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#
Letβs 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)
2024-08-21 13:12:34,542 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:1063: 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:1063: 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(
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/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:279: UserWarning: warnEpochs <Epochs | 298 events (all good), 0 β 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 β 0.5 s, baseline off, ~34.9 MB, data loaded,
'easy': 149
'diff': 149>
warn(f"warnEpochs {epochs}")
2024-08-21 13:12:51,393 INFO MainThread moabb.evaluations.base Xdawn+Cov+TS+LDA | Hinss2021 | 1 | 1: Score 0.712
2024-08-21 13:12:51,940 INFO MainThread moabb.evaluations.base Xdawn+Cov+TS+LDA | Hinss2021 | 1 | 2: Score 0.473
2024-08-21 13:12:53,861 INFO MainThread moabb.evaluations.base Cov+ElSel+TS+LDA | Hinss2021 | 1 | 1: Score 0.597
2024-08-21 13:12:55,790 INFO MainThread moabb.evaluations.base Cov+ElSel+TS+LDA | Hinss2021 | 1 | 2: Score 0.791
2024-08-21 13:12:56,398 INFO MainThread moabb.evaluations.base ElSel+Cov+TS+LDA | Hinss2021 | 1 | 1: Score 0.885
2024-08-21 13:12:57,003 INFO MainThread moabb.evaluations.base ElSel+Cov+TS+LDA | Hinss2021 | 1 | 2: Score 0.687
Hinss2021-CrossSession: 50%|##### | 1/2 [00:22<00:22, 22.63s/it]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/urllib3/connectionpool.py:1063: 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:1063: 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(
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4%|ββ | 7.90M/181M [00:11<05:11, 557kB/s]
4%|ββ | 8.05M/181M [00:11<04:11, 687kB/s]
4%|ββ | 8.13M/181M [00:11<04:26, 648kB/s]
5%|ββ | 8.23M/181M [00:11<04:24, 653kB/s]
5%|ββ | 8.34M/181M [00:12<04:10, 691kB/s]
5%|ββ | 8.42M/181M [00:12<04:25, 650kB/s]
5%|ββ | 8.55M/181M [00:12<03:59, 720kB/s]
5%|ββ | 8.70M/181M [00:12<03:34, 803kB/s]
5%|ββ | 8.78M/181M [00:12<03:56, 729kB/s]
5%|ββ | 8.93M/181M [00:12<03:32, 810kB/s]
5%|ββ | 9.01M/181M [00:13<03:54, 734kB/s]
5%|ββ | 9.14M/181M [00:13<03:40, 779kB/s]
5%|ββ | 9.22M/181M [00:13<04:03, 705kB/s]
5%|ββ | 9.36M/181M [00:13<03:44, 766kB/s]
5%|ββ | 9.44M/181M [00:13<04:04, 703kB/s]
5%|ββ | 9.52M/181M [00:13<04:20, 658kB/s]
5%|ββ | 9.60M/181M [00:13<04:34, 625kB/s]
5%|ββ | 9.73M/181M [00:14<04:03, 705kB/s]
5%|ββ | 9.81M/181M [00:14<04:19, 660kB/s]
6%|βββ | 9.96M/181M [00:14<03:44, 762kB/s]
6%|βββ | 10.2M/181M [00:14<02:40, 1.06MB/s]
6%|βββ | 10.3M/181M [00:14<02:54, 979kB/s]
6%|βββ | 10.5M/181M [00:14<02:53, 983kB/s]
6%|βββ | 10.6M/181M [00:14<02:52, 986kB/s]
6%|βββ | 10.7M/181M [00:15<03:11, 891kB/s]
6%|βββ | 10.9M/181M [00:15<02:58, 955kB/s]
6%|βββ | 11.1M/181M [00:15<02:50, 997kB/s]
6%|βββ | 11.2M/181M [00:15<03:02, 932kB/s]
6%|βββ | 11.3M/181M [00:15<02:58, 950kB/s]
6%|βββ | 11.4M/181M [00:15<03:02, 932kB/s]
6%|βββ | 11.6M/181M [00:15<03:11, 886kB/s]
6%|βββ | 11.7M/181M [00:16<03:19, 851kB/s]
7%|βββ | 11.8M/181M [00:16<03:08, 896kB/s]
7%|βββ | 11.9M/181M [00:16<03:16, 860kB/s]
7%|βββ | 12.1M/181M [00:16<03:07, 902kB/s]
7%|βββ | 12.2M/181M [00:16<03:15, 863kB/s]
7%|βββ | 12.3M/181M [00:16<03:21, 838kB/s]
7%|βββ | 12.5M/181M [00:16<02:51, 986kB/s]
7%|βββ | 12.6M/181M [00:17<03:08, 892kB/s]
7%|βββ | 12.7M/181M [00:17<03:24, 822kB/s]
7%|βββ | 12.8M/181M [00:17<03:28, 807kB/s]
7%|βββ | 12.9M/181M [00:17<03:30, 798kB/s]
7%|βββ | 13.0M/181M [00:17<03:41, 759kB/s]
7%|βββ | 13.2M/181M [00:17<03:39, 765kB/s]
7%|βββ | 13.3M/181M [00:18<03:38, 768kB/s]
7%|βββ | 13.4M/181M [00:18<03:47, 736kB/s]
7%|βββ | 13.4M/181M [00:18<04:05, 682kB/s]
8%|βββ | 13.6M/181M [00:18<03:26, 811kB/s]
8%|βββ | 13.7M/181M [00:18<03:29, 800kB/s]
8%|βββ | 13.9M/181M [00:18<03:07, 891kB/s]
8%|βββ | 14.0M/181M [00:18<03:00, 923kB/s]
8%|βββ | 14.1M/181M [00:19<03:09, 879kB/s]
8%|βββ | 14.3M/181M [00:19<03:16, 849kB/s]
8%|βββ | 14.4M/181M [00:19<03:30, 794kB/s]
8%|βββ | 14.5M/181M [00:19<03:31, 789kB/s]
8%|ββββ | 14.6M/181M [00:19<03:41, 752kB/s]
8%|ββββ | 14.7M/181M [00:19<03:29, 793kB/s]
8%|ββββ | 14.8M/181M [00:19<03:40, 754kB/s]
8%|ββββ | 14.9M/181M [00:20<03:38, 761kB/s]
8%|ββββ | 15.0M/181M [00:20<03:46, 732kB/s]
8%|ββββ | 15.1M/181M [00:20<03:53, 712kB/s]
8%|ββββ | 15.2M/181M [00:20<03:57, 697kB/s]
8%|ββββ | 15.3M/181M [00:20<03:49, 722kB/s]
9%|ββββ | 15.4M/181M [00:20<03:56, 702kB/s]
9%|ββββ | 15.5M/181M [00:20<03:48, 726kB/s]
9%|ββββ | 15.7M/181M [00:21<03:33, 774kB/s]
9%|ββββ | 15.8M/181M [00:21<03:52, 710kB/s]
9%|ββββ | 15.9M/181M [00:21<03:36, 763kB/s]
9%|ββββ | 16.0M/181M [00:21<03:35, 765kB/s]
9%|ββββ | 16.1M/181M [00:21<03:34, 769kB/s]
9%|ββββ | 16.2M/181M [00:21<03:53, 706kB/s]
9%|ββββ | 16.3M/181M [00:22<03:56, 695kB/s]
9%|ββββ | 16.4M/181M [00:22<03:59, 687kB/s]
9%|ββββ | 16.5M/181M [00:22<04:02, 679kB/s]
9%|ββββ | 16.6M/181M [00:22<03:52, 708kB/s]
9%|ββββ | 16.7M/181M [00:22<03:45, 729kB/s]
9%|ββββ | 16.8M/181M [00:22<03:31, 776kB/s]
9%|ββββ | 16.9M/181M [00:22<03:51, 710kB/s]
9%|ββββ | 17.0M/181M [00:23<03:56, 695kB/s]
9%|ββββ | 17.1M/181M [00:23<03:47, 720kB/s]
10%|ββββ | 17.3M/181M [00:23<03:42, 737kB/s]
10%|ββββ | 17.4M/181M [00:23<03:48, 715kB/s]
10%|ββββ | 17.5M/181M [00:23<03:42, 734kB/s]
10%|ββββ | 17.6M/181M [00:23<03:30, 778kB/s]
10%|ββββ | 17.7M/181M [00:23<03:39, 745kB/s]
10%|ββββ | 17.8M/181M [00:24<03:36, 754kB/s]
10%|ββββ | 18.0M/181M [00:24<03:17, 828kB/s]
10%|ββββ | 18.1M/181M [00:24<03:21, 811kB/s]
10%|ββββ | 18.2M/181M [00:24<03:15, 833kB/s]
10%|ββββ | 18.3M/181M [00:24<03:27, 783kB/s]
10%|ββββ | 18.4M/181M [00:24<03:47, 715kB/s]
10%|ββββ | 18.5M/181M [00:24<04:03, 668kB/s]
10%|ββββ | 18.6M/181M [00:25<04:04, 665kB/s]
10%|ββββ | 18.7M/181M [00:25<04:04, 665kB/s]
10%|ββββ | 18.8M/181M [00:25<04:03, 665kB/s]
10%|ββββ | 18.9M/181M [00:25<04:03, 665kB/s]
10%|ββββ | 18.9M/181M [00:25<04:16, 632kB/s]
11%|ββββ | 19.1M/181M [00:25<03:59, 676kB/s]
11%|ββββ | 19.2M/181M [00:25<04:01, 671kB/s]
11%|βββββ | 19.3M/181M [00:26<03:39, 736kB/s]
11%|βββββ | 19.4M/181M [00:26<03:36, 748kB/s]
11%|βββββ | 19.5M/181M [00:26<03:33, 757kB/s]
11%|βββββ | 19.6M/181M [00:26<03:42, 727kB/s]
11%|βββββ | 19.7M/181M [00:26<03:27, 777kB/s]
11%|βββββ | 19.8M/181M [00:26<03:48, 706kB/s]
11%|βββββ | 19.9M/181M [00:27<03:51, 695kB/s]
11%|βββββ | 20.1M/181M [00:27<03:33, 753kB/s]
11%|βββββ | 20.2M/181M [00:27<03:32, 758kB/s]
11%|βββββ | 20.3M/181M [00:27<03:40, 731kB/s]
11%|βββββ | 20.4M/181M [00:27<03:18, 811kB/s]
11%|βββββ | 20.5M/181M [00:27<03:29, 767kB/s]
11%|βββββ | 20.6M/181M [00:27<03:28, 771kB/s]
11%|βββββ | 20.7M/181M [00:28<03:28, 771kB/s]
12%|βββββ | 20.9M/181M [00:28<03:27, 773kB/s]
12%|βββββ | 21.0M/181M [00:28<03:26, 774kB/s]
12%|βββββ | 21.1M/181M [00:28<03:36, 741kB/s]
12%|βββββ | 21.1M/181M [00:28<03:53, 685kB/s]
12%|βββββ | 21.3M/181M [00:28<03:09, 843kB/s]
12%|βββββ | 21.5M/181M [00:28<02:59, 890kB/s]
12%|βββββ | 21.6M/181M [00:29<03:13, 822kB/s]
12%|βββββ | 21.7M/181M [00:29<03:25, 775kB/s]
12%|βββββ | 21.8M/181M [00:29<03:25, 775kB/s]
12%|βββββ | 21.9M/181M [00:29<03:44, 710kB/s]
12%|βββββ | 22.0M/181M [00:29<03:28, 764kB/s]
12%|βββββ | 22.1M/181M [00:29<03:26, 769kB/s]
12%|βββββ | 22.2M/181M [00:29<03:35, 738kB/s]
12%|βββββ | 22.3M/181M [00:30<03:32, 747kB/s]
12%|βββββ | 22.5M/181M [00:30<03:13, 821kB/s]
12%|βββββ | 22.6M/181M [00:30<03:24, 774kB/s]
13%|βββββ | 22.7M/181M [00:30<03:24, 775kB/s]
13%|βββββ | 22.8M/181M [00:30<03:44, 707kB/s]
13%|βββββ | 22.9M/181M [00:30<03:47, 695kB/s]
13%|βββββ | 23.0M/181M [00:31<03:29, 753kB/s]
13%|βββββ | 23.1M/181M [00:31<03:47, 695kB/s]
13%|βββββ | 23.2M/181M [00:31<03:20, 786kB/s]
13%|βββββ | 23.3M/181M [00:31<03:31, 747kB/s]
13%|βββββ | 23.4M/181M [00:31<03:28, 756kB/s]
13%|βββββ | 23.6M/181M [00:31<03:17, 796kB/s]
13%|βββββ | 23.7M/181M [00:31<03:19, 790kB/s]
13%|ββββββ | 23.8M/181M [00:32<03:12, 818kB/s]
13%|ββββββ | 23.9M/181M [00:32<03:32, 740kB/s]
13%|ββββββ | 24.1M/181M [00:32<03:04, 852kB/s]
13%|ββββββ | 24.2M/181M [00:32<02:55, 896kB/s]
13%|ββββββ | 24.3M/181M [00:32<03:02, 860kB/s]
14%|ββββββ | 24.5M/181M [00:32<02:54, 900kB/s]
14%|ββββββ | 24.6M/181M [00:32<02:48, 930kB/s]
14%|ββββββ | 24.7M/181M [00:33<03:03, 851kB/s]
14%|ββββββ | 24.8M/181M [00:33<03:08, 828kB/s]
14%|ββββββ | 24.9M/181M [00:33<03:12, 811kB/s]
14%|ββββββ | 25.1M/181M [00:33<03:14, 801kB/s]
14%|ββββββ | 25.2M/181M [00:33<03:16, 794kB/s]
14%|ββββββ | 25.3M/181M [00:33<03:09, 822kB/s]
14%|ββββββ | 25.4M/181M [00:33<03:05, 840kB/s]
14%|ββββββ | 25.5M/181M [00:34<03:09, 821kB/s]
14%|ββββββ | 25.7M/181M [00:34<02:57, 874kB/s]
14%|ββββββ | 25.8M/181M [00:34<02:50, 910kB/s]
14%|ββββββ | 26.0M/181M [00:34<02:58, 868kB/s]
14%|ββββββ | 26.1M/181M [00:34<03:11, 808kB/s]
14%|ββββββ | 26.2M/181M [00:34<03:06, 832kB/s]
15%|ββββββ | 26.3M/181M [00:34<03:02, 849kB/s]
15%|ββββββ | 26.5M/181M [00:35<02:47, 926kB/s]
15%|ββββββ | 26.6M/181M [00:35<03:02, 848kB/s]
15%|ββββββ | 26.7M/181M [00:35<03:06, 827kB/s]
15%|ββββββ | 26.8M/181M [00:35<03:10, 811kB/s]
15%|ββββββ | 26.9M/181M [00:35<03:12, 801kB/s]
15%|ββββββ | 27.1M/181M [00:35<02:59, 858kB/s]
15%|ββββββ | 27.3M/181M [00:36<02:33, 1.00MB/s]
15%|ββββββ | 27.4M/181M [00:36<02:44, 932kB/s]
15%|ββββββ | 27.5M/181M [00:36<03:02, 844kB/s]
15%|ββββββ | 27.6M/181M [00:36<03:21, 764kB/s]
15%|ββββββ | 27.6M/181M [00:36<03:39, 701kB/s]
15%|ββββββ | 27.8M/181M [00:36<03:13, 791kB/s]
15%|ββββββ | 27.9M/181M [00:36<03:23, 752kB/s]
15%|ββββββ | 28.0M/181M [00:37<03:30, 726kB/s]
16%|ββββββ | 28.1M/181M [00:37<03:36, 706kB/s]
16%|ββββββ | 28.2M/181M [00:37<03:30, 727kB/s]
16%|ββββββ | 28.3M/181M [00:37<03:08, 809kB/s]
16%|βββββββ | 28.5M/181M [00:37<03:10, 800kB/s]
16%|βββββββ | 28.6M/181M [00:37<03:21, 758kB/s]
16%|βββββββ | 28.7M/181M [00:37<03:19, 763kB/s]
16%|βββββββ | 28.8M/181M [00:38<03:18, 768kB/s]
16%|βββββββ | 28.9M/181M [00:38<03:17, 771kB/s]
16%|βββββββ | 29.0M/181M [00:38<03:08, 806kB/s]
16%|βββββββ | 29.2M/181M [00:38<02:56, 863kB/s]
16%|βββββββ | 29.3M/181M [00:38<02:47, 904kB/s]
16%|βββββββ | 29.4M/181M [00:38<03:02, 833kB/s]
16%|βββββββ | 29.5M/181M [00:38<03:05, 816kB/s]
16%|βββββββ | 29.6M/181M [00:39<03:08, 802kB/s]
16%|βββββββ | 29.7M/181M [00:39<03:18, 761kB/s]
17%|βββββββ | 29.9M/181M [00:39<03:01, 832kB/s]
17%|βββββββ | 30.0M/181M [00:39<03:05, 816kB/s]
17%|βββββββ | 30.1M/181M [00:39<03:08, 802kB/s]
17%|βββββββ | 30.3M/181M [00:39<03:02, 828kB/s]
17%|βββββββ | 30.4M/181M [00:40<02:39, 945kB/s]
17%|βββββββ | 30.5M/181M [00:40<02:56, 855kB/s]
17%|βββββββ | 30.6M/181M [00:40<03:15, 771kB/s]
17%|βββββββ | 30.8M/181M [00:40<02:40, 936kB/s]
17%|βββββββ | 31.0M/181M [00:40<02:14, 1.12MB/s]
17%|βββββββ | 31.2M/181M [00:40<02:28, 1.01MB/s]
17%|βββββββ | 31.3M/181M [00:40<02:33, 978kB/s]
17%|βββββββ | 31.4M/181M [00:41<02:49, 885kB/s]
17%|βββββββ | 31.5M/181M [00:41<02:48, 885kB/s]
17%|βββββββ | 31.6M/181M [00:41<02:55, 853kB/s]
18%|βββββββ | 31.7M/181M [00:41<03:00, 828kB/s]
18%|βββββββ | 31.8M/181M [00:41<03:19, 749kB/s]
18%|βββββββ | 31.9M/181M [00:41<03:26, 722kB/s]
18%|βββββββ | 32.0M/181M [00:41<03:31, 706kB/s]
18%|βββββββ | 32.2M/181M [00:42<03:15, 760kB/s]
18%|βββββββ | 32.2M/181M [00:42<03:27, 719kB/s]
18%|βββββββ | 32.3M/181M [00:42<03:31, 703kB/s]
18%|βββββββ | 32.4M/181M [00:42<03:34, 692kB/s]
18%|βββββββ | 32.6M/181M [00:42<03:26, 718kB/s]
18%|βββββββ | 32.7M/181M [00:42<03:31, 703kB/s]
18%|βββββββ | 32.8M/181M [00:42<03:34, 692kB/s]
18%|βββββββ | 32.9M/181M [00:43<03:01, 815kB/s]
18%|βββββββ | 33.0M/181M [00:43<03:12, 771kB/s]
18%|ββββββββ | 33.2M/181M [00:43<02:56, 839kB/s]
18%|ββββββββ | 33.3M/181M [00:43<02:53, 852kB/s]
18%|ββββββββ | 33.5M/181M [00:43<02:33, 962kB/s]
19%|ββββββββ | 33.6M/181M [00:43<02:31, 973kB/s]
19%|ββββββββ | 33.7M/181M [00:44<02:47, 881kB/s]
19%|ββββββββ | 33.8M/181M [00:44<03:00, 814kB/s]
19%|ββββββββ | 33.9M/181M [00:44<03:03, 803kB/s]
19%|ββββββββ | 34.0M/181M [00:44<03:04, 796kB/s]
19%|ββββββββ | 34.1M/181M [00:44<03:23, 724kB/s]
19%|ββββββββ | 34.2M/181M [00:44<03:38, 673kB/s]
19%|ββββββββ | 34.3M/181M [00:44<03:19, 736kB/s]
19%|ββββββββ | 34.5M/181M [00:45<03:15, 748kB/s]
19%|ββββββββ | 34.7M/181M [00:45<02:27, 990kB/s]
19%|ββββββββ | 34.8M/181M [00:45<02:43, 894kB/s]
19%|ββββββββ | 34.9M/181M [00:45<02:50, 856kB/s]
19%|ββββββββ | 35.0M/181M [00:45<02:48, 865kB/s]
19%|ββββββββ | 35.2M/181M [00:45<02:41, 906kB/s]
19%|ββββββββ | 35.3M/181M [00:45<02:58, 819kB/s]
20%|ββββββββ | 35.4M/181M [00:46<02:57, 822kB/s]
20%|ββββββββ | 35.5M/181M [00:46<03:00, 805kB/s]
20%|ββββββββ | 36.0M/181M [00:46<01:31, 1.59MB/s]
20%|ββββββββ | 36.2M/181M [00:46<01:35, 1.51MB/s]
20%|ββββββββ | 36.4M/181M [00:46<01:43, 1.39MB/s]
20%|ββββββββ | 36.5M/181M [00:46<01:55, 1.26MB/s]
20%|ββββββββ | 36.6M/181M [00:46<02:06, 1.14MB/s]
20%|ββββββββ | 36.9M/181M [00:47<01:49, 1.32MB/s]
21%|ββββββββ | 37.1M/181M [00:47<01:43, 1.39MB/s]
21%|ββββββββ | 37.3M/181M [00:47<01:54, 1.25MB/s]
21%|ββββββββ | 37.4M/181M [00:47<01:56, 1.23MB/s]
21%|ββββββββ | 37.6M/181M [00:47<02:07, 1.12MB/s]
21%|ββββββββ | 37.7M/181M [00:47<02:07, 1.12MB/s]
21%|ββββββββ | 37.9M/181M [00:47<02:08, 1.12MB/s]
21%|ββββββββ | 38.0M/181M [00:48<02:21, 1.01MB/s]
21%|ββββββββ | 38.3M/181M [00:48<01:43, 1.37MB/s]
21%|ββββββββ | 38.5M/181M [00:48<01:52, 1.26MB/s]
21%|ββββββββ | 38.6M/181M [00:48<02:04, 1.14MB/s]
21%|βββββββββ | 38.7M/181M [00:48<02:17, 1.03MB/s]
21%|βββββββββ | 38.8M/181M [00:48<02:32, 932kB/s]
21%|βββββββββ | 38.9M/181M [00:49<02:47, 846kB/s]
22%|βββββββββ | 39.0M/181M [00:49<02:58, 796kB/s]
22%|βββββββββ | 39.1M/181M [00:49<03:00, 788kB/s]
22%|βββββββββ | 39.3M/181M [00:49<02:28, 951kB/s]
22%|βββββββββ | 39.4M/181M [00:49<02:37, 899kB/s]
22%|βββββββββ | 39.7M/181M [00:49<02:02, 1.16MB/s]
22%|βββββββββ | 39.9M/181M [00:49<02:03, 1.14MB/s]
22%|βββββββββ | 40.3M/181M [00:50<01:26, 1.63MB/s]
22%|βββββββββ | 40.4M/181M [00:50<01:35, 1.47MB/s]
22%|βββββββββ | 40.6M/181M [00:50<01:45, 1.33MB/s]
22%|βββββββββ | 40.7M/181M [00:50<01:56, 1.20MB/s]
23%|βββββββββ | 40.8M/181M [00:50<02:09, 1.09MB/s]
23%|βββββββββ | 41.0M/181M [00:50<02:18, 1.01MB/s]
23%|βββββββββ | 41.1M/181M [00:50<02:23, 975kB/s]
23%|βββββββββ | 41.4M/181M [00:51<01:43, 1.35MB/s]
23%|βββββββββ | 41.6M/181M [00:51<01:55, 1.21MB/s]
23%|βββββββββ | 41.7M/181M [00:51<02:02, 1.14MB/s]
23%|βββββββββ | 41.8M/181M [00:51<02:11, 1.06MB/s]
23%|βββββββββ | 42.0M/181M [00:51<02:09, 1.07MB/s]
23%|βββββββββ | 42.2M/181M [00:51<01:54, 1.22MB/s]
23%|βββββββββ | 42.4M/181M [00:51<01:57, 1.18MB/s]
23%|βββββββββ | 42.5M/181M [00:52<02:06, 1.09MB/s]
24%|βββββββββ | 42.7M/181M [00:52<02:09, 1.07MB/s]
24%|ββββββββββ | 42.8M/181M [00:52<02:21, 977kB/s]
24%|ββββββββββ | 42.9M/181M [00:52<02:36, 884kB/s]
24%|ββββββββββ | 43.0M/181M [00:52<02:36, 885kB/s]
24%|ββββββββββ | 43.1M/181M [00:52<02:41, 853kB/s]
24%|ββββββββββ | 43.3M/181M [00:53<02:29, 923kB/s]
24%|βββββββββ | 43.5M/181M [00:53<02:16, 1.01MB/s]
24%|ββββββββββ | 43.7M/181M [00:53<01:50, 1.24MB/s]
24%|ββββββββββ | 43.9M/181M [00:53<02:02, 1.12MB/s]
24%|ββββββββββ | 44.0M/181M [00:53<02:01, 1.13MB/s]
24%|ββββββββββ | 44.2M/181M [00:53<02:09, 1.06MB/s]
24%|ββββββββββ | 44.3M/181M [00:53<02:03, 1.11MB/s]
25%|ββββββββββ | 44.5M/181M [00:54<02:03, 1.10MB/s]
25%|ββββββββββ | 44.6M/181M [00:54<02:16, 997kB/s]
25%|ββββββββββ | 44.7M/181M [00:54<02:19, 974kB/s]
25%|ββββββββββ | 44.8M/181M [00:54<02:34, 881kB/s]
25%|ββββββββββ | 45.0M/181M [00:54<02:18, 982kB/s]
25%|ββββββββββ | 45.2M/181M [00:54<02:13, 1.02MB/s]
25%|ββββββββββ | 45.4M/181M [00:54<02:05, 1.08MB/s]
25%|ββββββββββ | 45.9M/181M [00:55<01:14, 1.81MB/s]
25%|ββββββββββ | 46.1M/181M [00:55<01:22, 1.64MB/s]
26%|ββββββββββ | 46.2M/181M [00:55<01:31, 1.48MB/s]
26%|ββββββββββ | 46.4M/181M [00:55<01:40, 1.34MB/s]
26%|ββββββββββ | 46.5M/181M [00:55<01:51, 1.21MB/s]
26%|ββββββββββ | 46.6M/181M [00:55<02:03, 1.09MB/s]
26%|ββββββββββ | 46.7M/181M [00:55<02:15, 988kB/s]
26%|ββββββββββ | 47.0M/181M [00:56<01:42, 1.31MB/s]
26%|ββββββββββ | 47.2M/181M [00:56<01:47, 1.25MB/s]
26%|ββββββββββ | 47.4M/181M [00:56<01:39, 1.34MB/s]
26%|ββββββββββ | 47.6M/181M [00:56<01:50, 1.21MB/s]
26%|ββββββββββ | 47.7M/181M [00:56<01:53, 1.17MB/s]
26%|ββββββββββ | 47.9M/181M [00:56<02:02, 1.08MB/s]
27%|ββββββββββ | 48.0M/181M [00:57<02:01, 1.09MB/s]
27%|ββββββββββ | 48.2M/181M [00:57<01:54, 1.16MB/s]
27%|βββββββββββ | 48.4M/181M [00:57<01:59, 1.11MB/s]
27%|βββββββββββ | 48.6M/181M [00:57<01:46, 1.24MB/s]
27%|βββββββββββ | 48.7M/181M [00:57<01:57, 1.12MB/s]
27%|βββββββββββ | 48.8M/181M [00:57<02:08, 1.03MB/s]
27%|βββββββββββ | 49.0M/181M [00:57<02:09, 1.02MB/s]
27%|βββββββββββ | 49.1M/181M [00:58<02:14, 980kB/s]
27%|βββββββββββ | 49.3M/181M [00:58<02:18, 953kB/s]
27%|βββββββββββ | 49.4M/181M [00:58<02:16, 967kB/s]
27%|βββββββββββ | 49.6M/181M [00:58<02:06, 1.04MB/s]
28%|βββββββββββ | 49.9M/181M [00:58<01:39, 1.32MB/s]
28%|βββββββββββ | 50.0M/181M [00:58<01:49, 1.20MB/s]
28%|βββββββββββ | 50.1M/181M [00:58<02:01, 1.08MB/s]
28%|βββββββββββ | 50.2M/181M [00:59<02:13, 979kB/s]
28%|βββββββββββ | 50.4M/181M [00:59<02:17, 948kB/s]
28%|βββββββββββ | 50.6M/181M [00:59<02:03, 1.06MB/s]
28%|βββββββββββ | 50.9M/181M [00:59<01:32, 1.41MB/s]
28%|βββββββββββ | 51.0M/181M [00:59<01:41, 1.28MB/s]
28%|βββββββββββ | 51.2M/181M [00:59<01:40, 1.30MB/s]
28%|βββββββββββ | 51.4M/181M [00:59<01:50, 1.17MB/s]
28%|βββββββββββ | 51.5M/181M [01:00<01:49, 1.19MB/s]
29%|βββββββββββ | 52.0M/181M [01:00<01:14, 1.72MB/s]
29%|βββββββββββ | 52.2M/181M [01:00<01:22, 1.56MB/s]
29%|βββββββββββ | 52.3M/181M [01:00<01:31, 1.41MB/s]
29%|βββββββββββ | 52.5M/181M [01:00<01:41, 1.27MB/s]
29%|βββββββββββ | 52.6M/181M [01:00<01:51, 1.15MB/s]
29%|βββββββββββ | 52.7M/181M [01:01<02:03, 1.04MB/s]
29%|ββββββββββββ | 52.8M/181M [01:01<02:11, 972kB/s]
29%|ββββββββββββ | 52.9M/181M [01:01<02:20, 913kB/s]
29%|ββββββββββββ | 53.0M/181M [01:01<02:26, 873kB/s]
29%|ββββββββββββ | 53.2M/181M [01:01<02:06, 1.01MB/s]
29%|ββββββββββββ | 53.4M/181M [01:01<02:11, 972kB/s]
30%|ββββββββββββ | 53.6M/181M [01:01<01:54, 1.11MB/s]
30%|ββββββββββββ | 53.8M/181M [01:02<01:42, 1.24MB/s]
30%|ββββββββββββ | 53.9M/181M [01:02<01:52, 1.13MB/s]
30%|ββββββββββββ | 54.1M/181M [01:02<02:04, 1.02MB/s]
30%|ββββββββββββ | 54.2M/181M [01:02<02:17, 926kB/s]
30%|ββββββββββββ | 54.3M/181M [01:02<02:24, 877kB/s]
30%|ββββββββββββ | 54.4M/181M [01:02<02:24, 878kB/s]
30%|ββββββββββββ | 54.6M/181M [01:02<01:56, 1.08MB/s]
30%|ββββββββββββ | 54.8M/181M [01:03<02:07, 990kB/s]
30%|ββββββββββββ | 54.9M/181M [01:03<02:11, 959kB/s]
30%|ββββββββββββ | 55.0M/181M [01:03<02:25, 869kB/s]
30%|ββββββββββββ | 55.2M/181M [01:03<02:09, 975kB/s]
31%|ββββββββββββ | 55.4M/181M [01:03<01:49, 1.15MB/s]
31%|ββββββββββββ | 55.5M/181M [01:03<02:01, 1.04MB/s]
31%|ββββββββββββ | 55.7M/181M [01:03<01:51, 1.12MB/s]
31%|ββββββββββββ | 55.8M/181M [01:04<02:03, 1.01MB/s]
31%|ββββββββββββ | 55.9M/181M [01:04<02:16, 917kB/s]
31%|ββββββββββββ | 56.1M/181M [01:04<02:00, 1.04MB/s]
31%|ββββββββββββ | 56.3M/181M [01:04<01:57, 1.06MB/s]
31%|ββββββββββββ | 56.4M/181M [01:04<01:56, 1.07MB/s]
31%|ββββββββββββ | 56.6M/181M [01:04<01:45, 1.18MB/s]
31%|ββββββββββββ | 56.8M/181M [01:04<01:56, 1.06MB/s]
31%|βββββββββββββ | 56.9M/181M [01:05<02:09, 963kB/s]
32%|ββββββββββββ | 57.3M/181M [01:05<01:25, 1.44MB/s]
32%|ββββββββββββ | 57.4M/181M [01:05<01:35, 1.30MB/s]
32%|ββββββββββββ | 57.8M/181M [01:05<01:15, 1.64MB/s]
32%|βββββββββββββ | 57.9M/181M [01:05<01:23, 1.48MB/s]
32%|βββββββββββββ | 58.1M/181M [01:05<01:31, 1.34MB/s]
32%|βββββββββββββ | 58.2M/181M [01:06<01:41, 1.21MB/s]
32%|βββββββββββββ | 58.4M/181M [01:06<01:36, 1.27MB/s]
32%|βββββββββββββ | 58.7M/181M [01:06<01:28, 1.39MB/s]
32%|βββββββββββββ | 58.8M/181M [01:06<01:37, 1.25MB/s]
33%|βββββββββββββ | 58.9M/181M [01:06<01:47, 1.13MB/s]
33%|βββββββββββββ | 59.0M/181M [01:06<01:58, 1.03MB/s]
33%|βββββββββββββ | 59.1M/181M [01:06<02:11, 930kB/s]
33%|βββββββββββββ | 59.3M/181M [01:07<02:05, 968kB/s]
33%|βββββββββββββ | 59.4M/181M [01:07<02:18, 878kB/s]
33%|βββββββββββββ | 59.5M/181M [01:07<02:17, 881kB/s]
33%|βββββββββββββ | 59.6M/181M [01:07<02:23, 848kB/s]
33%|βββββββββββββ | 59.8M/181M [01:07<02:21, 858kB/s]
33%|βββββββββββββ | 59.9M/181M [01:07<02:31, 801kB/s]
33%|βββββββββββββ | 60.1M/181M [01:07<01:54, 1.06MB/s]
33%|βββββββββββββ | 60.3M/181M [01:08<01:56, 1.04MB/s]
33%|βββββββββββββ | 60.4M/181M [01:08<02:05, 961kB/s]
34%|βββββββββββββ | 60.7M/181M [01:08<01:25, 1.40MB/s]
34%|βββββββββββββ | 60.9M/181M [01:08<01:34, 1.27MB/s]
34%|βββββββββββββ | 61.1M/181M [01:08<01:34, 1.27MB/s]
34%|βββββββββββββ | 61.2M/181M [01:08<01:44, 1.14MB/s]
34%|βββββββββββββ | 61.3M/181M [01:08<01:48, 1.11MB/s]
34%|βββββββββββββ | 61.6M/181M [01:09<01:38, 1.21MB/s]
34%|βββββββββββββ | 61.7M/181M [01:09<01:47, 1.11MB/s]
34%|βββββββββββββ | 61.8M/181M [01:09<01:50, 1.08MB/s]
34%|ββββββββββββββ | 61.9M/181M [01:09<02:00, 987kB/s]
34%|ββββββββββββββ | 62.1M/181M [01:09<02:04, 958kB/s]
34%|βββββββββββββ | 62.3M/181M [01:09<01:41, 1.17MB/s]
35%|βββββββββββββ | 62.5M/181M [01:10<01:43, 1.15MB/s]
35%|ββββββββββββββ | 62.6M/181M [01:10<01:53, 1.04MB/s]
35%|ββββββββββββββ | 62.7M/181M [01:10<02:03, 959kB/s]
35%|ββββββββββββββ | 62.9M/181M [01:10<01:54, 1.04MB/s]
35%|ββββββββββββββ | 63.0M/181M [01:10<02:03, 959kB/s]
35%|ββββββββββββββ | 63.1M/181M [01:10<02:10, 905kB/s]
35%|ββββββββββββββ | 63.4M/181M [01:10<01:30, 1.29MB/s]
35%|ββββββββββββββ | 63.6M/181M [01:11<01:34, 1.24MB/s]
35%|ββββββββββββββ | 63.7M/181M [01:11<01:44, 1.12MB/s]
35%|ββββββββββββββ | 63.9M/181M [01:11<01:46, 1.10MB/s]
35%|ββββββββββββββ | 64.1M/181M [01:11<01:46, 1.10MB/s]
35%|ββββββββββββββ | 64.2M/181M [01:11<01:46, 1.10MB/s]
36%|ββββββββββββββ | 64.3M/181M [01:11<01:52, 1.04MB/s]
36%|ββββββββββββββ | 64.5M/181M [01:11<01:43, 1.12MB/s]
36%|ββββββββββββββ | 64.8M/181M [01:12<01:30, 1.28MB/s]
36%|ββββββββββββββ | 64.9M/181M [01:12<01:40, 1.16MB/s]
36%|ββββββββββββββ | 65.3M/181M [01:12<01:08, 1.68MB/s]
36%|ββββββββββββββ | 65.5M/181M [01:12<01:16, 1.51MB/s]
36%|ββββββββββββββ | 65.7M/181M [01:12<01:24, 1.37MB/s]
36%|ββββββββββββββ | 65.9M/181M [01:12<01:21, 1.41MB/s]
36%|ββββββββββββββ | 66.0M/181M [01:12<01:30, 1.27MB/s]
37%|ββββββββββββββ | 66.2M/181M [01:13<01:35, 1.20MB/s]
37%|ββββββββββββββ | 66.3M/181M [01:13<01:43, 1.10MB/s]
37%|ββββββββββββββ | 66.4M/181M [01:13<01:54, 1.00MB/s]
37%|ββββββββββββββ | 66.6M/181M [01:13<01:50, 1.04MB/s]
37%|ββββββββββββββ | 67.0M/181M [01:13<01:16, 1.49MB/s]
37%|ββββββββββββββ | 67.2M/181M [01:13<01:15, 1.51MB/s]
37%|βββββββββββββββ | 67.4M/181M [01:14<01:19, 1.42MB/s]
37%|βββββββββββββββ | 67.5M/181M [01:14<01:28, 1.28MB/s]
37%|βββββββββββββββ | 67.6M/181M [01:14<01:37, 1.16MB/s]
37%|βββββββββββββββ | 67.8M/181M [01:14<01:48, 1.05MB/s]
37%|βββββββββββββββ | 67.9M/181M [01:14<01:52, 1.01MB/s]
38%|βββββββββββββββ | 68.0M/181M [01:14<02:04, 911kB/s]
38%|βββββββββββββββ | 68.2M/181M [01:14<01:49, 1.03MB/s]
38%|βββββββββββββββ | 68.6M/181M [01:15<01:09, 1.62MB/s]
38%|βββββββββββββββ | 68.8M/181M [01:15<01:17, 1.46MB/s]
38%|βββββββββββββββ | 68.9M/181M [01:15<01:24, 1.32MB/s]
38%|βββββββββββββββ | 69.1M/181M [01:15<01:33, 1.20MB/s]
38%|βββββββββββββββ | 69.4M/181M [01:15<01:17, 1.43MB/s]
38%|βββββββββββββββ | 69.5M/181M [01:15<01:26, 1.30MB/s]
38%|βββββββββββββββ | 69.6M/181M [01:15<01:35, 1.17MB/s]
39%|βββββββββββββββ | 69.8M/181M [01:16<01:45, 1.06MB/s]
39%|βββββββββββββββ | 69.9M/181M [01:16<01:46, 1.04MB/s]
39%|βββββββββββββββ | 70.1M/181M [01:16<01:35, 1.16MB/s]
39%|βββββββββββββββ | 70.3M/181M [01:16<01:42, 1.08MB/s]
39%|βββββββββββββββ | 70.5M/181M [01:16<01:30, 1.22MB/s]
39%|βββββββββββββββ | 70.6M/181M [01:16<01:32, 1.19MB/s]
39%|βββββββββββββββ | 70.8M/181M [01:16<01:43, 1.07MB/s]
39%|βββββββββββββββ | 71.0M/181M [01:17<01:31, 1.20MB/s]
39%|βββββββββββββββ | 71.2M/181M [01:17<01:28, 1.24MB/s]
39%|βββββββββββββββ | 71.4M/181M [01:17<01:26, 1.27MB/s]
40%|βββββββββββββββ | 71.6M/181M [01:17<01:27, 1.25MB/s]
40%|βββββββββββββββ | 71.7M/181M [01:17<01:28, 1.24MB/s]
40%|βββββββββββββββ | 71.9M/181M [01:17<01:26, 1.27MB/s]
40%|βββββββββββββββ | 72.1M/181M [01:17<01:35, 1.14MB/s]
40%|ββββββββββββββββ | 72.2M/181M [01:18<01:44, 1.04MB/s]
40%|ββββββββββββββββ | 72.4M/181M [01:18<01:31, 1.19MB/s]
40%|ββββββββββββββββ | 72.5M/181M [01:18<01:40, 1.08MB/s]
40%|ββββββββββββββββ | 72.7M/181M [01:18<01:37, 1.11MB/s]
40%|ββββββββββββββββ | 72.8M/181M [01:18<01:47, 1.01MB/s]
40%|ββββββββββββββββ | 72.9M/181M [01:18<01:55, 938kB/s]
40%|ββββββββββββββββ | 73.1M/181M [01:19<01:57, 923kB/s]
40%|ββββββββββββββββ | 73.2M/181M [01:19<01:54, 946kB/s]
41%|ββββββββββββββββ | 73.3M/181M [01:19<01:56, 929kB/s]
41%|ββββββββββββββββ | 73.5M/181M [01:19<02:02, 882kB/s]
41%|ββββββββββββββββ | 73.7M/181M [01:19<01:39, 1.08MB/s]
41%|ββββββββββββββββ | 73.8M/181M [01:19<01:38, 1.09MB/s]
41%|ββββββββββββββββ | 74.0M/181M [01:19<01:47, 994kB/s]
41%|ββββββββββββββββ | 74.1M/181M [01:20<01:55, 929kB/s]
41%|ββββββββββββββββ | 74.2M/181M [01:20<01:56, 917kB/s]
41%|ββββββββββββββββ | 74.3M/181M [01:20<01:57, 909kB/s]
41%|ββββββββββββββββ | 74.5M/181M [01:20<01:43, 1.03MB/s]
41%|ββββββββββββββββ | 74.7M/181M [01:20<01:51, 956kB/s]
41%|ββββββββββββββββ | 74.8M/181M [01:20<01:53, 936kB/s]
41%|βββββββββββββββββ | 74.9M/181M [01:20<01:47, 989kB/s]
41%|βββββββββββββββββ | 75.1M/181M [01:21<01:50, 957kB/s]
42%|βββββββββββββββββ | 75.2M/181M [01:21<01:57, 903kB/s]
42%|βββββββββββββββββ | 75.3M/181M [01:21<01:57, 897kB/s]
42%|ββββββββββββββββ | 75.6M/181M [01:21<01:31, 1.16MB/s]
42%|ββββββββββββββββ | 75.7M/181M [01:21<01:40, 1.05MB/s]
42%|ββββββββββββββββ | 75.8M/181M [01:21<01:42, 1.03MB/s]
42%|ββββββββββββββββ | 76.0M/181M [01:21<01:34, 1.12MB/s]
42%|ββββββββββββββββ | 76.2M/181M [01:22<01:43, 1.01MB/s]
42%|βββββββββββββββββ | 76.3M/181M [01:22<01:51, 943kB/s]
42%|ββββββββββββββββ | 76.5M/181M [01:22<01:35, 1.09MB/s]
42%|ββββββββββββββββ | 76.7M/181M [01:22<01:25, 1.23MB/s]
42%|βββββββββββββββββ | 76.8M/181M [01:22<01:32, 1.12MB/s]
43%|βββββββββββββββββ | 77.1M/181M [01:22<01:25, 1.22MB/s]
43%|βββββββββββββββββ | 77.2M/181M [01:23<01:32, 1.12MB/s]
43%|βββββββββββββββββ | 77.3M/181M [01:23<01:38, 1.05MB/s]
43%|βββββββββββββββββ | 77.5M/181M [01:23<01:31, 1.13MB/s]
43%|βββββββββββββββββ | 77.6M/181M [01:23<01:37, 1.06MB/s]
43%|βββββββββββββββββ | 78.0M/181M [01:23<01:10, 1.47MB/s]
43%|βββββββββββββββββ | 78.2M/181M [01:23<01:17, 1.33MB/s]
43%|βββββββββββββββββ | 78.3M/181M [01:23<01:23, 1.23MB/s]
43%|βββββββββββββββββ | 78.4M/181M [01:24<01:31, 1.13MB/s]
43%|βββββββββββββββββ | 78.6M/181M [01:24<01:31, 1.12MB/s]
44%|βββββββββββββββββ | 78.8M/181M [01:24<01:29, 1.15MB/s]
44%|βββββββββββββββββ | 78.9M/181M [01:24<01:35, 1.07MB/s]
44%|βββββββββββββββββ | 79.0M/181M [01:24<01:44, 976kB/s]
44%|βββββββββββββββββ | 79.6M/181M [01:24<00:57, 1.77MB/s]
44%|βββββββββββββββββ | 79.7M/181M [01:24<01:03, 1.59MB/s]
44%|βββββββββββββββββ | 79.9M/181M [01:25<01:30, 1.11MB/s]
44%|βββββββββββββββββ | 80.3M/181M [01:25<01:06, 1.50MB/s]
44%|βββββββββββββββββ | 80.5M/181M [01:25<01:11, 1.41MB/s]
45%|βββββββββββββββββ | 80.7M/181M [01:25<01:12, 1.38MB/s]
45%|βββββββββββββββββ | 80.8M/181M [01:25<01:13, 1.36MB/s]
45%|βββββββββββββββββ | 81.0M/181M [01:25<01:20, 1.25MB/s]
45%|βββββββββββββββββ | 81.1M/181M [01:26<01:27, 1.14MB/s]
45%|βββββββββββββββββ | 81.2M/181M [01:26<01:36, 1.04MB/s]
45%|βββββββββββββββββ | 81.4M/181M [01:26<01:30, 1.10MB/s]
45%|ββββββββββββββββββ | 81.6M/181M [01:26<01:25, 1.17MB/s]
45%|ββββββββββββββββββ | 81.8M/181M [01:26<01:28, 1.12MB/s]
45%|ββββββββββββββββββ | 81.9M/181M [01:26<01:31, 1.08MB/s]
45%|ββββββββββββββββββ | 82.1M/181M [01:27<01:28, 1.12MB/s]
45%|ββββββββββββββββββ | 82.2M/181M [01:27<01:37, 1.01MB/s]
45%|ββββββββββββββββββ | 82.4M/181M [01:27<01:31, 1.08MB/s]
46%|ββββββββββββββββββ | 82.6M/181M [01:27<01:27, 1.12MB/s]
46%|ββββββββββββββββββ | 82.7M/181M [01:27<01:30, 1.09MB/s]
46%|ββββββββββββββββββ | 82.8M/181M [01:27<01:40, 980kB/s]
46%|ββββββββββββββββββ | 82.9M/181M [01:27<01:50, 888kB/s]
46%|ββββββββββββββββββ | 83.1M/181M [01:28<01:49, 895kB/s]
46%|ββββββββββββββββββ | 83.2M/181M [01:28<01:49, 894kB/s]
46%|ββββββββββββββββββ | 83.3M/181M [01:28<01:58, 826kB/s]
46%|ββββββββββββββββββ | 83.5M/181M [01:28<01:43, 943kB/s]
46%|ββββββββββββββββββ | 83.8M/181M [01:28<01:11, 1.36MB/s]
46%|ββββββββββββββββββ | 84.0M/181M [01:28<01:12, 1.35MB/s]
46%|ββββββββββββββββββ | 84.1M/181M [01:28<01:19, 1.22MB/s]
47%|ββββββββββββββββββ | 84.3M/181M [01:29<01:17, 1.24MB/s]
47%|ββββββββββββββββββ | 84.5M/181M [01:29<01:25, 1.12MB/s]
47%|ββββββββββββββββββ | 85.0M/181M [01:29<00:52, 1.82MB/s]
47%|ββββββββββββββββββ | 85.2M/181M [01:29<00:56, 1.71MB/s]
47%|ββββββββββββββββββ | 85.4M/181M [01:29<00:57, 1.66MB/s]
47%|ββββββββββββββββββ | 85.6M/181M [01:29<01:01, 1.56MB/s]
47%|ββββββββββββββββββ | 85.9M/181M [01:29<00:55, 1.72MB/s]
48%|ββββββββββββββββββ | 86.1M/181M [01:30<01:01, 1.55MB/s]
48%|ββββββββββββββββββ | 86.2M/181M [01:30<01:07, 1.40MB/s]
48%|βββββββββββββββββββ | 86.4M/181M [01:30<01:14, 1.27MB/s]
48%|βββββββββββββββββββ | 86.5M/181M [01:30<01:22, 1.15MB/s]
48%|βββββββββββββββββββ | 86.6M/181M [01:30<01:30, 1.04MB/s]
48%|βββββββββββββββββββ | 86.7M/181M [01:30<01:39, 944kB/s]
48%|βββββββββββββββββββ | 86.8M/181M [01:30<01:45, 894kB/s]
48%|βββββββββββββββββββ | 87.0M/181M [01:31<01:38, 959kB/s]
48%|βββββββββββββββββββ | 87.2M/181M [01:31<01:36, 970kB/s]
48%|βββββββββββββββββββ | 87.3M/181M [01:31<01:29, 1.04MB/s]
48%|βββββββββββββββββββ | 87.5M/181M [01:31<01:30, 1.03MB/s]
48%|βββββββββββββββββββ | 87.6M/181M [01:31<01:34, 988kB/s]
48%|βββββββββββββββββββ | 87.8M/181M [01:31<01:25, 1.09MB/s]
49%|βββββββββββββββββββ | 87.9M/181M [01:32<01:33, 993kB/s]
49%|βββββββββββββββββββ | 88.0M/181M [01:32<01:43, 899kB/s]
49%|βββββββββββββββββββ | 88.2M/181M [01:32<01:40, 925kB/s]
49%|βββββββββββββββββββ | 88.5M/181M [01:32<01:12, 1.28MB/s]
49%|βββββββββββββββββββ | 88.7M/181M [01:32<01:09, 1.32MB/s]
49%|βββββββββββββββββββ | 88.8M/181M [01:32<01:17, 1.20MB/s]
49%|βββββββββββββββββββ | 89.0M/181M [01:32<01:25, 1.08MB/s]
49%|ββββββββββββββββββββ | 89.1M/181M [01:33<01:33, 979kB/s]
49%|βββββββββββββββββββ | 89.4M/181M [01:33<01:11, 1.28MB/s]
49%|βββββββββββββββββββ | 89.5M/181M [01:33<01:14, 1.23MB/s]
50%|βββββββββββββββββββ | 89.8M/181M [01:33<01:04, 1.42MB/s]
50%|βββββββββββββββββββ | 89.9M/181M [01:33<01:10, 1.29MB/s]
50%|βββββββββββββββββββ | 90.1M/181M [01:33<01:11, 1.27MB/s]
50%|βββββββββββββββββββ | 90.3M/181M [01:33<01:14, 1.22MB/s]
50%|βββββββββββββββββββ | 90.4M/181M [01:34<01:22, 1.10MB/s]
50%|ββββββββββββββββββββ | 90.5M/181M [01:34<01:30, 998kB/s]
50%|βββββββββββββββββββ | 90.7M/181M [01:34<01:28, 1.02MB/s]
50%|βββββββββββββββββββ | 90.9M/181M [01:34<01:21, 1.11MB/s]
50%|βββββββββββββββββββ | 91.0M/181M [01:34<01:29, 1.01MB/s]
50%|ββββββββββββββββββββ | 91.1M/181M [01:34<01:35, 944kB/s]
50%|ββββββββββββββββββββ | 91.3M/181M [01:34<01:27, 1.03MB/s]
50%|ββββββββββββββββββββ | 91.4M/181M [01:35<01:34, 950kB/s]
51%|ββββββββββββββββββββ | 91.5M/181M [01:35<01:39, 899kB/s]
51%|ββββββββββββββββββββ | 91.7M/181M [01:35<01:24, 1.06MB/s]
51%|ββββββββββββββββββββ | 91.8M/181M [01:35<01:33, 959kB/s]
51%|ββββββββββββββββββββ | 91.9M/181M [01:35<01:40, 886kB/s]
51%|ββββββββββββββββββββ | 92.1M/181M [01:35<01:33, 953kB/s]
51%|ββββββββββββββββββββ | 92.3M/181M [01:36<01:28, 999kB/s]
51%|ββββββββββββββββββββ | 92.4M/181M [01:36<01:35, 933kB/s]
51%|ββββββββββββββββββββ | 92.5M/181M [01:36<01:29, 984kB/s]
51%|ββββββββββββββββββββ | 92.7M/181M [01:36<01:36, 920kB/s]
51%|ββββββββββββββββββββ | 92.8M/181M [01:36<01:36, 912kB/s]
51%|ββββββββββββββββββββ | 92.9M/181M [01:36<01:37, 905kB/s]
51%|ββββββββββββββββββββ | 93.1M/181M [01:36<01:31, 964kB/s]
51%|ββββββββββββββββββββ | 93.2M/181M [01:37<01:27, 1.00MB/s]
52%|ββββββββββββββββββββ | 93.5M/181M [01:37<01:11, 1.23MB/s]
52%|ββββββββββββββββββββ | 93.9M/181M [01:37<00:54, 1.59MB/s]
52%|ββββββββββββββββββββ | 94.0M/181M [01:37<01:00, 1.43MB/s]
52%|ββββββββββββββββββββ | 94.3M/181M [01:37<00:56, 1.54MB/s]
52%|ββββββββββββββββββββ | 94.4M/181M [01:37<01:02, 1.39MB/s]
52%|ββββββββββββββββββββ | 94.6M/181M [01:37<01:08, 1.26MB/s]
52%|ββββββββββββββββββββ | 94.7M/181M [01:38<01:15, 1.15MB/s]
52%|ββββββββββββββββββββ | 95.0M/181M [01:38<01:06, 1.30MB/s]
53%|ββββββββββββββββββββ | 95.1M/181M [01:38<01:09, 1.24MB/s]
53%|ββββββββββββββββββββ | 95.3M/181M [01:38<01:11, 1.20MB/s]
53%|ββββββββββββββββββββ | 95.8M/181M [01:38<00:46, 1.84MB/s]
53%|βββββββββββββββββββββ | 96.0M/181M [01:38<00:51, 1.66MB/s]
53%|βββββββββββββββββββββ | 96.2M/181M [01:38<00:52, 1.62MB/s]
53%|βββββββββββββββββββββ | 96.3M/181M [01:39<00:58, 1.46MB/s]
53%|βββββββββββββββββββββ | 96.5M/181M [01:39<01:04, 1.32MB/s]
53%|βββββββββββββββββββββ | 96.6M/181M [01:39<01:10, 1.19MB/s]
53%|βββββββββββββββββββββ | 96.7M/181M [01:39<01:18, 1.08MB/s]
54%|βββββββββββββββββββββ | 96.9M/181M [01:39<01:17, 1.08MB/s]
54%|βββββββββββββββββββββ | 97.0M/181M [01:39<01:26, 976kB/s]
54%|βββββββββββββββββββββ | 97.2M/181M [01:40<01:19, 1.06MB/s]
54%|βββββββββββββββββββββ | 97.4M/181M [01:40<01:15, 1.11MB/s]
54%|βββββββββββββββββββββ | 97.5M/181M [01:40<01:22, 1.01MB/s]
54%|βββββββββββββββββββββ | 97.7M/181M [01:40<01:13, 1.14MB/s]
54%|βββββββββββββββββββββ | 98.2M/181M [01:40<00:48, 1.72MB/s]
54%|βββββββββββββββββββββ | 98.3M/181M [01:40<00:52, 1.57MB/s]
54%|βββββββββββββββββββββ | 98.5M/181M [01:40<00:55, 1.50MB/s]
55%|βββββββββββββββββββββ | 98.8M/181M [01:41<00:53, 1.55MB/s]
55%|βββββββββββββββββββββ | 98.9M/181M [01:41<00:59, 1.39MB/s]
55%|βββββββββββββββββββββ | 99.3M/181M [01:41<00:48, 1.69MB/s]
55%|βββββββββββββββββββββ | 99.5M/181M [01:41<00:53, 1.53MB/s]
55%|βββββββββββββββββββββ | 99.6M/181M [01:41<00:57, 1.43MB/s]
55%|βββββββββββββββββββββ | 99.8M/181M [01:41<00:58, 1.38MB/s]
55%|ββββββββββββββββββββββ | 100M/181M [01:41<01:04, 1.25MB/s]
55%|ββββββββββββββββββββββ | 100M/181M [01:42<01:04, 1.26MB/s]
55%|ββββββββββββββββββββββ | 100M/181M [01:42<01:10, 1.15MB/s]
55%|ββββββββββββββββββββββ | 100M/181M [01:42<01:15, 1.07MB/s]
56%|ββββββββββββββββββββββ | 101M/181M [01:42<01:10, 1.15MB/s]
56%|ββββββββββββββββββββββ | 101M/181M [01:42<01:06, 1.20MB/s]
56%|ββββββββββββββββββββββ | 101M/181M [01:42<00:56, 1.40MB/s]
56%|ββββββββββββββββββββββ | 101M/181M [01:42<01:03, 1.27MB/s]
56%|ββββββββββββββββββββββ | 101M/181M [01:43<01:06, 1.20MB/s]
56%|ββββββββββββββββββββββ | 102M/181M [01:43<01:13, 1.08MB/s]
56%|βββββββββββββββββββββββ | 102M/181M [01:43<01:20, 981kB/s]
56%|ββββββββββββββββββββββ | 102M/181M [01:43<01:12, 1.09MB/s]
56%|βββββββββββββββββββββββ | 102M/181M [01:43<01:20, 983kB/s]
56%|βββββββββββββββββββββββ | 102M/181M [01:43<01:29, 888kB/s]
56%|βββββββββββββββββββββββ | 102M/181M [01:44<01:28, 897kB/s]
56%|βββββββββββββββββββββββ | 102M/181M [01:44<01:35, 828kB/s]
57%|βββββββββββββββββββββββ | 102M/181M [01:44<01:26, 912kB/s]
57%|βββββββββββββββββββββββ | 103M/181M [01:44<01:27, 903kB/s]
57%|βββββββββββββββββββββββ | 103M/181M [01:44<01:30, 865kB/s]
57%|βββββββββββββββββββββββ | 103M/181M [01:44<01:29, 871kB/s]
57%|βββββββββββββββββββββββ | 103M/181M [01:44<01:01, 1.27MB/s]
57%|βββββββββββββββββββββββ | 103M/181M [01:45<01:01, 1.26MB/s]
57%|βββββββββββββββββββββββ | 103M/181M [01:45<01:00, 1.28MB/s]
57%|βββββββββββββββββββββββ | 104M/181M [01:45<01:06, 1.16MB/s]
57%|βββββββββββββββββββββββ | 104M/181M [01:45<01:07, 1.14MB/s]
57%|βββββββββββββββββββββββ | 104M/181M [01:45<01:14, 1.03MB/s]
57%|βββββββββββββββββββββββ | 104M/181M [01:45<01:20, 957kB/s]
58%|βββββββββββββββββββββββ | 104M/181M [01:45<01:25, 901kB/s]
58%|βββββββββββββββββββββββ | 104M/181M [01:46<01:25, 897kB/s]
58%|βββββββββββββββββββββββ | 104M/181M [01:46<01:25, 894kB/s]
58%|βββββββββββββββββββββββ | 105M/181M [01:46<01:08, 1.12MB/s]
58%|βββββββββββββββββββββββ | 105M/181M [01:46<01:14, 1.02MB/s]
58%|βββββββββββββββββββββββ | 105M/181M [01:46<01:12, 1.05MB/s]
58%|βββββββββββββββββββββββ | 105M/181M [01:46<00:46, 1.63MB/s]
58%|βββββββββββββββββββββββ | 106M/181M [01:46<00:51, 1.47MB/s]
58%|βββββββββββββββββββββββ | 106M/181M [01:47<00:52, 1.43MB/s]
58%|βββββββββββββββββββββββ | 106M/181M [01:47<00:56, 1.33MB/s]
59%|βββββββββββββββββββββββ | 106M/181M [01:47<00:59, 1.27MB/s]
59%|βββββββββββββββββββββββ | 106M/181M [01:47<01:05, 1.15MB/s]
59%|βββββββββββββββββββββββ | 106M/181M [01:47<00:58, 1.27MB/s]
59%|βββββββββββββββββββββββ | 107M/181M [01:47<01:04, 1.15MB/s]
59%|βββββββββββββββββββββββ | 107M/181M [01:47<01:11, 1.04MB/s]
59%|ββββββββββββββββββββββββ | 107M/181M [01:48<01:14, 998kB/s]
59%|βββββββββββββββββββββββ | 107M/181M [01:48<01:09, 1.07MB/s]
59%|βββββββββββββββββββββββ | 107M/181M [01:48<00:56, 1.31MB/s]
59%|βββββββββββββββββββββββ | 107M/181M [01:48<01:02, 1.18MB/s]
59%|ββββββββββββββββββββββββ | 108M/181M [01:48<00:58, 1.26MB/s]
60%|ββββββββββββββββββββββββ | 108M/181M [01:48<00:47, 1.54MB/s]
60%|ββββββββββββββββββββββββ | 108M/181M [01:49<00:50, 1.45MB/s]
60%|ββββββββββββββββββββββββ | 108M/181M [01:49<00:48, 1.51MB/s]
60%|ββββββββββββββββββββββββ | 108M/181M [01:49<00:53, 1.36MB/s]
60%|ββββββββββββββββββββββββ | 109M/181M [01:49<00:58, 1.23MB/s]
60%|ββββββββββββββββββββββββ | 109M/181M [01:49<01:04, 1.12MB/s]
60%|ββββββββββββββββββββββββ | 109M/181M [01:49<00:59, 1.21MB/s]
60%|ββββββββββββββββββββββββ | 109M/181M [01:49<00:49, 1.44MB/s]
61%|ββββββββββββββββββββββββ | 110M/181M [01:50<00:34, 2.09MB/s]
61%|ββββββββββββββββββββββββ | 110M/181M [01:50<00:37, 1.88MB/s]
61%|ββββββββββββββββββββββββ | 110M/181M [01:50<00:53, 1.31MB/s]
61%|ββββββββββββββββββββββββ | 110M/181M [01:50<00:56, 1.24MB/s]
61%|ββββββββββββββββββββββββ | 110M/181M [01:50<01:00, 1.16MB/s]
61%|ββββββββββββββββββββββββ | 111M/181M [01:50<01:05, 1.07MB/s]
61%|βββββββββββββββββββββββββ | 111M/181M [01:51<01:11, 986kB/s]
61%|βββββββββββββββββββββββββ | 111M/181M [01:51<01:18, 900kB/s]
61%|βββββββββββββββββββββββββ | 111M/181M [01:51<01:22, 848kB/s]
61%|βββββββββββββββββββββββββ | 111M/181M [01:51<01:10, 990kB/s]
61%|ββββββββββββββββββββββββ | 111M/181M [01:51<01:08, 1.03MB/s]
62%|βββββββββββββββββββββββββ | 111M/181M [01:51<01:10, 982kB/s]
62%|ββββββββββββββββββββββββ | 112M/181M [01:51<01:03, 1.09MB/s]
62%|ββββββββββββββββββββββββ | 112M/181M [01:52<01:07, 1.03MB/s]
62%|βββββββββββββββββββββββββ | 112M/181M [01:52<01:12, 952kB/s]
62%|βββββββββββββββββββββββββ | 112M/181M [01:52<01:02, 1.10MB/s]
62%|βββββββββββββββββββββββββ | 112M/181M [01:52<01:09, 991kB/s]
62%|βββββββββββββββββββββββββ | 112M/181M [01:52<01:08, 1.00MB/s]
62%|βββββββββββββββββββββββββ | 112M/181M [01:52<01:15, 908kB/s]
62%|βββββββββββββββββββββββββ | 113M/181M [01:53<01:11, 959kB/s]
62%|βββββββββββββββββββββββββ | 113M/181M [01:53<01:18, 873kB/s]
62%|βββββββββββββββββββββββββ | 113M/181M [01:53<01:14, 912kB/s]
62%|βββββββββββββββββββββββββ | 113M/181M [01:53<01:10, 970kB/s]
62%|βββββββββββββββββββββββββ | 113M/181M [01:53<01:09, 979kB/s]
63%|βββββββββββββββββββββββββ | 113M/181M [01:53<01:16, 885kB/s]
63%|βββββββββββββββββββββββββ | 113M/181M [01:53<01:19, 852kB/s]
63%|βββββββββββββββββββββββββ | 114M/181M [01:54<00:58, 1.16MB/s]
63%|βββββββββββββββββββββββββ | 114M/181M [01:54<01:02, 1.08MB/s]
63%|βββββββββββββββββββββββββ | 114M/181M [01:54<01:01, 1.09MB/s]
63%|βββββββββββββββββββββββββ | 114M/181M [01:54<00:38, 1.72MB/s]
63%|βββββββββββββββββββββββββ | 115M/181M [01:54<00:42, 1.55MB/s]
63%|βββββββββββββββββββββββββ | 115M/181M [01:54<00:47, 1.40MB/s]
64%|βββββββββββββββββββββββββ | 115M/181M [01:54<00:32, 2.00MB/s]
64%|βββββββββββββββββββββββββ | 115M/181M [01:55<00:36, 1.81MB/s]
64%|βββββββββββββββββββββββββ | 116M/181M [01:55<00:40, 1.63MB/s]
64%|βββββββββββββββββββββββββ | 116M/181M [01:55<00:44, 1.47MB/s]
64%|βββββββββββββββββββββββββ | 116M/181M [01:55<01:03, 1.03MB/s]
64%|ββββββββββββββββββββββββββ | 116M/181M [01:55<01:06, 973kB/s]
64%|ββββββββββββββββββββββββββ | 116M/181M [01:55<01:11, 910kB/s]
64%|βββββββββββββββββββββββββ | 116M/181M [01:56<00:55, 1.17MB/s]
64%|βββββββββββββββββββββββββ | 117M/181M [01:56<00:57, 1.12MB/s]
64%|ββββββββββββββββββββββββββ | 117M/181M [01:56<01:02, 1.02MB/s]
65%|ββββββββββββββββββββββββββ | 117M/181M [01:56<01:08, 935kB/s]
65%|ββββββββββββββββββββββββββ | 117M/181M [01:56<01:15, 851kB/s]
65%|ββββββββββββββββββββββββββ | 117M/181M [01:56<01:12, 881kB/s]
65%|ββββββββββββββββββββββββββ | 117M/181M [01:57<00:51, 1.24MB/s]
65%|ββββββββββββββββββββββββββ | 117M/181M [01:57<00:54, 1.17MB/s]
65%|ββββββββββββββββββββββββββ | 118M/181M [01:57<00:53, 1.18MB/s]
65%|ββββββββββββββββββββββββββ | 118M/181M [01:57<00:59, 1.07MB/s]
65%|ββββββββββββββββββββββββββ | 118M/181M [01:57<00:58, 1.07MB/s]
65%|ββββββββββββββββββββββββββ | 118M/181M [01:57<00:58, 1.08MB/s]
65%|ββββββββββββββββββββββββββ | 118M/181M [01:57<01:04, 979kB/s]
65%|βββββββββββββββββββββββββββ | 118M/181M [01:58<01:02, 996kB/s]
65%|ββββββββββββββββββββββββββ | 119M/181M [01:58<00:53, 1.16MB/s]
66%|ββββββββββββββββββββββββββ | 119M/181M [01:58<00:59, 1.05MB/s]
66%|ββββββββββββββββββββββββββ | 119M/181M [01:58<01:00, 1.03MB/s]
66%|ββββββββββββββββββββββββββ | 119M/181M [01:58<00:58, 1.05MB/s]
66%|βββββββββββββββββββββββββββ | 119M/181M [01:58<01:03, 972kB/s]
66%|βββββββββββββββββββββββββββ | 119M/181M [01:58<01:05, 943kB/s]
66%|βββββββββββββββββββββββββββ | 119M/181M [01:59<01:04, 957kB/s]
66%|ββββββββββββββββββββββββββ | 120M/181M [01:59<01:01, 1.00MB/s]
66%|ββββββββββββββββββββββββββ | 120M/181M [01:59<00:55, 1.10MB/s]
66%|ββββββββββββββββββββββββββ | 120M/181M [01:59<00:59, 1.04MB/s]
66%|βββββββββββββββββββββββββββ | 120M/181M [01:59<01:03, 959kB/s]
66%|ββββββββββββββββββββββββββ | 120M/181M [01:59<00:42, 1.43MB/s]
67%|ββββββββββββββββββββββββββ | 121M/181M [01:59<00:46, 1.29MB/s]
67%|ββββββββββββββββββββββββββ | 121M/181M [02:00<00:51, 1.17MB/s]
67%|ββββββββββββββββββββββββββ | 121M/181M [02:00<00:57, 1.06MB/s]
67%|βββββββββββββββββββββββββββ | 121M/181M [02:00<01:01, 980kB/s]
67%|ββββββββββββββββββββββββββ | 121M/181M [02:00<00:55, 1.09MB/s]
67%|ββββββββββββββββββββββββββ | 121M/181M [02:00<00:56, 1.06MB/s]
67%|βββββββββββββββββββββββββββ | 121M/181M [02:00<00:57, 1.04MB/s]
67%|βββββββββββββββββββββββββββ | 122M/181M [02:00<00:59, 993kB/s]
67%|βββββββββββββββββββββββββββ | 122M/181M [02:01<01:01, 962kB/s]
67%|βββββββββββββββββββββββββββ | 122M/181M [02:01<00:56, 1.04MB/s]
67%|βββββββββββββββββββββββββββ | 122M/181M [02:01<00:48, 1.23MB/s]
68%|βββββββββββββββββββββββββββ | 122M/181M [02:01<00:49, 1.19MB/s]
68%|βββββββββββββββββββββββββββ | 122M/181M [02:01<00:54, 1.08MB/s]
68%|βββββββββββββββββββββββββββ | 122M/181M [02:01<01:00, 975kB/s]
68%|βββββββββββββββββββββββββββ | 123M/181M [02:02<01:06, 881kB/s]
68%|βββββββββββββββββββββββββββ | 123M/181M [02:02<01:11, 816kB/s]
68%|ββββββββββββββββββββββββββββ | 123M/181M [02:02<01:04, 905kB/s]
68%|ββββββββββββββββββββββββββββ | 123M/181M [02:02<01:02, 931kB/s]
68%|ββββββββββββββββββββββββββββ | 123M/181M [02:02<00:58, 985kB/s]
68%|ββββββββββββββββββββββββββββ | 123M/181M [02:02<00:58, 989kB/s]
68%|ββββββββββββββββββββββββββββ | 123M/181M [02:02<01:02, 926kB/s]
68%|ββββββββββββββββββββββββββββ | 124M/181M [02:03<01:08, 837kB/s]
68%|ββββββββββββββββββββββββββββ | 124M/181M [02:03<01:01, 928kB/s]
68%|βββββββββββββββββββββββββββ | 124M/181M [02:03<00:47, 1.21MB/s]
69%|βββββββββββββββββββββββββββ | 125M/181M [02:03<00:23, 2.36MB/s]
69%|βββββββββββββββββββββββββββ | 125M/181M [02:03<00:24, 2.32MB/s]
69%|βββββββββββββββββββββββββββ | 125M/181M [02:03<00:34, 1.61MB/s]
69%|βββββββββββββββββββββββββββ | 125M/181M [02:04<00:36, 1.52MB/s]
69%|βββββββββββββββββββββββββββ | 126M/181M [02:04<00:49, 1.13MB/s]
69%|βββββββββββββββββββββββββββ | 126M/181M [02:04<00:51, 1.08MB/s]
70%|ββββββββββββββββββββββββββββ | 126M/181M [02:04<00:42, 1.31MB/s]
70%|ββββββββββββββββββββββββββββ | 126M/181M [02:04<00:44, 1.23MB/s]
70%|ββββββββββββββββββββββββββββ | 126M/181M [02:04<00:42, 1.28MB/s]
70%|ββββββββββββββββββββββββββββ | 127M/181M [02:05<00:36, 1.51MB/s]
70%|ββββββββββββββββββββββββββββ | 127M/181M [02:05<00:31, 1.74MB/s]
70%|ββββββββββββββββββββββββββββ | 127M/181M [02:05<00:33, 1.59MB/s]
70%|ββββββββββββββββββββββββββββ | 127M/181M [02:05<00:36, 1.48MB/s]
70%|ββββββββββββββββββββββββββββ | 128M/181M [02:05<00:39, 1.34MB/s]
71%|ββββββββββββββββββββββββββββ | 128M/181M [02:05<00:43, 1.22MB/s]
71%|ββββββββββββββββββββββββββββ | 128M/181M [02:06<00:45, 1.17MB/s]
71%|ββββββββββββββββββββββββββββ | 128M/181M [02:06<00:50, 1.06MB/s]
71%|βββββββββββββββββββββββββββββ | 128M/181M [02:06<00:55, 960kB/s]
71%|βββββββββββββββββββββββββββββ | 128M/181M [02:06<01:00, 869kB/s]
71%|βββββββββββββββββββββββββββββ | 128M/181M [02:06<01:07, 786kB/s]
71%|βββββββββββββββββββββββββββββ | 128M/181M [02:06<01:04, 819kB/s]
71%|βββββββββββββββββββββββββββββ | 129M/181M [02:06<01:02, 840kB/s]
71%|ββββββββββββββββββββββββββββ | 129M/181M [02:07<00:46, 1.12MB/s]
71%|ββββββββββββββββββββββββββββ | 129M/181M [02:07<00:40, 1.28MB/s]
71%|ββββββββββββββββββββββββββββ | 129M/181M [02:07<00:44, 1.16MB/s]
71%|ββββββββββββββββββββββββββββ | 129M/181M [02:07<00:49, 1.04MB/s]
71%|βββββββββββββββββββββββββββββ | 129M/181M [02:07<00:54, 946kB/s]
72%|βββββββββββββββββββββββββββββ | 129M/181M [02:07<01:00, 856kB/s]
72%|βββββββββββββββββββββββββββββ | 130M/181M [02:07<00:53, 961kB/s]
72%|ββββββββββββββββββββββββββββ | 130M/181M [02:08<00:49, 1.04MB/s]
72%|βββββββββββββββββββββββββββββ | 130M/181M [02:08<00:54, 937kB/s]
72%|ββββββββββββββββββββββββββββ | 130M/181M [02:08<00:50, 1.01MB/s]
72%|ββββββββββββββββββββββββββββ | 130M/181M [02:08<00:44, 1.14MB/s]
72%|ββββββββββββββββββββββββββββ | 131M/181M [02:08<00:39, 1.29MB/s]
72%|βββββββββββββββββββββββββββββ | 131M/181M [02:08<00:38, 1.31MB/s]
72%|βββββββββββββββββββββββββββββ | 131M/181M [02:08<00:40, 1.25MB/s]
72%|βββββββββββββββββββββββββββββ | 131M/181M [02:09<00:44, 1.12MB/s]
72%|βββββββββββββββββββββββββββββ | 131M/181M [02:09<00:49, 1.02MB/s]
72%|βββββββββββββββββββββββββββββ | 131M/181M [02:09<00:54, 921kB/s]
73%|βββββββββββββββββββββββββββββ | 131M/181M [02:09<00:54, 918kB/s]
73%|βββββββββββββββββββββββββββββ | 132M/181M [02:09<00:47, 1.04MB/s]
73%|βββββββββββββββββββββββββββββ | 132M/181M [02:09<00:46, 1.06MB/s]
73%|βββββββββββββββββββββββββββββ | 132M/181M [02:09<00:44, 1.11MB/s]
73%|βββββββββββββββββββββββββββββ | 132M/181M [02:10<00:48, 1.00MB/s]
73%|ββββββββββββββββββββββββββββββ | 132M/181M [02:10<00:54, 905kB/s]
73%|ββββββββββββββββββββββββββββββ | 132M/181M [02:10<00:59, 819kB/s]
73%|ββββββββββββββββββββββββββββββ | 132M/181M [02:10<00:54, 891kB/s]
73%|ββββββββββββββββββββββββββββββ | 133M/181M [02:10<00:54, 888kB/s]
73%|ββββββββββββββββββββββββββββββ | 133M/181M [02:10<00:49, 987kB/s]
73%|ββββββββββββββββββββββββββββββ | 133M/181M [02:11<00:53, 894kB/s]
74%|βββββββββββββββββββββββββββββ | 133M/181M [02:11<00:28, 1.68MB/s]
74%|βββββββββββββββββββββββββββββ | 134M/181M [02:11<00:25, 1.84MB/s]
74%|βββββββββββββββββββββββββββββ | 134M/181M [02:11<00:28, 1.66MB/s]
74%|βββββββββββββββββββββββββββββ | 134M/181M [02:11<00:31, 1.50MB/s]
74%|βββββββββββββββββββββββββββββ | 134M/181M [02:11<00:34, 1.35MB/s]
74%|βββββββββββββββββββββββββββββ | 134M/181M [02:11<00:38, 1.22MB/s]
74%|βββββββββββββββββββββββββββββ | 134M/181M [02:12<00:42, 1.11MB/s]
74%|βββββββββββββββββββββββββββββ | 135M/181M [02:12<00:44, 1.04MB/s]
74%|ββββββββββββββββββββββββββββββ | 135M/181M [02:12<00:49, 935kB/s]
74%|ββββββββββββββββββββββββββββββ | 135M/181M [02:12<00:54, 846kB/s]
75%|ββββββββββββββββββββββββββββββ | 135M/181M [02:12<00:50, 923kB/s]
75%|ββββββββββββββββββββββββββββββ | 135M/181M [02:12<00:54, 846kB/s]
75%|ββββββββββββββββββββββββββββββ | 135M/181M [02:12<00:53, 856kB/s]
75%|ββββββββββββββββββββββββββββββ | 135M/181M [02:13<00:49, 932kB/s]
75%|ββββββββββββββββββββββββββββββ | 135M/181M [02:13<00:49, 921kB/s]
75%|ββββββββββββββββββββββββββββββ | 136M/181M [02:13<00:53, 844kB/s]
75%|ββββββββββββββββββββββββββββββ | 136M/181M [02:13<00:59, 764kB/s]
75%|ββββββββββββββββββββββββββββββ | 136M/181M [02:13<01:02, 728kB/s]
75%|ββββββββββββββββββββββββββββββ | 136M/181M [02:13<00:55, 808kB/s]
75%|ββββββββββββββββββββββββββββββ | 136M/181M [02:13<00:58, 766kB/s]
75%|ββββββββββββββββββββββββββββββ | 136M/181M [02:14<01:01, 737kB/s]
75%|ββββββββββββββββββββββββββββββ | 136M/181M [02:14<00:52, 847kB/s]
75%|ββββββββββββββββββββββββββββββ | 136M/181M [02:14<00:43, 1.03MB/s]
75%|βββββββββββββββββββββββββββββββ | 137M/181M [02:14<00:47, 928kB/s]
75%|βββββββββββββββββββββββββββββββ | 137M/181M [02:14<00:45, 973kB/s]
76%|βββββββββββββββββββββββββββββββ | 137M/181M [02:14<00:50, 879kB/s]
76%|βββββββββββββββββββββββββββββββ | 137M/181M [02:15<00:54, 815kB/s]
76%|βββββββββββββββββββββββββββββββ | 137M/181M [02:15<00:57, 771kB/s]
76%|βββββββββββββββββββββββββββββββ | 137M/181M [02:15<00:45, 973kB/s]
76%|ββββββββββββββββββββββββββββββ | 137M/181M [02:15<00:41, 1.04MB/s]
76%|ββββββββββββββββββββββββββββββ | 138M/181M [02:15<00:33, 1.30MB/s]
76%|ββββββββββββββββββββββββββββββ | 138M/181M [02:15<00:35, 1.20MB/s]
76%|ββββββββββββββββββββββββββββββ | 138M/181M [02:15<00:35, 1.21MB/s]
76%|ββββββββββββββββββββββββββββββ | 138M/181M [02:16<00:35, 1.21MB/s]
76%|ββββββββββββββββββββββββββββββ | 138M/181M [02:16<00:34, 1.25MB/s]
77%|ββββββββββββββββββββββββββββββ | 139M/181M [02:16<00:31, 1.34MB/s]
77%|ββββββββββββββββββββββββββββββ | 139M/181M [02:16<00:31, 1.34MB/s]
77%|ββββββββββββββββββββββββββββββ | 139M/181M [02:16<00:31, 1.33MB/s]
77%|ββββββββββββββββββββββββββββββ | 139M/181M [02:16<00:33, 1.27MB/s]
77%|ββββββββββββββββββββββββββββββ | 139M/181M [02:16<00:30, 1.35MB/s]
77%|ββββββββββββββββββββββββββββββ | 140M/181M [02:17<00:30, 1.34MB/s]
77%|ββββββββββββββββββββββββββββββ | 140M/181M [02:17<00:34, 1.21MB/s]
77%|ββββββββββββββββββββββββββββββ | 140M/181M [02:17<00:37, 1.10MB/s]
77%|βββββββββββββββββββββββββββββββ | 140M/181M [02:17<00:41, 993kB/s]
77%|βββββββββββββββββββββββββββββββ | 140M/181M [02:17<00:45, 898kB/s]
77%|βββββββββββββββββββββββββββββββ | 140M/181M [02:17<00:43, 944kB/s]
77%|βββββββββββββββββββββββββββββββ | 140M/181M [02:17<00:47, 860kB/s]
78%|βββββββββββββββββββββββββββββββ | 140M/181M [02:18<00:43, 934kB/s]
78%|βββββββββββββββββββββββββββββββ | 141M/181M [02:18<00:35, 1.15MB/s]
78%|βββββββββββββββββββββββββββββββ | 141M/181M [02:18<00:34, 1.17MB/s]
78%|βββββββββββββββββββββββββββββββ | 141M/181M [02:18<00:31, 1.29MB/s]
78%|βββββββββββββββββββββββββββββββ | 141M/181M [02:18<00:33, 1.20MB/s]
78%|βββββββββββββββββββββββββββββββ | 141M/181M [02:18<00:30, 1.30MB/s]
78%|βββββββββββββββββββββββββββββββ | 142M/181M [02:19<00:33, 1.18MB/s]
78%|βββββββββββββββββββββββββββββββ | 142M/181M [02:19<00:37, 1.06MB/s]
78%|ββββββββββββββββββββββββββββββββ | 142M/181M [02:19<00:40, 962kB/s]
78%|ββββββββββββββββββββββββββββββββ | 142M/181M [02:19<00:45, 870kB/s]
78%|ββββββββββββββββββββββββββββββββ | 142M/181M [02:19<00:49, 786kB/s]
78%|ββββββββββββββββββββββββββββββββ | 142M/181M [02:19<00:54, 712kB/s]
79%|ββββββββββββββββββββββββββββββββ | 142M/181M [02:19<00:57, 673kB/s]
79%|ββββββββββββββββββββββββββββββββ | 142M/181M [02:20<00:50, 771kB/s]
79%|ββββββββββββββββββββββββββββββββ | 142M/181M [02:20<00:47, 806kB/s]
79%|ββββββββββββββββββββββββββββββββ | 143M/181M [02:20<00:41, 929kB/s]
79%|ββββββββββββββββββββββββββββββββ | 143M/181M [02:20<00:45, 850kB/s]
79%|ββββββββββββββββββββββββββββββββ | 143M/181M [02:20<00:39, 962kB/s]
79%|βββββββββββββββββββββββββββββββ | 143M/181M [02:20<00:35, 1.07MB/s]
79%|βββββββββββββββββββββββββββββββ | 143M/181M [02:20<00:33, 1.11MB/s]
79%|βββββββββββββββββββββββββββββββ | 143M/181M [02:21<00:33, 1.11MB/s]
79%|βββββββββββββββββββββββββββββββ | 144M/181M [02:21<00:35, 1.04MB/s]
79%|ββββββββββββββββββββββββββββββββ | 144M/181M [02:21<00:38, 963kB/s]
80%|βββββββββββββββββββββββββββββββ | 144M/181M [02:21<00:29, 1.24MB/s]
80%|βββββββββββββββββββββββββββββββ | 144M/181M [02:21<00:33, 1.12MB/s]
80%|βββββββββββββββββββββββββββββββ | 144M/181M [02:21<00:36, 1.01MB/s]
80%|βββββββββββββββββββββββββββββββ | 144M/181M [02:21<00:33, 1.09MB/s]
80%|ββββββββββββββββββββββββββββββββ | 145M/181M [02:22<00:34, 1.06MB/s]
80%|ββββββββββββββββββββββββββββββββ | 145M/181M [02:22<00:37, 960kB/s]
80%|ββββββββββββββββββββββββββββββββ | 145M/181M [02:22<00:28, 1.25MB/s]
80%|ββββββββββββββββββββββββββββββββ | 145M/181M [02:22<00:30, 1.18MB/s]
80%|ββββββββββββββββββββββββββββββββ | 145M/181M [02:22<00:33, 1.06MB/s]
80%|ββββββββββββββββββββββββββββββββ | 145M/181M [02:22<00:37, 960kB/s]
80%|ββββββββββββββββββββββββββββββββ | 145M/181M [02:22<00:40, 882kB/s]
80%|βββββββββββββββββββββββββββββββββ | 146M/181M [02:23<00:38, 917kB/s]
80%|βββββββββββββββββββββββββββββββββ | 146M/181M [02:23<00:39, 906kB/s]
81%|ββββββββββββββββββββββββββββββββ | 146M/181M [02:23<00:35, 1.00MB/s]
81%|ββββββββββββββββββββββββββββββββ | 146M/181M [02:23<00:31, 1.10MB/s]
81%|βββββββββββββββββββββββββββββββββ | 146M/181M [02:23<00:35, 995kB/s]
81%|ββββββββββββββββββββββββββββββββ | 146M/181M [02:23<00:34, 1.00MB/s]
81%|ββββββββββββββββββββββββββββββββ | 147M/181M [02:24<00:31, 1.10MB/s]
81%|ββββββββββββββββββββββββββββββββ | 147M/181M [02:24<00:29, 1.17MB/s]
81%|ββββββββββββββββββββββββββββββββ | 147M/181M [02:24<00:30, 1.12MB/s]
81%|ββββββββββββββββββββββββββββββββ | 147M/181M [02:24<00:25, 1.31MB/s]
81%|ββββββββββββββββββββββββββββββββ | 147M/181M [02:24<00:22, 1.48MB/s]
81%|ββββββββββββββββββββββββββββββββ | 148M/181M [02:24<00:25, 1.33MB/s]
82%|ββββββββββββββββββββββββββββββββ | 148M/181M [02:24<00:27, 1.21MB/s]
82%|βββββββββββββββββββββββββββββββββ | 148M/181M [02:25<00:39, 843kB/s]
82%|βββββββββββββββββββββββββββββββββ | 148M/181M [02:25<00:38, 863kB/s]
82%|βββββββββββββββββββββββββββββββββ | 148M/181M [02:25<00:35, 928kB/s]
82%|βββββββββββββββββββββββββββββββββ | 148M/181M [02:25<00:38, 860kB/s]
82%|βββββββββββββββββββββββββββββββββ | 148M/181M [02:25<00:40, 800kB/s]
82%|ββββββββββββββββββββββββββββββββ | 149M/181M [02:25<00:31, 1.05MB/s]
82%|ββββββββββββββββββββββββββββββββ | 149M/181M [02:26<00:30, 1.06MB/s]
82%|βββββββββββββββββββββββββββββββββ | 149M/181M [02:26<00:33, 969kB/s]
82%|ββββββββββββββββββββββββββββββββ | 149M/181M [02:26<00:31, 1.02MB/s]
82%|βββββββββββββββββββββββββββββββββ | 149M/181M [02:26<00:29, 1.08MB/s]
82%|βββββββββββββββββββββββββββββββββ | 149M/181M [02:26<00:32, 981kB/s]
83%|βββββββββββββββββββββββββββββββββ | 150M/181M [02:26<00:24, 1.29MB/s]
83%|βββββββββββββββββββββββββββββββββ | 150M/181M [02:26<00:25, 1.24MB/s]
83%|βββββββββββββββββββββββββββββββββ | 150M/181M [02:27<00:21, 1.43MB/s]
83%|βββββββββββββββββββββββββββββββββ | 150M/181M [02:27<00:23, 1.29MB/s]
83%|βββββββββββββββββββββββββββββββββ | 150M/181M [02:27<00:26, 1.16MB/s]
83%|βββββββββββββββββββββββββββββββββ | 150M/181M [02:27<00:29, 1.05MB/s]
83%|βββββββββββββββββββββββββββββββββ | 151M/181M [02:27<00:28, 1.08MB/s]
83%|βββββββββββββββββββββββββββββββββ | 151M/181M [02:27<00:29, 1.02MB/s]
83%|ββββββββββββββββββββββββββββββββββ | 151M/181M [02:28<00:31, 948kB/s]
83%|βββββββββββββββββββββββββββββββββ | 151M/181M [02:28<00:26, 1.13MB/s]
84%|βββββββββββββββββββββββββββββββββ | 151M/181M [02:28<00:25, 1.19MB/s]
84%|βββββββββββββββββββββββββββββββββ | 151M/181M [02:28<00:27, 1.07MB/s]
84%|ββββββββββββββββββββββββββββββββββ | 151M/181M [02:28<00:30, 970kB/s]
84%|ββββββββββββββββββββββββββββββββββ | 152M/181M [02:28<00:31, 949kB/s]
84%|ββββββββββββββββββββββββββββββββββ | 152M/181M [02:28<00:31, 931kB/s]
84%|ββββββββββββββββββββββββββββββββββ | 152M/181M [02:29<00:34, 852kB/s]
84%|βββββββββββββββββββββββββββββββββ | 152M/181M [02:29<00:28, 1.03MB/s]
84%|βββββββββββββββββββββββββββββββββ | 152M/181M [02:29<00:25, 1.12MB/s]
84%|βββββββββββββββββββββββββββββββββ | 152M/181M [02:29<00:27, 1.05MB/s]
84%|βββββββββββββββββββββββββββββββββ | 153M/181M [02:29<00:25, 1.10MB/s]
84%|βββββββββββββββββββββββββββββββββ | 153M/181M [02:29<00:24, 1.13MB/s]
84%|βββββββββββββββββββββββββββββββββ | 153M/181M [02:29<00:23, 1.19MB/s]
85%|βββββββββββββββββββββββββββββββββ | 153M/181M [02:30<00:26, 1.08MB/s]
85%|ββββββββββββββββββββββββββββββββββ | 153M/181M [02:30<00:28, 974kB/s]
85%|ββββββββββββββββββββββββββββββββββ | 153M/181M [02:30<00:29, 950kB/s]
85%|ββββββββββββββββββββββββββββββββββ | 153M/181M [02:30<00:28, 964kB/s]
85%|βββββββββββββββββββββββββββββββββ | 154M/181M [02:30<00:27, 1.01MB/s]
85%|ββββββββββββββββββββββββββββββββββ | 154M/181M [02:30<00:30, 909kB/s]
85%|ββββββββββββββββββββββββββββββββββ | 154M/181M [02:30<00:32, 830kB/s]
85%|ββββββββββββββββββββββββββββββββββ | 154M/181M [02:31<00:30, 880kB/s]
85%|ββββββββββββββββββββββββββββββββββ | 154M/181M [02:31<00:29, 914kB/s]
85%|ββββββββββββββββββββββββββββββββββ | 154M/181M [02:31<00:27, 972kB/s]
85%|ββββββββββββββββββββββββββββββββββ | 154M/181M [02:31<00:27, 980kB/s]
85%|βββββββββββββββββββββββββββββββββββ | 155M/181M [02:31<00:29, 887kB/s]
85%|βββββββββββββββββββββββββββββββββββ | 155M/181M [02:31<00:27, 952kB/s]
85%|βββββββββββββββββββββββββββββββββββ | 155M/181M [02:31<00:30, 867kB/s]
86%|βββββββββββββββββββββββββββββββββββ | 155M/181M [02:32<00:28, 907kB/s]
86%|βββββββββββββββββββββββββββββββββββ | 155M/181M [02:32<00:26, 968kB/s]
86%|ββββββββββββββββββββββββββββββββββ | 155M/181M [02:32<00:24, 1.04MB/s]
86%|βββββββββββββββββββββββββββββββββββ | 155M/181M [02:32<00:27, 941kB/s]
86%|βββββββββββββββββββββββββββββββββββ | 155M/181M [02:32<00:30, 850kB/s]
86%|βββββββββββββββββββββββββββββββββββ | 156M/181M [02:32<00:25, 991kB/s]
86%|ββββββββββββββββββββββββββββββββββ | 156M/181M [02:33<00:20, 1.26MB/s]
86%|ββββββββββββββββββββββββββββββββββ | 156M/181M [02:33<00:19, 1.31MB/s]
86%|ββββββββββββββββββββββββββββββββββ | 156M/181M [02:33<00:20, 1.18MB/s]
86%|ββββββββββββββββββββββββββββββββββ | 156M/181M [02:33<00:23, 1.07MB/s]
86%|βββββββββββββββββββββββββββββββββββ | 157M/181M [02:33<00:25, 970kB/s]
86%|βββββββββββββββββββββββββββββββββββ | 157M/181M [02:33<00:36, 676kB/s]
87%|βββββββββββββββββββββββββββββββββββ | 157M/181M [02:34<00:38, 640kB/s]
87%|βββββββββββββββββββββββββββββββββββ | 157M/181M [02:34<00:33, 714kB/s]
87%|βββββββββββββββββββββββββββββββββββ | 157M/181M [02:34<00:34, 702kB/s]
87%|βββββββββββββββββββββββββββββββββββ | 157M/181M [02:34<00:34, 692kB/s]
87%|βββββββββββββββββββββββββββββββββββ | 157M/181M [02:34<00:35, 685kB/s]
87%|βββββββββββββββββββββββββββββββββββ | 157M/181M [02:34<00:28, 841kB/s]
87%|βββββββββββββββββββββββββββββββββββ | 157M/181M [02:34<00:24, 950kB/s]
87%|βββββββββββββββββββββββββββββββββββ | 158M/181M [02:35<00:27, 868kB/s]
87%|βββββββββββββββββββββββββββββββββββ | 158M/181M [02:35<00:29, 786kB/s]
87%|ββββββββββββββββββββββββββββββββββ | 158M/181M [02:35<00:21, 1.07MB/s]
87%|βββββββββββββββββββββββββββββββββββ | 158M/181M [02:35<00:23, 967kB/s]
87%|βββββββββββββββββββββββββββββββββββ | 158M/181M [02:35<00:26, 875kB/s]
87%|βββββββββββββββββββββββββββββββββββ | 158M/181M [02:35<00:28, 797kB/s]
87%|βββββββββββββββββββββββββββββββββββ | 158M/181M [02:35<00:26, 856kB/s]
88%|βββββββββββββββββββββββββββββββββββ | 158M/181M [02:36<00:26, 866kB/s]
88%|βββββββββββββββββββββββββββββββββββ | 159M/181M [02:36<00:26, 839kB/s]
88%|βββββββββββββββββββββββββββββββββββ | 159M/181M [02:36<00:25, 888kB/s]
88%|βββββββββββββββββββββββββββββββββββ | 159M/181M [02:36<00:23, 952kB/s]
88%|βββββββββββββββββββββββββββββββββββ | 159M/181M [02:36<00:25, 867kB/s]
88%|ββββββββββββββββββββββββββββββββββββ | 159M/181M [02:36<00:27, 807kB/s]
88%|ββββββββββββββββββββββββββββββββββββ | 159M/181M [02:37<00:22, 964kB/s]
88%|βββββββββββββββββββββββββββββββββββ | 159M/181M [02:37<00:20, 1.04MB/s]
88%|βββββββββββββββββββββββββββββββββββ | 160M/181M [02:37<00:19, 1.13MB/s]
88%|βββββββββββββββββββββββββββββββββββ | 160M/181M [02:37<00:18, 1.15MB/s]
88%|βββββββββββββββββββββββββββββββββββ | 160M/181M [02:37<00:20, 1.04MB/s]
88%|ββββββββββββββββββββββββββββββββββββ | 160M/181M [02:37<00:22, 943kB/s]
88%|ββββββββββββββββββββββββββββββββββββ | 160M/181M [02:37<00:24, 854kB/s]
89%|ββββββββββββββββββββββββββββββββββββ | 160M/181M [02:38<00:25, 822kB/s]
89%|βββββββββββββββββββββββββββββββββββ | 161M/181M [02:38<00:19, 1.07MB/s]
89%|βββββββββββββββββββββββββββββββββββ | 161M/181M [02:38<00:19, 1.05MB/s]
89%|βββββββββββββββββββββββββββββββββββ | 161M/181M [02:38<00:20, 1.00MB/s]
89%|ββββββββββββββββββββββββββββββββββββ | 161M/181M [02:38<00:22, 907kB/s]
89%|ββββββββββββββββββββββββββββββββββββ | 161M/181M [02:38<00:24, 821kB/s]
89%|ββββββββββββββββββββββββββββββββββββ | 161M/181M [02:38<00:26, 744kB/s]
89%|ββββββββββββββββββββββββββββββββββββ | 161M/181M [02:39<00:29, 674kB/s]
89%|ββββββββββββββββββββββββββββββββββββ | 161M/181M [02:39<00:28, 694kB/s]
89%|ββββββββββββββββββββββββββββββββββββ | 161M/181M [02:39<00:23, 819kB/s]
89%|βββββββββββββββββββββββββββββββββββ | 162M/181M [02:39<00:18, 1.07MB/s]
89%|βββββββββββββββββββββββββββββββββββ | 162M/181M [02:39<00:15, 1.25MB/s]
90%|βββββββββββββββββββββββββββββββββββ | 162M/181M [02:39<00:16, 1.17MB/s]
90%|βββββββββββββββββββββββββββββββββββ | 162M/181M [02:39<00:17, 1.06MB/s]
90%|βββββββββββββββββββββββββββββββββββ | 162M/181M [02:40<00:18, 1.00MB/s]
90%|ββββββββββββββββββββββββββββββββββββ | 162M/181M [02:40<00:20, 907kB/s]
90%|ββββββββββββββββββββββββββββββββββββ | 163M/181M [02:40<00:19, 962kB/s]
90%|ββββββββββββββββββββββββββββββββββββ | 163M/181M [02:40<00:21, 872kB/s]
90%|ββββββββββββββββββββββββββββββββββββ | 163M/181M [02:40<00:19, 943kB/s]
90%|ββββββββββββββββββββββββββββββββββββ | 163M/181M [02:40<00:18, 960kB/s]
90%|ββββββββββββββββββββββββββββββββββββ | 163M/181M [02:40<00:20, 872kB/s]
90%|ββββββββββββββββββββββββββββββββββββ | 163M/181M [02:41<00:22, 808kB/s]
90%|ββββββββββββββββββββββββββββββββββββ | 163M/181M [02:41<00:17, 997kB/s]
90%|ββββββββββββββββββββββββββββββββββββ | 164M/181M [02:41<00:16, 1.03MB/s]
90%|βββββββββββββββββββββββββββββββββββββ | 164M/181M [02:41<00:18, 934kB/s]
90%|βββββββββββββββββββββββββββββββββββββ | 164M/181M [02:41<00:19, 876kB/s]
91%|ββββββββββββββββββββββββββββββββββββ | 164M/181M [02:41<00:16, 1.01MB/s]
91%|ββββββββββββββββββββββββββββββββββββ | 164M/181M [02:42<00:15, 1.11MB/s]
91%|ββββββββββββββββββββββββββββββββββββ | 164M/181M [02:42<00:15, 1.11MB/s]
91%|ββββββββββββββββββββββββββββββββββββ | 165M/181M [02:42<00:14, 1.18MB/s]
91%|ββββββββββββββββββββββββββββββββββββ | 165M/181M [02:42<00:14, 1.15MB/s]
91%|ββββββββββββββββββββββββββββββββββββ | 165M/181M [02:42<00:14, 1.14MB/s]
91%|ββββββββββββββββββββββββββββββββββββ | 165M/181M [02:42<00:15, 1.03MB/s]
91%|βββββββββββββββββββββββββββββββββββββ | 165M/181M [02:42<00:17, 933kB/s]
91%|ββββββββββββββββββββββββββββββββββββ | 165M/181M [02:43<00:15, 1.01MB/s]
91%|βββββββββββββββββββββββββββββββββββββ | 165M/181M [02:43<00:17, 911kB/s]
91%|βββββββββββββββββββββββββββββββββββββ | 165M/181M [02:43<00:17, 898kB/s]
92%|ββββββββββββββββββββββββββββββββββββ | 166M/181M [02:43<00:13, 1.12MB/s]
92%|ββββββββββββββββββββββββββββββββββββ | 166M/181M [02:43<00:14, 1.02MB/s]
92%|βββββββββββββββββββββββββββββββββββββ | 166M/181M [02:43<00:15, 951kB/s]
92%|βββββββββββββββββββββββββββββββββββββ | 166M/181M [02:43<00:15, 964kB/s]
92%|βββββββββββββββββββββββββββββββββββββ | 166M/181M [02:44<00:15, 975kB/s]
92%|ββββββββββββββββββββββββββββββββββββ | 167M/181M [02:44<00:10, 1.34MB/s]
92%|ββββββββββββββββββββββββββββββββββββ | 167M/181M [02:44<00:10, 1.37MB/s]
92%|ββββββββββββββββββββββββββββββββββββ | 167M/181M [02:44<00:11, 1.24MB/s]
92%|ββββββββββββββββββββββββββββββββββββ | 167M/181M [02:44<00:10, 1.28MB/s]
92%|ββββββββββββββββββββββββββββββββββββ | 167M/181M [02:44<00:11, 1.16MB/s]
92%|ββββββββββββββββββββββββββββββββββββ | 167M/181M [02:44<00:11, 1.15MB/s]
93%|ββββββββββββββββββββββββββββββββββββ | 168M/181M [02:45<00:11, 1.20MB/s]
93%|βββββββββββββββββββββββββββββββββββββ | 168M/181M [02:45<00:12, 1.09MB/s]
93%|βββββββββββββββββββββββββββββββββββββ | 168M/181M [02:45<00:09, 1.41MB/s]
93%|βββββββββββββββββββββββββββββββββββββ | 168M/181M [02:45<00:09, 1.32MB/s]
93%|βββββββββββββββββββββββββββββββββββββ | 168M/181M [02:45<00:10, 1.19MB/s]
93%|βββββββββββββββββββββββββββββββββββββ | 169M/181M [02:45<00:10, 1.16MB/s]
93%|βββββββββββββββββββββββββββββββββββββ | 169M/181M [02:46<00:10, 1.15MB/s]
93%|βββββββββββββββββββββββββββββββββββββ | 169M/181M [02:46<00:11, 1.03MB/s]
93%|ββββββββββββββββββββββββββββββββββββββ | 169M/181M [02:46<00:12, 938kB/s]
93%|ββββββββββββββββββββββββββββββββββββββ | 169M/181M [02:46<00:12, 975kB/s]
93%|βββββββββββββββββββββββββββββββββββββ | 169M/181M [02:46<00:09, 1.18MB/s]
94%|βββββββββββββββββββββββββββββββββββββ | 169M/181M [02:46<00:10, 1.09MB/s]
94%|ββββββββββββββββββββββββββββββββββββββ | 170M/181M [02:46<00:11, 986kB/s]
94%|βββββββββββββββββββββββββββββββββββββ | 170M/181M [02:47<00:11, 1.03MB/s]
94%|ββββββββββββββββββββββββββββββββββββββ | 170M/181M [02:47<00:12, 934kB/s]
94%|ββββββββββββββββββββββββββββββββββββββ | 170M/181M [02:47<00:11, 943kB/s]
94%|ββββββββββββββββββββββββββββββββββββββ | 170M/181M [02:47<00:11, 991kB/s]
94%|ββββββββββββββββββββββββββββββββββββββ | 170M/181M [02:47<00:12, 895kB/s]
94%|ββββββββββββββββββββββββββββββββββββββ | 170M/181M [02:47<00:13, 825kB/s]
94%|ββββββββββββββββββββββββββββββββββββββ | 170M/181M [02:47<00:11, 941kB/s]
94%|ββββββββββββββββββββββββββββββββββββββ | 171M/181M [02:48<00:10, 992kB/s]
94%|βββββββββββββββββββββββββββββββββββββ | 171M/181M [02:48<00:09, 1.06MB/s]
94%|βββββββββββββββββββββββββββββββββββββ | 171M/181M [02:48<00:08, 1.14MB/s]
95%|βββββββββββββββββββββββββββββββββββββ | 171M/181M [02:48<00:07, 1.30MB/s]
95%|βββββββββββββββββββββββββββββββββββββ | 171M/181M [02:48<00:07, 1.34MB/s]
95%|βββββββββββββββββββββββββββββββββββββ | 172M/181M [02:48<00:07, 1.21MB/s]
95%|βββββββββββββββββββββββββββββββββββββ | 172M/181M [02:48<00:08, 1.10MB/s]
95%|ββββββββββββββββββββββββββββββββββββββ | 172M/181M [02:49<00:09, 994kB/s]
95%|ββββββββββββββββββββββββββββββββββββββ | 172M/181M [02:49<00:09, 949kB/s]
95%|ββββββββββββββββββββββββββββββββββββββ | 172M/181M [02:49<00:08, 995kB/s]
95%|βββββββββββββββββββββββββββββββββββββ | 172M/181M [02:49<00:07, 1.13MB/s]
95%|ββββββββββββββββββββββββββββββββββββββ | 172M/181M [02:49<00:08, 1.02MB/s]
95%|ββββββββββββββββββββββββββββββββββββββ | 173M/181M [02:49<00:08, 1.05MB/s]
95%|ββββββββββββββββββββββββββββββββββββββ | 173M/181M [02:49<00:07, 1.13MB/s]
96%|ββββββββββββββββββββββββββββββββββββββ | 173M/181M [02:50<00:06, 1.19MB/s]
96%|ββββββββββββββββββββββββββββββββββββββ | 173M/181M [02:50<00:07, 1.10MB/s]
96%|ββββββββββββββββββββββββββββββββββββββ | 173M/181M [02:50<00:06, 1.24MB/s]
96%|ββββββββββββββββββββββββββββββββββββββ | 174M/181M [02:50<00:06, 1.12MB/s]
96%|βββββββββββββββββββββββββββββββββββββββ | 174M/181M [02:50<00:09, 780kB/s]
96%|βββββββββββββββββββββββββββββββββββββββ | 174M/181M [02:51<00:09, 739kB/s]
96%|βββββββββββββββββββββββββββββββββββββββ | 174M/181M [02:51<00:10, 721kB/s]
96%|βββββββββββββββββββββββββββββββββββββββ | 174M/181M [02:51<00:08, 827kB/s]
96%|βββββββββββββββββββββββββββββββββββββββ | 174M/181M [02:51<00:07, 904kB/s]
96%|βββββββββββββββββββββββββββββββββββββββ | 174M/181M [02:51<00:08, 835kB/s]
96%|βββββββββββββββββββββββββββββββββββββββ | 174M/181M [02:51<00:08, 763kB/s]
96%|βββββββββββββββββββββββββββββββββββββββ | 174M/181M [02:51<00:09, 695kB/s]
96%|βββββββββββββββββββββββββββββββββββββββ | 174M/181M [02:52<00:09, 688kB/s]
96%|βββββββββββββββββββββββββββββββββββββββ | 175M/181M [02:52<00:09, 682kB/s]
97%|βββββββββββββββββββββββββββββββββββββββ | 175M/181M [02:52<00:07, 874kB/s]
97%|βββββββββββββββββββββββββββββββββββββββ | 175M/181M [02:52<00:07, 811kB/s]
97%|βββββββββββββββββββββββββββββββββββββββ | 175M/181M [02:52<00:07, 768kB/s]
97%|βββββββββββββββββββββββββββββββββββββββ | 175M/181M [02:52<00:06, 936kB/s]
97%|ββββββββββββββββββββββββββββββββββββββ | 175M/181M [02:52<00:04, 1.25MB/s]
97%|ββββββββββββββββββββββββββββββββββββββ | 176M/181M [02:53<00:04, 1.21MB/s]
97%|ββββββββββββββββββββββββββββββββββββββ | 176M/181M [02:53<00:04, 1.09MB/s]
97%|βββββββββββββββββββββββββββββββββββββββ | 176M/181M [02:53<00:05, 986kB/s]
97%|βββββββββββββββββββββββββββββββββββββββ | 176M/181M [02:53<00:05, 953kB/s]
97%|ββββββββββββββββββββββββββββββββββββββ | 176M/181M [02:53<00:04, 1.00MB/s]
97%|βββββββββββββββββββββββββββββββββββββββ | 176M/181M [02:53<00:04, 964kB/s]
97%|βββββββββββββββββββββββββββββββββββββββ | 176M/181M [02:53<00:04, 942kB/s]
98%|βββββββββββββββββββββββββββββββββββββββ | 177M/181M [02:54<00:04, 959kB/s]
98%|βββββββββββββββββββββββββββββββββββββββ | 177M/181M [02:54<00:05, 871kB/s]
98%|βββββββββββββββββββββββββββββββββββββββ | 177M/181M [02:54<00:04, 908kB/s]
98%|βββββββββββββββββββββββββββββββββββββββ | 177M/181M [02:54<00:04, 968kB/s]
98%|βββββββββββββββββββββββββββββββββββββββ| 177M/181M [02:54<00:03, 1.08MB/s]
98%|βββββββββββββββββββββββββββββββββββββββ| 177M/181M [02:54<00:03, 1.22MB/s]
98%|βββββββββββββββββββββββββββββββββββββββ| 178M/181M [02:55<00:02, 1.39MB/s]
98%|βββββββββββββββββββββββββββββββββββββββ| 178M/181M [02:55<00:02, 1.25MB/s]
98%|βββββββββββββββββββββββββββββββββββββββ| 178M/181M [02:55<00:02, 1.13MB/s]
98%|βββββββββββββββββββββββββββββββββββββββ| 178M/181M [02:55<00:02, 1.12MB/s]
98%|βββββββββββββββββββββββββββββββββββββββ| 178M/181M [02:55<00:02, 1.01MB/s]
98%|βββββββββββββββββββββββββββββββββββββββ| 178M/181M [02:55<00:02, 1.01MB/s]
99%|βββββββββββββββββββββββββββββββββββββββ| 179M/181M [02:55<00:02, 1.04MB/s]
99%|ββββββββββββββββββββββββββββββββββββββββ| 179M/181M [02:56<00:02, 940kB/s]
99%|ββββββββββββββββββββββββββββββββββββββββ| 179M/181M [02:56<00:02, 849kB/s]
99%|ββββββββββββββββββββββββββββββββββββββββ| 179M/181M [02:56<00:02, 921kB/s]
99%|βββββββββββββββββββββββββββββββββββββββ| 179M/181M [02:56<00:01, 1.04MB/s]
99%|ββββββββββββββββββββββββββββββββββββββββ| 179M/181M [02:56<00:02, 943kB/s]
99%|βββββββββββββββββββββββββββββββββββββββ| 179M/181M [02:56<00:01, 1.14MB/s]
99%|βββββββββββββββββββββββββββββββββββββββ| 180M/181M [02:56<00:01, 1.10MB/s]
99%|ββββββββββββββββββββββββββββββββββββββββ| 180M/181M [02:57<00:01, 995kB/s]
99%|ββββββββββββββββββββββββββββββββββββββββ| 180M/181M [02:57<00:01, 898kB/s]
99%|ββββββββββββββββββββββββββββββββββββββββ| 180M/181M [02:57<00:01, 813kB/s]
99%|ββββββββββββββββββββββββββββββββββββββββ| 180M/181M [02:57<00:01, 757kB/s]
99%|ββββββββββββββββββββββββββββββββββββββββ| 180M/181M [02:57<00:01, 729kB/s]
99%|ββββββββββββββββββββββββββββββββββββββββ| 180M/181M [02:57<00:01, 711kB/s]
100%|ββββββββββββββββββββββββββββββββββββββββ| 180M/181M [02:57<00:00, 964kB/s]
100%|βββββββββββββββββββββββββββββββββββββββ| 181M/181M [02:58<00:00, 1.01MB/s]
100%|βββββββββββββββββββββββββββββββββββββββ| 181M/181M [02:58<00:00, 1.10MB/s]
100%|ββββββββββββββββββββββββββββββββββββββββ| 181M/181M [02:58<00:00, 997kB/s]
100%|βββββββββββββββββββββββββββββββββββββββ| 181M/181M [02:58<00:00, 1.00MB/s]
0%| | 0.00/181M [00:00<?, ?B/s]
100%|ββββββββββββββββββββββββββββββββββββββββ| 181M/181M [00:00<00:00, 863GB/s]
/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:279: UserWarning: warnEpochs <Epochs | 298 events (all good), 0 β 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 β 0.5 s, baseline off, ~34.9 MB, data loaded,
'easy': 149
'diff': 149>
warn(f"warnEpochs {epochs}")
2024-08-21 13:16:02,547 INFO MainThread moabb.evaluations.base Xdawn+Cov+TS+LDA | Hinss2021 | 2 | 1: Score 0.712
2024-08-21 13:16:03,089 INFO MainThread moabb.evaluations.base Xdawn+Cov+TS+LDA | Hinss2021 | 2 | 2: Score 0.738
2024-08-21 13:16:05,146 INFO MainThread moabb.evaluations.base Cov+ElSel+TS+LDA | Hinss2021 | 2 | 1: Score 0.773
2024-08-21 13:16:07,092 INFO MainThread moabb.evaluations.base Cov+ElSel+TS+LDA | Hinss2021 | 2 | 2: Score 0.920
2024-08-21 13:16:07,701 INFO MainThread moabb.evaluations.base ElSel+Cov+TS+LDA | Hinss2021 | 2 | 1: Score 0.783
2024-08-21 13:16:08,318 INFO MainThread moabb.evaluations.base ElSel+Cov+TS+LDA | Hinss2021 | 2 | 2: Score 0.591
Hinss2021-CrossSession: 100%|##########| 2/2 [03:33<00:00, 121.86s/it]
Hinss2021-CrossSession: 100%|##########| 2/2 [03:33<00:00, 106.98s/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 1.786872
ElSel+Cov+TS+LDA 0.736622 0.432571
Xdawn+Cov+TS+LDA 0.658810 0.373837
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 35.629 seconds)
Estimated memory usage: 592 MB