diff --git a/docs/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/docs/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip index 025949a..181008d 100644 Binary files a/docs/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip and b/docs/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip differ diff --git a/docs/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/docs/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip index 1ff72d6..690f33f 100644 Binary files a/docs/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip and b/docs/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip differ diff --git a/docs/_downloads/97a1de59bce682890841bb846e3dd09c/auto_tutorials_jupyter.zip b/docs/_downloads/97a1de59bce682890841bb846e3dd09c/auto_tutorials_jupyter.zip index 8825b93..3e009d2 100644 Binary files a/docs/_downloads/97a1de59bce682890841bb846e3dd09c/auto_tutorials_jupyter.zip and b/docs/_downloads/97a1de59bce682890841bb846e3dd09c/auto_tutorials_jupyter.zip differ diff --git a/docs/_downloads/cab7a090c4183ca69dc0cd84d3b04413/auto_tutorials_python.zip b/docs/_downloads/cab7a090c4183ca69dc0cd84d3b04413/auto_tutorials_python.zip index 9a56597..1963a93 100644 Binary files a/docs/_downloads/cab7a090c4183ca69dc0cd84d3b04413/auto_tutorials_python.zip and b/docs/_downloads/cab7a090c4183ca69dc0cd84d3b04413/auto_tutorials_python.zip differ diff --git a/docs/_images/sphx_glr_plot_Hinss2021_classification_001.png b/docs/_images/sphx_glr_plot_Hinss2021_classification_001.png index d8b836a..437b797 100644 Binary files a/docs/_images/sphx_glr_plot_Hinss2021_classification_001.png and b/docs/_images/sphx_glr_plot_Hinss2021_classification_001.png differ diff --git a/docs/_images/sphx_glr_plot_Hinss2021_classification_thumb.png b/docs/_images/sphx_glr_plot_Hinss2021_classification_thumb.png index d1919ea..8fc8a75 100644 Binary files a/docs/_images/sphx_glr_plot_Hinss2021_classification_thumb.png and b/docs/_images/sphx_glr_plot_Hinss2021_classification_thumb.png differ diff --git a/docs/_images/sphx_glr_plot_benchmark_001.png b/docs/_images/sphx_glr_plot_benchmark_001.png index 1ee32af..b5dc5d1 100644 Binary files a/docs/_images/sphx_glr_plot_benchmark_001.png and b/docs/_images/sphx_glr_plot_benchmark_001.png differ diff --git a/docs/_images/sphx_glr_plot_benchmark_thumb.png b/docs/_images/sphx_glr_plot_benchmark_thumb.png index 9f4514b..e5be592 100644 Binary files a/docs/_images/sphx_glr_plot_benchmark_thumb.png and b/docs/_images/sphx_glr_plot_benchmark_thumb.png differ diff --git a/docs/_images/sphx_glr_plot_cross_session_motor_imagery_001.png b/docs/_images/sphx_glr_plot_cross_session_motor_imagery_001.png index 2905474..b91be8a 100644 Binary files a/docs/_images/sphx_glr_plot_cross_session_motor_imagery_001.png and b/docs/_images/sphx_glr_plot_cross_session_motor_imagery_001.png differ diff --git a/docs/_images/sphx_glr_plot_cross_session_motor_imagery_thumb.png b/docs/_images/sphx_glr_plot_cross_session_motor_imagery_thumb.png index 44adc3f..ff9d6c3 100644 Binary files a/docs/_images/sphx_glr_plot_cross_session_motor_imagery_thumb.png and b/docs/_images/sphx_glr_plot_cross_session_motor_imagery_thumb.png differ diff --git a/docs/_images/sphx_glr_plot_filterbank_csp_vs_csp_001.png b/docs/_images/sphx_glr_plot_filterbank_csp_vs_csp_001.png index 634a910..75d4f04 100644 Binary files a/docs/_images/sphx_glr_plot_filterbank_csp_vs_csp_001.png and b/docs/_images/sphx_glr_plot_filterbank_csp_vs_csp_001.png differ diff --git a/docs/_images/sphx_glr_plot_filterbank_csp_vs_csp_thumb.png b/docs/_images/sphx_glr_plot_filterbank_csp_vs_csp_thumb.png index ecc2294..f28e050 100644 Binary files a/docs/_images/sphx_glr_plot_filterbank_csp_vs_csp_thumb.png and b/docs/_images/sphx_glr_plot_filterbank_csp_vs_csp_thumb.png differ diff --git a/docs/_images/sphx_glr_plot_grid_search_withinsession_001.png b/docs/_images/sphx_glr_plot_grid_search_withinsession_001.png index 40e8778..eea600b 100644 Binary files a/docs/_images/sphx_glr_plot_grid_search_withinsession_001.png and b/docs/_images/sphx_glr_plot_grid_search_withinsession_001.png differ diff --git a/docs/_images/sphx_glr_plot_grid_search_withinsession_thumb.png b/docs/_images/sphx_glr_plot_grid_search_withinsession_thumb.png index 89fda7f..2a6045e 100644 Binary files a/docs/_images/sphx_glr_plot_grid_search_withinsession_thumb.png and b/docs/_images/sphx_glr_plot_grid_search_withinsession_thumb.png differ diff --git a/docs/_images/sphx_glr_plot_learning_curve_motor_imagery_001.png b/docs/_images/sphx_glr_plot_learning_curve_motor_imagery_001.png index 9ee9fc5..ddd2812 100644 Binary files a/docs/_images/sphx_glr_plot_learning_curve_motor_imagery_001.png and b/docs/_images/sphx_glr_plot_learning_curve_motor_imagery_001.png differ diff --git a/docs/_images/sphx_glr_plot_learning_curve_motor_imagery_thumb.png b/docs/_images/sphx_glr_plot_learning_curve_motor_imagery_thumb.png index b4d9ffb..74ddc5d 100644 Binary files a/docs/_images/sphx_glr_plot_learning_curve_motor_imagery_thumb.png and b/docs/_images/sphx_glr_plot_learning_curve_motor_imagery_thumb.png differ diff --git a/docs/_images/sphx_glr_plot_learning_curve_p300_001.png b/docs/_images/sphx_glr_plot_learning_curve_p300_001.png index 70e0486..90cfbcc 100644 Binary files a/docs/_images/sphx_glr_plot_learning_curve_p300_001.png and b/docs/_images/sphx_glr_plot_learning_curve_p300_001.png differ diff --git a/docs/_images/sphx_glr_plot_learning_curve_p300_external_001.png b/docs/_images/sphx_glr_plot_learning_curve_p300_external_001.png index 395095e..787c7c1 100644 Binary files a/docs/_images/sphx_glr_plot_learning_curve_p300_external_001.png and b/docs/_images/sphx_glr_plot_learning_curve_p300_external_001.png differ diff --git a/docs/_images/sphx_glr_plot_learning_curve_p300_external_thumb.png b/docs/_images/sphx_glr_plot_learning_curve_p300_external_thumb.png index 6df1973..c7c4994 100644 Binary files a/docs/_images/sphx_glr_plot_learning_curve_p300_external_thumb.png and b/docs/_images/sphx_glr_plot_learning_curve_p300_external_thumb.png differ diff --git a/docs/_images/sphx_glr_plot_learning_curve_p300_thumb.png b/docs/_images/sphx_glr_plot_learning_curve_p300_thumb.png index dc86443..3638ff0 100644 Binary files a/docs/_images/sphx_glr_plot_learning_curve_p300_thumb.png and b/docs/_images/sphx_glr_plot_learning_curve_p300_thumb.png differ diff --git a/docs/_images/sphx_glr_plot_within_session_p300_001.png b/docs/_images/sphx_glr_plot_within_session_p300_001.png index 2c08a4c..4757a9c 100644 Binary files a/docs/_images/sphx_glr_plot_within_session_p300_001.png and b/docs/_images/sphx_glr_plot_within_session_p300_001.png differ diff --git a/docs/_images/sphx_glr_plot_within_session_p300_thumb.png b/docs/_images/sphx_glr_plot_within_session_p300_thumb.png index 6b56de7..5250555 100644 Binary files a/docs/_images/sphx_glr_plot_within_session_p300_thumb.png and b/docs/_images/sphx_glr_plot_within_session_p300_thumb.png differ diff --git a/docs/_images/sphx_glr_plot_within_session_ssvep_002.png b/docs/_images/sphx_glr_plot_within_session_ssvep_002.png index 32a5281..0532fdf 100644 Binary files a/docs/_images/sphx_glr_plot_within_session_ssvep_002.png and b/docs/_images/sphx_glr_plot_within_session_ssvep_002.png differ diff --git a/docs/_images/sphx_glr_tutorial_2_using_mulitple_datasets_001.png b/docs/_images/sphx_glr_tutorial_2_using_mulitple_datasets_001.png index f1b8a13..20f1fde 100644 Binary files a/docs/_images/sphx_glr_tutorial_2_using_mulitple_datasets_001.png and b/docs/_images/sphx_glr_tutorial_2_using_mulitple_datasets_001.png differ diff --git a/docs/_images/sphx_glr_tutorial_2_using_mulitple_datasets_thumb.png b/docs/_images/sphx_glr_tutorial_2_using_mulitple_datasets_thumb.png index 2cf334f..87548b7 100644 Binary files a/docs/_images/sphx_glr_tutorial_2_using_mulitple_datasets_thumb.png and b/docs/_images/sphx_glr_tutorial_2_using_mulitple_datasets_thumb.png differ diff --git a/docs/_images/sphx_glr_tutorial_3_benchmarking_multiple_pipelines_001.png b/docs/_images/sphx_glr_tutorial_3_benchmarking_multiple_pipelines_001.png index 8b6e068..9d9fdf1 100644 Binary files a/docs/_images/sphx_glr_tutorial_3_benchmarking_multiple_pipelines_001.png and b/docs/_images/sphx_glr_tutorial_3_benchmarking_multiple_pipelines_001.png differ diff --git a/docs/_images/sphx_glr_tutorial_3_benchmarking_multiple_pipelines_thumb.png b/docs/_images/sphx_glr_tutorial_3_benchmarking_multiple_pipelines_thumb.png index 44f60e8..2180fba 100644 Binary files a/docs/_images/sphx_glr_tutorial_3_benchmarking_multiple_pipelines_thumb.png and b/docs/_images/sphx_glr_tutorial_3_benchmarking_multiple_pipelines_thumb.png differ diff --git a/docs/auto_examples/advanced_examples/plot_filterbank_csp_vs_csp.html b/docs/auto_examples/advanced_examples/plot_filterbank_csp_vs_csp.html index 5f74666..6cef873 100644 --- a/docs/auto_examples/advanced_examples/plot_filterbank_csp_vs_csp.html +++ b/docs/auto_examples/advanced_examples/plot_filterbank_csp_vs_csp.html @@ -729,202 +729,202 @@

Evaluationplt.show() -plot filterbank csp vs csp

Total running time of the script: ( 0 minutes 14.017 seconds)

-

Estimated memory usage: 358 MB

+plot filterbank csp vs csp

Total running time of the script: ( 0 minutes 14.027 seconds)

+

Estimated memory usage: 357 MB

-
BNCI2014-001-WithinSession:   0%|          | 0/1 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+
BNCI2014-001-WithinSession:   0%|          | 0/1 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'right_hand': 12
  'left_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'right_hand': 12
  'left_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'right_hand': 12
  'left_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'right_hand': 12
  'left_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'right_hand': 12
  'left_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'right_hand': 12
  'left_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'right_hand': 12
  'left_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'right_hand': 12
  'left_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'right_hand': 12
  'left_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'right_hand': 12
  'left_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'right_hand': 12
  'left_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'right_hand': 12
  'left_hand': 12>
   warn(f"warnEpochs {epochs}")
 
-BNCI2014-001-WithinSession: 100%|##########| 1/1 [00:10<00:00, 10.40s/it]
-BNCI2014-001-WithinSession: 100%|##########| 1/1 [00:10<00:00, 10.40s/it]
+BNCI2014-001-WithinSession: 100%|##########| 1/1 [00:10<00:00, 10.85s/it]
+BNCI2014-001-WithinSession: 100%|##########| 1/1 [00:10<00:00, 10.85s/it]
 

 

 
@@ -882,8 +882,8 @@ 
Load Best Model ParameterTotal running time of the script: ( 0 minutes  12.601 seconds)

-
Estimated memory usage:  220 MB

+
Total running time of the script: ( 0 minutes  13.102 seconds)

+
Estimated memory usage:  212 MB
-
/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+
/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
@@ -789,77 +789,79 @@ 
A Simple MNE Pipelinemne_res = mne_eval.process(mne_ppl)
 

 

-
BNCI2014-009-CrossSession:   0%|          | 0/3 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+
BNCI2014-009-CrossSession:   0%|          | 0/3 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
 
-BNCI2014-009-CrossSession:  33%|###3      | 1/3 [00:03<00:06,  3.10s/it]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+BNCI2014-009-CrossSession:  33%|###3      | 1/3 [00:03<00:06,  3.08s/it]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
 
-BNCI2014-009-CrossSession:  67%|######6   | 2/3 [00:06<00:02,  2.99s/it]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/urllib3/connectionpool.py:1061: InsecureRequestWarning: Unverified HTTPS request is being made to host 'lampx.tugraz.at'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings
+BNCI2014-009-CrossSession:  67%|######6   | 2/3 [00:06<00:03,  3.01s/it]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/urllib3/connectionpool.py:1061: InsecureRequestWarning: Unverified HTTPS request is being made to host 'lampx.tugraz.at'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings
   warnings.warn(
 
 
   0%|                                              | 0.00/18.5M [00:00<?, ?B/s]
 
-  0%|                                      | 32.8k/18.5M [00:00<01:50, 168kB/s]
+  0%|                                      | 19.5k/18.5M [00:00<01:35, 195kB/s]
 
-  1%|▎                                      | 144k/18.5M [00:00<00:32, 568kB/s]
+  0%|                                      | 38.9k/18.5M [00:00<01:35, 194kB/s]
 
-  2%|▋                                     | 329k/18.5M [00:00<00:17, 1.05MB/s]
+  1%|▏                                     | 96.3k/18.5M [00:00<00:50, 366kB/s]
 
-  4%|█▌                                    | 754k/18.5M [00:00<00:08, 2.17MB/s]
+  1%|▍                                      | 209k/18.5M [00:00<00:27, 663kB/s]
 
-  7%|██▋                                  | 1.34M/18.5M [00:00<00:05, 3.41MB/s]
+  2%|▉                                     | 432k/18.5M [00:00<00:14, 1.22MB/s]
 
- 13%|████▋                                | 2.32M/18.5M [00:00<00:02, 5.47MB/s]
+  5%|█▊                                    | 889k/18.5M [00:00<00:07, 2.35MB/s]
 
- 23%|████████▍                            | 4.24M/18.5M [00:00<00:01, 9.78MB/s]
+ 10%|███▌                                 | 1.80M/18.5M [00:00<00:03, 4.54MB/s]
 
- 40%|██████████████▋                      | 7.37M/18.5M [00:00<00:00, 16.5MB/s]
+ 20%|███████▏                             | 3.62M/18.5M [00:00<00:01, 8.86MB/s]
 
- 56%|████████████████████▋                | 10.3M/18.5M [00:00<00:00, 20.5MB/s]
+ 36%|█████████████▎                       | 6.66M/18.5M [00:00<00:00, 15.5MB/s]
 
- 72%|██████████████████████████▌          | 13.3M/18.5M [00:01<00:00, 23.2MB/s]
+ 52%|███████████████████                  | 9.55M/18.5M [00:01<00:00, 19.5MB/s]
 
- 88%|████████████████████████████████▍    | 16.2M/18.5M [00:01<00:00, 25.1MB/s]
+ 68%|█████████████████████████▏           | 12.6M/18.5M [00:01<00:00, 22.9MB/s]
+
+ 84%|███████████████████████████████▏     | 15.6M/18.5M [00:01<00:00, 25.0MB/s]
 
   0%|                                              | 0.00/18.5M [00:00<?, ?B/s]
-100%|█████████████████████████████████████| 18.5M/18.5M [00:00<00:00, 68.4GB/s]
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+100%|█████████████████████████████████████| 18.5M/18.5M [00:00<00:00, 62.7GB/s]
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
 
-BNCI2014-009-CrossSession: 100%|##########| 3/3 [00:11<00:00,  4.32s/it]
-BNCI2014-009-CrossSession: 100%|##########| 3/3 [00:11<00:00,  3.97s/it]
+BNCI2014-009-CrossSession: 100%|##########| 3/3 [00:12<00:00,  4.36s/it]
+BNCI2014-009-CrossSession: 100%|##########| 3/3 [00:12<00:00,  4.00s/it]
 

 

 
@@ -888,41 +890,41 @@ 
Advanced MNE Pipelineadv_res = mne_eval.process(mne_adv)
 

 

-
BNCI2014-009-CrossSession:   0%|          | 0/3 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+
BNCI2014-009-CrossSession:   0%|          | 0/3 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
 
-BNCI2014-009-CrossSession:  33%|###3      | 1/3 [00:03<00:06,  3.35s/it]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+BNCI2014-009-CrossSession:  33%|###3      | 1/3 [00:03<00:06,  3.37s/it]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
 
-BNCI2014-009-CrossSession:  67%|######6   | 2/3 [00:05<00:02,  2.88s/it]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+BNCI2014-009-CrossSession:  67%|######6   | 2/3 [00:05<00:02,  2.88s/it]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
@@ -952,47 +954,47 @@ 
Numpy-based Pipelinesk_res = sk_eval.process(sk_ppl)
 

 

-
BNCI2014-009-CrossSession:   0%|          | 0/3 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+
BNCI2014-009-CrossSession:   0%|          | 0/3 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
 
-BNCI2014-009-CrossSession:  33%|###3      | 1/3 [00:06<00:13,  6.91s/it]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+BNCI2014-009-CrossSession:  33%|###3      | 1/3 [00:06<00:13,  6.92s/it]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
 
-BNCI2014-009-CrossSession:  67%|######6   | 2/3 [00:13<00:06,  6.80s/it]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+BNCI2014-009-CrossSession:  67%|######6   | 2/3 [00:13<00:06,  6.82s/it]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
 
-BNCI2014-009-CrossSession: 100%|##########| 3/3 [00:20<00:00,  6.77s/it]
-BNCI2014-009-CrossSession: 100%|##########| 3/3 [00:20<00:00,  6.79s/it]
+BNCI2014-009-CrossSession: 100%|##########| 3/3 [00:20<00:00,  6.81s/it]
+BNCI2014-009-CrossSession: 100%|##########| 3/3 [00:20<00:00,  6.82s/it]
 

 

 
@@ -1019,8 +1021,8 @@ 
Combining Resultsplt.show()
 

 

-Algorithm comparison
Total running time of the script: ( 0 minutes  46.353 seconds)

-
Estimated memory usage:  237 MB

+Algorithm comparison
Total running time of the script: ( 0 minutes  46.507 seconds)

+
Estimated memory usage:  242 MB

 

 

-
Zhou2016-WithinSession:   0%|          | 0/2 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  60 events (all good), 0 – 5 s, baseline off, ~1.7 MB, data loaded,
+
Zhou2016-WithinSession:   0%|          | 0/2 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  60 events (all good), 0 – 5 s, baseline off, ~1.7 MB, data loaded,
  'left_hand': 30
  'right_hand': 30>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  59 events (all good), 0 – 5 s, baseline off, ~1.7 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  59 events (all good), 0 – 5 s, baseline off, ~1.7 MB, data loaded,
  'left_hand': 30
  'right_hand': 29>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
  'left_hand': 25
  'right_hand': 25>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
  'left_hand': 25
  'right_hand': 25>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
  'left_hand': 25
  'right_hand': 25>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
  'left_hand': 25
  'right_hand': 25>
   warn(f"warnEpochs {epochs}")
@@ -737,27 +737,27 @@ 
Evaluation
Searching dataset: Zhou2016
 Searching dataset: BNCI2014_001
 
-Zhou2016-WithinSession:   0%|          | 0/2 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  60 events (all good), 0 – 5 s, baseline off, ~1.7 MB, data loaded,
+Zhou2016-WithinSession:   0%|          | 0/2 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  60 events (all good), 0 – 5 s, baseline off, ~1.7 MB, data loaded,
  'left_hand': 30
  'right_hand': 30>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  59 events (all good), 0 – 5 s, baseline off, ~1.7 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  59 events (all good), 0 – 5 s, baseline off, ~1.7 MB, data loaded,
  'left_hand': 30
  'right_hand': 29>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
  'left_hand': 25
  'right_hand': 25>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
  'left_hand': 25
  'right_hand': 25>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
  'left_hand': 25
  'right_hand': 25>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  50 events (all good), 0 – 5 s, baseline off, ~1.4 MB, data loaded,
  'left_hand': 25
  'right_hand': 25>
   warn(f"warnEpochs {epochs}")
@@ -938,27 +938,27 @@ 
Electrode Selectionplt.show()
 

 

-plot select electrodes resample
Total running time of the script: ( 0 minutes  46.647 seconds)

-
Estimated memory usage:  336 MB

+plot select electrodes resample
Total running time of the script: ( 0 minutes  46.328 seconds)

+
Estimated memory usage:  430 MB

 

 

-
BNCI2014-001-CrossSession:   0%|          | 0/4 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+
BNCI2014-001-CrossSession:   0%|          | 0/4 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
 
-BNCI2014-001-CrossSession:  25%|##5       | 1/4 [00:06<00:19,  6.40s/it]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+BNCI2014-001-CrossSession:  25%|##5       | 1/4 [00:06<00:19,  6.60s/it]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
 
-BNCI2014-001-CrossSession:  50%|#####     | 2/4 [00:12<00:12,  6.27s/it]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/urllib3/connectionpool.py:1061: InsecureRequestWarning: Unverified HTTPS request is being made to host 'lampx.tugraz.at'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings
+BNCI2014-001-CrossSession:  50%|#####     | 2/4 [00:13<00:13,  6.65s/it]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/urllib3/connectionpool.py:1061: InsecureRequestWarning: Unverified HTTPS request is being made to host 'lampx.tugraz.at'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings
   warnings.warn(
 
 
   0%|                                              | 0.00/44.1M [00:00<?, ?B/s]
 
-  0%|                                      | 32.8k/44.1M [00:00<04:22, 168kB/s]
+  0%|                                     | 8.19k/44.1M [00:00<08:58, 81.8kB/s]
 
-  0%|▏                                      | 153k/44.1M [00:00<01:12, 602kB/s]
+  0%|                                      | 32.8k/44.1M [00:00<04:08, 178kB/s]
 
-  1%|▎                                     | 330k/44.1M [00:00<00:41, 1.04MB/s]
+  0%|                                      | 88.1k/44.1M [00:00<02:06, 347kB/s]
 
-  2%|▌                                     | 694k/44.1M [00:00<00:22, 1.95MB/s]
+  0%|▏                                      | 168k/44.1M [00:00<01:23, 523kB/s]
 
-  3%|█                                    | 1.19M/44.1M [00:00<00:14, 2.96MB/s]
+  1%|▎                                     | 360k/44.1M [00:00<00:42, 1.02MB/s]
 
-  5%|█▊                                   | 2.14M/44.1M [00:00<00:08, 5.07MB/s]
+  2%|▋                                     | 736k/44.1M [00:00<00:22, 1.94MB/s]
 
-  9%|███▍                                 | 4.07M/44.1M [00:00<00:04, 9.56MB/s]
+  3%|█▎                                   | 1.50M/44.1M [00:00<00:11, 3.77MB/s]
 
- 15%|█████▍                               | 6.52M/44.1M [00:00<00:02, 14.2MB/s]
+  7%|██▌                                  | 3.01M/44.1M [00:00<00:05, 7.35MB/s]
 
- 20%|███████▎                             | 8.76M/44.1M [00:00<00:02, 16.7MB/s]
+ 13%|████▋                                | 5.58M/44.1M [00:00<00:02, 13.0MB/s]
 
- 25%|█████████▎                           | 11.1M/44.1M [00:01<00:01, 18.8MB/s]
+ 18%|██████▌                              | 7.80M/44.1M [00:01<00:02, 15.8MB/s]
 
- 31%|███████████▎                         | 13.5M/44.1M [00:01<00:01, 20.3MB/s]
+ 23%|████████▋                            | 10.3M/44.1M [00:01<00:01, 18.6MB/s]
 
- 36%|█████████████▎                       | 15.8M/44.1M [00:01<00:01, 21.1MB/s]
+ 29%|██████████▌                          | 12.6M/44.1M [00:01<00:01, 19.9MB/s]
 
- 42%|███████████████▎                     | 18.3M/44.1M [00:01<00:01, 22.3MB/s]
+ 34%|████████████▋                        | 15.1M/44.1M [00:01<00:01, 21.5MB/s]
 
- 47%|█████████████████▎                   | 20.6M/44.1M [00:01<00:01, 22.5MB/s]
+ 40%|██████████████▋                      | 17.6M/44.1M [00:01<00:01, 22.2MB/s]
 
- 52%|███████████████████▎                 | 23.1M/44.1M [00:01<00:00, 23.1MB/s]
+ 46%|████████████████▊                    | 20.1M/44.1M [00:01<00:01, 23.0MB/s]
 
- 58%|█████████████████████▍               | 25.5M/44.1M [00:01<00:00, 23.5MB/s]
+ 51%|██████████████████▉                  | 22.5M/44.1M [00:01<00:00, 23.4MB/s]
 
- 63%|███████████████████████▍             | 27.9M/44.1M [00:01<00:00, 23.8MB/s]
+ 57%|█████████████████████                | 25.0M/44.1M [00:01<00:00, 23.9MB/s]
 
- 69%|█████████████████████████▍           | 30.3M/44.1M [00:01<00:00, 23.9MB/s]
+ 62%|███████████████████████              | 27.5M/44.1M [00:01<00:00, 24.0MB/s]
 
- 75%|███████████████████████████▌         | 32.8M/44.1M [00:01<00:00, 24.2MB/s]
+ 68%|█████████████████████████▏           | 30.0M/44.1M [00:01<00:00, 24.3MB/s]
 
- 80%|█████████████████████████████▋       | 35.3M/44.1M [00:02<00:00, 24.5MB/s]
+ 74%|███████████████████████████▎         | 32.5M/44.1M [00:02<00:00, 24.3MB/s]
 
- 86%|███████████████████████████████▊     | 37.9M/44.1M [00:02<00:00, 24.7MB/s]
+ 79%|█████████████████████████████▍       | 35.0M/44.1M [00:02<00:00, 24.6MB/s]
 
- 92%|█████████████████████████████████▉   | 40.4M/44.1M [00:02<00:00, 24.7MB/s]
+ 85%|███████████████████████████████▍     | 37.5M/44.1M [00:02<00:00, 24.7MB/s]
 
- 98%|████████████████████████████████████▏| 43.2M/44.1M [00:02<00:00, 25.7MB/s]
+ 91%|█████████████████████████████████▋   | 40.1M/44.1M [00:02<00:00, 25.0MB/s]
+
+ 97%|███████████████████████████████████▊ | 42.6M/44.1M [00:02<00:00, 25.0MB/s]
 
   0%|                                              | 0.00/44.1M [00:00<?, ?B/s]
-100%|██████████████████████████████████████| 44.1M/44.1M [00:00<00:00, 174GB/s]
+100%|██████████████████████████████████████| 44.1M/44.1M [00:00<00:00, 161GB/s]
 /home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/urllib3/connectionpool.py:1061: InsecureRequestWarning: Unverified HTTPS request is being made to host 'lampx.tugraz.at'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings
   warnings.warn(
 
 
   0%|                                              | 0.00/42.3M [00:00<?, ?B/s]
 
-  0%|                                      | 32.8k/42.3M [00:00<04:12, 168kB/s]
+  0%|                                     | 8.19k/42.3M [00:00<08:42, 81.0kB/s]
+
+  0%|                                      | 32.8k/42.3M [00:00<04:02, 175kB/s]
 
-  0%|▏                                      | 161k/42.3M [00:00<01:06, 637kB/s]
+  0%|                                      | 96.3k/42.3M [00:00<01:51, 378kB/s]
 
-  1%|▎                                     | 340k/42.3M [00:00<00:39, 1.07MB/s]
+  0%|▏                                      | 209k/42.3M [00:00<01:03, 662kB/s]
 
-  2%|▌                                     | 674k/42.3M [00:00<00:22, 1.86MB/s]
+  1%|▍                                     | 432k/42.3M [00:00<00:34, 1.21MB/s]
 
-  3%|█                                    | 1.17M/42.3M [00:00<00:14, 2.89MB/s]
+  2%|▊                                     | 889k/42.3M [00:00<00:17, 2.31MB/s]
 
-  5%|█▊                                   | 2.12M/42.3M [00:00<00:07, 5.03MB/s]
+  4%|█▌                                   | 1.80M/42.3M [00:00<00:09, 4.46MB/s]
 
-  9%|███▌                                 | 4.01M/42.3M [00:00<00:04, 9.40MB/s]
+  9%|███▏                                 | 3.62M/42.3M [00:00<00:04, 8.71MB/s]
 
- 15%|█████▌                               | 6.42M/42.3M [00:00<00:02, 14.0MB/s]
+ 16%|█████▉                               | 6.72M/42.3M [00:00<00:02, 15.4MB/s]
 
- 20%|███████▍                             | 8.51M/42.3M [00:00<00:02, 16.1MB/s]
+ 22%|████████▏                            | 9.38M/42.3M [00:01<00:01, 18.7MB/s]
 
- 28%|██████████▍                          | 11.9M/42.3M [00:01<00:01, 21.6MB/s]
+ 28%|██████████▎                          | 11.8M/42.3M [00:01<00:01, 20.3MB/s]
 
- 34%|████████████▋                        | 14.5M/42.3M [00:01<00:01, 23.0MB/s]
+ 35%|████████████▊                        | 14.6M/42.3M [00:01<00:01, 22.4MB/s]
 
- 41%|███████████████                      | 17.2M/42.3M [00:01<00:01, 24.0MB/s]
+ 41%|███████████████▏                     | 17.4M/42.3M [00:01<00:01, 23.9MB/s]
 
- 48%|█████████████████▋                   | 20.2M/42.3M [00:01<00:00, 26.0MB/s]
+ 47%|█████████████████▍                   | 20.0M/42.3M [00:01<00:00, 24.2MB/s]
 
- 55%|████████████████████▏                | 23.1M/42.3M [00:01<00:00, 26.7MB/s]
+ 54%|███████████████████▊                 | 22.7M/42.3M [00:01<00:00, 24.8MB/s]
 
- 61%|██████████████████████▋              | 25.9M/42.3M [00:01<00:00, 27.2MB/s]
+ 61%|██████████████████████▌              | 25.8M/42.3M [00:01<00:00, 26.5MB/s]
 
- 68%|█████████████████████████▏           | 28.8M/42.3M [00:01<00:00, 27.6MB/s]
+ 68%|█████████████████████████▎           | 28.9M/42.3M [00:01<00:00, 27.6MB/s]
 
- 75%|███████████████████████████▋         | 31.7M/42.3M [00:01<00:00, 28.0MB/s]
+ 75%|███████████████████████████▋         | 31.7M/42.3M [00:01<00:00, 27.6MB/s]
 
- 82%|██████████████████████████████▏      | 34.5M/42.3M [00:01<00:00, 28.2MB/s]
+ 82%|██████████████████████████████▎      | 34.6M/42.3M [00:01<00:00, 27.8MB/s]
 
- 89%|████████████████████████████████▋    | 37.5M/42.3M [00:01<00:00, 28.5MB/s]
+ 89%|████████████████████████████████▊    | 37.5M/42.3M [00:02<00:00, 28.0MB/s]
 
- 95%|███████████████████████████████████▏ | 40.3M/42.3M [00:02<00:00, 26.1MB/s]
+ 96%|███████████████████████████████████▎ | 40.4M/42.3M [00:02<00:00, 28.0MB/s]
 
   0%|                                              | 0.00/42.3M [00:00<?, ?B/s]
-100%|██████████████████████████████████████| 42.3M/42.3M [00:00<00:00, 179GB/s]
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+100%|██████████████████████████████████████| 42.3M/42.3M [00:00<00:00, 147GB/s]
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
 
-BNCI2014-001-CrossSession:  75%|#######5  | 3/4 [00:25<00:09,  9.12s/it]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/urllib3/connectionpool.py:1061: InsecureRequestWarning: Unverified HTTPS request is being made to host 'lampx.tugraz.at'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings
+BNCI2014-001-CrossSession:  75%|#######5  | 3/4 [00:25<00:09,  9.22s/it]/home/runner/work/moabb/moabb/.venv/lib/python3.9/site-packages/urllib3/connectionpool.py:1061: InsecureRequestWarning: Unverified HTTPS request is being made to host 'lampx.tugraz.at'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings
   warnings.warn(
 
 
   0%|                                              | 0.00/37.2M [00:00<?, ?B/s]
 
-  0%|                                      | 32.8k/37.2M [00:00<03:41, 168kB/s]
+  0%|                                      | 24.6k/37.2M [00:00<02:31, 246kB/s]
 
-  0%|▏                                      | 144k/37.2M [00:00<01:05, 568kB/s]
+  0%|                                      | 49.2k/37.2M [00:00<02:31, 245kB/s]
 
-  1%|▎                                      | 312k/37.2M [00:00<00:37, 986kB/s]
+  0%|                                      | 96.3k/37.2M [00:00<01:46, 347kB/s]
 
-  2%|▋                                     | 691k/37.2M [00:00<00:18, 1.97MB/s]
+  1%|▏                                      | 209k/37.2M [00:00<00:56, 652kB/s]
 
-  3%|█▏                                   | 1.18M/37.2M [00:00<00:12, 2.95MB/s]
+  1%|▍                                     | 432k/37.2M [00:00<00:30, 1.22MB/s]
 
-  6%|██▏                                  | 2.14M/37.2M [00:00<00:06, 5.09MB/s]
+  2%|▉                                     | 889k/37.2M [00:00<00:15, 2.34MB/s]
 
- 11%|████                                 | 4.06M/37.2M [00:00<00:03, 9.53MB/s]
+  5%|█▊                                   | 1.80M/37.2M [00:00<00:07, 4.54MB/s]
 
- 18%|██████▋                              | 6.66M/37.2M [00:00<00:02, 14.6MB/s]
+ 10%|███▌                                 | 3.62M/37.2M [00:00<00:03, 8.85MB/s]
 
- 24%|████████▉                            | 9.03M/37.2M [00:00<00:01, 17.4MB/s]
+ 18%|██████▋                              | 6.74M/37.2M [00:00<00:01, 15.7MB/s]
 
- 31%|███████████▌                         | 11.6M/37.2M [00:01<00:01, 19.9MB/s]
+ 26%|█████████▌                           | 9.63M/37.2M [00:01<00:01, 19.6MB/s]
 
- 38%|█████████████▉                       | 14.0M/37.2M [00:01<00:01, 21.2MB/s]
+ 34%|████████████▌                        | 12.6M/37.2M [00:01<00:01, 22.4MB/s]
 
- 45%|████████████████▌                    | 16.6M/37.2M [00:01<00:00, 22.6MB/s]
+ 42%|███████████████▍                     | 15.4M/37.2M [00:01<00:00, 24.3MB/s]
 
- 51%|██████████████████▉                  | 19.1M/37.2M [00:01<00:00, 23.3MB/s]
+ 50%|██████████████████▎                  | 18.4M/37.2M [00:01<00:00, 26.0MB/s]
 
- 58%|█████████████████████▌               | 21.6M/37.2M [00:01<00:00, 24.0MB/s]
+ 57%|█████████████████████▏               | 21.3M/37.2M [00:01<00:00, 26.8MB/s]
 
- 65%|████████████████████████             | 24.2M/37.2M [00:01<00:00, 24.4MB/s]
+ 65%|████████████████████████             | 24.2M/37.2M [00:01<00:00, 27.2MB/s]
 
- 72%|██████████████████████████▋          | 26.7M/37.2M [00:01<00:00, 24.8MB/s]
+ 73%|██████████████████████████▉          | 27.1M/37.2M [00:01<00:00, 27.7MB/s]
 
- 79%|█████████████████████████████▏       | 29.4M/37.2M [00:01<00:00, 25.2MB/s]
+ 81%|█████████████████████████████▊       | 29.9M/37.2M [00:01<00:00, 27.9MB/s]
 
- 86%|███████████████████████████████▊     | 31.9M/37.2M [00:01<00:00, 25.3MB/s]
+ 88%|████████████████████████████████▋    | 32.9M/37.2M [00:01<00:00, 28.2MB/s]
 
- 93%|██████████████████████████████████▍  | 34.6M/37.2M [00:01<00:00, 25.8MB/s]
+ 96%|███████████████████████████████████▌ | 35.8M/37.2M [00:01<00:00, 28.3MB/s]
 
   0%|                                              | 0.00/37.2M [00:00<?, ?B/s]
 100%|██████████████████████████████████████| 37.2M/37.2M [00:00<00:00, 140GB/s]
@@ -1031,97 +1035,99 @@ 
Evaluationplt.show()
 

 

-Algorithm comparison
Total running time of the script: ( 0 minutes  40.625 seconds)

-
Estimated memory usage:  259 MB

+Algorithm comparison
Total running time of the script: ( 0 minutes  41.308 seconds)

+
Estimated memory usage:  278 MB

 

 

-
BNCI2014-001-WithinSession:   0%|          | 0/1 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+
BNCI2014-001-WithinSession:   0%|          | 0/1 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  24 events (all good), 2 – 6 s, baseline off, ~4.1 MB, data loaded,
  'left_hand': 12
  'right_hand': 12>
   warn(f"warnEpochs {epochs}")
 
-BNCI2014-001-WithinSession: 100%|##########| 1/1 [00:41<00:00, 41.74s/it]
-BNCI2014-001-WithinSession: 100%|##########| 1/1 [00:41<00:00, 41.74s/it]
+BNCI2014-001-WithinSession: 100%|##########| 1/1 [00:41<00:00, 41.38s/it]
+BNCI2014-001-WithinSession: 100%|##########| 1/1 [00:41<00:00, 41.38s/it]
       score      time  samples  ...  n_sessions       dataset pipeline
-0  0.704762  0.168163     10.0  ...           2  BNCI2014-001  CSP+LDA
-1  0.885714  0.268653     20.0  ...           2  BNCI2014-001  CSP+LDA
-2  1.000000  0.303391     60.0  ...           2  BNCI2014-001  CSP+LDA
-3  0.990476  0.395700    100.0  ...           2  BNCI2014-001  CSP+LDA
-4  0.480952  0.154468     10.0  ...           2  BNCI2014-001  CSP+LDA
+0  0.704762  0.272154     10.0  ...           2  BNCI2014-001  CSP+LDA
+1  0.885714  0.305311     20.0  ...           2  BNCI2014-001  CSP+LDA
+2  1.000000  0.286581     60.0  ...           2  BNCI2014-001  CSP+LDA
+3  0.990476  0.326694    100.0  ...           2  BNCI2014-001  CSP+LDA
+4  0.480952  0.056950     10.0  ...           2  BNCI2014-001  CSP+LDA
 
 [5 rows x 11 columns]
 

@@ -821,7 +821,7 @@ 
Plot Resultsplt.show()
 

 

-Errorbar shows Mean-CI across permutations
Total running time of the script: ( 0 minutes  43.605 seconds)

+Errorbar shows Mean-CI across permutations
Total running time of the script: ( 0 minutes  43.178 seconds)

 
Estimated memory usage:  220 MB
-
BNCI2014-009-WithinSession:   0%|          | 0/1 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+
BNCI2014-009-WithinSession:   0%|          | 0/1 [00:00<?, ?it/s]/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
-/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:273: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
+/home/runner/work/moabb/moabb/moabb/datasets/preprocessing.py:276: UserWarning: warnEpochs <Epochs |  576 events (all good), 0 – 0.800781 s, baseline off, ~14.5 MB, data loaded,
  'Target': 96
  'NonTarget': 480>
   warn(f"warnEpochs {epochs}")
@@ -893,8 +893,8 @@ 
Evaluationplt.show()
 

 

-Errorbar shows Mean-CI across permutations
Total running time of the script: ( 1 minutes  13.598 seconds)

-
Estimated memory usage:  11 MB

+Errorbar shows Mean-CI across permutations
Total running time of the script: ( 1 minutes  14.840 seconds)

+
Estimated memory usage:  12 MB