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diff --git a/docs/_downloads/06bb0f682e15138dfd659b791a14e9c6/plot_variable_importance_classif.zip b/docs/_downloads/06bb0f682e15138dfd659b791a14e9c6/plot_variable_importance_classif.zip
diff --git a/docs/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/docs/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
diff --git a/docs/_downloads/117422582fb46cc8ed6549598a2d87de/plot_dcrt_example.zip b/docs/_downloads/117422582fb46cc8ed6549598a2d87de/plot_dcrt_example.zip
diff --git a/docs/_downloads/1a99dc8cb1c22f91072d67cf26fce26c/plot_knockoff_aggregation.zip b/docs/_downloads/1a99dc8cb1c22f91072d67cf26fce26c/plot_knockoff_aggregation.zip
diff --git a/docs/_downloads/5ca231767268e6cd969e65225d673650/plot_fmri_data_example.zip b/docs/_downloads/5ca231767268e6cd969e65225d673650/plot_fmri_data_example.zip
diff --git a/docs/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/docs/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
diff --git a/..._downloads/707d94040f5ada342e781499193f46f1/plot_diabetes_variable_importance_example.zip b/..._downloads/707d94040f5ada342e781499193f46f1/plot_diabetes_variable_importance_example.zip
diff --git a/docs/_downloads/e08c0f6d4aade0f0eaf8ba56dbbfd9c9/plot_2D_simulation_example.zip b/docs/_downloads/e08c0f6d4aade0f0eaf8ba56dbbfd9c9/plot_2D_simulation_example.zip
diff --git a/docs/_sources/auto_examples/plot_2D_simulation_example.rst.txt b/docs/_sources/auto_examples/plot_2D_simulation_example.rst.txt
@@ -554,9 +554,9 @@ randomization.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 11.585 seconds)
+   **Total running time of the script:** (1 minutes 11.171 seconds)
 
-**Estimated memory usage:**  747 MB
+**Estimated memory usage:**  704 MB
 
 
 .. _sphx_glr_download_auto_examples_plot_2D_simulation_example.py:

diff --git a/docs/_sources/auto_examples/plot_dcrt_example.rst.txt b/docs/_sources/auto_examples/plot_dcrt_example.rst.txt
@@ -162,9 +162,9 @@ Plotting the comparison
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 4.447 seconds)
+   **Total running time of the script:** (1 minutes 5.337 seconds)
 
-**Estimated memory usage:**  645 MB
+**Estimated memory usage:**  640 MB
 
 
 .. _sphx_glr_download_auto_examples_plot_dcrt_example.py:

diff --git a/docs/_sources/auto_examples/plot_diabetes_variable_importance_example.rst.txt b/docs/_sources/auto_examples/plot_diabetes_variable_importance_example.rst.txt
@@ -491,9 +491,9 @@ Analyze the results
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 8.479 seconds)
+   **Total running time of the script:** (0 minutes 9.424 seconds)
 
-**Estimated memory usage:**  629 MB
+**Estimated memory usage:**  625 MB
 
 
 .. _sphx_glr_download_auto_examples_plot_diabetes_variable_importance_example.py:

diff --git a/docs/_sources/auto_examples/plot_fmri_data_example.rst.txt b/docs/_sources/auto_examples/plot_fmri_data_example.rst.txt
@@ -176,20 +176,19 @@ You may choose a subject in [1, 2, 3, 4, 5, 6]. By default subject=2.
     [_add_readme_to_default_data_locations] Added README.md to /home/runner/nilearn_data
     [get_dataset_dir] Dataset created in /home/runner/nilearn_data/haxby2001
     [fetch_single_file] Downloading data from https://www.nitrc.org/frs/download.php/7868/mask.nii.gz ...
-    [fetch_single_file]  ...done. (0 seconds, 0 min)
+    [fetch_single_file]  ...done. (1 seconds, 0 min)
 
     [fetch_single_file] Downloading data from http://data.pymvpa.org/datasets/haxby2001/MD5SUMS ...
     [fetch_single_file]  ...done. (0 seconds, 0 min)
 
     [fetch_single_file] Downloading data from http://data.pymvpa.org/datasets/haxby2001/subj2-2010.01.14.tar.gz ...
-    [_chunk_report_]     Downloaded 21487616 of 291168628 bytes (7.4%%,   14.4s remaining)
-    [_chunk_report_]     Downloaded 50061312 of 291168628 bytes (17.2%%,   10.4s remaining)
-    [_chunk_report_]     Downloaded 92438528 of 291168628 bytes (31.7%%,    6.8s remaining)
-    [_chunk_report_]     Downloaded 137986048 of 291168628 bytes (47.4%%,    4.7s remaining)
-    [_chunk_report_]     Downloaded 189612032 of 291168628 bytes (65.1%%,    2.9s remaining)
-    [_chunk_report_]     Downloaded 244645888 of 291168628 bytes (84.0%%,    1.2s remaining)
-    [_chunk_report_]     Downloaded 282959872 of 291168628 bytes (97.2%%,    0.2s remaining)
-    [fetch_single_file]  ...done. (8 seconds, 0 min)
+    [_chunk_report_]     Downloaded 21749760 of 291168628 bytes (7.5%%,   12.7s remaining)
+    [_chunk_report_]     Downloaded 67272704 of 291168628 bytes (23.1%%,    6.8s remaining)
+    [_chunk_report_]     Downloaded 112746496 of 291168628 bytes (38.7%%,    4.8s remaining)
+    [_chunk_report_]     Downloaded 156139520 of 291168628 bytes (53.6%%,    3.5s remaining)
+    [_chunk_report_]     Downloaded 200409088 of 291168628 bytes (68.8%%,    2.3s remaining)
+    [_chunk_report_]     Downloaded 245473280 of 291168628 bytes (84.3%%,    1.1s remaining)
+    [fetch_single_file]  ...done. (7 seconds, 0 min)
 
     [uncompress_file] Extracting data from /home/runner/nilearn_data/haxby2001/9cabe068089e791ef0c5fe930fc20e30/subj2-2010.01.14.tar.gz...
     [uncompress_file] .. done.
@@ -294,7 +293,7 @@ Now, we compute p-values thanks to permutation tests applied to
  .. code-block:: none
 
     [Parallel(n_jobs=1)]: Done  49 tasks      | elapsed:    1.6s
-    [Parallel(n_jobs=1)]: Done 199 tasks      | elapsed:    6.5s
+    [Parallel(n_jobs=1)]: Done 199 tasks      | elapsed:    6.7s
 
 
 
@@ -375,7 +374,7 @@ However you might benefit from clustering randomization taking
  .. code-block:: none
 
     [Parallel(n_jobs=2)]: Using backend LokyBackend with 2 concurrent workers.
-    [Parallel(n_jobs=2)]: Done   5 out of   5 | elapsed:   33.6s finished
+    [Parallel(n_jobs=2)]: Done   5 out of   5 | elapsed:   36.0s finished
 
 
 
@@ -620,9 +619,9 @@ spurious discoveries.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 31.701 seconds)
+   **Total running time of the script:** (1 minutes 35.950 seconds)
 
-**Estimated memory usage:**  3210 MB
+**Estimated memory usage:**  3251 MB
 
 
 .. _sphx_glr_download_auto_examples_plot_fmri_data_example.py:

diff --git a/docs/_sources/auto_examples/plot_knockoff_aggregation.rst.txt b/docs/_sources/auto_examples/plot_knockoff_aggregation.rst.txt
@@ -205,9 +205,9 @@ Imports needed for this script
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (5 minutes 31.729 seconds)
+   **Total running time of the script:** (5 minutes 51.290 seconds)
 
-**Estimated memory usage:**  835 MB
+**Estimated memory usage:**  785 MB
 
 
 .. _sphx_glr_download_auto_examples_plot_knockoff_aggregation.py:

diff --git a/docs/_sources/auto_examples/plot_variable_importance_classif.rst.txt b/docs/_sources/auto_examples/plot_variable_importance_classif.rst.txt
@@ -176,7 +176,7 @@ Visualize the data
  .. code-block:: none
 
 
-    [<matplotlib.axis.YTick object at 0x7fc641d29f40>, <matplotlib.axis.YTick object at 0x7fc725661430>, <matplotlib.axis.YTick object at 0x7fc7255e0500>, <matplotlib.axis.YTick object at 0x7fc7255e2450>, <matplotlib.axis.YTick object at 0x7fc7255e37a0>, <matplotlib.axis.YTick object at 0x7fc7255e2840>, <matplotlib.axis.YTick object at 0x7fc7255e3a40>, <matplotlib.axis.YTick object at 0x7fc7255e0f20>, <matplotlib.axis.YTick object at 0x7fc725586360>, <matplotlib.axis.YTick object at 0x7fc7255e0ec0>]
+    [<matplotlib.axis.YTick object at 0x7fee88776120>, <matplotlib.axis.YTick object at 0x7fee887745c0>, <matplotlib.axis.YTick object at 0x7fee884de6f0>, <matplotlib.axis.YTick object at 0x7fee884dcc80>, <matplotlib.axis.YTick object at 0x7fee86056ff0>, <matplotlib.axis.YTick object at 0x7fee884dc680>, <matplotlib.axis.YTick object at 0x7fee884dd280>, <matplotlib.axis.YTick object at 0x7fee884dc4a0>, <matplotlib.axis.YTick object at 0x7fee8600fa70>, <matplotlib.axis.YTick object at 0x7fee884df770>]
 
 
 
@@ -422,16 +422,16 @@ the features.
  .. code-block:: none
 
 
-    <matplotlib.legend.Legend object at 0x7fc72571a3c0>
+    <matplotlib.legend.Legend object at 0x7fee8600ff20>
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 44.851 seconds)
+   **Total running time of the script:** (0 minutes 44.780 seconds)
 
-**Estimated memory usage:**  625 MB
+**Estimated memory usage:**  621 MB
 
 
 .. _sphx_glr_download_auto_examples_plot_variable_importance_classif.py:

diff --git a/docs/_sources/auto_examples/sg_execution_times.rst.txt b/docs/_sources/auto_examples/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**10:12.792** total execution time for 6 files **from auto_examples**:
+**10:37.954** total execution time for 6 files **from auto_examples**:
 
 .. container::
 
@@ -33,20 +33,20 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_plot_knockoff_aggregation.py` (``plot_knockoff_aggregation.py``)
-     - 05:31.729
-     - 835.3
+     - 05:51.290
+     - 785.0
    * - :ref:`sphx_glr_auto_examples_plot_fmri_data_example.py` (``plot_fmri_data_example.py``)
-     - 01:31.701
-     - 3209.9
+     - 01:35.950
+     - 3250.8
    * - :ref:`sphx_glr_auto_examples_plot_2D_simulation_example.py` (``plot_2D_simulation_example.py``)
-     - 01:11.585
-     - 747.2
+     - 01:11.171
+     - 704.2
    * - :ref:`sphx_glr_auto_examples_plot_dcrt_example.py` (``plot_dcrt_example.py``)
-     - 01:04.447
-     - 644.6
+     - 01:05.337
+     - 639.9
    * - :ref:`sphx_glr_auto_examples_plot_variable_importance_classif.py` (``plot_variable_importance_classif.py``)
-     - 00:44.851
-     - 625.0
+     - 00:44.780
+     - 621.0
    * - :ref:`sphx_glr_auto_examples_plot_diabetes_variable_importance_example.py` (``plot_diabetes_variable_importance_example.py``)
-     - 00:08.479
-     - 629.1
+     - 00:09.424
+     - 625.3
diff --git a/docs/_sources/sg_execution_times.rst.txt b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**10:12.792** total execution time for 6 files **from all galleries**:
+**10:37.954** total execution time for 6 files **from all galleries**:
 
 .. container::
 
@@ -33,20 +33,20 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_plot_knockoff_aggregation.py` (``../examples/plot_knockoff_aggregation.py``)
-     - 05:31.729
-     - 835.3
+     - 05:51.290
+     - 785.0
    * - :ref:`sphx_glr_auto_examples_plot_fmri_data_example.py` (``../examples/plot_fmri_data_example.py``)
-     - 01:31.701
-     - 3209.9
+     - 01:35.950
+     - 3250.8
    * - :ref:`sphx_glr_auto_examples_plot_2D_simulation_example.py` (``../examples/plot_2D_simulation_example.py``)
-     - 01:11.585
-     - 747.2
+     - 01:11.171
+     - 704.2
    * - :ref:`sphx_glr_auto_examples_plot_dcrt_example.py` (``../examples/plot_dcrt_example.py``)
-     - 01:04.447
-     - 644.6
+     - 01:05.337
+     - 639.9
    * - :ref:`sphx_glr_auto_examples_plot_variable_importance_classif.py` (``../examples/plot_variable_importance_classif.py``)
-     - 00:44.851
-     - 625.0
+     - 00:44.780
+     - 621.0
    * - :ref:`sphx_glr_auto_examples_plot_diabetes_variable_importance_example.py` (``../examples/plot_diabetes_variable_importance_example.py``)
-     - 00:08.479
-     - 629.1
+     - 00:09.424
+     - 625.3
diff --git a/docs/_static/documentation_options.js b/docs/_static/documentation_options.js
@@ -1,5 +1,5 @@
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