matplotlib · QuLogic · Aug 18, 2021 · Aug 9, 2021 · Aug 9, 2021 · Aug 17, 2021
diff --git a/lib/matplotlib/__init__.py b/lib/matplotlib/__init__.py
@@ -597,7 +597,9 @@ def gen_candidates():
 _all_deprecated = {*_deprecated_map, *_deprecated_ignore_map}
 
 
-@docstring.Substitution("\n".join(map("- {}".format, rcsetup._validators)))
+@docstring.Substitution(
+    "\n".join(map("- {}".format, sorted(rcsetup._validators, key=str.lower)))
+)
 class RcParams(MutableMapping, dict):
     """
     A dictionary object including validation.

diff --git a/lib/matplotlib/style/core.py b/lib/matplotlib/style/core.py
@@ -20,7 +20,7 @@
 import warnings
 
 import matplotlib as mpl
-from matplotlib import _api, rc_params_from_file, rcParamsDefault
+from matplotlib import _api, docstring, rc_params_from_file, rcParamsDefault
 
 _log = logging.getLogger(__name__)
 
@@ -54,8 +54,8 @@ def _remove_blacklisted_style_params(d, warn=True):
         if key in STYLE_BLACKLIST:
             if warn:
                 _api.warn_external(
-                    "Style includes a parameter, '{0}', that is not related "
-                    "to style.  Ignoring".format(key))
+                    f"Style includes a parameter, {key!r}, that is not "
+                    "related to style.  Ignoring this parameter.")
         else:
             o[key] = d[key]
     return o
@@ -65,6 +65,9 @@ def _apply_style(d, warn=True):
     mpl.rcParams.update(_remove_blacklisted_style_params(d, warn=warn))
 
 
+@docstring.Substitution(
+    "\n".join(map("- {}".format, sorted(STYLE_BLACKLIST, key=str.lower)))
+)
 def use(style):
     """
     Use Matplotlib style settings from a style specification.
@@ -84,7 +87,7 @@ def use(style):
 
         +------+-------------------------------------------------------------+
         | str  | The name of a style or a path/URL to a style file. For a    |
-        |      | list of available style names, see `style.available`.       |
+        |      | list of available style names, see `.style.available`.      |
         +------+-------------------------------------------------------------+
         | dict | Dictionary with valid key/value pairs for                   |
         |      | `matplotlib.rcParams`.                                      |
@@ -95,6 +98,12 @@ def use(style):
         |      | first to last in the list.                                  |
         +------+-------------------------------------------------------------+
 
+    Notes
+    -----
+    The following `.rcParams` are not related to style and will be ignored if
+    found in a style specification:
+
+    %s
     """
     style_alias = {'mpl20': 'default',
                    'mpl15': 'classic'}
@@ -139,7 +148,7 @@ def context(style, after_reset=False):
 
         +------+-------------------------------------------------------------+
         | str  | The name of a style or a path/URL to a style file. For a    |
-        |      | list of available style names, see `style.available`.       |
+        |      | list of available style names, see `.style.available`.      |
         +------+-------------------------------------------------------------+
         | dict | Dictionary with valid key/value pairs for                   |
         |      | `matplotlib.rcParams`.                                      |

diff --git a/lib/matplotlib/textpath.py b/lib/matplotlib/textpath.py
@@ -351,7 +351,7 @@ def __init__(self, xy, s, size=None, prop=None,
         prop : `matplotlib.font_manager.FontProperties`, optional
             Font property. If not provided, will use a default
             ``FontProperties`` with parameters from the
-            :ref:`rcParams <matplotlib-rcparams>`.
+            :ref:`rcParams<customizing-with-dynamic-rc-settings>`.
 
         _interpolation_steps : int, optional
             (Currently ignored)

diff --git a/tutorials/intermediate/constrainedlayout_guide.py b/tutorials/intermediate/constrainedlayout_guide.py
@@ -22,7 +22,8 @@
 
       plt.subplots(constrained_layout=True)
 
-* activate it via :ref:`rcParams<matplotlib-rcparams>`, like::
+* activate it via :ref:`rcParams<customizing-with-dynamic-rc-settings>`,
+  like::
 
       plt.rcParams['figure.constrained_layout.use'] = True
 
@@ -306,9 +307,9 @@ def example_plot(ax, fontsize=12, hide_labels=False):
 # rcParams
 # ========
 #
-# There are five :ref:`rcParams<matplotlib-rcparams>` that can be set,
-# either in a script or in the :file:`matplotlibrc` file.
-# They all have the prefix ``figure.constrained_layout``:
+# There are five :ref:`rcParams<customizing-with-dynamic-rc-settings>`
+# that can be set, either in a script or in the :file:`matplotlibrc`
+# file. They all have the prefix ``figure.constrained_layout``:
 #
 # - *use*: Whether to use constrained_layout. Default is False
 # - *w_pad*, *h_pad*:    Padding around axes objects.

diff --git a/tutorials/introductory/customizing.py b/tutorials/introductory/customizing.py
@@ -1,32 +1,113 @@
 """
 .. redirect-from:: /users/customizing
 
+=====================================================
 Customizing Matplotlib with style sheets and rcParams
 =====================================================
 
 Tips for customizing the properties and default styles of Matplotlib.
 
-Using style sheets
-------------------
+There are three ways to customize Matplotlib:
+
+    1. :ref:`Setting rcParams at runtime<customizing-with-dynamic-rc-settings>`.
+    2. :ref:`Using style sheets<customizing-with-style-sheets>`.
+    3. :ref:`Changing your matplotlibrc file<customizing-with-matplotlibrc-files>`.
+
+Setting rcParams at runtime takes precedence over style sheets, style
+sheets take precedence over :file:`matplotlibrc` files.
+
+.. _customizing-with-dynamic-rc-settings:
 
-The :mod:`.style` package adds support for easy-to-switch plotting
-"styles" with the same parameters as a :ref:`matplotlib rc
-<customizing-with-matplotlibrc-files>` file (which is read at startup to
-configure Matplotlib).
+Runtime rc settings
+===================
 
-There are a number of pre-defined styles :doc:`provided by Matplotlib
-</gallery/style_sheets/style_sheets_reference>`. For
-example, there's a pre-defined style called "ggplot", which emulates the
-aesthetics of ggplot_ (a popular plotting package for R_). To use this style,
-just add:
+You can dynamically change the default rc (runtime configuration)
+settings in a python script or interactively from the python shell. All
+rc settings are stored in a dictionary-like variable called
+:data:`matplotlib.rcParams`, which is global to the matplotlib package.
+See `matplotlib.rcParams` for a full list of configurable rcParams.
+rcParams can be modified directly, for example:
 """
 
 import numpy as np
 import matplotlib.pyplot as plt
 import matplotlib as mpl
 from cycler import cycler
-plt.style.use('ggplot')
+mpl.rcParams['lines.linewidth'] = 2
+mpl.rcParams['lines.linestyle'] = '--'
 data = np.random.randn(50)
+plt.plot(data)
+
+###############################################################################
+# Note, that in order to change the usual `~.Axes.plot` color you have to
+# change the *prop_cycle* property of *axes*:
+
+mpl.rcParams['axes.prop_cycle'] = cycler(color=['r', 'g', 'b', 'y'])
+plt.plot(data)  # first color is red
+
+###############################################################################
+# Matplotlib also provides a couple of convenience functions for modifying rc
+# settings. `matplotlib.rc` can be used to modify multiple
+# settings in a single group at once, using keyword arguments:
+
+mpl.rc('lines', linewidth=4, linestyle='-.')
+plt.plot(data)
+
+###############################################################################
+# Temporary rc settings
+# ---------------------
+#
+# The :data:`matplotlib.rcParams` object can also be changed temporarily using
+# the `matplotlib.rc_context` context manager:
+
+with mpl.rc_context({'lines.linewidth': 2, 'lines.linestyle': ':'}):
+    plt.plot(data)
+
+###############################################################################
+# `matplotlib.rc_context` can also be used as a decorator to modify the
+# defaults within a function:
+
+
+@mpl.rc_context({'lines.linewidth': 3, 'lines.linestyle': '-'})
+def plotting_function():
+    plt.plot(data)
+
+plotting_function()
+
+###############################################################################
+# `matplotlib.rcdefaults` will restore the standard Matplotlib
+# default settings.
+#
+# There is some degree of validation when setting the values of rcParams, see
+# :mod:`matplotlib.rcsetup` for details.
+
+###############################################################################
+# .. _customizing-with-style-sheets:
+#
+# Using style sheets
+# ==================
+#
+# Another way to change the visual appearance of plots is to set the
+# rcParams in a so-called style sheet and import that style sheet with
+# `matplotlib.style.use`. In this way you can switch easily between
+# different styles by simply changing the imported style sheet. A style
+# sheets looks the same as a :ref:`matplotlibrc<matplotlibrc-sample>`
+# file, but in a style sheet you can only set rcParams that are related
+# to the actual style of a plot. Other rcParams, like *backend*, will be
+# ignored. :file:`matplotlibrc` files support all rcParams. The
+# rationale behind this is to make style sheets portable between
+# different machines without having to worry about dependencies which
+# might or might not be installed on another machine. For a full list of
+# rcParams see `matplotlib.rcParams`. For a list of rcParams that are
+# ignored in style sheets see `matplotlib.style.use`.
+#
+# There are a number of pre-defined styles :doc:`provided by Matplotlib
+# </gallery/style_sheets/style_sheets_reference>`. For
+# example, there's a pre-defined style called "ggplot", which emulates the
+# aesthetics of ggplot_ (a popular plotting package for R_). To use this
+# style, add:
+
+plt.style.use('ggplot')
 
 ###############################################################################
 # To list all available styles, use:
@@ -104,80 +185,18 @@
 plt.show()
 
 ###############################################################################
-# .. _matplotlib-rcparams:
-#
-# Matplotlib rcParams
-# ===================
-#
-# .. _customizing-with-dynamic-rc-settings:
-#
-# Dynamic rc settings
-# -------------------
-#
-# You can also dynamically change the default rc settings in a python script or
-# interactively from the python shell. All of the rc settings are stored in a
-# dictionary-like variable called :data:`matplotlib.rcParams`, which is global to
-# the matplotlib package. rcParams can be modified directly, for example:
-
-mpl.rcParams['lines.linewidth'] = 2
-mpl.rcParams['lines.linestyle'] = '--'
-plt.plot(data)
-
-###############################################################################
-# Note, that in order to change the usual `~.Axes.plot` color you have to
-# change the *prop_cycle* property of *axes*:
-
-mpl.rcParams['axes.prop_cycle'] = cycler(color=['r', 'g', 'b', 'y'])
-plt.plot(data)  # first color is red
-
-###############################################################################
-# Matplotlib also provides a couple of convenience functions for modifying rc
-# settings. `matplotlib.rc` can be used to modify multiple
-# settings in a single group at once, using keyword arguments:
-
-mpl.rc('lines', linewidth=4, linestyle='-.')
-plt.plot(data)
-
-###############################################################################
-# Temporary rc settings
-# ---------------------
-#
-# The :data:`matplotlib.rcParams` object can also be changed temporarily using
-# the `matplotlib.rc_context` context manager:
-
-with mpl.rc_context({'lines.linewidth': 2, 'lines.linestyle': ':'}):
-    plt.plot(data)
-
-###############################################################################
-# `matplotlib.rc_context` can also be used as a decorator to modify the
-# defaults within a function:
-
-
-@mpl.rc_context({'lines.linewidth': 3, 'lines.linestyle': '-'})
-def plotting_function():
-    plt.plot(data)
-
-plotting_function()
-
-###############################################################################
-# `matplotlib.rcdefaults` will restore the standard Matplotlib
-# default settings.
-#
-# There is some degree of validation when setting the values of rcParams, see
-# :mod:`matplotlib.rcsetup` for details.
-#
 # .. _customizing-with-matplotlibrc-files:
 #
 # The :file:`matplotlibrc` file
-# -----------------------------
+# =============================
 #
 # Matplotlib uses :file:`matplotlibrc` configuration files to customize all
 # kinds of properties, which we call 'rc settings' or 'rc parameters'. You can
 # control the defaults of almost every property in Matplotlib: figure size and
 # DPI, line width, color and style, axes, axis and grid properties, text and
-# font properties and so on. When a URL or path is not specified with a call to
-# ``style.use('<path>/<style-name>.mplstyle')``, Matplotlib looks for
-# :file:`matplotlibrc` in four locations, in the following order:
+# font properties and so on. The :file:`matplotlibrc` is read at startup to
+# configure Matplotlib. Matplotlib looks for :file:`matplotlibrc` in four
+# locations, in the following order:
 #
 # 1. :file:`matplotlibrc` in the current working directory, usually used for
 #    specific customizations that you do not want to apply elsewhere.
@@ -204,8 +223,12 @@ def plotting_function():
 #    your customizations to be saved, please move this file to your
 #    user-specific matplotlib directory.
 #
-# Once a :file:`matplotlibrc` file has been found, it will *not* search any of
-# the other paths.
+# Once a :file:`matplotlibrc` file has been found, it will *not* search
+# any of the other paths. When a
+# :ref:`style sheet<customizing-with-style-sheets>` is given with
+# ``style.use('<path>/<style-name>.mplstyle')``, settings specified in
+# the style sheet take precedence over settings in the
+# :file:`matplotlibrc` file.
 #
 # To display where the currently active :file:`matplotlibrc` file was
 # loaded from, one can do the following::
@@ -214,12 +237,13 @@ def plotting_function():
 #   >>> matplotlib.matplotlib_fname()
 #   '/home/foo/.config/matplotlib/matplotlibrc'
 #
-# See below for a sample :ref:`matplotlibrc file<matplotlibrc-sample>`.
+# See below for a sample :ref:`matplotlibrc file<matplotlibrc-sample>`
+# and see `matplotlib.rcParams` for a full list of configurable rcParams.
 #
 # .. _matplotlibrc-sample:
 #
-# A sample matplotlibrc file
-# ~~~~~~~~~~~~~~~~~~~~~~~~~~
+# The default :file:`matplotlibrc` file
+# -------------------------------------
 #
 # .. literalinclude:: ../../../lib/matplotlib/mpl-data/matplotlibrc
 #