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diff --git a/dev/_modules/sphinx_gallery/gen_gallery.html b/dev/_modules/sphinx_gallery/gen_gallery.html
@@ -989,7 +989,7 @@ <h1>Source code for sphinx_gallery.gen_gallery</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="get_subsections">
 <a class="viewcode-back" href="../../gen_modules/sphinx_gallery.gen_gallery.html#sphinx_gallery.gen_gallery.get_subsections">[docs]</a>
-<span class="k">def</span> <span class="nf">get_subsections</span><span class="p">(</span><span class="n">srcdir</span><span class="p">,</span> <span class="n">examples_dir</span><span class="p">,</span> <span class="n">gallery_conf</span><span class="p">,</span> <span class="n">check_for_index</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+<span class="k">def</span> <span class="nf">get_subsections</span><span class="p">(</span><span class="n">srcdir</span><span class="p">,</span> <span class="n">examples_dir</span><span class="p">,</span> <span class="n">gallery_conf</span><span class="p">,</span> <span class="n">check_for_header</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Return the list of subsections of a gallery.</span>
 
 <span class="sd">    Parameters</span>
@@ -1000,8 +1000,8 @@ <h1>Source code for sphinx_gallery.gen_gallery</h1><div class="highlight"><pre>
 <span class="sd">        path to the examples directory relative to conf.py</span>
 <span class="sd">    gallery_conf : Dict[str, Any]</span>
 <span class="sd">        Sphinx-Gallery configuration dictionary.</span>
-<span class="sd">    check_for_index : bool</span>
-<span class="sd">        only return subfolders contain a GALLERY_HEADER file, default True</span>
+<span class="sd">    check_for_header : bool</span>
+<span class="sd">        only return subfolders that contain a GALLERY_HEADER file, default True</span>
 
 <span class="sd">    Returns</span>
 <span class="sd">    -------</span>
@@ -1015,22 +1015,27 @@ <h1>Source code for sphinx_gallery.gen_gallery</h1><div class="highlight"><pre>
         <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">sortkey</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
             <span class="n">sortkey</span> <span class="o">=</span> <span class="n">ExplicitOrder</span><span class="p">(</span><span class="n">sortkey</span><span class="p">)</span>
     <span class="n">subfolders</span> <span class="o">=</span> <span class="p">[</span><span class="n">subfolder</span> <span class="k">for</span> <span class="n">subfolder</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">examples_dir</span><span class="p">)]</span>
-    <span class="k">if</span> <span class="n">check_for_index</span><span class="p">:</span>
+    <span class="k">if</span> <span class="n">check_for_header</span><span class="p">:</span>
         <span class="n">subfolders</span> <span class="o">=</span> <span class="p">[</span>
             <span class="n">subfolder</span>
             <span class="k">for</span> <span class="n">subfolder</span> <span class="ow">in</span> <span class="n">subfolders</span>
+            <span class="c1"># Return is not `None` only when a gallery head file is found</span>
             <span class="k">if</span> <span class="n">_get_gallery_header</span><span class="p">(</span>
                 <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">examples_dir</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">),</span> <span class="n">gallery_conf</span><span class="p">,</span> <span class="n">raise_error</span><span class="o">=</span><span class="kc">False</span>
             <span class="p">)</span>
             <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
         <span class="p">]</span>
     <span class="k">else</span><span class="p">:</span>
-        <span class="c1"># just make sure its a directory</span>
+        <span class="c1"># just make sure its a directory, that is not `__pycache__`</span>
         <span class="n">subfolders</span> <span class="o">=</span> <span class="p">[</span>
             <span class="n">subfolder</span>
             <span class="k">for</span> <span class="n">subfolder</span> <span class="ow">in</span> <span class="n">subfolders</span>
-            <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">examples_dir</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">))</span>
+            <span class="k">if</span> <span class="p">(</span>
+                <span class="n">subfolder</span> <span class="o">!=</span> <span class="s2">&quot;__pycache__&quot;</span>
+                <span class="ow">and</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">examples_dir</span><span class="p">,</span> <span class="n">subfolder</span><span class="p">))</span>
+            <span class="p">)</span>
         <span class="p">]</span>
+
     <span class="n">base_examples_dir_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">relpath</span><span class="p">(</span><span class="n">examples_dir</span><span class="p">,</span> <span class="n">srcdir</span><span class="p">)</span>
     <span class="n">subfolders_with_path</span> <span class="o">=</span> <span class="p">[</span>
         <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">base_examples_dir_path</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">subfolders</span>
@@ -1236,11 +1241,13 @@ <h1>Source code for sphinx_gallery.gen_gallery</h1><div class="highlight"><pre>
             <span class="n">is_subsection</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
         <span class="p">)</span>
 
-        <span class="c1"># `this_context` is None when user provides own index.rst</span>
+        <span class="c1"># `this_content` is None when user provides own index.rst</span>
         <span class="n">sg_root_index</span> <span class="o">=</span> <span class="n">this_content</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
         <span class="n">costs</span> <span class="o">+=</span> <span class="n">this_costs</span>
         <span class="n">write_computation_times</span><span class="p">(</span><span class="n">gallery_conf</span><span class="p">,</span> <span class="n">gallery_dir_abs_path</span><span class="p">,</span> <span class="n">this_costs</span><span class="p">)</span>
 
+        <span class="c1"># `indexst` variable must exist, as passed to `_finish_index_rst`</span>
+        <span class="n">indexst</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
         <span class="c1"># Create root gallery index.rst</span>
         <span class="k">if</span> <span class="n">sg_root_index</span><span class="p">:</span>
             <span class="c1"># :orphan: to suppress &quot;not included in TOCTREE&quot; sphinx warnings</span>
@@ -1256,7 +1263,7 @@ <h1>Source code for sphinx_gallery.gen_gallery</h1><div class="highlight"><pre>
             <span class="n">app</span><span class="o">.</span><span class="n">builder</span><span class="o">.</span><span class="n">srcdir</span><span class="p">,</span>
             <span class="n">examples_dir_abs_path</span><span class="p">,</span>
             <span class="n">gallery_conf</span><span class="p">,</span>
-            <span class="n">check_for_index</span><span class="o">=</span><span class="n">sg_root_index</span><span class="p">,</span>
+            <span class="n">check_for_header</span><span class="o">=</span><span class="n">sg_root_index</span><span class="p">,</span>
         <span class="p">)</span>
         <span class="k">for</span> <span class="n">subsection</span> <span class="ow">in</span> <span class="n">subsecs</span><span class="p">:</span>
             <span class="n">src_dir</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">examples_dir_abs_path</span><span class="p">,</span> <span class="n">subsection</span><span class="p">)</span>

diff --git a/dev/_sources/auto_examples/no_output/plot_raise.rst.txt b/dev/_sources/auto_examples/no_output/plot_raise.rst.txt
@@ -58,7 +58,7 @@ You will also get the python traceback of the failed code block.
  .. code-block:: none
 
 
-    <matplotlib.collections.QuadMesh object at 0x7f986754c970>
+    <matplotlib.collections.QuadMesh object at 0x7fe5aeb1d540>
 
 
 
@@ -110,9 +110,9 @@ Here is another error raising block but will not be executed
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.797 seconds)
+   **Total running time of the script:** (0 minutes 0.705 seconds)
 
-**Estimated memory usage:**  541 MB
+**Estimated memory usage:**  547 MB
 
 
 .. _sphx_glr_download_auto_examples_no_output_plot_raise.py:

diff --git a/dev/_sources/auto_examples/no_output/plot_raise_thumbnail.rst.txt b/dev/_sources/auto_examples/no_output/plot_raise_thumbnail.rst.txt
@@ -61,7 +61,7 @@ as for non-failing examples.
  .. code-block:: none
 
 
-    <matplotlib.collections.QuadMesh object at 0x7f98675c0f40>
+    <matplotlib.collections.QuadMesh object at 0x7fe67db18250>
 
 
 
@@ -93,9 +93,9 @@ This block will raise an AssertionError
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.685 seconds)
+   **Total running time of the script:** (0 minutes 0.620 seconds)
 
-**Estimated memory usage:**  541 MB
+**Estimated memory usage:**  547 MB
 
 
 .. _sphx_glr_download_auto_examples_no_output_plot_raise_thumbnail.py:

diff --git a/dev/_sources/auto_examples/no_output/plot_strings.rst.txt b/dev/_sources/auto_examples/no_output/plot_strings.rst.txt
@@ -124,7 +124,7 @@ One line out
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.320 seconds)
+   **Total running time of the script:** (0 minutes 0.280 seconds)
 
 **Estimated memory usage:**  176 MB
 

diff --git a/dev/_sources/auto_examples/no_output/plot_syntaxerror.rst.txt b/dev/_sources/auto_examples/no_output/plot_syntaxerror.rst.txt
@@ -63,7 +63,7 @@ Example script with invalid Python syntax
 
    **Total running time of the script:** (0 minutes 0.002 seconds)
 
-**Estimated memory usage:**  541 MB
+**Estimated memory usage:**  547 MB
 
 
 .. _sphx_glr_download_auto_examples_no_output_plot_syntaxerror.py:

diff --git a/dev/_sources/auto_examples/no_output/sg_execution_times.rst.txt b/dev/_sources/auto_examples/no_output/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:01.804** total execution time for 5 files **from auto_examples/no_output**:
+**00:01.608** total execution time for 5 files **from auto_examples/no_output**:
 
 .. container::
 
@@ -33,17 +33,17 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_no_output_plot_raise.py` (``plot_raise.py``)
-     - 00:00.797
-     - 541.3
+     - 00:00.705
+     - 547.3
    * - :ref:`sphx_glr_auto_examples_no_output_plot_raise_thumbnail.py` (``plot_raise_thumbnail.py``)
-     - 00:00.685
-     - 541.3
+     - 00:00.620
+     - 547.3
    * - :ref:`sphx_glr_auto_examples_no_output_plot_strings.py` (``plot_strings.py``)
-     - 00:00.320
-     - 175.6
+     - 00:00.280
+     - 175.9
    * - :ref:`sphx_glr_auto_examples_no_output_plot_syntaxerror.py` (``plot_syntaxerror.py``)
      - 00:00.002
-     - 541.3
+     - 547.3
    * - :ref:`sphx_glr_auto_examples_no_output_just_code.py` (``just_code.py``)
      - 00:00.000
      - 0.0
diff --git a/dev/_sources/auto_examples/plot_0_sin.rst.txt b/dev/_sources/auto_examples/plot_0_sin.rst.txt
@@ -146,9 +146,9 @@ using:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.827 seconds)
+   **Total running time of the script:** (0 minutes 0.723 seconds)
 
-**Estimated memory usage:**  186 MB
+**Estimated memory usage:**  187 MB
 
 
 .. _sphx_glr_download_auto_examples_plot_0_sin.py:

diff --git a/dev/_sources/auto_examples/plot_1_exp.rst.txt b/dev/_sources/auto_examples/plot_1_exp.rst.txt
@@ -92,7 +92,7 @@ output appears before the code block.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.945 seconds)
+   **Total running time of the script:** (0 minutes 0.899 seconds)
 
 **Estimated memory usage:**  176 MB
 

diff --git a/dev/_sources/auto_examples/plot_2_seaborn.rst.txt b/dev/_sources/auto_examples/plot_2_seaborn.rst.txt
@@ -68,9 +68,9 @@ captured by default. See :ref:`image_scrapers` for details.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.908 seconds)
+   **Total running time of the script:** (0 minutes 1.776 seconds)
 
-**Estimated memory usage:**  241 MB
+**Estimated memory usage:**  242 MB
 
 
 .. _sphx_glr_download_auto_examples_plot_2_seaborn.py:

diff --git a/dev/_sources/auto_examples/plot_3_capture_repr.rst.txt b/dev/_sources/auto_examples/plot_3_capture_repr.rst.txt
@@ -262,7 +262,7 @@ list is captured as well as the figure:
  .. code-block:: none
 
 
-    [<matplotlib.lines.Line2D object at 0x7f9798595780>]
+    [<matplotlib.lines.Line2D object at 0x7fe5aed17f10>]
 
 
 
@@ -345,9 +345,9 @@ Sphinx-Gallery prior to v0.5.0, when this configuration was introduced.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.466 seconds)
+   **Total running time of the script:** (0 minutes 2.192 seconds)
 
-**Estimated memory usage:**  181 MB
+**Estimated memory usage:**  182 MB
 
 
 .. _sphx_glr_download_auto_examples_plot_3_capture_repr.py:

diff --git a/dev/_sources/auto_examples/plot_4_choose_thumbnail.rst.txt b/dev/_sources/auto_examples/plot_4_choose_thumbnail.rst.txt
@@ -90,7 +90,7 @@ specify that we wish for the second figure to be the thumbnail.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.892 seconds)
+   **Total running time of the script:** (0 minutes 0.859 seconds)
 
 **Estimated memory usage:**  176 MB
 

diff --git a/dev/_sources/auto_examples/plot_4b_provide_thumbnail.rst.txt b/dev/_sources/auto_examples/plot_4b_provide_thumbnail.rst.txt
@@ -120,9 +120,9 @@ Plot 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.763 seconds)
+   **Total running time of the script:** (0 minutes 1.540 seconds)
 
-**Estimated memory usage:**  180 MB
+**Estimated memory usage:**  176 MB
 
 
 .. _sphx_glr_download_auto_examples_plot_4b_provide_thumbnail.py:

diff --git a/dev/_sources/auto_examples/plot_5_unicode_everywhere.rst.txt b/dev/_sources/auto_examples/plot_5_unicode_everywhere.rst.txt
@@ -416,7 +416,7 @@ Debug fonts
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.120 seconds)
+   **Total running time of the script:** (0 minutes 0.936 seconds)
 
 **Estimated memory usage:**  176 MB
 

diff --git a/dev/_sources/auto_examples/plot_6_function_identifier.rst.txt b/dev/_sources/auto_examples/plot_6_function_identifier.rst.txt
@@ -131,7 +131,7 @@ on the left and the full resolved import path is on the right.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.755 seconds)
+   **Total running time of the script:** (0 minutes 0.649 seconds)
 
 **Estimated memory usage:**  176 MB
 

diff --git a/dev/_sources/auto_examples/plot_7_sys_argv.rst.txt b/dev/_sources/auto_examples/plot_7_sys_argv.rst.txt
@@ -62,7 +62,7 @@ This behavior can be changed by using the `reset_argv` option in the sphinx conf
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.202 seconds)
+   **Total running time of the script:** (0 minutes 0.145 seconds)
 
 **Estimated memory usage:**  176 MB