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-    <title>Overview: module code &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Overview: module code &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
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   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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-    <title>mne_connectivity.base &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.base &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -1764,7 +1764,7 @@ <h1>Source code for mne_connectivity.base</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
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-    <title>mne_connectivity.datasets.frequency &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.datasets.frequency &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -610,7 +610,7 @@ <h1>Source code for mne_connectivity.datasets.frequency</h1><div class="highligh
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
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+    <title>mne_connectivity.decoding.decomposition &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -1239,7 +1239,7 @@ <h1>Source code for mne_connectivity.decoding.decomposition</h1><div class="high
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
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index d82f8d62..7cff900f 100644
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@@ -7,7 +7,7 @@
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-    <title>mne_connectivity.effective &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.effective &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -699,7 +699,7 @@ <h1>Source code for mne_connectivity.effective</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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+++ b/dev/_modules/mne_connectivity/envelope.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_connectivity.envelope &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.envelope &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -40,7 +40,7 @@
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794" />
   <script src="../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=ac02cc09edc035673794"></script>
 
-    <script src="../../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../../_static/documentation_options.js?v=5e3de441"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -788,7 +788,7 @@ <h1>Source code for mne_connectivity.envelope</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/_modules/mne_connectivity/io.html b/dev/_modules/mne_connectivity/io.html
index ab4f68a2..9068ea1b 100644
--- a/dev/_modules/mne_connectivity/io.html
+++ b/dev/_modules/mne_connectivity/io.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_connectivity.io &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.io &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -40,7 +40,7 @@
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794" />
   <script src="../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=ac02cc09edc035673794"></script>
 
-    <script src="../../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../../_static/documentation_options.js?v=5e3de441"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -569,7 +569,7 @@ <h1>Source code for mne_connectivity.io</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/_modules/mne_connectivity/spectral/epochs.html b/dev/_modules/mne_connectivity/spectral/epochs.html
index 6b079bff..c49a4f37 100644
--- a/dev/_modules/mne_connectivity/spectral/epochs.html
+++ b/dev/_modules/mne_connectivity/spectral/epochs.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_connectivity.spectral.epochs &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.spectral.epochs &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -40,7 +40,7 @@
 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794" />
   <script src="../../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=ac02cc09edc035673794"></script>
 
-    <script src="../../../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../../../_static/documentation_options.js?v=5e3de441"></script>
     <script src="../../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -1958,7 +1958,7 @@ <h1>Source code for mne_connectivity.spectral.epochs</h1><div class="highlight">
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/_modules/mne_connectivity/spectral/time.html b/dev/_modules/mne_connectivity/spectral/time.html
index f4ae018f..1a3e872f 100644
--- a/dev/_modules/mne_connectivity/spectral/time.html
+++ b/dev/_modules/mne_connectivity/spectral/time.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_connectivity.spectral.time &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.spectral.time &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -40,7 +40,7 @@
 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794" />
   <script src="../../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=ac02cc09edc035673794"></script>
 
-    <script src="../../../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../../../_static/documentation_options.js?v=5e3de441"></script>
     <script src="../../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -1782,7 +1782,7 @@ <h1>Source code for mne_connectivity.spectral.time</h1><div class="highlight"><p
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/_modules/mne_connectivity/utils/utils.html b/dev/_modules/mne_connectivity/utils/utils.html
index a362983c..d69e55ae 100644
--- a/dev/_modules/mne_connectivity/utils/utils.html
+++ b/dev/_modules/mne_connectivity/utils/utils.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_connectivity.utils.utils &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.utils.utils &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -40,7 +40,7 @@
 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794" />
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-    <script src="../../../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../../../_static/documentation_options.js?v=5e3de441"></script>
     <script src="../../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -841,7 +841,7 @@ <h1>Source code for mne_connectivity.utils.utils</h1><div class="highlight"><pre
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/_modules/mne_connectivity/vector_ar/model_selection.html b/dev/_modules/mne_connectivity/vector_ar/model_selection.html
index 32378461..8079bb45 100644
--- a/dev/_modules/mne_connectivity/vector_ar/model_selection.html
+++ b/dev/_modules/mne_connectivity/vector_ar/model_selection.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_connectivity.vector_ar.model_selection &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.vector_ar.model_selection &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -40,7 +40,7 @@
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-    <script src="../../../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../../../_static/documentation_options.js?v=5e3de441"></script>
     <script src="../../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -609,7 +609,7 @@ <h1>Source code for mne_connectivity.vector_ar.model_selection</h1><div class="h
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/_modules/mne_connectivity/vector_ar/var.html b/dev/_modules/mne_connectivity/vector_ar/var.html
index 0f2daf1e..b2a10c99 100644
--- a/dev/_modules/mne_connectivity/vector_ar/var.html
+++ b/dev/_modules/mne_connectivity/vector_ar/var.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_connectivity.vector_ar.var &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.vector_ar.var &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -40,7 +40,7 @@
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-    <script src="../../../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../../../_static/documentation_options.js?v=5e3de441"></script>
     <script src="../../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -1052,7 +1052,7 @@ <h1>Source code for mne_connectivity.vector_ar.var</h1><div class="highlight"><p
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/_modules/mne_connectivity/viz/_3d.html b/dev/_modules/mne_connectivity/viz/_3d.html
index fc570850..2ad40fd9 100644
--- a/dev/_modules/mne_connectivity/viz/_3d.html
+++ b/dev/_modules/mne_connectivity/viz/_3d.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_connectivity.viz._3d &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.viz._3d &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -40,7 +40,7 @@
 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794" />
   <script src="../../../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=ac02cc09edc035673794"></script>
 
-    <script src="../../../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../../../_static/documentation_options.js?v=5e3de441"></script>
     <script src="../../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -613,7 +613,7 @@ <h1>Source code for mne_connectivity.viz._3d</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/_modules/mne_connectivity/viz/circle.html b/dev/_modules/mne_connectivity/viz/circle.html
index 4a17f062..f0fc3690 100644
--- a/dev/_modules/mne_connectivity/viz/circle.html
+++ b/dev/_modules/mne_connectivity/viz/circle.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_connectivity.viz.circle &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.viz.circle &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -40,7 +40,7 @@
 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794" />
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-    <script src="../../../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../../../_static/documentation_options.js?v=5e3de441"></script>
     <script src="../../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -651,7 +651,7 @@ <h1>Source code for mne_connectivity.viz.circle</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/_static/documentation_options.js b/dev/_static/documentation_options.js
index c24500fc..44d55813 100644
--- a/dev/_static/documentation_options.js
+++ b/dev/_static/documentation_options.js
@@ -1,5 +1,5 @@
 const DOCUMENTATION_OPTIONS = {
-    VERSION: '1.9.0.dev56+g7af60e632',
+    VERSION: '1.9.0.dev61+g94fc435de',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
diff --git a/dev/api.html b/dev/api.html
index 42da2bbb..e87a50ec 100644
--- a/dev/api.html
+++ b/dev/api.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>API &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>API &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
 <link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794" />
   <script src="_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=ac02cc09edc035673794"></script>
 
-    <script src="_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="_static/documentation_options.js?v=5e3de441"></script>
     <script src="_static/doctools.js?v=9a2dae69"></script>
     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="_static/clipboard.min.js?v=a7894cd8"></script>
@@ -129,7 +129,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -690,7 +690,7 @@ <h2>Dataset functions<a class="headerlink" href="#dataset-functions" title="Link
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/cacoh.html b/dev/auto_examples/cacoh.html
index eee14759..dca9141b 100644
--- a/dev/auto_examples/cacoh.html
+++ b/dev/auto_examples/cacoh.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>Compute multivariate coherency/coherence &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Compute multivariate coherency/coherence &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
 <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794" />
   <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=ac02cc09edc035673794"></script>
 
-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -129,7 +129,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -974,7 +974,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </aside>
 </aside>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 2.242 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 2.655 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-cacoh-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/4c001e012a0d3de05adb67e035906af3/cacoh.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">cacoh.ipynb</span></code></a></p>
@@ -1068,7 +1068,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/compare_coherency_methods.html b/dev/auto_examples/compare_coherency_methods.html
index f5e0fe56..6e245bcf 100644
--- a/dev/auto_examples/compare_coherency_methods.html
+++ b/dev/auto_examples/compare_coherency_methods.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>Comparison of coherency-based methods &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Comparison of coherency-based methods &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
 <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794" />
   <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=ac02cc09edc035673794"></script>
 
-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -129,7 +129,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -725,7 +725,7 @@ <h2>Zero and non-zero time-lag interactions<a class="headerlink" href="#zero-and
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.legend.html#matplotlib.axes.Axes.legend" title="matplotlib.axes.Axes.legend" class="sphx-glr-backref-module-matplotlib-axes sphx-glr-backref-type-py-method"><span class="n">axis</span><span class="o">.</span><span class="n">legend</span></a><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s2">&quot;upper right&quot;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span><span class="o">=</span><span class="p">[</span><span class="mf">1.1</span><span class="p">,</span> <span class="mf">1.1</span><span class="p">])</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_compare_coherency_methods_002.png" srcset="../_images/sphx_glr_compare_coherency_methods_002.png" alt="compare coherency methods" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.legend.Legend object at 0x7fbe7990e530&gt;
+<img src="../_images/sphx_glr_compare_coherency_methods_002.png" srcset="../_images/sphx_glr_compare_coherency_methods_002.png" alt="compare coherency methods" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.legend.Legend object at 0x7f5f70ad9180&gt;
 </pre></div>
 </div>
 <p>Above, we plot the complex-valued CaCoh scores for the 10-12 Hz and 23-25 Hz
@@ -972,7 +972,7 @@ <h2>When different coherency-based methods are most appropriate<a class="headerl
 Computing MIC for connection 1 of 1
 [Connectivity computation done]
 
-&lt;matplotlib.legend.Legend object at 0x7fbe8f7be6b0&gt;
+&lt;matplotlib.legend.Legend object at 0x7f5f7362d780&gt;
 </pre></div>
 </div>
 <p>Plotting the connectivity values for CaCoh and MIC, we see how the 10-12 Hz
@@ -1168,7 +1168,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </aside>
 </aside>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.598 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 2.909 seconds)</p>
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 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/8a0c7262b04920faa40c731600d1061c/compare_coherency_methods.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">compare_coherency_methods.ipynb</span></code></a></p>
@@ -1261,7 +1261,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/compare_connectivity_over_time_over_trial.html b/dev/auto_examples/compare_connectivity_over_time_over_trial.html
index f57f0305..ed2190a2 100644
--- a/dev/auto_examples/compare_connectivity_over_time_over_trial.html
+++ b/dev/auto_examples/compare_connectivity_over_time_over_trial.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>Comparing spectral connectivity computed over time or over trials &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Comparing spectral connectivity computed over time or over trials &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
 <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794" />
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -564,7 +564,7 @@ <h2>Simulated examples<a class="headerlink" href="#simulated-examples" title="Li
 0 projection items activated
 Using qt as 2D backend.
 
-&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7fbe3af164d0&gt;
+&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f5f3c1fb6d0&gt;
 </pre></div>
 </div>
 <p>First we compute connectivity over trials.</p>
@@ -777,7 +777,7 @@ <h2>Simulated examples<a class="headerlink" href="#simulated-examples" title="Li
 No baseline correction applied
 0 projection items activated
 
-&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7fbe8f608820&gt;
+&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f5f8c811240&gt;
 </pre></div>
 </div>
 <p>First we compute connectivity over trials.</p>
@@ -1084,9 +1084,9 @@ <h2>Real data demonstration<a class="headerlink" href="#real-data-demonstration"
 
 
 
-<tr class="mne-repr-section-header general-09d67ed6-2b44-4af0-a9f5-2c3724c38b15"
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      title="Hide section"
-    onclick="toggleVisibility('general-09d67ed6-2b44-4af0-a9f5-2c3724c38b15')">
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@@ -1098,26 +1098,26 @@ <h2>Real data demonstration<a class="headerlink" href="#real-data-demonstration"
 </tr>
 
 
-<tr class="repr-element general-09d67ed6-2b44-4af0-a9f5-2c3724c38b15 ">
+<tr class="repr-element general-7a3ca220-e419-471a-998f-058966cb8442 ">
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     <td>MNE object type</td>
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 </tr>
-<tr class="repr-element general-09d67ed6-2b44-4af0-a9f5-2c3724c38b15 ">
+<tr class="repr-element general-7a3ca220-e419-471a-998f-058966cb8442 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Measurement date</td>
 
     <td>2002-12-03 at 19:01:10 UTC</td>
 
 </tr>
-<tr class="repr-element general-09d67ed6-2b44-4af0-a9f5-2c3724c38b15 ">
+<tr class="repr-element general-7a3ca220-e419-471a-998f-058966cb8442 ">
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     <td>Unknown</td>
 
 </tr>
-<tr class="repr-element general-09d67ed6-2b44-4af0-a9f5-2c3724c38b15 ">
+<tr class="repr-element general-7a3ca220-e419-471a-998f-058966cb8442 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Experimenter</td>
 
@@ -1132,9 +1132,9 @@ <h2>Real data demonstration<a class="headerlink" href="#real-data-demonstration"
 
 
 
-<tr class="mne-repr-section-header acquisition-ec028ce6-c8ad-4654-a4d9-919f62aafa40"
+<tr class="mne-repr-section-header acquisition-593eed44-63e6-41fa-999c-471029a80149"
      title="Hide section"
-    onclick="toggleVisibility('acquisition-ec028ce6-c8ad-4654-a4d9-919f62aafa40')">
+    onclick="toggleVisibility('acquisition-593eed44-63e6-41fa-999c-471029a80149')">
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         <button >
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@@ -1149,14 +1149,14 @@ <h2>Real data demonstration<a class="headerlink" href="#real-data-demonstration"
 
 
 
-<tr class="repr-element acquisition-ec028ce6-c8ad-4654-a4d9-919f62aafa40 ">
+<tr class="repr-element acquisition-593eed44-63e6-41fa-999c-471029a80149 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Total number of events</td>
     <td>73</td>
 </tr>
 
 
-<tr class="repr-element acquisition-ec028ce6-c8ad-4654-a4d9-919f62aafa40 ">
+<tr class="repr-element acquisition-593eed44-63e6-41fa-999c-471029a80149 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Events counts</td>
 
@@ -1170,35 +1170,35 @@ <h2>Real data demonstration<a class="headerlink" href="#real-data-demonstration"
 </tr>
 
 
-<tr class="repr-element acquisition-ec028ce6-c8ad-4654-a4d9-919f62aafa40 ">
+<tr class="repr-element acquisition-593eed44-63e6-41fa-999c-471029a80149 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Time range</td>
     <td>-0.300 – 1.598 s</td>
 </tr>
 
 
-<tr class="repr-element acquisition-ec028ce6-c8ad-4654-a4d9-919f62aafa40 ">
+<tr class="repr-element acquisition-593eed44-63e6-41fa-999c-471029a80149 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Baseline</td>
     <td>-0.300 – 0.000 s</td>
 </tr>
 
 
-<tr class="repr-element acquisition-ec028ce6-c8ad-4654-a4d9-919f62aafa40 ">
+<tr class="repr-element acquisition-593eed44-63e6-41fa-999c-471029a80149 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Sampling frequency</td>
     <td>150.15 Hz</td>
 </tr>
 
 
-<tr class="repr-element acquisition-ec028ce6-c8ad-4654-a4d9-919f62aafa40 ">
+<tr class="repr-element acquisition-593eed44-63e6-41fa-999c-471029a80149 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Time points</td>
     <td>286</td>
 </tr>
 
 
-<tr class="repr-element acquisition-ec028ce6-c8ad-4654-a4d9-919f62aafa40 ">
+<tr class="repr-element acquisition-593eed44-63e6-41fa-999c-471029a80149 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Metadata</td>
     <td>No metadata set</td>
@@ -1212,9 +1212,9 @@ <h2>Real data demonstration<a class="headerlink" href="#real-data-demonstration"
 
 
 
-<tr class="mne-repr-section-header channels-243ba565-9d26-45cb-8e05-48dc1722b1af"
+<tr class="mne-repr-section-header channels-8dfd27c3-2f12-4c2e-9121-7ef91452004d"
      title="Hide section"
-    onclick="toggleVisibility('channels-243ba565-9d26-45cb-8e05-48dc1722b1af')">
+    onclick="toggleVisibility('channels-8dfd27c3-2f12-4c2e-9121-7ef91452004d')">
     <th class="mne-repr-section-toggle">
         <button >
             <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--!Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path d="M233.4 406.6c12.5 12.5 32.8 12.5 45.3 0l192-192c12.5-12.5 12.5-32.8 0-45.3s-32.8-12.5-45.3 0L256 338.7 86.6 169.4c-12.5-12.5-32.8-12.5-45.3 0s-12.5 32.8 0 45.3l192 192z"/></svg>
@@ -1227,7 +1227,7 @@ <h2>Real data demonstration<a class="headerlink" href="#real-data-demonstration"
 
 
 
-<tr class="repr-element channels-243ba565-9d26-45cb-8e05-48dc1722b1af ">
+<tr class="repr-element channels-8dfd27c3-2f12-4c2e-9121-7ef91452004d ">
     <td class="mne-repr-section-toggle"></td>
     <td>EEG</td>
     <td>
@@ -1240,7 +1240,7 @@ <h2>Real data demonstration<a class="headerlink" href="#real-data-demonstration"
 </tr>
 
 
-<tr class="repr-element channels-243ba565-9d26-45cb-8e05-48dc1722b1af ">
+<tr class="repr-element channels-8dfd27c3-2f12-4c2e-9121-7ef91452004d ">
     <td class="mne-repr-section-toggle"></td>
     <td>Head & sensor digitization</td>
 
@@ -1255,9 +1255,9 @@ <h2>Real data demonstration<a class="headerlink" href="#real-data-demonstration"
 
 
 
-<tr class="mne-repr-section-header filters-d9cf6cfd-cb8a-4287-bbf0-f41a8454c6b1"
+<tr class="mne-repr-section-header filters-dcad80c8-783a-4077-97d6-805a0993245e"
      title="Hide section"
-    onclick="toggleVisibility('filters-d9cf6cfd-cb8a-4287-bbf0-f41a8454c6b1')">
+    onclick="toggleVisibility('filters-dcad80c8-783a-4077-97d6-805a0993245e')">
     <th class="mne-repr-section-toggle">
         <button >
             <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--!Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path d="M233.4 406.6c12.5 12.5 32.8 12.5 45.3 0l192-192c12.5-12.5 12.5-32.8 0-45.3s-32.8-12.5-45.3 0L256 338.7 86.6 169.4c-12.5-12.5-32.8-12.5-45.3 0s-12.5 32.8 0 45.3l192 192z"/></svg>
@@ -1269,21 +1269,21 @@ <h2>Real data demonstration<a class="headerlink" href="#real-data-demonstration"
 </tr>
 
 
-<tr class="repr-element filters-d9cf6cfd-cb8a-4287-bbf0-f41a8454c6b1 ">
+<tr class="repr-element filters-dcad80c8-783a-4077-97d6-805a0993245e ">
     <td class="mne-repr-section-toggle"></td>
     <td>Highpass</td>
     <td>0.10 Hz</td>
 </tr>
 
 
-<tr class="repr-element filters-d9cf6cfd-cb8a-4287-bbf0-f41a8454c6b1 ">
+<tr class="repr-element filters-dcad80c8-783a-4077-97d6-805a0993245e ">
     <td class="mne-repr-section-toggle"></td>
     <td>Lowpass</td>
     <td>40.00 Hz</td>
 </tr>
 
 
-<tr class="repr-element filters-d9cf6cfd-cb8a-4287-bbf0-f41a8454c6b1 ">
+<tr class="repr-element filters-dcad80c8-783a-4077-97d6-805a0993245e ">
     <td class="mne-repr-section-toggle"></td>
     <td>Projections</td>
     <td>
@@ -1473,7 +1473,7 @@ <h2>Real data demonstration<a class="headerlink" href="#real-data-demonstration"
 </div>
 <img src="../_images/sphx_glr_compare_connectivity_over_time_over_trial_006.png" srcset="../_images/sphx_glr_compare_connectivity_over_time_over_trial_006.png" alt="compare connectivity over time over trial" class = "sphx-glr-single-img"/><img src="../_images/sphx_glr_compare_connectivity_over_time_over_trial_007.png" srcset="../_images/sphx_glr_compare_connectivity_over_time_over_trial_007.png" alt="compare connectivity over time over trial" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Using pyvistaqt 3d backend.
 
-&lt;mne.viz.backends._pyvista.PyVistaFigure object at 0x7fbe797be1d0&gt;
+&lt;mne.viz.backends._pyvista.PyVistaFigure object at 0x7f5f70ba68c0&gt;
 </pre></div>
 </div>
 </section>
@@ -1504,7 +1504,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </aside>
 </aside>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 30.820 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 26.928 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-compare-connectivity-over-time-over-trial-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/3d83fa7689135afb6024c7a2851594fa/compare_connectivity_over_time_over_trial.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">compare_connectivity_over_time_over_trial.ipynb</span></code></a></p>
@@ -1595,7 +1595,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/connectivity_classes.html b/dev/auto_examples/connectivity_classes.html
index c1a77ad1..c8215d4b 100644
--- a/dev/auto_examples/connectivity_classes.html
+++ b/dev/auto_examples/connectivity_classes.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>Using the connectivity classes &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Using the connectivity classes &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
 <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794" />
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+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
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         <div class="footer-item">
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diff --git a/dev/auto_examples/decoding/cohy_decomposition.html b/dev/auto_examples/decoding/cohy_decomposition.html
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@@ -673,11 +673,10 @@ <h2>Case 1: Fitting to and transforming the same data<a class="headerlink" href=
 Computing cross-spectral density from epochs...
 
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 [done]
 Computing CaCoh for connection 1 of 1
 Connectivity computation...
@@ -848,8 +847,8 @@ <h2>Case 1: Fitting to and transforming the same data<a class="headerlink" href=
 <span class="p">)</span>
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+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Time to fit, transform, and compute connectivity (decomposition class): 81 ms
+Time to fit, transform, and compute connectivity (spec_conn function): 219 ms
 </pre></div>
 </div>
 <p>Altogether, the decomposition class offers an efficient way to analyse connectivity
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 [done]
 Computing CaCoh for connection 1 of 1
 Connectivity computation...
@@ -1356,11 +1355,11 @@ <h2>Case 2: Fitting to and transforming different data<a class="headerlink" href
 <span class="p">)</span>
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-Total time: 244 ms
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+Total time: 216 ms
 
-Time to transform data and compute connectivity per epoch (window):  5 ms
+Time to transform data and compute connectivity per epoch (window):  4 ms
 </pre></div>
 </div>
 <p>In contrast, here we follow the same sequential window approach, but fit filters to
@@ -1665,9 +1664,9 @@ <h2>Case 2: Fitting to and transforming different data<a class="headerlink" href
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 </pre></div>
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 <p>Furthermore, given the noisy nature of single windows of data, there is a risk of
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-Time to compute connectivity per epoch (window):  6 ms
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 </pre></div>
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 <p>Altogether, the decomposition class also offers an efficient way to analyse
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 [done]
 Computing MIC for connection 1 of 1
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   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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 /home/circleci/project/examples/dynamic/mne_var_connectivity.py:52: RuntimeWarning: DigMontage is only a subset of info. There are 3 channel positions not present in the DigMontage. The channels missing from the montage are:
 
@@ -571,8 +574,8 @@ <h2>Load the data<a class="headerlink" href="#load-the-data" title="Link to this
 - Upper transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 60.90 Hz)
 - Filter length: 6601 samples (6.601 s)
 
-[Parallel(n_jobs=1)]: Done  17 tasks      | elapsed:    0.1s
-[Parallel(n_jobs=1)]: Done  71 tasks      | elapsed:    0.6s
+[Parallel(n_jobs=1)]: Done  17 tasks      | elapsed:    0.2s
+[Parallel(n_jobs=1)]: Done  71 tasks      | elapsed:    0.8s
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 &lt;EpochConnectivity | n_epochs : 302, , nave : 302, nodes, n_estimated : 84, 7056, ~16.3 MB&gt;
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-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
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 <tr class="row-even"><td><p><a class="reference internal" href="mne_var_connectivity.html#sphx-glr-auto-examples-dynamic-mne-var-connectivity-py"><span class="std std-ref">Compute vector autoregressive model (linear system)</span></a> (<code class="docutils literal notranslate"><span class="pre">mne_var_connectivity.py</span></code>)</p></td>
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         <div class="footer-item">
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-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
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       <br/>
     
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+    <title>Compute directionality of connectivity with multivariate Granger causality &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
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 ds directory : /home/circleci/mne_data/MNE-fieldtrip_cmc-data/SubjectCMC.ds
     res4 data read.
     hc data read.
@@ -668,7 +680,7 @@ <h2>Background<a class="headerlink" href="#background" title="Link to this headi
 - Filter length: 7921 samples (6.601 s)
 
 [Parallel(n_jobs=1)]: Done  17 tasks      | elapsed:    0.1s
-[Parallel(n_jobs=1)]: Done  71 tasks      | elapsed:    0.2s
+[Parallel(n_jobs=1)]: Done  71 tasks      | elapsed:    0.3s
 Not setting metadata
 30 matching events found
 No baseline correction applied
@@ -758,10 +770,11 @@ <h2>Background<a class="headerlink" href="#background" title="Link to this headi
 Computing GC for connection 1 of 1
 
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 [Connectivity computation done]
 Replacing existing metadata with 3 columns
 Connectivity computation...
@@ -803,10 +816,10 @@ <h2>Background<a class="headerlink" href="#background" title="Link to this headi
 Computing GC for connection 1 of 1
 
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 </pre></div>
 </div>
@@ -955,11 +968,10 @@ <h2>Improving the robustness of connectivity estimates with time-reversal<a clas
 Computing GC time-reversed for connection 1 of 1
 
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 [Connectivity computation done]
 Replacing existing metadata with 3 columns
 Connectivity computation...
@@ -1001,10 +1013,10 @@ <h2>Improving the robustness of connectivity estimates with time-reversal<a clas
 Computing GC time-reversed for connection 1 of 1
 
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 [Connectivity computation done]
 </pre></div>
 </div>
@@ -1102,32 +1114,32 @@ <h2>Controlling spectral smoothing with the number of lags<a class="headerlink"
 Computing GC for connection 1 of 1
 
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 [Connectivity computation done]
 
 Text(0.5, 0.98, &#39;GC: [A =&gt; B]&#39;)
@@ -1238,7 +1250,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </aside>
 </aside>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 22.207 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 25.820 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-granger-causality-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/bc4fcabe78bb61cbb3c5dd027303b4da/granger_causality.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">granger_causality.ipynb</span></code></a></p>
@@ -1330,7 +1342,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/handling_ragged_arrays.html b/dev/auto_examples/handling_ragged_arrays.html
index d5c76338..95581208 100644
--- a/dev/auto_examples/handling_ragged_arrays.html
+++ b/dev/auto_examples/handling_ragged_arrays.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
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-    <title>Working with ragged indices for multivariate connectivity &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Working with ragged indices for multivariate connectivity &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
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+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
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@@ -607,7 +607,7 @@ <h2>Background<a class="headerlink" href="#background" title="Link to this headi
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@@ -694,7 +694,7 @@ <h2>Background<a class="headerlink" href="#background" title="Link to this headi
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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diff --git a/dev/auto_examples/index.html b/dev/auto_examples/index.html
index b6712e44..c2a10acc 100644
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-    <title>Examples &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Examples &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -620,7 +620,7 @@ <h1>Dynamic Connectivity Examples<a class="headerlink" href="#dynamic-connectivi
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/mic_mim.html b/dev/auto_examples/mic_mim.html
index 09ba1ec4..de7b1556 100644
--- a/dev/auto_examples/mic_mim.html
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     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>Compute multivariate measures of the imaginary part of coherency &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Compute multivariate measures of the imaginary part of coherency &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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@@ -129,7 +129,7 @@
   
   
   
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   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/mixed_source_space_connectivity.html b/dev/auto_examples/mixed_source_space_connectivity.html
index 69dc8d14..8519863a 100644
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-    <title>Compute mixed source space connectivity and visualize it using a circular graph &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
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 Checking surface interior status for 1026 points...
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@@ -813,7 +813,7 @@
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     Found    0/ 807 points outside using solid angles
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 Checking surface interior status for 2 points...
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@@ -821,49 +821,49 @@
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     Found 0/0 points outside using solid angles
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+Interior check completed in 18.0 ms
 Checking surface interior status for 9 points...
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     Found 0/0 points outside using surface Qhull
     Found 0/0 points outside using solid angles
     Total 9/9 points inside the surface
-Interior check completed in 16.5 ms
+Interior check completed in 18.8 ms
 Checking surface interior status for 33 points...
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     Found  0/32 points outside using surface Qhull
     Found  0/32 points outside using solid angles
     Total 33/33 points inside the surface
-Interior check completed in 33.3 ms
+Interior check completed in 39.2 ms
 Checking surface interior status for 21 points...
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     Found  0/13 points outside using solid angles
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-Interior check completed in 24.9 ms
+Interior check completed in 27.4 ms
 Checking surface interior status for 1 point ...
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     Found 0/0 points outside using solid angles
     Total 1/1 point  inside the surface
-Interior check completed in 16.1 ms
+Interior check completed in 19.5 ms
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     Found 0/0 points outside using surface Qhull
     Found 0/0 points outside using solid angles
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-Interior check completed in 15.9 ms
+Interior check completed in 18.6 ms
 Checking surface interior status for 44 points...
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     Found  0/43 points outside using solid angles
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 Checking surface interior status for 305 points...
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@@ -871,7 +871,7 @@
     Found   0/  0 points outside using surface Qhull
     Found   0/  0 points outside using solid angles
     Total 0/305 points inside the surface
-Interior check completed in 17.5 ms
+Interior check completed in 20.0 ms
 
 Composing the field computation matrix...
 Computing MEG at 2001 source locations (free orientations)...
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@@ -1258,7 +1258,7 @@ <h2>Save the figure (optional)<a class="headerlink" href="#save-the-figure-optio
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/mne_inverse_coherence_epochs.html b/dev/auto_examples/mne_inverse_coherence_epochs.html
index dc5f21a7..5c900935 100644
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-    <title>Compute coherence in source space using a MNE inverse solution &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Compute coherence in source space using a MNE inverse solution &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -955,7 +955,7 @@ <h2>Generate coherence sources and plot<a class="headerlink" href="#generate-coh
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/auto_examples/mne_inverse_connectivity_spectrum.html b/dev/auto_examples/mne_inverse_connectivity_spectrum.html
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-    <title>Compute full spectrum source space connectivity between labels &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Compute full spectrum source space connectivity between labels &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
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@@ -829,7 +829,7 @@
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@@ -901,7 +901,7 @@
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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diff --git a/dev/auto_examples/mne_inverse_envelope_correlation.html b/dev/auto_examples/mne_inverse_envelope_correlation.html
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@@ -734,14 +734,14 @@ <h2>Compute the forward and inverse<a class="headerlink" href="#compute-the-forw
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     Found    0/2859 points outside using solid angles
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 Checking surface interior status for 4098 points...
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     Found    0/2863 points outside using solid angles
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 Checking surface interior status for 298 points...
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@@ -749,7 +749,7 @@ <h2>Compute the forward and inverse<a class="headerlink" href="#compute-the-forw
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     Found   0/  0 points outside using solid angles
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-Interior check completed in 16.4 ms
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 Composing the field computation matrix...
 Computing MEG at 8196 source locations (free orientations)...
@@ -900,9 +900,9 @@ <h2>Do pairwise-orthogonalized envelope correlation<a class="headerlink" href="#
 
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 [Parallel(n_jobs=1)]: Done  71 tasks      | elapsed:    0.0s
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 Setting up band-pass filter from 14 - 30 Hz
 
 FIR filter parameters
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     Found   30/ 453 points outside using solid angles
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     Found   0/329 points outside using surface Qhull
     Found   0/329 points outside using solid angles
     Total 479/479 points inside the surface
-Interior check completed in 182.3 ms
+Interior check completed in 236.4 ms
 
 Checking surface interior status for 298 points...
     Found   0/298 points inside  an interior sphere of radius   49.6 mm
@@ -800,7 +800,7 @@ <h2>Compute the forward and inverse<a class="headerlink" href="#compute-the-forw
     Found  15/ 15 points outside using surface Qhull
     Found   0/  0 points outside using solid angles
     Total 0/298 points inside the surface
-Interior check completed in 17.6 ms
+Interior check completed in 17.7 ms
 
 Composing the field computation matrix...
 Computing MEG at 479 source locations (free orientations)...
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-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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diff --git a/dev/auto_examples/mne_inverse_label_connectivity.html b/dev/auto_examples/mne_inverse_label_connectivity.html
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+    <title>Compute source space connectivity and visualize it using a circular graph &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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diff --git a/dev/auto_examples/mne_inverse_psi_visual.html b/dev/auto_examples/mne_inverse_psi_visual.html
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-    <title>Compute Phase Slope Index (PSI) in source space for a visual stimulus &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Compute Phase Slope Index (PSI) in source space for a visual stimulus &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
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diff --git a/dev/auto_examples/sensor_connectivity.html b/dev/auto_examples/sensor_connectivity.html
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-    <title>Compute all-to-all connectivity in sensor space &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Compute all-to-all connectivity in sensor space &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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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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 <tr class="row-even"><td><p><a class="reference internal" href="mne_inverse_envelope_correlation.html#sphx-glr-auto-examples-mne-inverse-envelope-correlation-py"><span class="std std-ref">Compute envelope correlations in source space</span></a> (<code class="docutils literal notranslate"><span class="pre">mne_inverse_envelope_correlation.py</span></code>)</p></td>
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-<td><p>00:30.820</p></td>
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-<td><p>00:23.558</p></td>
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-<td><p>00:22.207</p></td>
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-<td><p>00:05.395</p></td>
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 <tr class="row-odd"><td><p><a class="reference internal" href="cwt_sensor_connectivity.html#sphx-glr-auto-examples-cwt-sensor-connectivity-py"><span class="std std-ref">Compute seed-based time-frequency connectivity in sensor space</span></a> (<code class="docutils literal notranslate"><span class="pre">cwt_sensor_connectivity.py</span></code>)</p></td>
-<td><p>00:03.910</p></td>
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 </tr>
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-<td><p>00:03.598</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="sensor_connectivity.html#sphx-glr-auto-examples-sensor-connectivity-py"><span class="std std-ref">Compute all-to-all connectivity in sensor space</span></a> (<code class="docutils literal notranslate"><span class="pre">sensor_connectivity.py</span></code>)</p></td>
+<td><p>00:03.360</p></td>
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+<td><p>00:02.943</p></td>
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 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="mne_inverse_connectivity_spectrum.html#sphx-glr-auto-examples-mne-inverse-connectivity-spectrum-py"><span class="std std-ref">Compute full spectrum source space connectivity between labels</span></a> (<code class="docutils literal notranslate"><span class="pre">mne_inverse_connectivity_spectrum.py</span></code>)</p></td>
-<td><p>00:02.336</p></td>
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 <td><p>0.0</p></td>
 </tr>
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-<td><p>00:02.242</p></td>
+<td><p>00:02.655</p></td>
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-<td><p>00:00.014</p></td>
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diff --git a/dev/bibliography.html b/dev/bibliography.html
index 9f1eaf36..50bfefa2 100644
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+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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diff --git a/dev/generated/mne_connectivity.Connectivity.html b/dev/generated/mne_connectivity.Connectivity.html
index 3e8e3d81..0cf01923 100644
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-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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diff --git a/dev/generated/mne_connectivity.EpochConnectivity.html b/dev/generated/mne_connectivity.EpochConnectivity.html
index 562194a3..60293d7a 100644
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@@ -128,7 +128,7 @@
   
   
   
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-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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index 41126420..c579a542 100644
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+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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index 00b8df14..18018fbf 100644
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+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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diff --git a/dev/generated/mne_connectivity.SpectralConnectivity.html b/dev/generated/mne_connectivity.SpectralConnectivity.html
index 1e454c6a..15eb1e42 100644
--- a/dev/generated/mne_connectivity.SpectralConnectivity.html
+++ b/dev/generated/mne_connectivity.SpectralConnectivity.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>mne_connectivity.SpectralConnectivity &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.SpectralConnectivity &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
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@@ -1112,7 +1112,7 @@ <h1>mne_connectivity.SpectralConnectivity<a class="headerlink" href="#mne-connec
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.SpectroTemporalConnectivity.html b/dev/generated/mne_connectivity.SpectroTemporalConnectivity.html
index 18c39e85..7e936242 100644
--- a/dev/generated/mne_connectivity.SpectroTemporalConnectivity.html
+++ b/dev/generated/mne_connectivity.SpectroTemporalConnectivity.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>mne_connectivity.SpectroTemporalConnectivity &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.SpectroTemporalConnectivity &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -1095,7 +1095,7 @@ <h1>mne_connectivity.SpectroTemporalConnectivity<a class="headerlink" href="#mne
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.TemporalConnectivity.html b/dev/generated/mne_connectivity.TemporalConnectivity.html
index e8a4b6c3..8a4efd91 100644
--- a/dev/generated/mne_connectivity.TemporalConnectivity.html
+++ b/dev/generated/mne_connectivity.TemporalConnectivity.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>mne_connectivity.TemporalConnectivity &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.TemporalConnectivity &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -1069,7 +1069,7 @@ <h1>mne_connectivity.TemporalConnectivity<a class="headerlink" href="#mne-connec
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.check_indices.html b/dev/generated/mne_connectivity.check_indices.html
index 4976b00a..43b00bc0 100644
--- a/dev/generated/mne_connectivity.check_indices.html
+++ b/dev/generated/mne_connectivity.check_indices.html
@@ -8,7 +8,7 @@
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>mne_connectivity.check_indices &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.check_indices &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -568,7 +568,7 @@ <h1>mne_connectivity.check_indices<a class="headerlink" href="#mne-connectivity-
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.decoding.CoherencyDecomposition.html b/dev/generated/mne_connectivity.decoding.CoherencyDecomposition.html
index c425409d..301c8393 100644
--- a/dev/generated/mne_connectivity.decoding.CoherencyDecomposition.html
+++ b/dev/generated/mne_connectivity.decoding.CoherencyDecomposition.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>mne_connectivity.decoding.CoherencyDecomposition &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.decoding.CoherencyDecomposition &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -1212,7 +1212,7 @@ <h1>mne_connectivity.decoding.CoherencyDecomposition<a class="headerlink" href="
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.degree.html b/dev/generated/mne_connectivity.degree.html
index 13a74f19..0ab3f884 100644
--- a/dev/generated/mne_connectivity.degree.html
+++ b/dev/generated/mne_connectivity.degree.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>mne_connectivity.degree &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.degree &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -580,7 +580,7 @@ <h1>mne_connectivity.degree<a class="headerlink" href="#mne-connectivity-degree"
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.envelope_correlation.html b/dev/generated/mne_connectivity.envelope_correlation.html
index 5be9166e..a7d4602e 100644
--- a/dev/generated/mne_connectivity.envelope_correlation.html
+++ b/dev/generated/mne_connectivity.envelope_correlation.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>mne_connectivity.envelope_correlation &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.envelope_correlation &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -627,7 +627,7 @@ <h1>mne_connectivity.envelope_correlation<a class="headerlink" href="#mne-connec
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.make_signals_in_freq_bands.html b/dev/generated/mne_connectivity.make_signals_in_freq_bands.html
index 184da7d1..791369e1 100644
--- a/dev/generated/mne_connectivity.make_signals_in_freq_bands.html
+++ b/dev/generated/mne_connectivity.make_signals_in_freq_bands.html
@@ -8,7 +8,7 @@
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-    <title>mne_connectivity.make_signals_in_freq_bands &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.make_signals_in_freq_bands &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -613,7 +613,7 @@ <h1>mne_connectivity.make_signals_in_freq_bands<a class="headerlink" href="#mne-
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.phase_slope_index.html b/dev/generated/mne_connectivity.phase_slope_index.html
index 1cab2333..05f27cc6 100644
--- a/dev/generated/mne_connectivity.phase_slope_index.html
+++ b/dev/generated/mne_connectivity.phase_slope_index.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>mne_connectivity.phase_slope_index &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.phase_slope_index &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -658,7 +658,7 @@ <h1>mne_connectivity.phase_slope_index<a class="headerlink" href="#mne-connectiv
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.read_connectivity.html b/dev/generated/mne_connectivity.read_connectivity.html
index 39673d42..8c1e14f8 100644
--- a/dev/generated/mne_connectivity.read_connectivity.html
+++ b/dev/generated/mne_connectivity.read_connectivity.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>mne_connectivity.read_connectivity &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.read_connectivity &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -563,7 +563,7 @@ <h1>mne_connectivity.read_connectivity<a class="headerlink" href="#mne-connectiv
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.seed_target_indices.html b/dev/generated/mne_connectivity.seed_target_indices.html
index d5c8e8d5..e4809fb7 100644
--- a/dev/generated/mne_connectivity.seed_target_indices.html
+++ b/dev/generated/mne_connectivity.seed_target_indices.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>mne_connectivity.seed_target_indices &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.seed_target_indices &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -606,7 +606,7 @@ <h1>mne_connectivity.seed_target_indices<a class="headerlink" href="#mne-connect
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.seed_target_multivariate_indices.html b/dev/generated/mne_connectivity.seed_target_multivariate_indices.html
index 1795be2b..f117735d 100644
--- a/dev/generated/mne_connectivity.seed_target_multivariate_indices.html
+++ b/dev/generated/mne_connectivity.seed_target_multivariate_indices.html
@@ -8,7 +8,7 @@
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-    <title>mne_connectivity.seed_target_multivariate_indices &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.seed_target_multivariate_indices &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
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@@ -588,7 +588,7 @@ <h1>mne_connectivity.seed_target_multivariate_indices<a class="headerlink" href=
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.select_order.html b/dev/generated/mne_connectivity.select_order.html
index 63287f62..efaac446 100644
--- a/dev/generated/mne_connectivity.select_order.html
+++ b/dev/generated/mne_connectivity.select_order.html
@@ -8,7 +8,7 @@
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-    <title>mne_connectivity.select_order &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.select_order &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
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@@ -574,7 +574,7 @@ <h1>mne_connectivity.select_order<a class="headerlink" href="#mne-connectivity-s
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.spectral_connectivity_epochs.html b/dev/generated/mne_connectivity.spectral_connectivity_epochs.html
index e4facf3d..55f8d5f9 100644
--- a/dev/generated/mne_connectivity.spectral_connectivity_epochs.html
+++ b/dev/generated/mne_connectivity.spectral_connectivity_epochs.html
@@ -8,7 +8,7 @@
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-    <title>mne_connectivity.spectral_connectivity_epochs &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.spectral_connectivity_epochs &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -129,7 +129,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
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@@ -986,7 +986,7 @@ <h1>mne_connectivity.spectral_connectivity_epochs<a class="headerlink" href="#mn
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.spectral_connectivity_time.html b/dev/generated/mne_connectivity.spectral_connectivity_time.html
index 041414f7..1e011ff6 100644
--- a/dev/generated/mne_connectivity.spectral_connectivity_time.html
+++ b/dev/generated/mne_connectivity.spectral_connectivity_time.html
@@ -8,7 +8,7 @@
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-    <title>mne_connectivity.spectral_connectivity_time &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.spectral_connectivity_time &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
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+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -129,7 +129,7 @@
   
   
   
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+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
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@@ -906,7 +906,7 @@ <h1>mne_connectivity.spectral_connectivity_time<a class="headerlink" href="#mne-
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.symmetric_orth.html b/dev/generated/mne_connectivity.symmetric_orth.html
index df6df61d..47138a93 100644
--- a/dev/generated/mne_connectivity.symmetric_orth.html
+++ b/dev/generated/mne_connectivity.symmetric_orth.html
@@ -8,7 +8,7 @@
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>mne_connectivity.symmetric_orth &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.symmetric_orth &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
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@@ -592,7 +592,7 @@ <h1>mne_connectivity.symmetric_orth<a class="headerlink" href="#mne-connectivity
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.vector_auto_regression.html b/dev/generated/mne_connectivity.vector_auto_regression.html
index 74943910..de2898db 100644
--- a/dev/generated/mne_connectivity.vector_auto_regression.html
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@@ -8,7 +8,7 @@
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-    <title>mne_connectivity.vector_auto_regression &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.vector_auto_regression &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -129,7 +129,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -684,7 +684,7 @@ <h1>mne_connectivity.vector_auto_regression<a class="headerlink" href="#mne-conn
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.viz.plot_connectivity_circle.html b/dev/generated/mne_connectivity.viz.plot_connectivity_circle.html
index 6fb06d47..7185aada 100644
--- a/dev/generated/mne_connectivity.viz.plot_connectivity_circle.html
+++ b/dev/generated/mne_connectivity.viz.plot_connectivity_circle.html
@@ -8,7 +8,7 @@
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-    <title>mne_connectivity.viz.plot_connectivity_circle &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.viz.plot_connectivity_circle &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
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@@ -656,7 +656,7 @@ <h1>mne_connectivity.viz.plot_connectivity_circle<a class="headerlink" href="#mn
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/generated/mne_connectivity.viz.plot_sensors_connectivity.html b/dev/generated/mne_connectivity.viz.plot_sensors_connectivity.html
index 68a679f6..b0bde74d 100644
--- a/dev/generated/mne_connectivity.viz.plot_sensors_connectivity.html
+++ b/dev/generated/mne_connectivity.viz.plot_sensors_connectivity.html
@@ -8,7 +8,7 @@
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-    <title>mne_connectivity.viz.plot_sensors_connectivity &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>mne_connectivity.viz.plot_sensors_connectivity &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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-    <script src="../_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="../_static/documentation_options.js?v=5e3de441"></script>
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@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -599,7 +599,7 @@ <h1>mne_connectivity.viz.plot_sensors_connectivity<a class="headerlink" href="#m
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/genindex.html b/dev/genindex.html
index 5e4d4527..c68423db 100644
--- a/dev/genindex.html
+++ b/dev/genindex.html
@@ -7,7 +7,7 @@
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Index &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Index &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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-    <script src="_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="_static/documentation_options.js?v=5e3de441"></script>
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@@ -125,7 +125,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -1015,7 +1015,7 @@ <h2 id="X">X</h2>
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/index.html b/dev/index.html
index ee34f16e..836f2feb 100644
--- a/dev/index.html
+++ b/dev/index.html
@@ -8,7 +8,7 @@
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-    <title>MNE-Connectivity &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>MNE-Connectivity &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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-    <script src="_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="_static/documentation_options.js?v=5e3de441"></script>
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@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -454,7 +454,7 @@ <h1>MNE-Connectivity<a class="headerlink" href="#id1" title="Link to this headin
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/install.html b/dev/install.html
index fe17c319..c046b0cd 100644
--- a/dev/install.html
+++ b/dev/install.html
@@ -8,7 +8,7 @@
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>Installation &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Installation &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
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-    <script src="_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="_static/documentation_options.js?v=5e3de441"></script>
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@@ -128,7 +128,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -544,7 +544,7 @@ <h2>Installation via Pip<a class="headerlink" href="#installation-via-pip" title
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>
diff --git a/dev/py-modindex.html b/dev/py-modindex.html
index abc79ad6..55979133 100644
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+++ b/dev/py-modindex.html
@@ -7,7 +7,7 @@
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-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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diff --git a/dev/search.html b/dev/search.html
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         <div class="footer-item">
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-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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index f918cdd3..93a8f238 100644
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>Computation times &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>Computation times &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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@@ -126,7 +126,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -413,7 +413,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>05:13.244</strong> total execution time for 20 files <strong>from all galleries</strong>:</p>
+<p><strong>06:01.441</strong> total execution time for 20 files <strong>from all galleries</strong>:</p>
 <div class="docutils container">
 <style scoped>
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@@ -435,83 +435,83 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/mne_inverse_envelope_correlation.html#sphx-glr-auto-examples-mne-inverse-envelope-correlation-py"><span class="std std-ref">Compute envelope correlations in source space</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/mne_inverse_envelope_correlation.py</span></code>)</p></td>
-<td><p>01:00.677</p></td>
+<td><p>01:11.228</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/dynamic/mne_var_connectivity.html#sphx-glr-auto-examples-dynamic-mne-var-connectivity-py"><span class="std std-ref">Compute vector autoregressive model (linear system)</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/dynamic/mne_var_connectivity.py</span></code>)</p></td>
-<td><p>00:46.565</p></td>
+<td><p>00:57.862</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/compare_connectivity_over_time_over_trial.html#sphx-glr-auto-examples-compare-connectivity-over-time-over-trial-py"><span class="std std-ref">Comparing spectral connectivity computed over time or over trials</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/compare_connectivity_over_time_over_trial.py</span></code>)</p></td>
-<td><p>00:30.820</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/mne_inverse_envelope_correlation_volume.html#sphx-glr-auto-examples-mne-inverse-envelope-correlation-volume-py"><span class="std std-ref">Compute envelope correlations in volume source space</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/mne_inverse_envelope_correlation_volume.py</span></code>)</p></td>
+<td><p>00:32.861</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/mne_inverse_envelope_correlation_volume.html#sphx-glr-auto-examples-mne-inverse-envelope-correlation-volume-py"><span class="std std-ref">Compute envelope correlations in volume source space</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/mne_inverse_envelope_correlation_volume.py</span></code>)</p></td>
-<td><p>00:23.558</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/mic_mim.html#sphx-glr-auto-examples-mic-mim-py"><span class="std std-ref">Compute multivariate measures of the imaginary part of coherency</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/mic_mim.py</span></code>)</p></td>
+<td><p>00:28.434</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/mic_mim.html#sphx-glr-auto-examples-mic-mim-py"><span class="std std-ref">Compute multivariate measures of the imaginary part of coherency</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/mic_mim.py</span></code>)</p></td>
-<td><p>00:22.311</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/compare_connectivity_over_time_over_trial.html#sphx-glr-auto-examples-compare-connectivity-over-time-over-trial-py"><span class="std std-ref">Comparing spectral connectivity computed over time or over trials</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/compare_connectivity_over_time_over_trial.py</span></code>)</p></td>
+<td><p>00:26.928</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/granger_causality.html#sphx-glr-auto-examples-granger-causality-py"><span class="std std-ref">Compute directionality of connectivity with multivariate Granger causality</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/granger_causality.py</span></code>)</p></td>
-<td><p>00:22.207</p></td>
+<td><p>00:25.820</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/connectivity_classes.html#sphx-glr-auto-examples-connectivity-classes-py"><span class="std std-ref">Using the connectivity classes</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/connectivity_classes.py</span></code>)</p></td>
-<td><p>00:19.225</p></td>
+<td><p>00:21.989</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/dpli_wpli_pli.html#sphx-glr-auto-examples-dpli-wpli-pli-py"><span class="std std-ref">Comparing PLI, wPLI, and dPLI</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/dpli_wpli_pli.py</span></code>)</p></td>
-<td><p>00:17.338</p></td>
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 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/mne_inverse_psi_visual.html#sphx-glr-auto-examples-mne-inverse-psi-visual-py"><span class="std std-ref">Compute Phase Slope Index (PSI) in source space for a visual stimulus</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/mne_inverse_psi_visual.py</span></code>)</p></td>
-<td><p>00:17.248</p></td>
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 <td><p>0.0</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/mne_inverse_coherence_epochs.html#sphx-glr-auto-examples-mne-inverse-coherence-epochs-py"><span class="std std-ref">Compute coherence in source space using a MNE inverse solution</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/mne_inverse_coherence_epochs.py</span></code>)</p></td>
-<td><p>00:11.678</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/mixed_source_space_connectivity.html#sphx-glr-auto-examples-mixed-source-space-connectivity-py"><span class="std std-ref">Compute mixed source space connectivity and visualize it using a circular graph</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/mixed_source_space_connectivity.py</span></code>)</p></td>
+<td><p>00:13.820</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/mixed_source_space_connectivity.html#sphx-glr-auto-examples-mixed-source-space-connectivity-py"><span class="std std-ref">Compute mixed source space connectivity and visualize it using a circular graph</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/mixed_source_space_connectivity.py</span></code>)</p></td>
-<td><p>00:11.278</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/mne_inverse_coherence_epochs.html#sphx-glr-auto-examples-mne-inverse-coherence-epochs-py"><span class="std std-ref">Compute coherence in source space using a MNE inverse solution</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/mne_inverse_coherence_epochs.py</span></code>)</p></td>
+<td><p>00:12.419</p></td>
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 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/decoding/cohy_decomposition_plotting.html#sphx-glr-auto-examples-decoding-cohy-decomposition-plotting-py"><span class="std std-ref">Visualising spatial contributions to multivariate connectivity</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/decoding/cohy_decomposition_plotting.py</span></code>)</p></td>
-<td><p>00:06.703</p></td>
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 <td><p>0.0</p></td>
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 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/mne_inverse_label_connectivity.html#sphx-glr-auto-examples-mne-inverse-label-connectivity-py"><span class="std std-ref">Compute source space connectivity and visualize it using a circular graph</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/mne_inverse_label_connectivity.py</span></code>)</p></td>
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 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/cwt_sensor_connectivity.html#sphx-glr-auto-examples-cwt-sensor-connectivity-py"><span class="std std-ref">Compute seed-based time-frequency connectivity in sensor space</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/cwt_sensor_connectivity.py</span></code>)</p></td>
-<td><p>00:03.910</p></td>
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 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/compare_coherency_methods.html#sphx-glr-auto-examples-compare-coherency-methods-py"><span class="std std-ref">Comparison of coherency-based methods</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/compare_coherency_methods.py</span></code>)</p></td>
-<td><p>00:03.598</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/sensor_connectivity.html#sphx-glr-auto-examples-sensor-connectivity-py"><span class="std std-ref">Compute all-to-all connectivity in sensor space</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/sensor_connectivity.py</span></code>)</p></td>
+<td><p>00:03.360</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/decoding/cohy_decomposition.html#sphx-glr-auto-examples-decoding-cohy-decomposition-py"><span class="std std-ref">Multivariate decomposition for efficient connectivity analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/decoding/cohy_decomposition.py</span></code>)</p></td>
-<td><p>00:03.260</p></td>
+<td><p>00:03.255</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/sensor_connectivity.html#sphx-glr-auto-examples-sensor-connectivity-py"><span class="std std-ref">Compute all-to-all connectivity in sensor space</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/sensor_connectivity.py</span></code>)</p></td>
-<td><p>00:02.880</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/mne_inverse_connectivity_spectrum.html#sphx-glr-auto-examples-mne-inverse-connectivity-spectrum-py"><span class="std std-ref">Compute full spectrum source space connectivity between labels</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/mne_inverse_connectivity_spectrum.py</span></code>)</p></td>
+<td><p>00:02.943</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/mne_inverse_connectivity_spectrum.html#sphx-glr-auto-examples-mne-inverse-connectivity-spectrum-py"><span class="std std-ref">Compute full spectrum source space connectivity between labels</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/mne_inverse_connectivity_spectrum.py</span></code>)</p></td>
-<td><p>00:02.336</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/compare_coherency_methods.html#sphx-glr-auto-examples-compare-coherency-methods-py"><span class="std std-ref">Comparison of coherency-based methods</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/compare_coherency_methods.py</span></code>)</p></td>
+<td><p>00:02.909</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/cacoh.html#sphx-glr-auto-examples-cacoh-py"><span class="std std-ref">Compute multivariate coherency/coherence</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/cacoh.py</span></code>)</p></td>
-<td><p>00:02.242</p></td>
+<td><p>00:02.655</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/handling_ragged_arrays.html#sphx-glr-auto-examples-handling-ragged-arrays-py"><span class="std std-ref">Working with ragged indices for multivariate connectivity</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/handling_ragged_arrays.py</span></code>)</p></td>
-<td><p>00:00.014</p></td>
+<td><p>00:00.015</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
@@ -558,7 +558,7 @@
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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   </p>
diff --git a/dev/whats_new.html b/dev/whats_new.html
index 5ddab554..1d58cd54 100644
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+    <title>What’s new? &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
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 </a></div>
     
@@ -523,7 +523,7 @@ <h3><a class="toc-backref" href="#id4" role="doc-backlink">Authors</a><a class="
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
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   </p>
diff --git a/dev/whats_new_previous_releases.html b/dev/whats_new_previous_releases.html
index c9e87f95..289e8821 100644
--- a/dev/whats_new_previous_releases.html
+++ b/dev/whats_new_previous_releases.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>What was new in previous releases? &#8212; MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</title>
+    <title>What was new in previous releases? &#8212; MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</title>
   
   
   
@@ -41,7 +41,7 @@
 <link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=ac02cc09edc035673794" />
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-    <script src="_static/documentation_options.js?v=9aa7630c"></script>
+    <script src="_static/documentation_options.js?v=5e3de441"></script>
     <script src="_static/doctools.js?v=9a2dae69"></script>
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@@ -126,7 +126,7 @@
   
   
   
-    <p class="title logo__title">MNE-Connectivity 1.9.0.dev56+g7af60e632 documentation</p>
+    <p class="title logo__title">MNE-Connectivity 1.9.0.dev61+g94fc435de documentation</p>
   
 </a></div>
     
@@ -729,7 +729,7 @@ <h3>Authors<a class="headerlink" href="#id14" title="Link to this heading">#</a>
         <div class="footer-item">
   <p class="copyright">
     
-      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-01.
+      © Copyright 2021-2024, MNE Developers. Last updated on 2024-10-07.
       <br/>
     
   </p>