From 3356e5c3a43c30e84f8af39d67149d908ec8e28d Mon Sep 17 00:00:00 2001
From: Circle Ci <circle@autoreject.com>
Date: Sun, 27 Aug 2023 09:26:59 +0000
Subject: [PATCH] doc updates [skip ci]

---
 dev/.buildinfo                                |    2 +-
 .../auto_examples_python.zip                  |  Bin 33891 -> 33886 bytes
 .../auto_examples_jupyter.zip                 |  Bin 54778 -> 54773 bytes
 .../plot_autoreject_workflow.py               |    2 +-
 .../plot_autoreject_workflow.ipynb            |    2 +-
 dev/_modules/autoreject/autoreject.html       |    2 +-
 dev/_modules/autoreject/ransac.html           |    2 +-
 dev/_modules/autoreject/utils.html            |    2 +-
 dev/_modules/index.html                       |    2 +-
 dev/api.html                                  |    2 +-
 dev/auto_examples/index.html                  |    2 +-
 dev/auto_examples/plot_auto_repair.html       | 1534 ++++++++---------
 .../plot_autoreject_workflow.html             | 1180 ++++++-------
 .../plot_channel_thresholds.html              |  412 ++---
 .../plot_estimate_global_reject.html          |    4 +-
 dev/auto_examples/plot_global_reject.html     |    4 +-
 dev/auto_examples/plot_ransac.html            |  260 +--
 .../plot_visualize_bad_epochs.html            | 1454 ++++++++--------
 dev/auto_examples/sg_execution_times.html     |   18 +-
 dev/explanation.html                          |    2 +-
 dev/faq.html                                  |    2 +-
 dev/generated/autoreject.AutoReject.html      |    2 +-
 dev/generated/autoreject.Ransac.html          |    2 +-
 dev/generated/autoreject.RejectLog.html       |    2 +-
 .../autoreject.compute_thresholds.html        |    2 +-
 .../autoreject.get_rejection_threshold.html   |    2 +-
 .../autoreject.read_auto_reject.html          |    2 +-
 dev/generated/autoreject.read_reject_log.html |    2 +-
 ...oreject.utils.set_matplotlib_defaults.html |    2 +-
 .../autoreject.validation_curve.html          |    2 +-
 dev/genindex.html                             |    2 +-
 dev/index.html                                |    2 +-
 dev/py-modindex.html                          |    2 +-
 dev/search.html                               |    2 +-
 dev/searchindex.js                            |    2 +-
 dev/whats_new.html                            |    2 +-
 36 files changed, 2460 insertions(+), 2458 deletions(-)

diff --git a/dev/.buildinfo b/dev/.buildinfo
index 4787c47..da42637 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: 50f115c9560a6ad0e98ae52132b7b316
+config: 06a9b41a3fa209400455f1f47e8b03e4
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index 524b539cc580f508f20b656b121a21f80fd25c12..c24b918dfe978d299573de17ce861ac07d368cbc 100644
GIT binary patch
delta 319
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delta 361
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diff --git a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
index aa7163e4a5cc95f1b0ac0c32e40bdda610a21dd3..7051bae1477ce6f165a6dcd07f51903b3eabb5b6 100644
GIT binary patch
delta 250
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NpS-Hg_V_Z$XaI{~Q+NOX

delta 325
zcmeymn)%miX6XQLW)=|!5b)@b3|HTo9vyDZzyQK>lliVFZnQbUD4CR)qL5mUpPW&w
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HGDrphfCOK}

diff --git a/dev/_downloads/85c2c90b959d98328ef38b4615114365/plot_autoreject_workflow.py b/dev/_downloads/85c2c90b959d98328ef38b4615114365/plot_autoreject_workflow.py
index 277e865..56a9462 100644
--- a/dev/_downloads/85c2c90b959d98328ef38b4615114365/plot_autoreject_workflow.py
+++ b/dev/_downloads/85c2c90b959d98328ef38b4615114365/plot_autoreject_workflow.py
@@ -10,7 +10,7 @@
 other preprocessing steps to use in combination.
 
 **tldr**: We recommend that you first highpass filter the data,
-then run autoreject (local) and supply the bad epochs detected by it
+then run autoreject (local) and supply the artifact-free epochs
 to the ICA algorithm for a robust fit, and finally run
 autoreject (local) again.
 """
diff --git a/dev/_downloads/88aa0ebf52f0f32e2f92cc901577e2ba/plot_autoreject_workflow.ipynb b/dev/_downloads/88aa0ebf52f0f32e2f92cc901577e2ba/plot_autoreject_workflow.ipynb
index 1cf2690..db48370 100644
--- a/dev/_downloads/88aa0ebf52f0f32e2f92cc901577e2ba/plot_autoreject_workflow.ipynb
+++ b/dev/_downloads/88aa0ebf52f0f32e2f92cc901577e2ba/plot_autoreject_workflow.ipynb
@@ -4,7 +4,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "\n\n# Preprocessing workflow with ``autoreject`` and ICA\nThis example demonstrates how to visualize data when preprocessing\nwith :mod:`autoreject` and discusses decisions about when and which\nother preprocessing steps to use in combination.\n\n**tldr**: We recommend that you first highpass filter the data,\nthen run autoreject (local) and supply the bad epochs detected by it\nto the ICA algorithm for a robust fit, and finally run\nautoreject (local) again.\n"
+        "\n\n# Preprocessing workflow with ``autoreject`` and ICA\nThis example demonstrates how to visualize data when preprocessing\nwith :mod:`autoreject` and discusses decisions about when and which\nother preprocessing steps to use in combination.\n\n**tldr**: We recommend that you first highpass filter the data,\nthen run autoreject (local) and supply the artifact-free epochs\nto the ICA algorithm for a robust fit, and finally run\nautoreject (local) again.\n"
       ]
     },
     {
diff --git a/dev/_modules/autoreject/autoreject.html b/dev/_modules/autoreject/autoreject.html
index ec44b32..a04d46d 100644
--- a/dev/_modules/autoreject/autoreject.html
+++ b/dev/_modules/autoreject/autoreject.html
@@ -1965,7 +1965,7 @@ <h1>Source code for autoreject.autoreject</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
   </p>
diff --git a/dev/_modules/autoreject/ransac.html b/dev/_modules/autoreject/ransac.html
index 6e16a84..95cea41 100644
--- a/dev/_modules/autoreject/ransac.html
+++ b/dev/_modules/autoreject/ransac.html
@@ -716,7 +716,7 @@ <h1>Source code for autoreject.ransac</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
   </p>
diff --git a/dev/_modules/autoreject/utils.html b/dev/_modules/autoreject/utils.html
index cadc439..af361c3 100644
--- a/dev/_modules/autoreject/utils.html
+++ b/dev/_modules/autoreject/utils.html
@@ -947,7 +947,7 @@ <h1>Source code for autoreject.utils</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
   </p>
diff --git a/dev/_modules/index.html b/dev/_modules/index.html
index 0d990c0..e1f387f 100644
--- a/dev/_modules/index.html
+++ b/dev/_modules/index.html
@@ -461,7 +461,7 @@ <h1>All modules for which code is available</h1>
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
   </p>
diff --git a/dev/api.html b/dev/api.html
index 666744b..8e4e4fe 100644
--- a/dev/api.html
+++ b/dev/api.html
@@ -575,7 +575,7 @@ <h2>Utilities<a class="headerlink" href="#utilities" title="Link to this heading
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/index.html b/dev/auto_examples/index.html
index 4fc2fa2..5937fdd 100644
--- a/dev/auto_examples/index.html
+++ b/dev/auto_examples/index.html
@@ -532,7 +532,7 @@
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/plot_auto_repair.html b/dev/auto_examples/plot_auto_repair.html
index c527c17..f73d2dd 100644
--- a/dev/auto_examples/plot_auto_repair.html
+++ b/dev/auto_examples/plot_auto_repair.html
@@ -548,531 +548,531 @@
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Running autoreject on ch_type=grad
 
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+100%|██████████| Computing thresholds ... : 204/204 [00:14&lt;00:00,   13.97it/s]
 
 
 
   0%|          | Repairing epochs : 0/72 [00:00&lt;?,       ?it/s]
 
 
-  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:00,   84.70it/s]
+  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:00,   86.54it/s]
 
 
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+ 17%|█▋        | Repairing epochs : 12/72 [00:00&lt;00:00,   87.03it/s]
 
 
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+ 19%|█▉        | Repairing epochs : 14/72 [00:00&lt;00:00,   87.01it/s]
 
 
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+ 33%|███▎      | Repairing epochs : 24/72 [00:00&lt;00:00,   86.94it/s]
 
 
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+ 44%|████▍     | Repairing epochs : 32/72 [00:00&lt;00:00,   86.69it/s]
 
 
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+ 50%|█████     | Repairing epochs : 36/72 [00:00&lt;00:00,   86.76it/s]
 
 
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+ 53%|█████▎    | Repairing epochs : 38/72 [00:00&lt;00:00,   86.82it/s]
 
 
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+ 56%|█████▌    | Repairing epochs : 40/72 [00:00&lt;00:00,   86.91it/s]
 
 
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+ 58%|█████▊    | Repairing epochs : 42/72 [00:00&lt;00:00,   86.94it/s]
 
 
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+ 61%|██████    | Repairing epochs : 44/72 [00:00&lt;00:00,   86.90it/s]
 
 
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+ 64%|██████▍   | Repairing epochs : 46/72 [00:00&lt;00:00,   86.86it/s]
 
 
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+ 67%|██████▋   | Repairing epochs : 48/72 [00:00&lt;00:00,   86.84it/s]
 
 
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+ 69%|██████▉   | Repairing epochs : 50/72 [00:00&lt;00:00,   86.82it/s]
 
 
- 72%|███████▏  | Repairing epochs : 52/72 [00:00&lt;00:00,   85.31it/s]
+ 72%|███████▏  | Repairing epochs : 52/72 [00:00&lt;00:00,   86.89it/s]
 
 
- 75%|███████▌  | Repairing epochs : 54/72 [00:00&lt;00:00,   85.30it/s]
+ 75%|███████▌  | Repairing epochs : 54/72 [00:00&lt;00:00,   86.89it/s]
 
 
- 78%|███████▊  | Repairing epochs : 56/72 [00:00&lt;00:00,   85.28it/s]
+ 78%|███████▊  | Repairing epochs : 56/72 [00:00&lt;00:00,   86.85it/s]
 
 
- 81%|████████  | Repairing epochs : 58/72 [00:00&lt;00:00,   85.19it/s]
+ 81%|████████  | Repairing epochs : 58/72 [00:00&lt;00:00,   86.88it/s]
 
 
- 83%|████████▎ | Repairing epochs : 60/72 [00:00&lt;00:00,   85.12it/s]
+ 83%|████████▎ | Repairing epochs : 60/72 [00:00&lt;00:00,   86.86it/s]
 
 
- 86%|████████▌ | Repairing epochs : 62/72 [00:00&lt;00:00,   85.09it/s]
+ 86%|████████▌ | Repairing epochs : 62/72 [00:00&lt;00:00,   86.85it/s]
 
 
- 89%|████████▉ | Repairing epochs : 64/72 [00:00&lt;00:00,   85.11it/s]
+ 89%|████████▉ | Repairing epochs : 64/72 [00:00&lt;00:00,   86.83it/s]
 
 
- 92%|█████████▏| Repairing epochs : 66/72 [00:00&lt;00:00,   85.14it/s]
+ 92%|█████████▏| Repairing epochs : 66/72 [00:00&lt;00:00,   86.74it/s]
 
 
- 94%|█████████▍| Repairing epochs : 68/72 [00:00&lt;00:00,   85.14it/s]
+ 94%|█████████▍| Repairing epochs : 68/72 [00:00&lt;00:00,   86.75it/s]
 
 
- 97%|█████████▋| Repairing epochs : 70/72 [00:00&lt;00:00,   85.15it/s]
+ 97%|█████████▋| Repairing epochs : 70/72 [00:00&lt;00:00,   86.71it/s]
 
 
-100%|██████████| Repairing epochs : 72/72 [00:00&lt;00:00,   85.18it/s]
-100%|██████████| Repairing epochs : 72/72 [00:00&lt;00:00,   85.18it/s]
+100%|██████████| Repairing epochs : 72/72 [00:00&lt;00:00,   86.60it/s]
+100%|██████████| Repairing epochs : 72/72 [00:00&lt;00:00,   86.68it/s]
 
 
   0%|          | n_interp : 0/3 [00:00&lt;?,       ?it/s]
@@ -1081,221 +1081,221 @@
   0%|          | Repairing epochs : 0/72 [00:00&lt;?,       ?it/s]
 
 
-  1%|▏         | Repairing epochs : 1/72 [00:00&lt;00:12,    5.76it/s]
+  1%|▏         | Repairing epochs : 1/72 [00:00&lt;00:14,    4.92it/s]
 
 
-  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:10,    6.56it/s]
+  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:11,    5.96it/s]
 
 
-  4%|▍         | Repairing epochs : 3/72 [00:00&lt;00:10,    6.89it/s]
+  4%|▍         | Repairing epochs : 3/72 [00:00&lt;00:10,    6.44it/s]
 
 
-  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:09,    7.06it/s]
+  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:10,    6.72it/s]
 
 
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+  7%|▋         | Repairing epochs : 5/72 [00:00&lt;00:09,    6.90it/s]
 
 
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+  8%|▊         | Repairing epochs : 6/72 [00:00&lt;00:09,    7.03it/s]
 
 
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+ 10%|▉         | Repairing epochs : 7/72 [00:00&lt;00:09,    7.11it/s]
 
 
- 11%|█         | Repairing epochs : 8/72 [00:01&lt;00:08,    7.33it/s]
+ 11%|█         | Repairing epochs : 8/72 [00:01&lt;00:08,    7.18it/s]
 
 
- 12%|█▎        | Repairing epochs : 9/72 [00:01&lt;00:08,    7.34it/s]
+ 12%|█▎        | Repairing epochs : 9/72 [00:01&lt;00:08,    7.24it/s]
 
 
- 14%|█▍        | Repairing epochs : 10/72 [00:01&lt;00:08,    7.35it/s]
+ 14%|█▍        | Repairing epochs : 10/72 [00:01&lt;00:08,    7.20it/s]
 
 
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+ 15%|█▌        | Repairing epochs : 11/72 [00:01&lt;00:08,    6.95it/s]
 
 
- 17%|█▋        | Repairing epochs : 12/72 [00:01&lt;00:08,    7.39it/s]
+ 17%|█▋        | Repairing epochs : 12/72 [00:01&lt;00:08,    6.83it/s]
 
 
- 18%|█▊        | Repairing epochs : 13/72 [00:01&lt;00:07,    7.40it/s]
+ 18%|█▊        | Repairing epochs : 13/72 [00:01&lt;00:08,    6.90it/s]
 
 
- 19%|█▉        | Repairing epochs : 14/72 [00:01&lt;00:07,    7.42it/s]
+ 19%|█▉        | Repairing epochs : 14/72 [00:02&lt;00:08,    6.96it/s]
 
 
- 21%|██        | Repairing epochs : 15/72 [00:02&lt;00:07,    7.40it/s]
+ 21%|██        | Repairing epochs : 15/72 [00:02&lt;00:08,    7.02it/s]
 
 
- 22%|██▏       | Repairing epochs : 16/72 [00:02&lt;00:07,    7.41it/s]
+ 22%|██▏       | Repairing epochs : 16/72 [00:02&lt;00:07,    7.07it/s]
 
 
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+ 24%|██▎       | Repairing epochs : 17/72 [00:02&lt;00:07,    7.12it/s]
 
 
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+ 25%|██▌       | Repairing epochs : 18/72 [00:02&lt;00:07,    7.16it/s]
 
 
- 26%|██▋       | Repairing epochs : 19/72 [00:02&lt;00:07,    7.00it/s]
+ 26%|██▋       | Repairing epochs : 19/72 [00:02&lt;00:07,    7.14it/s]
 
 
- 28%|██▊       | Repairing epochs : 20/72 [00:02&lt;00:07,    7.04it/s]
+ 28%|██▊       | Repairing epochs : 20/72 [00:02&lt;00:07,    6.98it/s]
 
 
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+ 29%|██▉       | Repairing epochs : 21/72 [00:03&lt;00:07,    6.84it/s]
 
 
- 31%|███       | Repairing epochs : 22/72 [00:03&lt;00:07,    7.10it/s]
+ 31%|███       | Repairing epochs : 22/72 [00:03&lt;00:07,    6.73it/s]
 
 
- 32%|███▏      | Repairing epochs : 23/72 [00:03&lt;00:06,    7.13it/s]
+ 32%|███▏      | Repairing epochs : 23/72 [00:03&lt;00:07,    6.80it/s]
 
 
- 33%|███▎      | Repairing epochs : 24/72 [00:03&lt;00:06,    7.15it/s]
+ 33%|███▎      | Repairing epochs : 24/72 [00:03&lt;00:07,    6.85it/s]
 
 
- 35%|███▍      | Repairing epochs : 25/72 [00:03&lt;00:06,    7.19it/s]
+ 35%|███▍      | Repairing epochs : 25/72 [00:03&lt;00:06,    6.90it/s]
 
 
- 36%|███▌      | Repairing epochs : 26/72 [00:03&lt;00:06,    7.22it/s]
+ 36%|███▌      | Repairing epochs : 26/72 [00:03&lt;00:06,    6.94it/s]
 
 
- 38%|███▊      | Repairing epochs : 27/72 [00:03&lt;00:06,    7.25it/s]
+ 38%|███▊      | Repairing epochs : 27/72 [00:03&lt;00:06,    6.96it/s]
 
 
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+ 39%|███▉      | Repairing epochs : 28/72 [00:04&lt;00:06,    6.95it/s]
 
 
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+ 58%|█████▊    | Repairing epochs : 42/72 [00:06&lt;00:04,    6.84it/s]
 
 
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+ 67%|██████▋   | Repairing epochs : 48/72 [00:06&lt;00:03,    6.92it/s]
 
 
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+ 68%|██████▊   | Repairing epochs : 49/72 [00:07&lt;00:03,    6.91it/s]
 
 
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+ 71%|███████   | Repairing epochs : 51/72 [00:07&lt;00:03,    6.87it/s]
 
 
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+ 74%|███████▎  | Repairing epochs : 53/72 [00:07&lt;00:02,    6.94it/s]
 
 
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+ 79%|███████▉  | Repairing epochs : 57/72 [00:08&lt;00:02,    7.07it/s]
 
 
- 81%|████████  | Repairing epochs : 58/72 [00:07&lt;00:01,    7.51it/s]
+ 81%|████████  | Repairing epochs : 58/72 [00:08&lt;00:01,    7.10it/s]
 
 
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+ 82%|████████▏ | Repairing epochs : 59/72 [00:08&lt;00:01,    7.13it/s]
 
 
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+ 83%|████████▎ | Repairing epochs : 60/72 [00:08&lt;00:01,    7.15it/s]
 
 
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+ 86%|████████▌ | Repairing epochs : 62/72 [00:08&lt;00:01,    7.20it/s]
 
 
- 88%|████████▊ | Repairing epochs : 63/72 [00:08&lt;00:01,    7.53it/s]
+ 88%|████████▊ | Repairing epochs : 63/72 [00:08&lt;00:01,    7.22it/s]
 
 
- 89%|████████▉ | Repairing epochs : 64/72 [00:08&lt;00:01,    7.54it/s]
+ 89%|████████▉ | Repairing epochs : 64/72 [00:09&lt;00:01,    7.25it/s]
 
 
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+ 90%|█████████ | Repairing epochs : 65/72 [00:09&lt;00:00,    7.27it/s]
 
 
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+ 92%|█████████▏| Repairing epochs : 66/72 [00:09&lt;00:00,    7.29it/s]
 
 
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+ 93%|█████████▎| Repairing epochs : 67/72 [00:09&lt;00:00,    7.26it/s]
 
 
- 94%|█████████▍| Repairing epochs : 68/72 [00:09&lt;00:00,    7.55it/s]
+ 94%|█████████▍| Repairing epochs : 68/72 [00:09&lt;00:00,    7.15it/s]
 
 
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+ 96%|█████████▌| Repairing epochs : 69/72 [00:09&lt;00:00,    7.09it/s]
 
 
- 97%|█████████▋| Repairing epochs : 70/72 [00:09&lt;00:00,    7.54it/s]
+ 97%|█████████▋| Repairing epochs : 70/72 [00:09&lt;00:00,    7.11it/s]
 
 
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+ 99%|█████████▊| Repairing epochs : 71/72 [00:10&lt;00:00,    7.10it/s]
 
 
-100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.55it/s]
-100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.42it/s]
+100%|██████████| Repairing epochs : 72/72 [00:10&lt;00:00,    7.01it/s]
+100%|██████████| Repairing epochs : 72/72 [00:10&lt;00:00,    7.00it/s]
 
 
 
@@ -1304,267 +1304,267 @@
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:01,    5.53it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:01,    5.11it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:01,    5.90it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:01,    5.86it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:01,    6.17it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:01,    6.22it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,    6.31it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,    6.44it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,    6.40it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,    6.56it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,    6.44it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,    6.63it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:01&lt;00:00,    6.46it/s]
+ 70%|███████   | Fold : 7/10 [00:01&lt;00:00,    6.67it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    6.47it/s]
+ 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    6.69it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    6.50it/s]
+ 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    6.70it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.47it/s]
-100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.44it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.73it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.68it/s]
 
 
- 33%|███▎      | n_interp : 1/3 [00:11&lt;00:23,   11.53s/it]
+ 33%|███▎      | n_interp : 1/3 [00:12&lt;00:24,   12.05s/it]
 
 
   0%|          | Repairing epochs : 0/72 [00:00&lt;?,       ?it/s]
 
 
-  1%|▏         | Repairing epochs : 1/72 [00:00&lt;00:08,    8.10it/s]
+  1%|▏         | Repairing epochs : 1/72 [00:00&lt;00:08,    8.33it/s]
 
 
-  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:10,    6.87it/s]
+  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:10,    6.72it/s]
 
 
-  4%|▍         | Repairing epochs : 3/72 [00:00&lt;00:09,    7.16it/s]
+  4%|▍         | Repairing epochs : 3/72 [00:00&lt;00:10,    6.33it/s]
 
 
-  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:09,    7.31it/s]
+  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:11,    6.12it/s]
 
 
-  7%|▋         | Repairing epochs : 5/72 [00:00&lt;00:09,    7.39it/s]
+  7%|▋         | Repairing epochs : 5/72 [00:00&lt;00:11,    6.02it/s]
 
 
-  8%|▊         | Repairing epochs : 6/72 [00:00&lt;00:09,    7.33it/s]
+  8%|▊         | Repairing epochs : 6/72 [00:00&lt;00:10,    6.27it/s]
 
 
- 10%|▉         | Repairing epochs : 7/72 [00:00&lt;00:09,    7.07it/s]
+ 10%|▉         | Repairing epochs : 7/72 [00:01&lt;00:10,    6.48it/s]
 
 
- 11%|█         | Repairing epochs : 8/72 [00:01&lt;00:08,    7.15it/s]
+ 11%|█         | Repairing epochs : 8/72 [00:01&lt;00:09,    6.64it/s]
 
 
- 12%|█▎        | Repairing epochs : 9/72 [00:01&lt;00:08,    7.21it/s]
+ 12%|█▎        | Repairing epochs : 9/72 [00:01&lt;00:09,    6.78it/s]
 
 
- 14%|█▍        | Repairing epochs : 10/72 [00:01&lt;00:08,    7.27it/s]
+ 14%|█▍        | Repairing epochs : 10/72 [00:01&lt;00:09,    6.88it/s]
 
 
- 15%|█▌        | Repairing epochs : 11/72 [00:01&lt;00:08,    7.32it/s]
+ 15%|█▌        | Repairing epochs : 11/72 [00:01&lt;00:08,    6.97it/s]
 
 
- 17%|█▋        | Repairing epochs : 12/72 [00:01&lt;00:08,    7.36it/s]
+ 17%|█▋        | Repairing epochs : 12/72 [00:01&lt;00:08,    6.98it/s]
 
 
- 18%|█▊        | Repairing epochs : 13/72 [00:01&lt;00:07,    7.39it/s]
+ 18%|█▊        | Repairing epochs : 13/72 [00:01&lt;00:08,    6.81it/s]
 
 
- 19%|█▉        | Repairing epochs : 14/72 [00:01&lt;00:07,    7.42it/s]
+ 19%|█▉        | Repairing epochs : 14/72 [00:02&lt;00:08,    6.68it/s]
 
 
- 21%|██        | Repairing epochs : 15/72 [00:02&lt;00:07,    7.40it/s]
+ 21%|██        | Repairing epochs : 15/72 [00:02&lt;00:08,    6.57it/s]
 
 
- 22%|██▏       | Repairing epochs : 16/72 [00:02&lt;00:07,    7.42it/s]
+ 22%|██▏       | Repairing epochs : 16/72 [00:02&lt;00:08,    6.66it/s]
 
 
- 24%|██▎       | Repairing epochs : 17/72 [00:02&lt;00:07,    7.44it/s]
+ 24%|██▎       | Repairing epochs : 17/72 [00:02&lt;00:08,    6.74it/s]
 
 
- 25%|██▌       | Repairing epochs : 18/72 [00:02&lt;00:07,    7.46it/s]
+ 25%|██▌       | Repairing epochs : 18/72 [00:02&lt;00:07,    6.82it/s]
 
 
- 26%|██▋       | Repairing epochs : 19/72 [00:02&lt;00:07,    7.49it/s]
+ 26%|██▋       | Repairing epochs : 19/72 [00:02&lt;00:07,    6.89it/s]
 
 
- 28%|██▊       | Repairing epochs : 20/72 [00:02&lt;00:06,    7.50it/s]
+ 28%|██▊       | Repairing epochs : 20/72 [00:02&lt;00:07,    6.95it/s]
 
 
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+ 29%|██▉       | Repairing epochs : 21/72 [00:03&lt;00:07,    7.01it/s]
 
 
- 31%|███       | Repairing epochs : 22/72 [00:02&lt;00:06,    7.52it/s]
+ 31%|███       | Repairing epochs : 22/72 [00:03&lt;00:07,    7.03it/s]
 
 
- 32%|███▏      | Repairing epochs : 23/72 [00:03&lt;00:06,    7.52it/s]
+ 32%|███▏      | Repairing epochs : 23/72 [00:03&lt;00:06,    7.08it/s]
 
 
- 33%|███▎      | Repairing epochs : 24/72 [00:03&lt;00:06,    7.53it/s]
+ 33%|███▎      | Repairing epochs : 24/72 [00:03&lt;00:06,    7.12it/s]
 
 
- 35%|███▍      | Repairing epochs : 25/72 [00:03&lt;00:06,    7.55it/s]
+ 35%|███▍      | Repairing epochs : 25/72 [00:03&lt;00:06,    7.16it/s]
 
 
- 36%|███▌      | Repairing epochs : 26/72 [00:03&lt;00:06,    7.56it/s]
+ 36%|███▌      | Repairing epochs : 26/72 [00:03&lt;00:06,    7.20it/s]
 
 
- 38%|███▊      | Repairing epochs : 27/72 [00:03&lt;00:05,    7.57it/s]
+ 38%|███▊      | Repairing epochs : 27/72 [00:03&lt;00:06,    7.23it/s]
 
 
- 39%|███▉      | Repairing epochs : 28/72 [00:03&lt;00:05,    7.58it/s]
+ 39%|███▉      | Repairing epochs : 28/72 [00:03&lt;00:06,    7.26it/s]
 
 
- 40%|████      | Repairing epochs : 29/72 [00:03&lt;00:05,    7.58it/s]
+ 40%|████      | Repairing epochs : 29/72 [00:04&lt;00:05,    7.29it/s]
 
 
- 42%|████▏     | Repairing epochs : 30/72 [00:03&lt;00:05,    7.59it/s]
+ 42%|████▏     | Repairing epochs : 30/72 [00:04&lt;00:05,    7.32it/s]
 
 
- 43%|████▎     | Repairing epochs : 31/72 [00:04&lt;00:05,    7.60it/s]
+ 43%|████▎     | Repairing epochs : 31/72 [00:04&lt;00:05,    7.34it/s]
 
 
- 44%|████▍     | Repairing epochs : 32/72 [00:04&lt;00:05,    7.61it/s]
+ 44%|████▍     | Repairing epochs : 32/72 [00:04&lt;00:05,    7.36it/s]
 
 
- 46%|████▌     | Repairing epochs : 33/72 [00:04&lt;00:05,    7.62it/s]
+ 46%|████▌     | Repairing epochs : 33/72 [00:04&lt;00:05,    7.38it/s]
 
 
- 47%|████▋     | Repairing epochs : 34/72 [00:04&lt;00:04,    7.63it/s]
+ 47%|████▋     | Repairing epochs : 34/72 [00:04&lt;00:05,    7.39it/s]
 
 
- 49%|████▊     | Repairing epochs : 35/72 [00:04&lt;00:04,    7.63it/s]
+ 49%|████▊     | Repairing epochs : 35/72 [00:04&lt;00:05,    7.39it/s]
 
 
- 50%|█████     | Repairing epochs : 36/72 [00:04&lt;00:04,    7.64it/s]
+ 50%|█████     | Repairing epochs : 36/72 [00:05&lt;00:04,    7.40it/s]
 
 
- 51%|█████▏    | Repairing epochs : 37/72 [00:04&lt;00:04,    7.64it/s]
+ 51%|█████▏    | Repairing epochs : 37/72 [00:05&lt;00:04,    7.41it/s]
 
 
- 53%|█████▎    | Repairing epochs : 38/72 [00:05&lt;00:04,    7.64it/s]
+ 53%|█████▎    | Repairing epochs : 38/72 [00:05&lt;00:04,    7.42it/s]
 
 
- 54%|█████▍    | Repairing epochs : 39/72 [00:05&lt;00:04,    7.65it/s]
+ 54%|█████▍    | Repairing epochs : 39/72 [00:05&lt;00:04,    7.44it/s]
 
 
- 56%|█████▌    | Repairing epochs : 40/72 [00:05&lt;00:04,    7.65it/s]
+ 56%|█████▌    | Repairing epochs : 40/72 [00:05&lt;00:04,    7.45it/s]
 
 
- 57%|█████▋    | Repairing epochs : 41/72 [00:05&lt;00:04,    7.66it/s]
+ 57%|█████▋    | Repairing epochs : 41/72 [00:05&lt;00:04,    7.47it/s]
 
 
- 58%|█████▊    | Repairing epochs : 42/72 [00:05&lt;00:03,    7.66it/s]
+ 58%|█████▊    | Repairing epochs : 42/72 [00:05&lt;00:04,    7.48it/s]
 
 
- 60%|█████▉    | Repairing epochs : 43/72 [00:05&lt;00:03,    7.66it/s]
+ 60%|█████▉    | Repairing epochs : 43/72 [00:05&lt;00:03,    7.49it/s]
 
 
- 61%|██████    | Repairing epochs : 44/72 [00:05&lt;00:03,    7.66it/s]
+ 61%|██████    | Repairing epochs : 44/72 [00:06&lt;00:03,    7.50it/s]
 
 
- 62%|██████▎   | Repairing epochs : 45/72 [00:05&lt;00:03,    7.66it/s]
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+ 65%|██████▌   | Repairing epochs : 47/72 [00:06&lt;00:03,    7.54it/s]
 
 
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+ 67%|██████▋   | Repairing epochs : 48/72 [00:06&lt;00:03,    7.55it/s]
 
 
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+ 68%|██████▊   | Repairing epochs : 49/72 [00:06&lt;00:03,    7.56it/s]
 
 
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+ 69%|██████▉   | Repairing epochs : 50/72 [00:06&lt;00:02,    7.57it/s]
 
 
- 71%|███████   | Repairing epochs : 51/72 [00:06&lt;00:02,    7.67it/s]
+ 71%|███████   | Repairing epochs : 51/72 [00:06&lt;00:02,    7.57it/s]
 
 
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+ 78%|███████▊  | Repairing epochs : 56/72 [00:07&lt;00:02,    7.61it/s]
 
 
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+ 79%|███████▉  | Repairing epochs : 57/72 [00:07&lt;00:01,    7.58it/s]
 
 
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+ 81%|████████  | Repairing epochs : 58/72 [00:07&lt;00:01,    7.45it/s]
 
 
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+ 86%|████████▌ | Repairing epochs : 62/72 [00:08&lt;00:01,    7.22it/s]
 
 
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+ 89%|████████▉ | Repairing epochs : 64/72 [00:08&lt;00:01,    7.02it/s]
 
 
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+ 90%|█████████ | Repairing epochs : 65/72 [00:09&lt;00:00,    7.06it/s]
 
 
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+ 92%|█████████▏| Repairing epochs : 66/72 [00:09&lt;00:00,    7.09it/s]
 
 
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+ 93%|█████████▎| Repairing epochs : 67/72 [00:09&lt;00:00,    7.12it/s]
 
 
- 94%|█████████▍| Repairing epochs : 68/72 [00:08&lt;00:00,    7.69it/s]
+ 94%|█████████▍| Repairing epochs : 68/72 [00:09&lt;00:00,    7.15it/s]
 
 
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+ 96%|█████████▌| Repairing epochs : 69/72 [00:09&lt;00:00,    7.18it/s]
 
 
- 97%|█████████▋| Repairing epochs : 70/72 [00:09&lt;00:00,    7.69it/s]
+ 97%|█████████▋| Repairing epochs : 70/72 [00:09&lt;00:00,    7.21it/s]
 
 
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+ 99%|█████████▊| Repairing epochs : 71/72 [00:09&lt;00:00,    7.24it/s]
 
 
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-100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.63it/s]
+100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.26it/s]
+100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.25it/s]
 
 
 
@@ -1573,267 +1573,267 @@
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:01,    5.66it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:01,    5.79it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:01,    6.09it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:01,    6.20it/s]
 
 
 
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+ 30%|███       | Fold : 3/10 [00:00&lt;00:01,    6.45it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,    6.42it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,    6.60it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,    6.46it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,    6.67it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,    6.47it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,    6.75it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:01&lt;00:00,    6.50it/s]
+ 70%|███████   | Fold : 7/10 [00:01&lt;00:00,    6.78it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    6.49it/s]
+ 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    6.77it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    6.49it/s]
+ 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    6.77it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.48it/s]
-100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.47it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.79it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    6.76it/s]
 
 
- 67%|██████▋   | n_interp : 2/3 [00:22&lt;00:11,   11.38s/it]
+ 67%|██████▋   | n_interp : 2/3 [00:23&lt;00:11,   11.85s/it]
 
 
   0%|          | Repairing epochs : 0/72 [00:00&lt;?,       ?it/s]
 
 
-  1%|▏         | Repairing epochs : 1/72 [00:00&lt;00:06,   10.53it/s]
+  1%|▏         | Repairing epochs : 1/72 [00:00&lt;00:07,    9.54it/s]
 
 
-  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:07,    8.84it/s]
+  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:09,    7.36it/s]
 
 
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+  4%|▍         | Repairing epochs : 3/72 [00:00&lt;00:09,    7.51it/s]
 
 
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+  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:08,    7.57it/s]
 
 
-  7%|▋         | Repairing epochs : 5/72 [00:00&lt;00:08,    8.09it/s]
+  7%|▋         | Repairing epochs : 5/72 [00:00&lt;00:08,    7.62it/s]
 
 
-  8%|▊         | Repairing epochs : 6/72 [00:00&lt;00:08,    8.02it/s]
+  8%|▊         | Repairing epochs : 6/72 [00:00&lt;00:08,    7.65it/s]
 
 
- 10%|▉         | Repairing epochs : 7/72 [00:00&lt;00:08,    7.97it/s]
+ 10%|▉         | Repairing epochs : 7/72 [00:00&lt;00:08,    7.67it/s]
 
 
- 11%|█         | Repairing epochs : 8/72 [00:01&lt;00:08,    7.93it/s]
+ 11%|█         | Repairing epochs : 8/72 [00:01&lt;00:08,    7.68it/s]
 
 
- 12%|█▎        | Repairing epochs : 9/72 [00:01&lt;00:07,    7.90it/s]
+ 12%|█▎        | Repairing epochs : 9/72 [00:01&lt;00:08,    7.69it/s]
 
 
- 14%|█▍        | Repairing epochs : 10/72 [00:01&lt;00:07,    7.88it/s]
+ 14%|█▍        | Repairing epochs : 10/72 [00:01&lt;00:08,    7.72it/s]
 
 
- 15%|█▌        | Repairing epochs : 11/72 [00:01&lt;00:07,    7.87it/s]
+ 15%|█▌        | Repairing epochs : 11/72 [00:01&lt;00:07,    7.75it/s]
 
 
- 17%|█▋        | Repairing epochs : 12/72 [00:01&lt;00:07,    7.86it/s]
+ 17%|█▋        | Repairing epochs : 12/72 [00:01&lt;00:07,    7.76it/s]
 
 
- 18%|█▊        | Repairing epochs : 13/72 [00:01&lt;00:07,    7.83it/s]
+ 18%|█▊        | Repairing epochs : 13/72 [00:01&lt;00:07,    7.75it/s]
 
 
- 19%|█▉        | Repairing epochs : 14/72 [00:01&lt;00:07,    7.82it/s]
+ 19%|█▉        | Repairing epochs : 14/72 [00:01&lt;00:07,    7.76it/s]
 
 
- 21%|██        | Repairing epochs : 15/72 [00:01&lt;00:07,    7.82it/s]
+ 21%|██        | Repairing epochs : 15/72 [00:01&lt;00:07,    7.78it/s]
 
 
- 22%|██▏       | Repairing epochs : 16/72 [00:02&lt;00:07,    7.83it/s]
+ 22%|██▏       | Repairing epochs : 16/72 [00:02&lt;00:07,    7.80it/s]
 
 
- 24%|██▎       | Repairing epochs : 17/72 [00:02&lt;00:07,    7.81it/s]
+ 24%|██▎       | Repairing epochs : 17/72 [00:02&lt;00:07,    7.80it/s]
 
 
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- 26%|██▋       | Repairing epochs : 19/72 [00:02&lt;00:06,    7.79it/s]
+ 26%|██▋       | Repairing epochs : 19/72 [00:02&lt;00:06,    7.80it/s]
 
 
- 28%|██▊       | Repairing epochs : 20/72 [00:02&lt;00:06,    7.79it/s]
+ 28%|██▊       | Repairing epochs : 20/72 [00:02&lt;00:06,    7.82it/s]
 
 
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+ 29%|██▉       | Repairing epochs : 21/72 [00:02&lt;00:06,    7.83it/s]
 
 
- 31%|███       | Repairing epochs : 22/72 [00:02&lt;00:06,    7.80it/s]
+ 31%|███       | Repairing epochs : 22/72 [00:02&lt;00:06,    7.78it/s]
 
 
- 32%|███▏      | Repairing epochs : 23/72 [00:02&lt;00:06,    7.80it/s]
+ 32%|███▏      | Repairing epochs : 23/72 [00:03&lt;00:06,    7.58it/s]
 
 
- 33%|███▎      | Repairing epochs : 24/72 [00:03&lt;00:06,    7.79it/s]
+ 33%|███▎      | Repairing epochs : 24/72 [00:03&lt;00:06,    7.60it/s]
 
 
- 35%|███▍      | Repairing epochs : 25/72 [00:03&lt;00:06,    7.80it/s]
+ 35%|███▍      | Repairing epochs : 25/72 [00:03&lt;00:06,    7.62it/s]
 
 
- 36%|███▌      | Repairing epochs : 26/72 [00:03&lt;00:05,    7.81it/s]
+ 36%|███▌      | Repairing epochs : 26/72 [00:03&lt;00:06,    7.62it/s]
 
 
- 38%|███▊      | Repairing epochs : 27/72 [00:03&lt;00:05,    7.80it/s]
+ 38%|███▊      | Repairing epochs : 27/72 [00:03&lt;00:05,    7.62it/s]
 
 
- 39%|███▉      | Repairing epochs : 28/72 [00:03&lt;00:05,    7.81it/s]
+ 39%|███▉      | Repairing epochs : 28/72 [00:03&lt;00:05,    7.63it/s]
 
 
- 40%|████      | Repairing epochs : 29/72 [00:03&lt;00:05,    7.80it/s]
+ 40%|████      | Repairing epochs : 29/72 [00:03&lt;00:05,    7.63it/s]
 
 
- 42%|████▏     | Repairing epochs : 30/72 [00:03&lt;00:05,    7.79it/s]
+ 42%|████▏     | Repairing epochs : 30/72 [00:03&lt;00:05,    7.63it/s]
 
 
- 43%|████▎     | Repairing epochs : 31/72 [00:03&lt;00:05,    7.78it/s]
+ 43%|████▎     | Repairing epochs : 31/72 [00:04&lt;00:05,    7.63it/s]
 
 
- 44%|████▍     | Repairing epochs : 32/72 [00:04&lt;00:05,    7.78it/s]
+ 44%|████▍     | Repairing epochs : 32/72 [00:04&lt;00:05,    7.63it/s]
 
 
- 46%|████▌     | Repairing epochs : 33/72 [00:04&lt;00:05,    7.73it/s]
+ 46%|████▌     | Repairing epochs : 33/72 [00:04&lt;00:05,    7.64it/s]
 
 
- 47%|████▋     | Repairing epochs : 34/72 [00:04&lt;00:05,    7.56it/s]
+ 47%|████▋     | Repairing epochs : 34/72 [00:04&lt;00:04,    7.64it/s]
 
 
- 49%|████▊     | Repairing epochs : 35/72 [00:04&lt;00:04,    7.46it/s]
+ 49%|████▊     | Repairing epochs : 35/72 [00:04&lt;00:04,    7.65it/s]
 
 
- 50%|█████     | Repairing epochs : 36/72 [00:04&lt;00:04,    7.45it/s]
+ 50%|█████     | Repairing epochs : 36/72 [00:04&lt;00:04,    7.65it/s]
 
 
- 51%|█████▏    | Repairing epochs : 37/72 [00:04&lt;00:04,    7.31it/s]
+ 51%|█████▏    | Repairing epochs : 37/72 [00:04&lt;00:04,    7.65it/s]
 
 
- 53%|█████▎    | Repairing epochs : 38/72 [00:05&lt;00:04,    7.22it/s]
+ 53%|█████▎    | Repairing epochs : 38/72 [00:04&lt;00:04,    7.60it/s]
 
 
- 54%|█████▍    | Repairing epochs : 39/72 [00:05&lt;00:04,    7.26it/s]
+ 54%|█████▍    | Repairing epochs : 39/72 [00:05&lt;00:04,    7.58it/s]
 
 
- 56%|█████▌    | Repairing epochs : 40/72 [00:05&lt;00:04,    7.29it/s]
+ 56%|█████▌    | Repairing epochs : 40/72 [00:05&lt;00:04,    7.56it/s]
 
 
- 57%|█████▋    | Repairing epochs : 41/72 [00:05&lt;00:04,    7.31it/s]
+ 57%|█████▋    | Repairing epochs : 41/72 [00:05&lt;00:04,    7.55it/s]
 
 
- 58%|█████▊    | Repairing epochs : 42/72 [00:05&lt;00:04,    7.34it/s]
+ 58%|█████▊    | Repairing epochs : 42/72 [00:05&lt;00:03,    7.55it/s]
 
 
- 60%|█████▉    | Repairing epochs : 43/72 [00:05&lt;00:03,    7.35it/s]
+ 60%|█████▉    | Repairing epochs : 43/72 [00:05&lt;00:03,    7.54it/s]
 
 
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+ 61%|██████    | Repairing epochs : 44/72 [00:05&lt;00:03,    7.53it/s]
 
 
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+ 62%|██████▎   | Repairing epochs : 45/72 [00:05&lt;00:03,    7.54it/s]
 
 
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+ 64%|██████▍   | Repairing epochs : 46/72 [00:06&lt;00:03,    7.56it/s]
 
 
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+ 65%|██████▌   | Repairing epochs : 47/72 [00:06&lt;00:03,    7.58it/s]
 
 
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+ 67%|██████▋   | Repairing epochs : 48/72 [00:06&lt;00:03,    7.60it/s]
 
 
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+ 68%|██████▊   | Repairing epochs : 49/72 [00:06&lt;00:03,    7.62it/s]
 
 
- 69%|██████▉   | Repairing epochs : 50/72 [00:06&lt;00:02,    7.51it/s]
+ 69%|██████▉   | Repairing epochs : 50/72 [00:06&lt;00:02,    7.63it/s]
 
 
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+ 71%|███████   | Repairing epochs : 51/72 [00:06&lt;00:02,    7.64it/s]
 
 
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+ 72%|███████▏  | Repairing epochs : 52/72 [00:06&lt;00:02,    7.66it/s]
 
 
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+ 74%|███████▎  | Repairing epochs : 53/72 [00:06&lt;00:02,    7.67it/s]
 
 
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+ 75%|███████▌  | Repairing epochs : 54/72 [00:07&lt;00:02,    7.69it/s]
 
 
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+ 76%|███████▋  | Repairing epochs : 55/72 [00:07&lt;00:02,    7.69it/s]
 
 
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+ 78%|███████▊  | Repairing epochs : 56/72 [00:07&lt;00:02,    7.70it/s]
 
 
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+ 79%|███████▉  | Repairing epochs : 57/72 [00:07&lt;00:01,    7.70it/s]
 
 
- 81%|████████  | Repairing epochs : 58/72 [00:07&lt;00:01,    7.58it/s]
+ 81%|████████  | Repairing epochs : 58/72 [00:07&lt;00:01,    7.72it/s]
 
 
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+ 82%|████████▏ | Repairing epochs : 59/72 [00:07&lt;00:01,    7.72it/s]
 
 
- 83%|████████▎ | Repairing epochs : 60/72 [00:07&lt;00:01,    7.61it/s]
+ 83%|████████▎ | Repairing epochs : 60/72 [00:07&lt;00:01,    7.73it/s]
 
 
- 85%|████████▍ | Repairing epochs : 61/72 [00:08&lt;00:01,    7.62it/s]
+ 85%|████████▍ | Repairing epochs : 61/72 [00:07&lt;00:01,    7.73it/s]
 
 
- 86%|████████▌ | Repairing epochs : 62/72 [00:08&lt;00:01,    7.63it/s]
+ 86%|████████▌ | Repairing epochs : 62/72 [00:08&lt;00:01,    7.74it/s]
 
 
- 88%|████████▊ | Repairing epochs : 63/72 [00:08&lt;00:01,    7.64it/s]
+ 88%|████████▊ | Repairing epochs : 63/72 [00:08&lt;00:01,    7.74it/s]
 
 
- 89%|████████▉ | Repairing epochs : 64/72 [00:08&lt;00:01,    7.66it/s]
+ 89%|████████▉ | Repairing epochs : 64/72 [00:08&lt;00:01,    7.75it/s]
 
 
- 90%|█████████ | Repairing epochs : 65/72 [00:08&lt;00:00,    7.68it/s]
+ 90%|█████████ | Repairing epochs : 65/72 [00:08&lt;00:00,    7.77it/s]
 
 
- 92%|█████████▏| Repairing epochs : 66/72 [00:08&lt;00:00,    7.68it/s]
+ 92%|█████████▏| Repairing epochs : 66/72 [00:08&lt;00:00,    7.77it/s]
 
 
- 93%|█████████▎| Repairing epochs : 67/72 [00:08&lt;00:00,    7.68it/s]
+ 93%|█████████▎| Repairing epochs : 67/72 [00:08&lt;00:00,    7.77it/s]
 
 
- 94%|█████████▍| Repairing epochs : 68/72 [00:08&lt;00:00,    7.50it/s]
+ 94%|█████████▍| Repairing epochs : 68/72 [00:08&lt;00:00,    7.62it/s]
 
 
- 96%|█████████▌| Repairing epochs : 69/72 [00:09&lt;00:00,    7.47it/s]
+ 96%|█████████▌| Repairing epochs : 69/72 [00:09&lt;00:00,    7.63it/s]
 
 
- 97%|█████████▋| Repairing epochs : 70/72 [00:09&lt;00:00,    7.36it/s]
+ 97%|█████████▋| Repairing epochs : 70/72 [00:09&lt;00:00,    7.65it/s]
 
 
- 99%|█████████▊| Repairing epochs : 71/72 [00:09&lt;00:00,    7.27it/s]
+ 99%|█████████▊| Repairing epochs : 71/72 [00:09&lt;00:00,    7.66it/s]
 
 
-100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.29it/s]
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+100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.66it/s]
+100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.67it/s]
 
 
 
@@ -1842,48 +1842,48 @@
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:01,    5.99it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:01,    6.21it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:01,    6.33it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:01,    6.72it/s]
 
 
 
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+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,    7.04it/s]
 
 
 
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+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,    7.23it/s]
 
 
 
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+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,    7.30it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,    6.92it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,    7.34it/s]
 
 
 
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+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,    7.37it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    6.98it/s]
+ 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    7.40it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    7.02it/s]
+ 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    7.45it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:01&lt;00:00,    7.06it/s]
-100%|██████████| Fold : 10/10 [00:01&lt;00:00,    7.01it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    7.47it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    7.43it/s]
 
 
-100%|██████████| n_interp : 3/3 [00:33&lt;00:00,   11.27s/it]
-100%|██████████| n_interp : 3/3 [00:33&lt;00:00,   11.28s/it]
+100%|██████████| n_interp : 3/3 [00:34&lt;00:00,   11.48s/it]
+100%|██████████| n_interp : 3/3 [00:34&lt;00:00,   11.50s/it]
 
 
 
@@ -1895,221 +1895,221 @@
   0%|          | Repairing epochs : 0/72 [00:00&lt;?,       ?it/s]
 
 
-  1%|▏         | Repairing epochs : 1/72 [00:00&lt;00:07,   10.03it/s]
+  1%|▏         | Repairing epochs : 1/72 [00:00&lt;00:08,    8.79it/s]
 
 
-  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:08,    8.73it/s]
+  3%|▎         | Repairing epochs : 2/72 [00:00&lt;00:09,    7.18it/s]
 
 
-  4%|▍         | Repairing epochs : 3/72 [00:00&lt;00:08,    8.33it/s]
+  4%|▍         | Repairing epochs : 3/72 [00:00&lt;00:09,    7.38it/s]
 
 
-  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:08,    8.16it/s]
+  6%|▌         | Repairing epochs : 4/72 [00:00&lt;00:09,    7.48it/s]
 
 
-  7%|▋         | Repairing epochs : 5/72 [00:00&lt;00:08,    8.05it/s]
+  7%|▋         | Repairing epochs : 5/72 [00:00&lt;00:08,    7.53it/s]
 
 
-  8%|▊         | Repairing epochs : 6/72 [00:00&lt;00:08,    8.01it/s]
+  8%|▊         | Repairing epochs : 6/72 [00:00&lt;00:08,    7.58it/s]
 
 
- 10%|▉         | Repairing epochs : 7/72 [00:00&lt;00:08,    7.95it/s]
+ 10%|▉         | Repairing epochs : 7/72 [00:00&lt;00:08,    7.62it/s]
 
 
- 11%|█         | Repairing epochs : 8/72 [00:01&lt;00:08,    7.91it/s]
+ 11%|█         | Repairing epochs : 8/72 [00:01&lt;00:08,    7.65it/s]
 
 
- 12%|█▎        | Repairing epochs : 9/72 [00:01&lt;00:08,    7.87it/s]
+ 12%|█▎        | Repairing epochs : 9/72 [00:01&lt;00:08,    7.67it/s]
 
 
- 14%|█▍        | Repairing epochs : 10/72 [00:01&lt;00:07,    7.85it/s]
+ 14%|█▍        | Repairing epochs : 10/72 [00:01&lt;00:08,    7.69it/s]
 
 
- 15%|█▌        | Repairing epochs : 11/72 [00:01&lt;00:07,    7.83it/s]
+ 15%|█▌        | Repairing epochs : 11/72 [00:01&lt;00:07,    7.70it/s]
 
 
- 17%|█▋        | Repairing epochs : 12/72 [00:01&lt;00:07,    7.81it/s]
+ 17%|█▋        | Repairing epochs : 12/72 [00:01&lt;00:07,    7.71it/s]
 
 
- 18%|█▊        | Repairing epochs : 13/72 [00:01&lt;00:07,    7.80it/s]
+ 18%|█▊        | Repairing epochs : 13/72 [00:01&lt;00:07,    7.72it/s]
 
 
- 19%|█▉        | Repairing epochs : 14/72 [00:01&lt;00:07,    7.77it/s]
+ 19%|█▉        | Repairing epochs : 14/72 [00:01&lt;00:07,    7.72it/s]
 
 
- 21%|██        | Repairing epochs : 15/72 [00:01&lt;00:07,    7.75it/s]
+ 21%|██        | Repairing epochs : 15/72 [00:01&lt;00:07,    7.73it/s]
 
 
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+ 24%|██▎       | Repairing epochs : 17/72 [00:02&lt;00:07,    7.74it/s]
 
 
- 25%|██▌       | Repairing epochs : 18/72 [00:02&lt;00:07,    7.70it/s]
+ 25%|██▌       | Repairing epochs : 18/72 [00:02&lt;00:06,    7.75it/s]
 
 
- 26%|██▋       | Repairing epochs : 19/72 [00:02&lt;00:06,    7.68it/s]
+ 26%|██▋       | Repairing epochs : 19/72 [00:02&lt;00:06,    7.75it/s]
 
 
- 28%|██▊       | Repairing epochs : 20/72 [00:02&lt;00:06,    7.68it/s]
+ 28%|██▊       | Repairing epochs : 20/72 [00:02&lt;00:06,    7.75it/s]
 
 
- 29%|██▉       | Repairing epochs : 21/72 [00:02&lt;00:06,    7.68it/s]
+ 29%|██▉       | Repairing epochs : 21/72 [00:02&lt;00:06,    7.76it/s]
 
 
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+ 31%|███       | Repairing epochs : 22/72 [00:02&lt;00:06,    7.76it/s]
 
 
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+ 32%|███▏      | Repairing epochs : 23/72 [00:02&lt;00:06,    7.75it/s]
 
 
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+ 33%|███▎      | Repairing epochs : 24/72 [00:03&lt;00:06,    7.75it/s]
 
 
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+ 35%|███▍      | Repairing epochs : 25/72 [00:03&lt;00:06,    7.76it/s]
 
 
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+ 36%|███▌      | Repairing epochs : 26/72 [00:03&lt;00:05,    7.76it/s]
 
 
- 38%|███▊      | Repairing epochs : 27/72 [00:03&lt;00:05,    7.69it/s]
+ 38%|███▊      | Repairing epochs : 27/72 [00:03&lt;00:05,    7.76it/s]
 
 
- 39%|███▉      | Repairing epochs : 28/72 [00:03&lt;00:05,    7.69it/s]
+ 39%|███▉      | Repairing epochs : 28/72 [00:03&lt;00:05,    7.76it/s]
 
 
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+ 40%|████      | Repairing epochs : 29/72 [00:03&lt;00:05,    7.76it/s]
 
 
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+ 42%|████▏     | Repairing epochs : 30/72 [00:03&lt;00:05,    7.76it/s]
 
 
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+ 43%|████▎     | Repairing epochs : 31/72 [00:04&lt;00:05,    7.76it/s]
 
 
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+ 44%|████▍     | Repairing epochs : 32/72 [00:04&lt;00:05,    7.77it/s]
 
 
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+ 46%|████▌     | Repairing epochs : 33/72 [00:04&lt;00:05,    7.77it/s]
 
 
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+ 47%|████▋     | Repairing epochs : 34/72 [00:04&lt;00:04,    7.77it/s]
 
 
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+ 49%|████▊     | Repairing epochs : 35/72 [00:04&lt;00:04,    7.77it/s]
 
 
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+ 50%|█████     | Repairing epochs : 36/72 [00:04&lt;00:04,    7.77it/s]
 
 
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+ 51%|█████▏    | Repairing epochs : 37/72 [00:04&lt;00:04,    7.77it/s]
 
 
- 53%|█████▎    | Repairing epochs : 38/72 [00:04&lt;00:04,    7.71it/s]
+ 53%|█████▎    | Repairing epochs : 38/72 [00:04&lt;00:04,    7.77it/s]
 
 
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+ 54%|█████▍    | Repairing epochs : 39/72 [00:05&lt;00:04,    7.77it/s]
 
 
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+ 56%|█████▌    | Repairing epochs : 40/72 [00:05&lt;00:04,    7.77it/s]
 
 
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+ 57%|█████▋    | Repairing epochs : 41/72 [00:05&lt;00:03,    7.77it/s]
 
 
- 58%|█████▊    | Repairing epochs : 42/72 [00:05&lt;00:03,    7.69it/s]
+ 58%|█████▊    | Repairing epochs : 42/72 [00:05&lt;00:03,    7.77it/s]
 
 
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+ 60%|█████▉    | Repairing epochs : 43/72 [00:05&lt;00:03,    7.77it/s]
 
 
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+ 61%|██████    | Repairing epochs : 44/72 [00:05&lt;00:03,    7.77it/s]
 
 
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+ 62%|██████▎   | Repairing epochs : 45/72 [00:05&lt;00:03,    7.77it/s]
 
 
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+ 64%|██████▍   | Repairing epochs : 46/72 [00:05&lt;00:03,    7.67it/s]
 
 
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+ 65%|██████▌   | Repairing epochs : 47/72 [00:06&lt;00:03,    7.68it/s]
 
 
- 67%|██████▋   | Repairing epochs : 48/72 [00:06&lt;00:03,    7.69it/s]
+ 67%|██████▋   | Repairing epochs : 48/72 [00:06&lt;00:03,    7.68it/s]
 
 
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+ 68%|██████▊   | Repairing epochs : 49/72 [00:06&lt;00:02,    7.69it/s]
 
 
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- 71%|███████   | Repairing epochs : 51/72 [00:06&lt;00:02,    7.68it/s]
+ 71%|███████   | Repairing epochs : 51/72 [00:06&lt;00:02,    7.70it/s]
 
 
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+ 72%|███████▏  | Repairing epochs : 52/72 [00:06&lt;00:02,    7.70it/s]
 
 
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+ 74%|███████▎  | Repairing epochs : 53/72 [00:06&lt;00:02,    7.70it/s]
 
 
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+ 75%|███████▌  | Repairing epochs : 54/72 [00:06&lt;00:02,    7.70it/s]
 
 
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+ 76%|███████▋  | Repairing epochs : 55/72 [00:07&lt;00:02,    7.71it/s]
 
 
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+ 78%|███████▊  | Repairing epochs : 56/72 [00:07&lt;00:02,    7.71it/s]
 
 
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+ 79%|███████▉  | Repairing epochs : 57/72 [00:07&lt;00:01,    7.71it/s]
 
 
- 81%|████████  | Repairing epochs : 58/72 [00:07&lt;00:01,    7.67it/s]
+ 81%|████████  | Repairing epochs : 58/72 [00:07&lt;00:01,    7.71it/s]
 
 
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+ 82%|████████▏ | Repairing epochs : 59/72 [00:07&lt;00:01,    7.71it/s]
 
 
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+ 83%|████████▎ | Repairing epochs : 60/72 [00:07&lt;00:01,    7.72it/s]
 
 
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+ 85%|████████▍ | Repairing epochs : 61/72 [00:07&lt;00:01,    7.72it/s]
 
 
- 86%|████████▌ | Repairing epochs : 62/72 [00:08&lt;00:01,    7.67it/s]
+ 86%|████████▌ | Repairing epochs : 62/72 [00:08&lt;00:01,    7.72it/s]
 
 
- 88%|████████▊ | Repairing epochs : 63/72 [00:08&lt;00:01,    7.68it/s]
+ 88%|████████▊ | Repairing epochs : 63/72 [00:08&lt;00:01,    7.72it/s]
 
 
- 89%|████████▉ | Repairing epochs : 64/72 [00:08&lt;00:01,    7.67it/s]
+ 89%|████████▉ | Repairing epochs : 64/72 [00:08&lt;00:01,    7.72it/s]
 
 
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+ 90%|█████████ | Repairing epochs : 65/72 [00:08&lt;00:00,    7.72it/s]
 
 
- 92%|█████████▏| Repairing epochs : 66/72 [00:08&lt;00:00,    7.67it/s]
+ 92%|█████████▏| Repairing epochs : 66/72 [00:08&lt;00:00,    7.72it/s]
 
 
- 93%|█████████▎| Repairing epochs : 67/72 [00:08&lt;00:00,    7.68it/s]
+ 93%|█████████▎| Repairing epochs : 67/72 [00:08&lt;00:00,    7.72it/s]
 
 
- 94%|█████████▍| Repairing epochs : 68/72 [00:08&lt;00:00,    7.68it/s]
+ 94%|█████████▍| Repairing epochs : 68/72 [00:08&lt;00:00,    7.72it/s]
 
 
- 96%|█████████▌| Repairing epochs : 69/72 [00:08&lt;00:00,    7.68it/s]
+ 96%|█████████▌| Repairing epochs : 69/72 [00:08&lt;00:00,    7.72it/s]
 
 
- 97%|█████████▋| Repairing epochs : 70/72 [00:09&lt;00:00,    7.69it/s]
+ 97%|█████████▋| Repairing epochs : 70/72 [00:09&lt;00:00,    7.72it/s]
 
 
- 99%|█████████▊| Repairing epochs : 71/72 [00:09&lt;00:00,    7.69it/s]
+ 99%|█████████▊| Repairing epochs : 71/72 [00:09&lt;00:00,    7.72it/s]
 
 
-100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.69it/s]
-100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.70it/s]
+100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.73it/s]
+100%|██████████| Repairing epochs : 72/72 [00:09&lt;00:00,    7.73it/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(...).
@@ -2154,7 +2154,7 @@
 <img src="../_images/sphx_glr_plot_auto_repair_002.png" srcset="../_images/sphx_glr_plot_auto_repair_002.png" alt="plot auto repair" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;Figure size 1200x600 with 1 Axes&gt;
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 31.463 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 32.597 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-auto-repair-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/5995ecc2dc23849c68eb9e34ddd30605/plot_auto_repair.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_auto_repair.py</span></code></a></p>
@@ -2227,7 +2227,7 @@
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/plot_autoreject_workflow.html b/dev/auto_examples/plot_autoreject_workflow.html
index 1657abd..6435ed2 100644
--- a/dev/auto_examples/plot_autoreject_workflow.html
+++ b/dev/auto_examples/plot_autoreject_workflow.html
@@ -451,7 +451,7 @@
 with <a class="reference internal" href="../api.html#module-autoreject" title="autoreject"><code class="xref py py-mod docutils literal notranslate"><span class="pre">autoreject</span></code></a> and discusses decisions about when and which
 other preprocessing steps to use in combination.</p>
 <p><strong>tldr</strong>: We recommend that you first highpass filter the data,
-then run autoreject (local) and supply the bad epochs detected by it
+then run autoreject (local) and supply the artifact-free epochs
 to the ICA algorithm for a robust fit, and finally run
 autoreject (local) again.</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Author: Alex Rockhill &lt;aprockhill@mailbox.org&gt;</span>
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@@ -629,69 +632,69 @@ <h2><a class="toc-backref" href="#id1" role="doc-backlink">Autoreject without an
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Running autoreject on ch_type=eeg
 
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+ 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  184.04it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  193.87it/s]
 
 
 
@@ -722,66 +725,66 @@ <h2><a class="toc-backref" href="#id1" role="doc-backlink">Autoreject without an
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,   11.37it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   12.57it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   13.28it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   15.04it/s]
 
 
 
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+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   15.88it/s]
 
 
 
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+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   16.60it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   14.44it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   16.96it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   14.66it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   17.22it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   14.82it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   17.42it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   14.73it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   17.54it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   14.67it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   17.58it/s]
 
 
 
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+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   17.65it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   17.49it/s]
 
 
- 25%|██▌       | n_interp : 1/4 [00:00&lt;00:02,    1.26it/s]
+ 25%|██▌       | n_interp : 1/4 [00:00&lt;00:02,    1.46it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  331.78it/s]
+ 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,  310.92it/s]
 
 
- 45%|████▌     | Repairing epochs : 9/20 [00:00&lt;00:00,  261.29it/s]
+ 40%|████      | Repairing epochs : 8/20 [00:00&lt;00:00,  244.92it/s]
 
 
- 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  235.46it/s]
+ 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  236.92it/s]
 
 
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  204.61it/s]
+ 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  208.52it/s]
 
 
- 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  196.76it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  204.62it/s]
+ 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  200.08it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  207.40it/s]
 
 
 
@@ -790,66 +793,63 @@ <h2><a class="toc-backref" href="#id1" role="doc-backlink">Autoreject without an
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,   12.47it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   13.05it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   14.52it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   15.15it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   15.09it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   16.16it/s]
 
 
 
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+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   16.74it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   15.43it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   17.06it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   15.54it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   17.40it/s]
 
 
 
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+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   17.55it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   15.65it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   17.71it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   15.67it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   17.84it/s]
 
 
 
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+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   17.92it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   17.74it/s]
 
 
- 50%|█████     | n_interp : 2/4 [00:01&lt;00:01,    1.30it/s]
+ 50%|█████     | n_interp : 2/4 [00:01&lt;00:01,    1.48it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  326.57it/s]
-
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  340.75it/s]
 
- 45%|████▌     | Repairing epochs : 9/20 [00:00&lt;00:00,  259.85it/s]
 
+ 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  229.56it/s]
 
- 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  234.45it/s]
 
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  236.74it/s]
 
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  203.39it/s]
 
-
- 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  196.14it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  203.83it/s]
+ 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  200.80it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  214.12it/s]
 
 
 
@@ -858,66 +858,63 @@ <h2><a class="toc-backref" href="#id1" role="doc-backlink">Autoreject without an
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,   12.62it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   12.96it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   14.67it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   15.26it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   15.24it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   16.25it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   15.46it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   16.75it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   15.72it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   17.02it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   15.88it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   17.15it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   16.13it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   17.29it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   16.28it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   17.36it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   16.37it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   17.49it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   16.44it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   16.30it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   17.62it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   17.46it/s]
 
 
- 75%|███████▌  | n_interp : 3/4 [00:02&lt;00:00,    1.33it/s]
+ 75%|███████▌  | n_interp : 3/4 [00:02&lt;00:00,    1.48it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  327.26it/s]
-
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  343.11it/s]
 
- 45%|████▌     | Repairing epochs : 9/20 [00:00&lt;00:00,  258.86it/s]
 
+ 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  230.28it/s]
 
- 60%|██████    | Repairing epochs : 12/20 [00:00&lt;00:00,  233.97it/s]
 
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  235.85it/s]
 
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  202.34it/s]
 
-
- 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  194.37it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  201.97it/s]
+ 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  200.80it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  213.51it/s]
 
 
 
@@ -926,48 +923,48 @@ <h2><a class="toc-backref" href="#id1" role="doc-backlink">Autoreject without an
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,   13.25it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   14.09it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   15.46it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   16.90it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   16.17it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   18.10it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   16.51it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   18.93it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   16.88it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   19.28it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   17.18it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   19.56it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   17.37it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   19.78it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   17.40it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   19.87it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   17.26it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   19.90it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   17.01it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   16.97it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   19.97it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   19.79it/s]
 
 
-100%|██████████| n_interp : 4/4 [00:02&lt;00:00,    1.36it/s]
-100%|██████████| n_interp : 4/4 [00:02&lt;00:00,    1.36it/s]
+100%|██████████| n_interp : 4/4 [00:02&lt;00:00,    1.53it/s]
+100%|██████████| n_interp : 4/4 [00:02&lt;00:00,    1.52it/s]
 
 
 
@@ -979,110 +976,101 @@ <h2><a class="toc-backref" href="#id1" role="doc-backlink">Autoreject without an
   0%|          | Repairing epochs : 0/97 [00:00&lt;?,       ?it/s]
 
 
-  6%|▌         | Repairing epochs : 6/97 [00:00&lt;00:00,  331.12it/s]
-
-
-  9%|▉         | Repairing epochs : 9/97 [00:00&lt;00:00,  261.07it/s]
-
-
- 12%|█▏        | Repairing epochs : 12/97 [00:00&lt;00:00,  235.32it/s]
+  6%|▌         | Repairing epochs : 6/97 [00:00&lt;00:00,  335.62it/s]
 
 
- 15%|█▌        | Repairing epochs : 15/97 [00:00&lt;00:00,  220.59it/s]
+ 10%|█         | Repairing epochs : 10/97 [00:00&lt;00:00,  226.02it/s]
 
 
- 19%|█▊        | Repairing epochs : 18/97 [00:00&lt;00:00,  190.11it/s]
+ 15%|█▌        | Repairing epochs : 15/97 [00:00&lt;00:00,  232.14it/s]
 
 
- 25%|██▍       | Repairing epochs : 24/97 [00:00&lt;00:00,  203.88it/s]
+ 19%|█▊        | Repairing epochs : 18/97 [00:00&lt;00:00,  202.34it/s]
 
 
- 29%|██▉       | Repairing epochs : 28/97 [00:00&lt;00:00,  192.91it/s]
+ 25%|██▍       | Repairing epochs : 24/97 [00:00&lt;00:00,  216.11it/s]
 
 
- 32%|███▏      | Repairing epochs : 31/97 [00:00&lt;00:00,  191.82it/s]
+ 29%|██▉       | Repairing epochs : 28/97 [00:00&lt;00:00,  203.12it/s]
 
 
- 36%|███▌      | Repairing epochs : 35/97 [00:00&lt;00:00,  195.37it/s]
+ 33%|███▎      | Repairing epochs : 32/97 [00:00&lt;00:00,  205.26it/s]
 
 
- 39%|███▉      | Repairing epochs : 38/97 [00:00&lt;00:00,  193.95it/s]
+ 37%|███▋      | Repairing epochs : 36/97 [00:00&lt;00:00,  208.07it/s]
 
 
- 42%|████▏     | Repairing epochs : 41/97 [00:00&lt;00:00,  192.88it/s]
+ 40%|████      | Repairing epochs : 39/97 [00:00&lt;00:00,  196.64it/s]
 
 
- 45%|████▌     | Repairing epochs : 44/97 [00:00&lt;00:00,  192.10it/s]
+ 44%|████▍     | Repairing epochs : 43/97 [00:00&lt;00:00,  199.90it/s]
 
 
- 48%|████▊     | Repairing epochs : 47/97 [00:00&lt;00:00,  191.56it/s]
+ 48%|████▊     | Repairing epochs : 47/97 [00:00&lt;00:00,  202.30it/s]
 
 
- 53%|█████▎    | Repairing epochs : 51/97 [00:00&lt;00:00,  193.62it/s]
+ 53%|█████▎    | Repairing epochs : 51/97 [00:00&lt;00:00,  204.54it/s]
 
 
- 56%|█████▌    | Repairing epochs : 54/97 [00:00&lt;00:00,  192.76it/s]
+ 57%|█████▋    | Repairing epochs : 55/97 [00:00&lt;00:00,  198.33it/s]
 
 
- 59%|█████▉    | Repairing epochs : 57/97 [00:00&lt;00:00,  191.78it/s]
+ 61%|██████    | Repairing epochs : 59/97 [00:00&lt;00:00,  193.35it/s]
 
 
- 61%|██████    | Repairing epochs : 59/97 [00:00&lt;00:00,  181.52it/s]
+ 65%|██████▍   | Repairing epochs : 63/97 [00:00&lt;00:00,  195.54it/s]
 
 
- 65%|██████▍   | Repairing epochs : 63/97 [00:00&lt;00:00,  184.18it/s]
+ 67%|██████▋   | Repairing epochs : 65/97 [00:00&lt;00:00,  186.69it/s]
 
 
- 67%|██████▋   | Repairing epochs : 65/97 [00:00&lt;00:00,  176.05it/s]
+ 69%|██████▉   | Repairing epochs : 67/97 [00:00&lt;00:00,  178.62it/s]
 
 
- 69%|██████▉   | Repairing epochs : 67/97 [00:00&lt;00:00,  168.37it/s]
+ 71%|███████   | Repairing epochs : 69/97 [00:00&lt;00:00,  171.99it/s]
 
 
- 71%|███████   | Repairing epochs : 69/97 [00:00&lt;00:00,  161.82it/s]
+ 73%|███████▎  | Repairing epochs : 71/97 [00:00&lt;00:00,  165.19it/s]
 
 
- 73%|███████▎  | Repairing epochs : 71/97 [00:00&lt;00:00,  155.57it/s]
+ 75%|███████▌  | Repairing epochs : 73/97 [00:00&lt;00:00,  159.60it/s]
 
 
- 75%|███████▌  | Repairing epochs : 73/97 [00:00&lt;00:00,  150.21it/s]
+ 77%|███████▋  | Repairing epochs : 75/97 [00:00&lt;00:00,  154.24it/s]
 
 
- 77%|███████▋  | Repairing epochs : 75/97 [00:00&lt;00:00,  145.23it/s]
+ 79%|███████▉  | Repairing epochs : 77/97 [00:00&lt;00:00,  149.66it/s]
 
 
- 79%|███████▉  | Repairing epochs : 77/97 [00:00&lt;00:00,  141.31it/s]
+ 81%|████████▏ | Repairing epochs : 79/97 [00:00&lt;00:00,  145.50it/s]
 
 
- 81%|████████▏ | Repairing epochs : 79/97 [00:00&lt;00:00,  137.37it/s]
+ 84%|████████▎ | Repairing epochs : 81/97 [00:00&lt;00:00,  141.76it/s]
 
 
- 84%|████████▎ | Repairing epochs : 81/97 [00:00&lt;00:00,  134.11it/s]
+ 86%|████████▌ | Repairing epochs : 83/97 [00:00&lt;00:00,  138.96it/s]
 
 
- 86%|████████▌ | Repairing epochs : 83/97 [00:00&lt;00:00,  131.87it/s]
+ 88%|████████▊ | Repairing epochs : 85/97 [00:00&lt;00:00,  136.43it/s]
 
 
- 88%|████████▊ | Repairing epochs : 85/97 [00:00&lt;00:00,  129.56it/s]
+ 90%|████████▉ | Repairing epochs : 87/97 [00:00&lt;00:00,  133.76it/s]
 
 
- 90%|████████▉ | Repairing epochs : 87/97 [00:00&lt;00:00,  126.69it/s]
+ 92%|█████████▏| Repairing epochs : 89/97 [00:00&lt;00:00,  131.20it/s]
 
 
- 92%|█████████▏| Repairing epochs : 89/97 [00:00&lt;00:00,  124.14it/s]
+ 94%|█████████▍| Repairing epochs : 91/97 [00:00&lt;00:00,  128.96it/s]
 
 
- 94%|█████████▍| Repairing epochs : 91/97 [00:00&lt;00:00,  122.33it/s]
+ 96%|█████████▌| Repairing epochs : 93/97 [00:00&lt;00:00,  127.11it/s]
 
 
- 96%|█████████▌| Repairing epochs : 93/97 [00:00&lt;00:00,  120.80it/s]
+ 98%|█████████▊| Repairing epochs : 95/97 [00:00&lt;00:00,  125.25it/s]
 
 
- 98%|█████████▊| Repairing epochs : 95/97 [00:00&lt;00:00,  119.14it/s]
-
-
-100%|██████████| Repairing epochs : 97/97 [00:00&lt;00:00,  117.40it/s]
-100%|██████████| Repairing epochs : 97/97 [00:00&lt;00:00,  137.85it/s]
+100%|██████████| Repairing epochs : 97/97 [00:00&lt;00:00,  123.25it/s]
+100%|██████████| Repairing epochs : 97/97 [00:00&lt;00:00,  143.37it/s]
 Dropped 27 epochs: 54, 58, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 86, 89, 91, 92, 95, 96
 </pre></div>
 </div>
@@ -1148,69 +1136,69 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
 Running autoreject on ch_type=eeg
 
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+ 69%|██████▉   | Creating augmented epochs : 22/32 [00:00&lt;00:00,   87.53it/s]
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+ 88%|████████▊ | Creating augmented epochs : 28/32 [00:00&lt;00:00,   87.85it/s]
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+100%|██████████| Creating augmented epochs : 32/32 [00:00&lt;00:00,   87.80it/s]
 
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+100%|██████████| Computing thresholds ... : 32/32 [00:10&lt;00:00,    2.93it/s]
 
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
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+ 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  425.66it/s]
 
 
- 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  418.18it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  414.89it/s]
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+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  423.82it/s]
 
 
   0%|          | n_interp : 0/4 [00:00&lt;?,       ?it/s]
@@ -1219,29 +1207,29 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
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+ 10%|█         | Repairing epochs : 2/20 [00:00&lt;00:00,  118.38it/s]
 
 
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+ 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,  127.81it/s]
 
 
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+ 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  116.75it/s]
 
 
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+ 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  130.94it/s]
 
 
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+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  120.55it/s]
 
 
 
@@ -1250,69 +1238,69 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
 
 
 
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+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   13.16it/s]
 
 
 
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+ 15%|█▌        | Repairing epochs : 3/20 [00:00&lt;00:00,  140.57it/s]
 
 
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+ 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  145.41it/s]
 
 
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+ 55%|█████▌    | Repairing epochs : 11/20 [00:00&lt;00:00,  169.14it/s]
 
 
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+ 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  153.26it/s]
 
 
- 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  133.99it/s]
+ 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  140.30it/s]
 
 
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+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  137.67it/s]
 
 
 
@@ -1321,72 +1309,72 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
 
 
 
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+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   18.57it/s]
 
 
 
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- 50%|█████     | n_interp : 2/4 [00:01&lt;00:01,    1.25it/s]
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   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
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+ 15%|█▌        | Repairing epochs : 3/20 [00:00&lt;00:00,  153.91it/s]
 
 
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+ 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  156.13it/s]
 
 
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+ 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  164.48it/s]
 
 
- 65%|██████▌   | Repairing epochs : 13/20 [00:00&lt;00:00,  161.68it/s]
+ 65%|██████▌   | Repairing epochs : 13/20 [00:00&lt;00:00,  166.08it/s]
 
 
- 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  143.72it/s]
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  147.18it/s]
 
 
- 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  134.62it/s]
+ 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  137.41it/s]
 
 
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  134.56it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  136.00it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  137.92it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  139.51it/s]
 
 
 
@@ -1395,72 +1383,69 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,   15.53it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   18.38it/s]
 
 
 
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+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  141.99it/s]
 
 
 
@@ -1469,48 +1454,48 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
 
 
 
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@@ -1522,116 +1507,116 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Autoreject with high-
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+100%|██████████| Repairing epochs : 97/97 [00:00&lt;00:00,  132.79it/s]
 Dropped 23 epochs: 62, 63, 64, 65, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 86, 89, 91, 92, 95, 96
 </pre></div>
 </div>
@@ -1672,7 +1657,7 @@ <h2><a class="toc-backref" href="#id3" role="doc-backlink">ICA</a><a class="head
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>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 3.8s.
+Fitting ICA took 3.5s.
 </pre></div>
 </div>
 <div class="output_subarea output_html rendered_html output_result">
@@ -1780,69 +1765,69 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 <img src="../_images/sphx_glr_plot_autoreject_workflow_008.png" srcset="../_images/sphx_glr_plot_autoreject_workflow_008.png" alt="plot autoreject workflow" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Running autoreject on ch_type=eeg
 
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- 78%|███████▊  | Computing thresholds ... : 25/32 [00:08&lt;00:02,    2.88it/s]
- 81%|████████▏ | Computing thresholds ... : 26/32 [00:09&lt;00:02,    2.87it/s]
- 84%|████████▍ | Computing thresholds ... : 27/32 [00:09&lt;00:01,    2.87it/s]
- 88%|████████▊ | Computing thresholds ... : 28/32 [00:09&lt;00:01,    2.87it/s]
- 91%|█████████ | Computing thresholds ... : 29/32 [00:10&lt;00:01,    2.87it/s]
- 94%|█████████▍| Computing thresholds ... : 30/32 [00:10&lt;00:00,    2.86it/s]
- 97%|█████████▋| Computing thresholds ... : 31/32 [00:10&lt;00:00,    2.86it/s]
-100%|██████████| Computing thresholds ... : 32/32 [00:11&lt;00:00,    2.86it/s]
-100%|██████████| Computing thresholds ... : 32/32 [00:11&lt;00:00,    2.87it/s]
+  3%|▎         | Computing thresholds ... : 1/32 [00:00&lt;00:10,    2.93it/s]
+  6%|▋         | Computing thresholds ... : 2/32 [00:00&lt;00:10,    2.93it/s]
+  9%|▉         | Computing thresholds ... : 3/32 [00:01&lt;00:09,    2.93it/s]
+ 12%|█▎        | Computing thresholds ... : 4/32 [00:01&lt;00:09,    2.93it/s]
+ 16%|█▌        | Computing thresholds ... : 5/32 [00:01&lt;00:09,    2.93it/s]
+ 19%|█▉        | Computing thresholds ... : 6/32 [00:02&lt;00:08,    2.93it/s]
+ 22%|██▏       | Computing thresholds ... : 7/32 [00:02&lt;00:08,    2.93it/s]
+ 25%|██▌       | Computing thresholds ... : 8/32 [00:02&lt;00:08,    2.93it/s]
+ 28%|██▊       | Computing thresholds ... : 9/32 [00:03&lt;00:07,    2.93it/s]
+ 31%|███▏      | Computing thresholds ... : 10/32 [00:03&lt;00:07,    2.93it/s]
+ 34%|███▍      | Computing thresholds ... : 11/32 [00:03&lt;00:07,    2.93it/s]
+ 38%|███▊      | Computing thresholds ... : 12/32 [00:04&lt;00:06,    2.93it/s]
+ 41%|████      | Computing thresholds ... : 13/32 [00:04&lt;00:06,    2.93it/s]
+ 44%|████▍     | Computing thresholds ... : 14/32 [00:04&lt;00:06,    2.93it/s]
+ 47%|████▋     | Computing thresholds ... : 15/32 [00:05&lt;00:05,    2.94it/s]
+ 50%|█████     | Computing thresholds ... : 16/32 [00:05&lt;00:05,    2.94it/s]
+ 53%|█████▎    | Computing thresholds ... : 17/32 [00:05&lt;00:05,    2.94it/s]
+ 56%|█████▋    | Computing thresholds ... : 18/32 [00:06&lt;00:04,    2.95it/s]
+ 59%|█████▉    | Computing thresholds ... : 19/32 [00:06&lt;00:04,    2.94it/s]
+ 62%|██████▎   | Computing thresholds ... : 20/32 [00:06&lt;00:04,    2.94it/s]
+ 66%|██████▌   | Computing thresholds ... : 21/32 [00:07&lt;00:03,    2.94it/s]
+ 69%|██████▉   | Computing thresholds ... : 22/32 [00:07&lt;00:03,    2.94it/s]
+ 72%|███████▏  | Computing thresholds ... : 23/32 [00:07&lt;00:03,    2.94it/s]
+ 75%|███████▌  | Computing thresholds ... : 24/32 [00:08&lt;00:02,    2.94it/s]
+ 78%|███████▊  | Computing thresholds ... : 25/32 [00:08&lt;00:02,    2.93it/s]
+ 81%|████████▏ | Computing thresholds ... : 26/32 [00:08&lt;00:02,    2.93it/s]
+ 84%|████████▍ | Computing thresholds ... : 27/32 [00:09&lt;00:01,    2.93it/s]
+ 88%|████████▊ | Computing thresholds ... : 28/32 [00:09&lt;00:01,    2.93it/s]
+ 91%|█████████ | Computing thresholds ... : 29/32 [00:09&lt;00:01,    2.92it/s]
+ 94%|█████████▍| Computing thresholds ... : 30/32 [00:10&lt;00:00,    2.92it/s]
+ 97%|█████████▋| Computing thresholds ... : 31/32 [00:10&lt;00:00,    2.92it/s]
+100%|██████████| Computing thresholds ... : 32/32 [00:10&lt;00:00,    2.92it/s]
+100%|██████████| Computing thresholds ... : 32/32 [00:10&lt;00:00,    2.93it/s]
 
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  407.98it/s]
+ 35%|███▌      | Repairing epochs : 7/20 [00:00&lt;00:00,  421.43it/s]
 
 
- 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  406.77it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  404.51it/s]
+ 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  421.60it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  416.32it/s]
 
 
   0%|          | n_interp : 0/4 [00:00&lt;?,       ?it/s]
@@ -1851,23 +1836,23 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  255.59it/s]
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  248.87it/s]
 
 
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  240.04it/s]
+ 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  242.94it/s]
 
 
- 65%|██████▌   | Repairing epochs : 13/20 [00:00&lt;00:00,  222.28it/s]
+ 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  207.37it/s]
 
 
- 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  181.68it/s]
+ 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  176.52it/s]
 
 
- 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  159.63it/s]
+ 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  158.51it/s]
 
 
- 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  145.12it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  145.62it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  146.53it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  151.19it/s]
 
 
 
@@ -1876,69 +1861,66 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,   10.78it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   11.89it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   12.31it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   13.74it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   13.07it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   14.48it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   13.26it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   14.84it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   13.48it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   15.18it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   13.70it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   15.34it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   13.88it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   15.55it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   13.89it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   15.74it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   13.83it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   15.72it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   13.66it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   13.62it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.73it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.61it/s]
 
 
- 25%|██▌       | n_interp : 1/4 [00:00&lt;00:02,    1.13it/s]
+ 25%|██▌       | n_interp : 1/4 [00:00&lt;00:02,    1.27it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  288.63it/s]
-
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  310.54it/s]
 
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  246.36it/s]
 
+ 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  267.67it/s]
 
- 65%|██████▌   | Repairing epochs : 13/20 [00:00&lt;00:00,  223.95it/s]
 
+ 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  217.78it/s]
 
- 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  180.88it/s]
 
+ 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  183.69it/s]
 
- 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  160.59it/s]
 
-
- 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  154.07it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  157.90it/s]
+ 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  165.79it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  164.87it/s]
 
 
 
@@ -1947,69 +1929,69 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,   10.58it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   11.43it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   11.90it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   13.44it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   12.54it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   14.45it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   12.81it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   14.90it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   12.74it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   15.26it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   12.80it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   15.49it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   12.90it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   15.70it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   12.90it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   15.95it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   12.87it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   16.03it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   13.01it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   12.94it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   16.08it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.90it/s]
 
 
- 50%|█████     | n_interp : 2/4 [00:01&lt;00:01,    1.11it/s]
+ 50%|█████     | n_interp : 2/4 [00:01&lt;00:01,    1.29it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 25%|██▌       | Repairing epochs : 5/20 [00:00&lt;00:00,  285.30it/s]
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  302.94it/s]
 
 
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  224.85it/s]
+ 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  258.47it/s]
 
 
- 65%|██████▌   | Repairing epochs : 13/20 [00:00&lt;00:00,  211.89it/s]
+ 65%|██████▌   | Repairing epochs : 13/20 [00:00&lt;00:00,  236.40it/s]
 
 
- 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  176.01it/s]
+ 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  191.66it/s]
 
 
- 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  157.26it/s]
+ 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  170.16it/s]
 
 
- 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  148.70it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  152.84it/s]
+ 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  158.56it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  163.27it/s]
 
 
 
@@ -2018,69 +2000,66 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,   10.65it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   12.02it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   12.46it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   13.78it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   13.39it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   14.58it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   13.98it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   15.07it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   14.43it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   15.28it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   14.35it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   15.54it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   14.61it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   15.68it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   14.68it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   15.79it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   14.66it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   15.76it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.55it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   14.46it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.77it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.66it/s]
 
 
- 75%|███████▌  | n_interp : 3/4 [00:02&lt;00:00,    1.14it/s]
+ 75%|███████▌  | n_interp : 3/4 [00:02&lt;00:00,    1.29it/s]
 
 
   0%|          | Repairing epochs : 0/20 [00:00&lt;?,       ?it/s]
 
 
- 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  297.50it/s]
-
+ 30%|███       | Repairing epochs : 6/20 [00:00&lt;00:00,  309.01it/s]
 
- 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  250.73it/s]
 
+ 50%|█████     | Repairing epochs : 10/20 [00:00&lt;00:00,  259.39it/s]
 
- 65%|██████▌   | Repairing epochs : 13/20 [00:00&lt;00:00,  228.90it/s]
 
+ 70%|███████   | Repairing epochs : 14/20 [00:00&lt;00:00,  213.37it/s]
 
- 75%|███████▌  | Repairing epochs : 15/20 [00:00&lt;00:00,  183.41it/s]
 
+ 80%|████████  | Repairing epochs : 16/20 [00:00&lt;00:00,  179.72it/s]
 
- 85%|████████▌ | Repairing epochs : 17/20 [00:00&lt;00:00,  162.12it/s]
 
-
- 95%|█████████▌| Repairing epochs : 19/20 [00:00&lt;00:00,  153.43it/s]
-100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  157.73it/s]
+ 90%|█████████ | Repairing epochs : 18/20 [00:00&lt;00:00,  161.74it/s]
+100%|██████████| Repairing epochs : 20/20 [00:00&lt;00:00,  162.71it/s]
 
 
 
@@ -2089,48 +2068,48 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:00,   11.12it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:00,   12.93it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:00,   13.28it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:00,   14.81it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:00,   14.13it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:00,   15.88it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:00,   14.56it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:00,   16.44it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   14.77it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,   16.84it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   14.94it/s]
+ 60%|██████    | Fold : 6/10 [00:00&lt;00:00,   17.20it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   15.00it/s]
+ 70%|███████   | Fold : 7/10 [00:00&lt;00:00,   17.39it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   15.12it/s]
+ 80%|████████  | Fold : 8/10 [00:00&lt;00:00,   17.72it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   15.27it/s]
+ 90%|█████████ | Fold : 9/10 [00:00&lt;00:00,   17.88it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.46it/s]
-100%|██████████| Fold : 10/10 [00:00&lt;00:00,   15.29it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   17.96it/s]
+100%|██████████| Fold : 10/10 [00:00&lt;00:00,   17.74it/s]
 
 
-100%|██████████| n_interp : 4/4 [00:03&lt;00:00,    1.17it/s]
-100%|██████████| n_interp : 4/4 [00:03&lt;00:00,    1.17it/s]
+100%|██████████| n_interp : 4/4 [00:03&lt;00:00,    1.33it/s]
+100%|██████████| n_interp : 4/4 [00:03&lt;00:00,    1.32it/s]
 
 
 
@@ -2142,119 +2121,113 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
   0%|          | Repairing epochs : 0/97 [00:00&lt;?,       ?it/s]
 
 
-  6%|▌         | Repairing epochs : 6/97 [00:00&lt;00:00,  302.09it/s]
-
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 Dropped 11 epochs: 62, 63, 64, 65, 69, 71, 72, 73, 80, 95, 96
 /home/circleci/project/examples/plot_autoreject_workflow.py:182: FutureWarning: The current default events=None is deprecated and will change to events=True in MNE 1.6. Set events=False to suppress this warning.
   epochs[reject_log.bad_epochs].plot(scalings=dict(eeg=100e-6))
@@ -2307,119 +2280,116 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
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+100%|██████████| Repairing epochs : 97/97 [00:00&lt;00:00,  127.83it/s]
 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
 </pre></div>
@@ -2435,7 +2405,7 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">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.</p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 6.934 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 3.671 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-autoreject-workflow-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/85c2c90b959d98328ef38b4615114365/plot_autoreject_workflow.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_autoreject_workflow.py</span></code></a></p>
@@ -2526,7 +2496,7 @@ <h2><a class="toc-backref" href="#id4" role="doc-backlink">Autoreject with highp
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/plot_channel_thresholds.html b/dev/auto_examples/plot_channel_thresholds.html
index 81d9d13..1a6f519 100644
--- a/dev/auto_examples/plot_channel_thresholds.html
+++ b/dev/auto_examples/plot_channel_thresholds.html
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 </pre></div>
 </div>
 <p>Finally, let us plot a histogram of the channel-level thresholds to verify
@@ -732,7 +732,7 @@
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.show.html#matplotlib.pyplot.show" title="matplotlib.pyplot.show" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_channel_thresholds_001.png" srcset="../_images/sphx_glr_plot_channel_thresholds_001.png" alt="plot channel thresholds" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 12.576 seconds)</p>
+<img src="../_images/sphx_glr_plot_channel_thresholds_001.png" srcset="../_images/sphx_glr_plot_channel_thresholds_001.png" alt="plot channel thresholds" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 12.770 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-channel-thresholds-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/2b5a17c8987a199074fbcc3d44aad6a1/plot_channel_thresholds.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_channel_thresholds.py</span></code></a></p>
@@ -805,7 +805,7 @@
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/plot_estimate_global_reject.html b/dev/auto_examples/plot_estimate_global_reject.html
index f3dcce9..6035b70 100644
--- a/dev/auto_examples/plot_estimate_global_reject.html
+++ b/dev/auto_examples/plot_estimate_global_reject.html
@@ -538,7 +538,7 @@
 &lt;Figure size 640x500 with 6 Axes&gt;
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.392 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.274 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-estimate-global-reject-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/6c5e76cf8ceaa2adde4cd98fa32a32d0/plot_estimate_global_reject.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_estimate_global_reject.py</span></code></a></p>
@@ -611,7 +611,7 @@
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/plot_global_reject.html b/dev/auto_examples/plot_global_reject.html
index 4c7b833..8c0377d 100644
--- a/dev/auto_examples/plot_global_reject.html
+++ b/dev/auto_examples/plot_global_reject.html
@@ -552,7 +552,7 @@
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.show.html#matplotlib.pyplot.show" title="matplotlib.pyplot.show" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_global_reject_001.png" srcset="../_images/sphx_glr_plot_global_reject_001.png" alt="plot global reject" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.995 seconds)</p>
+<img src="../_images/sphx_glr_plot_global_reject_001.png" srcset="../_images/sphx_glr_plot_global_reject_001.png" alt="plot global reject" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.985 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-global-reject-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/a33f46b3f2f20c5c7813eaed29061866/plot_global_reject.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_global_reject.py</span></code></a></p>
@@ -625,7 +625,7 @@
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/plot_ransac.html b/dev/auto_examples/plot_ransac.html
index 09cb1e3..12a2d84 100644
--- a/dev/auto_examples/plot_ransac.html
+++ b/dev/auto_examples/plot_ransac.html
@@ -531,136 +531,136 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </pre></div>
 </div>
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+[Parallel(n_jobs=1)]: Done   1 tasks      | elapsed:    2.6s
+[Parallel(n_jobs=1)]: Done   1 tasks      | elapsed:    2.6s
 [Done]
 Interpolating bad channels
     Automatic origin fit: head of radius 91.0 mm
@@ -749,7 +749,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.show.html#matplotlib.pyplot.show" title="matplotlib.pyplot.show" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_ransac_002.png" srcset="../_images/sphx_glr_plot_ransac_002.png" alt="plot ransac" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 12.114 seconds)</p>
+<img src="../_images/sphx_glr_plot_ransac_002.png" srcset="../_images/sphx_glr_plot_ransac_002.png" alt="plot ransac" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 7.621 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-ransac-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/c46630e57be6fee69c36b69808826387/plot_ransac.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_ransac.py</span></code></a></p>
@@ -837,7 +837,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/plot_visualize_bad_epochs.html b/dev/auto_examples/plot_visualize_bad_epochs.html
index 05fe03e..fc6250b 100644
--- a/dev/auto_examples/plot_visualize_bad_epochs.html
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@@ -478,30 +478,26 @@
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+📁 Traversing directories for ds000117 : 23 entities [00:00, 118.40 entities/s]
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+📁 Traversing directories for ds000117 : 956 entities [00:03, 403.31 entities/s]
+📁 Traversing directories for ds000117 : 1066 entities [00:09, 111.15 entities/s]
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 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Running autoreject on ch_type=eeg
 
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+100%|██████████| Creating augmented epochs : 70/70 [00:02&lt;00:00,   31.55it/s]
 
   0%|          | Computing thresholds ... : 0/70 [00:00&lt;?,       ?it/s]
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+100%|██████████| Computing thresholds ... : 70/70 [00:40&lt;00:00,    1.73it/s]
 
 
 
   0%|          | Repairing epochs : 0/197 [00:00&lt;?,       ?it/s]
 
 
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- 17%|█▋        | Repairing epochs : 33/197 [00:00&lt;00:00,  374.63it/s]
+ 14%|█▍        | Repairing epochs : 28/197 [00:00&lt;00:00,  387.21it/s]
 
 
- 20%|██        | Repairing epochs : 40/197 [00:00&lt;00:00,  375.76it/s]
+ 18%|█▊        | Repairing epochs : 35/197 [00:00&lt;00:00,  386.68it/s]
 
 
- 24%|██▍       | Repairing epochs : 47/197 [00:00&lt;00:00,  377.16it/s]
+ 21%|██▏       | Repairing epochs : 42/197 [00:00&lt;00:00,  387.18it/s]
 
 
- 27%|██▋       | Repairing epochs : 54/197 [00:00&lt;00:00,  378.47it/s]
+ 25%|██▍       | Repairing epochs : 49/197 [00:00&lt;00:00,  387.70it/s]
 
 
- 31%|███       | Repairing epochs : 61/197 [00:00&lt;00:00,  378.49it/s]
+ 28%|██▊       | Repairing epochs : 56/197 [00:00&lt;00:00,  387.78it/s]
 
 
- 34%|███▍      | Repairing epochs : 67/197 [00:00&lt;00:00,  377.56it/s]
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   0%|          | n_interp : 0/3 [00:00&lt;?,       ?it/s]
@@ -1078,440 +1074,473 @@
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+100%|██████████| Repairing epochs : 197/197 [00:04&lt;00:00,   45.92it/s]
 
 
 
@@ -1520,764 +1549,767 @@
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:02,    3.32it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:02,    3.48it/s]
 
 
 
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+ 20%|██        | Fold : 2/10 [00:00&lt;00:02,    3.60it/s]
 
 
 
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+ 30%|███       | Fold : 3/10 [00:00&lt;00:01,    3.63it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:01&lt;00:01,    3.55it/s]
+ 40%|████      | Fold : 4/10 [00:01&lt;00:01,    3.67it/s]
 
 
 
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+ 50%|█████     | Fold : 5/10 [00:01&lt;00:01,    3.68it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:01&lt;00:01,    3.56it/s]
+ 60%|██████    | Fold : 6/10 [00:01&lt;00:01,    3.69it/s]
 
 
 
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+ 70%|███████   | Fold : 7/10 [00:01&lt;00:00,    3.69it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:02&lt;00:00,    3.56it/s]
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+ 90%|█████████ | Fold : 9/10 [00:02&lt;00:00,    3.72it/s]
 
 
 
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+100%|██████████| Fold : 10/10 [00:02&lt;00:00,    3.71it/s]
 
 
- 33%|███▎      | n_interp : 1/3 [00:07&lt;00:14,    7.21s/it]
+ 33%|███▎      | n_interp : 1/3 [00:07&lt;00:14,    7.18s/it]
 
 
   0%|          | Repairing epochs : 0/197 [00:00&lt;?,       ?it/s]
 
 
-  1%|          | Repairing epochs : 2/197 [00:00&lt;00:02,   92.58it/s]
+  1%|          | Repairing epochs : 2/197 [00:00&lt;00:02,   94.33it/s]
 
 
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+  4%|▍         | Repairing epochs : 8/197 [00:00&lt;00:02,   76.62it/s]
 
 
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+  5%|▌         | Repairing epochs : 10/197 [00:00&lt;00:02,   75.57it/s]
 
 
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+  6%|▌         | Repairing epochs : 12/197 [00:00&lt;00:02,   75.57it/s]
 
 
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+  7%|▋         | Repairing epochs : 14/197 [00:00&lt;00:02,   75.69it/s]
 
 
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+ 12%|█▏        | Repairing epochs : 24/197 [00:00&lt;00:02,   75.17it/s]
 
 
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+ 14%|█▍        | Repairing epochs : 28/197 [00:00&lt;00:02,   74.60it/s]
 
 
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+ 15%|█▌        | Repairing epochs : 30/197 [00:00&lt;00:02,   74.80it/s]
 
 
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+ 16%|█▌        | Repairing epochs : 32/197 [00:00&lt;00:02,   74.84it/s]
 
 
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+ 17%|█▋        | Repairing epochs : 34/197 [00:00&lt;00:02,   74.99it/s]
 
 
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+ 18%|█▊        | Repairing epochs : 36/197 [00:00&lt;00:02,   74.66it/s]
 
 
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+ 19%|█▉        | Repairing epochs : 38/197 [00:00&lt;00:02,   74.69it/s]
 
 
- 20%|██        | Repairing epochs : 40/197 [00:00&lt;00:02,   72.05it/s]
+ 20%|██        | Repairing epochs : 40/197 [00:00&lt;00:02,   74.90it/s]
 
 
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+ 21%|██▏       | Repairing epochs : 42/197 [00:00&lt;00:02,   75.02it/s]
 
 
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+ 97%|█████████▋| Repairing epochs : 192/197 [00:02&lt;00:00,   66.22it/s]
 
 
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+ 98%|█████████▊| Repairing epochs : 194/197 [00:02&lt;00:00,   63.33it/s]
 
 
-  0%|          | Fold : 0/10 [00:00&lt;?,       ?it/s]
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+100%|██████████| Repairing epochs : 197/197 [00:02&lt;00:00,   68.41it/s]
 
 
 
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- 67%|██████▋   | n_interp : 2/3 [00:12&lt;00:06,    6.48s/it]
 
 
-  0%|          | Repairing epochs : 0/197 [00:00&lt;?,       ?it/s]
+100%|██████████| Fold : 10/10 [00:02&lt;00:00,    3.71it/s]
+100%|██████████| Fold : 10/10 [00:02&lt;00:00,    3.70it/s]
 
 
-  1%|          | Repairing epochs : 2/197 [00:00&lt;00:01,  120.54it/s]
+ 67%|██████▋   | n_interp : 2/3 [00:12&lt;00:06,    6.45s/it]
 
 
-  2%|▏         | Repairing epochs : 4/197 [00:00&lt;00:02,   82.21it/s]
+  0%|          | Repairing epochs : 0/197 [00:00&lt;?,       ?it/s]
 
 
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+ 26%|██▌       | Repairing epochs : 51/197 [00:00&lt;00:01,   78.67it/s]
 
 
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+ 27%|██▋       | Repairing epochs : 53/197 [00:00&lt;00:01,   78.36it/s]
 
 
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+ 31%|███       | Repairing epochs : 61/197 [00:00&lt;00:01,   78.08it/s]
 
 
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+ 32%|███▏      | Repairing epochs : 63/197 [00:00&lt;00:01,   79.37it/s]
 
 
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+ 33%|███▎      | Repairing epochs : 65/197 [00:00&lt;00:01,   79.10it/s]
 
 
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+ 34%|███▍      | Repairing epochs : 67/197 [00:00&lt;00:01,   78.75it/s]
 
 
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+ 35%|███▌      | Repairing epochs : 69/197 [00:00&lt;00:01,   76.24it/s]
 
 
- 37%|███▋      | Repairing epochs : 72/197 [00:00&lt;00:01,   78.53it/s]
+ 37%|███▋      | Repairing epochs : 72/197 [00:00&lt;00:01,   78.99it/s]
 
 
- 38%|███▊      | Repairing epochs : 74/197 [00:00&lt;00:01,   78.25it/s]
+ 38%|███▊      | Repairing epochs : 74/197 [00:00&lt;00:01,   78.72it/s]
 
 
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+ 39%|███▊      | Repairing epochs : 76/197 [00:00&lt;00:01,   77.64it/s]
 
 
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+ 39%|███▉      | Repairing epochs : 77/197 [00:01&lt;00:01,   74.95it/s]
 
 
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+ 40%|████      | Repairing epochs : 79/197 [00:01&lt;00:01,   74.91it/s]
 
 
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+ 41%|████      | Repairing epochs : 80/197 [00:01&lt;00:01,   74.30it/s]
 
 
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+ 41%|████      | Repairing epochs : 81/197 [00:01&lt;00:01,   72.89it/s]
 
 
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+ 42%|████▏     | Repairing epochs : 83/197 [00:01&lt;00:01,   72.23it/s]
 
 
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+ 43%|████▎     | Repairing epochs : 85/197 [00:01&lt;00:01,   68.27it/s]
 
 
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+ 44%|████▎     | Repairing epochs : 86/197 [00:01&lt;00:01,   66.54it/s]
 
 
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+ 45%|████▍     | Repairing epochs : 88/197 [00:01&lt;00:01,   66.87it/s]
 
 
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+ 46%|████▌     | Repairing epochs : 91/197 [00:01&lt;00:01,   69.94it/s]
 
 
- 48%|████▊     | Repairing epochs : 95/197 [00:01&lt;00:01,   71.48it/s]
+ 47%|████▋     | Repairing epochs : 93/197 [00:01&lt;00:01,   70.21it/s]
 
 
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+ 48%|████▊     | Repairing epochs : 95/197 [00:01&lt;00:01,   70.43it/s]
 
 
- 50%|█████     | Repairing epochs : 99/197 [00:01&lt;00:01,   71.83it/s]
+ 49%|████▉     | Repairing epochs : 97/197 [00:01&lt;00:01,   70.77it/s]
 
 
- 51%|█████▏    | Repairing epochs : 101/197 [00:01&lt;00:01,   71.84it/s]
+ 50%|█████     | Repairing epochs : 99/197 [00:01&lt;00:01,   71.02it/s]
 
 
- 52%|█████▏    | Repairing epochs : 103/197 [00:01&lt;00:01,   73.14it/s]
+ 51%|█████▏    | Repairing epochs : 101/197 [00:01&lt;00:01,   71.12it/s]
 
 
- 53%|█████▎    | Repairing epochs : 105/197 [00:01&lt;00:01,   73.03it/s]
+ 52%|█████▏    | Repairing epochs : 103/197 [00:01&lt;00:01,   72.48it/s]
 
 
- 54%|█████▍    | Repairing epochs : 107/197 [00:01&lt;00:01,   74.18it/s]
+ 53%|█████▎    | Repairing epochs : 105/197 [00:01&lt;00:01,   72.45it/s]
 
 
- 55%|█████▌    | Repairing epochs : 109/197 [00:01&lt;00:01,   73.86it/s]
+ 54%|█████▍    | Repairing epochs : 107/197 [00:01&lt;00:01,   73.63it/s]
 
 
- 56%|█████▋    | Repairing epochs : 111/197 [00:01&lt;00:01,   73.72it/s]
+ 55%|█████▌    | Repairing epochs : 109/197 [00:01&lt;00:01,   73.79it/s]
 
 
- 57%|█████▋    | Repairing epochs : 112/197 [00:01&lt;00:01,   72.95it/s]
+ 56%|█████▋    | Repairing epochs : 111/197 [00:01&lt;00:01,   73.64it/s]
 
 
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+ 57%|█████▋    | Repairing epochs : 113/197 [00:01&lt;00:01,   73.33it/s]
 
 
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+ 58%|█████▊    | Repairing epochs : 115/197 [00:01&lt;00:01,   72.94it/s]
 
 
- 58%|█████▊    | Repairing epochs : 115/197 [00:01&lt;00:01,   66.27it/s]
+ 59%|█████▉    | Repairing epochs : 117/197 [00:01&lt;00:01,   74.12it/s]
 
 
- 59%|█████▉    | Repairing epochs : 116/197 [00:01&lt;00:01,   64.56it/s]
+ 60%|█████▉    | Repairing epochs : 118/197 [00:01&lt;00:01,   72.64it/s]
 
 
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+ 60%|██████    | Repairing epochs : 119/197 [00:01&lt;00:01,   70.74it/s]
 
 
- 60%|██████    | Repairing epochs : 119/197 [00:01&lt;00:01,   61.96it/s]
+ 61%|██████    | Repairing epochs : 120/197 [00:01&lt;00:01,   68.61it/s]
 
 
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+ 61%|██████▏   | Repairing epochs : 121/197 [00:01&lt;00:01,   66.90it/s]
 
 
- 61%|██████▏   | Repairing epochs : 121/197 [00:01&lt;00:01,   59.24it/s]
+ 62%|██████▏   | Repairing epochs : 122/197 [00:01&lt;00:01,   66.59it/s]
 
 
- 62%|██████▏   | Repairing epochs : 123/197 [00:01&lt;00:01,   59.68it/s]
+ 63%|██████▎   | Repairing epochs : 124/197 [00:01&lt;00:01,   66.90it/s]
 
 
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+ 64%|██████▍   | Repairing epochs : 126/197 [00:01&lt;00:01,   68.43it/s]
 
 
- 65%|██████▍   | Repairing epochs : 128/197 [00:01&lt;00:01,   63.28it/s]
+ 65%|██████▍   | Repairing epochs : 128/197 [00:01&lt;00:00,   69.94it/s]
 
 
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+ 66%|██████▌   | Repairing epochs : 130/197 [00:01&lt;00:00,   70.22it/s]
 
 
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+ 67%|██████▋   | Repairing epochs : 132/197 [00:01&lt;00:00,   69.81it/s]
 
 
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+ 68%|██████▊   | Repairing epochs : 133/197 [00:01&lt;00:00,   68.27it/s]
 
 
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+ 68%|██████▊   | Repairing epochs : 134/197 [00:01&lt;00:00,   66.75it/s]
 
 
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+ 69%|██████▉   | Repairing epochs : 136/197 [00:01&lt;00:00,   67.13it/s]
 
 
- 70%|███████   | Repairing epochs : 138/197 [00:02&lt;00:00,   62.51it/s]
+ 70%|███████   | Repairing epochs : 138/197 [00:01&lt;00:00,   67.61it/s]
 
 
- 71%|███████   | Repairing epochs : 140/197 [00:02&lt;00:00,   63.07it/s]
+ 71%|███████   | Repairing epochs : 140/197 [00:01&lt;00:00,   68.04it/s]
 
 
- 72%|███████▏  | Repairing epochs : 142/197 [00:02&lt;00:00,   63.64it/s]
+ 72%|███████▏  | Repairing epochs : 142/197 [00:01&lt;00:00,   68.50it/s]
 
 
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+ 73%|███████▎  | Repairing epochs : 144/197 [00:02&lt;00:00,   68.85it/s]
 
 
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- 74%|███████▍  | Repairing epochs : 146/197 [00:02&lt;00:00,   62.80it/s]
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- 75%|███████▌  | Repairing epochs : 148/197 [00:02&lt;00:00,   63.43it/s]
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+ 90%|█████████ | Repairing epochs : 178/197 [00:02&lt;00:00,   66.43it/s]
 
 
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+ 91%|█████████ | Repairing epochs : 179/197 [00:02&lt;00:00,   64.63it/s]
 
 
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+ 91%|█████████▏| Repairing epochs : 180/197 [00:02&lt;00:00,   62.95it/s]
 
 
- 93%|█████████▎| Repairing epochs : 183/197 [00:02&lt;00:00,   68.28it/s]
+ 92%|█████████▏| Repairing epochs : 181/197 [00:02&lt;00:00,   61.89it/s]
 
 
- 94%|█████████▍| Repairing epochs : 185/197 [00:02&lt;00:00,   68.52it/s]
+ 93%|█████████▎| Repairing epochs : 183/197 [00:02&lt;00:00,   61.03it/s]
 
 
- 95%|█████████▍| Repairing epochs : 187/197 [00:02&lt;00:00,   67.30it/s]
+ 93%|█████████▎| Repairing epochs : 184/197 [00:02&lt;00:00,   59.79it/s]
 
 
- 95%|█████████▌| Repairing epochs : 188/197 [00:02&lt;00:00,   65.81it/s]
+ 94%|█████████▍| Repairing epochs : 185/197 [00:02&lt;00:00,   58.82it/s]
 
 
- 96%|█████████▋| Repairing epochs : 190/197 [00:02&lt;00:00,   66.72it/s]
+ 94%|█████████▍| Repairing epochs : 186/197 [00:02&lt;00:00,   57.54it/s]
 
 
- 97%|█████████▋| Repairing epochs : 191/197 [00:02&lt;00:00,   65.47it/s]
+ 95%|█████████▍| Repairing epochs : 187/197 [00:02&lt;00:00,   57.45it/s]
 
 
- 97%|█████████▋| Repairing epochs : 192/197 [00:02&lt;00:00,   63.80it/s]
+ 96%|█████████▌| Repairing epochs : 189/197 [00:02&lt;00:00,   59.08it/s]
 
 
- 98%|█████████▊| Repairing epochs : 193/197 [00:02&lt;00:00,   63.40it/s]
+ 97%|█████████▋| Repairing epochs : 191/197 [00:02&lt;00:00,   59.89it/s]
 
 
- 99%|█████████▉| Repairing epochs : 195/197 [00:02&lt;00:00,   63.87it/s]
+ 98%|█████████▊| Repairing epochs : 193/197 [00:02&lt;00:00,   60.59it/s]
 
 
-100%|██████████| Repairing epochs : 197/197 [00:02&lt;00:00,   64.30it/s]
-100%|██████████| Repairing epochs : 197/197 [00:02&lt;00:00,   67.25it/s]
+ 99%|█████████▉| Repairing epochs : 195/197 [00:02&lt;00:00,   61.23it/s]
+
+
+100%|██████████| Repairing epochs : 197/197 [00:02&lt;00:00,   60.98it/s]
+100%|██████████| Repairing epochs : 197/197 [00:02&lt;00:00,   69.13it/s]
 
 
 
@@ -2286,48 +2318,48 @@
 
 
 
- 10%|█         | Fold : 1/10 [00:00&lt;00:01,    5.32it/s]
+ 10%|█         | Fold : 1/10 [00:00&lt;00:01,    5.63it/s]
 
 
 
- 20%|██        | Fold : 2/10 [00:00&lt;00:01,    5.45it/s]
+ 20%|██        | Fold : 2/10 [00:00&lt;00:01,    5.75it/s]
 
 
 
- 30%|███       | Fold : 3/10 [00:00&lt;00:01,    5.57it/s]
+ 30%|███       | Fold : 3/10 [00:00&lt;00:01,    5.82it/s]
 
 
 
- 40%|████      | Fold : 4/10 [00:00&lt;00:01,    5.57it/s]
+ 40%|████      | Fold : 4/10 [00:00&lt;00:01,    5.84it/s]
 
 
 
- 50%|█████     | Fold : 5/10 [00:00&lt;00:00,    5.58it/s]
+ 50%|█████     | Fold : 5/10 [00:00&lt;00:00,    5.85it/s]
 
 
 
- 60%|██████    | Fold : 6/10 [00:01&lt;00:00,    5.58it/s]
+ 60%|██████    | Fold : 6/10 [00:01&lt;00:00,    5.85it/s]
 
 
 
- 70%|███████   | Fold : 7/10 [00:01&lt;00:00,    5.53it/s]
+ 70%|███████   | Fold : 7/10 [00:01&lt;00:00,    5.85it/s]
 
 
 
- 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    5.51it/s]
+ 80%|████████  | Fold : 8/10 [00:01&lt;00:00,    5.85it/s]
 
 
 
- 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    5.52it/s]
+ 90%|█████████ | Fold : 9/10 [00:01&lt;00:00,    5.87it/s]
 
 
 
-100%|██████████| Fold : 10/10 [00:01&lt;00:00,    5.52it/s]
-100%|██████████| Fold : 10/10 [00:01&lt;00:00,    5.52it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    5.89it/s]
+100%|██████████| Fold : 10/10 [00:01&lt;00:00,    5.88it/s]
 
 
-100%|██████████| n_interp : 3/3 [00:17&lt;00:00,    5.89s/it]
-100%|██████████| n_interp : 3/3 [00:17&lt;00:00,    5.93s/it]
+100%|██████████| n_interp : 3/3 [00:17&lt;00:00,    5.80s/it]
+100%|██████████| n_interp : 3/3 [00:17&lt;00:00,    5.85s/it]
 
 
 
@@ -2339,335 +2371,335 @@
   0%|          | Repairing epochs : 0/197 [00:00&lt;?,       ?it/s]
 
 
-  1%|          | Repairing epochs : 2/197 [00:00&lt;00:01,  110.24it/s]
+  1%|          | Repairing epochs : 2/197 [00:00&lt;00:01,  110.94it/s]
 
 
-  2%|▏         | Repairing epochs : 4/197 [00:00&lt;00:02,   86.82it/s]
+  2%|▏         | Repairing epochs : 4/197 [00:00&lt;00:02,   81.75it/s]
 
 
-  3%|▎         | Repairing epochs : 6/197 [00:00&lt;00:02,   77.07it/s]
+  3%|▎         | Repairing epochs : 5/197 [00:00&lt;00:02,   64.67it/s]
 
 
-  4%|▍         | Repairing epochs : 8/197 [00:00&lt;00:02,   75.65it/s]
+  3%|▎         | Repairing epochs : 6/197 [00:00&lt;00:03,   57.15it/s]
 
 
-  5%|▌         | Repairing epochs : 10/197 [00:00&lt;00:02,   74.20it/s]
+  4%|▍         | Repairing epochs : 8/197 [00:00&lt;00:03,   60.90it/s]
 
 
-  6%|▌         | Repairing epochs : 12/197 [00:00&lt;00:02,   73.74it/s]
+  5%|▌         | Repairing epochs : 10/197 [00:00&lt;00:02,   62.90it/s]
 
 
-  7%|▋         | Repairing epochs : 14/197 [00:00&lt;00:02,   73.70it/s]
+  6%|▌         | Repairing epochs : 12/197 [00:00&lt;00:02,   64.39it/s]
 
 
-  8%|▊         | Repairing epochs : 16/197 [00:00&lt;00:02,   73.01it/s]
+  7%|▋         | Repairing epochs : 14/197 [00:00&lt;00:02,   65.70it/s]
 
 
-  9%|▉         | Repairing epochs : 18/197 [00:00&lt;00:02,   73.15it/s]
+  8%|▊         | Repairing epochs : 16/197 [00:00&lt;00:02,   67.24it/s]
 
 
- 10%|█         | Repairing epochs : 20/197 [00:00&lt;00:02,   72.90it/s]
+  9%|▉         | Repairing epochs : 18/197 [00:00&lt;00:02,   68.09it/s]
 
 
- 11%|█         | Repairing epochs : 22/197 [00:00&lt;00:02,   72.99it/s]
+ 10%|█         | Repairing epochs : 20/197 [00:00&lt;00:02,   68.54it/s]
 
 
- 12%|█▏        | Repairing epochs : 24/197 [00:00&lt;00:02,   72.73it/s]
+ 11%|█         | Repairing epochs : 22/197 [00:00&lt;00:02,   69.56it/s]
 
 
- 13%|█▎        | Repairing epochs : 26/197 [00:00&lt;00:02,   72.88it/s]
+ 12%|█▏        | Repairing epochs : 24/197 [00:00&lt;00:02,   70.07it/s]
 
 
- 14%|█▍        | Repairing epochs : 28/197 [00:00&lt;00:02,   72.83it/s]
+ 13%|█▎        | Repairing epochs : 26/197 [00:00&lt;00:02,   70.62it/s]
 
 
- 15%|█▌        | Repairing epochs : 30/197 [00:00&lt;00:02,   72.91it/s]
+ 14%|█▍        | Repairing epochs : 28/197 [00:00&lt;00:02,   70.67it/s]
 
 
- 16%|█▌        | Repairing epochs : 32/197 [00:00&lt;00:02,   72.87it/s]
+ 15%|█▌        | Repairing epochs : 30/197 [00:00&lt;00:02,   71.22it/s]
 
 
- 17%|█▋        | Repairing epochs : 34/197 [00:00&lt;00:02,   72.83it/s]
+ 16%|█▌        | Repairing epochs : 32/197 [00:00&lt;00:02,   71.62it/s]
 
 
- 18%|█▊        | Repairing epochs : 36/197 [00:00&lt;00:02,   72.59it/s]
+ 17%|█▋        | Repairing epochs : 34/197 [00:00&lt;00:02,   71.72it/s]
 
 
- 19%|█▉        | Repairing epochs : 38/197 [00:00&lt;00:02,   72.46it/s]
+ 18%|█▊        | Repairing epochs : 36/197 [00:00&lt;00:02,   71.66it/s]
 
 
- 20%|██        | Repairing epochs : 40/197 [00:00&lt;00:02,   72.54it/s]
+ 19%|█▉        | Repairing epochs : 38/197 [00:00&lt;00:02,   71.61it/s]
 
 
- 21%|██▏       | Repairing epochs : 42/197 [00:00&lt;00:02,   72.75it/s]
+ 20%|██        | Repairing epochs : 40/197 [00:00&lt;00:02,   71.88it/s]
 
 
- 22%|██▏       | Repairing epochs : 44/197 [00:00&lt;00:02,   72.47it/s]
+ 21%|██▏       | Repairing epochs : 42/197 [00:00&lt;00:02,   72.22it/s]
 
 
- 23%|██▎       | Repairing epochs : 46/197 [00:00&lt;00:02,   73.96it/s]
+ 22%|██▏       | Repairing epochs : 44/197 [00:00&lt;00:02,   72.00it/s]
 
 
- 24%|██▍       | Repairing epochs : 48/197 [00:00&lt;00:02,   74.12it/s]
+ 23%|██▎       | Repairing epochs : 46/197 [00:00&lt;00:02,   73.63it/s]
 
 
- 25%|██▌       | Repairing epochs : 50/197 [00:00&lt;00:01,   73.88it/s]
+ 24%|██▍       | Repairing epochs : 48/197 [00:00&lt;00:02,   73.86it/s]
 
 
- 26%|██▋       | Repairing epochs : 52/197 [00:00&lt;00:01,   75.39it/s]
+ 25%|██▌       | Repairing epochs : 50/197 [00:00&lt;00:01,   73.77it/s]
 
 
- 27%|██▋       | Repairing epochs : 54/197 [00:00&lt;00:01,   74.85it/s]
+ 26%|██▋       | Repairing epochs : 52/197 [00:00&lt;00:01,   75.45it/s]
 
 
- 28%|██▊       | Repairing epochs : 56/197 [00:00&lt;00:01,   74.62it/s]
+ 27%|██▋       | Repairing epochs : 54/197 [00:00&lt;00:01,   75.12it/s]
 
 
- 29%|██▉       | Repairing epochs : 58/197 [00:00&lt;00:01,   74.55it/s]
+ 28%|██▊       | Repairing epochs : 56/197 [00:00&lt;00:01,   74.91it/s]
 
 
- 30%|███       | Repairing epochs : 60/197 [00:00&lt;00:01,   75.69it/s]
+ 29%|██▉       | Repairing epochs : 58/197 [00:00&lt;00:01,   74.97it/s]
 
 
- 31%|███▏      | Repairing epochs : 62/197 [00:00&lt;00:01,   76.81it/s]
+ 30%|███       | Repairing epochs : 60/197 [00:00&lt;00:01,   76.26it/s]
 
 
- 32%|███▏      | Repairing epochs : 64/197 [00:00&lt;00:01,   76.52it/s]
+ 31%|███       | Repairing epochs : 61/197 [00:00&lt;00:01,   75.44it/s]
 
 
- 34%|███▎      | Repairing epochs : 66/197 [00:00&lt;00:01,   76.19it/s]
+ 32%|███▏      | Repairing epochs : 63/197 [00:00&lt;00:01,   76.09it/s]
 
 
- 35%|███▍      | Repairing epochs : 68/197 [00:00&lt;00:01,   76.00it/s]
+ 32%|███▏      | Repairing epochs : 64/197 [00:00&lt;00:01,   73.88it/s]
 
 
- 36%|███▌      | Repairing epochs : 70/197 [00:00&lt;00:01,   77.32it/s]
+ 34%|███▎      | Repairing epochs : 66/197 [00:00&lt;00:01,   73.70it/s]
 
 
- 37%|███▋      | Repairing epochs : 72/197 [00:00&lt;00:01,   78.67it/s]
+ 35%|███▍      | Repairing epochs : 68/197 [00:00&lt;00:01,   73.85it/s]
 
 
- 38%|███▊      | Repairing epochs : 74/197 [00:00&lt;00:01,   78.26it/s]
+ 36%|███▌      | Repairing epochs : 70/197 [00:00&lt;00:01,   75.37it/s]
 
 
- 39%|███▊      | Repairing epochs : 76/197 [00:01&lt;00:01,   77.64it/s]
+ 37%|███▋      | Repairing epochs : 72/197 [00:00&lt;00:01,   76.98it/s]
 
 
- 40%|███▉      | Repairing epochs : 78/197 [00:01&lt;00:01,   76.57it/s]
+ 38%|███▊      | Repairing epochs : 74/197 [00:00&lt;00:01,   76.87it/s]
 
 
- 41%|████      | Repairing epochs : 80/197 [00:01&lt;00:01,   76.10it/s]
+ 39%|███▊      | Repairing epochs : 76/197 [00:01&lt;00:01,   76.64it/s]
 
 
- 41%|████      | Repairing epochs : 81/197 [00:01&lt;00:01,   73.64it/s]
+ 40%|███▉      | Repairing epochs : 78/197 [00:01&lt;00:01,   75.80it/s]
 
 
- 42%|████▏     | Repairing epochs : 83/197 [00:01&lt;00:01,   72.94it/s]
+ 41%|████      | Repairing epochs : 80/197 [00:01&lt;00:01,   75.41it/s]
 
 
- 43%|████▎     | Repairing epochs : 84/197 [00:01&lt;00:01,   70.80it/s]
+ 42%|████▏     | Repairing epochs : 82/197 [00:01&lt;00:01,   75.08it/s]
 
 
- 43%|████▎     | Repairing epochs : 85/197 [00:01&lt;00:01,   68.66it/s]
+ 43%|████▎     | Repairing epochs : 84/197 [00:01&lt;00:01,   74.66it/s]
 
 
- 44%|████▎     | Repairing epochs : 86/197 [00:01&lt;00:01,   66.80it/s]
+ 44%|████▎     | Repairing epochs : 86/197 [00:01&lt;00:01,   73.81it/s]
 
 
- 45%|████▍     | Repairing epochs : 88/197 [00:01&lt;00:01,   67.10it/s]
+ 44%|████▍     | Repairing epochs : 87/197 [00:01&lt;00:01,   71.45it/s]
 
 
- 46%|████▌     | Repairing epochs : 91/197 [00:01&lt;00:01,   69.88it/s]
+ 45%|████▍     | Repairing epochs : 88/197 [00:01&lt;00:01,   70.57it/s]
 
 
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+ 46%|████▌     | Repairing epochs : 91/197 [00:01&lt;00:01,   73.39it/s]
 
 
- 48%|████▊     | Repairing epochs : 95/197 [00:01&lt;00:01,   69.99it/s]
+ 47%|████▋     | Repairing epochs : 93/197 [00:01&lt;00:01,   73.28it/s]
 
 
- 49%|████▉     | Repairing epochs : 97/197 [00:01&lt;00:01,   70.20it/s]
+ 48%|████▊     | Repairing epochs : 95/197 [00:01&lt;00:01,   73.38it/s]
 
 
- 50%|█████     | Repairing epochs : 99/197 [00:01&lt;00:01,   70.37it/s]
+ 49%|████▉     | Repairing epochs : 97/197 [00:01&lt;00:01,   73.57it/s]
 
 
- 51%|█████▏    | Repairing epochs : 101/197 [00:01&lt;00:01,   70.38it/s]
+ 50%|█████     | Repairing epochs : 99/197 [00:01&lt;00:01,   73.66it/s]
 
 
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+ 51%|█████     | Repairing epochs : 100/197 [00:01&lt;00:01,   72.88it/s]
 
 
- 53%|█████▎    | Repairing epochs : 105/197 [00:01&lt;00:01,   70.84it/s]
+ 51%|█████▏    | Repairing epochs : 101/197 [00:01&lt;00:01,   70.90it/s]
 
 
- 54%|█████▍    | Repairing epochs : 106/197 [00:01&lt;00:01,   69.05it/s]
+ 52%|█████▏    | Repairing epochs : 102/197 [00:01&lt;00:01,   69.19it/s]
 
 
- 55%|█████▍    | Repairing epochs : 108/197 [00:01&lt;00:01,   70.37it/s]
+ 53%|█████▎    | Repairing epochs : 104/197 [00:01&lt;00:01,   70.41it/s]
 
 
- 56%|█████▌    | Repairing epochs : 110/197 [00:01&lt;00:01,   70.23it/s]
+ 54%|█████▍    | Repairing epochs : 106/197 [00:01&lt;00:01,   70.33it/s]
 
 
- 57%|█████▋    | Repairing epochs : 112/197 [00:01&lt;00:01,   69.50it/s]
+ 55%|█████▍    | Repairing epochs : 108/197 [00:01&lt;00:01,   71.80it/s]
 
 
- 57%|█████▋    | Repairing epochs : 113/197 [00:01&lt;00:01,   67.31it/s]
+ 56%|█████▌    | Repairing epochs : 110/197 [00:01&lt;00:01,   71.79it/s]
 
 
- 58%|█████▊    | Repairing epochs : 114/197 [00:01&lt;00:01,   65.63it/s]
+ 57%|█████▋    | Repairing epochs : 112/197 [00:01&lt;00:01,   71.64it/s]
 
 
- 59%|█████▉    | Repairing epochs : 116/197 [00:01&lt;00:01,   65.63it/s]
+ 58%|█████▊    | Repairing epochs : 114/197 [00:01&lt;00:01,   71.28it/s]
 
 
- 60%|█████▉    | Repairing epochs : 118/197 [00:01&lt;00:01,   66.93it/s]
+ 59%|█████▉    | Repairing epochs : 116/197 [00:01&lt;00:01,   69.32it/s]
 
 
- 60%|██████    | Repairing epochs : 119/197 [00:01&lt;00:01,   66.68it/s]
+ 60%|█████▉    | Repairing epochs : 118/197 [00:01&lt;00:01,   67.89it/s]
 
 
- 61%|██████    | Repairing epochs : 120/197 [00:01&lt;00:01,   64.82it/s]
+ 60%|██████    | Repairing epochs : 119/197 [00:01&lt;00:01,   66.25it/s]
 
 
- 61%|██████▏   | Repairing epochs : 121/197 [00:01&lt;00:01,   63.49it/s]
+ 61%|██████    | Repairing epochs : 120/197 [00:01&lt;00:01,   64.53it/s]
 
 
- 62%|██████▏   | Repairing epochs : 122/197 [00:01&lt;00:01,   62.64it/s]
+ 62%|██████▏   | Repairing epochs : 122/197 [00:01&lt;00:01,   65.06it/s]
 
 
- 63%|██████▎   | Repairing epochs : 124/197 [00:01&lt;00:01,   63.12it/s]
+ 63%|██████▎   | Repairing epochs : 124/197 [00:01&lt;00:01,   65.49it/s]
 
 
- 64%|██████▍   | Repairing epochs : 126/197 [00:01&lt;00:01,   64.75it/s]
+ 64%|██████▍   | Repairing epochs : 126/197 [00:01&lt;00:01,   67.00it/s]
 
 
- 65%|██████▍   | Repairing epochs : 128/197 [00:01&lt;00:01,   66.39it/s]
+ 65%|██████▍   | Repairing epochs : 128/197 [00:01&lt;00:01,   68.53it/s]
 
 
- 66%|██████▌   | Repairing epochs : 130/197 [00:01&lt;00:01,   66.88it/s]
+ 66%|██████▌   | Repairing epochs : 130/197 [00:01&lt;00:00,   68.86it/s]
 
 
- 67%|██████▋   | Repairing epochs : 132/197 [00:01&lt;00:00,   66.73it/s]
+ 67%|██████▋   | Repairing epochs : 132/197 [00:01&lt;00:00,   69.15it/s]
 
 
- 68%|██████▊   | Repairing epochs : 133/197 [00:01&lt;00:00,   65.19it/s]
+ 68%|██████▊   | Repairing epochs : 134/197 [00:01&lt;00:00,   69.50it/s]
 
 
- 68%|██████▊   | Repairing epochs : 134/197 [00:01&lt;00:00,   63.59it/s]
+ 69%|██████▉   | Repairing epochs : 136/197 [00:01&lt;00:00,   69.75it/s]
 
 
- 69%|██████▊   | Repairing epochs : 135/197 [00:01&lt;00:00,   62.13it/s]
+ 70%|███████   | Repairing epochs : 138/197 [00:01&lt;00:00,   69.94it/s]
 
 
- 70%|██████▉   | Repairing epochs : 137/197 [00:01&lt;00:00,   62.73it/s]
+ 71%|███████   | Repairing epochs : 139/197 [00:01&lt;00:00,   69.51it/s]
 
 
- 71%|███████   | Repairing epochs : 139/197 [00:02&lt;00:00,   63.27it/s]
+ 72%|███████▏  | Repairing epochs : 141/197 [00:01&lt;00:00,   69.24it/s]
 
 
- 72%|███████▏  | Repairing epochs : 141/197 [00:02&lt;00:00,   63.78it/s]
+ 72%|███████▏  | Repairing epochs : 142/197 [00:02&lt;00:00,   67.62it/s]
 
 
- 73%|███████▎  | Repairing epochs : 143/197 [00:02&lt;00:00,   64.10it/s]
+ 73%|███████▎  | Repairing epochs : 143/197 [00:02&lt;00:00,   65.62it/s]
 
 
- 74%|███████▎  | Repairing epochs : 145/197 [00:02&lt;00:00,   64.53it/s]
+ 73%|███████▎  | Repairing epochs : 144/197 [00:02&lt;00:00,   65.23it/s]
 
 
- 75%|███████▍  | Repairing epochs : 147/197 [00:02&lt;00:00,   65.77it/s]
+ 74%|███████▍  | Repairing epochs : 146/197 [00:02&lt;00:00,   65.73it/s]
 
 
- 75%|███████▌  | Repairing epochs : 148/197 [00:02&lt;00:00,   65.15it/s]
+ 75%|███████▌  | Repairing epochs : 148/197 [00:02&lt;00:00,   67.19it/s]
 
 
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+ 78%|███████▊  | Repairing epochs : 154/197 [00:02&lt;00:00,   70.32it/s]
 
 
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+ 79%|███████▉  | Repairing epochs : 156/197 [00:02&lt;00:00,   71.56it/s]
 
 
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+ 80%|████████  | Repairing epochs : 158/197 [00:02&lt;00:00,   71.62it/s]
 
 
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+ 81%|████████  | Repairing epochs : 160/197 [00:02&lt;00:00,   71.64it/s]
 
 
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+ 83%|████████▎ | Repairing epochs : 164/197 [00:02&lt;00:00,   74.74it/s]
 
 
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+ 84%|████████▍ | Repairing epochs : 166/197 [00:02&lt;00:00,   74.38it/s]
 
 
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+ 85%|████████▌ | Repairing epochs : 168/197 [00:02&lt;00:00,   74.18it/s]
 
 
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+ 86%|████████▋ | Repairing epochs : 170/197 [00:02&lt;00:00,   73.95it/s]
 
 
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+ 87%|████████▋ | Repairing epochs : 172/197 [00:02&lt;00:00,   73.66it/s]
 
 
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+ 88%|████████▊ | Repairing epochs : 174/197 [00:02&lt;00:00,   73.51it/s]
 
 
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+ 89%|████████▉ | Repairing epochs : 176/197 [00:02&lt;00:00,   73.16it/s]
 
 
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+ 90%|█████████ | Repairing epochs : 178/197 [00:02&lt;00:00,   72.93it/s]
 
 
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+ 93%|█████████▎| Repairing epochs : 184/197 [00:02&lt;00:00,   67.82it/s]
 
 
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+ 94%|█████████▍| Repairing epochs : 185/197 [00:02&lt;00:00,   66.43it/s]
 
 
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+ 94%|█████████▍| Repairing epochs : 186/197 [00:02&lt;00:00,   64.67it/s]
 
 
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+ 95%|█████████▍| Repairing epochs : 187/197 [00:02&lt;00:00,   64.53it/s]
 
 
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+ 95%|█████████▌| Repairing epochs : 188/197 [00:02&lt;00:00,   64.43it/s]
 
 
- 96%|█████████▋| Repairing epochs : 190/197 [00:02&lt;00:00,   66.95it/s]
+ 96%|█████████▋| Repairing epochs : 190/197 [00:02&lt;00:00,   65.42it/s]
 
 
- 97%|█████████▋| Repairing epochs : 191/197 [00:02&lt;00:00,   65.62it/s]
+ 97%|█████████▋| Repairing epochs : 191/197 [00:02&lt;00:00,   64.19it/s]
 
 
- 97%|█████████▋| Repairing epochs : 192/197 [00:02&lt;00:00,   63.85it/s]
+ 97%|█████████▋| Repairing epochs : 192/197 [00:02&lt;00:00,   62.62it/s]
 
 
- 98%|█████████▊| Repairing epochs : 193/197 [00:02&lt;00:00,   63.35it/s]
+ 98%|█████████▊| Repairing epochs : 193/197 [00:02&lt;00:00,   61.10it/s]
 
 
- 99%|█████████▉| Repairing epochs : 195/197 [00:02&lt;00:00,   63.60it/s]
+ 98%|█████████▊| Repairing epochs : 194/197 [00:02&lt;00:00,   61.10it/s]
 
 
-100%|██████████| Repairing epochs : 197/197 [00:02&lt;00:00,   63.95it/s]
-100%|██████████| Repairing epochs : 197/197 [00:02&lt;00:00,   68.17it/s]
+ 99%|█████████▉| Repairing epochs : 196/197 [00:02&lt;00:00,   61.58it/s]
+100%|██████████| Repairing epochs : 197/197 [00:02&lt;00:00,   68.93it/s]
 No bad epochs were found for your data. Returning a copy of the data you wanted to clean. Interpolation may have been done.
 </pre></div>
 </div>
@@ -2744,7 +2776,7 @@
 &lt;Figure size 640x300 with 2 Axes&gt;
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 53.874 seconds)</p>
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@@ -2817,7 +2849,7 @@
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
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diff --git a/dev/auto_examples/sg_execution_times.html b/dev/auto_examples/sg_execution_times.html
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@@ -416,35 +416,35 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-auto-examples-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
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 <tr class="row-odd"><td><p><a class="reference internal" href="plot_visualize_bad_epochs.html#sphx-glr-auto-examples-plot-visualize-bad-epochs-py"><span class="std std-ref">Visualize bad sensors per trial</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_visualize_bad_epochs.py</span></code>)</p></td>
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+<td><p>01:53.207</p></td>
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+<td><p>01:07.621</p></td>
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+<td><p>00:03.274</p></td>
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 <td><p>0.0 MB</p></td>
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@@ -494,7 +494,7 @@
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
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diff --git a/dev/explanation.html b/dev/explanation.html
index 754d391..2c15e74 100644
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   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
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index 0c55081..be75b3e 100644
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   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
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-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
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diff --git a/dev/generated/autoreject.Ransac.html b/dev/generated/autoreject.Ransac.html
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-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
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diff --git a/dev/generated/autoreject.RejectLog.html b/dev/generated/autoreject.RejectLog.html
index 25127cf..a067820 100644
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-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
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diff --git a/dev/generated/autoreject.get_rejection_threshold.html b/dev/generated/autoreject.get_rejection_threshold.html
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-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
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diff --git a/dev/generated/autoreject.read_auto_reject.html b/dev/generated/autoreject.read_auto_reject.html
index 3876863..fa78854 100644
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   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
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diff --git a/dev/generated/autoreject.read_reject_log.html b/dev/generated/autoreject.read_reject_log.html
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-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
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-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
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diff --git a/dev/generated/autoreject.validation_curve.html b/dev/generated/autoreject.validation_curve.html
index 6b52b05..0944943 100644
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   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
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diff --git a/dev/genindex.html b/dev/genindex.html
index aa509fc..bacae66 100644
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         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
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diff --git a/dev/index.html b/dev/index.html
index fa3932b..ee6b23e 100644
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         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
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diff --git a/dev/py-modindex.html b/dev/py-modindex.html
index 8d41352..3e74673 100644
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-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
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diff --git a/dev/search.html b/dev/search.html
index 530de24..e4a152d 100644
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         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
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index b1e2547..78d0c02 100644
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@@ -1 +1 @@
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"auto_examples/plot_estimate_global_reject.rst", "auto_examples/plot_global_reject.rst", "auto_examples/plot_ransac.rst", "auto_examples/plot_visualize_bad_epochs.rst", "auto_examples/sg_execution_times.rst", "explanation.rst", "faq.rst", "generated/autoreject.AutoReject.rst", "generated/autoreject.Ransac.rst", "generated/autoreject.RejectLog.rst", "generated/autoreject.compute_thresholds.rst", "generated/autoreject.get_rejection_threshold.rst", "generated/autoreject.read_auto_reject.rst", "generated/autoreject.read_reject_log.rst", "generated/autoreject.utils.set_matplotlib_defaults.rst", "generated/autoreject.validation_curve.rst", "index.rst", "whats_new.rst"], "titles": ["API Documentation", "Examples Gallery", "Automatically repair epochs", "Preprocessing workflow with <code class=\"docutils literal notranslate\"><span class=\"pre\">autoreject</span></code> and ICA", "Plot channel-level thresholds", "Find global rejection threshold", "Plotting the cross-validation curve", "Detect bad sensors using RANSAC", "Visualize bad sensors per trial", "Computation times", "Explanation", "Frequently asked questions", "autoreject.AutoReject", "autoreject.Ransac", "autoreject.RejectLog", "autoreject.compute_thresholds", "autoreject.get_rejection_threshold", "autoreject.read_auto_reject", "autoreject.read_reject_log", "autoreject.utils.set_matplotlib_defaults", "autoreject.validation_curve", "autoreject", "What\u2019s new?"], "terms": {"autom": [0, 7, 10, 13, 21], "repair": [0, 1, 3, 7, 8, 9, 12, 13, 15, 21], "m": [0, 7, 8, 21], "eeg": [0, 2, 3, 4, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 21], "class": [0, 2, 12, 13, 14], "function": [0, 1, 2, 3, 5, 7, 8, 22], "autoreject": [0, 1, 2, 4, 5, 6, 7, 8, 9, 22], "thi": [1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 15, 21, 22], "section": [1, 3, 10, 11], "document": [1, 10, 11, 14], "i": [1, 2, 3, 5, 6, 7, 8, 10, 12, 13, 14, 15, 17, 18, 20, 21], "learn": [1, 2, 8, 21], "orient": [1, 14, 22], "show": [1, 2, 4, 6, 7, 8, 14], "off": [1, 2, 3, 4, 6, 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\ No newline at end of file
+Search.setIndex({"docnames": ["api", "auto_examples/index", "auto_examples/plot_auto_repair", "auto_examples/plot_autoreject_workflow", "auto_examples/plot_channel_thresholds", "auto_examples/plot_estimate_global_reject", "auto_examples/plot_global_reject", "auto_examples/plot_ransac", "auto_examples/plot_visualize_bad_epochs", "auto_examples/sg_execution_times", "explanation", "faq", "generated/autoreject.AutoReject", "generated/autoreject.Ransac", "generated/autoreject.RejectLog", "generated/autoreject.compute_thresholds", "generated/autoreject.get_rejection_threshold", "generated/autoreject.read_auto_reject", "generated/autoreject.read_reject_log", "generated/autoreject.utils.set_matplotlib_defaults", "generated/autoreject.validation_curve", "index", "whats_new"], "filenames": ["api.rst", "auto_examples/index.rst", "auto_examples/plot_auto_repair.rst", "auto_examples/plot_autoreject_workflow.rst", "auto_examples/plot_channel_thresholds.rst", "auto_examples/plot_estimate_global_reject.rst", "auto_examples/plot_global_reject.rst", "auto_examples/plot_ransac.rst", "auto_examples/plot_visualize_bad_epochs.rst", "auto_examples/sg_execution_times.rst", "explanation.rst", "faq.rst", "generated/autoreject.AutoReject.rst", "generated/autoreject.Ransac.rst", "generated/autoreject.RejectLog.rst", "generated/autoreject.compute_thresholds.rst", "generated/autoreject.get_rejection_threshold.rst", "generated/autoreject.read_auto_reject.rst", "generated/autoreject.read_reject_log.rst", "generated/autoreject.utils.set_matplotlib_defaults.rst", "generated/autoreject.validation_curve.rst", "index.rst", "whats_new.rst"], "titles": ["API Documentation", "Examples Gallery", "Automatically repair epochs", "Preprocessing workflow with <code class=\"docutils literal notranslate\"><span class=\"pre\">autoreject</span></code> and ICA", "Plot channel-level thresholds", "Find global rejection threshold", "Plotting the cross-validation curve", "Detect 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"autoreject.AutoReject.fit"]], "fit_transform() (autoreject.autoreject method)": [[12, "autoreject.AutoReject.fit_transform"]], "get_reject_log() (autoreject.autoreject method)": [[12, "autoreject.AutoReject.get_reject_log"]], "save() (autoreject.autoreject method)": [[12, "autoreject.AutoReject.save"]], "transform() (autoreject.autoreject method)": [[12, "autoreject.AutoReject.transform"]], "ransac (class in autoreject)": [[13, "autoreject.Ransac"]], "fit() (autoreject.ransac method)": [[13, "autoreject.Ransac.fit"]], "rejectlog (class in autoreject)": [[14, "autoreject.RejectLog"]], "plot() (autoreject.rejectlog method)": [[14, "autoreject.RejectLog.plot"]], "plot_epochs() (autoreject.rejectlog method)": [[14, "autoreject.RejectLog.plot_epochs"]], "save() (autoreject.rejectlog method)": [[14, "autoreject.RejectLog.save"]], "compute_thresholds() (in module autoreject)": [[15, "autoreject.compute_thresholds"]], "get_rejection_threshold() (in module autoreject)": [[16, "autoreject.get_rejection_threshold"]], "read_auto_reject() (in module autoreject)": [[17, "autoreject.read_auto_reject"]], "read_reject_log() (in module autoreject)": [[18, "autoreject.read_reject_log"]], "set_matplotlib_defaults() (in module autoreject.utils)": [[19, "autoreject.utils.set_matplotlib_defaults"]], "validation_curve() (in module autoreject)": [[20, "autoreject.validation_curve"]]}})
\ No newline at end of file
diff --git a/dev/whats_new.html b/dev/whats_new.html
index 07989ed..f388def 100644
--- a/dev/whats_new.html
+++ b/dev/whats_new.html
@@ -652,7 +652,7 @@ <h3>Changelog<a class="headerlink" href="#id28" title="Link to this heading">#</
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-25.
+      © Copyright 2016-2023, autoreject developers. Last updated on 2023-08-27.
       <br/>
     
   </p>