matplotlib
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diff --git a/‎doc/devel/documenting_mpl.rst
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@@ -151,6 +151,10 @@ dl.glossary dt {
     font-size: 1.1em;
 }
 
+dl.docutils dt {
+    font-weight: bold;
+}
+
 pre a {
     color: inherit;
     text-decoration: none;
 
@@ -4,6 +4,13 @@
 Writing documentation
 =====================
 
+.. contents:: Contents
+   :depth: 2
+   :local:
+   :backlinks: top
+   :class: multicol-toc
+
+
 Getting started
 ===============
 
@@ -214,38 +221,52 @@ is better than:
 In addition, since underscores are widely used by Sphinx itself, use
 hyphens to separate words.
 
+.. _referring-to-other-code:
 
 Referring to other code
 -----------------------
 
 To link to other methods, classes, or modules in Matplotlib you can use
 back ticks, for example:
 
-.. code-block:: python
+.. code-block:: rst
 
-  `~matplotlib.collections.LineCollection`
+  `matplotlib.collections.LineCollection`
 
-returns a link to the documentation of
-`~matplotlib.collections.LineCollection`.  For the full path of the
-class to be shown, omit the tilde:
+generates a link like this: `matplotlib.collections.LineCollection`.
 
-.. code-block:: python
+*Note:* We use the sphinx setting ``default_role = 'obj'`` so that you don't
+have to use qualifiers like ``:class:``, ``:func:``, ``:meth:`` and the likes.
 
-  `matplotlib.collections.LineCollection`
+Often, you don't want to show the full package and module name. As long as the
+target is unanbigous you can simply leave them out:
+
+.. code-block:: rst
 
-to get `matplotlib.collections.LineCollection`.  It is often not
-necessary to fully specify the class hierarchy unless there is a namespace
-collision between two packages:
+  `.LineCollection`
 
-.. code-block:: python
+and the link still works: `.LineCollection`.
+
+If there are multiple code elements with the same name (e.g. ``plot()`` is a
+method in multiple classes), you'll have to extend the definition:
+
+.. code-block:: rst
+
+  `.pyplot.plot` or `.Axes.plot`
+
+These will show up as `.pyplot.plot` or `.Axes.plot`. To still show only the
+last segment you can add a tilde as prefix:
+
+.. code-block:: rst
 
-  `~.LineCollection`
+  `~.pyplot.plot` or `~.Axes.plot`
 
-links just as well: `~.LineCollection`.
+will render as `~.pyplot.plot` or `~.Axes.plot`.
 
-Other packages can also be linked via ``intersphinx``:
+Other packages can also be linked via
+`intersphinx <http://www.sphinx-doc.org/en/master/ext/intersphinx.html>`_:
 
-.. code-block:: Python
+.. code-block:: rst
 
   `numpy.mean`
 
@@ -297,13 +318,19 @@ when the documentation is built.
 Writing docstrings
 ==================
 
-Much of the documentation lives in "docstrings". These are comment blocks
-in source code that explain how the code works. All new or edited docstrings
-should conform to the numpydoc guidelines. These split the docstring into a
-number of sections - see the `numpy documentation howto`_
-for more details and a guide to how docstrings should be formatted.   Much of
-the ReST_ syntax discussed above (:ref:writing-rest-pages) can be used for
-links and references.  These docstrings eventually populate the
+Most of the API documentation is written in docstrings. These are comment
+blocks in source code that explain how the code works.
+
+.. note::
+
+   Some parts of the documentation do not yet conform to the current
+   documentation style. If in doubt, follow the rules given here and not what
+   you may see in the source code. Pull requests updating docstrings to
+   the current style are very welcome.
+
+All new or edited docstrings should conform to the `numpydoc docstring guide`_.
+Much of the ReST_ syntax discussed above (:ref:`writing-rest-pages`) can be
+used for links and references.  These docstrings eventually populate the
 :file:`doc/api` directory and form the reference documentation for the
 library.
 
@@ -314,21 +341,21 @@ An example docstring looks like:
 
 .. code-block:: python
 
-  def hlines(self, y, xmin, xmax, colors='k', linestyles='solid',
-             label='', **kwargs):
+    def hlines(self, y, xmin, xmax, colors='k', linestyles='solid',
+               label='', **kwargs):
         """
         Plot horizontal lines at each *y* from *xmin* to *xmax*.
 
         Parameters
         ----------
-        y : scalar or sequence of scalar
+        y : float or array-like
             y-indexes where to plot the lines.
 
-        xmin, xmax : scalar or 1D array_like
+        xmin, xmax : float or array-like
             Respective beginning and end of each line. If scalars are
-            provided, all lines will have same length.
+            provided, all lines will have the same length.
 
-        colors : array_like of colors, optional, default: 'k'
+        colors : array-like of colors, optional, default: 'k'
 
         linestyles : {'solid', 'dashed', 'dashdot', 'dotted'}, optional
 
@@ -353,104 +380,137 @@ See the `~.Axes.hlines` documentation for how this renders.
 The Sphinx_ website also contains plenty of documentation_ concerning ReST
 markup and working with Sphinx in general.
 
-.. note::
-
-   Some parts of the documentation do not yet conform to the current
-   documentation style. If in doubt, follow the rules given here and not what
-   you may see in the source code. Pull requests updating docstrings to
-   the current style are very welcome.
-
 Formatting conventions
 ----------------------
 
-The basic docstring conventions are covered in the `numpy documentation howto`_
+The basic docstring conventions are covered in the `numpydoc docstring guide`_
 and the Sphinx_ documentation.  Some Matplotlib-specific formatting conventions
 to keep in mind:
 
-* Matplotlib does not have a convention whether to use single-quotes or
-  double-quotes.  There is a mixture of both in the current code.
+Function arguments
+   Function arguments and keywords within docstrings should be referred to
+   using the ``*emphasis*`` role. This will keep Matplotlib's documentation
+   consistent with Python's documentation:
 
-* Long parameter lists should be wrapped using a ``\`` for continuation and
-  starting on the new line without any indent:
+   .. code-block:: rst
 
-  .. code-block:: python
+      If *linestyles* is *None*, the 'solid' is used.
 
-     def add_axes(self, *args, **kwargs):
-         """
-         ...
+   Do not use the ```default role``` or the ````literal```` role:
 
-         Parameters
-         ----------
-         projection :
-             {'aitoff', 'hammer', 'lambert', 'mollweide', 'polar', \
-     'rectilinear'}, optional
-             The projection type of the axes.
+   .. code-block:: rst
 
-         ...
-         """
+      Neither `argument` nor ``argument`` should be used.
 
-  Alternatively, you can describe the valid parameter values in a dedicated
-  section of the docstring.
 
-* Generally, do not add markup to types for ``Parameters`` and ``Returns``.
-  This is usually not needed because Sphinx will link them automatically and
-  would unnecessarily clutter the docstring. However, it does seem to fail in
-  some situations. If you encounter such a case, you are allowed to add markup:
+Quotes for strings
+   Matplotlib does not have a convention whether to use single-quotes or
+   double-quotes.  There is a mixture of both in the current code.
 
-  .. code-block:: rst
+   Use simple single or double quotes when giving string values, e.g.:: rst
 
-     Returns
-     -------
-     lines : `~matplotlib.collections.LineCollection`
+   .. code-block:: rst
 
-* rcParams can be referenced with the custom ``:rc:`` role:
-  :literal:`:rc:\`foo\`` yields ``rcParams["foo"]``.
+      If 'tight', try to figure out the tight bbox of the figure.
 
-Deprecated formatting conventions
----------------------------------
-* Formerly, we have used square brackets for explicit parameter lists
-  ``['solid' | 'dashed' | 'dotted']``. With numpydoc we have switched to their
-  standard using curly braces ``{'solid', 'dashed', 'dotted'}``.
+Parameter type descriptions
+   The main goal for parameter type descriptions is to be readable and
+   understandable by humans. If the possible types are too complex use a
+   simplification for the type description and explain the type more
+   precisely in the text.
 
-Linking to other code
----------------------
 To link to other methods, classes, or modules in Matplotlib you can encase
-the name to refer to in back ticks, for example:
+   Generally, the `numpydoc docstring guide`_ conventions apply. The following
+   rules expand on them where the numpydoc conventions are not specific.
 
-.. code-block:: python
+   Use ``float`` for a type that can be any number.
 
-  `~matplotlib.collections.LineCollection`
+   Use ``array-like`` for homogeneous numeric sequences, which could
+   typically be a numpy.array. Dimensionality may be specified using ``2D``,
+   ``3D``, ``n-dimensional``. If you need to have variables denoting the
+   sizes of the dimensions, use capital letters in brackets
+   (``array-like (M, N)``). When refering to them in the text they are easier
+   read and no special formatting is needed.
 
-It is also possible to add links to code in Python, Numpy, Scipy, or Pandas.
-Sometimes it is tricky to get external Sphinx linking to work; to check that
-a something exists to link to the following shell command outputs a list of all
-objects that can be referenced (in this case for Numpy)::
+   ``float`` is the implicit default dtype for array-likes. For other dtypes
+   use ``array-like of int``.
 
-  python -m sphinx.ext.intersphinx 'https://docs.scipy.org/doc/numpy/objects.inv'
+   Some possible uses::
 
+      2D array-like
+      array-like (N)
+      array-like (M, N)
+      array-like (M, N, 3)
+      array-like of int
 
-Function arguments
-------------------
-Function arguments and keywords within docstrings should be referred to using
-the ``*emphasis*`` role. This will keep Matplotlib's documentation consistent
-with Python's documentation:
+   Non-numeric homogeneous sequences are described as lists, e.g.::
 
-.. code-block:: rst
+      list of str
+      list of `.Artist`
 
-  Here is a description of *argument*
+Referencing types
+   Generally, the rules from referring-to-other-code_ apply. More specifically:
 
-Do not use the ```default role```:
+   Use full references ```~matplotlib.colors.Normalize``` with an
+   abbreviation tilde in parameter types. While the full name helps the
+   reader of plain text docstrings, the HTML does not need to show the full
+   name as it links to it. Hence, the ``~``-shortening keeps it more readable.
 
+   Use abbreviated links ```.Normalize``` in the text.
 
-.. code-block:: rst
+   .. code-block:: rst
 
-   Do not describe `argument` like this.
+      norm : `~matplotlib.colors.Normalize`, optional
+         A `.Normalize` instance is used to scale luminance data to 0, 1.
 
-nor the ````literal```` role:
+``See also`` sections
+   Sphinx automatically links code elements in the definition blocks of ``See
+   also`` sections. No need to use backticks there::
 
-.. code-block:: rst
+       See also
+       --------
+       vlines : vertical lines
+       axhline: horizontal line across the axes
 
-   Do not describe ``argument`` like this.
+Wrapping parameter lists
+   Long parameter lists should be wrapped using a ``\`` for continuation and
+   starting on the new line without any indent:
+
+   .. code-block:: python
+
+      def add_axes(self, *args, **kwargs):
+          """
+          ...
+
+          Parameters
+          ----------
+          projection :
+              {'aitoff', 'hammer', 'lambert', 'mollweide', 'polar', \
+      'rectilinear'}, optional
+              The projection type of the axes.
+
+          ...
+          """
+
+   Alternatively, you can describe the valid parameter values in a dedicated
+   section of the docstring.
+
+rcParams
+   rcParams can be referenced with the custom ``:rc:`` role:
+   :literal:`:rc:\`foo\`` yields ``rcParams["foo"]``. Use `= [default-val]`
+   to indicate the default value of the parameter. The default value should be
+   literal, i.e. enclosed in double backticks. For simplicity these may be
+   omitted for string default values.
+
+   .. code-block:: rst
+
+      If not provided, defaults to :rc:`figure.figsize` = ``[6.4, 4.8]``.
+      If not provided, defaults to :rc:`figure.facecolor` = 'w'.
+
+Deprecated formatting conventions
+---------------------------------
+Formerly, we have used square brackets for explicit parameter lists
+``['solid' | 'dashed' | 'dotted']``. With numpydoc we have switched to their
+standard using curly braces ``{'solid', 'dashed', 'dotted'}``.
 
 Setters and getters
 -------------------
@@ -461,6 +521,12 @@ By convention, these setters and getters are named ``set_PROPERTYNAME`` and
 ``get_PROPERTYNAME``; the list of properties thusly defined on an artist and
 their values can be listed by the `~.pyplot.setp` and `~.pyplot.getp` functions.
 
+.. note::
+
+   ``ACCEPTS`` blocks have recently become optional. You may now use a
+   numpydoc ``Parameters`` block because the accepted values can now be read
+   from the type description of the first parameter.
+
 Property setter methods should indicate the values they accept using a (legacy)
 special block in the docstring, starting with ``ACCEPTS``, as follows:
 
@@ -494,7 +560,6 @@ Sphinx by making it a ReST comment (i.e. use ``.. ACCEPTS:``):
        """
 
 
-
 Keyword arguments
 -----------------
 
@@ -791,4 +856,4 @@ Some helpful functions::
 .. _index: http://www.sphinx-doc.org/markup/para.html#index-generating-markup
 .. _`Sphinx Gallery`: https://sphinx-gallery.readthedocs.io/en/latest/
 .. _references: http://www.sphinx-doc.org/en/stable/markup/inline.html
-.. _`numpy documentation howto`: https://github.com/numpy/numpy/blob/master/doc/HOWTO_DOCUMENT.rst.txt
+.. _`numpydoc docstring guide`: https://numpydoc.readthedocs.io/en/latest/format.html