Dev docs nilearn/nilearn@87ab739 : chore: update pre-commit hooks (#4…

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diff --git a/dev/_images/sphx_glr_plot_haxby_different_estimators_005.png b/dev/_images/sphx_glr_plot_haxby_different_estimators_005.png
diff --git a/dev/_images/sphx_glr_plot_haxby_different_estimators_thumb.png b/dev/_images/sphx_glr_plot_haxby_different_estimators_thumb.png
diff --git a/dev/_images/sphx_glr_plot_haxby_grid_search_001.png b/dev/_images/sphx_glr_plot_haxby_grid_search_001.png
diff --git a/dev/_images/sphx_glr_plot_haxby_grid_search_thumb.png b/dev/_images/sphx_glr_plot_haxby_grid_search_thumb.png
diff --git a/dev/_images/sphx_glr_plot_haxby_mass_univariate_002.png b/dev/_images/sphx_glr_plot_haxby_mass_univariate_002.png
diff --git a/dev/_images/sphx_glr_plot_haxby_searchlight_001.png b/dev/_images/sphx_glr_plot_haxby_searchlight_001.png
diff --git a/dev/_images/sphx_glr_plot_haxby_searchlight_thumb.png b/dev/_images/sphx_glr_plot_haxby_searchlight_thumb.png
diff --git a/dev/_images/sphx_glr_plot_localizer_mass_univariate_methods_001.png b/dev/_images/sphx_glr_plot_localizer_mass_univariate_methods_001.png
diff --git a/dev/_images/sphx_glr_plot_localizer_mass_univariate_methods_thumb.png b/dev/_images/sphx_glr_plot_localizer_mass_univariate_methods_thumb.png
diff --git a/dev/_images/sphx_glr_plot_oasis_vbm_004.png b/dev/_images/sphx_glr_plot_oasis_vbm_004.png
diff --git a/dev/_images/sphx_glr_plot_second_level_association_test_003.png b/dev/_images/sphx_glr_plot_second_level_association_test_003.png
diff --git a/dev/_images/sphx_glr_plot_second_level_one_sample_test_003.png b/dev/_images/sphx_glr_plot_second_level_one_sample_test_003.png
diff --git a/dev/_images/sphx_glr_plot_simulated_data_002.png b/dev/_images/sphx_glr_plot_simulated_data_002.png
diff --git a/dev/_images/sphx_glr_plot_simulated_data_003.png b/dev/_images/sphx_glr_plot_simulated_data_003.png
diff --git a/dev/_images/sphx_glr_plot_simulated_data_004.png b/dev/_images/sphx_glr_plot_simulated_data_004.png
diff --git a/dev/_images/sphx_glr_plot_simulated_data_006.png b/dev/_images/sphx_glr_plot_simulated_data_006.png
diff --git a/dev/_images/sphx_glr_plot_surface_image_and_maskers_003.png b/dev/_images/sphx_glr_plot_surface_image_and_maskers_003.png
diff --git a/dev/_sources/auto_examples/00_tutorials/plot_3d_and_4d_niimg.rst.txt b/dev/_sources/auto_examples/00_tutorials/plot_3d_and_4d_niimg.rst.txt
@@ -127,7 +127,7 @@ statistical map:
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d86ba6310>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f33c479fac0>
 
 
 
@@ -156,7 +156,7 @@ Visualizing works better with a threshold
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d872baaf0>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f33c4e441f0>
 
 
 
@@ -186,7 +186,7 @@ correspondence between rest and task
     [get_dataset_dir] Dataset created in /home/runner/nilearn_data/smith_2009
     [fetch_single_file] Downloading data from 
     https://www.fmrib.ox.ac.uk/datasets/brainmap+rsns/PNAS_Smith09_rsn10.nii.gz ...
-    [fetch_single_file]  ...done. (1 seconds, 0 min)
+    [fetch_single_file]  ...done. (3 seconds, 0 min)
 
 
     '/home/runner/nilearn_data/smith_2009/PNAS_Smith09_rsn10.nii.gz'
@@ -270,7 +270,7 @@ We can then plot it
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d87795eb0>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f33c4e17610>
 
 
 
@@ -488,9 +488,9 @@ image.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 24.752 seconds)
+   **Total running time of the script:** (0 minutes 22.862 seconds)
 
-**Estimated memory usage:**  393 MB
+**Estimated memory usage:**  401 MB
 
 
 .. _sphx_glr_download_auto_examples_00_tutorials_plot_3d_and_4d_niimg.py:

diff --git a/dev/_sources/auto_examples/00_tutorials/plot_decoding_tutorial.rst.txt b/dev/_sources/auto_examples/00_tutorials/plot_decoding_tutorial.rst.txt
diff --git a/dev/_sources/auto_examples/00_tutorials/plot_nilearn_101.rst.txt b/dev/_sources/auto_examples/00_tutorials/plot_nilearn_101.rst.txt
@@ -77,7 +77,7 @@ Let's quickly plot this file:
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d873b1fd0>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f33c4fafaf0>
 
 
 
@@ -125,7 +125,7 @@ Here we give as inputs the image filename and the smoothing value in mm
  .. code-block:: none
 
 
-    <nibabel.nifti1.Nifti1Image object at 0x7f2d870c1430>
+    <nibabel.nifti1.Nifti1Image object at 0x7f33bb48bc10>
 
 
 
@@ -154,7 +154,7 @@ instance to look at it
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d87202ca0>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f33c4d005b0>
 
 
 
@@ -184,7 +184,7 @@ We could also pass it to the smoothing function
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d86b8b580>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f33bb21fd00>
 
 
 
@@ -228,9 +228,13 @@ First let's fetch Haxby dataset for subject 1 and 2
 
     [fetch_single_file] Downloading data from 
     http://data.pymvpa.org/datasets/haxby2001/subj1-2010.01.14.tar.gz ...
-    [_chunk_report_] Downloaded 160612352 of 314803244 bytes (51.0%%,    1.0s 
+    [_chunk_report_] Downloaded 76374016 of 314803244 bytes (24.3%%,    3.1s 
     remaining)
-    [fetch_single_file]  ...done. (2 seconds, 0 min)
+    [_chunk_report_] Downloaded 174694400 of 314803244 bytes (55.5%%,    1.6s 
+    remaining)
+    [_chunk_report_] Downloaded 273735680 of 314803244 bytes (87.0%%,    0.5s 
+    remaining)
+    [fetch_single_file]  ...done. (4 seconds, 0 min)
 
     [uncompress_file] Extracting data from 
     /home/runner/nilearn_data/haxby2001/b2fd65a88d22090da62c3fb828be840e/subj1-2010.
@@ -239,9 +243,13 @@ First let's fetch Haxby dataset for subject 1 and 2
 
     [fetch_single_file] Downloading data from 
     http://data.pymvpa.org/datasets/haxby2001/subj2-2010.01.14.tar.gz ...
-    [_chunk_report_] Downloaded 151470080 of 291168628 bytes (52.0%%,    0.9s 
+    [_chunk_report_] Downloaded 77791232 of 291168628 bytes (26.7%%,    2.7s 
+    remaining)
+    [_chunk_report_] Downloaded 177012736 of 291168628 bytes (60.8%%,    1.3s 
+    remaining)
+    [_chunk_report_] Downloaded 274669568 of 291168628 bytes (94.3%%,    0.2s 
     remaining)
-    [fetch_single_file]  ...done. (2 seconds, 0 min)
+    [fetch_single_file]  ...done. (3 seconds, 0 min)
 
     [uncompress_file] Extracting data from 
     /home/runner/nilearn_data/haxby2001/b2fd65a88d22090da62c3fb828be840e/subj2-2010.
@@ -377,9 +385,9 @@ passed on to other nilearn tools, or saved to disk.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 15.125 seconds)
+   **Total running time of the script:** (0 minutes 17.658 seconds)
 
-**Estimated memory usage:**  251 MB
+**Estimated memory usage:**  301 MB
 
 
 .. _sphx_glr_download_auto_examples_00_tutorials_plot_nilearn_101.py:

diff --git a/dev/_sources/auto_examples/00_tutorials/plot_python_101.rst.txt b/dev/_sources/auto_examples/00_tutorials/plot_python_101.rst.txt
@@ -67,16 +67,16 @@ A simple example of basic Python numerics and how to plot it.
  .. code-block:: none
 
 
-    [<matplotlib.lines.Line2D object at 0x7f2d7d87cd30>]
+    [<matplotlib.lines.Line2D object at 0x7f33bb353a60>]
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.196 seconds)
+   **Total running time of the script:** (0 minutes 0.191 seconds)
 
-**Estimated memory usage:**  111 MB
+**Estimated memory usage:**  112 MB
 
 
 .. _sphx_glr_download_auto_examples_00_tutorials_plot_python_101.py:

diff --git a/dev/_sources/auto_examples/00_tutorials/plot_single_subject_single_run.rst.txt b/dev/_sources/auto_examples/00_tutorials/plot_single_subject_single_run.rst.txt
@@ -65,17 +65,19 @@ Retrieving the data
     [fetch_spm_auditory] Data absent, downloading...
     [fetch_single_file] Downloading data from 
     https://www.fil.ion.ucl.ac.uk/spm/download/data/MoAEpilot/MoAEpilot.bids.zip ...
-    [_chunk_report_] Downloaded 3268608 of 30176409 bytes (10.8%%,    8.2s 
+    [_chunk_report_] Downloaded 3751936 of 30176409 bytes (12.4%%,    7.6s 
     remaining)
-    [_chunk_report_] Downloaded 7561216 of 30176409 bytes (25.1%%,    6.0s 
+    [_chunk_report_] Downloaded 8085504 of 30176409 bytes (26.8%%,    5.7s 
     remaining)
-    [_chunk_report_] Downloaded 12181504 of 30176409 bytes (40.4%%,    4.5s 
+    [_chunk_report_] Downloaded 12197888 of 30176409 bytes (40.4%%,    4.6s 
     remaining)
-    [_chunk_report_] Downloaded 16965632 of 30176409 bytes (56.2%%,    3.1s 
+    [_chunk_report_] Downloaded 16875520 of 30176409 bytes (55.9%%,    3.2s 
     remaining)
-    [_chunk_report_] Downloaded 21831680 of 30176409 bytes (72.3%%,    1.9s 
+    [_chunk_report_] Downloaded 20717568 of 30176409 bytes (68.7%%,    2.3s 
     remaining)
-    [_chunk_report_] Downloaded 26689536 of 30176409 bytes (88.4%%,    0.8s 
+    [_chunk_report_] Downloaded 24395776 of 30176409 bytes (80.8%%,    1.5s 
+    remaining)
+    [_chunk_report_] Downloaded 27983872 of 30176409 bytes (92.7%%,    0.6s 
     remaining)
     [fetch_single_file]  ...done. (9 seconds, 0 min)
 
@@ -1255,9 +1257,9 @@ which makes it easier to represent it.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 28.514 seconds)
+   **Total running time of the script:** (0 minutes 26.041 seconds)
 
-**Estimated memory usage:**  740 MB
+**Estimated memory usage:**  765 MB
 
 
 .. _sphx_glr_download_auto_examples_00_tutorials_plot_single_subject_single_run.py:

diff --git a/dev/_sources/auto_examples/00_tutorials/plot_surface_101.rst.txt b/dev/_sources/auto_examples/00_tutorials/plot_surface_101.rst.txt
@@ -1333,7 +1333,7 @@ See following examples for more details:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.188 seconds)
+   **Total running time of the script:** (0 minutes 1.007 seconds)
 
 **Estimated memory usage:**  109 MB
 

diff --git a/dev/_sources/auto_examples/00_tutorials/sg_execution_times.rst.txt b/dev/_sources/auto_examples/00_tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**01:51.219** total execution time for 6 files **from auto_examples/00_tutorials**:
+**01:47.002** total execution time for 6 files **from auto_examples/00_tutorials**:
 
 .. container::
 
@@ -33,20 +33,20 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_decoding_tutorial.py` (``plot_decoding_tutorial.py``)
-     - 00:41.444
-     - 1061.8
+     - 00:39.244
+     - 1016.0
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_single_subject_single_run.py` (``plot_single_subject_single_run.py``)
-     - 00:28.514
-     - 739.6
+     - 00:26.041
+     - 764.8
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_3d_and_4d_niimg.py` (``plot_3d_and_4d_niimg.py``)
-     - 00:24.752
-     - 392.7
+     - 00:22.862
+     - 400.6
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_nilearn_101.py` (``plot_nilearn_101.py``)
-     - 00:15.125
-     - 250.9
+     - 00:17.658
+     - 300.8
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_surface_101.py` (``plot_surface_101.py``)
-     - 00:01.188
-     - 109.5
+     - 00:01.007
+     - 109.1
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_python_101.py` (``plot_python_101.py``)
-     - 00:00.196
-     - 111.5
+     - 00:00.191
+     - 111.6
diff --git a/dev/_sources/auto_examples/01_plotting/plot_3d_map_to_surface_projection.rst.txt b/dev/_sources/auto_examples/01_plotting/plot_3d_map_to_surface_projection.rst.txt
@@ -293,7 +293,7 @@ Plot 3D image for comparison
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.XSlicer object at 0x7f2d62cbad90>
+    <nilearn.plotting.displays._slicers.XSlicer object at 0x7f33a0c56220>
 
 
 
@@ -468,9 +468,9 @@ but finer visualizations.
 
     [get_dataset_dir] Dataset created in /home/runner/nilearn_data/fsaverage
     [fetch_single_file] Downloading data from https://osf.io/svf8k/download ...
-    [_chunk_report_] Downloaded 16875520 of 34242788 bytes (49.3%%,    1.0s 
+    [_chunk_report_] Downloaded 26632192 of 34242788 bytes (77.8%%,    0.3s 
     remaining)
-    [fetch_single_file]  ...done. (4 seconds, 0 min)
+    [fetch_single_file]  ...done. (3 seconds, 0 min)
 
     [uncompress_file] Extracting data from 
     /home/runner/nilearn_data/fsaverage/735bf0f211246c83396b5f21f706c224/download...
@@ -1263,9 +1263,9 @@ Using nearest-neighbor interpolation with zero radius will achieve this.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 29.457 seconds)
+   **Total running time of the script:** (0 minutes 27.442 seconds)
 
-**Estimated memory usage:**  551 MB
+**Estimated memory usage:**  539 MB
 
 
 .. _sphx_glr_download_auto_examples_01_plotting_plot_3d_map_to_surface_projection.py:

diff --git a/dev/_sources/auto_examples/01_plotting/plot_atlas.rst.txt b/dev/_sources/auto_examples/01_plotting/plot_atlas.rst.txt
@@ -105,7 +105,7 @@ Visualizing the Harvard-Oxford atlas
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d7d914280>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f33c4d6e850>
 
 
 
@@ -135,7 +135,7 @@ Visualizing the Juelich atlas
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d86fcb3d0>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f33c49bfa00>
 
 
 
@@ -203,7 +203,7 @@ Visualizing the Juelich atlas with contours
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 6.116 seconds)
+   **Total running time of the script:** (0 minutes 59.708 seconds)
 
 **Estimated memory usage:**  164 MB
 

diff --git a/dev/_sources/auto_examples/01_plotting/plot_carpet.rst.txt b/dev/_sources/auto_examples/01_plotting/plot_carpet.rst.txt
@@ -208,9 +208,9 @@ Visualizing global patterns, separated by tissue type
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 6.537 seconds)
+   **Total running time of the script:** (0 minutes 6.012 seconds)
 
-**Estimated memory usage:**  1014 MB
+**Estimated memory usage:**  1098 MB
 
 
 .. _sphx_glr_download_auto_examples_01_plotting_plot_carpet.py:

diff --git a/dev/_sources/auto_examples/01_plotting/plot_colormaps.rst.txt b/dev/_sources/auto_examples/01_plotting/plot_colormaps.rst.txt
@@ -110,9 +110,9 @@ Plot matplotlib color maps
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.297 seconds)
+   **Total running time of the script:** (0 minutes 2.176 seconds)
 
-**Estimated memory usage:**  115 MB
+**Estimated memory usage:**  116 MB
 
 
 .. _sphx_glr_download_auto_examples_01_plotting_plot_colormaps.py:

diff --git a/dev/_sources/auto_examples/01_plotting/plot_demo_glass_brain.rst.txt b/dev/_sources/auto_examples/01_plotting/plot_demo_glass_brain.rst.txt
@@ -72,7 +72,7 @@ Glass brain plotting: whole brain sagittal cuts
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._projectors.OrthoProjector object at 0x7f2d870eb5e0>
+    <nilearn.plotting.displays._projectors.OrthoProjector object at 0x7f33c4fd6e20>
 
 
 
@@ -109,7 +109,7 @@ the z view (option "display_mode").
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._projectors.XZProjector object at 0x7f2d86dd2340>
+    <nilearn.plotting.displays._projectors.XZProjector object at 0x7f33c4a332e0>
 
 
 
@@ -146,7 +146,7 @@ Glass brain plotting: Hemispheric sagittal cuts
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.209 seconds)
+   **Total running time of the script:** (0 minutes 2.761 seconds)
 
 **Estimated memory usage:**  120 MB