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diff --git a/doc/source/f2py/index.rst b/doc/source/f2py/index.rst
index 492139651..07d26e39e 100644
--- a/doc/source/f2py/index.rst
+++ b/doc/source/f2py/index.rst
@@ -1,8 +1,8 @@
-#####################################
-F2PY Users Guide and Reference Manual
-#####################################
+=====================================
+F2PY user guide and reference manual
+=====================================
-The purpose of the ``F2PY`` --*Fortran to Python interface generator*--
+The purpose of the ``F2PY`` --*Fortran to Python interface generator*-- utility
is to provide a connection between Python and Fortran
languages. F2PY is a part of NumPy_ (``numpy.f2py``) and also available as a
standalone command line tool ``f2py`` when ``numpy`` is installed that
@@ -19,11 +19,11 @@ from Python.
.. toctree::
:maxdepth: 2
- f2py.getting-started
- signature-file
- python-usage
usage
+ f2py.getting-started
distutils
+ python-usage
+ signature-file
advanced
.. _Python: https://www.python.org/