████▎ | 131M/181M [01:03<00:02, 19.5MB/s]
74%|████████████████████████████▊ | 134M/181M [01:03<00:02, 19.3MB/s]
75%|█████████████████████████████▏ | 136M/181M [01:04<00:02, 19.4MB/s]
76%|█████████████████████████████▋ | 138M/181M [01:04<00:02, 19.2MB/s]
77%|██████████████████████████████▏ | 140M/181M [01:04<00:02, 19.4MB/s]
79%|██████████████████████████████▋ | 142M/181M [01:04<00:01, 19.3MB/s]
80%|███████████████████████████████▏ | 145M/181M [01:04<00:01, 19.4MB/s]
81%|███████████████████████████████▋ | 147M/181M [01:04<00:01, 19.6MB/s]
82%|████████████████████████████████▏ | 149M/181M [01:04<00:01, 19.7MB/s]
84%|████████████████████████████████▋ | 152M/181M [01:04<00:01, 19.7MB/s]
85%|█████████████████████████████████▏ | 154M/181M [01:04<00:01, 19.7MB/s]
86%|█████████████████████████████████▋ | 156M/181M [01:05<00:01, 19.8MB/s]
88%|██████████████████████████████████▏ | 158M/181M [01:05<00:01, 19.8MB/s]
89%|██████████████████████████████████▋ | 161M/181M [01:05<00:01, 20.0MB/s]
90%|███████████████████████████████████▏ | 163M/181M [01:05<00:00, 20.0MB/s]
91%|███████████████████████████████████▋ | 166M/181M [01:05<00:00, 20.1MB/s]
93%|████████████████████████████████████▏ | 168M/181M [01:05<00:00, 20.2MB/s]
94%|████████████████████████████████████▋ | 170M/181M [01:05<00:00, 20.3MB/s]
95%|█████████████████████████████████████▏ | 173M/181M [01:05<00:00, 20.4MB/s]
97%|█████████████████████████████████████▋ | 175M/181M [01:06<00:00, 20.4MB/s]
98%|██████████████████████████████████████▏| 177M/181M [01:06<00:00, 20.4MB/s]
99%|██████████████████████████████████████▋| 180M/181M [01:06<00:00, 20.4MB/s]
0%| | 0.00/181M [00:00<?, ?B/s]
100%|████████████████████████████████████████| 181M/181M [00:00<00:00, 693GB/s]
/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:279: UserWarning: warnEpochs <Epochs | 298 events (all good), 0 – 0.5 s (baseline off), ~34.9 MB, data loaded,
'easy': 149
'diff': 149>
warn(f"warnEpochs {epochs}")
/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:279: UserWarning: warnEpochs <Epochs | 298 events (all good), 0 – 0.5 s (baseline off), ~34.9 MB, data loaded,
'easy': 149
'diff': 149>
warn(f"warnEpochs {epochs}")
2024-10-24 08:52:43,230 INFO MainThread moabb.evaluations.base Xdawn+Cov+TS+LDA | Hinss2021 | 1 | 1: Score 0.712
2024-10-24 08:52:43,756 INFO MainThread moabb.evaluations.base Xdawn+Cov+TS+LDA | Hinss2021 | 1 | 2: Score 0.473
2024-10-24 08:52:45,642 INFO MainThread moabb.evaluations.base Cov+ElSel+TS+LDA | Hinss2021 | 1 | 1: Score 0.597
2024-10-24 08:52:47,522 INFO MainThread moabb.evaluations.base Cov+ElSel+TS+LDA | Hinss2021 | 1 | 2: Score 0.791
2024-10-24 08:52:48,114 INFO MainThread moabb.evaluations.base ElSel+Cov+TS+LDA | Hinss2021 | 1 | 1: Score 0.885
2024-10-24 08:52:48,716 INFO MainThread moabb.evaluations.base ElSel+Cov+TS+LDA | Hinss2021 | 1 | 2: Score 0.687
Hinss2021-CrossSession: 50%|##### | 1/2 [01:19<01:19, 79.11s/it]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/urllib3/connectionpool.py:1064: InsecureRequestWarning: Unverified HTTPS request is being made to host 'zenodo.org'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings
warnings.warn(
/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/urllib3/connectionpool.py:1064: InsecureRequestWarning: Unverified HTTPS request is being made to host 'zenodo.org'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings
warnings.warn(
0%| | 0.00/181M [00:00<?, ?B/s]
0%| | 12.3k/181M [00:00<32:01, 94.2kB/s]
0%| | 41.0k/181M [00:00<16:43, 180kB/s]
0%| | 89.1k/181M [00:00<10:34, 285kB/s]
0%| | 154k/181M [00:00<07:42, 391kB/s]
0%| | 271k/181M [00:00<04:54, 613kB/s]
0%| | 362k/181M [00:00<04:28, 672kB/s]
0%| | 439k/181M [00:00<04:29, 670kB/s]
0%| | 521k/181M [00:00<04:24, 682kB/s]
0%|▏ | 652k/181M [00:01<03:39, 823kB/s]
0%|▏ | 735k/181M [00:01<03:48, 791kB/s]
0%|▏ | 815k/181M [00:01<03:57, 759kB/s]
1%|▏ | 979k/181M [00:01<03:07, 959kB/s]
1%|▏ | 1.08M/181M [00:01<03:15, 919kB/s]
1%|▎ | 1.18M/181M [00:01<03:18, 905kB/s]
1%|▎ | 1.27M/181M [00:01<03:27, 867kB/s]
1%|▎ | 1.35M/181M [00:01<03:35, 836kB/s]
1%|▎ | 1.45M/181M [00:01<03:33, 840kB/s]
1%|▎ | 1.55M/181M [00:02<03:32, 843kB/s]
1%|▎ | 1.68M/181M [00:02<03:13, 929kB/s]
1%|▍ | 1.80M/181M [00:02<03:09, 946kB/s]
1%|▍ | 1.89M/181M [00:02<03:16, 913kB/s]
1%|▍ | 2.01M/181M [00:02<03:11, 935kB/s]
1%|▍ | 2.12M/181M [00:02<03:08, 950kB/s]
1%|▍ | 2.22M/181M [00:02<03:15, 917kB/s]
1%|▍ | 2.32M/181M [00:02<03:19, 894kB/s]
1%|▌ | 2.47M/181M [00:03<02:58, 1.00MB/s]
1%|▌ | 2.57M/181M [00:03<03:05, 960kB/s]
1%|▌ | 2.66M/181M [00:03<03:13, 920kB/s]
2%|▌ | 2.78M/181M [00:03<03:09, 939kB/s]
2%|▌ | 2.89M/181M [00:03<03:07, 953kB/s]
2%|▋ | 2.99M/181M [00:03<03:14, 918kB/s]
2%|▋ | 3.08M/181M [00:03<03:22, 879kB/s]
2%|▋ | 3.17M/181M [00:03<03:30, 844kB/s]
2%|▋ | 3.28M/181M [00:03<03:20, 886kB/s]
2%|▋ | 3.38M/181M [00:04<03:23, 874kB/s]
2%|▊ | 3.50M/181M [00:04<03:16, 905kB/s]
2%|▊ | 3.64M/181M [00:04<02:55, 1.01MB/s]
2%|▊ | 3.75M/181M [00:04<03:02, 973kB/s]
2%|▊ | 3.85M/181M [00:04<03:09, 935kB/s]
2%|▊ | 3.96M/181M [00:04<03:08, 942kB/s]
2%|▊ | 4.05M/181M [00:04<03:16, 902kB/s]
2%|▉ | 4.15M/181M [00:04<03:18, 893kB/s]
2%|▉ | 4.28M/181M [00:05<03:03, 963kB/s]
2%|▉ | 4.38M/181M [00:05<03:10, 927kB/s]
2%|▉ | 4.50M/181M [00:05<03:07, 944kB/s]
3%|▉ | 4.59M/181M [00:05<03:14, 906kB/s]
3%|█ | 4.69M/181M [00:05<03:17, 894kB/s]
3%|█ | 4.87M/181M [00:05<02:41, 1.09MB/s]
3%|█ | 4.98M/181M [00:05<02:48, 1.05MB/s]
3%|█ | 5.09M/181M [00:05<02:55, 1.00MB/s]
3%|█ | 5.20M/181M [00:05<02:57, 991kB/s]
3%|█▏ | 5.30M/181M [00:06<03:05, 950kB/s]
3%|█▏ | 5.39M/181M [00:06<03:13, 910kB/s]
3%|█▏ | 5.49M/181M [00:06<03:15, 897kB/s]
3%|█▏ | 5.62M/181M [00:06<03:02, 962kB/s]
3%|█▏ | 5.72M/181M [00:06<03:09, 928kB/s]
3%|█▎ | 5.81M/181M [00:06<03:17, 889kB/s]
3%|█▎ | 5.93M/181M [00:06<03:08, 931kB/s]
3%|█▎ | 6.03M/181M [00:06<03:13, 905kB/s]
3%|█▎ | 6.12M/181M [00:06<03:21, 868kB/s]
3%|█▎ | 6.26M/181M [00:07<03:01, 962kB/s]
4%|█▎ | 6.39M/181M [00:07<02:53, 1.01MB/s]
4%|█▎ | 6.51M/181M [00:07<02:54, 1.00MB/s]
4%|█▍ | 6.65M/181M [00:07<02:41, 1.08MB/s]
4%|█▍ | 6.78M/181M [00:07<02:39, 1.09MB/s]
4%|█▍ | 6.89M/181M [00:07<02:46, 1.05MB/s]
4%|█▍ | 7.00M/181M [00:07<02:53, 1.00MB/s]
4%|█▌ | 7.11M/181M [00:07<02:54, 996kB/s]
4%|█▌ | 7.21M/181M [00:08<03:02, 955kB/s]
4%|█▌ | 7.31M/181M [00:08<03:09, 917kB/s]
4%|█▌ | 7.40M/181M [00:08<03:17, 880kB/s]
4%|█▌ | 7.49M/181M [00:08<03:25, 844kB/s]
4%|█▋ | 7.57M/181M [00:08<03:33, 812kB/s]
4%|█▋ | 7.66M/181M [00:08<03:42, 779kB/s]
4%|█▋ | 7.76M/181M [00:08<03:29, 828kB/s]
4%|█▋ | 7.88M/181M [00:08<03:17, 876kB/s]
4%|█▋ | 7.98M/181M [00:08<03:19, 867kB/s]
4%|█▋ | 8.09M/181M [00:09<03:11, 903kB/s]
5%|█▊ | 8.18M/181M [00:09<03:19, 866kB/s]
5%|█▊ | 8.27M/181M [00:09<03:27, 834kB/s]
5%|█▊ | 8.39M/181M [00:09<03:16, 880kB/s]
5%|█▊ | 8.48M/181M [00:09<03:18, 870kB/s]
5%|█▊ | 8.58M/181M [00:09<03:20, 862kB/s]
5%|█▊ | 8.67M/181M [00:09<03:28, 827kB/s]
5%|█▉ | 8.78M/181M [00:09<03:20, 859kB/s]
5%|█▉ | 8.88M/181M [00:10<03:21, 855kB/s]
5%|█▉ | 8.98M/181M [00:10<03:22, 852kB/s]
5%|█▉ | 9.06M/181M [00:10<03:30, 818kB/s]
5%|█▉ | 9.16M/181M [00:10<03:30, 816kB/s]
5%|█▉ | 9.33M/181M [00:10<02:46, 1.03MB/s]
5%|██ | 9.44M/181M [00:10<02:53, 988kB/s]
5%|██ | 9.54M/181M [00:10<03:01, 948kB/s]
5%|██ | 9.63M/181M [00:10<03:08, 908kB/s]
5%|██ | 9.78M/181M [00:10<02:50, 1.01MB/s]
5%|██▏ | 9.88M/181M [00:11<02:57, 965kB/s]
6%|██▏ | 9.99M/181M [00:11<02:57, 963kB/s]
6%|██▏ | 10.1M/181M [00:11<03:05, 921kB/s]
6%|██▏ | 10.2M/181M [00:11<03:13, 882kB/s]
6%|██▏ | 10.3M/181M [00:11<03:20, 852kB/s]
6%|██▏ | 10.4M/181M [00:11<03:21, 848kB/s]
6%|██▎ | 10.5M/181M [00:11<03:21, 847kB/s]
6%|██▎ | 10.6M/181M [00:11<02:55, 974kB/s]
6%|██▎ | 10.7M/181M [00:11<02:47, 1.02MB/s]
6%|██▎ | 10.9M/181M [00:12<02:49, 1.01MB/s]
6%|██▎ | 11.0M/181M [00:12<02:56, 964kB/s]
6%|██▎ | 11.1M/181M [00:12<02:48, 1.01MB/s]
6%|██▍ | 11.2M/181M [00:12<02:55, 966kB/s]
6%|██▍ | 11.3M/181M [00:12<03:03, 926kB/s]
6%|██▍ | 11.4M/181M [00:12<03:10, 889kB/s]
6%|██▍ | 11.5M/181M [00:12<03:19, 850kB/s]
6%|██▍ | 11.6M/181M [00:12<03:22, 837kB/s]
6%|██▌ | 11.7M/181M [00:13<03:22, 838kB/s]
7%|██▌ | 11.8M/181M [00:13<03:03, 923kB/s]
7%|██▌ | 11.9M/181M [00:13<03:11, 884kB/s]
7%|██▌ | 12.0M/181M [00:13<03:11, 883kB/s]
7%|██▌ | 12.1M/181M [00:13<03:05, 913kB/s]
7%|██▋ | 12.2M/181M [00:13<03:09, 891kB/s]
7%|██▋ | 12.3M/181M [00:13<03:12, 877kB/s]
7%|██▋ | 12.4M/181M [00:13<03:14, 868kB/s]
7%|██▋ | 12.5M/181M [00:13<03:22, 832kB/s]
7%|██▋ | 12.6M/181M [00:14<03:06, 904kB/s]
7%|██▋ | 12.7M/181M [00:14<03:01, 929kB/s]
7%|██▊ | 12.8M/181M [00:14<03:06, 903kB/s]
7%|██▊ | 12.9M/181M [00:14<03:09, 886kB/s]
7%|██▊ | 13.0M/181M [00:14<03:13, 870kB/s]
7%|██▊ | 13.1M/181M [00:14<03:05, 905kB/s]
7%|██▊ | 13.3M/181M [00:14<02:22, 1.18MB/s]
7%|██▊ | 13.5M/181M [00:14<02:24, 1.16MB/s]
8%|██▊ | 13.6M/181M [00:15<02:20, 1.19MB/s]
8%|██▉ | 13.8M/181M [00:15<02:22, 1.17MB/s]
8%|██▉ | 13.9M/181M [00:15<02:28, 1.12MB/s]
8%|██▉ | 14.0M/181M [00:15<02:24, 1.16MB/s]
8%|██▉ | 14.2M/181M [00:15<02:15, 1.23MB/s]
8%|███ | 14.4M/181M [00:15<02:05, 1.33MB/s]
8%|███ | 14.5M/181M [00:15<02:07, 1.31MB/s]
8%|███ | 14.6M/181M [00:15<02:12, 1.25MB/s]
8%|███ | 14.8M/181M [00:15<02:12, 1.26MB/s]
8%|███▏ | 14.9M/181M [00:16<02:18, 1.20MB/s]
8%|███▏ | 15.0M/181M [00:16<02:23, 1.16MB/s]
8%|███▏ | 15.1M/181M [00:16<02:30, 1.11MB/s]
8%|███▏ | 15.3M/181M [00:16<02:36, 1.06MB/s]
8%|███▏ | 15.4M/181M [00:16<02:42, 1.02MB/s]
9%|███▎ | 15.5M/181M [00:16<02:49, 979kB/s]
9%|███▎ | 15.6M/181M [00:16<02:56, 938kB/s]
9%|███▎ | 15.7M/181M [00:16<03:03, 901kB/s]
9%|███▍ | 15.7M/181M [00:16<03:11, 865kB/s]
9%|███▍ | 15.8M/181M [00:17<03:13, 856kB/s]
9%|███▍ | 15.9M/181M [00:17<03:13, 852kB/s]
9%|███▍ | 16.0M/181M [00:17<03:14, 850kB/s]
9%|███▍ | 16.2M/181M [00:17<02:42, 1.01MB/s]
9%|███▌ | 16.3M/181M [00:17<02:49, 969kB/s]
9%|███▍ | 16.4M/181M [00:17<02:36, 1.05MB/s]
9%|███▍ | 16.6M/181M [00:17<02:39, 1.03MB/s]
9%|███▌ | 16.7M/181M [00:17<02:46, 988kB/s]
9%|███▌ | 16.8M/181M [00:18<02:53, 949kB/s]
9%|███▋ | 16.9M/181M [00:18<02:54, 941kB/s]
9%|███▋ | 17.0M/181M [00:18<03:01, 902kB/s]
9%|███▋ | 17.1M/181M [00:18<03:03, 894kB/s]
9%|███▋ | 17.2M/181M [00:18<03:07, 876kB/s]
10%|███▋ | 17.3M/181M [00:18<03:00, 908kB/s]
10%|███▋ | 17.4M/181M [00:18<03:04, 889kB/s]
10%|███▊ | 17.5M/181M [00:18<02:50, 960kB/s]
10%|███▊ | 17.6M/181M [00:18<02:57, 919kB/s]
10%|███▊ | 17.7M/181M [00:19<02:53, 943kB/s]
10%|███▊ | 17.8M/181M [00:19<02:50, 956kB/s]
10%|███▊ | 17.9M/181M [00:19<02:56, 923kB/s]
10%|███▉ | 18.1M/181M [00:19<02:45, 983kB/s]
10%|███▉ | 18.2M/181M [00:19<02:52, 945kB/s]
10%|███▊ | 18.3M/181M [00:19<02:36, 1.04MB/s]
10%|███▊ | 18.5M/181M [00:19<02:26, 1.11MB/s]
10%|███▉ | 18.6M/181M [00:19<02:31, 1.07MB/s]
10%|███▉ | 18.7M/181M [00:20<02:29, 1.09MB/s]
10%|███▉ | 18.8M/181M [00:20<02:33, 1.06MB/s]
10%|███▉ | 18.9M/181M [00:20<02:40, 1.01MB/s]
11%|████ | 19.0M/181M [00:20<02:46, 970kB/s]
11%|████ | 19.1M/181M [00:20<02:53, 931kB/s]
11%|████▏ | 19.2M/181M [00:20<03:01, 893kB/s]
11%|████▏ | 19.3M/181M [00:20<03:08, 858kB/s]
11%|████▏ | 19.4M/181M [00:20<02:51, 945kB/s]
11%|████▏ | 19.6M/181M [00:20<02:48, 957kB/s]
11%|████▏ | 19.7M/181M [00:21<02:54, 924kB/s]
11%|████▏ | 19.8M/181M [00:21<02:36, 1.03MB/s]
11%|████▎ | 19.9M/181M [00:21<02:43, 986kB/s]
11%|████▎ | 20.0M/181M [00:21<02:50, 947kB/s]
11%|████▎ | 20.1M/181M [00:21<02:51, 940kB/s]
11%|████▎ | 20.2M/181M [00:21<02:48, 954kB/s]
11%|████▍ | 20.3M/181M [00:21<02:54, 921kB/s]
11%|████▍ | 20.4M/181M [00:21<03:01, 884kB/s]
11%|████▍ | 20.5M/181M [00:21<03:08, 851kB/s]
11%|████▍ | 20.6M/181M [00:22<02:52, 929kB/s]
11%|████▍ | 20.7M/181M [00:22<02:49, 946kB/s]
12%|████▍ | 20.8M/181M [00:22<02:54, 916kB/s]
12%|████▌ | 21.0M/181M [00:22<02:51, 935kB/s]
12%|████▍ | 21.1M/181M [00:22<02:34, 1.03MB/s]
12%|████▍ | 21.2M/181M [00:22<02:36, 1.02MB/s]
12%|████▍ | 21.4M/181M [00:22<02:31, 1.05MB/s]
12%|████▌ | 21.5M/181M [00:22<02:23, 1.11MB/s]
12%|████▌ | 21.6M/181M [00:23<02:17, 1.16MB/s]
12%|████▌ | 21.8M/181M [00:23<02:23, 1.11MB/s]
12%|████▌ | 21.9M/181M [00:23<02:29, 1.07MB/s]
12%|████▌ | 22.0M/181M [00:23<02:35, 1.03MB/s]
12%|████▊ | 22.1M/181M [00:23<02:41, 984kB/s]
12%|████▊ | 22.2M/181M [00:23<02:47, 946kB/s]
12%|████▋ | 22.3M/181M [00:23<02:37, 1.01MB/s]
12%|████▊ | 22.4M/181M [00:23<02:44, 963kB/s]
12%|████▊ | 22.5M/181M [00:23<02:51, 924kB/s]
13%|████▊ | 22.7M/181M [00:24<02:35, 1.02MB/s]
13%|████▉ | 22.8M/181M [00:24<02:41, 978kB/s]
13%|████▉ | 22.9M/181M [00:24<02:48, 936kB/s]
13%|████▉ | 23.0M/181M [00:24<02:55, 902kB/s]
13%|████▊ | 23.1M/181M [00:24<02:36, 1.01MB/s]
13%|████▉ | 23.2M/181M [00:24<02:31, 1.04MB/s]
13%|████▉ | 23.4M/181M [00:24<02:12, 1.19MB/s]
13%|████▉ | 23.5M/181M [00:24<02:17, 1.14MB/s]
13%|████▉ | 23.6M/181M [00:25<02:23, 1.10MB/s]
13%|████▉ | 23.8M/181M [00:25<02:29, 1.05MB/s]
13%|█████ | 23.9M/181M [00:25<02:35, 1.01MB/s]
13%|█████▏ | 24.0M/181M [00:25<02:41, 970kB/s]
13%|█████▏ | 24.1M/181M [00:25<02:48, 929kB/s]
13%|█████▏ | 24.2M/181M [00:25<02:51, 916kB/s]
13%|█████▏ | 24.3M/181M [00:25<02:58, 877kB/s]
13%|█████▎ | 24.4M/181M [00:25<02:48, 928kB/s]
14%|█████▎ | 24.5M/181M [00:25<02:56, 889kB/s]
14%|█████▎ | 24.6M/181M [00:26<02:56, 887kB/s]
14%|█████▎ | 24.7M/181M [00:26<02:43, 959kB/s]
14%|█████▎ | 24.8M/181M [00:26<02:48, 927kB/s]
14%|█████▎ | 24.9M/181M [00:26<02:53, 902kB/s]
14%|█████▍ | 25.0M/181M [00:26<02:48, 928kB/s]
14%|█████▍ | 25.1M/181M [00:26<02:55, 889kB/s]
14%|█████▍ | 25.2M/181M [00:26<03:02, 852kB/s]
14%|█████▍ | 25.3M/181M [00:26<03:09, 820kB/s]
14%|█████▍ | 25.4M/181M [00:26<02:39, 979kB/s]
14%|█████▎ | 25.6M/181M [00:27<02:26, 1.06MB/s]
14%|█████▍ | 25.7M/181M [00:27<02:32, 1.02MB/s]
14%|█████▌ | 25.8M/181M [00:27<02:37, 987kB/s]
14%|█████▌ | 25.9M/181M [00:27<02:43, 947kB/s]
14%|█████▌ | 26.0M/181M [00:27<02:41, 958kB/s]
14%|█████▍ | 26.1M/181M [00:27<02:33, 1.01MB/s]
15%|█████▌ | 26.3M/181M [00:27<02:34, 1.00MB/s]
15%|█████▌ | 26.4M/181M [00:27<02:12, 1.16MB/s]
15%|█████▌ | 26.6M/181M [00:28<02:18, 1.11MB/s]
15%|█████▌ | 26.7M/181M [00:28<02:24, 1.07MB/s]
15%|█████▌ | 26.8M/181M [00:28<02:30, 1.03MB/s]
15%|█████▊ | 26.9M/181M [00:28<02:36, 987kB/s]
15%|█████▋ | 27.0M/181M [00:28<02:28, 1.04MB/s]
15%|█████▊ | 27.1M/181M [00:28<02:34, 994kB/s]
15%|█████▊ | 27.2M/181M [00:28<02:41, 954kB/s]
15%|█████▉ | 27.3M/181M [00:28<02:43, 941kB/s]
15%|█████▉ | 27.5M/181M [00:28<02:34, 996kB/s]
15%|█████▉ | 27.6M/181M [00:29<02:40, 956kB/s]
15%|█████▉ | 27.7M/181M [00:29<02:39, 960kB/s]
15%|█████▉ | 27.8M/181M [00:29<02:38, 965kB/s]
15%|██████ | 27.9M/181M [00:29<02:44, 929kB/s]
15%|██████ | 28.0M/181M [00:29<02:52, 890kB/s]
15%|██████ | 28.1M/181M [00:29<02:59, 853kB/s]
16%|██████ | 28.2M/181M [00:29<03:00, 846kB/s]
16%|██████ | 28.3M/181M [00:29<02:44, 927kB/s]
16%|██████ | 28.4M/181M [00:30<02:49, 903kB/s]
16%|██████▏ | 28.5M/181M [00:30<02:44, 928kB/s]
16%|██████▏ | 28.6M/181M [00:30<02:48, 904kB/s]
16%|██████▏ | 28.7M/181M [00:30<02:36, 971kB/s]
16%|██████▏ | 28.8M/181M [00:30<02:43, 931kB/s]
16%|██████ | 29.0M/181M [00:30<02:11, 1.16MB/s]
16%|██████ | 29.1M/181M [00:30<02:16, 1.11MB/s]
16%|██████▏ | 29.3M/181M [00:30<02:11, 1.16MB/s]
16%|██████▏ | 29.4M/181M [00:30<02:17, 1.11MB/s]
16%|██████▏ | 29.5M/181M [00:31<02:16, 1.11MB/s]
16%|██████▏ | 29.7M/181M [00:31<02:11, 1.16MB/s]
16%|██████▎ | 29.9M/181M [00:31<01:55, 1.31MB/s]
17%|██████▎ | 30.0M/181M [00:31<01:56, 1.30MB/s]
17%|██████▎ | 30.2M/181M [00:31<02:01, 1.24MB/s]
17%|██████▎ | 30.3M/181M [00:31<02:06, 1.19MB/s]
17%|██████▍ | 30.4M/181M [00:31<02:11, 1.14MB/s]
17%|██████▍ | 30.5M/181M [00:31<02:17, 1.10MB/s]
17%|██████▍ | 30.6M/181M [00:31<02:22, 1.06MB/s]
17%|██████▍ | 30.7M/181M [00:32<02:28, 1.01MB/s]
17%|██████▍ | 30.9M/181M [00:32<02:08, 1.17MB/s]
17%|██████▌ | 31.0M/181M [00:32<02:09, 1.16MB/s]
17%|██████▌ | 31.2M/181M [00:32<02:15, 1.11MB/s]
17%|██████▌ | 31.3M/181M [00:32<02:20, 1.07MB/s]
17%|██████▌ | 31.4M/181M [00:32<02:26, 1.03MB/s]
17%|██████▊ | 31.5M/181M [00:32<02:31, 988kB/s]
17%|██████▊ | 31.6M/181M [00:32<02:37, 947kB/s]
18%|██████▋ | 31.8M/181M [00:33<02:12, 1.13MB/s]
18%|██████▋ | 32.0M/181M [00:33<01:55, 1.29MB/s]
18%|██████▋ | 32.1M/181M [00:33<01:59, 1.24MB/s]
18%|██████▊ | 32.2M/181M [00:33<02:04, 1.19MB/s]
18%|██████▊ | 32.4M/181M [00:33<01:56, 1.27MB/s]
18%|██████▊ | 32.5M/181M [00:33<02:01, 1.22MB/s]
18%|██████▊ | 32.6M/181M [00:33<02:07, 1.17MB/s]
18%|██████▊ | 32.7M/181M [00:33<02:12, 1.12MB/s]
18%|██████▉ | 32.9M/181M [00:33<02:17, 1.08MB/s]
18%|██████▉ | 33.0M/181M [00:34<02:23, 1.03MB/s]
18%|███████ | 33.1M/181M [00:34<02:29, 992kB/s]
18%|██████▉ | 33.2M/181M [00:34<02:24, 1.02MB/s]
18%|██████▉ | 33.3M/181M [00:34<02:14, 1.09MB/s]
18%|███████ | 33.4M/181M [00:34<02:20, 1.05MB/s]
19%|███████ | 33.6M/181M [00:34<02:26, 1.00MB/s]
19%|███████▏ | 33.7M/181M [00:34<02:33, 964kB/s]
19%|███████▎ | 33.8M/181M [00:34<02:39, 925kB/s]
19%|███████▎ | 33.8M/181M [00:35<02:45, 888kB/s]
19%|███████▏ | 34.0M/181M [00:35<02:26, 1.00MB/s]
19%|███████▎ | 34.1M/181M [00:35<02:32, 961kB/s]
19%|███████▎ | 34.2M/181M [00:35<02:39, 922kB/s]
19%|███████▍ | 34.3M/181M [00:35<02:43, 897kB/s]
19%|███████▍ | 34.4M/181M [00:35<02:50, 860kB/s]
19%|███████▍ | 34.5M/181M [00:35<02:47, 877kB/s]
19%|███████▍ | 34.6M/181M [00:35<02:34, 949kB/s]
19%|███████▎ | 34.8M/181M [00:35<02:20, 1.04MB/s]
19%|███████▎ | 34.9M/181M [00:36<02:11, 1.11MB/s]
19%|███████▎ | 35.0M/181M [00:36<02:17, 1.06MB/s]
19%|███████▎ | 35.1M/181M [00:36<02:23, 1.02MB/s]
19%|███████▌ | 35.2M/181M [00:36<02:28, 979kB/s]
20%|███████▌ | 35.3M/181M [00:36<02:32, 956kB/s]
20%|███████▋ | 35.4M/181M [00:36<02:37, 924kB/s]
20%|███████▋ | 35.5M/181M [00:36<02:42, 898kB/s]
20%|███████▋ | 35.6M/181M [00:36<02:44, 883kB/s]
20%|███████▋ | 35.7M/181M [00:36<02:47, 869kB/s]
20%|███████▋ | 35.8M/181M [00:37<02:40, 904kB/s]
20%|███████▋ | 36.0M/181M [00:37<02:29, 972kB/s]
20%|███████▊ | 36.1M/181M [00:37<02:35, 934kB/s]
20%|███████▊ | 36.2M/181M [00:37<02:39, 907kB/s]
20%|███████▊ | 36.3M/181M [00:37<02:35, 929kB/s]
20%|███████▊ | 36.4M/181M [00:37<02:33, 945kB/s]
20%|███████▊ | 36.5M/181M [00:37<02:37, 916kB/s]
20%|███████▉ | 36.6M/181M [00:37<02:33, 938kB/s]
20%|███████▉ | 36.7M/181M [00:38<02:38, 910kB/s]
20%|███████▉ | 36.8M/181M [00:38<02:42, 890kB/s]
20%|███████▉ | 36.9M/181M [00:38<02:36, 919kB/s]
20%|███████▉ | 37.0M/181M [00:38<02:43, 882kB/s]
20%|███████▉ | 37.1M/181M [00:38<02:42, 887kB/s]
21%|████████ | 37.2M/181M [00:38<02:37, 915kB/s]
21%|████████ | 37.3M/181M [00:38<02:34, 933kB/s]
21%|████████ | 37.4M/181M [00:38<02:40, 895kB/s]
21%|████████ | 37.5M/181M [00:38<02:47, 860kB/s]
21%|███████▉ | 37.7M/181M [00:39<02:10, 1.10MB/s]
21%|███████▉ | 37.9M/181M [00:39<02:09, 1.10MB/s]
21%|███████▉ | 38.0M/181M [00:39<02:08, 1.11MB/s]
21%|███████▉ | 38.1M/181M [00:39<02:08, 1.11MB/s]
21%|████████ | 38.2M/181M [00:39<02:14, 1.06MB/s]
21%|████████ | 38.3M/181M [00:39<02:19, 1.02MB/s]
21%|████████▎ | 38.4M/181M [00:39<02:25, 981kB/s]
21%|████████▎ | 38.6M/181M [00:39<02:22, 997kB/s]
21%|████████▏ | 38.8M/181M [00:40<01:54, 1.25MB/s]
22%|████████▏ | 39.0M/181M [00:40<01:40, 1.42MB/s]
22%|████████▏ | 39.1M/181M [00:40<01:44, 1.36MB/s]
22%|████████▏ | 39.3M/181M [00:40<01:48, 1.30MB/s]
22%|████████▍ | 39.4M/181M [00:40<02:26, 965kB/s]
22%|████████▌ | 39.5M/181M [00:40<02:27, 958kB/s]
22%|████████▌ | 39.6M/181M [00:40<02:30, 943kB/s]
22%|████████▌ | 39.7M/181M [00:40<02:28, 953kB/s]
22%|████████▌ | 39.8M/181M [00:41<02:26, 964kB/s]
22%|████████▍ | 40.0M/181M [00:41<02:14, 1.05MB/s]
22%|████████▍ | 40.1M/181M [00:41<02:19, 1.01MB/s]
22%|████████▋ | 40.2M/181M [00:41<02:23, 979kB/s]
22%|████████▍ | 40.4M/181M [00:41<02:06, 1.11MB/s]
22%|████████▍ | 40.5M/181M [00:41<02:11, 1.07MB/s]
22%|████████▌ | 40.6M/181M [00:41<02:16, 1.03MB/s]
22%|████████▌ | 40.7M/181M [00:41<02:09, 1.08MB/s]
23%|████████▌ | 40.8M/181M [00:41<02:15, 1.04MB/s]
23%|████████▊ | 40.9M/181M [00:42<02:21, 994kB/s]
23%|████████▌ | 41.1M/181M [00:42<02:15, 1.03MB/s]
23%|████████▋ | 41.2M/181M [00:42<02:17, 1.02MB/s]
23%|████████▉ | 41.3M/181M [00:42<02:23, 975kB/s]
23%|████████▉ | 41.4M/181M [00:42<02:29, 937kB/s]
23%|████████▋ | 41.5M/181M [00:42<02:16, 1.02MB/s]
23%|████████▋ | 41.7M/181M [00:42<02:02, 1.14MB/s]
23%|████████▊ | 41.8M/181M [00:42<02:03, 1.13MB/s]
23%|████████▊ | 41.9M/181M [00:43<02:07, 1.09MB/s]
23%|████████▊ | 42.1M/181M [00:43<02:01, 1.14MB/s]
23%|████████▊ | 42.2M/181M [00:43<02:02, 1.14MB/s]
23%|████████▉ | 42.3M/181M [00:43<02:07, 1.09MB/s]
23%|████████▉ | 42.4M/181M [00:43<02:12, 1.05MB/s]
23%|████████▉ | 42.5M/181M [00:43<02:17, 1.01MB/s]
24%|█████████▏ | 42.6M/181M [00:43<02:23, 968kB/s]
24%|█████████▏ | 42.7M/181M [00:43<02:24, 958kB/s]
24%|█████████▏ | 42.8M/181M [00:43<02:29, 926kB/s]
24%|█████████▎ | 43.0M/181M [00:44<02:26, 945kB/s]
24%|█████████ | 43.1M/181M [00:44<02:02, 1.12MB/s]
24%|█████████ | 43.2M/181M [00:44<02:07, 1.08MB/s]
24%|█████████ | 43.4M/181M [00:44<02:10, 1.05MB/s]
24%|█████████▏ | 43.5M/181M [00:44<01:58, 1.16MB/s]
24%|█████████▏ | 43.6M/181M [00:44<02:03, 1.11MB/s]
24%|█████████▏ | 43.8M/181M [00:44<02:03, 1.11MB/s]
24%|█████████▏ | 44.0M/181M [00:44<01:50, 1.24MB/s]
24%|█████████▎ | 44.1M/181M [00:45<01:53, 1.21MB/s]
24%|█████████▎ | 44.2M/181M [00:45<01:58, 1.16MB/s]
25%|█████████▎ | 44.4M/181M [00:45<01:48, 1.26MB/s]
25%|█████████▎ | 44.5M/181M [00:45<01:52, 1.22MB/s]
25%|█████████▎ | 44.6M/181M [00:45<01:56, 1.17MB/s]
25%|█████████▍ | 44.8M/181M [00:45<01:47, 1.26MB/s]
25%|█████████▍ | 44.9M/181M [00:45<01:52, 1.21MB/s]
25%|█████████▍ | 45.1M/181M [00:45<01:56, 1.16MB/s]
25%|█████████▍ | 45.2M/181M [00:45<02:01, 1.12MB/s]
25%|█████████▌ | 45.3M/181M [00:46<02:06, 1.07MB/s]
25%|█████████▌ | 45.4M/181M [00:46<02:05, 1.08MB/s]
25%|█████████▌ | 45.5M/181M [00:46<02:09, 1.05MB/s]
25%|█████████▌ | 45.6M/181M [00:46<02:14, 1.01MB/s]
25%|█████████▌ | 45.8M/181M [00:46<01:57, 1.15MB/s]
25%|█████████▋ | 45.9M/181M [00:46<02:02, 1.10MB/s]
25%|█████████▋ | 46.1M/181M [00:46<01:45, 1.28MB/s]
26%|█████████▋ | 46.2M/181M [00:46<01:49, 1.23MB/s]
26%|█████████▋ | 46.4M/181M [00:46<01:54, 1.18MB/s]
26%|█████████▊ | 46.5M/181M [00:47<01:59, 1.13MB/s]
26%|█████████▊ | 46.6M/181M [00:47<02:04, 1.08MB/s]
26%|█████████▊ | 46.7M/181M [00:47<02:09, 1.04MB/s]
26%|██████████ | 46.8M/181M [00:47<02:14, 998kB/s]
26%|██████████ | 46.9M/181M [00:47<02:19, 960kB/s]
26%|██████████▏ | 47.0M/181M [00:47<02:16, 981kB/s]
26%|██████████▏ | 47.1M/181M [00:47<02:16, 982kB/s]
26%|██████████▏ | 47.2M/181M [00:47<02:22, 940kB/s]
26%|██████████▏ | 47.4M/181M [00:48<02:14, 995kB/s]
26%|██████████▏ | 47.5M/181M [00:48<02:14, 992kB/s]
26%|██████████▏ | 47.6M/181M [00:48<02:20, 951kB/s]
26%|██████████▎ | 47.7M/181M [00:48<02:25, 918kB/s]
26%|██████████▎ | 47.8M/181M [00:48<02:28, 896kB/s]
26%|██████████▎ | 47.9M/181M [00:48<02:18, 963kB/s]
27%|██████████▎ | 48.0M/181M [00:48<02:23, 926kB/s]
27%|██████████▎ | 48.1M/181M [00:48<02:29, 889kB/s]
27%|██████████▍ | 48.2M/181M [00:48<02:35, 853kB/s]
27%|██████████▍ | 48.3M/181M [00:49<02:36, 848kB/s]
27%|██████████▍ | 48.4M/181M [00:49<02:29, 887kB/s]
27%|██████████▍ | 48.5M/181M [00:49<02:18, 957kB/s]
27%|██████████▏ | 48.7M/181M [00:49<02:06, 1.05MB/s]
27%|██████████▏ | 48.8M/181M [00:49<02:03, 1.07MB/s]
27%|██████████▎ | 48.9M/181M [00:49<02:06, 1.05MB/s]
27%|██████████▎ | 49.0M/181M [00:49<02:11, 1.00MB/s]
27%|██████████▌ | 49.1M/181M [00:49<02:14, 981kB/s]
27%|██████████▌ | 49.3M/181M [00:49<02:14, 981kB/s]
27%|██████████▋ | 49.3M/181M [00:50<02:20, 940kB/s]
27%|██████████▍ | 49.5M/181M [00:50<02:02, 1.08MB/s]
27%|██████████▍ | 49.6M/181M [00:50<02:05, 1.05MB/s]
27%|██████████▍ | 49.7M/181M [00:50<02:10, 1.01MB/s]
28%|██████████▍ | 49.9M/181M [00:50<02:02, 1.07MB/s]
28%|██████████▍ | 50.0M/181M [00:50<02:07, 1.03MB/s]
28%|██████████▌ | 50.2M/181M [00:50<01:45, 1.24MB/s]
28%|██████████▌ | 50.3M/181M [00:50<01:49, 1.19MB/s]
28%|██████████▌ | 50.4M/181M [00:51<01:54, 1.14MB/s]
28%|██████████▌ | 50.5M/181M [00:51<01:59, 1.09MB/s]
28%|██████████▋ | 50.7M/181M [00:51<02:04, 1.05MB/s]
28%|██████████▋ | 50.8M/181M [00:51<02:09, 1.01MB/s]
28%|██████████▉ | 50.9M/181M [00:51<02:14, 969kB/s]
28%|██████████▉ | 51.0M/181M [00:51<02:19, 931kB/s]
28%|██████████▉ | 51.0M/181M [00:51<02:25, 895kB/s]
28%|███████████ | 51.1M/181M [00:51<02:31, 859kB/s]
28%|██████████▊ | 51.3M/181M [00:51<01:59, 1.09MB/s]
28%|██████████▊ | 51.4M/181M [00:52<02:02, 1.06MB/s]
28%|██████████▊ | 51.6M/181M [00:52<02:00, 1.08MB/s]
29%|██████████▊ | 51.7M/181M [00:52<02:05, 1.03MB/s]
29%|███████████▏ | 51.8M/181M [00:52<02:10, 990kB/s]
29%|███████████▏ | 51.9M/181M [00:52<02:16, 949kB/s]
29%|███████████▏ | 52.0M/181M [00:52<02:21, 911kB/s]
29%|██████████▉ | 52.2M/181M [00:52<01:56, 1.11MB/s]
29%|██████████▉ | 52.3M/181M [00:52<02:00, 1.07MB/s]
29%|██████████▉ | 52.4M/181M [00:53<01:58, 1.09MB/s]
29%|███████████ | 52.6M/181M [00:53<01:44, 1.23MB/s]
29%|███████████ | 52.8M/181M [00:53<01:40, 1.28MB/s]
29%|███████████ | 52.9M/181M [00:53<01:44, 1.23MB/s]
29%|███████████ | 53.0M/181M [00:53<01:48, 1.18MB/s]
29%|███████████▏ | 53.1M/181M [00:53<01:52, 1.13MB/s]
29%|███████████▏ | 53.2M/181M [00:53<01:57, 1.09MB/s]
29%|███████████▏ | 53.4M/181M [00:53<01:50, 1.16MB/s]
30%|███████████▏ | 53.5M/181M [00:53<01:47, 1.19MB/s]
30%|███████████▎ | 53.7M/181M [00:54<01:51, 1.14MB/s]
30%|███████████▎ | 53.8M/181M [00:54<01:56, 1.10MB/s]
30%|███████████▎ | 53.9M/181M [00:54<02:01, 1.05MB/s]
30%|███████████▎ | 54.0M/181M [00:54<02:05, 1.01MB/s]
30%|███████████▎ | 54.1M/181M [00:54<01:54, 1.11MB/s]
30%|███████████▍ | 54.3M/181M [00:54<01:53, 1.11MB/s]
30%|███████████▍ | 54.4M/181M [00:54<01:57, 1.07MB/s]
30%|███████████▍ | 54.5M/181M [00:54<02:03, 1.03MB/s]
30%|███████████▊ | 54.6M/181M [00:54<02:07, 993kB/s]
30%|███████████▍ | 54.7M/181M [00:55<01:57, 1.07MB/s]
30%|███████████▌ | 54.9M/181M [00:55<01:55, 1.09MB/s]
30%|███████████▌ | 55.0M/181M [00:55<01:59, 1.06MB/s]
30%|███████████▌ | 55.1M/181M [00:55<01:52, 1.12MB/s]
31%|███████████▌ | 55.3M/181M [00:55<01:56, 1.08MB/s]
31%|███████████▌ | 55.4M/181M [00:55<01:54, 1.10MB/s]
31%|███████████▋ | 55.5M/181M [00:55<01:53, 1.11MB/s]
31%|███████████▋ | 55.7M/181M [00:55<01:44, 1.20MB/s]
31%|███████████▋ | 55.8M/181M [00:56<01:42, 1.22MB/s]
31%|███████████▋ | 55.9M/181M [00:56<01:47, 1.17MB/s]
31%|███████████▊ | 56.1M/181M [00:56<01:51, 1.12MB/s]
31%|███████████▊ | 56.2M/181M [00:56<01:56, 1.07MB/s]
31%|███████████▊ | 56.3M/181M [00:56<02:01, 1.03MB/s]
31%|████████████▏ | 56.4M/181M [00:56<02:06, 989kB/s]
31%|████████████▏ | 56.5M/181M [00:56<02:07, 976kB/s]
31%|████████████▏ | 56.6M/181M [00:56<02:07, 980kB/s]
31%|███████████▉ | 56.7M/181M [00:56<02:01, 1.03MB/s]
31%|███████████▉ | 56.9M/181M [00:57<01:45, 1.18MB/s]
32%|███████████▉ | 57.1M/181M [00:57<01:46, 1.17MB/s]
32%|███████████▉ | 57.2M/181M [00:57<01:51, 1.12MB/s]
32%|████████████ | 57.3M/181M [00:57<01:55, 1.07MB/s]
32%|████████████ | 57.4M/181M [00:57<02:00, 1.03MB/s]
32%|████████████▍ | 57.5M/181M [00:57<02:04, 990kB/s]
32%|████████████▍ | 57.6M/181M [00:57<02:10, 949kB/s]
32%|████████████ | 57.8M/181M [00:57<01:49, 1.13MB/s]
32%|████████████▏ | 57.9M/181M [00:58<01:45, 1.17MB/s]
32%|████████████▏ | 58.0M/181M [00:58<01:49, 1.12MB/s]
32%|████████████▏ | 58.2M/181M [00:58<01:45, 1.16MB/s]
32%|████████████▏ | 58.3M/181M [00:58<01:50, 1.11MB/s]
32%|████████████▎ | 58.4M/181M [00:58<01:50, 1.11MB/s]
32%|████████████▎ | 58.5M/181M [00:58<01:55, 1.06MB/s]
32%|████████████▎ | 58.6M/181M [00:58<02:00, 1.02MB/s]
32%|████████████▋ | 58.7M/181M [00:58<02:05, 977kB/s]
32%|████████████▋ | 58.8M/181M [00:58<02:10, 939kB/s]
33%|████████████▍ | 59.0M/181M [00:59<02:00, 1.01MB/s]
33%|████████████▋ | 59.1M/181M [00:59<02:05, 974kB/s]
33%|████████████▋ | 59.2M/181M [00:59<02:05, 968kB/s]
33%|████████████▍ | 59.4M/181M [00:59<01:50, 1.10MB/s]
33%|████████████▍ | 59.5M/181M [00:59<01:42, 1.19MB/s]
33%|████████████▌ | 59.7M/181M [00:59<01:43, 1.17MB/s]
33%|████████████▌ | 59.8M/181M [00:59<01:47, 1.12MB/s]
33%|████████████▌ | 59.9M/181M [00:59<01:52, 1.08MB/s]
33%|████████████▌ | 60.0M/181M [00:59<01:56, 1.04MB/s]
33%|████████████▉ | 60.1M/181M [01:00<02:01, 995kB/s]
33%|████████████▉ | 60.2M/181M [01:00<02:06, 957kB/s]
33%|████████████▉ | 60.3M/181M [01:00<02:11, 919kB/s]
33%|█████████████ | 60.4M/181M [01:00<02:09, 934kB/s]
33%|█████████████ | 60.5M/181M [01:00<02:13, 905kB/s]
33%|█████████████ | 60.6M/181M [01:00<02:18, 868kB/s]
34%|█████████████ | 60.7M/181M [01:00<02:10, 922kB/s]
34%|█████████████ | 60.8M/181M [01:00<02:07, 942kB/s]
34%|█████████████▏ | 61.0M/181M [01:01<02:00, 997kB/s]
34%|█████████████▏ | 61.1M/181M [01:01<02:00, 993kB/s]
34%|█████████████▏ | 61.2M/181M [01:01<02:06, 951kB/s]
34%|████████████▊ | 61.4M/181M [01:01<01:46, 1.13MB/s]
34%|████████████▉ | 61.5M/181M [01:01<01:50, 1.08MB/s]
34%|████████████▉ | 61.6M/181M [01:01<01:54, 1.04MB/s]
34%|████████████▉ | 61.7M/181M [01:01<01:50, 1.08MB/s]
34%|████████████▉ | 61.9M/181M [01:01<01:44, 1.14MB/s]
34%|█████████████ | 62.0M/181M [01:01<01:48, 1.09MB/s]
34%|█████████████ | 62.1M/181M [01:02<01:53, 1.05MB/s]
34%|█████████████ | 62.2M/181M [01:02<01:49, 1.08MB/s]
34%|█████████████ | 62.3M/181M [01:02<01:54, 1.04MB/s]
34%|█████████████ | 62.5M/181M [01:02<01:49, 1.08MB/s]
35%|█████████████▏ | 62.6M/181M [01:02<01:54, 1.04MB/s]
35%|█████████████▍ | 62.7M/181M [01:02<01:58, 996kB/s]
35%|█████████████▌ | 62.8M/181M [01:02<02:03, 959kB/s]
35%|█████████████▏ | 62.9M/181M [01:02<01:57, 1.00MB/s]
35%|█████████████▏ | 63.1M/181M [01:02<01:37, 1.21MB/s]
35%|█████████████▎ | 63.2M/181M [01:03<01:36, 1.22MB/s]
35%|█████████████▎ | 63.4M/181M [01:03<01:40, 1.17MB/s]
35%|█████████████▎ | 63.5M/181M [01:03<01:36, 1.22MB/s]
35%|█████████████▎ | 63.7M/181M [01:03<01:31, 1.28MB/s]
35%|█████████████▍ | 63.8M/181M [01:03<01:32, 1.27MB/s]
35%|█████████████▍ | 64.0M/181M [01:03<01:35, 1.22MB/s]
35%|█████████████▍ | 64.1M/181M [01:03<01:39, 1.17MB/s]
35%|█████████████▍ | 64.2M/181M [01:03<01:43, 1.13MB/s]
36%|█████████████▌ | 64.3M/181M [01:04<01:41, 1.15MB/s]
36%|█████████████▌ | 64.5M/181M [01:04<01:45, 1.10MB/s]
36%|█████████████▌ | 64.6M/181M [01:04<01:50, 1.06MB/s]
36%|█████████████▌ | 64.7M/181M [01:04<01:54, 1.02MB/s]
36%|█████████████▉ | 64.8M/181M [01:04<01:58, 978kB/s]
36%|█████████████▋ | 64.9M/181M [01:04<01:43, 1.13MB/s]
36%|█████████████▋ | 65.1M/181M [01:04<01:47, 1.08MB/s]
36%|█████████████▋ | 65.2M/181M [01:04<01:45, 1.10MB/s]
36%|█████████████▋ | 65.3M/181M [01:04<01:49, 1.05MB/s]
36%|█████████████▋ | 65.4M/181M [01:05<01:54, 1.01MB/s]
36%|█████████████▊ | 65.6M/181M [01:05<01:39, 1.16MB/s]
36%|█████████████▊ | 65.8M/181M [01:05<01:33, 1.24MB/s]
36%|█████████████▊ | 65.9M/181M [01:05<01:26, 1.33MB/s]
36%|█████████████▊ | 66.1M/181M [01:05<01:30, 1.27MB/s]
37%|█████████████▉ | 66.2M/181M [01:05<01:34, 1.22MB/s]
37%|█████████████▉ | 66.3M/181M [01:05<01:38, 1.17MB/s]
37%|█████████████▉ | 66.4M/181M [01:05<01:42, 1.12MB/s]
37%|█████████████▉ | 66.5M/181M [01:06<01:46, 1.08MB/s]
37%|█████████████▉ | 66.7M/181M [01:06<01:50, 1.03MB/s]
37%|██████████████▍ | 66.8M/181M [01:06<01:54, 996kB/s]
37%|██████████████▍ | 66.9M/181M [01:06<01:59, 957kB/s]
37%|██████████████▍ | 67.0M/181M [01:06<02:04, 919kB/s]
37%|██████████████▍ | 67.0M/181M [01:06<02:09, 883kB/s]
37%|██████████████ | 67.2M/181M [01:06<01:41, 1.12MB/s]
37%|██████████████▏ | 67.4M/181M [01:06<01:46, 1.07MB/s]
37%|██████████████▏ | 67.5M/181M [01:06<01:50, 1.03MB/s]
37%|██████████████▏ | 67.6M/181M [01:07<01:33, 1.21MB/s]
37%|██████████████▏ | 67.8M/181M [01:07<01:38, 1.15MB/s]
37%|██████████████▏ | 67.9M/181M [01:07<01:42, 1.11MB/s]
38%|██████████████▎ | 68.0M/181M [01:07<01:46, 1.06MB/s]
38%|██████████████▎ | 68.1M/181M [01:07<01:50, 1.02MB/s]
38%|██████████████▋ | 68.2M/181M [01:07<01:55, 979kB/s]
38%|██████████████▋ | 68.3M/181M [01:07<01:59, 941kB/s]
38%|██████████████▋ | 68.4M/181M [01:07<02:03, 909kB/s]
38%|██████████████▍ | 68.6M/181M [01:07<01:38, 1.14MB/s]
38%|██████████████▍ | 68.7M/181M [01:08<01:42, 1.09MB/s]
38%|██████████████▍ | 68.8M/181M [01:08<01:46, 1.05MB/s]
38%|██████████████▍ | 68.9M/181M [01:08<01:51, 1.01MB/s]
38%|██████████████▊ | 69.0M/181M [01:08<01:52, 994kB/s]
38%|██████████████▉ | 69.1M/181M [01:08<01:57, 955kB/s]
38%|██████████████▉ | 69.2M/181M [01:08<02:02, 916kB/s]
38%|██████████████▉ | 69.3M/181M [01:08<02:07, 876kB/s]
38%|██████████████▉ | 69.4M/181M [01:08<02:06, 884kB/s]
38%|██████████████▉ | 69.5M/181M [01:09<02:11, 848kB/s]
39%|██████████████▋ | 69.7M/181M [01:09<01:39, 1.12MB/s]
39%|██████████████▋ | 69.9M/181M [01:09<01:31, 1.21MB/s]
39%|██████████████▋ | 70.0M/181M [01:09<01:35, 1.16MB/s]
39%|██████████████▋ | 70.1M/181M [01:09<01:38, 1.13MB/s]
39%|██████████████▋ | 70.2M/181M [01:09<01:42, 1.08MB/s]
39%|██████████████▊ | 70.4M/181M [01:09<01:46, 1.04MB/s]
39%|██████████████▊ | 70.5M/181M [01:09<01:41, 1.09MB/s]
39%|██████████████▊ | 70.6M/181M [01:09<01:46, 1.04MB/s]
39%|███████████████▏ | 70.7M/181M [01:10<01:50, 997kB/s]
39%|███████████████▏ | 70.8M/181M [01:10<01:55, 958kB/s]
39%|██████████████▉ | 70.9M/181M [01:10<01:50, 1.00MB/s]
39%|███████████████▎ | 71.0M/181M [01:10<01:50, 997kB/s]
39%|███████████████▎ | 71.1M/181M [01:10<01:54, 957kB/s]
39%|███████████████▎ | 71.2M/181M [01:10<01:59, 918kB/s]
39%|███████████████▎ | 71.3M/181M [01:10<02:04, 881kB/s]
39%|███████████████▍ | 71.4M/181M [01:10<02:09, 848kB/s]
40%|███████████████▍ | 71.6M/181M [01:11<01:58, 927kB/s]
40%|███████████████▍ | 71.7M/181M [01:11<02:01, 899kB/s]
40%|███████████████▍ | 71.8M/181M [01:11<01:58, 926kB/s]
40%|███████████████ | 72.0M/181M [01:11<01:27, 1.24MB/s]
40%|███████████████▏ | 72.1M/181M [01:11<01:31, 1.19MB/s]
40%|███████████████▏ | 72.2M/181M [01:11<01:35, 1.14MB/s]
40%|███████████████▏ | 72.4M/181M [01:11<01:39, 1.10MB/s]
40%|███████████████▏ | 72.5M/181M [01:11<01:43, 1.05MB/s]
40%|███████████████▏ | 72.6M/181M [01:11<01:43, 1.05MB/s]
40%|███████████████▎ | 72.8M/181M [01:12<01:30, 1.20MB/s]
40%|███████████████▎ | 72.9M/181M [01:12<01:32, 1.18MB/s]
40%|███████████████▎ | 73.0M/181M [01:12<01:36, 1.12MB/s]
40%|███████████████▎ | 73.1M/181M [01:12<01:40, 1.08MB/s]
40%|███████████████▎ | 73.2M/181M [01:12<01:44, 1.03MB/s]
41%|███████████████▊ | 73.3M/181M [01:12<01:48, 991kB/s]
41%|███████████████▊ | 73.4M/181M [01:12<01:53, 952kB/s]
41%|███████████████▍ | 73.6M/181M [01:12<01:47, 1.00MB/s]
41%|███████████████▊ | 73.7M/181M [01:12<01:47, 997kB/s]
41%|███████████████▍ | 73.8M/181M [01:13<01:43, 1.03MB/s]
41%|███████████████▌ | 74.0M/181M [01:13<01:24, 1.27MB/s]
41%|███████████████▌ | 74.2M/181M [01:13<01:14, 1.44MB/s]
41%|███████████████▌ | 74.4M/181M [01:13<01:12, 1.47MB/s]
41%|███████████████▋ | 74.6M/181M [01:13<01:13, 1.45MB/s]
41%|███████████████▋ | 74.7M/181M [01:13<01:16, 1.39MB/s]
41%|███████████████▋ | 74.9M/181M [01:13<01:19, 1.33MB/s]
41%|███████████████▋ | 75.0M/181M [01:13<01:23, 1.28MB/s]
41%|████████████████▏ | 75.1M/181M [01:14<01:52, 944kB/s]
42%|████████████████▏ | 75.2M/181M [01:14<01:52, 941kB/s]
42%|███████████████▊ | 75.4M/181M [01:14<01:43, 1.03MB/s]
42%|███████████████▊ | 75.5M/181M [01:14<01:45, 1.00MB/s]
42%|███████████████▊ | 75.6M/181M [01:14<01:40, 1.05MB/s]
42%|███████████████▉ | 75.8M/181M [01:14<01:34, 1.11MB/s]
42%|███████████████▉ | 75.9M/181M [01:14<01:37, 1.08MB/s]
42%|███████████████▉ | 76.0M/181M [01:14<01:41, 1.04MB/s]
42%|████████████████▍ | 76.1M/181M [01:15<01:45, 998kB/s]
42%|████████████████▍ | 76.2M/181M [01:15<01:45, 990kB/s]
42%|████████████████▍ | 76.3M/181M [01:15<01:45, 990kB/s]
42%|████████████████▍ | 76.4M/181M [01:15<01:49, 952kB/s]
42%|████████████████▍ | 76.5M/181M [01:15<01:54, 915kB/s]
42%|████████████████▌ | 76.6M/181M [01:15<01:56, 893kB/s]
42%|████████████████ | 76.8M/181M [01:15<01:43, 1.01MB/s]
42%|████████████████▏ | 76.9M/181M [01:15<01:36, 1.08MB/s]
43%|████████████████▏ | 77.0M/181M [01:16<01:40, 1.04MB/s]
43%|████████████████▏ | 77.2M/181M [01:16<01:36, 1.08MB/s]
43%|████████████████▏ | 77.3M/181M [01:16<01:31, 1.14MB/s]
43%|████████████████▏ | 77.4M/181M [01:16<01:34, 1.09MB/s]
43%|████████████████▎ | 77.6M/181M [01:16<01:27, 1.19MB/s]
43%|████████████████▎ | 77.7M/181M [01:16<01:25, 1.21MB/s]
43%|████████████████▎ | 77.9M/181M [01:16<01:29, 1.16MB/s]
43%|████████████████▎ | 78.0M/181M [01:16<01:31, 1.13MB/s]
43%|████████████████▍ | 78.1M/181M [01:16<01:35, 1.08MB/s]
43%|████████████████▍ | 78.2M/181M [01:17<01:39, 1.04MB/s]
43%|████████████████▍ | 78.3M/181M [01:17<01:38, 1.04MB/s]
43%|████████████████▉ | 78.4M/181M [01:17<01:42, 999kB/s]
43%|████████████████▉ | 78.5M/181M [01:17<01:45, 976kB/s]
43%|████████████████▉ | 78.6M/181M [01:17<01:49, 938kB/s]
43%|████████████████▉ | 78.8M/181M [01:17<01:47, 952kB/s]
44%|████████████████▉ | 78.8M/181M [01:17<01:51, 920kB/s]
44%|█████████████████ | 78.9M/181M [01:17<01:56, 880kB/s]
44%|█████████████████ | 79.0M/181M [01:17<01:55, 884kB/s]
44%|████████████████▌ | 79.2M/181M [01:18<01:37, 1.04MB/s]
44%|████████████████▋ | 79.4M/181M [01:18<01:31, 1.11MB/s]
44%|████████████████▋ | 79.5M/181M [01:18<01:35, 1.06MB/s]
44%|████████████████▋ | 79.6M/181M [01:18<01:39, 1.02MB/s]
44%|█████████████████▏ | 79.7M/181M [01:18<01:43, 978kB/s]
44%|█████████████████▏ | 79.8M/181M [01:18<01:46, 955kB/s]
44%|█████████████████▏ | 79.9M/181M [01:18<01:49, 922kB/s]
44%|█████████████████▏ | 80.0M/181M [01:18<01:42, 984kB/s]
44%|█████████████████▎ | 80.1M/181M [01:19<01:42, 982kB/s]
44%|████████████████▊ | 80.3M/181M [01:19<01:38, 1.03MB/s]
44%|████████████████▊ | 80.4M/181M [01:19<01:39, 1.01MB/s]
44%|█████████████████▎ | 80.5M/181M [01:19<01:43, 974kB/s]
45%|████████████████▉ | 80.6M/181M [01:19<01:35, 1.05MB/s]
45%|████████████████▉ | 80.7M/181M [01:19<01:37, 1.03MB/s]
45%|████████████████▉ | 80.9M/181M [01:19<01:34, 1.06MB/s]
45%|████████████████▉ | 81.0M/181M [01:19<01:38, 1.02MB/s]
45%|█████████████████▍ | 81.1M/181M [01:19<01:42, 974kB/s]
45%|█████████████████▍ | 81.2M/181M [01:20<01:46, 937kB/s]
45%|█████████████████▌ | 81.3M/181M [01:20<01:50, 900kB/s]
45%|█████████████████▌ | 81.4M/181M [01:20<01:50, 903kB/s]
45%|█████████████████▌ | 81.5M/181M [01:20<01:47, 929kB/s]
45%|█████████████████▏ | 81.6M/181M [01:20<01:32, 1.07MB/s]
45%|█████████████████▏ | 81.8M/181M [01:20<01:31, 1.08MB/s]
45%|█████████████████▏ | 81.9M/181M [01:20<01:34, 1.05MB/s]
45%|█████████████████▏ | 82.0M/181M [01:20<01:38, 1.01MB/s]
45%|█████████████████▋ | 82.1M/181M [01:21<01:40, 984kB/s]
45%|█████████████████▋ | 82.2M/181M [01:21<01:40, 983kB/s]
45%|█████████████████▋ | 82.3M/181M [01:21<01:44, 942kB/s]
46%|█████████████████▋ | 82.4M/181M [01:21<01:49, 902kB/s]
46%|█████████████████▊ | 82.5M/181M [01:21<01:53, 865kB/s]
46%|█████████████████▊ | 82.6M/181M [01:21<01:56, 845kB/s]
46%|█████████████████▊ | 82.7M/181M [01:21<01:51, 884kB/s]
46%|█████████████████▍ | 82.9M/181M [01:21<01:34, 1.04MB/s]
46%|█████████████████▍ | 83.0M/181M [01:21<01:31, 1.07MB/s]
46%|█████████████████▍ | 83.1M/181M [01:22<01:34, 1.04MB/s]
46%|█████████████████▉ | 83.2M/181M [01:22<01:38, 998kB/s]
46%|█████████████████▉ | 83.3M/181M [01:22<01:42, 958kB/s]
46%|█████████████████▌ | 83.5M/181M [01:22<01:31, 1.07MB/s]
46%|█████████████████▌ | 83.6M/181M [01:22<01:35, 1.03MB/s]
46%|██████████████████ | 83.7M/181M [01:22<01:38, 985kB/s]
46%|██████████████████ | 83.8M/181M [01:22<01:42, 947kB/s]
46%|██████████████████ | 83.9M/181M [01:22<01:41, 961kB/s]
46%|█████████████████▋ | 84.1M/181M [01:22<01:19, 1.22MB/s]
47%|█████████████████▋ | 84.2M/181M [01:23<01:22, 1.17MB/s]
47%|█████████████████▋ | 84.4M/181M [01:23<01:25, 1.12MB/s]
47%|█████████████████▋ | 84.5M/181M [01:23<01:29, 1.08MB/s]
47%|█████████████████▋ | 84.6M/181M [01:23<01:33, 1.04MB/s]
47%|██████████████████▏ | 84.7M/181M [01:23<01:36, 996kB/s]
47%|██████████████████▎ | 84.8M/181M [01:23<01:40, 956kB/s]
47%|██████████████████▎ | 84.9M/181M [01:23<01:44, 918kB/s]
47%|██████████████████▎ | 85.0M/181M [01:23<01:48, 882kB/s]
47%|██████████████████▎ | 85.1M/181M [01:24<01:53, 849kB/s]
47%|██████████████████▎ | 85.2M/181M [01:24<01:46, 901kB/s]
47%|██████████████████▎ | 85.3M/181M [01:24<01:51, 862kB/s]
47%|██████████████████▍ | 85.4M/181M [01:24<01:44, 918kB/s]
47%|██████████████████▍ | 85.5M/181M [01:24<01:37, 982kB/s]
47%|██████████████████▍ | 85.6M/181M [01:24<01:37, 984kB/s]
47%|█████████████████▉ | 85.8M/181M [01:24<01:32, 1.03MB/s]
47%|██████████████████▍ | 85.9M/181M [01:24<01:36, 985kB/s]
47%|██████████████████▌ | 86.0M/181M [01:24<01:40, 945kB/s]
48%|██████████████████ | 86.1M/181M [01:25<01:25, 1.11MB/s]
48%|██████████████████ | 86.3M/181M [01:25<01:28, 1.07MB/s]
48%|██████████████████ | 86.4M/181M [01:25<01:32, 1.03MB/s]
48%|██████████████████▏ | 86.5M/181M [01:25<01:21, 1.16MB/s]
48%|██████████████████▏ | 86.7M/181M [01:25<01:24, 1.11MB/s]
48%|██████████████████▏ | 86.8M/181M [01:25<01:28, 1.07MB/s]
48%|██████████████████▏ | 86.9M/181M [01:25<01:31, 1.03MB/s]
48%|██████████████████▎ | 87.0M/181M [01:25<01:31, 1.03MB/s]
48%|██████████████████▎ | 87.1M/181M [01:25<01:32, 1.02MB/s]
48%|██████████████████▊ | 87.2M/181M [01:26<01:35, 978kB/s]
48%|██████████████████▎ | 87.4M/181M [01:26<01:16, 1.22MB/s]
48%|██████████████████▎ | 87.5M/181M [01:26<01:19, 1.17MB/s]
48%|██████████████████▍ | 87.7M/181M [01:26<01:22, 1.13MB/s]
48%|██████████████████▍ | 87.8M/181M [01:26<01:26, 1.08MB/s]
49%|██████████████████▍ | 87.9M/181M [01:26<01:29, 1.04MB/s]
49%|██████████████████▍ | 88.1M/181M [01:26<01:18, 1.18MB/s]
49%|██████████████████▌ | 88.2M/181M [01:26<01:11, 1.29MB/s]
49%|██████████████████▌ | 88.4M/181M [01:27<01:14, 1.24MB/s]
49%|██████████████████▌ | 88.5M/181M [01:27<01:17, 1.19MB/s]
49%|██████████████████▌ | 88.6M/181M [01:27<01:20, 1.14MB/s]
49%|██████████████████▌ | 88.7M/181M [01:27<01:24, 1.10MB/s]
49%|██████████████████▋ | 88.8M/181M [01:27<01:26, 1.07MB/s]
49%|██████████████████▋ | 89.0M/181M [01:27<01:28, 1.04MB/s]
49%|██████████████████▋ | 89.1M/181M [01:27<01:29, 1.02MB/s]
49%|██████████████████▋ | 89.2M/181M [01:27<01:30, 1.01MB/s]
49%|███████████████████▏ | 89.3M/181M [01:27<01:34, 973kB/s]
49%|███████████████████▎ | 89.4M/181M [01:28<01:34, 969kB/s]
49%|███████████████████▎ | 89.5M/181M [01:28<01:33, 975kB/s]
49%|███████████████████▎ | 89.6M/181M [01:28<01:37, 936kB/s]
50%|███████████████████▎ | 89.7M/181M [01:28<01:36, 949kB/s]
50%|██████████████████▊ | 89.9M/181M [01:28<01:20, 1.13MB/s]
50%|██████████████████▉ | 90.0M/181M [01:28<01:23, 1.09MB/s]
50%|██████████████████▉ | 90.1M/181M [01:28<01:26, 1.05MB/s]
50%|██████████████████▉ | 90.3M/181M [01:28<01:21, 1.12MB/s]
50%|██████████████████▉ | 90.4M/181M [01:29<01:24, 1.08MB/s]
50%|██████████████████▉ | 90.5M/181M [01:29<01:22, 1.09MB/s]
50%|███████████████████ | 90.6M/181M [01:29<01:25, 1.06MB/s]
50%|███████████████████ | 90.7M/181M [01:29<01:28, 1.02MB/s]
50%|███████████████████▌ | 90.8M/181M [01:29<01:32, 974kB/s]
50%|███████████████████▌ | 90.9M/181M [01:29<01:35, 944kB/s]
50%|███████████████████▌ | 91.0M/181M [01:29<01:38, 915kB/s]
50%|███████████████████▋ | 91.2M/181M [01:29<01:36, 936kB/s]
50%|███████████████████▋ | 91.3M/181M [01:29<01:40, 898kB/s]
50%|███████████████████▋ | 91.3M/181M [01:30<01:44, 861kB/s]
51%|███████████████████▋ | 91.5M/181M [01:30<01:41, 886kB/s]
51%|███████████████████▋ | 91.6M/181M [01:30<01:42, 874kB/s]
51%|███████████████████▋ | 91.7M/181M [01:30<01:34, 951kB/s]
51%|███████████████████▊ | 91.8M/181M [01:30<01:37, 917kB/s]
51%|███████████████████▊ | 91.9M/181M [01:30<01:41, 880kB/s]
51%|███████████████████▊ | 92.0M/181M [01:30<01:31, 971kB/s]
51%|███████████████████▎ | 92.2M/181M [01:30<01:20, 1.10MB/s]
51%|███████████████████▎ | 92.3M/181M [01:30<01:23, 1.06MB/s]
51%|███████████████████▍ | 92.4M/181M [01:31<01:21, 1.08MB/s]
51%|███████████████████▍ | 92.6M/181M [01:31<01:17, 1.14MB/s]
51%|███████████████████▍ | 92.7M/181M [01:31<01:20, 1.09MB/s]
51%|███████████████████▍ | 92.8M/181M [01:31<01:20, 1.10MB/s]
51%|███████████████████▌ | 93.0M/181M [01:31<01:16, 1.15MB/s]
51%|███████████████████▌ | 93.1M/181M [01:31<01:14, 1.18MB/s]
51%|███████████████████▌ | 93.2M/181M [01:31<01:17, 1.14MB/s]
52%|███████████████████▌ | 93.3M/181M [01:31<01:20, 1.09MB/s]
52%|███████████████████▌ | 93.5M/181M [01:32<01:23, 1.05MB/s]
52%|███████████████████▋ | 93.6M/181M [01:32<01:24, 1.03MB/s]
52%|███████████████████▋ | 93.7M/181M [01:32<01:13, 1.19MB/s]
52%|███████████████████▋ | 93.9M/181M [01:32<01:16, 1.13MB/s]
52%|███████████████████▋ | 94.0M/181M [01:32<01:17, 1.12MB/s]
52%|███████████████████▊ | 94.1M/181M [01:32<01:17, 1.12MB/s]
52%|███████████████████▊ | 94.2M/181M [01:32<01:20, 1.08MB/s]
52%|███████████████████▊ | 94.3M/181M [01:32<01:24, 1.03MB/s]
52%|████████████████████▎ | 94.4M/181M [01:32<01:27, 987kB/s]
52%|████████████████████▎ | 94.5M/181M [01:33<01:30, 953kB/s]
52%|████████████████████▍ | 94.6M/181M [01:33<01:33, 921kB/s]
52%|████████████████████▍ | 94.7M/181M [01:33<01:37, 882kB/s]
52%|████████████████████▍ | 94.8M/181M [01:33<01:41, 849kB/s]
52%|████████████████████▍ | 94.9M/181M [01:33<01:37, 885kB/s]
52%|████████████████████▍ | 95.1M/181M [01:33<01:33, 917kB/s]
53%|████████████████████▍ | 95.2M/181M [01:33<01:35, 897kB/s]
53%|████████████████████▌ | 95.2M/181M [01:33<01:39, 859kB/s]
53%|████████████████████ | 95.4M/181M [01:34<01:25, 1.00MB/s]
53%|████████████████████▌ | 95.5M/181M [01:34<01:28, 962kB/s]
53%|████████████████████▌ | 95.6M/181M [01:34<01:32, 926kB/s]
53%|████████████████████▌ | 95.7M/181M [01:34<01:35, 896kB/s]
53%|████████████████████▋ | 95.8M/181M [01:34<01:36, 880kB/s]
53%|████████████████████▋ | 95.9M/181M [01:34<01:33, 913kB/s]
53%|████████████████████▋ | 96.0M/181M [01:34<01:27, 974kB/s]
53%|████████████████████▋ | 96.1M/181M [01:34<01:30, 935kB/s]
53%|████████████████████▋ | 96.2M/181M [01:34<01:34, 898kB/s]
53%|████████████████████▋ | 96.3M/181M [01:35<01:38, 861kB/s]
53%|████████████████████▊ | 96.5M/181M [01:35<01:27, 970kB/s]
53%|████████████████████▊ | 96.6M/181M [01:35<01:30, 932kB/s]
53%|████████████████████▊ | 96.7M/181M [01:35<01:32, 908kB/s]
53%|████████████████████▊ | 96.8M/181M [01:35<01:34, 889kB/s]
53%|████████████████████▊ | 96.9M/181M [01:35<01:36, 877kB/s]
54%|████████████████████▉ | 96.9M/181M [01:35<01:39, 843kB/s]
54%|████████████████████▉ | 97.0M/181M [01:35<01:41, 825kB/s]
54%|████████████████████▍ | 97.3M/181M [01:35<01:09, 1.21MB/s]
54%|████████████████████▍ | 97.4M/181M [01:36<01:12, 1.16MB/s]
54%|████████████████████▍ | 97.5M/181M [01:36<01:14, 1.12MB/s]
54%|████████████████████▍ | 97.6M/181M [01:36<01:18, 1.07MB/s]
54%|████████████████████▌ | 97.7M/181M [01:36<01:21, 1.03MB/s]
54%|████████████████████▌ | 97.9M/181M [01:36<01:15, 1.10MB/s]
54%|████████████████████▌ | 98.0M/181M [01:36<01:18, 1.06MB/s]
54%|████████████████████▌ | 98.1M/181M [01:36<01:19, 1.04MB/s]
54%|█████████████████████▏ | 98.2M/181M [01:36<01:22, 998kB/s]
54%|█████████████████████▏ | 98.3M/181M [01:37<01:26, 958kB/s]
54%|█████████████████████▏ | 98.4M/181M [01:37<01:27, 948kB/s]
54%|█████████████████████▏ | 98.5M/181M [01:37<01:25, 961kB/s]
54%|█████████████████████▏ | 98.6M/181M [01:37<01:29, 922kB/s]
55%|█████████████████████▎ | 98.7M/181M [01:37<01:32, 886kB/s]
55%|█████████████████████▎ | 98.8M/181M [01:37<01:36, 851kB/s]
55%|█████████████████████▎ | 98.9M/181M [01:37<01:37, 846kB/s]
55%|█████████████████████▎ | 99.0M/181M [01:37<01:40, 813kB/s]
55%|█████████████████████▎ | 99.1M/181M [01:37<01:31, 896kB/s]
55%|█████████████████████▎ | 99.2M/181M [01:38<01:28, 925kB/s]
55%|█████████████████████▍ | 99.4M/181M [01:38<01:22, 986kB/s]
55%|█████████████████████▍ | 99.5M/181M [01:38<01:22, 985kB/s]
55%|████████████████████▉ | 99.6M/181M [01:38<01:16, 1.07MB/s]
55%|████████████████████▉ | 99.7M/181M [01:38<01:19, 1.03MB/s]
55%|█████████████████████▌ | 99.8M/181M [01:38<01:22, 990kB/s]
55%|█████████████████████▌ | 99.9M/181M [01:38<01:25, 949kB/s]
55%|█████████████████████▌ | 100M/181M [01:38<01:21, 1.00MB/s]
55%|██████████████████████▏ | 100M/181M [01:39<01:21, 993kB/s]
55%|██████████████████████▏ | 100M/181M [01:39<01:21, 991kB/s]
55%|██████████████████████▏ | 100M/181M [01:39<01:24, 952kB/s]
55%|██████████████████████▏ | 100M/181M [01:39<01:28, 914kB/s]
56%|██████████████████████▏ | 101M/181M [01:39<01:31, 877kB/s]
56%|██████████████████████▏ | 101M/181M [01:39<01:35, 842kB/s]
56%|██████████████████████▎ | 101M/181M [01:39<01:30, 889kB/s]
56%|██████████████████████▎ | 101M/181M [01:39<01:27, 920kB/s]
56%|██████████████████████▎ | 101M/181M [01:39<01:21, 981kB/s]
56%|█████████████████████▊ | 101M/181M [01:40<01:14, 1.07MB/s]
56%|█████████████████████▊ | 101M/181M [01:40<01:16, 1.04MB/s]
56%|█████████████████████▊ | 101M/181M [01:40<01:14, 1.07MB/s]
56%|█████████████████████▊ | 102M/181M [01:40<01:17, 1.02MB/s]
56%|██████████████████████▍ | 102M/181M [01:40<01:20, 982kB/s]
56%|██████████████████████▍ | 102M/181M [01:40<01:24, 941kB/s]
56%|██████████████████████▍ | 102M/181M [01:40<01:26, 918kB/s]
56%|██████████████████████▌ | 102M/181M [01:40<01:29, 880kB/s]
56%|██████████████████████▌ | 102M/181M [01:40<01:33, 844kB/s]
56%|██████████████████████▌ | 102M/181M [01:41<01:25, 928kB/s]
56%|██████████████████████▌ | 102M/181M [01:41<01:27, 905kB/s]
57%|██████████████████████▌ | 102M/181M [01:41<01:24, 926kB/s]
57%|██████████████████████▋ | 102M/181M [01:41<01:27, 902kB/s]
57%|██████████████████████▋ | 103M/181M [01:41<01:24, 927kB/s]
57%|██████████████████████▋ | 103M/181M [01:41<01:26, 903kB/s]
57%|██████████████████████▋ | 103M/181M [01:41<01:20, 970kB/s]
57%|██████████████████████▋ | 103M/181M [01:41<01:23, 933kB/s]
57%|██████████████████████▊ | 103M/181M [01:42<01:22, 949kB/s]
57%|██████████████████████▊ | 103M/181M [01:42<01:24, 917kB/s]
57%|██████████████████████▊ | 103M/181M [01:42<01:26, 898kB/s]
57%|██████████████████████▊ | 103M/181M [01:42<01:24, 922kB/s]
57%|██████████████████████▎ | 103M/181M [01:42<01:15, 1.03MB/s]
57%|██████████████████████▎ | 104M/181M [01:42<01:16, 1.02MB/s]
57%|██████████████████████▎ | 104M/181M [01:42<01:13, 1.05MB/s]
57%|██████████████████████▎ | 104M/181M [01:42<01:09, 1.11MB/s]
57%|██████████████████████▍ | 104M/181M [01:42<01:06, 1.16MB/s]
58%|██████████████████████▍ | 104M/181M [01:43<01:09, 1.11MB/s]
58%|██████████████████████▍ | 104M/181M [01:43<01:12, 1.06MB/s]
58%|██████████████████████▍ | 104M/181M [01:43<01:15, 1.02MB/s]
58%|███████████████████████ | 104M/181M [01:43<01:18, 979kB/s]
58%|███████████████████████ | 105M/181M [01:43<01:21, 940kB/s]
58%|██████████████████████▌ | 105M/181M [01:43<01:15, 1.01MB/s]
58%|██████████████████████▌ | 105M/181M [01:43<01:16, 1.00MB/s]
58%|███████████████████████▏ | 105M/181M [01:43<01:19, 960kB/s]
58%|██████████████████████▌ | 105M/181M [01:44<01:12, 1.04MB/s]
58%|███████████████████████▏ | 105M/181M [01:44<01:16, 998kB/s]
58%|███████████████████████▏ | 105M/181M [01:44<01:19, 958kB/s]
58%|███████████████████████▎ | 105M/181M [01:44<01:20, 946kB/s]
58%|███████████████████████▎ | 105M/181M [01:44<01:19, 954kB/s]
58%|███████████████████████▎ | 106M/181M [01:44<01:22, 916kB/s]
58%|███████████████████████▎ | 106M/181M [01:44<01:19, 943kB/s]
58%|███████████████████████▎ | 106M/181M [01:44<01:22, 914kB/s]
58%|███████████████████████▍ | 106M/181M [01:44<01:20, 936kB/s]
59%|███████████████████████▍ | 106M/181M [01:45<01:22, 908kB/s]
59%|███████████████████████▍ | 106M/181M [01:45<01:24, 890kB/s]
59%|███████████████████████▍ | 106M/181M [01:45<01:21, 920kB/s]
59%|███████████████████████▍ | 106M/181M [01:45<01:19, 940kB/s]
59%|███████████████████████▌ | 106M/181M [01:45<01:21, 912kB/s]
59%|███████████████████████▌ | 107M/181M [01:45<01:23, 890kB/s]
59%|███████████████████████▌ | 107M/181M [01:45<01:21, 917kB/s]
59%|███████████████████████▌ | 107M/181M [01:45<01:24, 881kB/s]
59%|███████████████████████▌ | 107M/181M [01:45<01:27, 849kB/s]
59%|███████████████████████▌ | 107M/181M [01:46<01:19, 930kB/s]
59%|███████████████████████▋ | 107M/181M [01:46<01:18, 943kB/s]
59%|███████████████████████▋ | 107M/181M [01:46<01:17, 958kB/s]
59%|███████████████████████ | 107M/181M [01:46<01:07, 1.09MB/s]
59%|███████████████████████▏ | 107M/181M [01:46<01:10, 1.05MB/s]
59%|███████████████████████▏ | 108M/181M [01:46<01:05, 1.12MB/s]
60%|███████████████████████▏ | 108M/181M [01:46<00:58, 1.25MB/s]
60%|███████████████████████▎ | 108M/181M [01:46<00:54, 1.34MB/s]
60%|███████████████████████▎ | 108M/181M [01:47<00:56, 1.28MB/s]
60%|███████████████████████▎ | 108M/181M [01:47<00:59, 1.23MB/s]
60%|███████████████████████▎ | 108M/181M [01:47<01:01, 1.18MB/s]
60%|███████████████████████▎ | 108M/181M [01:47<01:04, 1.13MB/s]
60%|███████████████████████▍ | 109M/181M [01:47<01:06, 1.09MB/s]
60%|███████████████████████▍ | 109M/181M [01:47<01:09, 1.04MB/s]
60%|███████████████████████▍ | 109M/181M [01:47<01:12, 1.00MB/s]
60%|████████████████████████ | 109M/181M [01:47<01:15, 961kB/s]
60%|███████████████████████▍ | 109M/181M [01:47<01:08, 1.05MB/s]
60%|███████████████████████▌ | 109M/181M [01:48<01:02, 1.16MB/s]
60%|███████████████████████▌ | 109M/181M [01:48<01:04, 1.11MB/s]
60%|███████████████████████▌ | 109M/181M [01:48<01:07, 1.06MB/s]
60%|███████████████████████▌ | 110M/181M [01:48<01:10, 1.02MB/s]
61%|████████████████████████▏ | 110M/181M [01:48<01:12, 980kB/s]
61%|███████████████████████▋ | 110M/181M [01:48<01:08, 1.04MB/s]
61%|████████████████████████▎ | 110M/181M [01:48<01:11, 998kB/s]
61%|████████████████████████▎ | 110M/181M [01:48<01:14, 958kB/s]
61%|███████████████████████▋ | 110M/181M [01:48<01:08, 1.03MB/s]
61%|████████████████████████▎ | 110M/181M [01:49<01:11, 988kB/s]
61%|████████████████████████▎ | 110M/181M [01:49<01:12, 972kB/s]
61%|████████████████████████▍ | 110M/181M [01:49<01:15, 934kB/s]
61%|███████████████████████▊ | 111M/181M [01:49<01:03, 1.11MB/s]
61%|███████████████████████▊ | 111M/181M [01:49<00:58, 1.20MB/s]
61%|███████████████████████▉ | 111M/181M [01:49<01:01, 1.15MB/s]
61%|███████████████████████▉ | 111M/181M [01:49<01:02, 1.13MB/s]
61%|███████████████████████▉ | 111M/181M [01:49<00:59, 1.17MB/s]
61%|███████████████████████▉ | 111M/181M [01:50<01:00, 1.15MB/s]
62%|███████████████████████▉ | 111M/181M [01:50<01:02, 1.11MB/s]
62%|████████████████████████ | 112M/181M [01:50<01:05, 1.07MB/s]
62%|████████████████████████ | 112M/181M [01:50<01:07, 1.02MB/s]
62%|████████████████████████▋ | 112M/181M [01:50<01:10, 983kB/s]
62%|████████████████████████▋ | 112M/181M [01:50<01:13, 941kB/s]
62%|████████████████████████▋ | 112M/181M [01:50<01:16, 903kB/s]
62%|████████████████████████▋ | 112M/181M [01:50<01:16, 902kB/s]
62%|████████████████████████▊ | 112M/181M [01:50<01:14, 927kB/s]
62%|████████████████████████▊ | 112M/181M [01:51<01:12, 945kB/s]
62%|████████████████████████▊ | 112M/181M [01:51<01:15, 906kB/s]
62%|████████████████████████▊ | 112M/181M [01:51<01:16, 894kB/s]
62%|████████████████████████▊ | 113M/181M [01:51<01:17, 879kB/s]
62%|████████████████████████▉ | 113M/181M [01:51<01:11, 953kB/s]
62%|████████████████████████▉ | 113M/181M [01:51<01:10, 964kB/s]
62%|████████████████████████▉ | 113M/181M [01:51<01:13, 925kB/s]
62%|████████████████████████▉ | 113M/181M [01:51<01:12, 943kB/s]
62%|████████████████████████▉ | 113M/181M [01:52<01:14, 914kB/s]
63%|█████████████████████████ | 113M/181M [01:52<01:15, 893kB/s]
63%|█████████████████████████ | 113M/181M [01:52<01:17, 879kB/s]
63%|█████████████████████████ | 113M/181M [01:52<01:18, 866kB/s]
63%|█████████████████████████ | 114M/181M [01:52<01:11, 945kB/s]
63%|█████████████████████████ | 114M/181M [01:52<01:07, 998kB/s]
63%|█████████████████████████▏ | 114M/181M [01:52<01:10, 957kB/s]
63%|████████████████████████▌ | 114M/181M [01:52<01:06, 1.00MB/s]
63%|████████████████████████▌ | 114M/181M [01:52<01:04, 1.04MB/s]
63%|█████████████████████████▏ | 114M/181M [01:53<01:07, 997kB/s]
63%|█████████████████████████▏ | 114M/181M [01:53<01:09, 958kB/s]
63%|█████████████████████████▎ | 114M/181M [01:53<01:10, 946kB/s]
63%|████████████████████████▋ | 114M/181M [01:53<01:04, 1.04MB/s]
63%|████████████████████████▋ | 115M/181M [01:53<00:57, 1.15MB/s]
63%|████████████████████████▋ | 115M/181M [01:53<00:57, 1.14MB/s]
63%|████████████████████████▋ | 115M/181M [01:53<01:00, 1.10MB/s]
64%|████████████████████████▊ | 115M/181M [01:53<00:57, 1.15MB/s]
64%|████████████████████████▊ | 115M/181M [01:53<00:59, 1.10MB/s]
64%|████████████████████████▊ | 115M/181M [01:54<01:01, 1.07MB/s]
64%|████████████████████████▊ | 115M/181M [01:54<01:00, 1.09MB/s]
64%|████████████████████████▉ | 116M/181M [01:54<01:03, 1.04MB/s]
64%|█████████████████████████▌ | 116M/181M [01:54<01:05, 997kB/s]
64%|█████████████████████████▌ | 116M/181M [01:54<01:08, 957kB/s]
64%|█████████████████████████▌ | 116M/181M [01:54<01:10, 920kB/s]
64%|█████████████████████████▌ | 116M/181M [01:54<01:13, 883kB/s]
64%|█████████████████████████▋ | 116M/181M [01:54<01:07, 969kB/s]
64%|█████████████████████████ | 116M/181M [01:55<00:56, 1.14MB/s]
64%|█████████████████████████ | 116M/181M [01:55<00:59, 1.09MB/s]
64%|█████████████████████████ | 116M/181M [01:55<01:01, 1.05MB/s]
64%|█████████████████████████ | 117M/181M [01:55<01:04, 1.01MB/s]
64%|█████████████████████████▊ | 117M/181M [01:55<01:04, 994kB/s]
64%|█████████████████████████▏ | 117M/181M [01:55<01:02, 1.03MB/s]
65%|█████████████████████████▏ | 117M/181M [01:55<00:55, 1.15MB/s]
65%|█████████████████████████▏ | 117M/181M [01:55<00:58, 1.10MB/s]
65%|█████████████████████████▏ | 117M/181M [01:55<00:57, 1.11MB/s]
65%|█████████████████████████▎ | 117M/181M [01:56<00:51, 1.24MB/s]
65%|█████████████████████████▎ | 117M/181M [01:56<00:53, 1.19MB/s]
65%|█████████████████████████▎ | 118M/181M [01:56<00:55, 1.14MB/s]
65%|█████████████████████████▎ | 118M/181M [01:56<00:57, 1.10MB/s]
65%|█████████████████████████▍ | 118M/181M [01:56<01:00, 1.05MB/s]
65%|█████████████████████████▍ | 118M/181M [01:56<01:02, 1.01MB/s]
65%|██████████████████████████ | 118M/181M [01:56<01:04, 970kB/s]
65%|██████████████████████████ | 118M/181M [01:56<01:07, 932kB/s]
65%|██████████████████████████ | 118M/181M [01:57<01:07, 933kB/s]
65%|██████████████████████████▏ | 118M/181M [01:57<01:10, 896kB/s]
65%|██████████████████████████▏ | 118M/181M [01:57<01:12, 860kB/s]
65%|██████████████████████████▏ | 119M/181M [01:57<01:14, 845kB/s]
66%|██████████████████████████▏ | 119M/181M [01:57<01:04, 969kB/s]
66%|██████████████████████████▏ | 119M/181M [01:57<01:06, 930kB/s]
66%|██████████████████████████▎ | 119M/181M [01:57<01:09, 892kB/s]
66%|██████████████████████████▎ | 119M/181M [01:57<01:06, 937kB/s]
66%|██████████████████████████▎ | 119M/181M [01:57<01:05, 952kB/s]
66%|██████████████████████████▎ | 119M/181M [01:58<01:07, 917kB/s]
66%|██████████████████████████▎ | 119M/181M [01:58<01:05, 938kB/s]
66%|██████████████████████████▍ | 119M/181M [01:58<01:07, 911kB/s]
66%|██████████████████████████▍ | 120M/181M [01:58<01:10, 874kB/s]
66%|██████████████████████████▍ | 120M/181M [01:58<01:06, 927kB/s]
66%|██████████████████████████▍ | 120M/181M [01:58<01:05, 942kB/s]
66%|█████████████████████████▊ | 120M/181M [01:58<00:58, 1.04MB/s]
66%|█████████████████████████▊ | 120M/181M [01:58<00:59, 1.02MB/s]
66%|██████████████████████████▌ | 120M/181M [01:58<01:01, 983kB/s]
66%|█████████████████████████▉ | 120M/181M [01:59<00:53, 1.14MB/s]
67%|█████████████████████████▉ | 120M/181M [01:59<00:49, 1.22MB/s]
67%|█████████████████████████▉ | 121M/181M [01:59<00:51, 1.17MB/s]
67%|█████████████████████████▉ | 121M/181M [01:59<00:53, 1.14MB/s]
67%|██████████████████████████ | 121M/181M [01:59<00:51, 1.17MB/s]
67%|██████████████████████████ | 121M/181M [01:59<00:53, 1.12MB/s]
67%|██████████████████████████ | 121M/181M [01:59<00:53, 1.12MB/s]
67%|██████████████████████████ | 121M/181M [01:59<00:53, 1.12MB/s]
67%|██████████████████████████▏ | 121M/181M [02:00<00:51, 1.16MB/s]
67%|██████████████████████████▏ | 122M/181M [02:00<00:49, 1.19MB/s]
67%|██████████████████████████▏ | 122M/181M [02:00<00:51, 1.14MB/s]
67%|██████████████████████████▏ | 122M/181M [02:00<00:54, 1.10MB/s]
67%|██████████████████████████▏ | 122M/181M [02:00<00:56, 1.05MB/s]
67%|██████████████████████████▎ | 122M/181M [02:00<00:58, 1.01MB/s]
67%|██████████████████████████▉ | 122M/181M [02:00<01:00, 970kB/s]
67%|██████████████████████████▉ | 122M/181M [02:00<01:02, 941kB/s]
68%|██████████████████████████▍ | 123M/181M [02:00<00:26, 2.18MB/s]
68%|██████████████████████████▋ | 124M/181M [02:01<00:12, 4.58MB/s]
70%|███████████████████████████▏ | 126M/181M [02:01<00:05, 9.33MB/s]
71%|███████████████████████████▌ | 128M/181M [02:01<00:04, 11.3MB/s]
72%|████████████████████████████ | 130M/181M [02:01<00:03, 13.8MB/s]
73%|████████████████████████████▌ | 132M/181M [02:01<00:03, 14.8MB/s]
74%|████████████████████████████▉ | 135M/181M [02:01<00:02, 16.0MB/s]
75%|█████████████████████████████▍ | 137M/181M [02:01<00:02, 16.6MB/s]
77%|█████████████████████████████▉ | 139M/181M [02:01<00:02, 17.4MB/s]
78%|██████████████████████████████▍ | 141M/181M [02:02<00:02, 18.6MB/s]
79%|██████████████████████████████▉ | 144M/181M [02:02<00:01, 19.4MB/s]
81%|███████████████████████████████▍ | 146M/181M [02:02<00:01, 19.7MB/s]
82%|████████████████████████████████ | 149M/181M [02:02<00:01, 20.0MB/s]
83%|████████████████████████████████▌ | 151M/181M [02:02<00:01, 20.5MB/s]
85%|█████████████████████████████████▏ | 154M/181M [02:02<00:01, 22.0MB/s]
87%|█████████████████████████████████▊ | 157M/181M [02:02<00:01, 24.0MB/s]
88%|██████████████████████████████████▎ | 159M/181M [02:02<00:01, 18.6MB/s]
89%|██████████████████████████████████▊ | 161M/181M [02:03<00:01, 17.4MB/s]
90%|███████████████████████████████████▏ | 163M/181M [02:03<00:01, 17.0MB/s]
91%|███████████████████████████████████▌ | 165M/181M [02:03<00:00, 17.0MB/s]
92%|███████████████████████████████████▉ | 167M/181M [02:03<00:00, 16.0MB/s]
93%|████████████████████████████████████▎ | 169M/181M [02:03<00:00, 14.6MB/s]
94%|████████████████████████████████████▌ | 170M/181M [02:03<00:00, 13.8MB/s]
95%|████████████████████████████████████▉ | 171M/181M [02:03<00:00, 12.5MB/s]
95%|█████████████████████████████████████▏ | 173M/181M [02:03<00:00, 11.8MB/s]
96%|█████████████████████████████████████▍ | 174M/181M [02:04<00:00, 11.3MB/s]
97%|█████████████████████████████████████▋ | 175M/181M [02:04<00:00, 11.2MB/s]
97%|█████████████████████████████████████▉ | 176M/181M [02:04<00:00, 11.9MB/s]
98%|██████████████████████████████████████▍| 178M/181M [02:04<00:00, 13.7MB/s]
100%|██████████████████████████████████████▉| 181M/181M [02:04<00:00, 16.1MB/s]
0%| | 0.00/181M [00:00<?, ?B/s]
100%|████████████████████████████████████████| 181M/181M [00:00<00:00, 799GB/s]
/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:279: UserWarning: warnEpochs <Epochs | 298 events (all good), 0 – 0.5 s (baseline off), ~34.9 MB, data loaded,
'easy': 149
'diff': 149>
warn(f"warnEpochs {epochs}")
/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:279: UserWarning: warnEpochs <Epochs | 298 events (all good), 0 – 0.5 s (baseline off), ~34.9 MB, data loaded,
'easy': 149
'diff': 149>
warn(f"warnEpochs {epochs}")
2024-10-24 08:55:00,889 INFO MainThread moabb.evaluations.base Xdawn+Cov+TS+LDA | Hinss2021 | 2 | 1: Score 0.712
2024-10-24 08:55:01,427 INFO MainThread moabb.evaluations.base Xdawn+Cov+TS+LDA | Hinss2021 | 2 | 2: Score 0.738
2024-10-24 08:55:03,462 INFO MainThread moabb.evaluations.base Cov+ElSel+TS+LDA | Hinss2021 | 2 | 1: Score 0.773
2024-10-24 08:55:05,387 INFO MainThread moabb.evaluations.base Cov+ElSel+TS+LDA | Hinss2021 | 2 | 2: Score 0.920
2024-10-24 08:55:05,986 INFO MainThread moabb.evaluations.base ElSel+Cov+TS+LDA | Hinss2021 | 2 | 1: Score 0.783
2024-10-24 08:55:06,587 INFO MainThread moabb.evaluations.base ElSel+Cov+TS+LDA | Hinss2021 | 2 | 2: Score 0.591
Hinss2021-CrossSession: 100%|##########| 2/2 [03:36<00:00, 113.67s/it]
Hinss2021-CrossSession: 100%|##########| 2/2 [03:36<00:00, 108.49s/it]
Here, with the ElSel+Cov+TS+LDA pipeline, we reduce the computation time in approximately 8 times to the Cov+ElSel+TS+LDA pipeline.
print("Averaging the session performance:")
print(results.groupby("pipeline").mean("score")[["score", "time"]])
Averaging the session performance:
score time
pipeline
Cov+ElSel+TS+LDA 0.770303 1.758169
ElSel+Cov+TS+LDA 0.736622 0.422598
Xdawn+Cov+TS+LDA 0.658810 0.378571
Plot Results#
Here, we plot the results to compare two pipelines
fig, ax = plt.subplots(facecolor="white", figsize=[8, 4])
sns.stripplot(
data=results,
y="score",
x="pipeline",
ax=ax,
jitter=True,
alpha=0.5,
zorder=1,
palette="Set1",
)
sns.pointplot(data=results, y="score", x="pipeline", ax=ax, palette="Set1").set(
title=title
)
ax.set_ylabel("ROC AUC")
ax.set_ylim(0.3, 1)
plt.show()
Key Observations:#
Xdawn is not ideal for the resting state paradigm. This is due to its specific design for Event-Related Potential (ERP).
Electrode selection strategy based on covariance matrices demonstrates less variability and typically yields better performance.
However, this strategy is more time-consuming compared to the simpler electrode selection based on time epoch data.
Total running time of the script: ( 3 minutes 38.625 seconds)
Estimated memory usage: 580 MB