diff --git a/doc/sphinxext/gallery_order.py b/doc/sphinxext/gallery_order.py
index 5c514af5a390..e291142d3b66 100644
--- a/doc/sphinxext/gallery_order.py
+++ b/doc/sphinxext/gallery_order.py
@@ -17,10 +17,10 @@
     '../examples/statistics',
     '../examples/pie_and_polar_charts',
     '../examples/text_labels_and_annotations',
-    '../examples/pyplots',
     '../examples/color',
     '../examples/shapes_and_collections',
     '../examples/style_sheets',
+    '../examples/pyplots',
     '../examples/axes_grid1',
     '../examples/axisartist',
     '../examples/showcase',
diff --git a/examples/axes_grid1/README.txt b/examples/axes_grid1/README.txt
index 42cc4b5af75c..5fdbf13b9e44 100644
--- a/examples/axes_grid1/README.txt
+++ b/examples/axes_grid1/README.txt
@@ -2,5 +2,5 @@
 
 .. _axes_grid1-examples-index:
 
-The axes_grid1 module
-=====================
+Module - axes_grid1
+===================
diff --git a/examples/axisartist/README.txt b/examples/axisartist/README.txt
index 6cc9325d1027..c2d1716f8b52 100644
--- a/examples/axisartist/README.txt
+++ b/examples/axisartist/README.txt
@@ -2,5 +2,5 @@
 
 .. _axisartist-examples-index:
 
-The axisartist module
-=====================
+Module - axisartist
+===================
diff --git a/examples/pyplots/README.txt b/examples/pyplots/README.txt
index ff10c9fd6b1a..493618b19e6c 100644
--- a/examples/pyplots/README.txt
+++ b/examples/pyplots/README.txt
@@ -1,4 +1,4 @@
 .. _pyplots_examples:
 
-The pyplot module
-=================
+Module - pyplot
+===============