From 91634e9d726134e12f0c0476eb1738e793517a23 Mon Sep 17 00:00:00 2001
From: Circle CI <circle@mne.tools>
Date: Tue, 29 Oct 2024 01:01:42 +0000
Subject: [PATCH] CircleCI update of dev docs (2916) [ci skip].

---
 dev/.buildinfo                                |   2 +-
 .../plot_20_enhance.zip                       | Bin 20176 -> 20176 bytes
 .../plot_40_mayer.zip                         | Bin 14472 -> 14472 bytes
 .../plot_13_fir_glm.zip                       | Bin 28137 -> 28137 bytes
 .../plot_70_visualise_brain.zip               | Bin 31751 -> 31751 bytes
 .../plot_50_decoding.zip                      | Bin 13932 -> 13932 bytes
 .../plot_06_gowerlabs.zip                     | Bin 23290 -> 23290 bytes
 .../plot_22_quality.zip                       | Bin 25938 -> 25938 bytes
 .../plot_11_hrf_measured.zip                  | Bin 41386 -> 41386 bytes
 .../plot_21_artifacts.zip                     | Bin 8648 -> 8648 bytes
 .../plot_19_snirf.zip                         | Bin 9415 -> 9415 bytes
 .../plot_12_group_glm.zip                     | Bin 51060 -> 51060 bytes
 .../plot_10_hrf_simulation.zip                | Bin 19295 -> 19295 bytes
 .../plot_05_datasets.zip                      | Bin 7137 -> 7137 bytes
 .../plot_01_data_io.zip                       | Bin 23752 -> 23752 bytes
 .../plot_30_frequency.zip                     | Bin 21986 -> 21986 bytes
 .../plot_16_waveform_group.zip                | Bin 38088 -> 38088 bytes
 .../plot_80_save_read_glm.zip                 | Bin 14523 -> 14523 bytes
 .../plot_14_glm_components.zip                | Bin 37128 -> 37128 bytes
 .../plot_15_waveform.zip                      | Bin 31325 -> 31325 bytes
 .../plot_01_homer.zip                         | Bin 8078 -> 8078 bytes
 .../plot_02_nirstoolbox.zip                   | Bin 5671 -> 5671 bytes
 .../plot_60_aux_data.zip                      | Bin 14850 -> 14850 bytes
 .../plot_99_bad.zip                           | Bin 18810 -> 18810 bytes
 dev/_modules/index.html                       |   6 +-
 dev/_modules/mne/io/boxy/boxy.html            |   6 +-
 dev/_modules/mne/io/hitachi/hitachi.html      |   6 +-
 dev/_modules/mne/io/nirx/nirx.html            |   6 +-
 dev/_modules/mne/io/snirf/_snirf.html         |   6 +-
 .../preprocessing/nirs/_beer_lambert_law.html |   6 +-
 .../preprocessing/nirs/_optical_density.html  |   6 +-
 .../nirs/_scalp_coupling_index.html           |   6 +-
 .../mne/preprocessing/nirs/_tddr.html         |   6 +-
 dev/_modules/mne/preprocessing/nirs/nirs.html |   6 +-
 dev/_modules/mne_nirs/channels/_channels.html |   6 +-
 dev/_modules/mne_nirs/channels/_roi.html      |   6 +-
 dev/_modules/mne_nirs/channels/_short.html    |   6 +-
 .../_audio_or_visual_speech.html              |   6 +-
 .../_block_speech_noise.html                  |   6 +-
 .../fnirs_motor_group/fnirs_motor_group.html  |   6 +-
 .../_experimental_design.html                 |   6 +-
 dev/_modules/mne_nirs/io/fold/_fold.html      |   6 +-
 dev/_modules/mne_nirs/io/snirf/_aux.html      |   6 +-
 dev/_modules/mne_nirs/io/snirf/_snirf.html    |   6 +-
 .../mne_nirs/preprocessing/_mayer.html        |   6 +-
 .../mne_nirs/preprocessing/_peak_power.html   |   6 +-
 .../_scalp_coupling_segmented.html            |   6 +-
 .../_negative_correlation.html                |   6 +-
 .../_short_channel_correction.html            |   6 +-
 .../mne_nirs/simulation/_simulation.html      |   6 +-
 .../mne_nirs/statistics/_glm_level_first.html |   6 +-
 .../mne_nirs/statistics/_statsmodels.html     |   6 +-
 .../visualisation/_plot_3d_montage.html       |   6 +-
 .../_plot_GLM_surface_projection.html         |   6 +-
 .../visualisation/_plot_GLM_topo.html         |   6 +-
 .../_plot_nirs_source_detector.html           |   6 +-
 .../visualisation/_plot_quality_metrics.html  |   6 +-
 .../general/plot_01_data_io.rst.txt           |   4 +-
 .../general/plot_05_datasets.rst.txt          |   2 +-
 .../general/plot_06_gowerlabs.rst.txt         |  86 ++++++------
 .../general/plot_10_hrf_simulation.rst.txt    |   4 +-
 .../general/plot_11_hrf_measured.rst.txt      |  46 +++----
 .../general/plot_12_group_glm.rst.txt         |   8 +-
 .../general/plot_13_fir_glm.rst.txt           |   4 +-
 .../general/plot_14_glm_components.rst.txt    |   8 +-
 .../general/plot_15_waveform.rst.txt          |  50 +++----
 .../general/plot_16_waveform_group.rst.txt    |   8 +-
 .../general/plot_19_snirf.rst.txt             |  10 +-
 .../general/plot_20_enhance.rst.txt           |   2 +-
 .../general/plot_21_artifacts.rst.txt         |   8 +-
 .../general/plot_22_quality.rst.txt           |  12 +-
 .../general/plot_30_frequency.rst.txt         |   2 +-
 .../general/plot_40_mayer.rst.txt             |  44 +++----
 .../general/plot_50_decoding.rst.txt          |   4 +-
 .../general/plot_60_aux_data.rst.txt          |  42 +++---
 .../general/plot_70_visualise_brain.rst.txt   |   2 +-
 .../general/plot_80_save_read_glm.rst.txt     |   2 +-
 .../auto_examples/general/plot_99_bad.rst.txt |  48 +++----
 .../general/sg_execution_times.rst.txt        |  98 +++++++-------
 .../migration/plot_01_homer.rst.txt           |   2 +-
 .../migration/sg_execution_times.rst.txt      |   8 +-
 dev/_sources/sg_execution_times.rst.txt       | 104 +++++++--------
 dev/_static/documentation_options.js          |   2 +-
 dev/api.html                                  |   6 +-
 dev/auto_examples/general/index.html          |   6 +-
 .../general/plot_01_data_io.html              |  10 +-
 .../general/plot_05_datasets.html             |   8 +-
 .../general/plot_06_gowerlabs.html            |  92 ++++++-------
 .../general/plot_10_hrf_simulation.html       |  10 +-
 .../general/plot_11_hrf_measured.html         |  52 ++++----
 .../general/plot_12_group_glm.html            |  14 +-
 .../general/plot_13_fir_glm.html              |  10 +-
 .../general/plot_14_glm_components.html       |  14 +-
 .../general/plot_15_waveform.html             |  56 ++++----
 .../general/plot_16_waveform_group.html       |  14 +-
 dev/auto_examples/general/plot_19_snirf.html  |  16 +--
 .../general/plot_20_enhance.html              |   8 +-
 .../general/plot_21_artifacts.html            |  14 +-
 .../general/plot_22_quality.html              |  18 +--
 .../general/plot_30_frequency.html            |   8 +-
 dev/auto_examples/general/plot_40_mayer.html  |  50 +++----
 .../general/plot_50_decoding.html             |  10 +-
 .../general/plot_60_aux_data.html             |  48 +++----
 .../general/plot_70_visualise_brain.html      |   8 +-
 .../general/plot_80_save_read_glm.html        |   8 +-
 dev/auto_examples/general/plot_99_bad.html    |  54 ++++----
 .../general/sg_execution_times.html           | 118 ++++++++---------
 dev/auto_examples/index.html                  |   6 +-
 dev/auto_examples/migration/index.html        |   6 +-
 .../migration/plot_01_homer.html              |   8 +-
 .../migration/plot_02_nirstoolbox.html        |   6 +-
 .../migration/sg_execution_times.html         |  14 +-
 dev/auto_examples/sg_execution_times.html     |   6 +-
 dev/changelog.html                            |   6 +-
 dev/generated/mne.io.read_raw_boxy.html       |   6 +-
 dev/generated/mne.io.read_raw_hitachi.html    |   6 +-
 dev/generated/mne.io.read_raw_nirx.html       |   6 +-
 dev/generated/mne.io.read_raw_snirf.html      |   6 +-
 ...e.preprocessing.nirs.beer_lambert_law.html |   6 +-
 ...ne.preprocessing.nirs.optical_density.html |   6 +-
 ...eprocessing.nirs.scalp_coupling_index.html |   6 +-
 ...mne.preprocessing.nirs.short_channels.html |   6 +-
 ...essing.nirs.source_detector_distances.html |   6 +-
 ...mporal_derivative_distribution_repair.html |   6 +-
 .../mne_nirs.channels.drop_detectors.html     |   6 +-
 .../mne_nirs.channels.drop_sources.html       |   6 +-
 .../mne_nirs.channels.get_long_channels.html  |   6 +-
 .../mne_nirs.channels.get_short_channels.html |   6 +-
 .../mne_nirs.channels.list_detectors.html     |   6 +-
 .../mne_nirs.channels.list_sources.html       |   6 +-
 .../mne_nirs.channels.pick_detectors.html     |   6 +-
 .../mne_nirs.channels.pick_sources.html       |   6 +-
 .../mne_nirs.channels.picks_pair_to_idx.html  |   6 +-
 ...sets.audio_or_visual_speech.data_path.html |   6 +-
 ...datasets.block_speech_noise.data_path.html |   6 +-
 ....datasets.fnirs_motor_group.data_path.html |   6 +-
 ...irs.experimental_design.create_boxcar.html |   6 +-
 ...s.experimental_design.drift_high_pass.html |   6 +-
 ...ign.longest_inter_annotation_interval.html |   6 +-
 ...design.make_first_level_design_matrix.html |   6 +-
 .../mne_nirs.io.fold_channel_specificity.html |   6 +-
 ...mne_nirs.io.fold_landmark_specificity.html |   6 +-
 .../mne_nirs.io.read_snirf_aux_data.html      |   6 +-
 .../mne_nirs.io.write_raw_snirf.html          |   6 +-
 .../mne_nirs.preprocessing.peak_power.html    |   6 +-
 ...rs.preprocessing.quantify_mayer_fooof.html |   6 +-
 ...cessing.scalp_coupling_index_windowed.html |   6 +-
 ...ancement.enhance_negative_correlation.html |   6 +-
 ..._enhancement.short_channel_regression.html |   6 +-
 ...mne_nirs.simulation.simulate_nirs_raw.html |   6 +-
 .../mne_nirs.statistics.ContrastResults.html  |   6 +-
 ...mne_nirs.statistics.RegressionResults.html |   6 +-
 .../mne_nirs.statistics.read_glm.html         |   6 +-
 .../mne_nirs.statistics.run_glm.html          |   6 +-
 ...irs.statistics.statsmodels_to_results.html |   6 +-
 ...ne_nirs.visualisation.plot_3d_montage.html |   6 +-
 ...irs.visualisation.plot_glm_group_topo.html |   6 +-
 ...alisation.plot_glm_surface_projection.html |   6 +-
 ...sualisation.plot_nirs_source_detector.html |   6 +-
 ...ation.plot_timechannel_quality_metric.html |   6 +-
 dev/genindex.html                             |   6 +-
 dev/index.html                                |   6 +-
 dev/py-modindex.html                          |   6 +-
 dev/search.html                               |   6 +-
 dev/searchindex.js                            |   2 +-
 dev/sg_execution_times.html                   | 124 +++++++++---------
 166 files changed, 970 insertions(+), 970 deletions(-)

diff --git a/dev/.buildinfo b/dev/.buildinfo
index 1f42b1415..7c178e3d5 100644
--- a/dev/.buildinfo
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delta 47
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GIT binary patch
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delta 49
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GIT binary patch
delta 49
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delta 49
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index 8ba60e2407275dfee8b03fe900b6d7ae3e7eb230..7fb7f73679e75b456702f65bd4daf1ecdaba6671 100644
GIT binary patch
delta 47
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delta 47
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index 5972d10e10f0ac8b335cc65d49194e2b7802567b..21095ab515b528170819bb4b021e1e632b305b3f 100644
GIT binary patch
delta 47
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delta 47
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index 0ea36256752ace505adc52f69b79e30d3e6bcd1f..23720a620283170b9baf04e8c785a103bbd68ad0 100644
GIT binary patch
delta 47
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delta 47
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index ec6ca17aa454a89367b4b7760343e91175f5ad02..e1954e820e371d4a2a567baff52a062c61d3e74f 100644
GIT binary patch
delta 49
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delta 49
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diff --git a/dev/_modules/index.html b/dev/_modules/index.html
index d283b8cbd..3bd919fcc 100644
--- a/dev/_modules/index.html
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@@ -7,7 +7,7 @@
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Overview: module code &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Overview: module code &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index c0c8546df..d516ac539 100644
--- a/dev/_modules/mne/io/boxy/boxy.html
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@@ -7,7 +7,7 @@
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-    <title>mne.io.boxy.boxy &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.io.boxy.boxy &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
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+    <script src="../../../../_static/documentation_options.js?v=aa5c0a17"></script>
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     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/_modules/mne/io/hitachi/hitachi.html b/dev/_modules/mne/io/hitachi/hitachi.html
index a1b5da2f8..1e970f401 100644
--- a/dev/_modules/mne/io/hitachi/hitachi.html
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@@ -7,7 +7,7 @@
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-    <title>mne.io.hitachi.hitachi &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.io.hitachi.hitachi &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
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-    <script src="../../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../../_static/documentation_options.js?v=aa5c0a17"></script>
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     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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index b27a6817c..d4c2e0882 100644
--- a/dev/_modules/mne/io/nirx/nirx.html
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@@ -7,7 +7,7 @@
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-    <title>mne.io.nirx.nirx &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.io.nirx.nirx &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
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+    <script src="../../../../_static/documentation_options.js?v=aa5c0a17"></script>
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     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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index ad7d08974..684af034b 100644
--- a/dev/_modules/mne/io/snirf/_snirf.html
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@@ -7,7 +7,7 @@
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-    <title>mne.io.snirf._snirf &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.io.snirf._snirf &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
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-    <script src="../../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -1008,7 +1008,7 @@ <h1>Source code for mne.io.snirf._snirf</h1><div class="highlight"><pre>
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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index c47bb56c1..5d2905ad8 100644
--- a/dev/_modules/mne/preprocessing/nirs/_beer_lambert_law.html
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@@ -7,7 +7,7 @@
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-    <title>mne.preprocessing.nirs._beer_lambert_law &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.preprocessing.nirs._beer_lambert_law &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
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-    <script src="../../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -538,7 +538,7 @@ <h1>Source code for mne.preprocessing.nirs._beer_lambert_law</h1><div class="hig
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/_modules/mne/preprocessing/nirs/_optical_density.html b/dev/_modules/mne/preprocessing/nirs/_optical_density.html
index 9d364989b..9c9efd704 100644
--- a/dev/_modules/mne/preprocessing/nirs/_optical_density.html
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@@ -7,7 +7,7 @@
   <head>
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne.preprocessing.nirs._optical_density &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.preprocessing.nirs._optical_density &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
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-    <script src="../../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -476,7 +476,7 @@ <h1>Source code for mne.preprocessing.nirs._optical_density</h1><div class="high
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index d36f914c0..0509bb768 100644
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@@ -7,7 +7,7 @@
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-    <title>mne.preprocessing.nirs._scalp_coupling_index &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.preprocessing.nirs._scalp_coupling_index &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
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+    <script src="../../../../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -492,7 +492,7 @@ <h1>Source code for mne.preprocessing.nirs._scalp_coupling_index</h1><div class=
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index e0b5c93b8..ae34e6514 100644
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@@ -7,7 +7,7 @@
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-    <title>mne.preprocessing.nirs._tddr &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.preprocessing.nirs._tddr &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
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-    <script src="../../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -578,7 +578,7 @@ <h1>Source code for mne.preprocessing.nirs._tddr</h1><div class="highlight"><pre
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/_modules/mne/preprocessing/nirs/nirs.html b/dev/_modules/mne/preprocessing/nirs/nirs.html
index bb8e9963e..6beea26f3 100644
--- a/dev/_modules/mne/preprocessing/nirs/nirs.html
+++ b/dev/_modules/mne/preprocessing/nirs/nirs.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne.preprocessing.nirs.nirs &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.preprocessing.nirs.nirs &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
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 <link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -762,7 +762,7 @@ <h1>Source code for mne.preprocessing.nirs.nirs</h1><div class="highlight"><pre>
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/_modules/mne_nirs/channels/_channels.html b/dev/_modules/mne_nirs/channels/_channels.html
index ef42df38e..fdf6f3849 100644
--- a/dev/_modules/mne_nirs/channels/_channels.html
+++ b/dev/_modules/mne_nirs/channels/_channels.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_nirs.channels._channels &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.channels._channels &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
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 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -686,7 +686,7 @@ <h1>Source code for mne_nirs.channels._channels</h1><div class="highlight"><pre>
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/_modules/mne_nirs/channels/_roi.html b/dev/_modules/mne_nirs/channels/_roi.html
index e4b5735a8..08fb6e465 100644
--- a/dev/_modules/mne_nirs/channels/_roi.html
+++ b/dev/_modules/mne_nirs/channels/_roi.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_nirs.channels._roi &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.channels._roi &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
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 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -485,7 +485,7 @@ <h1>Source code for mne_nirs.channels._roi</h1><div class="highlight"><pre>
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/_modules/mne_nirs/channels/_short.html b/dev/_modules/mne_nirs/channels/_short.html
index df41fa54d..b80c0669f 100644
--- a/dev/_modules/mne_nirs/channels/_short.html
+++ b/dev/_modules/mne_nirs/channels/_short.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_nirs.channels._short &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.channels._short &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -498,7 +498,7 @@ <h1>Source code for mne_nirs.channels._short</h1><div class="highlight"><pre>
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/_modules/mne_nirs/datasets/audio_or_visual_speech/_audio_or_visual_speech.html b/dev/_modules/mne_nirs/datasets/audio_or_visual_speech/_audio_or_visual_speech.html
index 21286f4d4..51843de00 100644
--- a/dev/_modules/mne_nirs/datasets/audio_or_visual_speech/_audio_or_visual_speech.html
+++ b/dev/_modules/mne_nirs/datasets/audio_or_visual_speech/_audio_or_visual_speech.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_nirs.datasets.audio_or_visual_speech._audio_or_visual_speech &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.datasets.audio_or_visual_speech._audio_or_visual_speech &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -510,7 +510,7 @@ <h1>Source code for mne_nirs.datasets.audio_or_visual_speech._audio_or_visual_sp
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/_modules/mne_nirs/datasets/block_speech_noise/_block_speech_noise.html b/dev/_modules/mne_nirs/datasets/block_speech_noise/_block_speech_noise.html
index 0b74209ed..e68c655af 100644
--- a/dev/_modules/mne_nirs/datasets/block_speech_noise/_block_speech_noise.html
+++ b/dev/_modules/mne_nirs/datasets/block_speech_noise/_block_speech_noise.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_nirs.datasets.block_speech_noise._block_speech_noise &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.datasets.block_speech_noise._block_speech_noise &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -507,7 +507,7 @@ <h1>Source code for mne_nirs.datasets.block_speech_noise._block_speech_noise</h1
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/_modules/mne_nirs/datasets/fnirs_motor_group/fnirs_motor_group.html b/dev/_modules/mne_nirs/datasets/fnirs_motor_group/fnirs_motor_group.html
index 73cc58e03..48fd376ac 100644
--- a/dev/_modules/mne_nirs/datasets/fnirs_motor_group/fnirs_motor_group.html
+++ b/dev/_modules/mne_nirs/datasets/fnirs_motor_group/fnirs_motor_group.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_nirs.datasets.fnirs_motor_group.fnirs_motor_group &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.datasets.fnirs_motor_group.fnirs_motor_group &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -508,7 +508,7 @@ <h1>Source code for mne_nirs.datasets.fnirs_motor_group.fnirs_motor_group</h1><d
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/_modules/mne_nirs/experimental_design/_experimental_design.html b/dev/_modules/mne_nirs/experimental_design/_experimental_design.html
index e390b0828..eb05e6ebf 100644
--- a/dev/_modules/mne_nirs/experimental_design/_experimental_design.html
+++ b/dev/_modules/mne_nirs/experimental_design/_experimental_design.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_nirs.experimental_design._experimental_design &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.experimental_design._experimental_design &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
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 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -629,7 +629,7 @@ <h1>Source code for mne_nirs.experimental_design._experimental_design</h1><div c
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/_modules/mne_nirs/io/fold/_fold.html b/dev/_modules/mne_nirs/io/fold/_fold.html
index 9b9f7ddbf..50fdcdaa2 100644
--- a/dev/_modules/mne_nirs/io/fold/_fold.html
+++ b/dev/_modules/mne_nirs/io/fold/_fold.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_nirs.io.fold._fold &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.io.fold._fold &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -786,7 +786,7 @@ <h1>Source code for mne_nirs.io.fold._fold</h1><div class="highlight"><pre>
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/_modules/mne_nirs/io/snirf/_aux.html b/dev/_modules/mne_nirs/io/snirf/_aux.html
index f451fee38..0f413b262 100644
--- a/dev/_modules/mne_nirs/io/snirf/_aux.html
+++ b/dev/_modules/mne_nirs/io/snirf/_aux.html
@@ -7,7 +7,7 @@
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 3c0494faf..e34993172 100644
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@@ -834,7 +834,7 @@ <h1>Source code for mne_nirs.io.snirf._snirf</h1><div class="highlight"><pre>
   
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-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index b7d930540..6339e7e53 100644
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+    <title>mne_nirs.preprocessing._mayer &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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diff --git a/dev/_modules/mne_nirs/preprocessing/_peak_power.html b/dev/_modules/mne_nirs/preprocessing/_peak_power.html
index debbf489a..7ab4c9eca 100644
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-    <title>mne_nirs.preprocessing._peak_power &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.preprocessing._peak_power &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index eb4580037..7519402cb 100644
--- a/dev/_modules/mne_nirs/preprocessing/_scalp_coupling_segmented.html
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+    <title>mne_nirs.preprocessing._scalp_coupling_segmented &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/_modules/mne_nirs/signal_enhancement/_negative_correlation.html b/dev/_modules/mne_nirs/signal_enhancement/_negative_correlation.html
index 12beaebc3..ec68667e4 100644
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+    <title>mne_nirs.signal_enhancement._negative_correlation &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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@@ -497,7 +497,7 @@ <h1>Source code for mne_nirs.signal_enhancement._negative_correlation</h1><div c
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index b29ef3a9c..f5ce9062d 100644
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+    <title>mne_nirs.signal_enhancement._short_channel_correction &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 774f8817c..bb7091f2e 100644
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+    <title>mne_nirs.simulation._simulation &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index d0bf516be..e86e9696b 100644
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+    <title>mne_nirs.statistics._glm_level_first &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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index 90e334f06..08cc3d4f3 100644
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-    <title>mne_nirs.statistics._statsmodels &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.statistics._statsmodels &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 0cd2805f5..46323f66b 100644
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_nirs.visualisation._plot_3d_montage &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.visualisation._plot_3d_montage &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -676,7 +676,7 @@ <h1>Source code for mne_nirs.visualisation._plot_3d_montage</h1><div class="high
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/_modules/mne_nirs/visualisation/_plot_GLM_surface_projection.html b/dev/_modules/mne_nirs/visualisation/_plot_GLM_surface_projection.html
index f506d0f7d..c44bebe79 100644
--- a/dev/_modules/mne_nirs/visualisation/_plot_GLM_surface_projection.html
+++ b/dev/_modules/mne_nirs/visualisation/_plot_GLM_surface_projection.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_nirs.visualisation._plot_GLM_surface_projection &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.visualisation._plot_GLM_surface_projection &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -626,7 +626,7 @@ <h1>Source code for mne_nirs.visualisation._plot_GLM_surface_projection</h1><div
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/_modules/mne_nirs/visualisation/_plot_GLM_topo.html b/dev/_modules/mne_nirs/visualisation/_plot_GLM_topo.html
index 686d35a90..400db1b96 100644
--- a/dev/_modules/mne_nirs/visualisation/_plot_GLM_topo.html
+++ b/dev/_modules/mne_nirs/visualisation/_plot_GLM_topo.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_nirs.visualisation._plot_GLM_topo &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.visualisation._plot_GLM_topo &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -800,7 +800,7 @@ <h1>Source code for mne_nirs.visualisation._plot_GLM_topo</h1><div class="highli
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/_modules/mne_nirs/visualisation/_plot_nirs_source_detector.html b/dev/_modules/mne_nirs/visualisation/_plot_nirs_source_detector.html
index 3c814068f..29c66c4cc 100644
--- a/dev/_modules/mne_nirs/visualisation/_plot_nirs_source_detector.html
+++ b/dev/_modules/mne_nirs/visualisation/_plot_nirs_source_detector.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_nirs.visualisation._plot_nirs_source_detector &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.visualisation._plot_nirs_source_detector &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -644,7 +644,7 @@ <h1>Source code for mne_nirs.visualisation._plot_nirs_source_detector</h1><div c
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/_modules/mne_nirs/visualisation/_plot_quality_metrics.html b/dev/_modules/mne_nirs/visualisation/_plot_quality_metrics.html
index d25eeadc4..644b22100 100644
--- a/dev/_modules/mne_nirs/visualisation/_plot_quality_metrics.html
+++ b/dev/_modules/mne_nirs/visualisation/_plot_quality_metrics.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>mne_nirs.visualisation._plot_quality_metrics &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.visualisation._plot_quality_metrics &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -523,7 +523,7 @@ <h1>Source code for mne_nirs.visualisation._plot_quality_metrics</h1><div class=
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/_sources/auto_examples/general/plot_01_data_io.rst.txt b/dev/_sources/auto_examples/general/plot_01_data_io.rst.txt
index be71c66a1..e01d86629 100644
--- a/dev/_sources/auto_examples/general/plot_01_data_io.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_01_data_io.rst.txt
@@ -440,9 +440,9 @@ See :ref:`tut-source-alignment` for more details.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 11.030 seconds)
+   **Total running time of the script:** (0 minutes 14.213 seconds)
 
-**Estimated memory usage:**  910 MB
+**Estimated memory usage:**  911 MB
 
 
 .. _sphx_glr_download_auto_examples_general_plot_01_data_io.py:
diff --git a/dev/_sources/auto_examples/general/plot_05_datasets.rst.txt b/dev/_sources/auto_examples/general/plot_05_datasets.rst.txt
index d56e03f8a..c7b5e7318 100644
--- a/dev/_sources/auto_examples/general/plot_05_datasets.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_05_datasets.rst.txt
@@ -514,7 +514,7 @@ Bibliography
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.375 seconds)
+   **Total running time of the script:** (0 minutes 2.318 seconds)
 
 **Estimated memory usage:**  451 MB
 
diff --git a/dev/_sources/auto_examples/general/plot_06_gowerlabs.rst.txt b/dev/_sources/auto_examples/general/plot_06_gowerlabs.rst.txt
index ac0e8c2af..6dec92247 100644
--- a/dev/_sources/auto_examples/general/plot_06_gowerlabs.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_06_gowerlabs.rst.txt
@@ -312,9 +312,9 @@ And we can look at the file metadata by calling the variable `raw`.
 
 
 
-    <tr class="mne-repr-section-header general-44f52c3e-7d21-4f90-90ec-243016168a08"
+    <tr class="mne-repr-section-header general-6d28f422-c25c-4ea2-b85e-e047060a5114"
          title="Hide section" 
-        onclick="toggleVisibility('general-44f52c3e-7d21-4f90-90ec-243016168a08')">
+        onclick="toggleVisibility('general-6d28f422-c25c-4ea2-b85e-e047060a5114')">
         <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>
@@ -326,7 +326,7 @@ And we can look at the file metadata by calling the variable `raw`.
     </tr>
 
 
-    <tr class="repr-element general-44f52c3e-7d21-4f90-90ec-243016168a08 ">
+    <tr class="repr-element general-6d28f422-c25c-4ea2-b85e-e047060a5114 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Filename(s)</td>
         <td>
@@ -337,19 +337,19 @@ And we can look at the file metadata by calling the variable `raw`.
         </td>
     </tr>
 
-    <tr class="repr-element general-44f52c3e-7d21-4f90-90ec-243016168a08 ">
+    <tr class="repr-element general-6d28f422-c25c-4ea2-b85e-e047060a5114 ">
         <td class="mne-repr-section-toggle"></td>
         <td>MNE object type</td>
         <td>RawSNIRF</td>
     </tr>
-    <tr class="repr-element general-44f52c3e-7d21-4f90-90ec-243016168a08 ">
+    <tr class="repr-element general-6d28f422-c25c-4ea2-b85e-e047060a5114 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Measurement date</td>
     
         <td>2000-01-01 at 00:00:00 UTC</td>
     
     </tr>
-    <tr class="repr-element general-44f52c3e-7d21-4f90-90ec-243016168a08 ">
+    <tr class="repr-element general-6d28f422-c25c-4ea2-b85e-e047060a5114 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Participant</td>
     
@@ -358,7 +358,7 @@ And we can look at the file metadata by calling the variable `raw`.
     
     
     </tr>
-    <tr class="repr-element general-44f52c3e-7d21-4f90-90ec-243016168a08 ">
+    <tr class="repr-element general-6d28f422-c25c-4ea2-b85e-e047060a5114 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Experimenter</td>
     
@@ -373,9 +373,9 @@ And we can look at the file metadata by calling the variable `raw`.
 
 
 
-    <tr class="mne-repr-section-header acquisition-261b7acc-40cb-4073-b970-4b151c04ec8c"
+    <tr class="mne-repr-section-header acquisition-a314baed-8a88-405f-8414-b05c90df8896"
          title="Hide section" 
-        onclick="toggleVisibility('acquisition-261b7acc-40cb-4073-b970-4b151c04ec8c')">
+        onclick="toggleVisibility('acquisition-a314baed-8a88-405f-8414-b05c90df8896')">
         <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>
@@ -387,7 +387,7 @@ And we can look at the file metadata by calling the variable `raw`.
     </tr>
 
 
-    <tr class="repr-element acquisition-261b7acc-40cb-4073-b970-4b151c04ec8c ">
+    <tr class="repr-element acquisition-a314baed-8a88-405f-8414-b05c90df8896 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Duration</td>
         <td>00:00:28 (HH:MM:SS)</td>
@@ -400,14 +400,14 @@ And we can look at the file metadata by calling the variable `raw`.
 
 
 
-    <tr class="repr-element acquisition-261b7acc-40cb-4073-b970-4b151c04ec8c ">
+    <tr class="repr-element acquisition-a314baed-8a88-405f-8414-b05c90df8896 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Sampling frequency</td>
         <td>10.00 Hz</td>
     </tr>
 
 
-    <tr class="repr-element acquisition-261b7acc-40cb-4073-b970-4b151c04ec8c ">
+    <tr class="repr-element acquisition-a314baed-8a88-405f-8414-b05c90df8896 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Time points</td>
         <td>274</td>
@@ -422,9 +422,9 @@ And we can look at the file metadata by calling the variable `raw`.
 
 
 
-    <tr class="mne-repr-section-header channels-90b029c0-846d-46bb-bfcf-6408cf2b1c06"
+    <tr class="mne-repr-section-header channels-4e8bc390-3745-49a4-8146-db2924a3faf4"
          title="Hide section" 
-        onclick="toggleVisibility('channels-90b029c0-846d-46bb-bfcf-6408cf2b1c06')">
+        onclick="toggleVisibility('channels-4e8bc390-3745-49a4-8146-db2924a3faf4')">
         <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>
@@ -437,7 +437,7 @@ And we can look at the file metadata by calling the variable `raw`.
 
 
     
-    <tr class="repr-element channels-90b029c0-846d-46bb-bfcf-6408cf2b1c06 ">
+    <tr class="repr-element channels-4e8bc390-3745-49a4-8146-db2924a3faf4 ">
         <td class="mne-repr-section-toggle"></td>
         <td>fNIRS (CW amplitude)</td>
         <td>
@@ -450,7 +450,7 @@ And we can look at the file metadata by calling the variable `raw`.
     </tr>
 
 
-    <tr class="repr-element channels-90b029c0-846d-46bb-bfcf-6408cf2b1c06 ">
+    <tr class="repr-element channels-4e8bc390-3745-49a4-8146-db2924a3faf4 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Head & sensor digitization</td>
     
@@ -465,9 +465,9 @@ And we can look at the file metadata by calling the variable `raw`.
 
 
 
-    <tr class="mne-repr-section-header filters-413cc7b8-94aa-4d59-a3a3-2cd65dbe6ff7"
+    <tr class="mne-repr-section-header filters-5c903b1b-5954-4390-bee6-e2a494ee9f4c"
          title="Hide section" 
-        onclick="toggleVisibility('filters-413cc7b8-94aa-4d59-a3a3-2cd65dbe6ff7')">
+        onclick="toggleVisibility('filters-5c903b1b-5954-4390-bee6-e2a494ee9f4c')">
         <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>
@@ -479,14 +479,14 @@ And we can look at the file metadata by calling the variable `raw`.
     </tr>
 
 
-    <tr class="repr-element filters-413cc7b8-94aa-4d59-a3a3-2cd65dbe6ff7 ">
+    <tr class="repr-element filters-5c903b1b-5954-4390-bee6-e2a494ee9f4c ">
         <td class="mne-repr-section-toggle"></td>
         <td>Highpass</td>
         <td>0.00 Hz</td>
     </tr>
 
 
-    <tr class="repr-element filters-413cc7b8-94aa-4d59-a3a3-2cd65dbe6ff7 ">
+    <tr class="repr-element filters-5c903b1b-5954-4390-bee6-e2a494ee9f4c ">
         <td class="mne-repr-section-toggle"></td>
         <td>Lowpass</td>
         <td>5.00 Hz</td>
@@ -526,7 +526,7 @@ and signal annotations.
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6e8884ea70>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e443cec20>
 
 
 
@@ -1091,9 +1091,9 @@ interface using the `fsaverage` head.
 
 
 
-    <tr class="mne-repr-section-header general-306e753a-ab2f-4aa2-8e35-b17204e95583"
+    <tr class="mne-repr-section-header general-e40994ca-6ede-4030-89a0-4e19f1a1af35"
          title="Hide section" 
-        onclick="toggleVisibility('general-306e753a-ab2f-4aa2-8e35-b17204e95583')">
+        onclick="toggleVisibility('general-e40994ca-6ede-4030-89a0-4e19f1a1af35')">
         <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>
@@ -1105,7 +1105,7 @@ interface using the `fsaverage` head.
     </tr>
 
 
-    <tr class="repr-element general-306e753a-ab2f-4aa2-8e35-b17204e95583 ">
+    <tr class="repr-element general-e40994ca-6ede-4030-89a0-4e19f1a1af35 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Filename(s)</td>
         <td>
@@ -1116,19 +1116,19 @@ interface using the `fsaverage` head.
         </td>
     </tr>
 
-    <tr class="repr-element general-306e753a-ab2f-4aa2-8e35-b17204e95583 ">
+    <tr class="repr-element general-e40994ca-6ede-4030-89a0-4e19f1a1af35 ">
         <td class="mne-repr-section-toggle"></td>
         <td>MNE object type</td>
         <td>RawSNIRF</td>
     </tr>
-    <tr class="repr-element general-306e753a-ab2f-4aa2-8e35-b17204e95583 ">
+    <tr class="repr-element general-e40994ca-6ede-4030-89a0-4e19f1a1af35 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Measurement date</td>
     
         <td>2000-01-01 at 00:00:00 UTC</td>
     
     </tr>
-    <tr class="repr-element general-306e753a-ab2f-4aa2-8e35-b17204e95583 ">
+    <tr class="repr-element general-e40994ca-6ede-4030-89a0-4e19f1a1af35 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Participant</td>
     
@@ -1137,7 +1137,7 @@ interface using the `fsaverage` head.
     
     
     </tr>
-    <tr class="repr-element general-306e753a-ab2f-4aa2-8e35-b17204e95583 ">
+    <tr class="repr-element general-e40994ca-6ede-4030-89a0-4e19f1a1af35 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Experimenter</td>
     
@@ -1152,9 +1152,9 @@ interface using the `fsaverage` head.
 
 
 
-    <tr class="mne-repr-section-header acquisition-5ece550e-6451-4c47-b603-91925b72bc99"
+    <tr class="mne-repr-section-header acquisition-53f86540-d08b-42d0-a3de-31ef3327f25e"
          title="Hide section" 
-        onclick="toggleVisibility('acquisition-5ece550e-6451-4c47-b603-91925b72bc99')">
+        onclick="toggleVisibility('acquisition-53f86540-d08b-42d0-a3de-31ef3327f25e')">
         <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>
@@ -1166,7 +1166,7 @@ interface using the `fsaverage` head.
     </tr>
 
 
-    <tr class="repr-element acquisition-5ece550e-6451-4c47-b603-91925b72bc99 ">
+    <tr class="repr-element acquisition-53f86540-d08b-42d0-a3de-31ef3327f25e ">
         <td class="mne-repr-section-toggle"></td>
         <td>Duration</td>
         <td>00:00:28 (HH:MM:SS)</td>
@@ -1179,14 +1179,14 @@ interface using the `fsaverage` head.
 
 
 
-    <tr class="repr-element acquisition-5ece550e-6451-4c47-b603-91925b72bc99 ">
+    <tr class="repr-element acquisition-53f86540-d08b-42d0-a3de-31ef3327f25e ">
         <td class="mne-repr-section-toggle"></td>
         <td>Sampling frequency</td>
         <td>10.00 Hz</td>
     </tr>
 
 
-    <tr class="repr-element acquisition-5ece550e-6451-4c47-b603-91925b72bc99 ">
+    <tr class="repr-element acquisition-53f86540-d08b-42d0-a3de-31ef3327f25e ">
         <td class="mne-repr-section-toggle"></td>
         <td>Time points</td>
         <td>274</td>
@@ -1201,9 +1201,9 @@ interface using the `fsaverage` head.
 
 
 
-    <tr class="mne-repr-section-header channels-358974bb-d455-4c3a-ab4b-e54d53913add"
+    <tr class="mne-repr-section-header channels-e52898e7-959f-4ec7-8b56-69fd4a088f4a"
          title="Hide section" 
-        onclick="toggleVisibility('channels-358974bb-d455-4c3a-ab4b-e54d53913add')">
+        onclick="toggleVisibility('channels-e52898e7-959f-4ec7-8b56-69fd4a088f4a')">
         <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>
@@ -1216,7 +1216,7 @@ interface using the `fsaverage` head.
 
 
     
-    <tr class="repr-element channels-358974bb-d455-4c3a-ab4b-e54d53913add ">
+    <tr class="repr-element channels-e52898e7-959f-4ec7-8b56-69fd4a088f4a ">
         <td class="mne-repr-section-toggle"></td>
         <td>fNIRS (CW amplitude)</td>
         <td>
@@ -1229,7 +1229,7 @@ interface using the `fsaverage` head.
     </tr>
 
 
-    <tr class="repr-element channels-358974bb-d455-4c3a-ab4b-e54d53913add ">
+    <tr class="repr-element channels-e52898e7-959f-4ec7-8b56-69fd4a088f4a ">
         <td class="mne-repr-section-toggle"></td>
         <td>Head & sensor digitization</td>
     
@@ -1244,9 +1244,9 @@ interface using the `fsaverage` head.
 
 
 
-    <tr class="mne-repr-section-header filters-e37973cf-85cf-4682-a7e9-79674bf8314a"
+    <tr class="mne-repr-section-header filters-e5a13229-d309-460d-8613-7a8d59e058f8"
          title="Hide section" 
-        onclick="toggleVisibility('filters-e37973cf-85cf-4682-a7e9-79674bf8314a')">
+        onclick="toggleVisibility('filters-e5a13229-d309-460d-8613-7a8d59e058f8')">
         <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>
@@ -1258,14 +1258,14 @@ interface using the `fsaverage` head.
     </tr>
 
 
-    <tr class="repr-element filters-e37973cf-85cf-4682-a7e9-79674bf8314a ">
+    <tr class="repr-element filters-e5a13229-d309-460d-8613-7a8d59e058f8 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Highpass</td>
         <td>0.00 Hz</td>
     </tr>
 
 
-    <tr class="repr-element filters-e37973cf-85cf-4682-a7e9-79674bf8314a ">
+    <tr class="repr-element filters-e5a13229-d309-460d-8613-7a8d59e058f8 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Lowpass</td>
         <td>5.00 Hz</td>
@@ -1345,9 +1345,9 @@ From here you can use your favorite analysis technique such as
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 32.063 seconds)
+   **Total running time of the script:** (0 minutes 35.235 seconds)
 
-**Estimated memory usage:**  601 MB
+**Estimated memory usage:**  604 MB
 
 
 .. _sphx_glr_download_auto_examples_general_plot_06_gowerlabs.py:
diff --git a/dev/_sources/auto_examples/general/plot_10_hrf_simulation.rst.txt b/dev/_sources/auto_examples/general/plot_10_hrf_simulation.rst.txt
index efac52873..ca90cc0a3 100644
--- a/dev/_sources/auto_examples/general/plot_10_hrf_simulation.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_10_hrf_simulation.rst.txt
@@ -97,7 +97,7 @@ The simulated signal is plotted below.
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6edc082440>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e791c1cf0>
 
 
 
@@ -453,7 +453,7 @@ model of the noise can improve the accuracy of the response estimate.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 8.507 seconds)
+   **Total running time of the script:** (0 minutes 9.323 seconds)
 
 **Estimated memory usage:**  452 MB
 
diff --git a/dev/_sources/auto_examples/general/plot_11_hrf_measured.rst.txt b/dev/_sources/auto_examples/general/plot_11_hrf_measured.rst.txt
index 4ea6fe292..be580f429 100644
--- a/dev/_sources/auto_examples/general/plot_11_hrf_measured.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_11_hrf_measured.rst.txt
@@ -268,9 +268,9 @@ to meet github memory constraints.
 
 
 
-    <tr class="mne-repr-section-header general-102b5361-4e76-4c55-b59e-5766d7da266a"
+    <tr class="mne-repr-section-header general-d65aaaa8-4f56-4a63-a0ae-b6a0a685170a"
          title="Hide section" 
-        onclick="toggleVisibility('general-102b5361-4e76-4c55-b59e-5766d7da266a')">
+        onclick="toggleVisibility('general-d65aaaa8-4f56-4a63-a0ae-b6a0a685170a')">
         <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>
@@ -282,7 +282,7 @@ to meet github memory constraints.
     </tr>
 
 
-    <tr class="repr-element general-102b5361-4e76-4c55-b59e-5766d7da266a ">
+    <tr class="repr-element general-d65aaaa8-4f56-4a63-a0ae-b6a0a685170a ">
         <td class="mne-repr-section-toggle"></td>
         <td>Filename(s)</td>
         <td>
@@ -293,19 +293,19 @@ to meet github memory constraints.
         </td>
     </tr>
 
-    <tr class="repr-element general-102b5361-4e76-4c55-b59e-5766d7da266a ">
+    <tr class="repr-element general-d65aaaa8-4f56-4a63-a0ae-b6a0a685170a ">
         <td class="mne-repr-section-toggle"></td>
         <td>MNE object type</td>
         <td>RawNIRX</td>
     </tr>
-    <tr class="repr-element general-102b5361-4e76-4c55-b59e-5766d7da266a ">
+    <tr class="repr-element general-d65aaaa8-4f56-4a63-a0ae-b6a0a685170a ">
         <td class="mne-repr-section-toggle"></td>
         <td>Measurement date</td>
     
         <td>2019-11-02 at 13:16:16 UTC</td>
     
     </tr>
-    <tr class="repr-element general-102b5361-4e76-4c55-b59e-5766d7da266a ">
+    <tr class="repr-element general-d65aaaa8-4f56-4a63-a0ae-b6a0a685170a ">
         <td class="mne-repr-section-toggle"></td>
         <td>Participant</td>
     
@@ -314,7 +314,7 @@ to meet github memory constraints.
     
     
     </tr>
-    <tr class="repr-element general-102b5361-4e76-4c55-b59e-5766d7da266a ">
+    <tr class="repr-element general-d65aaaa8-4f56-4a63-a0ae-b6a0a685170a ">
         <td class="mne-repr-section-toggle"></td>
         <td>Experimenter</td>
     
@@ -329,9 +329,9 @@ to meet github memory constraints.
 
 
 
-    <tr class="mne-repr-section-header acquisition-bc9b02f5-5142-404e-a80a-a8b8ab699f58"
+    <tr class="mne-repr-section-header acquisition-9ec35ad2-7b78-4edc-b008-7e5aed1da084"
          title="Hide section" 
-        onclick="toggleVisibility('acquisition-bc9b02f5-5142-404e-a80a-a8b8ab699f58')">
+        onclick="toggleVisibility('acquisition-9ec35ad2-7b78-4edc-b008-7e5aed1da084')">
         <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>
@@ -343,7 +343,7 @@ to meet github memory constraints.
     </tr>
 
 
-    <tr class="repr-element acquisition-bc9b02f5-5142-404e-a80a-a8b8ab699f58 ">
+    <tr class="repr-element acquisition-9ec35ad2-7b78-4edc-b008-7e5aed1da084 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Duration</td>
         <td>00:49:33 (HH:MM:SS)</td>
@@ -356,14 +356,14 @@ to meet github memory constraints.
 
 
 
-    <tr class="repr-element acquisition-bc9b02f5-5142-404e-a80a-a8b8ab699f58 ">
+    <tr class="repr-element acquisition-9ec35ad2-7b78-4edc-b008-7e5aed1da084 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Sampling frequency</td>
         <td>0.70 Hz</td>
     </tr>
 
 
-    <tr class="repr-element acquisition-bc9b02f5-5142-404e-a80a-a8b8ab699f58 ">
+    <tr class="repr-element acquisition-9ec35ad2-7b78-4edc-b008-7e5aed1da084 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Time points</td>
         <td>2,082</td>
@@ -378,9 +378,9 @@ to meet github memory constraints.
 
 
 
-    <tr class="mne-repr-section-header channels-adafd52a-70b0-4157-bf41-4cab170f5e98"
+    <tr class="mne-repr-section-header channels-a6d5abcd-788b-4b4b-916b-12126e8b43fc"
          title="Hide section" 
-        onclick="toggleVisibility('channels-adafd52a-70b0-4157-bf41-4cab170f5e98')">
+        onclick="toggleVisibility('channels-a6d5abcd-788b-4b4b-916b-12126e8b43fc')">
         <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>
@@ -393,7 +393,7 @@ to meet github memory constraints.
 
 
     
-    <tr class="repr-element channels-adafd52a-70b0-4157-bf41-4cab170f5e98 ">
+    <tr class="repr-element channels-a6d5abcd-788b-4b4b-916b-12126e8b43fc ">
         <td class="mne-repr-section-toggle"></td>
         <td>fNIRS (CW amplitude)</td>
         <td>
@@ -406,7 +406,7 @@ to meet github memory constraints.
     </tr>
 
 
-    <tr class="repr-element channels-adafd52a-70b0-4157-bf41-4cab170f5e98 ">
+    <tr class="repr-element channels-a6d5abcd-788b-4b4b-916b-12126e8b43fc ">
         <td class="mne-repr-section-toggle"></td>
         <td>Head & sensor digitization</td>
     
@@ -421,9 +421,9 @@ to meet github memory constraints.
 
 
 
-    <tr class="mne-repr-section-header filters-08240c95-69cb-4dd8-8689-ce8745d5961d"
+    <tr class="mne-repr-section-header filters-99613fdf-5b1d-43dd-ab41-1470049800a0"
          title="Hide section" 
-        onclick="toggleVisibility('filters-08240c95-69cb-4dd8-8689-ce8745d5961d')">
+        onclick="toggleVisibility('filters-99613fdf-5b1d-43dd-ab41-1470049800a0')">
         <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>
@@ -435,14 +435,14 @@ to meet github memory constraints.
     </tr>
 
 
-    <tr class="repr-element filters-08240c95-69cb-4dd8-8689-ce8745d5961d ">
+    <tr class="repr-element filters-99613fdf-5b1d-43dd-ab41-1470049800a0 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Highpass</td>
         <td>0.00 Hz</td>
     </tr>
 
 
-    <tr class="repr-element filters-08240c95-69cb-4dd8-8689-ce8745d5961d ">
+    <tr class="repr-element filters-99613fdf-5b1d-43dd-ab41-1470049800a0 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Lowpass</td>
         <td>0.35 Hz</td>
@@ -1287,7 +1287,7 @@ cortical surface
  .. code-block:: none
 
 
-    <mne.viz._brain._brain.Brain object at 0x7f6e89ab3fa0>
+    <mne.viz._brain._brain.Brain object at 0x7f4e79407160>
 
 
 
@@ -1803,9 +1803,9 @@ the tapping, but we do expect 5% or less for the false positive rate.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 24.149 seconds)
+   **Total running time of the script:** (0 minutes 21.781 seconds)
 
-**Estimated memory usage:**  696 MB
+**Estimated memory usage:**  694 MB
 
 
 .. _sphx_glr_download_auto_examples_general_plot_11_hrf_measured.py:
diff --git a/dev/_sources/auto_examples/general/plot_12_group_glm.rst.txt b/dev/_sources/auto_examples/general/plot_12_group_glm.rst.txt
index 9719355e0..6681163b6 100644
--- a/dev/_sources/auto_examples/general/plot_12_group_glm.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_12_group_glm.rst.txt
@@ -433,7 +433,7 @@ and that the responses look to be contralateral to the tapping hand.
  .. code-block:: none
 
 
-    <seaborn.axisgrid.FacetGrid object at 0x7f6e8990add0>
+    <seaborn.axisgrid.FacetGrid object at 0x7f4e7935bac0>
 
 
 
@@ -711,7 +711,7 @@ Filled symbols represent HbO, unfilled symbols represent HbR.
     /home/circleci/python_env/lib/python3.10/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
       warnings.warn(msg, ConvergenceWarning)
 
-    <seaborn.axisgrid.FacetGrid object at 0x7f6e88c05480>
+    <seaborn.axisgrid.FacetGrid object at 0x7f4e78ac2770>
 
 
 
@@ -1787,9 +1787,9 @@ hand of tapping and most likely originate from the primary motor cortex.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 33.758 seconds)
+   **Total running time of the script:** (0 minutes 32.694 seconds)
 
-**Estimated memory usage:**  858 MB
+**Estimated memory usage:**  853 MB
 
 
 .. _sphx_glr_download_auto_examples_general_plot_12_group_glm.py:
diff --git a/dev/_sources/auto_examples/general/plot_13_fir_glm.rst.txt b/dev/_sources/auto_examples/general/plot_13_fir_glm.rst.txt
index b3f79d8f2..e5ecc2f58 100644
--- a/dev/_sources/auto_examples/general/plot_13_fir_glm.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_13_fir_glm.rst.txt
@@ -586,7 +586,7 @@ per chromophore (HbR not shown in first two facets).
  .. code-block:: none
 
 
-    <matplotlib.legend.Legend object at 0x7f6e89a1d960>
+    <matplotlib.legend.Legend object at 0x7f4e792c1030>
 
 
 
@@ -659,7 +659,7 @@ Plot the response with confidence intervals
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 23.676 seconds)
+   **Total running time of the script:** (0 minutes 25.132 seconds)
 
 **Estimated memory usage:**  452 MB
 
diff --git a/dev/_sources/auto_examples/general/plot_14_glm_components.rst.txt b/dev/_sources/auto_examples/general/plot_14_glm_components.rst.txt
index 774069847..f6e245a77 100644
--- a/dev/_sources/auto_examples/general/plot_14_glm_components.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_14_glm_components.rst.txt
@@ -163,7 +163,7 @@ Note that they differ in their peak timing and undershoot.
  .. code-block:: none
 
 
-    <matplotlib.legend.Legend object at 0x7f6e8952ba90>
+    <matplotlib.legend.Legend object at 0x7f4e78a960b0>
 
 
 
@@ -351,7 +351,7 @@ resulting regressor varies as a function of this parameter.
  .. code-block:: none
 
 
-    <matplotlib.colorbar.Colorbar object at 0x7f6e8985d420>
+    <matplotlib.colorbar.Colorbar object at 0x7f4e57e37850>
 
 
 
@@ -769,9 +769,9 @@ This would be achieved by renaming the triggers.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 15.230 seconds)
+   **Total running time of the script:** (0 minutes 16.555 seconds)
 
-**Estimated memory usage:**  451 MB
+**Estimated memory usage:**  450 MB
 
 
 .. _sphx_glr_download_auto_examples_general_plot_14_glm_components.py:
diff --git a/dev/_sources/auto_examples/general/plot_15_waveform.rst.txt b/dev/_sources/auto_examples/general/plot_15_waveform.rst.txt
index ab305c8df..fe19b9476 100644
--- a/dev/_sources/auto_examples/general/plot_15_waveform.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_15_waveform.rst.txt
@@ -232,9 +232,9 @@ Here we will work with the :ref:`fNIRS motor data <mne:fnirs-motor-dataset>`.
 
 
 
-    <tr class="mne-repr-section-header general-a82ad2a0-feb3-4e81-b382-8312d9cc54ce"
+    <tr class="mne-repr-section-header general-b45247cd-b771-47a6-b69f-e5d988ecbbaa"
          title="Hide section" 
-        onclick="toggleVisibility('general-a82ad2a0-feb3-4e81-b382-8312d9cc54ce')">
+        onclick="toggleVisibility('general-b45247cd-b771-47a6-b69f-e5d988ecbbaa')">
         <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>
@@ -246,7 +246,7 @@ Here we will work with the :ref:`fNIRS motor data <mne:fnirs-motor-dataset>`.
     </tr>
 
 
-    <tr class="repr-element general-a82ad2a0-feb3-4e81-b382-8312d9cc54ce ">
+    <tr class="repr-element general-b45247cd-b771-47a6-b69f-e5d988ecbbaa ">
         <td class="mne-repr-section-toggle"></td>
         <td>Filename(s)</td>
         <td>
@@ -257,19 +257,19 @@ Here we will work with the :ref:`fNIRS motor data <mne:fnirs-motor-dataset>`.
         </td>
     </tr>
 
-    <tr class="repr-element general-a82ad2a0-feb3-4e81-b382-8312d9cc54ce ">
+    <tr class="repr-element general-b45247cd-b771-47a6-b69f-e5d988ecbbaa ">
         <td class="mne-repr-section-toggle"></td>
         <td>MNE object type</td>
         <td>RawNIRX</td>
     </tr>
-    <tr class="repr-element general-a82ad2a0-feb3-4e81-b382-8312d9cc54ce ">
+    <tr class="repr-element general-b45247cd-b771-47a6-b69f-e5d988ecbbaa ">
         <td class="mne-repr-section-toggle"></td>
         <td>Measurement date</td>
     
         <td>2019-11-02 at 13:16:16 UTC</td>
     
     </tr>
-    <tr class="repr-element general-a82ad2a0-feb3-4e81-b382-8312d9cc54ce ">
+    <tr class="repr-element general-b45247cd-b771-47a6-b69f-e5d988ecbbaa ">
         <td class="mne-repr-section-toggle"></td>
         <td>Participant</td>
     
@@ -278,7 +278,7 @@ Here we will work with the :ref:`fNIRS motor data <mne:fnirs-motor-dataset>`.
     
     
     </tr>
-    <tr class="repr-element general-a82ad2a0-feb3-4e81-b382-8312d9cc54ce ">
+    <tr class="repr-element general-b45247cd-b771-47a6-b69f-e5d988ecbbaa ">
         <td class="mne-repr-section-toggle"></td>
         <td>Experimenter</td>
     
@@ -293,9 +293,9 @@ Here we will work with the :ref:`fNIRS motor data <mne:fnirs-motor-dataset>`.
 
 
 
-    <tr class="mne-repr-section-header acquisition-a7758218-4351-4518-b141-2bb347829492"
+    <tr class="mne-repr-section-header acquisition-54ba540b-3aaf-46b7-b0e0-0a08f3410d2a"
          title="Hide section" 
-        onclick="toggleVisibility('acquisition-a7758218-4351-4518-b141-2bb347829492')">
+        onclick="toggleVisibility('acquisition-54ba540b-3aaf-46b7-b0e0-0a08f3410d2a')">
         <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>
@@ -307,7 +307,7 @@ Here we will work with the :ref:`fNIRS motor data <mne:fnirs-motor-dataset>`.
     </tr>
 
 
-    <tr class="repr-element acquisition-a7758218-4351-4518-b141-2bb347829492 ">
+    <tr class="repr-element acquisition-54ba540b-3aaf-46b7-b0e0-0a08f3410d2a ">
         <td class="mne-repr-section-toggle"></td>
         <td>Duration</td>
         <td>00:49:35 (HH:MM:SS)</td>
@@ -320,14 +320,14 @@ Here we will work with the :ref:`fNIRS motor data <mne:fnirs-motor-dataset>`.
 
 
 
-    <tr class="repr-element acquisition-a7758218-4351-4518-b141-2bb347829492 ">
+    <tr class="repr-element acquisition-54ba540b-3aaf-46b7-b0e0-0a08f3410d2a ">
         <td class="mne-repr-section-toggle"></td>
         <td>Sampling frequency</td>
         <td>7.81 Hz</td>
     </tr>
 
 
-    <tr class="repr-element acquisition-a7758218-4351-4518-b141-2bb347829492 ">
+    <tr class="repr-element acquisition-54ba540b-3aaf-46b7-b0e0-0a08f3410d2a ">
         <td class="mne-repr-section-toggle"></td>
         <td>Time points</td>
         <td>23,239</td>
@@ -342,9 +342,9 @@ Here we will work with the :ref:`fNIRS motor data <mne:fnirs-motor-dataset>`.
 
 
 
-    <tr class="mne-repr-section-header channels-e69a38af-e804-4128-810a-c4c68def1dc5"
+    <tr class="mne-repr-section-header channels-d5e92845-9ea2-4ba0-94bf-a04199f69897"
          title="Hide section" 
-        onclick="toggleVisibility('channels-e69a38af-e804-4128-810a-c4c68def1dc5')">
+        onclick="toggleVisibility('channels-d5e92845-9ea2-4ba0-94bf-a04199f69897')">
         <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>
@@ -357,7 +357,7 @@ Here we will work with the :ref:`fNIRS motor data <mne:fnirs-motor-dataset>`.
 
 
     
-    <tr class="repr-element channels-e69a38af-e804-4128-810a-c4c68def1dc5 ">
+    <tr class="repr-element channels-d5e92845-9ea2-4ba0-94bf-a04199f69897 ">
         <td class="mne-repr-section-toggle"></td>
         <td>fNIRS (CW amplitude)</td>
         <td>
@@ -370,7 +370,7 @@ Here we will work with the :ref:`fNIRS motor data <mne:fnirs-motor-dataset>`.
     </tr>
 
 
-    <tr class="repr-element channels-e69a38af-e804-4128-810a-c4c68def1dc5 ">
+    <tr class="repr-element channels-d5e92845-9ea2-4ba0-94bf-a04199f69897 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Head & sensor digitization</td>
     
@@ -385,9 +385,9 @@ Here we will work with the :ref:`fNIRS motor data <mne:fnirs-motor-dataset>`.
 
 
 
-    <tr class="mne-repr-section-header filters-883dc2ac-d030-4fe1-86fa-e5f27a66862e"
+    <tr class="mne-repr-section-header filters-37c0c090-267d-42df-b50b-cf4bec7129e8"
          title="Hide section" 
-        onclick="toggleVisibility('filters-883dc2ac-d030-4fe1-86fa-e5f27a66862e')">
+        onclick="toggleVisibility('filters-37c0c090-267d-42df-b50b-cf4bec7129e8')">
         <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>
@@ -399,14 +399,14 @@ Here we will work with the :ref:`fNIRS motor data <mne:fnirs-motor-dataset>`.
     </tr>
 
 
-    <tr class="repr-element filters-883dc2ac-d030-4fe1-86fa-e5f27a66862e ">
+    <tr class="repr-element filters-37c0c090-267d-42df-b50b-cf4bec7129e8 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Highpass</td>
         <td>0.00 Hz</td>
     </tr>
 
 
-    <tr class="repr-element filters-883dc2ac-d030-4fe1-86fa-e5f27a66862e ">
+    <tr class="repr-element filters-37c0c090-267d-42df-b50b-cf4bec7129e8 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Lowpass</td>
         <td>3.91 Hz</td>
@@ -534,7 +534,7 @@ To achieve this we pick all the channels that are not considered to be short.
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6edbf06200>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e79ff7760>
 
 
 
@@ -568,7 +568,7 @@ The raw intensity values are then converted to optical density.
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6e895235b0>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e79f6ef80>
 
 
 
@@ -675,7 +675,7 @@ the modified Beer-Lambert law.
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6d887b0af0>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4ec38075b0>
 
 
 
@@ -1281,14 +1281,14 @@ driving the topographic plot above.
  .. code-block:: none
 
 
-    <matplotlib.legend.Legend object at 0x7f6e8a2b00d0>
+    <matplotlib.legend.Legend object at 0x7f4ec3965900>
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 28.715 seconds)
+   **Total running time of the script:** (0 minutes 30.631 seconds)
 
 **Estimated memory usage:**  465 MB
 
diff --git a/dev/_sources/auto_examples/general/plot_16_waveform_group.rst.txt b/dev/_sources/auto_examples/general/plot_16_waveform_group.rst.txt
index 4f21c0177..3bd4f7982 100644
--- a/dev/_sources/auto_examples/general/plot_16_waveform_group.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_16_waveform_group.rst.txt
@@ -364,7 +364,7 @@ as illustrated by the head inset in the top right corner of the figure.
  .. code-block:: none
 
 
-    <matplotlib.legend.Legend object at 0x7f6e89cf5db0>
+    <matplotlib.legend.Legend object at 0x7f4e7a425e10>
 
 
 
@@ -511,7 +511,7 @@ regions of the brain for each condition.
  .. code-block:: none
 
 
-    <matplotlib.legend.Legend object at 0x7f6e88983820>
+    <matplotlib.legend.Legend object at 0x7f4e78ca0dc0>
 
 
 
@@ -700,7 +700,7 @@ single ROI between conditions.
  .. code-block:: none
 
 
-    <seaborn.axisgrid.FacetGrid object at 0x7f6e8a1c9390>
+    <seaborn.axisgrid.FacetGrid object at 0x7f4e57d9a170>
 
 
 
@@ -880,7 +880,7 @@ hand that is tapping.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 13.472 seconds)
+   **Total running time of the script:** (0 minutes 13.910 seconds)
 
 **Estimated memory usage:**  450 MB
 
diff --git a/dev/_sources/auto_examples/general/plot_19_snirf.rst.txt b/dev/_sources/auto_examples/general/plot_19_snirf.rst.txt
index 334482cd8..642eff8d7 100644
--- a/dev/_sources/auto_examples/general/plot_19_snirf.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_19_snirf.rst.txt
@@ -169,7 +169,7 @@ ensure that the values are the same.
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6edbf57d00>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4ea88c5ab0>
 
 
 
@@ -202,7 +202,7 @@ by MNE-NIRS are compliant with the specification.
 
  .. code-block:: none
 
-    <snirf.pysnirf2.ValidationResult object at 0x7f6d8878a380>
+    <snirf.pysnirf2.ValidationResult object at 0x7f4e78a29c00>
 
     Found 304 OK      (hidden)
     Found 522 INFO    (hidden)
@@ -242,7 +242,7 @@ MNE-NIRS cal also be used to write optical density data to SNIRF files.
 
  .. code-block:: none
 
-    <snirf.pysnirf2.ValidationResult object at 0x7f6edc14fca0>
+    <snirf.pysnirf2.ValidationResult object at 0x7f4e795b84f0>
 
     Found 360 OK      (hidden)
     Found 466 INFO    (hidden)
@@ -280,7 +280,7 @@ And it can write valid haemoglobin data to SNIRF files.
 
  .. code-block:: none
 
-    <snirf.pysnirf2.ValidationResult object at 0x7f6e894221a0>
+    <snirf.pysnirf2.ValidationResult object at 0x7f4ea8250970>
 
     Found 360 OK      (hidden)
     Found 466 INFO    (hidden)
@@ -295,7 +295,7 @@ And it can write valid haemoglobin data to SNIRF files.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 9.107 seconds)
+   **Total running time of the script:** (0 minutes 9.476 seconds)
 
 **Estimated memory usage:**  451 MB
 
diff --git a/dev/_sources/auto_examples/general/plot_20_enhance.rst.txt b/dev/_sources/auto_examples/general/plot_20_enhance.rst.txt
index 4b7ea30b4..654adb044 100644
--- a/dev/_sources/auto_examples/general/plot_20_enhance.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_20_enhance.rst.txt
@@ -494,7 +494,7 @@ detector pairs for analysis.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 5.436 seconds)
+   **Total running time of the script:** (0 minutes 6.191 seconds)
 
 **Estimated memory usage:**  450 MB
 
diff --git a/dev/_sources/auto_examples/general/plot_21_artifacts.rst.txt b/dev/_sources/auto_examples/general/plot_21_artifacts.rst.txt
index c2544acf0..41d78eae2 100644
--- a/dev/_sources/auto_examples/general/plot_21_artifacts.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_21_artifacts.rst.txt
@@ -92,7 +92,7 @@ and plot these signals.
 
     Loading /home/circleci/mne_data/MNE-fNIRS-motor-data/Participant-1
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6e8b6d7250>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e79fcc670>
 
 
 
@@ -146,7 +146,7 @@ seconds to the data.
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6e895bf7f0>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e79f44160>
 
 
 
@@ -181,7 +181,7 @@ for any user-supplied parameters FishburnEtAl2019.
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6edbf36680>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e7a3f3880>
 
 
 
@@ -204,7 +204,7 @@ for fNIRS. NeuroImage,
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 7.732 seconds)
+   **Total running time of the script:** (0 minutes 8.406 seconds)
 
 **Estimated memory usage:**  451 MB
 
diff --git a/dev/_sources/auto_examples/general/plot_22_quality.rst.txt b/dev/_sources/auto_examples/general/plot_22_quality.rst.txt
index 8744e8e47..5b62e9f6f 100644
--- a/dev/_sources/auto_examples/general/plot_22_quality.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_22_quality.rst.txt
@@ -129,7 +129,7 @@ We then convert the data to optical density and plot the raw signal.
 
     Loading /home/circleci/mne_data/MNE-fNIRS-motor-data/Participant-1
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6e98739d80>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e7966caf0>
 
 
 
@@ -242,7 +242,7 @@ channels are now displayed in grey to indicate they are bad.
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6e98b70940>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e7a732680>
 
 
 
@@ -470,7 +470,7 @@ has been added.
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6edbf25750>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e79f62950>
 
 
 
@@ -562,7 +562,7 @@ on S2-D4).
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6edbf54b80>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e7a561a20>
 
 
 
@@ -597,7 +597,7 @@ and bad time segments are marked in red.
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6e98bc9750>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4ec38fa4d0>
 
 
 
@@ -617,7 +617,7 @@ are treated in downstream analysis.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 32.191 seconds)
+   **Total running time of the script:** (0 minutes 34.110 seconds)
 
 **Estimated memory usage:**  451 MB
 
diff --git a/dev/_sources/auto_examples/general/plot_30_frequency.rst.txt b/dev/_sources/auto_examples/general/plot_30_frequency.rst.txt
index 4f445bdd7..c9a722575 100644
--- a/dev/_sources/auto_examples/general/plot_30_frequency.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_30_frequency.rst.txt
@@ -510,7 +510,7 @@ Some common high pass filter values from literature are shown in red.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 29.560 seconds)
+   **Total running time of the script:** (0 minutes 27.773 seconds)
 
 **Estimated memory usage:**  450 MB
 
diff --git a/dev/_sources/auto_examples/general/plot_40_mayer.rst.txt b/dev/_sources/auto_examples/general/plot_40_mayer.rst.txt
index 4a4bb162a..7d0b2d2e1 100644
--- a/dev/_sources/auto_examples/general/plot_40_mayer.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_40_mayer.rst.txt
@@ -275,9 +275,9 @@ We read in the data and convert to haemoglobin concentration.
 
 
 
-    <tr class="mne-repr-section-header general-0e0d8df2-2f7a-4290-9d79-72f17264ca1e"
+    <tr class="mne-repr-section-header general-37caf127-1ee0-43fa-a517-5cecee3dbd4d"
          title="Hide section" 
-        onclick="toggleVisibility('general-0e0d8df2-2f7a-4290-9d79-72f17264ca1e')">
+        onclick="toggleVisibility('general-37caf127-1ee0-43fa-a517-5cecee3dbd4d')">
         <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>
@@ -289,7 +289,7 @@ We read in the data and convert to haemoglobin concentration.
     </tr>
 
 
-    <tr class="repr-element general-0e0d8df2-2f7a-4290-9d79-72f17264ca1e ">
+    <tr class="repr-element general-37caf127-1ee0-43fa-a517-5cecee3dbd4d ">
         <td class="mne-repr-section-toggle"></td>
         <td>Filename(s)</td>
         <td>
@@ -300,19 +300,19 @@ We read in the data and convert to haemoglobin concentration.
         </td>
     </tr>
 
-    <tr class="repr-element general-0e0d8df2-2f7a-4290-9d79-72f17264ca1e ">
+    <tr class="repr-element general-37caf127-1ee0-43fa-a517-5cecee3dbd4d ">
         <td class="mne-repr-section-toggle"></td>
         <td>MNE object type</td>
         <td>RawNIRX</td>
     </tr>
-    <tr class="repr-element general-0e0d8df2-2f7a-4290-9d79-72f17264ca1e ">
+    <tr class="repr-element general-37caf127-1ee0-43fa-a517-5cecee3dbd4d ">
         <td class="mne-repr-section-toggle"></td>
         <td>Measurement date</td>
     
         <td>2019-11-02 at 13:16:16 UTC</td>
     
     </tr>
-    <tr class="repr-element general-0e0d8df2-2f7a-4290-9d79-72f17264ca1e ">
+    <tr class="repr-element general-37caf127-1ee0-43fa-a517-5cecee3dbd4d ">
         <td class="mne-repr-section-toggle"></td>
         <td>Participant</td>
     
@@ -321,7 +321,7 @@ We read in the data and convert to haemoglobin concentration.
     
     
     </tr>
-    <tr class="repr-element general-0e0d8df2-2f7a-4290-9d79-72f17264ca1e ">
+    <tr class="repr-element general-37caf127-1ee0-43fa-a517-5cecee3dbd4d ">
         <td class="mne-repr-section-toggle"></td>
         <td>Experimenter</td>
     
@@ -336,9 +336,9 @@ We read in the data and convert to haemoglobin concentration.
 
 
 
-    <tr class="mne-repr-section-header acquisition-64af1f9b-3d93-4e83-adce-0b9104ec7b55"
+    <tr class="mne-repr-section-header acquisition-646d85f3-edd1-4717-a4c5-ec460f9fe5b0"
          title="Hide section" 
-        onclick="toggleVisibility('acquisition-64af1f9b-3d93-4e83-adce-0b9104ec7b55')">
+        onclick="toggleVisibility('acquisition-646d85f3-edd1-4717-a4c5-ec460f9fe5b0')">
         <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>
@@ -350,7 +350,7 @@ We read in the data and convert to haemoglobin concentration.
     </tr>
 
 
-    <tr class="repr-element acquisition-64af1f9b-3d93-4e83-adce-0b9104ec7b55 ">
+    <tr class="repr-element acquisition-646d85f3-edd1-4717-a4c5-ec460f9fe5b0 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Duration</td>
         <td>00:49:34 (HH:MM:SS)</td>
@@ -363,14 +363,14 @@ We read in the data and convert to haemoglobin concentration.
 
 
 
-    <tr class="repr-element acquisition-64af1f9b-3d93-4e83-adce-0b9104ec7b55 ">
+    <tr class="repr-element acquisition-646d85f3-edd1-4717-a4c5-ec460f9fe5b0 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Sampling frequency</td>
         <td>2.00 Hz</td>
     </tr>
 
 
-    <tr class="repr-element acquisition-64af1f9b-3d93-4e83-adce-0b9104ec7b55 ">
+    <tr class="repr-element acquisition-646d85f3-edd1-4717-a4c5-ec460f9fe5b0 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Time points</td>
         <td>5,949</td>
@@ -385,9 +385,9 @@ We read in the data and convert to haemoglobin concentration.
 
 
 
-    <tr class="mne-repr-section-header channels-06ced74c-ce48-42cd-a57d-1be94be11dde"
+    <tr class="mne-repr-section-header channels-7f552323-148d-4b5f-8e03-636392c4aa33"
          title="Hide section" 
-        onclick="toggleVisibility('channels-06ced74c-ce48-42cd-a57d-1be94be11dde')">
+        onclick="toggleVisibility('channels-7f552323-148d-4b5f-8e03-636392c4aa33')">
         <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>
@@ -400,7 +400,7 @@ We read in the data and convert to haemoglobin concentration.
 
 
     
-    <tr class="repr-element channels-06ced74c-ce48-42cd-a57d-1be94be11dde ">
+    <tr class="repr-element channels-7f552323-148d-4b5f-8e03-636392c4aa33 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Oxyhemoglobin</td>
         <td>
@@ -413,7 +413,7 @@ We read in the data and convert to haemoglobin concentration.
     </tr>
 
 
-    <tr class="repr-element channels-06ced74c-ce48-42cd-a57d-1be94be11dde ">
+    <tr class="repr-element channels-7f552323-148d-4b5f-8e03-636392c4aa33 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Head & sensor digitization</td>
     
@@ -428,9 +428,9 @@ We read in the data and convert to haemoglobin concentration.
 
 
 
-    <tr class="mne-repr-section-header filters-95030873-72ef-4887-91f5-1a93e93c3d59"
+    <tr class="mne-repr-section-header filters-8fe7af74-7559-4a4a-aac5-c6be1f8d1d5a"
          title="Hide section" 
-        onclick="toggleVisibility('filters-95030873-72ef-4887-91f5-1a93e93c3d59')">
+        onclick="toggleVisibility('filters-8fe7af74-7559-4a4a-aac5-c6be1f8d1d5a')">
         <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>
@@ -442,14 +442,14 @@ We read in the data and convert to haemoglobin concentration.
     </tr>
 
 
-    <tr class="repr-element filters-95030873-72ef-4887-91f5-1a93e93c3d59 ">
+    <tr class="repr-element filters-8fe7af74-7559-4a4a-aac5-c6be1f8d1d5a ">
         <td class="mne-repr-section-toggle"></td>
         <td>Highpass</td>
         <td>0.00 Hz</td>
     </tr>
 
 
-    <tr class="repr-element filters-95030873-72ef-4887-91f5-1a93e93c3d59 ">
+    <tr class="repr-element filters-8fe7af74-7559-4a4a-aac5-c6be1f8d1d5a ">
         <td class="mne-repr-section-toggle"></td>
         <td>Lowpass</td>
         <td>1.00 Hz</td>
@@ -532,7 +532,7 @@ it matches well to the data.
  .. code-block:: none
 
 
-    ([<matplotlib.axis.XTick object at 0x7f6e899892d0>, <matplotlib.axis.XTick object at 0x7f6e8998a710>, <matplotlib.axis.XTick object at 0x7f6e8998a890>, <matplotlib.axis.XTick object at 0x7f6e89598400>, <matplotlib.axis.XTick object at 0x7f6e8959a3b0>, <matplotlib.axis.XTick object at 0x7f6e8959a200>, <matplotlib.axis.XTick object at 0x7f6e89598a00>], [Text(0, 0, '0.0'), Text(1, 0, '0.1'), Text(2, 0, '0.2'), Text(3, 0, '0.3'), Text(4, 0, '0.4'), Text(5, 0, '0.5'), Text(6, 0, '0.6')])
+    ([<matplotlib.axis.XTick object at 0x7f4e792d9d80>, <matplotlib.axis.XTick object at 0x7f4e792da800>, <matplotlib.axis.XTick object at 0x7f4e792d9d20>, <matplotlib.axis.XTick object at 0x7f4e442c9de0>, <matplotlib.axis.XTick object at 0x7f4e442c83a0>, <matplotlib.axis.XTick object at 0x7f4e442c8d60>, <matplotlib.axis.XTick object at 0x7f4e57d6c9a0>], [Text(0, 0, '0.0'), Text(1, 0, '0.1'), Text(2, 0, '0.2'), Text(3, 0, '0.3'), Text(4, 0, '0.4'), Text(5, 0, '0.5'), Text(6, 0, '0.6')])
 
 
 
@@ -642,7 +642,7 @@ Bibliography
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.428 seconds)
+   **Total running time of the script:** (0 minutes 5.549 seconds)
 
 **Estimated memory usage:**  450 MB
 
diff --git a/dev/_sources/auto_examples/general/plot_50_decoding.rst.txt b/dev/_sources/auto_examples/general/plot_50_decoding.rst.txt
index 071a54bd3..33bd2708a 100644
--- a/dev/_sources/auto_examples/general/plot_50_decoding.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_50_decoding.rst.txt
@@ -262,9 +262,9 @@ Bibliography
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 6.639 seconds)
+   **Total running time of the script:** (0 minutes 8.707 seconds)
 
-**Estimated memory usage:**  451 MB
+**Estimated memory usage:**  450 MB
 
 
 .. _sphx_glr_download_auto_examples_general_plot_50_decoding.py:
diff --git a/dev/_sources/auto_examples/general/plot_60_aux_data.rst.txt b/dev/_sources/auto_examples/general/plot_60_aux_data.rst.txt
index 47a1baaee..3fe1bda0b 100644
--- a/dev/_sources/auto_examples/general/plot_60_aux_data.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_60_aux_data.rst.txt
@@ -236,9 +236,9 @@ the previous GLM example that contains auxiliary data.
 
 
 
-    <tr class="mne-repr-section-header general-f6e37885-7ea1-4971-b93e-2125f9906533"
+    <tr class="mne-repr-section-header general-a7afd710-4b42-47b7-948a-493bd63c096b"
          title="Hide section" 
-        onclick="toggleVisibility('general-f6e37885-7ea1-4971-b93e-2125f9906533')">
+        onclick="toggleVisibility('general-a7afd710-4b42-47b7-948a-493bd63c096b')">
         <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>
@@ -250,7 +250,7 @@ the previous GLM example that contains auxiliary data.
     </tr>
 
 
-    <tr class="repr-element general-f6e37885-7ea1-4971-b93e-2125f9906533 ">
+    <tr class="repr-element general-a7afd710-4b42-47b7-948a-493bd63c096b ">
         <td class="mne-repr-section-toggle"></td>
         <td>Filename(s)</td>
         <td>
@@ -261,19 +261,19 @@ the previous GLM example that contains auxiliary data.
         </td>
     </tr>
 
-    <tr class="repr-element general-f6e37885-7ea1-4971-b93e-2125f9906533 ">
+    <tr class="repr-element general-a7afd710-4b42-47b7-948a-493bd63c096b ">
         <td class="mne-repr-section-toggle"></td>
         <td>MNE object type</td>
         <td>RawSNIRF</td>
     </tr>
-    <tr class="repr-element general-f6e37885-7ea1-4971-b93e-2125f9906533 ">
+    <tr class="repr-element general-a7afd710-4b42-47b7-948a-493bd63c096b ">
         <td class="mne-repr-section-toggle"></td>
         <td>Measurement date</td>
     
         <td>2022-08-05 at 13:10:58 UTC</td>
     
     </tr>
-    <tr class="repr-element general-f6e37885-7ea1-4971-b93e-2125f9906533 ">
+    <tr class="repr-element general-a7afd710-4b42-47b7-948a-493bd63c096b ">
         <td class="mne-repr-section-toggle"></td>
         <td>Participant</td>
     
@@ -282,7 +282,7 @@ the previous GLM example that contains auxiliary data.
     
     
     </tr>
-    <tr class="repr-element general-f6e37885-7ea1-4971-b93e-2125f9906533 ">
+    <tr class="repr-element general-a7afd710-4b42-47b7-948a-493bd63c096b ">
         <td class="mne-repr-section-toggle"></td>
         <td>Experimenter</td>
     
@@ -297,9 +297,9 @@ the previous GLM example that contains auxiliary data.
 
 
 
-    <tr class="mne-repr-section-header acquisition-e02692fb-0b0b-4c43-8b1c-f1811932c6bc"
+    <tr class="mne-repr-section-header acquisition-ce6aa300-c6e4-47e8-96ad-a808a6d5508e"
          title="Hide section" 
-        onclick="toggleVisibility('acquisition-e02692fb-0b0b-4c43-8b1c-f1811932c6bc')">
+        onclick="toggleVisibility('acquisition-ce6aa300-c6e4-47e8-96ad-a808a6d5508e')">
         <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>
@@ -311,7 +311,7 @@ the previous GLM example that contains auxiliary data.
     </tr>
 
 
-    <tr class="repr-element acquisition-e02692fb-0b0b-4c43-8b1c-f1811932c6bc ">
+    <tr class="repr-element acquisition-ce6aa300-c6e4-47e8-96ad-a808a6d5508e ">
         <td class="mne-repr-section-toggle"></td>
         <td>Duration</td>
         <td>00:33:53 (HH:MM:SS)</td>
@@ -324,14 +324,14 @@ the previous GLM example that contains auxiliary data.
 
 
 
-    <tr class="repr-element acquisition-e02692fb-0b0b-4c43-8b1c-f1811932c6bc ">
+    <tr class="repr-element acquisition-ce6aa300-c6e4-47e8-96ad-a808a6d5508e ">
         <td class="mne-repr-section-toggle"></td>
         <td>Sampling frequency</td>
         <td>0.70 Hz</td>
     </tr>
 
 
-    <tr class="repr-element acquisition-e02692fb-0b0b-4c43-8b1c-f1811932c6bc ">
+    <tr class="repr-element acquisition-ce6aa300-c6e4-47e8-96ad-a808a6d5508e ">
         <td class="mne-repr-section-toggle"></td>
         <td>Time points</td>
         <td>1,424</td>
@@ -346,9 +346,9 @@ the previous GLM example that contains auxiliary data.
 
 
 
-    <tr class="mne-repr-section-header channels-e37927ba-70cb-4c68-b015-c96aa80ac3bd"
+    <tr class="mne-repr-section-header channels-80f66597-f85c-4748-ad88-aef98b0cb164"
          title="Hide section" 
-        onclick="toggleVisibility('channels-e37927ba-70cb-4c68-b015-c96aa80ac3bd')">
+        onclick="toggleVisibility('channels-80f66597-f85c-4748-ad88-aef98b0cb164')">
         <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>
@@ -361,7 +361,7 @@ the previous GLM example that contains auxiliary data.
 
 
     
-    <tr class="repr-element channels-e37927ba-70cb-4c68-b015-c96aa80ac3bd ">
+    <tr class="repr-element channels-80f66597-f85c-4748-ad88-aef98b0cb164 ">
         <td class="mne-repr-section-toggle"></td>
         <td>fNIRS (CW amplitude)</td>
         <td>
@@ -374,7 +374,7 @@ the previous GLM example that contains auxiliary data.
     </tr>
 
 
-    <tr class="repr-element channels-e37927ba-70cb-4c68-b015-c96aa80ac3bd ">
+    <tr class="repr-element channels-80f66597-f85c-4748-ad88-aef98b0cb164 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Head & sensor digitization</td>
     
@@ -389,9 +389,9 @@ the previous GLM example that contains auxiliary data.
 
 
 
-    <tr class="mne-repr-section-header filters-ca2ecb41-d3cf-493e-a469-6cb063848eb3"
+    <tr class="mne-repr-section-header filters-ed425435-787e-4cb4-88f9-7ddce76c6667"
          title="Hide section" 
-        onclick="toggleVisibility('filters-ca2ecb41-d3cf-493e-a469-6cb063848eb3')">
+        onclick="toggleVisibility('filters-ed425435-787e-4cb4-88f9-7ddce76c6667')">
         <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>
@@ -403,14 +403,14 @@ the previous GLM example that contains auxiliary data.
     </tr>
 
 
-    <tr class="repr-element filters-ca2ecb41-d3cf-493e-a469-6cb063848eb3 ">
+    <tr class="repr-element filters-ed425435-787e-4cb4-88f9-7ddce76c6667 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Highpass</td>
         <td>0.00 Hz</td>
     </tr>
 
 
-    <tr class="repr-element filters-ca2ecb41-d3cf-493e-a469-6cb063848eb3 ">
+    <tr class="repr-element filters-ed425435-787e-4cb4-88f9-7ddce76c6667 ">
         <td class="mne-repr-section-toggle"></td>
         <td>Lowpass</td>
         <td>0.35 Hz</td>
@@ -718,7 +718,7 @@ but this is beyond the scope of this tutorial.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 7.693 seconds)
+   **Total running time of the script:** (0 minutes 7.751 seconds)
 
 **Estimated memory usage:**  450 MB
 
diff --git a/dev/_sources/auto_examples/general/plot_70_visualise_brain.rst.txt b/dev/_sources/auto_examples/general/plot_70_visualise_brain.rst.txt
index cc04ab7b2..7c87951e7 100644
--- a/dev/_sources/auto_examples/general/plot_70_visualise_brain.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_70_visualise_brain.rst.txt
@@ -684,7 +684,7 @@ Bibliography
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 44.242 seconds)
+   **Total running time of the script:** (0 minutes 44.391 seconds)
 
 **Estimated memory usage:**  468 MB
 
diff --git a/dev/_sources/auto_examples/general/plot_80_save_read_glm.rst.txt b/dev/_sources/auto_examples/general/plot_80_save_read_glm.rst.txt
index 2f21f9771..f7a72e1a3 100644
--- a/dev/_sources/auto_examples/general/plot_80_save_read_glm.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_80_save_read_glm.rst.txt
@@ -557,7 +557,7 @@ subjects.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 10.763 seconds)
+   **Total running time of the script:** (0 minutes 8.298 seconds)
 
 **Estimated memory usage:**  457 MB
 
diff --git a/dev/_sources/auto_examples/general/plot_99_bad.rst.txt b/dev/_sources/auto_examples/general/plot_99_bad.rst.txt
index 1153c346a..f5ccd07dd 100644
--- a/dev/_sources/auto_examples/general/plot_99_bad.rst.txt
+++ b/dev/_sources/auto_examples/general/plot_99_bad.rst.txt
@@ -239,9 +239,9 @@ appear as if a fNIRS response is observed.
 
 
 
-    <tr class="mne-repr-section-header general-a1b1db56-7335-4682-8c96-cd036ea84c00"
+    <tr class="mne-repr-section-header general-76c28a64-b4a3-4fd1-a9bc-7e27350fbd3a"
          title="Hide section" 
-        onclick="toggleVisibility('general-a1b1db56-7335-4682-8c96-cd036ea84c00')">
+        onclick="toggleVisibility('general-76c28a64-b4a3-4fd1-a9bc-7e27350fbd3a')">
         <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>
@@ -253,7 +253,7 @@ appear as if a fNIRS response is observed.
     </tr>
 
 
-    <tr class="repr-element general-a1b1db56-7335-4682-8c96-cd036ea84c00 ">
+    <tr class="repr-element general-76c28a64-b4a3-4fd1-a9bc-7e27350fbd3a ">
         <td class="mne-repr-section-toggle"></td>
         <td>Filename(s)</td>
         <td>
@@ -264,19 +264,19 @@ appear as if a fNIRS response is observed.
         </td>
     </tr>
 
-    <tr class="repr-element general-a1b1db56-7335-4682-8c96-cd036ea84c00 ">
+    <tr class="repr-element general-76c28a64-b4a3-4fd1-a9bc-7e27350fbd3a ">
         <td class="mne-repr-section-toggle"></td>
         <td>MNE object type</td>
         <td>RawNIRX</td>
     </tr>
-    <tr class="repr-element general-a1b1db56-7335-4682-8c96-cd036ea84c00 ">
+    <tr class="repr-element general-76c28a64-b4a3-4fd1-a9bc-7e27350fbd3a ">
         <td class="mne-repr-section-toggle"></td>
         <td>Measurement date</td>
     
         <td>2019-11-02 at 13:16:16 UTC</td>
     
     </tr>
-    <tr class="repr-element general-a1b1db56-7335-4682-8c96-cd036ea84c00 ">
+    <tr class="repr-element general-76c28a64-b4a3-4fd1-a9bc-7e27350fbd3a ">
         <td class="mne-repr-section-toggle"></td>
         <td>Participant</td>
     
@@ -285,7 +285,7 @@ appear as if a fNIRS response is observed.
     
     
     </tr>
-    <tr class="repr-element general-a1b1db56-7335-4682-8c96-cd036ea84c00 ">
+    <tr class="repr-element general-76c28a64-b4a3-4fd1-a9bc-7e27350fbd3a ">
         <td class="mne-repr-section-toggle"></td>
         <td>Experimenter</td>
     
@@ -300,9 +300,9 @@ appear as if a fNIRS response is observed.
 
 
 
-    <tr class="mne-repr-section-header acquisition-a1717449-b797-4c98-a303-2dbfad00d415"
+    <tr class="mne-repr-section-header acquisition-8a02d0b8-f9d6-4fa0-b61d-3de937f91c3b"
          title="Hide section" 
-        onclick="toggleVisibility('acquisition-a1717449-b797-4c98-a303-2dbfad00d415')">
+        onclick="toggleVisibility('acquisition-8a02d0b8-f9d6-4fa0-b61d-3de937f91c3b')">
         <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>
@@ -314,7 +314,7 @@ appear as if a fNIRS response is observed.
     </tr>
 
 
-    <tr class="repr-element acquisition-a1717449-b797-4c98-a303-2dbfad00d415 ">
+    <tr class="repr-element acquisition-8a02d0b8-f9d6-4fa0-b61d-3de937f91c3b ">
         <td class="mne-repr-section-toggle"></td>
         <td>Duration</td>
         <td>00:49:35 (HH:MM:SS)</td>
@@ -327,14 +327,14 @@ appear as if a fNIRS response is observed.
 
 
 
-    <tr class="repr-element acquisition-a1717449-b797-4c98-a303-2dbfad00d415 ">
+    <tr class="repr-element acquisition-8a02d0b8-f9d6-4fa0-b61d-3de937f91c3b ">
         <td class="mne-repr-section-toggle"></td>
         <td>Sampling frequency</td>
         <td>7.81 Hz</td>
     </tr>
 
 
-    <tr class="repr-element acquisition-a1717449-b797-4c98-a303-2dbfad00d415 ">
+    <tr class="repr-element acquisition-8a02d0b8-f9d6-4fa0-b61d-3de937f91c3b ">
         <td class="mne-repr-section-toggle"></td>
         <td>Time points</td>
         <td>23,239</td>
@@ -349,9 +349,9 @@ appear as if a fNIRS response is observed.
 
 
 
-    <tr class="mne-repr-section-header channels-d12ea8e9-667c-4354-b28c-fc28e986cd1f"
+    <tr class="mne-repr-section-header channels-f86661a2-8fff-49dd-a868-75e7dbce3a6d"
          title="Hide section" 
-        onclick="toggleVisibility('channels-d12ea8e9-667c-4354-b28c-fc28e986cd1f')">
+        onclick="toggleVisibility('channels-f86661a2-8fff-49dd-a868-75e7dbce3a6d')">
         <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>
@@ -364,7 +364,7 @@ appear as if a fNIRS response is observed.
 
 
     
-    <tr class="repr-element channels-d12ea8e9-667c-4354-b28c-fc28e986cd1f ">
+    <tr class="repr-element channels-f86661a2-8fff-49dd-a868-75e7dbce3a6d ">
         <td class="mne-repr-section-toggle"></td>
         <td>fNIRS (CW amplitude)</td>
         <td>
@@ -377,7 +377,7 @@ appear as if a fNIRS response is observed.
     </tr>
 
 
-    <tr class="repr-element channels-d12ea8e9-667c-4354-b28c-fc28e986cd1f ">
+    <tr class="repr-element channels-f86661a2-8fff-49dd-a868-75e7dbce3a6d ">
         <td class="mne-repr-section-toggle"></td>
         <td>Head & sensor digitization</td>
     
@@ -392,9 +392,9 @@ appear as if a fNIRS response is observed.
 
 
 
-    <tr class="mne-repr-section-header filters-61d49afc-7ba0-4bb9-9845-468e68f6f96f"
+    <tr class="mne-repr-section-header filters-0545096e-f60d-442b-a5e8-005a89f081ed"
          title="Hide section" 
-        onclick="toggleVisibility('filters-61d49afc-7ba0-4bb9-9845-468e68f6f96f')">
+        onclick="toggleVisibility('filters-0545096e-f60d-442b-a5e8-005a89f081ed')">
         <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>
@@ -406,14 +406,14 @@ appear as if a fNIRS response is observed.
     </tr>
 
 
-    <tr class="repr-element filters-61d49afc-7ba0-4bb9-9845-468e68f6f96f ">
+    <tr class="repr-element filters-0545096e-f60d-442b-a5e8-005a89f081ed ">
         <td class="mne-repr-section-toggle"></td>
         <td>Highpass</td>
         <td>0.00 Hz</td>
     </tr>
 
 
-    <tr class="repr-element filters-61d49afc-7ba0-4bb9-9845-468e68f6f96f ">
+    <tr class="repr-element filters-0545096e-f60d-442b-a5e8-005a89f081ed ">
         <td class="mne-repr-section-toggle"></td>
         <td>Lowpass</td>
         <td>3.91 Hz</td>
@@ -464,7 +464,7 @@ To achieve this we pick all the channels that are not considered to be short.
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6e8913ba30>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4ea88c5510>
 
 
 
@@ -498,7 +498,7 @@ The raw intensity values are then converted to optical density.
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6e98dae200>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4ec3755cf0>
 
 
 
@@ -533,7 +533,7 @@ the modified Beer-Lambert law.
  .. code-block:: none
 
 
-    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6edbf37880>
+    <mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4ec3755f30>
 
 
 
@@ -805,7 +805,7 @@ approach, and the benefits of the GLM style of analysis
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 14.345 seconds)
+   **Total running time of the script:** (0 minutes 14.433 seconds)
 
 **Estimated memory usage:**  451 MB
 
diff --git a/dev/_sources/auto_examples/general/sg_execution_times.rst.txt b/dev/_sources/auto_examples/general/sg_execution_times.rst.txt
index 064341e34..2934f2b21 100644
--- a/dev/_sources/auto_examples/general/sg_execution_times.rst.txt
+++ b/dev/_sources/auto_examples/general/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**06:05.110** total execution time for 21 files **from auto_examples/general**:
+**06:16.878** total execution time for 21 files **from auto_examples/general**:
 
 .. container::
 
@@ -33,65 +33,65 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_general_plot_70_visualise_brain.py` (``plot_70_visualise_brain.py``)
-     - 00:44.242
-     - 468.3
-   * - :ref:`sphx_glr_auto_examples_general_plot_12_group_glm.py` (``plot_12_group_glm.py``)
-     - 00:33.758
-     - 857.6
-   * - :ref:`sphx_glr_auto_examples_general_plot_22_quality.py` (``plot_22_quality.py``)
-     - 00:32.191
-     - 451.1
+     - 00:44.391
+     - 468.2
    * - :ref:`sphx_glr_auto_examples_general_plot_06_gowerlabs.py` (``plot_06_gowerlabs.py``)
-     - 00:32.063
-     - 600.8
-   * - :ref:`sphx_glr_auto_examples_general_plot_30_frequency.py` (``plot_30_frequency.py``)
-     - 00:29.560
-     - 450.4
+     - 00:35.235
+     - 604.5
+   * - :ref:`sphx_glr_auto_examples_general_plot_22_quality.py` (``plot_22_quality.py``)
+     - 00:34.110
+     - 450.8
+   * - :ref:`sphx_glr_auto_examples_general_plot_12_group_glm.py` (``plot_12_group_glm.py``)
+     - 00:32.694
+     - 853.4
    * - :ref:`sphx_glr_auto_examples_general_plot_15_waveform.py` (``plot_15_waveform.py``)
-     - 00:28.715
+     - 00:30.631
      - 464.7
-   * - :ref:`sphx_glr_auto_examples_general_plot_11_hrf_measured.py` (``plot_11_hrf_measured.py``)
-     - 00:24.149
-     - 695.5
+   * - :ref:`sphx_glr_auto_examples_general_plot_30_frequency.py` (``plot_30_frequency.py``)
+     - 00:27.773
+     - 450.1
    * - :ref:`sphx_glr_auto_examples_general_plot_13_fir_glm.py` (``plot_13_fir_glm.py``)
-     - 00:23.676
-     - 452.0
+     - 00:25.132
+     - 451.7
+   * - :ref:`sphx_glr_auto_examples_general_plot_11_hrf_measured.py` (``plot_11_hrf_measured.py``)
+     - 00:21.781
+     - 694.5
    * - :ref:`sphx_glr_auto_examples_general_plot_14_glm_components.py` (``plot_14_glm_components.py``)
-     - 00:15.230
-     - 450.5
+     - 00:16.555
+     - 450.2
    * - :ref:`sphx_glr_auto_examples_general_plot_99_bad.py` (``plot_99_bad.py``)
-     - 00:14.345
-     - 451.1
-   * - :ref:`sphx_glr_auto_examples_general_plot_16_waveform_group.py` (``plot_16_waveform_group.py``)
-     - 00:13.472
-     - 450.4
+     - 00:14.433
+     - 450.8
    * - :ref:`sphx_glr_auto_examples_general_plot_01_data_io.py` (``plot_01_data_io.py``)
-     - 00:11.030
-     - 910.3
-   * - :ref:`sphx_glr_auto_examples_general_plot_80_save_read_glm.py` (``plot_80_save_read_glm.py``)
-     - 00:10.763
-     - 457.4
+     - 00:14.213
+     - 911.4
+   * - :ref:`sphx_glr_auto_examples_general_plot_16_waveform_group.py` (``plot_16_waveform_group.py``)
+     - 00:13.910
+     - 450.1
    * - :ref:`sphx_glr_auto_examples_general_plot_19_snirf.py` (``plot_19_snirf.py``)
-     - 00:09.107
-     - 451.1
+     - 00:09.476
+     - 450.8
    * - :ref:`sphx_glr_auto_examples_general_plot_10_hrf_simulation.py` (``plot_10_hrf_simulation.py``)
-     - 00:08.507
-     - 452.4
+     - 00:09.323
+     - 452.3
+   * - :ref:`sphx_glr_auto_examples_general_plot_50_decoding.py` (``plot_50_decoding.py``)
+     - 00:08.707
+     - 450.5
    * - :ref:`sphx_glr_auto_examples_general_plot_21_artifacts.py` (``plot_21_artifacts.py``)
-     - 00:07.732
-     - 451.1
+     - 00:08.406
+     - 450.9
+   * - :ref:`sphx_glr_auto_examples_general_plot_80_save_read_glm.py` (``plot_80_save_read_glm.py``)
+     - 00:08.298
+     - 457.1
    * - :ref:`sphx_glr_auto_examples_general_plot_60_aux_data.py` (``plot_60_aux_data.py``)
-     - 00:07.693
-     - 450.5
-   * - :ref:`sphx_glr_auto_examples_general_plot_50_decoding.py` (``plot_50_decoding.py``)
-     - 00:06.639
-     - 450.7
+     - 00:07.751
+     - 450.2
    * - :ref:`sphx_glr_auto_examples_general_plot_20_enhance.py` (``plot_20_enhance.py``)
-     - 00:05.436
-     - 450.4
+     - 00:06.191
+     - 450.1
    * - :ref:`sphx_glr_auto_examples_general_plot_40_mayer.py` (``plot_40_mayer.py``)
-     - 00:04.428
-     - 450.4
+     - 00:05.549
+     - 450.1
    * - :ref:`sphx_glr_auto_examples_general_plot_05_datasets.py` (``plot_05_datasets.py``)
-     - 00:02.375
-     - 451.3
+     - 00:02.318
+     - 451.1
diff --git a/dev/_sources/auto_examples/migration/plot_01_homer.rst.txt b/dev/_sources/auto_examples/migration/plot_01_homer.rst.txt
index 322c5ae2c..c43a64d9a 100644
--- a/dev/_sources/auto_examples/migration/plot_01_homer.rst.txt
+++ b/dev/_sources/auto_examples/migration/plot_01_homer.rst.txt
@@ -182,7 +182,7 @@ https://github.com/mne-tools/mne-nirs/issues
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.207 seconds)
+   **Total running time of the script:** (0 minutes 3.822 seconds)
 
 **Estimated memory usage:**  450 MB
 
diff --git a/dev/_sources/auto_examples/migration/sg_execution_times.rst.txt b/dev/_sources/auto_examples/migration/sg_execution_times.rst.txt
index 72b976216..830d6eafe 100644
--- a/dev/_sources/auto_examples/migration/sg_execution_times.rst.txt
+++ b/dev/_sources/auto_examples/migration/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:03.207** total execution time for 2 files **from auto_examples/migration**:
+**00:03.823** total execution time for 2 files **from auto_examples/migration**:
 
 .. container::
 
@@ -33,8 +33,8 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_migration_plot_01_homer.py` (``plot_01_homer.py``)
-     - 00:03.207
-     - 450.4
+     - 00:03.822
+     - 450.1
    * - :ref:`sphx_glr_auto_examples_migration_plot_02_nirstoolbox.py` (``plot_02_nirstoolbox.py``)
      - 00:00.000
-     - 450.4
+     - 450.1
diff --git a/dev/_sources/sg_execution_times.rst.txt b/dev/_sources/sg_execution_times.rst.txt
index 9f471ba77..25647c863 100644
--- a/dev/_sources/sg_execution_times.rst.txt
+++ b/dev/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**06:08.317** total execution time for 23 files **from all galleries**:
+**06:20.701** total execution time for 23 files **from all galleries**:
 
 .. container::
 
@@ -33,71 +33,71 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_general_plot_70_visualise_brain.py` (``../examples/general/plot_70_visualise_brain.py``)
-     - 00:44.242
-     - 468.3
-   * - :ref:`sphx_glr_auto_examples_general_plot_12_group_glm.py` (``../examples/general/plot_12_group_glm.py``)
-     - 00:33.758
-     - 857.6
-   * - :ref:`sphx_glr_auto_examples_general_plot_22_quality.py` (``../examples/general/plot_22_quality.py``)
-     - 00:32.191
-     - 451.1
+     - 00:44.391
+     - 468.2
    * - :ref:`sphx_glr_auto_examples_general_plot_06_gowerlabs.py` (``../examples/general/plot_06_gowerlabs.py``)
-     - 00:32.063
-     - 600.8
-   * - :ref:`sphx_glr_auto_examples_general_plot_30_frequency.py` (``../examples/general/plot_30_frequency.py``)
-     - 00:29.560
-     - 450.4
+     - 00:35.235
+     - 604.5
+   * - :ref:`sphx_glr_auto_examples_general_plot_22_quality.py` (``../examples/general/plot_22_quality.py``)
+     - 00:34.110
+     - 450.8
+   * - :ref:`sphx_glr_auto_examples_general_plot_12_group_glm.py` (``../examples/general/plot_12_group_glm.py``)
+     - 00:32.694
+     - 853.4
    * - :ref:`sphx_glr_auto_examples_general_plot_15_waveform.py` (``../examples/general/plot_15_waveform.py``)
-     - 00:28.715
+     - 00:30.631
      - 464.7
-   * - :ref:`sphx_glr_auto_examples_general_plot_11_hrf_measured.py` (``../examples/general/plot_11_hrf_measured.py``)
-     - 00:24.149
-     - 695.5
+   * - :ref:`sphx_glr_auto_examples_general_plot_30_frequency.py` (``../examples/general/plot_30_frequency.py``)
+     - 00:27.773
+     - 450.1
    * - :ref:`sphx_glr_auto_examples_general_plot_13_fir_glm.py` (``../examples/general/plot_13_fir_glm.py``)
-     - 00:23.676
-     - 452.0
+     - 00:25.132
+     - 451.7
+   * - :ref:`sphx_glr_auto_examples_general_plot_11_hrf_measured.py` (``../examples/general/plot_11_hrf_measured.py``)
+     - 00:21.781
+     - 694.5
    * - :ref:`sphx_glr_auto_examples_general_plot_14_glm_components.py` (``../examples/general/plot_14_glm_components.py``)
-     - 00:15.230
-     - 450.5
+     - 00:16.555
+     - 450.2
    * - :ref:`sphx_glr_auto_examples_general_plot_99_bad.py` (``../examples/general/plot_99_bad.py``)
-     - 00:14.345
-     - 451.1
-   * - :ref:`sphx_glr_auto_examples_general_plot_16_waveform_group.py` (``../examples/general/plot_16_waveform_group.py``)
-     - 00:13.472
-     - 450.4
+     - 00:14.433
+     - 450.8
    * - :ref:`sphx_glr_auto_examples_general_plot_01_data_io.py` (``../examples/general/plot_01_data_io.py``)
-     - 00:11.030
-     - 910.3
-   * - :ref:`sphx_glr_auto_examples_general_plot_80_save_read_glm.py` (``../examples/general/plot_80_save_read_glm.py``)
-     - 00:10.763
-     - 457.4
+     - 00:14.213
+     - 911.4
+   * - :ref:`sphx_glr_auto_examples_general_plot_16_waveform_group.py` (``../examples/general/plot_16_waveform_group.py``)
+     - 00:13.910
+     - 450.1
    * - :ref:`sphx_glr_auto_examples_general_plot_19_snirf.py` (``../examples/general/plot_19_snirf.py``)
-     - 00:09.107
-     - 451.1
+     - 00:09.476
+     - 450.8
    * - :ref:`sphx_glr_auto_examples_general_plot_10_hrf_simulation.py` (``../examples/general/plot_10_hrf_simulation.py``)
-     - 00:08.507
-     - 452.4
+     - 00:09.323
+     - 452.3
+   * - :ref:`sphx_glr_auto_examples_general_plot_50_decoding.py` (``../examples/general/plot_50_decoding.py``)
+     - 00:08.707
+     - 450.5
    * - :ref:`sphx_glr_auto_examples_general_plot_21_artifacts.py` (``../examples/general/plot_21_artifacts.py``)
-     - 00:07.732
-     - 451.1
+     - 00:08.406
+     - 450.9
+   * - :ref:`sphx_glr_auto_examples_general_plot_80_save_read_glm.py` (``../examples/general/plot_80_save_read_glm.py``)
+     - 00:08.298
+     - 457.1
    * - :ref:`sphx_glr_auto_examples_general_plot_60_aux_data.py` (``../examples/general/plot_60_aux_data.py``)
-     - 00:07.693
-     - 450.5
-   * - :ref:`sphx_glr_auto_examples_general_plot_50_decoding.py` (``../examples/general/plot_50_decoding.py``)
-     - 00:06.639
-     - 450.7
+     - 00:07.751
+     - 450.2
    * - :ref:`sphx_glr_auto_examples_general_plot_20_enhance.py` (``../examples/general/plot_20_enhance.py``)
-     - 00:05.436
-     - 450.4
+     - 00:06.191
+     - 450.1
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-     - 00:03.207
-     - 450.4
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+     - 450.1
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-     - 00:02.375
-     - 451.3
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+     - 450.1
diff --git a/dev/_static/documentation_options.js b/dev/_static/documentation_options.js
index 25891156b..3afe5d3ce 100644
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 19102bc10..90769d369 100644
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index c5fba6360..9342f188a 100644
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-    <title>Example Datasets &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 0eb2d3ab7..da22c9258 100644
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-    <title>Read Gowerlabs LUMO data &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Read Gowerlabs LUMO data &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -647,9 +647,9 @@ <h2>Import Gowerlabs Example File<a class="headerlink" href="#import-gowerlabs-e
 
 
 
-<tr class="mne-repr-section-header general-44f52c3e-7d21-4f90-90ec-243016168a08"
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-    onclick="toggleVisibility('general-44f52c3e-7d21-4f90-90ec-243016168a08')">
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-<tr class="repr-element general-44f52c3e-7d21-4f90-90ec-243016168a08 ">
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@@ -672,19 +672,19 @@ <h2>Import Gowerlabs Example File<a class="headerlink" href="#import-gowerlabs-e
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-<tr class="repr-element general-44f52c3e-7d21-4f90-90ec-243016168a08 ">
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     <td>5.00 Hz</td>
@@ -839,7 +839,7 @@ <h2>Visualise Data<a class="headerlink" href="#visualise-data" title="Link to th
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="n">raw</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">duration</span><span class="o">=</span><span class="mi">60</span><span class="p">)</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_06_gowerlabs_001.png" srcset="../../_images/sphx_glr_plot_06_gowerlabs_001.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6e8884ea70&gt;
+<img src="../../_images/sphx_glr_plot_06_gowerlabs_001.png" srcset="../../_images/sphx_glr_plot_06_gowerlabs_001.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e443cec20&gt;
 </pre></div>
 </div>
 <p>We observe valid data in each channel, and note that the file includes a
@@ -1239,9 +1239,9 @@ <h2>Apply Transformation to Raw Object<a class="headerlink" href="#apply-transfo
 
 
 
-<tr class="mne-repr-section-header general-306e753a-ab2f-4aa2-8e35-b17204e95583"
+<tr class="mne-repr-section-header general-e40994ca-6ede-4030-89a0-4e19f1a1af35"
      title="Hide section"
-    onclick="toggleVisibility('general-306e753a-ab2f-4aa2-8e35-b17204e95583')">
+    onclick="toggleVisibility('general-e40994ca-6ede-4030-89a0-4e19f1a1af35')">
     <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>
@@ -1253,7 +1253,7 @@ <h2>Apply Transformation to Raw Object<a class="headerlink" href="#apply-transfo
 </tr>
 
 
-<tr class="repr-element general-306e753a-ab2f-4aa2-8e35-b17204e95583 ">
+<tr class="repr-element general-e40994ca-6ede-4030-89a0-4e19f1a1af35 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Filename(s)</td>
     <td>
@@ -1264,19 +1264,19 @@ <h2>Apply Transformation to Raw Object<a class="headerlink" href="#apply-transfo
     </td>
 </tr>
 
-<tr class="repr-element general-306e753a-ab2f-4aa2-8e35-b17204e95583 ">
+<tr class="repr-element general-e40994ca-6ede-4030-89a0-4e19f1a1af35 ">
     <td class="mne-repr-section-toggle"></td>
     <td>MNE object type</td>
     <td>RawSNIRF</td>
 </tr>
-<tr class="repr-element general-306e753a-ab2f-4aa2-8e35-b17204e95583 ">
+<tr class="repr-element general-e40994ca-6ede-4030-89a0-4e19f1a1af35 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Measurement date</td>
 
     <td>2000-01-01 at 00:00:00 UTC</td>
 
 </tr>
-<tr class="repr-element general-306e753a-ab2f-4aa2-8e35-b17204e95583 ">
+<tr class="repr-element general-e40994ca-6ede-4030-89a0-4e19f1a1af35 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Participant</td>
 
@@ -1285,7 +1285,7 @@ <h2>Apply Transformation to Raw Object<a class="headerlink" href="#apply-transfo
 
 
 </tr>
-<tr class="repr-element general-306e753a-ab2f-4aa2-8e35-b17204e95583 ">
+<tr class="repr-element general-e40994ca-6ede-4030-89a0-4e19f1a1af35 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Experimenter</td>
 
@@ -1300,9 +1300,9 @@ <h2>Apply Transformation to Raw Object<a class="headerlink" href="#apply-transfo
 
 
 
-<tr class="mne-repr-section-header acquisition-5ece550e-6451-4c47-b603-91925b72bc99"
+<tr class="mne-repr-section-header acquisition-53f86540-d08b-42d0-a3de-31ef3327f25e"
      title="Hide section"
-    onclick="toggleVisibility('acquisition-5ece550e-6451-4c47-b603-91925b72bc99')">
+    onclick="toggleVisibility('acquisition-53f86540-d08b-42d0-a3de-31ef3327f25e')">
     <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>
@@ -1314,7 +1314,7 @@ <h2>Apply Transformation to Raw Object<a class="headerlink" href="#apply-transfo
 </tr>
 
 
-<tr class="repr-element acquisition-5ece550e-6451-4c47-b603-91925b72bc99 ">
+<tr class="repr-element acquisition-53f86540-d08b-42d0-a3de-31ef3327f25e ">
     <td class="mne-repr-section-toggle"></td>
     <td>Duration</td>
     <td>00:00:28 (HH:MM:SS)</td>
@@ -1327,14 +1327,14 @@ <h2>Apply Transformation to Raw Object<a class="headerlink" href="#apply-transfo
 
 
 
-<tr class="repr-element acquisition-5ece550e-6451-4c47-b603-91925b72bc99 ">
+<tr class="repr-element acquisition-53f86540-d08b-42d0-a3de-31ef3327f25e ">
     <td class="mne-repr-section-toggle"></td>
     <td>Sampling frequency</td>
     <td>10.00 Hz</td>
 </tr>
 
 
-<tr class="repr-element acquisition-5ece550e-6451-4c47-b603-91925b72bc99 ">
+<tr class="repr-element acquisition-53f86540-d08b-42d0-a3de-31ef3327f25e ">
     <td class="mne-repr-section-toggle"></td>
     <td>Time points</td>
     <td>274</td>
@@ -1349,9 +1349,9 @@ <h2>Apply Transformation to Raw Object<a class="headerlink" href="#apply-transfo
 
 
 
-<tr class="mne-repr-section-header channels-358974bb-d455-4c3a-ab4b-e54d53913add"
+<tr class="mne-repr-section-header channels-e52898e7-959f-4ec7-8b56-69fd4a088f4a"
      title="Hide section"
-    onclick="toggleVisibility('channels-358974bb-d455-4c3a-ab4b-e54d53913add')">
+    onclick="toggleVisibility('channels-e52898e7-959f-4ec7-8b56-69fd4a088f4a')">
     <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>
@@ -1364,7 +1364,7 @@ <h2>Apply Transformation to Raw Object<a class="headerlink" href="#apply-transfo
 
 
 
-<tr class="repr-element channels-358974bb-d455-4c3a-ab4b-e54d53913add ">
+<tr class="repr-element channels-e52898e7-959f-4ec7-8b56-69fd4a088f4a ">
     <td class="mne-repr-section-toggle"></td>
     <td>fNIRS (CW amplitude)</td>
     <td>
@@ -1377,7 +1377,7 @@ <h2>Apply Transformation to Raw Object<a class="headerlink" href="#apply-transfo
 </tr>
 
 
-<tr class="repr-element channels-358974bb-d455-4c3a-ab4b-e54d53913add ">
+<tr class="repr-element channels-e52898e7-959f-4ec7-8b56-69fd4a088f4a ">
     <td class="mne-repr-section-toggle"></td>
     <td>Head & sensor digitization</td>
 
@@ -1392,9 +1392,9 @@ <h2>Apply Transformation to Raw Object<a class="headerlink" href="#apply-transfo
 
 
 
-<tr class="mne-repr-section-header filters-e37973cf-85cf-4682-a7e9-79674bf8314a"
+<tr class="mne-repr-section-header filters-e5a13229-d309-460d-8613-7a8d59e058f8"
      title="Hide section"
-    onclick="toggleVisibility('filters-e37973cf-85cf-4682-a7e9-79674bf8314a')">
+    onclick="toggleVisibility('filters-e5a13229-d309-460d-8613-7a8d59e058f8')">
     <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>
@@ -1406,14 +1406,14 @@ <h2>Apply Transformation to Raw Object<a class="headerlink" href="#apply-transfo
 </tr>
 
 
-<tr class="repr-element filters-e37973cf-85cf-4682-a7e9-79674bf8314a ">
+<tr class="repr-element filters-e5a13229-d309-460d-8613-7a8d59e058f8 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Highpass</td>
     <td>0.00 Hz</td>
 </tr>
 
 
-<tr class="repr-element filters-e37973cf-85cf-4682-a7e9-79674bf8314a ">
+<tr class="repr-element filters-e5a13229-d309-460d-8613-7a8d59e058f8 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Lowpass</td>
     <td>5.00 Hz</td>
@@ -1451,8 +1451,8 @@ <h2>Next Steps<a class="headerlink" href="#next-steps" title="Link to this headi
 <p class="admonition-title">Note</p>
 <p>HD-DOT specific tutorials are currently under development.</p>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 32.063 seconds)</p>
-<p><strong>Estimated memory usage:</strong>  601 MB</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 35.235 seconds)</p>
+<p><strong>Estimated memory usage:</strong>  604 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-general-plot-06-gowerlabs-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/mne-tools/mne-nirs/gh-pages?filepath=stable/notebooks/auto_examples/general/plot_06_gowerlabs.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo.svg" style="width: 150px;" />
@@ -1566,7 +1566,7 @@ <h2>Next Steps<a class="headerlink" href="#next-steps" title="Link to this headi
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/auto_examples/general/plot_10_hrf_simulation.html b/dev/auto_examples/general/plot_10_hrf_simulation.html
index 877e70917..1d41765f2 100644
--- a/dev/auto_examples/general/plot_10_hrf_simulation.html
+++ b/dev/auto_examples/general/plot_10_hrf_simulation.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>GLM Analysis (Simulated) &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>GLM Analysis (Simulated) &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -472,7 +472,7 @@ <h2>Simulate noise free NIRS data<a class="headerlink" href="#simulate-noise-fre
 <a href="https://mne.tools/stable/generated/mne.io.RawArray.html#mne.io.RawArray.plot" title="mne.io.RawArray.plot" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">raw</span><span class="o">.</span><span class="n">plot</span></a><span class="p">(</span><span class="n">duration</span><span class="o">=</span><span class="mi">300</span><span class="p">,</span> <span class="n">show_scrollbars</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_10_hrf_simulation_001.png" srcset="../../_images/sphx_glr_plot_10_hrf_simulation_001.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6edc082440&gt;
+<img src="../../_images/sphx_glr_plot_10_hrf_simulation_001.png" srcset="../../_images/sphx_glr_plot_10_hrf_simulation_001.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e791c1cf0&gt;
 </pre></div>
 </div>
 </section>
@@ -668,7 +668,7 @@ <h2>Conclusion?<a class="headerlink" href="#conclusion" title="Link to this head
 error decreased.
 We also observed in this idealised example that including an appropriate
 model of the noise can improve the accuracy of the response estimate.</p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 8.507 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 9.323 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  452 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-general-plot-10-hrf-simulation-py">
 <div class="binder-badge docutils container">
@@ -785,7 +785,7 @@ <h2>Conclusion?<a class="headerlink" href="#conclusion" title="Link to this head
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/auto_examples/general/plot_11_hrf_measured.html b/dev/auto_examples/general/plot_11_hrf_measured.html
index de6fa0437..f274545c2 100644
--- a/dev/auto_examples/general/plot_11_hrf_measured.html
+++ b/dev/auto_examples/general/plot_11_hrf_measured.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>GLM Analysis (Measured) &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>GLM Analysis (Measured) &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -646,9 +646,9 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
 
 
 
-<tr class="mne-repr-section-header general-102b5361-4e76-4c55-b59e-5766d7da266a"
+<tr class="mne-repr-section-header general-d65aaaa8-4f56-4a63-a0ae-b6a0a685170a"
      title="Hide section"
-    onclick="toggleVisibility('general-102b5361-4e76-4c55-b59e-5766d7da266a')">
+    onclick="toggleVisibility('general-d65aaaa8-4f56-4a63-a0ae-b6a0a685170a')">
     <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>
@@ -660,7 +660,7 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
 </tr>
 
 
-<tr class="repr-element general-102b5361-4e76-4c55-b59e-5766d7da266a ">
+<tr class="repr-element general-d65aaaa8-4f56-4a63-a0ae-b6a0a685170a ">
     <td class="mne-repr-section-toggle"></td>
     <td>Filename(s)</td>
     <td>
@@ -671,19 +671,19 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
     </td>
 </tr>
 
-<tr class="repr-element general-102b5361-4e76-4c55-b59e-5766d7da266a ">
+<tr class="repr-element general-d65aaaa8-4f56-4a63-a0ae-b6a0a685170a ">
     <td class="mne-repr-section-toggle"></td>
     <td>MNE object type</td>
     <td>RawNIRX</td>
 </tr>
-<tr class="repr-element general-102b5361-4e76-4c55-b59e-5766d7da266a ">
+<tr class="repr-element general-d65aaaa8-4f56-4a63-a0ae-b6a0a685170a ">
     <td class="mne-repr-section-toggle"></td>
     <td>Measurement date</td>
 
     <td>2019-11-02 at 13:16:16 UTC</td>
 
 </tr>
-<tr class="repr-element general-102b5361-4e76-4c55-b59e-5766d7da266a ">
+<tr class="repr-element general-d65aaaa8-4f56-4a63-a0ae-b6a0a685170a ">
     <td class="mne-repr-section-toggle"></td>
     <td>Participant</td>
 
@@ -692,7 +692,7 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
 
 
 </tr>
-<tr class="repr-element general-102b5361-4e76-4c55-b59e-5766d7da266a ">
+<tr class="repr-element general-d65aaaa8-4f56-4a63-a0ae-b6a0a685170a ">
     <td class="mne-repr-section-toggle"></td>
     <td>Experimenter</td>
 
@@ -707,9 +707,9 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
 
 
 
-<tr class="mne-repr-section-header acquisition-bc9b02f5-5142-404e-a80a-a8b8ab699f58"
+<tr class="mne-repr-section-header acquisition-9ec35ad2-7b78-4edc-b008-7e5aed1da084"
      title="Hide section"
-    onclick="toggleVisibility('acquisition-bc9b02f5-5142-404e-a80a-a8b8ab699f58')">
+    onclick="toggleVisibility('acquisition-9ec35ad2-7b78-4edc-b008-7e5aed1da084')">
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@@ -721,7 +721,7 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
 </tr>
 
 
-<tr class="repr-element acquisition-bc9b02f5-5142-404e-a80a-a8b8ab699f58 ">
+<tr class="repr-element acquisition-9ec35ad2-7b78-4edc-b008-7e5aed1da084 ">
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@@ -734,14 +734,14 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
 
 
 
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     <td>Time points</td>
     <td>2,082</td>
@@ -756,9 +756,9 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
 
 
 
-<tr class="mne-repr-section-header channels-adafd52a-70b0-4157-bf41-4cab170f5e98"
+<tr class="mne-repr-section-header channels-a6d5abcd-788b-4b4b-916b-12126e8b43fc"
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+    onclick="toggleVisibility('channels-a6d5abcd-788b-4b4b-916b-12126e8b43fc')">
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             <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>
@@ -771,7 +771,7 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
 
 
 
-<tr class="repr-element channels-adafd52a-70b0-4157-bf41-4cab170f5e98 ">
+<tr class="repr-element channels-a6d5abcd-788b-4b4b-916b-12126e8b43fc ">
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     <td>fNIRS (CW amplitude)</td>
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 </tr>
 
 
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+<tr class="repr-element channels-a6d5abcd-788b-4b4b-916b-12126e8b43fc ">
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@@ -799,9 +799,9 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
 
 
 
-<tr class="mne-repr-section-header filters-08240c95-69cb-4dd8-8689-ce8745d5961d"
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 </tr>
 
 
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+<tr class="repr-element filters-99613fdf-5b1d-43dd-ab41-1470049800a0 ">
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@@ -1303,7 +1303,7 @@ <h2>Fit GLM to all data and view topographic distribution<a class="headerlink" h
 <span class="p">)</span>
 </pre></div>
 </div>
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+<img src="../../_images/sphx_glr_plot_11_hrf_measured_008.png" srcset="../../_images/sphx_glr_plot_11_hrf_measured_008.png" alt="plot 11 hrf measured" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne.viz._brain._brain.Brain object at 0x7f4e79407160&gt;
 </pre></div>
 </div>
 </section>
@@ -1729,8 +1729,8 @@ <h2>Determine true and false positive rates<a class="headerlink" href="#determin
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+<p><strong>Estimated memory usage:</strong>  694 MB</p>
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@@ -1850,7 +1850,7 @@ <h2>Determine true and false positive rates<a class="headerlink" href="#determin
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/auto_examples/general/plot_12_group_glm.html b/dev/auto_examples/general/plot_12_group_glm.html
index c9506d413..3ee0a99f2 100644
--- a/dev/auto_examples/general/plot_12_group_glm.html
+++ b/dev/auto_examples/general/plot_12_group_glm.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>Group Level GLM Analysis &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Group Level GLM Analysis &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
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-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -714,7 +714,7 @@ <h2>Visualise Individual results<a class="headerlink" href="#visualise-individua
 <span class="p">)</span>
 </pre></div>
 </div>
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+<img src="../../_images/sphx_glr_plot_12_group_glm_001.png" srcset="../../_images/sphx_glr_plot_12_group_glm_001.png" alt="ID = 01, ID = 02, ID = 03, ID = 04, ID = 05" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid object at 0x7f4e7935bac0&gt;
 </pre></div>
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@@ -930,7 +930,7 @@ <h2>Visualise group results<a class="headerlink" href="#visualise-group-results"
 <img src="../../_images/sphx_glr_plot_12_group_glm_002.png" srcset="../../_images/sphx_glr_plot_12_group_glm_002.png" alt="plot 12 group glm" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>/home/circleci/python_env/lib/python3.10/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
   warnings.warn(msg, ConvergenceWarning)
 
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 using a GLM approach.
 We observed the responses were evoked primarily contralateral to the
 hand of tapping and most likely originate from the primary motor cortex.</p>
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-<p><strong>Estimated memory usage:</strong>  858 MB</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 32.694 seconds)</p>
+<p><strong>Estimated memory usage:</strong>  853 MB</p>
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@@ -1961,7 +1961,7 @@ <h2>Conclusion<a class="headerlink" href="#conclusion" title="Link to this headi
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/auto_examples/general/plot_13_fir_glm.html b/dev/auto_examples/general/plot_13_fir_glm.html
index 7a066db35..5bd4a15b8 100644
--- a/dev/auto_examples/general/plot_13_fir_glm.html
+++ b/dev/auto_examples/general/plot_13_fir_glm.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>GLM FIR Analysis &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>GLM FIR Analysis &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -876,7 +876,7 @@ <h2>Plot the response from a single condition<a class="headerlink" href="#plot-t
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes" title="matplotlib.axes.Axes" class="sphx-glr-backref-module-matplotlib-axes sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">axes</span></a><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s2">&quot;Oyxhaemoglobin&quot;</span><span class="p">,</span> <span class="s2">&quot;Deoyxhaemoglobin&quot;</span><span class="p">])</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_13_fir_glm_001.png" srcset="../../_images/sphx_glr_plot_13_fir_glm_001.png" alt="FIR Model (Unscaled by GLM estimates), FIR Components (Scaled by Tapping/Right GLM Estimates), Evoked Response (Tapping/Right)" 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 0x7f6e89a1d960&gt;
+<img src="../../_images/sphx_glr_plot_13_fir_glm_001.png" srcset="../../_images/sphx_glr_plot_13_fir_glm_001.png" alt="FIR Model (Unscaled by GLM estimates), FIR Components (Scaled by Tapping/Right GLM Estimates), Evoked Response (Tapping/Right)" 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 0x7f4e792c1030&gt;
 </pre></div>
 </div>
 </section>
@@ -924,7 +924,7 @@ <h2>Plot the response with confidence intervals<a class="headerlink" href="#plot
 <img src="../../_images/sphx_glr_plot_13_fir_glm_002.png" srcset="../../_images/sphx_glr_plot_13_fir_glm_002.png" alt="Evoked Response (Tapping/Right)" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Text(0.5, 47.7222222222222, &#39;Time (s)&#39;)
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+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 25.132 seconds)</p>
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@@ -1040,7 +1040,7 @@ <h2>Plot the response with confidence intervals<a class="headerlink" href="#plot
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/auto_examples/general/plot_14_glm_components.html b/dev/auto_examples/general/plot_14_glm_components.html
index ea85f9a2b..267030515 100644
--- a/dev/auto_examples/general/plot_14_glm_components.html
+++ b/dev/auto_examples/general/plot_14_glm_components.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>GLM and Design Matrix Parameters &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>GLM and Design Matrix Parameters &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -532,7 +532,7 @@ <h3>HRF Model Selection<a class="headerlink" href="#hrf-model-selection" title="
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.legend.html#matplotlib.pyplot.legend" title="matplotlib.pyplot.legend" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">legend</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_14_glm_components_001.png" srcset="../../_images/sphx_glr_plot_14_glm_components_001.png" alt="plot 14 glm components" 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 0x7f6e8952ba90&gt;
+<img src="../../_images/sphx_glr_plot_14_glm_components_001.png" srcset="../../_images/sphx_glr_plot_14_glm_components_001.png" alt="plot 14 glm components" 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 0x7f4e78a960b0&gt;
 </pre></div>
 </div>
 </section>
@@ -614,7 +614,7 @@ <h3>Regressor Computation<a class="headerlink" href="#regressor-computation" tit
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 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_14_glm_components_006.png" srcset="../../_images/sphx_glr_plot_14_glm_components_006.png" alt="plot 14 glm components" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.colorbar.Colorbar object at 0x7f6e8985d420&gt;
+<img src="../../_images/sphx_glr_plot_14_glm_components_006.png" srcset="../../_images/sphx_glr_plot_14_glm_components_006.png" alt="plot 14 glm components" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.colorbar.Colorbar object at 0x7f4e57e37850&gt;
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@@ -830,8 +830,8 @@ <h3>Selecting Drift Regressors<a class="headerlink" href="#selecting-drift-regre
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-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 15.230 seconds)</p>
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+<p><strong>Estimated memory usage:</strong>  450 MB</p>
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@@ -952,7 +952,7 @@ <h3>Selecting Drift Regressors<a class="headerlink" href="#selecting-drift-regre
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/auto_examples/general/plot_15_waveform.html b/dev/auto_examples/general/plot_15_waveform.html
index 6881f5b56..4ef5b2ac0 100644
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+++ b/dev/auto_examples/general/plot_15_waveform.html
@@ -8,7 +8,7 @@
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-    <title>Waveform Averaging Analysis &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Waveform Averaging Analysis &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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@@ -617,9 +617,9 @@
 
 
 
-<tr class="mne-repr-section-header general-a82ad2a0-feb3-4e81-b382-8312d9cc54ce"
+<tr class="mne-repr-section-header general-b45247cd-b771-47a6-b69f-e5d988ecbbaa"
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-<tr class="repr-element general-a82ad2a0-feb3-4e81-b382-8312d9cc54ce ">
+<tr class="repr-element general-b45247cd-b771-47a6-b69f-e5d988ecbbaa ">
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     <td>
@@ -642,19 +642,19 @@
     </td>
 </tr>
 
-<tr class="repr-element general-a82ad2a0-feb3-4e81-b382-8312d9cc54ce ">
+<tr class="repr-element general-b45247cd-b771-47a6-b69f-e5d988ecbbaa ">
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     <td>MNE object type</td>
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 </tr>
-<tr class="repr-element general-a82ad2a0-feb3-4e81-b382-8312d9cc54ce ">
+<tr class="repr-element general-b45247cd-b771-47a6-b69f-e5d988ecbbaa ">
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     <td>Measurement date</td>
 
     <td>2019-11-02 at 13:16:16 UTC</td>
 
 </tr>
-<tr class="repr-element general-a82ad2a0-feb3-4e81-b382-8312d9cc54ce ">
+<tr class="repr-element general-b45247cd-b771-47a6-b69f-e5d988ecbbaa ">
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@@ -663,7 +663,7 @@
 
 
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@@ -678,9 +678,9 @@
 
 
 
-<tr class="mne-repr-section-header acquisition-a7758218-4351-4518-b141-2bb347829492"
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@@ -705,14 +705,14 @@
 
 
 
-<tr class="repr-element acquisition-a7758218-4351-4518-b141-2bb347829492 ">
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-<tr class="repr-element acquisition-a7758218-4351-4518-b141-2bb347829492 ">
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     <td>Time points</td>
     <td>23,239</td>
@@ -727,9 +727,9 @@
 
 
 
-<tr class="mne-repr-section-header channels-e69a38af-e804-4128-810a-c4c68def1dc5"
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-    onclick="toggleVisibility('channels-e69a38af-e804-4128-810a-c4c68def1dc5')">
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@@ -857,7 +857,7 @@ <h2>Selecting channels appropriate for detecting neural responses<a class="heade
 <span class="p">)</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_15_waveform_002.png" srcset="../../_images/sphx_glr_plot_15_waveform_002.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6edbf06200&gt;
+<img src="../../_images/sphx_glr_plot_15_waveform_002.png" srcset="../../_images/sphx_glr_plot_15_waveform_002.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e79ff7760&gt;
 </pre></div>
 </div>
 </section>
@@ -868,7 +868,7 @@ <h2>Converting from raw intensity to optical density<a class="headerlink" href="
 <span class="n">raw_od</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">n_channels</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">raw_od</span><span class="o">.</span><span class="n">ch_names</span><span class="p">),</span> <span class="n">duration</span><span class="o">=</span><span class="mi">500</span><span class="p">,</span> <span class="n">show_scrollbars</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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+<img src="../../_images/sphx_glr_plot_15_waveform_003.png" srcset="../../_images/sphx_glr_plot_15_waveform_003.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e79f6ef80&gt;
 </pre></div>
 </div>
 </section>
@@ -910,7 +910,7 @@ <h2>Converting from optical density to haemoglobin<a class="headerlink" href="#c
 <span class="n">raw_haemo</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">n_channels</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">raw_haemo</span><span class="o">.</span><span class="n">ch_names</span><span class="p">),</span> <span class="n">duration</span><span class="o">=</span><span class="mi">500</span><span class="p">,</span> <span class="n">show_scrollbars</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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-<img src="../../_images/sphx_glr_plot_15_waveform_005.png" srcset="../../_images/sphx_glr_plot_15_waveform_005.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6d887b0af0&gt;
+<img src="../../_images/sphx_glr_plot_15_waveform_005.png" srcset="../../_images/sphx_glr_plot_15_waveform_005.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4ec38075b0&gt;
 </pre></div>
 </div>
 </section>
@@ -1217,10 +1217,10 @@ <h2>Compare tapping of left and right hands<a class="headerlink" href="#compare-
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.legend.html#matplotlib.figure.Figure.legend" title="matplotlib.figure.Figure.legend" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-method"><span class="n">fig</span><span class="o">.</span><span class="n">legend</span></a><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#list" title="builtins.list" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">leg_lines</span></a><span class="p">,</span> <span class="p">[</span><span class="s2">&quot;Left&quot;</span><span class="p">,</span> <span class="s2">&quot;Right&quot;</span><span class="p">],</span> <span class="n">loc</span><span class="o">=</span><span class="s2">&quot;lower right&quot;</span><span class="p">)</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_15_waveform_022.png" srcset="../../_images/sphx_glr_plot_15_waveform_022.png" alt="plot 15 waveform" 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 0x7f6e8a2b00d0&gt;
+<img src="../../_images/sphx_glr_plot_15_waveform_022.png" srcset="../../_images/sphx_glr_plot_15_waveform_022.png" alt="plot 15 waveform" 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 0x7f4ec3965900&gt;
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@@ -1342,7 +1342,7 @@ <h2>Compare tapping of left and right hands<a class="headerlink" href="#compare-
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/auto_examples/general/plot_16_waveform_group.html b/dev/auto_examples/general/plot_16_waveform_group.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>Group Level Waveform Analysis &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Group Level Waveform Analysis &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -683,7 +683,7 @@ <h2>View average waveform<a class="headerlink" href="#view-average-waveform" tit
 <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">axes</span></a><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s2">&quot;Oxyhaemoglobin&quot;</span><span class="p">,</span> <span class="s2">&quot;Deoxyhaemoglobin&quot;</span><span class="p">])</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_16_waveform_group_001.png" srcset="../../_images/sphx_glr_plot_16_waveform_group_001.png" alt="15.0, Control, Tapping/Left, Tapping/Right" 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 0x7f6e89cf5db0&gt;
+<img src="../../_images/sphx_glr_plot_16_waveform_group_001.png" srcset="../../_images/sphx_glr_plot_16_waveform_group_001.png" alt="15.0, Control, Tapping/Left, Tapping/Right" 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 0x7f4e7a425e10&gt;
 </pre></div>
 </div>
 <p>From this figure we observe that the response to the tapping condition
@@ -787,7 +787,7 @@ <h2>Create average waveform per ROI<a class="headerlink" href="#create-average-w
 <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">axes</span></a><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s2">&quot;Oxyhaemoglobin&quot;</span><span class="p">,</span> <span class="s2">&quot;Deoxyhaemoglobin&quot;</span><span class="p">])</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_16_waveform_group_002.png" srcset="../../_images/sphx_glr_plot_16_waveform_group_002.png" alt="Tapping/Right" 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 0x7f6e88983820&gt;
+<img src="../../_images/sphx_glr_plot_16_waveform_group_002.png" srcset="../../_images/sphx_glr_plot_16_waveform_group_002.png" alt="Tapping/Right" 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 0x7f4e78ca0dc0&gt;
 </pre></div>
 </div>
 <p>From this figure we observe that the response to tapping appears
@@ -933,7 +933,7 @@ <h2>View individual results<a class="headerlink" href="#view-individual-results"
 <span class="p">)</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_16_waveform_group_003.png" srcset="../../_images/sphx_glr_plot_16_waveform_group_003.png" alt="plot 16 waveform group" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid object at 0x7f6e8a1c9390&gt;
+<img src="../../_images/sphx_glr_plot_16_waveform_group_003.png" srcset="../../_images/sphx_glr_plot_16_waveform_group_003.png" alt="plot 16 waveform group" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid object at 0x7f4e57d9a170&gt;
 </pre></div>
 </div>
 </section>
@@ -1070,7 +1070,7 @@ <h2>Research question 2: Are responses larger on the contralateral side to tappi
 <br /><p>The model indicates that for the oxyhaemoglobin (HbO) data, the ipsilateral
 responses are 4.2 μMol smaller than those on the contralateral side to the
 hand that is tapping.</p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 13.472 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 13.910 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  450 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-general-plot-16-waveform-group-py">
 <div class="binder-badge docutils container">
@@ -1188,7 +1188,7 @@ <h2>Research question 2: Are responses larger on the contralateral side to tappi
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/auto_examples/general/plot_19_snirf.html b/dev/auto_examples/general/plot_19_snirf.html
index 38f33a5f9..b9b8b45fb 100644
--- a/dev/auto_examples/general/plot_19_snirf.html
+++ b/dev/auto_examples/general/plot_19_snirf.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>SNIRF Support in MNE &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>SNIRF Support in MNE &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -495,7 +495,7 @@ <h2>Compare files<a class="headerlink" href="#compare-files" title="Link to this
 <span class="n">snirf_intensity</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">n_channels</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">duration</span><span class="o">=</span><span class="mi">300</span><span class="p">,</span> <span class="n">show_scrollbars</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_19_snirf_001.png" srcset="../../_images/sphx_glr_plot_19_snirf_001.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6edbf57d00&gt;
+<img src="../../_images/sphx_glr_plot_19_snirf_001.png" srcset="../../_images/sphx_glr_plot_19_snirf_001.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4ea88c5ab0&gt;
 </pre></div>
 </div>
 </section>
@@ -511,7 +511,7 @@ <h2>Validate SNIRF File<a class="headerlink" href="#validate-snirf-file" title="
 <span class="n">result</span><span class="o">.</span><span class="n">display</span><span class="p">()</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;snirf.pysnirf2.ValidationResult object at 0x7f6d8878a380&gt;
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;snirf.pysnirf2.ValidationResult object at 0x7f4e78a29c00&gt;
 
 Found 304 OK      (hidden)
 Found 522 INFO    (hidden)
@@ -533,7 +533,7 @@ <h2>Optical Density<a class="headerlink" href="#optical-density" title="Link to
 <span class="n">result</span><span class="o">.</span><span class="n">display</span><span class="p">()</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;snirf.pysnirf2.ValidationResult object at 0x7f6edc14fca0&gt;
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;snirf.pysnirf2.ValidationResult object at 0x7f4e795b84f0&gt;
 
 Found 360 OK      (hidden)
 Found 466 INFO    (hidden)
@@ -555,7 +555,7 @@ <h2>Haemoglobin<a class="headerlink" href="#haemoglobin" title="Link to this hea
 <span class="n">result</span><span class="o">.</span><span class="n">display</span><span class="p">()</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;snirf.pysnirf2.ValidationResult object at 0x7f6e894221a0&gt;
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;snirf.pysnirf2.ValidationResult object at 0x7f4ea8250970&gt;
 
 Found 360 OK      (hidden)
 Found 466 INFO    (hidden)
@@ -565,7 +565,7 @@ <h2>Haemoglobin<a class="headerlink" href="#haemoglobin" title="Link to this hea
 File is VALID
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 9.107 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 9.476 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  451 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-general-plot-19-snirf-py">
 <div class="binder-badge docutils container">
@@ -681,7 +681,7 @@ <h2>Haemoglobin<a class="headerlink" href="#haemoglobin" title="Link to this hea
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/auto_examples/general/plot_20_enhance.html b/dev/auto_examples/general/plot_20_enhance.html
index 2391b5ecb..6b8884b19 100644
--- a/dev/auto_examples/general/plot_20_enhance.html
+++ b/dev/auto_examples/general/plot_20_enhance.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>Signal Enhancement Techniques &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Signal Enhancement Techniques &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -777,7 +777,7 @@ <h2>Plot hemisphere for each approach<a class="headerlink" href="#plot-hemispher
         <a href="https://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">axes</span></a><span class="p">[</span><a href="https://docs.python.org/3/library/functions.html#int" title="builtins.int" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">row</span></a><span class="p">,</span> <a href="https://docs.python.org/3/library/functions.html#int" title="builtins.int" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">column</span></a><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">condition</span></a><span class="si">}</span><span class="s2">: </span><span class="si">{</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">hemi</span></a><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_20_enhance_002.png" srcset="../../_images/sphx_glr_plot_20_enhance_002.png" alt="Original: Left, Original: Right, Anticorrelation: Left, Anticorrelation: Right, Short Regression: Left, Short Regression: Right" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 5.436 seconds)</p>
+<img src="../../_images/sphx_glr_plot_20_enhance_002.png" srcset="../../_images/sphx_glr_plot_20_enhance_002.png" alt="Original: Left, Original: Right, Anticorrelation: Left, Anticorrelation: Right, Short Regression: Left, Short Regression: Right" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 6.191 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  450 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-general-plot-20-enhance-py">
 <div class="binder-badge docutils container">
@@ -892,7 +892,7 @@ <h2>Plot hemisphere for each approach<a class="headerlink" href="#plot-hemispher
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/auto_examples/general/plot_21_artifacts.html b/dev/auto_examples/general/plot_21_artifacts.html
index 1f3354dae..fef740814 100644
--- a/dev/auto_examples/general/plot_21_artifacts.html
+++ b/dev/auto_examples/general/plot_21_artifacts.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>Artifact Correction Techniques &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Artifact Correction Techniques &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -469,7 +469,7 @@ <h2>Import data<a class="headerlink" href="#import-data" title="Link to this hea
 </div>
 <img src="../../_images/sphx_glr_plot_21_artifacts_001.png" srcset="../../_images/sphx_glr_plot_21_artifacts_001.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Loading /home/circleci/mne_data/MNE-fNIRS-motor-data/Participant-1
 
-&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6e8b6d7250&gt;
+&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e79fcc670&gt;
 </pre></div>
 </div>
 <p>We can see some small artifacts in the above data from movement around 40,
@@ -497,7 +497,7 @@ <h2>Add artificial artifacts to data<a class="headerlink" href="#add-artificial-
 <a href="https://mne.tools/stable/generated/mne.io.RawArray.html#mne.io.RawArray.plot" title="mne.io.RawArray.plot" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">corrupted_od</span><span class="o">.</span><span class="n">plot</span></a><span class="p">(</span><span class="n">n_channels</span><span class="o">=</span><span class="mi">15</span><span class="p">,</span> <span class="n">duration</span><span class="o">=</span><span class="mi">400</span><span class="p">,</span> <span class="n">show_scrollbars</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_21_artifacts_002.png" srcset="../../_images/sphx_glr_plot_21_artifacts_002.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6e895bf7f0&gt;
+<img src="../../_images/sphx_glr_plot_21_artifacts_002.png" srcset="../../_images/sphx_glr_plot_21_artifacts_002.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e79f44160&gt;
 </pre></div>
 </div>
 </section>
@@ -509,7 +509,7 @@ <h2>Apply temporal derivative distribution repair<a class="headerlink" href="#ap
 <a href="https://mne.tools/stable/generated/mne.io.RawArray.html#mne.io.RawArray.plot" title="mne.io.RawArray.plot" class="sphx-glr-backref-module-mne-io sphx-glr-backref-type-py-method"><span class="n">corrected_tddr</span><span class="o">.</span><span class="n">plot</span></a><span class="p">(</span><span class="n">n_channels</span><span class="o">=</span><span class="mi">15</span><span class="p">,</span> <span class="n">duration</span><span class="o">=</span><span class="mi">400</span><span class="p">,</span> <span class="n">show_scrollbars</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_21_artifacts_003.png" srcset="../../_images/sphx_glr_plot_21_artifacts_003.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6edbf36680&gt;
+<img src="../../_images/sphx_glr_plot_21_artifacts_003.png" srcset="../../_images/sphx_glr_plot_21_artifacts_003.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e7a3f3880&gt;
 </pre></div>
 </div>
 <p>We can see in the data above that the introduced spikes and shifts are
@@ -522,7 +522,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 Temporal derivative distribution repair (tddr): a motion correction method
 for fNIRS. NeuroImage,
 184:171–179, 2019. doi:10.1016/j.neuroimage.2018.09.025.</p>
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@@ -635,7 +635,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/auto_examples/general/plot_22_quality.html b/dev/auto_examples/general/plot_22_quality.html
index 893eac1ed..9c6b05157 100644
--- a/dev/auto_examples/general/plot_22_quality.html
+++ b/dev/auto_examples/general/plot_22_quality.html
@@ -8,7 +8,7 @@
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-    <title>Signal Quality Evaluation &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Signal Quality Evaluation &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
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 </div>
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+&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e7966caf0&gt;
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 <p>From the above plot we observe that the data is relatively clean.
@@ -546,7 +546,7 @@ <h3>SCI evaluated over entire signal<a class="headerlink" href="#sci-evaluated-o
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="n">raw_od</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">n_channels</span><span class="o">=</span><span class="mi">55</span><span class="p">,</span> <span class="n">duration</span><span class="o">=</span><span class="mi">4000</span><span class="p">,</span> <span class="n">show_scrollbars</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">clipping</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
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+<img src="../../_images/sphx_glr_plot_22_quality_003.png" srcset="../../_images/sphx_glr_plot_22_quality_003.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4e7a732680&gt;
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 <p>Similarly, we can view the montage diagram and view where on the head
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 <span class="p">)</span>
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 <span class="p">)</span>
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 <p>These channel and time specific annotations are used by downstream
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 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="n">raw_od</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">n_channels</span><span class="o">=</span><span class="mi">55</span><span class="p">,</span> <span class="n">duration</span><span class="o">=</span><span class="mi">4000</span><span class="p">,</span> <span class="n">show_scrollbars</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">clipping</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
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+<img src="../../_images/sphx_glr_plot_22_quality_011.png" srcset="../../_images/sphx_glr_plot_22_quality_011.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4ec38fa4d0&gt;
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@@ -717,7 +717,7 @@ <h2>Conclusion<a class="headerlink" href="#conclusion" title="Link to this headi
 bad.
 It was demonstrated how bad segments are visualised and how bad segments
 are treated in downstream analysis.</p>
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@@ -838,7 +838,7 @@ <h2>Conclusion<a class="headerlink" href="#conclusion" title="Link to this headi
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/auto_examples/general/plot_30_frequency.html b/dev/auto_examples/general/plot_30_frequency.html
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@@ -8,7 +8,7 @@
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-    <title>Frequency and Filter Commentary &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Frequency and Filter Commentary &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
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+<img src="../../_images/sphx_glr_plot_30_frequency_007.png" srcset="../../_images/sphx_glr_plot_30_frequency_007.png" alt="ISI: 0 (s) to Max ISI, ISI: 15 (s) to Max ISI, ISI: 0 (s) to Max ISI, ISI: 15 (s) to Max ISI" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 27.773 seconds)</p>
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@@ -838,7 +838,7 @@ <h2>Understanding the relation between stimulus presentation and response<a clas
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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diff --git a/dev/auto_examples/general/plot_40_mayer.html b/dev/auto_examples/general/plot_40_mayer.html
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-    <title>Mayer Wave Parametrisation &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Mayer Wave Parametrisation &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -647,9 +647,9 @@ <h2>Import and preprocess data<a class="headerlink" href="#import-and-preprocess
 
 
 
-<tr class="mne-repr-section-header general-0e0d8df2-2f7a-4290-9d79-72f17264ca1e"
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-<tr class="repr-element general-0e0d8df2-2f7a-4290-9d79-72f17264ca1e ">
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-<tr class="repr-element general-0e0d8df2-2f7a-4290-9d79-72f17264ca1e ">
+<tr class="repr-element general-37caf127-1ee0-43fa-a517-5cecee3dbd4d ">
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@@ -693,7 +693,7 @@ <h2>Import and preprocess data<a class="headerlink" href="#import-and-preprocess
 
 
 </tr>
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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@@ -724,7 +724,7 @@ <h2>Bibliography<a class="headerlink" href="#bibliography" title="Link to this h
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 14868af43..a02bb4777 100644
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@@ -8,7 +8,7 @@
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-    <title>Utilising Auxiliary Data &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Utilising Auxiliary Data &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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@@ -618,9 +618,9 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
 
 
 
-<tr class="mne-repr-section-header general-f6e37885-7ea1-4971-b93e-2125f9906533"
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-    onclick="toggleVisibility('general-f6e37885-7ea1-4971-b93e-2125f9906533')">
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@@ -632,7 +632,7 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
 </tr>
 
 
-<tr class="repr-element general-f6e37885-7ea1-4971-b93e-2125f9906533 ">
+<tr class="repr-element general-a7afd710-4b42-47b7-948a-493bd63c096b ">
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     </td>
 </tr>
 
-<tr class="repr-element general-f6e37885-7ea1-4971-b93e-2125f9906533 ">
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 </tr>
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@@ -679,9 +679,9 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
 
 
 
-<tr class="mne-repr-section-header acquisition-e02692fb-0b0b-4c43-8b1c-f1811932c6bc"
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-    onclick="toggleVisibility('acquisition-e02692fb-0b0b-4c43-8b1c-f1811932c6bc')">
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@@ -693,7 +693,7 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
 </tr>
 
 
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-<tr class="repr-element acquisition-e02692fb-0b0b-4c43-8b1c-f1811932c6bc ">
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-    onclick="toggleVisibility('channels-e37927ba-70cb-4c68-b015-c96aa80ac3bd')">
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-<tr class="repr-element channels-e37927ba-70cb-4c68-b015-c96aa80ac3bd ">
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@@ -785,14 +785,14 @@ <h2>Import raw NIRS data<a class="headerlink" href="#import-raw-nirs-data" title
 </tr>
 
 
-<tr class="repr-element filters-ca2ecb41-d3cf-493e-a469-6cb063848eb3 ">
+<tr class="repr-element filters-ed425435-787e-4cb4-88f9-7ddce76c6667 ">
     <td class="mne-repr-section-toggle"></td>
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 </tr>
 
 
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+<tr class="repr-element filters-ed425435-787e-4cb4-88f9-7ddce76c6667 ">
     <td class="mne-repr-section-toggle"></td>
     <td>Lowpass</td>
     <td>0.35 Hz</td>
@@ -922,7 +922,7 @@ <h2>Conclusion<a class="headerlink" href="#conclusion" title="Link to this headi
 The auxiliary data may need to be treated before being included in your analysis,
 for example you may need to normalise before inclusion in statistical analysis etc,
 but this is beyond the scope of this tutorial.</p>
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 <div class="binder-badge docutils container">
@@ -1038,7 +1038,7 @@ <h2>Conclusion<a class="headerlink" href="#conclusion" title="Link to this headi
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/auto_examples/general/plot_70_visualise_brain.html b/dev/auto_examples/general/plot_70_visualise_brain.html
index ad3257f99..f07565a73 100644
--- a/dev/auto_examples/general/plot_70_visualise_brain.html
+++ b/dev/auto_examples/general/plot_70_visualise_brain.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>Utilising Anatomical Information &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Utilising Anatomical Information &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -893,7 +893,7 @@ <h2>Bibliography<a class="headerlink" href="#bibliography" title="Link to this h
 </aside>
 </aside>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 44.242 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 44.391 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  468 MB</p>
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 <div class="binder-badge docutils container">
@@ -1015,7 +1015,7 @@ <h2>Bibliography<a class="headerlink" href="#bibliography" title="Link to this h
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/auto_examples/general/plot_80_save_read_glm.html b/dev/auto_examples/general/plot_80_save_read_glm.html
index faa27bf9b..086422472 100644
--- a/dev/auto_examples/general/plot_80_save_read_glm.html
+++ b/dev/auto_examples/general/plot_80_save_read_glm.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>Save and load GLM results &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Save and load GLM results &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -818,7 +818,7 @@ <h2>View the resulting dataframe<a class="headerlink" href="#view-the-resulting-
 </div>
 </div>
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-<br /><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 10.763 seconds)</p>
+<br /><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 8.298 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  457 MB</p>
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 <div class="binder-badge docutils container">
@@ -932,7 +932,7 @@ <h2>View the resulting dataframe<a class="headerlink" href="#view-the-resulting-
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/auto_examples/general/plot_99_bad.html b/dev/auto_examples/general/plot_99_bad.html
index 9e3f141d5..c07410f0a 100644
--- a/dev/auto_examples/general/plot_99_bad.html
+++ b/dev/auto_examples/general/plot_99_bad.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>Importance of Controls and Parameter Selection &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Importance of Controls and Parameter Selection &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
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-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -634,9 +634,9 @@
 
 
 
-<tr class="mne-repr-section-header general-a1b1db56-7335-4682-8c96-cd036ea84c00"
+<tr class="mne-repr-section-header general-76c28a64-b4a3-4fd1-a9bc-7e27350fbd3a"
      title="Hide section"
-    onclick="toggleVisibility('general-a1b1db56-7335-4682-8c96-cd036ea84c00')">
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         <button >
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-<tr class="repr-element general-a1b1db56-7335-4682-8c96-cd036ea84c00 ">
+<tr class="repr-element general-76c28a64-b4a3-4fd1-a9bc-7e27350fbd3a ">
     <td class="mne-repr-section-toggle"></td>
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@@ -659,19 +659,19 @@
     </td>
 </tr>
 
-<tr class="repr-element general-a1b1db56-7335-4682-8c96-cd036ea84c00 ">
+<tr class="repr-element general-76c28a64-b4a3-4fd1-a9bc-7e27350fbd3a ">
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     <td>MNE object type</td>
     <td>RawNIRX</td>
 </tr>
-<tr class="repr-element general-a1b1db56-7335-4682-8c96-cd036ea84c00 ">
+<tr class="repr-element general-76c28a64-b4a3-4fd1-a9bc-7e27350fbd3a ">
     <td class="mne-repr-section-toggle"></td>
     <td>Measurement date</td>
 
     <td>2019-11-02 at 13:16:16 UTC</td>
 
 </tr>
-<tr class="repr-element general-a1b1db56-7335-4682-8c96-cd036ea84c00 ">
+<tr class="repr-element general-76c28a64-b4a3-4fd1-a9bc-7e27350fbd3a ">
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@@ -680,7 +680,7 @@
 
 
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+<tr class="repr-element general-76c28a64-b4a3-4fd1-a9bc-7e27350fbd3a ">
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@@ -695,9 +695,9 @@
 
 
 
-<tr class="mne-repr-section-header acquisition-a1717449-b797-4c98-a303-2dbfad00d415"
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-    onclick="toggleVisibility('acquisition-a1717449-b797-4c98-a303-2dbfad00d415')">
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     <th class="mne-repr-section-toggle">
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@@ -709,7 +709,7 @@
 </tr>
 
 
-<tr class="repr-element acquisition-a1717449-b797-4c98-a303-2dbfad00d415 ">
+<tr class="repr-element acquisition-8a02d0b8-f9d6-4fa0-b61d-3de937f91c3b ">
     <td class="mne-repr-section-toggle"></td>
     <td>Duration</td>
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@@ -722,14 +722,14 @@
 
 
 
-<tr class="repr-element acquisition-a1717449-b797-4c98-a303-2dbfad00d415 ">
+<tr class="repr-element acquisition-8a02d0b8-f9d6-4fa0-b61d-3de937f91c3b ">
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     <td>Sampling frequency</td>
     <td>7.81 Hz</td>
 </tr>
 
 
-<tr class="repr-element acquisition-a1717449-b797-4c98-a303-2dbfad00d415 ">
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     <td>Time points</td>
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@@ -744,9 +744,9 @@
 
 
 
-<tr class="mne-repr-section-header channels-d12ea8e9-667c-4354-b28c-fc28e986cd1f"
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      title="Hide section"
-    onclick="toggleVisibility('channels-d12ea8e9-667c-4354-b28c-fc28e986cd1f')">
+    onclick="toggleVisibility('channels-f86661a2-8fff-49dd-a868-75e7dbce3a6d')">
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     <td>
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 </tr>
 
 
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@@ -787,9 +787,9 @@
 
 
 
-<tr class="mne-repr-section-header filters-61d49afc-7ba0-4bb9-9845-468e68f6f96f"
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@@ -801,14 +801,14 @@
 </tr>
 
 
-<tr class="repr-element filters-61d49afc-7ba0-4bb9-9845-468e68f6f96f ">
+<tr class="repr-element filters-0545096e-f60d-442b-a5e8-005a89f081ed ">
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     <td>Highpass</td>
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 </tr>
 
 
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+<tr class="repr-element filters-0545096e-f60d-442b-a5e8-005a89f081ed ">
     <td class="mne-repr-section-toggle"></td>
     <td>Lowpass</td>
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@@ -834,7 +834,7 @@ <h2>Selecting channels appropriate for detecting neural responses<a class="heade
 <span class="p">)</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_99_bad_001.png" srcset="../../_images/sphx_glr_plot_99_bad_001.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f6e8913ba30&gt;
+<img src="../../_images/sphx_glr_plot_99_bad_001.png" srcset="../../_images/sphx_glr_plot_99_bad_001.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4ea88c5510&gt;
 </pre></div>
 </div>
 </section>
@@ -845,7 +845,7 @@ <h2>Converting from raw intensity to optical density<a class="headerlink" href="
 <span class="n">raw_od</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">n_channels</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">raw_od</span><span class="o">.</span><span class="n">ch_names</span><span class="p">),</span> <span class="n">duration</span><span class="o">=</span><span class="mi">500</span><span class="p">,</span> <span class="n">show_scrollbars</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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+<img src="../../_images/sphx_glr_plot_99_bad_002.png" srcset="../../_images/sphx_glr_plot_99_bad_002.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4ec3755cf0&gt;
 </pre></div>
 </div>
 </section>
@@ -857,7 +857,7 @@ <h2>Converting from optical density to haemoglobin<a class="headerlink" href="#c
 <span class="n">raw_haemo</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">n_channels</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">raw_haemo</span><span class="o">.</span><span class="n">ch_names</span><span class="p">),</span> <span class="n">duration</span><span class="o">=</span><span class="mi">500</span><span class="p">,</span> <span class="n">show_scrollbars</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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+<img src="../../_images/sphx_glr_plot_99_bad_003.png" srcset="../../_images/sphx_glr_plot_99_bad_003.png" alt="Raw plot" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;mne_qt_browser._pg_figure.MNEQtBrowser object at 0x7f4ec3755f30&gt;
 </pre></div>
 </div>
 </section>
@@ -997,7 +997,7 @@ <h2>Summary<a class="headerlink" href="#summary" title="Link to this heading">#<
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@@ -1115,7 +1115,7 @@ <h2>Summary<a class="headerlink" href="#summary" title="Link to this heading">#<
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/auto_examples/general/sg_execution_times.html b/dev/auto_examples/general/sg_execution_times.html
index df96b7ef3..3e6cde219 100644
--- a/dev/auto_examples/general/sg_execution_times.html
+++ b/dev/auto_examples/general/sg_execution_times.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>Computation times &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Computation times &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
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@@ -383,7 +383,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-auto-examples-general-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>06:05.110</strong> total execution time for 21 files <strong>from auto_examples/general</strong>:</p>
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 <tr class="row-even"><td><p><a class="reference internal" href="plot_70_visualise_brain.html#sphx-glr-auto-examples-general-plot-70-visualise-brain-py"><span class="std std-ref">Utilising Anatomical Information</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_70_visualise_brain.py</span></code>)</p></td>
-<td><p>00:44.242</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="plot_12_group_glm.html#sphx-glr-auto-examples-general-plot-12-group-glm-py"><span class="std std-ref">Group Level GLM Analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_12_group_glm.py</span></code>)</p></td>
-<td><p>00:33.758</p></td>
-<td><p>857.6</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_06_gowerlabs.html#sphx-glr-auto-examples-general-plot-06-gowerlabs-py"><span class="std std-ref">Read Gowerlabs LUMO data</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_06_gowerlabs.py</span></code>)</p></td>
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 <tr class="row-even"><td><p><a class="reference internal" href="plot_22_quality.html#sphx-glr-auto-examples-general-plot-22-quality-py"><span class="std std-ref">Signal Quality Evaluation</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_22_quality.py</span></code>)</p></td>
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-<td><p>451.1</p></td>
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-<td><p>00:32.063</p></td>
-<td><p>600.8</p></td>
+<td><p>00:34.110</p></td>
+<td><p>450.8</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_30_frequency.html#sphx-glr-auto-examples-general-plot-30-frequency-py"><span class="std std-ref">Frequency and Filter Commentary</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_30_frequency.py</span></code>)</p></td>
-<td><p>00:29.560</p></td>
-<td><p>450.4</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_12_group_glm.html#sphx-glr-auto-examples-general-plot-12-group-glm-py"><span class="std std-ref">Group Level GLM Analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_12_group_glm.py</span></code>)</p></td>
+<td><p>00:32.694</p></td>
+<td><p>853.4</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="plot_15_waveform.html#sphx-glr-auto-examples-general-plot-15-waveform-py"><span class="std std-ref">Waveform Averaging Analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_15_waveform.py</span></code>)</p></td>
-<td><p>00:28.715</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_15_waveform.html#sphx-glr-auto-examples-general-plot-15-waveform-py"><span class="std std-ref">Waveform Averaging Analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_15_waveform.py</span></code>)</p></td>
+<td><p>00:30.631</p></td>
 <td><p>464.7</p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="plot_11_hrf_measured.html#sphx-glr-auto-examples-general-plot-11-hrf-measured-py"><span class="std std-ref">GLM Analysis (Measured)</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_11_hrf_measured.py</span></code>)</p></td>
-<td><p>00:24.149</p></td>
-<td><p>695.5</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_30_frequency.html#sphx-glr-auto-examples-general-plot-30-frequency-py"><span class="std std-ref">Frequency and Filter Commentary</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_30_frequency.py</span></code>)</p></td>
+<td><p>00:27.773</p></td>
+<td><p>450.1</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="plot_13_fir_glm.html#sphx-glr-auto-examples-general-plot-13-fir-glm-py"><span class="std std-ref">GLM FIR Analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_13_fir_glm.py</span></code>)</p></td>
-<td><p>00:23.676</p></td>
-<td><p>452.0</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_13_fir_glm.html#sphx-glr-auto-examples-general-plot-13-fir-glm-py"><span class="std std-ref">GLM FIR Analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_13_fir_glm.py</span></code>)</p></td>
+<td><p>00:25.132</p></td>
+<td><p>451.7</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_11_hrf_measured.html#sphx-glr-auto-examples-general-plot-11-hrf-measured-py"><span class="std std-ref">GLM Analysis (Measured)</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_11_hrf_measured.py</span></code>)</p></td>
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-<td><p>00:15.230</p></td>
-<td><p>450.5</p></td>
+<td><p>00:16.555</p></td>
+<td><p>450.2</p></td>
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 <tr class="row-odd"><td><p><a class="reference internal" href="plot_99_bad.html#sphx-glr-auto-examples-general-plot-99-bad-py"><span class="std std-ref">Importance of Controls and Parameter Selection</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_99_bad.py</span></code>)</p></td>
-<td><p>00:14.345</p></td>
-<td><p>451.1</p></td>
+<td><p>00:14.433</p></td>
+<td><p>450.8</p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="plot_16_waveform_group.html#sphx-glr-auto-examples-general-plot-16-waveform-group-py"><span class="std std-ref">Group Level Waveform Analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_16_waveform_group.py</span></code>)</p></td>
-<td><p>00:13.472</p></td>
-<td><p>450.4</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_01_data_io.html#sphx-glr-auto-examples-general-plot-01-data-io-py"><span class="std std-ref">Importing Data From fNIRS Devices</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_01_data_io.py</span></code>)</p></td>
+<td><p>00:14.213</p></td>
+<td><p>911.4</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="plot_01_data_io.html#sphx-glr-auto-examples-general-plot-01-data-io-py"><span class="std std-ref">Importing Data From fNIRS Devices</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_01_data_io.py</span></code>)</p></td>
-<td><p>00:11.030</p></td>
-<td><p>910.3</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_16_waveform_group.html#sphx-glr-auto-examples-general-plot-16-waveform-group-py"><span class="std std-ref">Group Level Waveform Analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_16_waveform_group.py</span></code>)</p></td>
+<td><p>00:13.910</p></td>
+<td><p>450.1</p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="plot_80_save_read_glm.html#sphx-glr-auto-examples-general-plot-80-save-read-glm-py"><span class="std std-ref">Save and load GLM results</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_80_save_read_glm.py</span></code>)</p></td>
-<td><p>00:10.763</p></td>
-<td><p>457.4</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_19_snirf.html#sphx-glr-auto-examples-general-plot-19-snirf-py"><span class="std std-ref">SNIRF Support in MNE</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_19_snirf.py</span></code>)</p></td>
+<td><p>00:09.476</p></td>
+<td><p>450.8</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="plot_19_snirf.html#sphx-glr-auto-examples-general-plot-19-snirf-py"><span class="std std-ref">SNIRF Support in MNE</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_19_snirf.py</span></code>)</p></td>
-<td><p>00:09.107</p></td>
-<td><p>451.1</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_10_hrf_simulation.html#sphx-glr-auto-examples-general-plot-10-hrf-simulation-py"><span class="std std-ref">GLM Analysis (Simulated)</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_10_hrf_simulation.py</span></code>)</p></td>
+<td><p>00:09.323</p></td>
+<td><p>452.3</p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="plot_10_hrf_simulation.html#sphx-glr-auto-examples-general-plot-10-hrf-simulation-py"><span class="std std-ref">GLM Analysis (Simulated)</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_10_hrf_simulation.py</span></code>)</p></td>
-<td><p>00:08.507</p></td>
-<td><p>452.4</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_50_decoding.html#sphx-glr-auto-examples-general-plot-50-decoding-py"><span class="std std-ref">Decoding Analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_50_decoding.py</span></code>)</p></td>
+<td><p>00:08.707</p></td>
+<td><p>450.5</p></td>
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-<td><p>00:07.732</p></td>
-<td><p>451.1</p></td>
+<td><p>00:08.406</p></td>
+<td><p>450.9</p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="plot_60_aux_data.html#sphx-glr-auto-examples-general-plot-60-aux-data-py"><span class="std std-ref">Utilising Auxiliary Data</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_60_aux_data.py</span></code>)</p></td>
-<td><p>00:07.693</p></td>
-<td><p>450.5</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_80_save_read_glm.html#sphx-glr-auto-examples-general-plot-80-save-read-glm-py"><span class="std std-ref">Save and load GLM results</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_80_save_read_glm.py</span></code>)</p></td>
+<td><p>00:08.298</p></td>
+<td><p>457.1</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="plot_50_decoding.html#sphx-glr-auto-examples-general-plot-50-decoding-py"><span class="std std-ref">Decoding Analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_50_decoding.py</span></code>)</p></td>
-<td><p>00:06.639</p></td>
-<td><p>450.7</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_60_aux_data.html#sphx-glr-auto-examples-general-plot-60-aux-data-py"><span class="std std-ref">Utilising Auxiliary Data</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_60_aux_data.py</span></code>)</p></td>
+<td><p>00:07.751</p></td>
+<td><p>450.2</p></td>
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-<td><p>00:05.436</p></td>
-<td><p>450.4</p></td>
+<td><p>00:06.191</p></td>
+<td><p>450.1</p></td>
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 <tr class="row-odd"><td><p><a class="reference internal" href="plot_40_mayer.html#sphx-glr-auto-examples-general-plot-40-mayer-py"><span class="std std-ref">Mayer Wave Parametrisation</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_40_mayer.py</span></code>)</p></td>
-<td><p>00:04.428</p></td>
-<td><p>450.4</p></td>
+<td><p>00:05.549</p></td>
+<td><p>450.1</p></td>
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-<td><p>00:02.375</p></td>
-<td><p>451.3</p></td>
+<td><p>00:02.318</p></td>
+<td><p>451.1</p></td>
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 </tbody>
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@@ -554,7 +554,7 @@
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/auto_examples/index.html b/dev/auto_examples/index.html
index a0795e5c9..788e0cea6 100644
--- a/dev/auto_examples/index.html
+++ b/dev/auto_examples/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>Examples &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Examples &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../_static/doctools.js?v=9bcbadda"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -609,7 +609,7 @@ <h2>Migrating from other software packages<a class="headerlink" href="#migrating
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/auto_examples/migration/index.html b/dev/auto_examples/migration/index.html
index 3c9e1e73c..f3bc1ad62 100644
--- a/dev/auto_examples/migration/index.html
+++ b/dev/auto_examples/migration/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>Migrating from other software packages &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Migrating from other software packages &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -517,7 +517,7 @@
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/auto_examples/migration/plot_01_homer.html b/dev/auto_examples/migration/plot_01_homer.html
index 7912dfc3f..ffad25742 100644
--- a/dev/auto_examples/migration/plot_01_homer.html
+++ b/dev/auto_examples/migration/plot_01_homer.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>Migrating from Homer to MNE &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Migrating from Homer to MNE &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -519,7 +519,7 @@ <h2>Further analysis details<a class="headerlink" href="#further-analysis-detail
 that is not available in MNE
 please let us know by creating an issue at
 <a class="github reference external" href="/mne-tools/mne-nirs/issues">mne-tools/mne-nirs#issues</a></p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.207 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.822 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  450 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-migration-plot-01-homer-py">
 <div class="binder-badge docutils container">
@@ -638,7 +638,7 @@ <h2>Further analysis details<a class="headerlink" href="#further-analysis-detail
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/auto_examples/migration/plot_02_nirstoolbox.html b/dev/auto_examples/migration/plot_02_nirstoolbox.html
index 4f963173d..952552a06 100644
--- a/dev/auto_examples/migration/plot_02_nirstoolbox.html
+++ b/dev/auto_examples/migration/plot_02_nirstoolbox.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>Migrating from nirs-toolbox to MNE &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Migrating from nirs-toolbox to MNE &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -606,7 +606,7 @@ <h2>Further analysis details<a class="headerlink" href="#further-analysis-detail
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/auto_examples/migration/sg_execution_times.html b/dev/auto_examples/migration/sg_execution_times.html
index ea0897810..5703f602d 100644
--- a/dev/auto_examples/migration/sg_execution_times.html
+++ b/dev/auto_examples/migration/sg_execution_times.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
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-    <title>Computation times &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Computation times &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -383,7 +383,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-auto-examples-migration-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:03.207</strong> total execution time for 2 files <strong>from auto_examples/migration</strong>:</p>
+<p><strong>00:03.823</strong> total execution time for 2 files <strong>from auto_examples/migration</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -405,12 +405,12 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_01_homer.html#sphx-glr-auto-examples-migration-plot-01-homer-py"><span class="std std-ref">Migrating from Homer to MNE</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_01_homer.py</span></code>)</p></td>
-<td><p>00:03.207</p></td>
-<td><p>450.4</p></td>
+<td><p>00:03.822</p></td>
+<td><p>450.1</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_02_nirstoolbox.html#sphx-glr-auto-examples-migration-plot-02-nirstoolbox-py"><span class="std std-ref">Migrating from nirs-toolbox to MNE</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_02_nirstoolbox.py</span></code>)</p></td>
 <td><p>00:00.000</p></td>
-<td><p>450.4</p></td>
+<td><p>450.1</p></td>
 </tr>
 </tbody>
 </table>
@@ -478,7 +478,7 @@
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/auto_examples/sg_execution_times.html b/dev/auto_examples/sg_execution_times.html
index 5c2c752c7..e0a0ebd3c 100644
--- a/dev/auto_examples/sg_execution_times.html
+++ b/dev/auto_examples/sg_execution_times.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>Computation times &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Computation times &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -474,7 +474,7 @@
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/changelog.html b/dev/changelog.html
index 07866140f..ccd19d0c1 100644
--- a/dev/changelog.html
+++ b/dev/changelog.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>Changelog &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Changelog &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="_static/documentation_options.js?v=02e92108"></script>
+    <script src="_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="_static/doctools.js?v=9bcbadda"></script>
     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="_static/clipboard.min.js?v=a7894cd8"></script>
@@ -463,7 +463,7 @@
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne.io.read_raw_boxy.html b/dev/generated/mne.io.read_raw_boxy.html
index f33a02b5f..ec3cb852b 100644
--- a/dev/generated/mne.io.read_raw_boxy.html
+++ b/dev/generated/mne.io.read_raw_boxy.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.io.read_raw_boxy &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.io.read_raw_boxy &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../_static/doctools.js?v=9bcbadda"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -605,7 +605,7 @@ <h1>mne.io.read_raw_boxy<a class="headerlink" href="#mne-io-read-raw-boxy" title
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne.io.read_raw_hitachi.html b/dev/generated/mne.io.read_raw_hitachi.html
index 67f45b39f..641b1df72 100644
--- a/dev/generated/mne.io.read_raw_hitachi.html
+++ b/dev/generated/mne.io.read_raw_hitachi.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.io.read_raw_hitachi &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.io.read_raw_hitachi &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../_static/doctools.js?v=9bcbadda"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -658,7 +658,7 @@ <h1>mne.io.read_raw_hitachi<a class="headerlink" href="#mne-io-read-raw-hitachi"
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne.io.read_raw_nirx.html b/dev/generated/mne.io.read_raw_nirx.html
index 4ddaa8bf4..ed3c9706b 100644
--- a/dev/generated/mne.io.read_raw_nirx.html
+++ b/dev/generated/mne.io.read_raw_nirx.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.io.read_raw_nirx &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.io.read_raw_nirx &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../_static/doctools.js?v=9bcbadda"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -634,7 +634,7 @@ <h1>mne.io.read_raw_nirx<a class="headerlink" href="#mne-io-read-raw-nirx" title
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne.io.read_raw_snirf.html b/dev/generated/mne.io.read_raw_snirf.html
index 9c5c590da..7e1ffdc46 100644
--- a/dev/generated/mne.io.read_raw_snirf.html
+++ b/dev/generated/mne.io.read_raw_snirf.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.io.read_raw_snirf &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.io.read_raw_snirf &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
     <script src="../_static/doctools.js?v=9bcbadda"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -617,7 +617,7 @@ <h1>mne.io.read_raw_snirf<a class="headerlink" href="#mne-io-read-raw-snirf" tit
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne.preprocessing.nirs.beer_lambert_law.html b/dev/generated/mne.preprocessing.nirs.beer_lambert_law.html
index 0329d65c7..67576ddbc 100644
--- a/dev/generated/mne.preprocessing.nirs.beer_lambert_law.html
+++ b/dev/generated/mne.preprocessing.nirs.beer_lambert_law.html
@@ -8,7 +8,7 @@
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-    <title>mne.preprocessing.nirs.beer_lambert_law &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.preprocessing.nirs.beer_lambert_law &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -589,7 +589,7 @@ <h1>mne.preprocessing.nirs.beer_lambert_law<a class="headerlink" href="#mne-prep
   
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-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne.preprocessing.nirs.optical_density.html b/dev/generated/mne.preprocessing.nirs.optical_density.html
index 447b9d74b..028ffcf50 100644
--- a/dev/generated/mne.preprocessing.nirs.optical_density.html
+++ b/dev/generated/mne.preprocessing.nirs.optical_density.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
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-    <title>mne.preprocessing.nirs.optical_density &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.preprocessing.nirs.optical_density &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -589,7 +589,7 @@ <h1>mne.preprocessing.nirs.optical_density<a class="headerlink" href="#mne-prepr
   
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-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne.preprocessing.nirs.scalp_coupling_index.html b/dev/generated/mne.preprocessing.nirs.scalp_coupling_index.html
index 77ee8c441..44c208b69 100644
--- a/dev/generated/mne.preprocessing.nirs.scalp_coupling_index.html
+++ b/dev/generated/mne.preprocessing.nirs.scalp_coupling_index.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
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-    <title>mne.preprocessing.nirs.scalp_coupling_index &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.preprocessing.nirs.scalp_coupling_index &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -623,7 +623,7 @@ <h1>mne.preprocessing.nirs.scalp_coupling_index<a class="headerlink" href="#mne-
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne.preprocessing.nirs.short_channels.html b/dev/generated/mne.preprocessing.nirs.short_channels.html
index 68d8d12a7..24d64df80 100644
--- a/dev/generated/mne.preprocessing.nirs.short_channels.html
+++ b/dev/generated/mne.preprocessing.nirs.short_channels.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.preprocessing.nirs.short_channels &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.preprocessing.nirs.short_channels &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -589,7 +589,7 @@ <h1>mne.preprocessing.nirs.short_channels<a class="headerlink" href="#mne-prepro
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne.preprocessing.nirs.source_detector_distances.html b/dev/generated/mne.preprocessing.nirs.source_detector_distances.html
index 47fafb7f4..478b9fa8e 100644
--- a/dev/generated/mne.preprocessing.nirs.source_detector_distances.html
+++ b/dev/generated/mne.preprocessing.nirs.source_detector_distances.html
@@ -8,7 +8,7 @@
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-    <title>mne.preprocessing.nirs.source_detector_distances &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.preprocessing.nirs.source_detector_distances &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -594,7 +594,7 @@ <h1>mne.preprocessing.nirs.source_detector_distances<a class="headerlink" href="
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne.preprocessing.nirs.temporal_derivative_distribution_repair.html b/dev/generated/mne.preprocessing.nirs.temporal_derivative_distribution_repair.html
index 2dcdd78e4..081347f85 100644
--- a/dev/generated/mne.preprocessing.nirs.temporal_derivative_distribution_repair.html
+++ b/dev/generated/mne.preprocessing.nirs.temporal_derivative_distribution_repair.html
@@ -8,7 +8,7 @@
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-    <title>mne.preprocessing.nirs.temporal_derivative_distribution_repair &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne.preprocessing.nirs.temporal_derivative_distribution_repair &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -608,7 +608,7 @@ <h1>mne.preprocessing.nirs.temporal_derivative_distribution_repair<a class="head
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/generated/mne_nirs.channels.drop_detectors.html b/dev/generated/mne_nirs.channels.drop_detectors.html
index c574a1ff7..333c203f7 100644
--- a/dev/generated/mne_nirs.channels.drop_detectors.html
+++ b/dev/generated/mne_nirs.channels.drop_detectors.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_nirs.channels.drop_detectors &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.channels.drop_detectors &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -586,7 +586,7 @@ <h1>mne_nirs.channels.drop_detectors<a class="headerlink" href="#mne-nirs-channe
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/generated/mne_nirs.channels.drop_sources.html b/dev/generated/mne_nirs.channels.drop_sources.html
index fe6994990..163b39f5b 100644
--- a/dev/generated/mne_nirs.channels.drop_sources.html
+++ b/dev/generated/mne_nirs.channels.drop_sources.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_nirs.channels.drop_sources &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.channels.drop_sources &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -586,7 +586,7 @@ <h1>mne_nirs.channels.drop_sources<a class="headerlink" href="#mne-nirs-channels
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/generated/mne_nirs.channels.get_long_channels.html b/dev/generated/mne_nirs.channels.get_long_channels.html
index 86b04316a..a474c80ca 100644
--- a/dev/generated/mne_nirs.channels.get_long_channels.html
+++ b/dev/generated/mne_nirs.channels.get_long_channels.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_nirs.channels.get_long_channels &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.channels.get_long_channels &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -619,7 +619,7 @@ <h1>mne_nirs.channels.get_long_channels<a class="headerlink" href="#mne-nirs-cha
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
     </div>
diff --git a/dev/generated/mne_nirs.channels.get_short_channels.html b/dev/generated/mne_nirs.channels.get_short_channels.html
index c119cf231..d75f73739 100644
--- a/dev/generated/mne_nirs.channels.get_short_channels.html
+++ b/dev/generated/mne_nirs.channels.get_short_channels.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_nirs.channels.get_short_channels &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.channels.get_short_channels &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -605,7 +605,7 @@ <h1>mne_nirs.channels.get_short_channels<a class="headerlink" href="#mne-nirs-ch
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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diff --git a/dev/generated/mne_nirs.channels.list_detectors.html b/dev/generated/mne_nirs.channels.list_detectors.html
index 53c32e855..1a775c730 100644
--- a/dev/generated/mne_nirs.channels.list_detectors.html
+++ b/dev/generated/mne_nirs.channels.list_detectors.html
@@ -8,7 +8,7 @@
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-    <title>mne_nirs.channels.list_detectors &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.channels.list_detectors &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -584,7 +584,7 @@ <h1>mne_nirs.channels.list_detectors<a class="headerlink" href="#mne-nirs-channe
   
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-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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diff --git a/dev/generated/mne_nirs.channels.list_sources.html b/dev/generated/mne_nirs.channels.list_sources.html
index a8bcb8516..87b5a2f4d 100644
--- a/dev/generated/mne_nirs.channels.list_sources.html
+++ b/dev/generated/mne_nirs.channels.list_sources.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
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-    <title>mne_nirs.channels.list_sources &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.channels.list_sources &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -584,7 +584,7 @@ <h1>mne_nirs.channels.list_sources<a class="headerlink" href="#mne-nirs-channels
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne_nirs.channels.pick_detectors.html b/dev/generated/mne_nirs.channels.pick_detectors.html
index f4623c4fe..05c0038c1 100644
--- a/dev/generated/mne_nirs.channels.pick_detectors.html
+++ b/dev/generated/mne_nirs.channels.pick_detectors.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_nirs.channels.pick_detectors &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.channels.pick_detectors &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -586,7 +586,7 @@ <h1>mne_nirs.channels.pick_detectors<a class="headerlink" href="#mne-nirs-channe
   
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-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne_nirs.channels.pick_sources.html b/dev/generated/mne_nirs.channels.pick_sources.html
index 38b8ea855..71f5d8b29 100644
--- a/dev/generated/mne_nirs.channels.pick_sources.html
+++ b/dev/generated/mne_nirs.channels.pick_sources.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_nirs.channels.pick_sources &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.channels.pick_sources &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -586,7 +586,7 @@ <h1>mne_nirs.channels.pick_sources<a class="headerlink" href="#mne-nirs-channels
   
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-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne_nirs.channels.picks_pair_to_idx.html b/dev/generated/mne_nirs.channels.picks_pair_to_idx.html
index 6fc6dceb1..fb3dccef4 100644
--- a/dev/generated/mne_nirs.channels.picks_pair_to_idx.html
+++ b/dev/generated/mne_nirs.channels.picks_pair_to_idx.html
@@ -8,7 +8,7 @@
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-    <title>mne_nirs.channels.picks_pair_to_idx &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.channels.picks_pair_to_idx &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -616,7 +616,7 @@ <h1>mne_nirs.channels.picks_pair_to_idx<a class="headerlink" href="#mne-nirs-cha
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne_nirs.datasets.audio_or_visual_speech.data_path.html b/dev/generated/mne_nirs.datasets.audio_or_visual_speech.data_path.html
index 13d2f923f..af07bfe8c 100644
--- a/dev/generated/mne_nirs.datasets.audio_or_visual_speech.data_path.html
+++ b/dev/generated/mne_nirs.datasets.audio_or_visual_speech.data_path.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
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-    <title>mne_nirs.datasets.audio_or_visual_speech.data_path &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.datasets.audio_or_visual_speech.data_path &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -623,7 +623,7 @@ <h1>mne_nirs.datasets.audio_or_visual_speech.data_path<a class="headerlink" href
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne_nirs.datasets.block_speech_noise.data_path.html b/dev/generated/mne_nirs.datasets.block_speech_noise.data_path.html
index dc0dafe2d..46cc1d234 100644
--- a/dev/generated/mne_nirs.datasets.block_speech_noise.data_path.html
+++ b/dev/generated/mne_nirs.datasets.block_speech_noise.data_path.html
@@ -8,7 +8,7 @@
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-    <title>mne_nirs.datasets.block_speech_noise.data_path &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.datasets.block_speech_noise.data_path &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -620,7 +620,7 @@ <h1>mne_nirs.datasets.block_speech_noise.data_path<a class="headerlink" href="#m
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne_nirs.datasets.fnirs_motor_group.data_path.html b/dev/generated/mne_nirs.datasets.fnirs_motor_group.data_path.html
index 500208dfa..4347bc0db 100644
--- a/dev/generated/mne_nirs.datasets.fnirs_motor_group.data_path.html
+++ b/dev/generated/mne_nirs.datasets.fnirs_motor_group.data_path.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
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-    <title>mne_nirs.datasets.fnirs_motor_group.data_path &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.datasets.fnirs_motor_group.data_path &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -638,7 +638,7 @@ <h1>mne_nirs.datasets.fnirs_motor_group.data_path<a class="headerlink" href="#mn
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne_nirs.experimental_design.create_boxcar.html b/dev/generated/mne_nirs.experimental_design.create_boxcar.html
index f64baf5e2..06098a8f7 100644
--- a/dev/generated/mne_nirs.experimental_design.create_boxcar.html
+++ b/dev/generated/mne_nirs.experimental_design.create_boxcar.html
@@ -8,7 +8,7 @@
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-    <title>mne_nirs.experimental_design.create_boxcar &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.experimental_design.create_boxcar &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -595,7 +595,7 @@ <h1>mne_nirs.experimental_design.create_boxcar<a class="headerlink" href="#mne-n
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne_nirs.experimental_design.drift_high_pass.html b/dev/generated/mne_nirs.experimental_design.drift_high_pass.html
index a1c4d9ebe..9e24bc383 100644
--- a/dev/generated/mne_nirs.experimental_design.drift_high_pass.html
+++ b/dev/generated/mne_nirs.experimental_design.drift_high_pass.html
@@ -8,7 +8,7 @@
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-    <title>mne_nirs.experimental_design.drift_high_pass &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.experimental_design.drift_high_pass &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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-    <script src="../_static/documentation_options.js?v=02e92108"></script>
+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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diff --git a/dev/generated/mne_nirs.experimental_design.longest_inter_annotation_interval.html b/dev/generated/mne_nirs.experimental_design.longest_inter_annotation_interval.html
index 8aae2c8e0..d1156727f 100644
--- a/dev/generated/mne_nirs.experimental_design.longest_inter_annotation_interval.html
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@@ -8,7 +8,7 @@
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-    <title>mne_nirs.experimental_design.longest_inter_annotation_interval &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.experimental_design.longest_inter_annotation_interval &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne_nirs.experimental_design.make_first_level_design_matrix.html b/dev/generated/mne_nirs.experimental_design.make_first_level_design_matrix.html
index bf164129b..96e580c50 100644
--- a/dev/generated/mne_nirs.experimental_design.make_first_level_design_matrix.html
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@@ -8,7 +8,7 @@
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-    <title>mne_nirs.experimental_design.make_first_level_design_matrix &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.experimental_design.make_first_level_design_matrix &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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diff --git a/dev/generated/mne_nirs.io.fold_channel_specificity.html b/dev/generated/mne_nirs.io.fold_channel_specificity.html
index 925f21be6..08910f2c3 100644
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@@ -8,7 +8,7 @@
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-    <title>mne_nirs.io.fold_channel_specificity &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.io.fold_channel_specificity &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 0fe08aa41..3939455a0 100644
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@@ -8,7 +8,7 @@
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-    <title>mne_nirs.io.fold_landmark_specificity &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.io.fold_landmark_specificity &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 6b0d7b796..5111355bf 100644
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+++ b/dev/generated/mne_nirs.io.read_snirf_aux_data.html
@@ -8,7 +8,7 @@
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-    <title>mne_nirs.io.read_snirf_aux_data &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.io.read_snirf_aux_data &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index a04128a48..8c8ca2f7e 100644
--- a/dev/generated/mne_nirs.io.write_raw_snirf.html
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@@ -8,7 +8,7 @@
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-    <title>mne_nirs.io.write_raw_snirf &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.io.write_raw_snirf &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -606,7 +606,7 @@ <h1>mne_nirs.io.write_raw_snirf<a class="headerlink" href="#mne-nirs-io-write-ra
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index a1766d85f..cb2a57bcc 100644
--- a/dev/generated/mne_nirs.preprocessing.peak_power.html
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@@ -8,7 +8,7 @@
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-    <title>mne_nirs.preprocessing.peak_power &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.preprocessing.peak_power &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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@@ -647,7 +647,7 @@ <h1>mne_nirs.preprocessing.peak_power<a class="headerlink" href="#mne-nirs-prepr
   
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-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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diff --git a/dev/generated/mne_nirs.preprocessing.quantify_mayer_fooof.html b/dev/generated/mne_nirs.preprocessing.quantify_mayer_fooof.html
index 45682a0c4..439caa811 100644
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+++ b/dev/generated/mne_nirs.preprocessing.quantify_mayer_fooof.html
@@ -8,7 +8,7 @@
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-    <title>mne_nirs.preprocessing.quantify_mayer_fooof &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.preprocessing.quantify_mayer_fooof &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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@@ -639,7 +639,7 @@ <h1>mne_nirs.preprocessing.quantify_mayer_fooof<a class="headerlink" href="#mne-
   
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-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 6bf590ef1..80b1b748f 100644
--- a/dev/generated/mne_nirs.preprocessing.scalp_coupling_index_windowed.html
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@@ -8,7 +8,7 @@
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-    <title>mne_nirs.preprocessing.scalp_coupling_index_windowed &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.preprocessing.scalp_coupling_index_windowed &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
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+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 274e01e43..38ec1d0c7 100644
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-    <title>mne_nirs.signal_enhancement.enhance_negative_correlation &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.signal_enhancement.enhance_negative_correlation &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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-    <title>mne_nirs.signal_enhancement.short_channel_regression &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.signal_enhancement.short_channel_regression &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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--- a/dev/generated/mne_nirs.simulation.simulate_nirs_raw.html
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@@ -8,7 +8,7 @@
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-    <title>mne_nirs.simulation.simulate_nirs_raw &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.simulation.simulate_nirs_raw &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 1924ed78e..3a15b1488 100644
--- a/dev/generated/mne_nirs.statistics.ContrastResults.html
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-    <title>mne_nirs.statistics.ContrastResults &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.statistics.ContrastResults &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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-    <title>mne_nirs.statistics.RegressionResults &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.statistics.RegressionResults &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -1118,7 +1118,7 @@ <h1>mne_nirs.statistics.RegressionResults<a class="headerlink" href="#mne-nirs-s
   
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-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index aa6e5ba79..ee2a37468 100644
--- a/dev/generated/mne_nirs.statistics.read_glm.html
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@@ -8,7 +8,7 @@
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-    <title>mne_nirs.statistics.read_glm &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.statistics.read_glm &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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@@ -592,7 +592,7 @@ <h1>mne_nirs.statistics.read_glm<a class="headerlink" href="#mne-nirs-statistics
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 832ef792b..1c1194df8 100644
--- a/dev/generated/mne_nirs.statistics.run_glm.html
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@@ -8,7 +8,7 @@
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-    <title>mne_nirs.statistics.run_glm &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.statistics.run_glm &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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@@ -630,7 +630,7 @@ <h1>mne_nirs.statistics.run_glm<a class="headerlink" href="#mne-nirs-statistics-
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 7ddfd81d8..1aec1ec77 100644
--- a/dev/generated/mne_nirs.statistics.statsmodels_to_results.html
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@@ -8,7 +8,7 @@
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-    <title>mne_nirs.statistics.statsmodels_to_results &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.statistics.statsmodels_to_results &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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@@ -599,7 +599,7 @@ <h1>mne_nirs.statistics.statsmodels_to_results<a class="headerlink" href="#mne-n
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 596d225bc..245b38182 100644
--- a/dev/generated/mne_nirs.visualisation.plot_3d_montage.html
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@@ -8,7 +8,7 @@
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-    <title>mne_nirs.visualisation.plot_3d_montage &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.visualisation.plot_3d_montage &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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@@ -8,7 +8,7 @@
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-    <title>mne_nirs.visualisation.plot_glm_group_topo &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.visualisation.plot_glm_group_topo &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -678,7 +678,7 @@ <h1>mne_nirs.visualisation.plot_glm_surface_projection<a class="headerlink" href
   
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-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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-    <title>mne_nirs.visualisation.plot_nirs_source_detector &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.visualisation.plot_nirs_source_detector &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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@@ -712,7 +712,7 @@ <h1>mne_nirs.visualisation.plot_nirs_source_detector<a class="headerlink" href="
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
 <script type="text/javascript">$(function () { $("time.localized").each(function () { var el = $(this); el.text(new Date(el.attr("datetime")).toLocaleString([], {dateStyle: "medium", timeStyle: "long"})); }); } )</script></p></div>
       
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index 922524d3e..8b6808d0b 100644
--- a/dev/generated/mne_nirs.visualisation.plot_timechannel_quality_metric.html
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-    <title>mne_nirs.visualisation.plot_timechannel_quality_metric &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>mne_nirs.visualisation.plot_timechannel_quality_metric &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+    <script src="../_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -600,7 +600,7 @@ <h1>mne_nirs.visualisation.plot_timechannel_quality_metric<a class="headerlink"
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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diff --git a/dev/genindex.html b/dev/genindex.html
index 0d2589452..9427e227f 100644
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@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
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-    <title>Index &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Index &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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@@ -849,7 +849,7 @@ <h2 id="W">W</h2>
   
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-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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diff --git a/dev/index.html b/dev/index.html
index d3897f760..6990e8314 100644
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-    <title>MNE-NIRS &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>MNE-NIRS &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+    <script src="_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -518,7 +518,7 @@ <h2>Acknowledgements<a class="headerlink" href="#acknowledgements" title="Link t
   
     <div class="footer-items__start">
       
-        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-22T00:04:06.788989+00:00" class="localized">2024-10-22 00:04 UTC</time>
+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index f51047e7a..221d3e7dc 100644
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@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Python Module Index &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Python Module Index &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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+    <script src="_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -543,7 +543,7 @@ <h1>Python Module Index</h1>
   
     <div class="footer-items__start">
       
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 751b8c724..29efd3fd3 100644
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@@ -6,7 +6,7 @@
 
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+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><title>Search - MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
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@@ -449,7 +449,7 @@ <h1>Search</h1>
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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index 1725f21ed..87488151d 100644
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\ No newline at end of file
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"mne_nirs.io.fold_channel_specificity", "mne_nirs.io.fold_landmark_specificity", "mne_nirs.io.read_snirf_aux_data", "mne_nirs.io.write_raw_snirf", "mne_nirs.preprocessing.peak_power", "mne_nirs.preprocessing.quantify_mayer_fooof", "mne_nirs.preprocessing.scalp_coupling_index_windowed", "mne_nirs.signal_enhancement.enhance_negative_correlation", "mne_nirs.signal_enhancement.short_channel_regression", "mne_nirs.simulation.simulate_nirs_raw", "mne_nirs.statistics.ContrastResults", "mne_nirs.statistics.RegressionResults", "mne_nirs.statistics.read_glm", "mne_nirs.statistics.run_glm", "mne_nirs.statistics.statsmodels_to_results", "mne_nirs.visualisation.plot_3d_montage", "mne_nirs.visualisation.plot_glm_group_topo", "mne_nirs.visualisation.plot_glm_surface_projection", "mne_nirs.visualisation.plot_nirs_source_detector", "mne_nirs.visualisation.plot_timechannel_quality_metric", "MNE-NIRS", "Computation times"], "titleterms": {"1": 11, "2": 11, "3d": 4, "account": 5, "accuraci": 5, 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diff --git a/dev/sg_execution_times.html b/dev/sg_execution_times.html
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@@ -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>Computation times &#8212; MNE-NIRS 0.8.0.dev19+ga694cb0 documentation</title>
+    <title>Computation times &#8212; MNE-NIRS 0.8.0.dev20+g42b6a18 documentation</title>
   
   
   
@@ -39,7 +39,7 @@
   <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
 <link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
 
-    <script src="_static/documentation_options.js?v=02e92108"></script>
+    <script src="_static/documentation_options.js?v=aa5c0a17"></script>
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@@ -383,7 +383,7 @@
                   
   <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>06:08.317</strong> total execution time for 23 files <strong>from all galleries</strong>:</p>
+<p><strong>06:20.701</strong> total execution time for 23 files <strong>from all galleries</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -405,96 +405,96 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/general/plot_70_visualise_brain.html#sphx-glr-auto-examples-general-plot-70-visualise-brain-py"><span class="std std-ref">Utilising Anatomical Information</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/general/plot_70_visualise_brain.py</span></code>)</p></td>
-<td><p>00:44.242</p></td>
-<td><p>468.3</p></td>
+<td><p>00:44.391</p></td>
+<td><p>468.2</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/general/plot_12_group_glm.html#sphx-glr-auto-examples-general-plot-12-group-glm-py"><span class="std std-ref">Group Level GLM Analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/general/plot_12_group_glm.py</span></code>)</p></td>
-<td><p>00:33.758</p></td>
-<td><p>857.6</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/general/plot_06_gowerlabs.html#sphx-glr-auto-examples-general-plot-06-gowerlabs-py"><span class="std std-ref">Read Gowerlabs LUMO data</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/general/plot_06_gowerlabs.py</span></code>)</p></td>
+<td><p>00:35.235</p></td>
+<td><p>604.5</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/general/plot_22_quality.html#sphx-glr-auto-examples-general-plot-22-quality-py"><span class="std std-ref">Signal Quality Evaluation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/general/plot_22_quality.py</span></code>)</p></td>
-<td><p>00:32.191</p></td>
-<td><p>451.1</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/general/plot_06_gowerlabs.html#sphx-glr-auto-examples-general-plot-06-gowerlabs-py"><span class="std std-ref">Read Gowerlabs LUMO data</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/general/plot_06_gowerlabs.py</span></code>)</p></td>
-<td><p>00:32.063</p></td>
-<td><p>600.8</p></td>
+<td><p>00:34.110</p></td>
+<td><p>450.8</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/general/plot_30_frequency.html#sphx-glr-auto-examples-general-plot-30-frequency-py"><span class="std std-ref">Frequency and Filter Commentary</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/general/plot_30_frequency.py</span></code>)</p></td>
-<td><p>00:29.560</p></td>
-<td><p>450.4</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/general/plot_12_group_glm.html#sphx-glr-auto-examples-general-plot-12-group-glm-py"><span class="std std-ref">Group Level GLM Analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/general/plot_12_group_glm.py</span></code>)</p></td>
+<td><p>00:32.694</p></td>
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 <td><p>464.7</p></td>
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@@ -562,7 +562,7 @@
   
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+        <div class="footer-item"><p class="text-center text-muted small">&copy; Copyright 2012–2024, MNE Developers. Last updated <time datetime="2024-10-29T00:54:19.085171+00:00" class="localized">2024-10-29 00:54 UTC</time>
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