diff --git a/dev/.buildinfo b/dev/.buildinfo index 78c1afc..13e9d9c 100644 --- a/dev/.buildinfo +++ b/dev/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: 4451fc236d997e67665e7d4e212ee7b1 +config: be500588654c21b1241230d680a456c6 tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip index b9c6cd7..bafcf6e 100644 Binary files a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip and b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip differ diff --git a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip index b4fbef9..a81506a 100644 Binary files a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip and b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip differ diff --git a/dev/_modules/autoreject/autoreject.html b/dev/_modules/autoreject/autoreject.html index 88b3a5a..6559b87 100644 --- a/dev/_modules/autoreject/autoreject.html +++ b/dev/_modules/autoreject/autoreject.html @@ -7,7 +7,7 @@ - autoreject.autoreject — autoreject 0.4.3 documentation + autoreject.autoreject — autoreject 0.5.0.dev3 documentation @@ -40,7 +40,7 @@ - + @@ -49,7 +49,7 @@ @@ -131,7 +131,7 @@ -

autoreject 0.4.3 documentation

+

autoreject 0.5.0.dev3 documentation

diff --git a/dev/_modules/autoreject/ransac.html b/dev/_modules/autoreject/ransac.html index e5d629a..0491a4d 100644 --- a/dev/_modules/autoreject/ransac.html +++ b/dev/_modules/autoreject/ransac.html @@ -7,7 +7,7 @@ - autoreject.ransac — autoreject 0.4.3 documentation + autoreject.ransac — autoreject 0.5.0.dev3 documentation @@ -40,7 +40,7 @@ - + @@ -49,7 +49,7 @@ @@ -131,7 +131,7 @@ -

autoreject 0.4.3 documentation

+

autoreject 0.5.0.dev3 documentation

diff --git a/dev/_modules/autoreject/utils.html b/dev/_modules/autoreject/utils.html index 9635e52..03c81c2 100644 --- a/dev/_modules/autoreject/utils.html +++ b/dev/_modules/autoreject/utils.html @@ -7,7 +7,7 @@ - autoreject.utils — autoreject 0.4.3 documentation + autoreject.utils — autoreject 0.5.0.dev3 documentation @@ -40,7 +40,7 @@ - + @@ -49,7 +49,7 @@ @@ -131,7 +131,7 @@ -

autoreject 0.4.3 documentation

+

autoreject 0.5.0.dev3 documentation

diff --git a/dev/_modules/index.html b/dev/_modules/index.html index ae8664f..24db6ee 100644 --- a/dev/_modules/index.html +++ b/dev/_modules/index.html @@ -7,7 +7,7 @@ - Overview: module code — autoreject 0.4.3 documentation + Overview: module code — autoreject 0.5.0.dev3 documentation @@ -40,7 +40,7 @@ - + @@ -49,7 +49,7 @@ @@ -131,7 +131,7 @@ -

autoreject 0.4.3 documentation

+

autoreject 0.5.0.dev3 documentation

diff --git a/dev/_static/documentation_options.js b/dev/_static/documentation_options.js index b31228f..5a49958 100644 --- a/dev/_static/documentation_options.js +++ b/dev/_static/documentation_options.js @@ -1,5 +1,5 @@ const DOCUMENTATION_OPTIONS = { - VERSION: '0.4.3', + VERSION: '0.5.0.dev3', LANGUAGE: 'en', COLLAPSE_INDEX: false, BUILDER: 'html', diff --git a/dev/api.html b/dev/api.html index 1ebe661..277d0d3 100644 --- a/dev/api.html +++ b/dev/api.html @@ -8,7 +8,7 @@ - API Documentation — autoreject 0.4.3 documentation + API Documentation — autoreject 0.5.0.dev3 documentation @@ -41,7 +41,7 @@ - + @@ -50,7 +50,7 @@ @@ -134,7 +134,7 @@ -

autoreject 0.4.3 documentation

+

autoreject 0.5.0.dev3 documentation

diff --git a/dev/auto_examples/index.html b/dev/auto_examples/index.html index 1c40d1a..327c991 100644 --- a/dev/auto_examples/index.html +++ b/dev/auto_examples/index.html @@ -8,7 +8,7 @@ - Examples Gallery — autoreject 0.4.3 documentation + Examples Gallery — autoreject 0.5.0.dev3 documentation @@ -41,7 +41,7 @@ - + @@ -50,7 +50,7 @@ @@ -134,7 +134,7 @@ -

autoreject 0.4.3 documentation

+

autoreject 0.5.0.dev3 documentation

diff --git a/dev/auto_examples/plot_auto_repair.html b/dev/auto_examples/plot_auto_repair.html index 87bbb9a..413548f 100644 --- a/dev/auto_examples/plot_auto_repair.html +++ b/dev/auto_examples/plot_auto_repair.html @@ -8,7 +8,7 @@ - Automatically repair epochs — autoreject 0.4.3 documentation + Automatically repair epochs — autoreject 0.5.0.dev3 documentation @@ -41,7 +41,7 @@ - + @@ -51,7 +51,7 @@ @@ -135,7 +135,7 @@ -

autoreject 0.4.3 documentation

+

autoreject 0.5.0.dev3 documentation

@@ -583,531 +583,531 @@
Running autoreject on ch_type=grad
 
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   0%|          | Repairing epochs : 0/72 [00:00<?,       ?it/s]
 
 
-  3%|▎         | Repairing epochs : 2/72 [00:00<00:00,   88.63it/s]
+  3%|▎         | Repairing epochs : 2/72 [00:00<00:01,   65.25it/s]
 
 
-  6%|▌         | Repairing epochs : 4/72 [00:00<00:00,   88.83it/s]
+  6%|▌         | Repairing epochs : 4/72 [00:00<00:01,   65.11it/s]
 
 
-  8%|▊         | Repairing epochs : 6/72 [00:00<00:00,   88.78it/s]
+  8%|▊         | Repairing epochs : 6/72 [00:00<00:01,   65.13it/s]
 
 
- 11%|█         | Repairing epochs : 8/72 [00:00<00:00,   88.94it/s]
+ 11%|█         | Repairing epochs : 8/72 [00:00<00:00,   65.14it/s]
 
 
- 14%|█▍        | Repairing epochs : 10/72 [00:00<00:00,   89.04it/s]
+ 14%|█▍        | Repairing epochs : 10/72 [00:00<00:00,   65.08it/s]
 
 
- 17%|█▋        | Repairing epochs : 12/72 [00:00<00:00,   89.14it/s]
+ 17%|█▋        | Repairing epochs : 12/72 [00:00<00:00,   65.18it/s]
 
 
- 19%|█▉        | Repairing epochs : 14/72 [00:00<00:00,   89.21it/s]
+ 19%|█▉        | Repairing epochs : 14/72 [00:00<00:00,   65.27it/s]
 
 
- 22%|██▏       | Repairing epochs : 16/72 [00:00<00:00,   89.33it/s]
+ 22%|██▏       | Repairing epochs : 16/72 [00:00<00:00,   65.37it/s]
 
 
- 25%|██▌       | Repairing epochs : 18/72 [00:00<00:00,   89.36it/s]
+ 25%|██▌       | Repairing epochs : 18/72 [00:00<00:00,   65.43it/s]
 
 
- 28%|██▊       | Repairing epochs : 20/72 [00:00<00:00,   89.41it/s]
+ 28%|██▊       | Repairing epochs : 20/72 [00:00<00:00,   65.46it/s]
 
 
- 31%|███       | Repairing epochs : 22/72 [00:00<00:00,   89.48it/s]
+ 31%|███       | Repairing epochs : 22/72 [00:00<00:00,   65.52it/s]
 
 
- 33%|███▎      | Repairing epochs : 24/72 [00:00<00:00,   89.51it/s]
+ 33%|███▎      | Repairing epochs : 24/72 [00:00<00:00,   65.60it/s]
 
 
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+ 47%|████▋     | Repairing epochs : 34/72 [00:00<00:00,   65.50it/s]
 
 
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+ 69%|██████▉   | Repairing epochs : 50/72 [00:00<00:00,   65.35it/s]
 
 
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+ 78%|███████▊  | Repairing epochs : 56/72 [00:00<00:00,   65.36it/s]
 
 
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+ 92%|█████████▏| Repairing epochs : 66/72 [00:01<00:00,   65.28it/s]
 
 
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+ 94%|█████████▍| Repairing epochs : 68/72 [00:01<00:00,   65.28it/s]
 
 
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+ 97%|█████████▋| Repairing epochs : 70/72 [00:01<00:00,   65.28it/s]
 
 
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+100%|██████████| Repairing epochs : 72/72 [00:01<00:00,   65.29it/s]
+100%|██████████| Repairing epochs : 72/72 [00:01<00:00,   65.31it/s]
 
 
   0%|          | n_interp : 0/3 [00:00<?,       ?it/s]
@@ -1116,221 +1116,221 @@
   0%|          | Repairing epochs : 0/72 [00:00<?,       ?it/s]
 
 
-  1%|▏         | Repairing epochs : 1/72 [00:02<02:47,    2.35s/it]
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+  8%|▊         | Repairing epochs : 6/72 [00:04<00:40,    1.63it/s]
 
 
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+ 10%|▉         | Repairing epochs : 7/72 [00:04<00:35,    1.85it/s]
 
 
- 11%|█         | Repairing epochs : 8/72 [00:03<00:23,    2.78it/s]
+ 11%|█         | Repairing epochs : 8/72 [00:04<00:31,    2.05it/s]
 
 
- 12%|█▎        | Repairing epochs : 9/72 [00:03<00:20,    3.05it/s]
+ 12%|█▎        | Repairing epochs : 9/72 [00:04<00:28,    2.23it/s]
 
 
- 14%|█▍        | Repairing epochs : 10/72 [00:03<00:18,    3.28it/s]
+ 14%|█▍        | Repairing epochs : 10/72 [00:04<00:25,    2.39it/s]
 
 
- 15%|█▌        | Repairing epochs : 11/72 [00:03<00:17,    3.45it/s]
+ 15%|█▌        | Repairing epochs : 11/72 [00:04<00:23,    2.56it/s]
 
 
- 17%|█▋        | Repairing epochs : 12/72 [00:03<00:16,    3.64it/s]
+ 17%|█▋        | Repairing epochs : 12/72 [00:05<00:22,    2.72it/s]
 
 
- 18%|█▊        | Repairing epochs : 13/72 [00:03<00:15,    3.85it/s]
+ 18%|█▊        | Repairing epochs : 13/72 [00:05<00:20,    2.87it/s]
 
 
- 19%|█▉        | Repairing epochs : 14/72 [00:04<00:14,    4.05it/s]
+ 19%|█▉        | Repairing epochs : 14/72 [00:05<00:19,    3.02it/s]
 
 
- 21%|██        | Repairing epochs : 15/72 [00:04<00:13,    4.24it/s]
+ 21%|██        | Repairing epochs : 15/72 [00:05<00:18,    3.15it/s]
 
 
- 22%|██▏       | Repairing epochs : 16/72 [00:04<00:12,    4.42it/s]
+ 22%|██▏       | Repairing epochs : 16/72 [00:05<00:17,    3.28it/s]
 
 
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+ 24%|██▎       | Repairing epochs : 17/72 [00:06<00:16,    3.40it/s]
 
 
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+ 25%|██▌       | Repairing epochs : 18/72 [00:06<00:15,    3.52it/s]
 
 
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+ 26%|██▋       | Repairing epochs : 19/72 [00:06<00:14,    3.63it/s]
 
 
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+ 28%|██▊       | Repairing epochs : 20/72 [00:06<00:13,    3.73it/s]
 
 
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+ 29%|██▉       | Repairing epochs : 21/72 [00:06<00:13,    3.83it/s]
 
 
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+ 31%|███       | Repairing epochs : 22/72 [00:06<00:12,    3.92it/s]
 
 
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+ 33%|███▎      | Repairing epochs : 24/72 [00:07<00:11,    4.09it/s]
 
 
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+ 36%|███▌      | Repairing epochs : 26/72 [00:07<00:10,    4.24it/s]
 
 
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+ 38%|███▊      | Repairing epochs : 27/72 [00:07<00:10,    4.31it/s]
 
 
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+ 39%|███▉      | Repairing epochs : 28/72 [00:08<00:10,    4.38it/s]
 
 
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+ 40%|████      | Repairing epochs : 29/72 [00:08<00:09,    4.44it/s]
 
 
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+ 44%|████▍     | Repairing epochs : 32/72 [00:08<00:08,    4.61it/s]
 
 
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+ 47%|████▋     | Repairing epochs : 34/72 [00:09<00:08,    4.71it/s]
 
 
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+ 50%|█████     | Repairing epochs : 36/72 [00:09<00:07,    4.80it/s]
 
 
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+ 51%|█████▏    | Repairing epochs : 37/72 [00:09<00:07,    4.84it/s]
 
 
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+ 53%|█████▎    | Repairing epochs : 38/72 [00:09<00:06,    4.88it/s]
 
 
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+ 54%|█████▍    | Repairing epochs : 39/72 [00:09<00:06,    4.92it/s]
 
 
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+ 56%|█████▌    | Repairing epochs : 40/72 [00:10<00:06,    4.95it/s]
 
 
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+ 57%|█████▋    | Repairing epochs : 41/72 [00:10<00:06,    4.98it/s]
 
 
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+ 58%|█████▊    | Repairing epochs : 42/72 [00:10<00:05,    5.01it/s]
 
 
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+ 60%|█████▉    | Repairing epochs : 43/72 [00:10<00:05,    5.04it/s]
 
 
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+ 61%|██████    | Repairing epochs : 44/72 [00:10<00:05,    5.07it/s]
 
 
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+ 62%|██████▎   | Repairing epochs : 45/72 [00:11<00:05,    5.10it/s]
 
 
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+ 65%|██████▌   | Repairing epochs : 47/72 [00:11<00:04,    5.15it/s]
 
 
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+ 67%|██████▋   | Repairing epochs : 48/72 [00:11<00:04,    5.17it/s]
 
 
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+ 68%|██████▊   | Repairing epochs : 49/72 [00:11<00:04,    5.19it/s]
 
 
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+ 69%|██████▉   | Repairing epochs : 50/72 [00:11<00:04,    5.22it/s]
 
 
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+ 71%|███████   | Repairing epochs : 51/72 [00:12<00:04,    5.24it/s]
 
 
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+ 72%|███████▏  | Repairing epochs : 52/72 [00:12<00:03,    5.26it/s]
 
 
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+ 74%|███████▎  | Repairing epochs : 53/72 [00:12<00:03,    5.27it/s]
 
 
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+ 75%|███████▌  | Repairing epochs : 54/72 [00:12<00:03,    5.29it/s]
 
 
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+ 76%|███████▋  | Repairing epochs : 55/72 [00:12<00:03,    5.31it/s]
 
 
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+ 78%|███████▊  | Repairing epochs : 56/72 [00:13<00:03,    5.32it/s]
 
 
- 79%|███████▉  | Repairing epochs : 57/72 [00:09<00:02,    7.06it/s]
+ 79%|███████▉  | Repairing epochs : 57/72 [00:13<00:02,    5.34it/s]
 
 
- 81%|████████  | Repairing epochs : 58/72 [00:10<00:01,    7.09it/s]
+ 81%|████████  | Repairing epochs : 58/72 [00:13<00:02,    5.35it/s]
 
 
- 82%|████████▏ | Repairing epochs : 59/72 [00:10<00:01,    7.13it/s]
+ 82%|████████▏ | Repairing epochs : 59/72 [00:13<00:02,    5.36it/s]
 
 
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+ 83%|████████▎ | Repairing epochs : 60/72 [00:13<00:02,    5.38it/s]
 
 
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+ 85%|████████▍ | Repairing epochs : 61/72 [00:13<00:02,    5.39it/s]
 
 
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+ 86%|████████▌ | Repairing epochs : 62/72 [00:14<00:01,    5.40it/s]
 
 
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+ 88%|████████▊ | Repairing epochs : 63/72 [00:14<00:01,    5.41it/s]
 
 
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+ 89%|████████▉ | Repairing epochs : 64/72 [00:14<00:01,    5.42it/s]
 
 
- 90%|█████████ | Repairing epochs : 65/72 [00:10<00:00,    7.15it/s]
+ 90%|█████████ | Repairing epochs : 65/72 [00:14<00:01,    5.43it/s]
 
 
- 92%|█████████▏| Repairing epochs : 66/72 [00:11<00:00,    7.19it/s]
+ 92%|█████████▏| Repairing epochs : 66/72 [00:14<00:01,    5.44it/s]
 
 
- 93%|█████████▎| Repairing epochs : 67/72 [00:11<00:00,    7.18it/s]
+ 93%|█████████▎| Repairing epochs : 67/72 [00:14<00:00,    5.45it/s]
 
 
- 94%|█████████▍| Repairing epochs : 68/72 [00:11<00:00,    7.09it/s]
+ 94%|█████████▍| Repairing epochs : 68/72 [00:15<00:00,    5.46it/s]
 
 
- 96%|█████████▌| Repairing epochs : 69/72 [00:11<00:00,    7.06it/s]
+ 96%|█████████▌| Repairing epochs : 69/72 [00:15<00:00,    5.47it/s]
 
 
- 97%|█████████▋| Repairing epochs : 70/72 [00:11<00:00,    6.97it/s]
+ 97%|█████████▋| Repairing epochs : 70/72 [00:15<00:00,    5.48it/s]
 
 
- 99%|█████████▊| Repairing epochs : 71/72 [00:11<00:00,    6.98it/s]
+ 99%|█████████▊| Repairing epochs : 71/72 [00:15<00:00,    5.48it/s]
 
 
-100%|██████████| Repairing epochs : 72/72 [00:12<00:00,    7.01it/s]
-100%|██████████| Repairing epochs : 72/72 [00:12<00:00,    5.98it/s]
+100%|██████████| Repairing epochs : 72/72 [00:15<00:00,    5.49it/s]
+100%|██████████| Repairing epochs : 72/72 [00:15<00:00,    4.54it/s]
 
 
 
@@ -1339,267 +1339,267 @@
 
 
 
- 10%|█         | Fold : 1/10 [00:00<00:01,    6.90it/s]
+ 10%|█         | Fold : 1/10 [00:00<00:01,    5.32it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00<00:01,    7.56it/s]
+ 20%|██        | Fold : 2/10 [00:00<00:01,    5.84it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00<00:00,    7.95it/s]
+ 30%|███       | Fold : 3/10 [00:00<00:01,    6.06it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00<00:00,    8.10it/s]
+ 40%|████      | Fold : 4/10 [00:00<00:00,    6.12it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00<00:00,    8.25it/s]
+ 50%|█████     | Fold : 5/10 [00:00<00:00,    6.15it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00<00:00,    8.36it/s]
+ 60%|██████    | Fold : 6/10 [00:00<00:00,    6.22it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00<00:00,    8.44it/s]
+ 70%|███████   | Fold : 7/10 [00:01<00:00,    6.29it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00<00:00,    8.48it/s]
+ 80%|████████  | Fold : 8/10 [00:01<00:00,    6.35it/s]
 
 
 
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+ 90%|█████████ | Fold : 9/10 [00:01<00:00,    6.44it/s]
 
 
 
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- 33%|███▎      | n_interp : 1/3 [00:13<00:26,   13.46s/it]
+ 33%|███▎      | n_interp : 1/3 [00:17<00:35,   17.78s/it]
 
 
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+ 58%|█████▊    | Repairing epochs : 42/72 [00:07<00:05,    5.71it/s]
 
 
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+ 62%|██████▎   | Repairing epochs : 45/72 [00:07<00:04,    5.71it/s]
 
 
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+ 64%|██████▍   | Repairing epochs : 46/72 [00:08<00:04,    5.71it/s]
 
 
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+ 69%|██████▉   | Repairing epochs : 50/72 [00:08<00:03,    5.70it/s]
 
 
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+ 71%|███████   | Repairing epochs : 51/72 [00:08<00:03,    5.67it/s]
 
 
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+ 72%|███████▏  | Repairing epochs : 52/72 [00:09<00:03,    5.61it/s]
 
 
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+ 74%|███████▎  | Repairing epochs : 53/72 [00:09<00:03,    5.61it/s]
 
 
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+ 78%|███████▊  | Repairing epochs : 56/72 [00:09<00:02,    5.63it/s]
 
 
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+ 79%|███████▉  | Repairing epochs : 57/72 [00:09<00:02,    5.63it/s]
 
 
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+ 81%|████████  | Repairing epochs : 58/72 [00:10<00:02,    5.63it/s]
 
 
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+ 82%|████████▏ | Repairing epochs : 59/72 [00:10<00:02,    5.64it/s]
 
 
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+ 83%|████████▎ | Repairing epochs : 60/72 [00:10<00:02,    5.64it/s]
 
 
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+ 85%|████████▍ | Repairing epochs : 61/72 [00:10<00:01,    5.64it/s]
 
 
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+ 86%|████████▌ | Repairing epochs : 62/72 [00:10<00:01,    5.65it/s]
 
 
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+ 88%|████████▊ | Repairing epochs : 63/72 [00:11<00:01,    5.65it/s]
 
 
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+ 89%|████████▉ | Repairing epochs : 64/72 [00:11<00:01,    5.66it/s]
 
 
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+ 90%|█████████ | Repairing epochs : 65/72 [00:11<00:01,    5.66it/s]
 
 
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+ 92%|█████████▏| Repairing epochs : 66/72 [00:11<00:01,    5.66it/s]
 
 
- 93%|█████████▎| Repairing epochs : 67/72 [00:08<00:00,    7.55it/s]
+ 93%|█████████▎| Repairing epochs : 67/72 [00:11<00:00,    5.67it/s]
 
 
- 94%|█████████▍| Repairing epochs : 68/72 [00:08<00:00,    7.56it/s]
+ 94%|█████████▍| Repairing epochs : 68/72 [00:11<00:00,    5.67it/s]
 
 
- 96%|█████████▌| Repairing epochs : 69/72 [00:09<00:00,    7.58it/s]
+ 96%|█████████▌| Repairing epochs : 69/72 [00:12<00:00,    5.67it/s]
 
 
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+ 97%|█████████▋| Repairing epochs : 70/72 [00:12<00:00,    5.67it/s]
 
 
- 99%|█████████▊| Repairing epochs : 71/72 [00:09<00:00,    7.61it/s]
+ 99%|█████████▊| Repairing epochs : 71/72 [00:12<00:00,    5.68it/s]
 
 
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+100%|██████████| Repairing epochs : 72/72 [00:12<00:00,    5.68it/s]
+100%|██████████| Repairing epochs : 72/72 [00:12<00:00,    5.71it/s]
 
 
 
@@ -1608,267 +1608,267 @@
 
 
 
- 10%|█         | Fold : 1/10 [00:00<00:01,    5.97it/s]
+ 10%|█         | Fold : 1/10 [00:00<00:01,    5.57it/s]
 
 
 
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+ 30%|███       | Fold : 3/10 [00:00<00:01,    6.27it/s]
 
 
 
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+ 40%|████      | Fold : 4/10 [00:00<00:00,    6.46it/s]
 
 
 
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- 80%|████████  | Fold : 8/10 [00:00<00:00,    8.39it/s]
+ 80%|████████  | Fold : 8/10 [00:01<00:00,    6.81it/s]
 
 
 
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+100%|██████████| Fold : 10/10 [00:01<00:00,    6.74it/s]
 
 
- 67%|██████▋   | n_interp : 2/3 [00:24<00:12,   12.14s/it]
+ 67%|██████▋   | n_interp : 2/3 [00:32<00:16,   16.07s/it]
 
 
   0%|          | Repairing epochs : 0/72 [00:00<?,       ?it/s]
 
 
-  1%|▏         | Repairing epochs : 1/72 [00:00<00:07,    9.75it/s]
+  1%|▏         | Repairing epochs : 1/72 [00:00<00:08,    8.33it/s]
 
 
-  3%|▎         | Repairing epochs : 2/72 [00:00<00:08,    8.01it/s]
+  3%|▎         | Repairing epochs : 2/72 [00:00<00:10,    6.77it/s]
 
 
-  4%|▍         | Repairing epochs : 3/72 [00:00<00:08,    7.98it/s]
+  4%|▍         | Repairing epochs : 3/72 [00:00<00:10,    6.38it/s]
 
 
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+  6%|▌         | Repairing epochs : 4/72 [00:00<00:10,    6.20it/s]
 
 
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+  7%|▋         | Repairing epochs : 5/72 [00:00<00:11,    6.08it/s]
 
 
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+  8%|▊         | Repairing epochs : 6/72 [00:00<00:10,    6.02it/s]
 
 
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+ 10%|▉         | Repairing epochs : 7/72 [00:01<00:10,    5.96it/s]
 
 
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+ 11%|█         | Repairing epochs : 8/72 [00:01<00:10,    5.92it/s]
 
 
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+ 12%|█▎        | Repairing epochs : 9/72 [00:01<00:10,    5.90it/s]
 
 
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+ 14%|█▍        | Repairing epochs : 10/72 [00:01<00:10,    5.88it/s]
 
 
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+ 15%|█▌        | Repairing epochs : 11/72 [00:01<00:10,    5.88it/s]
 
 
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+ 17%|█▋        | Repairing epochs : 12/72 [00:02<00:10,    5.86it/s]
 
 
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+ 18%|█▊        | Repairing epochs : 13/72 [00:02<00:10,    5.84it/s]
 
 
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+ 19%|█▉        | Repairing epochs : 14/72 [00:02<00:09,    5.83it/s]
 
 
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+ 21%|██        | Repairing epochs : 15/72 [00:02<00:09,    5.83it/s]
 
 
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+ 22%|██▏       | Repairing epochs : 16/72 [00:02<00:09,    5.83it/s]
 
 
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+ 24%|██▎       | Repairing epochs : 17/72 [00:02<00:09,    5.83it/s]
 
 
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+ 25%|██▌       | Repairing epochs : 18/72 [00:03<00:09,    5.82it/s]
 
 
- 26%|██▋       | Repairing epochs : 19/72 [00:02<00:06,    7.97it/s]
+ 26%|██▋       | Repairing epochs : 19/72 [00:03<00:09,    5.81it/s]
 
 
- 28%|██▊       | Repairing epochs : 20/72 [00:02<00:06,    7.98it/s]
+ 28%|██▊       | Repairing epochs : 20/72 [00:03<00:08,    5.82it/s]
 
 
- 29%|██▉       | Repairing epochs : 21/72 [00:02<00:06,    8.00it/s]
+ 29%|██▉       | Repairing epochs : 21/72 [00:03<00:08,    5.82it/s]
 
 
- 31%|███       | Repairing epochs : 22/72 [00:02<00:06,    8.00it/s]
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+ 67%|██████▋   | Repairing epochs : 48/72 [00:08<00:04,    5.75it/s]
 
 
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+ 71%|███████   | Repairing epochs : 51/72 [00:08<00:03,    5.70it/s]
 
 
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+ 74%|███████▎  | Repairing epochs : 53/72 [00:09<00:03,    5.55it/s]
 
 
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+ 75%|███████▌  | Repairing epochs : 54/72 [00:09<00:03,    5.51it/s]
 
 
- 76%|███████▋  | Repairing epochs : 55/72 [00:06<00:02,    7.95it/s]
+ 76%|███████▋  | Repairing epochs : 55/72 [00:09<00:03,    5.52it/s]
 
 
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+ 78%|███████▊  | Repairing epochs : 56/72 [00:09<00:02,    5.53it/s]
 
 
- 79%|███████▉  | Repairing epochs : 57/72 [00:07<00:01,    7.95it/s]
+ 79%|███████▉  | Repairing epochs : 57/72 [00:10<00:02,    5.54it/s]
 
 
- 81%|████████  | Repairing epochs : 58/72 [00:07<00:01,    7.95it/s]
+ 81%|████████  | Repairing epochs : 58/72 [00:10<00:02,    5.55it/s]
 
 
- 82%|████████▏ | Repairing epochs : 59/72 [00:07<00:01,    7.95it/s]
+ 82%|████████▏ | Repairing epochs : 59/72 [00:10<00:02,    5.55it/s]
 
 
- 83%|████████▎ | Repairing epochs : 60/72 [00:07<00:01,    7.96it/s]
+ 83%|████████▎ | Repairing epochs : 60/72 [00:10<00:02,    5.54it/s]
 
 
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+ 85%|████████▍ | Repairing epochs : 61/72 [00:10<00:02,    5.47it/s]
 
 
- 86%|████████▌ | Repairing epochs : 62/72 [00:07<00:01,    7.97it/s]
+ 86%|████████▌ | Repairing epochs : 62/72 [00:11<00:01,    5.40it/s]
 
 
- 88%|████████▊ | Repairing epochs : 63/72 [00:07<00:01,    7.97it/s]
+ 88%|████████▊ | Repairing epochs : 63/72 [00:11<00:01,    5.34it/s]
 
 
- 89%|████████▉ | Repairing epochs : 64/72 [00:08<00:01,    7.98it/s]
+ 89%|████████▉ | Repairing epochs : 64/72 [00:11<00:01,    5.29it/s]
 
 
- 90%|█████████ | Repairing epochs : 65/72 [00:08<00:00,    7.96it/s]
+ 90%|█████████ | Repairing epochs : 65/72 [00:11<00:01,    5.25it/s]
 
 
- 92%|█████████▏| Repairing epochs : 66/72 [00:08<00:00,    7.82it/s]
+ 92%|█████████▏| Repairing epochs : 66/72 [00:11<00:01,    5.24it/s]
 
 
- 93%|█████████▎| Repairing epochs : 67/72 [00:08<00:00,    7.78it/s]
+ 93%|█████████▎| Repairing epochs : 67/72 [00:12<00:00,    5.26it/s]
 
 
- 94%|█████████▍| Repairing epochs : 68/72 [00:08<00:00,    7.66it/s]
+ 94%|█████████▍| Repairing epochs : 68/72 [00:12<00:00,    5.20it/s]
 
 
- 96%|█████████▌| Repairing epochs : 69/72 [00:08<00:00,    7.68it/s]
+ 96%|█████████▌| Repairing epochs : 69/72 [00:12<00:00,    5.22it/s]
 
 
- 97%|█████████▋| Repairing epochs : 70/72 [00:08<00:00,    7.70it/s]
+ 97%|█████████▋| Repairing epochs : 70/72 [00:12<00:00,    5.25it/s]
 
 
- 99%|█████████▊| Repairing epochs : 71/72 [00:09<00:00,    7.72it/s]
+ 99%|█████████▊| Repairing epochs : 71/72 [00:12<00:00,    5.27it/s]
 
 
-100%|██████████| Repairing epochs : 72/72 [00:09<00:00,    7.73it/s]
-100%|██████████| Repairing epochs : 72/72 [00:09<00:00,    7.86it/s]
+100%|██████████| Repairing epochs : 72/72 [00:13<00:00,    5.29it/s]
+100%|██████████| Repairing epochs : 72/72 [00:13<00:00,    5.53it/s]
 
 
 
@@ -1877,48 +1877,48 @@
 
 
 
- 10%|█         | Fold : 1/10 [00:00<00:01,    6.24it/s]
+ 10%|█         | Fold : 1/10 [00:00<00:01,    5.71it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00<00:01,    7.62it/s]
+ 20%|██        | Fold : 2/10 [00:00<00:01,    6.43it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00<00:00,    8.39it/s]
+ 30%|███       | Fold : 3/10 [00:00<00:01,    6.77it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00<00:00,    8.80it/s]
+ 40%|████      | Fold : 4/10 [00:00<00:00,    6.89it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00<00:00,    9.07it/s]
+ 50%|█████     | Fold : 5/10 [00:00<00:00,    7.03it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00<00:00,    9.24it/s]
+ 60%|██████    | Fold : 6/10 [00:00<00:00,    7.11it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00<00:00,    9.38it/s]
+ 70%|███████   | Fold : 7/10 [00:00<00:00,    7.14it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00<00:00,    9.48it/s]
+ 80%|████████  | Fold : 8/10 [00:01<00:00,    7.18it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00<00:00,    9.59it/s]
+ 90%|█████████ | Fold : 9/10 [00:01<00:00,    7.21it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:01<00:00,    9.65it/s]
-100%|██████████| Fold : 10/10 [00:01<00:00,    9.52it/s]
+100%|██████████| Fold : 10/10 [00:01<00:00,    7.22it/s]
+100%|██████████| Fold : 10/10 [00:01<00:00,    7.17it/s]
 
 
-100%|██████████| n_interp : 3/3 [00:34<00:00,   11.49s/it]
-100%|██████████| n_interp : 3/3 [00:34<00:00,   11.54s/it]
+100%|██████████| n_interp : 3/3 [00:46<00:00,   15.52s/it]
+100%|██████████| n_interp : 3/3 [00:46<00:00,   15.58s/it]
 
 
 
@@ -1930,221 +1930,221 @@
   0%|          | Repairing epochs : 0/72 [00:00<?,       ?it/s]
 
 
-  1%|▏         | Repairing epochs : 1/72 [00:00<00:06,   10.56it/s]
+  1%|▏         | Repairing epochs : 1/72 [00:00<00:10,    6.72it/s]
 
 
-  3%|▎         | Repairing epochs : 2/72 [00:00<00:07,    8.99it/s]
+  3%|▎         | Repairing epochs : 2/72 [00:00<00:13,    5.26it/s]
 
 
-  4%|▍         | Repairing epochs : 3/72 [00:00<00:08,    8.56it/s]
+  4%|▍         | Repairing epochs : 3/72 [00:00<00:12,    5.32it/s]
 
 
-  6%|▌         | Repairing epochs : 4/72 [00:00<00:08,    8.35it/s]
+  6%|▌         | Repairing epochs : 4/72 [00:00<00:12,    5.41it/s]
 
 
-  7%|▋         | Repairing epochs : 5/72 [00:00<00:08,    8.23it/s]
+  7%|▋         | Repairing epochs : 5/72 [00:00<00:12,    5.46it/s]
 
 
-  8%|▊         | Repairing epochs : 6/72 [00:00<00:08,    8.17it/s]
+  8%|▊         | Repairing epochs : 6/72 [00:01<00:12,    5.50it/s]
 
 
- 10%|▉         | Repairing epochs : 7/72 [00:00<00:08,    8.12it/s]
+ 10%|▉         | Repairing epochs : 7/72 [00:01<00:11,    5.51it/s]
 
 
- 11%|█         | Repairing epochs : 8/72 [00:00<00:07,    8.09it/s]
+ 11%|█         | Repairing epochs : 8/72 [00:01<00:11,    5.53it/s]
 
 
- 12%|█▎        | Repairing epochs : 9/72 [00:01<00:07,    8.06it/s]
+ 12%|█▎        | Repairing epochs : 9/72 [00:01<00:11,    5.55it/s]
 
 
- 14%|█▍        | Repairing epochs : 10/72 [00:01<00:07,    8.05it/s]
+ 14%|█▍        | Repairing epochs : 10/72 [00:01<00:11,    5.57it/s]
 
 
- 15%|█▌        | Repairing epochs : 11/72 [00:01<00:07,    8.03it/s]
+ 15%|█▌        | Repairing epochs : 11/72 [00:01<00:10,    5.58it/s]
 
 
- 17%|█▋        | Repairing epochs : 12/72 [00:01<00:07,    8.03it/s]
+ 17%|█▋        | Repairing epochs : 12/72 [00:02<00:10,    5.58it/s]
 
 
- 18%|█▊        | Repairing epochs : 13/72 [00:01<00:07,    8.01it/s]
+ 18%|█▊        | Repairing epochs : 13/72 [00:02<00:10,    5.59it/s]
 
 
- 19%|█▉        | Repairing epochs : 14/72 [00:01<00:07,    8.00it/s]
+ 19%|█▉        | Repairing epochs : 14/72 [00:02<00:10,    5.59it/s]
 
 
- 21%|██        | Repairing epochs : 15/72 [00:01<00:07,    8.00it/s]
+ 21%|██        | Repairing epochs : 15/72 [00:02<00:10,    5.60it/s]
 
 
- 22%|██▏       | Repairing epochs : 16/72 [00:01<00:07,    7.99it/s]
+ 22%|██▏       | Repairing epochs : 16/72 [00:02<00:09,    5.61it/s]
 
 
- 24%|██▎       | Repairing epochs : 17/72 [00:02<00:06,    7.99it/s]
+ 24%|██▎       | Repairing epochs : 17/72 [00:03<00:09,    5.61it/s]
 
 
- 25%|██▌       | Repairing epochs : 18/72 [00:02<00:06,    7.98it/s]
+ 25%|██▌       | Repairing epochs : 18/72 [00:03<00:09,    5.61it/s]
 
 
- 26%|██▋       | Repairing epochs : 19/72 [00:02<00:06,    7.98it/s]
+ 26%|██▋       | Repairing epochs : 19/72 [00:03<00:09,    5.61it/s]
 
 
- 28%|██▊       | Repairing epochs : 20/72 [00:02<00:06,    7.97it/s]
+ 28%|██▊       | Repairing epochs : 20/72 [00:03<00:09,    5.62it/s]
 
 
- 29%|██▉       | Repairing epochs : 21/72 [00:02<00:06,    7.97it/s]
+ 29%|██▉       | Repairing epochs : 21/72 [00:03<00:09,    5.62it/s]
 
 
- 31%|███       | Repairing epochs : 22/72 [00:02<00:06,    7.97it/s]
+ 31%|███       | Repairing epochs : 22/72 [00:03<00:08,    5.62it/s]
 
 
- 32%|███▏      | Repairing epochs : 23/72 [00:02<00:06,    7.96it/s]
+ 32%|███▏      | Repairing epochs : 23/72 [00:04<00:08,    5.62it/s]
 
 
- 33%|███▎      | Repairing epochs : 24/72 [00:03<00:06,    7.96it/s]
+ 33%|███▎      | Repairing epochs : 24/72 [00:04<00:08,    5.62it/s]
 
 
- 35%|███▍      | Repairing epochs : 25/72 [00:03<00:05,    7.96it/s]
+ 35%|███▍      | Repairing epochs : 25/72 [00:04<00:08,    5.62it/s]
 
 
- 36%|███▌      | Repairing epochs : 26/72 [00:03<00:05,    7.96it/s]
+ 36%|███▌      | Repairing epochs : 26/72 [00:04<00:08,    5.62it/s]
 
 
- 38%|███▊      | Repairing epochs : 27/72 [00:03<00:05,    7.95it/s]
+ 38%|███▊      | Repairing epochs : 27/72 [00:04<00:08,    5.62it/s]
 
 
- 39%|███▉      | Repairing epochs : 28/72 [00:03<00:05,    7.95it/s]
+ 39%|███▉      | Repairing epochs : 28/72 [00:04<00:07,    5.63it/s]
 
 
- 40%|████      | Repairing epochs : 29/72 [00:03<00:05,    7.95it/s]
+ 40%|████      | Repairing epochs : 29/72 [00:05<00:07,    5.63it/s]
 
 
- 42%|████▏     | Repairing epochs : 30/72 [00:03<00:05,    7.95it/s]
+ 42%|████▏     | Repairing epochs : 30/72 [00:05<00:07,    5.63it/s]
 
 
- 43%|████▎     | Repairing epochs : 31/72 [00:03<00:05,    7.94it/s]
+ 43%|████▎     | Repairing epochs : 31/72 [00:05<00:07,    5.63it/s]
 
 
- 44%|████▍     | Repairing epochs : 32/72 [00:04<00:05,    7.94it/s]
+ 44%|████▍     | Repairing epochs : 32/72 [00:05<00:07,    5.63it/s]
 
 
- 46%|████▌     | Repairing epochs : 33/72 [00:04<00:04,    7.94it/s]
+ 46%|████▌     | Repairing epochs : 33/72 [00:05<00:06,    5.63it/s]
 
 
- 47%|████▋     | Repairing epochs : 34/72 [00:04<00:04,    7.94it/s]
+ 47%|████▋     | Repairing epochs : 34/72 [00:06<00:06,    5.63it/s]
 
 
- 49%|████▊     | Repairing epochs : 35/72 [00:04<00:04,    7.94it/s]
+ 49%|████▊     | Repairing epochs : 35/72 [00:06<00:06,    5.63it/s]
 
 
- 50%|█████     | Repairing epochs : 36/72 [00:04<00:04,    7.94it/s]
+ 50%|█████     | Repairing epochs : 36/72 [00:06<00:06,    5.63it/s]
 
 
- 51%|█████▏    | Repairing epochs : 37/72 [00:04<00:04,    7.94it/s]
+ 51%|█████▏    | Repairing epochs : 37/72 [00:06<00:06,    5.64it/s]
 
 
- 53%|█████▎    | Repairing epochs : 38/72 [00:04<00:04,    7.94it/s]
+ 53%|█████▎    | Repairing epochs : 38/72 [00:06<00:06,    5.64it/s]
 
 
- 54%|█████▍    | Repairing epochs : 39/72 [00:04<00:04,    7.93it/s]
+ 54%|█████▍    | Repairing epochs : 39/72 [00:06<00:05,    5.64it/s]
 
 
- 56%|█████▌    | Repairing epochs : 40/72 [00:05<00:04,    7.93it/s]
+ 56%|█████▌    | Repairing epochs : 40/72 [00:07<00:05,    5.64it/s]
 
 
- 57%|█████▋    | Repairing epochs : 41/72 [00:05<00:03,    7.89it/s]
+ 57%|█████▋    | Repairing epochs : 41/72 [00:07<00:05,    5.64it/s]
 
 
- 58%|█████▊    | Repairing epochs : 42/72 [00:05<00:03,    7.73it/s]
+ 58%|█████▊    | Repairing epochs : 42/72 [00:07<00:05,    5.64it/s]
 
 
- 60%|█████▉    | Repairing epochs : 43/72 [00:05<00:03,    7.68it/s]
+ 60%|█████▉    | Repairing epochs : 43/72 [00:07<00:05,    5.64it/s]
 
 
- 61%|██████    | Repairing epochs : 44/72 [00:05<00:03,    7.53it/s]
+ 61%|██████    | Repairing epochs : 44/72 [00:07<00:04,    5.64it/s]
 
 
- 62%|██████▎   | Repairing epochs : 45/72 [00:05<00:03,    7.41it/s]
+ 62%|██████▎   | Repairing epochs : 45/72 [00:08<00:04,    5.63it/s]
 
 
- 64%|██████▍   | Repairing epochs : 46/72 [00:05<00:03,    7.41it/s]
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- 65%|██████▌   | Repairing epochs : 47/72 [00:06<00:03,    7.43it/s]
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- 67%|██████▋   | Repairing epochs : 48/72 [00:06<00:03,    7.45it/s]
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- 68%|██████▊   | Repairing epochs : 49/72 [00:06<00:03,    7.47it/s]
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+ 78%|███████▊  | Repairing epochs : 56/72 [00:09<00:02,    5.64it/s]
 
 
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+ 79%|███████▉  | Repairing epochs : 57/72 [00:10<00:02,    5.65it/s]
 
 
- 81%|████████  | Repairing epochs : 58/72 [00:07<00:01,    7.61it/s]
+ 81%|████████  | Repairing epochs : 58/72 [00:10<00:02,    5.65it/s]
 
 
- 82%|████████▏ | Repairing epochs : 59/72 [00:07<00:01,    7.63it/s]
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- 83%|████████▎ | Repairing epochs : 60/72 [00:07<00:01,    7.64it/s]
+ 83%|████████▎ | Repairing epochs : 60/72 [00:10<00:02,    5.65it/s]
 
 
- 85%|████████▍ | Repairing epochs : 61/72 [00:07<00:01,    7.65it/s]
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- 86%|████████▌ | Repairing epochs : 62/72 [00:07<00:01,    7.67it/s]
+ 86%|████████▌ | Repairing epochs : 62/72 [00:11<00:01,    5.65it/s]
 
 
- 88%|████████▊ | Repairing epochs : 63/72 [00:08<00:01,    7.68it/s]
+ 88%|████████▊ | Repairing epochs : 63/72 [00:11<00:01,    5.65it/s]
 
 
- 89%|████████▉ | Repairing epochs : 64/72 [00:08<00:01,    7.65it/s]
+ 89%|████████▉ | Repairing epochs : 64/72 [00:11<00:01,    5.65it/s]
 
 
- 90%|█████████ | Repairing epochs : 65/72 [00:08<00:00,    7.53it/s]
+ 90%|█████████ | Repairing epochs : 65/72 [00:11<00:01,    5.65it/s]
 
 
- 92%|█████████▏| Repairing epochs : 66/72 [00:08<00:00,    7.55it/s]
+ 92%|█████████▏| Repairing epochs : 66/72 [00:11<00:01,    5.65it/s]
 
 
- 93%|█████████▎| Repairing epochs : 67/72 [00:08<00:00,    7.57it/s]
+ 93%|█████████▎| Repairing epochs : 67/72 [00:11<00:00,    5.65it/s]
 
 
- 94%|█████████▍| Repairing epochs : 68/72 [00:08<00:00,    7.59it/s]
+ 94%|█████████▍| Repairing epochs : 68/72 [00:12<00:00,    5.65it/s]
 
 
- 96%|█████████▌| Repairing epochs : 69/72 [00:08<00:00,    7.57it/s]
+ 96%|█████████▌| Repairing epochs : 69/72 [00:12<00:00,    5.65it/s]
 
 
- 97%|█████████▋| Repairing epochs : 70/72 [00:09<00:00,    7.48it/s]
+ 97%|█████████▋| Repairing epochs : 70/72 [00:12<00:00,    5.65it/s]
 
 
- 99%|█████████▊| Repairing epochs : 71/72 [00:09<00:00,    7.50it/s]
+ 99%|█████████▊| Repairing epochs : 71/72 [00:12<00:00,    5.65it/s]
 
 
-100%|██████████| Repairing epochs : 72/72 [00:09<00:00,    7.52it/s]
-100%|██████████| Repairing epochs : 72/72 [00:09<00:00,    7.69it/s]
+100%|██████████| Repairing epochs : 72/72 [00:12<00:00,    5.65it/s]
+100%|██████████| Repairing epochs : 72/72 [00:12<00:00,    5.63it/s]
 No bad epochs were found for your data. Returning a copy of the data you wanted to clean. Interpolation may have been done.
 NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
 NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).
@@ -2189,7 +2189,7 @@
 plot auto repair
<Figure size 1200x600 with 1 Axes>
 
-

Total running time of the script: (1 minutes 32.265 seconds)

+

Total running time of the script: (2 minutes 6.742 seconds)

@@ -1696,7 +1958,7 @@

ICA
Fitting ICA to data using 32 channels (please be patient, this may take a while)
 Selecting by non-zero PCA components: 32 components
-Fitting ICA took 3.2s.
+Fitting ICA took 5.5s.
 
@@ -1804,69 +2066,90 @@

Autoreject with highp plot autoreject workflow
Running autoreject on ch_type=eeg
 
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   0%|          | Repairing epochs : 0/20 [00:00<?,       ?it/s]
 
 
- 35%|███▌      | Repairing epochs : 7/20 [00:00<00:00,  427.06it/s]
+ 20%|██        | Repairing epochs : 4/20 [00:00<00:00,  228.93it/s]
+
+
+ 40%|████      | Repairing epochs : 8/20 [00:00<00:00,  227.27it/s]
+
 
+ 60%|██████    | Repairing epochs : 12/20 [00:00<00:00,  227.91it/s]
 
- 70%|███████   | Repairing epochs : 14/20 [00:00<00:00,  425.16it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00<00:00,  424.01it/s]
+
+ 80%|████████  | Repairing epochs : 16/20 [00:00<00:00,  228.02it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00<00:00,  251.29it/s]
 
 
   0%|          | n_interp : 0/4 [00:00<?,       ?it/s]
@@ -1875,23 +2158,38 @@ 

Autoreject with highp 0%| | Repairing epochs : 0/20 [00:00<?, ?it/s] - 30%|███ | Repairing epochs : 6/20 [00:00<00:00, 241.47it/s] + 25%|██▌ | Repairing epochs : 5/20 [00:00<00:00, 292.78it/s] + + + 30%|███ | Repairing epochs : 6/20 [00:00<00:00, 167.05it/s] + + + 50%|█████ | Repairing epochs : 10/20 [00:00<00:00, 147.12it/s] + + + 60%|██████ | Repairing epochs : 12/20 [00:00<00:00, 131.35it/s] + + + 70%|███████ | Repairing epochs : 14/20 [00:00<00:00, 120.97it/s] - 50%|█████ | Repairing epochs : 10/20 [00:00<00:00, 239.50it/s] + 75%|███████▌ | Repairing epochs : 15/20 [00:00<00:00, 108.64it/s] - 70%|███████ | Repairing epochs : 14/20 [00:00<00:00, 209.94it/s] + 80%|████████ | Repairing epochs : 16/20 [00:00<00:00, 100.09it/s] - 80%|████████ | Repairing epochs : 16/20 [00:00<00:00, 179.17it/s] + 85%|████████▌ | Repairing epochs : 17/20 [00:00<00:00, 93.58it/s] - 90%|█████████ | Repairing epochs : 18/20 [00:00<00:00, 161.49it/s] + 90%|█████████ | Repairing epochs : 18/20 [00:00<00:00, 88.38it/s] -100%|██████████| Repairing epochs : 20/20 [00:00<00:00, 149.62it/s] -100%|██████████| Repairing epochs : 20/20 [00:00<00:00, 154.23it/s] + 95%|█████████▌| Repairing epochs : 19/20 [00:00<00:00, 84.11it/s] + + +100%|██████████| Repairing epochs : 20/20 [00:00<00:00, 80.53it/s] +100%|██████████| Repairing epochs : 20/20 [00:00<00:00, 86.49it/s] @@ -1900,66 +2198,75 @@

Autoreject with highp - 10%|█ | Fold : 1/10 [00:00<00:00, 14.08it/s] + 10%|█ | Fold : 1/10 [00:00<00:01, 7.71it/s] - 20%|██ | Fold : 2/10 [00:00<00:00, 15.11it/s] + 20%|██ | Fold : 2/10 [00:00<00:00, 9.68it/s] - 30%|███ | Fold : 3/10 [00:00<00:00, 16.13it/s] + 30%|███ | Fold : 3/10 [00:00<00:00, 10.71it/s] - 40%|████ | Fold : 4/10 [00:00<00:00, 17.02it/s] + 40%|████ | Fold : 4/10 [00:00<00:00, 11.22it/s] - 50%|█████ | Fold : 5/10 [00:00<00:00, 17.72it/s] + 50%|█████ | Fold : 5/10 [00:00<00:00, 11.60it/s] - 60%|██████ | Fold : 6/10 [00:00<00:00, 18.21it/s] + 60%|██████ | Fold : 6/10 [00:00<00:00, 11.77it/s] - 70%|███████ | Fold : 7/10 [00:00<00:00, 18.52it/s] + 70%|███████ | Fold : 7/10 [00:00<00:00, 11.85it/s] - 80%|████████ | Fold : 8/10 [00:00<00:00, 18.77it/s] + 80%|████████ | Fold : 8/10 [00:00<00:00, 11.98it/s] - 90%|█████████ | Fold : 9/10 [00:00<00:00, 18.93it/s] + 90%|█████████ | Fold : 9/10 [00:00<00:00, 12.08it/s] -100%|██████████| Fold : 10/10 [00:00<00:00, 19.06it/s] -100%|██████████| Fold : 10/10 [00:00<00:00, 18.79it/s] +100%|██████████| Fold : 10/10 [00:00<00:00, 12.10it/s] +100%|██████████| Fold : 10/10 [00:00<00:00, 11.96it/s] - 25%|██▌ | n_interp : 1/4 [00:00<00:02, 1.48it/s] + 25%|██▌ | n_interp : 1/4 [00:01<00:03, 1.08s/it] 0%| | Repairing epochs : 0/20 [00:00<?, ?it/s] - 30%|███ | Repairing epochs : 6/20 [00:00<00:00, 320.78it/s] + 25%|██▌ | Repairing epochs : 5/20 [00:00<00:00, 263.03it/s] + + + 40%|████ | Repairing epochs : 8/20 [00:00<00:00, 213.44it/s] + + 50%|█████ | Repairing epochs : 10/20 [00:00<00:00, 161.03it/s] - 50%|█████ | Repairing epochs : 10/20 [00:00<00:00, 274.27it/s] + 60%|██████ | Repairing epochs : 12/20 [00:00<00:00, 138.12it/s] - 70%|███████ | Repairing epochs : 14/20 [00:00<00:00, 222.92it/s] + 70%|███████ | Repairing epochs : 14/20 [00:00<00:00, 124.47it/s] - 80%|████████ | Repairing epochs : 16/20 [00:00<00:00, 188.43it/s] + 75%|███████▌ | Repairing epochs : 15/20 [00:00<00:00, 110.02it/s] - 90%|█████████ | Repairing epochs : 18/20 [00:00<00:00, 170.57it/s] -100%|██████████| Repairing epochs : 20/20 [00:00<00:00, 169.39it/s] + + 85%|████████▌ | Repairing epochs : 17/20 [00:00<00:00, 107.80it/s] + + + 95%|█████████▌| Repairing epochs : 19/20 [00:00<00:00, 108.90it/s] +100%|██████████| Repairing epochs : 20/20 [00:00<00:00, 112.26it/s] @@ -1968,69 +2275,75 @@

Autoreject with highp - 10%|█ | Fold : 1/10 [00:00<00:00, 13.95it/s] + 10%|█ | Fold : 1/10 [00:00<00:01, 7.60it/s] - 20%|██ | Fold : 2/10 [00:00<00:00, 15.72it/s] + 20%|██ | Fold : 2/10 [00:00<00:00, 9.51it/s] - 30%|███ | Fold : 3/10 [00:00<00:00, 16.90it/s] + 30%|███ | Fold : 3/10 [00:00<00:00, 10.35it/s] - 40%|████ | Fold : 4/10 [00:00<00:00, 17.48it/s] + 40%|████ | Fold : 4/10 [00:00<00:00, 10.84it/s] - 50%|█████ | Fold : 5/10 [00:00<00:00, 17.88it/s] + 50%|█████ | Fold : 5/10 [00:00<00:00, 10.98it/s] - 60%|██████ | Fold : 6/10 [00:00<00:00, 18.17it/s] + 60%|██████ | Fold : 6/10 [00:00<00:00, 11.24it/s] - 70%|███████ | Fold : 7/10 [00:00<00:00, 18.43it/s] + 70%|███████ | Fold : 7/10 [00:00<00:00, 11.39it/s] - 80%|████████ | Fold : 8/10 [00:00<00:00, 18.43it/s] + 80%|████████ | Fold : 8/10 [00:00<00:00, 11.54it/s] - 90%|█████████ | Fold : 9/10 [00:00<00:00, 18.38it/s] + 90%|█████████ | Fold : 9/10 [00:00<00:00, 11.66it/s] -100%|██████████| Fold : 10/10 [00:00<00:00, 18.51it/s] -100%|██████████| Fold : 10/10 [00:00<00:00, 18.35it/s] +100%|██████████| Fold : 10/10 [00:00<00:00, 11.79it/s] +100%|██████████| Fold : 10/10 [00:00<00:00, 11.62it/s] - 50%|█████ | n_interp : 2/4 [00:01<00:01, 1.48it/s] + 50%|█████ | n_interp : 2/4 [00:02<00:02, 1.07s/it] 0%| | Repairing epochs : 0/20 [00:00<?, ?it/s] - 30%|███ | Repairing epochs : 6/20 [00:00<00:00, 320.62it/s] + 25%|██▌ | Repairing epochs : 5/20 [00:00<00:00, 267.41it/s] + + 40%|████ | Repairing epochs : 8/20 [00:00<00:00, 215.75it/s] - 50%|█████ | Repairing epochs : 10/20 [00:00<00:00, 270.07it/s] + 50%|█████ | Repairing epochs : 10/20 [00:00<00:00, 159.22it/s] - 70%|███████ | Repairing epochs : 14/20 [00:00<00:00, 222.46it/s] + 60%|██████ | Repairing epochs : 12/20 [00:00<00:00, 136.89it/s] - 80%|████████ | Repairing epochs : 16/20 [00:00<00:00, 189.37it/s] + 70%|███████ | Repairing epochs : 14/20 [00:00<00:00, 123.42it/s] - 90%|█████████ | Repairing epochs : 18/20 [00:00<00:00, 170.40it/s] + 75%|███████▌ | Repairing epochs : 15/20 [00:00<00:00, 109.89it/s] -100%|██████████| Repairing epochs : 20/20 [00:00<00:00, 163.30it/s] -100%|██████████| Repairing epochs : 20/20 [00:00<00:00, 168.17it/s] + + 85%|████████▌ | Repairing epochs : 17/20 [00:00<00:00, 108.00it/s] + + + 95%|█████████▌| Repairing epochs : 19/20 [00:00<00:00, 108.10it/s] +100%|██████████| Repairing epochs : 20/20 [00:00<00:00, 111.43it/s] @@ -2039,66 +2352,75 @@

Autoreject with highp - 10%|█ | Fold : 1/10 [00:00<00:00, 14.08it/s] + 10%|█ | Fold : 1/10 [00:00<00:01, 7.62it/s] - 20%|██ | Fold : 2/10 [00:00<00:00, 16.03it/s] + 20%|██ | Fold : 2/10 [00:00<00:00, 9.55it/s] - 30%|███ | Fold : 3/10 [00:00<00:00, 17.39it/s] + 30%|███ | Fold : 3/10 [00:00<00:00, 10.43it/s] - 40%|████ | Fold : 4/10 [00:00<00:00, 18.13it/s] + 40%|████ | Fold : 4/10 [00:00<00:00, 10.97it/s] - 50%|█████ | Fold : 5/10 [00:00<00:00, 18.60it/s] + 50%|█████ | Fold : 5/10 [00:00<00:00, 11.34it/s] - 60%|██████ | Fold : 6/10 [00:00<00:00, 18.93it/s] + 60%|██████ | Fold : 6/10 [00:00<00:00, 11.60it/s] - 70%|███████ | Fold : 7/10 [00:00<00:00, 19.10it/s] + 70%|███████ | Fold : 7/10 [00:00<00:00, 11.80it/s] - 80%|████████ | Fold : 8/10 [00:00<00:00, 19.26it/s] + 80%|████████ | Fold : 8/10 [00:00<00:00, 11.93it/s] - 90%|█████████ | Fold : 9/10 [00:00<00:00, 19.44it/s] + 90%|█████████ | Fold : 9/10 [00:00<00:00, 11.91it/s] -100%|██████████| Fold : 10/10 [00:00<00:00, 19.56it/s] -100%|██████████| Fold : 10/10 [00:00<00:00, 19.34it/s] +100%|██████████| Fold : 10/10 [00:00<00:00, 11.99it/s] +100%|██████████| Fold : 10/10 [00:00<00:00, 11.84it/s] - 75%|███████▌ | n_interp : 3/4 [00:01<00:00, 1.50it/s] + 75%|███████▌ | n_interp : 3/4 [00:03<00:01, 1.06s/it] 0%| | Repairing epochs : 0/20 [00:00<?, ?it/s] - 30%|███ | Repairing epochs : 6/20 [00:00<00:00, 320.06it/s] + 25%|██▌ | Repairing epochs : 5/20 [00:00<00:00, 268.15it/s] + + + 40%|████ | Repairing epochs : 8/20 [00:00<00:00, 212.64it/s] + + + 50%|█████ | Repairing epochs : 10/20 [00:00<00:00, 157.87it/s] + + + 60%|██████ | Repairing epochs : 12/20 [00:00<00:00, 136.76it/s] - 50%|█████ | Repairing epochs : 10/20 [00:00<00:00, 269.45it/s] + 70%|███████ | Repairing epochs : 14/20 [00:00<00:00, 123.17it/s] - 70%|███████ | Repairing epochs : 14/20 [00:00<00:00, 221.92it/s] + 75%|███████▌ | Repairing epochs : 15/20 [00:00<00:00, 109.02it/s] - 80%|████████ | Repairing epochs : 16/20 [00:00<00:00, 186.87it/s] + 85%|████████▌ | Repairing epochs : 17/20 [00:00<00:00, 107.37it/s] - 90%|█████████ | Repairing epochs : 18/20 [00:00<00:00, 168.44it/s] -100%|██████████| Repairing epochs : 20/20 [00:00<00:00, 167.71it/s] + 95%|█████████▌| Repairing epochs : 19/20 [00:00<00:00, 107.54it/s] +100%|██████████| Repairing epochs : 20/20 [00:00<00:00, 110.88it/s] @@ -2107,48 +2429,48 @@

Autoreject with highp - 10%|█ | Fold : 1/10 [00:00<00:00, 16.23it/s] + 10%|█ | Fold : 1/10 [00:00<00:01, 7.88it/s] - 20%|██ | Fold : 2/10 [00:00<00:00, 17.40it/s] + 20%|██ | Fold : 2/10 [00:00<00:00, 10.10it/s] - 30%|███ | Fold : 3/10 [00:00<00:00, 18.57it/s] + 30%|███ | Fold : 3/10 [00:00<00:00, 11.15it/s] - 40%|████ | Fold : 4/10 [00:00<00:00, 19.17it/s] + 40%|████ | Fold : 4/10 [00:00<00:00, 11.80it/s] - 50%|█████ | Fold : 5/10 [00:00<00:00, 19.84it/s] + 50%|█████ | Fold : 5/10 [00:00<00:00, 12.25it/s] - 60%|██████ | Fold : 6/10 [00:00<00:00, 20.38it/s] + 60%|██████ | Fold : 6/10 [00:00<00:00, 12.51it/s] - 70%|███████ | Fold : 7/10 [00:00<00:00, 20.76it/s] + 70%|███████ | Fold : 7/10 [00:00<00:00, 12.73it/s] - 80%|████████ | Fold : 8/10 [00:00<00:00, 21.08it/s] + 80%|████████ | Fold : 8/10 [00:00<00:00, 12.86it/s] - 90%|█████████ | Fold : 9/10 [00:00<00:00, 21.32it/s] + 90%|█████████ | Fold : 9/10 [00:00<00:00, 12.98it/s] -100%|██████████| Fold : 10/10 [00:00<00:00, 21.48it/s] -100%|██████████| Fold : 10/10 [00:00<00:00, 21.17it/s] +100%|██████████| Fold : 10/10 [00:00<00:00, 13.05it/s] +100%|██████████| Fold : 10/10 [00:00<00:00, 12.85it/s] -100%|██████████| n_interp : 4/4 [00:02<00:00, 1.54it/s] -100%|██████████| n_interp : 4/4 [00:02<00:00, 1.54it/s] +100%|██████████| n_interp : 4/4 [00:04<00:00, 1.04s/it] +100%|██████████| n_interp : 4/4 [00:04<00:00, 1.04s/it] @@ -2160,113 +2482,182 @@

Autoreject with highp 0%| | Repairing epochs : 0/97 [00:00<?, ?it/s] - 6%|▌ | Repairing epochs : 6/97 [00:00<00:00, 326.59it/s] + 5%|▌ | Repairing epochs : 5/97 [00:00<00:00, 271.07it/s] + + + 8%|▊ | Repairing epochs : 8/97 [00:00<00:00, 216.37it/s] + + + 10%|█ | Repairing epochs : 10/97 [00:00<00:00, 164.53it/s] + + + 12%|█▏ | Repairing epochs : 12/97 [00:00<00:00, 140.69it/s] + + + 14%|█▍ | Repairing epochs : 14/97 [00:00<00:00, 126.42it/s] + + + 15%|█▌ | Repairing epochs : 15/97 [00:00<00:00, 112.71it/s] + + + 18%|█▊ | Repairing epochs : 17/97 [00:00<00:00, 108.83it/s] + + + 20%|█▉ | Repairing epochs : 19/97 [00:00<00:00, 108.67it/s] + + + 22%|██▏ | Repairing epochs : 21/97 [00:00<00:00, 103.34it/s] + + + 23%|██▎ | Repairing epochs : 22/97 [00:00<00:00, 97.42it/s] - 10%|█ | Repairing epochs : 10/97 [00:00<00:00, 279.13it/s] + 24%|██▎ | Repairing epochs : 23/97 [00:00<00:00, 93.26it/s] - 14%|█▍ | Repairing epochs : 14/97 [00:00<00:00, 225.47it/s] + 25%|██▍ | Repairing epochs : 24/97 [00:00<00:00, 89.30it/s] - 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Set events=False to suppress this warning. epochs[reject_log.bad_epochs].plot(scalings=dict(eeg=100e-6)) @@ -2319,116 +2710,182 @@

Autoreject with highp
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-100%|██████████| Repairing epochs : 97/97 [00:00<00:00,  136.98it/s]
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 No bad epochs were found for your data. Returning a copy of the data you wanted to clean. Interpolation may have been done.
 Number of epochs originally: 97, after autoreject: 97
 
@@ -2444,7 +2901,7 @@

Autoreject with highp is no subsitute for visual inspection. Irrespective of the rejection method used, we highly recommend users to inspect their preprocessed data before further analyses.

-

Total running time of the script: (1 minutes 0.551 seconds)

+

Total running time of the script: (1 minutes 31.902 seconds)

Finally, let us plot a histogram of the channel-level thresholds to verify @@ -767,7 +767,7 @@ plt.show()

-plot channel thresholds

Total running time of the script: (0 minutes 12.296 seconds)

+plot channel thresholds

Total running time of the script: (0 minutes 19.492 seconds)

-

Total running time of the script: (0 minutes 2.824 seconds)

+

Total running time of the script: (0 minutes 4.749 seconds)

-plot global reject

Total running time of the script: (0 minutes 1.868 seconds)

+plot global reject

Total running time of the script: (0 minutes 2.526 seconds)

-plot ransac

Total running time of the script: (1 minutes 4.505 seconds)

+plot ransac

Total running time of the script: (1 minutes 28.868 seconds)

- -

We will create epochs with data starting 200 ms before trigger onset -and continuing up to 800 ms after that. The data contains visual stimuli for -famous faces, unfamiliar faces, as well as scrambled faces.

-
tmin, tmax = -0.2, 0.8
-events_id = {'famous/first': 5, 'famous/immediate': 6, 'famous/long': 7}
-
-
-

Let us now load all the epochs into memory and concatenate them

-
import mne  # noqa
 
-epochs = list()
-for run in range(3, 7):
-    run_fname = os.path.join(target_dir, f'sub-{subject_id}', 'ses-meg', 'meg',
-                             f'sub-{subject_id}_ses-meg_task-facerecognition'
-                             '_run-{:02d}_meg.fif'.format(run))
-    raw = mne.io.read_raw_fif(run_fname, preload=True)
-    raw.pick_types(eeg=True, meg=False, stim=True)  # less memory + computation
-    raw.filter(1., 40., l_trans_bandwidth=0.5, n_jobs=1, verbose='INFO')
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  64%|██████▎   | 530M/832M [01:16<00:34, 9.19MB/s]
 
-    raw.set_channel_types({'EEG061': 'eog', 'EEG062': 'eog',
-                           'EEG063': 'ecg', 'EEG064': 'misc'})
-    raw.rename_channels({'EEG061': 'EOG061', 'EEG062': 'EOG062',
-                         'EEG063': 'ECG063', 'EEG064': 'MISC'})
 
-    events = mne.find_events(raw, stim_channel='STI101',
-                             consecutive='increasing',
-                             min_duration=0.003, verbose=True)
-    # Read epochs
-    mne.io.set_eeg_reference(raw)
 
-    epoch = mne.Epochs(raw, events, events_id, tmin, tmax, proj=True,
-                       baseline=None,
-                       preload=False, reject=None, decim=4)
-    epochs.append(epoch)
 
-    # Same `dev_head_t` for all runs so that we can concatenate them.
-    epoch.info['dev_head_t'] = epochs[0].info['dev_head_t']
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|███████▉  | 664M/830M [01:16<00:19, 9.14MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 674M/824M [01:17<00:17, 9.23MB/s]
 
+sub-16_ses-meg_task-facerecognition_run-02_meg.fif:  46%|████▌     | 384M/835M [01:16<01:29, 5.30MB/s]
 
-epochs = mne.epochs.concatenate_epochs(epochs)
-
-
-
Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-03_meg.fif...
-    Read a total of 8 projection items:
-        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
-    Range : 40700 ... 588499 =     37.000 ...   534.999 secs
-Ready.
-Reading 0 ... 547799  =      0.000 ...   497.999 secs...
-NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306>
-Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306>
-Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306>
-Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306>
-Filtering raw data in 1 contiguous segment
-Setting up band-pass filter from 1 - 40 Hz
 
-FIR filter parameters
----------------------
-Designing a one-pass, zero-phase, non-causal bandpass filter:
-- Windowed time-domain design (firwin) method
-- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
-- Lower passband edge: 1.00
-- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
-- Upper passband edge: 40.00 Hz
-- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
-- Filter length: 7261 samples (6.601 s)
+sub-16_ses-meg_task-facerecognition_run-06_meg.fif:  66%|██████▌   | 539M/822M [01:16<00:32, 9.23MB/s]
 
-/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
-  raw.set_channel_types({'EEG061': 'eog', 'EEG062': 'eog',
-296 events found
-Event IDs: [   5    6    7   13   14   15   17   18   19  261  262  263  269  271
-  273  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114 4115]
-EEG channel type selected for re-referencing
-Applying average reference.
-Applying a custom ('EEG',) reference.
-Not setting metadata
-49 matching events found
-No baseline correction applied
-0 projection items activated
-Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-04_meg.fif...
-    Read a total of 8 projection items:
-        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
-    Range : 36300 ... 582999 =     33.000 ...   529.999 secs
-Ready.
-Reading 0 ... 546699  =      0.000 ...   496.999 secs...
-NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306>
-Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306>
-Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306>
-Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306>
-Filtering raw data in 1 contiguous segment
-Setting up band-pass filter from 1 - 40 Hz
 
-FIR filter parameters
----------------------
-Designing a one-pass, zero-phase, non-causal bandpass filter:
-- Windowed time-domain design (firwin) method
-- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
-- Lower passband edge: 1.00
-- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
-- Upper passband edge: 40.00 Hz
-- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
-- Filter length: 7261 samples (6.601 s)
 
-/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
-  raw.set_channel_types({'EEG061': 'eog', 'EEG062': 'eog',
-296 events found
-Event IDs: [   5    6    7   13   14   15   17   18   19  256  261  262  263  269
-  271  273  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114 4115]
-EEG channel type selected for re-referencing
-Applying average reference.
-Applying a custom ('EEG',) reference.
-Not setting metadata
-49 matching events found
-No baseline correction applied
-0 projection items activated
-Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-05_meg.fif...
-    Read a total of 8 projection items:
-        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
-    Range : 60500 ... 602799 =     55.000 ...   547.999 secs
-Ready.
-Reading 0 ... 542299  =      0.000 ...   492.999 secs...
-NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306>
-Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306>
-Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306>
-Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306>
-Filtering raw data in 1 contiguous segment
-Setting up band-pass filter from 1 - 40 Hz
+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  64%|██████▍   | 531M/832M [01:16<00:34, 9.17MB/s]
 
-FIR filter parameters
----------------------
-Designing a one-pass, zero-phase, non-causal bandpass filter:
-- Windowed time-domain design (firwin) method
-- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
-- Lower passband edge: 1.00
-- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
-- Upper passband edge: 40.00 Hz
-- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
-- Filter length: 7261 samples (6.601 s)
 
-/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
-  raw.set_channel_types({'EEG061': 'eog', 'EEG062': 'eog',
-292 events found
-Event IDs: [   5    6    7   13   14   15   17   18   19  256  261  269  271  273
-  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114 4115]
-EEG channel type selected for re-referencing
-Applying average reference.
-Applying a custom ('EEG',) reference.
-Not setting metadata
-49 matching events found
-No baseline correction applied
-0 projection items activated
-Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-06_meg.fif...
-    Read a total of 8 projection items:
-        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
-        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
-        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
-    Range : 27500 ... 568699 =     25.000 ...   516.999 secs
-Ready.
-Reading 0 ... 541199  =      0.000 ...   491.999 secs...
-NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306>
-Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306>
-Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306>
-Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306>
-Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306>
-Filtering raw data in 1 contiguous segment
-Setting up band-pass filter from 1 - 40 Hz
 
-FIR filter parameters
----------------------
-Designing a one-pass, zero-phase, non-causal bandpass filter:
-- Windowed time-domain design (firwin) method
-- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
-- Lower passband edge: 1.00
-- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
-- Upper passband edge: 40.00 Hz
-- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
-- Filter length: 7261 samples (6.601 s)
 
-/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
-  raw.set_channel_types({'EEG061': 'eog', 'EEG062': 'eog',
-295 events found
-Event IDs: [   5    6    7   13   14   15   17   18   19  256  261  262  263  269
-  270  271  273  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114
- 4115]
-EEG channel type selected for re-referencing
-Applying average reference.
-Applying a custom ('EEG',) reference.
+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|████████  | 665M/830M [01:16<00:18, 9.24MB/s]
+sub-16_ses-meg_task-facerecognition_run-01_meg.fif:  82%|████████▏ | 675M/824M [01:17<00:16, 9.35MB/s]
+
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+
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+
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+sub-16_ses-meg_task-facerecognition_run-03_meg.fif:  64%|██████▍   | 531M/832M [01:16<00:34, 9.11MB/s]
+
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+sub-16_ses-meg_task-facerecognition_run-04_meg.fif:  80%|████████  | 666M/830M [01:16<00:18, 9.10MB/s]
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+
+✅ Finished downloading ds000117.
+
+🧠 Please enjoy your brains.
+
+
+

We will create epochs with data starting 200 ms before trigger onset +and continuing up to 800 ms after that. The data contains visual stimuli for +famous faces, unfamiliar faces, as well as scrambled faces.

+
tmin, tmax = -0.2, 0.8
+events_id = {'famous/first': 5, 'famous/immediate': 6, 'famous/long': 7}
+
+
+

Let us now load all the epochs into memory and concatenate them

+
import mne  # noqa
+
+epochs = list()
+for run in range(3, 7):
+    run_fname = os.path.join(target_dir, f'sub-{subject_id}', 'ses-meg', 'meg',
+                             f'sub-{subject_id}_ses-meg_task-facerecognition'
+                             '_run-{:02d}_meg.fif'.format(run))
+    raw = mne.io.read_raw_fif(run_fname, preload=True)
+    raw.pick_types(eeg=True, meg=False, stim=True)  # less memory + computation
+    raw.filter(1., 40., l_trans_bandwidth=0.5, n_jobs=1, verbose='INFO')
+
+    raw.set_channel_types({'EEG061': 'eog', 'EEG062': 'eog',
+                           'EEG063': 'ecg', 'EEG064': 'misc'})
+    raw.rename_channels({'EEG061': 'EOG061', 'EEG062': 'EOG062',
+                         'EEG063': 'ECG063', 'EEG064': 'MISC'})
+
+    events = mne.find_events(raw, stim_channel='STI101',
+                             consecutive='increasing',
+                             min_duration=0.003, verbose=True)
+    # Read epochs
+    mne.io.set_eeg_reference(raw)
+
+    epoch = mne.Epochs(raw, events, events_id, tmin, tmax, proj=True,
+                       baseline=None,
+                       preload=False, reject=None, decim=4)
+    epochs.append(epoch)
+
+    # Same `dev_head_t` for all runs so that we can concatenate them.
+    epoch.info['dev_head_t'] = epochs[0].info['dev_head_t']
+
+
+epochs = mne.epochs.concatenate_epochs(epochs)
+
+
+
Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-03_meg.fif...
+    Read a total of 8 projection items:
+        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
+    Range : 40700 ... 588499 =     37.000 ...   534.999 secs
+Ready.
+Reading 0 ... 547799  =      0.000 ...   497.999 secs...
+NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306>
+Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306>
+Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306>
+Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306>
+Filtering raw data in 1 contiguous segment
+Setting up band-pass filter from 1 - 40 Hz
+
+FIR filter parameters
+---------------------
+Designing a one-pass, zero-phase, non-causal bandpass filter:
+- Windowed time-domain design (firwin) method
+- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
+- Lower passband edge: 1.00
+- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
+- Upper passband edge: 40.00 Hz
+- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
+- Filter length: 7261 samples (6.601 s)
+
+/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
+  raw.set_channel_types({'EEG061': 'eog', 'EEG062': 'eog',
+296 events found
+Event IDs: [   5    6    7   13   14   15   17   18   19  261  262  263  269  271
+  273  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114 4115]
+EEG channel type selected for re-referencing
+Applying average reference.
+Applying a custom ('EEG',) reference.
+Not setting metadata
+49 matching events found
+No baseline correction applied
+0 projection items activated
+Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-04_meg.fif...
+    Read a total of 8 projection items:
+        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
+    Range : 36300 ... 582999 =     33.000 ...   529.999 secs
+Ready.
+Reading 0 ... 546699  =      0.000 ...   496.999 secs...
+NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306>
+Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306>
+Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306>
+Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306>
+Filtering raw data in 1 contiguous segment
+Setting up band-pass filter from 1 - 40 Hz
+
+FIR filter parameters
+---------------------
+Designing a one-pass, zero-phase, non-causal bandpass filter:
+- Windowed time-domain design (firwin) method
+- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
+- Lower passband edge: 1.00
+- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
+- Upper passband edge: 40.00 Hz
+- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
+- Filter length: 7261 samples (6.601 s)
+
+/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
+  raw.set_channel_types({'EEG061': 'eog', 'EEG062': 'eog',
+296 events found
+Event IDs: [   5    6    7   13   14   15   17   18   19  256  261  262  263  269
+  271  273  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114 4115]
+EEG channel type selected for re-referencing
+Applying average reference.
+Applying a custom ('EEG',) reference.
+Not setting metadata
+49 matching events found
+No baseline correction applied
+0 projection items activated
+Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-05_meg.fif...
+    Read a total of 8 projection items:
+        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
+    Range : 60500 ... 602799 =     55.000 ...   547.999 secs
+Ready.
+Reading 0 ... 542299  =      0.000 ...   492.999 secs...
+NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306>
+Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306>
+Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306>
+Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306>
+Filtering raw data in 1 contiguous segment
+Setting up band-pass filter from 1 - 40 Hz
+
+FIR filter parameters
+---------------------
+Designing a one-pass, zero-phase, non-causal bandpass filter:
+- Windowed time-domain design (firwin) method
+- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
+- Lower passband edge: 1.00
+- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
+- Upper passband edge: 40.00 Hz
+- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
+- Filter length: 7261 samples (6.601 s)
+
+/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
+  raw.set_channel_types({'EEG061': 'eog', 'EEG062': 'eog',
+292 events found
+Event IDs: [   5    6    7   13   14   15   17   18   19  256  261  269  271  273
+  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114 4115]
+EEG channel type selected for re-referencing
+Applying average reference.
+Applying a custom ('EEG',) reference.
+Not setting metadata
+49 matching events found
+No baseline correction applied
+0 projection items activated
+Opening raw data file /home/circleci/project/autoreject/../examples/ds000117/sub-16/ses-meg/meg/sub-16_ses-meg_task-facerecognition_run-06_meg.fif...
+    Read a total of 8 projection items:
+        mag_ssp_upright.fif : PCA-mags-v1 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v2 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v3 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v4 (1 x 306)  idle
+        mag_ssp_upright.fif : PCA-mags-v5 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v1 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v2 (1 x 306)  idle
+        grad_ssp_upright.fif : PCA-grad-v3 (1 x 306)  idle
+    Range : 27500 ... 568699 =     25.000 ...   516.999 secs
+Ready.
+Reading 0 ... 541199  =      0.000 ...   491.999 secs...
+NOTE: pick_types() is a legacy function. New code should use inst.pick(...).
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v1, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v2, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v3, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v4, active : False, n_channels : 306>
+Removing projector <Projection | mag_ssp_upright.fif : PCA-mags-v5, active : False, n_channels : 306>
+Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v1, active : False, n_channels : 306>
+Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v2, active : False, n_channels : 306>
+Removing projector <Projection | grad_ssp_upright.fif : PCA-grad-v3, active : False, n_channels : 306>
+Filtering raw data in 1 contiguous segment
+Setting up band-pass filter from 1 - 40 Hz
+
+FIR filter parameters
+---------------------
+Designing a one-pass, zero-phase, non-causal bandpass filter:
+- Windowed time-domain design (firwin) method
+- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation
+- Lower passband edge: 1.00
+- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.75 Hz)
+- Upper passband edge: 40.00 Hz
+- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)
+- Filter length: 7261 samples (6.601 s)
+
+/home/circleci/project/examples/plot_visualize_bad_epochs.py:57: RuntimeWarning: The unit for channel(s) EEG064 has changed from V to NA.
+  raw.set_channel_types({'EEG061': 'eog', 'EEG062': 'eog',
+295 events found
+Event IDs: [   5    6    7   13   14   15   17   18   19  256  261  262  263  269
+  270  271  273  274  275 4096 4101 4102 4103 4109 4110 4111 4113 4114
+ 4115]
+EEG channel type selected for re-referencing
+Applying average reference.
+Applying a custom ('EEG',) reference.
 Not setting metadata
 50 matching events found
 No baseline correction applied
@@ -12186,1533 +16706,2028 @@
 No baseline correction applied
 
-

Now, we apply autoreject

-
from autoreject import AutoReject, compute_thresholds  # noqa
+

Now, we apply autoreject

+
from autoreject import AutoReject, compute_thresholds  # noqa
+
+this_epoch = epochs['famous']
+exclude = []  # XXX
+picks = mne.pick_types(epochs.info, meg=False, eeg=True, stim=False,
+                       eog=False, exclude=exclude)
+
+
+

Note that autoreject.AutoReject by design supports multiple +channels. If no picks are passed separate solutions will be computed for each +channel type and internally combines. This then readily supports cleaning +unseen epochs from the different channel types used during fit. +Here we only use a subset of channels to save time.

+

Also note that once the parameters are learned, any data can be repaired +that contains channels that were used during fit. This also means that time +may be saved by fitting autoreject.AutoReject on a +representative subsample of the data.

+
ar = AutoReject(picks=picks, random_state=42, n_jobs=1, verbose=True)
+
+epochs_ar, reject_log = ar.fit_transform(this_epoch, return_log=True)
+
+
+
Running autoreject on ch_type=eeg
+
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+
+  0%|          | Computing thresholds ... : 0/70 [00:00<?,       ?it/s]
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+
+
+
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+
+
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+
+
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+
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+
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+
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+
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+
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-this_epoch = epochs['famous']
-exclude = []  # XXX
-picks = mne.pick_types(epochs.info, meg=False, eeg=True, stim=False,
-                       eog=False, exclude=exclude)
-
-
-

Note that autoreject.AutoReject by design supports multiple -channels. If no picks are passed separate solutions will be computed for each -channel type and internally combines. This then readily supports cleaning -unseen epochs from the different channel types used during fit. -Here we only use a subset of channels to save time.

-

Also note that once the parameters are learned, any data can be repaired -that contains channels that were used during fit. This also means that time -may be saved by fitting autoreject.AutoReject on a -representative subsample of the data.

-
ar = AutoReject(picks=picks, random_state=42, n_jobs=1, verbose=True)
 
-epochs_ar, reject_log = ar.fit_transform(this_epoch, return_log=True)
-
-
-
Running autoreject on ch_type=eeg
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-  0%|          | Computing thresholds ... : 0/70 [00:00<?,       ?it/s]
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-  0%|          | n_interp : 0/3 [00:00<?,       ?it/s]
 
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+ 68%|██████▊   | Repairing epochs : 134/197 [00:03<00:01,   32.85it/s]
 
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+ 69%|██████▊   | Repairing epochs : 135/197 [00:04<00:01,   33.37it/s]
 
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+ 69%|██████▉   | Repairing epochs : 136/197 [00:04<00:01,   33.84it/s]
 
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+ 70%|██████▉   | Repairing epochs : 137/197 [00:04<00:01,   34.29it/s]
 
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+ 71%|███████   | Repairing epochs : 139/197 [00:04<00:01,   32.67it/s]
 
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+ 71%|███████   | Repairing epochs : 140/197 [00:04<00:01,   31.89it/s]
 
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+ 72%|███████▏  | Repairing epochs : 141/197 [00:04<00:01,   32.11it/s]
 
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+ 72%|███████▏  | Repairing epochs : 142/197 [00:04<00:01,   32.61it/s]
 
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+ 73%|███████▎  | Repairing epochs : 143/197 [00:04<00:01,   33.14it/s]
 
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+ 73%|███████▎  | Repairing epochs : 144/197 [00:04<00:01,   33.68it/s]
 
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+ 74%|███████▎  | Repairing epochs : 145/197 [00:04<00:01,   33.80it/s]
 
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+ 74%|███████▍  | Repairing epochs : 146/197 [00:04<00:01,   32.83it/s]
 
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+ 75%|███████▌  | Repairing epochs : 148/197 [00:04<00:01,   32.53it/s]
 
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+ 76%|███████▌  | Repairing epochs : 149/197 [00:04<00:01,   32.57it/s]
 
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+ 76%|███████▌  | Repairing epochs : 150/197 [00:04<00:01,   33.00it/s]
 
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+ 77%|███████▋  | Repairing epochs : 152/197 [00:04<00:01,   34.63it/s]
 
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+ 78%|███████▊  | Repairing epochs : 154/197 [00:04<00:01,   35.92it/s]
 
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+ 79%|███████▊  | Repairing epochs : 155/197 [00:04<00:01,   34.77it/s]
 
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+ 79%|███████▉  | Repairing epochs : 156/197 [00:04<00:01,   35.43it/s]
 
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+ 80%|███████▉  | Repairing epochs : 157/197 [00:04<00:01,   34.36it/s]
 
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+ 82%|████████▏ | Repairing epochs : 161/197 [00:04<00:01,   35.11it/s]
 
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+ 83%|████████▎ | Repairing epochs : 163/197 [00:04<00:00,   37.29it/s]
 
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+ 84%|████████▍ | Repairing epochs : 165/197 [00:04<00:00,   36.56it/s]
 
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+ 87%|████████▋ | Repairing epochs : 171/197 [00:05<00:00,   36.36it/s]
 
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+ 87%|████████▋ | Repairing epochs : 172/197 [00:05<00:00,   35.09it/s]
 
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+ 88%|████████▊ | Repairing epochs : 173/197 [00:05<00:00,   33.97it/s]
 
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+ 88%|████████▊ | Repairing epochs : 174/197 [00:05<00:00,   33.28it/s]
 
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+100%|██████████| Fold : 10/10 [00:03<00:00,    3.11it/s]
 
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- 50%|█████     | Fold : 5/10 [00:01<00:01,    3.77it/s]
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- 70%|███████   | Fold : 7/10 [00:01<00:00,    3.81it/s]
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- 90%|█████████ | Fold : 9/10 [00:02<00:00,    3.88it/s]
+ 55%|█████▍    | Repairing epochs : 108/197 [00:02<00:01,   47.27it/s]
 
 
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-100%|██████████| Fold : 10/10 [00:02<00:00,    3.87it/s]
 
+ 56%|█████▌    | Repairing epochs : 110/197 [00:02<00:01,   46.72it/s]
 
- 33%|███▎      | n_interp : 1/3 [00:07<00:14,    7.47s/it]
 
+ 56%|█████▋    | Repairing epochs : 111/197 [00:02<00:01,   46.48it/s]
 
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+ 70%|███████   | Repairing epochs : 138/197 [00:03<00:01,   43.27it/s]
 
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+ 71%|███████   | Repairing epochs : 140/197 [00:03<00:01,   43.35it/s]
 
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+ 72%|███████▏  | Repairing epochs : 141/197 [00:03<00:01,   43.41it/s]
 
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+ 73%|███████▎  | Repairing epochs : 143/197 [00:03<00:01,   43.91it/s]
 
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+ 80%|███████▉  | Repairing epochs : 157/197 [00:03<00:00,   46.73it/s]
 
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+ 87%|████████▋ | Repairing epochs : 171/197 [00:03<00:00,   48.45it/s]
 
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+ 88%|████████▊ | Repairing epochs : 173/197 [00:03<00:00,   45.72it/s]
 
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+ 88%|████████▊ | Repairing epochs : 174/197 [00:03<00:00,   45.13it/s]
 
- 49%|████▉     | Repairing epochs : 97/197 [00:01<00:01,   72.31it/s]
 
+ 89%|████████▉ | Repairing epochs : 175/197 [00:03<00:00,   45.30it/s]
 
- 50%|█████     | Repairing epochs : 99/197 [00:01<00:01,   72.87it/s]
 
+ 89%|████████▉ | Repairing epochs : 176/197 [00:03<00:00,   45.47it/s]
 
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+ 90%|█████████ | Repairing epochs : 178/197 [00:03<00:00,   45.43it/s]
 
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+ 91%|█████████ | Repairing epochs : 179/197 [00:04<00:00,   45.50it/s]
 
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+ 91%|█████████▏| Repairing epochs : 180/197 [00:04<00:00,   45.63it/s]
 
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+ 92%|█████████▏| Repairing epochs : 181/197 [00:04<00:00,   45.79it/s]
 
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+ 93%|█████████▎| Repairing epochs : 183/197 [00:04<00:00,   45.90it/s]
 
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+ 93%|█████████▎| Repairing epochs : 184/197 [00:04<00:00,   43.88it/s]
 
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+ 94%|█████████▍| Repairing epochs : 185/197 [00:04<00:00,   41.84it/s]
 
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+ 95%|█████████▌| Repairing epochs : 188/197 [00:04<00:00,   41.67it/s]
 
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+ 96%|█████████▋| Repairing epochs : 190/197 [00:04<00:00,   42.96it/s]
 
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+ 97%|█████████▋| Repairing epochs : 191/197 [00:04<00:00,   43.06it/s]
 
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+ 98%|█████████▊| Repairing epochs : 193/197 [00:04<00:00,   43.46it/s]
 
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- 70%|██████▉   | Repairing epochs : 137/197 [00:01<00:00,   70.64it/s]
 
+  0%|          | Fold : 0/10 [00:00<?,       ?it/s]
 
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- 72%|███████▏  | Repairing epochs : 141/197 [00:01<00:00,   71.31it/s]
+ 10%|█         | Fold : 1/10 [00:00<00:03,    2.88it/s]
 
 
- 73%|███████▎  | Repairing epochs : 143/197 [00:02<00:00,   71.59it/s]
 
+ 20%|██        | Fold : 2/10 [00:00<00:02,    3.04it/s]
 
- 74%|███████▎  | Repairing epochs : 145/197 [00:02<00:00,   71.80it/s]
 
 
- 75%|███████▍  | Repairing epochs : 147/197 [00:02<00:00,   73.25it/s]
+ 30%|███       | Fold : 3/10 [00:00<00:02,    3.06it/s]
 
 
- 76%|███████▌  | Repairing epochs : 149/197 [00:02<00:00,   72.59it/s]
 
+ 40%|████      | Fold : 4/10 [00:01<00:01,    3.08it/s]
 
- 76%|███████▌  | Repairing epochs : 150/197 [00:02<00:00,   70.54it/s]
 
 
- 77%|███████▋  | Repairing epochs : 152/197 [00:02<00:00,   69.69it/s]
+ 50%|█████     | Fold : 5/10 [00:01<00:01,    3.10it/s]
 
 
- 78%|███████▊  | Repairing epochs : 154/197 [00:02<00:00,   69.50it/s]
 
+ 60%|██████    | Fold : 6/10 [00:01<00:01,    3.11it/s]
 
- 79%|███████▉  | Repairing epochs : 156/197 [00:02<00:00,   70.97it/s]
 
 
- 80%|████████  | Repairing epochs : 158/197 [00:02<00:00,   71.28it/s]
+ 70%|███████   | Fold : 7/10 [00:02<00:00,    3.11it/s]
 
 
- 81%|████████  | Repairing epochs : 160/197 [00:02<00:00,   71.66it/s]
 
+ 80%|████████  | Fold : 8/10 [00:02<00:00,    3.12it/s]
 
- 82%|████████▏ | Repairing epochs : 162/197 [00:02<00:00,   72.98it/s]
 
 
- 84%|████████▍ | Repairing epochs : 165/197 [00:02<00:00,   75.80it/s]
+ 90%|█████████ | Fold : 9/10 [00:02<00:00,    3.13it/s]
 
 
- 85%|████████▍ | Repairing epochs : 167/197 [00:02<00:00,   75.78it/s]
 
+100%|██████████| Fold : 10/10 [00:03<00:00,    3.13it/s]
+100%|██████████| Fold : 10/10 [00:03<00:00,    3.12it/s]
 
- 86%|████████▌ | Repairing epochs : 169/197 [00:02<00:00,   75.79it/s]
 
+ 67%|██████▋   | n_interp : 2/3 [00:17<00:08,    8.62s/it]
 
- 87%|████████▋ | Repairing epochs : 171/197 [00:02<00:00,   75.78it/s]
 
+  0%|          | Repairing epochs : 0/197 [00:00<?,       ?it/s]
 
- 88%|████████▊ | Repairing epochs : 173/197 [00:02<00:00,   75.79it/s]
 
+  1%|          | Repairing epochs : 2/197 [00:00<00:02,   87.72it/s]
 
- 89%|████████▉ | Repairing epochs : 175/197 [00:02<00:00,   75.71it/s]
 
+  2%|▏         | Repairing epochs : 3/197 [00:00<00:02,   66.74it/s]
 
- 90%|████████▉ | Repairing epochs : 177/197 [00:02<00:00,   75.80it/s]
 
+  2%|▏         | Repairing epochs : 4/197 [00:00<00:03,   54.53it/s]
 
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+  3%|▎         | Repairing epochs : 5/197 [00:00<00:04,   41.71it/s]
 
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+  3%|▎         | Repairing epochs : 6/197 [00:00<00:05,   35.12it/s]
 
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+  4%|▎         | Repairing epochs : 7/197 [00:00<00:05,   36.75it/s]
 
- 92%|█████████▏| Repairing epochs : 181/197 [00:02<00:00,   68.77it/s]
 
+  4%|▍         | Repairing epochs : 8/197 [00:00<00:05,   37.52it/s]
 
- 93%|█████████▎| Repairing epochs : 183/197 [00:02<00:00,   67.82it/s]
 
+  5%|▍         | Repairing epochs : 9/197 [00:00<00:04,   37.95it/s]
 
- 93%|█████████▎| Repairing epochs : 184/197 [00:02<00:00,   66.35it/s]
 
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- 94%|█████████▍| Repairing epochs : 185/197 [00:02<00:00,   64.79it/s]
 
+  6%|▌         | Repairing epochs : 11/197 [00:00<00:04,   38.44it/s]
 
- 94%|█████████▍| Repairing epochs : 186/197 [00:02<00:00,   63.45it/s]
 
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- 97%|█████████▋| Repairing epochs : 191/197 [00:02<00:00,   65.22it/s]
 
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-100%|██████████| Repairing epochs : 197/197 [00:02<00:00,   69.93it/s]
 
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+ 10%|▉         | Repairing epochs : 19/197 [00:00<00:04,   41.79it/s]
 
-  0%|          | Fold : 0/10 [00:00<?,       ?it/s]
 
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- 10%|█         | Fold : 1/10 [00:00<00:02,    3.76it/s]
+ 11%|█         | Repairing epochs : 21/197 [00:00<00:04,   42.05it/s]
 
 
+ 11%|█         | Repairing epochs : 22/197 [00:00<00:04,   42.34it/s]
 
- 20%|██        | Fold : 2/10 [00:00<00:02,    3.82it/s]
 
+ 12%|█▏        | Repairing epochs : 23/197 [00:00<00:04,   42.15it/s]
 
 
- 30%|███       | Fold : 3/10 [00:00<00:01,    3.87it/s]
+ 12%|█▏        | Repairing epochs : 24/197 [00:00<00:04,   42.26it/s]
 
 
+ 13%|█▎        | Repairing epochs : 25/197 [00:00<00:04,   42.43it/s]
 
- 40%|████      | Fold : 4/10 [00:01<00:01,    3.88it/s]
 
+ 13%|█▎        | Repairing epochs : 26/197 [00:00<00:04,   42.52it/s]
 
 
- 50%|█████     | Fold : 5/10 [00:01<00:01,    3.91it/s]
+ 14%|█▎        | Repairing epochs : 27/197 [00:00<00:03,   42.64it/s]
 
 
+ 14%|█▍        | Repairing epochs : 28/197 [00:00<00:03,   42.70it/s]
 
- 60%|██████    | Fold : 6/10 [00:01<00:01,    3.93it/s]
 
+ 15%|█▍        | Repairing epochs : 29/197 [00:00<00:03,   42.77it/s]
 
 
- 70%|███████   | Fold : 7/10 [00:01<00:00,    3.95it/s]
+ 15%|█▌        | Repairing epochs : 30/197 [00:00<00:03,   42.88it/s]
 
 
+ 16%|█▌        | Repairing epochs : 31/197 [00:00<00:03,   42.96it/s]
 
- 80%|████████  | Fold : 8/10 [00:02<00:00,    3.94it/s]
 
+ 16%|█▌        | Repairing epochs : 32/197 [00:00<00:03,   43.04it/s]
 
 
- 90%|█████████ | Fold : 9/10 [00:02<00:00,    3.95it/s]
+ 17%|█▋        | Repairing epochs : 33/197 [00:00<00:03,   43.11it/s]
 
 
+ 17%|█▋        | Repairing epochs : 34/197 [00:00<00:03,   43.12it/s]
 
-100%|██████████| Fold : 10/10 [00:02<00:00,    3.95it/s]
-100%|██████████| Fold : 10/10 [00:02<00:00,    3.94it/s]
 
+ 18%|█▊        | Repairing epochs : 35/197 [00:00<00:03,   43.10it/s]
 
- 67%|██████▋   | n_interp : 2/3 [00:12<00:06,    6.47s/it]
 
+ 18%|█▊        | Repairing epochs : 36/197 [00:00<00:03,   42.94it/s]
 
-  0%|          | Repairing epochs : 0/197 [00:00<?,       ?it/s]
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+ 19%|█▉        | Repairing epochs : 37/197 [00:00<00:03,   42.87it/s]
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-  2%|▏         | Repairing epochs : 3/197 [00:00<00:01,  105.84it/s]
+ 28%|██▊       | Repairing epochs : 55/197 [00:01<00:03,   45.67it/s]
 
 
-  3%|▎         | Repairing epochs : 5/197 [00:00<00:02,   87.78it/s]
+ 28%|██▊       | Repairing epochs : 56/197 [00:01<00:03,   45.90it/s]
 
 
-  4%|▎         | Repairing epochs : 7/197 [00:00<00:02,   83.55it/s]
+ 29%|██▉       | Repairing epochs : 57/197 [00:01<00:03,   45.98it/s]
 
 
-  5%|▍         | Repairing epochs : 9/197 [00:00<00:02,   80.61it/s]
+ 29%|██▉       | Repairing epochs : 58/197 [00:01<00:03,   44.82it/s]
 
 
-  6%|▌         | Repairing epochs : 11/197 [00:00<00:02,   77.79it/s]
+ 30%|██▉       | Repairing epochs : 59/197 [00:01<00:03,   44.64it/s]
 
 
-  7%|▋         | Repairing epochs : 13/197 [00:00<00:02,   77.73it/s]
+ 31%|███       | Repairing epochs : 61/197 [00:01<00:02,   45.94it/s]
 
 
-  8%|▊         | Repairing epochs : 15/197 [00:00<00:02,   77.96it/s]
+ 32%|███▏      | Repairing epochs : 63/197 [00:01<00:02,   46.65it/s]
 
 
-  9%|▊         | Repairing epochs : 17/197 [00:00<00:02,   77.94it/s]
+ 32%|███▏      | Repairing epochs : 64/197 [00:01<00:02,   44.39it/s]
 
 
- 10%|▉         | Repairing epochs : 19/197 [00:00<00:02,   78.03it/s]
+ 33%|███▎      | Repairing epochs : 65/197 [00:01<00:02,   44.03it/s]
 
 
- 11%|█         | Repairing epochs : 21/197 [00:00<00:02,   77.61it/s]
+ 34%|███▎      | Repairing epochs : 66/197 [00:01<00:02,   44.17it/s]
 
 
- 12%|█▏        | Repairing epochs : 23/197 [00:00<00:02,   77.48it/s]
+ 34%|███▍      | Repairing epochs : 67/197 [00:01<00:02,   44.21it/s]
 
 
- 13%|█▎        | Repairing epochs : 25/197 [00:00<00:02,   77.73it/s]
+ 35%|███▍      | Repairing epochs : 68/197 [00:01<00:02,   44.16it/s]
 
 
- 14%|█▎        | Repairing epochs : 27/197 [00:00<00:02,   77.95it/s]
+ 35%|███▌      | Repairing epochs : 69/197 [00:01<00:02,   44.29it/s]
 
 
- 15%|█▍        | Repairing epochs : 29/197 [00:00<00:02,   78.03it/s]
+ 36%|███▌      | Repairing epochs : 71/197 [00:01<00:02,   46.81it/s]
 
 
- 16%|█▌        | Repairing epochs : 31/197 [00:00<00:02,   78.15it/s]
+ 37%|███▋      | Repairing epochs : 72/197 [00:01<00:02,   46.71it/s]
 
 
- 17%|█▋        | Repairing epochs : 33/197 [00:00<00:02,   78.35it/s]
+ 37%|███▋      | Repairing epochs : 73/197 [00:01<00:02,   46.55it/s]
 
 
- 18%|█▊        | Repairing epochs : 35/197 [00:00<00:02,   78.19it/s]
+ 38%|███▊      | Repairing epochs : 74/197 [00:01<00:02,   46.33it/s]
 
 
- 19%|█▉        | Repairing epochs : 37/197 [00:00<00:02,   77.80it/s]
+ 38%|███▊      | Repairing epochs : 75/197 [00:01<00:02,   46.13it/s]
 
 
- 20%|█▉        | Repairing epochs : 39/197 [00:00<00:02,   77.56it/s]
+ 39%|███▊      | Repairing epochs : 76/197 [00:01<00:02,   45.54it/s]
 
 
- 21%|██        | Repairing epochs : 41/197 [00:00<00:02,   77.71it/s]
+ 39%|███▉      | Repairing epochs : 77/197 [00:01<00:02,   43.07it/s]
 
 
- 22%|██▏       | Repairing epochs : 43/197 [00:00<00:01,   77.21it/s]
+ 40%|███▉      | Repairing epochs : 78/197 [00:01<00:02,   41.10it/s]
 
 
- 23%|██▎       | Repairing epochs : 45/197 [00:00<00:01,   77.20it/s]
+ 40%|████      | Repairing epochs : 79/197 [00:01<00:02,   41.24it/s]
 
 
- 24%|██▍       | Repairing epochs : 47/197 [00:00<00:01,   79.01it/s]
+ 41%|████      | Repairing epochs : 80/197 [00:01<00:02,   41.37it/s]
 
 
- 25%|██▍       | Repairing epochs : 49/197 [00:00<00:01,   78.74it/s]
+ 41%|████      | Repairing epochs : 81/197 [00:01<00:02,   41.21it/s]
 
 
- 26%|██▌       | Repairing epochs : 51/197 [00:00<00:01,   80.31it/s]
+ 42%|████▏     | Repairing epochs : 82/197 [00:01<00:02,   41.27it/s]
 
 
- 27%|██▋       | Repairing epochs : 53/197 [00:00<00:01,   80.08it/s]
+ 42%|████▏     | Repairing epochs : 83/197 [00:01<00:02,   41.32it/s]
 
 
- 28%|██▊       | Repairing epochs : 55/197 [00:00<00:01,   79.73it/s]
+ 43%|████▎     | Repairing epochs : 84/197 [00:01<00:02,   41.61it/s]
 
 
- 29%|██▉       | Repairing epochs : 57/197 [00:00<00:01,   79.83it/s]
+ 43%|████▎     | Repairing epochs : 85/197 [00:01<00:02,   41.89it/s]
 
 
- 30%|██▉       | Repairing epochs : 59/197 [00:00<00:01,   79.51it/s]
+ 44%|████▎     | Repairing epochs : 86/197 [00:01<00:02,   42.18it/s]
 
 
- 31%|███       | Repairing epochs : 61/197 [00:00<00:01,   80.20it/s]
+ 44%|████▍     | Repairing epochs : 87/197 [00:02<00:02,   41.44it/s]
 
 
- 32%|███▏      | Repairing epochs : 63/197 [00:00<00:01,   81.48it/s]
+ 45%|████▍     | Repairing epochs : 88/197 [00:02<00:02,   41.04it/s]
 
 
- 33%|███▎      | Repairing epochs : 65/197 [00:00<00:01,   81.24it/s]
+ 46%|████▌     | Repairing epochs : 90/197 [00:02<00:02,   43.54it/s]
 
 
- 34%|███▍      | Repairing epochs : 67/197 [00:00<00:01,   80.85it/s]
+ 46%|████▌     | Repairing epochs : 91/197 [00:02<00:02,   43.53it/s]
 
 
- 35%|███▌      | Repairing epochs : 69/197 [00:00<00:01,   80.75it/s]
+ 47%|████▋     | Repairing epochs : 92/197 [00:02<00:02,   43.61it/s]
 
 
- 37%|███▋      | Repairing epochs : 72/197 [00:00<00:01,   83.53it/s]
+ 47%|████▋     | Repairing epochs : 93/197 [00:02<00:02,   43.36it/s]
 
 
- 38%|███▊      | Repairing epochs : 74/197 [00:00<00:01,   83.10it/s]
+ 48%|████▊     | Repairing epochs : 94/197 [00:02<00:02,   43.42it/s]
 
 
- 39%|███▊      | Repairing epochs : 76/197 [00:00<00:01,   82.59it/s]
+ 48%|████▊     | Repairing epochs : 95/197 [00:02<00:02,   43.44it/s]
 
 
- 40%|███▉      | Repairing epochs : 78/197 [00:00<00:01,   81.89it/s]
+ 49%|████▊     | Repairing epochs : 96/197 [00:02<00:02,   43.44it/s]
 
 
- 41%|████      | Repairing epochs : 80/197 [00:00<00:01,   81.45it/s]
+ 49%|████▉     | Repairing epochs : 97/197 [00:02<00:02,   43.54it/s]
 
 
- 42%|████▏     | Repairing epochs : 82/197 [00:01<00:01,   79.29it/s]
+ 50%|████▉     | Repairing epochs : 98/197 [00:02<00:02,   43.57it/s]
 
 
- 43%|████▎     | Repairing epochs : 84/197 [00:01<00:01,   79.00it/s]
+ 50%|█████     | Repairing epochs : 99/197 [00:02<00:02,   43.55it/s]
 
 
- 44%|████▎     | Repairing epochs : 86/197 [00:01<00:01,   78.76it/s]
+ 51%|█████     | Repairing epochs : 100/197 [00:02<00:02,   43.05it/s]
 
 
- 45%|████▍     | Repairing epochs : 88/197 [00:01<00:01,   78.41it/s]
+ 51%|█████▏    | Repairing epochs : 101/197 [00:02<00:02,   41.13it/s]
 
 
- 46%|████▌     | Repairing epochs : 91/197 [00:01<00:01,   80.92it/s]
+ 52%|█████▏    | Repairing epochs : 102/197 [00:02<00:02,   39.43it/s]
 
 
- 47%|████▋     | Repairing epochs : 93/197 [00:01<00:01,   80.58it/s]
+ 53%|█████▎    | Repairing epochs : 104/197 [00:02<00:02,   40.31it/s]
 
 
- 48%|████▊     | Repairing epochs : 95/197 [00:01<00:01,   80.46it/s]
+ 53%|█████▎    | Repairing epochs : 105/197 [00:02<00:02,   40.40it/s]
 
 
- 49%|████▉     | Repairing epochs : 97/197 [00:01<00:01,   80.40it/s]
+ 54%|█████▍    | Repairing epochs : 106/197 [00:02<00:02,   40.39it/s]
 
 
- 50%|█████     | Repairing epochs : 99/197 [00:01<00:01,   80.30it/s]
+ 55%|█████▍    | Repairing epochs : 108/197 [00:02<00:02,   41.78it/s]
 
 
- 51%|█████▏    | Repairing epochs : 101/197 [00:01<00:01,   80.05it/s]
+ 55%|█████▌    | Repairing epochs : 109/197 [00:02<00:02,   41.83it/s]
 
 
- 52%|█████▏    | Repairing epochs : 103/197 [00:01<00:01,   81.24it/s]
+ 56%|█████▌    | Repairing epochs : 110/197 [00:02<00:02,   41.77it/s]
 
 
- 53%|█████▎    | Repairing epochs : 105/197 [00:01<00:01,   80.70it/s]
+ 56%|█████▋    | Repairing epochs : 111/197 [00:02<00:02,   41.82it/s]
 
 
- 54%|█████▍    | Repairing epochs : 107/197 [00:01<00:01,   81.61it/s]
+ 57%|█████▋    | Repairing epochs : 112/197 [00:02<00:02,   41.41it/s]
 
 
- 55%|█████▍    | Repairing epochs : 108/197 [00:01<00:01,   80.19it/s]
+ 57%|█████▋    | Repairing epochs : 113/197 [00:02<00:02,   39.40it/s]
 
 
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+ 58%|█████▊    | Repairing epochs : 114/197 [00:02<00:02,   39.04it/s]
 
 
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+ 58%|█████▊    | Repairing epochs : 115/197 [00:02<00:02,   39.17it/s]
 
 
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+ 59%|█████▉    | Repairing epochs : 116/197 [00:02<00:02,   37.58it/s]
 
 
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+ 59%|█████▉    | Repairing epochs : 117/197 [00:02<00:02,   38.26it/s]
 
 
- 59%|█████▉    | Repairing epochs : 116/197 [00:01<00:01,   74.79it/s]
+ 60%|█████▉    | Repairing epochs : 118/197 [00:02<00:02,   38.10it/s]
 
 
- 60%|█████▉    | Repairing epochs : 118/197 [00:01<00:01,   72.94it/s]
+ 60%|██████    | Repairing epochs : 119/197 [00:02<00:02,   38.35it/s]
 
 
- 60%|██████    | Repairing epochs : 119/197 [00:01<00:01,   71.16it/s]
+ 61%|██████    | Repairing epochs : 120/197 [00:02<00:02,   36.84it/s]
 
 
- 61%|██████    | Repairing epochs : 120/197 [00:01<00:01,   69.19it/s]
+ 61%|██████▏   | Repairing epochs : 121/197 [00:02<00:02,   36.04it/s]
 
 
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+ 62%|██████▏   | Repairing epochs : 122/197 [00:02<00:02,   36.37it/s]
 
 
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@@ -13721,48 +18736,48 @@
 
 
 
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+ 10%|█         | Fold : 1/10 [00:00<00:02,    4.25it/s]
 
 
 
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+100%|██████████| Fold : 10/10 [00:02<00:00,    4.93it/s]
 
 
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+100%|██████████| n_interp : 3/3 [00:24<00:00,    8.08s/it]
 
 
 
@@ -13774,335 +18789,542 @@
   0%|          | Repairing epochs : 0/197 [00:00<?,       ?it/s]
 
 
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- 96%|█████████▋| Repairing epochs : 190/197 [00:02<00:00,   64.27it/s]
+ 97%|█████████▋| Repairing epochs : 192/197 [00:04<00:00,   39.05it/s]
 
 
- 97%|█████████▋| Repairing epochs : 191/197 [00:02<00:00,   64.12it/s]
+ 98%|█████████▊| Repairing epochs : 193/197 [00:04<00:00,   39.37it/s]
 
 
- 97%|█████████▋| Repairing epochs : 192/197 [00:02<00:00,   61.99it/s]
+ 98%|█████████▊| Repairing epochs : 194/197 [00:04<00:00,   39.59it/s]
 
 
- 98%|█████████▊| Repairing epochs : 193/197 [00:02<00:00,   60.67it/s]
+ 99%|█████████▉| Repairing epochs : 195/197 [00:04<00:00,   39.68it/s]
 
 
- 99%|█████████▉| Repairing epochs : 195/197 [00:02<00:00,   61.35it/s]
+ 99%|█████████▉| Repairing epochs : 196/197 [00:04<00:00,   39.73it/s]
 
 
-100%|██████████| Repairing epochs : 197/197 [00:02<00:00,   62.19it/s]
-100%|██████████| Repairing epochs : 197/197 [00:02<00:00,   71.83it/s]
+100%|██████████| Repairing epochs : 197/197 [00:04<00:00,   39.84it/s]
+100%|██████████| Repairing epochs : 197/197 [00:04<00:00,   42.29it/s]
 No bad epochs were found for your data. Returning a copy of the data you wanted to clean. Interpolation may have been done.
 
@@ -14179,7 +19401,7 @@ <Figure size 640x300 with 2 Axes>
-

Total running time of the script: (3 minutes 6.021 seconds)

+

Total running time of the script: (4 minutes 21.923 seconds)