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diff --git a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
diff --git a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
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diff --git a/dev/_images/sphx_glr_plot_haxby_mass_univariate_002.png b/dev/_images/sphx_glr_plot_haxby_mass_univariate_002.png
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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
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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_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/_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
@@ -126,7 +126,7 @@ statistical map:
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f216c251310>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f5a637e73e0>
 
 
 
@@ -155,7 +155,7 @@ Visualizing works better with a threshold
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2161db9c40>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f5a563dda90>
 
 
 
@@ -183,7 +183,7 @@ correspondence between rest and task
  .. code-block:: none
 
     Downloading data from https://www.fmrib.ox.ac.uk/datasets/brainmap+rsns/PNAS_Smith09_rsn10.nii.gz ...
-     ...done. (1 seconds, 0 min)
+    Downloaded 1482752 of 7565016 bytes (19.6%,    4.3s remaining) ...done. (2 seconds, 0 min)
 
     '/home/runner/work/nilearn/nilearn/nilearn_data/smith_2009/PNAS_Smith09_rsn10.nii.gz'
 
@@ -266,7 +266,7 @@ We can then plot it
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2160f4b7d0>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f5a648f2b70>
 
 
 
@@ -477,9 +477,9 @@ image.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 21.634 seconds)
+   **Total running time of the script:** (0 minutes 18.751 seconds)
 
-**Estimated memory usage:**  213 MB
+**Estimated memory usage:**  212 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 0x7f215c4d2bd0>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f5a56306fc0>
 
 
 
@@ -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 0x7f215c4d1c70>
+    <nibabel.nifti1.Nifti1Image object at 0x7f5a51b06ba0>
 
 
 
@@ -154,7 +154,7 @@ instance to look at it
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f215c781af0>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f5a51b9c770>
 
 
 
@@ -184,7 +184,7 @@ We could also pass it to the smoothing function
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f215c642540>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f5a5648da90>
 
 
 
@@ -218,7 +218,7 @@ First let's fetch Haxby dataset for subject 1 and 2
  .. code-block:: none
 
     Downloading data from http://data.pymvpa.org/datasets/haxby2001/subj1-2010.01.14.tar.gz ...
-    Downloaded 104693760 of 314803244 bytes (33.3%,    2.0s remaining)    Downloaded 231514112 of 314803244 bytes (73.5%,    0.7s remaining) ...done. (7 seconds, 0 min)
+    Downloaded 18481152 of 314803244 bytes (5.9%,   16.0s remaining)    Downloaded 56868864 of 314803244 bytes (18.1%,    9.2s remaining)    Downloaded 96714752 of 314803244 bytes (30.7%,    6.9s remaining)    Downloaded 135774208 of 314803244 bytes (43.1%,    5.3s remaining)    Downloaded 173883392 of 314803244 bytes (55.2%,    4.1s remaining)    Downloaded 213245952 of 314803244 bytes (67.7%,    2.9s remaining)    Downloaded 252575744 of 314803244 bytes (80.2%,    1.7s remaining)    Downloaded 289120256 of 314803244 bytes (91.8%,    0.7s remaining) ...done. (9 seconds, 0 min)
     Extracting data from /home/runner/work/nilearn/nilearn/nilearn_data/haxby2001/b6297e3e4eedbdbfb999e3188d364506/subj1-2010.01.14.tar.gz..... done.
 
 
@@ -349,9 +349,9 @@ passed on to other nilearn tools, or saved to disk.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 15.036 seconds)
+   **Total running time of the script:** (0 minutes 17.021 seconds)
 
-**Estimated memory usage:**  184 MB
+**Estimated memory usage:**  163 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
@@ -67,14 +67,14 @@ A simple example of basic Python numerics and how to plot it.
  .. code-block:: none
 
 
-    [<matplotlib.lines.Line2D object at 0x7f2161ebb3b0>]
+    [<matplotlib.lines.Line2D object at 0x7f5a574ceea0>]
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.243 seconds)
+   **Total running time of the script:** (0 minutes 0.208 seconds)
 
 **Estimated memory usage:**  10 MB
 

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
@@ -129,7 +129,7 @@ We can display the first functional image and the subject's anatomy:
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2160ee8530>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f5a564beb10>
 
 
 
@@ -1264,9 +1264,9 @@ Oops, there is a lot of non-neural signal in there (ventricles, arteries)...
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 18.381 seconds)
+   **Total running time of the script:** (0 minutes 14.485 seconds)
 
-**Estimated memory usage:**  282 MB
+**Estimated memory usage:**  283 MB
 
 
 .. _sphx_glr_download_auto_examples_00_tutorials_plot_single_subject_single_run.py:

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
 =================
-**01:32.457** total execution time for 5 files **from auto_examples/00_tutorials**:
+**01:22.806** total execution time for 5 files **from auto_examples/00_tutorials**:
 
 .. container::
 
@@ -33,17 +33,17 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_decoding_tutorial.py` (``plot_decoding_tutorial.py``)
-     - 00:37.163
-     - 960.5
+     - 00:32.341
+     - 957.8
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_3d_and_4d_niimg.py` (``plot_3d_and_4d_niimg.py``)
-     - 00:21.634
-     - 212.6
-   * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_single_subject_single_run.py` (``plot_single_subject_single_run.py``)
-     - 00:18.381
-     - 281.9
+     - 00:18.751
+     - 212.4
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_nilearn_101.py` (``plot_nilearn_101.py``)
-     - 00:15.036
-     - 184.3
+     - 00:17.021
+     - 162.9
+   * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_single_subject_single_run.py` (``plot_single_subject_single_run.py``)
+     - 00:14.485
+     - 282.8
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_python_101.py` (``plot_python_101.py``)
-     - 00:00.243
-     - 10.4
+     - 00:00.208
+     - 10.2
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
@@ -267,7 +267,7 @@ Plot 3D image for comparison
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.XSlicer object at 0x7f217a67f380>
+    <nilearn.plotting.displays._slicers.XSlicer object at 0x7f5a6f9663c0>
 
 
 
@@ -1469,9 +1469,9 @@ interpolation with zero radius will achieve this.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 21.054 seconds)
+   **Total running time of the script:** (0 minutes 19.819 seconds)
 
-**Estimated memory usage:**  324 MB
+**Estimated memory usage:**  270 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
@@ -86,7 +86,7 @@ Visualizing the Harvard-Oxford atlas
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2160ddd0d0>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f5a5764ac90>
 
 
 
@@ -116,7 +116,7 @@ Visualizing the Juelich atlas
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f215d90fb30>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f5a6f7327b0>
 
 
 
@@ -184,9 +184,9 @@ Visualizing the Juelich atlas with contours
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 17.288 seconds)
+   **Total running time of the script:** (1 minutes 6.703 seconds)
 
-**Estimated memory usage:**  413 MB
+**Estimated memory usage:**  443 MB
 
 
 .. _sphx_glr_download_auto_examples_01_plotting_plot_atlas.py:

diff --git a/dev/_sources/auto_examples/01_plotting/plot_carpet.rst.txt b/dev/_sources/auto_examples/01_plotting/plot_carpet.rst.txt
@@ -212,9 +212,9 @@ Visualizing global patterns, separated by tissue type
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 6.312 seconds)
+   **Total running time of the script:** (0 minutes 5.925 seconds)
 
-**Estimated memory usage:**  987 MB
+**Estimated memory usage:**  900 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
@@ -113,7 +113,7 @@ Plot matplotlib color maps
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.770 seconds)
+   **Total running time of the script:** (0 minutes 2.604 seconds)
 
 **Estimated memory usage:**  19 MB
 

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 0x7f2160f73a10>
+    <nilearn.plotting.displays._projectors.OrthoProjector object at 0x7f5a51bf04d0>
 
 
 
@@ -109,7 +109,7 @@ the z view (option "display_mode").
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._projectors.XZProjector object at 0x7f215c478230>
+    <nilearn.plotting.displays._projectors.XZProjector object at 0x7f5a52f027b0>
 
 
 
@@ -146,7 +146,7 @@ Glass brain plotting: Hemispheric sagittal cuts
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.778 seconds)
+   **Total running time of the script:** (0 minutes 3.091 seconds)
 
 **Estimated memory usage:**  16 MB
 

diff --git a/dev/_sources/auto_examples/01_plotting/plot_demo_glass_brain_extensive.rst.txt b/dev/_sources/auto_examples/01_plotting/plot_demo_glass_brain_extensive.rst.txt
@@ -104,7 +104,7 @@ a :class:`~nilearn.plotting.displays.OrthoProjector` is returned.
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._projectors.OrthoProjector object at 0x7f2160be9af0>
+    <nilearn.plotting.displays._projectors.OrthoProjector object at 0x7f5a6f922690>
 
 
 
@@ -135,7 +135,7 @@ setting ``colorbar=True``.
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._projectors.OrthoProjector object at 0x7f2179f69c40>
+    <nilearn.plotting.displays._projectors.OrthoProjector object at 0x7f5a6f899bb0>
 
 
 
@@ -173,7 +173,7 @@ axial projections by setting ``display_mode='xz'``, which returns a
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._projectors.XZProjector object at 0x7f217a1add30>
+    <nilearn.plotting.displays._projectors.XZProjector object at 0x7f5a4fc21820>
 
 
 
@@ -208,7 +208,7 @@ Additionally, we only visualize coronal and axial projections by setting
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._projectors.YZProjector object at 0x7f2161e4a120>
+    <nilearn.plotting.displays._projectors.YZProjector object at 0x7f5a6ef61490>
 
 
 
@@ -240,7 +240,7 @@ Setting ``plot_abs=True`` and ``display_mode='yx'`` (returns a
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._projectors.YXProjector object at 0x7f217a4b9130>
+    <nilearn.plotting.displays._projectors.YXProjector object at 0x7f5a561bc050>
 
 
 
@@ -282,7 +282,7 @@ colorbar will not be centered around zero.
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._projectors.YZProjector object at 0x7f217a45ae40>
+    <nilearn.plotting.displays._projectors.YZProjector object at 0x7f5a563ddd90>
 
 
 
@@ -321,7 +321,7 @@ losing colours due to the thresholding.
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._projectors.YZProjector object at 0x7f2160ce8470>
+    <nilearn.plotting.displays._projectors.YZProjector object at 0x7f5a6ed5abd0>
 
 
 
@@ -365,7 +365,7 @@ enables an hemispheric sagittal view. The display object returned is then a
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._projectors.LZRProjector object at 0x7f217a45cbc0>
+    <nilearn.plotting.displays._projectors.LZRProjector object at 0x7f5a4296a7b0>
 
 
 
@@ -403,7 +403,7 @@ enables an hemispheric sagittal view. The display object returned is then a
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._projectors.LYRZProjector object at 0x7f215c110ad0>
+    <nilearn.plotting.displays._projectors.LYRZProjector object at 0x7f5a6f9a63c0>
 
 
 
@@ -446,7 +446,7 @@ If you are only interested in single projections, you can set
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._projectors.XProjector object at 0x7f2179ce8a70>
+    <nilearn.plotting.displays._projectors.XProjector object at 0x7f5a718a9a90>
 
 
 
@@ -830,7 +830,7 @@ Next, using the same display object, we plot positive sign of activation.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 30.936 seconds)
+   **Total running time of the script:** (0 minutes 24.395 seconds)
 
 **Estimated memory usage:**  10 MB